From 54e10a611c834b9d919e6b6646e7c322c1c11824 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Tue, 24 Sep 2019 18:27:01 +0200 Subject: [PATCH 01/41] Polished figures. --- notebooks/03_application.ipynb | 767 ++++-------------- .../validation_results_full.zip | Bin 0 -> 545318 bytes .../validation_results_small_omega.zip | Bin 0 -> 1091850 bytes python/figures_application.py | 181 ++--- 4 files changed, 226 insertions(+), 722 deletions(-) create mode 100644 pre_processed_data/validation_results_full.zip create mode 100644 pre_processed_data/validation_results_small_omega.zip diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index 5523c74..dc58942 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -6,7 +6,7 @@ "source": [ "# General setting\n", "\n", - "In all of the following graphs we use the transition probabilites estimated from group 4 of John Rust's 1987 paper. We stylize the cost parameters to (10, 10), instead if (10, 2.27). The simulation exercises are always with 200 buses over 70000 periods. For the construction of the uncertainty sets we always use the mean number of observations 4292 / 388." + "In all of the following graphs we use the transition probabilites estimated from group 4 of John Rust's 1987 paper. We stylize the cost parameters to (50, 400), instead if (10, 2.27). The simulation exercises are always with 200 buses over 70000 periods. For the construction of the uncertainty sets we always use the mean number of observations 4292 / 78." ] }, { @@ -22,9 +22,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Worst case probabilities\n", - "\n", - "Shift of worst case probabilities for varying $\\omega$ in state 150. But first a single plot of the ML estimate." + "# Transition probabilities" ] }, { @@ -34,7 +32,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAZHUlEQVR4nO3de5hddX3v8feHIIqKohLRJCigsRXRwmOkerwr2KA1cOqloFVRBPWI2kpVbC2nxdZ6O94qVkGpiiIgWo0SwaOFKiqYgGgNKRohyghouIMXMPjtH2uNrIwTZu8ws2cl8349Tx7W5bfX/q69h/nM77fXXr9UFZIk9c02s12AJEmTMaAkSb1kQEmSesmAkiT1kgElSeqlbWe7gDti6dKldcYZZ8x2GZKkOyaTbdyie1BXXXXVbJcgSZohW3RASZK2XgaUJKmXDChJUi8ZUJKkXjKgJEm9NLKASrI0ycVJ1iY5ahNtnpvkoiSrk5w0qtokSf0zku9BJZkHHAvsB4wBK5Msr6qLOm0WA28EHltV1ya57yhqkyT106h6UPsAa6vqkqq6BTgZOGBCm8OAY6vqWoCq+vmIapMk9dCoAmohcFlnfazd1vUQ4CFJvpHk3CRLJztQksOTrEqyav369TNUriRpto3qVkeT3cZi4kyJ2wKLgScBi4CvJ9mzqq7b6EFVxwHHASxZssTZFnW7dj3q9NkuYU5b99ZnzHYJ2oKNqgc1BuzSWV8EXD5Jm89X1W+q6lLgYprAkiTNQaMKqJXA4iS7JdkOOAhYPqHN54AnAyTZiWbI75IR1SdJ6pmRBFRVbQCOAM4E1gCnVtXqJMckWdY2OxO4OslFwFnA66rq6lHUJ0nqn5FNt1FVK4AVE7Yd3Vku4LXtP0nSHOedJCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6qWRBVSSpUkuTrI2yVGT7D8kyfokF7b/Xjqq2iRJ/bPtKJ4kyTzgWGA/YAxYmWR5VV00oekpVXXEKGqSJPXbqHpQ+wBrq+qSqroFOBk4YETPLUnaAo0qoBYCl3XWx9ptEz0ryfeSnJZkl8kOlOTwJKuSrFq/fv1M1CpJ6oFRBVQm2VYT1r8A7FpVjwC+AnxssgNV1XFVtaSqlsyfP3+ay5Qk9cWoAmoM6PaIFgGXdxtU1dVVdXO7ejzwyBHVJknqoVEF1EpgcZLdkmwHHAQs7zZIcv/O6jJgzYhqkyT10Eiu4quqDUmOAM4E5gEnVNXqJMcAq6pqOfDqJMuADcA1wCGjqE2S1E8jCSiAqloBrJiw7ejO8huBN46qHklSv3knCUlSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSemlkAZVkaZKLk6xNctTttHt2kkqyZFS1SZL6ZyQBlWQecCywP7AHcHCSPSZptwPwauC8UdQlSeqvUfWg9gHWVtUlVXULcDJwwCTt3gy8Hfj1iOqSJPXUqAJqIXBZZ32s3fY7SfYGdqmqL97egZIcnmRVklXr16+f/kolSb0wqoDKJNvqdzuTbYB3A0dOdaCqOq6qllTVkvnz509jiZKkPhlVQI0Bu3TWFwGXd9Z3APYEzk6yDng0sNwLJSRp7tp2RM+zElicZDfgp8BBwPPGd1bV9cBO4+tJzgb+uqpWzXRhux51+kw/hW7Hurc+Y7ZLkNRTA/egkrwryV6b8yRVtQE4AjgTWAOcWlWrkxyTZNnmHFOStHUbpgd1J+DMJOuBE4FPVtXYoA+uqhXAignbjt5E2ycNUZckaSs0cA+qql4FLACOAvYC1iT5SpIXJrn7TBUoSZqbhrpIoqpuraovVtXBNBcyzAc+ClyZ5MNJFt7uASRJGtBQAZXkHkkOTXIW8DWaOz48HngocBPwpekvUZI0Fw38GVSS04A/oQmmDwKfq6qbO/tfC1w/7RVKkuakYS6SOBc4oqqunGxnVf02yc7TU5Ykaa4bZojv8ZOFU5LPji9X1S+npSpJ0pw3TEA9eRPbnzQNdUiStJEph/iSHNMubtdZHrc78ONpr0qSNOcN8hnU+D30tmHj++kVzR3K/36aa5IkaeqAqqoXAyT5ZlUdP/MlSZI0RUAl2bWq1rWrX02y+2TtquqS6S5MkjS3TdWD+i+aqTAA1tIM602c26mAedNclyRpjrvdgKqqHTrLo5o7SpKkkU1YKEnSUKb6DOrrdKZm35SqesK0VSRJElN/BvXhkVQhSdIEU30G9bFRFSJJUtdUQ3wvqKoT2+WXbKpdVZ0w3YVJkua2qYb4DqaZ3h3gBZtoU4ABJUmaVlMN8T29s7ypm8VKkjTthpkPiiQ7As8AFgCXA6dX1XUzUZgkaW4b+HtQSZ4CrANeDTwKeBWwLslTZ6Y0SdJcNkwP6v3A4VV16viGJM8BjgX+cLoLkyTNbcPcSWIB8JkJ2/4duN/0lSNJUmOYgPo48MoJ217RbpckaVoNc6ujbYBXJHk98FNgIbAzcO6MVihJmpOGvdWRExZKkkbCWx1Jknpp2O9B7QzsA+xEZ+LCQW51lGQp8F6ayQ0/XFVvnbD/5TSfcd0K3ERzxeBFw9QnSdp6DBxQSQ4EPgH8EHgYsBrYEziHKW51lGQezeXo+wFjwMokyycE0ElV9cG2/TLgXcDSwU9FkrQ1GeYqvn8EXlxVewO/aP97OHD+AI/dB1hbVZdU1S3AycAB3QZVdUNn9W4MMA+VJGnrNUxAPaCqPj1h28eAFw7w2IXAZZ31sXbbRpK8MsmPgLfT3LHi9yQ5PMmqJKvWr18/WOWSpC3OMAH18/YzKGhucfQY4EE0nylNJZNs+70eUlUdW1UPAt4AvGmyA1XVcVW1pKqWzJ8/f8DSJUlbmmEC6njgce3yu4GzgO8CHxjgsWPALp31RTQ3m92Uk4EDh6hNkrSVGfgiiap6W2f540nOBu5WVWsGePhKYHGS3Wi+5HsQ8LxugySLq+qH7eozaC7GkCTNUcNeZj4PeDS3Tbcx0F0kqmpDkiOAM2mGBE+oqtVJjgFWVdVy4Igk+wK/Aa4FXjRMbZKkrcswl5k/AvgccBeaIbtFwK+T/O+q+u5Uj6+qFcCKCduO7iy/ZtBaJElbv2E+gzqB5rtMC6tqH5qr8N6P071LkmbAMAH1EOA9VVUA7X/fCyyeicIkSXPbMAG1Alg2YdszgdOnrxxJkhpTTbdxIrd9X2kecHKS82m+dLsL8Ejg8zNaoSRpTprqIom1E9a/31m+iOaqPEmSpt1U0238w6gKkSSpa9jvQT0ZeAHNFXw/BT5RVf8xE4VJkua2gS+SSPJS4BTgSuCzwBXASUkOm6HaJElz2DA9qNcD+3W/lJvkFOAzOBW8JGmaDXOZ+X1oLozouhi49/SVI0lSY5iAOgd4V5K7AiS5G/AO4JszUZgkaW4bJqBeDjwcuD7Jz4DrgD8CXjYThUmS5raBPoNKEmB7YF/gfrR3M6+qsRmsTZI0hw0UUFVVSf4L2KENJYNJkjSjhhni+w7NDWMlSZpxw1xmfjZwRpKP0tyLb/wefVSVU25IkqbVMAH1WOBS4IkTthfOCSVJmmZTBlR7WfmbgJuAC4C3VNXNM12YJGluG+QzqPfTzPu0BngW8M4ZrUiSJAYLqP2Bp1XV69vlP53ZkiRJGiyg7lZVVwBU1WXAPWe2JEmSBrtIYtt2mo1sYh2n3JAkTbdBAurnbHyV3tUT1gvYfTqLkiRpyoCqql1HUIckSRsZ5k4SkiSNjAElSeolA0qS1EsGlCSpl0YWUEmWJrk4ydokR02y/7VJLkryvSRfTfLAUdUmSeqfkQRUknnAsTR3otgDODjJHhOafQdYUlWPAE4D3j6K2iRJ/TSqHtQ+wNqquqSqbgFOBg7oNqiqs6rql+3qucCiEdUmSeqhUQXUQpo5pMaNtds25VDgS5PtSHJ4klVJVq1fv34aS5Qk9cmoAiqTbKtJtpHkL4AlwDsm219Vx1XVkqpaMn/+/GksUZLUJ8NMWHhHjAG7dNYXAZdPbJRkX+BvgSc655QkzW2j6kGtBBYn2S3JdsBBwPJugyR7Ax8CllXVz0dUlySpp0YSUFW1ATgCOJNm4sNTq2p1kmOSLGubvQO4O/DpJBcmWb6Jw0mS5oBRDfFRVSuAFRO2Hd1Z3ndUtUiS+s87SUiSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsjC6gkS5NcnGRtkqMm2f+EJBck2ZDk2aOqS5LUTyMJqCTzgGOB/YE9gIOT7DGh2U+AQ4CTRlGTJKnfth3R8+wDrK2qSwCSnAwcAFw03qCq1rX7fjuimiRJPTaqIb6FwGWd9bF2myRJkxpVQGWSbbVZB0oOT7Iqyar169ffwbIkSX01qoAaA3bprC8CLt+cA1XVcVW1pKqWzJ8/f1qKkyT1z6gCaiWwOMluSbYDDgKWj+i5JUlboJEEVFVtAI4AzgTWAKdW1eokxyRZBpDkUUnGgOcAH0qyehS1SZL6aVRX8VFVK4AVE7Yd3VleSTP0J0mSd5KQJPWTASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUS9vOdgGSdEfsetTps13CnLburc+YsWPbg5Ik9dLIAirJ0iQXJ1mb5KhJ9t85ySnt/vOS7Dqq2iRJ/TOSgEoyDzgW2B/YAzg4yR4Tmh0KXFtVDwbeDbxtFLVJkvppVD2ofYC1VXVJVd0CnAwcMKHNAcDH2uXTgKcmyYjqkyT1zKguklgIXNZZHwP+eFNtqmpDkuuB+wBXdRslORw4vF29KcnFM1LxlmMnJrxGW5LYT56K7+/Wz/cYzqiqpRM3jiqgJusJ1Wa0oaqOA46bjqK2BklWVdWS2a5DM8P3d+vne7xpoxriGwN26awvAi7fVJsk2wL3BK4ZSXWSpN4ZVUCtBBYn2S3JdsBBwPIJbZYDL2qXnw38R1X9Xg9KkjQ3jGSIr/1M6QjgTGAecEJVrU5yDLCqqpYDHwFOTLKWpud00Chq2wo43Ll18/3d+vkeb0LspEiS+sg7SUiSesmAkiT1kgG1BZvq9lHaciU5IcnPk3x/tmvR9EuyS5KzkqxJsjrJa2a7pj7yM6gtVHv7qB8A+9Fcor8SOLiqLprVwjQtkjwBuAn4eFXtOdv1aHoluT9w/6q6IMkOwPnAgf7/uzF7UFuuQW4fpS1UVX0Nvwe41aqqK6rqgnb5RmANzd101GFAbbkmu32UP+DSFqaduWFv4LzZraR/DKgt10C3hpLUX0nuDnwG+MuqumG26+kbA2rLNcjtoyT1VJI70YTTJ6vqs7NdTx8ZUFuuQW4fJamH2qmEPgKsqap3zXY9fWVAbaGqagMwfvuoNcCpVbV6dqvSdEnyKeBbwB8kGUty6GzXpGn1WOAFwFOSXNj+e/psF9U3XmYuSeole1CSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDStMmyQeT/F27/KQkY7NdU1eSByS5qb3R7lYpyTeS7N0u/02SD0/jsdcl2Xe6jjdqST6a5B8HaPftJA8bRU26fSOZ8l1btiTrgAXAgqq6qrP9QuCPgN2qal1VvXyWShxIVf0EuPts1zFTkjwTuLGqvgNQVW+5A8f6KDBWVW+apvK2JO8EjgGeNduFzHX2oDSoS4GDx1eSPBzYfvbK6Y8e9cheDpw420VsBZYDT26nxNAsMqA0qBOBF3bWXwR8vNvg9oZQkixI8pkk65NcmuTVnX37JPlWkuuSXJHk/e3tm8b3P62dmPH6JB9I8p9JXtrZ/5J24rdrk5yZ5IGbqGHXJJVk23b97CRvbofFbkzy5SQ7ddo/Lsk327ouS3JI5zz/NcmKJL+g+WV25yTvTPKTJD9rhzu3b9vfK8kX23O/tl1e1HmeQ5Jc0tZwaZLnb8a5bQc8BfjPzra/T/KJCef+orbGq5L87SaOdTjwfOD17ZDoFzq790ryvfa9OCXJXTqPOyzN5JnXJFmeZMFkr3vntX9pu/zg9j29vq3rlE6797av/Q1Jzk/y+Annd2qSj7ev3eokSzr7905yQbvvFKBb607t+3BdW+/Xk2wDUFW/ppmf6WmTvT4aHQNKgzoXuEeSh7Y9hj8HPjHIA9v/8b8AfJdmSpCnAn+Z5E/aJrcCfwXsBDym3f9/2sfuBJwGvBG4D3Ax8L86xz4Q+Bvgz4D5wNeBTw1xXs8DXgzcF9gO+Ov2uA8AvgT8S3vcvYALJzzun4AdgHOAtwEPads9uD3Po9u22wD/BjwQeADwK+D97fPcDXgfsH9V7dCe24WbcW6Lgd9W1VSf+z0O+AOa1/joJA+d2KCqjgM+Cby9qu5eVc/s7H4usBTYDXgEcEhb61OAf2733x/4Mc0cZYN4M/Bl4F40Nz3+l86+lTSv6b2Bk4BPd0MRWNY+z440PZ/x13U74HM0f1jdG/g0Gw/ZHUlzw+X5wM40r3P3tjpraIavNYsMKA1jvBe1H/DfwE8HfNyjgPlVdUxV3VJVlwDH09zglqo6v6rOraoNVbUO+BDwxPaxTwdWV9Vn2/sPvg+4snPslwH/XFVr2v1vofkrf9KexiT+rap+UFW/Ak6l+WUITQ/iK1X1qar6TVVdXVXdgPp8VX2jqn4L3AwcBvxVVV3TTkD3ls75XV1Vn6mqX7b7/qlzfgC/BfZMsn07kd34PRWHObcdgRsHON9/qKpfVdV3af5gGPaX8Puq6vKquobmj47u63VCVV1QVTfT/EHxmDRzHU3lNzThvaCqfl1V54zvqKpPtK/fhqr6f8CdaQJ23DlVtaKqbqX5+Rw/n0cDdwLe075/p9GEXfc57w88sN3/9dr4vm830rymmkUGlIZxIk3P4RAmDO9N4YHAgnY45bok19H8xbozQJKHtMMtVya5geYX8fhQ2wI6EzO2v0TGJhz7vZ3jXkMzV9agkzd2w+6X3HYRxS7Aj27ncd3JIucDdwXO79RxRrudJHdN8qEkP27P72vAjknmVdUvaHqjLweuSHJ6kj/cjHO7lqY3t7nnO6hNPX4BTa8JgKq6Cbiawd6H19Oc17fbYbqXjO9IcmQ7xHl9+xrck9t+Niar5y7tUOIC4KcTQufHneV3AGuBL7fDq0dNqGkH4LoBatcMMqA0sKr6Mc3FEk8Hhpm/5jLg0qrasfNvh6oav3vzv9L0yBZX1T1owmt8QsYraIZ9gN9NU7BowrFfNuHY21fVNzfrJDc+7oNuZ3/3F99VNMN2D+vUcM+qGv/lfSTNX/1/3J7fE8ZPB6Cqzqyq/Wj+ov9vmt7lsOf2Q5qXZ7pmVR72LtKX0wQq8Luhy/vQ9LJ/0W6+a6f9/X73RFVXVtVhVbWAptf4gfZzqccDb6AZNrxXVe0IXM/kk3VOdAWwsP15GfeAznPeWFVHVtXuwDOB1yZ5aqftQ2l6mJpFBpSGdSjwlPYv/0F9G7ghyRuSbJ9kXpI9kzyq3b8DcANwU9t7eEXnsacDD09yYPuX8Svp/HIDPgi8Me33VpLcM8lzNvPcuj4J7JvkuUm2TXKfJHtN1rAd5jseeHeS+7Z1LOx8xrYDTYBdl+TewP8df2ySnZMsa3+h3wzcRPOZ3FDnVlW/Ab7CxkOHd8TPgN2HaH8S8OIkeyW5M00v+Lz26wfraYLqL9r3/iV0wj/Jc3LbRSPX0oTjrTSv2wZgPbBtkqOBewxYz7fax766ff/+DNin85x/2oZgaH72bm3/0db/SOD/D3H+mgEGlIZSVT+qqlVDPuZWmr9S96LpgV0FfJhmuAaaCxOeRzPufzxwSuexVwHPAd5OM2S0B7CK5pc5VfXvNBconNwOn30f2H8zT69b809oeopH0gytjX/na1PeQDNkdG5bx1e47bOS99Bckn8VzcUmZ3Qet037HJe3z/NE2gtENuPcPkQzx9B0+AiwRzu8+LmpGlfVV4G/o5kh9gqaADqo0+Qw4HU07+HDgG4v8FHAeUluornQ4TVVdSnNXGdfAn5AMzz3azYeWr29em6hubjkEJrQ+3M27vUvpnmPbqIJsw9U1dntvmXA2VXlDNWzzPmgtEVprwgcA55fVWfNdj19k+Qc4FXjX9bV8JKcBxxaVd+f7VrmOgNKvdcOlZ1HM0z2Opphvt3bK+8kbaUc4tOW4DE0V9RdRTNUeKDhJG397EFJknrJHpQkqZcMKElSLxlQkqReMqAkSb1kQEmSeul/AKk3UOBX68/8AAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -46,7 +44,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -58,7 +56,8 @@ } ], "source": [ - "get_probabilities()" + "state = 15\n", + "get_probabilities(state)" ] }, { @@ -68,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAdw0lEQVR4nO3dfZyVdZ3/8dfbIcyQwJIsQAQLW0ld1NH0p5WaGmqha9lCbKalqEntr3vcdXUWrc10tXa1GzLW8g5NrUhJycr1Jm9AJQ0ImRBjxBswMMnS0M/+cV2DF8cZ5pzhzHW+M/N+Ph7zmOvme13nc50D5z3X91zneykiMDMzS81WjS7AzMysIw4oMzNLkgPKzMyS5IAyM7MkOaDMzCxJAxpdwJaYMGFC3HzzzY0uw8zMtow6Wtirz6DWrFnT6BLMzKyH9OqAMjOzvssBZWZmSXJAmZlZkhxQZmaWJAeUmZklyQFlZmZJckCZmVmSHFBmZpakXj2ShJlZmUZPv6mu+1vx1aPqtq877riDU089lde85jXcfffdbLPNNnXbd6OUdgYlaYKkpZJaJU3vYP1FkhbmP49IWldWbWY9qaWlBUml/7S0tDT60K3OIoKXX365w3VXXnkln//851m4cGFV4bS5faWilICS1ARcAhwBjAMmSxpXbBMRn4mI8RExHvhv4IYyajPraS0tLUREzT9F3dneAdU3rFixgl133ZVPfvKT7LXXXlx++eXsv//+7LXXXhx33HGsX7+eSy+9lGuvvZYZM2YwZcoUAM4//3z22Wcf9thjD84+++wO97Vy5UrmzZv3qv0BjB49mrPPPpu99tqL3Xffnd/97ncArF+/nhNPPJHdd9+dPfbYg+uvvx6g0/1sibLOoPYFWiNieUS8CMwGjt5M+8nA1aVUZmaWuKVLl3L88cfz85//nO9973vceuutPPDAAzQ3N3PhhRdy0kknMXHiRM4//3yuvPJK5s2bx7Jly7jvvvtYuHAh999/P7fffvsm+3rwwQcZNGgQ55577qv212777bfngQce4LTTTuOCCy4A4JxzzmHIkCE8/PDDPPTQQxxyyCGsWbNms/vprrI+gxoBrCzMtwHv7KihpJ2AMcAvO1k/FZgKMGrUqPpWaWaWoJ122on99tuPG2+8kcWLF3PAAQcA8OKLL7L//vu/qv28efOYN28ee+65J5Cd9SxbtoxRo0Zt3BfAPffcs9n9HXvssQDsvffe3HBD1ql16623Mnv27I1ttttuu6rrqlVZAdXRUOrRwTKAScB1EfFSRysjYiYwE6C5ubmzfZiZ9RmDBg0Csq7eww47jKuv3nwHU0RwxhlncMopp2yyfMWKFRv3Vc3+tt56awCamprYsGHDxm2kTd/Sq62rVmV18bUBOxbmRwKrOmk7CXfvmZm9yn777cddd91Fa2srAM8//zyPPPLIq9q9733vY9asWRs/B3r88cd5+umnu72/osMPP5yLL7544/zatWu7tZ9qlHUGNR8YK2kM8DhZCH2kspGktwPbAXeXVJeZWdXqeVl4dwwbNozLLruMyZMn88ILLwBw7rnnsssuu2zS7vDDD2fJkiUbu9m23XZbrrjiCpqamrq1v6IzzzyT008/nd12242mpibOPvtsjj322Jr3Uw1VXi3UUyQdCXwdaAJmRcSXJc0AFkTEnLxNC/DaiHjVZegdaW5ujgULFvRUyWYNVexGKev/qVmDdHhH3dICqic4oKwvc0BZP9L3bvluZmZ9lwPKzMyS5IAyM7MkOaDMzCxJDigzM0uSA8rMzJLkgDIzsyQ5oMzMLEkOKDMzS5IDyszMkuSAMjOzJDmgzMwsSQ4oMzNLkgPKzMyS5IAyM7MkOaDMzCxJDigzM0uSA8rMzJLkgDIzsyQ5oMzMLEkOKDMzS5IDyszMklRaQEmaIGmppFZJ0ztp82FJiyUtknRVWbWZmVl6BpTxIJKagEuAw4A2YL6kORGxuNBmLHAGcEBErJX0pjJqMzOzNJV1BrUv0BoRyyPiRWA2cHRFm5OBSyJiLUBEPF1SbWZmlqCyAmoEsLIw35YvK9oF2EXSXZLukTShox1JmippgaQFq1ev7qFyzcys0coKKHWwLCrmBwBjgYOAycClkoa+aqOImRHRHBHNw4YNq3uhZmaWhlI+gyI7Y9qxMD8SWNVBm3si4m/Ao5KWkgXW/HJKtL5o9PSbGl1CXfTW41jx1aMaXYL1YmWdQc0HxkoaI2kgMAmYU9Hmx8DBAJK2J+vyW15SfWZmlphSAioiNgDTgFuAJcC1EbFI0gxJE/NmtwDPSFoM/Ar4QkQ8U0Z9ZmaWnrK6+IiIucDcimVnFaYD+Gz+Y2Zm/ZxHkjAzsyQ5oMzMLEkOKDMzS5IDyszMkuSAMjOzJDmgzMwsSQ4oMzNLkgPKzMyS5IAyM7MkOaDMzCxJDigzM0uSA8rMzJLkgDIzsyQ5oMzMLEkOKDMzS5IDyszMkuSAMjOzJDmgzMwsSQ6oBLS0tCCp9J+WlpZGH7qZWacGNLoAywKqO2EhaeN0RNSxIjOzxvMZlJmZJckBZWZmSSotoCRNkLRUUquk6R2sP0HSakkL85+TyqrNzMzSU8pnUJKagEuAw4A2YL6kORGxuKLpNRExrYyazMwsbWWdQe0LtEbE8oh4EZgNHF3SY5uZWS9UVkCNAFYW5tvyZZU+KOkhSddJ2rGc0szMLEVlBZQ6WFZ5XfRPgdERsQdwK/D9DnckTZW0QNKC1atX17lMMzNLRVkB1QYUz4hGAquKDSLimYh4IZ/9LrB3RzuKiJkR0RwRzcOGDeuRYs3MrPHKCqj5wFhJYyQNBCYBc4oNJL2lMDsRWFJSbWZmlqBSruKLiA2SpgG3AE3ArIhYJGkGsCAi5gCfljQR2AD8ETihjNrMzCxNpQ11FBFzgbkVy84qTJ8BnFFWPWZmljaPJGFmZklyQJmZWZIcUGZmliQHlJmZJckBZWZmSXJAmZlZkqoOKEkXShrfk8WYmZm1q+UM6jXALZJ+K+lLkkb2VFFmZmZVB1REfAoYDkwHxgNLJN0q6XhJ2/ZUgWZm1j/V9BlURLwUETdGxGRgP2AYcBnwpKRLJXV0Cw0zM7Oa1RRQkl4v6ROSfgXcDtwLvAvYFVgP/Kz+JZqZWX9U9Vh8kq4D3kcWTN8Gfly4PQaSPgs8W/cKzcysX6plsNh7gGkR8WRHKyPiZUk71KcsMzPr72oJqHdFxAWVCyXdEBHHAkTE83WrzKyPWHfnlTx719VbtI/Hznt/zdsMOWAyQw+cskWPa9ZItQTUwZ0sP6gOdZj1WUMPnOKgMOuGLgMqv6kgwMDCdLudgcfqXpWZmfV71ZxB7Zj/3qowDRDASqClzjWZmZl1HVARcSKApF9HxHd7viQzM7MuAkrS6IhYkc/+QtLOHbWLiOX1LszMzPq3rs6gHgYG59OtZN16qmgTQFOd6zIzs35uswEVEYML0741h5mZlcahY2ZmSerqM6g7yLrwNisi3l23iszMzOj6M6hL6/VAkiYA3yD7vOrSiPhqJ+0+BPwQ2CciFtTr8c3MrHfp6jOo79fjQSQ1AZcAhwFtwHxJcyJicUW7wcCnyUZJNzOzfqyrLr6PRsTl+fTHO2sXEbO6eJx9gdb2y9ElzQaOBhZXtDsH+Brw+S72Z2ZmfVxXXXyTgcvz6Y920iaArgJqBNmoE+3agHcWG0jaE9gxIm6U1GlASZoKTAUYNWpUFw9rZma9VVddfEcWpjsbLLYald+dgsLFF5K2Ai4CTuhqRxExE5gJ0Nzc3OUFHGZm1jvVMpo5koYCRwHDgVXATRGxropN29h0HL+R+fbtBgO7AbdJAngzMEfSxJ6+UGL09Jt6cvel6a3HseKrRzW6BDNLVNXfg5J0CLCC7CKGfYBPASskvbeKzecDYyWNkTQQmATMaV8ZEc9GxPYRMToiRpPdHLHHw8nMzNJVyxnUxcDUiLi2fYGk48iuzvu7zW0YERskTQNuIbvMfFZELMpv37EgIuZsbnszM+t/agmo4cD1Fct+BFQ1wnlEzAXmViw7q5O2B9VQl5mZ9UG1DHX0A+D0imWn5cvNzMzqqpahjrYCTpP0ReBxskvHdyD7vMjMzKyuah3qyDcsNDOzUpQy1JGZmVmtav0e1A5kwxZtT+HLt1UMdWRmZlaTqgNK0jHAFcAy4B3AIrIv195J10MdmZmZ1aSWq/jOBU6MiD2BP+e/pwL390hlZmbWr9USUKMi4ocVy74PHF/HeszMzIDaAurp/DMoyIY42h94K9nIEGZmZnVVS0B9Fzgwn74I+BXwG+Cb9S7KzMys6oskIuK8wvQPJN0GDIqIJT1RmJmZ9W+1XmbeBOzHK7fb8CgSZmbWI2q5zHwP4MfAa8nu7zQS+Kukf4iI3/RQfWZm1k/V8hnULLJba4yIiH3JxuK7GH8HyszMekAtAbUL8PWICID89zeAsT1RmJmZ9W+1BNRcYGLFsg8AvfNe42ZmlrSubrdxOa/cbqMJmC3pfmAlsCOwN/CTHq3QzMz6pa4ukmitmP9tYXox2S3czczM6q6r2238e1mFmJmZFdX6PaiDgY+SXcH3OHBFRPyyJwozM7P+reqLJCSdBFwDPAncADwBXCXp5B6qzczM+rFazqC+CBxW/FKupGuA6/Gt4M3MrM5qucz8jWQXRhQtBd5QzcaSJkhaKqlV0vQO1p8q6WFJCyXdKWlcDbWZmVkfU0tA3QlcKOl1AJIGAecDv+5qw3wMv0uAI4BxwOQOAuiqiNg9IsYDXwMurKE2MzPrY2oJqFOB3YFnJT0FrAP+Hjilim33BVojYnlEvAjMBo4uNoiIPxVmB/HK96/MzKwfquozKEkCtgEOBd5MPpp5RLRV+TgjyL7c264NeGcHj3M68FlgIHBIJ7VMJbvVPKNGjary4c3MrLep6gwqH3fvYeDliGiLiPtqCCcAdbTbDh7nkoh4K/Al4MxOapkZEc0R0Txs2LAaSjAzs96kli6+B8kGjO2ONrKhkdqNJLufVGdmA8d087HMzKwPqOUy89uAmyVdRtZdt/EMKCK6uuXGfGCspDFkX/CdBHyk2EDS2IhYls8eBSzDzMz6rVoC6gDgUeA9FcuDLu4JFREbJE0jG7uvCZgVEYskzQAWRMQcYJqkQ4G/AWuBj9VQm5mZ9TFdBlR+WfmZwHrgAeArEfFCrQ8UEXPJbtlRXHZWYfqfa92nmZn1XdV8BnUx2X2flgAfBC7o0YrMzMyoLqCOAA6PiC/m0+/v2ZLMzMyqC6hBEfEEQESsBIb0bElmZmbVXSQxIL/NhjqZx7fcMDOzeqsmoJ5m06v0nqmYD2DnehZlZmbWZUBFxOgS6ujX1t15Jc/edfUW7eOx82r/aHDIAZMZeuCULXpcM7OeUtMdda1nDD1wioPCzKxCLUMdmZmZlcYBZWZmSXJAmZlZkhxQZmaWJAeUmZklyQFlZmZJckCZmVmSHFBmZpYkB5SZmSXJAWVmZklyQJmZWZIcUGZmliQHlJmZJckBZWZmSXJAmZlZkkoLKEkTJC2V1CppegfrPytpsaSHJP1C0k5l1WZmZukpJaAkNQGXAEcA44DJksZVNHsQaI6IPYDrgK+VUZuZmaWprDOofYHWiFgeES8Cs4Gjiw0i4lcR8Xw+ew8wsqTazMwsQWUF1AhgZWG+LV/WmU8AP+tohaSpkhZIWrB69eo6lmhmZikpK6DUwbLosKH0T0AzcH5H6yNiZkQ0R0TzsGHD6liimZmlZEBJj9MG7FiYHwmsqmwk6VDgX4H3RMQLJdVmZmYJKusMaj4wVtIYSQOBScCcYgNJewLfASZGxNMl1WVmZokqJaAiYgMwDbgFWAJcGxGLJM2QNDFvdj6wLfBDSQslzelkd2Zm1g+U1cVHRMwF5lYsO6swfWhZtZiZWfo8koSZmSXJAWVmZklyQJmZWZIcUGZmliQHlJmZJckBZWZmSXJAmZlZkhxQZmaWJAeUmZklyQFlZmZJckCZmVmSHFBmZpYkB5SZmSXJAWVmZklyQJmZWZIcUGZmliQHlJmZJckBZWZmSXJAmZlZkhxQZmZbqKWlBUml/7S0tDT60HvUgEYXYGbW27W0tHQrLCRtnI6IOlbUN/gMyszMklRaQEmaIGmppFZJ0ztY/25JD0jaIOlDZdVlZmZpKiWgJDUBlwBHAOOAyZLGVTT7A3ACcFUZNZmZWdrK+gxqX6A1IpYDSJoNHA0sbm8QESvydS+XVJOZmSWsrC6+EcDKwnxbvszMzKxDZQWUOljWrUtWJE2VtEDSgtWrV29hWWZmlqqyAqoN2LEwPxJY1Z0dRcTMiGiOiOZhw4bVpTgzM0tPWQE1HxgraYykgcAkYE5Jj21mZr1QKQEVERuAacAtwBLg2ohYJGmGpIkAkvaR1AYcB3xH0qIyajMzszSVNpJERMwF5lYsO6swPZ+s68/MzMwjSZiZWZocUGZmliQHlJmZJckBZWZmSXJAmZlZkhxQZmaWJAeUmZklyQFlZmZJckCZmVmSHFBmZpYkB5SZmSXJAWVmZklyQJmZWZIcUGZmliQHlJmZJckBZWZmSXJAmZlZkhxQZmaWJAeUmZklyQFlZmZJckCZmVmSHFBmZpakAY0uwMxsS4yeflOjS6iL3nocK756VI/tu7QzKEkTJC2V1Cppegfrt5Z0Tb7+Xkmjy6rNzMzSU0pASWoCLgGOAMYBkyWNq2j2CWBtRLwNuAg4r4zazMwsTWV18e0LtEbEcgBJs4GjgcWFNkcDLfn0dcDFkhQRUVKNZmbdsu7OK3n2rqu3aB+Pnff+mrcZcsBkhh44ZYseN2Uq4/1f0oeACRFxUj7/UeCdETGt0Oa3eZu2fP73eZs1FfuaCkzNZ98OLO3xA0jb9sCaLltZb+XXt+/zawxrImJC5cKyzqDUwbLKZKymDRExE5hZj6L6AkkLIqK50XVYz/Dr2/f5Ne5cWRdJtAE7FuZHAqs6ayNpADAE+GMp1ZmZWXLKCqj5wFhJYyQNBCYBcyrazAE+lk9/CPilP38yM+u/Sunii4gNkqYBtwBNwKyIWCRpBrAgIuYA3wMul9RKduY0qYza+gB3d/Ztfn37Pr/GnSjlIgkzM7NaeagjMzNLkgPKzMyS5IDqxSStkPSwpIWSFjS6HtsykmZJejr/TmD7sjdI+rmkZfnv7RpZo3VfJ69vi6TH8//DCyUd2cgaU+OA6v0Ojojx/h5Fn3AZUPllxenALyJiLPCLfN56p8t49esLcFH+f3h8RMwtuaakOaDMEhERt/Pq7/4dDXw/n/4+cEypRVnddPL62mY4oHq3AOZJuj8fAsr6nh0i4gmA/PebGlyP1d80SQ/lXYDuwi1wQPVuB0TEXmSjxJ8u6d2NLsjMavIt4K3AeOAJ4D8bW05aHFC9WESsyn8/DfyIbNR461uekvQWgPz30w2ux+ooIp6KiJci4mXgu/j/8CYcUL2UpEGSBrdPA4cDv938VtYLFYcA+xjwkwbWYnXW/sdH7h/w/+FNeCSJXkrSzmRnTZANWXVVRHy5gSXZFpJ0NXAQ2e0XngLOBn4MXAuMAv4AHBcR/qC9F+rk9T2IrHsvgBXAKe2fOZoDyszMEuUuPjMzS5IDyszMkuSAMjOzJDmgzMwsSQ4oMzNLkgPK6kbStyX9Wz59kKS2RtdUJGmUpPWSmhpdS0+RdJekPfPpf5F0aR33vULSofXaX9kkXSbp3Cra3SfpHWXUZJtXyi3frXeTtAIYDgyPiDWF5QuBvwfGRMSKiDi1QSVWJSL+AGzb6Dp6iqQPAM9FxIMAEfGVLdjXZUBbRJxZp/J6kwuAGcAHG11If+czKKvWo8Dk9hlJuwPbNK6cdCR0RnYqcHmji+gD5gAHV4zyYA3ggLJqXQ4cX5j/GPCDYoPNdaFIGi7pekmrJT0q6dOFdftKulvSOklPSLpY0sDC+sMlLZX0rKRvSvpfSScV1n9c0hJJayXdImmnTmoYLSkkDcjnb5N0Tt4t9pykeZK2L7Q/UNKv87pWSjqhcJzfkjRX0p/J3sy2lnSBpD9Ieirv7twmb7+dpBvzY1+bT48sPM4JkpbnNTwqaUo3jm0gcAjwv4VlLZKuqDj2j+U1rpH0r53sayowBfhi3iX608Lq8fnI289KukbSawvbnSypVdIfJc2RNLyj573w3J+UT78tf02fzeu6ptDuG/lz/ydlo/a/q+L4rpX0g/y5WySpubB+T0kP5OuuAYq1bp+/Duvyeu+QtBVARPwVuJ9s+DBrIAeUVese4PWSds3PGP4RuKKaDfP/+D8FfgOMAN4L/H9J78ubvAR8hmwImP3z9Z/Mt90euA44A3gjsBT4f4V9HwP8C3AsMAy4A7i6huP6CHAi2W0sBgKfz/c7CvgZ8N/5fscDCyu2+zIwGLgTOA/YJW/3tvw4z8rbbgX8D7AT2ZBFfwEuzh9nEPBfwBERMTg/toXdOLaxwMsR0dXnfgcCbyd7js+StGtlg4iYCVwJfC0ito2IDxRWf5jspntjgD2AE/JaDwH+I1//FuAxYHYXtbQ7B5gHbAeMJHvO280ne07fAFwF/LAYisDE/HGGkp35tD+vA8mGibo83/aHbNpl9zmgjex53YHseS4Oq7OErPvaGsgBZbVoP4s6DPgd8HiV2+0DDIuIGRHxYkQsJxu5eRJARNwfEfdExIaIWAF8B3hPvu2RwKKIuCEiNpC9mT9Z2PcpwH9ExJJ8/VfI/srv8EyjA/8TEY9ExF/Ixrwbny+fAtwaEVdHxN8i4pmIKAbUTyLirnwU6heAk4HPRMQfI+K5vI7243smIq6PiOfzdV8uHB/Ay8BukraJiCciYlE3jm0o8FwVx/vvEfGXiPgN2R8Mtb4J/1dErMrHA/wpmz5fsyLigYh4gewPiv0lja5in38jC+/hEfHXiLizfUVEXJE/fxsi4j+BrckCtt2dETE3Il4i+/fZfjz7Aa8Bvp6/fteRhV3xMd8C7JSvvyM2HfftObLn1BrIAWW1uJzszOEEKrr3urATMDzvTlknaR3ZX6w7AEjaJe9ueVLSn8jeiNu72oYDK9t3lL+JtFXs+xuF/f4RENkZTDWKYfc8r1xEsSPw+81st7IwPQx4HXB/oY6b8+VIep2k70h6LD++24Ghkpoi4s9kZ6OnAk9IuknS33Xj2NaSnc1193ir1dn2w8nOmgCIiPXAM1T3OnyR7Ljuy7vpPt6+QtLn8i7OZ/PnYAiv/NvoqJ7X5l2Jw4HHK0LnscL0+UAr2Q0/l0uaXlHTYGBdFbVbD3JAWdUi4jGyiyWOBG6oYdOVwKMRMbTwMzgijszXf4vsjGxsRLyeLLyUr3uCrNsHAEkqzuf7PqVi39tExK+7dZCb7vetm1lffONbQ9Zt945CDUMiov3N+3Nkf/W/Mz++9htLCiAibomIw8j+ov8d2dllrce2jOzpqTaYu1LrKNKryAIV2Nh1+Uays+w/54tfV2j/5o0PFPFkRJwcEcPJzhq/mX8u9S7gS2TdhttFxFDgWV75t7E5TwAj8n8v7UYVHvO5iPhcROwMfAD4rKT3FtruSnaGaQ3kgLJafQI4JP/Lv1r3AX+S9CVJ20hqkrSbpH3y9YOBPwHr87OH0wrb3gTsLumY/C/j0ym8uQHfBs5Q/r0VSUMkHdfNYyu6EjhU0oclDZD0RknjO2pYuNncRZLelNcxovAZ22CyAFsn6Q1kt1kgb7eDpIn5G/oLwHqyz+RqOraI+BtwK5t2HW6Jp4Cda2h/FXCipPGStiY7C743//rBarKg+qf8tf84hfCXdJxeuWhkLVk4vkT2vG0AVgMDJJ0FvL7Keu7Ot/10/vodS+FmgJLen4egyP7tvZT/kNe/N/DzGo7feoADymoSEb+PiAU1bvMS2V+p48nOwNYAl5J110B2YcJHyPr9vwtcU9h2DXAc8DWyLqNxwAKyN3Mi4kdkFyjMzrvPfgsc0c3DK9b8B7Izxc+Rda21f+erM18i6zK6J6/jVl75rOTrZJfkryG72OTmwnZb5Y+xKn+c95BfINKNY/sO8NGqD3LzvgeMy7sXf9xV44j4BfBvwPVkZy9vJf8MLncy8AWy1/AdQPEscB/gXknryS50+OeIeBS4hexClUfIuuf+yqZdq5ur50Wyi0tOIAu9f2TTs/6xZK/RerIw+2ZE3Javmwjc1n7Hamsc3w/KepX8isA2YEpE/KrR9aRG0p3Ap9q/rGu1k3Qv8ImI8N1tG8wBZcnLu8ruJesm+wJZN9/O+ZV3ZtZHuYvPeoP9ya6oW0PWVXiMw8ms7/MZlJmZJclnUGZmliQHlJmZJckBZWZmSXJAmZlZkhxQZmaWpP8DklqZghvwk+8AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -80,7 +79,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -92,7 +91,7 @@ } ], "source": [ - "get_probabilities_bar()" + "get_probabilities_bar(15)" ] }, { @@ -130,20 +129,20 @@ " \n", " 0\n", " 0.391892\n", - " 0.316635\n", - " 0.239579\n", + " 0.316527\n", + " 0.239203\n", " \n", " \n", " 1\n", " 0.595294\n", - " 0.665553\n", - " 0.735074\n", + " 0.665835\n", + " 0.736000\n", " \n", " \n", " 2\n", " 0.012815\n", - " 0.017811\n", - " 0.025347\n", + " 0.017638\n", + " 0.024796\n", " \n", " \n", " 3\n", @@ -211,9 +210,9 @@ ], "text/plain": [ " 0 4292_0.50 4292_0.95\n", - "0 0.391892 0.316635 0.239579\n", - "1 0.595294 0.665553 0.735074\n", - "2 0.012815 0.017811 0.025347\n", + "0 0.391892 0.316527 0.239203\n", + "1 0.595294 0.665835 0.736000\n", + "2 0.012815 0.017638 0.024796\n", "3 0.000000 0.000000 0.000000\n", "4 0.000000 0.000000 0.000000\n", "5 0.000000 0.000000 0.000000\n", @@ -232,7 +231,7 @@ } ], "source": [ - "df_probability_shift()" + "df_probability_shift(15)" ] }, { @@ -242,7 +241,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -254,7 +253,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -266,7 +265,7 @@ } ], "source": [ - "get_probability_shift()" + "get_probability_shift(15)" ] }, { @@ -282,9 +281,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Replacement/Maintenance probability curve\n", - "\n", - "The following figure shows the shift of the replacement probability curve. " + "# Policy Features\n", + " " ] }, { @@ -313,308 +311,359 @@ " \n", " \n", " \n", - " 0.00\n", - " 0.50\n", + " milage_thousands\n", + " 0.0\n", + " 0.5\n", " 0.95\n", " \n", " \n", " \n", " \n", " 0\n", + " 0\n", " 1.000000e+00\n", " 1.000000e+00\n", " 1.000000e+00\n", " \n", " \n", " 1\n", + " 5\n", " 1.000000e+00\n", " 1.000000e+00\n", " 1.000000e+00\n", " \n", " \n", " 2\n", + " 10\n", " 1.000000e+00\n", " 1.000000e+00\n", " 1.000000e+00\n", " \n", " \n", " 3\n", + " 15\n", " 1.000000e+00\n", " 1.000000e+00\n", " 1.000000e+00\n", " \n", " \n", " 4\n", + " 20\n", " 1.000000e+00\n", " 1.000000e+00\n", " 1.000000e+00\n", " \n", " \n", " 5\n", + " 25\n", " 1.000000e+00\n", " 1.000000e+00\n", " 1.000000e+00\n", " \n", " \n", " 6\n", + " 30\n", " 9.999993e-01\n", " 9.999998e-01\n", " 1.000000e+00\n", " \n", " \n", " 7\n", + " 35\n", " 9.999709e-01\n", " 9.999931e-01\n", " 9.999983e-01\n", " \n", " \n", " 8\n", + " 40\n", " 9.993687e-01\n", " 9.998372e-01\n", " 9.999565e-01\n", " \n", " \n", " 9\n", + " 45\n", " 9.928007e-01\n", " 9.978160e-01\n", " 9.993470e-01\n", " \n", " \n", " 10\n", + " 50\n", " 9.564584e-01\n", " 9.833945e-01\n", " 9.941025e-01\n", " \n", " \n", " 11\n", + " 55\n", " 8.535023e-01\n", " 9.272320e-01\n", " 9.677865e-01\n", " \n", " \n", " 12\n", + " 60\n", " 6.900611e-01\n", " 8.045378e-01\n", " 8.907877e-01\n", " \n", " \n", " 13\n", + " 65\n", " 5.163429e-01\n", " 6.377912e-01\n", " 7.535153e-01\n", " \n", " \n", " 14\n", + " 70\n", " 3.687358e-01\n", " 4.728625e-01\n", " 5.876199e-01\n", " \n", " \n", " 15\n", + " 75\n", " 2.565704e-01\n", " 3.365228e-01\n", " 4.322770e-01\n", " \n", " \n", " 16\n", + " 80\n", " 1.759373e-01\n", " 2.338991e-01\n", " 3.066673e-01\n", " \n", " \n", " 17\n", + " 85\n", " 1.196242e-01\n", " 1.603508e-01\n", " 2.129013e-01\n", " \n", " \n", " 18\n", + " 90\n", " 8.091928e-02\n", " 1.090293e-01\n", " 1.459017e-01\n", " \n", " \n", " 19\n", + " 95\n", " 5.456301e-02\n", " 7.375934e-02\n", " 9.919693e-02\n", " \n", " \n", " 20\n", + " 100\n", " 3.671656e-02\n", " 4.973990e-02\n", " 6.710889e-02\n", " \n", " \n", " 21\n", + " 105\n", " 2.467487e-02\n", " 3.347360e-02\n", " 4.525705e-02\n", " \n", " \n", " 22\n", + " 110\n", " 1.656816e-02\n", " 2.249679e-02\n", " 3.045803e-02\n", " \n", " \n", " 23\n", + " 115\n", " 1.111852e-02\n", " 1.510629e-02\n", " 2.047078e-02\n", " \n", " \n", " 24\n", + " 120\n", " 7.458593e-03\n", " 1.013779e-02\n", " 1.374619e-02\n", " \n", " \n", " 25\n", + " 125\n", " 5.002164e-03\n", " 6.800828e-03\n", " 9.225200e-03\n", " \n", " \n", " 26\n", + " 130\n", " 3.354182e-03\n", " 4.561091e-03\n", " 6.188702e-03\n", " \n", " \n", " 27\n", + " 135\n", " 2.248883e-03\n", " 3.058450e-03\n", " 4.150594e-03\n", " \n", " \n", " 28\n", + " 140\n", " 1.507699e-03\n", " 2.050616e-03\n", " 2.783206e-03\n", " \n", " \n", " 29\n", + " 145\n", " 1.010743e-03\n", " 1.374782e-03\n", " 1.866079e-03\n", " \n", " \n", " 30\n", + " 150\n", " 6.775674e-04\n", " 9.216402e-04\n", " 1.251068e-03\n", " \n", " \n", " 31\n", + " 155\n", " 4.542077e-04\n", " 6.178370e-04\n", " 8.387047e-04\n", " \n", " \n", " 32\n", + " 160\n", " 3.044738e-04\n", " 4.141679e-04\n", " 5.622404e-04\n", " \n", " \n", " 33\n", + " 165\n", " 2.040991e-04\n", " 2.776337e-04\n", " 3.768990e-04\n", " \n", " \n", " 34\n", + " 170\n", " 1.368136e-04\n", " 1.861074e-04\n", " 2.526510e-04\n", " \n", " \n", " 35\n", + " 175\n", " 9.170971e-05\n", " 1.247532e-04\n", " 1.693606e-04\n", " \n", " \n", " 36\n", + " 180\n", " 6.147524e-05\n", " 8.362539e-05\n", " 1.135275e-04\n", " \n", " \n", " 37\n", + " 185\n", " 4.120825e-05\n", " 5.605613e-05\n", " 7.610046e-05\n", " \n", " \n", " 38\n", + " 190\n", " 2.762279e-05\n", " 3.757571e-05\n", " 5.101199e-05\n", " \n", " \n", " 39\n", + " 195\n", " 1.851615e-05\n", " 2.518782e-05\n", " 3.419451e-05\n", " \n", " \n", " 40\n", + " 200\n", " 1.241176e-05\n", " 1.688393e-05\n", " 2.292133e-05\n", " \n", " \n", " 41\n", + " 205\n", " 8.319859e-06\n", " 1.131765e-05\n", " 1.536466e-05\n", " \n", " \n", " 42\n", + " 210\n", " 5.576971e-06\n", " 7.586456e-06\n", " 1.029925e-05\n", " \n", " \n", " 43\n", + " 215\n", " 3.738357e-06\n", " 5.085357e-06\n", " 6.903800e-06\n", " \n", " \n", " 44\n", + " 220\n", " 2.505896e-06\n", " 3.408818e-06\n", " 4.627758e-06\n", " \n", " \n", " 45\n", + " 225\n", " 1.679753e-06\n", " 2.285000e-06\n", " 3.102080e-06\n", " \n", " \n", " 46\n", + " 230\n", " 1.125972e-06\n", " 1.531681e-06\n", " 2.079387e-06\n", " \n", " \n", " 47\n", + " 235\n", " 7.547617e-07\n", " 1.026717e-06\n", " 1.393855e-06\n", " \n", " \n", " 48\n", + " 240\n", " 5.059319e-07\n", " 6.882289e-07\n", " 9.343292e-07\n", " \n", " \n", " 49\n", + " 245\n", " 3.391363e-07\n", " 4.613337e-07\n", " 6.262997e-07\n", @@ -624,57 +673,57 @@ "" ], "text/plain": [ - " 0.00 0.50 0.95\n", - "0 1.000000e+00 1.000000e+00 1.000000e+00\n", - "1 1.000000e+00 1.000000e+00 1.000000e+00\n", - "2 1.000000e+00 1.000000e+00 1.000000e+00\n", - "3 1.000000e+00 1.000000e+00 1.000000e+00\n", - "4 1.000000e+00 1.000000e+00 1.000000e+00\n", - "5 1.000000e+00 1.000000e+00 1.000000e+00\n", - "6 9.999993e-01 9.999998e-01 1.000000e+00\n", - "7 9.999709e-01 9.999931e-01 9.999983e-01\n", - "8 9.993687e-01 9.998372e-01 9.999565e-01\n", - "9 9.928007e-01 9.978160e-01 9.993470e-01\n", - "10 9.564584e-01 9.833945e-01 9.941025e-01\n", - "11 8.535023e-01 9.272320e-01 9.677865e-01\n", - "12 6.900611e-01 8.045378e-01 8.907877e-01\n", - "13 5.163429e-01 6.377912e-01 7.535153e-01\n", - "14 3.687358e-01 4.728625e-01 5.876199e-01\n", - "15 2.565704e-01 3.365228e-01 4.322770e-01\n", - "16 1.759373e-01 2.338991e-01 3.066673e-01\n", - "17 1.196242e-01 1.603508e-01 2.129013e-01\n", - "18 8.091928e-02 1.090293e-01 1.459017e-01\n", - "19 5.456301e-02 7.375934e-02 9.919693e-02\n", - "20 3.671656e-02 4.973990e-02 6.710889e-02\n", - "21 2.467487e-02 3.347360e-02 4.525705e-02\n", - "22 1.656816e-02 2.249679e-02 3.045803e-02\n", - "23 1.111852e-02 1.510629e-02 2.047078e-02\n", - "24 7.458593e-03 1.013779e-02 1.374619e-02\n", - "25 5.002164e-03 6.800828e-03 9.225200e-03\n", - "26 3.354182e-03 4.561091e-03 6.188702e-03\n", - "27 2.248883e-03 3.058450e-03 4.150594e-03\n", - "28 1.507699e-03 2.050616e-03 2.783206e-03\n", - "29 1.010743e-03 1.374782e-03 1.866079e-03\n", - "30 6.775674e-04 9.216402e-04 1.251068e-03\n", - "31 4.542077e-04 6.178370e-04 8.387047e-04\n", - "32 3.044738e-04 4.141679e-04 5.622404e-04\n", - "33 2.040991e-04 2.776337e-04 3.768990e-04\n", - "34 1.368136e-04 1.861074e-04 2.526510e-04\n", - "35 9.170971e-05 1.247532e-04 1.693606e-04\n", - "36 6.147524e-05 8.362539e-05 1.135275e-04\n", - "37 4.120825e-05 5.605613e-05 7.610046e-05\n", - "38 2.762279e-05 3.757571e-05 5.101199e-05\n", - "39 1.851615e-05 2.518782e-05 3.419451e-05\n", - "40 1.241176e-05 1.688393e-05 2.292133e-05\n", - "41 8.319859e-06 1.131765e-05 1.536466e-05\n", - "42 5.576971e-06 7.586456e-06 1.029925e-05\n", - "43 3.738357e-06 5.085357e-06 6.903800e-06\n", - "44 2.505896e-06 3.408818e-06 4.627758e-06\n", - "45 1.679753e-06 2.285000e-06 3.102080e-06\n", - "46 1.125972e-06 1.531681e-06 2.079387e-06\n", - "47 7.547617e-07 1.026717e-06 1.393855e-06\n", - "48 5.059319e-07 6.882289e-07 9.343292e-07\n", - "49 3.391363e-07 4.613337e-07 6.262997e-07" + " milage_thousands 0.0 0.5 0.95\n", + "0 0 1.000000e+00 1.000000e+00 1.000000e+00\n", + "1 5 1.000000e+00 1.000000e+00 1.000000e+00\n", + "2 10 1.000000e+00 1.000000e+00 1.000000e+00\n", + "3 15 1.000000e+00 1.000000e+00 1.000000e+00\n", + "4 20 1.000000e+00 1.000000e+00 1.000000e+00\n", + "5 25 1.000000e+00 1.000000e+00 1.000000e+00\n", + "6 30 9.999993e-01 9.999998e-01 1.000000e+00\n", + "7 35 9.999709e-01 9.999931e-01 9.999983e-01\n", + "8 40 9.993687e-01 9.998372e-01 9.999565e-01\n", + "9 45 9.928007e-01 9.978160e-01 9.993470e-01\n", + "10 50 9.564584e-01 9.833945e-01 9.941025e-01\n", + "11 55 8.535023e-01 9.272320e-01 9.677865e-01\n", + "12 60 6.900611e-01 8.045378e-01 8.907877e-01\n", + "13 65 5.163429e-01 6.377912e-01 7.535153e-01\n", + "14 70 3.687358e-01 4.728625e-01 5.876199e-01\n", + "15 75 2.565704e-01 3.365228e-01 4.322770e-01\n", + "16 80 1.759373e-01 2.338991e-01 3.066673e-01\n", + "17 85 1.196242e-01 1.603508e-01 2.129013e-01\n", + "18 90 8.091928e-02 1.090293e-01 1.459017e-01\n", + "19 95 5.456301e-02 7.375934e-02 9.919693e-02\n", + "20 100 3.671656e-02 4.973990e-02 6.710889e-02\n", + "21 105 2.467487e-02 3.347360e-02 4.525705e-02\n", + "22 110 1.656816e-02 2.249679e-02 3.045803e-02\n", + "23 115 1.111852e-02 1.510629e-02 2.047078e-02\n", + "24 120 7.458593e-03 1.013779e-02 1.374619e-02\n", + "25 125 5.002164e-03 6.800828e-03 9.225200e-03\n", + "26 130 3.354182e-03 4.561091e-03 6.188702e-03\n", + "27 135 2.248883e-03 3.058450e-03 4.150594e-03\n", + "28 140 1.507699e-03 2.050616e-03 2.783206e-03\n", + "29 145 1.010743e-03 1.374782e-03 1.866079e-03\n", + "30 150 6.775674e-04 9.216402e-04 1.251068e-03\n", + "31 155 4.542077e-04 6.178370e-04 8.387047e-04\n", + "32 160 3.044738e-04 4.141679e-04 5.622404e-04\n", + "33 165 2.040991e-04 2.776337e-04 3.768990e-04\n", + "34 170 1.368136e-04 1.861074e-04 2.526510e-04\n", + "35 175 9.170971e-05 1.247532e-04 1.693606e-04\n", + "36 180 6.147524e-05 8.362539e-05 1.135275e-04\n", + "37 185 4.120825e-05 5.605613e-05 7.610046e-05\n", + "38 190 2.762279e-05 3.757571e-05 5.101199e-05\n", + "39 195 1.851615e-05 2.518782e-05 3.419451e-05\n", + "40 200 1.241176e-05 1.688393e-05 2.292133e-05\n", + "41 205 8.319859e-06 1.131765e-05 1.536466e-05\n", + "42 210 5.576971e-06 7.586456e-06 1.029925e-05\n", + "43 215 3.738357e-06 5.085357e-06 6.903800e-06\n", + "44 220 2.505896e-06 3.408818e-06 4.627758e-06\n", + "45 225 1.679753e-06 2.285000e-06 3.102080e-06\n", + "46 230 1.125972e-06 1.531681e-06 2.079387e-06\n", + "47 235 7.547617e-07 1.026717e-06 1.393855e-06\n", + "48 240 5.059319e-07 6.882289e-07 9.343292e-07\n", + "49 245 3.391363e-07 4.613337e-07 6.262997e-07" ] }, "execution_count": 7, @@ -693,7 +742,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -705,7 +754,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -720,453 +769,16 @@ "get_maintenance_probabilities()" ] }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
0.000.500.95
01.928750e-221.928750e-221.928750e-22
13.779244e-192.464258e-191.684239e-19
23.892813e-161.781790e-168.851917e-17
32.107690e-137.290397e-142.799917e-14
45.997767e-111.687845e-115.329632e-12
58.969473e-092.210864e-096.104660e-10
67.048454e-071.638337e-074.207318e-08
72.910219e-056.867777e-061.744584e-06
86.312916e-041.628398e-044.351926e-05
97.199313e-032.184030e-036.530459e-04
104.354163e-021.660546e-025.897464e-03
111.464977e-017.276799e-023.221345e-02
123.099389e-011.954622e-011.092123e-01
134.836571e-013.622088e-012.464847e-01
146.312642e-015.271375e-014.123801e-01
157.434296e-016.634772e-015.677230e-01
168.240627e-017.661009e-016.933327e-01
178.803758e-018.396492e-017.870987e-01
189.190807e-018.909707e-018.540983e-01
199.454370e-019.262407e-019.008031e-01
209.632834e-019.502601e-019.328911e-01
219.753251e-019.665264e-019.547430e-01
229.834318e-019.775032e-019.695420e-01
239.888815e-019.848937e-019.795292e-01
249.925414e-019.898622e-019.862538e-01
259.949978e-019.931992e-019.907748e-01
269.966458e-019.954389e-019.938113e-01
279.977511e-019.969415e-019.958494e-01
289.984923e-019.979494e-019.972168e-01
299.989893e-019.986252e-019.981339e-01
309.993224e-019.990784e-019.987489e-01
319.995458e-019.993822e-019.991613e-01
329.996955e-019.995858e-019.994378e-01
339.997959e-019.997224e-019.996231e-01
349.998632e-019.998139e-019.997473e-01
359.999083e-019.998752e-019.998306e-01
369.999385e-019.999164e-019.998865e-01
379.999588e-019.999439e-019.999239e-01
389.999724e-019.999624e-019.999490e-01
399.999815e-019.999748e-019.999658e-01
409.999876e-019.999831e-019.999771e-01
419.999917e-019.999887e-019.999846e-01
429.999944e-019.999924e-019.999897e-01
439.999963e-019.999949e-019.999931e-01
449.999975e-019.999966e-019.999954e-01
459.999983e-019.999977e-019.999969e-01
469.999989e-019.999985e-019.999979e-01
479.999992e-019.999990e-019.999986e-01
489.999995e-019.999993e-019.999991e-01
499.999997e-019.999995e-019.999994e-01
\n", - "
" - ], - "text/plain": [ - " 0.00 0.50 0.95\n", - "0 1.928750e-22 1.928750e-22 1.928750e-22\n", - "1 3.779244e-19 2.464258e-19 1.684239e-19\n", - "2 3.892813e-16 1.781790e-16 8.851917e-17\n", - "3 2.107690e-13 7.290397e-14 2.799917e-14\n", - "4 5.997767e-11 1.687845e-11 5.329632e-12\n", - "5 8.969473e-09 2.210864e-09 6.104660e-10\n", - "6 7.048454e-07 1.638337e-07 4.207318e-08\n", - "7 2.910219e-05 6.867777e-06 1.744584e-06\n", - "8 6.312916e-04 1.628398e-04 4.351926e-05\n", - "9 7.199313e-03 2.184030e-03 6.530459e-04\n", - "10 4.354163e-02 1.660546e-02 5.897464e-03\n", - "11 1.464977e-01 7.276799e-02 3.221345e-02\n", - "12 3.099389e-01 1.954622e-01 1.092123e-01\n", - "13 4.836571e-01 3.622088e-01 2.464847e-01\n", - "14 6.312642e-01 5.271375e-01 4.123801e-01\n", - "15 7.434296e-01 6.634772e-01 5.677230e-01\n", - "16 8.240627e-01 7.661009e-01 6.933327e-01\n", - "17 8.803758e-01 8.396492e-01 7.870987e-01\n", - "18 9.190807e-01 8.909707e-01 8.540983e-01\n", - "19 9.454370e-01 9.262407e-01 9.008031e-01\n", - "20 9.632834e-01 9.502601e-01 9.328911e-01\n", - "21 9.753251e-01 9.665264e-01 9.547430e-01\n", - "22 9.834318e-01 9.775032e-01 9.695420e-01\n", - "23 9.888815e-01 9.848937e-01 9.795292e-01\n", - "24 9.925414e-01 9.898622e-01 9.862538e-01\n", - "25 9.949978e-01 9.931992e-01 9.907748e-01\n", - "26 9.966458e-01 9.954389e-01 9.938113e-01\n", - "27 9.977511e-01 9.969415e-01 9.958494e-01\n", - "28 9.984923e-01 9.979494e-01 9.972168e-01\n", - "29 9.989893e-01 9.986252e-01 9.981339e-01\n", - "30 9.993224e-01 9.990784e-01 9.987489e-01\n", - "31 9.995458e-01 9.993822e-01 9.991613e-01\n", - "32 9.996955e-01 9.995858e-01 9.994378e-01\n", - "33 9.997959e-01 9.997224e-01 9.996231e-01\n", - "34 9.998632e-01 9.998139e-01 9.997473e-01\n", - "35 9.999083e-01 9.998752e-01 9.998306e-01\n", - "36 9.999385e-01 9.999164e-01 9.998865e-01\n", - "37 9.999588e-01 9.999439e-01 9.999239e-01\n", - "38 9.999724e-01 9.999624e-01 9.999490e-01\n", - "39 9.999815e-01 9.999748e-01 9.999658e-01\n", - "40 9.999876e-01 9.999831e-01 9.999771e-01\n", - "41 9.999917e-01 9.999887e-01 9.999846e-01\n", - "42 9.999944e-01 9.999924e-01 9.999897e-01\n", - "43 9.999963e-01 9.999949e-01 9.999931e-01\n", - "44 9.999975e-01 9.999966e-01 9.999954e-01\n", - "45 9.999983e-01 9.999977e-01 9.999969e-01\n", - "46 9.999989e-01 9.999985e-01 9.999979e-01\n", - "47 9.999992e-01 9.999990e-01 9.999986e-01\n", - "48 9.999995e-01 9.999993e-01 9.999991e-01\n", - "49 9.999997e-01 9.999995e-01 9.999994e-01" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_replacement_probabilties()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "get_replacement_probabilities()" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Threshold plot\n", - "\n", - "## Should we vary training sample and show effect? This is useful to discuss / explore the link between $\\omega$ and the other paramters. This should be done in any case, the question is where.\n", - "\n", - "The following figure shows the average state of replacement observed in simulated data. The means are rounded due to standard rounding rules. The underlying transition matrix governing the stochastic process of the milage increase is the ML estimate of Rust's paper.\n" + "# Policy performance" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -1272,7 +884,7 @@ "[100 rows x 2 columns]" ] }, - "execution_count": 11, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1283,12 +895,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1300,7 +912,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1315,18 +927,9 @@ "get_replacement_thresholds()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Performance of \n", - "\n", - "The following figure shows the performance of the nominal strategy, when the worst case transition matrix of ω=0.95 is underlying. The two benchmarks are the expected value of an optimal strategy, when the underlying transition matrix is the ML estimate or the worst case transition matrix for omega=0.95." - ] - }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1444,7 +1047,7 @@ "[71 rows x 3 columns]" ] }, - "execution_count": 13, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1455,9 +1058,16 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The underlying transition matrix is the worst case given omega=0.95\n" + ] + }, { "data": { "image/png": "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\n", @@ -1487,18 +1097,9 @@ "get_performance_decision_rules()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Performance plot\n", - "\n", - "The following figure show the simulated value at time zero of different strategies given the worst case transition matrix according to the $\\omega$ on the x-axis." - ] - }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1515,7 +1116,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1560,7 +1161,7 @@ "1 0.01 -227.401716 -56.400252" ] }, - "execution_count": 16, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -1571,7 +1172,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1612,61 +1213,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 18, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.0 strategy\n", - "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", - " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n" - ] - }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAYHUlEQVR4nO3de5hkdX3n8fdHRhTCHUbkjsqY9RYVJ4IxUeOgIirwrLIJURmUDc8mXoO6osR1EzWL7irqxtWwggyuUREvkARRHCTuGiEiGiOiMgJhZhi5yEUQFcHv/nF+LUXTw1Q3XVWne96v56mnz/mdX1V968fQnz6XOr9UFZIk9c0DJl2AJEkzMaAkSb1kQEmSesmAkiT1kgElSeqlJZMuYNQOPvjgOvfccyddhiRp4zJT46Lfg7rhhhsmXYIkaQ4WfUBJkhYmA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvTSWgEpyapLrknxnoG2nJOclubz93LG1J8n7k6xJ8u0k+w88Z2Xrf3mSleOoXZI0GePagzoNOHha2/HA6qpaBqxu6wDPBZa1x7HAB6ELNOCtwAHAk4G3ToWaJGnxGUtAVdVXgBunNR8GrGrLq4DDB9pPr86FwA5JdgOeA5xXVTdW1U3Aedw79CRJi8Qkb3W0a1VtAKiqDUke0tr3ANYO9FvX2jbWfi9JjqXb+2Lvvfee57KlyXrqieez/uafAbDHDlvx1eOfOeGKpNHo40USM92Tqe6j/d6NVSdX1fKqWr506dJ5LU6atPU3/4yrTnweV534vF8HlbQYTTKgrm2H7mg/r2vt64C9BvrtCVxzH+2SpEVokgF1NjB1Jd5K4KyB9qPa1XwHAre0Q4FfAJ6dZMd2ccSzW5skaREayzmoJB8HngHskmQd3dV4JwJnJDkGuBo4onU/BzgEWAPcDrwMoKpuTPI24Out319W1fQLLyRJi8RYAqqqjtzIphUz9C3gFRt5nVOBU+exNElST/XxIglJkgwoSVI/GVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9NPGASvJnSS5N8p0kH0/y4CQPS3JRksuTfDLJlq3vg9r6mrZ938lWL0kalYkGVJI9gFcDy6vqscAWwB8C7wROqqplwE3AMe0pxwA3VdV+wEmtnyRpEZr4HhSwBNgqyRJga2AD8EzgzLZ9FXB4Wz6srdO2r0iSMdYqSRqTiQZUVa0H/gdwNV0w3QJ8A7i5qu5s3dYBe7TlPYC17bl3tv47T3/dJMcmuTjJxddff/1oP4QkaSQmfYhvR7q9oocBuwO/ATx3hq419ZT72HZ3Q9XJVbW8qpYvXbp0vsqVJI3RpA/xHQRcWVXXV9Uvgc8AvwPs0A75AewJXNOW1wF7AbTt2wM3jrdkSdI4TDqgrgYOTLJ1O5e0Avgu8GXgRa3PSuCstnx2W6dtP7+q7rUHJUla+CZ9DuoiuosdLgH+tdVzMvBG4Lgka+jOMZ3SnnIKsHNrPw44fuxFS5LGYsmmu4xWVb0VeOu05iuAJ8/Q9+fAEeOoS5I0WZM+xCdJ0owMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT10qwCKslxSZ7Qlg9McnWSK5I8ZTTlSZI2V7Pdg/oz4Mq2/N+A9wDvAN47n0VJkrRklv23r6pbkmwLPB44qKruSvLuEdQmSdqMzTag1ib5HeAxwFdaOG0H3DX/pUmSNmezDag3AGcCdwAvbG3PB/55PouSJGlW56Cq6pyq2r2q9q2qb7TmTwGHzrWAJDskOTPJ95JcluQpSXZKcl6Sy9vPHVvfJHl/kjVJvp1k/7m+rySp32Z9mXmSZUlOSPKBJCcA+1bVL+9HDe8Dzq2qf0d3Xusy4HhgdVUtA1a3dYDnAsva41jgg/fjfSVJPTbby8z/CPgm8FvAT4HHAZe09llr56+eBpwCUFV3VNXNwGHAqtZtFXB4Wz4MOL06FwI7JNltLu8tSeq32Z6DejtwSFV9Zaohye8BHwX+dg7v/3DgeuAjSR4PfAN4DbBrVW0AqKoNSR7S+u8BrB14/rrWtmHwRZMcS7eHxd577z2HsiRJkzbbQ3zbAl+b1nYh8BtzfP8lwP7AB6vqiXR7ZcffR//M0Fb3aqg6uaqWV9XypUuXzrE0SdIkzTag3gP8VZIHAyTZiu6Luu+Z4/uvA9ZV1UVt/Uy6wLp26tBd+3ndQP+9Bp6/J3DNHN9bktRjmzzEl2Qtd++lBHgo8JokNwE7trYNdHeWmJWq+lGStUl+s6q+D6wAvtseK4ET28+z2lPOBl6Z5BPAAcAtU4cCJUmLyzDnoF4y4hpeBXwsyZbAFcDL6PbszkhyDHA1cETrew5wCLAGuL31lSQtQpsMqKr6x1EWUFXfApbPsGnFDH0LeMUo65Ek9cPQ56CS7JvktCTrk/yi/VyV5OGjLFCStHkaKqCSPAq4BHgIcALdnSNOAJYCF7ftkiTNm2G/B3Ui8IGqesu09tOSvB14F/CCea1MkrRZGzagnkZ3Nd1M3s3dc0RJkjQvhj0HtQWwsfvt/bJtlyRp3gwbUF9n45d0Hw1cPC/VSJLUDHuI7y3AF5L8Jt3dHjYAu9F9P2kl8JzRlCdJ2lwNtQdVVf8EPJtuOozVwPfaz8cDB7ftkiTNm6HvZl5VXwOe1u6/txNwU1XdPr1fkiOr6uPzWKMkaTM06wkLq+pnVbV+pnBq/uZ+1iRJ0uwDaggzTYkhSdKsjCKg7jU/kyRJszWKgJIk6X4zoCRJvTSKgLp6BK8pSdrMDH2Z+ZQkWwP7AdsMtk99F6qqHjs/pUmSNmezCqgkRwF/DdwB/GxgUwF7z2NdkqTN3Gz3oN4FvLCqzhtFMZIkTZntOag7gAtGUIckSfcw24B6C/CeJLuMohhJkqbMNqB+QDfd+7VJ7mqPXyW5awS1SZI2Y7M9B/VR4HTgk9zzIglJkubVbANqZ+C/VJW3M5IkjdRsD/F9BHjpKAqRJGnQbPegngy8MskJwLWDG6rqafNWlSRpszfbgPrf7SFJ0kjNKqCqatWoCpEkadBsb3X08o1tq6pT7385kiR1ZnuIb/oFEg8FHgF8FTCgJEnzZraH+H5/elvbq3rUvFUkSRLzMx/UacAx8/A6kiT92mzPQU0PtK2BlwA3z1tFkiQx+3NQd9LN/TQlwHrgj+etIkmSmH1APWza+k+r6ob5KkaSpClDBVSSL3PPPafBbQBVVSvmsS5J0mZu2D2o/7OR9j2AV9Odi5qzJFsAFwPrq+r5SR4GfALYCbgEeGlV3ZHkQXR3U38S8GPgD6rqqvvz3pKkfhrqKr6qOmXwAXyO7tLy1wGfAR55P+t4DXDZwPo7gZOqahlwE3dfJXgMcFNV7Qec1PpJkhahWV1mnmS7JG8D1gC7AvtX1bFVtW6uBSTZE3ge8OG2HuCZwJmtyyrg8LZ8WFunbV/R+kuSFpmhAirJVkneBFxBt+f0u1X10qr64TzU8F7gPwO/aus7AzdX1Z1tfR3doUTaz7UAbfstrf/0eo9NcnGSi6+//vp5KFGSNG7DnoO6EtgCeBfduaJdk+w62KGqzp/tmyd5PnBdVX0jyTOmmmfoWkNsG6zlZOBkgOXLlzu5oiQtQMMG1M/pguBPNrK9gIfP4f2fChya5BDgwcB2dHtUOyRZ0vaS9gSuaf3XAXsB65IsAbYHbpzD+0qSem6ogKqqfUfx5lX1JuBNAG0P6vVV9eIknwJeRHcl30rgrPaUs9v619r2851+XpIWp/m4F98ovBE4LskaunNMp7T2U4CdW/txwPETqk+SNGKzvZPEyFTVBcAFbfkKuunlp/f5OXDEWAuTJE1EX/egJEmbOQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplyYaUEn2SvLlJJcluTTJa1r7TknOS3J5+7lja0+S9ydZk+TbSfafZP2SpNGZ9B7UncDrqupRwIHAK5I8GjgeWF1Vy4DVbR3gucCy9jgW+OD4S5YkjcNEA6qqNlTVJW35VuAyYA/gMGBV67YKOLwtHwacXp0LgR2S7DbmsiVJYzDpPahfS7Iv8ETgImDXqtoAXYgBD2nd9gDWDjxtXWuTJC0yvQioJNsAnwZeW1U/ua+uM7TVDK93bJKLk1x8/fXXz1eZkqQxmnhAJXkgXTh9rKo+05qvnTp0135e19rXAXsNPH1P4Jrpr1lVJ1fV8qpavnTp0tEVL0kamUlfxRfgFOCyqnrPwKazgZVteSVw1kD7Ue1qvgOBW6YOBUqSFpclE37/pwIvBf41ybda25uBE4EzkhwDXA0c0badAxwCrAFuB1423nIlSeMy0YCqqv/HzOeVAFbM0L+AV4y0KElSL0z8HJQkSTMxoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9dKCDKgkByf5fpI1SY6fdD2SpPm34AIqyRbAB4DnAo8Gjkzy6MlWJUmabwsuoIAnA2uq6oqqugP4BHDYhGuSJM2zJZMuYA72ANYOrK8DDhjskORY4Ni2eluS74+ptlHaBbhh0kVMmGPQ2SXvvHsc8s5JljJR/ntYPGNwblUdPL1xIQZUZmire6xUnQycPJ5yxiPJxVW1fNJ1TJJj0HEcOo7D4h+DhXiIbx2w18D6nsA1E6pFkjQiCzGgvg4sS/KwJFsCfwicPeGaJEnzbMEd4quqO5O8EvgCsAVwalVdOuGyxmFRHbKcI8eg4zh0HIdFPgapqk33kiRpzBbiIT5J0mbAgJIk9ZIB1VNJdkpyXpLL288d76PvdknWJ/nrcdY4asOMQZInJPlakkuTfDvJH0yi1lHY1C29kjwoySfb9ouS7Dv+KkdriDE4Lsl323/71Un2mUSdozbs7d2SvChJJVkUl54bUP11PLC6qpYBq9v6xrwN+MexVDVew4zB7cBRVfUY4GDgvUl2GGONIzHkLb2OAW6qqv2Ak4BF9ZXdIcfgm8Dyqvot4EzgXeOtcvSGvb1bkm2BVwMXjbfC0TGg+uswYFVbXgUcPlOnJE8CdgW+OKa6xmmTY1BVP6iqy9vyNcB1wNKxVTg6w9zSa3B8zgRWJJnpi+wL1SbHoKq+XFW3t9UL6b4XudgMe3u3t9EF9M/HWdwoGVD9tWtVbQBoPx8yvUOSBwDvBt4w5trGZZNjMCjJk4EtgR+OobZRm+mWXntsrE9V3QncAuw8lurGY5gxGHQM8PmRVjQZmxyHJE8E9qqqvx9nYaO24L4HtZgk+RLw0Bk2nTDkS/wpcE5VrV2ofzjPwxhMvc5uwEeBlVX1q/mobcI2eUuvIfssZEN/viQvAZYDTx9pRZNxn+PQ/lA9CTh6XAWNiwE1QVV10Ma2Jbk2yW5VtaH98r1uhm5PAX4vyZ8C2wBbJrmtqhbMHFnzMAYk2Q74B+DPq+rCEZU6bsPc0muqz7okS4DtgRvHU95YDHVbsyQH0f1B8/Sq+sWYahunTY3DtsBjgQvaH6oPBc5OcmhVXTy2KkfAQ3z9dTawsi2vBM6a3qGqXlxVe1fVvsDrgdMXUjgNYZNj0G539Vm6z/6pMdY2asPc0mtwfF4EnF+L65v3mxyDdmjrb4BDq2rGP2AWgfsch6q6pap2qap92++CC+nGY0GHExhQfXYi8KwklwPPauskWZ7kwxOtbHyGGYP/ADwNODrJt9rjCZMpd/60c0pTt/S6DDijqi5N8pdJDm3dTgF2TrIGOI77vtJzwRlyDP473dGDT7X/9ovuvpxDjsOi5K2OJEm95B6UJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgNJmI8nbk9yQ5EeTrmVS2p2u92vLH0ryloFtf9K+HH1bkp2TPLXdSf62JDPeC1IaJS8zV28luYruRrh3AT8FzgFeVVW3zeG19gJ+AOyziL/QuUlJClhWVWumtT8Q+AlwYFX9S2tbDZxdVe8bf6WSe1DqvxdU1TbA/sBvA38+2xdotwHaB/jxXMKpPX+x2xV4MHDpQNs+09aHtpmMmUbMgNKCUFXr6e5U/ViAJNsnOSXJhjZZ49vbvDkkOTrJV5OclORG4ALgPGD3drjqtNbv0DbR4c1JLkjyqKn3S3JVkjcm+Tbw0yRLWtsb2uR4P23vv2uSzye5NcmXMjCpYpJPJflRkluSfCXJYwa2nZbkA0n+oT33oiSPGNj+mHSTNN7YDru9ubU/IMnxSX6Y5MdJzkiy08bGrdW7Ick1SV4+bdtpbdweCXy/Nd+c5PwkPwQeDvxdG7MHzXLM/2trf3mSy5LclOQLGZhQsB1u/E/tMOJNbTwysP2P23NvTTcp4f6tffckn05yfZIrk7z6vv/1aKEyoLQgtEN0h9BNUAfdPEh3AvsBTwSeDfzHgaccAFxBN0XHs+gme7umqrapqqPbL+WPA6+lmz/qHLpfxlsOvMaRwPOAHdrtZgBe2F7vkcAL6ELzzcAudP8/Df6y/DywrNVwCfCxaR/rSOAvgB2BNcA72mfdFvgScC6we/uMq9tzXk03L9bT27ab6Cazm2nMDqa7R+OzWh0z3pi3qn4ATIXnDlX1zKp6BHA1bQ+23YR1NmP+jnbe6s3Av6cb4/9LN+aDnk+3Z/x4uttWPafVfgRdyB0FbAccCvw43Z27/w74F7opJ1YAr03ynJk+mxa4qvLho5cP4CrgNuBm4N+A/wVsRXc46hfAVgN9jwS+3JaPBq6e9lrPANYNrL+F7p5mU+sPANYDzxh475fPUM+LB9Y/DXxwYP1VwOc28ll2oJsiYfu2fhrw4YHthwDfG/gs39zI61wGrBhY3w34JbBkhr6nAicOrD+y1bDfQA1vb8v7tm1Lpn3eg9ryXMb888Ax08b4drrzgLT3+92B7WcAx7flLwCvmeEzHTDD+7wJ+Mik/736mP+Hx4nVd4dX1ZcGG5I8DnggsGHgiNADuOekboPLM9mdLvQAqKpfJVnLPSeCm+k1rh1Y/tkM69u0Greg2yM6gm7vYWqOql3oJhYEGLya8Pap59JNrbCxSRf3AT6bZHDOq7voAmT9tL67A98YWP835m4fZj/m+wDvS/LugbbQjfFULbMdg33oDtXePNC2Bd3emRYZA0oL0Vq6v+Z3qbsPvU23qctTrwEeN7XSzn3sxT1/yd+fS1z/iG5a7oPo9kS2pzscN8zMkmvp9k42tu3lVfXVIV5nA/ecR2jvIZ5zXzXNdszXAu+oqumHNod9v0dspP3Kqlo2h9fUAuM5KC041U3//kXg3Um2axcOPCLJbGZTPQN4XpIV7RLr19H9Av6neSpz2/Z6Pwa2Bv5qFs/9e+ChSV7bLk7YNskBbduH6M7v7AOQZGmSwzbyOmfQTUPy6CRbA2+d0ydhzmP+IeBNUxeHtIssjhjyLT8MvD7Jk9LZr33mfwZ+0i5g2SrJFkkem+S35/rZ1F8GlBaqo4Atge/S7ZmcSXc+ZihV9X3gJcD/BG6gu+DhBVV1xzzVdzrdYaz1rcahZ/qtqlvpLmx4Ad0hsMuB32+b30c3Wd0Xk9zaXveAjbzO54H3AufTXYRx/lw+yIBZjXlVfRZ4J/CJJD8BvkN3scomVTf55DuAvwVuBT4H7FRVd9GNyxOAK+n+232Ybg9Vi4xf1JUk9ZJ7UJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSL/1/cWR+koc31poAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1678,7 +1230,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1695,19 +1247,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 19, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.1 strategy\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1719,7 +1264,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] diff --git a/pre_processed_data/validation_results_full.zip b/pre_processed_data/validation_results_full.zip new file mode 100644 index 0000000000000000000000000000000000000000..8a274c056dee88bc5c314760539eda6736275df4 GIT binary patch literal 545318 zcmcFsRajN&*SE#O1Y5>NF*tpW)QmF@Sbz-zf{KEHAR&hyyAg|!8XFS?DJfeN1T0bs zrMo-6cV95if4}=%Jp1OoI2Y$`|DLsetJivUR}UOCp2< zH}tdKWn;JB)_B(;W920Rfw9dV$6dyJu7qnW5Q~>s?c2Z4L_0<4EE+d{(10Mm>E3de=yua7}EY&_ns97iG)uUgPve^ zlm3qvIEL!ik4OAc8#JM4uTr7x!oodDh2IAL4~FcOVjYbQzhqb$Bp#ozCe>b(MsCkL zjAJOy*)w6$K*%8FATiwO-!>hBKr=`jiGZva(mp&`uj1T_k-v^0~Bc$f}pc8>tA*d1VXY>(9)IFQ*kK4 zA#BlBRTmAN^Wod(#OWIozidu?F!X=8V2KoIN5jWo5Cob{67vZwQqYz!7doC5;fi#5 zrB0G>!~j5%P9q4f?v@N>2Z6K{^lq41yL8>d=^WsH)+J&rBn54xNRo^#?BWZ7m_t~R za=TO1dOqNav|e3bf5Y!Ud|`+Xm|p)>%*s0pxrEv59pSvmH~l&;gh_=(6#@uBBT}QD zX$jhp8qrKDSHvYNgT!^CwtaPL#F!u(=`wFbr+a^Z2{({qb1Klk4?&=jnIj@>k4_C& z4K?rZ!G&Nuup{p==-B!pJ$kc$tUd&RE(IRp7-@`Th3?Q!q8>{N&&P;YvB_6wA;EkX$H^Ytb` zkv0thpF`Lli96~(x2QPwg-sbdsK{oE!4kyKRyG0F$vV~1Z4iTxBMniO_$w43{ zoGmE!Jd&?>$-^;txlVmo0~*yjB!drJ9^5>AV zymvd!K5eRj0*rx33Mu|0S3-(JGpc+pVKR7EEr{$W%*FkJcSDu?Vo;I7P=K*Z=6VJs z1R4acGT{It@#3ZK8TO1ADY!OTO#=Ca8%PNL(^7vyRG=Y{hzVO&?{DGXn#-QxLO3&T zsq0vmX^KG3wgzDswA@yYl@vtEge_9-h}unRPMx@KTTqd+-3+2a5F+!O(0ivKD$s1I zm~<_#)~BP*Bq;!wLag4>L9v6ODDNSHaPi&FzaSydA&_e~4k4i1BhnF4Vuy_&-985w!g8~p;Y|>Nbc8^8|4nDe zqSA=K5fF~FqntamUnhUTgNtJ$I$S#(hC>#0Gr}Nki8O?$K$C)yv^~=i;5`aiR6Vl=5*2diut00kFokq|BoUpomxKof$1 zv|lsdm>Kd%K|U^odjf9Ee5ln)h1sVp=lu&IpvizkI!GN8s;D-{iqYNC|EP3e1;pil z5rVHH|DDVZ0iQ6Jm7nfvooS0F3hvTC)12v0qM(nosI)NJ7eYYOBB3&2x8~tybnnGM zyny8XW9`t(@{ks-K?u5zmkC%IBY}``vR0eqqgNc)fCoqFK0}v9#QXzv71kjL7JnDd zWF-UvX(7}ub6qL4tiY+Pmb-6J;8DP-Q5CT9!TejSguvqvHm4?@U$Uo$_25GImYS<_ zOBQO>Qez7ii?sY92sCRX5D~5(d51RW`IkrF$=Z!bpZ&wZWX&Au(M~TnV+aDB%%oj{ z_Yc)-73V~o~VTGhH_u$+e5EW=r5RsOGa{QduFI9;+75tN3!;+yy;V}}z z^E10_Ap|rbh$V#Wk@-EldcDC$@YcGNseND0v=7I91VAn@Z zbvTuOv?n=@gCZlU0=dy(-$aN8G#%oTZgG0wyxMH>{yl@q3VC4(vQUJ58$no_d+fh1 ztpX+jni6pdC;TQ^VyEpHO*jH)i`2l}!4QH|hz473jxz04qTl*LAQBQz)RdPT9A>N5 zgB7wh&B9BE5A^_Mz}_PS_dM@xWQ9N?CS1s_E!5a{%dQe5g8RAiZr|QOL>`N@DF4>p zT~N(}Mg#%r3aWV1?9Fxu+Hh0kxKyMN9XbH2S&Ty%wjAtd%8JYa4q+=`}@*xR*EDN6ZQzYcBhk-G@39fywmjb9s3>167rEpm=npH;95n+pZ%6^=qno}yygmuQ%iX$oqp8+-%{y`X?$}Ep!MFp{laN$MzTk^!G zPAxcw&K*A2W;j7f|950lO?UqB3Q{B*6?j6z;e~hbqTQF{+A&3v&2So}qyZ^XBSNq$ z$agR+A@E6;Ez(ptH%}CF<3g~E|7tl5%$N@&2=;bXS9&4faW+i|q_fR@u{1lQhtV7C z5S>;12F@ycL`)bkVO%0RHuDLmYr3TqqT3H9;X-J7w{6C{AK>g!9Kx_cHS={Z6>urg zERuvUnQM(5ucUS|oWeDyZ0_hIK>3SmZ%$s4UD68xPj+Z(Bq1H7DtpEE)RZ2@gH+kK zgG!VjF4rRjCoYVwh7iz1z$HD{oM!Wr&->Ai#i*KB9)|4{X#qocVF*FgAG5AQRHh*y zz3pO>8?im>;San&o2;j6bfrHO-%)LT9lwlKtPqf%<Ap{rAub*RufXgMEt7Uer%3iUb z(c09RCFd0iF}VdH_%+e8ofQH;>CR^DGF3PImsz+i3N7E^ISfMZ5+SJ6yvAjPfGZ;0 zObF4E=1#U^bk%I;@3CO?w>cRz%HW{bF7!fB3{)`m_WJAAO*eehNFyJ}Dk zwGtuF+j4(guPwqo8XW@xGe-(amG^&q9jijmW&< zVC8QR0-8(U5U)Xob&d~w%`it-EJqaXfqI)22*J&A zvq(Z7;TmMV<9g5frb65zg%|q==0RS8T0(uXtuzG^0!@*`e8P$}W{s)jRybqn>&CaU zOOppd<9Cio2$GByrL2S?;t@{OG9wI19J9XRdc^hr5q$~jiBQFO=j<&!NC-4F5-XDq zE_5}5ZpJe#YO!5SaW2?TIF9tlMD~v@kPzs4MA{&wwdIC~v@nibs64F5zR;IR^)Nh9 z#L}b^c5Bj0NzRp>^|%^!E2PKljQ|@{iAa%N-S-ZJq(D<73F%xXKhZy{#0fvt;XWj< zW{ML;g&O48rgZEwf)LR3h)23lo~A!7+0(HZ&(^xEYur~r+1d+)AZ$apEJS7+0xsz? zuvK&St?>a0G-?h5Xg(wbo6H_(<`^}tkDaXaNJ#p`h1LUGl`GbG*6;pCwXSj>6r}z@2<)maH$e7?#$_&-aCp?}Ja0vv;RHfb5YJSyUa7 z>k)_wG%1Kk*Ivei8Lj*Fv;(t8?yvW+D7vQhJ8=8x2NJ^f9#=I;k!V8TlAalf3Xoi` z$-Ip_HuYwW%-V)o&^9w=RF|KA;Q@((j)C-wh3>`R%7ENgplK3MK)A&jC0GB&rh_pE8T-tz{N`wALE$7aNvns>0t+xSDM(1KiDcS#wQpz% z!?VtZ&my`rtf2uaOC$vihpUm0U!X}rNcxDD_=Cyj_%enfxgL+yc?xB0R4sLK(*Zk3 zk7z>R^9bvajI4i*yBlNf#Xemln?De8&eRn!$G?+T~n{ z5EE!7l|%YWs+B{S(7mV=H>n1jb8|!u(;$mPO&=Xn>2`pmK*PWj5-x*@ZwGq`3K*I5 zy?2t4Pa!?BLR=m_-2N{}3N$VgUuO0&8@|UWl#wmu7io@msO%4ou`NYh*gV*wla&;N zJi=@?7caZI?%+FIlQI(K+ZaGxpmP6-hRdF^ijah)4=d*HQHfjTl7S=evaGVa2iCNy ztAuM}H@$&`KvN_E>2q?e)8p^0Z>z>3td3b!5ex}|B6FkH(RzpqbTW$wmoLnH)$PYO zT*bqS&4o%2UF;@9<%>~Bk#cu`YGj3hPdr3&D(}90#K9uvvdmfHqPNMSP-cZ6r8Khu^uE*@?O#1SXiLUp7?KX^c;N!lJ<^_Wz z=HCz*-h7y*zzPD7OE}?CEK7@UO2Dhy?)tN)U7nT>-Fu<*X!Y7{P7oL97KwD)+3Lb6 zex7p`*P}^Aix&qbfVW2c5Qb@HpV>_=h#=s3n3=Zq`>D9 zj`H-JOf^3h+{C?tYTG;eIt^$(_&rjj+iIcz?Y#74`q`_IPJOogWX*CGTXb23M<69Vaqww0>$y{0_IB{p%2 z?^+wsGao_0MM11gPcIj6w?@+=(xr>c#!KPp1>f-iZ2Uv+gAR+7*q_6JybTu$kX=$pSoA(GP=cJxUc|1xZft479q>ZXn znb&^mYa3pS{Oo+jCn5mM7O2Tc$*rO`NDMSW^GLgAafqAI+YkPDsJ+J5qvew=D^Eo3I9q zlBhRc&nNxTUJ*?YHjzd2M>ibiE2`fJ1lmDavqu{36%+(Byr_^ zyPegCaVgw*{nS?-YS>01AzT$avV*ulvq%!s*A~2+4z(YznTS7n;2{j+ohw3h#E8m&{5EV$$oiGQSja0$mub!b|ruJTswYC$*Ytv4+F0Q^+B$M_R54R*Q4K<9Z}- zyt6U@yb~FV6lqhbUJyG)BK=%YYoUB|bQNQ|bH-}X47p_^A)`ul{>|$PO;{-spY$Ol z@zU^`ZSPOxVtBpziBJ=&3LiiS#vIHjfTTb(NMh3cS}RV4Y6tUv^XH7EuN^GFl!t0k zc~0J7-;1Ho8U}}ONi`~coSI5uJzm2o*)(-l_qG90kB7R#BYk;kZ7&4806-Iigmj;( zv?jLM-K+-3kept(I^ z8X!W`yqk!0_AE8#f4SbwXm}>v@hp{t{PSIeKxy|Xb^{n<(icd)bMn-Ti_39M$}mb# ziFW~4{(nap6pO!AmthRK*DNt}VaLla7Ygc;b*v%Ksqy4T3-;G?(=5 zLgpN|dp|0E;$k>5diMNka2hEU@i{-~3bGTNV`$?(z5|F09`_(2$iFIHd3VDUKiB)xEz6=fb-w>y3v#1RXSWd!bHg9;z(3w>wXHn%b~Df8vp9!Lt*8qce(bN^(8KtNiLbX!v-tDSz~ z2o~%scYg{sJ*hh?YZKbfvNA{_(&I>_A-ajqPK^Hlt|eae8&jc!+G)rj&HMFcF)J!? zNnbTjbA0UE-NI;9Y24}354M^C4V|ArVpuvkX(=l)2uYt@O#HICv$=^8BN=H-EL8)K z!BEHY8nlai*olGk?7uX$<&RaL8TTUwh!Rz{1cFHq^@LNw+sQ1~@`Qww9%Yf+q>!dY zoX?w@<+Z_6Ds4y#PVpMTZlUZZ063&mp4!wRhsjaD@L+rXP-7pNszFc@ zgW|JF1NRdvF>r;1+a%IN1^=iWA8{^>d=Wk}eIHbx--pDYdNlnsD+prJ)$O!hXX38J zG5T$1TO!m2VC#7WvPc^)9RsJ%X$gaX^ejnjX%&v!2HjlirTpHOBcs zNDD@1S@pRcMJB*C7|JUw^&QD>QJ7EqCUu&n%&^bPTJas2ACiK1@zeT2_9z^w(VF9J zl3p_7bzwRa2oF_7&9HRn$zV+9o!Jn`PX-;^MucGVu8-^<=_KB?P1Jv+7HG$KDAreB`KSY#{h{&2A)wuU|CSxit~# z!$=-mjYrV#BDhPE(z*8n{jzSju9O^1&3@`|*)T}+s z6rc@NYT`MD)4}oua0%gSbFJ4SSM5n3#G3vhx#*)EJL;9Qd(7do6S#Y&=5nWYV2| zy+Y{Iv++cPGk@>&!X4%)eoeVx>J{iftZ16$wDS4VX z;*-9XXSHER)IJ-=e5As9SO0C045)|Lw@IcYL&**efl!(7}>ZiMU;GhX8Hs={^f`YBayhCEcL%R;`OFcs3BPA59An z|LF>zn5X7=E|)fVvVtHcefiQ{Oo3P=nzGVn=+H5^B%q|Gx!IX*QORcbG)_(v4S8J5}pY2cG{_? zQ-2Q^!?@;pqi2JlRix!elg=j1O@koN$RHry>9q2R>5;2Q#~~D-(O9(*9M^V7QfQ8! zT?qvjG)0n-ZY(4^e#~1R##n00dl#{}5SpdBjfC)foPga`XEEtZb5T*^koP@|5!ILr zDGmDITjtY{5b8%>$b~EtO$Y)3;V3n;MlMXNkg>&66uCqo=QjkhNJdBupVX{O*u@v5 zA9T_S-Mzu{Id+2dpBu?@dAU%_+#d;H!T3;chKD8u3F$YeL$Y*lFLkZPtHF!k1`BIa zpn0}C2*TdUd#3b~x$l&daN6(T@_c(oPd1+H_$D9!Yb#WUq-OrT&4ldUxfBr})qd~W z>HL3kLw&itb+bVCpJFs^sH->Eu(739KIB!m$uF`BICEFqmMWRCr9r&~T_ zfXC@<`kDq%k0>c@4Ezn(oM3No_%Xi6*{n*5q>})%G>*iU=Ih!H`cP0tg-Hsss z439WL?=M{|#>|3b$d85dI-s1BdTMd*^DcG`bDoHBdn!{U;b(IN3;^Q6I<`HvD8T|fe_~%{>eTGM*pZLoZ+6Si{X55TaTwQlvA83n%jb9u6rI&7w+3cc?r* zUAzCt&lQ@i5C}*g6q3%g__(D$ALD|1+aK$6mP6?d6{OmaJe+X#|F(u@32sxB?9%hDgJpeQ8V`tr zVmzu#D4KKkG%Eze*{qcttpB8i;n`wt9P-=)^%bac>Usa!;AL={Z|0JI*UWpGG{5Zf zFWj>&a{n%Hkb|zwtwvPXUE%}o2Gbx2h_~3n%q}fUVoY@k7it)Adt{)r*$;`qt=~a# zCXz-43F)Vt_1ZXp|0-m>oa#E!{Ioh)Lh?ppFj`o>1#-?bF^EaOBCO~3a7Fp|C%9Ko zjm*}Ofa4=KkQ5#iP11ynDqRYsYmw5oudlZ6X3WZW=?7YRRfF4vhf(5OkbmNHuNd%@ zhlYXl(nZK7?WQ92ZfqRy-D^MNd8zKuh%;qW_hj{ea|<*CLed9RGH<-M&8qIkU0aFl zlGgo0peU~$38C`v+y}iv!1Dzf1U~6CHgk!!L*BzbajRPU=#)hsI1NU%iJ&WU)I#U|pZn@rF@Z}u z($+il-0f0zHtrR)*JP+)84i*852Q!$#FgyYghJBS3QP>!^Pk@vfh*GYTIXtykq`vx zCFenNj_+nA1-^jr@{X3kbW~^xa&|!@x}8aimDUtuH9=HAsDW1u^L@uprm#yqcP4I2Rm^<(DKGj)p3# z$B-E6N{jSai9tkKlg5nmam`O-T%|4^A>$tlmtc?>3a-U|hKwrBIg6DEx7n2MpZ0fT zmLq+qM=f%Jl7DKb(B7$bE-N93NsmR=8r@m8xV;qT!U4}n<40iIpL+K~<{wEJD2^8z2ZYn<^rG4cRJS*`MY)jH$?+CIy>m;L9D+2!e*|=arC6r9qI8-t*VH zR==vYgVE}o)b8B!9e(y=GtwkZ%+wR?xIo&bM%DP&Deh&Yo#~DVb0v^LqMY+=*;;E> zio_$$W-UWowVyvQMe>u#e?5NC1w0t>0YNzX=2|!_2olnR3uD$qKiS&F7~)xOV^-Y^ zuKFh;2=6}qagH4X((O*Mhtb@1(fA^pyZrP6Ms0S#12-eQP@sBmpH=`wXPQyvC=(tl zj0z7;%Fl_$jjHW&k(#v_43QcUolnj*WVemS6%k(1PV0Q6y1IyQVXkxPU+zj!dxSb+ zTVFKA0y0Q6qbed@zG&Uu)>-~(C!X;<%#4d1wdljQ&56@DCVttR_+aS&tmD}s1bhCe zcn#?h9RcYW&wRnwMyHqExE`ehyIPsH_lHi*hae0&(|;XdB?SrT*Qi6@UmkDbh~H1q z{Pwf$@;JyXP>n*92|Bk~86*zrsX~+OS|642>ak+v(1u4Rd{qsgob3lPNbz+;g^&t-_RjkqjBf3Y#Ssed zP9$}l&Di8%90Y+T1R?1-HAJ>sUCEL0%-=Ax;zbX@<7_bq!iuV^;$A)KyBJBh0AnJ5 zsaoF(Kj!3qHr3m$87kya+ri^gJK4RcMcgMOW;*bk-Z2&;bM=&Z;P=3V2tw+uTS2`t z=(GMJB>jF()Zz`s*J2q5cqcZ0KC%GnH&YYBSLYoBC#h&e;E`@nX?ZleZg%d(>v*PF zH?lrJ2>g&WD)=Bb9-=bMF^fq*2_`n#_oe6OS3K_@v18&_H84{UA_zSfOLADn7JSlA zcBW;789O&*;t)E6w`5q)05`N7ks{rgrNHhy9-s7)!dl~6t>p#nI0mz;svY3G|51cM zdw|iZUNYkbl|}_I;Ub>aujoQODdREiw~fyq`~flH3j*MDPJKf!fIh7ekMzll(kJJ) zpH{FHW6^`A=>T^Z{N zC2K|PkF@Vj_2_T&TH} zr>Q((g~f3FuFlTb?t%TiYj-OyFkNk3oTkA`$j@N(bdOtgJZevM7*(=;0*}9Gn^p=4dwHpxxweh@3kRs6_2uU~mLk?Vt-(ZiAM7r;6 zQPVeu6v-EnSs_x7-63s>kg#JGCwTm5%gMqkFA)NxA9V_lMWwpsP6x)kgY<}IkNAAT zw_nDnymx79V{~@7B`(2Z!BX%M1fk9J@qdp*_8A?Ko-#Kdnb~&Z7vr-3j1lz%eIbiV z0jNt@w6oV9^$CD@t31xtB)y6;Ks8M~ey)Xd5@e2UA_%X&XZ*K()MtQ4{Mdq6epXs% z=_fqKu1WbG&{#AR8bCUN*xYKiJBJk&#H5$NyfvDBPc4bVO=@Mewxa4#$fQOgF-*!o zU%(0imvqJ%75-04(tR5og5sU6*Q&wd5w*tF6cG2{-V06!npYsb>RWKCAsZB>o)89_ z6vU)QYo%7kVGWH8F(k|DaduAw-&de2sR@Tp$3yW2&9wOuDRE3RnM5B+FagH zVFtw)od|)}^|mVz0-6+fq&qt%uC`%!Y8c%$xx?~27igJ~8XOtiyr2d`K$C%lbk3<9 z@U7*G1%nGSy65IJLI|j1m$7m~gV~u>0pS=gYMxv`l2s{IhLk-SG~pBciZ<2mU-RnF zWe5UIjU=QElKHw!>!W6j{iy?*ks6!9g$ruZ|Bu@x|Ba2{UV)}Ze8N1?NUx3zBGPsSneFE%{MW@PQhdwb zeP5i;mN@uoM<~KDNxUe66$T0E!?jU@Uuk(NLj$HOnp!Fq$}B8QHc2!&Se&2j{PIEN zZ&2dA5Mg*W&GQN57-(|flYT-=vCv*7O^grkyu0u*_FVvElb$04b_E-ULN*wXQw8A*(_EEV34urYc8ZL((uPS% zs6eww9MYq~-oLI!ZY^M(D15R=Gd0p5d_(IH@(i2T{*r~HK*Jy=eI76E!o&9cPWZ6} zS&{n8u{`LW7IilDOoHSlgn&i`4rwZcY<|4ZGPVU90vnnnY0z2#A=rZue6U@W43U{G z17*TPV0!iqxsJJAc&J_amucWC(6e1c&iU9hJF{LP;P

5D2H7ijJQHpA|DMU5>u- zb@F~3J%oUIO776;DS;3TXfhCz4)B6JO4K!q7}G~K^OE!|2A{SL zm$M!!SN~M5zP$hcOg4W)LO7+sf6yxgJnN@H5ECAd&)nYgj#I%X;Ek;+o+=N;6%Gi1 zo{4QDE0-oF-K7;f-BvVcVk8O$9Z9*a>I0!fK?h-&DK#I_D+HX&G+RV`acWHGwU)aj z3@NBi*>_F}>aV3DYkJT9+d+s4Gz47IQzPQedFx6t8Anr6caKMIq25$9lEMe!`#e?7g2Ac8?sI_AT%y=HHzsE zHOv1(CUv7yR~G>SAsE%IvVs)?;!i7h7b(^2 zGfnEc4H_RdLT*hDA((j9c@AV!X)+L!j_#xy1vT{^qi`nhA4at(o6d$3W@;j}>DZrF zSy6#cdK@y-ElU3avnvv#Hhr`acn5quGDyzbI{usS@6#&?NIx=Cd#Y&P=V*MQ^Ifs$ z(a$ZASD<3l2T42ULqeb_l8CfD(wgvb-Aau{EYZ=7|L6Fb#_iD7)LbNl)nkVJclD)j zAt)0zsUCaQ#kcKY?1}`p$~GEj4THi9Kg5NWT`!Cvi$rtI91h`ZP3B^Oxoh|@ybifZ zP03maStKgZ{yK593xt5CNW^cZBwjARm>I`dwRpYN$8{)_F;mT{Rkq(gKsJ>w1JXN3 zt-Ea3zo=*UwVLAT`_jbVp-yT!e$m~=o2=+8A^k#XRFZmyFpqJPEq+CyfD1M`)ewaD z2FXUOAP7i5hu6x_c<<8VgO3x+=T@D$2Tt$QB8#M3cshU;7r3P3)I`7Cch);FcE9$` zOTRP#ijb&%;FYrvOkpJi5$RiCt)CoC)*dw&GJ{ML3oj{_> z7YFYSTg6U~NMFXw*YjF;+ktU#WVT9h>Orupa2n}R{9Kf6#QY&7$@9(WYM}92mv+7rn>a(fL_0bm$YdX zm2}dnx6?CvMJe;`soMimTa3V`ZLqeb-5Rsnr&z#<4R&=rf7lLYW zm%^bbkPsTE;KFlMHw1yEM_kfWkhZ+fYfUb|L%dtY`#f3T~DEL6#(?wL(-5^ZG11=9PR%D*Ct<6Q8=yRvnIyRJWi zxKNFx@YCGlUsj65kq~~i*~Ggc>+_);JYj1XJ>#(xc#Yi*K@f$$RDcwTPG>P;2;!QO zc)Q|DI2V@W8YbK~UjVg7?ja1OV-I=uDiR(e(a1ph@ut#*w6M*Mj5#pDmyfcMP(}C| zVnVo+uo%)Knh?08M=x5rbBpVv88+2wO@QjUX^>4liDZzzL=!wgO@km&CVcNAF@Jq# zL<8fsmuW+*O%1^o6_s;ZW_>n*q(D<64(W63-uoh+o4#dSar)~@jcL_DXaHs?ije*q zr`N&?0`bSQ#oe>T0x*?ddZ@RBiDe@Q|R_HO*jw&P5A!91~Coa*I-KW-@-@&40l zYba%-ZWD4345?-%1PSR^*iT7aHkrI(9K5)-CHPb$nD1mDgY<2M3cJ}09_h}4G+Fp+ z-o6anv5ibHGZKIi(o-abkdk$4SxG@GAlxU6>RxsGbU`u>K|i3a(@h83-5G`;%o^N( zJu3)2(vD5W=Y3pVN;S@A@yn9f_`y&$wH_(bt0nR!tilVPfN(W6Xj7iNN)=-?b+c;t z*%m+Wj5c+G`a_;EyEk`4Ji;N8hgRs`A8uuM8Ek&6P1T?!kS0-Yr6_Fc9K%YJ#1g_} z$ZY;Pi&OX(C&O5;)Q7rYvy(?b$Q=+3X%fvl^F@SLI<*2SU7VWSaWXhgpIG4jfc&5%*XT~w}Ye~q z@ZDn?0xs!bTUx7aZdS>7e!4g}s_rP*b5=rBFcVL!Vnqc$X~z&!l)!({$T(Gy;V{{t z3KD_~Lg0}4#~oHSRYdyoh+f6h>g7p{yZ++_rRcxF=BEbq2&{>KM}8z2&yOii9WsGzCx2hQ{J=EBLV4iPKkl}?GIZS!&K@jbC+0xu{QOHx$MdyTUHQ+q-(;`$Y7<7RoS>6 zS%gm6Eeam6B076`^wHrC*~1;0{%3V$0-}P(l^PWY0$q(rLy!r(FiLFASZ{u>UE)~- zMo3hvaNP$d<6a1TGJ*6hC#gfg&FmeF;m(FQq2G8AfjJU_>-yvWU1r1MBbpFIq;KLU z+HaFfw8y(6?iv;2*Cs=`e;8uIE$yC>y)wWN(4tf^>2sY?KfUuMN)IG=$4~g0NQAXe%or2uN2WWk&4qT9nm;FOOv9 zgc*T1<%b|Oa+$Ti6%qoC34G#@z2yAH|CPjOEqJe$f1m@-k5KQ7e5v4o0TNA*NOL(v zy2L1cZxSA*I!@DBJRuT_QmN;^SLB;bVC58qq)%#%*;^+yaAx@Cyp9Q1yuO1cFR1cM z+0rux5EW>OBp^L7Z_;V9xYVT^cM4t)mkW+V8QU&|z;e9K8CD2Hqzgz^b=$)-?HMhq z=}!XGHK7F_s=qU_*%o~Fh$aK#ZxZTea*Vpu7(>q0Q#CiKf@DrdLYQqHbsZ7{jm#X< z_iKWTm)K~RGe*ttZkx{?0(JeV`*=@k{2sBgsAAHuHn;Y?Ezam*EI8ZN1|5Kp@7g1` zRy*VzyEoWH9KshD#6c5w_*pTQ@lq@kIzK}J-e@F*HU8G@#{C7vOQ~CmVlC?#_srwN zE%O4w2h6F7yzAGSH?h(q5$UCi)&fh{s-KKPI88Z9cr~gu&K8r7;Z&8(QRqS|C%s6^6_j63=Du@X6 zNCYOf9iySpf@V*-q$g7oAFb!*L|0%Ua9^9(JkgR+3U-UAePa%+=_V*6- zdKnzaxcbT;cF!r*9(r|p4l=0PYqjpNk^-McctblxvCV#2XBHl#W=!3E^`X;nDC?*C zg+8->0qGqu?{%-Pb(Iz4inQm+vQ#}whzo;} z3=IDMeKG`rrbooD@3uZwKJ-5FD6U7-GN&}y41j8>qm{FU^fIAOMUs#{swLgI&3mqO9qt#h-L}tjhFtS$q(?(H zrM5!|XnG_eJzeWPHOs@u5l=W}i%KZ|voQkBe znNRxVAej=4j@HhPxEQP>E1x)lS6_D^DWux$-pWb}BGOg7G~YXFmOtBY2q;>ti9&*n0>6QDv$IN3n78;tRGmU;sM4!d*#fN(1teEVLQN4 zFJpy3LVEwmd%S0Bs0Cv$^+4X<@lKFmpq^HoJz*4RkZ3lQCm=i%DPC}p`@HEjE&~gt z>byl@%b%)fr;Ok|f~Y`)AS9jn2L*d~tf*%!`pd?zj8T{Y4hU0cwalipfP1Ml3TWlVP z3|FeG{=0_M=M7}SL)vM^5uLA6D{uhbAM^I)4TEOosaKoLT;5#hl>we}(qtee-0&CY z&DM`}eua~Hgm99+0_d8bBLw4{?K@bJnJXgPs7?FQlo?XYn7erC^;#qY&s}69CU^$F zIR<$Jns4Ta3ENb2EBlR^AvIXOBYVE^EBGMn~i9PK3qPd(4 zTVoR`6Sha@pU#IA$2MaP|C1LR(u)Q|Y4a;2gWvCW<+36(M?(0je5vC$Yx`72(y3=O z(sgPL7^DtGRPec_xs#P1@kx`pwdd*AJIuTC2Wkuq;vh0pj~-XVZk`KCfo6^b62e}= zd(xq@PpRi|zgEiQHD~Pyr9eG!>3K5p9xEvbN#E0M?VhiZTE`eOU)-S3>F!b6Z0XqqJC65atTwTmhY zsb;Ln2Obezm;=?cr3gW_ewhR0*yspI-zreFUgeU15Whzy`|-SF?zDIR0F$W)5fu(E z2?k$Fp(&D>bjEh7{cV)v%QC$FvQ;6h@Fe8es0}cWgZg0*6=*^r?wU;k^t*drT*DFM zCMb?{dLj?)j8OL$W+Y|~hNwW30+;mUg;tR9foR7bJVNqKcF5iYxrJ*8fk}47G*$>W zqz5lTS_?ZjG%==M7FpNiG(qcAV-T4;KX%JQ2xxl56B3TIgFd-7Yr0n8G7vehdL02d z1?sgC6PHn!dJ*9H8Vvzy&s_Vx)9_jyqvhWf5%cG3NCZ@CM_y6=A}cCONN1coralX}U3S5j$YAlz)0 z-b-oqC}SLo^wKK{ISVy*t|Ky+A1!F;{eIjh(7sP&5`HBXNuk9p@U#^kr1LKZDUypflvCum)7{z ztqE!8aR~cg%ZBZO(oO2=?5T=fV56BP1TN{}ov2IB>jZU-q(5P+OKu?8XpTb=!lS&| zjRtcCgy*yM%;TG4x*5Il+=r-1#RjI(yk)CFOV2$MpZ=m87-;X zRljB0>tge2jzOU+wMy6# zdcGfofTl=d(m|4-2=HPm4FPF3m;MYaesqv= zlPyoZ!|WW?F5iTdXjzyoMKyy!q?A`P^duUTUWqlh=v%PuTMT?PuXsbr_AI-A|l1&8#pizp5IZKoQp;!f?5 ze*9HmtI1F)mFkv%OgT0hGDtL=${~G7+vLaH^)}UvCZW@zFk3aSxkK%+g^k;GiWLMN z>3bbxQrg>7eld>w%@?`8{|VNRnvfJ+tMoxW)1<&9oi=-H`nk?Gg2CsHDt5QLpzw%# z`Y2vkUlX!OGz7%Q|wV)Xl8B-Bi;tsV-U z_FILdVBu2mCqxA-ydb>6mZs+RyfPh=!aq00brelXf$mUIQx{{3)P6yFL_;7U{T^QH zEsMKP_cCS{wyNvf9ew~!;!#UG6BCZvvl4=U^zCEa1tqJ;ENjOHwEvQ3l#8JwPC>{X z?L6YM4iW;*Cx}VEGg9jm*>(CwI36DfBYFE>z+{IS9J#b-MiB&orbm1Z;a+p%h>MQK zR(Pk@UFT#*oemftQNztGS93yG>5-81UbBg?#x&EF@rv2a>I&ECP_96gUgmdX7O=9Y zJi=2Kx~ko^6&H-~?o_RF^Z5I@U~7l!b8gdcdd5nRxTGIeNNhJTX)3S9bI!xY+HOjq z9#IwfEl;#}u!0~VJ=}cC{AXmh72eu$k4(DY5(l!GN;=~s|6z9xOhS4}URQNM?99b(ew zUd7I50|mbr7i;~>d*)w-GKJ9y!JmaontJU~pOsV|>1<8ex1r|XuLxX?0<@Ow%ubjN z<^9yVM^E0*8wg>bIW`{Y>&+fM`ztz&7|Rwb@krAX@Krmp>s zZy_Pjf;8gC~ zw-KUIYMofRqj^=cv0^=x?o2=k#_eBupOp}Jqywa&wK84LDj5wn-#lL@1#rNb3R7=o zYQAUX6}Y5dhY&jyb=Opw1z-ctL88ZPcO1dpDM}2g6He-~QY4;;aJpcgUTA8XTZbvq zJO1wA4Rw%L_=co#e*bCkF+93&CO&5V?Pg?A?rA)}5GS1zE&-DT>VETI$5gc-F3=%x z2)B2n3*9mwA7WI&=EuzYejc=`)WKA(l$8O!5c;g+kw)M>;n|n6q$ju#{Jbnmzso`< z^*TcECCV9`aHa`?LweNTWP3sU)+qe0ocl!Qbq0A*q}_~M^XEPCuUK)JOS-k=?K%EQ zMg47D2;Q%Jciw>zP*dg`=hprOSyY;5=93;jisJcb7#1;{!kgrZ1a-9`P@j|9MlH0v z#BO+pOL{Ro(av-HH`Q+3qMAx}&zk|c<}9Q~%W50kdb!+Z#>Q19T+sH8w_X0Qit)rq zck;JLb8u4r15%{$K<_!MAV^3*Jr(sa;_}LRM#2^mX}rx5ydU%jl0uZ-qbm>unmrPd zu4tP-G5pf<^8+4eUr_p*ZUOqW$4CkZW9FTJAkgS6CVeTwO3<)CNzqw<6I@>vQJL4hw z>4773vY;*hE+m9yxjwrfMWP|#lP+Jh)=7(2rQgKcBa0HFGxe+oLDfiVd#B=4;$BD! zG_xuZ5N@+cedgcJv}wmC7i7&kj&9>YvlrBh$7kIqv+Is(BOrs+h4kp3TR-lw!ocMbzK)kE zH|6s7P)6#kbkbE(U;(~kHWJC-QTg1bou7RQX<4GubOQ036e%_V8YsVKq+v$e_)r+}*vTHeWNT2pkls4{q_iHvz27djFZ+pPX{0hWpdCQY_kQiu2 zRY3Efmo21893d`ieWuX9rdNE~~)joDNkVPWG4U*RJo5hl!?Kq)hX3R_3 z1==Jv1fk@TwJ$p{kWSh>;@^iG)TiMP#viql_Y;FFJW_;VNXESBkWr$kl9;qnO1u^+ z&3OFC!xQ_J5Vp4n~!~_}y3F(Tk$u_5d zt?HiPQkWpMnO6+0rRpFqcfZk}*Q-XjNu@aj0qIVmUb}Me&JT=v`Ql^K8ydkdTMQAe>R)GYf)1(<1?C$7W)XBNt`EXtI^K zE-LvBwwzUw6vqF#oew!Sx*~B&zZ_JtFjm^hXm#cV+V}WLWuTn%cZ9)s!nim{3^WXU z((_s$b-fO?57t6SimwsX8$g@yqAsaEF zpW|L|GnFO-F6mBZ>n;C^CbJ$~k9J%e#oHtcO(Ie6$wi0c>Gay8K4U!6JCUanC(1j9 z;z_e?;3ZX`cS_KXwgd@b!OZkatjH`B5S}$Z)f3g!RL6Kpe*a2w%iNu#p_aK3qQc@Q zbCe(qG({5f2-oHHT5}JzH;l(iV0y_9MtP|WgCmy~tqwKB;5tl>ln4E~LCdMV? zy3N2-MMqz%-*+NC-40@Ja7=MwJ>A zrpMwhT)HPMxIeWT8safTYLxqrr!y-ABGN&gRUt1rx|H$G=;NW^0z4rE;}L>knKc_B zuRxc9kZ=Je(|N(3xjl^amkAd%UE`$_pnT^u!f?Aj1w1ZKqXLKYO>nE6-M7117$dgP z^N-Y6fE{N6V)J(0LY3YSsn7ZaUqZO!Ebck5>1aN7iN{YOA7kiR2rhQ6MN;_HTFUN; zOA+Zss*q71!|T4|cWmATw*P6S3Yk=Ds8GH0iWejV8W)75@7Q?g#$>0uF|HtAwLCK` zQX9I5M4eD+yK4O3Y;FXkU_PW>tw38ie*Yp=^* zq=UO7bUBbNs7jR*Y~Q9T;c4e7=SLa|6QK^zY~&YCpT1Jg$|4C!KTmi{-PU8*yEZ)E z2~Ba?z6tE`Q2CBvD(12>N#yTR zd2RSH*18!>cx2C42CTgg<;`0Wf_}rb9nC`bnh4G7ggdA)@7LPP4Vv!b*RQ6O&UM^=E2Kyc9h?gg1e#ZnhzJ)i%%3=4jm~F;+M86TUYR`_%A0+W6g=~E^dK(Kr9gU; zDk|boTX*C{{KZ$R0za`&(Ksk^rm{}chv~k(&bd!Mi%BQ{A;SvvzlSrns4i~Fj`xSW zvpX`X_qGpN)2m3hYokelbbKUM{rLEM5#zxB-%e-320w=MCTaAPQjN1sq z$_Gu8Aw{BDB+|Km>4f`Daxu+V{YCR-@-FAIpdwKNFn=2z((XlolbNPSBGLvaf1{4$ zODSW@`Gn_Wzp3DDcIvR!%lr=&y%73jGwC4jRKQLBke@$s$CeYTu_PF5P*L+Q9z)l< zK~$irkwlqrtR1zpw7s^A@tWE0(<$ZOB;e-D0i;O21`62_2AU#?`N~VI_U+$iqMf4j zadFVs)hSC?eM?&Wal!jFix#eWSh!GIJ9*`zp9@X@Nwm3rWuyEpYdP-U%BWs&OMe2_ zfhXlfOymxg3pJPWG?fReuo$l2)!7-_J+Qxb?QX>drmL-sGyRmelz*$o>1;b=sM-Pj z{!k5R5yJ4-&&gLI&ql)_R3@A_w?-_O6;a8kgMDgn2nRQusdu!WdcIl6N(y|^?;p#2 zsf@8LVGJ&GuBx~&&kwu;Lt$_~BTeY#bDt)OPx>6PUTE8=mU6}rOyQ4Zo(f=(ic0?% zb@Rc=1sb7=_ZG$&w3dJS6^Ez)L4^mNb%D>BPeV58`$PW^kS5U}5Pxnoae|kteL3Te z$aJR(ce*5_AwE;*{#iF3A7#SG{$I2$DQJNDY-5lJ_8Q#|>ji*&1sVXJi13WCbiLryi!z2iI&q;eIveVB zDkBlBcf6ts@qiv(kbaK6RwK4JEx?7rgY(}ELc!hOvq%VXU0G9E2|+}9rciI)``Pt1 zjO(MDj%fp|czAQ>0ewnGSLLXeQ|v57m58O^VHiDwHZjaT`cf(m&Qf(Q@W@sMMt zBOqN)m05K_{a_uV3U++J>eMF+;J`l>;tlr-pTPksPL9oic-!Choszk}wmkWVFHUFimW6}UAudqWi$#SSX7(cJ(BS0Dh?gB|i$-|X%Mfcpd*6~v^QBg(vk=^at{^;FsPlaHn)Kwgcy z+Br+3d?AE@=G7#mD@b~tYQN5XW4zzIf8xo_$Dn&oEl38^>-mo$D$@`UpB-tn+aHs3 zkCClC?69&uk~!mF#VrOi?R97B7|aZw(NA~vz(EuG_3J0o?=-@oUHS$*=S>^{*s~Rij%a$slMr?Z(y064&!vn#w!_f}`;WJWit@1tg69h5Hda)SkUq|qulua+ za>W}ww)njKf%YS3Stw#B|UWsg-+aPCjs6Vil8jILm8?zvkl_qgWk40LY_7{D0{Dy1N;&)rB z$LWDj6lNj}<$9&7*3#t*h8w-xZT?uvL?kczt(gByAajM=?jCl;<2GbKg>JQ&u)rM0&}8sX>?Y z&%E=vJqmE27VBE34z<9zAPfZov)HY37Li_h=@qiEImwqX;~bReremiG&IczV46lcI zE`lr)&8U)J#?$rOZ&eH9t5Eo8-xfb8^`wr1?fiFnC@YJ^BmFm$xWKZ+NE2_rNbpIh zdbijEN*Smj?FnijdXNxkMwR&emmsmeeewHyI2nExrTP~`LZFr|jLbNo&?5vq@uVRj zK2W$h;R(N!v4uDO_1wnkgHBtAjeuxG3u$=NY1!UwXbCy)>%8!N%j z9hwkCr0c089j&A1wlgx$rS+mBU#Ol+4Vj-<+9yb)jqVL0v)b{xd}7Q)6BjwCrcF&P zcm;6Z^(a!Wj)C;tMdAdluWA#$`U~|Jn@krs&5_9k@lc$6&6IdV7~d}y*FE%r#T!3GXL+02dB61Z-F4t%n^@toSNU=oT**NXvkZ( zY{}4)6v!v6LQII7ostac5e+aAg}sU?2~W#ti&5NJ#g zkuHHr$J-tBFJlxhX6|zt@fA!K>X9CmPagLB;7G6Lh$Gp^A!Z4 z-#RmPt=baO5k^FI$H8X}j8#0_!oH1nfOb+*Ip<2=EpX)m&7^Y3ySA|Q?8gkZFtskb zV%IRJl(z(NVa?7yBUy1lz$4t}EF05$esOmpp76MpJGsaEf>)?VAu*hLAI4Ly-KH_ zxKW+Av{LmbRDq$ogl{&67(jYN69R{{ThM#uxa&eAV{L?NZM?)~I+XIHBM3Ln>Zh=> zNF36$!P4MrLywMIc*>)E~R57jciKzMT*1c9bWJPG0P5oz)cO@|K*2x~)CI~2jp^CQwES3jTrtmw?)5jLt` zoAZ%kmvqin>J=UScROPROmghO z=@n2-m>M(RI^DyI6#^mY-qaPf*&AO}FlMy(1twKiLI^}iiyAiG{+pFk;ByI&`j=)G zwmVb@;!a`X*TtKMR)S7JhV} zB6W3L{&cH9l(J8#kyBVWk77N6C|_#R2oUu`XcqEt1+=D1Mz%R>d#5p1ePK% zA~llNSNVN%M6pkwKGu6}>`ZNU?6u#arb6Q~;r()H6%(}Tni(IR-iiUK8N(qSyhbwc zEIlWJWI)p*4(Y3M;;A`VvUbMCh$npm$6Qf>hB~R9!qj7T=dyBZBGS2zr>2|xmU>3I z7Us&GR|H>*C`EcyIcxeKkQius#3NlnIwe@#ZqezFThwcO^S$2SMr~^(hV+v|Z?h7E zkn|$td|9cq>Mf)CvN^6TSINFF)K%Dq#4x64&LIc`O$>Yi;X3IriTQTq_&+Gt|n5%2CC zkyZDqlTlCg$&-oCL80~_M24`>l@*X8(ab83^yo;&_=@g3?u<*?3$#-=m)3xxHnrJ2 zHTIvn9x33RR5T2vz4HpsYr}6aulwmd88s~xijamOA-FA>Fsuhaufeys4` z4ikt98VJE((tmzJ2xt~nKpMdcb06n~PDYrg`TpAlH>j10>T%YS^l5<9h-Qs=q%Xgy z<&MAC$Q-Nn*V7sn0J^n%$gN#^=_7&IOcMf!^!U!Hf;~E2ws>ejh))j}2pVF1(tyz9<2*NNq?86Q&t2 zg`_}3z$5+1CiYWasJXiWFJJIfVmI^h20^YZhDsMk*GnKN&Xy}H9w<$T~acgCK) z5dAtQN2rU(3rWHMPP8XvRcQz$Lc$dcnL$&#!S^tn3+IlMl;wiXISElAC+G8W2m(!! zB&3I5lp3R^XF4(tX|FkkyS{METfN3gAmXZiATDmdMeH!R;!kA;m@fhFzgXz zRH;$(`?9~|AS%!dl92Q#l}zPJ?aH?Ac$7E0?WAIM6u8i79HPSfC7vT#QGrjqi6^1j zdgto`JVr{nU3SrH5cJDK4MjfX`S$C9fS2-UibPrpDKXY?XfNbg=B!z)>4a->3nIj@>Q)LrBUA!Dw zf*YidYwn!YgUZ^*hzfsx-dqVufv!iS4U(+s^6j~$^|%ynrSAyJi3ew#?;OTJX>%wWrW(+(4%u$K0zF#H2lQ zkkQ5)Z3h|ugiHH*r{sZQHuc}Ua@PG_tQ3hWAZ$-%iT0n)FbjEKUK{RfgBpaXC3z-0 ztN!d!B%I4Md&(tT(pIw&$g4kRtbUzmVV=r|E0G4sCA2Qvk=_FV*CQGPA?drdr3V+c z{>*!cbK#u)*a|yE@bC*Y`!e)&Xd^2O0@Afe@$-VoyYm^f$jycBiOo6Sn*Zep!>Ven zi4dP@auASqZ23Pz>#75*@Je2-hPg{^KPb|cAT}IS(gP0^(j0?ONVr|zYyLEocIHjC z?YG+={;25>^}rM$435FY9<0Q`C4GWN`g-xKc}73*ICZ~j?zVN{gfKOPc_kU;x zPDN6q<{IHEeusIuU8RvhK)Qw`ccJ3PKBr1Xpt|^~`V}ZprRKCWIyWL2B%amV(ZhsZWgsHm@~?Cw@3ORkahNS{%MdMRaENLb z62f%vDRUtRG$9B{hZqqNcdFXs8*sPK5#c9(0N$)+KT;`T_{w`#2il<}k?02!0cFY1v& zuRekFsZOI`qK@a~j0q&~J#)6Fg2TZpkrrkDA$`$<0OvA|2*kIKL_7_8u5Vg}%RnLN z&B3GJp>}g>&)+wd^~R7vrMU$1+s!Uc&RrPWjuF9Q%IOW;BcX4F1SEt7Cu##&IcDMm zNM7A3ng{C`$wHSwdlBwQ4=$$OQYx>p8V`MqP~Xk&D`t;^`~r>664KE{gjH$H zr}V*${bo}dWe($^4wyve8YxC`S4R#Ym~SU-KcON~1G}^v1Fm~*=5cT zNCb2)lU}&sRewpxtBKK&H}t~hJr&Ro)pevq8k;mPK~$zI5$TTq#41TZUNEji9+Njc z3Vvhw-*tguORE1_;v2SPyXOC#-=SK~3un9<1qp!$LC7VnM&b|i%oQD~@hEleBdz(< zpztUS2_ZeME{_!gF6rhM&enDj1Z<6&BA z&l(sWVV~o?iw7WE^add)N=q$d72ruo8zbG^YvV4v)Ztq6dczg3JVUUMO0AbW#<%W- zFwmGFAic~W7${1TOV$a0}pP6tNDB|THAw-pL0MDh; zAaF^~jijj>Ic~DU6My;hLFt<=O@Qib}|O#-85P+ zhJqthuaH+*HYhci6%)9mEmFkH{LlLtR~9^cpIy*Sf<6@*5Q3BfHFl#rd^N(^T2Rid zhkA~<8hP;M7OL)rs(92u6F>;LhhInJ4TneVoGf4T?Ob$C$;+3ciT2_ zj}VQ^9Ma>>8CP3Rh14^qQYTDb7~wn#O4g_r?SZZFQQ6&%u&BO^?K+ zf0~tACS>`#6=IIrgEw@p*JQ{XDI*!!9;ugSCj$xTri<6F6QRT8_c;P!-Z1>5-cCrK6A(XnG_foipowH|+S{ zz*w_5n0Gv?0SfSzBPpCdu?DQ*(ae#MbZn8h!?t@_5~DBmZq4ZrAHkJc)R~CMvZK+E zBGH7vC!I4Jcl_g)Q2i7CA{-TG(wVy*%yy_vi(CKH{|tEr3+G5s+b-+f z501?N53*4W&Kuh&X7+Fa4^nBGM7p8S)2l8-R?QfCnfbyx)B?);sdmC|Ig>B<0Kh#n zT?V8l*z~sLj_)k5!}X~B^{`Fg6)I|8WZIImlOZj_L_oN+cBHb|LZ@KHe!Tq;FK;m0 z3{5s4NA~FGg+E_GLZCsA5KsFZx$UFBF!q_B(Gf_`K)-7(NC^GYOziaW#DDUy)%h`hMwcDHLnB>pv}!i#oy90E(4;}(lKO@ko#8%)^=vt~E90d7=rAP*QrlvNrqO*YX zk;{ln(fQ4{I`OUxOP2}7x1IVxbfymDWxtI#gy>A?0_la|#xkcugLk30U${Hxy}b&! z{pBGNgT>dZdI$oI3S!cg$l70q)z9}g;8gg~w5n!AI20pMpM(cb9s$`*lY)@+EwKEI zaUbg|GjIqFvG*?7L!tIfB!rCq5jR;0K}347ne@Y+xP7gRPPS`%4lK-;gW`*uNC-1l z1dM{{OcR2HbenwI*S+n}T^ZZ7e{@Wcy+{Gw0=1T%n|SX(kWr;!;E-M-?5XHCTJa zTYD}mDM(01s`*vfSuwxLaXJqfvc)3VsQC3utkgjP5ZEsNz z-j#%_(KJDwev1WYkhn;Z5{s+4ATiJkl8{HZ{Uswz>TI9tfyWp7oF7=$fJ1EmAP8mW z6xvupAl`eSb}{x>xjmzUM-;9zJq=tt%0m!>*IvKR${-2(q{~P{lO?xf@MR0~_X5xE z9}oTSJV%ag!R^&xk2Xz@IHV_cl)`_!sf=pDvxO;xd`$j=@*NYz=50SC9a*tiNSe*M zZc(p8T}yB_@4soGSf4Wx+IIOIVQ}zV{}!SG%{hxnhZlO*MwvH*cjFmP%*HD*}`Qc23F35V{l&$tF9&K-!%#*+`3KnQ4L=1B;5Q7LV=PA&fTJnj_2wuWwe3#B_x zkqkn%JowO~MZNwkh)JI(Sm7Ez|J(i=oXpoVyH0-u)8=)E2$q+|E3guRi1bxIwJR2@ zC2qJH$uBJ!ksc1Uzff2G!fn;YLI`L?5RyiaQ8{Jge0RnYq!XFT$F6~VLMkFcPOyMo zbi^ZlC^dgVhEKb@5LCPN5lQs9!l zW#)B1>bpTFqpS0BiCnW6WKpS|Z0?h$8nQybA^oqgVvWZwGaE)XUQ*ur<{-$cQNPVC zqrN0T2x#U=K)QZpX;+c5XK_7Ndr2^ij2(Oz(jw|QL3qPmTL=M7i-;e3EfuE)XViSf z&C$VObH~1c(u5Pp8maq8_pw4C;SgTrWF)6+lPu}LW#DxDoO3%=d7$zNXqCjcvx<#)0@96aG5hm|mW;uZgsI#AX*|e< z`XQ-V)T!$e<9meAYm&er9bs3LHg5~X*9Oa1TnVl{4OPF=5tH3gvkD;@(3s34{>ACs z=%HJ99QVo_Gsi1l0LM6oA~pJ}q$C-FKqCT=^zT|?o5sTYy7xE)uSMx8af6{;vjVA+ z!rvNEJ!;fzmcZo^F1sY^l&IUC2WmO?W^(F#@N*%KOy(*gf1vDqN3BE)AYvl z$e>p(;)@BFQ1v$H-LWlxk9%dE2k|Rn!CZ4VMFe+iMOH}ypHJAJD#bYL%02NH?h;HJ zc1JI;nFu8bnFzzG;#cgNQaK{R7^LB{U#~Vy!9S+FEOu%-{G9U-ur~N5atpze9Q|0y zfq3&yP*lg(#_uO^J}b+#7JSN+gKCi4hz>z(SAol$X?{UKI%k%a9*u-B`Bn4{NRenl;7N$z zk-wDLXy1<8Bom8Cb!)QwLW)F<9!ZDv*~kh5hxBl{UemI}RymAS7g{;DySLj+fOa5x zAwo~t@EG(BG*#k|&Uf-P>>pQuX9P*66H;Q_MndCL)Lp`;+YOqK7-$fLq$~248+~=V z%^1I&^SgrfWWn8d)X|+^vz~Dw3>X~_}v)h^w&Dc{g?L04B;|E9w8Ir@3Al^a9 zD$y~JzKJJ`dr?#yx*xYnjWzo^BEXr{^GFO~t~0>C3mOCw>Fs#Nn{$#MNK5fg!VRg~ zs>`7o5@nO7&YjLK`{$7Ee#!XO{b8mB!>)!ni=Pxj(P}k9ux{3uOjc^dAs(#;WVroI zX55~3xzM8OH4sYM)DeV@7VDa!l!0!MNN;6ROETyA)vN00E-lg0!w zX`hfdPOrMlov}naSm#0X=dk|3VMPjp`cy4;+iS$6r`U`(*oI_UF}ioU3mU5TK^B#A z%#X#|DK&9s9ruoc-(KzzBVtrT@Sj&5c*t{o+|A`fw#iWl0jr7)BzDs--f$#H_>QxAYCrEkzCd3KStwa}A9TJL zQY0FiiC0wh?zQA8?`5z#{a3NWEl`neAR+v;KJ*TPKof$Pbm}bC-{{D1Vk~8gy2(?m z>2umTbe#3zarH08)tC4EpM_vn2twT04|=R12uUyP(EDaCsmNi>XLGsc<#Aw5m8wX7 z8u#XJRuK547pAIxFH6*qVQfK)f3(u~^OVED4k2pKrONf2?0QFd0>T-aU)x-#*KLds z^Vks|_Ul1aq-MnCWcOTl6Pd(LYVz$-WmyHQs*KBLsO4FV8;Z~El6o%m&UK>rr=4lm)U-aEx7S@2!c?5 zW13SG0nkl6eL>|99C)z{f{UhDSR#uJjcqn z@kNCDJJSp;0bKG;DBXnsM!B^++A@Uyb6iEhF=RF^;f z7Gl2%+6Nwjv?z7#UUuIjT+&B(PYL6;+B7k;Ho>>a<{zPG`zb<@ak1?SJ99+5l-F*a zo8aw@xAMqT@+{jGp$=8*1XYCX(rQ-bh%X@Q*7Vlh&~@G4f)n9*-?RIdRf5a3DKhWX zZF|j13lu~EN zDOT?f}Mqg4(WNqj45L^^z#`t)x}{onHCC=bGAcb;0`Fh2N_jbd?6MP zZjqEFeHhu?@e^mm;=qR?PawCDfe`E*JIer4B$`{`2njb-=|wrLsjr&FNEaM~>W-wW zgHj$UL<+YF{e7FT*WW@Rmv8|fq9OiyNfYC!+`egYL*l@`wg?2_#;nYa9xmXaHcboy z!p=FuUbErf53#ruq?%hUX@Iq`y9j|+TGFE)MN;h3r;qhs8#`0m9eeF}sHxBp5C)L3 zy|uZuf-!rsVoOr1o-Y`sen$wNkN&F=A~OvEhjfgm78CWcv6QhgLUB1y`#Th+QuWAB zcZ|JRA>fJ$lUW*eXJuY9!=kqCowIc*6d{Qbf`h(}Yaj$PgDNC_JzMv@Uhu;T#`fCL z-ABI6f@(;65CWS)m)PAW5RsnHuDxE{EoGi>irVMu91qQ2P`@Lh6aLE}8PIqjBpn`! zle;R*?{(tF$TV8ZLQC(8|5MLJex8q>dTvqppRZ2J7MYcGUyPTvlO&u)DU@ow{c&WI16vfHqnIiV`>-IYI} zoSB-VN>BCi=usm)uAtdd(ml>;n$|(8?Tr0?a~IXbr-MYGMtJUY?Fxsqh=zbqx^|?L zoo}vdgP$kxkh^m&`=TpuPgi$T*jfsqtlth% zx$#pj*vv+=Mk3PJQl$6R-{y8R&VP>@)6f1JqE^iR1I?c(7Q)Cf-pE4fcpnP7!?QF&bAKEH7s$`ZySDg%qUO^^7bd$cVdi)U@Jkzpev^5;eG90DPGMBRIN zVcucFiU~r}%`Zl=O-W{%jD-;kymC!5!I}j%5P9ivT60g$qF2vMe36rEmYZA7Q%0sU zp#7a%@Ko^L%U_7iTk{``hcM7>D(N;Vaj@R1BzMM?wzjWNbW!YBXvFzngu(O3GXsbW zGz=2bMaWw9`q-o0jJid9zbhB?pfc($gn(Dz-OUPtm~;UzaejNUG9yZrU)rsDc_x(W zPzWL>C{(i2BQc-w52xVC*%UlPA63FbJBg4MM8)UHI@Q1c63p zG3oP1Mvgua-eM4+-+@EW{~l%60wp}g zNC@gdaaOFjAS7*(GS-(zuIOY0s;XIQTemL;yCU@whJ@jl`?0dB#6NbV6*t|M?_?bI zi(9U+XCowqsYs7PQf9n_5MW^*;fj2%=^nky4vfj*W3$I-ZGk-78p@`|J{k&8RNs>*?!sf?O@J!38~RdoeQQA1iC#^BRq4V*RuDB*H^}9urS{IR22B% zPen)(`=VyDf*>IcL20c%ub`Om#VHFMYvTqE?@$*m11|181W|z|1rh06Bf6*Rws8s= zf939D2HtIfzSn#Z75ayIJb@6fJrSPINe!oe6%Y@4-w?T?ZX;>et~2_qXJh*xT#ZapLs*RRvrG&>8)2Wm;)K41|)-Rt@i0XGQcZ&G%ezi z-oR73#>~plm9cF>X@ctGBMtvu7Z|pr`ky7fVN14a{!i1wAOzv)#FMWe2s9z^N&nSm z%(N`|_>!>)X@TpuU;Igs9$iBaE+!3Pdvcd_c(K5+lL`3 z6%&X%w%UT!7k)W-m;A}ws26*;4ZqMASYLAw31MN!xTqcoy*f1x;n^>lu*u_3=5>X*<%R9j!F-cyC43S* zXA>(m5()@^b4K`W$-ZOFD81YZJN<1LL}khto!mBS85G{pJc5MuO0$TDZC1@E8QW_E zGOFzJy49dvRK^Iy+8RI49zDVxGYx}?^wtrtyi3WS!dvn1?sQDt&uRLHfR!Co(mX$S zg%v9ZeA2%Po)^MnqMAP7QMN^Be3u_s&Ne^>sqY52#Dj+(KLFmH z`_b2U4Q$VgA1+CYz<&j*0cP*MBpnC?O$=hvzdITCTz=Z-GB&^FF58fok$A5t;8zJSpmt0iJf!5C}*o|EF4WTptuN`gdwB zG~{domlUQUHOlHA{5K>7ni_FQZ=%-SIDWXoqAsi`Klt9|;#C8o;iE_-gz#@sxvYdB z;Sp|r30mbDGs7A0arS6?v~SvSd8iEbH)6u*hv9Az1ey?pBEkl>v@zIR;=njod+)e~ zN++1K9Y+x4`mYkOf*>YczA$QC-(69`SQXK=L*@MUGTm;U?{jyxB9JgfOb9aq^$yUBGJUTBJt) zuC4qY0KI!=(p)zB)O97zicyw#nbCZF!AWS0?Hz(}bnG!-RuCklKbuDetSv$_YrfaxOh_Ky=^p$PY?P-KUG4}`W_Pki zLV8)}$ae1SMTLyn=Hn7q|AkOZn`+*=8m8YJCy8RCzI;Wj~5(f!^hCoPq5>FPgx*)8DQ9#;kKGu2|`0r1xl?&6@=g5i+ z96sT!)6>1v^h>T8UW>e9;C66#$TX-obpjGYF0XqFD>3j%pWYGgtkP|-WGoN9u;II@ z54h3nE`qRDYRPUcRZQBsDLMV4;aI_}A;r~JT~{9rRpzsiDm@KIUd2k4c%(NV%OW<1 z7NqCmd=7}**ZCqF#Gr$0(t_uE{UKGNxdsvGJJfou4Rr~7!||P?y1om8A54YPwlJhh ztCOlmurjL>(luc(gLDUhRX6USJNM1raUC+N)c=T2)XU%N{qUrRE(Fr;REY(bi`!k= z@Gh9wiVj=g3rN)Nj{D1+wzCp~fb?dzQ*~+1S8eeS!{fz}qR8h^I~8??YS!_N6ReoP z;}K4t{pMwjE(z(zg`jm^q1vPc3RUkTAslcH=np}lxo0uyWk`Nyw=`RRFpTOY1x~C1 zxX)Y(LHM_MnFVB1X%P6N_u?zvEd0<>#BgoPmrhYR<2winRW~3y+b((34q>3vnNK*} z7Pnh}iyk}$Z@?HiU%ghzWfs(!*GR>x3PT%NsS=m;vC*_v;Ya&&#y6E>*Vgf2V3V(o;x!&zk~rg9Uh`XRu{Vpm)r8DAJ=m!|ci?A4m*zRU*BNC&+N7 zo2-^Gn=1Xw`>5juXq651-x;*#m3a?@UTaCDo1HVbnbFlb3`H6cKHsn$9LS^k+BV+N zRe%(UCIkuT_66y~HeW+`Mj@v7V#VFODlmN>jWEQwmgzwLnTA0?dOcV~XkfhkcSdph ziSkCh%}|i!iu9=aSMBfJuf6IK=}J=2E@5Jh72~VzeC4kZ!=T;;T_l2nCS7$_A`tNi zfAXxbk+k|%*5h%i^3&_NeCXT!9bU~xVQsgdMp z?psy}xTKTLG}l?xHyPt2^5ZMQ<0nA&l=28$S9>P2LLeZW`TLzwbGvL)jFZ_Q)x&uc zl(A8f#UGy|jBn^Rtv|~uSVIO(ODi4oSFHe~BC>gY? z4hVw7)EVIBP8tLemv99pDC>4?S{I`u?82mwqk)Rx87fbNLCN%VF)K2N)d<%k^RqVC zKWA>e{Bxed!^zXYb|h7V!LMIQ04of9(wie9X1g|3rT)T8Fab3iVxKzqgGw;L2*Z?T z+U&McOGs}ZkvjPKNlF+uN45xKMXq4O_7~*dzPH7lfW$yc8F-}EgUOm5kMC||T#I=4 zE!Cx?NDPG;RLU@DUMbjgPQxG|y%kALer?umJH{fIH!Hipg0l-=NRj&aSI&U~ZkkaN zlfFY$dLw?DS_>oT>A2?j=p$6YNJR+D+WWCP*&!i)0;x7SGBUA&(Nnc;zRLt-DCyaV zv?x2|pEr;UXj&v9-S{7LqwCqfRg8hKMX%Bm>!2D;6XNpKi(A+Y7V=4dv}I)P3%XF1 zi+ktj);|g-LRv)CwEb7jyv52I2_=LloyFm4&l*2G$D_QIKRQl*mVgNZwG!z(m)8!( zNHjg-NC>Y)%6}{@a&oW0ljpaeG@qXfhuTzakr-ywj_PDZ1u^M?bE9_Ck^hf{i#8ea zl^;P=p!)t@9NXFcQ4y|$$vG~vs(2rQM;9^Cu6skrLxav#8;t(K^2v}M(S3q|Fc@4#gyYl*UQK7%mISjKz;g&cAniG~o zV#wP0Rh5+(c%-woQ|_^U-tA^AU%1_MZ0%F9uZ^nBH~m#L1QG+LNrcH@x#>mLPv#-; zYYXqVt8NEREFMFuq`AScoSjJ$6J|rLLU!i!@0I6sgzW z1=2&p(qA!O!)?=X0O2C<$qT`Gu$f4Y>Rp-__8{mr`{$ERcOqi;{2cW zUY4U~NNTl8z#SemDhNnV<*Du15NeVB05_@u!tCegz*gZ`2trHpaaUGsmXPjt_7dtC zrMGC}t}Vl7flO@2no4d{zOhsZti{Zo;A8r$>6VNThp_5|#axR!7%j z0~pIY?@ihat~tAi06bYdZF-MW=oJ9zYNTK8Mcqv6PCU||`&cV1c?jh@qmU31M!S813@Tj+YJ`){ zQ<{c)FI^a$FV9Y|HvI-hske|28l&G1W(9#mx-jo|Ew|b2br`Nklegp<#3@4g4%Nmp z!rZc(6$BBFaF7~tH};`wQz9PYS)^O4h{0*|O~@iujy_@yL7)XlLN&q=yj+9tls3M{ zrC?jbeb5Q6zo70QMVoxKfFRJhK)PEyBBoU}`~#ygGEV!M)N}|m^H1$8922_hIxB<3 zBi&Xg=9Vb#Z@7g^!PKi-TmiKragY$Uwmx{rN(e&I?F*;&M;L3C)#6mx|5h=^30zI} z08zm;WPJxD1R52@q-S_M3trUgsN=)h36UQz>^KIMQ>idJSLFh`5)zMe?}D^DxTf;r zJw~dqJ#s@VIKh*G^oYOYq7y42a7dRT)6&;oX{%-Y?UWBYX$>}~svranLme+b2x#U= z$R!-(jT{{pCvmL7nXoP(Z{Y-JVIft~eyeAx&k6yD^ajE(I|mV=`SF3#kQ&j1z$Klo>6z}kQ{-HUr)!Hn1Y>?dYZv5^42G2U z3uaY%;gMcsQ<}NQ&9VCf?v_=QBUH9U4260YsQ#A`bET=QFbGM1D@eyI&RgY@gPWu4 zU(FYHhJvFnRN*4d{K3T@P3k@GC)^rYyVJ!csk#w|P&Z~#xHXinwIBe4-=Df; z@JXNFk=}kHHmhNTs8ZATrK(_*U5OyvC|k3#M+Uv-%*100PxF#{icZJqU0a&=5$7 z_t#2We#||36p!yJ%Y$vyz^s1(f^claBajI+2z=80M?sFN&Hrg<_YbqfKw1paSzgz= zT@vu{=!3pi86XIi{sLxg1hikA>gFBj)tfYa0aOs zN#WU#dJRYlG_SxVJ#!&@@t@LH9~u44r6G&kc36V_%~1%$n4}Z;dNANppkW{lA;Q=; zY*i_v^<}I7(_#&{8;{x~Jmji5c(;}YLBb>4?(Z3qC04CsOx6~M7Td%df&?w}+KKgJRvOwfYG8{xT+Kot_gsS%N%CKt;2t{n>KVAC6KBuZCtIv5D{+&g z8pz)i2nMQ@dmj7k@TQ}E`t4FS7d%IPNQpHlhMq|Z>g^BHN; z{&VjWddS=>03PYhU}|la3o3FM-8))ZHohrRIjDF+B|PG1+sYse7@G-)dE)7*DO^X! zT<8A1&HEm~!+7>ck*-gz`3Yg5D-!AL>|P6ZYAj{W`dc)6RmQjuf#lGNbgA&+(<)XL ziBFo((zcbIyW1Gywub7yvbRtL#sx{?Tu0MM$Rg3CAQlkb^%qpCbuniD58NWfRs5A( z1IDV-3^j}Q35OZvw@f5*LRbDS9Ui=5E! zH%CKi6oU}dzQ1YMgP_+)oAgn$h)RoqPj-wIc?t8b>OX^Wf9k9G%d+`l5D#cf=8FxYVu@qk%`~ap$9|)4`$I zX-En$AB-~ZQ6oIYqe+2Jx(&?I+vd2WkTH-NWe{Af3=!c2LZGE}sDYIpNd$x=yo_x1 zmfXr&jFL9@vS%-AgpnSN&u#L9Akh4>gtT9daDO?ktC`UdDbI5#HwQnP|AVBEJ54!< zl^zjaK4N6GNHaG7Gaem%`QZ2foFt^0!1|RhyunHc0@4+vjA@siG}beI{Ff>}wa`$2 zI?QCrw&k!U7WLRyjh(wa2*O^mVNz+DFWpMawZ z1CS!swe)AVN{COoku73z$&WE5mvNiA+DTDV^)EPvr-m@h^N8vTiGij_Lee!bBc%=T z9lO8a7Abkx&8e4#{eg-w_33YsI<}q_7x=_WkuBc2VKT=4mlJ&pG^apiya2?7l0rcZ zBm^24#KcP%V+|(PGr!E||J+?<2d*6bzbXG$LxNZtRT1gD-_N+y?otio*MFwN!>yW< z;n2i|9umXQHB+RJBGJSkB>iU|k!&me`xm1wU$fMPzX(#K|J$^9w(R%71s-bC*i1S? zk~Vv9Inm7sFD@53RcwR+P}hUYfBfCRN(3U(mtRUlTbvuZ^KoB5EainiLsRz`p{M<;xe<23M>a6EDf?@gAGDg)9?SMWYZ!fvxfa#pi(4NlkW=kvFh;(c#uj{BO&4Pi`?R@Ta87GAob&N@A$>B za*$InL_#PZ`L=}>6NFsCLeOhy?Oggp8xN4=oENL74TDA@sRM+=j&ku{d;nILd zsqR;o7H}aM>_ak`nXWDmk(sVVq(7+iKK(mevz^&Qm9CPxa}Y%4mx#;(mGZwgApif6 znecSE+*YeQEOv}1idmA2^5aL}Ehqd()BVjo@Y{sYGL z>C;E9PZZ*^!|jzx5CWPEB&1hG)M_krUgh!{4^mqe)hv&MGR`_AgE12Z7_dUX6%w8q zF*bQ#<`LJ7H@@6EUw9V0ut0sVnSY(X1wufxMgr2;QY`b0T0FDy^UZ^gs-GM_2AW45 zinORvsvQ6!plK10^tso3gZ9j#TE-G8@n$FS0jP#Y)xZ3C!e&+;K|uPm{FGO#^V?r% z@$fEr%N5d2d0!;`KKH&)UR77jzn@$D<@%YDnYrwvdzYv7=Rtv8| z5h@J=aVDfGWN%y-hDR12_qq)|!r>cWW(dR52-$5`Vi1zfH#0hH3trr1OcEXo@O|3` zZi>)F5DwOt{w!>QIH6`WQKg42KY(7fsuF4uU|lsbbP~NSUDQ z*VHCMoX-oQLp6eiK!pqH@Xjy!)5$#$@T8drf%GbNul8fHivLAI zn3piu5~4E=fq?W5>e>yRDhphyu|&b+_~#umUmx(&2=%$sPi-i>ZR}#w-FQJm#(H(v zGAgO+SwGI2Lv_e?NDBMIynaH?nI;7h>F^>yd0Wf_X#*bOncQw3G6@RtsGl9<0Y{Zt zA>fhT=`Sv8Ykib)2hVk$1Y9d|hQf<_gkXElrdzBK@HvEMr)ocMQHgeA6d~^}E-T*w z6(MyH59AG>T0jWsu9!i ziQ(UqonRLjO$-tN;V@OqYyTPGeGpOS^C5Ep0=IHYHGR(MPp zF4Vva@`EqD30XY}O8Y4USNlIPWyJ*!>2znLhL!YiCZiO*{mjCvLEv{kHAPsMq5X-agZv765cttkFL!> z`$24`CZ{%L&Z=UCK|p*Ld%fQNgqJpWoIN#BKGwB$0fgZP!mwh~oDmQiXs(S*y47E; zGOF0Ug|T&{__<-dzX~)WPqkfy27H_bStJ?+9%=8KnDy*-OBn;g&~ksTYfyybjSwsk z?R?Ej2x8(3ctR|;HHPwVMe;Myc*GqBxdkbLaNc$-hm{aSq>pEd9RzKWZH%$twL?Q^ zXF{ohDPqDw>4-j%5NI}4Ou8DZ7pxbRpB#vXNCOS90}GgoGHKHq4Aj&1TpD~wqJh9O?@eTgx#ZTfAVx+u#jhmsPH0c z-(7Z8Aiew8$R|%#T2qV%s-1U#*xiS+1rMZ0N^vT`g`kMOORV?W*qPey*lWK-O@&4U z!oO<~VU3wOuV3TVsMOx<)_rj2t}+tAtEB1~tVBS3usmqJw^QCv1`)jbDPQ%42FtY( z4~oY01^0B)L?9xqMB+rPZ!;SifBgpAoY!85?CCv(;P2~)%UCg4LVRY&x}o7?K4VGg#9&$@3LTH(J6^50LS9$p3gGgAm=nC%|UN{{#w!ljFRPNrQ!1tYR3oUPx= zSLh3j?5sxSsOYF^6f1KiAUzr{7c$hXUe=6zgxN#)otO`KgwvEyt9Smr!U|@qRj2AW`$ zeFZ_-x+i}nD+prJ5TwnGSzAu`$6fP^kk0Qn`am)2eMIL?kJqd8Z~>1kXi^|t01H~7 zBo>*p;7pjVJxxIXxwS0h6P}n|e*uYr=9qb;C%;|^+Igu!lX+C3zD6{8BS-|QerKVP zHWGqBQzJ3yAqBPXRVw2n@m|Q2L8~eg7H&BVc(od&N9+DE@M5J$e9}pO;z7evS@w+c zYi}zy?GJ+Vs1*re;2V7(2m#HYa!Ieb@U*_!s&kML-)%lwctZt3Km|vC|8U&PN{xi1 zr@o}cF8gv5O7IYSb>tPT{Sv4nbq*qPq*1pSD*N4Wob9y&t( z{|@hFAR$D3%9;uxpmA9sB%CH#Zv9Ve%}d4-^NDsDk>wDA7KGrZ+8A)5ADsxqs}|Ba z@tmeCJkd#6>ALcEAhbAWAyT8V2VJg^5NHtiLc%kgO7pYBa*7!{kGV;Uht7v`HEQ*d zh3BqXc3dWX7ga3F+Ei7;Sbel-O0bGAI47cygz)`E)D#E;O$b6R;bOe5*7L^7`*U$~ zd2pge4cCPjXWPVfoS5;M5mgk4TT+r5RLe{CdU6n7h=A7T*Tv z`Z)-~UqAkS!%7N#G2ue6u924Q;wHwvniC=N%j3cA-_&V~*yBrzSwRp<2)9B;RJa{| zZp$b^?r57HumOY+i)^YHS1GoK&3L{^QzX)d6pf2g*Ogrx0}%*`VAUy9WMv7y=Y8*AS`&-9y9eGk-*aYt2alyt?-g32mOU;IE?d<4?>FVFtt9GB#ygl01 z#d1Srx3Ajb<#>6UmWu5a(1(ILLQt}FbrM7bnidI2xA=Qqb7~zv%=jW*#(NWZW92bI? zvRv#gc<&MA)dp;p16OC$#K0ka5Msr?1x||g^|((E1p6ply9I7BqjH7zwwSG~R7of% z93PcR-+b6)#i(6m7R)JG1J*96jmMk@DJuY}~;gRz2!hr`+ z51R}r(&l%!!PzyMBJtD+w;oBm9~Na*Gg@jjHtjCkYB>Np))a!I@L|gJ1FX^=4(Y#g z-F2S1QnxbPId9XRoSLFH2ugQ^lpMZ2-or|hgrtYpWbX`JZn@^+7|hF~UcQGkDGW&= zZU@%|qBD&P95Ladys^B%yxX2}USv`DzS+;f{`f&i2=?S{TzJu_|X2O`x2Os)0r6)?Mh~ zGM@0z>=Ehja-&-v%hy&ilFprO<5mxW+*$+@fRE|L6FtEN4uGaaq-RCMbqiM%e!+pYbyVEC3AbU#nEI4|dzS<)M z+^f+La7Bb~)5^ZS*<$1J3y+R?H)SSs%)z2O)n2}T--sv(1C0q131JLrdE?xSyU*ZK z=*X^m^dVVkO3?Gn`0&8Wd-3{Z3k1b^A6Wwjgyo!_B$uQrLaQT241RB|PT(Tun0j81$U z=$f;U5bjG(>97(4k2Hit?oN$xS4KBpbIF6?fh|zq!YL#Kch|qgtRP5;&y~Nnt~i~= zScN|)Oe4DroFZ&S5O}B0e`Q5yu7q&;LN_~pt78LWque$#chmh6FmVn>&P@ zG3m0lY}C`IlHHlONm@4UM~#NQJmjDo5gY!PEC+5gqnjks6-lY`FRdI`#?^1-5eg0= zQ0u~BgkZs-3%^5c+#=BtsFD5P(beuM?6zV6_>yGbG!Z^qPDR=)_-2+peC{>UCfxsG z9A~rV-DAdPLN(tCc^B}^F*R@T>DtEMsei9BAYDPKjrp13WW;D@o1OaPf@L+h){olx zQhU-_yC+-dJ>V^q(;fBz3o^D zfg>jD*G{GTeUUiU;6iwQt|HhC5(3p9{NdDNu)~>VPlcqL*`$x}HDqPC>22ti-7i|8AD|R-G_D3#x)`K{DvO{>f`r zR1lGFi4;4VygnQ|7vIsTr2h8#`KCXht$s(56m)${^H@ni#3$Semhs}f<<nU+;ftPt?j2sisD-q?IoIidtJsq*e|x?y_In$ZG;VDx}}FWLDu(qql1 zMnyyfG=9e;ysg7(I@G~6T2#i|@7&OJ5Cob<<&&O;%Oy!+*V zm~i;sNpO1*-5!ztSs3|gLH+7X{JzNYpY@NU+lA2fAZp@b%g&HbkU^qB;BW|c@T|xw z4GOPm!xibz@iu{Sd0-dP1%#ol{q0VO&NNMukT$AmHAb@LcE%T*``xNxs*qbyM+hFi zh?&g_fspiK!Zbm5`SS)w!WQ`clKcN=iSc#4S59%q(-K@Vy?3i0`XD8jMzBG zm#1TKlRB}iSW&$nw84og$yfdr?#~K>ghRLmDL?vSSLuf~JXbgpuwhOPcx#%v*%T7C z&mAH&&7=}f719psNxsP#KWup&^ScwE_~Cv6i16%5|BJm$K`8s3&t`;b5rhd$`-fk;qrAJ)S^PHa6 z--d0suf(EMkD9j7^JWl&BS;2vk7xYew15|oXpUJ(I8i7avZC}%b|bbvD4~1%$?%;J zfKUV=OUPySLC7Wjt0U`f{#t$@0Z-SYlkazQ&4b1jq7j5SM`FMLk0t{S>0{Z_4z2jk zk5xFA_xVqnBF*i42B=)5APk!S)$R{5frf!gx`3qQ{mp)pQwbiV`hRVDH5(c}8i_2b z@AL?NRu+{<`cU)8>v8rbC9Sv=au-}P(uwT@eQ_Q@7~G~TH-=m@&94#fZ}waK{n};A zV%#3RJ}c6U84N`i>ByuG9We0&q)0Rf91-E@Ligi1Owtr_DD#o3Ms!5s5R z3J?Ms6~v^6cY>7nNX^{KaUsOaH{}e4Y%2B7+>zJtdkqw8I2KE^PYseNYmOgXFAsS)YE zTD_K=v)|W$z%iK3Un1=FqJoB;kjG96q&p&I*EF8C6fowRSJ?-L46N!8`Lz?sq6XdJ ze}pj5%#n!n@6?J!xh|hM~RBD15^N`?yt?Qk{s$0L9btg9MXZdxVvE0`*cPzIC<@& zk}qrB$=2igDtlQD;j)YVHUq#EU>;C@83{V}*fBdbyvT zohaVC;yWIuUK=p`>`DvJs8U5RL&XrVj7O7$nDjM5OF75!f5b9AcM=w!-rx_#cqYg# zm}yP<2$6wikN!W}t}`gA>+KtjN-Wql8cXabC~RYQ6(RQC3m^z678I1GuyjqLq8P-E zO0kQIic$omSfV0Gu>w-1NbkMB=Z1IvbMD<|=YBcNWc-ksXYOyGdY-CII!ZOMyku4X zjk$Fs(V;DOH1z6JLrnO%-1)H7Aj#Edb<#CL&rR2r99vT8Hnrt?<}5qNB3(tQU}v`R z8!H4H(sTYMqUV`StqiZQOK79?FBGTRAu*~x=E!y{8{ulX#M0sppn=9r)RRwAjdoGvHZi5iLwolUM!mnhJzDuYSZnTq9;N%VgqK9 zxN3w`kpqp>N7+;{vPiMRSI@pa6Ji6kGxhN1S|wIil}~!Uyz&w!Bc+(p6Zxk3UGyWU z&>4iR>Rj{Nwh#hLkhr89!928h`8_%qXHq7-yCqD6f;{R>@Y%E_jgS~&2n3}2cSH@L zZU5dJMmI?BQm1I#=?x_>s9fZ+!sS-1m>?qEcVQCsXzk)16?APLt{oi*9wwmDFW<(i zJ4g}84e?0(HP1v}+bOM#U7ed34;@hjJ$7y)0RQ@K50)BKxd2Ev?<^@FVdH#&k;7~1 zdn=M7>J6nXsKqar^V-+3QUu}`k1X!p33tkQPnV*jeUEGTgX`FzAPC3(&uwDG1=7=B zNyZMfMXw|2$(L~VpUr|p!83Rp5Cos#5O!P;3J90{Q--t&|ENu%b79Dw?~Xwr7oH&q z`YM-xw8_iW1=96$QP$&xxrK!c1j53e0%&aKUj!ih#)ue56R^mFLt2|F9j=VGtYox9 zM$O=8{s!K(q+-R2378BMYSHD{zE?*} zby+R~A?eoO#t-2}9lr5&zije$Otw`zc;2-LMMqPn&VLOF5*AzVgoNAVMQf6cn;RLW zS|9r%&G%P9iz2DTyTVBmJs>tRc zx~cn<>nrKL&1L_u+fPEz9cstoAJu0{AOsi_)JeDcr=%Hpy0kMcmrq`N?=L=-$WuWG z{KJ3RzzTtY^bVoWtZ_+=+Zbz8sxRG%(1H+9r;fkB>bsnkJra^`(M}4|I#5@`C{OvA zshA|p`2~6{%tTz6-S5wXthk^~ddH$dpB%~g1I_dR<8^h+(o`tGxPiFvtZv>Z$f9Dp zEF#_i5-_LKYF#-a%3Cxux#0mgkXnl3ixXoFxU87KBfYyO^hR`idi5u|IkKynJ}U=m z>#Rg#G`FQYIN6Lbfh!;!A%#A$sNdhhXs%6gd@oFQ=?m4Ts2bZfo2hoJ)S38|4nJqV z-)Gk_MhV>p6hwS`3id5*M;H#&1Vpn^2I9LGD)lCR6W1{?I673U-Uc4IIE*0N8}d&I zD+t6ls;a1rQcx$s-eF; zY=j%BdLu5pxth|8oidQFETruJW7&eDbh=3ruIum;I}V2wdIiGZT9IYW3WGpMm<`(jb{y0YiAU6&ODCn_sO zXn_I7VI)WjF zB=_wJPcIKJ1XHTifyfyzng&aqGaUlv7f45W65WT*7wewUeW~e>MDodjCz@>j| z&jk<d>H4l8F8>GCx_s^Xk zap;=<-oxp04{Pi_9AV$ZFHj*~dEG+LB4IX_LwW&>Qj~M^w+hDD9e%z3#b?&w*&XTx zm3<>mjh!Hg2)k#$Eo+DQ9H^tSLBZR2?=eUfrX$bBQiyGB|QEjTCbKrtbuVoC~xAw4J+n= zM zEpVsj&>go?CH zZLA>hNp~+SvAeAyG_Rqn^NI5rqjK~P0^ZphStPA5E9XHFFpI%&_atw?VRZn^e^ z<`zN`g5z_`FR?-(Chgcf|4q26Ro6&Y=7l3~3ZtNgwlzo*rW|?M!0ORSyu1_Yyu~Q) z?>4$cE&OH6HrH9;Vle7p?cD)C^<@q!&g5 zY+0$ZNJMz4Q>9L32&XQSE=g%SqqKhQ2B|Z3r_|gn{e7NaZ$-5dU#>4 zF|NcHYzVVLg5>A?tQJyd%&`ecA8)Qqc^A6gq>9djHk)Zjdq8jhYQ%$eX(vmiJfJ63 zF$8?lsvxPm_FBo9aYd`|t_WcfSSNgmAhfto{+SgMIHc!;3sXjnkE~%N=4T!2?N$Jl z7Um*dPWx--ONa@WUlWkd2scg{7C7IUaZG-^PkjyVJX9uJfFLYwT=Wn!sW=4EA)cD9 zqe*caBhda;tIfMeq6qaNO-I^XV_IeaVZd}jKzfKr5`1n(X>~E(Ak{9sy+?c>EG~o~ zWw2Rm@HZ=E;F7NKNG?PxC4FOb%pY4RoL~%DBoUG%1K~ddAq2Q2kxu0m`e{rpwyLJ5 z!J>+)wlqO$ut0?1S*(r|D|Hr=-fkumTL0u$@|G?~?Zc;CHUuA?X-JGdS=)lmotP?c zNkXRzFhqlqZB* zsi=Hv+uDU3$RJ^=z$abpl<2>F@7VN?9$pML+|}3G3tYEIjheew=PF3qAos*2;kn4{ z>hGq`HnlWmRy_G);mUPypyb7Q1mMG~!fR3haw8-$=@gPkWmKc_mveM&K6_yJP;+p> zKXqnw(Rxz{b`Xf)tCegCtxPPUL&*I8WwjNk%~Z)*bMS;GkXOL8Sw#94Sd!zOgz@!^ z0o&dAV{61v_XUNZ@J>-*RtSWo>x7}si%v}4%Gd#O|ARs1Dafz=cR+hj_%X;FVLafG zzS7xf_CC{jH)HR`1^p5F9+}|Qg@=d>Gp+9KmU4mq=EO}Z;cPVp$ePCcR^(wV<4~ly#v~%ut`PHg-+nmItT)$3&a<*OP=a}OA6AXr@^-WTTvneO{zEI z!n!ucS_lHp1=1VZQVs-nyuHkLvb_tqAbQ*l8sJGrT*%wG5S;A9xWFU5OsFwxisOsN zPINA;SZWZo&Rh#>M520xw{N~t0I>nXAQBKxH4NLQ-LR>ML7DW1(l6`{fFFE%-Bp;lMb}J*+Sg5A$L+-*DKQ+D?y=UaU5- z*X-y9iBbkqhZ?7u`=!oJZm7y7osP6H(*1Xf3u7%(&$KLsn@}cf7*d8QhGmmkDT9FY z3FnwgPu`k*WMt<5HT2We86YpK-8;tU2NUQK2By!Xi{{xn>xv#VFq-nbbId1dK{YC> z*IYg6lG$I~x^;6$|H%bFx^H2PoAb0g!L&o>R|<2ImTrW?RC^>tOB%H{v63MXm#{S& z=qNJ2Tg7(z%Ol{b>z`)r@NM$o>;65QNLQ*Gv1gSA^ROOU9 z#uAv4m*?Bhf|5k_vlSj`01YYzfiEIFfm9fNwQhC`VZBWB zJS2%4Ti@TOM|c`TPe-akZ~xgy6V~*fo&_-h3oQg9!rg41b;j$|T8_{WBqVP3)B_ir zuSZOXGIp$H#RTHpgw`zgIIw0m{h(Rzm*G=PwW00u9#nYrub{sa0X?COF@bPZLCs~1 zhGmI2odvC>CFa|qKCmz7``>Okw2ze#@i>Hyk;!?xYY`TVEZ(TE&avSwP)hzdg5Ww; zdxsQ)Tow@SGGCIKV{hP+M$dpHw)^i9fT@=c2*8nXTQ#LJB=@1lBVFTMVy$_5qir_L zr77O)xZL0gNfC7^b>j6G7o`Z~J`zYD0<*Zczo9&`oj$e`_HCl`6iAJ!S59Vcl|ifk za0wTt{4VX>u*-?DPpi<@EVu}I=4?ckbluaHx1~xzmm$oZ2}oZ7Gl{(ObngpBT}orz zL(gDv|4ugILGG)QJ`e=ll#(7`)44LKW@j#A1~1e<(svFRU)LfCEh9dHaS;ZAPx_^1 z6ny#foFc|n{0G*nokGAK`N=4%$oTm23o9-NNb9ns&g;PX7{;mB)~xD^deEMpM!GP6 z#+e*e?`0wB&YepA!G>q-=_CG%-vd?qtHQ@dl8_|Ts1Ij%=7K9GoVGB^)2)2Jow2S{ z`LOy}L$INfx|Dh-<=u~aDRP~Hh;U?~)K|gQDWHVz)lTiUKK`pM)NyeD3DU#MduBm#kNy(678Yrf(nmroi6`F$_2Ta zKze7Yu(ZpE8AblEf`i93#Aa~s(^Vmk&v(;c?NyE?jCcB{?ZA# zS=6>y0~92R4c}jK45hA3E*nT6KT6@a?1_94NQaOkys)Yg>@cTJECiSF+4U=szMicR zE^xAZ$+#ysbk=>{5~%IP4C%7M)}`5y7-3}1r3l$0 zsvA;tf2j{-k1$o>@d~++XnZbnhwwy1@_2eJP?q+i02tMc5+zxce)%Mdr`8h6>O@dE_CL5 zZPJ!nBe@opLwapW%?+4t3n1CS= zkY4QX`Tgwym0Cty@VLa|t_h%9qb#cAMIKmL!?c-4dM8^_b-+2*$OgJSdNZo*Qi(0J za)eq%HO|iH$D9H^w!pYRI!0Y1u%8)K$5{LFeV$-I2UJZ6Mm(67dh#`-2pA7Iq*p|S zUVk24ThA!zr0c)PGJ(9>HH1Lgk2htfSxEGX?$YBsAN}@-`+cAeHg}}U zlT!@}q|Fv|pMXh`kaT@ECGlm%{A`*o|M9-t#~BYHW3&YUc)I<|Id<_K>BW92JFE2! z3mJ#Ax4hAv+&%`JQJ}U&_~u^(H}7CfAa0E;l1i(Fr_hU1ZyJPw3mYI^E=HOVmvEik z@oygK)XSQ-B-P1P^n!x>kWoixRzaO#Vq{LYf1W>sl{F&XYmwA=An215qdoqW-p)lf z5Dz{f1UW~qoPewmCPf?p;TT(|_5F1JTE=YuqDv<)c!O@4YJzk*_odCo!Yr0GKY-=Hy>9cE_kWzx(TT>27yaDz{}1***7th zF?|=5P;OiSB~qya=113#2BU0DjyR;R5-3I7414sAaf1EHyb*gdz>b$^2!f6M&C?JQ zFbG`I*&~rs`bbGFV{P!OdAfR=pa_rBgoh<>=dm(K#Ctg{1Rb|)_a)L_{aFba8+Ux| z3uTX}oiED+B_J0tRS=UNQc%j1p5; zjg=wSn?KOGaI!>G{Tvis)F1@>O-EHBO~81-B|UKzAfBePE-0T~6^XC7xIG#|Koy!t zSzfGy5a2xE5-zU!d7iP56fipD&!;*X{4_j&k8+;k^t|25d7pc9+0og6cwpNw?F=hj zCZ0QzY}0(Wwu)g;eT5>Ync-kTVJN~d=*GH#*l|IfbUSU8eN6FwMw~r5)oav5D34l) z`I(JsOAm$TpKhjB^(!9U=H9gS&zBp{7(mt@kUl(CG zHmGngD>kTe2vc= zRcoeE256F~Em~vVoMg8}i}bl2NraX9;#9`8i|C2rNimp_-;MOSpns1-hzpoW5|U1( zR%#XNS7kFUL;7Tmb5j@#D#KEQ!TjXK3|5Xoopc^A>8->uxs@?k9-i@=0k|KM+QhD- z6#JGH0+E<-fT0sS$fT35N9g&qskTEAm+f_t!%BN6G&W(6PqlVv%KF^h^@ zWyXe%qoM4@SES8D=4%gRg@MN-9AGroRsMCRJ(bP{N&3ym1|M(-6?JFi@AM5U?~IT> zt&lAaY_5syOD_`sT%;A4+8de`DMq4Xs(fiM#0D(H;F8|c8Oks5<|n_Rvq9s-KWA2L z0k5z4%&ZDXuL5hlx3keGj?utlcHL@22h?P~7a@ptGGI6PB_iFmFi<%* zW%2<=v>o`}(bpP$IU`l5DvG$nDn{b+32*C&apL7B)Wy+Np|sA_vq}M~P*L&4rHx;= zOI3kh=fuQFNI0wQS?y|AmdbDo5%sH_VjTNHMwL1Yxn_(by9^AUbUw9k<(ax;n)GV( z;>tr6-9w;ee^aChPZTVzAvwaBAR@i>#pqo)M^M1XSdTen^?O|UBFg&7? zNNzv-gBci%3w+WwwnF_UTB2sgeuCcLJC5*I4{OjV)9$5ba6PFHHJ6?zAz>pqB|b%S`ob{Ch)NYjzm@U z=@`PGUw4Atenl~9&!83_7PHQzgDy*V63@p6g2e?J1YyC-;-!#t!`UDp{Py?Ij;Yaf zE~Y!T*%dD4o52N0RDGm)zMU2X0oQ2KZ?=J(+VZD6HP9hEUNb!5zU@Ka_Eafy4U>N# zRLIJ#@<wEXjVV_if)L2W#gAT``tTMw}TQ)eFO z`E1E3mFN#8j0%rx-oBpWK#Md4v0+ojR!>M5FgEZ=M|x{6W(zBxGaQ4?c83TTD1ku< z(m?ykUm+&o2#Bwts+p@hr-1SBTzy+51ehxb(N75EC#t;;0d>IqOtjUCOig zNcU_i>RT@Jpd1XfK`7a%)COV#hJZ)8?^7=?vRi^{&FfSU@aZmLPP4(yih z@=2EpQ)W*qNqy3T{`%L*c=6q7B=qK?F7D`^&-H@j2vY?C=}Mu*YjC=_hOv2M{jCE- zwIOAGi2@|YNrt1OUV)wm!x0effk{a$Gk;vkn5xzPIHhixH~3soMG$Vc`9EZ(3hHWv z%e4cG?_2Gh%{X6vIQOa6RClPG>MfF^yZnn^rCgAkgAtP+9Vyf@e;m1$v3JDw{6pU{ zkH$d-p09`vUnj1$V5JKj(r!UgsegM?JL3-9vk5k*U6itTJAd5#;DhZ)~CHY4!#zsbHUT@XYGNs851N9 z>0+l+tHCRYJ$mOKF5P>0^xVTvdrvlIc{vtbBG&qQV~ zU3>AjN3<2%yA(HO6m5I}<%CU;6vdxz9wh}JR}loH4XRSV$kV$e-{@~nw~l3$}tN`Uxlm; z-F$k2GlK^`Zu)L8hvOs4G3T~Uw`C-l^luqgp)6!hOPCxQy6}EbJU2l zt}o(^5Mb-N5&fSmx?NV_ho{e3zSJR-^3G2jjCL?ASBI(HI8a_9arbmqtp~L(?=2A zA*(tES)|5(RRNGBVO$W9&Vi+zaVp9yVH|GKiEp{|&iXg#xs!q<>G96SeUMGUFz`tC zMOJcGrWn~3(!F!yckQXeplLR$sqkHl>W?+xa&>|9B6BtE454;wDLumTjvH~ICj@{x zo^{~rmL;q-K}0(H;u<#RRYmawdVI0&)|ln#zd)L>13~zZt;uq82kAZ}zoz=ay61n< zl{siqS=tbL1xOQekT(B0(it2b!J<44>9de)F1uLOS1hMvC{gUt(vR@pg!w&lsic z=E`{r)AQaL#TZ$Bcm4jzaz$1jD8g_;7~J#MU0|iqLgKrqwFSAcv2JupviRH_p9yy5 zQ31w6(gTP^Q_U%Ssjaq_4;;o%K83 z-rPucY>|DG4K1KzEtR{-De9@t3IT`on!?6mj*Ixa+vuKceQ3mNTj=5Z2r0s%(b21< zQY1IV6OlfXlJahX1Gk0IYW^hoZM_D#Kjm-41m#27jZ!AaR|LYFwAXy`{W|1HE?tVE zLPu(xhYTu}Ny-^SZ%qQ?k zZ$lCpYh+z8W;F0z$ZTD?8MLR95rh|Q1GwxU5O)d2DnU!PGDhX2rZ)6~2b`%*+KVF! zC$fSdBz?Sm%@#8+gJ?!3^344$LnhZlqw>#@GEW{Nu#_q@-5z1Oz$FbK`-78zg)`kJ zC<+IRe=`Z{i=2p>W4=Mc6>9+nSvYN{BkA_sg?xu*{|f+2$xx5D~I^9$Xg zV%kjlzCw0UT|avZdT*-Y(SkjO=Mta;X3r6VLZ#}5tYTCS>56~lC!dFHB@B}qSHDv7 z#;H5>+NnesH0}>Q%nAdSv`tNVn`-^ulCcd*Rp+6Caw)iLaTdZbG%=$aqzsrktE&@k ze@UsiRedJ;4*lWWuK98QR&WV2mAoh(x;aZ~k?6{RK_Fe{ObWA4T-VY{5AjZXw!UQo zB`>HK=lq8f&>-OeNKd6o>go*Q%8co6o$bS?Id2AcMyx+Iy6hGIL1Z*%jF|Z+iZBJe>(k@@HHOHSG&^ znwKC9!F4L9SaE^NC+yi`!Y(EnOBlm19lP4ab@Ei@8s`G@~`550E&>)sjGr#IvhFkR+| z3ExzV3A!++&8~oMProgDxBmT+>Js=2}7zs%aAn6Qq;@8D9)^>bZ@*uNv zG}QaD4O!I0n@d6<2pAXCNxybH9yU8$e`Zw7-H(~rx`6Ng3Zx3NUN3qFLBP1cBVF`2 z(tX~1(TUMoo3?NBJ0I}aG1Uj=v{9;Lp#lJ45Vjw8iVJ?P29nFH$PIo?{aWq*w;Q`fAz8Z+Q+W0OAl2l(&ix}hJu?@ zFje4?j_^`G-X9-Y#(1#hzvey}4mpL<2*JtgIzg;7K|p%nWus)7q&i$c4=yYgdF|Fz zfXY+UA+wcM%IsSG`Rat*gF~G&i{o-K=nx`mGcL6agG?$lSu0vH9h?ou;5Op3UquPP?J_v1CXFj9E;Du<1;g`Nqk5rSBS{P(QvsgU%! zU^NHz{I6aw>Bgw`)zW*a;KGaT2triWU3*rMg-}Ge4a~xM`u(xaj1|bw`s*3o-qH)2 z&i;Tf7;SjG8p41H5{LBK)W%@zxcA<(eQAYei}H*&FGBl5NxUS4K{u*`-F7_USHQA$ zTvivSG43||tKVA@4R)p`q5yA-me+Vz+Q3sIoO}@tvtQcsKAfJz+cWsDjI=LMRUsWg zxUuW-c}S8lqsrqE-gX(YHNEZM62|nDsjq65ePMSf`{IExyqRtFBfJ>fty?#%9o7fT z_8ac7F;tt0VIYja!^*ws_h?3y)BNzl`(vSZe+l~j>9OK`$Sq*s&l3@j@L~ea>qKTfu6Q~CYTem|g4BY$-aR2MU>MX%p8;!pv`M_NjG@c= z?mM=*LtLP&Q5x6A972F=0_mY0iw*YP#*gR^1x5FQuQPa1h_?sHQ9*&_RaP!RM0y#x zLZ%ldvE~Imhqt=>xCVGh!5;`hW3yf{D<%j?zt)V(me10EN-rt6o4?WUJqkss)YOjU z;KpUFlv$nh#u15y@OxlFK3$o;cHP-$7WFfv%wrISz?>7{tzAr+iT5_A%pBcxuYz$e z*lD45`c9~Usy~vWX;-I!+eR^E=9A6^D||_eFPPO%PsndO(w;vYGDlQ#Z9r<>b4U{~ z9tcS9d@X#m?3jqT)9m+*X)8}b2&h)bz84CA6h-8gXh|o6Q>^C}ROj`eKi8IQ;C`}# zRGAuhNlg!*%1V`aq|d!bF730od3BYp%Kx_ZcOE$we63M+@~pNVHBvE>%LLL1Jc*%a zd|D) ztHd0FfT^;Obh|}kZcA&%;S#zg1TAuOZW{+>QK_M9)rl<^SwY~FF7*ef`};)aF#0Y2 zOi+HP0d|b6Ll9IZEPc&Nn+2pNnwJE&Ic3-|njxF~Ri9iM1I~WEK*~^o-gpojFtBhQFM#6>cPE8yI&zm+KkvR#WZ*?D>kUB5iT?B=CwF|ALZ3zeC zqa%n7#Sdb>vNEcqdkG~wPDfwKW*pHPxpnytC+MZH28Bn;uOG5p6G6P=qV0O4$h3w2 zQuyfm-R1jF(2fNvadG4Q$pNfXfk%3cwh2#vYD-5s9m0fP|=N=IWxuXBthw$b{hxo>(x z_GlAQh2;^ad?6-aCRIqfN?W*jb+%4){2j8W7y>?N1dXcN zlNv3O>6(!BD)MA(DHx_cK&r68Wjwfe7YmVyuS?CYQqOO=n;Us^f8WzmM~}2yFaQ1Z7Q_Xrqm$obj14OU9MT8|#+l!- z4R4~S!0sD`9eoN#shbf3bsf_XNRBYaCM13Rdree*az`Cwjh4;;RgF{D;Mt=vqzlu_ z4>v;?FgX&Fu1;BqW5=AaW^5dZxH&a(>{D>-t^(r2?)rQkR&Ie$x)sl3*1q8#C5+9% zcaGZbjRf5Sb*96@)}LKBA@NHi*`|h3@wtq{M-GWUTR(v^+Vc^DkXsseAa%x+L7lWZ zE9Go#@vz9D^-#GF4)Z`EU8WWjqVmaeLppS=m+&f zQVY$-E$R3%YeCPZVh~6d%L@<0X7V~1J*me=T)(~wlA?G7!29sL9}P%y0gz7PnY4T4 zymn+HQ=M{ec6=EPUU@x?#OPah^AuJVRY}S_IF!MUv!Z&ChW+xVkM|+LCucZH?PNkihdwAeG! zU_Q%^zM5nUHAGS~!3Q`lwGaf14Pw%4P*UH&QaP)N_GCNyZPSi9U%dZV`ygaq`IUJ- zA@dC8bQ#;BhVbS*SY*cvf=G>UM`UA1-p=?C9$gt)eeCAX9t35CKO#Z8kaDsaf`B<^ zG4b9JtIWG~_KZ=;-naIe*@JOv0D>@ak*gW>Sim8W9#>GPHaq7QNuNhu{J`W?sv(rr zo`VqB#i^OFLLlH0cFq>RY_`0(wSt}n8<2O;{1((bLT#Zc>y`5W5+h8RIizpNDMbAq zAjxGcSvapUe3uV6;7^?ke)&^K0xJk&(!SZ#AR(Z+n9(M$Zff9jX8`2c<{>$nv1j~` zHB@rFf`D|7`M{jyc0GIg`Etd~f1IPg$djYWy2O7WO~B=dOE|{!yw`quX%%B>%EhZ~ z7X(lqPlUv1+3zF2uo5HUy}_Zr4+}oq(U;=6zg%3Q@6!_!qXS5cxW6A!gCJlARYcy%huUUhjB<5tb=v1zMz3DH7J+r$vBu4ayUJ45l zhI=Iy>Z~vbNO$_XzK?3pj$_nzygKGIh2-{vGDyP_hNyL)Z?nR{C*2kq>em*!v_6F{ zOAf}y8w|&SYpAF#m&-K2O<`qJ#l+tVbIL-ev@rHJpS`#$-WS~8OqB^;)_JaG1%WFf z{PtJd?)|yiGLFuMzw*OIf7U?h)(|kiJN`Bu_=;;apEEP$|BCSfo1wiZ4zf1eC z&2+^HaDPxwq|5!azO$U%AwD*unxmp=$~c8L%I(~oeNdD~4H71D4k|&e8M8(_();jZ zyz1V@HGiP{gec|fgSGU*Fz*q0a67F1Bdj*W{-bTpX)@`(v|sh%gInp=-J#0 z$&vY~FMqRA1>$Gq0-|lcRyQ$P<;|9>ED$$9>ELk0gy*BbN3mi8m-M9<*U0TLxh{;& zeoxy>6D~kKNYn&XrpnhwNENWx0*`bSFSP!$UiCM3`fK4&p9D3Fv|pgt0yVuev#bp~ zQ;T6B-i4&&c}u^lhLL}1dG-C36S#KdD1vaPUGn4Vk=)=yNct*4s6;EY^&?}Dt=(KX z&`Jxu&~XjvbG~&lSE>y3MGH6^W?Gn!GB_i1^8>ax#qGvcScU7<34nSb8& zRjb}DRmqvY{a}ps&9fVZ->@3SU8KfQQ@f!%lxxS6@Ipp#dk=eTBH=Ao>%MSrAKkXr z)`<2VKY3Q}RGPMZxz%?gx00;}PK@rCOHS?6z~JH};=%HkJ8PxiFP{gbulY&NKlYnl z%b1`Vur5AR8QN#2fDjn`kyOA60gv>#olvj(EN*oY-LFkpHGNJh6ryfGGPJC+C%Xf$ zLekfEmXuEmmPi=wFZt*8uAdBE3U)+3fm^)ET^9h&Nluqhg9&gE5IAR;# z{CeC2$gA~7Vzks~bsIaMz$d)8#&73}i=Qp4X`zLC?^e@&0bXDa(h4LNq z>)fH_Xw`EkhzFQM5Rq<(94Oql#l(j3S_|eaf1(FH6gDC$Qq)}R2_e9EAQTYp0#n$Q zR&^tnv9BX}#)S9_5CUrN@i^YpxsWbn2zaEIn0vP5rTKgHq`x;;*yahh=_^3--E|~K zxtx$cr507LV-^VsH?rvnO)vTu`_N<5QL0;VOu%E!cM*gh>BH}{gFt$%+>+U|vnKA( zrz`WN-e=7X!0BwN4eU$g7Ir=6BGQL;MMVLQcV94;H%GbpH;?KD)d;CAmv7w5Tp%uB z${->g;i(Drl{}*vt^R4dzJJODvyi4pkUnRNH6VS)Y^u7Da5{U*Kb}Ell_7Lp`1B>> zY|U42THzUD!^^fad!%fjM@Se3(n&nOSuOiQN*QezV@Ii+{|KscGD0vWz?|LQ5so@x zzu?LJ9Q}Lyce*-PjQncu90_uPS{R{rIS1UzhH-%}Bpj$N*{YiFs?kAjWsCkdDm)*0 zEa+3Z&_55ngNGqdCtVi_{k;E5QURmcKYn`4&;?M8Hy0s@`)l=KD89fD2uLqXjVbH9 z;>=UV5~R83l_K{;U0?#F2_F|I=}UE)?wc`_N_-#wKr7S!nas1Cs)?%F<9b1R3aBFI zy?qPcLJ%+}h)Azm2yG9x`5w(^h+MH>l-ckL)DTJSm76y`paqg6j0+;t%`a=b?9)y- zG|=r)zhB%geTFpQPlRB>+$aNx2{;1M%d~WI0+()UX5=Av9y7=Y83-|fN(S3;W_z(> z0*CZat*3+K$JZwq+mHQjI5ed|j|IvlSPZzeA3}g>0$-hQOQ+|xsQ4+xg>*6U-uU?Z zH^?QFAs&3Hjroy$k!y~4q))J!WLDm4e_cfnj|N{7?2G{8Y-(($@Tda#RKPSrC?w1T zza0(s`zslx@(Ftn_u1GRniw%ga^$wib26mNm>j8d312Tudib@}H=MEXHF{8b`l`zi z1ggtX0Lkc)j1ach%hji0|#f;kEVRIOfHurUk zUfY|4z>-2L0rU0S#au`iaD66Ss;!Kk`F5uZ{YHoTvtLvi3=MlgrwOQYHAABx?uRg7 zy1*x$P?hB8-rB!|vDVD?!i|R=|T}Z1f&Z*p8kGedCwRbm=i&PA7(<4>SH8FK5<^dAOx5kiAdK8EBmeX z++xirQQaQmd0hzAYG)w?=N4qeu|mKn?b$;0_T)~GFb0EXzqK#&fnx0&$fRnoH?D_t z8Pfv}>9o8@z{8AtR*cQHJCuLRGcf!KvPXLn7rMI)sDs=BCP(U|-)u>`%{doZn&|Px zi>P-#Z^6mn&q$g7j13+Fu>pg?5fJVu)M-hpZS~zkukiRU+nX^e^fzdi6E$`bl6PvX z6ocIOf=f7^YT`VrY-y;*g#kS#$Bz-RlP!Ch1+Ivbh`7QurLHb7oEY999U# zq<71$>HoQ+BC?+LYJ0P&%B8IY%7am3Y`x8Imq;~%9;aerBvd0@>r~TnA8}UHZ!^;&yfXR`F^m`|uiXY?_L7y*w^Y4uIH*OFQ zY7q}c^|t=bN)x!Gt&wM_zQ+@5#^6p#^C~lbS|6x$!2@yO+^>VYScMlt(tFuFLrhN| ztYK7Zw>jm-)`dXLU>1lC*FHP~n=dd`5Ru+^;c2zatsp#-9$vT}s~1Fo)!JJK!iL(J zSEO8!8(r`SXCv2a?E5Lqp^E-qd#P{#)2a*5(_atCQD)BN=~4u8y@ERF^PEbTQ;XB~ zGoGAZ^U`!15};Muxrhlx9Ud!LK_K2LzodVnXM`zZx&OH6O=i=;77oLTl3OA4( z4d3VT3uKQlCWuKtn*%J88w0;Hb`|XUzSr{u_+Fzn@Dx7`(SRUeF`j_5S7;12I^Z0~ zD2}XBOIL)~AW>&7CM_ytcVLwGdORK5NsY0wbLi1U`kf8U<0D5v$%`=v!@D(G-bvM& z?wm165~vei|Kh>7v|UbfP?-i$Rr*4?a~)k7k&w!F$jFp z-P!|3T#U>zWo*dPZuiwn2Nzx{BW)NxGz)C{#~=tu&!rl*Cr`B6|ArnVwQlA#4}c-I#!ccG)?=a%R(V+elSz!>7?l*7T@VMHy zoKfK!ex!1*#Az^OSE-951KWoD3Mm8T-bAG1Z5{3XD_n9;(fRP;{@RSk!=aY2X9$AT z-&;FaK@gKJ6{c`Xcm<_xboUlBDfoad*p5W)PkB8mIs%d;j0;@Sn>##~o^GygVKmte zc<9}F$7vKKNgELx9Ddy&%L;>lbcd(T-LR7Qid;Gy(jPpXI@6&$grNlS;nV`7fvjF` z90B3Rf64nh;i3*kVmRvX?k#DMUA>98u(%^)2rC34b;1ZL@Ag~oHm8=BoL^kks;s>l zs+%80JQ$*|KLbL5`8E;hy`xE~$>pU1^t7;hW@c2>V5nWY4*52NZx=uwU~> zj~2!;Pb`MJ1YdN765B>divAt&iQU+OI_VW{18e>K`iojTqz6>xU&W~6 zDJ!QSAl*%sQnNQVe%Ec^F-qIbmGcy)=e;wEF|z#bR~=D&rM2MP2vb&UP$#_xxiK)g zb{=!lpO1Ht?;3D_Ep@m?%W8Q7D>iUR>w?5)o=J2DV|9n~246jks^6jJh51OI<5&4i zWu?yo($9a_;;qUhk*zeNy7Ia#2k#mMdFB`-M7d)YSxUd3p2@?6NX#SLN)=<;H{xzo z2_3)2@Q=RL zA5vvZiuk0bvFDRI)oXA1!?Vj!6h)M$Q~{1r3{`Z zz$A%Fx(P;Y_$7}C!Hl_u+2b@HH$q|RHpB(j9(R6R1Cwi!)JZ#L(G<(I+rNFG`-Jv) z<#xj!_lNYk0db+9@9t@kGGJWblU4?WT|<;R91G}H_0`Bg!#QB(pBlYbAMX*s3WA9A zjRMb_6#Msej4RrqpJp_Bfq8kVvGAR)KDbT@Gf6@15)!B4?o~f-Fz7(q1 zQb(Nb_^CNdEt1^IKk13Q#+nG_y*06PRT!#hZFgU{Csg^rf|w9IYh$n!f?RbLaR~2R zNO7L@+%mVEj=`WTL*K@F0Q6R%wk`G%oN8tjB#}SIp8fTH@D4_SXYI~y8ZJ|z+$Hlxch?Yf^iMg@R2e>t{jn0 z2NyP4FZ*1^IGQp#GBxck^knluQsiQM{6|@Y4gixP(ot&4#3_M#Rg8_7cfThZE`w?c z)X5aL)9=88wHN@>VN$G*<9kYbQ)j!3T`Sz{&=Ew5$VVgH!8#V5M#XDGg#hD0eQ z_UK7g`phStNnO%9MEA2Dqt|@&gDJ_^`u+i&xa1-TXX+(uq+F1z4SdpL7ov$zUVqME zymjndrj`z#^)vKTID{lgRrk|2DI4TU66vuE$@mw73k8gP_VoO_GYj0Ivo$3MfoZPC z3szQ@N4f`TVC$1g>yP2|$4*L4V_GKk;-nh>i)Q;Sfe>I;l|%Xnc+x;;zws`Nfyf5u z-@N0X@aP)iL2y=5p;U_Knt*#Yb<*R6Dqb~zv@?2BH=c9u`7r?!BkD}VapzGShzS@3 zK4~#(eEnK&V{58dOPrxL-#+iS`WL-2 z5)-gsoHn@omD*wRc!bGCR$Sna-u)_aX{vs$`^JaXIFd5izPx5R)PM9d5~MzPm#;vc z8CPZ@;Vfh$zvbNg*NlA&)dm5z-depO&wK^3;U6OpcC8~E(({CkW~TcStQps*P4~4L zuK@Ge)CS(-4JS6TvPc}_mqtJOoha69qdj=ul#Td!z8P}ORCx4SMdyJOf!y$jbOOxt zv2jUjHlw4{Gid290rc)afmo2EQ9qrJb~X*4 zgXvzub7a{mNw6Z6NOeOH7H1{KN>xE_j3*|IAv-2?hqpcbW{Uf{7wi8W2PyMqBuKr_ z{Ja*@1&j$o(skNGGwX1dO2*z%MYG56M}o`Qs8{oEf}K{ZAn-|_eOaOzpt7xsadkID z-=Qs}4>YVmEh{J}IyMWEBb*DQ8`(tBuMIdIjQdB=wT_FOpx2HU(u4s+FNH{zS-vKa z-bj@sacYW;XH32P8f0agt_dD9qpIbq9(x=iF5nRo>F6RL)nS%F8Kci%qpYB|6nZSY zLvr+bhuM#1PIN9{awI0c*=$E!d~?Qk`n$i6^_M#wGq5j}TFn09fi*6ZqfB<~!9vnQFG}LGcHdhV>ztcMe~EDfA8k~Zw)62Gpm)Y3iTI<<#Od9}_aThT z{B^hf6Y8N&g;WA&-r^^P>?{)LIXsDDTGPg7VRU`|FxKyr8o5PV5 z{lhm~CbdR#18vfq*>v>YG&sdGgy>da@5~ehXg%ILgy1i&Pe|{kBtNiY%35KZd}&$kwTyg z5(Ys?Iy`FRYpvW|&vlDR;aC@R9|Op#YCsv-sL6GLDr`5R$%sl+xJrsV#6S zeJI$(M|`+q05p&KHxi>m>HHw6GRyS|>Vy{{do;Zau*(RhheruIjbko^f}3mKBQA7X z^q~^c1k4_B_=GL0i9|hhGIQC5wegwi^^hE`L>4tOQUtDyr}lO3%vk>tf`CbqI_V>w zje@cl532R(^{Gbl4c`SI7lt80s&-uj_6K8ewt)29j?t>wBPH#OPPWy%(zBla3ROmI z5f>IKoM~mn1tIC~T8r7wpI@?M^ntwyj4n3^GpW=uFt5jdg9lSEE{I4kT9CwWU(Waz zLpQ2nq451sO1y59F zmG_3?3ujo%HeTxv7>perUy=i&jt@d5KL1& zPO=K}cp}2BwW0d9yu4;cZK{2CRBIxa*>LUpI!F~TgT&zy#!xuaaO`di#;S#y z#+4r@L0*BnS+l`#*^f4P`Jp!P`Kfo0=YRjoSf;&m<*^a1KSA~=6hRmlH|x8U3G{a} zrV9eX?`E|QKPP@3<4mWbv%#4%hzFEgegmja;k0Fxpi>8WNlx2Kge_9fC|i>FTN zw~s=3$j?X*ngXvRbP99b!KXXlex>Ni>%BM@yd>0 zzV9&W;&wU{&hU#vBA)UJ$(;jwA{B*6jX2C8=7K^ zLwxw%e|9LO445{HNgE`S!0@ZO&WyK0=HJ?v$3e<)0VzXLg<~&PT;Qk?R)&;_iRFIf z?er)$WVdRu_tODTPozGQq&vY299dxylHQHC#BIcRohOW>{8Q7755xC?+iQ9tN%~;( zc@t!mFiGN)PDbi{&dseWVk{B5JfbM70(>n{p5frC2jDCrrqDtTVNsGi-M3}!H%3la z|I4S2~#^a!>R9P&V>C(r0hpL=h`p;1VC8 z$_gv+ZDS1YIPP<*>Imx#>9Z~pq-VW#bRjO_flEvvLDlUgS*( zt)adC-LJTrdxKjRsRcZ02VNIIT)+?rNvE||WlJBPl1%ajD9dN2EQh3|4 zJ1Y$2&#_B(&2T7Yti5niX%|280{d&JH9}`R{xpL8Go}q((%R7I^qHS-R7K~*){uuT z?LDDvo;DJta}T<)JFy@T5FW>KopI(xJZKMQY-Y5hS_KXAbGacH{aTO%=%x=)P@mqp>Ql z3~YjVfiS3LSxO*%#<;*GJ$Vu8ZN0%Mj`3zF_bm-eu;~WH7`KrmjpFz$mP(S`JPhe6 z?MAIrCHgsxYg$(8dt{hHA;vMpgwopkr4Rs&38dS2Lf^%Ba`v{-HNo52I&>`b@}!2S z99@HsLlzbDY{btWxel8XW?jIzDrdv@JmLjD7pPYAq~+!BAP6`QNQW1Vjg8lhvmVox z`Rs3|sw==!;WGrmNnIPSZ!uFZJ1Psm(%ac8Pwfailhs6Tm+$ENy&(;%b`C}e#;y{0vO>U9C)^?&T6?@BF!wp# zDMa-7oU0C1oF^bnsQoZa2SR}P1c8t+f;GE``&u_Ja*_Sl@1NWOMcLaC4<@V&9tE%>AtEoN63wC?X<%pZ+4Ti5J3 z5^`%F5fh%c-v;Y!7!!z3z6{*1uW4D&IC0_Jcs#ibY-j6@AXxVBzrjk5c%*wfO_Yl+ zy>y~aP`R5%TjxxMtWg@$<+C<-(^>fh4(S%2(Ajl~MHlXwaP>rT!R#bn9%C31P;DnQY0p= z%Q0{B4FxUD^cQoS*NJVh5EH1YkhzaV3n3<82)Lwg)#~WAt!k=dM5qy8BIDD+`&lN4 z37n>dvssxVftYX(vN46fb#4NqJf$cps~MWs0}4@(AvU;tbB>0b0u~;LNhcxK4BtFt z%z;|EHY<-m?gmccQN8ll{>%lJMPLZH>V$XV>qIZwb2+AnuFbbr&-70MQ!f!nkW9<0 zN3+reF`w|V;Z3I$%$nE-PK&kUnAVX;r$SJ~4ytnpezr z);8Fw3Js2=AxV1kYSkYQ8!$=Y2?#$GLLWPZKYPGfw5YQsBCG8;$T_DY2zv8)!&#{_ zm-vA84&IEjS&a2~Z6n4VPlfzKHbT%+>Quvu3B-GxB^CBf>x&tFp?$kcvqLY43Dl|D zll^{Sx%ZWHK3?gUA$OiKZR+0PLxMIz54J#LkRHY-JcpQoIcG8H;{*XNLw662q&J$o zXXy7l;+FgqaA)Kef-p7eK{r+gNkn>IXSRa-YG>zCx?|hDUKp=D3moeF9bwp*_~sld z3_KBG*H#&Q!J_pI<3Q(^5m6gbZGVN{JNpraqsuedZK5W=tU&GLF|7*wGCCjLos8Ay z(k;?Y-G}xV+O1nRg>G|@b9>+1wyUc;p#SmT-@!xFKUO=e518#Y++ky=HWPCb0?~hO zxHZfFN39q7MK2hj=i9iQU4dPxQQPqy zzUkhTO>IwKoEpZ3|G%f*m0CB1^p)8lUD?!T^uwuPzZm}PF1@_0k4X4JmZ`7vHB8^wrnuPyZqyvgLH4Ldx{NK`q zuHUADsNLo343%w>gahPI<97~|bfwmUkoKEVQzDyMi#%$)&PCTx26ohtj={v0HS8n^Q{Lsx2x(6dr4+YW`R$+EvKP98O`+JB?FU8zy)UA#vp=F0xv z{z2gd7&(YLq^ZJabeQqJFc>Sw;{uEYM3sF zn7-a0Q9Jdo+IRZ8?STFtSiz_=y&^jQ|5Wu-=_Dg z9BQ1-CX24rToJXuUd{VMHnlM$acY>niJ5x(1yNHoyN=C!{Ew$uG-?tm1Y3-Ka`zz`$*evcFAfG)@is z-2`g?<-EF5i$&kIa>Ljn+0;sC)Ua<8Gh_1O=-X2IpS6;W^uZW8-zMh$H~i7{+o)AG zr~9n@RW>yXRPyPn_1L!wn9@sGBvc12394RkB|(^*Q5s-8;!4jzi7QNzBC5m{1k!v;Om5wd@^ z<5Tf3!)WoD5&2C-O*QlHAMriaxhMTQcxa^(P7TA!WuyqGK?&{a{kKbD{w}42{ylhT zz%)6;gq=+|U4JxcWx<{Ew>HS8_Ff(}vFN`A;a#Z>LO`=`?AakZq&YJk|2FJr6EK62 z!HAl+Ww-6JnV_vKk6Pzd*RJ1o1|dy~Bk_ zQNxh(I_pebskx(XGp-(SLN+zu8FIhvzuI9}YTMB7W^Zp2E1TN3nK(7<+k{L6^}>H4ct;rPgzUkjwfa9i0*BZhHQ%(NiYh}w~pgUV%7i&B^K zX2idpTIjO`(p`h|ms=85DGW2P>OkaYaoKEz)( z&Y#6NG3;04F;ivKK-npit0!brdo7O|x3f8=D@Unz!Q2t%&9bSv&XV(Od}c6C4fvEU zzQmPHZP{!&)VQ77O1pkr5n{r9#VcmAsrA#qsbPx1?Yu77m0BsHrlWm#uvABJ*-em3 zjmPlJR1N-Ky=5QSN_uLJoNwcFPRMorHtG?RcTsp#Hqwona;OP9FZgw(=83p4&9d}& z+0;g8;nXmB<1nKJ>OkxDK}QN@BTbb@jVEF}nyKXdfPRAevbo^>2mWn1Pt_Qn*$Dk^ z!!w5_$wq24R}MAx&i%e!e>W=K{@kE2LH4&zn1@rtem7C)Vuh~M?9sQ0lNVwKG5%*l z@@dpCq{7a1rCq5}(U#*^ZJz9JyFDNOHjJ96bNNPBYE)OAk>Xr!*}vPK1voVvDU+v^ zgm~y5$(Jo5DhuUM<1u627=-lYT~A-x-&RSZh9MO*tz`xJwoxrRw#cUTc#*tsV?I2d zBWi)`gB4|SVgF(|)VR!uhAJ#l!tiQ&BMc3HqvH!)YLoo zX?CSXU86lvex^n?Pa~G%--dC4+u6C+l^S)E^i;}HKu-@Y!>M8N#$hHKBuGM53!VRz z{kzRuj#In6b37L27xrgj;dn=b3GmS@`vG6w_1~FiU2LCpU8n1H^VpnR<(eGCC z&CypXA$Vk|yB4R0A!X(SpP`>^Y&ZpAce*tc<*eIeA-)Mj?Oo$POWunGS*j2f?V#eG+#7KjT2 z`q(az{cRT7I5iBZjJkp<`rS75v}=|9ZG0V^8uo4KJjQF1axx?IX9dYt(|Wnom>mgJ z55bCvjjv>XTbM5XZ5UEP=QggczZ=Dc+6#YG%l_RQHsjPVq`c0aw64_pBcz!--`C2f zrllu`8lS1B)ZV?zCJNYQqW=YhJ@j#EI8tWSpW^AmacvJ|bKw<@8irJzSvRHD8or7h z{bNc7w@9vA@NdJY@jB-yyZ&wz(&Z}+9Ay7)%MEa9G^7ld<%Ot?-t_@^7!5F#L+$@( zg}Z(mRoz*8ucxo<-|an(8ith145Fzs5HHh?03rEVBRSv3VFp}J(6>njXj#ktHtnrA zHT>H;+giIKJ%y|1lgiNLg||e6 z7}3xytqnAODoUte9WTy)>2(1vt0z7%aHyT{c{?dX(;d14?O*=)0a@9`AkF!2GnoGx zx=+!vuP!!2*4DADf%g9&8UHWsoT6RX-$rvWnWvqJ=44C0fEu?d+a4G7&NdvkcRn;2 zHzyCKQW{6G7exxn6J%?9)CM#cUkOx5HD_1tt@60_?tnCyZdM*GtE_18Zr_M6Yjbx* z8fxPkq+x1dh3$>?*E?=Fd4HN{{P&77U1#na3GaIRZ@TU8gwnuJJ9ol+WoYL|JuY~q zp-Tfh8)#O?|7BYLce*uD+Efd`F7mLI?qZ-h{_TPBUm9f|Zirv>fUGT6R|Cz-CkTZb zJjG!8%-SZd?>cx{!X84jfyEzh@qdKqZ0f6E&Gt8JvRwBy@zPTA7O zJ~Xh@#dCToTYlo{M@41Y%HF6AX#c;DhJ z<}0hJ8n=Li{!Urj6CWCAbMpB{H-N|DXU-vOTdn>Ptu`x9?xT?9kp})HWm?D42AYFg zN_TdZ5BwM}`!vrO1I@(`r}XA))<>avP<&p4!^HXbaaWYVx>sWgG(g5!|}^UcAF&%P^d1NN7Ox8VM#?Y9pN zwAp!zC2d36ttymN9=C%NP#e&ke1_0nz?~smG)I}?6Ojg%TKLzJyihRQdQsL^b`sJ+ zo7Kr~!|Cm_Lc_0(m1%K;3^X_2B2i&n&8Z_a0jaY-G_cgc4{g-uuZuMt+Wh^`r;{g} zwDH?;%BXQoYkE|DWFx6Tiu8{crTz{LtTDwv`~Pn&{dea;^DW=Jc$&)qzo`bAou>|M zSC&>9`Q7970&Z%q`_ORQ*jcxhg4Jn#R+B+KXPQBpu)n9X?mtJCYN`_(PDdI@bMj=t zHcH!-%SAPlH~kEx!Q^%Ei&J`Ut@G!C)#Z<6m=6uK*?1)zg?;u|erjqnmd`Y3bN<`Q z>c10&HiPq?`MvkL6sKFeSq7SiS3M0^UbvV#$|sqYYc|rrQkR`oJ<&@tcY0QuDE|Py zHPJjg=bJLC^S@g6!|Mf{yqo42wDHTLSV~&J-q)Jqot|?|Fn;Obr)Zl~uIT8MhE8zI zGtpdZN4`1 zV1n5BJw26;H1VW8BY!K4E-=uX|Gx0~-=#qL4dq`?$|O(TNDGk$mRk8fm5!6so`=tr zX-7;nH_w*Ht}L~8&ooG;jar1-aNPL8nSw~Ib5W_1Z=>G;$B7i8MBrKk6NCQhfeD}6oX)CtRp~>}0xg2Sr&CRdY(<*Hr;|1N5eR|u62HG6F0I;#r zcCm1`X7b8fxWb^#$ummlD{VRawrI|i%~m1}w0U?11hqcwkg9z|Q)2v(XI_Og7&jgP zrD)mgwoXmj_hTOzNOSQR(p5$CTe?AWd%a?{L7IgdN?kMxY};5uc4_-H2AYk3datX` zTilq7G*xkV)*=loweeqi%Do>mY@_BU>%9*RoM8F4^ZtK7y~!0VNB-8D39@aSL7Ri` z8|YGZTAAGu30F8l`m9G9XyZ9_N!3btcq2%YS?1YbfZ2F~=nN$-?zuf>)$;XfB@uHyLO`mL+A*`XBtQIeC=Yj5M&+#w&{` zBQILbYS-j(i?s!5;8G_~YMP>GsT)PDCXd@`6V2se2bnXOq+Q{0fZ9^K2o7KU7|7a_TlYJv@AqN~gb)%jUv+ z>|S|816%Jl(fFsbgR-<~>6fWxOSA7m8ca4P54_Ra1BWk`zbbp-wTULAke655l0Pi1 z>2I}RuR)uG-*nOkq))uS)3T-A_8Dj{-U*_bvh?$;l9gmj?fa1iK6UYNn*wywOgq8vsVSnB3w0o1W&?UR&cu*@ih-Se)M|u zAMco{ze594oUHa8D8P(og;p&m^~#{B1y2IJ=9Ik0xXdZqY zL!FQ;d(w=OeOl-u(s11P4577U8WtngxY}S;fJCV zigx^BaZO{15tmIgz9XNdz9FkSmRlfuq3ji;!MIs?G3+Phh0z%sX~M>FuObaBwelij zN?G~%Bz0%mr)Nzx7yrrXrD*MkzB(#f8g$K|P3We!Nzrbndo)beR`a@n=Hc}Zw1;k% zwCZwsh9tXTpjmi;fXWH?e~9UnwcYTcflsZxT8zRCxBsNBBWs&`)1b}C>uu;NylJ!U z`(#?zC@04e^ z<%RXiM6>f8a_Wk*BvS^>E&ay(s13%=&NB#xD_WH(jVs6#r27K{jdv-$tY8Bs6oD6f zz1zW|fz~hs%*L;==uAIr?PyI$;!h@;hu1t&hp_|WTHlmi8uHMf&A}6-9LlBj-ra$B z1^#Dg|3^rJ31a7wl^jaj{j%3IwTXouBMn^Y;7fsO?CSQ}|K00S+*$rH(QN!zVS=)B zdBr0A<;i>S32FmNU2fJ1klxR$KX2Fo*$X3{8fZd;pjwJn*w3cvD_HiKfhKg;ou|Bz zA*7xr2`Tn-q=6SayvZ1yJqC11bX>OdjEQFFeFcXp+V@r)BJ#BHJ0A4Hpp6Hl2=?JX z?v`GcBCOg=1B{7P55wv-Ph zhRL+KuMOJ%{|ih1-H%hC_w#~%5iv#_w#ILe1}lL_$15t>{CU}F{vcKQVW4?#;u%8wGr+S2?n(A@lzo^nFQ9q=rb zX?J~SFheYS+}bPJselS+WG^iIYtqIm&!|diMA}|$z1q@yH{(7+avB16Ffj2mm$ zIZSzUUdkhTye#}_&J-D0V5f_p=U*#36CVBxk6(Gk4Gny3qFMPqkg|h&CrqvBj<6z% zL7UJigt{Y)$zWgWwG@A1+DA3e+$^)bpMuqE7NBW~nKK%~zy)refK*k{GWKm3*DDR3 z@YX~VLaFD~^jJOVYIk|EZHjKtX645t!E4a&B>E|b}4PAoG0(gG-pf$ z&B|L;lu{FO*g<0a<7YTUlIKBTGFs~q1zv+xE|^g+6kqRt?Bz9me6 zG_X{-u%n;93ISJ7$us1l4-I^3;lWS3K*_!G(^A+E}*L zQl;%k`^NQTS}Q*T&CRzBlquMFM5RgcxMfdjpxJo9a*3L64c1a9YhlcZwdx2^R z?+#9+sfk;k47CBx%9~zLU%}v(zcpvmZpo1bD@*9MeqH%=Wyp;5^0?Vj7-$y0v83Ou z?ki(gkjL$_4-GBl*Yxy)`hNd8hh%L#QyR1hz1wM>hVIH4Ce!+-GSGyUc616aly7_# z@9f1bQlZpH155dboO*@q&A;W1JZyhWFdM)98>L)Y`{_Q-P0`^r25D}-6c#IOOV1a7 zCTkm+)%7&@BAKMt9e# z2e>p3U8Kl}G#odc>GM`;d)ThCrZVxS4-G7}@bVbyvEtftID>3ya3+H`;c1H1iqy&%d}LIdS7K)hpYygP)b2%jvZ=U(VQ0YWHZo&ngB{5uy%>@ zR@U~;NRx|3u9hySIc06hj@rPdHokk?rnGH(R=u*Utyd1DffwAo6;ffeq@fV+4TnHLv7#%2e*`3Y_?xeNK<4`J->lwmWtzcfR-vd4^mw(OmqNjgprKHjbH5_QD)1YJ+hT`qb0Csegx;0bWb-N2amOK;s21 z)K@pnozy2~L(|(42E*pyx3E;{k)Zsl0GSqMqB;4VCaD^>qSN0MlxfQxs11hA!D+OG zu6}AjQ!fpNt*z5Q4(V&edF_u$?4q7`?)9)gnk^$!6%@Lw2X${L1 zOC?WTS7oGup+fo#b>KO3bZ;q{_QQt;PO$L=x|52wzI>(_-eJSvt9?~a8_+!bhIp*9 zG-mDdKV;gFsz?J%Jv^>L4KLzUeVRy~AjPX0Xf9rYN%iG5FBe!Sk6ZNW2AYSb4N+_E zt*0Vsq75f}XfSSep0C+LX*=JuO#@lm_!VzX+aHlPWGj+9oN zIca>2PwUq)&}_Uf4Q-Il#kH-M$1QDL1I@{QV(5mrZR)R@aQg!j&A|h`l;7aUmZ+UP zLzdPvY2#j)tj2Bnn{E;JrkI-3roM@mw_C?f|IH<(YK69gLW8`@@H3vRfq~^_^_&M4 z%Zm z+~zDRt9f9re^Ud^&b>hO1+Vtj@t0>vp=L+}OC7u}ky5^Ajt*HZdm&PDq=8R`$Jnl@ zaZB^=@fBIyVH3?}VQZnGvNUMz3d~OKUVp1RZfAXHV5zVc=&C6Fi5t=7ahuZGpv}r_!sjYl zvsw@Y8$UMB__=_La%A z7nveEVRk!%G!OrfQ%yjfY$2M?j*Z$Q4JL?(?*!8*+ORLHGrYVArCXr?7aGc%KVF;^_wfxmUcvK;8Nl0I+?O`$M8d%HlXqRNt!NzzJ=E+gUz=zyzUX%;T2sffh(a;kgKX-8+F;yR2^-bgyc`~; zc_*M-R|Ct<_s`VVI92i3=j2bNwHwmF2XvmFVt&aVVDj9go+?K=bfBdg^i$9FVQ8?1c+HG_X{76PMypsYr)=r8 zz9wz_41Pn6+u4wir?REB`x$69zOs@lZL@Eb&@|0S)!#sK@Dmo@nYMmX@3O4zjt>pS z&BgOvDJSGhw=5;(aa%M1wE@k_e-$VM{d3F2NHVR(K%~KZbMx;TT_xUVTqvTe5^h4W z3^LHT6KX3%)1FVIX@dL22L^^Z_=o(qGBj|0|6qCYt{jZgfM(@C^fMK$%E^+eWm<;$f z2ck593H>ms?5tEQ=WKZ;^c;pXFx1UUcj#OB`Ry&u5z93kX`s!*FR|$0arWGZgtAM2 z`p`g|g=Zj9oOf%ICSzpU{t>7RXf}Q&_E~8g{HDIf3xOjIG%NpApybc})#__n6qX!i zpb4?9vWm8JW0!XF42eG4Ky&clX4*kNY3%4IkK1t*&BYfMr9?g{yC}O%8#l(F&C2&Q zw6J~@?Huf#y|}O{k3|~HH{MgJf|AyGP?+Y?okZgdFegt&rz2LPCxsu$hF&t!JUrK! z!j&lwjOZh~bjEmtHV5y;xJtRS<*+%`Wo>mQAPts+(Ab|2Y*X8(e84%jUl+9JpRv+{a9+HKX{ zT&0Cf^Pg;>d3eZ&zT^8thH9>wpZn0jr5+yKx}+=}(>dXDS=*W^25nY;i#1hgOEjd4 z=1#2hRHT76H_tCgsAwf0=l$$;DaHr#O*7DhXXz>TbMwipQDs`V4-F=-jc56EQa-Id zxz7W6@`g-DZ9sGLJ`l7N3OCB9i8l0`VW7GAxKSqQ?@phN$=V9dL>hR(!)f##ua@|u zCgb~$iDu!Uvg1nI<0;d7$@A^dER!~V@}Q=IlLr(!E?YWcwt?p2`z@-UO46zP8d+PJ zIR=`IuT%PlEW1(mq&(kZ&qW%{5G&80BW;C}j@EQDKkGvSp9-DUuPSX5JB`)k8VAiY zXtVKn6s7r;8d0d6JZ?3DO*CFLNhu-a&Xr%_rQt7qviSxYhb>mH%R2{Zfiy4b(BoYxfE%j&CSc-k1B1)ZYQ(Lv^OT2g`dJFD{Vtso`@^YkWI@>+W13C zl+e5ObLM3-EnvBU=HY4g8`ON8+3o8M*;4lkq=6SKJV%@I4tMr{aYJ5NKTR|j&#?Th zv=z8Fr?qV9zLf@TcK(w^Adbi!JLHV5Bu zRa3N74clwpxv#R$MB_1}-^$XV%kHj_XGoIu2AY+Z?!;5tmRA`#QnvJ(iDu)`GJ3dc zQuRpx$h6rT4BG7ctV`k4^M{9Sk!cM!A`N`%;9(!ys74n#SFgO}!0;P`N} z+qvcWmVK*%COr5;Z7QbRE2%jyy!N4iPc1yLthDk%@~)#bFVk<_hT4GUd=GHDq57<`y+Z~;kI|^PNc!?<)M}G3f3<2^cM1>FTM+5=u*DnqPN(>>)Rq; zl}2e%cOwm?@x~+cYg)ZP#e%Z5P!r6R8>y+6Iws3 z*HGNj-14D;6C8XCon6tMC!V-crp-Tu+JI)~KYx@>b3JTMCYjdkFw(#Y4nBDcDQ$iw zo7?42W#%JD18ol861te8HBFjipRDbfiDu_HCUn!eIe}k$*{5rcqBgM9%@;jo8~6R& zx}2L zo-xp@{G>}4r;lTNS}ALba~5e}sfE91HCl~ZjjyRSzcFV_G-2;Xw?zvtG~O#~3p$6| zVBG9HMBYeQdT;2=fikW7c>~SGdx=s@yVy70)sp9%-vtBB&O6gwQnckC&uP-PuKUo? z3p}Zb`sX*V_E=M4KKCMO1Df5#9*3kifgXK(uF3jtd3eN zMH)E4&4aT&6>agKKbj)loYxFA7ypf^uV@*I%$g%l-q$9Yle?7e0`|1YUR|bbx{lgl zf>`-kfs*A59J;0n3kKXk8jPEh??N)G={9!k^p~i+8jI=nm(3}c#r1Dv>!e+ z&}QMgH_FqFACmo^{6X4x3$+1FxYcc-Xp!QSi)c5C3v0-21I=k+osj4-*}rhEZ(eP< zu!`R?(6|#Qd#l#sxM$>Hi*nZl<6G$6iq`f+z7*c+hSEZfG>31^(+34x+t2?WS=yL; zCTaYR?Xy}5dGeOignTOAM;gpFJAWvZZaU+!^VGM==4{n zaqlYLQ9~cBeP)p6;vS{@;lmG3z4FpfT9@Yr8ej5s_?sNF@(_8{^1nbB*y-V&*69(j zc?~n%l4+lOXfSo%yjfXpMJx3%)eL#+?tF>bfac^~AgGvP+sx3MvbO%O3^Y4W$0ORL zaeWVXoq#Sa^4dh>Ns;smllzZdb0&)X25I00Ve6Jw`Si}Z`I<(_M@=*#9i8s{2M1hQ zCtEt^tw|ft?h8@l7A=Wg6R)iJ4r$<1D?by_`wHV*f4e7ZOYk0PFm5*9`*XLVWj{G8 zyFA}6nrK1`f}LvIq7Oe%$4kRyI_-l&8$Yg5xn76H%eQ)AINfS}G{9{98I=4=T8;kG z3(3QlJRE7@1ShW=8LzY@`+YNwtnH=`4V)l!AfV`H)2Ht>eIVw2GH4U3|A@9@a)6(_ z=o^1F(fA&O7JZyq+tbUmj9&~iJMRch<;dw~q}Fs@eqyBY%tQLY%Kf-zM4cl}x0PQ} z8+d^yf>Cl`@)@CRWS6%4hA@~QZoUzuyo*dlUuueNa(+h|Nb~R?Q)=PWcku&FbA;C> zns8jBwj))ZhidYCHvK?tV5!H#wr-mgZ9uYvlf2`GPU!g)X<(_Hy_rE7Z;AW=)pYi- z|1!XAyru45MVnbV|95%rel^iN{2H9TN3KdmV#r^RJ-YQ-e7%GHQd#D>QbTrL-L!H};q8g=$fd29~;c+6CQ-HC@v()Vmb$7t1dy z(mKQ(mw%{jb~J-F2d`aiuV}NsSJ0&KH;ite zxp`EDp45!|ykaMLzNL$SH1L9prg1ud&0dxs6Bb&HEM95&Y4gW_c0Dtz82OS8r^z=X%u zDMl0XVbP~vX}GRFnP?7vt6ogeM*Nd-ySx%Y;v2L%cw%Y|<%IF2(sh?D9gqNN-~X|srL=i!z1Hk25Bt!-QWxKa z(1pjSqF>s}mX1hl(B|a14S`DA)aZ6yO1pjuj(8jrmqJ`Wq~W-+ z?G}|QB;WOGw=C_f31;P)Rvu;Oix$1Q%d{y;Q5qO(=bN_@$_b^Lch&UFshtdIV5pN{ z#?TJB^`;~e-0gcsJ^_gZkuQ>9&4u~*0roJkIUmWKLu(7OQqKw zm8Iu)9MFWvo2Nt?SZd+9#uRv)z0Mj@R)o_nODd#+HXg;J9&f`>jJPWg+Y=*<2as|o zC$#E%YoknCnHr^mp?1Ez@1SV8s~+1Zule?A3^XT?U0hScHnvGy%{vmg(;^Lq&BnhV zRJyv`|D2{={hf*C8Qpn&6d!Q^1}LIqPh7p&8)`l#`RH}t`htIL2WQ@!c7rn zl||o>K+^|lSVj|#$5p67eR%9cnqG{hG9eATVCVO_w5KV)aaBaL9eo-zvw`N|S04Km zt@5z2OY%BBbcdat4YdKyVPip` z#7f(QZO%LLxHZa-G#ob`EIXuDea|`#Y%(oF4g<}~`$|v=O6+PYBd)P<_CEBXp{1Ng z*A$VzUei>YF3*YDfM(?H+uVM&iIDsE*EhE!5=P_ur@k0Nz%F;orf}_gckbt}fnuS;Tw^G`^ z59xhg*5=G-pgDODo=l3ixly2|KhSp*&CY-8w<|BK`_i+BZ0Vl-s13Ye<=_UQAKwvhe>HQ%=}c7rwxzgWMeXlESbuFGDi=rGW1{I@>8^1}Ya(f`P_ z_)esu7x?`Sopp<~t2j{h!g(JWc)`h&NvUH?f`)k`QU$TE;8YiC0~*WoIii$Jem=n^ zE34^77T9Uw>A@5sI6q=ZHu+nb++(1*__y-8vh#K344UHRTRt?f)5d>Idnj$!N5@$x zYnxxdpiO8^^FwL#dy;jiOlw{cX`s!{pJk#DLGhjAJ+c@43mIra_p?`ub|Zboq4L~) zZlc-v{a*|^-{JupWyxQ=n+ogzs#uq|dC2eqt6q@JS z^A$C~gvRa56m59AfIqUKA51hi&kCXXx)+BZYaZ*{UJSLt1aa`}1}ay0?mzmgci3>d z)wej(zzG(9kyS|1O7>m!P^J|qfixd&tTib`ed>84h0Bxomk$lJ*?1P?QZ;#}9t!rz zUN}(Fpv}TVmf=cU^|MJL(#mk$hL=JbXtVN4G5U<}JRNvR)>fu8(qP=2`~r|#tUON_ zzqag!IAxFq+JyY^A4*$_bnP^6xSlc5Y<$zZmp*SvK6+$rlgpwuu++-0#bzsQYZvdC zEYFY{+qlSHYl7m?2cJFyP^>8}fW>T+u+Y^M@++6%I?rmzmh4gyzMz(ZiWz+^V;Q&ZKGPSCQ_mQ=AtYV;fcz1tFNeJpQsmkEZc*g8BxUjaOq)3PJZ|(ffN>0`5XCnP_hAQaUV@&%8|2f?!4i zgElKKZl;U+j?Lc`_fB4PLfwW)g9*YPV{4>l+xId}uX|x=XzE4=n3E^oQ;adr*zKQW z+C3A^!M6=%6|KVCA}M7jENN`eCOj`oMY392c#Kl?O(d(}%rm%cX9_{oC;A$97`)D*vOXl9UR=Yd|j^e7ZkE@H{!1nJQn zX)tUKUUp5_6a(KC`zWt@dkdt&u(^4%Aid^zVtl=(-eE&+Uwmkw&Ba4yEtIwl^U`FK zX}ek)v^n|0s-Z~MpDv41jOwAuCN0|9K;yX*7ZmJ9s)-RrwK&@% zwK2f>)ns{P=bbElx5;)MHo=4|HoEh_nzx3giSx*|C=EO+TwYVzS?*Eq*U6uwvh9!t zvrPzoQl0dUVFSj?w7Bh&2HG4vgW#~D?I{^QqO=R0aNdUo+W41}4$V(*F3^ zoZ#Whs-U9f&6)DLOq<^swE@k++dWZo-}KqXGz|}%bwL_=C$S2P`eS9e2gFm4u}k3heE2dji=K5iYmBMrul zcgdot%C~8j+w$bi-NOL0@r$Ba%Fsf!3s04u@YaWhhVn=mMWY^PJgn)!y16H61Df!9 z8g*#8zW>90+0vc?2AY+h{pgq3??dD`GR@HoY2XAmPxLveXiqMje=INhuO^y@`;@NL zN7#G(mT7x>qc#{f2fu=)^q24F-ky~$9n!}@b2-_SKULTTo;+RPv$^9*Ww4=H}-$dW#E%`bhXVMqgQPQJ1zgD&;A;d^9DpZL%~o1M3-rfh`z#T#DoE_(bRtsaird}u5c znj${6ex|(X9XI@hbQ*y)uv88YT)mrmniq!B@{B|nO5;&p3JInwF+R0y=sO>pk2JS$ z`;3vwrNe`YAC|Rk8HL(_CRD$FRob#m^V7T;95C8Iv-1rSwXl4(IIhN0_ZS1s$?s37 z7gec*0h;z1KTR|{Khe`eIk5saUXUm6zOkqcd@8(LLQPDfWPYaU9u+vwK(q32cn((|F;U4-K?AdD`q;rR_%4opa@H$n41mZ7zOyJy&VVSZ-Znc`Y=Yf;7<;mI^~cO7Tr`|H+1pv}X-A(Tw| zcl8rZ8e`k(NCRzFz8S2dEM0KN87BKQ#|#6_!80!oE836h^@hvi_S!`A@GX*6S$g8> zn?JI)O*2s&%n&Dk6Je2}y_k^jhfM1^%Rm!OSvE!6Qf1aM*{9Cg2AY$1Zr`kCZ|;Sa zG(n_qCYptZEITSMGozrcLRnjd1xN#JE;)BOBp`oMnHFy$(r|)s8Z{=pyTzedrssTU zpv}g!+uJHjCuc|$Tb{gA7NItvxwseTnTr|YdTUCEYcEC`SZe2|EJ_=S-1VTQhAPDp zq=7ao&%vde@FA(vHkQ3`(?qlI?Hk=DeocJ&v`m|~6t#h+4*qjWX=)+iOEeF9G+u@@ zuvEyEAEkU+Ah@rlrX|C215J2&j((gUm$wJYmWKJzz)}~_m5;Az-#vRZjZBuVKy5&? z@fNHUaZg+0!~w51{JgbUX`u0DdsOH@`24NM@|QQ;DujU(YsO;Tpjmmz`u`oAo7nq#wc)UJU4t~Rl&5adnf~+I)|yV* zmbC~2X?9-oL|>4H>FR0TL=QL8cwdQlG;Bk9XgVS7SclrcP&=Ib@~VZlJmNMLqd6ZMF=W-RSDa{ON5Kf;5;RPJSCs6*AXvra$i0hM(T7JCO!HNRY1%j+K7iVQ=HwS+ zv~jqY>}V-j+sK0knw=+xP`X6kS#vch!o z(zf{>SzFWNNCPi;_@;(_vTohIH%^`*nNJ`Mv^ja?m>PgqNOvpZ#diE!J~7ekJOlKk zvh={{!D(bmSD!>}Xem#Yr;FIh<7S?gX`N3Y4J`HWXxVV3?P-;)8Rgk)IgK>X=CZR_ zh=;0G->$;ph`JH{ssH3d18ux|m6ClL+4Q&xYWT* zMCt94^GRE4_JYGNAPu}=<%#_374629AD3mHmcD49S@=&qrKj!;DE(IUX{<{In(z`B zd7*W+A4gltIJCQ&WNZ3E54uPJCJ z=o+9c#I&X^^n~jzOD;YomKp`{ib7yps*5ZnwKg18r9R6XT~W zJs7>5refW8&p@;BdwNRn8+i7B<~H%O4-I@O1f(dMdi{KGM7a$vtC0Js4QM>(LlMix ze_Djd)2-hF1I*5UOH(Ua*SmLf%1$U4W}@-?m|n^WpDy0h9K!$j(7>fGo_pw4w4Osc zmXIwy_z<-LO-P)jl$Dre`f2hahdnaTEIdF!yN2X(mYkNyt@L99&A|`4yVL}ko+134 zOpEmdX)r;o{9>JY0XFXK8X=F{X&)Mln~V46POipnOQBYpbef4z4cZ+1Vm+>+?W^*u zsjRKqGXqU1F{ez%ZC!qKl*cW}a|6xEOFAj0JvH#c7w-=ievqyjX?zb-QhA~NgXPI( z+ME}t4ZPss2VHt>dGfH0jpT7_{L(=4@LdDFrDO}6_gAK6cx9lu`42tOcBV+EsYebo z()eRJbcfQ&uX9Uz+?KyKXtQviQpRz=7_;8WGo<|+q`}G(ys$}Gdd<0FxJ=9a7HQy9 zH;=bdDu0Z%vo%@d?|f*W&CO39?Uc3xoAzrO^=^J=(B|YmrPu$C$D0;Ko*}*7n`nGr znO0f4^<2h7GR^e?X<(_H-|x^vn2q+Wj3ayDyNTxF>048krE{wWb&_d&KcY7DDKF%v zb-J_7Zp};3L&6O-p)8#8zSm7@t?8^(;*){q;^~6HYTTl3pR`8yLbT6F121@ZkdcBu z*-t--LLRvZ0l}A`A?5^1UEE zI5J^IuqJ|(;2Y9Fnuiz0WmMV*#q!s*B);TB18oi-d80*t#+DU}p9^)4)QX_}t~8qa^B`klZ+#V^a!?)t!B*n}F&3 zEl*^m!7_F8lMJ<~$nz`NZZ8cd?|T!CSF%xrV9l1Sn$BBWqM$S|)X6(&&?$U$gUn^* zH6IYwK=bfnqh>Ny-mTK~%5q0D&|LhEjeZnzZ7J8?J8bBLpC+1}Z{DcA$M3_hipdjX ze{|FaE*0KQyr@1QA(eJrlxag_APu}Al-bd(*y&?_^<_&-#6%isv-6H+qt&=AU)JD? z?9=G6kOtb^yc)KSqE&m?S(C_d(nNFdJhc!tZZ8(3Z!KFoA+|xAmA6f$-@lS?n`=th zs>U(U96UuTk)pMmUS0FCOdQul;~S(&%BQgx?sdyvxa>m%pSrlEBNgpx&h47!G_&HN zHl*=m5w(Rr>zt`6jB6O*K(p|lQ~Hp5T3yU6Tbe!r(qO&`&zREzuyvc$Rb|>k9~xNd z<{L}OvTXh?il%a8MM8r%8}IZ+w6%8zsk8V`GfSv2L{6?bcLo?CQDO}cFBfrOoGyY=HNdvRGxn;>XuTnwjO>+g9#!$ zt+GpL3%R=co~+HD6ltK%!#h@&Qsb6nMaW>8_SJ_5+Jq)_R5}?eY6XW(+no%x0nN>S zvgm5z$@8EaGHp1bN_+zZVGag>w>n1^3u z4O0`O+5DOjcm60X)Q1Mc#*Zw=GsBuHPy}KQyW+g z?tx>9HazKw1zu&ip^2BqK=bgE0u9>fKeHol)p5|y`_N#}_>r0NB${r`sY!{Pn${$Z zXI;=qvUZ$2E#z-_t#k&O@ElEQMcaF-nP!QmOmCpsczB#T(4~#PK9cN&+decHHY+a) zIH+i6cdgKr<}b*A+I(p2I+reBcQ;?5d0?T%KL(nUm*yW+w7#bopO-(o{uz-5pAQTF zP_|cIxG-_eetF!UnP^TPG^R`S9fjIxs@T?KLTxZ^7T&Kch0=D<_P4IAtxIO4fu+L3 z6iXDXO5bjpV7n!Yf#&9qDcw<)u3vYig1iZFrK%3MEUTJGTU|m$1HY$ffo10&o(nC)Nzm(}J&yeyt4KzE? z1FNaL5Kv;Jrr$#RTu1{;T|5W(6MaJx#`z>$deMglUa<0XblO&q- z4j}oz{v0f8tCt69Xeqy%q}}+Y%7?pnY4~%RCa;0UBR+HlueG>ZLfNHvjWC{$PK_rI ze1B0@UJ8rz8KgP*ZSx>y=-)^0BT`Jz(3bfPH2!N!owUO~SJRYWX0aGxF5cZ^shS^e zCmr1?58G288q5#j$D+ztUt)9qd+zNgJ=Qqh*!l($10cvg+kD z(0DBBrh*MS(`%pX1eePIv+=q_dJ=EOk$Jae+D{YB!D9nd%7-+&OrRz2Sp#^KnE{#*rK;ujPgp!uB z#HyiQ7;YNQm|z}0+xjS4pR^e@Sry>?km-fKVhkCG?If}*GmeoAfp-kQE{F>*ZD z#G+ahGteCT%5=7}G|Jl7S><29EX9!qOTo>v2hJ;6=buqDseMmPG!IYyq_)d3b8+!h81xC~XSaDW7te zHPGC=qg{5T?Vnu%J7h2X^r68Fad=ofDwfiAtNE3DvKJ1NGibB%Z!c}PK9_u>>Bcdv zyn!Z^D2-5-7OvU&rR>u(6_5s&x_NiwKsDc5ez{fCYbkEtVpTNI_$@#tW$4F&U-Eci z_#<=52L= zw9iLNlU6a%Z2Uf#%GC=;{}i!#L)vv88o1QLPgvyACC7(GBnqNS=T=2+K;s8fdPi_g z(R3NSvkhSls~KQ?+dx@4t`0Xf3n6WFgn>sr{Gky_P>Zy_gXT8(fe#Jrbnxf^RdZ(U zw=}xfQ1rpl8mJ9uc7F3m{ezDu8LTM+YF*PnbMTTP>dW?NPiRbeU1hIjpjr5Ki_Vhq zyL9_2(_WcqE?!+%Tlw^Ll3_h$+J@Sw4See4HI9_}xu@f$t}?BA9i)L59K7QpWe@mm zZ!t^uslBd&X5--ji_%vA`*Ka4^cNG&$xlVp2zSud8oy+1yXv7f7&kXBB&6@ry}Uu1 zAJYN#4Ky1MtDIAo+DlC7FKa8(z(BL`Z9`r~3y;$;NTx+3)f9FVPS;Id`W_sYW-W}*oX zEmJSXrTMdID&Lp3HfVG5JQ^xdYF_Sdb*~f9rLEf-Xu_*1bo^U1X-jU|((G-K26NZN z_q>$Y9<%z@h?Hv7_R@z26U5DTg0u@s-074{UZv~X8MHZgPYI&!db})9rgd*`qH%4s z=Kq-xy4C9iTndg31{yzMy;ssU-u_rfmiE;L2E%6MVZ7an=68D3QZEgq?dgcpfW~2z zMiYBR7fs6j;7$gZhnI;3t5J*o>anJ*xkP8A!E6%>;@&AkJ;i!%@%jK~TeL1n14FI+ zH-T0{(yM{BhewJOX_ERMX~%tNpiSuaORwv-opAEF*9k})(-pM=P3Y!B-%9t!1}|h< zrEW+AOFg_+p|`ShR@!$DWm=-{NCRy`hbAiVf4pM-8~F=z#YD4nFAP-LCj9z5TK4J8 z9tLf02Ya`fE-9MCf3Epf*6(ScIe1noeaGkJNo$iWO&fqT@Pd(tKx zv-4B)DMc$%WN5f-Xx{z?nuizHEmnpmzxR2SO#9$NgW2ZcE8!od?OwW^cV$br4KQdE zZrJG59OY%6IkL9i1Ca*W9Q?=Brf73QduX1~^$ar5oV>jzwfnsuwY{b&@wbU)74t|;2V&Rrs$fDxSCIma1j79R4UyPeOCQ)$NSwTb5DdC);>+(P#y(%jN-7?0Xu z++4hZ`;gKWKBn9zdA{|SV4w*-b?Ldji;2cfmsgf!qJie&32$^&)V09EI5O?4iRR$# z=V-h2XM1o&RX%<~c1<#9je_XPAESOX)tUqzD+%(oUrb7f{4T%bV9u82AY*$JY7-RPT!6hktc|>^FB1N zRQQ5WOWj75>)B z@&`X@)7#}ruDY_N*L`Tm3>sSCU3(wDbjGE)4FMP)CX zH__bu6i(69S~oMlk!jOb8MHZgwiWeaELS^geEIWMcQw*r_6lul>5#R3-Pv^VT1dUd zK(q0+Fi+9SZvTBm)^^84bMw2&zKS+6AgM*xws5UMn~T>{bW-Eip>KRmWn%MnNP~6i z=9`-LYWAkfTIjcIX_oZ{nw>wNn&gK=YTnCDc=4xfITQC5~`6S6>=aOXj9Ts-lMtjW80=R*T! zf}PYxrqry!7qUk;Z$@oE^YDlz^$WM;eVfj^=5gB)u*E>*JHdEL+O;C~h(rlIE4a2A zV0NBBK(vgVTgH=*B-G7H_%)> zf1G-;wO(dxH)pm}H{dWeDM<}|9Kuf4iPUhh)CWp%5mcOOBmb_(x33WS^mii~_`<=2Ag7=%G@vS|* zCsy_5jzwNW(WOleAPt9&cc-8q`L2a7B$8~CjTTdpHW18sI5 z5~K>H-4}1Am1%E$XrRr(AJP4)XbA(|618r{p*jXnQLuO8&yJO)l|N&ES^4E(7iH+? zZKcb~w0LI?G$(f{-N3$&H8DW`p+E0KgQdV>qm-d5qHfLLh2gKl)N?2eU_xk%_D6G5 z&s`=PTIalhX5+hYiU^LaQ^Dq?p+{3)Fwl5o>0o7OrHT^^dtqqkZ6k~i8(r2_Tu|_V zcd{XE!9|n?i`2q@V)Cl_ktM;>%`&aoB?C=(z95yNjnCG3lT6EW*+kp*$F#k^~v zS@`okF_gC6IhJ3LX{SsyJGYeD=~h3HCE{d?AIpjN4BFg$e^gr04o_XSS01&aW=&`NaKeF8rvSxFZ1qdA0kT5@Kc%Y5wc(<@M8z{L=WyXC8B8q!tVLN zz)T(vJfy}f*Ow2PWbeg~Q5nEIJc36jqJFc-&X8Ap%O?h!)y1ARq)1fTHt~1Mv}{k2 z2BYTTy$9$`Or++U&e&l~PqK39CkYjnJh% zo+Ayk@%eE_Nn7R_Q&pB`e}OO}GUrjU*zw7v-XtuEvH9e|#zeH_d zsFn8xqGl+LOCW%{=m8bwAD4>n z5C+1meD6$eHGfV&-XYWCzcR0lGAKIMUDyti*=0qPBcZI>I~G zaM*4dVf<=-k(zC(H?1rpyEOO{N&`cMukLWAZR-0^E4+rHwkDqqG&j$yq|^7Ctot<= z)|tK-Xf__Spd71n+k(5vmOe4j9Q<%a5w|3+0Xt;c%CD#mTJ?tf>Z*?1Xen4%?#*5;5rdpG|u zXtVOmboxn%G9iwp+$`WH(qP=|JeEyG>VZo~YwkB)zmNvw=Hxp!ir>|3zV)K)(;p_9 zg?Eh#QnU|0Lz~M!-Txc4fu%xmQUOITlaZKMyUz1X|esROzV>XX)xVf@;>!mnTMLYwSoze1}?R5FHptKvdL+N zcqcEq^p6h>wDFG{g+Z>ADznP#1cV(-gwg=UGcG8NH`^PJrtfNCVuYcc{BzV=NeiA> zIkN17Qb`OnVJEm#X$uQ`|3Rk3@-xt^{H~vVnH#6ys`;HiW1_iv`ZKi(=v*YtS+7U& zIZL{)|!9oT%eR~owXfe#G~wOLr`bE$IajdqbDqDM$ulG>on!j}SV zkIp}xq=|&INrN;WZ7djdL(%S+J)-H%lq0QyX5qUAYMKAMv0c;0;I$78y}*-bsw!Ge zXX2CcblaE?wE<0deT|}9A@OQNJm834=$RgAFm6^}{zJ(iBO83mF3%8W1_Moa;&Ypt zA;r6{>?6~@`Ov^pD?c_pt<=Gi+=yY zGCBu%X}IW%WySg?JEMp}7)gn=}nQ@}w*Ym|F#L~IL3EnZfnfeZMll=b4ul6kVM?WPY6oM7kY(m+M4zxlmgrp?cZ+JGip3olmV z)?jgU!El2}xHhz!zURhfF zXB5q~g4>ET7&j|#nn7FMCB3t0-Z=YZq6tZTtrV?S_@)E$xE-_^vt3we3&B|+#X)}28MWQoaFW_b{Pf?`7I_2F)C^yAjcb2pg#((O(Sf=$XZlF2%B^LcEoX&UZkv!WRC6ETA zCUgq8th5!1-8Pxm2WaUx6HR!bVYAYZG2gSHYfk`(yq62`pggH`Bu3c(qO&`m!`Dl-+nHw@oA#+2AYLm{!vP5 z|8KVZvZYsiXfQ*BA{(mRwmJK1uGME&Fle*$Ryh=<*?DVDpgeB%E1GCLm6vky@}&Rn zC)3haLK;|VGg^>48Gy(GaJ~Z&Dh4*Wqm`|?iiF?alSX$Yj&B0S81}WOdLfz8I zmbR{9pt*S`ums8r$^8e;m1)_lA`L9H@t)Vz-Spk+#E?W}3g=HauKdc|cOb>yr3CGTGgY2XE6XGtmdYZ69|Bh!l1 zHqhMsBt!j=4mV5KNA^OLI!FUA2yGK7dAwzx^ZUFs+#-eg(7;ljzu!X{x@z#jPqGt6 z*F|XnbMem`wLhwHJLt7n8g4_%*E7)UeAuYi>E|T>XtK6=^$j!&zX~X>oN#-1UQNrF zb3Qb1g79=tDMc&)t;|Mwf=p?E+K|QFkxENC%l#qoaW)Ec&}@+`^su9(A^(HHnw!ox-H`^`oILlF&fw2Sebvm596by)J1>!@d#o)l{WVSVU;EHt z?mGCkvXIg?wtnQ4^4#6f)1b}4E1r5PTH>uQ+sm}>0S21zSToVCy$Wh8uTpz26OEt# z3aW9d7C+~GS=$#M8jc(9z*tjh+uw5FM_Jph-Ue;LP3L4 zX^%pK7RaPFvMuzg;MAjZzOY(CqxJhY^ZaE?UeSvbK9Bnv-7w z&>~$i^=&b)HXOD^!%-Uy8_x%!a>=IeT58@~Y&pUJbMvl*B<<-DOH=RMMQPba8fZN2 zlak%Gzp-mhLoa+_;89*dK~1}2H820bJ7_pP){H`B2;*@|3NpCYmtP<|w99CufeUOx zZLXrlXjwV7Ov^vUK(q4hr#1l(|44WEcKu#|s4sN5{a&7foQu$7vGFpwscsV`Bq zTuV<}k%uitkcr0Mo0_DY;D58pGw<07r`t&%8W`&0+j@G)W>2eYnqDL0CZjf>377qJ z;k59{oc!{*RheR-*||{XwpUJg7C-89S=w0>OlU4!UeUS+&ABU2w<${v z(u5|5lxI~h`>B&Mt>!WV&CUA)(Ov)8!rPNY;H%`%7^!n3LcIno2s10Zy zez`^u$G44}cf3sNwcbFp^WYX0U#9(#x}i*SZ9p1~n}wei{!z4KFHZ$|U5aOq?>;oJ z)WLU16#eYfEFh=X3phdcZA5KAjlpsd$jLt;#5+yTwp9#hoql{4^B8>L#mFGG4eZF_Cv+sZRpU?AMYwdl`K5MVN zc9^0Cw@7UwkKR?k>9p}vVzd-Yt^a*(nbvm?(l84A(M#vy$_9RNUmhWq_96|UVCPAs zCQ93mfpv?^+S2@Jpv}pXA^8+7{d~LYa!j}ELv28F@Kf|;>A!2fcp+;Wx*utNma<+3 zd6l*fH+n6Q{pLD=G|*<}vz{!?{lBsavbL968ZV7npe)^$_Gvy@+unny4JYONG23y%xr{yAHWV={A&B zDo#V=TPS0dv_n^0ua;-R9W9I>Iis17{HD?f+0b>TG}45d2FfUHp_gi{kZJu-YiJJs z*}P2AvR;k#we`RtR5_!edHC@p`q150zx4yzZ%=hJJO5aqE#3UhGWu$kF{C@sqBa<9 ze05JD9n`_@Hpd4VI^rC{V6?fpw9i#YU*`C0t88fX^GE|}PX1=TrVQQQ=jA{-r0;Yz zJI^*ye&E!}YR^m>y6w;fjW%8wMFpgn`>U{N>kM(JtJoWw9$3d`Uxd z@lVs+DhT5XkFiJ!X1%PT8N8=4RgOp23L0v<4F||6KN^J8%RfzNUm-4f)(Clk%)Fw} z=H&-NM=RRQls5C_D73k%p}Bd{5Y4Lw0}hNZX*fXgUqc#L%Gb}Y73@*1*PUgzUDd%H z{OAe2u5Lfb?2>5<<2BL@UO_-7hZ`0>*wQoSzWp-+!oRyZ)&XDQlZ@SEJ3wd+Czjeri*& zsZ48f4`~omFK_xn+fD(qQx3_r?DsV^J6~1)_a&MCqX78{a@vmuQ80KrCE8$%u6!nw zOpAD+(dOpK&o9*oIlH=Xj7)2riZsyX;?GLDIk)=phNom&frm(gDA@T|41F_4O$~c2 zkGFUoO;{f-QnaD<>TQziqZX%Wv>7}-9$cPVn}6+L|L*Q4YWCUYZXe}dm2~TAzQlU32H+cAH8(UrsgNbPs_A^ zPc<|*e~?dBe#`P{7K^uOrN58{e)IA(rj#C^S#Qn}SzDTx#?P424qKt}eKX3m&CgI9 z_)TaFLpiH+W3-&5{&WJ_mr1|kmLu0AlP{kBYk-!zRmQvX(&otolzr= zzvpQ~EHUMk#ckPrGHGB!6DqoKIP-*ugXEb|@k6A6p>F<(MLQJLO21wx)6#S_2k$&U z?Ix>~YI0l-!j{Y$ZBD+Ya76j-$*Vw%7NSG5APvTcP)XB8X)8Bi*LSiuR{+w$Z!X^R zWwO$iy7^>+JV4U@XsC^)e5fZ-<>Ol{Hl6lnMQH#N`fAb(Yt{K#x#Wxlg zK#863uAFHoe(2Wy2x;IpC*S&`50CIE)91Z65wWqK#|Mq*~i#TF2Z-18pu|tyxuR zOW7FSMfO|aPml&taPTdU7fM@}u&`)Z+YKGf#^(YhFC3YQg~_y~c{JJ#PV1s*u1*7D zWJ`PHMH=|c%@1b$ruUOLZx7RMT=QebG;mefd!BT+FU#evC404<7;n`Ee$G&H1r!^SklgQiN^1J zi9B3|{H>$$FOSm-ws=xK-W4=|6jk#w0C|qh^U(%wV`8Yxu2zfWzx`Xhdw1*qv&t+PhK%{{-ub@rQKHuE% zdzqHMq=x3NqEr7g`R(_Q4(8x5<_3zk@!=DfO#7{}Mw*i+$_gmjfi{=d%Cyl{ zG&BeAy+d^pO=~5UlgCHh&oneIf4b57IlRq+Rx<6wsv4Tjfnk&4!#&$N;bS5n1(9rC>3~ZaC4M@52uk5$$I-0@HD$s%OL6KJ`%6?no)Myh*ga5l~ zyy)EnvbJ6>4b8@D7%7)}vr58C`598$jWig&cK)WPgk{x7Z|}*L-qX>9FViWCHtyX> zU+E{#tPLKGHaD+PTcM(mGW4p=^c!vz4fN`0{?DUXN?Ehl>%TBrsH|#r9gCl$$f{^P z>YTeL)1K;R!uedfRF}Bw8gB`kQyJPM zq}5w_u(>}+7!Eexwy3!>bXMaP0kYd(`_a%){=%ZRs}b=wi^ur>TBr?ZcD}4!PnNbk zJX+QkUK?p(sfVW;=*qv3Yc*OR)9Thi8fX*lk*2zw687?Sb<|2_X|fSB z-W(t}6;Alk&{EzKmfF&1x?W(DOq*U0wIPk~snb{UmHpiUkl%sIbj|P^yc;hp=cH`*VIsHv-I8Em_Ky5(d@A<0=R&47a zi~Y6E4K*->H{zger=Uf*Ew;gnHPX-=Znj0=jog;=PG@;4BGgLa4LM&1ZgnbgfcK%k8d2<;18Krt|`(Wq#j<3N1N*PDs6o& zTl&C{2HHIQ>u&C3f+XuM6Ed%`O}-rnhGLVkeuPdure=E}4q zU!XRyRJeA7N@@07uQFP;baERF&BmW0>lH2h-113BY?aI<6aZ&kYT7n-9EETSYtFCDCf)nFpT2v?01~doX zS6HP+NXNEcy^y2OqchULZw6m)eW$c#4A1qCJl;xmK^kat@kj4v6@~G!yYkA~Qgk$f z-$p@syqG(Y#Z4Mcto2z@Y8hJM>k3u9fcuPNG(VHY;YA+6S3Lo;|* z@URNP&A+dIF4O+f(Y$abz zb-S?rl;^Qb^M)V|2CtVtkk%?~)gq#%%Cy&hG#I?X9o)~Awju#T@5+AL-wU+?&BkLI zp|s5_^huOF-o|~Yp$Uh}2P-$O`@nY2Y^x-^W^`XziX?U1n;-i52iQ(!f$X zYueCN8G7^fqDm$Vhua@In2T4BCo5?W-bb{MX)}6jqzTC_s;R!b?}Kw@NYT(%eKa(_ z+M*A((8Yz<$)hb#UkyyS`|?*MZPtzqz6vCic1cI$o9d(0J0bU$TNz|K=l4TtFg*Bi zINC}4GODA+)2Pcg2!qk#;m=*VB&xu`@N9BGi}ptvNb~Yn0_{ttZi%TW(-Qq?pv}n# z8`a{KX?WkF5Pih}jW%J6zL=t&YTey;=P*u$KHq9+PJU9IPJ>VW^p`7UNRd|QI}Odw zt8(@$TIlazTfF@q>u5H<<4;Z07B1~IS&qWCff{WNo6cRA=z&SLQxxxUJrjB9a6L* z6MMavY2$`yXkLCOpZ4pH7dg03wlsLChGye?V(pc-9|{eNm1$XrX=qNKyP!jkk-`7p zeH`b)DILw=UDQ@9ZH?aV%PT*}XAakB^YB)#blfR#)?qhfTI(>R!Sl_-t2n67UXP^t z7TWTR(9j&bs5(Sh`g^WR7MZt8el!?wF1`~^pD|TJo>=q%{COm51Dep+e~6;B%wO=N z?6=O}YiKU+H|q72lxkZn&xKF_hct+SgV$ZqvBce_UTl^}?@d1%SZeTnPO5SZo>y>y ztZl^)8f`9KnL`zkwTCo2BWvqD3TdEC=-O9bMd5VICFSKPR2;3LIr&?Lda@<_RcD)Q z=|e4z@4^0}EPYcyaG9)a^BB|yG4=9;8MD<0DV$~XO_PSZe}ls{GIP(<6Q~uv9p#_pj2HW9c^)Wxq|Hq|xT!exo#A+tU$SWm=QT8k&dKs8N34ROfCM z8=X0(APp>a^TRPzO1ges&=_;{;&;p$9gQcAsSnkz>g{)#FbqQERE;zbZ`nu12p>5k z)8%Q}ewv0R92ucaiuP&s+;R{KPDdIJH-6}h%DqPhck{KqMzi#=&>+no(5*;pQV%~dr)I(V|ldI`59^8HiI9@pksf# z63^W?4Mn$QoR2gx)Nrx%GnLLwA5+ATwH?#Z9Nf|yinjmXk9?<)QQMRSs0}Q&@$MzG z=d^BMrscAwO%@^zEOqik*?;?CbB|cO%#PazQ&A8Q?=G&F3OJawL(S88ZN->4|%w_N#tiIL~kQ$HH|jql~sM@O}Y z{uYNNcdkNhKy&bUbxK)!y!W@h-B)~8hOI^#3^y;|wWdO=BlCM)l`XBlMniM*u4lA* z4xV{zrX16EI-1aSoT@9Ah1|4A&>UWi+Q4sao?fKn(U|F(Eat+*bw~rh2~S>n|J7^s z>wS5=HC&H0(B|MNqi4iy?h&BkFxY9 z$G1(*nBoIz#zxczG`TSjYO!YhVe%@@0R#>sBWvk7Ss1SkKR|5&;0 z)#CfLOha*EUGk%Wp?1C_Mpf-GTc6aIY4bO0w0ZeS1zL{Vo;Mm`PE!m*mn|9^k7#ox zZPlW#OH3FVT5PKZ=H{0JOjXi;uK)f^GYFW#OVZN(%lBy;@k&&9by?Z+ZKw=F;N*pK zbSd?Vm7jDom7$%zw<8UPhmAMkxTk2wXEDQNTKOFsnw@WP((w2&;Ic36iP|3MXkMN= zqB4ZzqxZ+jgKgtZjW#zg`=nO7PHgK1Q#;-d%ucT#Yc;Tt+HX{aM5K@D8 zAa0=sNKAvl7PIPa9Zl%$O|5j>oz8ACKw^H?Xmjw6`Ly6ox->S_bQ^|rpv}#bDpV~SwSA&R!D06ONCRyizDG1b z(Qfv>V^J4;T1zun8#{W8w`%otjBIJd0gX1{+;9~|Yx(He5t-KZpoZq;`+l?=cDcve zf%2>`a0qD-1smV(p!D<5Cg~P6^4D}U5C2s7L(%&6-Bm)i^q0dLZCdS566Diq`22n70Ds{J_m58f; z*VKlug*CsUHlXpd;52w`eWUl7FqGE!7{b6%H{Vg9E7Q_*=e;F|wBm6M&2D2kW7>Qj z6kcSZ{2)*BqoJXES=mfk`XJ}+MKW#c35_-vPo>5wZGq7>cFTSnb`oiz&C5eNU-|9a zlTle@ZLU9%22n8h^;+GOrR#SEkCJKWI+~kr&u3DWUI@F~L5}HxSkwlV+W5kO#@pDI zn=Mk%Odwaqw#+Q3qSZ-UcV&cJESFUhplXORY$+WGpvm5RcF zq`@8JDC9ebG|=Ycg~7Bd88rO(Jz3io9nH;`NR(}GuMN#8(|$Rx(I%W1p*_wy5#vMT zxzOVR(!g)RWxO4grSmptC?wNLUPK!Djo&Iuw}V$Ja4>5QC5DcaqtO4dhGye=ytT^GBF2(Nrlt4-ta=4$;5WWWF-=KJ zd%h`6hCT6vp`ok`73ES#P2D+Nj_B5_8f8M^CuO6~HG6zYrVYJ@G?d2Y)geV2?doVz zl;eum(1h!iX%W&sZL)89k1=@ZM}rvfM96IAwsY@?SPYLn2`CLPKqu=ibgf;)93MCl>Rd+}Xfyb_a-*`e$?h_Z<%y8-hKAJc?GlrPJaN{nVQpZFYXDxs>wT^9vO_$=aGGA`PP8%X_YntF6{2QQJz?5{Ai%f!HW^7PuZ_C*IF!kBa<}RgbZVVqJ?IPUL{-F z?zV@9 zbi49^M?;IsetYak!zl2RbyUQWtAAW)*>BrYQ5(<`7r(lj(1-=nytXs^>o|1E1v*V7FDtpKXHpOqtpjuXJiP28P|@0-Jz;U}VwR^Gnw__# n8K!7cn%%T08j97?e49I&vt&@ea{=c9CWd6pFypVx>fiqX?8O4x literal 0 HcmV?d00001 diff --git a/pre_processed_data/validation_results_small_omega.zip b/pre_processed_data/validation_results_small_omega.zip new file mode 100644 index 0000000000000000000000000000000000000000..e56af68266b94a321d672c4ab318f6f34b7d3432 GIT binary patch literal 1091850 zcmcFsX*|_i7w$G`)T}wpM8%oUN$FO%C=IGxNN7Y!rs8DmHffYbQ_@UDM213cBPCSI z95PGh%+tHi2luz_|GWB~FZ;v!;N#<2&zk;gucfWkr|;-qy?PDk^>&4D-O1)FXO5%4 z+|X|d`dRO`Ik@kD(QaEK)%mJIBbz<;yN$SP5gYw!X|~U7+uCI1q331N-cYJ44=08gtBbK_|SeiWK#1J_X*|%we z)CpaEmOsrJ^z`VULs^3kHT2T{55SMVgzE;?H4C}{OeF!ZF#uc^n=XW?(29XJj$i8g z9RF#4eA1HR*TxSSKR0>Oh~vIn;$|GawblH1&XVH`&5y^}V-QAb3fFm9cSL~@a1Quf zK3xdSrY?0$3f`E=49d(NBswxk#2Lrdy(Vh49rN6<|H$IK%0;qDMSGNszV^W&Xe|@2 z3%JpL>C>@0Cbm=&cI0L@H2QP$bD7iD;bW|2#?(C-Q}^Q! z48jAX1eL~J=ei+GB_VJz2qIO=7_{3)T50ZW2_pzxZpIS+mLV5AQp zGNfI|sop$v^G^^0?o?T-l(mp=(r(A)wGvv8^>Wf`Y>4j#Xu$&+lF)4MK&hOnkVjby zA@)Vif{HdWIxCdKc1~;=qxk;o=7hYi1 z%bLQ!la{n8XU`h%dyrF|D4`*^Qbj5nxLnGyO?8w*?9%2M62h||3QDE&y`k8afz;4^ zT-F}MfUAKkqAX}}ms*9zyLvK9O73jBU*zz|Xdq2WMDf|~wWatN$}J>m(r-fpOTeP* zl(t={+wwfDsHJDV?bdojF|xlq;8u$f0@bZIvZN9No6n((AWH0g`%wY|K_B)KtBALd z7>rT6{XXsLN6?V)3`0aa-4=g-q+grdMv^cqEjlu$2^7N*B}NEwg@90Q9(IY4{v zd{m?5|C7X!Tz4%!{S1_2Y()?nM=VnSA>eM6&!g;d<^SIH-g_fB({i4 zSI*7W_oMjS4kE>H3-edG9Iy+@lJ+1H^yYKJK?pbrEIwr^By4R|v^&^DrWgkEtS_b8 zLUv?|AiVQ@l`kCx+8Kse9Q|iQV+9%78s+V`cJ-PGBuN&?ko{XL5!z%-X?^TqJXrhk!ytFH0C)c&cb#EaqUVG>l1+I2 zOppfLBMJDFGmQL2a?e)2{!Tho$6?Dl9Bd&yOBw)?9r}eJ1e^wefO4*CS#d2cOudxU zbH4UY*@mr9;kH#nxK79NRfQ{*BjKTqOWTs7%-+>qXzEHO`Y>TC$>JX`+mW;V|JA2A zG9@Dq@eq&)+?0fT$~)w#z&6G*1flxP&{3eGaR@xxYEbmq-znTv zK-LV=d&g#+SkoV>8784ruX#ws-yjXREeSZ3^X;f73wJafX(S!%zPT!CYPL{#8;=y- zRI|1Ogn%oWC!p+<#2)wUwy!ECX*jbcCdEewYSB9)MUQ$SP690nXMs;UPZIn6YARcm zO0v+oT4)@ww;xowT|^;T=}hULAO<|kVAJlb)+~q(+E@97#IQEONqj+lDAdR}f-n?n z4&MNpQV$F)+8KAax<{-@8)-_z?%6f8_c{eM>9--L)HT9tHwXcDN_-(@K?}uA)^UZ| zBn@uY7RL)mK$(&jg77@nMO!)us+3z|+qBD1&IuP=-EfZ$a-R|4&N({m=o_zB+q3+S zdaQ;%SPe&R_3*#igFrF#5VVML6X0ZRjd%F|3eu4BnsOV|V<$smxQA$nRpRGJMT3xb z$gQqDGi7f#gx_`nX!j+X zf9WaxEd5NnB)OPpI<@^FmlTQ+jIw@tvKs-T3xEd(j*#+)2BBKR;WMV+>WP%Q!hUVQ ziZn7)~C$!0JBFxCmKsig0R1bcDo`hd}l{A!`m!I+nG2nt` zaVe)s8FTL(sI+9vGDPMn8_PfH1=Vh^(Fa`XvUf{C40z$g7EBy=~oS7 z!hLqm8Vd377V)q?YxZccmx1%Z5m0ul;*f3S^Y@%6C2UF7L*AgGp$jSf|4(GBKxu}7 zYVKN)2wV_c4&^qtV&oxvr><`#5xGGl?XR@-g0j6b0XHR)DrHT3#^spbZwMt#$#{|C<0_+pkfv85Q<{JL)KL%v?w15?$_*K9K1XDe z+)mQaZ)LSzCkr&C4=7t2`;C2As_)Pu0p%E{>6@OOSyzZ05I*z{@ zR?QQ}W26!Thef%H)*QZ?+cvhDm{5{QbV_wA{{yNULJ$dlrZ$_UBY{IXIOHEx`~G(7 zF9JgRn~bsXIe!8q%#e815hKTd2yiLzRVk+#`F7WMnMcYAGm;G}ihP^`A^3(kX!*2p zQ@0uYwrmhlrXZwQuJPuHE>g=j9haiFHbcFbn}~z`+vaTq5#W)HMcJe3W_LXco>oR8 z2uqpnbEpqA2+)iWSWM{X0<8!~z+qFa-GqgAX8HU4B0r;h`*|x2hMdt(lpz(29ryTE$3n~afaC43`$O4`p3HX%T+aJB`^Di~k`xD7_^49F&rhA#n2df6-qHCKio0{gn;Xr&88fnKbCi~j+!KsTF6!kO7rap zmCkO+tvVlm@fn2B!>zJtyQBxnbvf#c)~Zb!XI`8JBi4^Lm;mz`Sf|~-~{RP%%@#3Y-^wS;Qhr~!X?GuuTT+sg+ckY1Z<(f=$1&1OUfqAF>mp6gw#9_so6rId6-mc=I|*u!o;?ft)-I~wI}xg-_iZaA7E!2 z8Peio1#mMDk8J`DWi143|GC@7uZ6HA*HiHvzfl}0&kIIL(&#_e@09LK5A9S{_n=w4 z|M4!r$%?xyl#2!^6@A#2u+6H(bN)oRlH?kM?Eg=#9!4Mx{#Z00lmnjWv1vbnjxwwq zli<@(Ks@`bUVr!Pn>~=CvryHO{50!HHw1=H>Y-@LxoXX!SshUe8p(E8$E7K`-@$Jr zmr$bjC1&XxsX`lz_RMNo>jP!0r3?r!-|V-MKMaJn5ePxm=*hi71h^UTMU>mZmg?`H za$Xb?B*?m*o>Wpe6?lXmfvkxCch|daD`Lb2JhF-Slo9BT98sl~-bo;Eo7YqtnAaED z$go|~lPnorB2`@A3MprK0dlgdi$pDCqS|<7)YvC};43#iGNd^{pPE4$a6=N(egGYC zA*^WT1|i^vB;rwSt41{@ z7tB6WLK;$%dTLNnI0Qk2Shz4_G!JyDI13yR8p6)Wa$iv_JG?*``6E>KCLPz zKAcZl6kM$^0Wzeihz9=o`bZE0Zb)p}VjCD>axz5z<|LXlHl7k+dD zXi2zJ714e#IbdlGpCe#xV$JH!<>8MrUjeE6XI@YFhm1mkJ)xXHUrk zG27a`#UKPc#bD8PtExWx_H~&u9#=Ig&+y$1K10t(5azA5_W&&khrpxllA>bMj@uPR zlWuiw-Sw8v&5-|gkY9r zbl$Kp^uf&%`PETko1-8LxKHBIZf_6pur+Fq|4BfQl{uK=opkkgq2Z-Z5?uD+5V*9n zRq^As>kS2rnV#3YA*UmELOF(H&a*M?2G)uo`K>DnD@@=#ubkmHL#V=gW>uT63yN2ouk#Ju-aX59-h>q5xevXHmLT)u(_@ zxtnC^wS9(S17j`Yxu9g$Mrb;0Jd(5hsVEz%GYlI78ph zZy_x#zv|inLg=9d+OwX+2Rcpuw5^W#OcMXnMoZ6s926HMjhOgmmH)PT{#MQ++D=us zHT~k_y$xg|#-?)T+Q8mWT)Kft%1b|h%s zqbb3lCE*CT)E}*W+7)J(WpzlZb2I6y%YlT~!%a2fSk^#|>I@UQ- zDjKM-iP8RvjE&W+<`19Gn0J~6f|BnaA*$>Z(I0D$wir5jN!KHoY|Vv zWl-TG`SxkEWDrX#2wX1ZVT_O7xzUM2^16iEEC1PwiN#R9>VsHtRLO%`z}>2d_QGD_ zQ~OgI=}Dv-+#XL1h4a--C^EFWe}{*wa6yYWlm~~KqcoRsMU3*Z?5;sW=ToSUF$Wpa zjUlgAgL=lbz@@#PL~-%u5fR2+WK(ZXWbj?z?7>irTQa|Wd}P!t5Cd*WEZU8XfN%c# zjV5nXiH{|+XO`=%`~a@glMMF!buQ2y6f|y1d?Drc7y+jpZT7yZB-OC5r7Px|EHoCg z0kr`-EPD$;8t~A-rM(ECIaKgXxs|aA-NVlBdg-CjP`-K?$zk2?%e_Dva5)HQuLRUI z$h*d0QbRP9WINj}dOIA4Lc>%Pp;?pPP6qQNoCX2y0yKoLn4B3w9E`bP8ue4TcqrtP zo}$Pg8hP$9Xh=8-EZR+acejnPqpTR8tWL%MmFFN2>UlL{LBE%)Kq?l5v_IflHs;>u zy<;?2+ZQGdP5cvhfi5|0Fgfw7wNz5z@+f~QQQd399=ytt_QsB_elA4vh!w*!)kxn%*=bliHy>PL1!vDXKp^Yr*PuAOLDWgR-GIy><>j~9Ylm6eTE6BXdDBN_VjbUmebu-hdL6&rrmi0&J^(B z>QUsC0?fY3f{Mno3=!=WpSo6>T-%mp(wK6ZjYD=p!^71`(K4+CKc!-UMf(6$)P75T z*Rn=3*URg>*7sa8c!o<0seu9)K2aih3pP@*!E6wExOvwV_a+B$=bP zx~u-*S-s!R#ZYgqD!+eVQPoMblj3(?$~63Z9SYD^2*HqRooE)M2`X_5uP@Q)E+4AOvO5YT=AEqrgb^@)qQ&_ajGlWC)~ONozGvu(DnH3wHeOOCB@c5GPQ z9oiTk2`@fr4<~tc9%!A^kwYRFy?FVG2hfYp;mC~qJk{q&Wkwv@vxb%?G+2O;1bumqIn=yiQm8V$ZPhTJAutuaQ-9iX&19~S!+1x3PXC%*@OkiE%ygvYoTHH%AO>8`9O_$QLd>!sL=V1BJT?@D zhntxc?0`&3fO4dGrO)c1Dd8A|v{y1%4p2X&Xv8?SBAfhHYso4o!)QWk(5^S+f)H?1 z;?aJDE)F@ihi&qUjBSDEa@CY?Lm9@uNDYAt^5nanDq|i4uNT;~7Xg|EBnn!8G44Or zD}~2>gE|1mkXNm@9eNnlLXY4~yN4mPj(rqn!T5y!J#~W1w=8hw@NiVMafk%7y*0z`km&ffzWW`gkxQc7Y z?FY40S0XtpWqv!|&BAXJ3?Ai|da6dBbd6&e!;+`GLMskIBp4$AS)+eU1EqlbBNpxA zzghp+O0HQ}81ac=)JByYWp8k6)mLOl;tA8{cKcKY33ynbJ!hD3Zc$vZ^$!w)Rzzac z-zLzmq4mh6ewn-LUN-`UOT}3bQD0{`)plcR`e!mxO{>)~F9mlENdnvPtmcK?O86}V z9+&d8XY;5FeyQ&mgN9v?HbrznQQXd7OwUE3!XE?12px`TOkhw zzO_zoNv||P|B=Ai3!F22jA*#q{02T!g2y)z?KwkD=X#4SyKs_+ds{P}UeW=_ZeJnK zy0dBIm2Ok|ZI;2IJ&F;KyXEoC#x9bFiqL!eqnd_6wp5FFsPwjT1r?2ZB^K?XLA!Ec zfI~c4G{_3p&t5J&5o*NDm9zlz&1*miJ>)>U1&}dQTxykhn#@->c*LEY+aG$8F#)k) zH*X;c8<%TB;fAJ&lLxyR89J?!gFx`EvDdpcrrn9NKAy=R@&={IBJt zpp(aV?%QewzP){el5REcrT3)5z@ps`3-AgEJCIsHV&KPyG|3qaf`$M_As!~Z8vIf^ zQ=&blC%pAoY1hgk(kazWIHRtw0nMz&BN|==85Btcfkk`G>bA$*wY`JLEW211HTFOB2})Sk zBSG_4M_iRk4SWvenN`mV>0=Y}yU5<^&)cCDn>wH-{RpH6ts%U_AOxHR>g^ca3pSM& zuY*WSirH%s=sf@$Cy~6qon`*@6(|NgPvX$N6jSrbukCYbD(O~tx0#$++zPIKE=T#Q z`Jfti5CfhlQ9p?8K7Zizn~iPc?x$n(CSFhI1iKkukSR^IGb;lz;AsYRLFX?{jdf~? zARTLI90^09BJ)f_h>D*CBDmt)o!SzSZ;ETgA2*bd&i~DxBSby6IpxvJgsokQU7oAT` zOUkA=?FesxI;@iA&-*&xkM0J*s6TO^B&1z6xCaHxJ$*xt^=NF;3QODTuK54=^=6>( z9KAapzK?+i2I`~3`5)J1O-$<`Vw-Ert2g5vowhcaC82hV$jBUnVHgWf2!7;r8grTqe215`7?o`>d-;@k6d%E-a z4@Qo$Zbn$Jc{`Y6Y(p4olK=j1?3Uq^a9a}4?(2!?1gIa3{7lBSX)Eh>G{AMS`N%2V zpY^;qsAwDlhxP;FkR2z#UXgWj?zvL$mH0x7)jz|bme_IRl=SUGxS%EBPKix>)=+$V z&XlH#%v2)7n0_|9$=T%(sB}AuXfRR?%Iv0r5uR}xXg2{Yony+HL$8q;M$ve?FIS79 zje3$7&?(}!;BEvAE#P|Q&|YZ}P%WBx;Y%YC-Qr*PrZmY#g0lb!0zd4ZA7F}slOUk| zAw47K(2do_j2m3lx7-dafQD8j3vcH-4}upz;ZhLM-gcwAFFB(?P)~kH4;hyJbp8=w zLx~LHV0_>Ac2aS`qkSn>Ro~s}QD6s=sJdmSthjX%N>t4ef-kSGNcX5mNc)A@$uZg2 zmAlAy^s?Vyv6TWL1e;O$A6M!s0y)4_Z7%IM=(>*2XIF;Sl3^{z%;9Go^ekx!LZEtf ztEW^5IDE>lNyMSWC(V=2k^Yq1&nLGW(m@dlYS-C|W`GEACG%)UgqpIPD-oUF!ib=z zF!*egGsM9(hklV&7GlcJ2k{0FDvqX8`&w|>hc4<>1pd|eTiW((!m4yb)}?#Ubz5CWdv3248=Xl@jIH0j8EWDolcZH7Ok$M=Ci1L1$Z4q1cOuEcCbYoCm zUu7tQqQVW7;JwVXozU%)7*PR-K>aC9j9y!*OBrcLKDLWR_VXq|O?k<;|F;87lEJuu zLtybJe`eGDQQ1&e|CG#+et4}`>V)D#D?%_w?e-T?3OE7|?U$;$K5-fexr}8PGnPD^ zl(H3SrY=Kj-WX~P}4#moLHeUg1UxSCXwA!UCG$?i5J zh8B8cNR;;&x)1j&QcP(l98!GZsyOqPP=?e8kuY!VrVF4Q;Uw^BH;;5Jwi?{pM>geU z^sl7YOa@27!Vm{OyWW5A=73>GI0qcsw@I}(*|!Sn-jELIsr-236;RvaEeZ-VFT9TG zRszF{a1vKW_UEiWhg z7IRek4BHHmFbCBNdwfN3_X{^8fhy$}RW%FR%2OuSmlBW8w|stD5(!nDzDNkRgWkr0 zTE-D@Xd_Ux&bd0HvxVe9zFuW+1UMThxf}MU?zy)h1l)``wBJWszAImSa=w_@khJWt zAf<;fuJP(m@qHYR&I1D!=fsir@nlZ6m4mLSte&I3J zc)+}K;HE9f+qPk$Rp}rNI0hc={eNX~)-$4RmJ^LI*}SJlJCAuo3%8>X4VQx}D?tdj z7TB~uHfIzTJ7;K-hdpKEzg0Xp0*@t2W}W}h7#R<`B)n*2(e5INt6h>;Ju4(waI0`F zSzTKRZu9U)x$1_GDexKz9D|T{8%fcq^n;0EGg*c+1^qpcZfhLfUT^EO!nZTDgaD2yn&jpD#<~ zppL2tXaIsUQa2BT=7!`8dQO@TWYZrFwT+w8B0&a2o6vGNogY{Su`zB`%Nh(}k0j z`_OKYw69hx&N0}mz$+vLo%_<~y^BAT=~*EN zCm$cv?6xFE9|reHEXuw4jLSE|s;l$JK1^fZ&LW0 z(uH9$Mzy3Nr4;@cmZA(LdesQR(CS@(fQHmV&$LSh-Gj^D8k;1LZgqc-;RU;wP=@gd z8PcceUx#!X5~Bxzv%sOfkhEq&%L~K$*CYfp3%RfBgy5s?G(^M0KCf1TSyB%gSd^Dl zXVk@HnAs=S6Se0Gg|9=8LmP%9z3r!C3p_y<@ZiR$JCw1)-d>O z;TFFz{~^dikHU@iM4RXH!s@C;d49z5Jk^zUeuLzS_bM03Di!TfF8bQ1m$p`)zN35f z>NTL(6I3uL&fic0vVhx>i1wp%@ua%h2U}i~EZhqpuM~H!FXUBwBTGtGO#E*=m7(XJ zmPEM)p!z+xPVX@JwM};XZG~`sJ;)_}MlPxOV$z?WSH)ctn|9q6km=}^6y8RLXMW+{ z`Ziza!?P>$NPF#h@Hs{t0`;XT!W}brZ2r5}x1eF$!b>7Xyd( zXkpZ2kHl$ijPcG{@wW1h!3QL!NDHE`=31bhaV=0^3*(uqzTLm^7^&yL!N*;$`+;Ap zb|Vbu_+fCa+7kn1Ju5y4wzpNNAsaEtV@w9^SPErHE09}_JH5$3Dof(g-WjI*;KTMQ zvl_@gO#A7k3tulndX_-&*li`{M3Rv5eqLerSNTKrjCu2>iOSg<{Gf_K(hb{kvDOC^ z1FmNw?a?+(efz5Ld!NZf&*8b#p_IGe5{W&iH|$s5d>+Jrrx+~SkJ_3)IJef;Hjp2z zxULbto=^UOKDtTn+o%L44FS_6oCg-|W5XGbpLp#F%_Ec5VKes28ABgR{zUP4+q^AX zK|SLvP`_E7&@n>Z=~5RFpJkIY;tPWMLMcWxf}k;HAN-L4kI!t{?QPXV&wuXw8cRk7 z*|a%=VDS6%4y5N7ULT}8!@yUi?2__7c0Ai2luzn;=}^wZDW@QpBso84$-Scn8WJuA zF73b&5c{v0?V}39klgGK)w;y1L53uGtetZpaA!9JMjr+b&$I`_qONbM2{}c6>2dqE ze*L9ROK6Fq4?@5-oL>z3RGb8%fO0EIIO~^jeD1rHVWUGM$5{6rV{NRuD@17H`0GsI z>g!<9BWZ6heKzhq=u>eyvuKCse6#DX^k0$Fw()0+&P7x}4S)y~6{ZxKPVZ)cVMjO% zw0mJfr4Mt}R2a+izsaSTv8vT5KRRLiaTVx|a0+Pm z^731~?Auo}W-yYssC;eP0r^ud@wI2}#6Pdqyfl|hWz@fdY zEh3E8kcX;I>cMQIQX;dE&0Rcn%F`^U z>to8b=Y~uS1 z&s2xykUmx6mb${43*h&W$*7ZOc5Ib5C}_M?5O64W@;RbIQkWKBJkVElo`NSr&Go1|iaO?&b@<1y>g67d~UW5qW%~P08?$>hFDtx(j_IT*y!eGS0 z`=GRbpjXAUz^1(xNtmMl_~X1vB0jsd7*?7qO$E+Km?9G5$9ur@&NvAy+OOI?_b*sh zV)>J7zqCAhx9<#8?Ifb;oT%FR-ysY}iqwMx%8y9O1X%~{mSmFvJdB=JUi%E*cRGm7 zX!c9rji3^62z*t_w+r&;Ic8l8{Z8gc{|-8Ld#MlPk0eXZtiAjH#{wfq>Jiy!e>HD@ zQ6b1H>L6)QE*V$r>DUX(kp`p4);B|YDVSmOpn>-F!jR&W2%G1OU2~-mzt=xE1h)$R zjnuH%z^ocHB|Nn8*_6lHLgt+JzUf#?n361SN+V~C2V_c;+dStD_$5+7UhLCPPD>8&TPo-sl?xS`zM6MXHn`D7N|dYKJhscFK>sKHFw4n5+6D zOA=38q%9Q<)G_G3{Wm^%5u=4MdXrIRa2WK(_8(+P*{-i&fe>(~B%=LrK0y0mr~NO+ z4vA9Rr1orCXyRG&sgT353I!qHmPCD7dqC{lmeRxJWW{jerHQ&a_y(gEvB2FVf*VP= zOX8@~exA4BkdAv}7MZFpIPzd*P#V+$Fhv3S=yTnvpq}x_Kz*ff#zt$?yw^v`j|;yH z)$CcFy`Vi9k|)oDCf7a%EeWSVMEjwqX5oF4;^rcMf*TfMoDef#TLfNvreC8 zPjNMLd|?aH^P4HzGGNhzdsTsua>iYwZCbRs%8__6d|S&l?b9Ww=qW{Zw9aE~1V{pI zM?5}d1o?_Xs?1f$$2`ka=f}B*_l3qUBvsF{UxKD?kM!HBhxSxkhLvJae*O{CrzWom zN;8ZGH+l3!PIZXtwsw#OTncR3FC@hkol53mU&+uWQ2#RefgU6UWyHet<3qQ1v%si& zaG%Ph{i!Ws$f3?+aU}`C#VGG*V*uD0mQ-#Ht|xYZ7;riBXuo(?y;`r|VwXZzZs{KC z?YYroAvFXbLE99u{{S)Ig67cfZio0TOi@jJ_~*8OQ=|Nz}*Mgn2F1&e|_XOLEXx zSa)tdSoO3a3_}JU2?bfeF>q<$!ql~Yw<^-IiNr8+kotubs2}Ew^t@TkpB*>8JQCN8LyyYec0S^m2A!P^|!sw)8+cZ)O>Kzs) z`X*3@5sDzx>`3zkeJT!tLwmMR-0<+hfjEXg^72m+S=56Wh9a^gW1TMe{Q@oqKJ6#Z znuViwsD+Y|&CR5elWMF2_J)m7T&P^OZ9W(ma2`ao_d5&kj(Z+;nz2>o(!Rc#J*vu5BC2kSvQw z!`XI^42gD@mv1nop(Cl3EPATGu&YkBfusLZksU3HvM-g&B?)MI)r2NJ-Erev$rn|d zJoM&m6het=J%aGhltUXpDd2ME(jJgBT`By&QIGK`%yObhf--a$sSrsat~D5bnTLy+ zdV--l>#b-`7b8bfk*g9k_lNqzlIIuS?`XXP?Fi42ShRiWwnw3|@0uG)J326oFcq3>>xSTn(r4W))IO@^_^75igN@$Q84{}Jw$c_w`&t!ol;C95LJvJ}& zo;x?!w2LHROY^CJcga8#3`39|IaVb4fe>&p^JsrBjH-%SS5nbI`qT-bi!Q&M0wt;f zKu;(jKac z^0n*8HD;W5{#z(-^lg40=*hNZFl^H4#}QzvitCxrr~I8qsQ59;x-zzu;Ng*=(fpa? zM5vLp5XnJ#P*-26-|L142fkN;b? zyldN}RZZr3hPDI!cJzUqQUhY)wfoGsU}V698;AB<7)@?RjHr$gpJS3O#$1CUgXEx1 z$1vk^skFeQeZW(Dc;55FEnicKRUWhLs*?-adqH}Z93fp&x~U8_B%B2S?Kcc%tTUsy z-<^r?JUh*s{MI~kga$oVq5$2?EA>A)GkRfoXrO)4rYx^6qav3vB$>z&q_|TVU$x>C1 zm)_D{QWel{hLyE-7@0aH)DtdAOD`hNXD}p&NCZLa^+YK{8|@)O)uym$&q&5`p^E)R z{1|W;<_v{1(sRJp_4h_rHxY$f{JR8R%EUg< z7Y4~2$$q0tTDnR2ZD^zYCQ0mb=h~}U#U> zNt5Pr3K^a4z;}ZA4eelO`#Vy?uL|F}QiTOJ?Gxb%AN>w>MKeYiPRH;671#^9@MMi3 zoLy674AOv$nfg8z&xl)(e%)^*zmb%t_cL3U4$>gmUpQ>`4k`DM(*EXI^R#YXm+^Tr z!?2B6c;Nea0n`DI97x)|>cZh}Q)1{D4-B+t&!Z;Ay_%ibN#=PEv<4fm5JH8gxeP<*pv=dHM!aAuv~T`)Sq`n8HPvQDp?Q$E(SL3m)lWQUAGoRHjq~@ew&rEaU z$>w&b^WsDGWuqXkT7WRrsr$l%o;V8}A?3gzeCd$B=Tse8d3ux>I4l?iJ?J@r3~9vC zS)V`}a0o)$V;BJ)Z+O|Oi%2b;8#Z+Qyy4(^o^`0`*}xqk2K9_*7(Ci17(?PL#(XZQ zBOU<6zxjLr!`sPFKd&#M;dN0VJkW#Fz*D6>(BnBH+UDH82GWv-^s~BnViN>mBVyt5 z(P7J_Vu4Rv&Fc3p$$)xcs$Ba3=?)77?oMW7|-i_{gqyQ zE;QTr9wiv#3SQ)Z(HW0zT-s_DznM9!i~T&)InkntvykaDrh7 zDm>+^IvL_U&yRkSqx<}Myown=DMlyU=}&+BPPl-n?x`=X)^_AoZ9 z%(}0~J3SRxZWE12VBOHE0u2c#K}7qm&G3aIBU9T7NkcN)oObGvGk9w&8YM|O3Pa$P z?LCtu%3q$fx3(P9`cY5nIemuO_|U~r7e)a^w_Ba3q&s;={RD&OPrgf4Vmw(d{9JTz zcv1T#XfRBoXBq3dFzNKnqWmUFd@0t#!K1aF@JTY)8mqVWfxh(YMKr`ruXF>|fJZm# zn;2_ilEXW?a>%bFYt!nkN3rE08fp*?3E8~{Nriz$d*ar!_WR-Y*MiFw?8xjV2f<&`0*hDAO_r)sDJAT zG1%?2d~YX-VM(5wcctL~2*U^DS?^cP>IX`?hi9dovF4w((Kg(~*tY%8{nANcd!ZKn zTqFlomephs0v_Oaw6lx>kJKDb1d|IfWXCQtPcmzO`WTY?JkJz9se+b-L*UTvhj||S z6`6VU9I5E7-adB0CZM7ZAWOo1d@b<0+Jr!C+iM#%vB zyywpFlNj77acS4k+Gn0W-MhPnjBk3@7aunEhtiA(NDN6Y_M8J*z%5Bc+poH}j&#@% zMUG0!%HF(xrRf=@=M-c}13q7bUq0i8#HIagSoNCa!Owr4FC|7LOG2~^jKG1_wFtss z?=7j_EHFB&I0OOZ@16;Phpf!6q?3VR&>+XjMllcxn~)T)54i(x4Z{(LXn#QuS>Ncm zp!PE zg-c4?7lIIQhs36R+%{yfrRt?MWkhRL_N~vTeftMN6SpiB+P)P1)CBw6I0QbIvKDkV zMxU{HcasbY%^j=e&W5_f7AVbAvCH!UNx|E*eqxt3PmYly?J!<^Gin?(55qzb zzD+&Z3(PNY2prl`VVj6`u+w!9BfqeUKGc$Y0K|Z_aO+hFeC7%FNCN7^o+Il*A~eV} z&#kC4O-pYOl;%k$B`^1F`EOqp!z1CrnN2&tXijRVZeDhjjBHWOPuG28gEKwbQG&r) zJnauq&o~A?pK=diTg9TuAHutc?+k7QoIsT)OMn;jGRTmWM^!|Ddd3ZjPkRSI#<-mL zA3>eJ{+#BZKTSh>no0j<{m*dXeeVzZ%PSlTZN3OX^!dvF<|G-0ggaFh^^ea7jW?|J zEhH0+A#$PdlYJow_Yj2QEz^oX7J5LST`nYe)yxZ2WNZ!JspA!HbO-v{a~8?@k5@^s zA>j~2v}eOY4DVLGR%M)%__MV7d7=Zvg5(xv^!2JdsnpD){jsMxZkn=rMK~FqkM$Mn zYe8z(M+oG%*4u!gt%pCN{q0sYvwiN3)-M7)iXo1TpsG(l+nb`pcvpmb2I0m7J@()#N$%_ zP-0n@KI-o=hpcY6#|F922yo{dop$t%SK)i_&uy;YInQPU!C~_KP|%WaL9=Nm7`pZA zUcIp?B*hSY<)NIf;V`JHD!Hv9x?40uDhw>z4SI`rF7 z4?}&@fd4L&OzG9Dm-TL&gZmB`?Y1>iov(^JCCVeW1KP{8w>=5wZQl)<>th%<4CBW5^nL&Z=k6mvB08z=qdl3o!Qq9p=73=JaDV3z1~15tj$0Pl2wxY3Q*2C3-lMmEY!>B zJXJ)7W(PADrE$>xyjw`lQ(ujhZh1b3LwUIEqw1A8+pao0_sox$9XGe`7dIM;3PC8h zNGj1B)on-&Dd71L_4WU{wXL7!-jH_G8L@D9p$<6Cqk-&5sca5>?i{xxA?@^NTRF$* zg-HuJ{{Ok)hN`VH)QxmRa(3K1R=?XJF=BHM7HDUwmOi(q?zL|r+hCWu*S9t*L)}Qp zBaFMt%uh=NflvFcs%C{tlzlMcqNhytu4C^KAg3CD@{1ACyYoSZgr|6H+E3d;y2OWH zh#5PQ()<3f9tUMeW(a|ay1^un1U$bG(SB1^qh()_e2v`y7k}?Z;-xwpsD~t(Y#Sfl z1~=w$HFIcxDik-=1ZcW2u6gJgzuV!v9FjsGbWAqsh+aAwS zvVE%z$yri$j(RtO5BgNxkf_fh4UcFJS)5!?d~IW8sE= zzm3f-A!Rk!gf5)7s5Fl(c#NieC~n*-Ie7E`ALs2ydY*p$pWyB^j{yRwK}7p=XH8}D z@Te&AJ&&7zieHF~IXM4ch1BpMbCN%Z0e7n`+HN(&@PJau+;p;DNS@=upPvsdJ(EMm zRCed}RS*N7V(?hBo5H%*ORD@Cqv!9uO{!K~f%&%N5@Y?;<0C+?)WeokDSxxo?0Ecb zcWiqY(E*qfJ4b)%XehkxMi7p$1lm%0B@vHu;U*Rf?ie&Och9kHi%&zHq%|l_lKF53 ze&~sdflIqJFANjSE#xMWVwhhw_sFfOz)KQIWSBkch>}zsaA?c9+5F$!8QCr5ZX4r9 z?$Kfh!73!?EY~gjK?Jy%sh@54Olg^E&Sp5IpjL<2U?{fTM+oBXx?Jp*@^7nu+D4?A z+hMX~b}DH^`}Ct0p9z5m!uBHsWEJk^G0svO$u!o(k0 zJHvmzC;LcZ`P$??GSFKdNuH-Sj@JgVfJ2}@ajrPFq9nbQ+_e=S$$f0&0=^29d~%*! z@Mk3`20SQ;Xun<1&CwUzclwYl7{{LKdfzAqO)u<6S>6(*d~c~}5YWz$v`3vkpljby z-gA$H?AVs7B%A$E<#`T4sC+QVLMjMC7Ui#<`3qt=E3_DMwrQItgpEH2m2Kyc7-E;q z`T|10Lz{^9?mYJ`U-xENle;iwE96Wf{@n=`&y$cC1RLvAKnS=P1hgATo(;iKua`6C zsbW`oxADe6Ec8K1-fKgbY^n6jqCK!JW}AKAZTq;C=)zP@a*ps`0>1L(B1?+DmEi-@ zfLjuuI)$%05ew_LP8tM?0cU|n`{Y^Fj*#u=d>J1}&fVYa zYFz}C&XVu{)8)o|1;v0v;L@Iu9Pnu27hYQ}nQ-r3XEFb$82s|AjY7kU$Ow*9G>B+- zFlv6SYD<&vAWP4zcM0bztstLt8)>1qrk4W<0oQ_1M0t~hZh8CWm2Rb^TUCoUIDWns zN|Vl@Cd}n{*S#PFJTkCovk)*`<=f1kD*3 zLtPhDwU@aCBnx96p7D;-AjeI>THpDLO*BuO6UMb3;?2TciA1Dp2#eC@5a zbLNQ{hZv5%E*`V@F{Fl5k_!5ankyKeaR?&X??`Hje!4x%B~JjzxODNSjD?OE%twL2 z=gbs8kOVxq351k0JxlfLe5(`h$V_kgkMJ`YNl?x30R@JI6*W8%0v;Gdw3|tqm-E}c zsF#y2DW%8oUWTKFE> zG;47kczS+53Jf|m?O`AWT+bZZW0D!KUw?XR`i;aOvwu%Q$5wEI9y$-OPEqYc187RP zps9~ZMqSLaIbicMjOcJHEgn2CX(UuL7$Y^Tc^J(DX~0d1dZuUE?$dmr;wl-R9rLaq z*p&fZ8J1j!eY7WkYBvqP{ZvBRt=62aO>?+Pj$*iexR}&iArxZaFk)f$lq7ih9L@su z@wT!B-zTT~kX28-T$tZ-zdwPuwvwsm7oR?E@8*Eo(a%-z?OUenED00V(13`ocI+&3Jeg z(LPEte2Z~Q&GsbHA^FW7ulOwxoMGsPENSNxt`SHB?o>I{chBt|*Rf8cq^0Lq2Dg4= zhK+i^8%p#{B~EplmN%Gf!luIih)>+KUVncsm|+Y+6~pyqui;xyxJ%;mC|3;md5??g{Z9K6EqcRe zL853qHKfAl58v-Lb z<35S@R??GKqnmDOH<3lpa2F3(nO~5cC4&s=yrd{l3^)QIZ9_7ZRZCk?{EJLgb*B6r zR<#K1t6oJeDNSSLQxF4gNNn1plHw@khO=20$vn^5V*dS&hG3reH{xOcoM-BwTg7=0 zP~Rj`CeGLs$1tT`l@4xqrvigjO^5}Zj&X}Y1UL)S_as|tK097L zLmt^Af^31|FyBI1sH-{%VOX|H^I*46{cW~Qeb-i5&0cd4#z2fr{E_77Mk6Rym8?i& zm-K;;&*2#co3>L87<*u)XBQdS+)nB~ooJT}eI?n9AS7+P2k$S$wIHB<=}B?Rp~$9l z$z--2-f&B%wE<#56&aH8y()O`Tn{nO9!t_3a?RT6NGBskiAz7$kS7Hx5yyBrr==nlhfgdlI{Xn4sJ zj(|nG?iALUw)K6kL$31hw9vb@bqI7Zd^f7v3@X-3H|oi!y_-k3E}-;s;R`a!`><-> z!->Nn79{IPJt|+Rf%yf_f{3;uWxPmMPv68ar19&mCoY6KVcN)!Ca)X4uN%Q{l|cJ> zo@Y+QFM(+n85G#pVk#3M0Nap5?c+XuWVe)mn_N(Tfl=dhRb=*M#M)lsJSe{iv?W=ma`Iv*{B9msfspoP-h{Y4 zCDkzvq&t1;lX^Et00}t@QBW5$(-O2I90HH}{6(YHcX>Av=}yP3)o&=_LTB?N*TTLZ z*xLj`z*AHa?GutUIluJ&-9*-#vVM1+{Wq6EENnz6>gLfWwt~e@j}(>m3e1}GHH)0` zf05oO`)XUf?KSY;`AkGZW8j%3XC4X+{KIpefO^Iu z2x*UmdA5J3PHU_tz3Q>?t^RXc!D}jw$dZ24bifa7aWSxjlp8S3HqIwrI3|->D*IKb zd}|^&?<~2fTH5rX95f|d4J_JqvoLY*=$y~Z#F%RQy<4A!*|VX=HZKtkA9PPl?#_`I zX&w$iL|Y9BB2#`+S0?FJXKfwdwgc+qDWee*iw&XnAPKl3acDmkZvI*}=X+Qk@o7O; zCHJ9h+h(YRBq=)YYz->`Nx=2YqP?=sa!t#lOvMIrLDGWtF3uciF7F3IkmxQO2aYJy3Y^3LoZu>;fso^A7Jzecijz8G8Z5985xvG0jDbHJPP zl4s{C?I!=NcV=`i@Tfq$^Uh4Lwuk zBM9E*4{m^Bz**qa-Y%qQKg~RP_jfYQi&hh`?Nq>;#|{+?X8PuE&4UYCM0=-gl=79x zmeUQSpbH+#Rru>ep=}_dq1o!}ebB4oH1KGjA_;kXm48l;(URm zM0+;UveDI-hTxVe9D;!M9t_n_8w%ESwGn4XH11i{b=V9+m7I0>7;Bj^bx+3B{rIDo zwpO3Mqmk(h=v9HVaPsWE57O~K`^omn_rg>w@6tEKRNke@`;``6gUWx&kZoc}2Yi$V z*8-dNaHP<7S7gIoFS2$%nZq6wt2!8pZ9?Q!wFf8m25G>ZDxdZzXZK;(zK&**`wL}R z1G635L=X)l5rpOXiQl`uDx>biA@FGT!W2)(s%x|}>dx3hDf0&`0^Mo|QiIv3AU22r z&ys|+M}?!J+HTr?KSs7Nk~ja1^Hd!OnbK0k18;5bw;%?b2LW|C1iqf(;PjOYZ|gX( zDyjm(G-*7-Ft+aq2dOadgp}(Z;g5q=PA3_YdFgREh7H<-ARZKuEg4O3(E%lm+Y*;{ z7b8G+Q+DB8vXvy$wJbgJ-b+Z*lGS-fnqHofF4f~xo}6zke7(bPG^2~by?w`d1=Pjh zAQIG!o7RGcgp+X1|q;+5|4J()BHJXzKX^#@*Bg+V}TA2pmcQ+ zvZD$1aoa%zJ?x0~SCS}$TMDJ_D-$m8ay$wu))r@lrvczWYBULOo?hS2NKUc3YSv5=Hw#9}K-vGtAGm;J>nm zQF`J^pgrj^$%Ogl5K`ZI9@s2dbf6s*)8L5!bKDgK-(Jow>9>QhDCoTfgOC3F(cDX0APzdkx(0 zl#lG_YIJN2hyk}F4(%5(y6g2?o)u=17*aE{ug*3C3m(b+g^#mS13{OHV_?(Hk1RzW zgqbUwNi96}+4$k-^25NBHe+N;+#$CMK?t}h@n~-%`M6J8E@mR*Nn3UHVnO6<=!NQ6 z#KNG9%i*&;I13!w3!ZedtA4$0FCr}|u-#u}C8TG`KGo}gob{B-Be7{;I@7({{`oJ} z3NkdG_!2PhEtDTgJkqNE0TV$r<7ULA9h$}U^_jl%OUW-Jqcctac9a8GoxhbNNbHnL zpcL>dl|?&C9sV=sXHX%TrOGU;iVKQ#g48TIau z3^wJxe`Qx3M>s9`LBs{w3qKNnmS2FH7m}U%Q3pqS??%ArN8$)Xs+6BPhh)uf6Mbd4 zqyhyKL(LYbT8Ko3w9jCl0tf-uvxs*8rOe(exI<7#vT)_!{Ye((5DP-&R_ClPTMRCRmgQPY1hTFAxi>A|sE35PGn{q1=qjSR7or%PNhG&Ni2- z{X>eN1fv~kVG~cF33?|s*Tz@q)R z&GVw1dd2Ox^~5a9{A}*v0v+5u!gRb#IF8N=bw z=)48e!jrAWu$*x%P+u*aFYJuG{P;VW=gke0`Nlg3d89AMj>^S8m!-2K+9z!@?wIbg z^kS@o;lE9aUpp9z3r~?9mCN)=03qO^jrvyJs3fr=KfZ~K3kHwtA5}X-dENw+=ZP0S zy#;zCJT3@mKaCs^=)S!*l03`n_R?akjzv~)=(YAM@#(c7)lWf6a7!Z ztN(Eps9#5pYN*TQM2{su|8Kpp`(Z11%3~aINtbxjFM?vgA@FEVwh3q7d|LdigZ%8g zmj6uGTnsK#l@tsW{f$p{Thea}2HKw&n$r%}WcXN+<+HAuU(mOH&?{R$GNg!UC*?pE zaIY%lP+lM@d}F@Z`ffSlRo&(sQSgu3-}f{y&eMu8{5|3~pGa^^;_@lKIM>{t^kdzo zL&SOHSI^$?GFFd)zMGdIF)YAMCE+yis8`Rduj-O<<}_Zb21oTJl@zVX`Gbx_YO zcq*`;$_L4Lh`9|%Dg+`COylU*WQaVB;UDL)<~sh7VU0cz=CI)WpRyUV7rvk`PJ$R_?Sns z0h2!@bSG#?c#g!PJuW=pblRG{2jqiijijOHk8OgaAX)B|&wcnWXh^u21=P#`@BE;D zSsjEFWEV|dQqgrEG9+E(k4lCQ(gz{nBv3!V7!qp{S^oSL=~Blmzv_B58*-_}NX}8p zV)#WB9u-8izqYw&9dNRH)Jj5_JTG{p;2|`PBtWgONwaDmfpW%MVLaNONZbnwv-pXO zX(WaCdW-o2@V;{`lJnbA4=WG@Zb>}a=OaGmUCpjDD$XRP|5Yl|r<~ddeyN&;c=)nE zc`oRZa2}|aJi~P^pBt{?LPY06FIUY3WoSrMQg|l$FI_Gb3qsnD&TFEc-@9D+iVO_1 z{f15EI1Ph(VKWd53-^ql4*H}XEYNNwWo$pVrEPC3iDBZw2MZc^L4v-AAS`jw`By4K z64KtutL@|WD|9t+#^XlWw8Z7Eo1nULC_T!-#ByecIB2m3=KfU%&21$bN0y(2N zE$B;C4Dv`f?S{a1gnJ||?L(fP^4})ay=f&ql2%q%ZV0$ZqA2m7KY>XR4Z? zcdgm<<{CM3KD(~XAk`NQs0j2{$7S?b$rlQG230n@dRu=?Za9mc3`b|GGJ0 z^4|%mn-d<&U=JjtP`zMTGU_a-W<0R5R4I3b2Y9#He14uzeqIQ)a5vb|(I0B5icq#a zpnO3vhyl;Gg)GWq(CjR*4|_qrE_5qDe|3&}BbchLLOevQ`vrSd+?43w7XDCw!?7}u z?1gPLar{y52YOY>$@XV`3gN5sxGiyLFTvDJOMOy#BL56A!m#(BQx{DRK`F*YWJ=-F zU#@aKFl@y{9T5ST{+* zvWyIFd!vt+>P!YFJ#$c|cY!+=9?!#RpgmQUKhNM*!~9B;1^?X>B8)adEXX25(rX)i zq&vf4d||*5@M%BsEceYX@CITEgB0p(95o>r@G zEWSf-k#swrI&NHHDi3F6>?dBk^O3A~r zdLk~^ZS30*T&c1K<*I#E6c%)|@Y}__l)raoG|vy*SUjHxbTW?qWyOz)z2pLwo~{VO*n3;HNCiPeyKbxTifsLGwv8-$ z%GApb)%J(#HeUom%hYmTH-z6tXBOoL48wCS+U;>->r02QKSI zz>orNM?%`Ewr)26A5ICQn-}hJE-44xk1Tl!BfOWUC6z~F(f;@!W!3bx(QmBZWW`+; z%0&Z|iau;h*k)BCo)}nu{eQH5_g~HL|Gzy#X7-*b(%I)o#>*%pMdVO~D5N1tySJB@ zO|qlRml2^sd%cVlO_EM~s%V$?`d;UIyXAIuJwFe(^UL+a^#|NNrfZrSzyz484`k0JXZ`V63zuKi}D>3)#v)wyeh^FhO>%kiDNLB{a-bQt-o?b5Y%gX2sQKEQX34fVCV(>-?M(&L;0EK|_na!q*KwRFKy^1lyAYbgc{mf-8NC=upkF3Q#-MhHJ2$FC; zqCSt5TUStS{Db_ds?D1G$?z&TY%86STsU`6Y8M1Xl!QAs5$)dj2>Xqx5J`frJ$V7w|8fc}<7U|J0hY1zT8~!~*p2Cp#X&f@q zZYt2{sf9ueL%oT?G9eIfDHmdf6+J7?_)tx@ZLioA8x#j2NI?kftA8#Asesd&O*`oc zK5TKebfa-m~k7Z89?8^7%W)d;78koMwy)eXTLW-)F^oO=QQxb_G;wVrWjWJW-~*NaK}bF z)J{$*AH`E6*LcQU;mx@|zYkPMdV&x{?vlv134{JUmCdirD{3-GDdar$my@JHWZs8L z+h&veU&*9MBHF)&O>fJNwEf3e%=_L!bT|AC7$HR?w_rX0zmzV6^v6h*MVkzYH(w`j zyG>do`Dt$wS6+vl^CD!CPA*vkZ*9XZ5|8$kD%<*Z+cFL_M)OYe%?%2g2d);D=AG+Q z&xL`Sgga+0?GVYm{h;6R=BH%Nvo6?dfx_J$(3GbUB6QN)yo;b`z)cd1dXS`2dSqwH zHImQ;*R+m?gC|wmkr-a-EIt5|p_>?J6S`V#DEVO6K^DV&G_saN9$OKTAs2F7&MrgF zt{!U)vq1>%?cX=JO9%|V&R()KM-K9o<^a>){Yx85{48N)RbPy#~`OaUb7c3qERgq>R2zMNnc7Y}p*CQ_N zUR$BXW~=7hYotjXU%W_tyZvzJmnR09R1fuSJdg{xCUI$NQnK93m*s~Xh$)igMyEce znSAPCP5(`rCH>gE+#l;>23dB!SPrR9-rZKA&nxAP&J z+7sn$^8ZBZfNaL~h^013 z!K7^yl7ixpUH3sQ;5Jo6d&iUS)7A&Y8MQ==cWOms=G}J4rdlH*Ot*GhB$E(?w8vEU zef)XgTmiXGWqHwt%Yo_ws07m=Ip@yT=asvt@W=RqL)#z;=h$U8boi6GLWkN~UXo!? z=x^aYQY7Co{wz?Da4t~4U0`c6-R0H~#(?AqIrRe~NRccMg5Xc(CZH6$QGxaXhG2)Z z{J1kAq($1-77!^G4uwLbRum$+PP<WDa*5;9K$-Oo)p)ZHJrZq!N+lx?~w>D5eNhS!?*Hnr5>17Wz z8AX_*Ywe1!-hkQ**CIAdcFU8KNt1-M{j>P(k9twXTT+wW2t=v;+u%IXcw|?Xs`$2o zV(6Ci&}Kty$i&(;M;T|fcGZrbZEp&VU>GAY95Q+^8idfzDAE4p@tvP?wW8%0dBD)) zkYCoP1yIHyoeERpetHXP67CrU9Lm9}cuH|d&5skLcPlWP9HIx(UjcM_gGD(3;o6k-2t$r35rjvYr9Q2J7p$B#( zjX`F$*RLcGnWP|~oj_au;7N{h3P?@T^|@G74M{;d3$x_sL_bgpxK(A-{^#+^RyPYs zd`wDVeE51Z^{8=Bv?~32PIC=Y?y^XXya(qqoAxb?eUAU$FZtC#O5t#ad`-O%?K+aoa16LfqJ62V zX=cZpgO^W$coy zojCgY1v7{YKaeKHKiLQ00L1ys;ZP1Snu5z~B9kSgO$vN5?EKAf;37sxB!)Xpd9_`d z#K?PayDFf4pVxh4A^S{48mUU!>esV^+QCUlYgFQXcmC-+5Cg7CA|Yi}lC*`bH*GH_ z!T*tRP&+s#_QhzB(if2~vG|G& zAO>8QgtYfnDJn1Ub#^Q!&Q-g%#@sy^7YbHaZzE2x%+#L+R%38EuxR&tHtD`N;(Mu+ ztOIO07A0Q;%>fi3DJVwAt_Bg{Y+%tIy49&E_q6-POHu z;CjTR9j{8Vo<35YRz=F7Wr3+_U=h^UJiQaKJ8@;nt{c)uiG+iw@tLWecA4uM7c>(fgTHKQo$GpR@$ zr(}JtS<(**xTPC0oW$*L83R`&j)1az_8Q`%+&Qh7r1Rm0H6!^ep#AfY5d^#8#rHr> z!XdC|-)@(9?6leRZwCoM!EB34#y6;rk%8!3IQpM{AOzeZv1kuI2Tz;6Jv5K8yzSLL z4KCYyLj$+BkzaUyVG{i3hC>k2-h1XAxv`=nZV=fOvqVV*d!BOxa$>JG7KD6hG0OKcg~swX|J@_Khb z2k4-?`3Bl8C2qG_g<6LhyU*r?bz*rr+U*JvNoKd+m-;AT}xf5<=2MP_xoWNr)? zW8h|$OM4Gsa6C65-?WM3b6UMhOu}g}Sbd1R+oumr@m(1H7;n?QGZdT{w$9|;-6up7 z`tuP2=ZYq<67w91A!KTJ2k04aF^FjI0aP_FwA=b0qy0H|{oyI*;6_R53cAAT+p;wR zP`^yFGx*6KuNp=Z`p30*o}G#Wn_|u)4BM~N{ZA&FB;r%{Zpo&0f(^!ueo51Dy@I|$ zHfap<&pE@Q$AJiNo5ZHgXVptAwI=)aI-)vkaKEha1mqXukZ0?8vP`>+&40{#xU>gW zlk@o%!auHy!#w zO)=R>4&K>g;9)~N!k~V$O49x5WFx-)CH|7&Sw$rbI-|_ z*RN3xVf3s@T88>fgvwztD8LYWh|>UNfU6OU^0Z`LX}DwdtY1X1E$`=DzC~*~)W~od zA(&Tq;a`xV9ab?qryA+Axo^eIuizxRcNmO)Ru@V@k3_t82m%3&& z^mY3Txdpdrm$E=j!r4rHt7p^LkiCf;5=hS$`d4FvV=B1T<2|xSKYsWw1u@`kV9}mI zm+uV}!Be zR2szXgmZA65UrAOXCG9f&qIcF(}16LAOzg7@@SuY_If!u-1%-JVOU+C#h6TJYl5OA z=|RTRSEd{SA>fSW(Dn^(KeRv9MzjzURx$p`Pd|JRKrY$>LHJ*reF#Vf9D;!Mk{Izp z;p(N1=_DCGI0}mU&j(YtV~Efm7B9DViGdNU;)JGMm2C2}itgEdkIdZ04w0BgpMrwb zUx*7Y>>PW8Qs~A75#=wp;2l9`?~dIhUBi2m%96rceW9}CDpba(&p96iV!&Mk^)7%W zR(iqCuZ*r9+l}L*s?ESTw*VxEp&u{K?9wDgq=d_XLwmL7&Z3S9V|TR^zdagv-t+Ga z(t{!;sabXGQ}g?D*dHPA*p%Z{#Y3JuNB<(z2G_V-N6**Yf!H7o_7>Nr4gsZr^O>zm zc~;MDjTO(Sfb65!XtS$aY_bLVbCb@+*l{yyCpp02~9C zcEhK8*x}6jsrh8qu%cyR&<&_I%t1yqZt=ELpcHVU$`Md5#Kbzj*Kuh1Ovc-}Gq!h> zE&}tOQY3})>q@^nhZ$VJG0V-K3yOxfP@O*OlE*b!?sQxkbEio8jfgIX>-p^v%MR(X#{O z-4wUzPdlnJO$V|N{;LokJi{bpe&o4m?xMyQ=C_88O>(>6il0TAu;pLRAj*)evpen|36ktp$ zf4ij%1H&S9(f#oRu3V|-v3WK~BZ2x9|}lyymgVO4PmT-rC>#Lu4VkLNPZR?m8JW6P8~;H4f1 zWRrqKcLPB&;F=_)J<6bX*m0--I}(HZvbq2E(p>^+QaU2^D}@PgqajXc>bC&AhUR&S z5=aQHiPw%qKZt~K9v0H1V{T{SKq=sw#G~z>s|PMNhzKK{oBY$fwQ^~3P$|h6DN@zY zj;kPqZi+;^8m41s@ghs5k;pt_{(8E$;L08-V_1s3+YZBg*+L8o7yPhZU>HI4GRZb=h%I3eqTMmza+8CxGI{zF!xUowLe|8MCcYFBWQo7!d z*+y1|dv9+KI*2%eB_5M`V;YPesjOp@j&Ng7gqz=h!*%AQNyYuxWpw`zA}qf6ygQ4aK}! zvS9qxTF5IbM+PZvP2FIb#K5I32C>8EfFn8OWDSNt*+h4v2N>m@N6tBAp7Co?47hU^ z@hRs#d0hK_dH2ZU;r&f_tuE~|1Y(2qNNkmVPCUqGJVfHto~;sp7ASKYD@fP&cD!@z z5~vh54JB<~gb&<6MZ&p29f7aSVyD@9jJ;bIEI{gYbLz>m_?T#@aF7Qwf zBEzs`9mg&Vj4%%u1MPko-@RKSEpiyso_7{W?nSiBfIPzu1mR_Zax!R=a6SuZcj$>T zi-LC*WRhi=4o5?iFa4mBr1Yn%{9x)H&?Mo6=FzSsSsE4WxYV9URKr}uqKaHsK_=-3 z5<-hZUwA;1-Ebdlkb@wd-|3>lluqT5xj5hXM$Kv^C6R z;O^~R2I-F(4~zB$y*szCEwZwnG^*>Ia~*10`azmxfiR58+;srNfQvy$J8N?v)%NhX zQwy1S=J(S`G+ht+=eNitJy1XK6~us>Brff1fNncCF8OKsgYeI;yv77&V*{{2Z-b1| zh0GpsoP>J@>PKQNB}XbXvKY7Y?7z5LR=R^9w>3zY<~T~egL1$zuxa;Uh(A2@Z++WN zdN*@*&o}oPdq7o;e#o-k{p$@}SH&$WpZ3zHVFveo8!gjGKD?^)an$b%d1&ch&zvmt zWuRrn>A<3$eyZBpG`45ik!ES%>IP?nK@f!DDE;iMGT;^%WZ+U@)83clm6PhcHU1~T zX!+$QZtG59Fpetl`_OPPc~{Z6cox?9qJhl&UUuG;a9%N^vQpWB^C2#*YkGeA1y zLg3N9T_x<4tb1C*Sf*caCf}zcydQLwaTvmI^^K!3CX?{xcaPNvejhLT(Fr$`gMCLdDoyWF)&g$ z90Tn?L)%W138%!273jqaCs*CJf=a^^k$>(neD&-u1b>Y6xU|vcX^*D@tA;ipHIm<9-xEZD zdp05M03-I0y6hp>XWjuZ0Q37vlCg%PAoDz5pIw5lJr3KDE;-0IiMQh_J}2< zT$A*5wu}|rW-KQilW}ySk3ZxVq=Oidf;4jm*)LiC-FJ@@qWWnddO&ocR&=TgeD1y+rW6qZG{ALXlUv{@&$x zljI-0f{6C6B(X5M{Oh+dWT^e?<+p|Ey=Q(()r+09DK;|@Dxw4{xQQe!5W-CTYJJh3X>V^|V&xfcil7XqL5 zZW!@TrM-*vN!KhtW~g7~zZ)Tg^gra-G&*BKL62NT>iK<$~3ac`l$^=*|VoLsjly z1CQAi-yn-fqZKQXvg?OH7z&Xb{I4nf{$XHf5{`j(m|CiEd9c`{gQWB7Yv$LCo*LkCF2pb#8;*cOJLyzhr=6NQnfv{7tBG_${>`Z?8?!DzeHaUo90m=Wt`0)L<-nzV zU!_#7(y1jjfMmnfbLO2<;0%K)g3z|xzFHGTJldO*bhfwe z)rz@IYSObsS6BFCfz`ZmNDNZp5e_8l{t{LN2(8nN+p)iRo2HlcXI0Sp{LWGD(4YU06J^xZzlR=PRNB zutd)=y98`vC`4pv2(4Hx6B($Ng@@U{+MiK&j?CL88W&h!4(S6;ZjV41Bp#+MpcruP z#-sgHC3$(EscH*j)$p;Fn+u+KLz*-j#d?h=Ru_Po8%_oR?dp7~;r*j7_E}`Snj7{^ zth*Gb=S3ikq%Br}TRm|hQ2(gXN#D?tv7?O)F<$7-Uwe2K6k>crbUqq5+XfT@?%TM0 z%4K2k^*6g(%44C!S#l1(UflR<%n~?VEb76JE;qZNJq#6a?RG#U+ z8xleVBJ=hU_ZP}$kf=`#Z*?q`{Awe;^ZU_Go(@3+psYt4tLE%b{RdPeoXs5C>o86W zb*;81lRLLuTWXt{*FtO_gb)Zf8goD?;0Rc>hn`P|iV}*epOI2HYf!MaEc%&-1-P$i6E1`)UH7_B;^7J%k~uKFP96lNk9kj)6`2;#2U( z&6Sn=$a0uQe(%(!^P!R9dSsEBwv1E(EmAi{qFq&$SY3?MPAwhHth)j&1)k96BV5ZE*x*JXxm!w9ZLUCAUfY&Q2r4#NjRMawCP-$UVR|6 z{a-S|5cY12yx|D8c}fpHIm`|A0WowF1MMiuopVlc+0>3eKn*?15uDPSgWi8WCNah@@QAL-L8*Xmmd6s zfZ$qxxM5FK-!oPL3Re9UYF{hV{_Ker=%o{Svz$4zWP%`~{d2p|@x|A|Qqm-8NRpx_ zMNNV{Ltm6K6#hzurGR?|HtmlRONFSweDO_F-iUBuC)YoqNx+w0cawoH%nB%cY+T%w+WH^g7i8qq>0fc~S67|a@ zrz?sp77uG7K0Y-n)Q)|h@HYfOIzcaSI8i85l*DIK{(jcH`FYgScjVvgsTH^*lc9dR|jyg{@s-&=caOhxL%QExv8w z4*g5WJNF+|*a8|=Jirjq#$emJQ~Pt+0`iljyyLKqwglYh8II_z@MZ1WE=~G#(nI?k zgU+rOn-1M-E$_b5LnF%X+O^h2Q2OkLR4Fl>vk-)U8&wg9a(kQRr7MokPso8=`P50{ zb8SXJJHu3@>2nVyIS>NQX94YfTTM+*=hj|HCchX~X-~1NI}L5<*^S7+nLlzA2mvR9 zP?fS2gg@q5KU-Zw+N76#zUhCmhvGb`W4K@9yIdyMCgM_dZNe)3%cYyh<#VTY_=g6K z)x7$DH}pvJ1yA#j_hk}-i1t^N&ZuB_<3}|Fn`4ZgUN{;Y07a^^P^5ai!G8q^0jC0+ zcCbC5z&5_LhWs#eopt_kdypa2Jue+TU$E=meNc~Z2qM}xRWl$@{rmhHBFc-opnImR zbs6w$`v`f3(UyS{(6iwo5{LHTaIdFpGLxDso4arHbWKR;L?ZEF}Fs z+U5LTjnEf^w6-0WmI~Lxa0nvWE5nE7hX0z_c)o;)^KznGokysH-Kv9;Royl$tN~;L z?%H@P%6`E;po-_ydX?0qti@Rdc^nXfJd%S`q09e347eQlLdx!0Q$;`Ub8}@1(UY{r z{B*9b?O?E>2l?m7Nh|C?3^=3d=M2~Cj&)YuC*@$j*YvvGWbl(A9O;tx=HMg{10JkW z->o8N}2TY4Tu5PB`)>)wtw8NpD$vxhmP_OQn2cy zU}dbj$5(jRa_rj07i@b%y7V_n8h#v|#|OOwE(d{-@>q{zfzjbR_2dA(>x7)*wL&n= zFhi=8%nA7i6a#LSgtY(M+--Je#-+SSBE)d8)3WVNgfW!6ZA512c#QQ}5Cg7CBHCF) ztkaR{_pLsViO*urYv;;aLm*YsMsip#{-g=25-tb6i1Ns)ZBWFa2NAI(hDFbB*3F8B zf^G*CE0s*OSO-GDEh}4F-A02$1&$xl!`Dlw%y^|c|9F!2H19GUHuI(z1H3R9pR`Ssuc06?un_{LV+Rc?TiorOClLzh<`n!$?D`iZ^K`_k_$+oYY6B zJUR%90rw8n8&@?IoE(nCq>_~GGiU$I_+T*ok#0;18T8giCNT(AX?wWxZNnBkYa)t! z8i{8W78HS#F|&}9j*Mu%2SUKbz~xhpy7T6R{`|D<7XcyWahmQR+q2Ne)hc9I$2@R0 z0wLgrRY=>xl|HM_$R1NqLikuXT=#JdRFfHlr0`(CE7^`?a%r~@i$@lyYnU-E#ireG z_g-`xymosX5nA<@-$1a&iu(o;?ZXnb<@*xm29s?iu74#h?YkZNhW0}UB1WEB(`Awv zf4Ddo1e6Oh!A|9cLAoh-CMoW*P%avvR2086cITnu*k)@L9n*f$wqEH6X!JqzK-q*K zp!^T*YxdnWag!r)x@yKs{pmNyKv_d5vZ>**n+Jky#?^>Td#Az9bn_8!vO0-Uy+%#w zm!WSWpkJ$f2*SF&GqN>gh-jZoDjgX4rY)M$hyGvoo9WunZ$mF+kBs`yfrp22CU9sA zL8mFXT7M>EE{1!t@6ADM$Sdqa5Wd~qTm$M64uMa5VbVU&*=}A>TL`b9vHo>ty3$ey_^cSMvaHEo(2?chhB8J0Aj#120rb3fZ_oA#E)stWLa-f;{3#_ zT5uh}c4?^kzJCBn2ONWl_A)@PEn^0JXSooLVfo6bDrINJLB378DyIC6^Ii}Fu1b8` z6H39)!*p%l_>hGRB|WDtb9+EZPdb7yKmV(J7X(IxfrqNJzpXS4Vs^J=GD4)&4$ES! z=RL#ltB9?KLY^%Pu{mVIfBGO5aIe4>QTEQ7g=@^7OBmUIiQ4Y|Bl%EA zhIAC*ecHcoKnS>35Kte;Xb#Cu-T0mSzO4@Pe`^57dD0th_Nm9$c0pjU8J7a>?WB1T ziv2TL zkDOjlR6O3JM-Nx@7!bPY5$zI;+XAtPZYW`q?v*CVO`Z!?FSZ~6=Q8`O2kj9KfX|`K zWt|;%ep{=)lAoTrEfyZ(OTdp?dGyZ{t@j+BHN;&rn|8lvlVSCPs3q2nHG|AsNydgu9OKb>fs?dToBB;BNLxFLdw6- z;-l3ymDb`RI(k>AtU3>HV^_%2NCTC0QYHO zg-I{c$OZsg?z~SP10d&?ilp%R?GiC)lW&>s=9_3#~qvq6#%3g z8TzkZDqH6;oA$r6d+V#Tj+mchq<7FpLr&u*IR0#mFj#L&@&Ngadj=Nmlp#1cWTSy) zNea=yeaoaX`#=^LaZ4*nzs^X8f@Hukh-lkY$&O1`8`~MtYHdS?yzXMC80L=1Fiy4X z8z=@mN)pjtMeiOTG`}de+=Tch8SA7SVJGMhxdwNnO3U^K|1JzOvQJzLY}(5`1{_`( zSAUPJV#vGN<*#{Q1|`sQP|h&NFFhU9B;2fWIFy@VnkI!RPkqH$IJ9Kq-h8F`5QJij!Rq$0Ins2QRD1u{u&1flKz132&L27&gP z7~ABxn*ysDTo{xa(6q-H{CggYG-I(9wq@p}hKk)d9kPNwy<8pQxa(4CD@-1CtRmVEEi$RlwBM{JT zCK+bFyQxs3SCqM3IW$6>i)UuVRj{Z7UTc?=~k=lYoN@{ z2?=3}>kc?`!-XKCJ(+ZR;geA=i#tg*YBUXOx6=dn0dkQ=8hL5+2$?Jr_0<^FxntDB z${E)^7pCY{gu9G^Qii?AB6(lzGabZ$YZ8n0GCg7r(P}qUq8#Z-3LHDX1a2k^Vwy=_O*?|X9z8k4 zXro2_Q$V|lYZ9M!Jt@yUMq*aaaBlxZ&t6s!+0~Uuk77pktCvZSc(fzEV6}k!J)4q9 zE`0BsJIm)6REgP!gz#E_PaOyW7lM%X7<#qUpoPJY+DX@NJ$riik}#;hP1l73ynIS?u863+1H3`odL?YU$ zTj)no%Pz*wUOBs0*W*`%C2nnmA;HzW64WFdgOK)hhUBtj!vm@0a>i5leYPjPvVk0Q zf8?NJovR%{=Z3omHtnffiEW{MQFt)vpcB(eC4Nv*Z#*(do=y9*Kq25JiA%e0)!lg$ zcU3A`5p(T0F>(sO6{2$ng7C)WpWpkd8Tm6V1lqqn`zn@{Jpa*3bU$mz*EN@ncZR+h zq&C%X#qp7#8sP>>KzpnwS&rSX|BEv*9%f`=`OtU~v}n}`5h2w*8a``?%YetByz@!* zIw!c}eG?hwy}B5&DDfr~BNZVb+!5+Lmx&2%+MUB=~6+ZQWvSM=xl=O*)Mc zczO1AP>*mjQ`aNaf||yWhPA}hZOq(rAy;gd0qvfDp;$Y5+_)rA2)G^zd6Y9A%~4gK z7upt*H4M*xMkd?}g8mq!R}GytR>BQ2I0O!Dx29^CJ@0|2nWVzjsO-hxw0fKc?yPtq z*ZjiTF9!@SaD&9+QWk@)K)6B=3}lf*%6xL>Ju7!(7pO4OGnSzbsFO4&i)qj#M%vcA)4WN%27 zyis*K@upu0Xp`_Lk4^jEGuV8-hiZB`Nrww-0^<)t`M>leK$z#~exM@Z2)Jy@Kewu# zT&K$QAITt3{zlDSuhmd#xDxTXU$53#pd#U1;L=`|l(%2}{_88o67gJhC2gOVU`_HM zva2nA$+Dg7;Rz_$hIQJ479DN&pGBDqUKf5yDi&0C z%XtRrysmxYqx%<>^1MMpIMcip?qk4(AfnxJE1nzM)}+Yzd%iK2|0L1`ENxpLt2%AS zswrKH#7I1Gt4jNDE>yp0M)pW;W^H&E0>*zE?%H@f%4yqx z^cfrLbV^C*9FTrL;LBS`k))G`Gi{$}fe>&-;?XYV*_OSCd09lJ|1pi#`aW_IP{ttr zU|2dSVj$?9aW;!+N86S<4Y5lOF&2|V8J}udG8yDT1B$lurx*?fG2mk0&<>K^lav!9 z1KLPU(su~%oTmbYs_zh=E4B<5fmRjgGn@9br0tUfsSn=OcC)JII2s9dNrjK0P*o9m z=cgm1RY5Y~n#7?^2Fbn={&Vj9AfzDw?s-elr+A3ZLPUnW7rf!c9ykOcn{s7alA>Pn zu2(S`=Cx@(zq6zSOrKXEG5j;2X)dTpI0i258=t`=k{;G<%_GII^0Q;_fl!#Y4mpOg z&y%lrDH6lA;f{fJH;h=%Il#syn+%a=IqK=YD1(gZLu8P$jUq3086*aRZU%|6XVb|M zR#-M(Br6zqCI)uQX$8lU-XkHT$9%m6su3;(F70BNYWVET;OYue3Lit}1U>v4Xc=}x zLO5=bxEVx%TT~J4&Ebk^)un!I4MagwxqXfr{` z-ul4$9iw~xfX&R8-{J0g=|R9jzTeEd$jrciQ$a}kz~{cQ_>49d`Nt!l-uY(1p2JYW zBTfEiA9sUyJ>z2F(H^3Ae|^bYCG{6!QC<6IjZ}*Q{}-O1=)zC=`f5-LI2Ty7Gv}Rp z0>L^xaye|_rZdUKGvpxOJRCvT^Tg#jNCw;>@rAT|d9qXv{b)=iee>BH#_RTGgFP7Y zkR}b+c!2CmoodN{j|7#j|{@^YNg3-FkMba9wr$Iq3ZD&caVe!beZ zkaOR=DxY)=u33Be2^S$k#~_#6xELred(PW8 zyr@vu$>yG0#0$3>UT&P@(~d{qJRV(Bcg5%y#DxhcP8}I_NVa830ybqmk{mj4OPttN zLX;!d?O9mXkO1mYPlRD=aK1dqXIuz;4rM+I+4U99ag117Z+>;LBo#a;Ax)kqt!(#~ z34@UKwV_zyL_h1bjPAU8toZQyCOL<(Xq_-qU^*K5^OUy2OdgO#PXRdLrQq`jrb{g+eB`NSLKExprU`4bGBzz{=vH~Ia+BL-b$ zU`PQc1LaK&)%#Oa-TX-3w*1?9rw>jJP+2$+u{pt5`5`C-JYk^T)+TOwyL;o4b}~ka z`7+x!*B@LDa{&oq?7-^^AO>6rEZV<3!4Fww@7khBI=9_=R4}y_To8K>VemS7Y(p0Y zMhyeUKs#gby7ake)+=)0*45oGE!6_vCNT!?$Ubqd`r=rNE}WIDDsRv(@)^ zIb?|8Um&pbF9)yPwj)hCVA&%O#DE)C4(;74wn5i_G`2R9Y}n_gqIyf#Kb743xc_d%#jV?SxyT6t3!SwYcR2O5q~bGFwhe@~=qVxy_a^0T z0HuIK;L*0Kwt`mtTzUew3LR7cgR1C9k*$;yP)g)w9or276bWwqkJ>zVqeS%K%c5&mi;kjhWGrgwP zOv4T$GauE3+s`Hq>q5Zr3pfHH?W(GKl5wW!IAf{jxJ!ew?IciD^(^wvb;{X2WKtv% z?fvcUj)MLEg%MHYF8bJU>isNhE@jnRb`H(Fxhz(yf++|f{?aRl^nX_UFG+Kv`A}5q?+G^zIjp+ z6M7|crpm+w4u^7c-p)&dBsDy8kA!Q2#jB%dAlIyq;-mL+@>fA7;3kzzJ7u#?sa7`s z7EU_0jd}*J?ZMkB8b}BZ!TaDgRXjct(jHWGSJUD(-A^LbX#2sq8xtTkdW#A$;z3)i zK_TD>xU|b)zGosmodOthZT}vVJF{UW6r{dET>hGr0$(M?Q#KaufoCzR>~2-&J2Kr_ zG(UfchixAyK$0%#egFFFEzmdPT;R}Gq_ULGx-DeddHSZ~Wv6-`^i?%L8mOM~Ob0Cz zu1b8`OV503cNk9#Ye_%$S3}@muJ`^*9DH){XcPG%4b2M1kZ&G=G-=DH-itvp;9h~p zrrZnT9+v%e9gi_O|8+>N;n_aW?}9RlQ~UJ)G7p4+E0RD++bx{GxzD$bamL_SRra-z z#ZW140@9=VrgKJs5O6&b(7w5y$30zT0W|w35<2My$i!>m2^!Lj5Eks%S)SA2x?@X2g zn=n=*HEI*8!QUge8c{!R>&`b?o;>9~Nd*JtoR^*Q&<~F{f>0x`{{>_M&Sp04Y3JnK z3;oV!XZD9OUz1Rw(eBoMluEV1gO4|0L z_+nu20Qjs59$$!P_nq7FUbR;ri(v%Y30oxdJHcSP73DlEvw|bCDH83uHpQxrr{5sICjI&E8K)%M7>STg`MXot=5}G({1%eU zPwxATG+qg%3*ktQw? zXrD2(TkO|@+H?Xv?RLVuS=7@gj-?dIjszPc^( zU$8`8$U_Z-|Yild;X5H zXS2~;e%}mZL`gUX>IXgCSWzFhC6X&uxJR=q26dteS&$$Rf%2hkrwzlzU+azJCL7jIg>cNMaJ`8gMBHXtP1gFHuSB=S{NVZJ>6xRmy0{y-5!ZSL#oB1=>|S zP~y|B=`Um8yyArxe`_KsHf{G zyGgl4CJ-4mAStZucmDSd1BOk)r68ca&O^AhMI(G=AsOq%jma>M-wZBQ8He0k+{S0E zARBNGEnrb@ND}8B%73_k(T34#GLe%J3l1fXM{)=Yo7)Crz~#WBoqxtIT3EO|9-X&e;8L9^_BejT-g$5>a!Zkp>HDR;PYtt5ip0wAqe@De|scxkJL6hF}9MP zyglvjD^R~J7ZLi(f1-(ynjYE{xV~D`!;1)_W@6`3N3xS3*MgHbV*CtBMPO zE26y7GuZoZZsgM{GURU5ol`V^9k>qD3t`x?enk_m2wj8?td!e=Sjw?;in~g z^s0Qp`Ew(rN@8M zDA|r4`)*MU<3em(Rj5rMw4)~)8P)J1QEy~YBo^&BNfJ3vwcu+G>D=0uC~oav2?iNM zkaJT`d=U!TBwPx7+GT*#FWiK>4L=D&%kMXP=NaY$^?I&H;cD@WUG|_Da0p!5>uuf4 z^lQ|bi^=+MSWwLmWw=rDk+jA=@3KEA2HZ7pc$5poULud^P*EKbugZVxTw?Tv1NE!= zAvXL^Gh$a41V)=7ZdPdz8S1DGS*Q@sSjAYY^C6A57E&bXQjcY$j;YC{NPODqr{r7c zukVMeN{H5N3Hzc`dlfiA{|Y%bZm#K|E-5e)A6yF5H)00gu?wm=l|_=_?`1ax6O^IB zs-1|>y?j;Xf)Kj%netgr9fRg8uQt|^Ch5?u%m?-MkZ-d@T&UPQZxsjuPkV&4$>4TW z^vp(&QBKON3jCM@)`!<1GPD_3B!UodDF|s-#N1sBSMRC(mvnCKo8!y5Q=p7Nx)9Uz z+AG;sp9yF$tny`tkI@%5lWjdFF<)D?O(CNyJ>Om%-Om^_Nw{BN(Z1d0{%G6cXonvp zofq7-*tB^&xT9wtidFZm2+RdF3CAFyy~x1U@9q7pP3@#_yQHC_Fd-EZgLJ>`KJO_N zAOxJxY}#p0?1o@{f30T1B)Q(u>L*(D3^Ga5^6kIkEF2CJ<}7E055O7su z(cS`(SL!}l(U&pe*3szda8m&Neo9xw{ury$0z$y0z~)e%S9OzX^R}MBfY5nG`)i*^ zP_TLmIq2{0%WXgixJ{zITg5%{bH1cFk0e9lmN8o!PeBmIA#Vd2JT}p!d^G{@wZj1=e0wLgv#G?J(Ut!LG~ykrjH!i?=)Pf=Bf3A^)t#-QE|3fGZM<_Ed~*pt<(m z(+zP%*Q)XN>4#@OgDlb)L}%ZG)oc&~PG_!=vPBY>e$F**Va%ViPO|U&Btap@Tf~Jv z9@g+`Qe2Tlw0ECrp4s(tjiiD2fR6D_s*4XY2hRYUL1Z}7=WZ!j8^$$BM7y#oZ2RwE zP|YdQss_%SnJEVi>fJz!q}tE3@OY0NJzUXagxk0xv1xl}absu!=VDQJIxpSeFlDt0 zbjLt?>UqW%&!Hd_a1jVOlp|HQ&z~D_DmM|y^Qn&4&4;s3KulPQm|&M8w_c_|mB*+2 zS>?XDvp^CvpA7QaY?3>ky&eJustZt{IyL3>B~T2wXA{s4k%aTYXF0eqPHxT8f7mxg zA9Bvohzg(Q39o}>#;L#&P}U^h7aQ3_Bgv&<{YwTtc~rLym?$YiiZplXmy0q9fkiua z4jy^6ea-h|vI=A97+4+&e%ziw5WYvbd;=liUO^zDyl~6bzgF{rV^eo~lsNITeQwpv zlaOzIiu5QnPkj>zp_?AjrnBVw!*Z_?ZG>af@Nc=0n9>ufU`WqZCp9MqfDmw_D&SLY zL9gDbJZ;2F#&A{irK^i(C_uB4ib#>(n!K4RlTqc;o{0$#xAEDN_)iH@!DwhQOFtSq z1~RHoQJ`9NxuyZcfQx}my8}SS&W_!t{f*>viA|?XLlU^9SK5^{Np!CaR3+Roh-lj+ zp(Hr{(M!hgGrw8EAZQTe7^G{4l2UH|Zk1&G7~&APl-;vrf||GgFUDe$J8|FteisEL zZLJ8w!qvN#WD)}P%Ot@MES=ws&L+u_GjCD-69uS@q=`&Y^2MN4pm)Z(Kz;jMvSxKa zs9X2$ZFIWr@t33%>QjM@TVllKo}-)GKq26MK}0+GulA^}oH{0rbZtAHo!_-U2t}&9 z5SdM1TCM{j;7ky4DbJJmHlFzro=%2HF^@7jb*~3N-Z>k2=gI@-J3$Dz6nL~Z0PeIE zt&G=Te39tCdKaAL4K)p0BSrGnsmcMVfI|?`Zo)X-G{)kCV*~li^IGSO!4@cK(?kW; z$Nk23fQ}8_i;Il?`3qVUI<28L&*O;9ll;B5c4-j<0L}#3UcvXJ_)Str zBk2`#)Ss1Y?SLFx3-Zmo3bw^`iQtdsh);VPrdz^OMcbMt5(0m=x7lDQ#v6#3oUu6s zzMqHFfKPivk8g&rUB>bYWI=d+{7b{<&-z1-O&$@!Ag9i>OOF^*=%z;;${iTVHzKPy z6fhc|H(sB2_%ATu`5(%6HkfWc1VX^METDaEOY`QXrfTn8GI5@>==jE~y`fOM21y~z zs2Q$n;}F=i{n~&#R!O^8GYhH**$VKQ=L3ig6#;VxgHpiBAQDj?3={5s?=dN{nQY~` z74`J?aPTmU^pJ!=F{%#;0S~p=w68G4iaVXZeYi`O=6#jI{1d^os?o?TSW4E&w#R@? zT?%t-v=dwyrz9sI7@9kOYahrYwIM#cN7NO9V!$1TJYX9T8%O+n4fWp)shzwU}u-AhSa4GO<7cdmp%`dy*L9RWEd6Ly0F&aFS z+<+W|+=0o_AOzeoaA>!LNjl4xZPqFv6P~kQ=E<29K)!7?f{?Rf>0{Y)Hrkze`<}X2 zKP`-5xM%Z_c>9h?P;Fkiy=|eRHpkBVoy#j^^%bNnJ<2J+j3)9V&%M ze|bDV-uMiL+jyWSpuMF>IJ(Tg^ivEOtnRTln$s8RUig3ze3>)x_jw*h%7b%3NI6o~ ziQ}1s)izHDJ}vQZF_1tzdXcXF*&*5s{c2q%FF{?oo|4W zg>!~-MW8*!g9{Ol@-JK7uq6k}jH-z~o|xBn!_GEoLH~qOCS2W=|NH73V99vG{7rqtgpo*%Ebmlh zfKlygP_`pNVwkf_uDvTj zV$c~E1CRFlKi{06Tg=*8NeITP&u#I5;)~75FPN8#Gi4HjfOf04;)ucRaj6X7ykSU6 zw#!dQ2z+EyS))$E*F12W%AswMV(-q`bEt)}d|~{l__du`z0O(%C|LDZsC}(a`?Dvu z{O>2?LTPWgiJ&6kT;S67ZK}#!D}kckQ`+8dJd#te^YXOoMCtyJ~V7E0VANQ?fP63}Q12vAMqH+j&q5I0O#u=FU=&S1YE@ zBsc%bN2!G^o&|3H8;)$M@?(8H5CTqS>RzE~{?@q_FYAad;h2&+BY1Z;)s!&SG`}jsd>3QdEvHYC}vTmo6gcMZPNxLB-|be z*_3~%R2`~IgQ}CrzR1Np3Z3=qz(VADq)7k9-4V#7NCGb9UTt@uqwSNUYDt^=;+(>Y z%U7Yqc_5q1_(z6V>f-jkYi{_32qYoIdND#V2mNBW!w5p?4M?d0EfZ~cdDos3%^u5m*af_u(d zkYh8i4uBWt;WD7^o2y&xw`CcXkXh$9kE)eE>EM!TJw$~Ae~*JhZ5#uS`W?^x6}ICo z81;+BZ<9E#9#H1o2SJ$YZ&E57o7t3uyq!iD?0g^A5c!V$p}+?>ythFH$rEwmn7U~K z=ofJ3%%Z)KM;Nj{{r<~G?~e3(;qiOp?t@amxj=ny{?3}YLD>yOKZq~3%@e|-o`r);Jo_UIwnbw% z%Y=bVdzWfyXJfl&Nmycer+mZn;4)hqg^R9Wa+Y*u9l3sZQ6gp3(_+ z*cKq~cDAfwX_pijB~_dawEMxt)w=VXqOXykwRfyLY~O-sZR=6KaBT991)xRhrbo1W z+v#CD9b!5=2*=?1sQ=1skDx-B0LkFtzXQK_$>7hWJld_1?o-;=6kYy8+SF4ETBB8Z zK(`ClA|Y%n4PVq{kQi!&3xPv9@+cmHH@Q5V#ac9Z6x((^IFrApBVh zv^$-ftef`d6}}@c^URA#4==7*27Qo>L0Q{BC%8c%2HYU=_>@~0G;`Ef?|H_Ub1o6O zgm+E{7v`-*atKTe3Is89D{RxQ<_%zF>G)R_k@0rNNS8b3)WJQZw-6mhZ%u)>Q{i-A zizsK$)$={wA32ngHff4>!-CrW5TjS3)N^mY$zwpHggXYID&<`;I|u)|GkXtNoj;ZN zjQ7mrJQQz#Mecb|^)UFn5Y7fR?RuU#B)Xy4Gl`71;}tL7^=Rx1#oMk3!^h)MKf1gd z!?5BQXkU;JJ3QN9pvLG2D>I&4@(yxt7Z89XPUNvJJ^CX6+I6JZD2H_Ky00XgSH77Q z^w)YQ^9(^omCKv@Q6_`Lq8;T43(FTaC*3AvB)yyAHrnCfB@!LPW@r0<;Q7>UY^J@C z$K5OMU#r>VN?!R3H^Q8FBcQtQcH|ds??{2~o#B3gPkXqZ}ov%4Y^1cVX^%JWMTvLgD_t1 z%I+qw866C-Cn;D=Z-59boj4EsbW=$tF>q;L^R$h9wPgRdc(OikV84R@UAsT@|34C8 z7!fh~kxXJ>(;iW^^u1ZAu1o$syB@Z)*nHtUWRzl&QL5gg{`<}rBgW`vlqk2_1~2Yx zJTxYfltOVs)XgUgdO)*C7AQ>mR6FeVNEoBb6OZ#KS5+k{+xNBCCz5o&(x4RN1FpX` zMgYoQEr+*+;VF-Z_D7HJ%h1%w2bF|xb9I%ob3U~V%AV&TgVeUZSFub?5YTQq&nvSV z70D?hAsEiq7;_iAA=v}DwgQKNztxBlVc=@SWl>H%ebeTe-x%sZ6jhDRwvK-Mei$T$ zUPzHt{X&aDn~EzEpZ3l_Mdugs8`Rp#+&Sx%?u5=naDyigi6L|PNx0=17XzPm<{4WQ zzTa*JV*`dr6g_{-VaTQ$ATb;@*jC?_crr8z7lVjPd4!}obk4ncJ@SU6{FTecr@Jf# z_7;XA1P#H30uTW%1UBvOHrxFh!~FiPC+R%FaN}Rr%K!vb$gfRu>2#6FAhBrA{fm8e z?)enPC?n0df28j14QLw74hdo7x~;$4!Wga@7Xs}bjM#{OtDF<7NixUfpS{}`3@+qQ zd}P)1UQ;F^uxYP?t^OsixUIaMY$M^lOfe}4hYDfF$Q->Iwto}|0T%-GhNR%bwZYbg z4Pu89|NBI>bP1_jFxR;Y0z;4R5Rdlig{JraHK;FQET?)>wMBXSENEMv zCDJ43XsvY6ui*%I)UT-6jWPP{lt)tGRa{1k`9!c+*b+(Mm(J3mAO<{h7SO(zr&wd? zR9k(V%>ExIm<#8241g-Cd_;zM;+|Svn#6EyI2rhS%70bC7T@m9touRy|H}`5wM0wa z5c17akr;MGsc}FExEQ#!H+b5zvbU@<@2n$M&7Zh6&BeMA%AD;HgheOMER+cX_5MO} zwMywx`vTG=8IKQaopl+K!Zc}ovGa}zNCrGY640J46wfGl^naWn2~b{tWWNuX{7Yx% zM_*U-0mXomLBOV*I;*PjPIZPPlA1JR+l3bjp->ZsK7w#Lems0UvKs^u<&P>=&&6-_ z49Tu-*KgVzCmh%eX_EB2(EDJKI~b|rn#86J!O|%v)Y`d*B!k(?F&;Tko9979XQP4h z;C5l$B2gcZ^v!)?9NADyBADKoE_~nv`Df{_Ijv`J?}1dn{WJB|&as}iW9?i2BO#=G z6ACElkW^~$B!G$b^WuDSCDVzo6ZPG;~eI|Uq1o9bIBo^&bm}SN8w#R;q&4qzx z`g^~rfVbME!!Y~LA-dm_nosgC}rr zUu*-H{udxR4BhV)0Aj%Dz^2`0C=Rq4l2UtubZ^zSI}q$jx#c1Vq3vpxAe(Uq&F9l@0qEFXlYOs(bZ%y9u_4NKgCOT7 z{wgWp&x`@ZfIBxf?c)WmBX&m4Ec-~N(A!c^&D;W30mSE>-In&31G#`}5|_4bbHDm6 zH7bs=asD-@#pMlDiVL-3wS_=H!ii?u+cV9GtOu!KcM3jHe^UZi2d(V^0 zwp>ii&vZ99Kz$f15QLZW=B7zxkOXYX1}S{&=eyQF7ze8C^X9RJwEhltRgFLxP7ImV zA(0q(Y|5RUGRleSU&r+2o`lNV;t1)FrmQv)0&Y`zv^7cP^tV}+2gxPX zam}q87Iv6;fwcw zA3+GXQDt!`pR_SFK9jHa#f~f{eTuD&dK&_zJRJzaA4f`A5<%e5-b#|cFrudNa8DU= zy3m3@)_2_?=+jUN`32nr-zI_(@IaMMJ9*AbyY-{z&MPv^OA0P3GX@7GJcskfeK}}P*?02t60!P#;J?u|L!%>0AjOvQMgwWcOVD> zmx7Qs6>P_uZq0o}O2Os5mvQ4aC5X+xBPr~*kcS(qa4B$T&oHR$U7%4=M!JO=%3HUd zIxYp3FU*m1Ub)!g0?6h*&YAX-XQ8u3+Wm|YGEfcuq&75t8n8RB3<+U!|3z66Az-m7 zvpHXBNc);fW<$h6(_x(+gp%Z zcxu8O43YtN3nCTDd8dZMm?UfFRbf^CL@(cNFlm!RV$kFm!n19-7`U{X3~kTPv2#xD zV30xf>BJT%uu)Q6gehJnsE|yRXfGIc-xmB}{f~4q!Wd&yHF|Y_Xv9!Fxcz=7{}c!T z&)Qfjlv~4E-#ja+T^=Gw*rdnKE{1$1sE(wM3ftSi_^V391{Q5ia$Ta=VfgMo=^8eE zRX#N)dN@?VFh^prv-1AAevZ+J(MJrF{d4&2OU(xhzm*YE=q{b(wFkawdm2F)^PB6x zpcwiR$qgOf^V`Ll4s@a=>EdZ)0Z`)a*vtA+$d=cf8;e*+-i=MYtlDI} zH_N|=3^G=8_)}wEiSs#4?ddie)77=72gqX^Zhet^OUS*G4YC0TK|Ra}SL@j9Q1Xg2 ztm99FP7aR+=K%gg&LKMa`*@HIc&NnYQ2sMKzp%Q|?8Il%DkW^c9a;j#t6m5}zwY7F zK`Gz}IJ8&v#4qe@H+*xMltQfW+{fIT;8l`bgu$~uK^tT=j)6z}AcjJaj-PdDH)&TZ zryf)u4o*HFL=XnZn{Ss$kyx~kR1dz^p%k>XoHR<~`FA6fpcMKgvPmbb|MCG5;B=C#;0fN9m@nYhzc!828En7UCGpl_Hvl=MJkUhW0OcSM|SYbbHK{*XJk`d ziWYt7Wiunt!+jg=|9`Eh4b3UXMv{JE>*TrWHl4o=FtS}W=Yvw{6JXHZ0pR|$ZAxW9 zJ{hbo*0I_>sUI|F=#Qi@eaoRFiKrl?ef&?QWmk!fZy`ZuX{FkW$CDu{Y(`|>tZX_L zM1TuHAfWtJ^&vT0K5QrB_TM?SOVb1>%IiR6*6eB73#t+B6Zo`0+v=V@_YkgYCuI;e zA@9oqu$zaCgkY}M^sbl8j3^Hm0-sBHTeXbMk!RPRF%Arcg~jrx=75VB6;ZIQ_Vqy# zCm@ZWdDv#|nhI$ypn$$EPYCI^0KAJ?k>)F<(;={qLgXB)n z!)u~vR`JI{e+*lY82<1-JrBfyi$O%YJ5R_dN~+D@K{|%;oQ-mZ?%@9Up$J30?b)Fc zVc^rwJkPh5)|orClkPe1THa8ds~{adBT5gO;|gCq?-L}^-dCL&@}I%dxcd)@O3WMm z1+DqEBOqP+f-vazT!DLfa13nPx>Oz<`O2>59T{z#W__D{CJL;?Tt=M!X9njJ=-+To zvuVpgXc?jwdXBM}q~gWw?irAW{vEO5&vDz!Bx3{ZIfiiU%BSWLog^DPc1t^|YzKdP z#9MmO^=G{SodYff>f0Fe=V#t68B5N%xjg>pHbna_^o2eag?h)953>TrfRlmCrW_~< z!(J*Dm7OHh=aiJ^p)I$zAqmg^ut-JHIZZ0rX$ zpU*^Oh#vU-=do=@q=dUS0qwj;;j#W!HBB zOtD(uhH)V#V7XIOV-5IW^$b~6wY7hXB;qrNc4bxX`nPeZ7k`k7G-K7PxA(R}!Jhcu zQ~leKX&?k#li0NRtYQ9seX*%C(Pmh5BS0tj_C^STxcj{8jHL?*p|44z{O1<<-26ze zEn|#cUzsZ%av$pI`4>5cy4&Y|?zm-?F>s5-r@W0JysP@@i<873`fn=&f zkGxsNJe53u%;Md8xzf)`Kg zBOYf>+WS?`hkvXLdB~U?uD<<2p_$kZb8=-nWIms6M9aYCshfZVyC`!C`rRH>gLrN#fI9$5%}@5kardz z8V>rtelloNaqrA#QT{-856QMj^UGrt#4@gw#k7OR+oh3TaF+T<3REQAAn|E$(GU0T zjLb{@L6nExx`LH$c0eO~;%iA6Gmh|k6^Rie;Z&f#S~c^2WN3sLV|n|3^P?60JD_zE zLS#}uSq(hVi{O`88;ABiiSW$Pw#!w&lVsj#=l1%jIb>2B5S!Wkx7+kWUnh-uGl>O z4XQ|ruRSL$tcJHS;#6SK-maSI{>J&xDFzqx+l)p&Ylp-z0f|AY>7*_w1{{KbcH^^| zmwd#LAjV0|fWtkLdji0oTWe%fBTVbz5(Z8N5$!z;tx?)LVp>W_*EUDrafFEj_{lH} z$-!46u>z#FuCQ8uZaPe`~IfoSAg9vc%%%UCTxsQEf z*KEZo3|~sj;#xzVZ6Y$ND_4K?>@}(kzktW7T-r@lTAq)ipPgzUe6zH@=JAc@i=i6K zRTOHkSmC=wA|Z%q-=B-$eMv`Op^d17t=jS6>hgt<8g(Ecym88J0}T>RW)|({bDzk@ zHCs81iyoKGuA5`50RAtWMpD>(D%xH$DbP;->*7bAPAhgK2X0sVTXMw_`sER?pCA6O zLLevwoXl(<ri{LA<*n^+62hRI?HE!drN*eZ zULi0L;EF`MwXH6%Jvj zd8_O_i*f9gDl8S1dppLm?KrlaP&u~LxFADY&MKAPR~Qf7(bd@*-QB;Rd!4?*-2Lk; zN@Xg~xrLWD5LA}RSXf&TDGz0Aj}QQr$sIqB7&3^^2LNS*nt!w1yV{9Se(~B}s~Y(Q zN);TDFv;VIlx)dvIZMOFD0MQdyvS_v}5UC8KOSF;3+ zkb)2!g8pn;*DHr#vOz%kqpj7cV8zFvBvO^SIfHfWua1Dk5RLr8eWxe0dOaH>TfqGS zmqmHSklBsK#)7kp$kw)htCgdif18<*zCC`**7#4`<9(&DNti4Ip>u+8r$nxeOM7*D z`N16Bu*MH$l((#7`{%V#Ra?A7BXxz6uNAtZCEYF8_RD*);chUJ^PN_y$c;6fiUQ2%BV*6O@` zJ%Qvx=Uknrw!HOFtSv$q^gqNr1~K4fl~4QES!-0thYY_CGW$O}V)s<9ngP%`%w-5e z`&wHCkPbKo0qvox@P$clmn&kEB3~5 z-JYZ>`2=;a%>P~<@pWj#@u7BKhuSq`R#jY5HF@z4-k^^=1_AB9ZP$=Awev>pgnxD^ z>UTZIi34##T-biI?rb@zM>qr)^-rGYu5I`7zmWdfsd9yy(@Fp0|J>aE%OHt%r>)`jj+#9}MrYo;WkV+^ z*+D;T;=jU%gPuRzFBk}LJ)+$?Uv8CUr24*&FsW{1I)-{rfZ~e`#O1Q-!){3A6gaeR zBx~r-4Q;GTBn_(8x%Io#dwz#b^0O)U6J!GJocSEetw?&JSIXA8WbcA>-Xx{R z)iF@}g#se;5cB{31tIhyGwuIQy$`!RbNtCOhO1s5xBRrg2+E#a5EatfjAcLwI2G8` z#|vB6@lW>DkYV23!&0(0!Mp9vNRbxZQkLxBoJISNp^snN_!-WOI+FU+y(@OLfCdSD z6&~;$5ATu06-h`t|Ichqwrs3yAo*Nsw98@cV92q}MpCd@@+Z972B$NZwiIOM#hNX7 z!l3iXzZXi~T>ym_+mKZq{Ktc>pjE}WAfmm^)4e96vF%+mDTU9+E=@7j1yi20NDL>W zr;Y(J;9?NczC16qYx|znWkSZOZ?w1ZZ#04Fg7|b>%G^lF7H)A=D3>r+nDlIute!-50< zk|^b2)9zmg&zYm2+Q#_uj0=9|JP>M9)k2Z#*0$gO0fo>f?-WvQQq9jC$0{i*BJ+id ziHF&jydfc|Ae$65^~`+`0&bH8wEvxjw`VumSyqtWJOah#S4=KL5X9SgloGQ0No11P zwENl=vSWOYH#0tMS9q;-dENz@Bp+l}6+Yf`2E~AzRT1s&wt*s>yo|Ywf?g|W)Zb`xcY%K- z2a#vPFqG1!K1c5qE9Nen5K{d??5JMkbqTLoIe8u&Pu+1jrFl1!P?2|R1F5N8rA5QHPAUyka9!1!apV+UYPZpDV? z+doJ#$oWl4sr>>b4SW=2jA@L7r^4_cL&%~WC!K%PW?mGY(Ma@?EOrsPnZQXyve-Ff zp9ulo8%}8!?M_ugoq~Pd4UL3*lfE1Gcts1eF-&~bbL|Xe$6oiw(4;<6puH;Dwj!{w zdq4#lt!laZt6WWhLOm|BNh77@xgdl-Hi`C8PrdaGT5@yii9XM`;>5{|KVF2Y+anQ# zXUauZ5<%co?*W(^9C|CLfGiFxU6fxj>^oFVN~yHJcwir zlJEj*ji1MihN{EjqTZxqzH22C1B>=b&&STb?4l-;&yn7tS`De7gT9AU$>?Q`uS6I)9NIm4?ZS|jf~zEk&d*o!lCr_M z?M|_02;{-{Fmcboq5bjsVPsK}k+D57!!V<)p+w^;m^X+W^zk!WB-`F5q`h>zT<=-B zqAYnTX-09u*+WK~pyKLEWLJmTTf0j{Xd&%SH^c3Iwmr`oM(Nhxl*h_E$Thr0HmPD& z?a$?HjA#}2ZnQhA0xK?heR^F-cIuY-;H^iN7b%5R>$_`%TP{KVSsG=~zF!;R zo7=b^v1zw4sN8JWz|yKALkuf}*uz2Bz?7jL8Pz%YPbWzv1`h3lShxc?&lN(Bi_cvAfo+arLjxzd)9VFJ;|w{YfQs7h|l8vdHJFNDH2J6 zMY}o7C-g@6zrLhVm98{OP_Fic_$-U0kTW2I146*1AfSC+C2*s@-NE{N!X&v(eNy5t zmEC8pbo zzOJzEpUs70Bu7N&nP+^)fi(=gmL#HGTFrNEdsY0Hac1}_f6~V>Pz_@?qQYuR(*{ro zI28o6sok8mMy zXfL)IymL#B!VJb|)xW+u>+;GVdvpSkdC>XIhe5Bj91i6#hH#_MXNGPsN#|@d!EvnB zdPoY5NRhI&tq*|~3Fk9UNV$DJFwm;QatR~KI~aU1S{7=#J&4@GnOEl$Kq24=M6~xv zn4R6XBh2wDX;U?mO25np8ztW%DnutA{<%Q^msFtr%cIehXYs`3BdJDibE;eXy}_L- z6$par#hZF zdj5kTjJ#q3=l(bZHtiEhJ|2N>m$JP`w;((>`Np%s(3GTjo+o5bqP#>>5YV1TI{(Oe zTg7F@`ofwA?9?Hfq4LEe1fk1mUM>g$rvi(%BDn?{WH}gpBQ27g-K)=AWT79=g(%^P zG?g9+Lck4@fc9=)m9`TcX&cO z<6PJjBlQC{;GHLT1VMUg^kRu12x&)o<(sR{dR-wGF|69X#jEEcnERU|E-2VktATC- zw@4z|rM$YQ`*ghODhapXCfmJ5=>gPjtAr2?uDu)}5ds09^6|gA{o1(?jua9Iq(i>^ zwQ)A&*uIbs*Nr|^YZP9Kaf;^Yh zTuxrt7pRC7fw*8{b(9Bk0f)e*y}vMju48@Kr&>~z4!>Q}5ejXc8-avy^3AS4BoYFT zb~jS^=O4yVNgqiB--5sG>>L9{NCk+_=Wh8+_G`|gy>$M(Ov-_qS#@MLlFnb(5<{Ay z2@ zmXz|mJLk)Y>HmKp-BOhbQV;{KNHp4Br4gyRV6*K(`l4%)rI zNw0KzDruBz;+o&guLm*ALl~wyw!%Y6xEutuHw<2Bw5HG|0 z`^T-RpcrsQvqY35y?Ei%wp;rcmtj41V;!QECPGD3@gjz_0bAC9{td^#rhS}8qrBZi zF{6nLGJ+rO-?wKNbf`*vBzfnvw)dbIa7|*--X)R$Y?r-(`bV-3Gbf|cYrQ%c>xqvH zk1kJc1I2)2pgt$*GfL3js8miQ4Q^I;yQdD6f?_=#q)8jOcd9`#;F`pvU6X9}4XxY1 zxquWy&s3d9ORkNCzW>cow3o1cuPP`8+^`A-lo>tP^SMWMJ!3HGRoa%+T(G+R7ZOA4 z&c&xe2)G!yw1-Jnk3Chgpv0d1|9^2QFXm_`6zz%IJevZ4iw7a#WT3ut%k1O==j113 zbvy3VhQrE9TcO^z^GK1l`ONPGA>fK6qTN2PVi&60P*P2Lw>KumPR`(p9`QYo3gt`i zCIcJ-oAy76S({(m(X?YE1fhOS(sLXN`n{q>;#`&i@v31(X7AQ`tP)KhJwV8f^{w-bUOP z%6;CtZ0B~UK))3kq*Gpd_J9y@HVcH5#jrZL;98U%x%Mn>cx~eXxz~_Q-G?AVo>>at zw#6X`X>;Lx%$x`IPW5C>PpTwC=aeq^amz)T^kvpsGteU8n#7@Pkz_c|9=na&$y$u+ z(`!KqP;s~(+0^SFEq!|F%&4s5Qs8nZS5{Y#aOTv9y&%K9^jK|auTfyMeE|JdMSYz0 zbK5fm11<#-ZP%tSw$ZG($%%-OUbj`JNvX#`WDp=RtTbKg1u7D5RfV*V+xVOsBP$m` zUL@U@dh%pkEL2(ThY&m+l>rL@N5H4uBN;CLwerW}P9o)zwtIVSQpR$~sESWvj#S$= z3FHC}flIsl-#tjN?ycVoGDKP))S|9F0=&)}jKt9Y^_HI<&kQc$d}hyP~QCLD+(%F!R4D z<3I?wCW&aT8CK~uo?>RtxFr!Z|G(I)p3wif1CqkK?ZPo21Y8ON70QbY!^;b9zM8@a zRj2RHD>xVnNx>3%=UvG%H$VuuU*OSR(WCV#Pxt<3#_smVe|_>iuoLnNmB=JLy|+0> zBEP^BP;N@nkohFI;z52I#wp(a?fMQVz!2x1>fId~pi%8(kZ3RHiO)&0yWZffor@Su`3s(;KiaCV2%g_9`zPn(k<3o-$hfrxgx@WI2bF4CWI zz;GBhWp2oOsO9+;VuICGqhTNfoC#doLNILhG^)2|G$lnn)cxw-AF8OfBPLkc{5?k^ z=gg(u=NTT=*HkNNyED&ahocj z-ELcV+A;Xa9I~1x?HzKiHWh62T!YA9BVb*ZNDO@H14$_!UBMQOWGT%4(#GJ5!=Q6M zf`aXqVR#OS(uuHs?~MhWAN`>rMa*-(UW0r}@V*_2(NBH@v$kVAPICOomR zx%rX4UswU*zoL(uzf6usMpzfeEc_#~Wx*1E)CM%oTTT4N$&kK-eI4J-1H;Fuh zfObJoVZX=o?um?j9)25m)itjm&(Msl>L%r(mq9Mz7Ku%JgT7hx)0%L?m7@XK!=7VSxlc-|V1fC@%WmFhn` zIG=Vw6-n{FF!S;KM}jsL7Xq919K(kWe+Q@LZql;4b&Du`GOE}q3(|EP*4oGLE_OqSf%wep!(~7H_4^pIbB~9 zO`4}b0fzW+n4f&4pG0Ed&@LvKIeHzLd9R*y&y(NPE^zjM*w7*t!*~w^5CYBy7VVE7 z_ty<;Yt-||ieBZ9b-wR@K;P$65QI3(o3}s+xF&IFXP$$zy4n*iF+$ZR4+jm{wjV0# zjY1Iq>sNSKBJa$l9jWFk^3+w$7;)Yh#rM+2P-WN@AsAA3=A}eJpgupJ`F2!XttP`U ztgX--=5!U(qcLK~kdf>LLcpoOroF+il`Du*^=8Zr$7~6ixS$TwBWWZB-y2nl5*bx4 z?NwD;bseQsGwzVSP5{rM$P;|pcrsfV$&Wp)M_qqH;d08#nAasUDm06AVldSNR`URPlOLL;;JOz zQZB?O*!XyE%Kt&MtGcYs*xoX?2Fjn0BSs&7(XXmklNhNRo_*5Z#?b2juDD&Hfh6>T zwE627r$Gqxk$a1IsCNcbB;396xRiIdnHk=A)udhbmgqiji;~N@SpZJmdLl)dFj`aC zD+NaSi7S$jcC^}h*UcU1dmZ}n?n}q*bLy8Q7IU3 z<7D8|{xuxj5t*jyP*0{kit5&r8lc}QaXGAVG#6g1iW?*@?G1YQ9~S!RP9=wu;=&#b z`j#mJxi&+jNBRfXM}Zaz*CRgdlbE)L8x8#}x=11DOw~HK@d>!O{T>p-n+so-_Hu#Y z7jO);J=^)*riwf4Y!ZTL%dFH>zeD5a3&m;AUvt)gQoyOerQMYj{=@lov7HlHh`C&u zJnVA=80SSGDVU1F;N~z~3M@9|0K@0Q(Ts}M4Mc#ks`bM6o(^}Y5F?&%OX->1uh$|m z6bbhWwCS9gZNTfOV(how+cM<+9LOMvZ}iT*?`I>C9`R_;&&PX3CKnwpB&qP}npKR~ zwcnt;EeGk*;~k5~^a|mZ@dbj%O zr#;Yz6abJ~28*y%2tBQ)xF!y6fKdE>P|u272QBm8TDNDgKpL z@EY>?kz@!c_mQ~IF1?u~*Gc-d6$4v5bEZK--gy+{eO8g(3sM1h%>ohSv{P%^!8rMd zQZjQE@Dj^%wZL+o4l=5DALbnd-2!e@sW%OuKbIevHi{hdy!&H7#xZ%Qokv_$y^-g= ztyhnJZBuEFVSLESk7(SHLON%uHfPgQ;6@T(q(~W8{#ytN0aqju?HEs`XLeAzeJbgj zUs^9p^@O^4I7p3p&RER?ser4Ikanc4ky#lTWcZ0h;Jo>&rMW2>X-gp~tbKiLDyT@f z6gaf^BnwO4#cgfrCM&9Wc^Qtz;60CjP$|#(NrPgq7#LmwcWku1f^DnWw*t$4WWEy} z^U(Ci*QroJ)dNXERD9pL7XpLMxD==_7!npVE&pD{Sh#)l%2Cr1ky22s{S=v`k6r(o zftrMec^ul^F!`O)2Y&pBA~$+;Uf*JFDZl!%uitr9pYsp>&TEdu+VjMOX6La^fnw-O zXv)4VGvxjqlQjh-p$*PGcRU&eez$E#q3R!Mu|M~!FjNW0z!g%iM+${jEicD(cu(y+ zilNfEXOxPg09xH9RwdWk`e4aaNl1CIiq99_pk^;d>Ur~-hrHQb=;!t$PW%X{sW^Bx(PwEu0o8^AztSIq$dOqeNuj&|U#(yUX#C_N5lWGq{cE z`4)Pk7|eM#AVpF?^Y7+fMPj%H+$Pbk&9|l=$gZ)>=9I1zVb8=gSc`ub2dW8Em5$zU973pZbg}!9N zvvkH+yyXQj`6m=;9SJN!z>QTR{l86xbrl5CV7FG;6yQH4=_3WX~eU-#0=(wwnAJX%z}k@+@8_u}RPJkYpG*l>ZoPWed&s=G`N$Qclgo^+P;{ zL$xH4xQMaks|Sbyrvry}CyCj*FP@hI$+X99L21Wnn<{XdX&PAV7j?3=p1ke zED_}`0ET-mUfMgkU4(u1Z;O}elV;=)`+XM6vK&|W$- za%fzUxU}o4wq{*FF14J#Nv!D!4^>O6sTvJo5HDAKR=xgD$;3dL&+gw2UNTN)j14z0 zEuAtZ3nGKKrdOonzONSo!>Zz%M0=Q|JYcnsre$#j(YS4~?f9@Yt00Rc-WxXJfI2+8 zjVqFf_LW{&j|-FYE;bT$mU51$8gpC?(xVRu!oM8B=3Xu^gn+v?+T|pzCCw*Y%fFMZ z?a=T3?}qt9Eab48(AE$Q0~tgp|IDubHC9w0hLubWrdOJ{~v#p%r9QvR)SuX(=NyP)+G zQH&YcGHHXuNN57!H$;XRqZj9Z5O6+oXwQQ^OaB9;3VN#Lm(hMjJ!-lh(>Z*5JA-DfG`!*z(l^ z{3*fx0-tu6mtVe{ceXi`EQtAD_M0(mDX>^297&;Jz{h#Ldc=?dPG;&~&xW5Cj=rEz z#@bTZWpm2T8bcA19P$d!-b(d=5O5)|X*V&fZaV55#v$*XN#8xFJ~sUo6e3L#OW~XS z0g1T4qy6_B&fnKQJhYSyFc!Z{-P8UBJWFy1Vc=hzcdl0q44aB;675k{cfOL}9+MjK zm*LUGJANBP&@aPEECN3ebq;f4GJ4)F<_j9zRLbUp=FY( z{r8HyJ{47gS0(q2re(Ggo0+;gAQq=_EVl`6ZyFz+dnL+gghR?w>A zauCs;s}gGG$Vbd*CBi(n4Yzxgs{RD5>T2Yjmu+#CtdBuRd(BY%`s>?eEUJn0-_1%_ zK4~e`i6OoXQ!ZSi2kH?XAqhE@hpJrL0xLV!YDhhb-ngq_$!lJEJgMJZD5I*BSb*61(TvG2^5`G2m2SsZg%w1uiKL4ZqVyQlUdr zxxL2}tZmOk7^K{T`5*?|B=KqQlCZT~b+EnkKT?%K73AlhG66A6Mlpt7x`$-zVcE3J zs!Dg~$`?;d2subU-Et!-&Jzlgjv+BznNSU9p12sOAFR@_-cwX^$lm(a`53?RGknf- zj!!@S_WJ7|exCbvRUzm0J2Fa>j$Ql$Y7$OpKJ8^swsno2cW10rmhS7IZ+Iz>D%k`6 zl3YPz$otW74aCq#3_{9`R*8z#Z7aK7M*Q@+<@ER*G?#%o&_fW0H>;;U;*1iy3*EH>p<$w2iO3Wy^%oAOzes2x(7BYUQ*p;^nmyCduvf81J#l;PLZN#OKJv*WjaDI2YI) z$}RLhJNNs}+F4IbxW&y{WPE%60Vrpfj;O#ouzwIJ1snpO_W8EfH{E=v6Uk%+V4X?p z!Z}&cUsWcOf@hgNe1aZ_z~NE0NUL+-w%_IcAcNIO9i=@jr@(zxI!Fw+wr&3dOc`(t zLfVJJ47=r=qRVITVxhe-n3!;*nAGDC}wk{@oX8q>K8rb82} z;G1Ih>jStn%mUH5`%CT5c27pMjr%s*g;lMb(00ww zjI$n-<${)|fA*H#g&!u7^Z9@+03*Z-^~eQWYN=%9`By05qz7FbF9RF_gb|nBEcjopcK+ zky9;IeW7BW_`t2D)3TrKJin|*@@dau1UfzPjdN-zA#@K!Bl-Kxz zS3Sk0dH>*T9GBmI`^^nKh9cooV9^dRY$uu7rJv{_^PK_TyJO}gic9wY|Nh)#q)K`g z9ujs8vnbbvGbh*Dd)Z4!y;1#s<*D5GZ%z_J2x(yG8bH}2Ve9uD<`<% zrhPiPL2D!=h1*Dxv<5t#CRt6D_Pnar?VwJ}q7*X5Fqt{Xb7BqHK7Sg8dU>Cf*Y>6i zzbwMg{9a>0~zsbNsUV1^L*%RT&gpGO{rs}=_=tqvdAeZYFR$^w-> z2o{(b9X8V2n4*+C-{$)iSv`^zF$92aqW|0#f=-2*32tZ-2ZpH<^9WBW$#&x zW3NyV)y(Um7FKr-0 z|0a+LxL4qbD5wAKK~+889gE0xVeE!aLEWFh1-;i0hClw(=>bz790Qy7MG~zEvAp1t zyibH*i2EUHe}$!{su7>QJ$}m8_)pv8eWkF%uqE;gr#`;_0_qa(8F;h<43&D3vY{Gd zf!;OUH7o90Lb_y%_jS*LEmI7_t2?)VS zxr%C#4Sg&Ui*m*jzA2Xd^2jIBCS58VxjHEaykhVN!k`jbR1Yc=E(HOfa^tpE%dv<5 zobDp?1)kps?Tx|EpY0^X1+}!QLQo7i7ueKSpNTk2j8Y$w?%Bc1+2o)q*n2)7Wu7)M zPESEH;Ht#uQdXt-HT8Vmdd3mJOV69V4?qcnJ3_Ea_9J|53r8TL-69#UZTqGvB#jKW zT{?<<SWU&duNGv_213FOxIESv>NNm5qPG?~ILGlWTo3|IX#s5rGT-X?5i@JZTFl*nmeylu zLXlD?l7i4W=QT(NTnb#;hk7)+L+7hCF>0%t6Zw3zDPW0y9GG)O9X*S`|Gy+>E6*@pUG>_s}dG8KF*#GRk+0$Ze8Ttel9X#)G=@=P`_nR z7x=X^&YQd&?sos+(AtG5J$kF9q4K4 zhefozeJ7)&=V;0z3%vDw4mq|Oi;bbZLSQffhajSTm(=$A^w&-=8J`TNYk3a)eupwQ zMMUQ5f33Fy9UD$&F74v*>H^_|@PG<(e_qTy%LTcnV9Fqa(jL>B-nF0@@Hmf6n+)+y zA=&f0$#xhwL&q&{%I6@1bQOtV{@TO`5{W@b+q1QHxc+s-kx@+gxMX+3?s;H*Azmiw ze`?FmO^ggS;6{~0y9m&#AM{5><~cIlRLRK;Olj?VKlpeErEc(gx0GlSR7 zp4G@$;I5qItho^kw&M|m%GLgc5<%e7zD(L0+Ocg*O*JWn#oDZ-OJEm3E`o6Gk{Wy! zvyT*5v(?2B%g;R!hL@Yv>?DdXIJB2~Xoc>Tb6NU1nD}(t z6yqJM4MiAhkyTYpnhy7d;Z~K)qdZKa!2URHsJ<;qlkt5RcXwFqwH`YI3bqBvsy>SM znF4YFcWyk|UBgrEyS{bOePM@t&$TK*xZG7(&`7B?Dt_1Ru(} zL2_Yh>Y!%}JO)Bz&*IHzm$jZoN`yf~yQ@d#X4nnCqBkTL8uOM{WRy)ztiO|U>3q*yzb@H*GYs0OofOf~NnZwLcmuK~mQh4~G z_OvnN+G-GjFU?ja66q0(cC_u@q*1jgs+sf)UYpz3UwZ;24C0*Uc*J!HdjR;98TU{P)ZaDP3~VWUF=8DSX2wl23?4^}b!P?R(} zN(NqIfXjjQ4gf>pAI-G_MhE=~)q8#|!BBvak1BfAw$krFKI5?}hju%OZS=D> zh`fzop=JIJ91jy;hske^I}Jj>g}|bH3($Sm9__B_odloVK3_>z>Rt(ThrLF8R@<|z zS|SJ{4&~ox6}zybYhEyZJ>NV?-L45*RSuGZGb`}Ta27PLU`HR3|QJVgN*B;gR)wEI;vzg4nWr^$twZbmhw+44|-+usPmv~|xe z_u5oOx_~2~z1wDRglU)I%LoRUkFHF*?jR2(ZQ_pGNq;X@>J`E-JLoC*+iKMd8xCn^ zl2P7{#r4;2{0aPb4nS1CZ>yu+D*^@&aBIY&-K$!cIl*j>K@I8F0%RjyFQh)3)&|!HP$$A z9oran?RoP)pOA;TB)1|NT&b8g5Jb>N1_H{ZJonM^k$-8`we_7Bb{l>>tMKErP5z_XfIW9RghaBaHE?{cdSCsm7RjP%ty^gb-(Y+ z1G$WAk&yP%IolVr9IPt>NPFu2W@~*;=Lo2fXN8zharu@t7+T;MsBfwck2y8HL@SZB zM@hE}A{JCb^_TyUBBdRl!;(mm*tE&KT4sxE##i!EvPLvB7N&w03AjoYy0;e0Uj7vBr>4)$Ktt4NI40#_t1WqTyda9|s*Wqkcl z%s%qN0Sr+OB09^w)85gGfZ^6~1k{hV1?pT;tvJa@*H-qA2~L?k7cJoDd1e-(yq#X&?#=$dBIrCJLb9F zlLOUI1BMVmn6WryxkPm4)BbYSc;xNlXi!1g)OFq2otnGAy|#ZNqxzTkx~q~IRodQp zaGAT)k$>Khk@j2Dg_p9SituS{{5;*x@NKvlXz$KbXfNH_SpSmbv+;Ask=@Rq zCM`lz7;tkXTz|pYz@vV)ZSc*BO)nWM44rPC+bJIlNkQDCsuD1&Kj;~72prle&)_3^ zIdXOk&u}q4Dz6r7Msh@+VbQ$PpFs$?B8g~w2I0iXhFLM>ktFG4x|JxAx{Pee17)XcLVj|!kZ9`U;KD=t075kx!AB!zQb)}|l?TncPH<*IhR`m;Ty)lS6U$nib7 zzaM-c5B-faA_(5G=3c#Cfk9^+0+;qNlGfxOJl~8ak_*YPMp1T9F;D!vQ+`xevWYh8 zd#Zd!hF$o4jvPcPs!xoa(!2=@kT}R7Z85*O81!s76@;`sTiskcyMl%e(k6$R3 zYY6neV}&B5ZM>Jh5-F09cB61+v)YW(g`P;v4 z@51NJ`8gz?ALOk`@rnfR=KY2+e4l?C-nNBfVADPp7Pxqa&A|p=62s!I?(;@<6Cs;a zgj8ul;7d5r!<`$4_M~uKnYO*(rvk#cxhct>oi7KLB0x18I^VEEZlbjB65ycH6vReM(12cqu7`D|t#|5|yCB@ExQ` z7tN-GOXS>Gw3BDU&+nTImb8*zo=f@C&#dj~i@6{tl;)zp%N4Z5+IJ+k^ z%bt<_YcHHv<_!MwTte>o$HILHy$BeQD()9pv`6MYB<3(I`kGhVEOGM+yXgyh!+O`vn`1A%rUkNfy7b_UIjq+?TiXr-tW``amtkZ~4L z;~JigYxv#|Yr&X+;ymr~u?3(Q`mmXH)>c>Ud#&haU z!X`+o&otGCq!56((D2*w3B3>){hhcJD6e={7_Oyvr?j33kX)|hjh;P29b$qil7Y>C zDw}%&Fyaeb2144a|6E-!Z~E%hLa5QId~f&2D-lo~sQ@uSEnGIG7Xl;5!y(Xi&hehp z0}m<2k=cLVhy|`eW{?(jp)hq()pSeHE8vceOM6Xqrqw~0#?k4db3SIjasI+bUxGa#iboJ`h2~zCNReo-gQ*iK$Ua|3 zhT3i`JK`p(jfFC{0mvM2I-1}!p130MXrFiXae6ZP`bUz@Qh7-yo6{CSY@Uy}5Z7J~ z-?YIK9s%tkVZB`kQ{VJ7kWS&6r~F!PFlQ5Q7M|3mUev2c44aBeflu3}`tW(#rc21` zguoHV)KJbrF%dS#I?_ z(5B+{NXVtUWn1VGQ)1}+imYpUie|_UC?C@I> zLvStkh?4&RC~5l}$sxsJ!4Z%QxEutuch0*O&dtxA!Z>xl`a!w&aa$-xT8Cn!$%>Z_ zfe`QjLrB{_3uleWDf-|6w_J951c7-1f6RcW7VQ*mexJ(v(i#z>_D6mv}aL%W@3At98CisyiI z?jr>1bI#6}Dl!%_J{P_=X||;X_Jio$iZE!|sMLZOa4xWDA7Iq7Tw__{R+c()Y*5%Z zivi;-^i}o;3N4cYW6c-0Pk@Rr;-z_Jjt1}$39d;(+BMbHIo+A6Psp}5w*jX=KWPMq zNW{krv%HewJD9jC@kNyVb8FD~x%a#n{gJ5`&w5yQLMG{&I97f1n`B9ki1vuByXUC! zhd7Kg7|I*dAG)mvM+-+G&v54N49U8A_#)athM949ySfwkYdhG66=yyG8rH5wW;L&0 z9Q@UWlYvWnD$LC5!_?cV9fWg}o|IAe>47Db^<*FjYAZha_j-n3#@ig)d%{$jIt`{; zRS^)}PET3$N7y;2vn>)q(7s(BD-i@X?R_v>b=wyC+r*KP-W+44)-5(r5u+da@ch)Y zG9QG1dj>Y`W?|dbSDtax>If-FUu`-)=;&?8B%MW8)z{}D8-##cRqEY5`Cp?IZ{Kev zq9kdjl>P;tlsm;uu)8OWRsTPin8^)e~h^ zms>sS!*Z-4P5O>Z(y6LdOCu1Q?lBUQqV;@E@{C(DRkDkdTpcM!BcVmT7R_brKQ zBtjsdJ<6l<)O|wYBgUldo6z)|Hz5S~Q2{`HZsjqM&3FNT!=?Onp4pk*T6~4Et8Jcc z+r0|u)tCSO^@uSjMDo_0Iu?Y0y9GY&-~aF}VYdoyFc#V#-4s>TErLATDZ~UPw;?|d zJpVfLq->9Tc6Jwq?Mx-@(bCgd%KqR|A@M}mu@Px?y+ZgU0@^G8Z7;Q_DXw88JagB! zbG{vdWN-^1_;c~#UA+i?8RM~NPcMY)D#U12Gq%}IwYsa_rVhn;;!a!pDI2XpbA*$b z#iLASq5k{XDKX!P0LiUIb64nW$Q+65k@j0}%Ys6{5wN+GM@VFDm~_6ZNFkY^lM!~q zOA5LO`xpfm@t+>qNfca&Xs?cR?^gW&U;bILjP!Zt{t|T^uvd5xinJ#Wd^i;p18!2; zv{(Lph`PvrIFGy?AwB8ZowB2kpcrogqO-jDRC9^AAYfCrsdd4JN-qp0XGn@J?%v}h z3;DGUgg{yUCj8&oCp@BE*EZW{rJWX&PqI11xy)~uEM!yPATC@#vf%)zM|hAbqFo33 z5Od&#O&;R{rt;7wiq9h;o2rK(m@FS;DG>xd?F|w>a^F7KPa_9;+_HzAiHscpK@fkC zcvoz{Ady89&>pAy@IiZqlf}zV#Pq_s71w54D}zcR5@(Q(+gTNrh9icF?`#rDkF!XwGf}jp?t?`Z@)}X z3b;w4-!)$?I+#$KKxS;6)uU%0(S-h;rBJre&n)d4NCw=s@o9&7t9Qjb-0#dd<2ki4 zCFbg5uqb>BiDAe3fg^jxzzDW+vr5~wg`4M2d#6KIBc&_eD(Rc8g%s%?qO+=6+X&D* z;|PSb=^S`5?G)>48`0OcDsXe+YvXCawzkK}JEvVeFWHJJ>cvQRc2qepBZUm}{GU|i z^*BpG-&C?lk2+5$FYMK$U#2|NujOfVw!aDJ65O1ku-{avc(7t|l3u)?dFh8Oxvd8m zLP3(aao%Ll!;K)FaYf?M4wB-}xwb!dX0(yW_N-g$qzrbQ2O}}4ZNBlKR}8ofW1+dcS;)85a7K*+G2mhl z(Eg?pW13>`b?$jq@_n%7 z`6#NxoH((;7sP;*flqtHGjOLge|B2hrgp zqQkNHQTY;yfqJ}}8M=sD5tmGgA*E*2!q6sZD9l)f=n%2?$Td(5I32jO7u$YF4vcJF z$(TEzb7ORL=_yDIbC4MPCU-Z3V!*8upZd4$^R7dMLD8fbzD;q|>RB`uVzdRquz62q zibNQMv~SM4M_X?G(GefL+!o}wQI%(&vzno6!o`n04M`oi+HpH zz5LBONgsLShnw4(fm0s-J{xND6#w=7X=OGD^a?naMYQ|E+>b2TnP2*)jOgZ>`0eOM zg{* z9^pUeTmj{V;Xt2|?0`Ez2sX#vSX}vb&orR2>WH|Yzs%>JWL)4=?g1DaIoiO{pqi{E zdGGx1aB?N&n%5yAbUhO71N8_O0`2_;`IKTMU>C5~pk_mzG zzVJZ4*Aj#77}BcllFt~-%>|o1(-5EQr25D8LSTeRIG?$++rwN_1v#zVbtIpadVC(2 zP6gY;wj(}UcFgtzy&KL20qv|uPi=Of`r}se%k9pZSC3cThbqJ359s34oj;chF~op7 zXfExcq&y1f3Uh}w(q|pER->Z8yiD8j&2(*{yuig=~@kp9KNrtfl zm*3T`2L1C)B!zpI->HC#ghSxcZuk5UsO@PcB3tOCFY!(-d0hy_+X^UHwIB3(0BBV4 z5Q9y7k3roj#pbS2WQgIS@g~+y4_c}kii~RNV(yS$Jz`J+XEU2ad8=xCL~Fct!PkdG zDXAuOT~AL;Kd27#53;JFEoFxgU%ET}p!h7eIPemJN}eIU^OZX2BOz0Lg3Leejs zSTUwH`U<$;rX8821^;GD2QlD$X3=Itc|=%Y@l#)NA%@oVtqN1a2S9~YW8@j$b}U*8 zV!#;OCSj1;&9Xn+3H^Z%n$-@lV~sK)iYAI%5r8b0dyI0qP7J3 zFqB3$j44GIpY;M@xMy68__S*ngC99eXjHEuU0a*d_3$z%Ytuk(;oQY?7Z5=o5zsDS ze8_9mv@vHK=WVeU=>|dw?jR-NaE~a0#t28i;ZW{K(krhw3MsTBHdX&s_d0vX7(1vU zX^DgoSx_tw`UD(;i1rnU@Zh?nVU>*EHiz9^8u^(#s1~M#{F?jR5_lyE?$`LVcL4hA zE(~pQPa^9`Mk%ayf&{2rH4tgicJ(G@iMYU_y?f5ARO^=fvqmyRdYpSYQX8^Imyi%% z&Ah7$asd|tb)OKJ5?J$P zoU};Sy-!J}LUdk*!V7~FCU-$S!et<&T?otMt@|FDR!!=WuE!Mni?&iw_TPY{aB@Yo zoMcj<-F$Al@7at^1&kw%XU7?cbe7)PWqcxM=?OLC6VXSpj-+U0k#@EZ?*S3uY-VvN z@BjPI@klAQgfXq!bKsC;I)q>t(xWvAGM7NNfa?*T_Hm)QwqmPHjYiTfD9;}>Zs1PH zE##mO>E^%ne}WKjx4@x2-Bun`wYzx_W3|npJwadR@SzIK@5rK#w_XCz&*M^H(GIoi z3QlD{X<{@myxd)V`q*x$4z>kJq4Lq-E>H@%Nfps9A_)^3b}3(~B_kxQ6C0hj^n>Em z<%kQTUh>pH2)Go4wEuWyLL;=?r!|xFw$bt1qBOzG-wcHp*G|rO1wz0Ll7L0|uTZZj zY>T}!!!+}^sMZ&qjp?wv0^*mSh$7f{U z{9UKnahK-HLVjT`vPk>?Dn0>1z%3GAM7bZSbxNgbZF?vgBJH=8b4VTtt*T}t2zC?d zV2gx95YR5<`9wOEH)n`QF4)eyo+9iI^&|a{wyS)rI_uhwqhbwUV&|wB2%J75FzVQW zi69CXgbJb{UC-z!ScpvtqnIF}NS6%?0*W9Zp&%*U{qFPOcy0FYU0&zQ{;>am`&#Q> zwO6Ph2!l4w&jUjw9D;yNSqic{!`3ADGd5wmUGDa@f~c?x8Kf^o4bMS6!l@wOQEp#| z+EYAbtS7mKL2CW0#4B=7peoV}6lvevn*A2Eskjh0v^R#ehufx|(QqU6Xo7H4p>r;H z<5|=O<7n6iH+kY1gtS|Ea-2+B7 z?Atx|X|(+iDDC7R=e)do{XWnl;Zoqzt_r)#orzdtPp)B<-rp7?mk1pT|AG+o%x;12 zsrIu-l!H9igKHK!hcN)W2~$4Nkq_z7PDJJp|MQ2pZQ*((pxtPz6&pOu$p0f*fH6JX zmzW}A`M&>1(%E6tlsx&+K@gqGkx6oxds=qWz)Ek~XSO$g50y9b9<`Z=} zajq;BBc&oX#9pz7$IkHz28(veBmb^DW?lig{NGJ3F?g;?1K6c1YQPw>;NuQZm2jJ+ zOgnjAvozW;X&Pg)Ev`GUR^=7ANg^82;i6lg2Z#ZugEH*_!_Dzcb`L{xNUL=CM09Q9 zc<_T^2Es6I)!zFc9dKRZ(*7_Eou3nXY%jyIK3R6KZT%R?Ifx2+qbwF(mIwlyL)pJ2 zvuhRe4wDPRlk(387JZxo^^k~WVHSG|y+8;!8+f!0Yp7l8nwkFOIFDPR^>(eybC47+ zBSkW*_m~TYNw^{jX;Fw^VKn#F#(V7mnbqq(~>rBwP;5qh7_RFxkRdT|w3W&L>*O z?>hzAq)H?Nmiy>=pb&7Iq)hv+s(xT;?3YZkb$)ed<~{EXP(|+rLhzU!_?u*ofp(0P z6EQFE;X^XsmY!dIbLZtQD8M*{jOvQt514~Oz>O-4_E4Dq+c?{{aZMzfPj8&~V-zF= z(X#6DoQLN@dxUeDE2LZv8>%-etn~8>GWT4(F>Fz|pA1w25Dmh(U%&K1A`BerWsKyQ z9p7F@ldf%i#md4Psvw57$Rc&R&Hn?$fX8{%2N-OgT}wO_&bSzEDU&!=wO}|ThcU>v zO>0U!3=$eQNh~hqPlg;_kI7-7y~O9Ubc59}jXp!@^Z64ZG^g*-5s3)Rp}n4`;(MyQ ziMt)KsA_*^id@w=h|tA|4CYf@Mu-)OQQgLcz^A;CB+9u+-LB>f$%TlJNH4D0OlZ}X z3*y4)f_3nrC!7mH+MiWxew5~D&h92U090LlMvnL=xxAxr!Q&p$7VH22X4q<^N`5KY zZzVEG0@`IscgFzlIdkfX0(Vl~mozW1i$MV)a9=IFEjCFEG2mq2({9^Vayn|%+3Z7V zlJCX_ZwJN6PNKdmtpjP2@8|2WAOzeqaJZB+Ppz`@#H~p! zWZtHFFn;=LA1H5IjLfRy{Q=$*LEzDD0?4u1mbCvJqYiT{Ue8|O8ND3Q~6fWha!(VQ=BJnwt)1Hi??CQAVnPlQ7 zvr_TTLndGu#uS;PjjZMp(5&JnNk}`~7A$nGEnjq#G^>*qJJw}?2LG#0pm=-q`R57} zIXC*(+Yakw9S$X1ZrwDEJPXR95rCyA#@M`Ifg?x;TnZf8#jv5hdn3QbFpdBOM=v`k zqXSu0Q4OHsN_!Uw0e1{s+P+PG?K``Vwd5DNOOpRa2g^-Rye-;oqka6p17Zk_tOw^a z?NU;*arnaH4dh*t+3Ffq$r|dAcXmNc=*q7gEEyAM7cpdOwQf{3GuFcJt>QJoah?){ z;KDH5Fwh?1Zh=dCm1JmnVjI_x!34FybUT$`@Kkji!jK!_ttk-(4(-lurA=O4m02gr z^jWaMO})zs+<873`L?mErau;Qfe~)wT;S4PFl3X}VSc;uD~aJ8Gkdl=jEW;sWsEtm??`4kdDe(K@bVg$bwf{^x1Qn9|Op~(Sq zU6{-HN&Cz9{SHCsLR_dCf6h%Ji^QY77RG&C{kXCk2O{O!f5q@?T^CdfOG1wA$$!Oe zVm413FkpbWfrX{XaXkYoJ*CA;xNoNXYpcIDCe**Fm;9zml+ooHIt+kHs#Qph1e2F^ zh!HT<2zSja+FX`T9N%rX{}mahY8tM;UNaJ0{`U}J_+ayRw3rGEGUFI%UrEweYKnPQ z)=AbcUg>F0S6>1R!+b>M$V2@mT-e4fDvNeeRmpajN!&8VPgU>wCl}f*p@c^pg{k-d zYKAACaVl_Whp9H2e4~(-H>6Y8wS1H7moMPT^IRkbmU_8lsWbHgM%1yM^pCS2liP(H z_Q!a{4}y9OV-Xi-Zkshl%!Oa_nfij^;(Csa?594WE-d9YwW;>MGf=4AiKMXllo32) zh?9Z(+Bx}JfoEH23GvJ0wzji!ib^c>ZTk-Sg)IvCKhH=oED}xz+Ldjs$1l=j63Ph# z(!R9{?`DpH5Og2}WBb&WfqH}^P^P`tCg-byjsHeQA*?#7_Eim7oNq@|@X`Et85myR zZh=jERMn=<_DIIHX0m)yIQDAJ_kVy(7_Nv3=^1VB#m zJ%UI4@EHNc7u6`na}Bet0`;h0&c>&_I=?vgPSqVRaxTo}YhUric})-%8j%#Hti0R+ zLcpcK;ZUv#%a3qyXnk0Gj_8n-Rup~@7i|nalByp?JVh> z|J|@4=gBglp-S|((5vKeP)vni`ZYG~zH_b5&*jJHOo zmq10rZ7QF3Q<#V9w&ORxGtSN(ShV7H>=CGvC+bI9EvsY#iUC(77VVzx_OCnbUfMN~ zDUV|BJk1-5pcpT8w}}23!gP>YoeidRo_&b&^uBHMH3M+6-ES(TpHe{!qvU zA@nz@lv{b$q3OoU2zmS{~U(TJwC?aL2 z7(FQogB0l%qQam8t?!^;z(XV^a{M|F;Q^_Jy(u-@;3j!d&(1{F^{L5PhB@+Ve z2Fa+WbH2?s${_0(;{sVWp9VrgNJepL^zee8op}sfo#qLh^gIxRfV(y>?Ubh? zRwe9uI640>y|ePZ%e3#16hzHPN1i5J2g!hkNCGzHCeIw@x_XzU-DDvwYMATQ_r>7# zg5OX<@~*@2EQv6%Xcr{gb6WrW=XnX)%Ck+%X|Yc+IH@W+^6dXRs)h}aq`y#!a`x=H zR}d`RLoOJS&Km6!GX^~JycgM|+twj}fnvaI5>G&x&^hr=*Sc#5lXKgpgNCpl>4JNn z3{a54Y2pNdVG?eXlxc7D@Nm4mMZhWRpM3sjY@EI$Nel9BhRCd*=9XOm6$wWmq}`fV z@pzoqsAnC-AIa(qUwLl_Pl3Yiafk~guBO942)IpR(XIe^=sdkOhu_m*2u5xj1K({j zJ^+35m?Ay8YcSzAkPEmJl=+nRFxXfhEIK*+IcZiWjE~c@=M9DWR7;R1X$LP+2DyNH zH#Y4ZhFZ3Bo-bZSdN;SG5erW2_zNf{iFVHaeO&#jSdkdw{*P0E`oy#RupPVP99qZ{hNkk$rg@Q2MUso$g7ttQ zlR+xrZh=Gl$J4{9Au74HkgP~9Nc;2D(pvCX*g<5Gax*qMOC$y^?Pg)6FOyohI~jxL zMqT9-J-~(MStwRL?OYxykr-IC1B{_%IoHje6q82v)!U@$rdptP4n!C}-_!ot{m6pguLY;o%l{}@U|+*u8P*4B_yqy4-y*p z3~bsBhEcc88eg%$6Ks&yu6nlDMd!x z4qo@HYv!)G`u~q3iTtp|5WiWcbIPK~RUNR`-1l!x=QinbmfT5@eF}QG~I~ZuvY=3jNX^ z+C_{gt;o=z4IQLsn8=%!9T5Pz=WQs^Q+*Ko(>?#vCh=&GZC6BDTe|HkA}jR1$5@Bv zgPmc+kQ6%XWZr=V09*<@+W+Sj3)J!#MtmhagPUo>+g+=n0zedEbK7I*PoPEW=NM?S zS-^@v-t$$4bkEJs8~PS?fNPRPN81PHxxjO6c!G(N{Zd^2gbb1dPIlQ-BH>&R(C(9bV4dPUt(ja4v_{+ifJV<+grK$R@4aF!{L(G3XctwZ*wt+( zL%xw@=9Sr}Xjl%u?gz95GP!v?Z~5h!g?cX&6bN1CXf zw^(M0xflUM3OE-yLdwarakyiIL3I-uZC`dA%%5rxc490<7$&I?gXej04Adi4L0!Ns z{?`{|fUzv3*{}ybkURuoxU+jer9^U2=233NuxV<`&nwj-Glnk-M_29o`WqCho<@vb zY1IX13^*HvEXqH(M=#hscJO{hHVyB#TCID}75c3bwPKunX_^9t+jzzxpuHw}=(g{v zIiDE^F+K;Sw$0iDdAEJYL5DYJtAh}52TeUzjr#cc%H;=*#J8u*X8p9wx$htdq7}m@ z!g}OD2soj6N|edaUee%ucRl0M_Ji=tP9b3Tc?9A@MZDc1F$6}Whf9I>?7Y^3eG|8} zGa7E!Z@Ra5o)gp$BlxipV7O;o2z=Uyo?M;O zYzOBv#$itU8#&kRJ-Ci!FbcP~F0u_0Q-Oh@ADd}kozF2ZHZS~o;swergofL)kq`!1 z4LK~45ZJV*VcgYwZaoPi_mN091vKr!HS=F^^@7tHK>78}q=a^czZ)vvO*Lv;QhvPjA+KHEqH zfknHhniKyv&d@TC%z08<5`M&2LQ&oZ1VQE6Avv*c`(=PZyPB7CIZiLVx|BpPvGQ=O zxeusFqDs<~gyFYADd4V+dd3q~7Z~;_j2zpR4l=tVh14BPP)4tkneAL0wyz4R{YFBNg^pw z5A;HgAUi%e?UZ8;gSLHeavpxu#VbEqixTvJ^pk+hANH!a<>PX>xF?x0BZyq|&} zs7H8w!KQ6f^<_Qt!?SA1d|~3-Ev#Ws9Z6JC<$EUm+^X_RufU}}CArzLEns(Z3F+6k ziVKaboWRw*VMq!&RvIfnF7%TEZQqZ0Iw0C~Yc%5U@ISF^`KBT17{zHqvsShDTH zeA-7CJo=hb7boPB&e?d-G@-iLV#qnqLViK*lip-d47h9K3Mu!6*(4tMR{6WS-_-uc zsy)gQJ8P`n<#+1LwB9^ZLuY2lv;mvf|2}B!fB^%B4p@%FFu?nQir6Imk`2`Tf~&Lh zomdA(l;`~}niY~Z=&X78ICH6SjZeolR{e%yIF3An*}W-0%kvBjxM$$gKHDaE5#7AK z@;h0dAFUqGITQn)o?{_Z+BZ=E?>xsJgUMZdiHyAu1dP$TZy-ICG=rvfV|u2 zG4n2is)QRQA?>p2=B3WJb-s6y?#(Fj{USxjVbCT6(Y~tTe{IV3dKgflK=WfRgpzrkXs`zquqOo|d_>445)(KsL!n?)ojzHT26pY4cfrd&I70 z7&iYC8X=J)arl&X^yGYP&{s`ioKlX*I z``m3uL6L42)ZexfA+VgP^K(Nl!$J2$z@gk(m2pV5^!*I74`cPKChm(fFQ5{D8L~(p z52Q{2`HWj60qv%w487E+`Da^*ik`I0%SyFxsSt#{DAXIWODzM0fSV*C?au9DA6Di2 z$6v_O@Cli^8#>_UvuNkmKUyc&OGE{pfU-$4UVE*^N3n}+=y`vF_jouIZ!4qh(|zY7 zdC(x?LZCilnBgt=jMv7vw=FYz&hpPo!Esdu#D(42|M`Q8gmZyMJ9QI`iRUcqdPf@7 z8!In+`jWznLi+WRp@DneeDiEgkHKIfFDQ{rbXVAfItf5^^XPR@XdzdR@V( zfmj2WB$LiAUk447hz@!vT|0aYM1Z?C>gRbvc{VY&v-`+|LGy0py*8+>Dyj^3%*a0m z>JgqV2)LA&J$Z1xU%k`I7&1)YZ@O934sIn$L3(sMX5w;C3OEL3+Gkbdzhv9$t^7_@ zC8aCh4l&Y%+F=eMgLKDz4Lnwb>yePUXX_gO#&$bn;daHG3z@pmZ(9Lkg87p-he18U z5pZb-c{x9Q+13u$@peiey%rtX%#pT zBf8M@WxAsf#DG(pM|%W7>+>tilFk%T4vTkWb!RybhO%cXhe% z+!F0JU!q1obi`h7PPrOX4l_iQ9)HshUS)urB>{`FSsHrL)kCMdjVLC$*)5#yx!)No zCf!D=w14fzrJz;9Rf$c#Dw)6Cv^0^?b8C?`@qAq?WR)tACgplPPY2n6TP5m2M!SD| z_`cc;BpV)$j{S7x3)s}NA7L1^`g%Ml20T#W2`GP}+Z=na`hSrOO**w_Sf6DVq)DRN zZIk{SvblK7 zmDwxK8W=?Y90F|wvfWDInev@v(r~6LA%89ua#tZX-#up_SushOwo%RL-j!`+P)1V0 zd0=^=<7IHi?I%P9&&lnuMe0Wd7VS+#Iw^Gxsl`NL)$Q<*W5Wj9K~#uD?zwjH>Or7I z!i}mj?N!4zeoxiThqsdMS;g=8blngzYxs(|5FKW$ArYOafA)C1%pdz>QV&^KP5l12 zZNzQJF}y}%n4vlSKM+DcF>ok%W4LY|r|&hko-8H>`P^`hKM75g3>5Vyp7~mx&3a*JhCrI)^A43=en^_&XbS)f>gn%Euc~D=NG8^His3Zw<_P26GOL!@hWMi zvEWV&A7qg_mbkQvF)#uQTn@C^9QFNv{DG`Mk_(25T7=V^CqcgqT}TW+N_U5VWWdEh zeNnHw-L@vPv#Df=F-BouQ3_Pweu6yP!}|?2AObwfW79rzQ#^F>qXWI<9s`%|QTMV1 z(4S#7qVv$jUU_0Q`lVM;rhSgVruCGy&gEWG25JM7j;LmW@r4J%aKdG%Er#x-6)I@muvcp>6ur0`R1S=-+d(`r|eb1I`5=Z8->(8#|4Dc2 zHxR>K#D( z!$7+LVEm!)65pVXEMb`LN*o>325lx0?a{a29lk{}2(&BoHg>iv4U12bVz4usu-juO z)QTY*igC88_<1>;K?a=9v@ZdKdWE(nzjGw#0F+oyk3IbXDpG(bR+TcZ2c>{RU{T+3 zd!@7K<&8(A6ka*KwU;V|OwwB97g{|B*NGu8q=5Sc+D!mjN!PUU;#$dC*ku3HNxKh2 ze!(44Vbhn+VAQ41qG`h8X$Sw=>kQRFe>@o16|`xK?~F@9nf5Bf48JdZ z-}K&+8N(zq%|gLWa0@^*!mu&Tr4P*8`eEQxUMZ<{|IgXMecieJXXvF@1{yiuoB?dC zI)f0LSv>a-F#?87#Szfnlq6rWr)BoBbW#XreaiPjp}y_O2tZV+M}rsu!=&O)f%;%o zaY&A7oozEA0=M(YLwfxn5s2Eh(HY`5AOc(j0@{@@tt&-iG%ZL3(j~Kn}-Dx3CB#Z3^_195+c9W<>NFRbPE0a8k;he zk9Ngnu8d*K&;Mud$38b1atflG+s|&#fS1qXRG@x}!6xT^$amicVv9jiUe&V)D%y~1 z{u^o1_xr1gKq=swM7=a0RlEP@<-|Uc%^SL2zTPMWNkIkuF8JOtX$1Wmu1Fl(tJ^d5 z8l1OT=8+~fbH%BP&KtlA%qnD(Y91uO!!Wo>;?wTiwrN;@w|hk^i6JoVeB*RODC>+v znxwWy>Z3%OB&6-xHhWhcwaN7&^BwaiK^Lk&LlCl2zO!q&d?E+|=QH(X&st5-16LF= z`jG~+Oh#%rKnc$Tq(}t|H?0B5fGZN0HW{M250xlPWOV0E@H?2S5e|~U9%<4NJ+F}< z2HYm`X|K@N3SHUuEmwiD>)9?l;pH(YC~G^3FxZ~_Z?R+;X#YD$>BikUt=&!L3+K$d zi*}C(%k#e@!^)qp51(2qG**%yM%GnP-bU-awqxo{PC4a z{uL-%O+pC1E*hU85f_wcU+LAFUz4!Ehw=UY^vOy^D|N86{RV}4F7bcDoo%>XWh+t6 z|BDrC_wKE?Ar#5KsrP%kdM(6-ttjAr?0bL`m?Q`IReI#-bs5;b?;$A z-fafbBvZf4OCSVX3S8PZF^z4FwmuDnB7TY@J_AUSok{1dvKBf(WH=pC4O+b5Z zn8)kZuBOJxcE&8PD)J_I^%GcNC_J9fWa1`gYU6=q5>EVun#irbz zmvca^#q?_tnYn4rS>b!P8;n&aBMcY1|AF^C_rpNDxNR()qSm5SNZQqX@9)a&F^4?E zM8t;wijHT4b`{S)`Lq*gS&h#Juk!4P5TnGW>D|Ggdr*k+3Xx&o=wm$~1e^>)+VgEW zS06O(J6BCgA@-cxJF|gjfW2YgP>Av9(9xfVNfhrpt}zg@q@=U&`Aa`(A(*2zmR zTwXwmGz)P-_WIU=pcHT}uxU?*8CM)y$D2=ndagKayD#V7KFBi&5rl+CL!L>Nx@mkt9J0AFsTu7;q39XKbz+nF$OLL0p-SXkLsw}%f3Y<70%y(qG8_w zA+SSK_%V1htVejDNBw$x#V5I_*P}Yg{C{C!>yg@_kRGi=IZw+S6Zm?2KOxW#w>>i1 zl|glxq#iX-OxTm~8`KIj4C#?#h&dk&l5m5>rrisZd^x((KZ?BS={9wGm)W`?@UQ0# zDy;VDei{p6z+D@Q_P1@l-a_4ukY*xCa#J{*s46WF272p}Nm{=;LS7=1#G$?Hso18t zzAL1KB=qCovMsz#Ajja22<>F-;0Qv%2`!|36jQ!)yW#A6TQE7_OD@Xqh}rhDwB{P`|R zGkNOvjq;C1`_N{hO3W_-|H|0Vj4Eqt8&y6n2 zkq80xBR#U|k@jEilKb2N?ko<&%pcCaX8FXwo6O^ehC0Sa3*LGzosYVyhP5XO_D_BVq{gD)8UxH`naSSZl z%_QxXcOD(gODAKbUABQ?+1=m@0|${RNu^8XoO!fYdOnZ|=u+NNLaNfsuOmn1KZR=!a2DLiK7$b5yX? zQ&amOl>Fa8YBXLc<`wAKa55{iDLZG`UE181GRB;$+qwj!CU|lC4CECitN%3}#DI%| zO?w{6qjj@R$4ka_*uq{@v!zR?L$kJ`&+|7!1&$yFoD0KN7AeAwk~jtd z?cei?*crYP!^z$-=@ri#Q(UYe&ybFC=Sck&JBma;Zq*Bl`Zc&%-PsQSS9I= zYlB0rp^V`HBEuM#eT!I;e(4xEl$$Wxv)?v1c0MQdC_%5TWb;yRg5ghOlg(axRQ-;Xx2_OHwBKf&Op@Nl}X_eSuxN+S}(@dO8!*grEc;5LaxJ67Fn@hIpJ zkI_}t=KtUos7RvY?W&c>M~WRZLy>SQ(EeVq$r^3*REx3k?273!)6dONy6_w!kWcUp z2lWU?z@fb*xqa?eeoJqY95DhQ$ZY>KT@`Hf+=^`Kg1ug$Vkt262*)6#-BdO7n5n7O z-X7wEVfBiawMsj5pis3QQDNnc#t4b1z^1)PGSv6@`uqU$q=#FaR7zYG6syJ}1dA&U zTYy5q$*fE}buO;7$n_5FBl-(n63eHSoC0@k-9`{TMLsqWLtwBOhrpuj*8~OypXRFc zkS6uTodF@|*idDDGh)J=j7{308ue!a<gUzEHX}k6rzjUGgii4mse$@a>2VGv8Xx1+6O120rbSP4Ga$x;&(f%>ES? z{;k&r-7xqUA-I3WB?lw}j)3}Kp&(9|TYT*si6Bwqxb3z1kV%?|TpQnPQU)jlT#@)J z%49fNlOw#fx0ZxZeq49`wO`F_>wTD{4hjJeFZdkF9iFZijk}NRZ6ISj|JW<-lPsV> zn~Nf(yDzf#gF?U|2xtd+`fCn)A5vxbg*cB$J|Ft9jYdq69&%(FCus%ris5JEpD@F{yXn^2{WTW=#t&$i)q*pBmwP!Vho zg0M2-U_PivI0PZ>!MtSQ!Uf%)4IM=N#pveJbUsApugEv=U)FM0A|WW#9teAoSTM;; zzKzhMB)#Z0>m3asGDjdP{5fdLeldh!CTz5uwU6pH@1G-8LK@V0ky6eZq@Xro(GAJC zjE|Ci6bfjMkZk5SM8wT5Bg0hR!thS1Z%~*jnnap5p&(5x1V(&>duCCBi@b-6ZKR+dsx>Iz5gu#l z1;v1SHV*CU!b)-~))8qPq-UGnA*?P^f$A4+NR#%v+=U0ia51oGFACRsmQa)57C^=q zT3!KuK7ru*!XAWS$<`I0B~m3e^~3Xr%kW$h!=Yu5#uaUV{zs&d7?Mx_aSap$Zdke0#lWj6cv-IKH%h5 z6$&zRrR$e~5O6WDgp@PSVud}Hh3mU2`-j`ox2F0n@0$Rn|8~f(dcJA63~CZ?S9!GW zNY?B0bX8o>Cns$e#g#QA)+~nBk%$(Cjh?ip0~73DC65caO^+PyYo`4h6lI9!om~%%g-Zaq7&x@oks9YT?G9x(keW0s_HKyu zpO8%w-Got?L3mAV@_wRb|*tir5x#dtHX33z-13^CH5cssShT@w|4OwalI%s1fGt!@Q?rDKHS= zk)D8ZX|r>51kH& zm6O40<~%9;=}lmVJjaa=L~OS>lNnJWTe`lF>kt4;$W!LwhfW_Owx!uVh9Ww;AB?j zQ4UqL4!(+*-Ij2CJ+_kZ28`b*!JMAXfefRqr)&Je@ z*ea*xi7r2t9$Hu`y`c2q!qTkYvC+JAB!{3#Zly#>k{2B*ttsdxD)cUmTW$`&p#TLKqU!|<^An7~$|??l zrA)aYsr`1w!>8elB~PE~pL#k#y}~1q8WncFGX;f!Q-S&xjGPI))s=5Qllj8Zv_kzw zgP>0aQ^e+=ecwlc5O5*zg_Org_OW(tELDO4lZmiW8pI}ifyo4K@a3%Tz3v%SuQaqWyXde;ZN z+fb|>f~26bc@XT{a486=@6BsJXj#%-NOGb1bLib;)4^W`X_WHZ(KmrN+v4t-MLTQL ziV$wlfB%uhu%WDVY_PU8lrLOCa!}2WISqywxE!dr^9+sIp={=sN%}TLcAZ1eQBV#( z$TJKYH23G8XGWxl8zt)Zkvy#}lbj;U`$ZT&!Z@`F$^5z7$xC+<|tEk(4jd6 zhmR!J6Ma=l0dMlcvY{x+0U;>eZypXR5{`gRdj(_0$X%}p=9dU5l4vz= zSoNbBpd#T0iA}p7CUj5eg84`CNkwu?S5HgJ10BP8BnFT6*QydJl7M!&?GYQM%B$}p zF=XFcUpN@*N)p}jEVkKG2ucB0BmtMQQMKu-TakCem-Gwcy$dy*i-tk&Sv2D*r{w_` zhH;Z5pnZce!`AFd?4C|CSoJMkKkv{1=$Aw^AsIhrwYFFc4DXDKflGOYp`CT`%=GG1 zGDte`d)nZ)>EKk@cBDyfy?;9*kxAmw{v{DOpA6dU%jjcp+usQ3{eReE2c zekPT6DJ(R6cS~7CCg~Om?@V{t+dBw~^41~@M-%3FgU-1h1|H?lHji1d&NG-T!!3`# zyjTcT=gp8J{k_)P6hwe?fzP76fI)t5^JS&{2BILD^y>36^&?PtaS&w-QavLqCDJ2h zF6CAjkA_B-qJpcWL3-DG#Kc4c?5f&?q_Ann#xo!WTnaqeD+2_b(5&K> zBxTxWb@LYMu@{#xHs|$jYTdY68fuh0jp(pq{uyad47f>R(cU^=|E|ls$)bqN7s9WM zxqhk!TnZ~X!l0zl5-T=Jj8GLTf1%X&AI*B|U@=eh=Q(9iT)bpd zppD_dro5L&vl#0OPS3aS-+mLSZHqFV*j24;u@o2)2Chaz+NCh#Cfyx8)7PX$Dlglu z)w6#h)SkB=i9uoVd3O*)KhHorO0s!-MR@C514-xi^NwuNY99(kNun0RFIQOE5@BG| z9_rD$mRPx_IEnPo%{=32Doqn14F4gM^uNOJYLE`NE>Z6c)3*pn@X2c;Y?6yj?b&Ow zu@D_(5gn>0JX;_U1TO6zNrE;D%fa3+Nji*Ns*qdI3jIAFMVj=@#Qqxy0cQiB`lzS= zaoec6_aubiM}xl%R)h)wcaRjWSSSBn0l;t#I0V|gs)F|aIctZ$CHcI*eaB!e zZx7P9jh3@b*gXMk4cms~;2CvzjyT+A#7TI{Af!Eh?lHAt%afBm9sMUU+<4~(4zqHX z->Eaxdh<*TotYuiuz0&3A#f1d90a9+YZ8Y=xk1m>GOJgu?>WhaF)PDzHx+B(?TVZ&~=bnbf0`H+Bx6cnw-sCE7~Ty){4^gn;W2pLTw6e zI(X%zXG`pw`t8U82!g2p-_ND_=kk9B6>#UwqkYXY+1}l!n8j$rm>pYIv>0rYynsyV zyPL1WKq=rRRX}?TqyDYc#};|=vuc0SXF1(@jS!ppNRfmmts+6shAWbQcEaH5F|+t+ zWfmD=Ogqsr?|K|Kem)$D;cusdBS4FUi-AphK2J8Za0EQsQiyuoQK0>~f(*8uHojG_R~!!&lJ=wQdC|$pw;&mCO`?7kRx5B{>b5w> zO47a|59fSSfynRxiJ?tyn>WB&kj`gefw*sz0S1eh`j9nwyz)UIFsX_mE$hb621R3IRu; z%%}YAsikB0*=J!bfxyi_W$v8%*HC-jFeC*3-iEy(opA^pF6H0zWKYZQI-g#UbY7}4 z^?J76An3Y~ES6l|gfOCOOdkv$O!8Wc?jZwq+yRNz`4Q#h%Ba5`jOdpOgaEnC! zjHH&ope5^tS2@wQ9gsV^ym2S=>8XVv6y;BS4r&q(fy1Fp2KmvdIoF)Xq|L4BqR~C2 zBCwLQ0I|VGbMZb91I`8>?P{1uK~U32^C~jLc)Q?BnA`>sLlD9cv3>s=F&h|}C(Z`i z$2|38g9>YQl2;^MdenNaoXUcJ803*zy>xC&q8P!i!)@AU+w_GNc}@XeNGVw8T6qP^ zLuPdsid9#R_t6C*;A9ZcJ`1b=c2C!a2*#@CS=WkXjMhUDhBkt5^nXbYC4wNN{m+w= zQZ%~mU@P(4wtDr^M`^paL0=5BMb6Eo1`d+?(OHRhzwOoX$`C6?oaf#xwV*EqN(JW~-$Cw4s)*P6y8r0_C~rG~`0SS@ER_g@fOhu0#wNY`J2v%!hpMxX96qrPnQNKys)?a#(zLQy_=| zH%ctpc~5bEQ`d+4DWop#HZx^^jt2M7i}tH3$j2NOQ<@Pb;Z}+EK@9or8}+syCvN~s zcW|rzQ4EG+jNgz^+FiB|o`=Duz@|M-Qeog$TpnU`>_7MTAotl1+}S5*o_y`O;=oJ0 zhMtvBq*slEz>{y|gNlR;flWJDH6Cv%wC`iY+gx4KY7Jd5-i|_ISlD(j2gHDjK}fqe z?AoeO7~Nb(`i9Sc51yu;0QTI9?zXp-yZ`LzVUVF;ftzybmJ?MLS-HK9%sy|=mD_$O z3UY6vpW9kt+|Tnc3G>M7Lww6-{x=m21E3wHTF3=)E9Y1mK`?h6nC9wzZ=&q-D&<=xWrVhl308u>*_ zmqSMNIg-MuZ{L@L5O667Y42iq!0VV>{hUmnlcFEh7ED_TDUxW}(~c{D!W(*UGSmL_ zY{oDd)@zKL3hxIq5Eqt%=;M4jv z#dTRJ3h(E?-LPoEx<{o8Hf>5>yXf131OH35xO;W`_&es~SgVxK;{7|?V_CLr8+L>o zOKRK`V;lBrrGYC=himtAcgOYq{+ma=q5S*<>&?q@!g&=(UNfdi8XLFWO@}^7WDpVj zJmt(lEy9VwqkTqFU)S@=P9?^Nq1Tu$UZVj-1Qk@yE8V;Ot3(huw9S!gk9AyF8RN`z z`m2GtE2cvg$qeKZ+`2EdO5~ZTm*+iE7L-w@N8;n{G5B&0p-S-dv5WOr{3;n}2j zym5?HfjT`8A(MLhMb*!X7{5fIOnb)gLD8ew0|xa?L}QqA(RN+?(-5E6AR(A*`I|^2 z1Oe^dwhFU?)ch)PtV+t+?%Ep;)L?iPQGuIsy;>qF2x;d#?M{|SeLIhkS!Z`{!=Bf# z#z2|#TBJx$$^o5XDKI=6P6gVX=SrhvzAW6zSV?+r*x5f6AtoF|ZsDV}9ehm!_iS9+ zXGvs#+_a7Rkwn^~m<#j0cRNE->LR2^;dK$~LC=PpR37c=ykafw$Rz)2qNFNaa5u|b z`6d+NiMHqc(QEAwLcpU`Hka~Z*r@cS2IH;UNh$1fV26G2hb9=dA_##_rzEQ(QQzBM zVU)ntZf7h22t2fB+EFL4*H(0hVVF=&1{4F%W*+UPZLRycAFMXjlaB4P*?Wtye<3l* zBR)6VWlGlN$>vaA4AXwK?s{S>MBsK&&hNr;u&n(8VdxuK zV=fUDIJDQoMCm-wSL*+2#h~pod$Y&JA7DUa&GRYCP8#+=I{C z;30;P_TF~Ef~ z*YL}{jryi1k6BL*-|k`Tw<%rm<cY0q{Eio z+0M4$34k2r8(s$gBUwKWm-fZ&de6vPpp%9Zy%J#%^cX^hLA zFvvp>M!~AWmmoKg47g`t(Oyb2G%@x;anB`E3c(K!PCPpm{4Sh`G--fkv#ms8;L~2L zTA>sEu}!V7i6|v~S844Q41hFA0f}Lu)`jsP1Y8W%w+toc?}*B?W|W3!S(%j<$U%Jm zh#Yh`*X)8=lNfav90K)i)ymdqC)Wj%iWG5BPNC8c-1T%Eg-P41I^dmKI0PZ>4hGlo z>RolARb<57%QXw>)&f049U=pN#r0R9CgEn4Lz~dX996xEPiu&9RXVp~%;5mAH7pZp z()y5{*lvl`tO)l4Ow@H5+Sl#BBa$n8%}C#K;&?)MB;n6=_q`yCY1SM}pyY5W=8z zQuT~jj~EzmDzIp8w+-FPFD+;!zyGECn(o!I!T&Z<;x=aPx(HAV{VWpg4FF2n_Dbm; zjH;xw#=CR(Z-NQ*BqRo}u{l5K%n$<}CGk0wTZXk}y*y@eB$td;EliGU7J|pmryvMh z-{`=jp8X)u)};2v7b~*0$UzM0OKkg_smG!Gc?g0K_IH|O+vj<-t*XuaGV9HnLRNa+S4=pzVU^W%1l zZPG6x(5_o0gHWs#{aOVQq&3xPE>G%6clBZ|(#!;NFcx``q&b z^~7z*UWAZ2LxR!7(2zbbXUIb}y@7KiJOe=es)xt^M7;tNMmNbno*Lthz}+OGQOU6$ zVLwwh1|4uYP@nenD6;>a@(-6hin&3(J6Ln?9BA~p6v^Sty*Kc&R&=x~|q;tuSPNE3#pYf|$rydvR5B(FO!rcKc;6nhoK~koD%P`}u_ooTYWcKM+ zy}IX)+Z1q>ArD!k7jxb^fn>m?z^46;F6*`6&XXd>J_)1meUrY8hr}Sd-e&$(=jVo7 zM!=0*B-*Rbjlb7Mw%_R__EoKJPCwPlngk&jjHuw7^8KhpLg3QwpKo_qe*92C7Fmi( ziJ5Anpa3PGqChW=uNo|oMdHx@>sj;IuGzWsA!(7~cGaa?tAgt!RgfZ`d*k8^V!$1P zfI~TFXt&hk+GnSb7-r2)<3~3SgskcUBnQJ*qgIJjiTZronufR4fdS4|{pZ_CBEr*$ zzcz%Nn`o}exPIn#v14HH85aZX;q7GkKQ7kkwGezx%4A!V4S@oT$H*@vu6?Kn0>J$O z?H+*kONl9azh5NPXu`P`)lJYOhUmLZerF{-KaWd*PrI4qsLJ!Ql5oH2`PkxFN*1|e6YIRjKt7A`j8jMW!$lGIJB!_ z`dOpft~n92sxQ}kOtXz21c@ONQDIV0X#xlVrvi(17lYQ`?KjO5$$gk^QfD>BJA)Ui z?;|NBn$(R3H3^r3GVKnxp`MQFN76e;P0HS7+!3`0EYSaj*kJ4xunNS0vw=gqy6ti7 zL-U5uG37)xETVkpAyd6SpoLZXNDiw{=R1nfWyOmMQQJWFbOQ@0Cg6Ist zZ;%j-kq{CEH8vobaUlqmDUSijZ;1)5*w{rD^xoTzaeHI}4kwAOCB-DvpyB8N1KiMK z#M?Lqwi4xd`)J%%+xM-EgHLm1?oF8HJQ8wkqRAe9!|!nViE9#{_67H&TGlh>S-m9P zGrKiNH)7DA@3J(Lr*2Qq)JzVP!uWg>LD*cQ?kDCmqZ-yPX`nn56Lm8y)o)S{u~5>* zn(>BqqB?dQ>t;SI~@@VF$dMgrPXw^4n|ip%{Ukr;HH zw&)q&0K*FnWL2%$zE35xNCMgkgU1`21G?`SlMG9OgSX~bgIfSaO?vG|mi;VlGps63 z1|E+xpFI@E@^&ujBz&86^~(J27$`(qg)}L1>oE8lBd$qY+Ka<&4%@ZV8>W+*G%)0C zSxX0$JugKz_3g6;xH$~xGxau%2L=8SrZF!__v{>}GDbZaYQs2%jB0hn892#@J($GZAS44&2vU799et|&+TncR3*H!eF{@JoTq>FS6rWgO* zI7S7Ut+GUllz(9FbcrHW0qxqb`_QdpEV~$gRX==96GlKaNzv8q8N2uV+#1FZLO(sC z-G1)DPEvf&99W${$0{HNLLh_GX!x>v70@f-2zaz7F^+cS)E|E1UryAv+k^C+t~(Be z;#ASy@J*9$_KNlBmjMRt&1ddsd*k<%F>YcW%zPj0dE)Qryy4L&huh{2w{5|q)V~k_ zVW4mW$YopzeA-KfGxF1)CNE$#w#{C(GT&o1R70{wel2g=+d8of7)-$Z8jp7Gxj=q< ziD^CQncdve-^g@AOgMrvwt&S=1gix8VFD2hvh+H8lMWfQ78j3A=NR1Ya zIxgYpIqmO4LHqW0L0}V^uc=;)(VGPQ{VzobR^HKp%Xl~u1hhNzDxw$8er)xQ3@x^* z3^a811hZx(6lZhS2k!;RjO!7f_Wy{iRm0}py4~dN`2!v5+eR;h$b0}f=2J7bM}rXX z*g`<(^2E0SGQ#`h zb7SSSXer3A86i#T8aJ&16a$VyNc*m;jn59FMSHr5x_nY}ZRX;s22l0F4!MQ@7Un2| z5OBA^r`?3H=7;6SO(x_Gz?XBH1by%9psxjM1R?wRRyf`14}tP(Sew0;ch*1pLFAln z!*|{sSC<0uS+otq@rG$HNCw=ja%eYs3Ung$4l*YU`?%L@%Y(rtjCLf3O*{18fEaKx zDAPXBD|m7|d$jj9at7n7i*xomHE^Ei9KvwgoCVL3;Ho50rab9ce<5dIT-^uKuGXz@ zeWUIO&d(1+Mk!pv|ay~ix08s1PP6kflGUdo=0Du_2{A|QVM4cU&q_@g8jnYC|(V$)ff!s40xcVOk0y& z6Zt)-?CQvP)jo`8{RE1*MT?U8E|V{TQovn7g)6aY;9tE zPJQ)ZM^&LEZnGkrWjF z_jI6Gj~F!!oXvdN=Om2{`T~s_$i<{?M+3i{HZy}FJ<$fe!gBA^pd#TAsIT01=a%b^ zZ>S`L)yu9IEX<)YjOcdz$YUG zt$g8Gk58=W5S>LBmIN)I3v!_!2HI=Sa$er#eRy0-a6$UQjSV_}&?JdAQlvPx>{So} z&St)la_Z@k7*)OY8e=W#9!s-;@lbf7h1hK8-S!8lM>v~>w0(2bBJ-^sJ{hEMmdYMt z;Cvm-JQpJj2`wKrKsw_X__P;#6fbn^s=m}s6oyx4w3JNdT!CV3(K3t+%Z5Dy#eh>m zK>I+?(9+H--G~mxXJOY#ewYb3YdaZ5s(%GUjR3`fM|spo=N}Z7mmUo&BQQuGy!Mi{ zFc7k;jz|oj=XKhH5O6W@`IOriB5Kkk*Nc(Ly4!Ti)7B4$2UO;I2i;& z%2S?e4%=TlcD{s=f?MJwwwd=)XhDz2CjDuus4Wo$A?=G8IUY?d0Z$p|t2m!Z8Top1*NI_$@<62v?8~D>?s9rhEGNqa@B0cgJQrj@L81UTz~UPr-4Q- z=@wRLsC(;zt9i~MGMG%3eF{Rr$)HSo5k`BIO~gC@SN&6-|J`o7aW+_E;92wVapqFv z8lR49tojXW!bnFZX@8>AS5T91lf>dt_G~uR4vh|7-}*!F5e|1&_#;vQ+@9BfF#J7u z6}(dg$G~Ax#-QZ2Ie$*VSHe3>2hJ|itI-92J;x#p!xw#@56S^oB_8csm~ppYzS^NG zk`2|ZHXUy@!0vwo^uwSS9Vgi(LoRjq*7)RU2HZ37DF2Z}HAma}mN1;#zk3Fj_ktICccCb$Cd(pCjDW#r z+#m^QPr_8J_eq)(_m!}z(vdm~&Uo{n%#)9}Fe=9WJE%zggg|>rRf(nAX$Y5>S(HDX?fCl&r5xywO};7)EsH zop@*6>X0A4NWI@kuj>Yfx+o8XzPsly*JfA2l z5dseF&2#dNuEI-v^5(YmDM!883m^nD5f%Q*^a}#nj8lP4yCcb?M6pY6c^_d^-EySQ z@r^D(0Y(f`qwVUw9v}qVs8YYsqjW=Br+Xdao2Rc!)vI716sU?uw(aJa{4ItsZNPv5 z<^~p)Cdc&*tn`!?E8%RWeOYx%&I{#bjYQJsHrn&#zOL6$VcQ4+__losJRgb6KtOv@ zbxvG!s&3XCvN>;&R?pu2^D7}Ch)!a5ExueO76K!_z|9edwsRK5e0%;bZ#B6>VvTca zTmA^hv8_c^XcpwiNo0=%v^Pjp1UBWfdRj=YaBjV})jTNS`GOF{^;W>QFmOd;)BgQW z*1ue*8sA9TqmxV5zk0tDsz|Oz0h0C7Kbt{4!pY2~{X=rpNzQ+~T^$J_L1tRkSsBQr zW+5u*{}?CPm@P+0Ia?6${9D&<{7%MrSBkEkJq78}0ffL!c;<*iOi)&$JanEhj@^)- zMV_8_`CxE;&}8WJ{67f6K<}VNFv7#l5sUT=hM+iNR?NYdqzsl=IAuHU0wcVghzfek zgB2vA0`;@!p)6UWcHLIu=RE1I;hT;7?m}L{3>l;yt!Y087#OY@H%OE}Y?YSou-me& zl61{3DH`e_L!hPkcaR>Pnrp?CNRQaGqwFz6T%Rzm(U?&N8>YSf@*ic8SNI>&Bfnu6UyC99vi?H*r_Cdwy}Z)Gi42hb zd?&X-{&z@`M8%61$I~l8MZ%fDqg@boO-!h5O*lxlggpw)pVVf(1X`#nS`+5C-R7G_ z7}&IX&MOXvH}2{oYe;U{7pf!PcY@Q-T?oSzTR$n#wc&E$&|Z*i(^8bN`b9;5oAjUY z@RuKgPD3_T7FF`{^Q%)qDd0&bk9Lq3W%>2v_-)l>8EkQU?vq3Jr$U-!h}dw|X4`xh zl&bx|`<-wp2xxC?ueY~osZDSuvjv}zMk+tvwWFqhojNnEH_z12nHe$-`||vNe8b$- zPvM{-@EC*o`FX8vhaC1_dqMh!M5A}pJ%d3yd_^(FWNY=oVhjw!iYpWC7Rfc|bZz_E z6G&a^^i(|NoC}6Y#)#38(}$IbeZwy^Pa*BJZK&VXFSVr|M404qzoj?g@HB|hI*8KE z8zLmDBMAhQKb~a+Rh-ge7)2O`K9{!p*B}qAgGynmo(+JT^KeDt((c+WPPyV4q255` zZPGH&xq9ceL1mZ&ND8Vx@9o4~U?>s}K}fs5P&RE(YD`;GCQ%ihG&wCnt_R#}+l6e> zrT6XAK@7M};?XW8X;~|^^_*-W!;ByAQXRr>B_nyVj*10qU zA#uv*R51jG3~(;cR-@vmU7ae~HT|O`Be#_I7dt-3Lf_8YP>6BkdJ;VG+)sHND+ESsxdYZ0^83_*j0L*UZh!XW4i-+H};F>31^;~i<103KmXM`Sp^!hM|>!!OA|d$3Iq zuC`@sE_tTPjepTieGwOKZ9`&s6XP`s)Fj*_v4oWWo!cLEFMc|YQ5jx(J@t>bAD|#f z6Gd9yaoRnc5Jj zSygoYZ^{4c;jXHF7^t&hyt99i3L{wcz1zu}KObU)C`kHr!$eUm28K<-?JDh&BpZvy zp4ybDWJT;pXYBsqWs{*euMI&MGs7kXBs30zdLzkEpUh83Je$eHZB?Z~6Mq;ag$>B8 z4*oyduKS>wT^J8r%L6$^?OWx2@i$b!J68dt%}F@;6oK zrhCBld36M#*DIr6GC`o;KEKh0f7mXPObYwWnMQDQ_Y(hLnM2Ld7m9V;FMtl!+B)9UA}s6gdhcsk~|QG{tnvFGKoQjcG{EfRB3-l z^o10|B3U zRw{)*Qh`U?x9Qc##I{e%Aob{->UafDeXs^|0Er=stzsmT7*zO_*E|_zcE!8SY9N9n z7oC)NLmOWxx9;>{sz550wq(m>=JMp%5)1~mx}leo0^w)Kmuc^@&Qnlwra z-Jb*n_5*!`q)9Jm)9tySCgB)3e9GZ!lG6)ayMv6)Z9`+O31 z0`BEV3j3FhhVMw?eCE?uB=Ok#y~Vy;$Pe_LswFce`gD@CGo*yS=0wdnWF{sd9hEd(3?V!4(j!YS*#g+YiDHDpf zeGr5ZNvq-UHXH(*b}z}sboq6S?QKM?>a5q|Z|e?z^z1@zLCNQbY|G~av^B}xZ$!uF zFw(Qhjc4x)P;7&wkcr$v#gtZf83rC-uxU@kl&*0cYUj_m7*_63d)wF_id5GkMY^YU zSwqTaMj-}QB-*~YS<|EI!}k)>rbgYGKXs%dnDY!me!=>~)@vZ0yZZ&o#UxS0t(e8< z7~^3lLc`7z31SC~cF} zhW847tddC#EZQqcvOmO%-t|l+O8{Eeb{(+o0ezI5Kp|4(Fa>=O0$!Em(>^|z9onMr z^^9>AcD0-4lUVSE!G6T&e_w>{10mpiR#BlGVpNM`?*wTw4#Qm4@5^~|4KhjdkRsih zJ79~9WT4z*DB{jCsx4!DGK}i=%02!OSW6Nj&v4#6+zrHli-G=`XYQ2d;*2RIp#x_f zIGDC@0JIrqERw^b21M}TYn?EEsalr-y5)J{ttq(}}(3YU85WymB2A?=UP zkZsqRO_~`6y*Fd?ceL>#2&Rb6yt;L8!{_tpXtI!*p9 zoPBm9H0?3^^vp`9^zDqj9-jSK+iSqR9+D5}I1e*pPzv3g8|@u{{jQBH;~j81a>q69 zvFj8+SN4fXCtlx}VylxBU^osktC2{Niux76eb2Ze33-%%+_b}z=U)u3CjE0u1=n#` z3j|?0l0vloT0Urzx=Dd{&LA%TX_;D@N`4y7zZG|~a>>1&rl)e3o>DbE6>Eo$(EmU- zmFu=R2Gk?mrgEw4k-o#x&7s6L21A!6LEE3Q!9$Fv5d_8Ufum%Cz~WG@Vw@SwbGwDruCoy+$TI;?t&r(TL2UjklVJghBnq%Zfhw(3Ig_B!r6&)x%^G z0-JUxhTyYq&9wSlk_m?E*L9@~fod2=2*RAT;Z|Unhf_g?_P?#UM{-Tks}^6P*>iD% z$nIBmZ^*OBp^BdWl53Yh47g|G(Y`XQoHF8Dc-b>j3^DH_T6YS;1N61XFW7Tq;-nZD zg;g8_?UCE`H1~urB69b<+~rjzHr#JuwA~lwZOx~gp2)-o9_{Px;_&rf=l#wm#V~w| zSN&Qr^{hn@dL0}DpNGL+8;4Cfdp3%hVskk864_|j>;1mwo=(t@+jnGDhtKF01xf)A zFj%x(==HeKHGxwYx1J7MeX!H>BUI7TKoENGb`J$1;8NhxzDpts{kpi;{S&E3#z)`o ztJ?>C^%x?v`uBz3@PuABvr2mr;Kr6MFP}y;>Z-ws3d5SX&?mzSWRZ9yN_v7)z!gbI zyD`g`iWpI?>?MXGv83Tn|4Tcr>fJq)-MDF2dZhZSzPd4REQ`%%<{ z37()mlBCWFepd3@xwBUX7R_G2K4sP1!rA+dC0Y4g(;WH0 zas+FovWl|ugYEyYY}q1qgaWJYh%h4&TV1)w3ey4GJKEc0JA3}^QEf1D*1k2C#eVza zkL+2OMY@HU@Ziv1C6G;hiu6d=PR2FELfV52+OsFth}#$m!+iEZ)wSS?o;}Dp&&j#l zC1ch`c|=dFROaJ-zk{fRsc*P4Hf<`DwMiC}8f*962r>aDvkL8zVRL&0g_o0C2?U9( zt+X%uCtzNNG2n;54gFx9W2wqGNdR|yZX3lSqA5dJ=0de_%hzX%BssC*N z{G&zX3Mi|QDCCR2#fLI7($0!=sM}LE2Fg2!A(N`SWK|gG*>ID}r`?j&Z{hn6$Hu3m zXG?X6aN8RX=AE;U94>2p)d%T}YZ8Zc?rfB+mvp7Mjr?ruyEbz4NN6_fJmNy?t_|?$ zIqnsNT*_VB+DW7QgE|=ZFfBe0@ok36k;%xf*%jp-0cC(AV9{Q~AV{-6khtI!sYgXt z5BvUtrk-Pv4EB~<{kJIjk8DOxmac0ypF6v}GLl?Ka(~MQyQS{)pnm6-5;BXpaNdlQ zSwOp8SpIP8YQ0oP;%`B}s#nVf-&)8kd`5cI@NC31saIe~0oNlooATd6^PI40j%JJi zsd%JMWL+5K79Jo7zM)>Oph?9csL;N_D9UeNqSL}yZmVXQHce3%oIU@6Fbuu*4PNtv zV_?(%?-Unlf0frI>)OuAzNtEM8=z!CAMrVZzelz@m_UX03jKvMYk(KGT>>akamw`b3)sbc`x0_0K?H_P}+7ms5Y;Sd~;2N6BmSl`(_^P zu5CYst6f$mZ^(qFR(I5hRs(2>fe(^`)68smI1lH73X8IH7U|5bHEFp;O5x^bmX8_O zBDn%dL90tRQ6?!+UnS{bzviIr-(Ty9jh+MJeJ5-Ho5C(2Ir5Z)-0z;<26zym$D3gv#`Y%MqQ5QB0O!JN@E)>&o$4fWbKBSKGE zc6KnBG2oto`s}%O@|Mx}3!BIi#`9%n3&BfCTagrg^{)yCO%g5z>Un4Sy9~Eq3v27U zPi;GEtWKK{$A*HWDaa(;CXn_ zO5<=ARFNz|T$nRPu?~cQbAd~{f1&w_b@ItRE~H61GGar=f}T^~W@;sk(@e_HN($(U z_2!L4b(nYRBXdBjiaQ2A?Vc)+sV#y!7FJ?hO(gWldUhU8+1r-T5NdnrtBnxJ{pJNx31wH+$+RQyMwom~e z1aYA%cD;-<&$KJs=HClv{dDRiB8$+q=DFnt(6>gDOl%2E4W_i>3{4kQu5f*Bi+Wny_%vvOb zi4(M}r3e^RRh$Yu+P^$!L~ku#vdN8Ma%lxlAAP_+7)g^S&tuX<5CSd)>Zcg19a8n} zr<52+9Q)Nz|Yq zsl)%_4$v*&n#86(L=rN1u0my$V3b=FTu_zak zHf~z@V02A8>DYSLd<}jR2bSj#AwI{PS|!`mHjj4mzgVlrvi15WGDb>`SsBg)Hvo1Z zGW777IvwOQ9;tF@A8r$?^24J)GQ<$W?maba2h<630CC~tpq=otY8(Rf*?Cczs^PBG z8qzT|=Bc$i4Ar<6@Yr>spR4a<*KI?vNYwz5;j&fuB~S`D8HBV~NqP+ZH7i+>u~elv zr!8as3`hzCkRnaJvr7)-Gj3IRv@MdjFw)uf`zw+QSz7jrfgXQBwXm;<&oc-Attk}) zBf`MNKzo3}W8^cZ5~t^6jFgi4SaJR}ND7jEXWyI^@Z>zs1s?5nVMdj1A!$3vS)Rl$ z+ool4;Qs#-B!vI{ZD0&45-tQ4+K!=L(36&X@nr7o5^;kYz?%myhLP;fGhLb3DODs! zpofcr`q6DsSjEe2+kcZ}5apTNiWvqa&n#3`eV~&L-)_gnz^1*QM?ST)qL9Z}lH@#P zKL5%{=%Yt6v;A!9n{A*J@E}P*yPT)IPwUHj9=Y9C?*3Q*reP%z1j+ROr(el?K?t}a z32Cpk@w12uO?&=>jFPtO@v>m;hKj1kP{uIS@^b^oXWTKcXg2_epO{>~n-%U$jD?MN z_rLBWl7k$B1>!TOsjW^LZZjMME(Y3Ts@YRBx$cq8q!dPEJh^xTD#A#1Rd>AVI0xzx zE(8_YCx$(omQ1$VpF+B}6>p-qE)9kBNV3`X>A`6oGU<^}NVz2`y=i->+Me$j#OL|f z&3nE2%m>%PZbNaN1K%I6!r(?#NV}+7J)Bi#w~LJP66L(j+qQ%KJWCM-%a1*Nf|`Uw z5YUDo4&5DIcl#%)NvU5djE9>-1pvvq?S(JLz=QKR8Q8SryqSd~e|wH>CcZq?b1FBS z9^Mlw=Shwvy_f3)XU{kU71{@Svm0&Z>A(L$<~$MS7Y)BC>H!(mzmad7(pOCh)Fj-f za%g|_^m9rby(gW~-1hM8%J7Gd&?m_nB!)V%{=ZTP48MSjfp$^VqcUyg6dm%QN230m z>*IP`LsnG_g?aC1#`lsUU_`1oojF3vWth_X%p|crBibHu`}K~xOVEd*2tgPXtM}g` z$v;Bi(w^}&67vk3p4*VUFk_pW=3lE@1hotc5eAV_=@ihp;bLIZJ`J<+XogPx?*h`Q zzW0_}ywI^1)XyW2Jj29|njdAtz@t5fG4tGEZ_xrW+;(ZIa*I9l7EIi1ksKCy?jIl% z9eA`4G4@O2J!0RiA?m8?r%xK({WTV{NgELas}ob;+wHh2arl&fdPGV#O{S&6q-z*p zXudNW+=eOnWVqd{d>E)nxLH-9eH})i9p9du`7fD1SMXyU3U3X8yxS^?Yq)9pU&rkq zT?3EuZ#u1aj$m6(uU+@B^+jYJQC^VaRd+_Tm|p5Y`iNj}->vTf*P z(e9uZxN^VO@x4eon0zz-$*YCxVRMis?Xgs70yPQu41C&E$?S&-E!hcANwXUG#BtUW z^KnqDCm9c$`en}=P?K;6EudYaZyr_geb%^6BK>q8WuIM@I0>?=qYxP!4@a(-*2Dft zXfExZ9@n8>3HuWm=WVk5&%O?uxG5-N+3!2cydswEUWEO)xuV)|#lV`!pd#UP7SP^> z*_>o~IDbw&$px10{-Axs!6pD9lESpaEO?v*H>*6_my$~_mTM>Jlba-+&zLu|cvg@} zl3ZhS+fee4RFVGZplL7k=(jt5k4wm_I-;f*>6;zSg2q)PUxx1%4~PZ=n*+SZ7 zZ4IxiCZz|zh?LVM(b&r=-3W9FYf+HhzGBsOsT3G`gmXbaJ2q;b>wTc6i7{L_aNvl8 z_d20mrw~!$NdspLC(X*AuFORU%c|^;0t)6a!8M z4(;o_%8$e)VVf!mRg%j~uxjTYgxD|-E7*LGn*ko4#(C)T%OU63%Gam3eum&D&z^i^(uMX4`=pE2w`#1qmT2=93SoM>rSQ zw2Ru!9jS}B%ZrE*N$&BuzlV*zw*<&I=OBwTPp3FgDuX{-BtGrFwxop3*+1kN*&2Jx zOG8^|+u1#&MUTEm^a7cHYY|(Saw*ayuIBuU+r^|ox)9sd>-PchJdz$Vs?AG2js-E` z@dc0e#B zeT<<3jASj0wF8eW6B$%!dxmtU_qD&C=aNFG-LN(;)NCx*xZc+H(u5d<>gk#`R{;^foUwi1W8sq5Pt!<{~J{m$b49V8ER@;|PKsMt>mCd1? zdxi`XJ^wJ03^5W{DE$_5pb$d|xwciodgWl8ha;fwp3N7vZ%VXf%;u#&&x?Fl45e*6 zB!pM}%;8I6IGF{sn-{d79&X%hl~qD`XUAkyFOL^sYo289+}cM@M`aQN^&3?hopr{F zZK0%5y)evW-DYs#`A`&YXV=g8C6h(s)1F82nDEr#ojqgtUye7@d65MeV6-7IL=>%n zx5DCV;Lu*SrRVT|uVrxs*%cOe(H0_517611;N5isg`I07#1{le)A8rL2*Ge&KF zjgD78m;jX|C4(?mC+yIX+9L)8oC$0W<=wm?)-x}3gpyKl2^<_ApEws>kR-9Gi%Z8? zOFbJyk-A}^%!MQc&Te;$3PO=w%>K1JS_L&=#3IL*6{X}33ITU))Nk5~t&4NEKTJ#; z@=sXg2+Lk0EDe zqMmwYTmA63;q;4i42#0MMsl`6zimU&N6*mf{B{rmUW8%MUe1$VZW~qE+Dc~6i_fi` zJ0HwEc?iNh5ofbZ5ZG+WCMkQqQ(DKyYElZD+qT4AnG6+@B#WviUG%sjHL489fGZN0 zcH-&!@uTv^Ch}n0%hK>7o1Rd*@DN#~xqRRIQXw$h0*-*TXUiU%P#OH}ENPJ96@m;s zz#$mP0>-?7Gw*^jz#SWx_T4|dEjjxmRx%dn|L@`LXYZh*uw<*vWZi&ApjW`TETp{! zQ}DF(+{s+VCePxv1Lj_XH+gPA7+&O`zabL_0qqeI*99+HV^tWvFsEk3>2|IGW9^HG z&8A21n}M2yb3s7+=ULQLaC*m*>N=v!wzkjf*jz}H79f-Q-M?+5Oj2Oep8Zc6Fevx3 zGI?4^&Sj1Je4SKqwD4bKk-GM5x&%rAk1vGOM++C%28m9$lTxViSmX_!=J|#!lAXo| z+16lkX|FpM?QK)uH;d6z#qQ-ZY;7~-*d*r*M8ooIK}G5&1lnVHNhR+Dx2+iC&fhA# zE_K0ys^qe8y1$ahc z5Tdk^#Sb-^=)h%B9$_e`n0+QLvWm#tT-;}5$DM3~8n?A2sb|SwAs_@?3<54?I%H?g z$$PQ8o@g<2)_XI##p)DPN~%Uuc=*EQzcCVqQNm*k7VY!G;-S`B<%K86yzO_mo5AT^ zkkKn86+M?Yc~A^E1}^QMVe|gE9kb)fD8r>^&A_;mzC&}2YdR@(O(CR!c;=)1A$KIf4z#;Hx3qkao*CPfm`ZVVHQG7}ff&L^YQA?Mf=lp#fmL~Ks$H+BxFNI09RuX*+xCa8Y@opJwf z*5LX49%;}9h7*X*3j%u7%OnIAmvVi+fc53@hGmTI`K_tbeSbiS+ft-Pr$_9%Z5}*U70_mLX}J4`1o3wwzK{#A zQeSMM11=+Zg}6|xy~S862F8COj)C$u64xpPry`>|GQ8-#zHSg3T-o*o>Cp|dK$a8$ zBfP*(Dw}q3zCdi}-16*vcRf0GZ`~H%F$thWm24x`GHHDWlDV5bqTM~8zOb%dJ%TYa z&pX?v?kf0Gh0IapzrG?60ZwL)3ZL$2UJdP6iS_CwBokKZUw<+hGDl|-g2o2>c`_kj z@hJz|MuYTRgWAX*PxW)@h1Kh!x^_B3aMyM75|9YpWWc9vPzzc{GzF@be(C;8<&yU1 zL)yT9q4kTBRH0|UE<-Rp!im75T~ZB+Oplus+DJfk^?FObjxqh39U;a}cuE?o=5>Y^$Rq|1oAMG2jrvu$3&+%w@x?}U zwflRNAqbKo&&6){4xjkzufJT-W5gG@7^si(C`aU4375BbcWrk{_a-)lL+4aZNjzKC z%rP>_fJM8hE&EWD@+3ZaCrobsw_qRs7RVsoMt(uN-^>Ongg<`Ss!;wm581KD;IbAO zr6xv&ANr~o03n!;yuzBVk?<@Mu0?#>z0Tq(oV$nH7?()o5{4!1w(bG7@<=xFgpA1l zDw7mw&qtXFAHwLG46n4Mvq;9hF(}X$eA-^U$@6?ILSn#uJLHS3*LNoKmU%;v6B95cssWgjX9znLeA@MKWPk z^k$>`Js_{@R zWFd}0Nc;9;`q7B$>nUy|hQ*aCXBRvj0ol}Zh|iW|^V6hqV0bp1&$PGYX*V=P)qaQ~ zOWLv8h4Uvb9s)s-R4+I|W1fR-=q3i*10>pehgEO<@q?@f|GYKt;FLV5n%V~uy7Kn= zLsBXH(W-K3UtiQ%yl{U;`*~6fC!0+#wAze^#IP2HdB!fibEOy zG$eS9o4L$zy2!9j~S@=;(d742BK#>P~L7{$4@25IY=1Y zI&~p@qpBODX8Q{dNW+RXSr{*b@vgaJ$N)y@S`yeh8J3nvoiXt;w4wn?<7Ce&H8&`@366 zBPoRPcg?>3!QfsSJ`zLY@8L&e5`%ztZQjGw{%S@d5!gdkL*C~57Q(w?9ca0o2g@wP|%(Z=8U-eibjzS}FmdJNQmVSp5=^3qiJg8?_H zLfR2VcKw~Gmde+pNxHXxn@Y$okk99k7&NsvHOgd@ggnX-hIZJC(*erlud|E77_;@e zE`XmTtB@S-51$<@lXDZ${%zanx$RcRvvSg|K66UjZ4K1`fAl(;2+gLw?p)Bg!7e|+ zo-AV=eOt+@v+D;f!jSw{<*Ykv4YC1OB^K@3dA<1u*QM8p9PhZsJ$9Yq=gK}Y>BQ?B zQ|8sR#UHeR3fz)U&$%{z>|}z#p?wF_uPe+rH6@%B!>7Xu`Sru0IEjmFlI7`|9y0l7 zKJB%z>1XEOuFR_?D%^=*O!Bn`L)|ck5Essl8Kx!^7pU)4)t*+rAUMAD3(*bpa#Ogs z*&}cUL!wB@2ggj4QIRP3B)Mj~Byamo&f5O4Shge5kPnrTBuiC=BQ#4u2)I?{(f)DM z7!mES`;2i1v-Oc7FJJ&Pg0T+e&yVzH^aM4jTN#7)y0C(>=w0$GM!c;w+->CC3UGem zClZ7Gt!E#ld}b7faSXJ3B&)Z6)=X$5FNL|>cTgW}3{}ILkU^5K==Den;LoLD+Fx!V zi>4}m>L?@W>}WjNyD!vWDA`6DIOpDXkO_F0M|}_GnOz^Ij>>5wT4DMo-n`M{V;qz) zWFvcYFYQwf2m$xaT-trA&A*-6v`*BVC#HqV0(u*>N?cyV4b{V%^~4*XfwO$xMosywdi9WiRV(qxph9> z&NgTEYN9X9P>!1rspxnPs%}f-3;8|w{<~4lFsisFacDbddA9Ib^q#}!Sc(AHJhyag}gaXRV zZGt`13+&3?k?kO_1!eJ`T1UBuuu&8X9?E!nn4$N7`+7ZfbPy@h4 z1VPx@nILrw3?|?ZRA_&;Y4hurejl4imcpj@SJS-pYY>z<7a)T)({tr(&>-Q8#G>6- zmHjkhamL3QqNXb6WmwTUrvhTLBI3gRnhS+8LEz9nFXR_(zM<)DJ}HKeat;HOdqQqu z6Ow}0rIHIWX%e6I()keY#=wq-Pb36E#gT(1x4?a8HxY&nel_`042+pDT$3m}HbL!G z-QrnIq(N$`ijQ-=FaatHZ$oZj=jhDOpd#UJfkS%;Lpx@{fj6@{N{AR~>|leepJ1dq z3Zg1c6U`0fTGw_AME+$>T!m>rdZ#ralxZgry)lPikOgNcHH?!8T>jCNi&h zZJqxwNrkc)~xHm*L_NG8t;Kc|nq`VqX=J_woB zksEz^AO_s5vS|O2_}vUQD>wK;GWxbvknXC@Aci-H4aIqhNm5N>IJa&X=nkru7OLL2 zd;Wt6l3d2s_Wk5*57i?L5rDZ-o{CZc3`N4}O#OU;IP}H$z5Y3*e>PP6pL>%LRE4oa ziRY@WGgCnbc;cx-yY0Do*OZXRvM+UnMGAXyMUCqPN#PDMNHLGRIzR}xK~mvTPCQGE zf3d2P?T&Q+r#kWF!@IZazEF^K13?%Yy5k_2d3J+9yO4Bd+pdi3ciM=Gq;uER7p|LMYEZy#kf5K>6=IWQ;wRwESS4MmDnrjjyC>YEv1 zDy~R8+ASnvgWa_zSy5!JVCjE!dWkpKrpiN_bZm|-yfY7X3tSb-t+pOMVVcDm;UtD5 zoFiu+LUitdyn>tBeLqkNxFYe`l(&&&2M2boD}O~Aq#Ez8d2WK<5E=HMY$2IHdWIAO zgU`4o(H4TAXHDnp6DeePan8%k>z4Q55QG>6Va%nNVyRpBBN^DVck>9$zEa?y5q+_?Fm5W2CMcDr-+_r2nVyNq=tOFg@;RPBI-V1e8M>&bB*C5>%yj#2WFAwi;J&Uuv?bg+i7|#cj+lr(^Ii_*ecbv2*H4hI;K*S`bReNXg4qD zxtg~h6)|SEZM$|q^#0NdvZ+caMoL&Q5#D!(yEZoMiD#qu%*oc_wPc((Iw7F9z!=IF zY!L((-XU#}3pfNG?Lk}Z>(3J`t;xS4c0QKrN%5k@D&!pq~0Si&{4RQoKP1d29c- zuUA4cq(+it;nKjO6c7T=1TO7ysxxJQxth1h%(?H0@I!B}^nhwe8&S5PKKk_&5CSd* zA?-Pyev6G>N9$#h*+TJ6&s0ayqzVy)^f&qYK+lFl5YVot%C`i+w)(|rr*iszsc}oHN`Fq;C>JpF z*g3nx?=XhW^BcQ-pKgT;7^NuG_D-q(2ucCxGmA?(`4@LhEpF*NMUL^bFR)z1aa4iE zFWQh4hGv|Cf2nZS#-r^RuG!5dw$uVqWo(B-OMWOE>-dU36Ze^@|234dfd#crYPulfro;m!)qG%fk6_^1%V3X zQdq&+=+@6U2*brY&LlObl#2V zp3tYWABvKO1!oNa6{#DYX)or@&fhw#+^d27F zvQdHd5KPE`OC{fSc9K*$t1isDG6JH)0_52mI@)F1MZ%+7V73ysF0mXp(1vZ!R-+w=~`S-^iBHLgRo9Y);So0t;j6q_^JiX*G2m#Ok zxwKF6_~mu5K7An1Q^_fO^YvAAfJ$NZ2!g#~*eaPI2xuFmjXM+UR#y3vM)jeONwrfi z=p2k>OSS1E*Z&5E{}|@cjxV%R-i0r3XJnp*w|WinJ=z<(T*yX7b$NY}2$TZO1?nqd zvI9aJ-YI@7A^PU+Ja^ab2IunBkyX{tN-F@pGag`YX}A6hL~qmf?s!SoR6ifeJ2KA? z{C6IV#E@azJ4`0;%%j~aEZ(}=dY|<>5<`{8_!tYQGw&#hk?fw-^#&CQ&lk9~yOBgH zlagAO=8y*KYkGi+gmZyUJ9qXQp&MKM+LN?M(?6fLvxn~%zCdJH zvgbw%s7N>>XU%Yi!Ltuses`oUgw8N2;P06eL9>Dcm`~^*^J^$a!$r#-i<=3*7S# zJDq2AJ8xedQ>>N+_IR#G5yqI*kD*d2Fj~%WO`=@QGdCTn`s@f}`NEn6_f>*pK%1>3 zXFJf@?2H(gU%-kX8yxsXwG4DEpFlpen(Xv6{P;Ls-^L*%} z|LYz}=H~39x$E4ZX>A?~FI+!8gl~}IOyJS(A@P{^=JU=?^<+<2%d3xF_g+JBs^q7Q z)9c^_Pzv3MK)V4WJEi1RV*q3A-|)Am*JxQozdZE_LU#U!?J_~&(r#-@>atkqmPSI5 zJKr>|>6|JQYL7;WG`7nCZaK#liOZ+V1@Zovw(1x!k_)#ljyaUw1aaX!qO;NWqTN!9 z%J2%fMdAx7msG2}{5J@_uUteh0;XL!drasD0ltORuepgi!p1cQC&N>{5M$Fbtm<^;sqi zY}z*@vd4Cmm$|$kF$|mWdeP9ipejk`sg5r`_FwM&#|j4R9#1{D55>ZGMt|gn@N$Kp zW?$i&q?TM42l7F4LsV3r#5e0#nrCkBpci;7tLx91D8lh zf((A)^e&miAfVkOsXe-NXQVT^P{n10dhr6dJ8u?(VDZ1~6*58K@F-_)1>(_@H4lj z7vrruZVraNJOdDh@X0YgGGP$Xj`gye8|y6%?~*3z(4&U^^Zo%n!$L#`k46=^o`;ix zL%U)4jCRmV^AC(x)v(7Idu^b?@E#-ujX{6K$s`3H?dt_1f%Ul%+b*&&?0aPV!LPaC zLKVrz_TFFDE&ws$;VOrA4WRiAzoj~Gc^Yx!$?x#a7TdzVpw6)UDF3{@{qAm=%&L%f zABIO&SSo8)0TE-!)x-?`_71!jJ`b5yi;z((K?t}Qcx=kao9nljoNWicl19noQhdAC z-%#SS9kF4L(qmT;0&Z7%vbxSNPCxu z$fL3HiP3kG&oJqgR2I7@P`1+UJGSlLzM>I#NUEk;{f{U1$6uzfg;8s=j~Ie3=k%Xis^XhbLTa zUe`p#NOBP`zdopiDtea4H=9}1?UIQITp{Ic?HY@Iew<{@xCnDPY+=>D-%xRTH7e-Y zi6SzkLSW?o-Lf{yKUID^hPy`XV%(^TxHa1B2sEYo4`TAVp?~X00Wj*qIFos_7gV_x z>mD#jBJ-WT`m^spo~&^#;IZpMKUd$!uG@xSO<_|J4;*{kgCp&3BB1@(rv1?-y!k;X zX--SVkAH7J6>Kh)Tz5+Hob@-z1RR5a_6LLC&(^pZugNG?Zt1Ld`?t)6QZ^2PFhEhR zMJ5Q;M=(4l@2&Hi(?zTnlKZjEZ9=C4MCQMcPtd7bcu%${m9|ePy_OT1WB!5EB$IGU zRb3_U=X?u_k9v=}a}&hSEk2@syRcu%z9G6{@1v5vJ{CJX}V zrLa(wI(4UqB}7lv)Zb29e(VDa!!d{smj)TajK<>&7VT|kf~e|~4MN5~)lt)fvYkdl zCvDav2&+6V!4SF`CE8-Bt|`2_F5oD!u0Ol@Y9{-grWM-@W8YagCPj3P=t|oeYmUCLH{wrpuM9yM7K`kSRDCpD;KJr=kB}f4Hk7?Ob;qVl|t(`9QT;n8j`)UGg@{q0*9*$FfE^^NiI!=dJZjjit=`8+fGHp_ED>+4S{FwUQTRR~#2vO$TDJ;e+EO?$?(IYBo& zKdOY$vz1CqB1-cW=H@FR1xH z6=A3-W7o@uflt{cCB@psdfU{Hu5I!|`}Ga;!8uiJq)NL6M8KEAaaH2dX0%4!+n6f1 z8q%(wmYX0h9u4Jft;i^qTU~}P7ve^VN4qkw(O&zdvgtPYPnA1zyLoT8gF&(tMr41s zLMBz>(LT#tps`aarK^lcpIy!`9irnB2mZAcBE!1K>f|EODs?lg)U8tG(1be8Dv}Og z+Z|#|+90bWITcnDeqxGDQ3mya;SjlwU0$D>i9pG@WLJdP5t{OpwA%&`pA9!K;AG&^ zZs*Z1f7W_DiZORybA8KlSyCRLB|sQr3O(RLv=kG^)>o*6$zE2x*cee^zI2{4Em%HkWeyykJDE z-oh@%QrMtg@jqhvLzAjUP?YrPj{1KGo)|?8JWArxj*>jAoL0PaFC+QfSi4>`u>KK<3FDwKh;GTg;dsmgl zs;w;7?Tpk-r*Hr9F4G{JGzn?ahJCSFAOu{Ks5j6jEsA|6Z2eC1`Gal5`>0Ehb2CE_ zZaGs&;$|Sdc>jKFD%yFxo7m3 zHqy6Qx2KBP6M__H8%KT1i6n?uJ_-` zLlkWw2p16q73Y{vnIH&xl%u@nDVCMq+Y3oPFZ*c2?=uyed6sOEI5tfHx7y--rrunb z6#7=kuc{;!DRY5teL@0Q&oe?~=rL&|JpPYkP@&z>(_C}3)p=Ye*=k$;D_6~M!e3D1 zc{?&nJ3J>$1C0_MV5rcpVKm=zZx75T+hJU0IXQaXFa)FRO-PrvCKfA$bim~xpxyE; zsQY%%bP{8^jg`*%(YwPTMz2C~Ua084i%eqR&|bsXuP7#T@}bWp9i|Uy+;OW4q{A5` z2G0BceV2-X5hvk>mG&4$`pw}FjQ4hsf!?_w(+pc3$h&<+cJ=dvhm#I{5Hc}?;_ByzC>aO==FM*Ok!a3C|3YHj#i&6 z?Rk}~VvKZNTe`3>REQafT!W?HawrG^X9Jshr)2R>H67nyMD8h9ckJrBs4-B;JsLsy zs4Cbb69f+R;kMkHuNLH!5L{lL9-C8>3KcOz5d`@HnL=lOplC zl=t&yKc7AMLowOi=G>5*eJ%4i1Yr}hs@KaOyMu)o+&%MYkMnpW>{d@Ac;LGYa&4JNj|>NFnJ5(kBSyl* zZQ8kKNS=6k{5tZKr%NwS-!ZBNQ)XC^p68&fSV%~+GlO$7dP!$Z^@{sHf(Wv zG<_sgN?L%_D00QBJ0Ju+LK4unsNzjy6?Z5xE_p_dTe*113aB{mjG_xq@AI-n7c3rS ziz+(!LcDfAqc?2LV%2_);93>Qjp~1vUoi%y(2dNr7YytD?tfl1zLjta>MrKCCI$j% zOw|{W+3A-&eB=q|f`Im-Cy$?zrCz-m+dPN75AIU|?vdPw6lu<5FSw5c=Yk6D2EFDN zyPg(YU<^natc={929Bv-K#DZZ(NJD$QW*(PH$|eo2}A7oT&wY53Rw)RwTv9Sa0zhm ztQ-m9wP4I35CJX(F713r@SUAlVpQ5a`Csy3R9nM>Jy2}11|cwM@BQDEZH8OJ5zyYX zb>{KcdvVptqzE1d`}ZC<9&!p6NQ){it{Ny!{TT>wEuy~h?CHJAmaS1_x;B32`wiL? z2STMhbL5)0@wH*UhC>k0{wow`bUDw_A=l=+Ov`ZN?*z@!dSp>gXf!*3Ou#KFkM^4C znKd!rOsqmcr}{hI)SGdB(f!1>+qVP2 z1J4JL6ef;aya>dAOM$OUxtFJ4p=HY<1IAigccoElZ`=k4+YFFJI&h%rGN?(oMN(0w z93g2(SM9&>F^w$ct<4KtwGhg7%#aj*XbmlsO$sWMM`5zxSWQc@dD-17q>e4=H0Wx` z?FX48iEr*@H?vZT;g438_PX=t`kZyYGaisuH9MkTn95qP@mz9@r2n@O0x(X+6-hw* z*S6WQ<@Lbh!^vM;(dbXPnP8~h3qe@?VA%wjxWJ>mrAl;H-m5&XgPg*+urP9UCTLaB zaN&|4szX5`;Au0Dc7!C(on~;am0SqpQWbmYVMR}9o5}%XkTm|8ep*TehGW3>NQFar zoTu5oBSdEI6)=tQAh@^vpe8oDy~O- z+FP~?j7C)H?Pw?S=Eu**2&=%pyg|sbUC=5R@BG(af4QK?kOCfGaA;rh6pIt81HLEt z5<};lqa&`Qc%Y@jMF-~;$;~c0FsCT9C$=ydyzB)%H2prnEb5c~UmeM!Ia9(&w zfWM9+REiX0bBQtu zfknGtTYK_vTf>M3(k}$&zF8V^1fqf!a&7MuHCSMLf!iZ4?ZSM&y*`4eE8CqH zjPwRONKB9-)#Ubo7xUtD7SP`0F>|+SdE=!*GHDx`l3?W#JP5iWxeoaSpHmkUK~=)# zAfP=wAF_k{W4j|`C9M0w>s3C}p<37|B!;P@<}3vv;9}s?c5NYQ(HmVNi-?bZmqA(I z!q14Q%8y$TaBD5rTuFXolD|!Wgk*q4w3=qGmG}>e2<97yNZ`**Y!MAVR~xp(o?rb4;no;b*xiiw0F+`Anztw z+3q*tXD|o>_s@LV5V8eTH&*ZbK)Qx}#hmk%AfL^V6a;=J)`AdlDR60b=A97?w~D`0 zOlXqa)}LK5Lq0=Rbt57}%fUWy-#JbO0iSYXo~w0-f$A^D27?%r&%fXGf@&Baks{3= zbMg~tlDbKOatTA=)3*QJ6CJV?#yK6jGbkQhw0#9RhLs!h>On=qrJy3Dj6u};abd5MQM=I1c?}7qVRp-iOQhUUx z!E_6eXm|1`s|l?h{+&Vk=B`DDnt~0$?SdDwD+gDf12J!6zA0~ zJ+Adog0{kHAOus77+jDdU<9f-nN=v8qmAMN55DD+dpr_v*lZCSKwGa4^v3=&0GxDVEQ7P+MzTJ?sUd&D)sr1?D3sz<{kY>%3(o$*e-V z3#MRLl7C(hWA#Gr{LGBY2chDH6=HMaexu`35imS64uMBI^A`!M%7(0RDOxB1;y9So6 zY4!a>Ss7VD8e_9yta%`4jkJ(!HY(mR4Wt6@6*#o-79>61sH1OQPUQVAf zHB$s3CvO+Lxd4Yiy}Q#RVyg1i+$I8o-2A1!0fv(Q@xf#!8zNN}XCypgrN9$Ra(Tuo|A1$Mr}+dk;xc^pRA<*U2Oo zOkx`kwb~AVvV~3Pr%-=)vOZ{4aXt&!lncUwir+`CL>3cz3nL@Fp&)e#btE3nnc623vs2K~1;Q$hY#sAjq0Lg%35YpZr;Ww;h%#3*r zL;)tT>D96~^PoU)5h6qInqdP#MZ(EIz2{soGxSN^KT;Tt z!qs0xy`l~egSeo8_*}Hg;xVX6I0P2$30q~$Tm{8R)kJfl^XufnBWCS|V$~uf1>2Kn zcE|)lMVa!?zeb!=i8!E|-0plX=5|2E9H=GC2f62lh`*kL76}h9RA_IUlP?mR#Dp?- z@-%zSd)KiPm}rx1Mp|UAv=>Bx(^-Y~6pZ}M4xQDujO&+IR|_1jKnPZ&An%fxuMGC6 z;xgdVK4()JlO8*>wJU@8_MdRo<$rC;Y6~|eWojjj(@e_HN($(U^{75TVz@Zf9$tTe zi-FCi%mtBe#L5SI8EtKKhQX`s`a!k4uZRmLtS7z(>5R*PEucJ$B%h^oxcX}(=@>SmfjN(4gQRKNPkj&r zE(Rf&ay3j8Q~&=>A zOk&`&C^K4n=gUo3nG0cGT}m;&G90SJSRe@AlLOUdgFyR&gnWiafkH8&OKs|bVLNLAo<)&No*DC*dOw4r;$xs5?JyB)Fj*{u{e|iCBKr2 zL))(~T!Y!}Z@N>Ut2PQqlhXBiJOrhHBjB?s|DTt#4URrNz}WEAdE9<|@_f*$PD7gX zX_n7^5Cg7B92Lq7lEoJJ^Bmrt@Fl*VwKbQieT5q_B%P{mF?KUS47eOrgp@HT&-VUu63`8@X`^@GP^_yLkqL-v+ zQS7=Q)K%OENIWoRaK&;*sVn&?XH;LYS`Cd!%eapxt9Ay1U25u=o)vgttn+TVjSl zC!R;35aU~vmMKVQJj7tpZvXfD!uy^+EwO|!Nj#N9CaLD2S(Qg(IJ-YW2JcIb#f2z2*W|d1=hU+eVMo*q?J)#uOlm_m zwJmG{Y>;r9%41XR+irgC(A=5FIKgPC>Yc4w4E1dB`Tenz zmq7@)YomS$Q)C@^piPmn^eo5n+;oS&&_t4?d;Y^Lxmua%%vGlBo%?O$b=`eUhTG1C z#X37DL5Z7WvhAAl{tuuKa6RJEK5Ub1v~O#5)Gs2;lS_NLJ^9;X=*#Uj(xZPytr^#S_5cyqn0T+G=`i z2QlD^B%pn^U3;SHfzJEkWC0-X>@|+qP7W$1tw3aW+guL!R^f8s(>`A)zt^b!X({9D z^QXJxc>}0BY!NCAmxoM%$Axi=B%u9IA{PC+v13&usY&zaAu{MUr}PDl zDlP;TpK=vO{K7xTLF+qdk+NQP%-Vk85kM~CP9GL;E}fc7^@^{QVr^Do#t-f@k4 z>^jBIm3?B;iPtwyTsFPFXXhZO7FL4j95h*7w(c&2kZ%b~4jXZK}1}Fv` zgNlH1!>YOP&1c2(8lpQavCvpy@L>mt3nLMo%U?S70L9Ra&b0FdL2`S?vDzxK3Ui^; z;fHF&a45nsl!V(0_GN%#z?~bPc9c}AR@hQ$`kFMWm+C(EYTX90VJ9+4TlZvdk&5Au z6MB?GRq^4nHJjgD^d(ARC)X8Qw#R@wk|l#lvx4#jQUnZ>gmZyIdt9~phV_-Y_t!~2 zzfG97_)0AJ-!>m%cv{~S1u7Dbfz6{GCGkEaPkzf-0N6io)h@>fDC_BuOwy~B@gfic z?itwB8&-8b{hIDmM|__9$j zCd`YLgQBDrNDPhc@7rY(1DE=^r{S#8H3dI1h;EXjCShvP2~dn7Spu-~q;8P30Psgb zvuUq}&CZM}SZ$nMM?kQN-F)OJR2W`|5Ll}@TY^Hs>CE9${xCdKz1>#nQ46U^b6WDR zKiL6QB<+wMP1?QbDF^|lGoLmD!9ZFf;A5BK_!6m;*}nt9B@?<(*7~j zi0jg=&}J-SD8A<&_?Zv!*%yTv{cAPhX-PcNW7A%GE*?4Sn!Q;$$>*JK%=oIgJs`7s z1x2d~>96;JHVKdPRA_(oh>FX`yHBhqyqo%-6S@BPCjwhN)*}S_Ot-B86$zJufJ>PT zr3!;9KFT>Fwa2R%KTZm&%&y8qJ-3qowxtDr|82KrI0hU7kG5kFjheQX`<1bK{z{|9 zjrGeR2wRX8EGITM$s`4#3gs`uY>Q0?-Y@bYv!3zBUQM;&>bb|rtUhcg90W#5-OMWO z0Wq=SlOM@L8%YRbEY*$*o`HW1LX@}-dz&~G6a!9Y9&Ir+i*A*7Og~Lx_&wb|C2k1R zN+M~w{Vrec0Ez)81Dj2`j3KT&XdRm!N~S#n);-DUSUdo-s*;(8bvIfT0csKsK|uS{aAshHAkh2=5$efZoEIq+1w$qJ zuZRp|ZkE3QA>f2&(Qe*Onzv|g+2h6Ve`oK3Ay9o=vIt-bt6zvr?pZ*)1`u+j zH97Mgx%fQMH=uBt0<>wU5Fyz8a>*+YK{p}L?)B`KIy>qq; zIYsq7igjj)rIdPDzsle4PO_=*-Rb6Ogo3|6(Yv+eB+e4aSx|M|F-TZP}S^ds{l%& z8x?5xwh5fxgtl8U`!I6XoOAmhdr#(vDM;ycIV+{n9{iLC(3}X8ncTP+eFuL;wElia{U*TnZ|* zC(yG^>os3hRD=@+$tun8@oJ!Fll1choV0l=bqkEtxf>UFlt)QK?L}9M8}!Mk;fie4 zgrJgskS0}1Ff>;CfMUQkNrm=`8;`j8R|7N{i^IbFo}7wZ32D+r1Yvz2$NM0JZepN) z-A1GT_E}p(OIwHz0CR;8pGFUa{%vcJNjiT0LWWG-ybH0AXjWt^&+DR^3IZ2J3ZtaJobzmRSs<`cpNFr{yOfBlH5OGks~a7jj%LO z-WMXU5~K)no8SBeCI4ekq*`?KLKJ9K@ko_R`vRbH47Z^%atfnM(oR0{AA4|gdjZ1m zqW%lKQ4+_%qrJ;eG|}e>re1#o51qj6`35M&@R?+LNhUT>-?~-cz@C@?x{S1{ zO2Z$v_SyjjdRB-H2ZHYZx3P-hpK&&*@F>@X{jy^VU*5_lGf$J8c-?RpFmKaC7>*6? z^MBgD`m5^fd*4yV7BLVDTSNtg8{B&Z#ReM#0hKU76a^HKh8Z2jL~KxE#zd4xIxGZ1 z!k{IjLrS{8=YH4Xy$&8& z-5TclXb0QU_&q6xBoE$HLujL<7IJQpgPldYsv@BM&7&2++iamUnLUd+U#nwFgL#`0 zvPd43n_j_s>N$|Aa!-sYs719&OYFA>eH0u_*U2 zSe?v0sk{3h z!UDIa8K6bN6-hw5!!Y|p`du5_CX&s?`^~w1) zC1^<=0%RmSNxIp_3WBRfxuZ(WeFE~q# zd{%v07qUqIqSSNxmWWP}&Uos{=TQ#xWFlH-@3X8RjcR0T+|v3&u*2{!!eCTJ63z66N{f#_OXzPAEZ@B;nAVTE#&d9d>4rVhGcy z*qS>Q`sWEoQn)aD^E?m&E(HPYcAlbWS-Yw!B_xEo<702G*aAfu_mN3D_ojR)NCsRA zY}&UB%wqjw&hYw32=NQ0O*-BUhdLO9mpy!aufR9MaNnj#yX(2Asp0O<6ld>}? z7SF=jKwlUODbmt_zMG&Fa7E(Mo|0@2vdj6nDW-xL0eC;S@8{M`a07rE@(efsoh8~h z3}1nAb=yqiXk+wr@=TA@D6izH{`yd3SOp@(<3T#RKtAJS;3`ty#TXvnwae=62a*h{ zm36m|^MPs@!kr}L$481bC&}ed?l4UEchqs4*hCH`{g_=V7k3D%tNuie!Dd)>BuECF z&Kw2Ga~SE%)pxUc825Qcjn)lpRR+%(&OwC!SL*N@P?K;%b2yaAU{rc?^JquL=J1$A zvEY4ekQk;SP3lnB$pInYV&Kvq(NjCb+3K%Fb^xeqe$I;fc?E*tili`KQJ@ZL5-tTk z?WSjbSB+%y7+=z?9)BjMb@&Ci1V9n7;jbMMq8;9%KKSf9zw%B{Lw7Lo@9FGgQF{$? zZW|DS+nt-IgNlS(RX&$87qmK7z3ytcM5dmD4~0tE4}}6f;ni~)pY3o@5}x(26ey2+ z@1Mr92yD}hIs3C#fxT-xU}~?TUqq3 z^J=(4dgf#G@`ZeG0>ct{=7$0G1)vmgdqjPRq%zCBJF%;l43G3muYC_GgiNaN5QEON zhG(Kdpx(^0-<$7b`Qp!@{@}6lfQPWqSGb{>?t5QC+!mwDm86uH^MY{r{ZszP3*i}Fp)g77!&n_#2CwgunF^s(yl`m3^#Ntujs!|m7A++dr zN)usK9s0&in*z09lprY#k$N*-G%3*j<1uod+rcjSN=o5FbRloP16T*Ufz0ZlNv-N4 z@tH@vnP)_s{TIP5hFNvKbSALk36wA7APD38B5w4H;kWq$?OogLtz3((b=A*^()`{1 zwr_95j)a^W7X?Yz3<5`hQow^GHlKD;cx&fe#|7) z1{Q5ilF@F|(kNq;Fzi)o^^SRgha@CW%J50twim>J6Pic+phrMQPIW+PJxS<-1=IaJ z+rayCW+;E|d@}|^kB>k(;EWc~ z9!d%~{v2jx-bMx)Vbd(THGYCwLpb8Y#-;ILpmV@6DA2wg?tLw%sm1mSiQ%nnr)9@{ zXpCVRqQgAh%W%u^06NgV5Ze%G60q?{1{o<=SEN*nkb${n{wDGfE5YzJb`aLM_yYmw8S(&`aplSV0+M2W;_>a!&3<4qmq z`l`vvs<=R zS)d}}2oz~c!A!Q?aD_j^J$H6VIY)1T+ErH|At+qiRSzl>4uQ?3T-9?a2>Vp@wv#lg zFa5WCjt-v;B@J1K&*vlV$byQ5^O;S%uBX;Br%J=3l625f@jA~oLuG)4h|V*PDenap z2}htvJN=Yd-o1BoCfN=n_M%PfZthY@ks^=~{y6yWU6CNLXg4yL>3WO1&2J_9B*hkf zjr%bHf{=pzv)a1WVf|eAZDEr3?6#3>U*)%jsU#H~dSn~S%0Zi2hafmuD^C##0_`|2 z`&apY4}WHo5k}qd2aVOmijZp)j;sD?8fM-Pfl(5}xu8Hh=iz&Ggjzi5Ce!Daoug+K z-U5fiz9TW@2KvSKTcqD=5}$I;lYJ`WN?Idv;&#>Nje47MXF}ECE+mAL4nKa0#AXid z12-2(rQ9g#B)gu6tF8*!l4c6&(QxFPZ`-nef)H@erbzqqR!u9%BS5v32rrz656{ps zxdN48ggMW{_o@>8YQ&(zz?_HjH$&yG$QQ|Hx(UZ7HuYm>o7d`x`%j$zzWTiKiSyAm z*rI1sjQ?lt2md_j zO#@5x-w=kf9=UP-eEzLXrQLddQ9JM6%dTF63(gy2tnYDGLfv7)X_)fv#{b;_WJm$0 zGxZfc>UV!d+14-$!&f72PH%?jY=P)(qIy}bUj_^WI2HJ`mlznypOL7!Z9^3E-U)iM zeP(ZjsBjfQXdJBnmq_7-fOhkIfJet6=aY=ys_E0Otz7XE{9#}ri}YpMH!TnYu1I{^ zSB6|&1-vs)ldll17)epjUU-}YF$_bAXZ(?>Qy>Q1J+o+kF<7bi9tx}}Cq2W=dXtIc z3&Bm#xk5r0el7y(fXjhHJH*hM`gWFyWG9*PJmU`ks{Ix!&-Wm!Ix(uU4TOM;L4o$C zVUcZ2*###?S5L*b?iY8#H3p9n8>(woi*}4rfp*^3ZX9td#ixSs3}T*VC;L7I{j)G_ z8y%^vA(|9uS5?(EtLdv~F%+r0eqV}-Cgj|HAt?-BnB>RO$zAIh)D#}Q2sxEc7KWE-7#Nyrjf2L|g+I5PnFWfV7;v*ny}QcWC#tpKek-X;=GOQ8 zdIv-EZNkMQeL;bVB0*53-F92KuiNtOjqjuwMk-A+SXTyV(lG=fvZT3QBnS#T%9>;p zlaz2wlAO3zHM@VtSWO)I=-GuJG~Fn_*bjlxMUN{I&VvPf27E-Dy_#)qxA+s zYUG3f{JnZogh&Md7VY`@1{=4jFC1zJ*XDf4EpXx*C}R*HlUmZC4}VnQ_K12H#zno> zO%|WC$f9buXH9kY&B4NH$eKy8xioZdm1;5a%T&bJ%oA>4?RppY#*; zPnOH)nay>~)q~O=;raFpY8ub`sqov(jry8le!vQyGaX%IxV@*=t>)ushzvgw8N8=* zK8i#JF74vB(f3OIo?b=~(s6{m z+80D+=Rc2nf)H?H#HL+DN^ehaU*OA_dS2g^$~RsQLAZ(_ELENw4eAjNL4kG`Ok%D{ zzEmaIL!z4e*zx3g$QsokCd@CgPX~p7>yZNO;rYbzJ%+J!i%BL-EIV4meh1|`mytPA z`u4mUgn$b{K)Zv)$o62%`Ss-_guF=BEX~c3J<3K9Og0B=fUyPc6Iisjg=sCZN$Wk5 zM#dJwXBOLg=7D?Xgi9C=Y=6OD|2PId?Z!NBep3qnC*wx4SE1G&ha9kYF&iZdX&Q+I zpd4^E@Ys}pJR3R#95**VBLnTEZEdn+dcnJ}jYtmnmiLSSZ4!<_f%ayYi#*%p@o&gw zm0s(=w=5-H_wBHUMD4}L9zoOI5k@Ri%3FHq`lA6N=cA*^Lz>Eps&V@38rU5 zF~(}-7@`O57A;KT2`D%7xJED9T7S8c{Ip%TPHC6KdFZq7Afmz+^}j^>@8r||TxejQ z6qw5~_F-&RJ-y)6F9?Eg=ef>FfA|0ZZdC=ef7)as=1*qrYatcsW#`)AN*WLZ;Zaro z)EV1AHsetei}prR8SN(4wU#_G())Ybk?asC^W>vC*oqwszJYE5k1sgXcO>ub2s>-c zSlbp^Am@MG6#OeRKrvDSt8B1HQlQ>mn7!|b_WaiNoPl*P=bjV$y;`Al7zs#^{#o=D z9_7LHheOr`W>(@pyQq|3=Y_(qjo;-h!Fihqju5MQ&kdos^qMTu`LF!yu7erX1Xu{FUhCF}*jU)~0JBG=Q-faUs?5u64f@ z7?mVklQ^`m^JE+8XxM7hkw#Tc<9eM_5|lm*x59Q#+Wo&XPYeinh{UHofx+KrX?%X! zS2Efju2s6`r7IL*7$Pa$8NCJW*~X=yNW1HtZ{vCN$^pi*ZTDRhwmkj{LHLO1ylUZj zHINKA1O?iTp*__#LiYq?d4Ai2uZAhvL!g{T*t8v3{G}GefNPR~_K6{xNQ)CSea&Rf z6Kl6r;C~l1tKLYJ#5Gk7MRINedCD!%MUlG?RfIN>&TV+=XPYBX!mtTx(y_Ac3!oJ6 zIFEW6Cfr^_m(|WVhS6Jd>#>S5*zvp%g-K_ZlvRRe6%UiRw6}((Kj^m4)#)QO>1Rd6 zwjOYsE!Z-!NJ4_^kwfD@WW zyRzzi!oozZfcz(M3b)X@_F*aX$*>p&8QO6_;5$jUCh>Tbi<07b@)3J~G0I_+-xLqt zCJALdyAXsaIwRMCQotbyXm3>sXqTMS6hj_|bw1yH;eh!|Sl7jmVac_~Nz^AQ9>0@GNS;zh$BaF?pDt9}$5S@j$p6y(c z4}cJGzrbNprn6O0n#0|7j32jaW0ytvpMkQTB;?v+m%f@0#(6jwShT-xU2o>TwMc0u zxxiLhnxz31G3t>XP3u~JTBHDjMLXKg_J}aftG-PZF$_y3y60v3S~X7ktSIv&rSl#FhG-NZ--S+jp)p@=?f;y7a`PhxTWck*#gGcLBpB$+^#%^+^ZvZRe2`d{$j`?&mY39EMAQ zwh;Jd=2SImHj)X$?t9NpgBw-k5P)#^oufb*;5L;5LmB0qqq}G9@EorA{-NZ9hEveBEX>uth=}(OK-4Da-}jD^Nc>m!0}J zaLejSlFoT9W2K{pLY}!1(K+|L$7PYYz@}Zk@Lqm$yTe1qr|pvMtojoTgQ0U6H<4d> zGD+17yJpI94 zBg=2qgjID;GvRfm?S&wOBM8Y!>kUMbf`Co={-0G#WprKjH!|TFW!{=%JQP|A>xPVK zmtF@Ps^VN=2`K-N7(Lfo;wjrfOe3k*M0=^`FMzmkANe+}ij-Kt6c}T+xFS&|v%2{! zZ-=(V9HJ5C;;O=^KrhHS3nv(+@1H9M+EhHqQ(#jbbvDy(ZvHPdjm$a~gBuE(d;f$A zFy%;(9tB+83`Tjl9&r^Z>yhi>6{@FZGQQ4N9=a&BEj?x=`!qpWjBS+`)GZ3mLV zN|y(7`_+iy6>v3Dr2Rb-P(D5)w}YH4biSQ2byss8WRE0}W7|Ebu~j4?C<-VS=0}XG zaEYD9*eraxu4T6l)G9m=6~Wqb14fEO1vYJq%6~oAEaK=pvX0lOIW=eLaWGEhAPhsU z$h(1xgwvVLqHK|@j5DJ0-ZQTAd~k_PnD!KkQ-cwk)sqhQfDmvtvuWSL%r+U{oivBh zX?vpf)aJoWkXJa1yn@2JXdVaw4^#!TgFGwqeU=+{iLb4YMH+#)@Q+h+4 z{49KrLX4<;!RPuFi9u)_1B>=Jl2uB! zySCe9cDOuVK_(4iliNBMZZU^aH{oa1&ysbpBH_-BMY~;?-`e-G;r(A^oU}#x{?p^& zQrK3+g_WVP`}&3OTP|>EZ}iZrJfnYILiuogM!n@?83-SfB<__QZ(U7RPV^qpbE zde<6rGZq9xMrj%{O5FY4DIx{jTt4ODHmz1!cmF&_bC}$vBR^zk16>S4Jxa2h@B^eX zE(GcqhAX`V3s8023!6@kia?rk)RD(e-3M2V%fDmvoP(N*JCOD|szM+%!Zs&tGuqR1CbY6fU6y#4|Ad)8WXt(IO zhO9pEb?zh5BB8x0HOXvnBk5Pf=j0_pji4CtAcG}O*)e4A=lVZStRuy+rnW_|{U>CS zTo9p^Le?%62?C#Xf!ioMeRlo<#{U1aYc44{$w8W=j-pk~@2&sa#PHjITcAMsA}PQ7 z$gp_{KS@mrz2dI4cNA1iGDC{=(frS~A~^;=?E<%z%A$3(Prs8jy{N%uyJS}bl^Edy zy(8x%@Cr%D40)aR?qpnoAiPCVFn{t6 zzUF~Tf%-KM7rmg0_%y~yl46i#{VpHyr^FSJp5Wu>9i=3Ah2my^s-NFU6$A0Nota%djtHgp=sXG`eZncfqKdx7Urd5X^Hq-{#2Z3V1A#iBl zVX(4oud5ne<27^O9R``+nW=6uBOz7lL1I|y-6|zgjKQJZ?&*EhcA=34Dx3Cbm6n_JQ?oS*q;qq>bTaa6J`}79)8~@<*fAnO;L&cn75{Q2 z@I`hn(Y)=Hc%x9tG87v26z*;tcOoJagn;{J>ISJOD@WS(3Ar0KVPw4^cVRP>J^z6q z1jwvf2$BJZz@}ZHw`whK3n@_{@AI@zn6m$S`*g@JJV1nw_<2ql6a!9ZHto`I`tb)h z8rm5Z`a)0p&;EZxlMIWIWBBX-1$Y<(ch8En_hGp9<<`d~UMDL6(tZUNH>IG8UJ25q zrjG&>k-8-n6exExsHeo_g;p`vRcVhNoBe%?r<6?Tu_dKqi%X9#Da{yy_0fMtA;urM zEO?_NE(bR4<0@J+D?i*ON4Xcs+>#3bb zzmUEm;qADWGOpltSmB=D2Qx1}0x{rbiA8(v)-|@p_hd#qnfXXJP7jpy0&A;mGuwdmJ%ES?XeQ8;Es3xN)lxEu$gzrF^RiS?$(Tq zQoKw7d`%KJN*oU5mQU~c=$AolWh9{s$8l8H;55KyWRsL+D*Hs@0*CgdUf0$mzn1;T zBc%|c@w|F#G`QIF9ddBHO1E6=S0qN2et;s;-Vy7X5ol8vdYQCIcYU@;gbs&%bUuod z1l=~VAOt*8;?h0^Aij6O;>SnYh?Y;M!f7qnj?LNd z+HafUiIK^$CsA7N`A`ad06B){vAeBBB7=bT7Co)!eE%$CM)D@6awcte9yl`Dgly6a z$qo9T7zWrRHf5XS8q)INl1&;(hMk99uV1l(>h%90O`0P4_Z(0RxF+#vkLwkE3=VHO z%vdYY=k@-CW2_Y9pJNcAOKka>qE%yPU(%B=eIV<%n7n|NU}M!b`~j!{)!e&u2Y>EYf2n1H+;Z5Bd=>`~q%N*|hicx_mCO z&&}u|3KOc_65EaIL8mkIY0S{FbXm3mAw{KBs)v6;S3{}o1QxjRR3tiZ! z_u&$2Jct3OGlxSt|5S@@C@OyzM}`D^GJSXO=@XGRve+!vG-}>hJ`22CmKkq~k zd}=3(7_8D>q!<3qD_g$j>sMkQqj8w^Ql*9=kYf->Y*?2!T^kg`05;IB#*Bzsd?ekh zg|Mq)cf!WIYx+U{Sq+h4>XyB!pl`#;ph&xp;qA5X(3#teE3rp*MZTI0t8+w_nd+0$u~0gK~!4lLtjx z;m)I7r+1Y)^u%H{xtyt*tEM=wY05DO~VpNGI-{FPxku@SUDtY1jsy;tOX(%;M{0$G}I~y z=sW)RHxj`WgCilqkbC}wsPO&IX-@rAV5FY78qs!b;haJl&nGA!fJzwNC{VpM?o(HPtj*9P90Bd}d_c9nJ zWKlIUZ(Tv@ZYauYMqGaVUrAa&6MkF5pq_VH1zX+!mUM{BJGFEgoFxTddHy=0!t?7* zmp}{ysKBP&){~ui=GKv;jJ6*8xI5B)a^Uu@he!^N*4cCVHR-o3x+l5Z zGvR&J;3`9Kxu+|FAU){hQ&0@JTVTPn{*43^|K~ik^sA(-y&6#T$_Il zG)cHBv1tDpnnko0tv9M8F=(z-@Yx7C=bH$@Kda0xiiALc_8K>}QkfCD5#$?OJ`WJEw>-Jm2=g)DY%A>7ES~=f3RE-%Y+%@F%Jh`&q=&MUz3i(>+IL1p=W`tO}GN>PEBtxh+u$gqdmYK?k=%R ztE`Xwta?0k=5T2!Yx|C(ZGO(^eINqdF|b&ahhoCN`7T$AFC&bqSmSdgp9rV{U3eqL zG;I}pYYqp`IaEZNiu9=FwTCw77H}qTX)goh=d>8#b*?1c z!u=&@3P(wTf$A6(V3^(UyAEQ&xxnUA&UuPH}Jli5|;=j%Y%W{CX4nO9=s zpeo@ul}mfes@V^lne!|e_mV&OCbwU`4lRmZjoiY^u#yFd}i9y>K#E=xa%*O|cWK&tRHw{%rJ9sTCAa9e3t@ZjSC@_T51qtNZ zbfzZH0_i-^wNVc9#D7N4uwT!Zxn*zF9UHd_81`I-5X>?DtOwE=M?n2#b$fke+gaT= zWPlNT%d;hV5lH7OWReuuC$U7rz@pvF!%wQI{m{Ya!D#vv?5}JKUQBv|_*}K+&U}yz z16&*JSrYk48#&`u$foB6%hX%8C8>}}l0m+$#CoZXNDvfh58Zm3Cg<*a*++!i3GPZS zmNwTw0Y(avLZ(|_0mx@u3LM&tZnFzdvjxjLh=wF*DM{m~V-TN(_f>Ppsc#nv0gtw8 zGs-z&yP}#gW>`N(_gDv171lx)De-`@C8$QYMN*{g*{rIME@rQ;AY>qR&+o-uOK@KG z8!|}sgRM(NGf1>=0jk-Z>W=@koe?9&{nD~*VMCec3xuK7anj%Y7=HU-NWCk}czd)% z-DlD-jJw)d*QGoRnlbD`Y(71)@B^qxIGYt&l*7D>xl?QH7m)u8&J(7Z-`e^H3NRia z2)Q~h;6V}`0-N@DUbwWfQ<@*6^ZeGtl|B20Lt&mU{nvfB+OJ=c7~h3BpV_qc0P-Wd zoFBa|BO_H^zZDL484}Rf^E`y%too!;B4OarUWw75*VhvE{wj%KZ`9d^7t_EfNe6}7 z^Ur_z2V}#55(e#6Luv+l3@cvQp^Gqh3&Wv|J8LJl}^YLcUGt7zWMRp(~OeQ4cZN zTei=B_=e0pot1xVjvg-!IfmEBBJ~`TIuD8gx2gi#|ApZ}wdp&b+#RS#?gC|#q4jdd zz@O)6B!CMZ^U$P-*dSz z=UFxU5eNa70*7{4SW7=t?@PoFGGp*RZ<}h!g*=<^>)iI;tZg8jaVb#WK`-y#c-+K_ zv32`bT!{0EWH7)eLuAM|1z2hao)h`9*37ygD3LBo^(- zZJF)j%1^B-ss{GwiPhX2=H4_5;=)Pf-S*r+au<{W4nd$u`I|)jxsL7ivKmqf7e=-^ z-id=Il7wN>$+wfoibiMJt4S}G?{I%r_LGD#PDjtY%?oVAxPq*ze`|CoD24%6l}q`8 zxR$L)*ovxF5<}k83(Gx*Kr85kgWJ0!d*_QJ1}^QDlCJp?m8&Bd^E^t1-FL6u0LzlX zq~WURcX(kkE(SjBUXu2G`=$2(Y9S(SXS0viqdo1wJqBhdQ2Nhl=KuO(7}a4M1MON; zc=VlJMmO7=h;G#fIk}-S8zDkVAq1-W(kDPN3<&jT55$b97QCy9tR|&!tfkn!Tmp(# z=OeQ^v2ms<=$>)2%A-B#DSp>B{kts2o@xRqV@ zxp>B}W+HKO-rS@q=(YoIGG0Lt3ePT?D-s0S>z>s;8fy%!f09h_i?ZArGiwMmpC{ZW zsobs{2T}niGn@8-Qu%#m6+JJ`lA-Fu;AE9!lF-MkaIeb6`19r<1U$~;(6*`JQ+`OA z&*>xCyhu(?val2il7!=J+q;JU&!jT`NpOS2rCm#M4b1)=_pY8KgYhTHA$NM9J-xzN z)tMKkZUMP~8zdIxMo-t^uPyB@jJB%Ql?S73U(SS9k}N_Ho-JHHRWwE7Q{D_?SI-7Q$kiOBS$?|*Dr6Hv|tDH-?j}wm{7dn ze|1%cU%*n%%A#$M)U@RDQ_|WA zHj8Bqi8Efe1!8kN62eWhjQ_y!0v7_C_O&E^x!n;-3p$9A;e?=Hb~&}PfwgUCkq~4y zIR3BClc7eq5U8I&xBF@NwDc3{*E~~<%W{W8pXV(|1`_|ScN9qmTrOpEq;*o`>(1wm zgc>`a({k}%0yb&^}Z;%ko9KJs9 zcWb}(%pBT&jjv)5S#l(=f*1<><@n5l9ROBTuOcd_ex9DwuSmb80-JILCg6U!gX7pH zGEAL%AU3WWN)=2I00ZCEGy8?`TL82>FkB!1d(6O^k*?*Q_%6B3a}d;zv=J3A-b_%2 z53Ate5r=le^N4QW0L>-jKb14ru=r-dM=0gIgu)|dgE{blTb#{2KIN7w?;Byq9cQ)^ zKEbKyVe(S;TF5gC?~*F`zS;sBqycV?M>$IM9<}S6-aPUYqiVWp-P1uQq43BCDbfU; zS@S>$xFRXi-h|okxmx?*ea(avRCC_so!If>oPSrzCyoZW}L6LTI9$)^3^~uV+q+i%Si`5!`0{pZ!MrO5b zu*Q851I`8kpYk|Q`gq&v?G4RjP1sm3uv1qVl*3kpA=BdQXpjy#20rbaO+0I7Y-wyO z86-u_ygzOb>Z#SR))pSK0NrqdKWn)s}!Fir`L}-(t^GnGaNIKq(9eGH8!&Uv#v#-#O|lnKF1iGh30D240}+LYj1|D(*FCR&fjp zv>O=OV=97kIuc0_J#%uT>X{9YS(QR&H9YH~11JVuk+`(yZLOkPTJDT>BLk)5OFv8c zCxSu7K_mvZjb%$fG2muZkw-bmXwT12ymyi@J-;&eQn0%iG~6~D@mY|clMF(@V+U~n&mxv66`f=;Gtoc31<>(AAnm`(~%<8=eHaK zrGP6Ehjy&$EiqEdGLErTb=UO0#hK8Oq}#|Xv>1#NZSx%URTA=_ml!6Ea3m&@9z9zs zZD%6ee+MsKhBl`NIKx^M)k_RWA=K?@YU} zY8Jd`zocyu>DinOD;8?DLQ!5S5<-69T?O#MEiMEF+P}8)u`v-3Fa01Pv?N_ApV=;4 z+N-&5j-~pX?fd5V&%`d=3fClA41Ip8UknT~;J%Gd`wBz0uW9s(J#{1qxzDo3-wYs4 z686rUT1|#W7;p$I>e04OdEs8eE|Lsx^SK?*!7GL)NR__LnF@b1;EsXMp&YAfO)ql2 z5lU`iaOO72-mz|j*kFdN>L@pM2dGH6Ri(Z&e1zeq&9{y_5Fy5)tkm3cIbZ0fWCRK^ zw)>sqgAi~+vuXbt@{^3UxpUfbh-lmMo!r@dzaTDLKwKy^jr;~e7{CSEhr=(r7)Kzmnpcw=Sbw&5ORElhf}zrmfsQ1`#^SoQfo4~zjLRh-Ry+A)&8Uv5LOLn&F3 zEc|oaewOoZYhja8Zd?bsfQvzq`p2iiqF;}=j7ElF-&=(rdJ zwA;4DJKAkCIFCq8x?7&TSl$()^DY!%q{KV?1f_smB!N8Ti=N_2O~j)`vy1NNm~_$;!TDgV@w=GDdQ>|2}d8^uurvS)@w}*7HCF1L6zXQJ&2G zSMOgYF?wxRiFI5#10fiTd~?9^Y5!|@X2hvDnc1{|p0(aK-8aA+?KOEj&w*sRh-)U^|moQ$8z3cz~g zG$e#!7oKkv$)xgVZ(-1PU3uj{t1|M}RzaLcncf*|wpn=A-nfMcV*o@c~<6^+^wMz8A1S&Nq41f}pVatj*e zo8abuoD8(9NHWI+ZF4IbXP(W^4xQ*x2NlAy5S=ykW{vBoGs7O?0TS(rZLJ4I9Vd$0 zNPFbG;8>klA9$!r*q=A&k0=#Tj|K>V`tO2AYasVIxp+?OitE)%_fwEp_y<9lohWD4 zF9n8k#@Q^Oopoy2CY_z9%NVGVy!X^y*>n&znkUSh4{fcx1d0KtGmArcWLy4v$mcAj zU!-&XGJoqI^^c(X1rLc~sNUYaAOu_tinRMkjJD;U{_wb*tY0j9Iqv(sYN%!SB!W=t zBj48_U;I{+sOO#hk^qg9pDP9u`mcw^JE!Nyg450jfr0g9cwHDS1TO76m{xNd?LUWx zkzFLW|9qfg*Dwrf&O3@~c^d-b{{gE_abx{$sY_DiyuWQuUA8GBSuSPK z$1SppH@z%fylva3jk3jy5C4^D{^a)V$&XJ-ur|mm$jd+0p2V_dTd_kWS;HlQjI7wI z@`Kl(7^U6Q-5uRKtwaX2ScN6Q;`&|rT+{9A>gi!N87bo1-9(*F#1MHA@ZxHwgY%9 zdOBne$8D zk^Kw%Z`?i>X(&-37##G*Zu)Ly8eVtuQKgs}6Y z%{|X6kbjOq&MmUVzCk3(}quXQgV&rpI8xIgFUgIpL8B+T9T;}1FdheP4C@9(%UaC@gn!FYi0v_ja*pzo9 z7p(|0vM7%lm^`}+nk9N2D#426AILA%`e&7b5C*1glpA5fWhw)c*YuKKZLeNlx^?I< z)Pj+TsGz-J!gG-zuxJNKiKcsO^rw+67zqm(NVmE2p?aPqqJp>7x;vmn!WD@}drg&k z*OFfb6}_Y)NnaT4T{RP20U(T3&#bx-4~hZDz^1*%AbqQK+`HHkQj?k@j$Z$n2WgTO z5`)y1pU3+lFpAr_QKh|`C*3?GHrBa{w5hMpX-0|#LeBXV;zI4&qf`13{Jxw=d!L8v z&b?tz*VYga#NKuOeAbf-B@9JK2(2?-YKa7aO?#qBhSxaRp`5V+!0Sf-dTmXJ&byFN zjh(g%-iCo2RYe8LBhQulJ{^8RB105O1E&E z(bvg1wxv^Zt$tH1c!VJdStReq$F(2^+#*rGcN4<25}XZe+U>$Jf+N}rzO|%d zs6QASkr@Jos)JAgK=9og{%^zCph)}cS?i4HkB+0y$>KJ@O}_W)W^hHaaLdq?&39LU znuN1KK>NawmRpX!!Z&gXL+pC8QmjHYls%t9nq+n}G#!M1YZ8z4=DGGKxvaKu#zxXx zOV5~FB|~+XO^DBX#q!}}n0Sc6qn$FepWLEi))_|Hq|BU^ue8TN)$Ij{4EL_7B!E)D z$-tvNBU$g!y!so-XR*c&1!|h0gBF%yPE{!05eWi|b_+mzYz4I+uN!s_VuYA#C$f~YJbiVZ>*&p=JIGwrjl+)*n z_LF+Ho%%vT;5{w4b;lFjkt{$M7MnSW)_TsRUEUVolyXdWIvMIEOv~J*cW)hJlI)Ns zUEeYID<}q>&s+iJXjM%-BRsC2vEAmXlkWCht4UC4SQ%l^*4YS`F>nkV+BJa6QTYOe z46-OG*4MYb?b}(1&|i>eD8K(P7qm$@8x&}F&wE##`JPnLLNrRM)>K_HshbI^C zITrR1`Li?kL*a7s7^sM`7$Mjr@k^&4!EZ|dinPahvh6pT9m%~-W(+nz$DBJa4aIrm zQG_wlWUmVd0cW!!ZKG-yJ#ns1eIwb2G3(WbkDpgUR1n@_R1;qd|5f49wjymslJ^S@ z*nXM19S(mH!;qumZ+bQq5~EwrBWIK~EhC;lw)DTo3{-1nT=Ry)Sub zro8ARyh1|YFYfuf)esdfAPBE`O?hB^fkU8v%Ol(2yM0dEAu@S>yhY2{vX~D|k}N`9&uT_ell(t zM(L^CB`3 z$jkJmTb|pJD3#M6EqphJjWqTI$&+2D-su|U+DFg^J!DsPo`}N_s1?v>43Tz zB#|EFtXKF6BEX|0E{}3+n3b}{;wyy=$B^`8?-X#sknn=x8q3q?`kBB;d2l`A$W!hy zlwoa(bx2|Cg*E76*UXB5yz>+!ghBfDRiX)jwn5@cn%XY!ttJgp&D8ckpF&+#YADz? zOvow(g@9)~eA@L3*AqAWJ@0lCk*d?bhhiJg&xh>M5@e6=UjMiggn;W2kM@1xqGQ^n z2X$M?yfd=lOZ&$=PX9jVNjH(h`6wK z>&~qp2HYS~?^QLk_Kvf5=p?xirMTVWwEPgrEm$D8ustuY0K|X?7(Ck7c>|7K?u_fJ zZ6bOM{XJ{P7}|r!^TH9MCrsS~Zy3VmKz%~*Vt9f<<7>te1K!uAODBSV&*liivIHl% zHw-sQ0_uC7!XBGnQz;}>Df!^O*y!QVW*FfJU|8tlv`D;{M|h?mY0zTE}7S?eYPFk&hr3a@OHU44Rmfen-#c} z^M9GR7(Y%uWXVGtEgA_#xp+Vj5;!BU(+&S}UH+m-a zC3V&26qA~?aO|oEfTQL%YX?3nEhyfP^o4QeL{T`8Kl}rX0aaU&gg$GTAf}|}d zSUqt~3cjm?vw=_hUX@vXUuVk7bEF);WoA0*vi^WBpB+GQP?idL0?Gk*4FcL`)jLVu zJ+?i8l*8l)(h?!|-~~NCvPxyE4o?Cx;Bw&5Zo~*TmT6iLPhRwJo~Ls6WuHDcqbH9r zG>%lS1I-eSfvrf{I}|nc<@_vbA#*p2&z(O%_CmSaF+_*z!fz);5`%#D!R_$AIlnxr z>z)y#lA#Nv3MQF@6RX0}=Zyy5!$C3Nbl}nceKu3GD03(zujnO=**c_7YAYm$JmejQ z&Xrr(4}nov#Wjicy(-s09r>nq^MLlfhz!Wkr3|N`Wp5lVAR6~_y+17dci-3 zs>GF$5I#+|Om3Efx?${)5OhanB!D>s?xK0LzZlGx=HB)=-9$8EhdVlgvDi1V2&v34Jg0AQ5!BIHrll1KRZq{_)`BKOQe2 zzyDtrHk7Za-U$_kg==AV)tF0z7;qj?|1Q+}6*#A<=^h!VI@f;d+}S)93buuPVH3`& zzv$=kZ=Hf7i}ET-e)ub|)rvKQCOJ<&U+c(bLu?*~V!Vf254ejY1{Uq+`2f@G_lmWQ z>v__bRgoE28jgVPg6g^29gn*k>1=@3xGJ>fceL)4JO}aiWs9LK9QlwQ#3UAF>J|F~~ z3tTqkZ<2OL>4J|L^@K@s?kWr)JkJh-ppPINt@~^s5(Gs>%Iz?&3fx7J?6RDJXH~?! zHb1Yw{uF9^7DIGi{(OQj2myBtTsGxup4z^oGeu#Uq$1tAd}Wu^D@Y2qND4(`4rupV zBu0pVD-w@O8A76xX+nHtJ#ki5tjYMEhNBedpC=*bc6nl27KmYhbEEB_!`mCzB|MNK z&FYNc97Frl)1lUFCuEbBr}#VoRSCCAEH350TdkT~_Aebilg`b&tZ;_GQ0U)N42j|C zCtnZI#K56Ep%;FjC$i&pMg>tAuC}bwHrNlU(tn5!7XP(YgJQtxz~@t*CP{2JvuK<1 zip(0`#!p)^gbOkHD2i6+DoBagOv0yJi&5|DI@f4eLu%56@AIE0@}A2E(UGx^l2p< zCB<%Nz7Wi^2W{#Bq()~QU&F2qkCOPbr=E*=={v`&FyJZEIscW<0`4?m77WY4yYU^9B*@L{2&jK0aqmIeb4Rw2g84TxlEFwJV@5v z>Wl=GF>FF&(49STl1O6U)BZls4lFY{vagc#&h>&m>)q!eGRPt^?2VB4-!B8hCJhh+ z^^2G>UEb!~>d8>mVeIzHvCYs#ObGG}$|u`fKq=q}gMjvMm`ks{;zKqW=7~A4z58rx zFhqurNRhH~|2zwl0XIo(+HJ!Z1H22DmoV-CT;03OIm2TZ)ZaD<#TXAeDyv1pz@=Tr z7@^R#*S?)`Q6lAmhRM=)@YK*k#D+uT-CRHn1K2>@ySc=6=#{V-|AwQ+9bx~R2(DL+ zM0BW{*9V_V8bAly0k^Ava9e{9mvnER^iyuC{Rx#Z+>k2qyzguWa|WCa0@{C{;V&NM zN$8Wi3{=mak3V%3${B>)7!oe%e-OzgacS3*)bHH3Ut-!w%wi;TE{S4;f_ zqoQZ>bpM!*$&hCdUbvmNqz<;Kc%;Xs{o|Hx9NL(5_XWvj<;liY;tpU#iLljk{sG^#iR4($@Xes8f($GZ-)8WvUd^wsuN5BHxq|9$m&i3&dH$fKZ1d>96&)WoK9gBin~yPSQ7zbJ>+hFKyA zWh)fnv7P}CXeT{Z+24YC%N~%qXX;_M{1si`Itk&v=i|<1uSF7rfVOYDsPmp%vz>7w zR(r0-uCu=&qbh9pOy2h2WiZ;t#lR6z{(jC*Y(G={=o;zU+^gk-bRtGVy%-$`L+ggu z9MLe)p3^gmXwO!zY$6?lb<`yHS&m@F(1U{2e+8R)pehXrlW1Sw=F2?!?_aGhGFYAZ zz`dqd1NyG=M`Ebjd3F`(+;CM=pnVrJ{7bA%&W1X|xrtRMN!;vO4LG+KNC-Yk)8~PT zgr{wM>N(HKimDp{f094wGAo;-It-RV^{}f5!>axFZ-R<600Zq+!xtS_9xadZBkk(J z>X5CcyFl-T9Q0G0(Gj2`;Zc$T?Jhn2ja4RB`3>YZ!?<`kg9*?$$vI)h@R$4=kr1$G z*M=*%ga>Y~PA8+J@*CF-_d^JVAu?ZNTiSzagv)^XS`YQ!JNIQCkoHLRda}ZedpVFj z+KV8ZD2jlu=;09fwBx*Rz37na{6?a)$~i~QU(eSZ+yfw7-WGkq3En_IfX%cE0P^>L z^r?sZBr$aI#?&+?LlMR*RL@H)E7%DdRot`jxs)@{5p}JBj*Y!UYn5|f)b6_bj^Joj zJW?fx-FLG=HsG#}MSFeQh@J8_w%+7Y3};VA!7Z^#P=%h4#L$!YMVOD&Tv`I2m}f>o6Bp9E+t*`$(&LR_W2fXlbY#HU~lI z6OV<R>6`h&g@{7TgM+qrXFe_IP#DI%|PkXtlOo^>U;pvpG>2JNxi${@7A4PVBO?r-cHfD< zo1h>m9qCcZ^U^dB0?uaz+ItMFH21Z}Rwk0JP2t(u-FD7Ufbj}h)z9;Hseur1MPk#A zk+S8!1R2!$lZj_qcZ2>3Tgcljb*M-0vVsSDk((d+jkx)9; z>O(FL7c03}7@Z83Fcu*`ANjj&F(?MyFDTMpWzf!jx5waZH%SJcyr)j#%Rv9U7h$m7 zTJcdN3_Jnl5jWSGWxbsl5ey6#<(n>eg6-#Tk$00)8e;}B8kYl$_9=kM2=g-Q)E^`U z>4Xlm7%5Un<`qg%I8zgpDXtVJ*>G_*hGX$CoHGbZ3DkO>yajvn6W2<{_I+ffh%;ZDi+!R)jB;WlFo0Ea-k z|J>-1y7;JAQV0nJ6?!WSp=jG41xZ&T3g>`oga=71dCI9Lzv0o%D<>IO^u{@FIeib@ z(ktwHR!WT&ZHFF@_PrMdz*)&e`QPqGM!;oI6hqQ$CQ+Ur%U%6d&d z6g(n-JwKg^_HPRc$cgAB?9_=p=%4#@Rr-Th(Rd($3A77* z^8m+2`w&3UW((!rZ`+9E*-1MnBVx8Lv@J;z9 zPEN=3JZonItHakLMKa*XWr?In)cb7%HXXD(Rm3Q(j?%7ssag;9Rb58zSt3?h(630p z4UuRsaFe&RVrzSrka}dE%x%p#1e3Pi2tul=-KKsBzttlF?c~|p%PYnr%ejIms?Jcn z7?&R<1@$Be+vi^$^AK%;yMT5zOv`QF!FFy1AqO#D=HrbIz=0SgWRk`=DvMSPMZ6%7 zS;{qJh@oN{r>Ag#EEHmdA`E96+hH-_7zA9(qt8~|k#+ay*N|11nBmHU!{i~)z(Wuw zJ<+QI%_w3vTaEM+O*`x(_pPE4oc%(;t6hnNBi+1Qo zhAQo9TQX~F8(7}XL2}r<^ZEY<+!!7j$3S~FEL&m8bIa84WJz*Tl;yooZeYMY5s4v2 zb+Qp?lyC^t%c@46>A}*E$bz2Om0(Ht_tnskn>q?IcE0z4msa7yDqlc(by$F_^^2y< zj3co+6-Po8av(wr=aNR}G>#Q1-eyy;#6-z=RxQ3m#z_ZnHmzL=?Mr@xoLlb(eW`vu zVo(7$NwoKd2i*74Nv$RmhJ>9b-?cpb1FA?~Kr$$nj)vnrT#Z;9%Kh`{8OI#mZ7Ybs zXR%A_{%cpaLG8A}O45ZB4GtpNR37bNlI*yLzw}D3k_PGFnDX!WoY7FY?Ty&HFaC0T zzalYG20Th)(QW}ybG56gDEmluZVye%+%pEOt4blaa5(B|8pvjx3mn>glJXBCWuo77 zlNp2g(`$V>P+!$?B!ms;p2>hhz_}pcQ;zej1kdb#)Hsq=RrmDlXLklc9RLYP2u(4s zqx!k<+a3Cpe>}rmZ4O;4V*GfT1niGlVmTgS!dqmJ-2Aj{`VlagfD3^`dl{pv{YL$K zr+QKdhdW}Qn|FXGt7o9_B3AzayozB!ctQQ=xsQL`EvT3bw(o}(zF+AA7BNzg9P-lY z9)olqAP3q%&*>H!FJm6|k)`3hkr$4P0*hgY3y-BDHh^@-4HB0}dl#e3PC>0DyY175J}8!aBa@krwG-jERHIFEJ>@FhW*!@V?Fzkt~vc zcEVuv>PFS^j%Knj?5uxlYST*SyX_zn!)TKe91sF721VM77{n(8?%Of5f#8B_x2Dp> z1uBpxbtAvP`jlVRZ&ZI9=qb|PCmG)AVvzCWJn0wOSLlVhnU9A$w|AjH@9oRWeIN#$ z&>Y&oRa$**IcMYVc}d9}HeFIWVsYsw{Y3qf<@`vGCmX64Lm1W~40F84!6%ajV4yt@ z!#}y>aZlgh&xqfuf=}OUZkf%17+s58gWh1a7bpju4lLUHp2ee5HRDXvNbi<+drxBK zPtZdP7e0UEx~2X<+Rie#s-y|S!7aGEyXE@5xVyVsAUFhfNN^T+*TvllzWAcS-7UDg zem$GL**@Jpr@lW))z)49JoWZ;kDQsF9&MM#>m*NPAC%NMyQ|309gpZLV_~&|&9lbW zeSMaKQ7N$EJAGkK>;{KlBrlXkSDl-w_rr(O4e82Nt5UFE z9~+f$Z*WBRp<(RG1q+{f&n~R`uDA6XvQTHjJm?H9TAWDfHG%B`U@t_n5BlDpVmV&s z$q|yPTJ?P91U7A1&s)$Fl24tX&!5K&JzHdtNFg(Re7IEoX&4!ioJC*8`$M}Kwg)D+ z6uocN_xgZ^5$??P$e!G4G`suy_jP((HNoZbRpL~=t=k!H174`~a#-U3%LGqkU-g`| zIk0$`^)&Uu^5WA99gC$KkCMQ8yIH`Nm)dCocjibhK<_@7c+a={`{`n}K(CW!cK*=r z!>IkRSd-)FpRG1TQe;0i)L?SaoC8k&qHeeyax~?P*V+@q?`o;{M?=g16-rKPBwy-j zux8^{=QVo4Ey3^gpI2Ca>OMZzNzdC_O($zZ2@k54$Ts22{bcW-^uIoq++uj0py1}& z3!>|GVva$NZdqjROsx%uaW%4&xBX5&cMq=4-l2Qmc7K(gNwlHlh9$;Y=Scl)!`Kgw z$i74WChzNQxp#dg-)^Hu{q?==jD))Ls;l6J*t-wM*Y*a38zQ@|hdZRjfP05RXpesU zWKYv=(RIn&!@z{CFT?72O<)^h*o4TgS^cK?m!dUa+@kBe%Ng@cxT($QIRbHXKJ@EG zZ(m>*;Hkk9$s`{Cp-%VzYsll>h{1UUA2--XV)L;&^ZaM+bb zTeO`4Pj8mU&c^uiqxFJG9oU-;B~R_P?jNZ;vf2SAOzF0yzBZ7s3D!touQuOYU}w8; z@5#VAFJHdum#b@c#MGUVk#qA5)Vcw8hDgs3YtaA1?{PB^Q5({XDg3SN4c%VM2>9~( z{UlglVHJP9S=^DFv)V3xad(?nY@PAp*TQW-qUb)NuRwQRT{ph|krh0wS|fX@)MD?( zZ`XQ%qQh$6#uIPszpE_;@C;jh3O@m#ubRTXhhI;Zjw?VyBv zgDbKx#(e31^!A4@t7$0R?)EFemn}(jE7p79h2-&e7V_F)`r#1S2XB3Qv}jqq`WZSV z?OrxNtl;0;+rtyVgeh4+yz!b~y4G_?_BHe`y&MO-HD$NNCf<2fvFJkW8)DBPlDKBi#bPfwBm2;5R-63S6Zd&chSdZGDvy1#Mf?{_pM(^Uj#^S)OFr+Wvp&r zFD{r+>aSWY{x1`puE9X^rG;L%-|Uo4@+Nstw(8 z?Y@w#q~U3`y~!-q(X$$QHoB&}p4)XLP+;rMXpDu=c|L z^~vLm?1F}~<|pghIrC>4N1O7NX)s}!=IQD#V8OAjQ}i2pIE-A8eRsHByN88d`>`VK zTf&-$WUHe6URVUZ`Ev9$`gh!MZ?;7CLv#(64Q#Xj$Gf&9A7g7k&!sWfX?Flr3Ae{5 zDy-CY2J8oGWJl7QBHQn-*vPW0hIILM%sETf8GeEZ@nYu?nde(r)Ro3)oZ=mf?esx7~*`3$p z?i?1k-}SitKBBXpn_$49k~1T|o!JTr&&`otZD?hleQmpUVt3GQ^eR5>)WR4#AE@2! z6ve)b(Z-RXJ4beIQr}Z8_73>W?n~~nS8)!W6Gvx5J^14B|M8%a)&}ebdt|@9^`ymI z+k=N;bV%y7Jg{H2-`dar53tzwxmj$Jc1XgDZAWC=Flk-2-eZyvAh!YhyWh6VY`R4E z`R@-V+`Lfos&;XBW6sRa$ts`^e6^)t zl2*Dnst2R$o^<<9Y2ye_3l3)_ACtJBt(`NVGJ99DY5KNnn(N}|8VssOHpD2a9gy&# zYK!bIp1b+p_X})wj;>U94!P2Kb5rfXZ9C}ApY0E(YrSCT&5@m3HK}NWn@{t7Ap4P{ z{7T<@*DsT%{#iw^pjX1)E4&u4*%@09*)K9|9MmHB;XSM%qqY6L`7Lz@6o%pG=co(% zr^9excH1L)Ky~Ly{P^Rfr(`p7LdH9lP8`&o@!W@1>Xe(QUwB=>KK*f5w%Q~4*6o}5 z&(glR!3wy2?eXRHF5M@aI`GW#sd{Jac#18sM79t9EH_;Zz*mJ9~`ncaVec$H=HqTn|ucz6^OWzO&k4AUxuw^lBS8L``>`n~rr zD7bu7LNoa8pPN7!wi+6(;HTE(vFrbX#f?T_cvSR+ACqBP9T-(B&ReryHuMao;b!}{ z`ZK1T18uisxJGzsMnfk@C)%(>!`EIIrgjl7wPO$%HuT?P98Aj#w4ue8 zMC3+i@}l53C^$t-6Pi7|6bPn$f@o`8?9Lpop+?#@O2f_e@AGSz)*9ktalgeSWZJw~ zL>rC|i{C#b#4t^5=D0h?iz5d}^Vo!j+sz$b%?s1g0L^E7l9{r$tZ__ecKbiWKc=Ns z+BUo_C~JFcPGeo+Dzw{|5eW=MX}oR?3SJ$TXv6Jh4?pzA+D<}O=yN!*FJ2=3N9z)g z&~Uq1!gG@_P1W%BYqIFN+-`opCNyh!YCfg~z<6}x@{F@`yS=A0+_5}-JbDIRcOJ#Kxnw#oZ%HMF-?t?b)WQ3<)s;ikfI3*4f`~_ zNC}3$0Vi}$ZW-!@8N2Ck3d7Q@o`24cFs(gEYgoX(O{N`8WFpPt{3p*J)6{3(@mYuN z%Cr%Q&1k%1bp=aT_!Khiy!{uv6_OAd9+2GO74WdOLEzFJ+wL0Phy9P{o0QOSySbeI z>||h?nqzkSZ2UmBG?db?Hdpx41=E_qzDoVTL(g&2;D6etz{*0qXs~lj=YXZnXZH1# zwbf5fXxLJBc)A1DRvKupkHk+ZchfW}OlS_?Zt0-YfAQUJxb*y=rMD>!cT-n*{x;T@ z8ocoNO|{3erHfM%ZP*Kr@Ps)`8wg%Vy0!0V+0xdj2n}m<@_sr6`a+(uVI^c*uGEBP z==9-lP+)CCf%c$6qFS=0FHC6`Hp#RApZ-qVt&L3EkcMc(5#n_JvlD=|RR-F=y+dlq zwC-umXyK*pF)a~9NYGz3;>zvjNJnS}FL?g>uEDhBplxp+=S^ALS4zW{y7_3C9U|o6 z>W24aZF|z2X#2O^6xNm=EUlNnRdZQe5PUgkd%cUtTMdYiYGX5W@Y0NvOlkP1frjIa zuNyW4ENSh*5#;RCQ_sE9Kug45P;j*@gofk8%6*{r)U4K(Yh_xJtb~TO zxos?V)oePr>=?rbu~%GB@MTKF9{qQ(2)El|Sl)Mka=etRZB90#4Ud)9@NzPkb`-SL zyq+VOJYzM>PH0%0E&OFvOjG9yP5o|HleJ~dL1?(${;kW1X-~kXODj*vEz`m%&EQkM zrl|()mh()pymGv)$w{V$5o3nQG;3}` z!#;I|U&O)fb_%*_%3IbT`D5V|rQvq-gx560w8ao16-EXmm)k8Q57CC(?cYaRFl{4f zTiC8gJz3j;yo6@Z7GAak)3T}vNt`6POe>m?&~Ups!;cm*?G|YJdaia|ucgM}?Kh75KJdqF6YJ;}u+kFD$ctLE% zk1y$!M&kuP520Z%IKyv-VOm!hLp~hYa#_~)-i+o5zx|479l_Gh_cJ7t$B-R`h&J4A zZae!b>HxIYle)B)z0j|)3C$IrGlR8l0$Q621^@KYjI%Y^jCs zys5HiVO6FNmT8YE4O{97zj=k*%>&vdXHDjiBV<*16K%He>{3h%0NSA0^@htn?O4Ht z=HOqt>KVIBed8GJ_WkFDf)xqPU@89!&ji|>6W{NU+wC2tVJ}$u7u#ltkm}op)sijU zR*7iC5#r%{+POg6t7nV8%G&x>CN!+g#s|yvF!VlqlW(A`twV$^F&B6mjrH|yV)_ZH54`vT30L1W3-tS2c^?`n3oRcLfJ;w?K%Hq)O6==6^cTZNAed=GA z&~Up6+YPy(FTBiM)KHw>+Z}>}bJim?+-|P$d{#V=r-pXxKPJTRbmf1vr)IQ&s~cn5 z5@@%wGe-TCeY&)Ni=vKOok2@QL} z#ur>KfHtIP^KCNi6QyAH~7Ez!h;X6GC3X+YcePU|+ywCGJuXbw(W0@@0{dt|5_`(O0_ZAP<% zzc7ZQH$P~*kaF-2S=-oVCfbAp!1h2}HTHQ+*$dU1o6y|h<>#=r7tpi(zh#Yh7{u5Y z61N~U+_N0~I597bA(yU38!20QiPCVqxp>b~*Tt?~v-XmE{p^-Ro1tg%jT*Hi?@=q25JO7|mn@A&)gk+a#?b{FkNq=2U$CSvlDvx%tMA+TrT9teDG7GkyZ53N)edWk@%G`OZsK$_q12S=T8HcLf(eTTq`1 zMe8p$++qB0TA1I>M4GU0SPR;YPu`+Qvux3w(6BZSKRN9RwBY8>zOtp+dYI5${A@uD zmKh&=G&w6_l!iN&FfFL$LtCp_Wxc^`bm{7zL>nH+`PXS8Fm&OpV!35QJN62FHIqnni<`wxc*dEYyJknDv6{fRalAuc{+C4!OncDkURvbGTe2n}m<@T}gl zpzUM4F`C1t@&gGCYjf~JVs!&B&$U~Bc(oZjR=h!kX7B>rISv5W^<>X7%guJm3})d| z%q1|iZ<@^cya8gAHfb=ChJ%;y5Y&YDxR|f?axcsnAGL-M7`D^HlL%Doj=27%h_}^@ zwB$i1w0~>t<34{L;^WiCF&Sjq6-vV%wS-re#`i%!Fp)^L$zuk6iou=aAQK4=K$MAUvtJAX^Lqo$5O4g8O|58lWO&xztIgOIRH<15 z4Qu1usTPnnFM1ix27!tj0}M-(PKZI;vM)z8*@8R3HwGFGUJu_OI0OOW|2fHYuc5|{ zHDENMVQn`4iS-t=y`0l$lesLro&^nhbc1v!z(PN1=OtbNhbp!^a!gES3muXeTnb0hJ zYEBB;(jAI-P_{JDcoUkPf6^ZVZ3osheJIl|n9(deFJuPLPMm-2ku9AufoQ{1vxgrB ztbhpVcRjn|4(@*u(rBUy&B9M76)k&*1e!DA43kW0|CD^d(OVO|;Ha{FhTLxVC=Ex5 zGyJwNrX_}UtL*Ctl4(mPn`jdzK(&3Jz4N6*vKQJ;AvD}iZ9J3lDU2bVxyB?}yYo^ zsxmFs921(0r>Cmo645i(Y9`Z8QW_37E8i7t0kk(~>O}0T7=1c%u9-GI)!zl5uFAeI zs_cbY^Gs+qeion}4rtteqg}Q%`FujdKDF{40`*=~^IYq$d9@k4!Zk`W_>|qUQwIy7 zeZOz;!i>!}cL9-xonYg~J2ipk+!Fju?pVzh5*n7~3NJx}$8nXjl5cQa%`t4IMTCZ% z&BKoqV}Z8R(NFY|wcV#Qtj!T#mlbR4477`frfW7Vmo6sSFzw&hYA{VzK-(WS$|GwF zSVCxcbhC%QjgDz0f#x@^$t;rWG!&B@Z`A42dhuolfK)1FZp_JV`2X)=RPqxDT3 zTaLH2ONlm2bMdX&N}w%QqU4jj+KgSH>oOA>zeD^Qr2R4U!C5cN*cJSi6Bu@>oi9Qh zFvlcyIcCd!{vD-Zm%4e{TMcmO4QKq}a9|S!F_V@XsPuJG^NsPD#Cm4cJDM^pBlq$#2OPC-(pnXF-K#!JtK!(g|#Lyi-X7gW1DY&>#RShYhx-*l=w0zqM4ST`Lk6=H7PxrN3Utf-pHK-6k|QpG>{DU4p%g?&qOZ$#$?X<=zOPH(PIGJ{m(y$ktd}>zv zQArwH(A-&{u#afNGz&jAZ3^wS>_fS4vQKO7Cp1I5@v|cJp*tYizzZ@h`Co*FBSiT8 z`v8^>-x1@a+-}z>4O?n=usxr7Ks)~Y!~&T%?*P$;X%>D1q8rdgZyH{~YpHPpY<|#; z#tP@mf@T}`XGYC-RF*>~Fc050RyE_}ziu5xHuMpt8Jxg}w{u|Vxh$7_y@nbmnU#l4 zvm&zRHLWq&m}H=6QxuH0^u&zNX)^RIAK7;NFwFB4^2-B3cqJxiz@r?Mgou08E5 z_tVs82@SWKh2IM(0ezuG{zgq?FWjIstWCH9u^VXRb9d4#-xi!B+KfGmjc=;LGo zn+t=qcztFykfpt&FdS`eK4Xmq+TTkgF~Z_37h4G8Rsk4H3Gwp=HPigrNPc~Gu!QzY2PRfOLOr9-LpVz8>@_u?1R16 zi8kD7!hNhjpjB*iCL)W`=z}3QOlUl{Pt}qszWrK9+0c?VO<)ebXWSZ`U_HC&h&OVL zPKbVs(6AGPd)#55t=Z#YOXOzz+l*%A2a_QXZTsJa?3K0sahqtvF17QaEk0c%)Qk^lLwF>>|?|-zPNe1qc74j|bXLth*dTj*tuw2o1N}zZLbd zHdV3gSn8RYJ)gUjhP7GvKJQ8B3n%@)MWo{yyXlgLX4+VSWiK!^$HDm#b(M@AtIZ=5 znA49POsbRX?sH;BNHfxMJtj0m@bd4Dco4kNuh!6%W_v+t*a=Ra2VDo6t$5RpujK&Q z7)G?=;1zDMsSL}BO`VTrT8}3tG>e;kHP?ob_sXaFd*mU+`IOLbfOz~EZ3S4`H*--< z;mL25hAkCn!C>i)QHKx7mhOEGwea-MM&N}b8E(Xq2g{^y2n|PwEBu{5JXnT- zrPXIv+b(OnL}}Pk2d}2B2FubPT%Wx@H4c`u-V$xtQvL}Z0|La?uf-2pTH|*nFe~5D z&I{7AjELXTE6q4qW_V9%I6#C_5NhcCIBH~TnRcJjuoE2oTwx_Rp~pk3rl#HU4@4Vw zf=~*nF%0BONmcmGTG$#rDaR=eIhh$sqhK@9caFBhHjR% zy)mQNdCK>E@Iuj&JF<8q#29XyKND@(r#vw=4+Kbt21zxi>OH@h!0i04X;l^*Vh({ok5>w=zEn4Y!+EG-(+KTP&%jo*ZZEp-VI0<_=^ z{c6eWmeePT@lpWxf}QU+Jb-rF|80Y2*Z2~pVQoUsQoDHfmR8o31)CLxXv3XexTK`+ z4~La6t|B%!!#?uK>QK39iEi!sNA!9#U?Zy zy*6HCQzb?IOc?M~ZZ}sPLc{H5=LzI09lc~&-6yi8-zg1ibMd{miqIE)W?zW#f^l-* z7nf)=^ab{*t3G7jzRUSemKGGx1ZLrbUm(Z|FEqwK+wk%hl>QY74 z7AroX;bs%A*r}|LnFr@+lG{&E8g4eBviuI9RX&_n6TIUS5N+5}E8ikm3YNzE`uVrq zZZ#4T8n)EUJH5(;esIb%LGB945)m5K=Hg!PfVTP%Qfsn8E>jxT=HLUl+S87a?D1Ex zHe>M4PE536FYvwl)Zm2HiyCT5!8b}`0uxFQ+=FKO@O*y6wOZrKGDA{A!-iV<&5Z6q z8&~zArcCcWO2bYN&g)bLLBbrZG-({ml9_4aD{__o*{0Iuh)YUFC$vv)LgO1!YGJvo zW-U!m$eV(|u%S*rmJ_1xU@rPr$tm~wSCoe1!^NkVHlXcmyDgehfSXd9Xmj(l>Nqf& zUVdM2f!s@brXn;vDLDC9Sq`+_N|I%{Y^ggnq2YFOS=cx}3i{Q|ca;*zwC|LL+s(?) zDawMjpma$$czda_E9^^Ss*N3*s%|=>_0=hIy9K2sG_1|Vule5x+Ph-&HMBJJS_V;SzE01CNwwy$f^!wWi5MRO{I{Nl!k{82hXdH4%!Yse4zQ9oRGmp zn}gr}s}0(w4NF*7j*yxe2@Pv=axatuZJ%3h{Upw2L9YFh(uHtPk%{U-k zp){ilYqyWqmG`|cWAM(-Or+s%>fj~xPe8{?b^pLkxhpiuLTEU6?c52o!O#bV z2SrSOMr|3g5*ltc55F|I6s0F*;cAX z)8^N`%E?{`$WCYmFYx2U8_?;~RP6mxwlsGRLc{H5;|b}$Fp#I{zF(6z`;yYIHYdMf z7Y5qS=d2S)wsccY6K!^$Sp5KKo16A%EL++$mkG_r@1Rr#pEm8WZ-}hTotx0GPn|qj zUTG^Dx=8a)|DDpX7wr5gu-%}|vZ($m+0wmvOtg7;R^)Ezr}cCCYO<|@^Aeh|pR&6< zIU#zN{2HT4!Yz}J&~StZId94fvAVz8B6}frenK;NfxqOz(6BaP zX?Y4FWYw$eF=Q{?pfp2-@G&GGw40x$TY8zcz(TZPpE`KYQaP5pa-LHKOMIZVf{$@t zXlXT}+4$t#6D+;a^Ibn#TXq|vVM{H1$6f76<=;10v&;B|(y&kM{8Lvw27UTK`|+~2 zHFly6x0_IHFBB||eSV7OY@v&T(6FU;ei~2>Xz}JWy5QAjT!vVjCNy4nQWXYbJ@(H?0o6K;1AX@;)A7Y@5X+tfTQi+Bw+hFd>3p<$O=dFH(Zg7@OX z7Zv0sQW1{{&1q*}GU^SPf_?7HmbLw&G;FDZcT)?{Ze<$nBX_I=g@`sxv+)5*eVr~j zv{92xI-)S4;c#>D?F+TxFfIDmh(leY7b+AXG~5-0J*1Y2_4 zZ5((Z%AwO5OH-CGp?Ub1vr78jz2May*$dYx4f|9moK5bEo(6CR13lQq1&SEWQYYIzbElp^+X9?Gvs{yTXvhLAjZDD3K;T=Ym zMX=^|1s|EVx(v~V<4q``sNUHdkbae>sCnnIgoeFfIj zn6iqciye_Kn8D}2zo6icl!krEt{9Ai__&ibvF5Jy_VPp-ZZ-bpu@r=Db`2~qcZ5C_ z2n-9e@#-%%LE5OznIoz(8V3+hMH8A(DfuvH+t=AXMh=hfW;8oLkEsMx%z$UkGO|PW zRU+DON3iqkE%lo2)3JkQdbJtXAVVvg(OCVAcK}<{G-gv-TA3;)FyVe^R_LSMPG>A9 zyEJxH6Pj@Rryi5YbSR}J73>7183Tmv8?S?2b^39Iq+Uyn%{IOo(T4jd&nqhrhUR&a zTXV~!Ms)(i9(D6BIuM*NutUnmUXL1MH)#z*Gf3mZhuX$lR=V>aGVQV%&B@c-S32<5^cE4Tlww3jzDW$tZ6z~TjN@UhF$96o2lv>JoWDHn#ERz+JuI^VB-sD zbu;nd@}HMvZTHM*PF~MEF<83!Q}skLZD}2%4O{Bu-yO5Tr;hV;H9l=ym(Xy8xOuK% zcc2xUe4>!7El)iYnv2)#RO5KkbSkYz!z=IxT64G0Zu6K?6gf_7VdE!_(55Mu17?uLYh_hX&+F~^&G;FC*(M~;~eSK7;E;8*nrC~1!7e`hBZU3?%Q@ma< zPBLSg5pB4iazncSEY;YwXXS9K+MK|!G&le57zxc*zkKT#UTMbQP27UeaI;x?DzvKT zb0_Xl%{TZ(O2dW<7qV2RZamnukwW ze?q%GdgC)drj_kPXt>?n{KBcaraSG}s17nMc4tDv@n+%L)N_JAk7T|j(@s(v9(!$k z5v@`W&rdpEQ})7yE<_vlf`cEjRRr4Mns&{irdC%Inw>x1rS^??WZPX#wlqZ`q2YG3 z@?5YnYF-#yc$C~1u9?w1d{?jl#M|7l85YXg=5{06aJvcDcTPdP6?y)~A=8?5Co~*y z!b6?!q1`IREuiVAnR^f#Za2XTD%a~_f7-ccI1 zROt08U4DK0yP3S&jElkTeN43R1y>MA%aP%<=48EZUjoC@gzs>*?Q`JV*_K{u#>HTv zeuRddAly#;2-+;uhdh^QKPe4sbMQN&lcCxEtodNS?1aDi6K%LFczC*C46xLHtG&6b zZTJ8}!vSLBC+q5hbJZ4==g0$6`GJInEftO_te~y=Ie*PtIdKLN8rJ6E&ql?D;cY?b z!g3gnl0v61Snu0=x!ooYCfcy2PF~)B6wvOCYxC1fGj@eKLkJD~lqYhi z@1kOk(-DO%jlr8D$OPu*hRy(&UM^p8ryOqADGeKHAvOlW-LSY36DHYrOI zuMdp!9r2#%zJIos}n=&>Z{=OQp@;>)GM6OiM6{&~SKoc$Ri;7(ePI8`(r2DbGVSB22Ibx=dtvc3q7BpB{HysBSo-YEPtE3i zo9Tpx+s(o&2&?S&u+OKS%I%hW2BG10v+z0LAZR<)V5H_j;}>Q$4{tYhO}A^U&HZI< z>t_;e*isuGLDVq5w8@so-Vww&9(9{VXxIxDeiZ%;XeTEn*e`3d%{HMq_%r5z04>Gf z9qD9kpUh~&Lzu0g-6pz59+%@SWDe1W+fBHecoU+xX1YC^e3gN72@Q`SHvXxgvR|^r z+}=uVx8n0mXb!&rsSZ5~{%9MK=VP3(qRuBY9KC$7bOLP7)76XQW;;S**ia`w>Ffi; zTgS$oHG}1t1wiJGY&SBk96xU zF`)^ssyv5g8$E9MDLHo2{Aoh7@KXx4t#WeXPfdp9ElR`fX62g=ZU~SX@lHmSwJlys zwBZ18@-KxXKr7q$Dd!gq_Lc^8{HOSR5{m{<`$I6}F zwTjRT+MKLpnGLiR4)|P6w)88dVQmin88ZN)cmA35Q)F#>R}*c<=w($8GlQjlvt_&` z(}t`eG=rsluq+Cers=;wqR^>vrZ2gc&RG_NkR;;VPe2in%ha?9;5<2@P8+)Ehdg zx~VmEs@!g2l!k{8;pUmj?@N<+U{6`w>K!K9oV?SkWyt2KUtBV+ONa^0!VB(IR=s}t z%cWjRjYEiaC!raN|MMWkUTc=-J1 zh5*T3-jX$^b1KO>w!xiy9h_T&#_7WN% zLhL+6SiQUx>YF2>tnDzRVQm(kz4ZOEtJx*r9%Eo8tC+Wi|kw?che~c zh&CK=F219E2qL84k(=jaZS@Wk8jcVvPy1FE;OB3?tGRBP`VgUEZ4TZ~)g|+^D@JQF z%WhH{)+SssNCiHf>d2z0$g%J+(S~V4aZ)wBJ&zeM+S_i%;m!XDp<$o$#hVih-JW@L z3fZOEkD9^wP1tWhtCLu_6nsi)*ibvaO!yd@tyGOCnvJ}*$A~uEv8;T1>oaKkqhTw} zhE&(T3C*aD<@7cMZ4Lf<*VF3+UH0igO2d|Vcv-Lx&`sy(o3435d&C){4ST`Dr+Squ z;q=|?FI!qM)QrYAYSba@UHh89WJ}|nB{b{>7oTJrfKMMMimSPCbB5Ber9x_T0C*uJ zZ(q%J>g01oo52hG3(y6VbGqzr*2{gN&Ur$^V~B$n(SHkGI2tyyn@me}fzYs}4xU1n z9kgBSawebb)0>orwF#r88p%(uC{EYl5q+PK}M>E3oTPW6^+gogVmFPz#JV7&+VX!d&FQ5ZJV!`~RX3Wk31 z46PtLVcT^g4by~z99KZwpBFM|K2H1IAT(^KjepdK!0;CMIO#aKD-^y-XgGK+ycm)P z2Bg?e3u&%B{iZZLAh~&|Q*}jVd-V^R06BDvXv3BY_X5<-kzLUqXzrnmx=m=fVG-KiQsA^HG0}(y%uE zsha={ZTLOeP;b97uHL5JBhoO;$+yVWW!N_rF4y!no3WSHy-#S^2`*N>FCN$#HfPWe zId)S%FoD^431Rgf>64Zz#>liAW;9_#N-ej_ZF^BoZnlLFi8dU&9$v_+DvTh}3+623 z)n?3pY59oIaD1?Vauvi{?Ua6+K|JeY!otd|@^U=SM33e*rN@+J2oGL&MAi2A7{9&d zxslajL>so#$#0G12Oo^jvU{jE*o>ju`3a$6OPy9$cuPH9nR0ofMl#LssR_-)$6fV~ zLFIOVoxC(-M|e+ZxFhfqo9YXz-nKZUy)dJp+n$+7bMx12)DEM2`DIN#{=Ux%4ZGCB zzhcz>c#eUGAITk|$O}TlPO$OoG3u4W0Dpgf+0tK>hMP?YkmsN+&nbHYZ?`hG+kuxR z+U)!$>{Rf=z@GOs$)6)$nb17k(r)lAIj69%CLf`~YeK_baPn^I1GJrMn`^3g`Mxos z3Ht+T@BUM-$q}VJjO})o(r`Dm^83i@3d+;4&6=Td>RX}>M~IzY-B|;)q;2*#kt3w; zI}@7lgiHmn6mDxryc%rmrm5Z&8n%@0eySbqLb+ROZn523v#ATjCu&{R+}zprjYz}I=H`iD3Bl0C z+t=QaozV9?pj)-_NW+GD`0`nmNAH>cuM1v}8VBAHzX%OG!NQxZ2)J})@k*M5@bbS+Xu^F? zHH=sB8@pR}X*{2(W)H})aPtQ*gjT*gQSMivl!jeu;l1=HXxmbwSO>Y?rbIE*#=X!R zXp7pn^Yv;ohFhJeW;AB#S8(a`)|bO%X(^%+7u<0m0w)-0ovN;SKi8&c8E=Ac#5&} z3s34%*aX9m)R4PrzBq)2Ew%D%{$n8Co^Kr%QT^K372Z%9*2Z&5%YdQXP9)9c?N`Rp zZA)At4Z~b~4N?cB<%-{OvD|FE;}IGT5D!0rRn_>j^qf>g*5>vlG_1|dx7uStSNOek zTwd7;-zg0Th>g4SFj%@VHhd8+Jqdnu0RVp@uID)EjR(88QP5>6n%$oIwAAo z*D|eaLKB*kr}^Z9;7xx#!#LRsaS{<44qhA2HZB64zVi0Qp)&218O_ZPbSp!#KmHfk!<)J{TZI6~~a-PEIa-TarNkS$G-l+ds?4_{ZRec3$r z69;9VUZXVJ7lbli)q$4G#~o9q%}++O8EAZ8Wj)Yl-6*oeYpHQSYMGqSaJ%sZQdr#L0~xC9Q;i@RUF~!-89|hZW=~u*a^a#w+v`2pZQdvtZh|F6K!^0OD!b? zNYoFZb7gIvQxO{0=Hj!0+F~sJEZrtqTfx+XhFxmqSDw_j!j%cT^LkxsoEF|w8uo&f zC-kaUs{3@^9xQ9yo`z_{0pjGRoGQU2U-#KhyjKj2;nqJbq2YGpiK!~fXYbAE9@)@h z=?KiwY<%SX3DRn8YOL9$iISesur%Qv6g9_839VgL)^?cEur{HROfWd1;@q{G<<_VS zL>qR3i6V=)j2OmeC27GMdo%zFRdgGgpv$IFs zwK2wSs2R=0H;~jzf*F$>DJaM8)XYR1ZZ;b~e^u8*OUyp~NVc?o7DB@=b@9WPGvLxE z$vhE>`HBBhh~5)Nznqc>q|Gj(4byn8=30=pGt-`5a=7(!o4`E$z+auJ zKX@}=^A+Rv5E^!ZkR|vB(3(ztA0)f?PC66d^R+ZVo%UxOxk;t+|y_vj-i!D4}6( zLRM-%=vYq^xo^wbPMXn#HE$N^SOMqf$CBf1Vlko(d%?-S71Z3EC*(#oFU>eN*D6kE zxGV5`J0k(M&i{<2Y+tex1csg9;d@)hpkuj?o-8j*yG&`=P+osv3c&I`82_j2gIOhs zG;F7v-(XY8m1X-y*Gw@@N)Z~458*av67Xp1=b0aS4K?didgPDOj4^ zKil83wgTk{4O?pAyDFJLTeZxEHKkwPQ5x1JY%t!12&ohMSwGpQ+sYGdI6@r!u7b*_ z9z8Wgob;mgdrx7wC)oG~V^W}{ z+TQEASDJAE*)(LTu%T|g?{*EGuqAm~&GtaihJ=Ql zAf%L8z|!DJV@`U9BcnE-Mudhfb?~kb0G7T^_)Bwv`w*oWEafwE2?*Y1&F^VC*2u<0 z8}3+c{@AA~IXNum&xlej#&E0HgwSxi@$7+^(C1SftY2IXka$fA3`?`}X+ASJ;aLh_ zO_j({O2baD^8+zu=({1+A{Nlby9HC45pCE|R>?=5_74wuzC#|3YBx7wIeFQa!r)Lx zrT+2cR!iQ3&~U4{`Mj)>mVc+pc}fo5Ym|oVwDQl6(%{i6mEQZx+UB)1(I!09r(XKJ zkS}1XtgS^WLc<-w!!LuYB>C5yZ=aIAkky~iaC|uVPHJWtch9?*Op+~qL}|F)1X^YA z>75NzHM_j4S`%#spYna#lb~(n`;d*YwoYvb4Y!+(4@bA4-4dOxG0;mhc6q-5Lc`kl zx8F>Ftv{XjtnAYF6o#E3-1JpT)EAvDwU%AFy)BW3o#5b8=~K}5Z9ojo$zR`ggoX{Z z@O`p|;8OqDX~)Qx7H)4s^YCt(2fD(~Wq;k5X}>59yVS|giPSf9+c>Q>&rBZZK(t{m zSorBlSD>Z5(XxX#K#a5Bh>nDYwYmAgt4b#>DLUe!Osm+5(6CSKJZ)J$Ej0dykEWZ( z?@VaeQXxtHEm)d!;MGU6wsU4QD^F{W2@$fe)B(*JWO^5(4ab|4pTMeRWzL&jO3D$^ zpev!_b`vTfC5C}KT7lS_mle_m5*pTK ztIas{J~yNB1#~*-3O_~A`N#1J3lAt0frXOm_$>`F0dD&VMB%bm8$x9 zf@b|SZ=qXz6Ph7Fc*j!Lx~^?)rm2zjfzojBT6o=0wTZVcbr((fk{x}BHf*VdUx!nb zqu%9s`b3_x`u8O?Y^hLuZXVEP=02KP_GyuRCNwM0zg4w0SEM`tS?*ZBDGgid-~;(C zh_@MsheT{P7~}0wf1(Y?n{d~69%x%+ZK~PC8#%y)#_!pv8SDM{gQI09R2WEL*ig5F zeKo5Ed8_leU&u~~JBZM5xViafj7lE}+c71oOgl|!Seuid{RKhrmjB(NjhAK|K_(3* z+AxiO{HY|t(61deR~2dvAu#MwA!}JRTle_+hRD&DB8bq8&BjuO9)PyZ)AK|u-i(G` zH>2?ZBnu266=tL<>djv?hVHyz6KTS8nmNFu{ah*z<)^aGJVIMg8FkT3>#Y>c> zs7%W?jL>ki+4<879f9_vRsT1#6T-}B4xYEA64Y7@^7|=kTQi(!!-Jcfe`2X?UGZN| zj<{uNY_~2W2n~mug`b$F25sldY|~W8vW_G)tj)#GV$^++7s=;pCex3UhP@zM3{~GT zH}CJ(JR1`-%0!#6qIm%A_G#D4in31!j3zYPZo-O2mA$??x8pb2r^Uw*8jfBEU!|(z zcZF;e8-#6to$56jUl(2`3;vXJxgiW z3pRd;6%T0cS^+jW-lj|-+Az(+j}_E6*5FQ=BDNchme!j{Xt>>klT3382hK8~Ik`6Vl!tHC=P%`U zD?Xdh@Idb1OC+^#oPDq@yG)BZ$AsqL%ljBGygm4ENu%uurQvuJingmanVwn8?~t{P zo=dbDe99BvYJj#|N1D}@eOh@QpA8M)6B`IXbR>eoKI-DF9<0}e}JWqq>iJq zrROOPTPh?9sxy?U14cZM`|0!rCfb}<_O%cQmd5-X_YYZH{e>np58oj;3YLE9x-f>9 zMkbj>goeGqtJAAvilmDhYG(SI6o#A4$!B`?dTXp?55CC(vS=}phC7yr(^RFyIyoY1f~p#*$( z7(#}9+FVAaeWWzpZdN`ZsZ)=FEf;C7mxrt%+Az(-BV-xGTZ+K#SLNvKzmm{!yV>}~ zjHy7Yy|mdO+0tUGOlTIqN1&=2hn!oe+1`q>n$WPN4qnYbEs;)Mxult#51Y|EJfq1M zBBW8G-I{wqqt_5^I6@r!Mx3g3IOxHUAlVC5))E@F)XA?UCV{@NFMXMQGA+?MLc=~4 z#6*GBp)&0vrQtC|IJ2t`KE06s*#Vh0Ydz71Ew%F{(oh)Rp7zP7DO=QJ1EFDU zF8-8pXR!3FZRc=VTgHuqhJEVh%idbx(_zPYrjlt7C=FZc;p3aStX{go2~8>26`M@7 zIr)X(0nkswGIgyY_tOrW2@OYxP>NBdh14E&`>bqf{w;)tyjXnRX( z*bBml^cmVM*{ROoWo=uxnrO4~9S8N=%iRmNH2GG2w-FllsZdZ?CB60CyX2Ovt;lv0 znup(|P`4kN#q3mCrupn3G~8|uKG){~FKoMAzlBUYOldemTzqG68pPYLd%u^-@isby zXu~usFEe{m^@R(|I?389?<6!FZ^CYfIyv1L@8AYmTf$w0hPAnQA!1c8eBa*hnk#na zDGh70^FpHKAVN|u8LX)~Iej`wq*Isevb4qf%%r*4?Y~_RAbb9< z8%GWh|NSO3D?j0B2ec}8$7sH?a{NVTINUru0W>PO)IU~E&2hjJO2f@&6SM*C^6a{A zWlPr_Alfj^$t$9$_lEQAqyHw_@OZ>`8Mgs!OJD&_Ds;u;CNSYcCJ@G>Yz^w>m!r-1 zgbB^fQ+;lN6LzNkOY@Y+SxUoBuzPIuReH5scKFJl2jpm*dXi|v(dObic`B#3|D|CO zMNEuNsCSCcur{8^p}yFfBu&*@mX_)?f#LY@@a_9RFm%w?bh+dQgKtop!B9T?)d$+x z8__k-n$9~zv|*Z)*MUd?>&heb)@rt)TZ9rCw$#esENKP7`>^H2_j0&pJ4YRwJ3|c2>C#1*b8oc?ypvYlcF!3Cb!%6i$ojt zf}8IlH2_QV$J?p-j_H4i(6FUWzO$m9@@N*=KvVLf*ku!%P%_m8wEH(3KazbK^$MY3 zpE`NGHHCJ&e*HirnRbNIaJzZV1`ONu z`m{{DLupu>gO5nPpxxd#Sfi zR-pY@yhJltcE4{%fu(6S%rD?=He>KQADGZw{LwCzlAd(-d(9WyH%c?OlwYP- z@4>E$GB27uyzPBRwBc~G^Rg1E%v-8~KO4wC9rDP8=Hg#$RX|&*T}3qS!IpYVXxLJr zD+~f{87DN;4876A2n}26;ian4$X`ZuNFcoUAY+JH~jOpKmIrj2_-v|&pv z{G>h(MDP0SQ|&UX##2JW+N`|V&>mPgENJ+7g6z{|&j<~7dJo^HQC|!5t0(O1)n*(* zu27o6Qg#I}E;zxzNGwf>`Z>>uG;FBwLQ7dN^jNZ(A7w+EydX4esDpR@zhPAo*sfXGiI9zJbDsQtHhmiY}hP63)?LL3#3Kds8Z6(u|zarXjR}h{~iwfb^ z;A-hAGOfdFLc^9?`TRElv|af#Z%Vn{3cMjStW8+Gc|hB#F`qQwMQ%7f*$w?rHEf|cJsQ|r`cfrawOmiBo^Xjq$vpFMqt!7^`=7T0B3q4$J_+s)3q zsS_-1zqU^q*{46vXimO;p}w50KEpL-mk)d(+HkuG$z^Ji$y4~#Y}wKg9|;Xx>f+y% z?Sa;GWERbKYK2cGG&fK2>kM8P)FfDQiz?n{Lc_zGhri%j9cZT~ba^FP8fr#!^TfAU z&=>w5{APe0y;HsrZ8+Yn{06+L$T9CrJ58CwI$sG5`_#^NL#_kuz>wh)sYAwTA>}th z!`k@DQUyr!GQ*O}hF+sELxAutOMhs#OS6t>(xK;mH<2b>hkXdz7PxDym0jBG2ch9+ zv+|7^wUf7fN{*(orI~-4&|KWoQZOJLNu4@W*7ktXuoHx9#3~(naQU*D55VQWh&D{K z@!*{cU143%O`2kA9exuU_Nj$mU{x=_2b}t@dHtb)Pc;4eF%EtrV}o{E{Hkydd9Zv- zY1mTX;B*bFkj~8Bv{Ux!wkSj!9zv{qMXr*|cF#)@Q}$_}s3tVKmF*nA0x!gj`aQdB zX`yI@hP`0t2dAANLcVP}tI4zcMQOO*9QDosuc7OJwp_cW zr<2=lcnm_r+Uz_%XB_m?vuDpHmucl=5*qIHZa?-qq%XwV!6sKX$(F{AMQB)?lV4Uk z0NTcUZK(M!Iz?$%n^1>Gz37oSez}ZZON|5hq}W6oju4)y_7z-OINQ5DUYK#!TPqHM zVV64i3kzx=I$PfrRb^W8xP*ocb?}*9t=>wc-y28n3Rfu&JHf*Tq)#v)-OJcqSK=d{ zi8dSWrmDFA%le5ua)7k(B{b{=A@@Q(gt98>5kI-zvcxAeY^ja6n;Y7#&GiRvo#D0A7`z=55*m&-{sE|}&EE3gH_;m) zMp*tt1ct+nSJ5~O%B~%|I9ayy4TWK4c3!Y^5=a}?^-NuvwmC78hU3HI$0h}JQ>kgr z)0)bYJ(Ca`jt>iOHkH2|Z{y`IULP3yygMnO;bwF5Byu&ygr^#+L1(%|HThJEUEv)Z-!z|wdPOKLKG%BCPR zY^jZ3Ggk-B&3`>BD_a^TC81$$!W9Tr(zVO9^$}Z^#pvfH_f@} z_*6uhfyL{|sB2G|LhdDyeNZ#C3C+n1HK{ovec7LzWm@tyCNwwC*i^e)Y3FSEDEHE9 zW;7>Xq^dU&DpoDuNA~F4v_u<@T^GMk(Fi=+eEbm2nQpUmgob;mljo4DufGhjb4Ap; zF~&!h^n`|e>ZZvJ9_UrUh1PD7eejU7aO4W_Q>!}$hdcFZ;%zmfvXvQ#GTdtHddyw$ z!0CXzOJ!y4GZGeVGvWJtJSa;QXGU_FmOm4rVPzJ+q#O&hm3@M1dTGYV>a7`#4{XU` zC|Z56+AA;2IIwNaOr&9V3fF3b%&OW}pGy>-j9!dVFo zhlhh7{i&<<3ZZ#_(bX6(FOA~xF3-Ne42@SWJ@SsXApe;&&r>3m! zj2X?r7Yy^jqaPkSJIl1mxlFWKoa}D%KZV(b9nowU*U3$2*rUQBKp(Jl*zLp@Wo;?) z5Sp>wSc#?;FzBv`nLnF1K8*e98l@Su@vZSh&~9n_j7urg=I15aaD+JdRhvvOf}~A* zI7qg%Wj;c~BZyFI&keLI*}r;ZTDJUVG=7OKH&~kUPwLUGeC3Y5 zm1(OA5N((yOv~!!v~RVpCX&6-u^^%02(j{|cql~3pdFoOdfUx7DHQZ0H0%YQ8tjDC z%+EhUHI+i%n!((B{h?mCc%S!{k8J2x3z3Em_3%uqiO_6qd%o7xW$SA-p;`E@MOM)E zqfNFK-exm)tU@*unv)k@J`PTJ_E*A)ZB(NZeo`8C0v~z1fV2#Q%W0CC{<51$bMyF6 z*LI?wwPliHcc{aJX5&Sb8bdEV95=x>+{McHRxv765S~0oZE>jxrrow|Nd0_~N9_xHQnKrvH(S|K` z@w#kj!P3PYb0(2#O^Og2w$#P%QLKS(dg|o0zA`OiQ9{E$b@Q!C^}fBU>?jtsPY;>xa9rW+nKNvap>(&ixvoy-m>gyxeLVOA=++PAfl8NDj1_Z+q{Q zl*6x-hWnL=Z$zn@ z5|+;Qd&!pWEkm>!Eae-#>Il5~>ds-Zr9ov)Xm0)lN@i%c++Q!&lC_m8M`+lm4!%L7 zzGI@C%%j;3j8Wc%=H~ZL_JE~vqXvGIL0j3F<08&=j6Qu!X;_=^%(5z=c(T@N&1Lm%HHkLd7hL?Z zUK-H0dv|WlLtFi75gOL!;3Ii$m=}DC?R+4QAw_Ew8g4faKWF{{+Dc{~^Hug~lsbfl zqgVJ^m<{o^VOeR-d$5PiXl^GvRIq~=re>I$U)DCVF42a);N~l&JfQ7z);yYgkc#yP z4O=SQ)>{d*X4T@~m%R|bz6s64@2&cSrO*C|s#*1(qcm)(hi}~flO-{`jZL1Nr!^qj zaD>?Te5y*5?uox&Qz)cfLqfytCOnNCAEGz!nRUBlpQdR@R!a zmKn{?b5&Fc9!tI{n`Lc_8xw8V3pQS`Q(dGFs<5}EmuB1|Xx)U+aJ%tMXmui1GFfn8 z+0YzK3Cz%Jd?4Qf!E3+MF{0MGaj<+wX;_+&C8286N8MN;x7Sc3ZCx`HZFZiOs;=n1 ztedZ#ObcvIXn3%6^LDEQ?e?Qd*E2HB)`HM*y9qBTsVs?k)3<2Otv{L3T>LawT^V_I zBxZo@)157eHXLpi-frq$({^RH-;pgH)XIeB;>nsSSEb#Wj4x$c34cPvUa<13&FcBI zeDmK#oYxs6BwA||n$yDW7pOWRwPxLzCu=)OX}I0oJiA2oh4M8QrI)=hrVY_%>Hptj#zsr42AI(7d}GiB@fKzMk>;|ciQ5vIA$s`^sQNs8f39X%nRb!Vu%*IN z0V==bX{rL>WZKMjCfcn0!jrmz`RHe9%?~i|DGhr;ctPe3XdBzEbbOiiXGfw9d%?=@OfG`HP}tryhD;0SL}=Jj z3*Tlu4_?@Kx}sI4@j4O?pE$CK)|Le~2863Xpn3nVnG&CM%5m4J5ZcOh;y zc|`g|X}H}S{JLI27(+5$*g9F(wyPV_hNIWT`{@yAw{!X2GvuY^pzef*+s(%BvpfV# zb7wj~QPx(x2ccnY7CtYi62g!654kMUqV^;-+-@#j#cLHB6>z&q7Bo8%UA#_RI!!jYFC4PCNLpU zumZUB?8F`AMH%K4qaNvH2;BwhP4S#e)a@QH`aK4TW+@;gG^{1{*_e$mLbbyruroZ?-NSH zmfHEWpmKexUW%1NrmY=JwBe3rv$0%`5@6}ndbcAImyL_Tz#)W&+fBF)h>+nohRl_H`kB&jySez;sjAH#I`6w?a^4k8v|*Z^?_a2g43dW( zuIP;rW2YZDl+dsj_!g*oS1kSJl?}ay8ev6;5g2YZ9&O*CC$zlZ=$KcT(WAd9413hc z(r^crf^Hev*!84TqY34>s)tl6<{H7ladT)Fl~muZtn z6K&Y1R(@sj2!vbU)k>NZo;qU)4ST`Lwfz7u%-Z|@fvhdnAB2W270ScT1xw$Z`@UVK z-Jmpsr92y~7WDbW6;?%)X$!`hXtQ&g5478~tk!BWt>rjE!`hsD#!?q|;&#YzM5bjM zPiQ!LZT!QzBG7J^DY0B0dBZ3T`_#oh>eYF8A^-TLWo>IF5N+5}A=^hSEax4csd>|* z%S1vmXyfOTM}c-eXS#?yOXFbaH;K@2yYaeP>YG01_amBz>EBTpHq^?Czo=V4DW`7o z_YS>AXl_;5`nG%QUh%&lIx z8QVPWLpeUaQyT8`9tXPyq?&D7oqG{E!p2OFebdae(IoyS5FK?Blo%>28#0}+aI0DQ z=}uCxGjPFc&87TOGYAda>EhR&I>Kla@_a}{R-|$Ei#gMTCVVtkg;qQEaY)1lk}=qh zQyTUt-v?1;WV+6?XwuZi&LYw;lsucuRWkGXUn)hy?xZ^giDl$wK@2qe_aT-E>9ZVki%`}ToY|BzJKI|0I?(+ zsY&l^G>_15xY@W*pFz7li554VY-xu1gofMA&V%QEP8{9#reWo<*Q!DqWdgt)g@CrrbcH6a-Xu~uiWwRW# zTasSUHSg69Tt;Zv3qlIPH;CRYZ?5DBVG^|bN3+mN@4ntFGMx>}KOlS_CLmnMy zxi`0cB75P88O_RXm#Zr>!9_csmg8;oN}>%%h=rd`E(6+|4KFoMURPOVM&q?VRWkIj zMX49d+7hfLH0%W-8BA5o>H9F1ra;AcGn(~(e4S&IT}u;&W81bl$LGX0C+3}KV%xTD zJGrraV_P@ojh%`0Rex*kS=Cjw`^WkFthdm8dUsb>^Rf_iMW+9W{WhJ3W~?RJaJ~s$ zPA{tLeG=8?RIJ|LgodLabPRY1**oUt!(vv3=*y5a>j(||jej+Ng6VB=y2knCVS1Os zG(&mv`as&Ur7>-q!!BA+q-lTke7B(@XbXO}w~&<}x}nWB5E|CTum2SWX|Y$29A&}u zRYo=LS@qc>t1Y@##mu*gT zyKE*j>^3LAELIxk@fOk2CAYFo_nT)6q2X*3+M!&5kVesPPxi)@$5o|W2AYGHZmA-*@BMDu)cGXXO=#Fs2Y>h>8bqP|$H$jtZI>wxN5RWy z5cT+bq^2)DR=VlqYUUoI4by}&Ms?t^=hW<6vbOqr4Kz3Jqn#LNiT0&iE^AA-&p>nX zz4j9j(|0ushZnl)1M7i_#$l>w(Wws!!uMtMor`7ri8MUq*^S>&V7=T@(&nJK#R0;? z6J>z!T;zd({;U$|iR`o-{}37usE_YOMS#?O*f(aloqBq_q%>@&n>Xr=1eOME+WkaM zkM#$MHf*VvANPAe+pSC^Y<7IQ93nKV&C4h8hM=uy!}>O@Gdzb04QmVVyIp&L_Ic+c zpY@lZ`|S&*VQo&n;C&0Jn|9!zfpScD9UYXu6?CC=F}l zr$n8=&;ds)-;i^6#0eq|!#up`P(3peR;^fknO5N>q2a#-AHUC{TCe7*8?mxwsGe={ zP7xY*o0ng0&H&n)94P3LX%{ICYjg9Gi#|XrG-7lCnKtb-(S~Wl=0HX@u0j^Hl>Juc z458ss>f`&*>g*)hjDj0vZK=-^8upuyKRD0;Xj9IlvZ>I%Yozg8{%ZNWw%y}d@(i;0 z9MOg?b#hueh(fcNd2F_5nw=*!Eed=~P@Sk(UUO)X?6+(e2n~+~p~NRP{9^_0&uQ}{ z#d8zQ%Zr(6LWcC7wf3;AZQVtp4f`#?&%+Xf-wIssP*kRMx%6(FY5>Rt~2 z_|qpO*JVP(+IXGS5-{{w`It*(X`d+!C$CVUtq#|sq`o*=9$34s5NX&@2mfnU`-`nd z-)$|^`d=k9Y^YEUqFQ_8Ke?loY-#apgoe}2#TOy!p}tBti}#haMY&FB*l$8(nup-G z_^nrMlW8X?4g1Z>cL!8yl>cp4n+7Z6{w3P5r2&4wAT#)_T*-{@WWQCrVW7GAUQ`HZ z8?kl9JK562Hx0A^zmBXb+w({Kd{3rbr!?$0;U(^_U}?hpStHAq&b?*OCS1~0F)jFQ zzRd#{jc*eg)+Q8PEQUcpvfA13>+1TSbA~&FhR1@7m*uFAU_}OAv$+)hkkWK*?E1SK zXxqORvblD){4UXk$AXtP&`@i^2i`3EEoxDIz-By@TJaTgR4=~StLc^B2 zdG@M$?|P-$+WghOG0_722FeGRL&nzckWALL=>gG({U&_ps)a+krT>J^Kgy#l{wOB22zG#mvVf8t4%GtJ-Qjw;ixP#V@I+}Dc)+WzX2&gNTp=1YS%;Rs|A3Fn`ku>{cKu+W1$Z@$I;J>T z-#bR8c|Q^wo_ifZtcYK|N?7~adYc=>-zW|H&A~104BC2kUl4w-u776j3o~hBb@Hms zY2pZ@hRGov^vML{U(N+#>aG8vk)aZ z{LMfU2G$5jx4mayq>%lV>^q_1baV0x>+^vY@pqhzvbKLsG#78HtM0SReSfNf9EEv5 z4B9;Wab)$FW0Z8AYs;4Y_0vFe@VgJH3*GP@C0EI`jK2sC$5bdn`U2V>x-K@BEqz33 zI0_zq0C)v5WaOj57py4ggMP(tq77#+|B_Jy>(;0`d1Yy>{}33S-8}qAW<5yDSfkAu z*=>0uMA4s)!EW>O%H?3t7M#DM&HDv!C=F}#@rI15^;VrfUz*C6Zj4B@;UEaz%$=aE zb4b`RD+v0a?;45Fur}eE`=Nim2voFQJm`=*X3 zuZCtlBIjGpn1qJ42^9%RVAKyO6}!8vEqN?L!%=Yam;cmNip;S)#gqMZi_-AO^6?|U zEa11jQ4fS)rO?Oe{MbYr_M4B-ma4wt{@gY;d&ePh2n|~*{K;&E3@KD$P(Y4Cmbiq5 zqu}Dp5LHe3{%HJ*GVLj)VM~Sg7uBBBuW?;R%Ct4{h&F7gn;#ergM53pcw%_XivE|? zK0cx0nDV}g&7dEwAD2*R+0*W$>ukCdhbfuD93hID(jJ<(N} zwj-fIo1fpG`UpX&T6RN1IS73d8E6h3ghxOd=P6}#Q@TiE6OC6MwudOZn3v(6tSv$k z1I@!9ntTfbYiz=i<7L`mO2g?UJjxUm(yd>q`@iKWWJFS;4ad~WYZBB6_M*6_Y~F1y zmyFP`HXpymrmh8Seo-lnoFTE36B-^0PTtcl9^~7==!2unmY%0HJQlpX7);fFUeDak zYehjHrjt_;ZP;(TFhn($zuZ0Qa0{l-yfso17?$SZHFO^!2+qj0ds;MITC!9I8s9>? z1u+;}-`P!$!M_xSW8mT~pVWngQw3hz)FjMHO{8J3Ie1}+>Umfhq%tK)l{Kdj7Y2@MA!z-yPYg0{8QPXCaz?J1>UOTBzSu8P~Ux5;%Xu|c-SYT;{D5-kLQ7Dj^ z&~Ox7e9^1EbbC8Gh1YWEgZ>w#VZZT};1Do0_s2cQEonOJKo%kmhm?PVtILE<`j6@< z=f~iz1cpa~gC7rOjiWU*b|{t(Ve#crIJ%^Z`%Ak4>Wjn#7=JvQv?Ez_#xBs3gP;VIZ1 zK#MYYlg(FdqFg2#KhfO`ZrfZetfHk&ciS~e!y({z^3^M~%Ln|O)k<7_W}BUxNW;12 z=55q&0PSZ=e|iTw^G5s{!t#y7v!`i(3JD~*7zE|j#L-t$VAOp?E zcT!a)Sm_ec@5wQJM`<`i0=yf)T7h)<=a@|;*k%XOhG{~d1+_XlQgQq<+0yP#1I@t~ zm6>3seDdylKAGls5t=qr@>zU2M4?XaQsL!R`Y`=LX#_T*| zm>h$sK0?!Cz}MocJ;l{;?QNbuIzegJZ9+E#b)BW~qWm@=9b^3lZ4O=uT@hB#E#{`M zDQ&0{Fwp#b6_^dQ^(zXf>N#dy#*JYM?5 zGHq5tgEl|EGomVb&*j{0b2!|v5TRjht{`@6q$T9r#{^#v$oZC`Frndm^YD|M*`O`< zmW?Ilx$+UEVQoSWq`EMJ)ch7H{0^HwvX&Pi+VD8_@f&eL5Ys*B$1RsFZB>-eur{Ho zggTeZed<<3Ii|Ub5gN`np}D5&w4USAvVpR;w(j>DfL>rVS}gXqu(`a9FjAi&{0xAd994p-dS< z)3wnaH!T3xZS28>7EB*kG0PGd9#?*Tol~`{PW*AV&93ZOO2gUacd&1wvntzejoT*Y z?&NYr8#YvU(pwdfSIC^dzm>bXr8UYEnx>7H<+vfF@#Cd)%d}(_2u%wqFCdQ(w5|Cc z*}PVC!$cE$Yo38IKeg)vuN>2P6^S-%shbZ|^-rIA$l40Br6H9F4O{BqRTt`J;{G__ zPs!RcS0*&9Ex?b7mVu>h558F|)1I1WE`BRty$w=(qsOM?du4dgNSWWgtUh_w6xDj)J2aq2Va_`El-1i0SjPZ^Mtl^(iFGMB^X2EdW-n zZDE^!Pur^#Y1nOEK82{gi*9YAy_F5^9c-Za_< zj@j>TN-b-PP?ONGr7r&0+#Et$w^j1+O*ef)I!tL;TYxW9)d~ImKopxB;Uj7pv^n@^ zb289&JIZyN3wz~j6B^d$<5hC>1vW#1mRQ|`RRgci{zp3y_j%qYiu4~5+vbN;) z2~7(Ecbht^tFUF7&5rR+O2hM!mzQX(RqDZR8%xNR&Tl}pX@281jB8*XKleF-%?X{}nPdA~Y=uys_0W(6+Pg*;R5Bo=}>mjc=x21ix)d(medC zn4Y|=8xw6fru@cJHkjR#-tMzfme%es1I)!+xqbvgZ#C%AMhu@7v+csGz;w55Z9=qRxAAr5bAT00Q(~(ut!GmcjL#tI@?YK4 zOG?XbE6|M4aJD&lXKB^7sNmq`D`agyDNPFkzs@okXz{0au=$HQ(41()G$*h8RQr|N zqMc4BYa7zSK=bk4Pt}J1*MK~CWLoJ^Lc@M@a7zooT)Dery!bLLMoU7&3F70GFWn(S zmaYo6xe|Ap((vr&<3(VzfEF+P-XgNL39X1WO!M_Bb<=6)#^=XI10iE z@g%Uc)~dWeWm<|pgoZ5*@N;@q+4nsERGagiTPB*5uLf0lL&Yn*?#nazg1!cAPJYVf zgpt*z>F(aLr6K(Y4bMozT^n`O`Doc+;rD>_WpC#GgodNQ`yIxI1j&1M-*j2p6AHu0 z>*S4YYC=fI%x}^}rmY@8q~VbI{OlOE8PIl*D{fPD-)^9R=I0AlH&}WtYlTj7NP`9u z8n#qucmEy|WcH=5HaAy4P#U(>&2MqHfQ9OwOIgDUee?~7?Sl>40z7$rpsh^D3iD-4 zdk-NroFKwWY!QLBDdBY+Z3TxKXkNbIpbEa@7pj$7{*(D_qPh8Q*%r_i`EZT!T_4?V zhlUYtI0{Zay%mIE+B@Z|>~i)FA5Lg^n7Vm!j=H0pWklMfGOgSQLc>uA@N$}dpzT;~ ze`1*ydnBP@Z9aYvR`o|{cs7B}>!If;4UYv6uMU0*G2OH*__myHlSdJ4*isLF4^K_x zRe%4uE@w!M(S)YOlpjt`23nzq#iPr9OFqUx6P~3|%eNAl6WWvt-Zar%{H~35GqstH6J_M7mq+i3WgxtRS_GC4!qOe8d{Ex_lu zL*TdWGwfcK&O3?Fu;1LgJor2Kt$WWw+2yhDj?%C;H{ZZeuVA)(6wju>Ve4d~4QGhZ z|3x*m>*;gMmbLYqLTFf@HFfN;VEWQ>^#X%5;mH?uk;t%~6|k%i4k#5t`;U-kRGFZhN<+vCXCMkCcW(>f!aNs&;l= zy4~w!Z95hlw7K}-=@+Ff#hjKhtG0)58}^%%ml4DRZENSf zIxSCct7_8AmfL8vsEMwVq2VZa`TY#_MrV~e_oK;{rd~s6*l$k06Wt9g zeU>7XO?CA>O2d}=_^l`Pz-+sJBEGUL)u-MiYl${IBk=>HP)Oc=D?`S~hBp73z_8nd z7p>-kp(zv9@mtdLft6z&p5vw%!nzuurt zczG@Xq+9h7g`db1Qs)hXhW+N{YiRY~{4$Z-rZmL0kaExEuiMglG)44()w*CFzhxr|2W+R(mDoq*nBt_ z+d^nqns7H!?e(7flP01SQr*zVTL}%P8;^l1<E0Wlf zrjM&p+lVyHP+pT45pwsF`@2nndxhg zHz?Trm}^#B(sWqL-6k08`8x?l{FR_&O=Yj$qA;8vKHiP75#-0xmG@f9*|u;Gk%nU+ z?9!+u$h>>CWjk`X5L;+b_mVJbVEe-JN$S$z-&$#YcWxqY4 zG;FD#Pe;)~TZO|j)615w*>BM1;^jGm;ctH6-yd>W+Vlize}K?%?(%G#1JVMImk+dH zdJuyCAu#MV;iPjDg!Iy{VVz_{!zc}h)WyI4R1lo^9Aji{I}Q?UdJx#QRKJxsH6d4Ao&3ju~LQeQ-a3 zbtqUgjs?>r8vD2b=HwTP8bAzuxgPeHy>`|_3-C?6>hK3MGxeSyvbM=5h&CKiAK#); z?fB1rd*0cKfo^GylZ1vN8sK{ksyXbdKW(bXmL@wzXn4#A_-52(u=M2LKfSWHo0Ntv z75w%O#I)`C;h$yN{L@4m&Ner{({c!6TKo5juQDy<4549d&H%fG84P}V)GqT$nU?u1 zp<%yy`2le!uyn?NAur@8JfSpfse_LNb$hk?z@<}VZEMaMvfe;B3Vn0oohx&TpVIj3|sISM;3 z5^XpNZoZ+d4xXxqbZsNk`du>7_;td7`p2qqbB;_acA3zy-(382Eg_7BkuhT0v>u6a zh0w62UT*1G$dE+u%O|t6=@a=0O4GElj?n7%&c>n_Z7K-HUM14-z;f}eEp^|fMaIrH zt!ArSGteBof*=9VUgqDsOHST|*9i@$n{a+|1QKLJk8TfT+7(K}L2&beq^CBZ4GV^nx>6MLH*M|YBZ~vMbi@`-Ax0H?+B{H=D01Y z+8j~br!Z`2fLHQg0NOB@FIdjqrMHMQoV)zbv;*YFp)*ZwCXmqE1cvj&&o_DV!;sIB za;fJnm;_3{zF6SRGZaw(5xsIIO5Lqfwb5Iz)=L$+-_8vTz< zEB1)cur??EBucBa-R;{#_FLq~gocCQ;a>_%faaZ}4QzgDdx~ zFH0N!ACZP(9&Tt9kQOa-t|>CD@)JVChPwIvm`$MVYvq?;>WJ{+%Bib|?zs0S(cwLVE(57=yz2^p+n}6l1p|C%3 z(s;7AG%pAZ`^~}oM`Zz8^jTYMZsy;oG#pbeFL+A>11sd}9GmizWiN>~ZD8>X83Nj- zr+jTQjkkP7Xjq$2n5r6Iryerpn(Vh+uL%vu)XNKLrh~S7pFhl$X>TY^)8-G*znE=6 zJ5nxfM|se1enYh3nDQm6+Fz{i++cH|rQ2Hq!-fj4i$D1$y2Xu_4> zMxbp`t=gI7>8;d91I^ECX4OPqyLMxnt*vNbgodNw;dS?gL0k7xIm^j@J4I>OZ$7@_ z9R=F1jCxR69tz_>8MFy|#_CFEuG-aq%YLi=nb2_d`uKjf`Y_G@cg3BurHQ{7Xl}l_ zrOp9@BcHZ8?!QK9czO%)7If+meDT+PX=H74z7lOXrapf0Y#7k8{d#88M!V5B6ODfp zb%7}SzVq1|JWcW^KI79dC2MAvY`(tOmiDw+(!m!LpN=-`Bzx}gGj>( z;^m()4}tc4NX9a9y0!XAXqut?A4}cA{HtQjXEH6^i^(6ZA5`%2&LEI6d>W|0Z zCD1EQ$h_7Rp!B<}Yh^M50a4H%7Y;6Vk#g3vCKX`$sa+JiI}I zD%QM_=I07ILyAW>(RdGdRd(NXK#B0LN&T-rN)!Xl%Xjfg!GyG9Uyw}{j#C=WUJozP zeg)dT`loJ^Egcippv}V%)zx}y{gzrT`Q5I{(FhG|bMTS11}qKfGRJ0@CQ)<)O}K2+ z6ljOGHoh)fdeuY|I<1!n+LPk*JTh%o41+cg@A>2fzwP<@YNg%(Q>=&poB7!Ih9r-%AW*qt|W zb=hhC5)m5CH4ksbF%xK+Ml|{(Pn5+H8)#1ce1W?8H|EmGYqF(LlMotCHV+?Fs_n?o zQBm_*Lsa+M2};A33a?$C0@~>0&uuQ!k4Z|jY01W40LuilpzV*|%a&G2Mrc@@kGHl; z4Sp+h@m2U+pSq<9lM@>Do6ycRFHGV+_YK%2`|T>FVN1RIX3Q+0HB5HNrowe*3Zf0u zgtui?zEy2CsWS+rmdt_0&s`$=a5tHfRg*UE^9{>9i>cZ0h=2rZLcjtyvGyZu?)_+2dH1$^dIH1J z-27XzA%t|st*8Cu$uf|E&~Um1_`p(~L`zrsnM_W%-;{=jg3wB>0wiz$6eHa-?O;Zt z4O{Bt-yQ#gHh+)XHtiFKWg;}J&CSaz^FT;@-Ag!19`xlh6B-^^Zhqe17ie+gPpv9j z8Y_!|=5w>^xkNx~bGJn$nReDhbMuSzs^orTx^EL@+N7)oZ9;|GaEL;h1`F!Qeyfp< z&~Oxl%~bWE^q(>>`dQlaft55nq2UbShZGk87H40UhZao#$GUEUxp+C#L`dE@U8-!C zX>)QIqzRq-azPL>maNoWo{t*kBs4AE_?jjG%#|G%E_f?z%b1JM@St~czs&$`c`KY= zA!~a~X;_<|C$Fk(SU;vlGg;fJ+(a8r5EuWCQG@<=qXXk)TH8DZnujmPPXO&@x%I7N zTE4snnw#H5Ru4)~oLb1H-uu0Y=HVR!)IFPn)eH5O2iCTH25l~WC{_V7B-fdYOJz%Y z<|j0qA#Q#V%Lf^<`oyZVGOa)mq2Ubi@J*U-FtSd}Eok%D$S+F6gWk_8wAI=5w7Q#i z%h`L-L9}67fIk7I$~E7eYravobhwkyu%!Wh=Ar5?o{#Mo{*|RqZ{=KshQ|Wm9&ZjI zjn^z?QCV6nH-X`h3PDf@b~k=^$|uv#QW}=#;N>b^z->+6rQ0tj?<5b=hTZ1lZE4;B z?b@gA9b|36UP8l`I{1X7Cd;9_X4`zoB=s3+PA@CWQ4`XejMbmY+HO!9_M32DQtf_j zIr!V=<8+>%Xu~uw?|9fo4bv?@+sZ@XuK=NGQQ)Wa>c!P0i#GI=X_*TU8jga8U-4fD z!!*&J1U82|Pbm#+uXxAgAgnG(q~S3ybVm4p&+xCu$I7&Jg$NBxbMV6D z!w`f*O-j6$Y55BqXaU|QOWmF7KP*@Ho{zq!`9NvdQZKJ~I}Cn{crTYv9;Vxh5N(*| z@+)@fFP=(AhTq6Qj2N>m#wsRtF$ZAsHNw+a+9z}T)^6bQlcUXAiw!gQy7 zrz{*$7vBge2qC!8_S#BInNHhZ+@Q?I_w7~h#14gqK9^~ON)Vbhs(7`xYCkvqd4{Mm ztwc#e!vXd2tG;t#Hp%8z~`YuwldvX+xQ5v??&kxnRgWsM{ zThv1yR%1#NZI~w142=LwFAmM_kS(oThS0F3P9BBDkh{;EU4F=x#xF}~I0_E_(uk^< zU9e?AdCO9LSY4(xY$<=Mp)~{{!LbJQESR3W)5{TQ7$y|+HUrv}{B>+TCF_ z-yQ0MzT52;;TJ~qLwAt-`*=$y6JA)Q=MqTG`_+39ddWWKUdDk`Oz#RU1^G0e(A4wK|OcHB&;FHmVlUhGXF3m)@17kA3S$$+U{K2~D?@l`vieZ4-a>=qS_T z)gd&j&B^cjegxWr{hjAq*``O~qKW3_WrAu^`K(W4x2$byU6VHc0j};L*XX>^rm*7 z*l$xu;|?J->^GtLz!I=@N~g3tG^It;w=Pn(AvEkaR^w9;l=U1D6l}5dadnHb zurfct1oQyBR%mCka~4e>@(bD$WtheX!Y`OV3ct$ORZg~$b_9k~*Ud|YhJv(X-h|mL zX}Y0V+7lXfn$Vi}1ke_3zcbCE>4rX~G;An8`BPWUTtC7FTQFVP>JCI2Hq^s!D&z&X z9smB!rWmqaM?%9hrH>y1s5+X|->N>6wdLOyE(o0A_<3<7QEy5#F7`>jw{Lc`j8 z{NYgbP4(-b?NB#^HsQXADk5EzXi0L5rVoYT-3bk6 zh>yKJoE4-!2|TvxTv@gUfnm3~`H8|;pw;ae^i~dO?4E>%-6k|CQwQ{&`nR;%5j;<6 z*ib)Tf~X4U8}rX@vfQQ*`YFALHf*WTN^qu{LRLqxnJa7cCN!)~c+@l@q}#Yb*KNKf zQ}!V=>^CpJB>ff= zHmSV0|3qonQa9g9Ed|;XfG{?{$$F z#_57O>66H`LPH4+=bM**#*6{K4VVz~jz!Za@;{WOS<2RxYF~Cp+>7sI*uh~$8iw(T zGSw-(SdkbFEto!64jpcS@qIV7tI{`Zl^$|L%Zwm290Lb`^;Rt#`qo^WOx6}-q=6>9 zNT_bvoVdKYw>+*+QyLyu0bbV-4d$aXQCFsywM`sFwBh`4^3#5GX*FHv^qpnD1&<~) z>^Gm2CCCq;5Mwx5_PKORrO!<~RP|90IfsrJ{9}X>-OB zZJ6fe$4+V~xZrv1$#P5^jWf`Ed@og9k`66){%=`Z#_Srm+Vt5i z-y}lAG3Cj-41!Rw(6_kqP5q~Uc zI_$tSA`RyU?=Y*nZC#6g#ikwUkm&@5?R4|2msufo-?$Pcw4~`VC^Li5urwcEq<#Qx z(K0z~zQJS7G|(KpfM0#lXHT-(W=HTWrQvMza=)qTYh~}u+GRylw{+4hq7Bo8?rvE@ z+n4HYo8~(;W*cZ8UbWl@{{Ds!ue?@{Lh?C;hNIx+b)V{kEyLlKHk~tWQ5wz=;iE_` zpf{a;l0o*{!ns5nrU?&cUjn}kIg#+bY-!VZ2AVK~lmNf&s?cqwtS#GoLc@L&p7+fT z+SaA{{YlpLoYHWHc=_VK3($g_ygVn<)-52~FwM`epX38eUwl||TDG+FLPEoqy7&Q` zst76BqP@+>qavP4$Vq=u$$%e&Z#F^&zBt2Cdy7ON+3K zz_6hnKIqlDvRL;{(d2YHOljEA0RL)MH}YrYNmbIK>4uJ6PPAbfKQcWFOScUl6O5N5 zT44o&;ia3KKTX{q+!k75)iT*_aaIzV<~DwdP_?=LwK~vDHuOBDVQu_i=OB3PeAG_i z8;ts2%#>9`8upsQ#Rh^CB6{50%H{@rtX}-FM+&*))=rV2LTA~fpJp6)VG0+w|=28}!*7R>e!%^_?sZt$F zuDca?la(NPOtY>dH0(DIuV7T$;9c~{$1RwiAN@8H7?$Sd-^{fk23>z-TPNpk zu`Ps#W8mXcrTSEOJoe`~nHG5~q2ZC>=6j!uL0jb6gUVT!>JdF=qVXcIEFf*!v|~ZC zw9(s4()h+j4wyjtM!OP4&W}pl2@MY`CqLRzUGdHramTa_)k7L@2ch90IQiw=!H^(< z8s#I&mR_PXoFGoV!Kk*jst*6Rh)kQllW4;{ZY7rtnEIf;VAg|R;qem`TU8tlVraw+e5VBq2S?vf0uw( zD&hX{X=~ZywKWuUX|E^^CkU^5 zi3fjIX&+75YQgl8ux>w*hVAt7zpHAHZ4;+F8!6K|9w0PL8vp880*1QW-Ezqhb^K$X zxp*(ZuApuAgU9LQYzs5d0=#rCH{|ZDod4aIwe37ewBg+K^7H&gmhDTG<{}2uqlU(aKu3K@;hDCU??=%x~_~Ig(H-P zhk}RiM)ib$g;MQL+cYv5b(Cn+vX>unK7%OK`rYo39EA$U2n|QU!8VPv%&-ofS_ zu{g&G4QuoBzvd61ZFK3q$z^R9C{5GGccb<~OzVG-^GBvlIYG4HC^-0?=Gb6q`BMp| z%K29FB%xtTy}VTOHjLAS!`>H@X~|C!8qQu9-{p-28Iqz$(XKM>CZ%C*!u`e?pzY=A z7{6rN{L@4mjzWO{o0bBp*dtr+npygtj)#C&mB6r}E`BM|4MU;C&x%duke0nh zXjqzuFKTWB?N{bcCuKupUMDmyq-@OBff!sIwAAKs_%wxKL;ZYPWd}%`+~uInqIcrI zL>e|Uz_U%g+!Na8V+=Xlf^QgTF8&1DQwV9lRC6v^Zqq}W>?WaMONA|;GvK#9Q~TPS zc-){g{Ey}2bEW#mik9n=P4}+(w}>_zQV0K6*ad!@IN{GM*>6p56B>?!gKt4+09w*A zO;*Z&%X){oPUBX=YI55ussAg=V_V zAquGqezSS9B+_F-!%^_^3%a?$(xFf63QUer8n)ES|FNEfHs_>7+2wp2`5)1SEp_nP zcGbyelWT26Ip4}ZAvA2M@U5%bo|TN;+~#GWI8O-;XNZ&U&8niIr~j_DdGGxkrD1Kt z>pg0hang**hvcy^R_XRUTsceL~K-GOhM=Lc=i?_TCah_NM!IuB{w}R4)h( z$JEImUc3TPaQ|u3LC%mnl!l|==0}tF!EasCjErqrs;`h1zBFj#eS=4W+Y;TWFhn-A z=_>-mZVT{bYEAfC2)i7*P^M*lO=#Fq;elm!)3j*am1|_$GfKk=B0SDg8A7^x!Mm<< z$H}#Ch&CKj;VhsmSi10Zy_0fCJG~_|Y^k3w9Mol-No4~zcWRyQ3^bvwaUuAVsh2rc z3E6L-DGggHbXQRiQ%6ts_`6Ko^`2t$v4j1EPIbq8n)EO-%x4~F|F(j zdt?oIec3zu6VZla8sHPs5SWk>jXRiE&fdzO2@P8+RP+{tkyR~MuKu#$;(sADtj*2; zoYkMq`>9`l$h1q8hV#wC`(3Ex#CqKpHMeN`WI6pS(T1bISG^;_Z9i^3w`p5c=No}( zZsY%0kAOBlX74R>NK<|{(1bQ2>fy8-Yv$ILX?ILCH{U}_4au9NO!`fh+w^o>{DWx2 zZu9V?PIb4dcPq2cZU#VUDn`px$f%VRK0e1RR7x-qebUWMsAuK!&oIC`pfp)Ri zrbL$4^bj~AMAKi5!8Bg`salTADmve0b@Y+KaCSKP5~LnXA1jN6*_ry$v?=eFr{I?@mm?+0G8xWk>VCiH*|PZA`QbF{4nt=xNTnTVa4T9 zRW2H#VYj*XX8R~`+xZJ$&RQcuH#AmsLc?z3e+VyOz>nI}`-N=iSqj4gUg)y$0i>lV zJ>|Vjn-s$!&CPH7sw+hyi9eK;-Bu$epjX|ejX`dZrb1PO^lXjmJs z0xJL^z56Y8JPW3~EmK?q!_xeG-KM(cKYx|?noRqT(s1s&`CF?A6>U$A3Nmd~JcBkb zzm$Ij+!p0d-T<Ya5@?aDoK*m{;w)avWaVTGo~~0ij{PdHGhu37A24#kv#zIj@KG z9i?Gy+|bP6wm8`f{gkC`NobJf<5j7Bz->jkWLz!hZjVHShNbyDL9|3|1JH7==o3fQ zRv@u~7T~)_Ua)j&kNmY|+Am7OK@eWjROOW$Qyp9@)BZ_9wBh6x=1TQh+F|Sd8M5Do zCM7gHO8xwyM0H7edB1K~Wm?%}2Ac4wp1P~BG&1}-M~Dz%0{rwrA3M2$=H}OPn?OvL z^xRNP)^?84aE5sO>};n63@rCY_d0o)PDw$u;g~x3kyt2X$OzAq@v@~gQyORi{yCo% z{Pt*6`>*5tn zs&uPVx1!T5OZ5pUBn_cqZF~!_CJcp(>-zMxV0yY`N=snaZNi~~2hy!)glIM`NB*NU zoNjKu9B&OFy>X%PKv~=BbOvo6zC&{rrjQW>pYD)D+AckzVQo%6u+{?Y`igqt`(%0$ zf-)FreEmED+*W&BoKRWXM-$A?7tmE8q)moSI4QerM@AwIht$tMa@E20{^MnG%CtV2 z2n}bOi(h?Ex9B@`zrNj~>252Wnb7b^;LmlbMQY{!lWYwALt$8&gO^&3gNWuF`Le7W zghN>j(uAXCbu(sV){yeDp(C;q8qPL;efv7VTsfBwwqW`oEtkyzbMO!FHb4swgqD&G zjh&s)a18u>t1>Fk8b7EqN~WDR(LB7-p*o>oa%S&K+0v;wh&Jptp@DWX$hO&0-8S3y zwQ~|0P7vXaSO|=(;(bbFm$jwLMQC_j3IA6$V9Xa@wI_Te=rO%bY1mRPuQZMc+P?LP ze@gymUYOgU&C5SLc0v@sY#Mk)j%kxTgod>Vj}EH~Bav>7wAtd#nwQXUzIk~QwV@Ex zwQVo|wzTOp$Ws%IPe-ah^3+P*Z2n=^_|2qHA>Hb38NcmuT0FG@AB+@`17M@qw%3U`3iTLb5QweVOpeRpw(!=R0I z$f^zh^7-Ny=wh*SWxbt*g}vtHtp{=gEmhH&HhYzYT?U#kfvA2X%Nj;_E^CYEHqadW zZruooLFpbpY$ms(l!hZJ^g>Y|SVIrDKP^v3qdY_#p4@~-fYfF1ZSU(9m1z~dgog7& zm_Sq+&5$j>lFPJsK0?DW_40nT+re+o_VsCF(expIkesZE#&mUeySzv`!hfVbp zY1nNX78|^_ra?$`d5qQ$5ExeG;(f(j5YZ2rt9-Yl=_4UU0Ybyle7uM>D$GW~d3xL2 z5xY%kS`7H@6ZP8BigG6+STWGGEi7ozCS2Ot3YLa7@D`D2O$!kk9tjTqB6SXkg72@} zedH))Elg-Q3U2-(c@4Bh=@G51tnDeKVQntHy{K9fPHhy=W_DXs#H5WEMr8zT8z0=u zDr@Udl+d&c;fE*ci3Uf>>%C-}qnLr_FE|yiO_Jm zdH8Pj7SQ%@kE$hQw`HkJXqq-Y6jHV|1WTKy^xKq0 zeWo;Qsh6L3w1DJIlsNko+0tFri8dV50AGZt)7)64JT}E3{eulO58sx(0hX@+YjI9l zTd^91hW+N`)!C_l=DS>^h&-~Q)Fd?QHxDl-dk-<~m3+oxIp2;^8qN?0kAhmfRU5o< zyKL#`T0|SRRA`&1c2ZN!Tbw|qRjzHI`FXoZbwaV`ruU=lw}f>FP0tYa@TIyL(>-m2 z@WK~;EL=9yc&De15YtP|&!mu}FrzNfhGXjIpQcS<)JLmd#O5wby?TU(V;bQ5N9u5R zaNQvlWxu7VPiWY0UVeYg0W6i45N+6RUOxAZ z083x@y`IU^rvCx9XlS6xi{79Gb)6PWPmmmq2n-t<;1yt_!O-(Fa@%w_eMM>5&;Y+& zu8R7Crnj9ghje{oq78>ssH{|Lnr|6yb(Ssd^cSJwK`%6II1QFA*`2b4tj!%_pgDNK zVH*hPvPtD^wo*S+8n#rp_^zI~?y~t(`Xfa7>*Z z_Lf)<@Y}?~-L}d@p;$8mP1u623{yyy;m!lHw#dy14QH>P@2sd@!I=efK9*_6O*D6a zO}(nN@^+36 zO#S?s7uD{fS^0^DKb9)J+-RH+8&!|F8&Aj4x+GcL7Mn7ZDm`c z4M#!fRHk-Tt_{EZ+nV3>Kbbb|3^e|4`T~Nmd~6Gwf79IU2}}E;eZ8%_`hufKf&Zrin`RaH3%JvtH^4uY_6k;8qVHxij)GG-2nU+;{Ck_Kvi+TjHca#Ix1H1@BYkER zc_C{X+{Hk1@UMj}K$}`%(Q`SbCA$(D_FI78RJaBC7X41b>M|{QH$v0$jZbgthX1z$ zBR^X-ePErYG^~vWLG^!s^|;{%*=-ZL8>9)fFPkBGSFd~@-k(WNkZL^$4JWUQS46&q zAjHTw=cZ+-PD|92&~Sn{c){B&pbZ%rqqj`EMrqh>e*WHoT9D@}y6KBdo70PE!y)x@ zZB4*$r3V$gWern3q>XzM8ulBnP;-N{SxbNPv0%E}GV~!ZO&aeaGaqQ9m-j1V8LCTr zL}}P-3z*D`G?Fu;Q85%muuFdR`oKQmQrT9O5wZX(luP#PZbe!iY*1gU#7 z<&K3iZU11R4ZBUy)>Mu7W7}E(30Oley3@@{eJ z8pS_LGT78@%@{?rVZRCWZl%D||5lc{Cu^%Wn$WPN!dj~!tlSnXYxhA;-ZWzf4O=Qa z?NkP0`g+xVn;pjcl!jyK;~PkO!O|k-qF<6NT{@O%!hzuEWGZ0ox_FMOfgoZOjsQpy+l?gwl+$_`llL!rKbMjM)WI(HyIc%Ifhy0*4 zJqqmpiF!TvL7rs$Wxws4Y|tj$IXecUe&oI^HlN^wrw|&}<_cn+#e!i*+O(j#NA_E( zsf3235a6fussmE{g_mt^utlFnXjq$v-v>||A#Jke9A#-Ee=;T-uR(eVuumzjcrBPd zk&l~hkmlwK=uSXuH?U1)E2O%#sxu5U-mz~EjH^rMVt%(^y0krE2fN%3YgmLwE zn@-_{f_jFunP;Fmd9hU{@LPfz!I5N3^UfzU90eEOm<<4J|KHL6k!kOYG_Fm(pfsji z`S86hePC@_V9>_fH}?Uzy^31R#?bBy2@DSf;lfA-m?}RlYiDy|#J`Bpu-p86K8gv3 z=HJl8ClAvfl!g<;#XtW>!y@EQ<10yI+JVJH8%|!K0enRWX~nYJZCZ#9T|#KsQsL!| zNf3nrt@`zs6Qs;iLc>uA@Op2xXIyh*%J9o|dV<7UMrhbl{)rU?A&oshPLM3^G=*V9 zeY|LBBZPFykfWJo+Jxmq8V+fI_okl(^U;UYD-+3Ukm@T44ZF?3FZ(uwAdF4)9c$SsMMk%}~g&hS0F3US4;h8j`x!q?}-7h@QNUOf-H@)EW%U>HKQ5fL^|q zNW%%@^Rq>&YC;@5An3RyP5+B&^*5p6AozG$S!+n%2|?d%E-2+*M`(DI2KZL{Qm}Nx zyc`d$^7k~I1^a9Wy-n>GHw4Rq78>scqvg` z@_3ymzs+vLkj(~~pMQ6phd+hOwJV2jN9oC1dW(T3ya~Aq{Fd0+_mgF*o^H{%5*qd! zzebn^LOO2k`pXtfmv)N6w2<;Yg%2RD+x~t|Yb5Bj3EK?PoO}jRS4Ijy?-t$|K{vG8 zc0$7;8dJxj>Hqe~x*jha?lJ!EBda|MS zDGWz6!1vno!c@5{to>q{wqy^HhI7})KVnofr4DnSov;kmbGP|kLc>7_@P;EEa9jF) zYtGBG?E44}PrP2fpy>~^-WB`VoD;n;(foWNI0h`8)HK(0S=+k(L>so$&zmhr1zOq_ z&1^RDIvp_3T)eePS(uNqqznl^b<(5Y{)f1=PYUZFs*r#(C|=j@c+N_VCb5)HP*>NNPddY zur>$Z9bch_=|9=h%K!8?C=F{9np%AX+Lmh0YO*LGXLe3ay zLf3|JFj)pVfBG$J%W{^`@KA8`8v$Ry(q2b3 z!6l$+Ge_1I@wzoBKjYkGm4uTmwpQozV1#GqTGZP6{5Zs_{EL>i8$i|;S00=3+?_P3OmAf4|SXik22SoNp4`~6gVS)1!V zp<%ZPM_BD42TpOR_)9uk_C zyS!9WwZbe|Es9O@7JWo$*l&J*Kpzig%4H$#Y>HJPKPEJsZbFOMsi3X!t=%K!fpwhH zur}daavtPclqlK4i+uDkKlVSO4abxhe!hSplDIvQ4(M z-g5)Z$7>N(<;#|re`k;_P4j}#a7bPJ<8K^joAvc*VcF9Al!h(!^9f0nj^FRq=&r17 z$xEV5qwx!DYIi(&-B~sZn$TB-hV#wOORCj=_P)er>si|Lp^)=6pD{}!yfx6+d02C>v*D@! zGh}71cZ7wV=H*8*<$$*7a^Sm6`)s0l_`<#-*cmx>-TPKR^?&AF?};`oJ@`L!d7yRL zpLMQ05c+>G(RjOnj$mo2@^jnEw4xsg4g1ZfjkN z0{m7o=jeE{wgg`Y4g1Z>%eGXtTTsT#1~+C56s zvW<^YwKZ^is`HvmTl#}&!!#G)tXu>U9dvh_O~<~LKM4(6Dts{~0KdIV@lP%}cXRzR z&^-LaR6W)FuwCDWGVL{`VM~2{Z+sbOo7(e4_*smeZX16SZJ5UQK+?j3H^#+`>t$(O z{ty_>T^FA~hJrNr$lf*w6rKpt^#@~c5CZ&wVhy;hZ=3ZO10xX{*5>B5OzNHS**n{2wWcF|n3jx8Xn1l9@KWA) zK;y5H_o8XgH=UO7G<66DnUqg!NcOJfslI6;KQt3I$aFto=G zIeA0l5E{1B&u6z-psmz^*0JT7=88*bSewwsK=r6DoBZBsS=%cU&C9hlgMWoQLwDG; zYu^};Xv3BYHS()K+n0J}N6As>8lTXxr9$P4dS4{)DQ_;>Z{7rirVUfxN`3|8Th`_N zy0W&fCYpn{1&RsUmi~UBnFz>?WOP8sJE5p)y~&crk$iT98=*zJ=G#|d(CFY zEWha!`S_$n8}=K&7n%bSWb)X=HkaY5CL=IyLgJ;o^8un)n-+v1*2hOZXY(ccTAL;u4N?*s4uY2t z)8!C_?ipt|WJ}YfA~dYc!7J|7H&)Mo5{1aL2b6}R;PA7}&%>bYV%70g<>XzK+MvzJ zX+t0i3$F$q%d}Q$3^d_3_*Kw$#T6PR)AFP>&|JJA@+D}?*S5-9nf8v-a7>+ivQz~j zd2{Rz@7}Br)2-=HgSx zPSBS7OY47S+Am7O+5&t{qppj5dO9imV^Vk9!Hh(kHX*TzS1s<}1onnkFzT?OnFtI^ z36cAi5rEk+hX!-Levce4+Iw&4%|DkU4@oTNAS!_-vCuAksa18izd<-O8;T63?tp$x9gKF6bOiMQQL_>V=+QQk%JIZz@ z%uZm~YhGTQt?s-(Zc_7sOuJ&Dxp_n{K(bBvIr+0Z4rb;c+HeenwN^WzEgiAujZABh zlhCl+{Cp!-eSyDDQFNvi1pSXWeJ(=75e@LoarNBMl0z@T%kXsC0~1YXnqLmIb*a0w zovdwHZi6;I{{$Zce)F83@ly6%XdXhtehcuKQuS3C;8^qB(xxYGuDpbX{l+(=)GK0_ z;`Om9oO?-OIC(w1L@*B+y6x@uigNO<&qt(TL%n>*Se?(u{oT{18ENPIgocyX#XHCZ z18wbq;Wq!I?jQqAD6&$eZZQKz;>(tPr8FD_FW)}O0Z|C+bJ=F=VvmDp!%=YYKA7st zPNLe&@5%`>z)5J>Z+vld0Sw))g^t+oyU?N6N7U1YaKcAIGY;4deH z^gz!_U1e>@C=DCx=6%P5!EGfby?Zay#(0P}oV>!WirS5;=U-t{3t7cWXgH(+US-t* zEOj(4-d5I@&_`(4QXg-|)(I?q-r(CEnRb=Zu%&)}v91ctmET+4wYg3-+fTIN3=xiB z)$Tx(7_pkm+8P814Qq4o!k2#`-wv-IZ1X9Zz5t!{^uiQwW}vvUD2RTsOnR@*-2(?37>a$zqPMK zXjq%DH~tv3jb3rgW^de4nb2?)ocvo-mD}IC_M^TW(=bZI+Pu7srUGcoTsrnsd9K`1 zg=oY1CcHqS%8x?I+>0q|>s^)5@R)b-%5n9+$kLj3ZTegkszzwoQV0JiQt#P>HZRss zwlqR@1I^F1sU955BOJ0RDLX`IIHnH%M4uO8dMNA30kYpl1RJyoO@37=Zm*ByU6a6Y5QG+GYS5qa6<#k7`g10ln=dO1f}vxNjT|V` zrqm+ZaJu>VUCCUaE%bBC&$6YpYZDr_RM_NI8>y|{WvpqXn;wLebqEb>;|CO*AlnX< zU;UR1yGda<+xSO}TJYwm^W5g_WNux9G9Uk3Q}3*H>N;nS9D~O72u<@Ek3kq{`Ju7HT{nNL@-nzB)w;(v7vcV+H0(Af|0GiVWe>D_n@F~FRRe=I2mb^w27YTb zXH6NI)~+F;VZXWg@+btfl^qh&)JhQj4=bn%y{ zZG_x-u-L}Z?TroE+1X^wEK~sPBgGK45x=jBZM_VVZ|8 zQwsy_U59Kgd7M^iW}ta_Ox4Y)zPa{Xko^|Fxq;^58zFhs98z*nQh6*~rZhYjeEc+5 zea84&7h5XRrney4G#WoBa>Bo9aH(W}WWUu3B{ZBNe!d4i8=`Qw;HgZqwp1+%4aYRV zYg}7_wgdjxz2qp|rZlWAz^~@2($C%dU-y-1i&_zFm?pH4Q5%-N_mOR8^5(4x4O{Bt z*G1+7t=j9N3#};V|IOLk5Sli>u>*SbE&0`1&nv^8Qy5MVUaG081fz`}96siCWoz3K zW!O%B<6Yg@nc4lI&3<-=b_9ma^z)7Ts*oN%Tno0!0d=+~G#pSrpWM{<{MQb}!$rNh;Bs(Gn}X_{9f&q;sfX7x6@v6Q`OkZsujalT2@MB9_`(_v`SEi5 zXqzElq!XcGOP%~2-~sq;{gbga4?jojOlVk}i(eb=4wl|(-Xy&|fgCZ>{Cr8HE>UD? z*eLv{S&!+6E<~GVDc_BX50=I%{;r^$Z{@lgXkNaHr>7+Q_2o3vq) z9_}`Eu`W--ZZ-!VNqQ0*wp8fMR0wFLmo>2YpTB0L@eg{{jMP(cz0J!Ob9xbN*izvZ za&s68!!y?0CC9W;Z$iTf;^+T_d4{wEOMfIy_e|FI*hCBP zy7oShZ;NvOn_s4_>`S!aeDm>dte!x-b}-mxvTW1ONMi*i>JY2{%=W)!zvb;uXgJ^8 zeD6X%U{$47$T6Arp3-m>9K3>mEYL=DaoTJOZW}6E&rgc zkt{=Xx78d$XgCNyUZ1Vb=_vOHb5+*d2#^vUu!rD4DE25KK6 z2-!YlD=8a#U^0=0lh@5F(RYHh0W)W}lxahz5E_=|=G~M65Ymai1K(s?>8XT<)6K)z zTah3LV*()~<>ZYqjnHsNg>r<{K)X?-S29`K857ONqc8^i)-H7dn|GuqPAA&1-yFPv z?mWb_*?|EMWJ`l*5E_oDliyW;542KI%h(*)C7WrWxp|+3BtVOm=f9k?wwsiOE%ow0 z=N7Pf%fD-{O(FDxSwtI-sfTB8SD;m07_E*R(jQ=11PSm>MjyB>;qJcw z$%bxQV3NkS+tp`Lh8Q($Uhe6=kkD`t{6Q?;DnRm9Um9eyvMjWS(6FU${#g_TmL{5$ ztblCkA4gs!l=!P1&Ve}}hC)Gdv*jL>lM3Kf>>n4(YCcBL$BdYhrMl!l|g z+9tLH*29_wZ1%J#EH@|?;rW5ys(t%b_TB?G#pVk9|@{4P?-PUbxKozid&gd4SGVU+ePlqF2Ibj~WG4adO4SAti;Zy~Re+U(vpT1{x0 z-}uu`&4D%{FuH^6xAbcaGzY&OGZ<)*=C1o7kNF2Cnv-wj)d9c#RbqW!*>B6&5^dOT z!Zi=oaI4nmbKzTW`bcQ?H=*H}vU8_pVCV2`Jv_3VIoA;uj)9BMMye(3t^+Gq%67h{ zG;F7XALtGOI~T^B7=Bkz|MT0po@m2%@)fW8yZY3BL}}U3E*lImFJI57v*v|0dp(qC z-i-#D@D$SzprwKTI5~B{n`mxcnUeti=5O74c}CW@cN5WuCvh*|x(EfoP3u)7=g0_B zPuM}52@MB9=$U^J(kSEXAvtQH8v>TL${pRHrxT@cE#H1mIt)ZZYbpB4F4W}EI z77F>%t^fRpa!4ERA}~B1dHLVfIiMX#bN!4()1_tHO=vjVxScg%Sk0Vq+~!c>5rt`X z@-7_xfaZNX_N^sNkLb!hL>i_E4QADA$o_|UL*y*Fi8K(v}%}4EBFtgVYdmjDynR`z@WZ1-?)E_H10PwNUzLnm*3K+ zhxE`vq7A1T-}(Fku*4a9ZIFX7{Ez`Ae5+N01c_QFNkFERJ8Yl{TPkIN7Uf8*@H_N+ zNMj!{(1eXGwWe&gxTMXY`Z-F&3F73lxO$2y!ODn9WJ@OG^|Z{pHID_8MA-g-Lkgi#|aH5h=b3SQ^0TSik28@{U_+!Zc-Z7=HSn-b%X!X zcB%T@lWFr#5N&v1dHAZ~5=7xetD=o$OB|^r9uI2euzT4&jUZmert1v&~Ox7 zUUp981ivjA{L<$CFYj4G)BMH@`yzt2qWk9A{Qte9G_1`T#Iz*My_PiHZ3iwAXKFaG%5w}a?aaSMv|*Z)H)py6w6qZ2We?QlKR}Ue>V5+v~0c&B1@M)rV}$ zyY!*qOugVeLc=3LsQpyE;$CI?VK~D2Yeh5Mu3J=OQp8It`seT9eWDHfjSqylkZ#@n ztNyPXgkcW|45zM}@7t$>bo>6QU=}$+$~?57Ie4Q(wW4X_eHbEZi~GoeX6L7CLtv0@ zOB`tE9CeP;@T$SXi-T424n7!e=;|@~G0}#DVB;OMRp*S^x#Con{Z{=6q2VYvxTQWw zw=o?zO_OOUpAs6@Cfrs?4cZEw_-nXdaGTPwHsKAtAQ)Ih%RDzMLKZwD+VH>^Zs3`ATr1LNQTKW>kC4|e)I8;?fpR8geZ+J%G#b&8n)EO*W>LV z3hs|L4845Tyd>Ii6kPnyi0c1dKW$w@iFU_Vgoek0Q2MF%QkVYOa!dYXIbRbR_M4l3 zWPX9Rxa}_+#=;j$!Sk@tH`Xjq$2 z&Z~Yb?3vLaqD`m%0WA8C&~SzbWzgHe(nqoG8Fqc5z9%$nsgL&=$_m5Ob-~;4aAJ?uueww}vN%hr&#!EP2!qoe1*nrKl+wM>pHq_1UjC=rEw6M5_ z8peg+h%_8hCvVnr9}**G#IXeoZP?pX zM-w?Rfnh^^eB-S#41}CF7XFpz-NTfI2ZD!dQ#BlIYQ;1(I2|6vLYs{@ftUld1T~^X zyyKy}EhMTHjpc4haNEZ3XCu!0_528kW&v~Yi>8SoKk^j~371F0IZDI%;o-l*Rcp;j zHEuSQgD@q!g*GSuB#Z&KovmNVaO6=v2BG1Q`goh66Og;TAKmFLYYU8NL9_FtqFtb^ z$+IpIWjT5ju2ULLUK@W9GFU~Sr_1n7m=lX=!%^_^U7D+4>F52)3>TXl#wIlEH{p5q zB|uxgao$8ZLo&v(pxJmu^+TW~ntj`F2K&T{=HR=ZO(6;wJ&g@t=9K{!+PwVESryP$ zpwOJx@?6YYQb1|zjc61rsa)CXgEXMd+weefm z>OH0!e|_m?ZCm17XcLMX#zGXzX6R#RRn{{BpV=2S zzCjc+6(1E(p5H=}5E|AdoOx6SZO>!BHME=zNJ?l}n=q4Sf|xG&R_ugq=~+s{F%@>9 z)2r<5KGv|NnVgJh!rE&mzTD00KdK6UD0r|&@MHhVQmh+Mp8H8u7uBTAx9x!8bZU`T)fe&`i=FY!ig1r zn!Zr|NNHFbf19j4NK2otMmIl9Um|TuYaz|emzHYp!aXCyGMUyh9id@qLREDeNRS3K z0t4lAE0ErT=HtH>R6*YFRmGqe>a1b1PS1>XRg{uAb8(PL4$UwB=q2T8CeN_+m zUBf~Q=M=*-5*pSf>LHsOeR9ZQ;3sS^tJ}SU5H!HP&X8i*@7mVp|k+M zP3p2~f}9~|DGmG0$IBbyfTfui)Q>M`$fPVp8_qX3kLgW_LbiC3tNFF*1FL#gLc`kl zxw_i(S$?CG;Rq%09|FTcaP!mVry#9lo|UjC(52QrtQpJ?I_scz|0 zO2bj`@k6$OFuf(}eD$-OZmV(w9Xfz zJeDo(mDhqMbmdk>NCgfB8BS0N<|8!hHwPc|s{Zp#{1}F>!e1+zjhFF9hUCo@vq)aq z(nB_)4JU|`FDzBxzK`3R4))XZbQ^9bG;AqfgVcaAeQ|yyvWF4qnEn?kJ@Xt#(1CO>tRhbMu|NUZ5@i z+~#p)ztwbG(Rg8XDA2kL$z-@S66CRfq?=O~{ME{^Be|XgH#FzPptZEN$F5@T+X;S1X!_uNu_eZ075Y4X=~!DonKD`N+#x zTk2X-|E}9A`oGNjeAK@Pq2VaF_;1OHu%dYt@P4gqY0;vDhNIx+r4l~SmgU$L!>(Yo zVuXgZx%m|XRaQN%($l1VOZA~}jMA_+eki8a&!-B<*(t+D7AMlQAh2R|)xh%ir;ibx z@${3#kP-xj?ex)yJXAN`s1qlj_Y2eG8Bo%K<>93WD}k2z)5@}bn(nhRl&1NNb-IWG zW;XZkF_e3cFGZx`K_xVnt_TsRaHQTNdB9f=CNwO~&Fha+!sq33$N014#7$b7&~QBM z{6lI7ZLTCYGWgx52jLo}VQntH-W?2nOO*H7e!r!95N4Gj+HiWfSP;}o{NL+QJIRLD z3n4HZ1Rq};m4~_LSE-QNerdX)>B|xtcAJ-v&I{{N(UKet2nTkL9thAp-6 zd{e(8Z_i9&m@Cgv8n)ENfBAg{OFQS7VCcd)p*qoqvsbuM^dHcscX|*}%%l&~sx>TV z{O+(i1^?0O&}KOZ$!Zc9cAJA=63Yw88?wGp#6v*(%zM>}CJY7D3;J-Zj)sESS+$5Z z90V`_J*3Xm%dZ^JSDug>)Fw1+sZf-f2qvU!pZ<9+r(1?PgoZ=v;Txao4$#&|r402Y zk10*l#-CJQ4GGfVV2@+6wv}~>HaxI|_NJ;-bH96-;pDGfJwn6UJiH=AojC>6^`4OP zEpL57!!h;o!;@n`>z2Fa71`4Fl!moAc!sF&pZ$EFgMOMmu(mX?(#8sq;(^-=u8C%- zMDN*b~7s)^V)7m+$%fsPM4*fq%fQvLcRS&h{5p_p>N2PCn4Exg64DEeQ?hhcJmJf>mXrsh(dl?HZ-wY1htA zB-JZ;xqCXR$h6t5h&D`f@Ru@Fxlo32GbZ~JL{GN{tqBcV>f)35GKgs|&+^57ZF;(; z53`{0M_^SI!kvI@3uS2!C=8DT7q3`WM~E34u3jmp+mbd!8g`qHS4gOq!3Xb-nJLp+ zwY8vm`EKAi2tvEQi#y1c=4wZ1I0#<;Lm@vT$o*A6lgrxPP#U(>!H;1ELrDKNt~^23 z7T%s{!^70a_ny@q`rc(K87d^Yb|5r8rmPL7s!r>f_)ag`Qcp)h)3ovJVs#hb%i_dk z{K=~ig`ZY5C;#|mgbe9Z>6YQ~_`RKoHXH?^A6q$~W!*FXiEQcM&K5K;&tA1>KcUV= zL)~X^7ed2Pu-RA?;zAT!b$VDt_FJ5;godNw;;&WKQWN>pNE>9@8A`+2y!;v1cc5+A z!SNCMfqG0Qb|c#G$g=a>0P2l~0ps^1l(kjsZb5VLJ(|N1g*Ho?8Xn*d>_KSQQYSBx zSHFoS_ugx0uzsD=a1X6V=5H*41p-*UmfL>tnD$SVQqHad!QItI=n=WRkF6_eTX(p z^YRwN>U^U5sbPlN%CNqKhUXA3&yd65wq>U#ML@oTJ2GUhNbcCZ1og<;o(<4$TLW)(H1Zv2I@uRIiClv_j^sBD{oU8 z9tlEwH&sIVJxT6|vbF_dh&JptH?MS4^@bm=kJu_}YciJ5ur?1bWKz$vbiR^dh&&%< z8AoV12p(QHw+Cp$66G*#KtH#l`FJ(;Xoy1R)OXMMwdo16c0AFBE#-&v>VxH67j!^& zTgM3mh7A=q1YHNL4uYMZaqfp8RGXJJyG%PqX*dW@J8NRDUN#I_btB?#t{#O^Q;9b0 zHyhZW7iYopXE^+ttJhU-Lo7ZPpQQaitgtk&bXdc^20M`6$+3!2c=L%ny@dHDM% z@>nRj*n;Na1t#js&ZwZoMP$FlSVCwx3PMSUvh+k)kl{A?NlL?hbMiLCswBjhteW8- z^0=iI+T6TQq5^yuRyO@7s%&ZKGD5@O1s^|aehk|B%-(;&9|e6;lXSTSjc+%oj@$`f zMO*2I>7Ucf6s8SRzUWmo9BXneGF%ItzJf@@G@(vHU20x*?$Ql8dF!ksG#pYF-wHVc zZaWfVVMO~9-EC=B5gHBxze1tTV-hybX;`M-qcBYx|DCI@p3F;reVlCQlGQ{SrrG%Z zKr#5n1Z;6#kZCQ~5E>4GhrdOr##O?`iy|&P=n0ZzEump;PCgP6!Y}&H;mfYc>Gqn^ za1iXg6|{P#p=-Q?t7O{xbwnGUL4;SX)jKbRCTuj!Af46|8upuTV|5(Re1HDzlgGSs zg9XjTSH1TjrrG8OACY7Fjnc5CcK%B@75HuO`>_vX+OCa68>TsVwPt0|HgCeyv9hK8 z!wC)h&BF_~W&y3ziuZT@G<|2b_$ETb+Stx)O~|%-DK8stf=Am-SUB5+2h&o(EFQoA znKQE2j#<$>{G{kK#2~|Gdql?ueL5Pw#X=iDx$X!~`|`7e;R;2CtptWc;N{D4_3;~g z=&a#LEYUVX!y#~cSn2o>^@ZuQy|CYHx}ldT4Qu1)k^{le@|726^k;`Y8%^I%q+ytk z*9*mk{74?U+%41U?jSUrAHrjQs-N+bJI9Xu4b?L@-A*eSJyU22tXwxqbQf+VIPY^w%{SFcuwv>OX0wLQfjCqqu4r$>-1cpa~5K{FfSqmcQG6^;KMQjgi}E0x}GYW`CfRV({4K(=x5+1wzAqbMbxDP?+9Ir#xcl z%3I(fpSdkJRngO2JQh_+y~MCSN1cFpR(ZrHUcTwyWL49|C=HtA3rpaI$&% z`;F?tPS~=>L(AFaMZ$o?8#C-^YE3RIu1*dd9>lk>8TaX z$M2M@{=-GOt~@Gd$jUoJo8~vZxtJf4_w(;xhQqbCcL@zo<8J;@P|wdis9SrftS#R? zLc@L&o_JBOWLzFzbgfMLNNHG`@XkOVp!I1PZg@v!>wTgP)4V*Us$8hu%83z20Q#Ws z^?=ZD6!^e$K!TL`^r)w7Xu*dBhTSHd`>BWCn_fA0&p#jOQ^;RR!_r*5)-4`ryVxsw zxI7dNJ+jc|<~uZfVVL&b{4u(0>9EIyhKH$(|1eDn+8X9~A4Rsb%o9Sxe)I5;g6jKT zwDHXEvZZmK5*qfKk5@qN1Z@k(RF6myJql+j4X2x(_j0TV11sq4g^hk~`d-xJXG9ye zl$~#?iMREiShM69RC!KV*iJ8R$ut#c83JmilxfLcSkd^s7&i>7iIKC0LsJZwtd_REF1thAnmR z-q~Xy3a#!xYT(ZgJ=-2p8jh)lzo(Z079o3=g@noDYS|m24UbZfoxR_vZvCZun#FJp zE9@Y%~{Bfbjy2dltGLeu=lLV6UWO?rAJ zjV$dCg=vQJ9l*$B!^gDD)oB%E+Br(Y!_>~NQ0#^T30vC4 zuqQbAn}s$T|CkO0OV_tA(pJupYTqqr9=;w|7w9)-+_hAurTAe%^YKAn0Q@%Ni_P$% zzeQ=-Z%)2R(-^dsi5qE;tZm*;3vF)RI$M=lMZZ}-zf5cLi_q}Ma`KX#<}i`ZslBj) zoFQ3%6B@Qu_>GktGNjXn6u~m>Ii+E3Zhir%Hu$Y^-nA2D+L}K^8y;D1{&7}UV9(z@ z8z$2_{3SHaQeFd{2518ZpD`R_*(1f)AB@2?5C2s(0sJ;I-p&yDu&{JTh%-WTFkzoP2}4GmM1}oj%r={nj%Ipi9^fk>d3d7Reys9rVxUGMbMTQA!Z!{}ueATO}NRQ9WZs;>PIJyN* zc=^N$v^c5af0u($DuxA3*u{$k=~nk+fkpBZ5-TR5X$iv9ttt%D=s^n%EzeFrij$t!46 zEq;e*iE7xpzd>m@dwslqQS}ZzH#Nyb|5(rm*4zLKZM_JGoG5Zru&K)q#}dv)bSvbLr1 zi8f60*;)C~WU#cwpB4q>HF>UXy6lvt)!O-X3jZ^DJiN|3!V6YMh_ ztS1k$pn06E@ zX^m1_&>Xz^KzA6Ymll+cC?nOsS((xh8Xl)^K2Ftd-BU%YjgqxJr8M1AFD>p<->gZ; z#ukuitI`r}cr3X2k!}XCv{JL(S7chdbcBX26*jm!0Bz2)JiX*`nlHTt&BcG6stwf+ z&+b)|X&)#JTk7OHHR{(w+i|`6`z_TMHJdXKZJ5TdDyV)r*Q@7@=&r6ONcW5chKH$e z$aV^(Es54>j$fKi^JOA5EX~P}?9_?Ouc76R%ER;*rQviFx;?3yCVS#+hPy2LGh1on z>6QrmcE9?FowB7vvJe{fn~R@Qj02if|V)!?iaG#|grqRyTMX7L)fR$~7{XgCVO z7J=#v6eUA)!->opE1He}o>Xt~)|s0wiyYHQ*@!kgOl|y=RT(U;e(Xs;ISSRY6B@SE z%eQ?(V9;;uxp=&+EkzDO!`hs@Bw-|IbDk*~aS2Etrne{!X9(ZPy8sEYxIp$Rvb1?Q zi8MSEY@BujLYk~Vpy4`PlU#&`-R8>2zNV8w+s+GEr(PLJhkk;fO+OXdo{J1D3&@L48R+hDO$ZJ7!^1a@TK%0JN zvEkI;p3j0NGz;$o$(zbH&9GO}2nJTpfdOyjC=_y7&}{rP;4)a+GEUX>er@_NjpQUW>^DA-9{@u? zFNwWJmUe)`aJt!e;eCEEbX%#A1u|`@i%7#m!OLsDRnzOa^T!wlR%y2d&CcJ+P`4kF zmY5vTIZ7W`aXf^ELn_?WTMj`O@I0ZRn)D2%VZV9#IczhqH0RoRhM#N`y+j-Kn~iU+ zj0H>6^lzEapCG!WRegk}S;~*HUV^qG-k`WLEm?j-!`fVYvQ)iX+y06kahXC--m6wL zenhMuFL*UBB*6cT(P1+S5NX&@etNC0V%7B2GURT(f)+3@UqGwpD29~z)=&0Yx-9+E3FHS%~OKV@Hatta#3AtE|WCt zaKGF1bo)VR*isvBO|M4js;!T+`L*dKO?yicZ8!+*BwUr1BOFJTx)buQRX+p!P>*VF*r68iSmPd*x1k)`& zNom+pFaLq{7$TZCPGBY3Z)3|4ZP-%b$Ddjqoy}e1luWA>LTFk<`4U8(b6%KU*3c~= zaajwRlYbMAgSJW=8bxdm=tKT8rQs;>n-r@2<$RRUhHiq>%UMXX+u8O}7f9YS$I95{ zVO6I*q2Z7UFH)=LO5Wd!Vkmz}TY=DU5WM_MOm(_gI&7@r-s%HN!`i(307bnbmN`Yv zVse5kt!Sam#glg&B=7s9PYp*!ttt^3PF_2|V5hzbAFiBT=#PS)AUQ(`4f~BB59b0{ zqk#5?YZ-4S3`_IyUu)4IK^*N18g3GXS0>VM5bV4VOjTR0NcY&#vaeeeLc=4$!)YBs zn|H;K@^VPMRS6AibMfEvq2RagVKEGwQ9mgS`_0R5s$T$0a|8{&B!_fwH7jlGfdF+Q zE;#g#p}Y5>>I88jwau_7yrsjt;BT*4SUVSKg?x-mbrV2v3{C9e_XPn@mBH~Aw8moKCdT-U}{|= zO>-Lm_Nf(!En9y>HB+s6gr*0Sor0^klRlk1XV^v!s!wQGo6vmVIgI%5OD$K)A-zLs zIHbah4>2J@e&@|%*zH-=fM~-sVLwpaL=Ie9WU4=;`Usml!i0J%PSFlki7}o{MjPYhPNWxaQ1rnX}@|M z=Rmr$hNF`*tqBcVDqPR449n-H4Nf$bGbC;pq2ZW%9qfD}3}U(zOk;RUPK zpsiEMa&=_CO=)AH&Bu?N3W49&mrHE8%~`!Ip<%xXTT!Yddc0rV56bzLq8*{(m^ygT z;SJDsC&7-bewzMizC~#`3jBtDAOzu2NGHRk#QE)sGz_!zP5Vb6t=G_zb>swT(!qiz zyfCiX^?lwN>3|&4EFB3A4=fu$QCH`sh5F=;Xw;$))2Eb%gJ9#ki)CTZPuT9sCvStS z>|~+M!|Nf{ouYA>`xp+e+IJ>2tj)o@YTg9D4e6Hth#Uo57ed2+bMRaAzagfZlFu-_ zk)(A${zZp{-?$<@_L1kPIP%jn%;+K!!dR6)06F>ZETNn`(?k??n`J`o1OpuQ-|Qc z7o3kJ)6(=KH0(FwotNPd)1qsh8s09rPiZ)&cK%GT>T7krQIut}w#EI4Hca#It2SA{ z(o5NwHkWBF2M`*z)X86^Ry!fncJ z)-ON9(-~q~Vz>oOXi-rBv^6;QqQ9KIF-BO>ynKFp2_tKH>q1%On4Y9G90j3H!UIt_ zGjQl6nKo`D(S|cbDEL(8%8@7~hf2t2)$erVbWodQB5*QAG zjbERd1qsrt+Kk#VE$ui$!-fi-TuXu5PJVl7_^tbZ(y%rUuYxWFi<*}k(iu(ymW(Ib za7ev;F}NT6*7V!ym~w)&oIq$;oA8)e3$V0n&gbo9T8@bpG%sHaK7}Z(%UIg*%lS2> zVM~P{M!CV#Y7dUZm$hx2M6}^_^YE!xZ5-E`+v}X4rYCRL$rdzTX*C)QZIi0*EI&;D zwcwsYU^v}8yec&bjQJS_JcgHGzf&4^o84ohW%8x6*bvdf!FvsTi$Z4-8qPKc z-wP=V+LF{y8quLb&)p=m2n}m<^6~-o`16+r!P;)ihkdd`D?mo0q?~9eVDcWuxs~8wd^i&Bl*C)UV0aLwjtIr?)qhrumKEDSEAFU)~w+?SyY6+OVZIew#%-URN-XeIl>2!-B@Q8`P`F&u%^(B?lqtP6ES0u<&2PNx%XSpe0;t23;Z_!^!WX96y8!Aj)I$?vULW(tuNdluS^R+ zK(uLo=x-$)E?YmqkENk-}vZC=1pt?4aD{#g;nf8m) zu-`oV+SL@B7%n(mWgfPL{RBI!0(Xra}vzGLUbR7o;=nGM=V1oNvN)tf%0&C6Ve^m7_4> zIMIgv=Hl-gs#CTnZDSiYwX2*UH0(DQzd-d0@~wA_7dvIYB|B+BbMp7=GC&j-q-j=M zw)8rs;V1|_15|h8@1gat%d|PCEVQ}!&hZS;mf7tKl`U;}n$WN|FW>i37xo5LPG%@~ z&2)y)a7=}xgNH+NJg&if|5&nkZx z+MFXaoNrFP+pF&ARxdkeoj<1f5-In2Lc@OJ+l;EuX?Ud6bNw*=Q~#F2G-><}<~c}^ zr}Lv+^V4)`;r|h7*loPbQoRD!pr~t;KihOz*9#UfUY)86ITE%l9$5~7=OTe&r+Ijx zn(DvvqG0+~emixqeYc`H`LXFQ(6;$S^R_Z=_a&lDivd5!QbWFE)gy+84!CSV6FLp` zfPt`R!`nNuw&GU^4M$Yi7F1<#^@H9mmub`i)fc*5ER@(T-ZwhFOH*VK$d6d?@MQB)? zo%a-c2->2iIgrXff#{<&&22){{l+q65@blEq+deiDBQQA3C&@z11-_t9fk)rm)s%R z@VMeNNG=$p2o8P?B?cH8qjD8P_3|4^ z!$ENHO~D|brQC4d@bce=`$U^Y6E@x;L5dXor=px7T_0G`?A+31Fu9#h*yoQ-^FAar z98wRj?&}C2g&zmv8fpc9Q5uedkN;j<4}LpU|HNWh+x|yH8}^&f1y^073dwV1o1AY$ zA6w9Dyz^NQ_$^a|(S}``(oYCY^Bb?0S9dUTAGoqkwlv@=p<%x{_<~0DaPGOsX4qmp zM`_xpnJ+?A|D8A2j>eLwx5>{ew0U{kzLpTvIJWk?RR>fnbSsx4`Wc>Bi6e#`ROf@bI1nn1pFUf;XCtnHZ<&C469soTx}UM>+$&bKvh zh&Jpu2j6*%1LO2w(mRHG{_Wpd(A->GA<$+USM{xIsqLKw&EaCzIaeVH!*)zHG{62# zX?jfAr~V&^Lh7)BhTA~f-V<$@=H@f`4$v04$%1KehV=emL9_E;MQ30vlqvZohTm`c zucAU92@S`TpHjR5SpQxHQ^>GLpDbW}-Jo{c?|+QZ#Shb$TZbqNd(Fn@%3C1q#>RC= z{JE>!IpVXGG&?PMQ_l-^>VN-(9D*`m2n0iAAn>Xob@S|fltu&Pah376117Y znD&lBXjq$2$JiKR+Ooim!Lqi(Q3(yl)Wt0=4wGg7mxYVT+9F4@pb0PHsnxwR?H#wQ z?Fgme3=w|msuQ-q;Tw<3w2{$?HcWH#jg>HSzD91goZ8k@I{Ea(V6K_ zs0FRTt`h zUFLiJ&db`mCMGn^Z~XXVG=#LkrIjyankNaNVQoHs-hT~f?aOU4JmB+#(r|*9VC&Q(Dlxya$1La_82H=AY$}l|0CT=HhiZ-+|USAoPN)?V1%$cu=Jn zuIx@fEFsQR7O8>-4Oq#-md-}stW z)wX+6rmiSQ;Sr_bacbu^9A5Y~7pj~kqD7%TlP^n4v|+zF`M0?_jMI1a$5CW$Vd)4B zYZEpIj)A2^vtKmqSLRA@K@+}ND}k2W+c@H`nEq{kXGP;}Oj1I+Re6)fa4|7F1CfT^ z=H`bxIlyga2TbcF4~6a-2@Si=$qOu1dC8BY)gmfM^^p295t^2~d=sw)Xqy^P-mru8 zi_)+*x0mfloq!+|{byJid3xKInP|f_8&5a2gS7F%g@`uVx}`(15E{1B$ICUO< zsi(Hx(Eep&Hlj_lly@vsMYGRb%|^@Gs%0lM90deReRrkL-A)|4no703NMOP z1zL*wu}jL@ZdlQL{J>6Kg}vOrMHQJgH>ZU*S3dURbR|T=@nw&p*+QdSgr-G-Kdz7r z^6kRY#~o#DnQ{{v&Nmm|7F4Yp-g}xE>NuWI8jh)px8iRD+U8VFxI)&pGLMBeFSk_P zSLi$ORAZUeHZP%JZBBmi>?CCG-aK0}%cDMTK0?EOv-1W1Td*|fXQ{68{Pv#Ga7^ud zMv4y^@-vcf7lSsn};^BuL>QTZ{-D-XI({yP= zT!e;$z#B-Z4XNNk_s96{)W2Az+ysWD+1;!q^g}Q-Ux!VGg=I_+p<%BHi?`ljXve^Q zKmCU4+D=;0ynNfZKICqhXS?3WxjW8Fv}tbR`Jpa9l)H4_E^DjoBQ%_CKHk$+T`~Vq zd)zBI3Q6-58rJ6HN3gXa3h}3OF!=2XrQw(g#li0(3O9z$9WDE9W&sOr4*tbbt+JLT zEj?fMTm6EBhPB!F4AKKEt=?eB7(Y!P3h4_Gnx1d;Xi_~s6?Nv$sIs9CtY9`?(WDk3 z;{z+k@JrK^cUfT~4IAp=58tYeb{(&mOC!@-7a=s9AWr^kQoS9MAXPuZc}%XN7Bt~r z#&)2cI$5f@tnIB8&Bw2Y&V&T{+3>qz3JEVpv|+#5dH1tfki4!UX(Afa=zI6wiW3_4 z8|$^McHUCe%NSqI4|fT|!b9H1?-V@&I~Q*lTTUMGKPU~`DZKnp8MGCiI6I>pgWV;G zHf*PxF9ef8?pBNR{)?<_Kq*4Q+T8qk>P+xq{&r(SY}s$cf(Z@#P3S=21X|QF`DV(N zMlWqe1M4~A^B9op@YX=BO|ZFo8ox=JL6PfV(@)eW?Y zA%uqg=HXR7vA}ObN4(f9cQHv+)`BK9tWE{mLSluMmo2?wMH9L)s%LLYmEL^RpCS4* zKC>LrrbU6Zs5lLnZ+B%m2+JxGZFtbTcry;wx^~y3Yaz0>)|D)1!uF>+Y`%Z6 z*CSb5?odL*$?N6q6Wf8d!~4@3EPY35*isLl-UdNT&zF7PS*F z+X`>pTUSor*fj|a2SI2nKMn?c!^v%G$+XjyhSSZ)y950OOYd!4`%wb)8uy$1GO|susH6YsXSa9%>6$*X}J(DL`rnPHGXjq$2 zcb^4lcW$RLyf~h(kp)dSo4g27IF&Q}y{zpMrQwlf=S@r|LKF&YE@8NJy{$3PhG|~@ zYe78&R`b@Eh_fPnBJbUV&~Oxd{1&Ww!SzI!=!UjRg_;r?&NnY#BB^uwmcw@3l>PRX z(lkr?7UKiRw?4UR8a7rAHY3`wr7m7Jn-k`cj-!rTleGun|4`x$WYx^ zrUjv4Z9;XQy2Je|+oUjATilj}rumI;z5Rfg7FZUvOQxN(q6wdRwY0odsdhJc4w>A_ zLYs?sO-%_=XxS>j@Wg$M)`W(mVCS@BFcyxkwka+FWlL{c z(VV=nT3zDKv*Jq{c_v@j#zLEu?_R_PZL#Y-zbaeWw531X_Cy=b5C`8*Ro{h&Z}-NPX&pLP z&^-KAO?4Qapxq8bw>^7DLc`-!h-qY?ZOB&iAK7o8t!NHjvoaf^u;bN`g0iJMIuUJJ zO!=xN2jttpS;GxGd3`$*8Xj40evtJLEd6-G*IwRnDAI+{a7={<-Y&w(ihRRvC~%0@ zmC&#@2d_TN4Ec7WMsmY*q{k@@YqRqVQ57(=(~dUW=^WdQXu}y|=iB!V$lkhXAKjEQ zB(yuBVQn5>Por*#zRC2_P+OL?2ccnYHeP(8>Pd$kX%f*BMgP%u)r!V920uYak7T=J zDAS(VlSsoM6?!+6gOC=;_Uy0hwtBq?4ZF?BD_{;m@>YFRew;k8()T7b>^2{-GPw=I z)c33RUYYig((o`98v1ktZSCe1%`VfH^|8?A=0BZPL*h^Is`Zln*19jDVZZtKIsHe7 z>FU7XMzXft{RmBqDevw$6f8{_C^2d2|f1(XX!NE(8 z`+%jJo0dN4w^Sbr-3JhwW+^MJR$Y2q+&enk57XE8-hl+BN#g}DkHKy6PRA=PyX_~X z;gH&RagO>`e{_^Rkxbh+h-kw>aPqdP`CtY~b}rB#U&^PTHKe|i{ z9ztl?QlYtH6`-wpoy0JO#2#uv6D}tv1izKMnX0y|?F^-9e&aW<%YfffmalVGPTq;b zh&JpuH~(U-g?yVDTGMb|RAo4!Y5B%!>h4+m*g40`8Io)Sq2Val`M3EH46Iy(M;KO? z*C`EKYUgb%Gr;tAqf-+@!PVT67TP>~y`@f0Z*F*ISZ_5NMQAvt!gC{vc6Ud6!&z3Q z(H1l}@9(ch{px?`e3ql|gwk*ngi^-j5YwJJTN!@UuNp(NVVa%aLs7TFdn9l)l(V

g<8aC9%f7Dk2Y2GS9D`Z1^OdvFzZf?G{vI3@%DG5&h^iN2-p}vV0G~O!f6U1Qu z!iVSlUemu=KPe2yK$yoTfZJA1_-N=nvTqWRrn$|*%8(X;wgJ7aW$+uSYa23|(6BZK zKO>$2w5*Xj8D5?Xo?=0>^J3_OU}<29+vDVr#`%}fu%&jsgjO#$3@zGmq)a<)MYC~B z2SU1)tk=tM*JJ!tq7A2;hg(`6XcIF$Fx0G6nPx!~PEpi1CjX>dhTo>irV|<-rFMRb zQWaUg*IWYwd+N(So8)|ZOley7@{@{NFd=!b2h^2m%V!g9IN$92xh+-7 z*x_7J!^MEsa|jKOdOJTlJqNV(|D-iET*x)of+nm5RV%=k`{&k{^X)CAVZXWf!GByB zSskaYn;_FR%_G{d--Nr@stI}bE%6h|+1q12q2ZC`;y2^ey{C}w0}U(k{0l5-UVf8% zE<|C)wbPsB4EarIIHnF>_N^|WOxQW=kxbjSkZ8j+FaOlnhL}bxHh8TZg+Yr54ad~O zyR0;UD3lubz%YlDT1;p-3Qm4!U7b`Miq_X~iV|xHp7n*M4O(y>2eF2 zoj(?^6r%9F{M5{{->y*_j)KrxDH~+(!(MrM%e2`mh&D`f^ZolXpzX@cjd$cIG+1dt zbMmqkRpEXkL1-nJmVT85&BL>|7R2;;<2F5HOCL}g&JZ`x-b)bEw^4dMl4H7bHPMD? zc3!}|8faezBpu|Z>5J&rYb8AN5R9Fg(s=mOE#1G7XwyCmyjHC^ zSeo0mC8_MULE(gkEp_rAMk?PTWvJXhwzSkHLc^8{18YCT^mkaAVY0SZn+XkPh;Z9+ zH)zX|O~Kgod>_`JzVs_~>&eT}3$xS1Ao^6H2%qgWqm<^gfX-oxPoC!!Z>W z(b>V$%OPp^$l4n0AT%6P4}WFo7G%iXtb=mMw2V6~Xf7TFRjj>sWtktcrB5ggN5RJr z#wtRFd|e%{rL1k`E}{)b!O1U=s7nxYH@z@445+6PlJGyvaug&{l2dpUkqhzm$e8b@37hHNTDRaLZ7jbLfDD zHZT9trdk{?9FaESC!oHl8FA2p#y_WN09LwDR>PYfA%_SIC$ER^GiHVaN%B5zY5B7d z_b{Phw|V#;`4G^y?Rt#m{vhavo~1M#Qhr7}24Hsw=gcU>CLJNtFpSswsQQM2-wN)N zldalO3z&l!rK>Z$kw=Dgk!gX)2n`Q;Cr=Nx*IVgl%!u^Rmozsh4M)_)Kc;HGJ?+Sp z5napl7|cCRwBd-_*;cQ*7`ObN{3&Ha8=W99%~1ZZm})4KHTFTn3OdtCLemW8+o=_S zmiR%Ih&70A=o2d%uRTZX6k{ufvJN4!1|x}GC6tj)=DS2YGJ{a>oW#Tn`bbT-VeAyXgCHQ{wAy{NVl!s zVz_!%{34;@7&!R*AicrT#P!n|9us2L`S1BQkRV^9RG%el3%x>U*l#}mpm7DDUFkMBKps~~uUgQ&eBM0( zwCmmLm6B;!DGiSVJHLiG5Ta1yNxyrtrL(RPZI~vsybplv?Y(Z;zcQ`Cbwa~YaPT9K z@j#1uALhDhag%7nesl6= zU;r%KuFNj-Qq~rBi_o-@#ao*H1WTtp-)HE;ljpVt&BlKbrGX6DesxiQS=)O`!) zt$WZmGvskjIeWLgPl0w|?f^se=Y+>Z8}^$}KrkKrHag(WW`9Wa*{$jmLc{st;|FZxz;8E0 zTeXw@7WkCVu-|OF&Q(3kyVv2m<ZR$bfm6cU&@fuuy||xiqLSn2_0fPLW0DZ>G&>Nn)fxK z;RF#XnqtAgsrD-FJkNS8Jg$?jbn%tMdJoCy;J`Eoj0tu70mI?={+R((H*8pg$mk{pR8Y->u<8AH4C%0@>1^l!g;T z=u8?3(k)S7{CRRr_eLh#aE3T|!JBFp@~7(Ey|Uj1MEI4bYaaS=vFiv}9BZ znuGsfdjOU;t3EHHnVO!xF{2S0_M4zhHOL!x{#CfF?Ifk)?Dg>Mtqd7*JN#}p*>B^b z6K&XU9zKsJ0!xpzPTfF`X{8v1rpJ`+L8~r26BeI*EL)l+CZS)c41VjIbi`R%Tm9IChPAo*4ZET+P9LS2 zVmKSl5QosPHeo+11<;}_?P1uld}Kwl^Zm~qki9!U_j@Pj+wuUS4d5BJD46WWOCnq!*bO4p3-m>T>LFe zAJB4i9AMay+LD%N(`bB&)E6wBP&vv)SzFI^godLa^g=2KwA%GU44Oh7x!v(pGtn3{*f7$kq;>7RwtnFtI^bMv#wL@=;ox34o%rp3ujXgH*9o*=5Kx=g|nhIQ&0 zO2ZS9Td)+8*L@{@etEq$F$>X#-R9(7?{7j#9}M4KOt!R2Rzkym6AFDoL0h|$cEj!F zWd9Hv)+SU-34yp|mdx&|+?Fo<+8FPBsf|PF_i>sx`+}d0$N)^bNBU z8qN?Ge*hvFXz{}O8kR_za#+xud^=UOH0au?l;Qf{6DyifU^x@~mf=;*rpO@Tga26Q`_UIP09`vd|`M9d`j*-eV&SKb)(%2@S{8$A5;abFpK2C)?zF z3-nmfgvaSs?Q*W;IY!8|>sB-u|Fxh_!yPlnu92fK+iRtbzv?j?Xe%a;43e|Ap^wmT zhS+%DxK2QeKBY#)8d`trB4d6F8Y`!14>QQP zV4+M{rA~#B5X&CNa7Q<+Afe%r;N`m)4?tUo7dK|e5zSMG&~OYKJU`0A4AO2~8bj&f z2TH?!^YY@<#-OcWn$1gPZCeWyZQ8iv`JrCcd|b4d;VNP8B7}yuIr(p_d_a32JM@hl z)51k9XbyhiDGdDf;_jt(vZaxWST;2x-0|rmXDYB~kZ;j4=8m}V zq%T577PrvGYg2E4v{`-DwveTjEkR&fy78a%eL-4-IG2yflUux!gocNLhp*kA& zA4gnm)|UeJDbQbe1UZnTPDO}l0PjqzT#vsy4=;edMi zy^M13Nr*D1bw58%4`}kz7BqhIU3L8ZF>$~-IdiX4nC3KIq^2rNs=n-!Ri@1@L!@D+ z3Cm~oqdD=A(AEAB=mBjQLTFf zgeR1SQVQp@{?e-ch%{BVjX<6GxE1J+KIhp#*pUP`!8Mn0}(WZrzpZV8?5x;bP zS;O7o-jxUqht$oNf$DkW0Z&`+_QzCDkV2srH2#&(2GaW1%a>SoTcpZXF#ZB#D@c&+ zyOSEa03M<=oFF#7pIsER9qeLXC2JdA#X_5lcW7z^wAOF_YcA75s#?(8yaAnh{wV*- z#A{_*+-ih|lh?)j_Vod6_u@7-bU`{tX*fZI_ZpHy@{Ue&?y5gQ^kF)sI?<*jFE7$o z-J|lKS!L+JTC)bB;h5U_JyX>&XW8ksb7gHoH3?1A#$Q-p2!89f@XHH13U??C`_0R{ zN4172B%>{j;n&*2T0|SR)aPZ@pX!Q#sq>=^E4OB~EodIT*Pt3DcbWauP-2p;js;CP zRZzXJFWybu%KxF)Gvp*Fu|(@6o6?&u&~#liHsl`t;VJ zo&}AUyfp?x2M^e9NM3t=0>i`9%MTT*LApf^`S4gyx6hP@-R9bMkbn3-XoNTEfqF=%7V5A>60XtwT)_Gp-s3SlMA%f*^w+_ z@uq7l-;~faZM@`rGvr&rPTwLPG}dVenh_e#Hy_`aJpqtL1>!a_|=S^;J4?Q{u=5()3ziu&2M}{ znhBPAR!lXt@VZZF*is)~k*kxUW5XL6I$JGnWueW*Kc^i)+a$-MNOJbJXiaEXo0qqC zi~@5=(2QlBWLowxLc>w8^O`qRc%Lcf8$*V?qBK0}g&HKab&>hfK*RceLmQ$E(>(d? z^mlU$ply8hdZcV=m$nu(AFqm3Eir@tKI}?0yj;%UqXj0$51EFDUUjB2T2hbiDavL@*i*>Z3@!3)p z`m`P2(Qp$sdM68-k7uvizBpBJ;b?hAI&MW19+v(Nv@gN?oic4~XA5mkzHR&)=8y%x zavnLRpjp>#d^^8yvpFBa`qvbnIJcro$ulgZsejAvtxJ*mi!-8h#tC|=P zg^`XP{bWn;SeWg3?%^X0#ak_V5tLXF+rFaasfXwjoMLxSYK|C=HJVAKzS2n*`5a zBr&X1clRgSFwM?;(>#ZnywceI&E*UkFo4jo--IU?3V@}X>^Iypt;9e=!`i&O?bcY( zHh9zTShC+@4k9$1Z$4fM76RI~T_0`8-V>CjY2(#2p|E~CkUsSsIeW(rCfe}G5_*ZA z2TRYad~{BxRT@HQI0`m?zN4O|_%CzSGBPdkP(s6&I`}y40+w$2C&19g>oTQbOI`fV zf*K3Irc{V2XUL3U7TSEgt*$DqPFQlYp~$4(a6-d=bMqaH>=1>PgTCgFwWS+DXgJ^8 z{Dh|t(E3z(dP1f>w4!-dpG4?8-N$l7v`CNvxcJEu7zrWtNFUMkbxS<#&Qz_~4G%i2DHp;~a$7@`fwRQLj_ z@`i6w9E1HclD=WqeXIqIZ%XxpVLE2VUBe3@o^b?*gJ9<^Sk=Z)fwMae=k!0UXdYfp zs+!PUDpA8Qh3p+~q0Pll?bKF{r{7q^d*Op75E`CBgwEV**Yae}`p4xUl$uCr*l&C{ zMD?1T+AO53oNX~C5tx>{ys#_~=E|u@H@%U^{0U0KhT8eVVkyCG8#`1hDQg=ynP|f_ z55Hud9kgZJ_b0lnEp&QAEh&=5^dU;XPr!{0qkt)zGeL|-Ozf|2n-wQ;~xdJ!L=o9 zuA$m0{d7XZ(tP~WtlG&WdSB4+X?{p)*log9|AG*Nl!M|Pkkf7145AIwy!_Lw-uHe} zZ2L)>)_NwPVN1PyNu$nA|4C5LaDbg_7NOx`Dm3Qa3beuRzZtZ>v!V$-G(12{y0qbQ zIYTzhw$SF{4fJzCOtbVo{Yj?vm_ukd3c^<2b%F2k%UVSJOm}^1fyR%6^+Md$M zTgf5)V+9k|AnG~!Du-7Yj&%>rBhv7|^78xiY6mpn`ulkDd^B{v1g$1*L2mlba=aWhPH91C=KU_hi?n6fFRU8 zGWv)d(g}-*Hatr0{Kj4y$hKy?mYtJ>P-QWpVYdly)3*g}!9$j3leHyXLTK1;KHjnA z7-;*rXa6q$xYA3(u2LHI8~Y}x3&bEDEzOD&W+c|}5M7*=~5%{Cks)n7(v zSeejhUA?Jt^W2*yattyoCp7Fe;R;GA@Y<3zJA&mHJft)nQ5U}nn*k!a>e`m0vfq}i zu+Zk={ixJ?wE=_Xzmv6vt+b#y_`JIehJ1s9iQ4$J=|evEDni4S^3F7cz-`$=!VE+H zofXW*ckzaUw48UNU6n(+X*H3C2dR%Y(yjp$$iE5m7|yY}tsyj=Zo-0QIas=~av#I) zr*|!(VYm7CsD!O} z38D}B!RrYPYjgAZ2KD&g!8M}|&-?~&AT%5WCokD70kjM&5*P|V<7~8|@g2t3kZ%p6 zI1C-6&QcnVsa-Dhx#XI8R*u5taH0+S&Bqsl#UZ90Lp~U4FRE`MG_1|VThyy(4qxW{ zP)*jBVl$!PD7g6P&K&StqedqK{WSd(bCc4rHuj|0Z5Rp3rc5*JY|Yt1l;JV&;1N~t z+9dCOyQW{6p1TdV5*m(yaN)N(Xe;}ANFte*ahnBAc&$A#%tsAcY%;VUcuZ+H214#Ni*uKj`n~R^HTmx;fb{&o<`>oGzLesSIGcna3 zZ}aP?HT*RF(_DCu1&v=BcYXsds3CQnfYgW*@SG*?I5l zE+DPV!O2VIrl}+L5otI-JbYQ10LE3}z_g|PhU#O!{C+~ih6**`>Ls>~iO!tx$3Ukg zJV0nzn}dH7rU9)*>$NdtZ5OR*!ULU+APO~|a}AHRPd`YsVM~S0$`&w6+pLOd==fXr z5TW7R_3|qQ>Q=zht93TXeoJ%Mf@b4Cu(knha;HT#Wxw6CqS^TjqILv_&(6_T*0$sb z(T4pd{AL~obLHP>gA6qxEsqi!{>Iq&3kz2v3ahHeGgKbtI7VnV--M@@UjVJesLT!I zk@d!s#;@B9gY11*yK!~-uYqrp#Mc-I0#;T-tiI)bvEnjl4<)-5ovf}3EhaNLP)m` zOKF&phMu;d2@n6N_c+;Z>$Hl!im<;=h_3!)KvKflIaIK|k>v(S~V0{uqtAtzLY8l}0kH>Uj&Ao8L86 z-S{t^2tDMd>B*b?KSIMpfv+0WiRpsD<9f*Hc8$Vt5QMWBwQPvHbm1CV+MEkS8g?81 znY#m|%^FzJ?uY5w*5D$6Y0~%+XBCiEd{}Nnaa4v&goblhX#Jwv;9gnY>7}ggA*Eq$ zK7N?1eu9^ox8|ZeRW7@1rHvO4v<1%A^4M%Wmd?3dq-(F3PNi~)nGFq`mV`x@@~3Dv|*ZqpT$fEzje&}YoPobY>(>} zG%qh1x&^dD#imDm74%W+y+LSrDDX2*wLVH-_}eJi(4Q2h1%dCX)PSk7>92=%WZJ%) z7Sf!&%2l;(h;*y)MmeNIZV?)uj$EA96lk|D7P}@7h2Yy3G#kJA-V!F>dcRGz#SyHg6vMc@3d^`_`5_KPF@$kmVX^Ge}R2=fkP8wxst74ad~Rf9Hk(ty_Zb%l$NcC|t3k@p88U5YpcxE*eT^ zr#~Rla7ewpyUGKYK_=fyY3Sxt`yrv>AlRMkK_Imp&-$fOJ2^p8J+h$LxHk2j|8Xfe zqUo0IwmX!DgTQNz1CGxPT{%<^2>%ce_}zi=VNX=3$!6k kRxX!wH``MST0|{+^ca!g-+}}S62v+XEz&FaKanE+5AMxY?EnA( literal 0 HcmV?d00001 diff --git a/python/figures_application.py b/python/figures_application.py index e39c02f..d2d15ee 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -16,6 +16,7 @@ BETA = 0.9999 PARAMS = np.array([50, 400]) NUM_BUSES = 200 +BIN_SIZE = 5 # in thousand NUM_PERIODS = 70000 GRIDSIZE = 1000 NUM_POINTS = int(NUM_PERIODS / GRIDSIZE) + 1 @@ -43,8 +44,7 @@ def extract_zips(): if os.path.exists(VAL_RESULTS): shutil.rmtree(VAL_RESULTS) - ZipFile("../pre_processed_data/validation_results_explore.zip").extractall( - VAL_RESULTS) + ZipFile("../pre_processed_data/validation_results.zip").extractall(VAL_RESULTS) ################################################################################ @@ -52,14 +52,14 @@ def extract_zips(): ################################################################################ p_size = 3 -state = 30 +x = np.arange(1, p_size + 1) * BIN_SIZE +dict_policies = get_file(FIXP_DICT_4292) +width = 0.8 * BIN_SIZE +p_raw = np.loadtxt("../pre_processed_data/parameters/rust_trans_raw.txt") +hesse_inv_raw = np.loadtxt("../pre_processed_data/parameters/rust_cov_raw.txt") -def get_probabilities(): - x = np.arange(p_size) - - dict_policies = get_file(FIXP_DICT_4292) - width = 0.8 +def get_probabilities(state): p_ml = dict_policies[0.0][1][state, state : state + p_size] for color in color_opts: @@ -76,19 +76,17 @@ def get_probabilities(): ax.set_ylabel(r"Probability") ax.set_xlabel(r"Mileage increase (in thousands)") - plt.xticks(range(p_size)) + plt.xticks(x) + ax.legend() fig.savefig( f"{DIR_FIGURES}/fig-application-probabilities{spec_dict[color]['file']}" ) -def get_probabilities_bar(): - x = np.arange(p_size) +def get_probabilities_bar(state): - dict_policies = get_file(FIXP_DICT_4292) - width = 0.8 p_ml = dict_policies[0.0][1][state, state : state + p_size] - std_err = np.sqrt(np.diag(calc_cov_multinomial(4292 / 78, p_ml))) + std_err = _get_standard_errors(p_ml, p_raw, hesse_inv_raw) capsize = 15 for color in color_opts: @@ -107,13 +105,14 @@ def get_probabilities_bar(): ax.set_ylabel(r"Probability") ax.set_xlabel(r"Mileage increase (in thousands)") - plt.xticks(range(p_size)) + plt.xticks(x) + ax.legend() fig.savefig( f"{DIR_FIGURES}/fig-application-probabilities{spec_dict[color]['file']}" ) -def df_probability_shift(): +def df_probability_shift(state): dict_policies_4292 = get_file(FIXP_DICT_4292) # dict_policies_2223 = get_file(FIXP_DICT_2223) return pd.DataFrame( @@ -126,13 +125,9 @@ def df_probability_shift(): ) -def get_probability_shift(): - - x = np.arange(p_size) - - dict_policies = get_file(FIXP_DICT_4292) - width = 0.25 +def get_probability_shift(state): + width = 0.25 * BIN_SIZE spec_dict["black_white"] = { "colors": ["#808080", "#d3d3d3", "#d3d3d3", "#d3d3d3"], "line": ["-", "--", ":"], @@ -170,21 +165,19 @@ def get_probability_shift(): ax.set_ylabel(r"Probability") ax.set_xlabel(r"Mileage increase (in thousands)") - plt.xticks(range(p_size)) - plt.legend() + plt.xticks(x) + ax.legend() fig.savefig( f"{DIR_FIGURES}/fig-application-probability-shift-omega{spec_dict[color]['file']}" ) -def get_probability_shift_data(): - - x = np.arange(13) +def get_probability_shift_data(state): + width = 0.25 * BIN_SIZE dict_policies_4292 = get_file(FIXP_DICT_4292) # dict_policies_2223 = get_file(FIXP_DICT_2223) - width = 0.25 for color in color_opts: fig, ax = plt.subplots(1, 1) @@ -216,24 +209,29 @@ def get_probability_shift_data(): ax.set_ylabel(r"Probability") ax.set_xlabel(r"Mileage increase (in thousands)") - plt.xticks(range(p_size)) - plt.legend() + plt.xticks(x) + ax.legend() fig.savefig( f"{DIR_FIGURES}/fig-application-probability-shift-data{spec_dict[color]['file']}" ) -def calc_cov_multinomial(n, p): - dim = len(p) - cov = np.zeros(shape=(dim, dim), dtype=float) - for i in range(dim): - for j in range(dim): - if i == j: - cov[i, i] = p[i] * (1 - p[i]) - else: - cov[i, j] = -p[i] * p[j] - return cov / n +def _get_standard_errors(p, p_raw, hesse_inv_raw): + runs = 1000 + draws = np.zeros((runs, len(p_raw)), dtype=np.float) + for i in range(runs): + draws[i, :] = draw_from_raw(p_raw, hesse_inv_raw) + std_err = np.zeros((2, len(p_raw)), dtype=float) + for i in range(len(p_raw)): + std_err[0, i] = p[i] - np.percentile(draws[:, i], 2.5) + std_err[1, i] = np.percentile(draws[:, i], 97.5) - p[i] + return std_err + + +def draw_from_raw(p_raw, hesse_inv_raw): + draw = np.random.multivariate_normal(p_raw, hesse_inv_raw) + return np.exp(draw) / np.sum(np.exp(draw)) ################################################################################ @@ -242,10 +240,17 @@ def calc_cov_multinomial(n, p): keys = [0.0, 0.5, 0.95] max_state = 30 + def df_maintenance_probabilties(): choice_ml, choices = _create_repl_prob_plot(FIXP_DICT_4292, keys) + states = np.arange(choice_ml.shape[0]) * BIN_SIZE return pd.DataFrame( - {0.0: choice_ml[:, 0], keys[1]: choices[0][:, 0], keys[2]: choices[1][:, 0]} + { + "milage_thousands": states, + 0.0: choice_ml[:, 0], + keys[1]: choices[0][:, 0], + keys[2]: choices[1][:, 0], + } ) @@ -259,7 +264,7 @@ def get_maintenance_probabilities(): } choice_ml, choices = _create_repl_prob_plot(FIXP_DICT_4292, keys) - states = range(max_state) + states = np.arange(max_state) * BIN_SIZE for color in color_opts: fig, ax = plt.subplots(1, 1) @@ -283,53 +288,15 @@ def get_maintenance_probabilities(): ax.set_xlabel(r"Mileage (in thousands)") ax.set_ylim([0, 1]) - plt.legend() + plt.xticks(states[::5]) + ax.legend() + fig.savefig( f"{DIR_FIGURES}/fig-application-maintenance-probabilities" f"{spec_dict[color]['file']}" ) -def df_replacement_probabilties(): - choice_ml, choices = _create_repl_prob_plot(FIXP_DICT_4292, keys) - return pd.DataFrame( - {0.0: choice_ml[:, 1], keys[1]: choices[0][:, 1], keys[2]: choices[1][:, 1]} - ) - - -def get_replacement_probabilities(): - - choice_ml, choices = _create_repl_prob_plot(FIXP_DICT_4292, keys) - states = range(max_state) - for color in color_opts: - fig, ax = plt.subplots(1, 1) - - ax.plot( - states, - choice_ml[:max_state, 1], - color=spec_dict[color]["colors"][0], - ls=spec_dict[color]["line"][0], - label="optimal", - ) - for i, choice in enumerate(choices): - ax.plot( - states, - choice[:max_state, 1], - color=spec_dict[color]["colors"][i + 1], - ls=spec_dict[color]["line"][i + 1], - label=f"robust $(\omega = {keys[i+1]:.2f})$", - ) - - ax.set_ylabel(r"Replacement probability") - ax.set_xlabel(r"Mileage (in thousands)") - ax.set_ylim([0, 1]) - - plt.legend() - fig.savefig( - f"{DIR_FIGURES}/fig-application-replacement-probabilities{spec_dict[color]['file']}" - ) - - def _create_repl_prob_plot(file, keys): dict_policies = get_file(file) ev_ml = dict_policies[0.0][0] @@ -357,45 +324,45 @@ def df_thresholds(): def get_replacement_thresholds(): - means_discrete = _threshold_data() + means_discrete = _threshold_data() * BIN_SIZE + omega_range = np.linspace(0, 0.99, num_keys) means_ml = np.full(len(omega_range), np.round(means_discrete[0])).astype(int) omega_sections, state_sections = _create_sections(means_discrete, omega_range) - y_0 = state_sections[0][0] - 2 - y_1 = state_sections[-1][-1] + 2 + y_0 = state_sections[0][0] - 2 * BIN_SIZE + y_1 = state_sections[-1][-1] + 2 * BIN_SIZE for color in color_opts: fig, ax = plt.subplots(1, 1) - ax.set_ylim([y_0, y_1]) - plt.yticks(range(y_0, y_1)) - ax.set_ylabel(r"Milage at replacement (in thousands)") + ax.set_ylabel(r"Mean milage at replacement (in thousands)") ax.set_xlabel(r"$\omega$") + ax.set_ylim([y_0, y_1]) ax.plot( omega_range, means_ml, - color=spec_dict[color]["colors"][2], + color=spec_dict[color]["colors"][1], ls=spec_dict[color]["line"][0], label="optimal", ) if color == "colored": second_color = "#ff7f0e" else: - second_color = spec_dict[color]["colors"][1] + second_color = spec_dict[color]["colors"][0] for j, i in enumerate(omega_sections[:-1]): ax.plot( - i, state_sections[j], color=second_color, ls=spec_dict[color]["line"][2] + i, state_sections[j], color=second_color, ls=spec_dict[color]["line"][1] ) ax.plot( omega_sections[-1], state_sections[-1], color=second_color, - ls=spec_dict[color]["line"][1], + ls= spec_dict[color]["line"][1], label="robust", ) + ax.legend() - plt.legend() fig.savefig( f"{DIR_FIGURES}/fig-application-replacement-thresholds{spec_dict[color]['file']}" ) @@ -457,6 +424,7 @@ def get_decision_rule_df(): def get_performance_decision_rules(): + print("The underlying transition matrix is the worst case given omega=0.95") dict_policies = get_file(FIXP_DICT_4292) v_exp_ml = np.full(NUM_POINTS, dict_policies[0.0][0][0]) @@ -607,23 +575,18 @@ def _performance_plot(omega_range): def get_out_of_sample_4292_05(): - print("0.0 strategy") diff_95_4292, diff_05_4292 = _out_of_sample() - print(diff_05_4292) for color in color_opts: fig, ax = plt.subplots(1, 1) ax.hist( diff_05_4292, - bins=100, - # density=True, - color=spec_dict[color]["colors"][1], + bins=20, + density=True, + color=spec_dict[color]["colors"][0], histtype="step", ) - # formatter = plt.FuncFormatter(lambda x, loc: "{:,}".format(int(x))) - # ax.get_yaxis().set_major_formatter(formatter) - # ax.set_ylim([robust_2223[-1], robust_2223[0]]) ax.set_ylabel(r"Num_Obs") ax.set_xlabel(r"Performance difference") @@ -635,22 +598,18 @@ def get_out_of_sample_4292_05(): def get_out_of_sample_4292_95(): - print("0.1 strategy") diff_95_4292, diff_05_4292 = _out_of_sample() for color in color_opts: fig, ax = plt.subplots(1, 1) ax.hist( diff_95_4292, - bins=100, - # density=True, - color=spec_dict[color]["colors"][1], + bins=20, + density=True, + color=spec_dict[color]["colors"][0], histtype="step", ) - # formatter = plt.FuncFormatter(lambda x, loc: "{:,}".format(int(x))) - # ax.get_yaxis().set_major_formatter(formatter) - # ax.set_ylim([robust_2223[-1], robust_2223[0]]) ax.set_ylabel(r"Num_Obs") ax.set_xlabel(r"Performance difference") @@ -663,7 +622,7 @@ def get_out_of_sample_4292_95(): def _out_of_sample(): - file_list = sorted(glob.glob(VAL_RESULTS + "result_ev_0.00_size_4292_*.pkl")) + file_list = sorted(glob.glob(VAL_RESULTS + "result_ev_0.50_size_4292_*.pkl")) robust_05_4292 = np.zeros(len(file_list)) nominal_05_4292 = np.zeros(len(file_list)) for j, file in enumerate(file_list): @@ -672,7 +631,7 @@ def _out_of_sample(): robust_05_4292[j] = res[1] diff_05_4292 = robust_05_4292 - nominal_05_4292 - file_list = sorted(glob.glob(VAL_RESULTS + "result_ev_0.10_size_4292_*.pkl")) + file_list = sorted(glob.glob(VAL_RESULTS + "result_ev_0.95_size_4292_*.pkl")) robust_95_4292 = np.zeros(len(file_list)) nominal_95_4292 = np.zeros(len(file_list)) for j, file in enumerate(file_list): From 79dc0ed605e4ec91fef1642bf601fa1ae5434e3c Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Wed, 25 Sep 2019 10:05:23 +0200 Subject: [PATCH 02/41] Edited figurtes. --- notebooks/03_application.ipynb | 28 ++++++------ python/figures_application.py | 82 +++++++++++----------------------- 2 files changed, 39 insertions(+), 71 deletions(-) diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index dc58942..2f01cef 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -67,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -79,7 +79,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -953,7 +953,7 @@ " \n", " \n", " \n", - " period\n", + " months\n", " disc_strategy\n", " exp_value\n", " \n", @@ -1031,7 +1031,7 @@ "" ], "text/plain": [ - " period disc_strategy exp_value\n", + " months disc_strategy exp_value\n", "0 0 0.000000 -46985.962584\n", "1 1000 -5047.415988 -46985.962584\n", "2 2000 -9651.759569 -46985.962584\n", @@ -1070,7 +1070,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1082,7 +1082,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1213,12 +1213,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1230,7 +1230,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1242,17 +1242,17 @@ } ], "source": [ - "get_out_of_sample_4292_05()" + "get_out_of_sample_diff(0.5, 50, 4292)" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1264,7 +1264,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1276,7 +1276,7 @@ } ], "source": [ - "get_out_of_sample_4292_95()" + "get_out_of_sample_diff(0.95, 50, 4292)" ] }, { diff --git a/python/figures_application.py b/python/figures_application.py index d2d15ee..e699de6 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -326,7 +326,6 @@ def get_replacement_thresholds(): means_discrete = _threshold_data() * BIN_SIZE - omega_range = np.linspace(0, 0.99, num_keys) means_ml = np.full(len(omega_range), np.round(means_discrete[0])).astype(int) @@ -358,7 +357,7 @@ def get_replacement_thresholds(): omega_sections[-1], state_sections[-1], color=second_color, - ls= spec_dict[color]["line"][1], + ls=spec_dict[color]["line"][1], label="robust", ) ax.legend() @@ -419,7 +418,7 @@ def get_decision_rule_df(): periods = np.arange(0, NUM_PERIODS + GRIDSIZE, GRIDSIZE) return pd.DataFrame( - {"period": periods, "disc_strategy": v_disc_ml, "exp_value": v_exp_ml} + {"months": periods, "disc_strategy": v_disc_ml, "exp_value": v_exp_ml} ) @@ -436,7 +435,7 @@ def get_performance_decision_rules(): fig, ax = plt.subplots(1, 1) ax.set_ylim([1.1 * v_disc_ml[-1], 0]) ax.set_ylabel(r"Performance") - ax.set_xlabel(r"Periods") + ax.set_xlabel(r"Months") formatter = plt.FuncFormatter(lambda x, loc: "{:,}".format(int(x))) ax.get_xaxis().set_major_formatter(formatter) @@ -574,70 +573,39 @@ def _performance_plot(omega_range): ################################################################################ -def get_out_of_sample_4292_05(): - diff_95_4292, diff_05_4292 = _out_of_sample() +def get_out_of_sample_diff(key, bins, sample_size): + robust, nominal = _out_of_sample(key, sample_size) + diff = robust - nominal + hist_data = np.histogram(diff, bins=bins) + x = np.linspace(np.min(hist_data[1]), np.max(hist_data[1]), bins) for color in color_opts: fig, ax = plt.subplots(1, 1) - ax.hist( - diff_05_4292, - bins=20, - density=True, - color=spec_dict[color]["colors"][0], - histtype="step", - ) + ax.plot(x, hist_data[0], color=spec_dict[color]["colors"][0]) - ax.set_ylabel(r"Num_Obs") + ax.set_ylabel(r"Density") ax.set_xlabel(r"Performance difference") - # plt.legend() + # ax.legend() fig.savefig( - f"{DIR_FIGURES}/fig-application-out-of-sample-05-" - f"2223{spec_dict[color]['file']}" + "{}/fig-application-out-of-sample-color-{}-{}".format( + DIR_FIGURES, "{:.2f}".format(key)[2:], spec_dict[color]["file"] + ) ) -def get_out_of_sample_4292_95(): - diff_95_4292, diff_05_4292 = _out_of_sample() - for color in color_opts: - fig, ax = plt.subplots(1, 1) +def _out_of_sample(key, sample_size): - ax.hist( - diff_95_4292, - bins=20, - density=True, - color=spec_dict[color]["colors"][0], - histtype="step", + file_list = sorted( + glob.glob( + VAL_RESULTS + + "result_ev_{}_size_{}_*.pkl".format("{:.2f}".format(key), sample_size) ) - - ax.set_ylabel(r"Num_Obs") - ax.set_xlabel(r"Performance difference") - - # plt.legend() - fig.savefig( - f"{DIR_FIGURES}/fig-application-out-of-sample-05-" - f"4292{spec_dict[color]['file']}" - ) - - -def _out_of_sample(): - - file_list = sorted(glob.glob(VAL_RESULTS + "result_ev_0.50_size_4292_*.pkl")) - robust_05_4292 = np.zeros(len(file_list)) - nominal_05_4292 = np.zeros(len(file_list)) - for j, file in enumerate(file_list): - res = pkl.load(open(file, "rb")) - nominal_05_4292[j] = res[0] - robust_05_4292[j] = res[1] - diff_05_4292 = robust_05_4292 - nominal_05_4292 - - file_list = sorted(glob.glob(VAL_RESULTS + "result_ev_0.95_size_4292_*.pkl")) - robust_95_4292 = np.zeros(len(file_list)) - nominal_95_4292 = np.zeros(len(file_list)) + ) + robust = np.zeros(len(file_list)) + nominal = np.zeros(len(file_list)) for j, file in enumerate(file_list): res = pkl.load(open(file, "rb")) - nominal_95_4292[j] = res[0] - robust_95_4292[j] = res[1] - diff_95_4292 = robust_95_4292 - nominal_95_4292 - - return diff_95_4292, diff_05_4292 + nominal[j] = res[0] + robust[j] = res[1] + return robust, nominal From e26dabad8e79f693beda94ea4369f2a65395c288 Mon Sep 17 00:00:00 2001 From: Philipp Eisenhauer Date: Wed, 25 Sep 2019 10:27:22 +0200 Subject: [PATCH 03/41] polishinhg --- notebooks/03_application.ipynb | 142 +++++++++++++++------------------ python/figures_application.py | 25 +++--- submodules/ruspy | 2 +- 3 files changed, 80 insertions(+), 89 deletions(-) diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index 2f01cef..3468ab2 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -27,12 +27,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -44,7 +44,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAcGElEQVR4nO3de7gddX3v8feHIBQBESWlcgcbWhAoYKBwrFVREG0NlkoLUhUUAYXaU7UKrYcI0vZUrNYesIpIUS4GFKpRU4lYqXhBCYgXwEiEKAGURAGNVDD4PX/MbFjZ7CRrhb3XnmS/X8+TZ8/lN7O+s9bO+uz5rVm/SVUhSVLXbDDZBUiSNBYDSpLUSQaUJKmTDChJUicZUJKkTtpwsgt4PA499ND67Gc/O9llSJIen4y1cJ0+g1q2bNlklyBJmiDrdEBJktZfBpQkqZMMKElSJxlQkqROMqAkSZ00tIBKcmiShUkWJTllFW3+LMnNSW5KcsmwapMkdc9QvgeVZBpwDnAwsAS4Lsncqrq5p80M4FTgWVV1b5LfHEZtkqRuGtYZ1P7Aoqq6raoeAuYAh41q81rgnKq6F6Cq7hlSbZKkDhrWSBLbAnf0zC8Bfn9Um10BknwZmAa8vaoeM0xEkuOB4wF22GGHCSlWksZy+umnj+v+Zs+ePW77uuaaazjxxBN5whOewFe/+lU22WSTcdv3ZBlWQI01jMXoOyVuCMwAngtsB1yTZI+qum+ljarOBc4FmDlzpndb1GqN9xuKBjOeb8CCqqKq2GCDx3Z+XXzxxbz5zW/m2GOPfdz76ophVbYE2L5nfjvgrjHafLKqflVVtwMLaQJLkqasxYsXs9tuu/H617+efffdlwsvvJADDzyQfffdlyOOOILly5dz3nnncdlll3HGGWdw9NFHA3DWWWex3377sddeez3yh8Lofd1xxx3Mnz//MfsD2GmnnZg9ezb77rsve+65J9/97ncBWL58Occeeyx77rkne+21F5dffjnAKvfzeAwroK4DZiTZOclGwJHA3FFtPgE8DyDJVjRdfrcNqT5J6qyFCxfyyle+ks997nN86EMf4qqrruKGG25g5syZvPvd7+a4445j1qxZnHXWWVx88cXMnz+fW2+9la9//evceOONXH/99Xzxi19caV/f+MY32HTTTTnzzDMfs78RW221FTfccAOve93reNe73gXAO97xDrbYYgu+/e1v861vfYuDDjqIZcuWrXY/a2soXXxVtSLJycCVNJ8vnV9VNyU5A1hQVXPbdYckuRl4GPibqvrJMOqTpC7bcccdOeCAA/j0pz/NzTffzLOe9SwAHnroIQ488MDHtJ8/fz7z589nn332AZqznltvvZUddtjhkX0BXHvttavd3+GHHw7AM5/5TK644goArrrqKubMmfNImy233LLvugY1tNttVNU8YN6oZaf1TBfwxvafJKm16aabAs3nRgcffDAf/ehHV9u+qjj11FM54YQTVlq+ePHiR/bVz/423nhjAKZNm8aKFSse2SZZ+bKCfusaVHc/HZMkreSAAw7gy1/+MosWLQLggQce4Hvf+95j2r3whS/k/PPPf+RzoDvvvJN77nnsN3f63V+vQw45hLPPPvuR+XvvvXet9tOPdfqGhZI0TJN9VeL06dO54IILOOqoo3jwwQcBOPPMM9l1111XanfIIYdwyy23PNLNttlmm3HRRRcxbdq0tdpfr7e97W2cdNJJ7LHHHkybNo3Zs2dz+OGHD7yffqTpWVs3zZw5sxYsWDDZZajDvMx8ck32G7rWGevfHXUlSesvA0qS1EkGlCSpkwwoSVInGVCSpE4yoCRJnWRASZI6yYCSJHWSASVJ6iQDSpLUSQaUJKmTDChJUicZUJKkTjKgJEmdZEBJkjrJgJIkdZIBJUnqJANKktRJBpQkqZMMKElSJxlQkqROMqAkSZ1kQEmSOsmAkiR1kgElSeqkoQVUkkOTLEyyKMkpY6w/JsnSJDe2/44bVm2SpO7ZcBgPkmQacA5wMLAEuC7J3Kq6eVTTS6vq5GHUJEnqtmGdQe0PLKqq26rqIWAOcNiQHluStA4aVkBtC9zRM7+kXTbanyb5VpKPJ9l+rB0lOT7JgiQLli5dOhG1SpI6YFgBlTGW1aj5TwE7VdVewFXAh8faUVWdW1Uzq2rm9OnTx7lMSVJXDCuglgC9Z0TbAXf1Nqiqn1TVg+3sB4FnDqk2SVIHDSugrgNmJNk5yUbAkcDc3gZJntYzOwu4ZUi1SZI6aChX8VXViiQnA1cC04Dzq+qmJGcAC6pqLvCGJLOAFcBPgWOGUZskqZuGElAAVTUPmDdq2Wk906cCpw6rHklStzmShCSpkwwoSVInGVCSpE4yoCRJnWRASZI6yYCSJHWSASVJ6iQDSpLUSQaUJKmTDChJUicZUJKkTjKgJEmdZEBJkjrJgJIkdZIBJUnqJANKktRJBpQkqZMMKElSJxlQkqROMqAkSZ1kQEmSOsmAkiR1kgElSeokA0qS1EkGlCSpkwwoSVInGVCSpE4yoCRJnTS0gEpyaJKFSRYlOWU17V6WpJLMHFZtkqTuGUpAJZkGnAO8CNgdOCrJ7mO02xx4A/C1YdQlSequYZ1B7Q8sqqrbquohYA5w2Bjt3gG8E/jlkOqSJHXUsAJqW+COnvkl7bJHJNkH2L6qPr26HSU5PsmCJAuWLl06/pVKkjphWAGVMZbVIyuTDYD3AG9a046q6tyqmllVM6dPnz6OJUqSumRYAbUE2L5nfjvgrp75zYE9gKuTLAYOAOZ6oYQkTV0bDulxrgNmJNkZuBM4Enj5yMqquh/YamQ+ydXAm6tqwUQXdvrpp0/0Q2g1Zs+ePdklSOqovs+gkrw7yd5r8yBVtQI4GbgSuAW4rKpuSnJGkllrs09J0vptkDOoJwBXJlkKXAhcXFVL+t24quYB80YtO20VbZ87QF2SpPVQ32dQVfWXwDbAKcDewC1JrkryyiSbTVSBkqSpaaCLJKrq4ar6dFUdRXMhw3TgAuBHSc5Lsu1qdyBJUp8GCqgkT0rymiRfAL5IM+LDs4HdgOXAf45/iZKkqajvz6CSfBx4IU0wvR/4RFU92LP+jcD9416hJGlKGuQiiWuBk6vqR2OtrKpfJ9l6fMqSJE11g3TxPXuscEpyxch0VT0wLlVJkqa8QQLqeatY/txxqEOSpJWssYsvyRnt5EY90yN2AX4w7lVJkqa8fj6DGhlDbwNWHk+vaEYof/s41yRJ0poDqqqOBUjylar64MSXJEnSGgIqyU5Vtbid/XySXcZqV1W3jXdhkqSpbU1nUN+muRUGwCKabr3R93YqYNo41yVJmuJWG1BVtXnP9LDuHSVJ0tBuWChJ0kDW9BnUNfTcmn1VquoPx60iSZJY82dQ5w2lCkmSRlnTZ1AfHlYhkiT1WlMX3yuq6sJ2+tWraldV5493YZKkqW1NXXxH0dzeHeAVq2hTgAElSRpXa+rie3HP9KoGi5UkadwNcj8okjwZ+CNgG+Au4DNVdd9EFCZJmtr6/h5UkoOAxcAbgP2AvwQWJ3n+xJQmSZrKBjmDOhs4vqouG1mQ5AjgHOB3x7swSdLUNshIEtsAl49a9h/Ab41fOZIkNQYJqI8AJ41a9rp2uSRJ42qQoY42AF6X5C3AncC2wNbAtRNaoSRpShp0qCNvWChJGgqHOpIkddKg34PaGtgf2IqeGxf2M9RRkkOB99Lc3PC8qvq/o9afSPMZ18PAcporBm8epD5J0vqj74BK8lLgIuBW4BnATcAewJdYw1BHSabRXI5+MLAEuC7J3FEBdElVvb9tPwt4N3Bo/4ciSVqfDHIV35nAsVW1D/CL9ufxwPV9bLs/sKiqbquqh4A5wGG9DarqZz2zm9LHfagkSeuvQQJqh6r62KhlHwZe2ce22wJ39MwvaZetJMlJSb4PvJNmxIrHSHJ8kgVJFixdurS/yiVJ65xBAuqe9jMoaIY4OhB4Os1nSmuSMZY95gypqs6pqqcDbwXeNtaOqurcqppZVTOnT5/eZ+mSpHXNIAH1QeAP2un3AF8Avgm8r49tlwDb98xvRzPY7KrMAV46QG2SpPVM3xdJVNU/9Ux/JMnVwKZVdUsfm18HzEiyM82XfI8EXt7bIMmMqrq1nf0jmosxJElT1KCXmU8DDuDR2230NYpEVa1IcjJwJU2X4PlVdVOSM4AFVTUXODnJC4BfAfcCrxqkNknS+mWQy8z3Aj4B/AZNl912wC+T/ElVfXNN21fVPGDeqGWn9Uz/Vb+1SJLWf4N8BnU+zXeZtq2q/Wmuwjsbb/cuSZoAgwTUrsC/VFUBtD/fC8yYiMIkSVPbIAE1D5g1atlLgM+MXzmSJDXWdLuNC3n0+0rTgDlJrqf50u32wDOBT05ohZKkKWlNF0ksGjX/nZ7pm2muypMkadyt6XYbpw+rEEmSeg36PajnAa+guYLvTuCiqvqviShMkjS19X2RRJLjgEuBHwFXAHcDlyR57QTVJkmawgY5g3oLcHDvl3KTXApcjreClySNs0EuM38qzYURvRYCTxm/ciRJagwSUF8C3p3kiQBJNgXOAr4yEYVJkqa2QQLqRGBP4P4kPwbuA34POGEiCpMkTW19fQaVJMAmwAuA36IdzbyqlkxgbZKkKayvgKqqSvJtYPM2lAwmSdKEGqSL7xs0A8ZKkjThBrnM/Grgs0kuoBmLb2SMPqrKW25IksbVIAH1LOB24DmjlhfeE0qSNM7WGFDtZeVvA5YDNwD/UFUPTnRhkqSprZ/PoM6mue/TLcCfAu+a0IokSaK/gHoRcEhVvaWd/uOJLUmSpP4CatOquhugqu4AtpjYkiRJ6u8iiQ3b22xkFfN4yw1J0njrJ6DuYeWr9H4yar6AXcazKEmS1hhQVbXTEOqQJGklg4wkIUnS0BhQkqROMqAkSZ1kQEmSOmloAZXk0CQLkyxKcsoY69+Y5OYk30ry+SQ7Dqs2SVL3DCWgkkwDzqEZiWJ34Kgku49q9g1gZlXtBXwceOcwapMkddOwzqD2BxZV1W1V9RAwBzist0FVfaGqHmhnrwW2G1JtkqQOGlZAbUtzD6kRS9plq/Ia4D/HWpHk+CQLkixYunTpOJYoSeqSYQVUxlhWYywjyV8AM4GzxlpfVedW1cyqmjl9+vRxLFGS1CWD3LDw8VgCbN8zvx1w1+hGSV4A/B3wHO85JUlT27DOoK4DZiTZOclGwJHA3N4GSfYBPgDMqqp7hlSXJKmjhhJQVbUCOBm4kubGh5dV1U1Jzkgyq212FrAZ8LEkNyaZu4rdSZKmgGF18VFV84B5o5ad1jP9gmHVIknqPkeSkCR1kgElSeokA0qS1EkGlCSpkwwoSVInGVCSpE4yoCRJnWRASZI6yYCSJHWSASVJ6iQDSpLUSQaUJKmTDChJUicZUJKkTjKgJEmdZEBJkjrJgJIkdZIBJUnqJANKktRJBpQkqZMMKElSJxlQkqROMqAkSZ1kQEmSOsmAkiR1kgElSeokA0qS1EkGlCSpk4YWUEkOTbIwyaIkp4yx/g+T3JBkRZKXDasuSVI3DSWgkkwDzgFeBOwOHJVk91HNfggcA1wyjJokSd224ZAeZ39gUVXdBpBkDnAYcPNIg6pa3K779ZBqkiR12LC6+LYF7uiZX9IukyRpTMMKqIyxrNZqR8nxSRYkWbB06dLHWZYkqauGFVBLgO175rcD7lqbHVXVuVU1s6pmTp8+fVyKkyR1z7AC6jpgRpKdk2wEHAnMHdJjS5LWQUMJqKpaAZwMXAncAlxWVTclOSPJLIAk+yVZAhwBfCDJTcOoTZLUTcO6io+qmgfMG7XstJ7p62i6/iRJciQJSVI3GVCSpE4yoCRJnWRASZI6yYCSJHWSASVJ6iQDSpLUSQaUJKmTDChJUicZUJKkTjKgJEmdZEBJkjrJgJIkdZIBJUnqJANKktRJBpQkqZMMKElSJxlQkqROMqAkSZ1kQEmSOsmAkiR1kgElSeokA0qS1EkGlCSpkwwoSVInGVCSpE4yoCRJnbThZBcgSY/H6aefPtklTGmzZ8+esH17BiVJ6qShBVSSQ5MsTLIoySljrN84yaXt+q8l2WlYtUmSumcoAZVkGnAO8CJgd+CoJLuPavYa4N6q+m3gPcA/DaM2SVI3DesMan9gUVXdVlUPAXOAw0a1OQz4cDv9ceD5STKk+iRJHZOqmvgHSV4GHFpVx7XzrwB+v6pO7mnznbbNknb++22bZaP2dTxwfDv7O8DCCT+AbtsKWLbGVlpX+fqu/3yNYVlVHTp64bCu4hvrTGh0MvbThqo6Fzh3PIpaHyRZUFUzJ7sOTQxf3/Wfr/GqDauLbwmwfc/8dsBdq2qTZENgC+CnQ6lOktQ5wwqo64AZSXZOshFwJDB3VJu5wKva6ZcB/1XD6H+UJHXSULr4qmpFkpOBK4FpwPlVdVOSM4AFVTUX+BBwYZJFNGdORw6jtvWA3Z3rN1/f9Z+v8SoM5SIJSZIG5UgSkqROMqAkSZ1kQK3DkixO8u0kNyZZMNn16PFJcn6Se9rvBI4se0qSzyW5tf255WTWqLW3itf37UnubP8P35jkxZNZY9cYUOu+51XV3n6PYr1wATD6y4qnAJ+vqhnA59t5rZsu4LGvL8B72v/De1fVvCHX1GkGlNQRVfVFHvvdv94hwD4MvHSoRWncrOL11WoYUOu2AuYnub4dAkrrn62r6m6A9udvTnI9Gn8nJ/lW2wVoF24PA2rd9qyq2pdmlPiTkvzhZBckaSD/Bjwd2Bu4G/jnyS2nWwyodVhV3dX+vAf4D5pR47V++XGSpwG0P++Z5Ho0jqrqx1X1cFX9Gvgg/h9eiQG1jkqyaZLNR6aBQ4DvrH4rrYN6hwB7FfDJSaxF42zkj4/Wn+D/4ZU4ksQ6KskuNGdN0AxZdUlV/f0klqTHKclHgefS3H7hx8Bs4BPAZcAOwA+BI6rKD9rXQat4fZ9L071XwGLghJHPHGVASZI6yi4+SVInGVCSpE4yoCRJnWRASZI6yYCSJHWSAaVxk+T9Sf5PO/3cJEsmu6ZeSXZIsjzJtMmuZaIk+XKSfdrpv01y3jjue3GSF4zX/oYtyQVJzuyj3deTPGMYNWn1hnLLd63bkiwGtgG2qaplPctvBH4P2LmqFlfViZNUYl+q6ofAZpNdx0RJ8hLg51X1DYCq+ofHsa8LgCVV9bZxKm9d8i7gDOBPJ7uQqc4zKPXrduCokZkkewKbTF453dGhM7ITgQsnu4j1wFzgeaNGedAkMKDUrwuBV/bMvwr4SG+D1XWhJNkmyeVJlia5Pckbetbtn+SrSe5LcneSs5Ns1LP+kCQLk9yf5H1J/jvJcT3rX53kliT3JrkyyY6rqGGnJJVkw3b+6iTvaLvFfp5kfpKtetr/QZKvtHXdkeSYnuP8tyTzkvyC5s1s4yTvSvLDJD9uuzs3adtvmeTT7bHf205v1/M4xyS5ra3h9iRHr8WxbQQcBPx3z7K3J7lo1LG/qq1xWZK/W8W+jgeOBt7Sdol+qmf13u3I2/cnuTTJb/Rs99oki5L8NMncJNuM9bz3PPfHtdO/3b6m97d1XdrT7r3tc/+zNKP2P3vU8V2W5CPtc3dTkpk96/dJckO77lKgt9at2tfhvrbea5JsAFBVvwSupxk+TJPIgFK/rgWelGS39ozhz4GL+tmw/Y//KeCbwLbA84H/neSFbZOHgb+mGQLmwHb969tttwI+DpwKPBVYCPyvnn2/FPhb4HBgOnAN8NEBjuvlwLE0t7HYCHhzu98dgP8E/l+7372BG0dt9/fA5sCXgH8Cdm3b/XZ7nKe1bTcA/h3YkWbIov8Bzm4fZ1PgX4EXVdXm7bHduBbHNgP4dVWt6XO/PwB+h+Y5Pi3JbqMbVNW5wMXAO6tqs6p6Sc/qP6O56d7OwF7AMW2tBwH/2K5/GvADYM4aahnxDmA+sCWwHc1zPuI6muf0KcAlwMd6QxGY1T7Ok2nOfEae141ohom6sN32Y6zcZfcmYAnN87o1zfPcO6zOLTTd15pEBpQGMXIWdTDwXeDOPrfbD5heVWdU1UNVdRvNyM1HAlTV9VV1bVWtqKrFwAeA57Tbvhi4qaquqKoVNG/mP+rZ9wnAP1bVLe36f6D5K3/MM40x/HtVfa+q/odmzLu92+VHA1dV1Uer6ldV9ZOq6g2oT1bVl9tRqB8EXgv8dVX9tKp+3tYxcnw/qarLq+qBdt3f9xwfwK+BPZJsUlV3V9VNa3FsTwZ+3sfxnl5V/1NV36T5g2HQN+F/raq72vEAP8XKz9f5VXVDVT1I8wfFgUl26mOfv6IJ722q6pdV9aWRFVV1Ufv8raiqfwY2pgnYEV+qqnlV9TDN7+fI8RwAPAH4l/b1+zhN2PU+5tOAHdv119TK4779nOY51SQyoDSIC2nOHI5hVPfeGuwIbNN2p9yX5D6av1i3Bkiya9vd8qMkP6N5Ix7patsGuGNkR+2byJJR+35vz35/CoTmDKYfvWH3AI9eRLE98P3VbHdHz/R04InA9T11fLZdTpInJvlAkh+0x/dF4MlJplXVL2jORk8E7k7ymSS/uxbHdi/N2dzaHm+/VrX9NjRnTQBU1XLgJ/T3OryF5ri+3nbTvXpkRZI3tV2c97fPwRY8+rsxVj2/0XYlbgPcOSp0ftAzfRawiOaGn7clOWVUTZsD9/VRuyaQAaW+VdUPaC6WeDFwxQCb3gHcXlVP7vm3eVW9uF3/bzRnZDOq6kk04ZV23d003T4AJEnvfLvvE0bte5Oq+spaHeTK+336atb3vvEto+m2e0ZPDVtU1cib95to/ur//fb4Rm4sGYCqurKqDqb5i/67NGeXgx7brTRPT7/BvCaDjiJ9F02gAo90XT6V5iz7F+3iJ/a0/61HHqjqR1X12qrahuas8X3t51LPBt5K0224ZVU9GbifR383VuduYNv292XEDj2P+fOqelNV7QK8BHhjkuf3tN2N5gxTk8iA0qBeAxzU/uXfr68DP0vy1iSbJJmWZI8k+7XrNwd+Bixvzx5e17PtZ4A9k7y0/cv4JHre3ID3A6em/d5Kki2SHLGWx9brYuAFSf4syYZJnppk77Ea9txs7j1JfrOtY9uez9g2pwmw+5I8heY2C7Tttk4yq31DfxBYTvOZ3EDHVlW/Aq5i5a7Dx+PHwC4DtL8EODbJ3kk2pjkL/lr79YOlNEH1F+1r/2p6wj/JEXn0opF7acLxYZrnbQWwFNgwyWnAk/qs56vttm9oX7/D6bkZYJI/bkMwNL97D7f/aOt/JvC5AY5fE8CA0kCq6vtVtWDAbR6m+St1b5ozsGXAeTTdNdBcmPBymn7/DwKX9my7DDgCeCdNl9HuwAKaN3Oq6j9oLlCY03affQd40VoeXm/NP6Q5U3wTTdfayHe+VuWtNF1G17Z1XMWjn5X8C80l+ctoLjb5bM92G7SPcVf7OM+hvUBkLY7tA8Ar+j7I1fsQsHvbvfiJNTWuqs8D/we4nObs5em0n8G1Xgv8Dc1r+Ayg9yxwP+BrSZbTXOjwV1V1O3AlzYUq36PpnvslK3etrq6eh2guLjmGJvT+nJXP+mfQvEbLacLsfVV1dbtuFnD1yB2rNXm8H5TWKe0VgUuAo6vqC5NdT9ck+RLwlyNf1tXgknwNeE1VeXfbSWZAqfParrKv0XST/Q1NN98u7ZV3ktZTdvFpXXAgzRV1y2i6Cl9qOEnrP8+gJEmd5BmUJKmTDChJUicZUJKkTjKgJEmdZEBJkjrp/wPjDcIW6phHugAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -62,12 +62,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -79,7 +79,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -96,7 +96,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -225,18 +225,18 @@ "12 0.000000 0.000000 0.000000" ] }, - "execution_count": 4, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df_probability_shift(15)" + "df_probability_shift(state)" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -265,16 +265,45 @@ } ], "source": [ - "get_probability_shift(15)" + "get_probability_shift(state)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "ValueError", + "evalue": "shape mismatch: objects cannot be broadcast to a single shape", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mget_probability_shift_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstate\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/RobustZurcher/analysis/python/figures_application.py\u001b[0m in \u001b[0;36mget_probability_shift_data\u001b[0;34m(state)\u001b[0m\n\u001b[1;32m 185\u001b[0m \u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mspec_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"colors\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 186\u001b[0m \u001b[0mhatch\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mspec_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"hatch\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 187\u001b[0;31m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"reference\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 188\u001b[0m )\n\u001b[1;32m 189\u001b[0m ax.bar(\n", + "\u001b[0;32m~/.local/share/anaconda3/envs/ruspy_analysis/lib/python3.7/site-packages/matplotlib/__init__.py\u001b[0m in \u001b[0;36minner\u001b[0;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1599\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0minner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1600\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1601\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msanitize_sequence\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1602\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1603\u001b[0m \u001b[0mbound\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnew_sig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbind\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.local/share/anaconda3/envs/ruspy_analysis/lib/python3.7/site-packages/matplotlib/axes/_axes.py\u001b[0m in \u001b[0;36mbar\u001b[0;34m(self, x, height, width, bottom, align, **kwargs)\u001b[0m\n\u001b[1;32m 2373\u001b[0m x, height, width, y, linewidth = np.broadcast_arrays(\n\u001b[1;32m 2374\u001b[0m \u001b[0;31m# Make args iterable too.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2375\u001b[0;31m np.atleast_1d(x), height, width, y, linewidth)\n\u001b[0m\u001b[1;32m 2376\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2377\u001b[0m \u001b[0;31m# Now that units have been converted, set the tick locations.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.local/share/anaconda3/envs/ruspy_analysis/lib/python3.7/site-packages/numpy/lib/stride_tricks.py\u001b[0m in \u001b[0;36mbroadcast_arrays\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 257\u001b[0m \u001b[0margs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_m\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubok\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msubok\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0m_m\u001b[0m \u001b[0;32min\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 258\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 259\u001b[0;31m \u001b[0mshape\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_broadcast_shape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 260\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 261\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mshape\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0marray\u001b[0m \u001b[0;32min\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.local/share/anaconda3/envs/ruspy_analysis/lib/python3.7/site-packages/numpy/lib/stride_tricks.py\u001b[0m in \u001b[0;36m_broadcast_shape\u001b[0;34m(*args)\u001b[0m\n\u001b[1;32m 191\u001b[0m \u001b[0;31m# use the old-iterator because np.nditer does not handle size 0 arrays\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 192\u001b[0m \u001b[0;31m# consistently\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 193\u001b[0;31m \u001b[0mb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbroadcast\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m32\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 194\u001b[0m \u001b[0;31m# unfortunately, it cannot handle 32 or more arguments directly\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 195\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mpos\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m32\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m31\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: shape mismatch: objects cannot be broadcast to a single shape" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# get_probability_shift_data()" + "get_probability_shift_data(state)" ] }, { @@ -287,7 +316,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -726,7 +755,7 @@ "49 245 3.391363e-07 4.613337e-07 6.262997e-07" ] }, - "execution_count": 7, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -737,7 +766,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -778,7 +807,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -884,7 +913,7 @@ "[100 rows x 2 columns]" ] }, - "execution_count": 9, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -895,12 +924,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEaCAYAAABEsMO+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3debxVZdn/8c8XEKdIINHIRKDMIVCkE4r4qEgPJVkOPzNznqKy1H5phT5maJOP5ZCPqVEOSKEmhaCZPZlzP9Mgh8AiEI+KoIIKIlpM1++PtQ5uDme492GvfQ5nf9+v137tte+9hmuvF3Bxr3Wt+1ZEYGZm1tF0ae8AzMzMmuIEZWZmHZITlJmZdUhOUGZm1iE5QZmZWYfkBGVmZh2SE5SZmXVITlBmZtYhdWttBUnbA6OBPYGewFLgSeAPEfFSseGZmVmtarYHJWk3SVOAp4Hjgc2Al/L344HZkqZI2r0qkZqZWU1Rc0MdSXoU+CFwR0T8u4nvuwOHAl+LiOGFRmlmZjWn2QRlZmbWntpUJCFppKT9Kx2MmZlZg6QEJekBSSPy5W8CtwA3SzqvyODMzKx2JV3ik/QqsF1ErJE0D/gU8Cbwp4joV3CMZmZWg1otM891AULSB8iS2t8BJPUqLDIzM6tpqQnqYeAqoC8wFSBPVksKisvMzGpcapHESWQP6D4FjM/bdgV+XPmQzMzMXGZuZmYdVLOX+CRdlLKDiLigcuGYmZllWroHtWPJ8hbA/wH+AjwH9AOGAb8uLjQzM6tlqWXmtwC3RcSvS9qOAD4TEZ8rMD4zM6tRqQlqGdA7ItaUtHUFXouIbQqMz8zMalRqFd884MuN2k4HnqlsOGZmZpnUHtReZM8/dQNeBHYAVgNHRMRfC43QzMxqUnKZuaTNgOFkD+suAh6JiFUFxmZmZjWs7OegJK13WTAi1lY0IjMzM9JHMx8q6RFJK4BV+Wt1/m5mZlZxqfeg/gbcAUwC3ir9LiKeKyY0MzOrZakJ6g1gm/C4SGZmViWpZeZTgdFFBmJmZlYqdbqNLYCpkh4GXir9IiJOqHhUZmZW81IT1NP5y8zMrCqqNt2GpP8LnAYE8DfgZLJnqm4BegN/BY6PiJVVCcjMzDq0ch7U7Q7sAmwLqKE9Iu5N2HYHsll5d4+ItyX9CrgLGAP8JiJukXQt8GREXFP+zzAzs84m6RKfpP2A24DNgXcDbwA9gBeAgWUca0tJq4CtyEajOAg4Jv9+ItlsvU5QZmaWXMV3OXBJRPQGlufv3wGuTtk4Il4EfgQ8T5aYlgEzgaURsTpfbQHZGH9mZmbJRRIfAn7cqO1i4FmyxNMiSb2AQ4EBwFKy3tjBTaza5PVGSWOBsQC77777R2bPnp0YtpmZbQLUVGNqD2oZ2aU9gEWSdgd6Ae9K3P5jwLMRsTgfYPY3wL5AT0kNSfL9wMKmNo6ICRFRFxF1W265ZeIhzcxsU5aaoH5DVtAAcB1wH9klutsSt38e2EfSVpIEjCIrW78PODJf50RgWuL+zMysk2tTmXleNNED+H3qaOaSLgQ+SzbI7ONkJec78E6Z+ePAcRHx75b2U1dXFzNmzCg7ZjMz67CavMSXeg+qsYXAmnKm2oiIbwPfbtQ8HxjWxhjMzKwTS51u42ZJ++bLJwOzgaclnVpkcGZmVrtS70GNAhquq32NrOhhGDCuiKDMzMxSL/F1j4iV+YgQvSPiTwCSti8uNDMzq2WpCeoJSecCOwG/hXXDF71RVGBmZlbbUi/xnQoMBrYEzs/bhgO/LCIoMzMr1hVXXMFbb70zQfqYMWNYunTpRu/3/vvv55BDDtno/UBigoqIZyLimIg4MSJeydumRMQ3KxKFmZlVVeMEddddd9GzZ892jGhDqVV8pzT3KjpAMzNLc9lllzFo0CAGDRrEFVdcQX19Pbvuuisnnngie+yxB0ceeSRvvfUWV155JQsXLmTkyJGMHDkSgP79+7NkyZJ125x22mkMGjSIY489lnvuuYcRI0aw884789hjjwHw2GOPse+++7LXXnux7777MmfOnIr/ntR7UMc3+vxe4APAn4DrKxqRmdkmrv+43xa27/qLP9lk+8yZM7nhhht49NFHiQj23ntvDjjgAObMmcN1113HiBEjOOWUU7j66qs555xzuOyyy7jvvvvYdtttN9jXvHnzuO2225gwYQIf/ehHmTx5Mg8//DDTp0/n+9//Prfffju77rorDz74IN26deOee+7hvPPO49e//nVFf2tSgoqIkY3b8t7TbhWNxszM2uThhx/m8MMPZ+uttwbgiCOO4KGHHmLHHXdkxIgRABx33HFceeWVnHPOOS3ua8CAAQwePBiAD3/4w4waNQpJDB48mPr6egCWLVvGiSeeyNy5c5HEqlWrKv6bUoskmnIjWfGEmZm1s+aGrcuGP23+c1M233zzdctdunRZ97lLly6sXp3NkPStb32LkSNHMmvWLO644w7+9a9/tTX0ZqVOWNg4kW0FHEc2dYaZmZVo7jJckfbff39OOukkxo0bR0QwdepUJk2axFlnncUjjzzC8OHDufnmm9lvv/0A6NGjB8uXL2/yEl+KZcuWscMO2RR+N954Y6V+xnpSe1CrgVUlr2XAecCXConKzMzKMnToUE466SSGDRvG3nvvzWmnnUavXr3YbbfdmDhxInvssQevvfYaX/pS9s/22LFjOfjgg9cVSZTrG9/4Bueeey4jRoxgzZo1lfwp6ySNZi5pp0ZNKyJiSSERtcKjmZuZpamvr+eQQw5h1qxZ7R1Ka9o+YWFEPBcRz5HNePs+sgd2zczMCpP6HFRfSQ8A88gmL3xG0oOS3ldodGZm1mb9+/ffFHpPzUq9B3UN8CTQKyL6kk33/jhwbVGBmZlZbUt9UHc/oG9ErAKIiBWSvgG8WFhkZmZW01J7UK8Duzdq2wWXmZuZWUFSe1CXAPdIug54jmzajZOBbxUVmJmZ1bbUKr6fAZ8FtgU+lb9/LiImFBibmZkV4F3vetdG72Pp0qVcffXVFYimeclDHUXEvRFxWkSMyd/vLTIwMzNru4hg7dq1he2/wyQoSd0ljZV0taSbSl+FRmdmZsnq6+vZbbfdOP300xk6dCiTJk1i8ODBDBo0iG9+c/3p+84++2yGDh3KqFGjWLx4MQAHHnggDQMhLFmyhP79+wMwe/Zshg0bxpAhQ9hjjz2YO3cu48aN45lnnmHIkCF8/etfL+T3pN6DmgjsCdwBvFxIJGZmncX4bQrc97IWv54zZw433HAD559/Pvvssw8zZ86kV69ejB49mttvv53DDjuMFStWMHToUC699FIuuugiLrzwQq666qpm93nttddy1llnceyxx7Jy5UrWrFnDxRdfzKxZs3jiiScq/QvXSU1QnwAGRISr9szMOrCddtqJffbZh2nTpnHggQfSp08fAI499lgefPBBDjvsMLp06cJnP/tZIJuC44gjjmhxn8OHD+d73/seCxYs4IgjjmDnnXcu/HdA+j2o54HNW13LzMzaVcN8UCnjrDZomIKjW7du6+5blU6fccwxxzB9+nS23HJLPv7xj3PvvdUpQWi2ByXpoJKPNwHTJP2YRpf4UoolJO0C3FrSNBC4AOgJfB5YnLefFxF3pYVuZtZBtXIZrhr23ntvzjrrLJYsWUKvXr24+eabOeOMMwBYu3YtU6ZM4eijj2by5MnrpuDo378/M2fOZNiwYUyZMmXdvubPn8/AgQM588wzmT9/Pk899RR77rkny5cvL/Q3tHSJ77om2r7f6HOQJZsWRcQcYAiApK5kI1BMJXuW6vKI+FFStGZmlqRv37784Ac/YOTIkUQEY8aM4dBDDwWyXtbs2bP5yEc+wjbbbMOtt2b9h3POOYejjjqKSZMmcdBB7/RRbr31Vn7xi1+w2Wab8d73vpcLLriA3r17M2LECAYNGsTBBx/MD3/4w4r/hqTpNip6QGk08O2IGCFpPPBmOQnK022YmXU6bZ9uQ9K0Ztp/04ZAjgZuLvn8FUlPSbpeUq827M/MzDqh1CKJ5qZcPLCcg0nqDnwauC1vugb4ANnlv0XApc1sN1bSDEkzGur1zcysc2uxzFzSRfli95LlBgPJxuUrx8HAXyPiZYCG9/xYPwPubGqjfEilCZBd4ivzmGZmtglq7TmoHfP3LiXLkBVHvACML/N4n6Pk8p6kvhGxKP94OLDpzqxlZmYV1WKCioiTAST9v3zA2DaTtBXwn8AXSpovkTSELOHVN/rOzMxqWNJIEhubnPJ9vAW8p1Hb8Ru7XzMz65ySRzM3MzOrJicoMzPrkJygzMysQ0odzbxhPL09gfWmYoyI6ysdlJmZWVKCknQe2eCuTwJvlXwVgBOUmZlVXGoP6qvAsIh4qshgzMzMGqTeg3ob+EeRgZiZmZVKTVDfAv5HUl9JXUpfRQZnZma1K/US3435+2klbSK7B9W1kgGZmZlBeoIaUGgUZmZmjaQOdVTuqOVmZmYbpdkEJWlCRIzNlyeRXc7bQEScUFBsZmZWw1rqQT1bsjyv6EDMzMxKNZugIuIHJcsXViccMzOzTLNl4pL2TNlB6npmZmblaOkS308kvQFMAh6IiIUNX0jqCxwAnEA2Nt/+hUZpZmY1p6VLfPtJOgT4InCdpDXAcqAH2TNQ9wBXRcRdVYnUzMxqSmtTvt8J3ClpM2BnoCfwOjA3IlZXIT4zM6tRqc9BrQKeLjgWMzOzdTyWnpmZdUhOUGZm1iE5QZmZWYeUlKAkXdlM+xWVDcfMzCyT2oM6qZn24ysUh5mZ2XparOKTdErDeiXLDQYCSwqJyszMal5rZeYNPaTurN9bCuBl4MSUg0jaBbi1pGkgcAFwU97eH6gHjoqI11P2aWZmnZsimpxFY/2VpO9GxPkVOaDUFXgR2Bv4MvBaRFwsaRzQKyK+2dL2dXV1MWPGjEqEYmZmHYOaakx9UPd8AEnbkY29V/rd/DIDGQU8ExHPSToUODBvnwjcD7SYoMzMrAzjt6nScZZVfJdJCUrSx4Hrgb6Nvgqga5nHPBq4OV/ePiIWAUTEojwBNnX8scBYgH79+pV5ODMz2xSlVvFdDXwH2DoiupS8ykpOkroDnwZuK2e7iJgQEXURUdenT59yNjUzs01UUg8K6AX8NFJuWLXsYOCvEfFy/vllSX3z3lNf4JWN3L+ZmZUq4NJbtaT2oK4DTq7A8T7HO5f3AKbzTiXgicC0ChzDzMw6gdQqvoeAYcBzwEul30VE0mSFkrYCXgAGRsSyvO09wK+AfsDzwGci4rWW9uMqPjOzTqftVXzAz/NXm0XEW8B7GrW9SlbVZ2Zmtp7UMvOJRQdiZmZWKnWwWEn6vKR7JT2Vt+0v6ahiwzMzs1qVWiRxEXAqMIHsfhHAAvxQrZmZFaSc0cwPiYhbyB7OBXiWbEw9MzOziktNUF2BN/PlhgT1rpI2MzOzikpNUHcBl0naHLJ7UmQjS9xRVGBmZlbbUhPU14D3AcuAbch6Tjvhe1BmZlaQ1DLzN4DDJG1PViTxQkS81MpmZmZmbZbag2rwNtlcTl0kvU/S+wqIyczMLHm6jY+RlZjvxPpDUrRlug0zM7NWlTNY7PfJ7j9tVvLqXlBcZmZW41LH4tsCuCEi1hQZjJmZWYPUHtTlwDfy8nIzM7PCpfagfg38HjhX0pLSLyLCo0mYmVnFpSaoKcBDZFO1v11cOGZmZpnUBDUA2Csi1hYZjJmZWYPUe1DTgIOKDMTMzKxUag9qc2B6PvX7y6VfRMQJFY/KzMxqXmqCmp2/zMzMqiJ1LL4Liw7EzMysVPJYfJL+U9J1ku7IP9dJ8n0pMzMrRFKCknQGcA0wF9g/b34b+G5BcZmZWY1L7UF9FfhYRFwMNJSa/wPYpZCozMys5qUmqB7AC/lyw5TvmwErKx6RmZkZ6QnqQWBco7YzgfsqG46ZmVkmNUGdARwuqR7oIWkO8BmyqeCTSOopaYqkf0j6u6ThksZLelHSE/lrTPk/wczMOqPUMvNFkj4KfJRs0sIXgMfKHProx8DdEXGkpO7AVsDHgcsj4kdlxm1mZp1c6oy6Q4BXI+Ix4LG8bUdJvSPiyYTt301W/XcSQESsBFZ26tk7xm/T3hGYma1v/LL2jqAsqZf4fkFWFFGqOzApcfuBwGLgBkmPS/q5pK3z774i6SlJ10vq1dTGksZKmiFpxuLFixMPaWZmm7LUBNUvIuaXNkTEM0D/xO27AUOBayJiL2AFWdHFNcAHgCHAIuDSpjaOiAkRURcRdX369Ek8pJmZbcpSx+JbIGloRPy1oUHSUGBh6vbAgoh4NP88BRgXEesGnpX0M+DOxP11fJtYV9rMrKMpZ8r3aZLOkDQmH1liKnBZysYR8RLwgqSGB3tHAU9L6luy2uHArMR4zMysk0ut4vuZpKXAqcCOZFV8Z0fElDKOdQbwy7yCbz5wMnBlXoARQD3whTL2Z2ZmnZgiovW1OpC6urqYMWNGe4dhZmaV02RJd+o9KCRtDwwDti3dWURcv9GhmZmZNZL6HNRhZKXmc4EPk01eOAh4GHCCMjOzikstkvgucHJDiXj+PhaYWVhkZmZW08p5Duq2Rm0TgRMqHI+ZmRmQnqBeye9BAdRLGk72gG3XYsIyM7Nal5qgfgbsly9fTjbNxpPA1UUEZWZmlvoc1H+XLN8k6X5g64j4e1GBmZlZbUsuMy8VEc9XOhAzM7NSzSYoSS/wzvTuzYqIfhWNyMzMjJZ7UMdVLQozM7NGmk1QEfFANQMxMzMrlVTFJ6m7pIskzZW0In//jqQtig7QzMxqU2qRxDXALsCZwHPATsC5wA7AKcWEZmZmtSw1QR0GfCAiluafn5b0KDAPJygzMytA6oO6LwFbNWrbkmyadjMzs4pL7UFNAu6W9D9k07fvCHwZuEnSQQ0rRcS9lQ/RzMxqUdKEhZKeTdhXRMTAjQ+pZZ6w0Mys02n7hIURMaCysZiZmbUs9R4UkjaT9B+SPpt/3lrS1sWFZmZmtSz1OajBwD/JRjW/Lm8+AM+ma2ZmBUntQV0DXBARuwKr8rYHeGcKDjMzs4pKTVAfBn6RLwdARKwgKzU3MzOruNQEVQ98pLRB0jCyB3XNzMwqLvU5qG8Bv5V0LdBd0rnAF4HPFxaZmZnVtKQeVETcCRwM9CG797QTcERE/G/qgST1lDRF0j8k/V3ScEm9Jf0hH3z2D5J6telXmJlZp9NqgpLUVdJEYHZEnB4Rn4yIL0bEzDKP9WPg7rzQYk/g78A44I8RsTPwx/yzmZlZ6wkqItYAo4G1bT2IpHcD+5OXqEfEynzg2UOBiflqE8kGpTUzM0u+B3U5cKGkb0fEqlbX3tBAYDFwg6Q9gZnAWcD2EbEIICIWSdquDfsuz/htCj9EY/3/NbnqxzQzq6b6iz9Z8X2mVvGdAXwdWC7pBUnPN7wSt+8GDAWuiYi9gBWUcTlP0lhJMyTNWLx4cepmZma2CUvtQR23kcdZACyIiEfzz1PIEtTLkvrmvae+wCtNbRwRE4AJkA0Wu5GxmJnZJiB1sNgHNuYgEfFS3vPaJSLmAKOAp/PXicDF+fu0jTlOkvHLCj9EY/VVP6KZ2aYvtQdVCWcAv5TUHZgPnEx2ifFXkk4Fngc+U8V4zMysA6tagoqIJ4C6Jr4aVa0YzMxs05E83YaZmVk1pU63cU4z7V+rbDhmZmaZ1B7UBc20n1+pQMzMzEq1eA9K0kH5YldJI1l/3viBwPKiAjMzs9rWWpFEw+y5W7D+7LkBvERWmWdmZlZxLSaoiBgAIOmmiDihOiGZmZmlT7fh5GRmZlWV9BxUPhr5eOAAYFtK7kVFRL9CIjMzs5qWWsV3NdlgrxcBvcnuPT1PNsq5mZlZxaWOJDEa2C0iXpW0JiKmSZoB3IGTlJmZFSC1B9UFaBhl9U1JPYFFwAcLicrMzGpeag/qSbL7T38EHgJ+ArwJ/LOguMzMrMal9qA+zzuzRpwJvA30BFzdZ2ZmhUidD2p+yfJi4LTCIjIzM8OjmZuZWQflBGVmZh2SE5SZmXVITlBmZtYhpU5YuLmk70maL2lZ3jZa0leKDc/MzGpVag/qcmAQcCzZVBsAs4EvFRGUmZlZ6oO6hwMfjIgVktYCRMSLknYoLjQzM6tlqT2olTRKZpL6AK9WPCIzMzPSE9RtwERJDRMY9gWuAm4pKjAzM6ttqQnqPLKhjv5GNsTRXGAhcGExYZmZWa1LHepoJfBV4Kv5pb0lERGtbGZmZtZmqTPqDmzU1EMSwL+BRRGxNmEf9cByYA2wOiLqJI0nG4h2cb7aeRFxV1roZmbWmaVW8c0jKy9XSVtDD2qtpOnA6RHxciv7GRkRSxq1XR4RP0qMw8zMakQ50238EtgZ2AL4EPAL4HRgMFmi+0kRAZqZWW1Syq0kSQvInoP6V0nbVsA/I+L9knoBcyNi2xb28SzwOlnP66cRMSG/xHcS8AYwAzg7Il5vKZa6urqYMWNGqzGbmdkmQ001ljPle/9Gbf2Arvnym7R+uXBERAwFDga+LGl/4BrgA8AQsinkL21qQ0ljJc2QNGPx4sVNrWJmZp1M6j2oK4B7Jd0AvAC8Hzg5bwf4JPBISzuIiIX5+yuSpgLDIuLBhu8l/Qy4s5ltJwATIOtBJcZsZmabsKQeVERcApwCvBc4FHgfcGpE/Hf+/e0RcXBz20vaWlKPhmVgNDArf+C3weHArDb9CjMz63RSe1BExN3A3W08zvbA1Lw0vRswOSLuljRJ0hCy+1L1wBfauH8zM+tkkhNUnkj+A9iWkhtaEXFBa9tGxHxgzybaj089vpmZ1ZbU+aDGAn8CDgK+SVZafjbwweJCMzOzWpZaxfcN4BMRcTjwdv5+JLCqsMjMzKympSao7SLioXx5raQuEfE74FMFxWVmZjUu9R7UAkn9I6Ie+CdwqKQlZPNEmZmZVVxqgroE2I2s0u4iYArQHTizmLDMzKzWpU63cWPJ8u/yoY26R8SbRQVmZma1rdkEJaml+1OrgdX5vahWp9owMzMrV0s9qNW8M6VGU5R/37WFdczMzNqkpQQ1oGpRmJmZNdJsgoqI56oZiJmZWamW7kFNiIix+fIkmrncFxEnFBSbmZnVsJYu8T1bsjyv6EDMzMxKtXSJ7wclyxdWJxwzM7NMOaOZ9wf2AN5V2h4RkysbkpmZWWKCknQucAEwG3i75KsAnKDMzKziUntQZwMfiYiniwzGzMysQepo5q+SjcNnZmZWFak9qK8CEyRdAbxS+kVEPF/xqMzMrOalJqjuwGjgmEbtHurIzMwKkXqJ72rgPODdwGYlr+4FxWVmZjUutQfVDbghItYUGYyZmVmD1B7Uj4BxklRkMGZmZg1Se1BnAu8FzpP0aukXEdGv4lGZmVnNS01QxxUahZmZWSOpU74/UHQgZmZmpZLH4ttYkuqB5cAaYHVE1EnqDdwK9Cd7EPioiHi9WjGZmVnHlVokUSkjI2JIRNTln8cBf4yInYE/5p/NzMyqnqAaOxSYmC9PBA5rx1jMzKwDqWaCCuB/Jc2UNDZv2z4iFgHk79tVMR4zM+vAUqfb6A2cAwxhw/mg9k881oiIWChpO+APkv6RGmSe0BqS2puS5qRu24xtgSUbuY/OxudkfT4fG/I5WZ/Px4baek7ujohPNG5MLZKYDGwO/Ap4qw0HJyIW5u+vSJoKDANeltQ3IhZJ6kujgWhLtp0ATGjLcZsiaUbJfTDD56Qxn48N+Zysz+djQ5U+J6kJal+gT0T8uy0HkbQ10CUilufLo4GLgOnAicDF+fu0tuzfzMw6n9QE9RTwfuCZNh5ne2BqPlJSN2ByRNwt6S/ArySdCjwPfKaN+zczs04mNUHdC9wt6QbgpdIvIuL61jaOiPnAnk20vwqMSoyhkip2ubAT8TlZn8/HhnxO1ufzsaGKnhNFROsrSfc181VExEGVDMjMzAwSE5SZmVm1lf0clDJdGl5FBFUpkj4haY6keZI2GKVC0uaSbs2/f1RS/+pHWT0J5+Nrkp6W9JSkP0raqT3irKbWzknJekdKCkmdumor5XxIOir/czJb0uRqx1htCX9v+km6T9Lj+d+dMe0RZ7VIul7SK5JmNfO9JF2Zn6+nJA1t88EiotUXsAMwFXiVbCy9da+U7dvjRTYV/TPAQLKZf58Edm+0zunAtfny0cCt7R13O5+PkcBW+fKXOvP5SD0n+Xo9gAeBPwN17R13O/8Z2Rl4HOiVf96uvePuAOdkAvClfHl3oL694y74nOwPDAVmNfP9GOB3gIB9gEfbeqzUHtC1wEqygoY38+CmA19M3L49DAPmRcT8iFgJ3EI2tFKp0qGWpgCjOvGkjK2ej4i4LyIannP7M1nlZmeW8mcE4DvAJcC/qhlcO0g5H58HfhL5oM4R0eSzi51IyjkJ4N358jbAwirGV3UR8SDwWgurHArcFJk/Az3z51zLlpqg9gVOiYgnsvjiSeBU4Oy2HLRKdgBeKPm8IG9rcp2IWA0sA95TleiqL+V8lDqV7H9BnVmr50TSXsCOEXFnNQNrJyl/Rj4EfEjSnyT9WdIGT/93MinnZDxwnKQFwF3AGdUJrcMq99+aZqWWma8BVufLSyX1Ad5o60GrpKmeUOOKkJR1Oovk3yrpOKAOOKDQiNpfi+ckv8d6OXBStQJqZyl/RrqRXeY7kKyH/ZCkQRGxtODY2kvKOfkccGNEXCppODApPydriw+vQ6rYv6upPahHya4rAvyebA6n3wAz2nLQKlkA7Fjy+f1s2PVet46kbmTd85a6rpuylPOBpI8B/wV8Oto4csgmpLVz0gMYBNyfz2e2DzC9ExdKpP6dmRYRqyLiWWAOWcLqrFLOyalkw8AREY8AW5CNSVerkv6tSZGaoI4HGmbV/SrZg7uzgGPactAq+Quws6QBkrqTFUFMb7ROw1BLAEcC90Z+l68TavV85JezfkqWnDr7vQVo5ZxExLKI2DYi+kdEf7L7cp+OiI78H7ONkfJ35nayYhokbUt2yW9+VaOsrpRz8jz5gAOSdiNLUIurGmXHMh04Ia/m2wdYFvmsFWVr74qQgqtNxgD/JKvC+a+87SKyf2Qg+4N0GzAPeAwY2N4xt/P5uAd4GdTEUs8AAAKRSURBVHgif01v75jb+5w0Wvd+OnEVX+KfEQGXAU8DfwOObu+YO8A52R34E1mF3xPA6PaOueDzcTOwCFhF1ls6laxg7oslf0Z+kp+vv23M35nUkSQ2By4gu9b6nojYRtJo4EMRcVWrOzAzMytT6iW+y8muxR/LOze7ZpM9K2NmZlZxqT2oRcAHI2KFpNcionfevjQiehYdpJmZ1Z7UHtRKGpWk56Xmr1Y8IjMzM9IT1G3AREkDAPKngq8ie6razMys4lIT1HlAPVlFRk9gLlld+4XFhGVmZrWu7Ok28kt7S6LcDc3MzMrQYoKS1K+1HUTE8xWNyMzMjNYT1FreKStvcnyliOhaRGBmZlbbWrsH9RTZ/abzgZ2AzRq9uhcanVkNkdRD0ouSDmjUvmM+WWJnHWnfrEktJqiIGEI2Rl1v4GGyoeSPBrpHxJqIWFN8iGY142yySeAeKG2MiBeAFcDgdonKrJ20WsUXEbMi4uvAALIxuA4BFm3UNL5mth5JXclGZvl5/rmPpIElq6wGtmyP2MzaS2qZOWRD6h8ADCeb8vn1QiIyq02DgO3IprMB+BowFkDSlmRTf9TCCPNm67SYoCT1lvRlSY+RDbP/JrB/RIyMbC4YM6uMHYDXI+KN/PMneCchHUD2H8LH2yMws/bS2oy6C4FngUlkc+EAfFDSBxtWiIh7C4rNrJa8Brw7H61lH7ICpN0l9SSbUvyKqN0ZWq1GtVZmXk/LU/VGRAxs4XszS5Dfg5oIfIpskrwvAHcAfYDJwDkRsar9IjSrvrJHkjAzM6uGcookzMzMqsYJyszMOiQnKDMz65CcoMzMrENygjIzsw7JCcrMzDokJygzM+uQnKDMzKxDcoIyM7MO6f8DdurCOdZFwPEAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAcsklEQVR4nO3de5QdVZ3o8e8vRDBAlAjIjQiGzCAPG4ixDSRxATEOCnJFveCAIC8xM3hFRlFBVC4yM4iOAjqOjyivYQ2IxAHCyHUUQRGvPDoDMgmSxcPmFYREQmSBCiS/+0dVQtPp7lQn51RX+nw/a53VVfvUqfqdvbrzy961a+/ITCRJapoxIx2AJEkDMUFJkhrJBCVJaiQTlCSpkUxQkqRGMkFJkhqptgQVER+LiEURsTAiLo+Il0fEThFxa0TcGxFXRMSmdcUjSWq2WhJURGwPfBTozswuYBPgcOCLwHmZuTOwHPhgHfFIkpqvzi6+scC4iBgLbA48BrwVmFe+fwnw7hrjkSQ12Ng6LpKZj0bEl4GHgD8CPwYWAE9l5gvlYY8A2w/0+YiYA8wB2H333d+0aNGi9gctSapLDFRYVxffBOAQYCfgNcAWwIEDHDrgvEuZOTczuzOze9y4ce0LVJLUGHV18b0N+G1mLs3M54F/B2YAW5VdfgCvBZbUFI8kqeHqSlAPAftExOYREcBs4G7gRuDQ8phjgGtqikeS1HC1JKjMvJViMMR/Af9dXncucCrw8Yi4D9gauKCOeCRJzRcb23Ib3d3d2dPTM9JhSJJaZ+QGSUiSNFwmKElSI5mgJEmNZIKSJDWSCUqSOtD555/Ps88+u2b/oIMO4qmnntrg8/7sZz/j4IMP3uDzgAlKkjpS/wR13XXXsdVWW41gRGszQUnSKHHuuefS1dVFV1cX559/Pr29vey6664cc8wx7Lnnnhx66KE8++yzfO1rX2PJkiXMmjWLWbNmATBp0iSWLVu25jMnnHACXV1dHHnkkVx//fXMnDmTnXfemdtuuw2A2267jRkzZvDGN76RGTNmsHjx4pZ/n1omi5WkTjLptB+27dy957xzwPIFCxZw0UUXceutt5KZ7L333uy3334sXryYCy64gJkzZ3L88cfzjW98g0984hOce+653HjjjWyzzTZrneu+++7jyiuvZO7cubz5zW/msssu4+abb2b+/PmcffbZXH311ey6667cdNNNjB07luuvv57TTz+dH/zgBy39rragJGkUuPnmm3nPe97DFltswZZbbsl73/tefvGLX7DDDjswc+ZMAI466ihuvvnmdZ5rp512Yo899mDMmDG84Q1vYPbs2UQEe+yxB729vQCsWLGCww47jK6uLj72sY/RjlUmTFCSNAoMNitQMf3p4PsD2WyzzdZsjxkzZs3+mDFjeOGFYoWkz33uc8yaNYuFCxdy7bXX8qc//Wl9Qx+UXXyS1GKDdcO107777suxxx7LaaedRmZy1VVXcemll3LyySfzq1/9iunTp3P55Zfzlre8BYDx48fz9NNPD9jFV8WKFSvYfvtiCb+LL764VV/jJWxBSdIoMHXqVI499limTZvG3nvvzQknnMCECRPYbbfduOSSS9hzzz158sknOfHEEwGYM2cOBx544JpBEsP1qU99ik9/+tPMnDmTlStXtvKrrOFksZI0SvX29nLwwQezcOHCkQ5lXZwsVpK08TBBSdIoNWnSpI2h9TQoE5QkqZFMUJKkRjJBSZIayQQlSWokE5QkdZgtt9xyg8/x1FNP8Y1vfKMF0QzOBCVJo1BmsmrVqrad3wQlSaqst7eX3XbbjQ9/+MNMnTqVSy+9lD322IOuri5OPfXUlxx7yimnMHXqVGbPns3SpUsB2H///Vk9EcKyZcuYNGkSAIsWLWLatGlMmTKFPffck3vvvZfTTjuN+++/nylTpvDJT36yLd/HufgkqdXOfGUbz71iyLcXL17MRRddxGc/+1n22WcfFixYwIQJEzjggAO4+uqrefe7380zzzzD1KlT+cpXvsJZZ53F5z//eb7+9a8Pes5vfetbnHzyyRx55JE899xzrFy5knPOOYeFCxdy5513tvobrmELSpJGkde97nXss88+3H777ey///5su+22jB07liOPPJKbbroJKGYl/+u//mug2hIc06dP5+yzz+aLX/wiDz74IOPGjWv79wATlCSNKltssQUw+PIbA1m9BMfYsWPX3Lfqu3zG+9//fubPn8+4ceN4+9vfzg033NDCiAdnF58ktdo6uuHqsPfee3PyySezbNkyJkyYwOWXX85JJ50EwKpVq5g3bx6HH344l1122ZolOCZNmsSCBQuYNm0a8+bNW3OuBx54gMmTJ/PRj36UBx54gLvuuou99tqLp59+uq3fwRaUJI1CEydO5Atf+AKzZs1ir732YurUqRxyyCFA0cpatGgRb3rTm7jhhhs444wzAPjEJz7BN7/5TWbMmMGyZcvWnOuKK66gq6uLKVOmcM8993D00Uez9dZbM3PmTLq6uto2SMLlNiRJI83lNiRJG49a7kFFxC7AFX2KJgNnAFsBHwKWluWnZ+Z1dcQkSWq2WhJUZi4GpgBExCbAo8BVwHHAeZn55TrikCRtPEaii282cH9mPjgC15YkbSRGIkEdDlzeZ/8jEXFXRFwYERMG+kBEzImInojoWT0lhyRpdKt1FF9EbAosAd6QmY9HxHbAMiCBvwcmZubxQ53DUXySNOo0YhTfgcB/ZebjAJn5eGauzMxVwHeAaTXHI0lqqLoT1BH06d6LiIl93nsPsLDmeCRJDVXbVEcRsTnwV8Df9Cn+UkRMoeji6+33niSpg9WWoDLzWWDrfmUfqOv6kqSNizNJSJIayQQlSWokE5QkqZFMUJKkRlrnIInyYdoDgL0oJnd9Cvg18JPM/F17w5MkdapBW1ARsVtEzAPuBj4AvAz4XfnzA8CiiJgXEbvXEqkkqaMM1YK6GPgn4MjM/HP/N8tpiw4BLgCmtyU6SVLHGjRBZebeQ30wM58DrixfkiS11HoNkoiIWRGxb6uDkSRptUoJKiJ+HhEzy+1Tge8Bl0fE6e0MTpLUuaq2oLqAW8rtDwH7A/sAf9uGmCRJqjwX3xggI+IvKNaQ+g3AYAsMSpK0oaomqJuBrwMTgasAymS1rE1xSZI6XNUuvmMpHtC9CzizLNsV+GrrQ5IkqWILKjN/D5zer+yHbYlIkiSGSFARcVaVE2TmGa0LR5KkwlAtqB36bL8c+F/A7cCDwI7ANOAH7QtNktTJhppJ4rjV2xHxPeCIzPxBn7L3Aoe1NzxJUqeqOkjiQODqfmXXAAe1NhxJkgpVE9R9wP/uV/Zh4P7WhiNJUqHqc1AnAFdFxKeAR4HtgReA97YrMElSZ6s6zPyOiNiZYlmNicBjwK8y8/l2BidJ6lxVW1CUyeimiFjTLRgRYzJzVVsikyR1tKqzmU+NiF9FxDPA8+XrhfKnJEktV7UFdQlwLXA88Gz7wpEkqVA1Qb0O+ExmZjuDkSRptarDzK8CDmhnIJIk9VW1BfVyimHmNwO/6/tGZh7d8qgkSR2vaoK6u3xJklSLqs9BfX5DLhIRuwBX9CmaDJwB/GtZPgnoBd6Xmcs35FqSpNGh8nNQEbEpsAuwDRCryzPzhnV9NjMXA1PK82xCMRvFVcBpwE8z85yIOK3cP3U4X0CSNDpVSlAR8RbgSmAz4BXAH4DxwMMUraHhmA3cn5kPRsQhwP5l+SXAzzBBSZKo3oI6D/hSZp4XEcsz81URcQbr90zU4cDl5fZ2mfkYQGY+FhGvXo/zSZIGc+Yra7rOipafsuow89cDX+1Xdg7wseFcrOwmfBdFa2w4n5sTET0R0bN06dLhfFSStJGqmqBWUHTtATwWEbsDE4Ath3m9A4H/yszHy/3HI2IiQPnziYE+lJlzM7M7M7u33XbbYV5SkrQxqtrF9+8UixNeBlwA3EgxD9+wWkLAEbzYvQcwHziGojV2DMUiiJKkVmlD11tdYn1mLyoHTYwH/rPqbOYRsTnloIrMXFGWbQ18H9gReAg4LDOfHOo83d3d2dPTM+yYJUmNFQMVVh5m3s8SYOVwltrIzGeBrfuV/Z5iVJ8kSS9RdbmNyyNiRrl9HLAIuDsiPtjO4CRJnavqIInZwOp+tY8DbwOmUTxYK0lSy1Xt4ts0M5+LiO2BV2XmLwEiYrv2hSZJ6mRVE9SdEfFpinWhfghQJqs/tCswSVJnq9rF90FgD2Ac8NmybDrwb+0ISpKkqrOZ3w+8v1/ZPGBeO4KSJKnqZLHHD/ZeZl7YunAkSSpUvQf1gX77/wP4C+CXgAlKktRyVbv4ZvUvK1tVu7U8IkmSqD5IYiAXUwyekCSp5areg+qfyDYHjgKeanlEkiRR/R7UC0D/WWUfBT7U2nAkSSpUTVA79dt/JjOXtToYSZJWq3QPKjMfzMwHKVpRr6F4YFeSpLapOpv5xIj4OXAfxeKF90fETRHxmrZGJ0nqWFVH8X0T+DUwITMnUiz3fgfwrXYFJknqbFXvQb0FmJiZzwNk5jMR8SmKgRKSJLVc1RbUcmD3fmW74DBzSVKbVG1BfQm4PiIuAB6kWHbjOOBz7QpMktTZqk519J2IWD2j+Z7AEuCIzLyhncFJkjpX1RYUZTIyIUmSalF1qqNNgWOBKcCWfd/LzKNbH5YkqdNVbUFdAuwFXAs83r5wJEkqVE1Q7wB2ykxH7UmSalF1mPlDwGbtDESSpL4GbUFFxFv77P4rcE1EfJV+XXyO5JMktcNQXXwXDFB2dr/9BCa3LhxJkgqDJqjM7L/EhiRJtak6m/k1g5T/e2vDkSSpUHWQxKxByveveqGI2Coi5kXEPRHxm4iYHhFnRsSjEXFn+Tqo6vkkSaPbkMPMI+KscnPTPturTaaYl6+qrwI/ysxDywd/NwfeDpyXmV8exnkkSR1gXc9B7VD+HNNnG4rBEQ8DZ1a5SES8AtiXYjYKMvM54LmIGEaokqROMmSCyszjACLi/2XmdzbgOpOBpcBFEbEXsAA4uXzvIxFxNNADnJKZyzfgOs1x5itHOgJJeqkzV4x0BMNS6R7UBiYnKBLhVOCbmflG4BngNIqVev+CYo6/x4CvDPThiJgTET0R0bN06dINDEWStDGoOkhiQz0CPJKZt5b784Cpmfl4Zq7MzFXAd4BpA304M+dmZndmdm+77bY1hSxJGkmVl9vYEJn5u4h4OCJ2yczFwGzg7oiYmJmPlYe9B1hYRzy12Mia0pLUNLUkqNJJwL+VI/geoFiR92sRMYVi0EUv8Dc1xiNJarDKCSoidqFYcqP/elAXVvl8Zt4JdPcr/kDV60uSOkvVBQtPB84Afg082+etBColKEmShqNqC+rvgGmZeVc7g5EkabWqo/j+CNzTzkAkSeqraoL6HPDPETExIsb0fbUzOElS56raxXdx+fOEPmVBcQ9qk1YGJEkSVE9Qrg0lSapVpQSVmcOZtVySpA02aIKKiLmZOafcvpSiO28tmXl0m2KTJHWwoVpQv+2zfV+7A5Ekqa9BE1RmfqHP9ufrCUeSpMKgw8TLdZvWqepxkiQNx1BdfP8SEX8ALgV+nplLVr8REROB/YCjKebm27etUUqSOs5QXXxviYiDgb8FLoiIlcDTwHiKZ6CuB76emdfVEqkkqaOsa8n3/wD+IyJeBuwMbAUsB+7NzBdqiE+S1KGqPgf1PHB3m2ORJGkN59KTJDWSCUqS1EgmKElSIw0rQUXEDhGxT7uCkSRptUoJKiJ2jIhfUixaeH1ZdmhEfLedwUmSOlfVFtS3gR9SPAP1fFn2E+Cv2hGUJElV14OaBrwzM1dFRAJk5oqIeGX7QpMkdbKqLajHgb/sWxARuwMPtTwiSZKonqC+TDGjxHHA2Ig4ArgC+GLbIpMkdbSqM0lcGBFPAnOAh4FjgM9l5tXtDE6S1Lmq3oOiTEYmJElSLSolqIg4fpC3/gw8AtySmX9uWVSSpI5XtQV1NDCdYrDEI8Brge2AHmASQEQckpk9bYhRktSBqg6SWAR8MjN3zMwZmbkjcApwB0Wy+ibwz22KUZLUgSIz131QxHJg68xc1adsE2BZZk6IiM2AJzJz0OeiImIr4LtAF5DA8cBiitGAk4Be4H2ZuXyoWLq7u7Onx4aaJI0iMVDhcJ6D+p/9yt4JPFFuv5wXZ5gYzFeBH2XmrsBewG+A04CfZubOwE/LfUmSKt+D+ihwZUQspBhmvgNFS+iw8v29GaKLLyJeAewLHAuQmc8Bz0XEIcD+5WGXAD8DTh3OF5AkjU5Vn4P6cURMBg4CXgNcB/wwM3+/+n3gx0OcYjKwFLgoIvYCFgAnA9tl5mPlOR6LiFev9zep6sz6Z2ea9KfLar+mJNWp95x3tvycw3kO6vfApRtwnanASZl5a0R8lWF050XEHIqHhNlxxx3XMwRJ0sak6nNQY4EPA/sB29DnhlZm7lvhFI8Aj2TmreX+PIoE9XhETCxbTxN58Z7WS2TmXGAuFIMkqsQsSdq4VW1BnQe8lSJJ/CPwGeBE4HtVPpyZv4uIhyNil8xcDMwG7i5fxwDnlD+vGV746+HMFW2/RH+9tV9RkjZ+VYeZPwpMz8yHIuKpzNwqInYFvp2Z+1W6UMQUimHmmwIPAMdRjCL8PrAjxczoh2Xmk0Odx2HmkjTqDDjMvGoLanOK0XsAf4yIzTPznoh4Y9WrZ+adQPcAb82ueg5JUueomqB+A7wZuI1ieqMzI+IPwKPtCkyS1NmqJqiTgZXl9scppjYaTzmyTpKkVqv6HNTtfbbvBd7WtogkSaL6VEdExF9FxAURcW253x0Rb21faJKkTlYpQUXESRTdevdSTFkE8EfgH9oUlySpw1VtQf0d8LbMPAdYPaP5PcAubYlKktTxqiao8bw4zHz1g1MvA55reUSSJFE9Qd3E2nPnfRS4sbXhSJJUqDrM/CTg2oj4EDA+IhYDf2DtNaIkSWqJqsPMH4uINwPTKKYlehi4re8Ku5IktdJwlttI4NbyJUlSWw2aoCLiYV4cEDGozHSBJklSyw3VgjqqtigkSepn0ASVmT+vMxBJkvoaqovvM5n5j+X2WYMdl5lntCMwSVJnG6qL77V9tndodyCSJPU1VBffiX22j6snHEmSCkMOM4+IdY7Qy8yHWheOJEmFdT0H1cuLQ80HWjM+gU1aGZAkSbDuufjuolhi47PA6ygmiO372rSt0UmSOtaQCSozpwCHAq8CbgauAw4HNs3MlZm5cqjPS5K0vtY5m3lmLszMTwI7AecCBwOPRcTUdgcnSepclZd8B3YG9gOmA3cAy9sSkSRJrHsU36uAI4BjKBYtvBTY15F7kqR2W9coviXAbykS0y1l2V9GxF+uPiAzb2hTbJKkDrauBPU74OXAh8pXfwlMbnVQkiQNmaAyc1JNcUiS9BLDGSQhSVJtTFCSpEYyQUmSGqm2BBURvRHx3xFxZ0T0lGVnRsSjZdmdEXFQXfFIkpptXaP4Wm1WZi7rV3ZeZn655jgkSQ1nF58kqZHqTFAJ/DgiFkTEnD7lH4mIuyLiwoiYMNAHI2JORPRERM/SpUvriVaSNKIiM9d9VCsuFPGazFwSEa8GfgKcBCwGllEkr78HJmbm8UOdp7u7O3t6etoerySpNgOtN1hfCyozl5Q/nwCuAqZl5uPlsh2rgO8A0+qKR5LUbLUkqIjYIiLGr94GDgAWRsTEPoe9B1hYRzySpOaraxTfdsBVEbH6mpdl5o8i4tKImELRxdcL/E1N8UiSGq6WBJWZDwB7DVD+gTquL0na+DjMXJLUSCYoSVIjmaAkSY1kgpIkNZIJSpLUSCYoSVIjmaAkSY1kgpIkNZIJSpLUSCYoSVIjmaAkSY1kgpIkNZIJSpLUSCYoSVIjmaAkSY1kgpIkNZIJSpLUSCYoSVIjmaAkSY1kgpIkNZIJSpLUSCYoSVIjmaAkSY1kgpIkNZIJSpLUSCYoSVIjmaAkSY1kgpIkNZIJSpLUSGPrulBE9AJPAyuBFzKzOyJeBVwBTAJ6gfdl5vK6YpIkNVfdLahZmTklM7vL/dOAn2bmzsBPy31Jkka8i+8Q4JJy+xLg3SMYiySpQSIz67lQxG+B5UAC387MuRHxVGZu1eeY5Zk5YYDPzgHmlLu7AIs3MJxtgGUbeI7Rxjp5KetjbdbJS1kfa1vfOlmWme/oX1hngnpNZi6JiFcDPwFOAuZXSVBtiKWnTzejsE76sz7WZp28lPWxtlbXSW1dfJm5pPz5BHAVMA14PCImApQ/n6grHklSs9WSoCJii4gYv3obOABYCMwHjikPOwa4po54JEnNV9cw8+2AqyJi9TUvy8wfRcTtwPcj4oPAQ8BhNcUzt6brbEysk5eyPtZmnbyU9bG2ltZJbfegJEkajpEeZi5J0oBMUJKkRhrVCSoi3hERiyPivohYa5aKiNgsIq4o3781IibVH2V9KtTHxyPi7oi4KyJ+GhGvG4k467SuOulz3KERkRExqocVV6mPiHhf+XuyKCIuqzvGulX4u9kxIm6MiDvKv52DRiLOukTEhRHxREQsHOT9iIivlfV1V0RMXe+LZeaofAGbAPcDk4FNgV8Du/c75sPAt8rtw4ErRjruEa6PWcDm5faJo7k+qtZJedx44CbgFqB7pOMe4d+RnYE7gAnl/qtHOu4G1Mlc4MRye3egd6TjbnOd7AtMBRYO8v5BwP8FAtgHuHV9rzWaW1DTgPsy84HMfA74HsXUSn31nWppHjA7yqGGo9A66yMzb8zMZ8vdW4DX1hxj3ar8jgD8PfAl4E91BjcCqtTHh4B/yXJS5yyeaxzNqtRJAq8ot18JLKkxvtpl5k3Ak0Mccgjwr1m4Bdhq9fOuwzWaE9T2wMN99h8pywY8JjNfAFYAW9cSXf2q1EdfH6T4X9Bots46iYg3Ajtk5n/UGdgIqfI78nrg9RHxy4i4JSLWmp5mlKlSJ2cCR0XEI8B1FLPkdLLh/lszqNqW2xgBA7WE+o+pr3LMaFH5u0bEUUA3sF9bIxp5Q9ZJRIwBzgOOrSugEVbld2QsRTff/hQt7F9ERFdmPtXm2EZKlTo5Arg4M78SEdOBS8s6WdX+8BqpZf+ujuYW1CPADn32X8vaTe81x0TEWIrm+VBN141ZlfogIt4GfAZ4V2b+uabYRsq66mQ80AX8rFzPbB9g/igeKFH1b+aazHw+M39LMXHzzjXFNxKq1MkHge8DZOavgJdTTJraqSr9W1PFaE5QtwM7R8ROEbEpxSCI+f2O6TvV0qHADVne5RuF1lkfZXfWtymS02i/twDrqJPMXJGZ22TmpMycRHFf7l2Z2TMy4bZdlb+ZqykG0xAR21B0+T1Qa5T1qlInDwGzASJiN4oEtbTWKJtlPnB0OZpvH2BFZj62PicatV18mflCRHwE+E+KkTgXZuaiiDgL6MnM+cAFFM3x+yhaToePXMTtVbE+/gnYEriyHCvyUGa+a8SCbrOKddIxKtbHfwIHRMTdFKtjfzIzfz9yUbdXxTo5BfhORHyMoivr2FH8H10i4nKKLt5tyvtu/wd4GUBmfoviPtxBwH3As8Bx632tUVyPkqSN2Gju4pMkbcRMUJKkRjJBSZIayQQlSWokE5QkqZFMUJKkRjJBSZIayQQlSWokE5TUEBExPiIejYj9+pXvUC6WOFpn2pcGZIKSmuMUikXgft63MDMfBp4B9hiRqKQRYoKSGiAiNqFYxfi75f62ETG5zyEvAONGIjZppJigpGboAl5NMSkpwMeBOQARMY5i6Y9OmGFeWsMEJTXD9sDyzPxDuf8OXkxI+wHLgTtGIjBppIza5TakjcyTwCsiYieKhRE3BXaPiK0olhQ/v4NXaFWHsgUlNcPtwPeAOylWaH0XMAO4F7gV+OLIhSaNDNeDkiQ1ki0oSVIjmaAkSY1kgpIkNZIJSpLUSCYoSVIjmaAkSY1kgpIkNZIJSpLUSP8fR1KlviwVzYYAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -912,7 +941,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -929,7 +958,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1047,7 +1076,7 @@ "[71 rows x 3 columns]" ] }, - "execution_count": 11, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1058,7 +1087,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1082,7 +1111,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1099,7 +1128,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1116,7 +1145,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -1161,7 +1190,7 @@ "1 0.01 -227.401716 -56.400252" ] }, - "execution_count": 14, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1172,7 +1201,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1213,12 +1242,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 42, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1230,7 +1259,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3deXSU953n+/dXuxBCbGKRkEBIbLKEHWMTHG843nA2NxnvceLcrH2nM317cqe7ne6+Od2ZmUxn5nbnTk8ymZNM7Ljd3XHi2ElwvIDb2LHjGLwCErtAYAmwJECAhHbpd/+o0qOnSiVQidpU+rzOeQ7PVlVfPQfpW7/dnHOIiIikmoxkByAiIhKJEpSIiKQkJSgREUlJSlAiIpKSlKBERCQlZSU7gHjYsGGDe+GFF5Idhsi4tLS0ePvz589PYiQiSWORTqZlgjp58mSyQxAZt1OnTnn7SlAiI9IyQYlMJtXV1ckOQSQlqQ1KRERSkhKUiIikJCUoERFJSWqDEkmy/v5+bz87OzuJkYikFiUokSTbv3+/t19TU5PESERSi6r4REQkJSlBSUJ1dXXx2muvcejQoWSHkjKysrK8TURG6DdCEurFF19kx44dZGRk8Id/+IcUFxcnO6SkW7lyZbJDEElJKkFJQjU3NwMwNDTEzp07kxyNiKQyJShJGOcc586d847r6+vRis4iMhYlKEmY3t5e+vr6vOOzZ8/S1NSUxIhEJJUpQUnC+EtPw+rq6sb12m3btvHUU0+FTKyaLnp7e71NREYoQUnCnD17dtS5PXv2MDg4eMHXNTQ0sHnzZurr63n++efjFV7SHDx40NtEZIQSlCRMpBJUV1cXjY2NF3zd66+/7u03NjaGVBOKSPpSgpKE8SeozMxMb7++vn7M1zQ3N3PkyBHveGho6KIJbbLJycnxNhEZoQQlCeNPUJdffrm3v3fv3pD56Pz8padhDQ0NsQ8uiZYvX+5tIjJCCUoSxp+gVqxYwezZswHo6+uL2P5y8uRJ9u3bN+q8ZqEQmRqUoCRh/J0kioqKQiZGjVTN9/vf/97br6ys9KrA2tvbOX36dBwjFZFUoAQlCRE+SHfGjBnU1tZ6xwcOHKCnp8c7PnfuXMhMEzfccANLlizxjtOtmk9ERlOCkoTo6enx2pmys7PJy8tj7ty5LFiwAIDBwcGQ6rxt27YxNDQEQFlZGeXl5VRVVXnX06mar7u729tEZIQSlCREeOnJzIDQ9Y+GB+329PTwzjvveOevvfZaIFDNN6yxsZGBgYG4xpwohw4d8jYRGaEEJQnhT1BFRUXevj9BNTY20tnZyVtvveWNdSouLvZ6t82ePdvrWNHf369pkkTSXMISlJltMLP9ZtZgZg9HuJ5rZj8LXt9uZkuC57PN7DEzqzOzvWb2jUTFLLHj7yAxY8YMb7+oqIjy8nIg0E61c+dOtm/f7l3/yEc+4pW2ILQUlS7tUHl5ed4mIiMSkqDMLBP4PnAHUA3cb2bVYbd9EWh3zlUB3wW+Ezx/N5DrnKsF1gBfHU5eMnmEV/H5+TtLvPzyy5w/f967z38NCGmHSpcEVVVV5W0iMiJRJai1QINz7rBzrg94Argz7J47gceC+78AbrbAV2cHFJhZFpAP9AGj58yRlHahBFVdXU1GRuC/on9evnXr1oXMOAGwZMkS797W1lY6OjriFbKIJFmiElQp4G8waA6ei3iPc24AOAvMIZCszgMngPeB/9c5N2oQjJl9xczeNrO329raYv8TyCW5UIKaNm0aS5cuDTmXl5fHmjVrRr1PTk4Oixcv9o7TpRQlIqMlKkFZhHPhK9WNdc9aYBAoASqA/9vMlo660bkfOueucs5dpWXEU89YnSSGhVflrV27dsy56fztUOr5JpK+EpWgmoEy3/Ei4PhY9wSr84qA08ADwAvOuX7nXCvwOnBV3COWmHHOjdlJYtiKFSvIzs4GICsri7Vr1475fuHjoYbHS01WnZ2d3iYiIxKVoN4ClplZhZnlAPcBm8Lu2QQ8FNy/C9jqAuuBvw981AIKgHXA6AnaJGV1d3d7Y5ZycnLIzc0ddU9ubi533XUXK1as4O6776agoGDM95s3bx7Tp08HAmOmjh8P/64zuRw5csTbRGREViI+xDk3YGZfAzYDmcAjzrndZvYt4G3n3Cbgx8DjZtZAoOR0X/Dl3wceBeoJVAM+6pzblYi4JTbGGqQbbrwzepsZVVVV7NixAwi0Qy1atCg2wYpIykhIggJwzj0HPBd27pu+/R4CXcrDX9cZ6bxMHhfqIDFRlZWVXoI6dOgQ69evj8n7JsO0adOSHYJISkpYgpKpKx4Jyt/r79ixY3R3d5Ofnx+T90608B6MIhKgqY4k7sKX2YiFadOmUVoaGKngnOPw4cMxeV8RSR1KUBJ38ShBQXpOeyQiI5SgJO7ilaDCu5sHOn2KSLpQgpK4i1eCKi0t9SZY7ejoYLLOIHLu3DlvE5ERSlASV+Er6caqDQogIyMjpIPBgQMHYvbeifT+++97m4iMUIKSuPIP0s3NzY04SPdSLFu2zNvfvXt3TN9bRJJLCUri6mJTHF2qlStXejOef/DBB5w8eTLmnxFvhYWF3iYiI5SgJK7i1f40LC8vL2T2ifr6+ph/RrwtXrzY20RkhBKUxFW8ExSELhtfV1en3nwiaUIJSuIq3lV8EGiHGl6a4/Tp05w4cSIunyMiiaUEJXHlX/E2lj34/LKzs1m1apV3XFdXF5fPEZHEUoKSuEpECQpCq/l27949qdaIOnPmjLeJyAglKImrRLRBAVRUVHizgnd0dEyqMUXNzc3eJiIjlKAkbsIH6cYzQWVmZlJdXe0dq5pPZPJTgpK46erqYnBwEIjPIN1wtbW13v6ePXu8z051RUVF3iYiI7QelMRNvKY4GktZWRlFRUWcPXuWnp4eDh06NK4VepOtrKws2SGIpCSVoCRuEtVBYpiZcdlll3nHk3HQroiMUIKSuElU+5Ofv5pv37599PX1JeRzRST2lKAkbpKRoObPn8/cuXMB6O/vn7QznIuIEpTEUaLboCBQzecvRU2G3nynT5/2NhEZoQQlcZOMEhSEDtptaGigu7s7YZ89EcePH/c2ERmhBCVxk+hOEsNmz55NSUkJAENDQ+zZsydhny0isaMEJXGRyEG6kfir+VK9N9+sWbO8TURGKEFJXJw/f96bDy8vL8+bbTxR/N3Njxw5ElKaSzWlpaXeJiIjlKAkLpLRQcKvsLCQiooK7/iVV15JeAwicmmUoCQuktX+5Hfdddd5+zt27OCDDz5IShwiMjFKUBIXyWx/GrZ06VKWLVvmHW/ZskWr7YpMIkpQEhepkKAAbr31VswMgMbGRg4ePJi0WMZy8uRJbxOREUpQEhepkqCKi4tZs2aNd/ziiy+m3CznH3zwgbeJyAglKImLZHeS8Fu/fr3Xi/DkyZO8++67SY1HRMZHCUriIhU6SQwrKCjg+uuv945feeUVenp6khhRqDlz5nibiIxQgpKYc87R0dHhHSc7QQGsW7fOK8l1dXXxu9/9LskRjVi4cKG3icgIJSiJuc7OTm+Qbn5+PtnZ2UmOCLKysrj55pu9423btnHmzJkkRiQiF6MEJTGXKh0kwtXU1Hhz9A0ODvLSSy8lOSIRuRAlKIm5VOog4Wdm3H777d5xfX09x44dS2JEInIhSlASc6nUQSJceXk5q1at8o6fe+45BgYGkhgRtLS0eJuIjFCCkpjzr2I7c+bMJEYS2S233EJGRuC//vHjx/nFL36R1LFRbW1t3iYiI5SgJKaOHz9OY2MjEKhSq66uTnJEo82ePZtbbrnFO96/fz+bNm3SNEgiKSZhCcrMNpjZfjNrMLOHI1zPNbOfBa9vN7MlvmurzewNM9ttZnVmlpeouCU6r7/+urdfU1OTsmscXXPNNVx77bXe8a5du3jhhReSkqSKi4u9TURGZCXiQ8wsE/g+cCvQDLxlZpucc/6lTr8ItDvnqszsPuA7wL1mlgX8E/BZ59xOM5sD9CcibonOqVOnQlav/chHPpLEaC7u5ptvpru725tZ4s033yQvL4+bbropoXHMnz8/oZ8nMlkkqgS1Fmhwzh12zvUBTwB3ht1zJ/BYcP8XwM0WmOXzNmCXc24ngHPulHMutSZTEwB+//vfe/tVVVUsWLAgidFcnJnx8Y9/PGRxw1dffZVt27YlMSoRGZaoBFUKNPmOm4PnIt7jnBsAzgJzgOWAM7PNZvaumf1ZpA8ws6+Y2dtm9rYamxOvo6ODnTt3esf+6rNUlpGRwcaNG6mqqvLObd68mR07diQxKhGBxCUoi3AuvLJ/rHuygOuAzwT/3WhmN4+60bkfOueucs5dpbr8xNu+fbvXE660tJTFixcnOaLxy8zM5J577qGsrMw7t2nTppDeiCKSeIlKUM1Ame94EXB8rHuC7U5FwOng+d86504657qA54Ar4x6xjFtPTw9vv/22d3zttdd6azBNFtnZ2TzwwANee5BzjmeeeYa+vr64f/aJEye8TURGJCpBvQUsM7MKM8sB7gM2hd2zCXgouH8XsNUFulRtBlab2bRg4roR2IOkjLfffpve3l4gMDP3ypUrkxzRxOTl5fHggw8yffp0IDCnoL9dLV5OnTrlbSIyIiEJKtim9DUCyWYv8HPn3G4z+5aZfSp424+BOWbWAHwdeDj42nbg7wkkuR3Au865ZxMRt1zcwMAA27dv944nY+nJb/r06Xz0ox/1jn//+9+HzMwuIomTkG7mAM655whUz/nPfdO33wPcPcZr/4lAV3NJMTt37qSzsxOAwsJCamtrkxzRpbv88svZvn07LS0t9Pf3s3XrVu68M7zTaeykem9HkWTRTBIyYUNDQyFVYOvWrSMrK2HfeeImIyOD2267zTvesWNHXJdjnzt3rreJyAglKJmwffv2cfr0aQByc3NZs2ZNkiOKnaVLl7Js2TLveMuWLZoKSSTBlKBkQpxzIdMaXX311eTm5iYxoti79dZbvfa0xsZGDh48mOSIRKYWJSiZkKamJo4fD4wUyMzM5MMf/nCSI4q94uLikFLhiy++mNRZz0WmGiUomZC6ujpvf/Xq1V7X7HSzfv16cnJyADh58qQ3b18sHTt2zNtEZIQSlERtcHAwZFLY1atXJzGa+CooKOD666/3jl955RV6enpi+hnt7e3eJiIjlKAkaocPH6arqwsIdC2fTNMaTcS6deu8peu7urr43e9+l+SIRKYGJSiJWn19vbdfU1MzqQfmjkdWVhY33zwy/eO2bds4c+ZMzN6/pKTE20RkhBKURKW/v599+/Z5xzU1NUmMJnFqamooLQ1MwD84OBgye8almj17treJyAglKInKgQMHvAlU58yZw8KFC5McUWKYGTfeeKN3vG/fPo2LEokzJSiJylSr3vOrqKjwevSdOXOG1tbWJEckkt6UoGTcenp6QgarTpXqvWFZWVkhs0v4qzpFJPaUoGTc9u7d6w1UXbhw4ZScO27FihXe/v79+2Pynk1NTd4mIiOUoGTcwqv3pqJly5aRkRH4tTlx4gRnz5695Pc8e/ast4nICCUoGZfOzk4aGxu946maoPLy8liyZIl3HKtSlIiMNu4EZWafCq5oK1PQ7t27vV5rixcvZsaMGUmOKHn8KwbHIkEtWrTI20RkRDQlqP8InDCz75lZ+s0MKhek6r0R/naoI0eOXPLURzNnzvQ2ERkx7gTlnLscuAXoBp4ys/1m9ldmtiROsUmKaG9vp7m5GQgs5lddXZ3kiJJrxowZ3qwPQ0NDWoZDJE6iaoNyzu10zv0pUAb8EYEl2g+Z2atm9hkzU5tWGvKXniorK5k2bVoSo0kN8ejNJyKhok4oZlYJfBP4AZAX3P8R8DXgFzGNTlKCf2mNqV69N8zfDnXw4EEGBgaSGI1Iehp3pwcz+yPgs0AV8HPgs865bb7rTwEaWp9mWlpaaGtrAwIDVf1/mKey4uJiZs2aRXt7O319fRw5coSqqqoJvdfRo0e9/XSfGV4kGtGUoO4A/g4occ79W39yAnDOdQGfjmVwknz+6r0VK1Z4U/1MdWYWUs13KbNKdHR0eJuIjIgmQb3inHvSOdfnP2lmXx/ed85tiVlkknTOuZAEVVtbm8RoUk94d3NNHisSW9EkqG+Ocf6vYhGIpJ7z58976x5lZ2dTWVmZ5IhSS1lZmddhpLOzc8JLtpeXl3ubiIy4aBuUmX10+F4zuwnwT1+9FFC9RJo6deqUt19cXExWlsZp+2VkZLB8+XJ27NgBBEpRExlsO5UHPYtcyHj+4vw4+G8u8IjvvAM+AP5drIOS1OBPUHPmzEliJKlrxYoVXoLat29fyMq7InJpLpqgnHMVAGb2j865z8U/JEkV/gSl1V4jq6ysJCsri4GBAU6ePMmpU6eUzEViJJqZJJScppjTp097+/qjG1l425zWiBKJnQsmKDPb69tvMrP3I23xD1OSQVV843Ops0ocPnzY20RkxMWq+L7s238wnoFIahkaGgopQamKb2zLly/HzHDO0dTURGdnJ9OnTx/367u6uuIYncjkdcEE5Zz7nW//t/EPR1LFuXPnvNVzCwoKyMvLS3JEqaugoICysjLefz9QmXD48GFWr16d5KhEJr9o1oP6upldEdxfF6zeO2xm18QvPEkWVe9Fp6KiwtuPdun2JUuWeJuIjIhmYMu/Z6TL+X8B/p7AGKj/D9D6UGlGPfii4x9kO1ySGq9oqgNFppJoElSRc+6smRUClwO3OOcGzezv4hSbJJFKUNFZtGiR1w7V2tpKT0+PqkVFLlE0Ux01mdlHgPuAV4PJaQYwGJ/QJJnUxTw6OTk5LFiwwDuOtppPREaLJkH9KYH1nv6SwPLvAJ8A3ox1UJJ8quKL3qVU84nIaOOu4nPOPQeUhJ1+MrhJGhkcHPQmiQUlqPEqKytj+/btQHQlqIaGBm9/omtKiaSjqGb/NLMiYAUQ3qq7NWYRSdK1t7d7S0cUFRWRnZ2d5IgmB38J6tixYwwODpKZmXnR1/X09MQzLJFJK5oVdT8PfB/oBPwjCx2BWc0lTah6b2IKCwu9VXYHBgY4ceLEhGY3F5GAaNqg/jNwl3NuvnOuwreNKzmZ2QYz229mDWb2cITruWb2s+D17Wa2JOx6uZl1mtl/iCJmmQD14Ju4srIyb3+87VCVlZXeJiIjoklQWcCEVsw1s0wCpa87gGrgfjOrDrvti0C7c64K+C7wnbDr3wWen8jnS3TUg2/i/NV8422Hys/P9zYRGRFNgvoO8FdmFs1rhq0FGpxzh4NLxj8B3Bl2z53AY8H9XwA3m5kBmNkfAIeB3RP4bImSqvgmLrwEpWXgRSYummTz7wks794xgdnMSwH/18nm4LmI9zjnBoCzwBwzKwD+HPibKGKVS6AqvokrLi72Buh2dXWFlEZFJDrR9OK7lNnMLcK58K+WY93zN8B3nXOdwQJV5A8w+wrwFQitZpHo9PX10dHRAQSWNJ85c2aSI5pczIzy8nIOHDgABEpRSvIiExPNOKhLmc28GSjzHS8Cjo9xT7OZZQFFwGkC8/zdZWb/FZgJDJlZj3Pue2Hx/RD4IcBVV12lepUJ8n/jnzlz5ri6SUuosrKykAT1oQ996IL3D98LgaU7RCQgmm7mucA3gfuBOc65IjO7DVgeniwieAtYZmYVwDEC0yU9EHbPJuAh4A3gLmCrC1TgX++L4a+BznF8nkyQqvcuXbQdJfr6+uIZjsikFU0b1HeBGuAzjFTP7Qb+z4u9MNim9DVgM7AX+LlzbreZfcvMPhW87ccE2pwagK8Do7qiS/ypB9+lKykp8Uqep06d4vz580mOSGRyiqYNaiNQ5Zw7b2ZDAM65Y2YW3tkhouBUSc+Fnfumb78HuPsi7/HXUcQrE6AefJcuKyuLkpISr/TU1NTEypUrx7x/2bJliQpNZFKJpgTVR1hCM7Ni4FTk22UyUgkqNqIZsJubm+ttIjIimgT1JPBYsB0JM1sIfI/AmCZJE2qDio2JDNgVkVDRJKi/ABqBOgK96Q4CJ9D4pLTR3d1NV1dgmsWsrCxmzJiR5IgmL38J6vjx4/T39ycxGpHJKZo2qCpgH/BtIBP4lXOuLi5RSVL4q/dmz57NhcadyYVNmzaNuXPncvLkSYaGhjh27BhLlixJdlgik8pFS1AW8AiBktNfAJ8Evgy8Z2aPmv6KpQ1V78XWeKv59u3b520iMmI8VXxfAdYD65xzi51z1zjnyoFrCIxR+moc45MEUg++2BpvR4mBgQFvE5ER40lQnwX+2Dn3lv9k8PhPgtclDagHX2yFl6A0caxIdMbTBlUNjDXN0W+Bx2MXjiSTqvhia9asWUyfPp3Ozk56e3tpbW1l/vz5o+5bsWJFEqITSX3jKUFlOuc6Il0Inp/I8huSYpxzSlAxZmbjqubLzs72NhEZMZ4SVLaZ3UTk2cbH+x6S4s6fP+/NCZebm8u0adOSHFF6KC8vZ+/evUCgmu/qq69OckQik8d4kksr8MhFrsskF156UufM2JjIEvAiEnDRBOWcW5KAOCTJVL0XHwsWLCA7O5v+/n7Onj1LZ2cn06dPT3ZYIpOCquemiKGhId566y2ys7O54ooryMgIbTpUF/P4yMzMZN68eRw7dgyA1tbWUQlqz5493n51dXVC4xNJZergMEW8+eabvPDCCzzzzDM888wzo7o8q4t5/MybN8/bb20dXSM+NDTkbSIyQglqivDPUrBjxw62bNkSkqRUxRc//gTV0tKSxEhEJhdV8U0B/f39NDc3h5zbtm0b+fn53HDDDQwNDY2ah09ixz/2KVIJatWqVYkMR2TSUIKaApqamhgcHBx1/uWXXyYvL4/ly5d71wsKCsjLy0t0iGnNX4Jqa2vDORfSS3J49V0RCaUqvingyJEj3v4VV1zB0qVLvePnn3+e3/52ZKIQVe/FXkFBAQUFBUCgNNve3p7kiEQmByWoKcCfoKqqqrj33nspLS31zu3YscPbV/VefFyso4SIjKYEleb6+vq8Ls4AS5YsIScnh8985jMhfzSHqQQVH+ooIRI9Jag09/7773vdl+fNm+dVNeXn5/Pggw8ya9askPuVoOLD31Gira0t5Fp9fb23icgIJag056/eC1/RtbCwkM9+9rPewNGMjAxKSkoSGN3UoRKUSPTUiy/N+RNURUXFqOuzZs3ii1/8Im+++Sbl5eUUFRUlMLqpo7i42Ns/deoUAwMDZGXp10/kQvQbksZ6e3s5fvy4d7x48eKI982cOZPbbrstUWFNSTk5OcyaNYv29nacc5w8eZIFCxYAUFNTk+ToRFKTqvjS2NGjR73ZIhYsWEB+fn6SI5raLjZgV0RCKUGlsQu1P0ni+av51A4lcnFKUGnsYu1PklgqQYlER21Qaaq7u5sTJ04AgaXHy8vLkxyRjDVY1z8NlaY9EhmhBJWmjh496u0vXLhQ8+ulgNmzZ5OZmcng4CDnzp2jp6eHvLw8b0l4UIcJET9V8aUptT+lnszMTObOnesdq5pP5MKUoNKU2p9Sk78darijREZGhreJyAhV8aWhrq6ukD9+an9KHZHaobTMu0hk+sqWhvylp5KSEnJycpIXjITQrOYi46cElYbU/pS6whPU8EBqERlNCSoNqf0pdc2YMYPc3FwAenp66OjoSHJEIqlLCSrNdHZ2ess5ZGRkUFZWluSIxM/MRpWi+vv7vU1ERqiTRJrxl54WLVpEdnZ28oKRiObNm0dTUxMQ6MnX09PjXdM4KJERKkGlGbU/pT5NeSQyPkpQaaaxsdHbV/tTagqv4svKyvI2ERmh34g0cu7cOU6fPg1AVlYWixYtSnJEEok/QbW1tbF8+XIN0hWJIGG/FWa2wcz2m1mDmT0c4Xqumf0seH27mS0Jnr/VzN4xs7rgvx9NVMyTjb96r6ysTN/IU1R+fj6FhYVAYKLY4S8VIhIqIQnKzDKB7wN3ANXA/WYWPnz+i0C7c64K+C7wneD5k8AnnXO1wEPA44mIeTLyV++p/Sm1RZrySERCJaoEtRZocM4dds71AU8Ad4bdcyfwWHD/F8DNZmbOufecc8Prlu8G8swsNyFRTzLqIDF5+BcvVEcJkcgSlaBKgSbfcXPwXMR7nHMDwFlgTtg9/wZ4zznXG/4BZvYVM3vbzN4eHgc0lZw5c4YzZ84AkJ2dTWlp+OOVVOIvQZ05c4be3l56e0f9txaZ0hKVoCzCufA5Xi54j5ldRqDa76uRPsA590Pn3FXOuav8306nCn/pqby8XAvfpTh/R4lly5Zx8OBBDh48mMSIRFJPohJUM+Cf0mARcHyse8wsCygCTgePFwG/BD7nnDsU92gnIVXvTS7FxcWYRfpOJiLDEpWg3gKWmVmFmeUA9wGbwu7ZRKATBMBdwFbnnDOzmcCzwDecc68nKN5JxTmnDhKTTFZWFrNnzwago6ODjIwMzTovEiYhCSrYpvQ1YDOwF/i5c263mX3LzD4VvO3HwBwzawC+Dgx3Rf8aUAX8P2a2I7jNQzzt7e2cO3cOgJycHEpKSpIckYzHcDvUli1b6O3tZfny5UmOSCS1JGygjHPuOeC5sHPf9O33AHdHeN1/Av5T3AOcxPzVe4sXL9agz0li3rx57NmzB1BPPpFI9JcsDaj9aXLyd5TQWCiR0ZSgJjm1P01eCxcu9Pbff//9kFnNRUQJatI7deoUnZ2dAOTl5bFgwYIkRyTjNXPmTBYsWMDMmTMpLCxk3759yQ5JJKVosrZJTu1Pk1ttbS0zZsxIdhgiKUl/zSY5tT9NbpdddlnI8XBpWESUoCY1tT9NfkVFRZw/f5729nba29u9Xn0ioiq+lOZcYKansWYcaGtro6urCwgs4eCf300mj8zMTLZu3QrAokWLWLt2bZIjEkkNKkGlqPfee49vf/vb/PSnP2VgYCDiPeGlJ02dMzlVV1d7bYfNzc20t7cnOSKR1KAElYL6+/vZvHkzAwMDHDx4kJdeeinifWp/Sg/Tpk2jsrLSO66vr09iNCKpQwkqBe3evTtk6YVt27aFlJYgUP139OhR71gJanKrqanx9i+WoHp7e9m6dSs7duyId1giSaUElYLefffdUQPV008AABPISURBVOd+9atf0d3d7R23tLR4xwUFBUzFJUbSRWdnJ2VlZV4bYmtr65hTHznneOKJJ3jttdf49a9/PeqLi0g6UYJKMa2trTQ1BdZ2zMjIID8/H4Bz587x3HMjUxmq/Sl9HDlyhGPHjnHdddd55+rq6iLe+8Ybb4RU7e7duzfe4YkkjRJUinnnnXe8/VWrVvHJT37SO66vr/f+cKn9Kb3V19d7vTiHtbS0eL39hjU0NCQyLJGEUoJKIf39/ezatcs7vvLKK1m1ahVXXHGFd+7ZZ5/lzJkzIe1PFRUVCY1TYmvatGlMmzaN/Px88vLygMAy8MeOHfPuGRgY4Omnn2ZwcDDkte3t7Zw+fTqh8YokihJUCtmzZ483YeisWbO8xLNhwwZmzpwJBBrIH3/8ca8TRWFhobfwnUxOS5cuZenSpVRWVrJy5UrvvL+ab+vWrV67VFZWVsiciypFSbpSgkoh/uq9K6+80mtXys3NZePGjd6x/xuz2p/SS21trbe/e/duhoaGOHLkCG+88YZ3/tZbb+VDH/qQd3zo0KGExiiSKEpQKSK8c4T/DxBAeXk511577ajXqf0pvSxZsoTp06cDcP78efbt28cvf/lL73plZSVXX301VVVV3rnGxsYxB3OLTGZKUCnCX3pauXIlBQUFo+5Zv359yBpCoPandJORkREygewvf/lLzp07BwSms7rzzjsxM2bPns2sWbOAQNvl8JcbkXSiBJUCwjtHrFmzJuJ9mZmZbNy4kayswBSK8+fP99qmZPI6d+6ct0HooF1/yegTn/gEhYWF3rG/FKV2KElHSlApYKzOEZEUFxfzpS99iRtvvJF77rlH7U9p4P333/c2gNLSUq90NOzyyy+nuro65Jx/eiS1Q0k6UoJKAf6ZI/ydI8Yyf/581q9fr957acrMQkpRM2fO5I477hh1X0VFhTfJbEtLCx0dHQmLUSQRlKCSrK2tzfvmnJGRETLmSaaGwsJCbxt2zTXXUFJSwqxZs7j77rvJzc0d9bqcnBzKy8u9Y5WiJN1oPagkC+8cMdyDS6aOxYsXjzqXn5/Pl7/85Yu+tqqqyptVpKGhQV9wJK2oBJVE/f397Ny50zu+8sorkxiNTEb+jhKHDx9maGgoidGIxJZKUEnQ29vL3r17ee+997zOETNnzmTp0qVJjkwmm3nz5jF9+nQ6Ozvp7u7m+PHjLFq0KNlhicSEElSCDA4O0tDQQF1dHfv37x81sHI8nSNEwpkZVVVV3tpQhw4dUoKStKEEFWeDg4O88sorvPPOOyHrOfktX76cD3/4wwmOTFLFmTNnvP2JjGurrKz0ElRDQwM33nhjzGITSSYlqDhyzrFp06aQQbjD5s+fz+rVq6mpqWHGjBlJiE5SRXNzs7c/kQTlrxo+duwY3d3d3jpiIpOZElScOOd4/vnnQ5JTUVERNTU1rF69mnnz5iUxOkkn06ZNo7S0lGPHjuGc4/DhwyHTJQ3r7u6mtbWVsrIyb/yUSCpTgoqTV155hbfeess7vvLKK/nEJz6hdiYZpaio6JLfo7Ky0ls/qqGhYVSC2rNnD8888ww9PT2sXLlSs5DIpKCvUXHwxhtv8Oqrr3rHl112GR//+Mf1B0EiKisr87aJ8nc3P3TokLcab19fH7/+9a958sknvR6j+/btCxl/J5KqVIKKsffee48tW7Z4x1VVVWzcuFFVKhJXpaWl5OXl0dPTQ0dHB21tbQwMDPDUU09FXHF3y5YtVFRUMGfOnAu+74kTJ/jNb34z5jRKZkZpaSm1tbUsW7bMm8hYJBb0vymG9u7dyzPPPOMdl5WVcc8995CZmZnEqGQqyMjIYOnSpezZsweAZ599lubm5pCBuzU1NbS0tNDW1kZ/fz9PP/00X/jCF8b8/9nW1sbjjz8+Zu/TYefOnWPv3r3k5eVRXV3N6tWrKS8vV42BXDIlqBg5fPgwTz31lFe1Mn/+fB544AGys7OTHJlMFZWVlV6CGp7fEQJz9n3sYx9j9erVtLS08KMf/YihoSGOHz/Oa6+9xvr160e915kzZ8aVnPx6enp49913effdd70OQR/+8IdD5hgUiYYSVAw0NzfzxBNPMDg4CMDs2bN58MEHycvLS3JkMhn4q+AuZYZ6fzvUsEWLFvHpT3/aW75jwYIF3HTTTbz00ksAvPrqq1RVVYUM7u3s7OTxxx/3qvWys7O5//77I1YHdnd3s3v3burq6kLGc509e5bXX3+dd999l0996lOsXLlywj+XTF02/I0/nVx11VXu7bffTshntba28uijj3oN0IWFhXzhC1/QQoIybvX19d6+f5mNiXjkkUdoamrCzLj++uu54YYbRlXhDQ0N8dhjj3mlrNmzZ/PVr36VnJwcenp6+MlPfkJLSwsQWCTzgQceuOg0XM45mpub2bVrF7t37x5V8lqzZg233367ahRkLBHrg5WgLkF7ezuPPPIInZ2dQGA8yuc//3mKi4vj/tmSPmKZoDo6Oqivr2fJkiUsXLhwzPvOnDnDD37wA/r6+oDAMIgNGzbw+OOPe8vHmxl33303q1atiiqGwcFB9u/fz+bNm71VggHmzp3Lpz/96VFxDQ4OcvjwYerq6jhw4ABZWVlUV1dTW1vLokWL1JY1NShBjcfw87jYL0VHRwePPvoo7e3tQKCe/6GHHqKkpGRCnytT1/D4JQj0xkuUnTt38qtf/co7nj9/vldyArjzzjsvafmO7u5ufvOb33jtYhDozHHLLbewbt06jh075pW4urq6Ir7HrFmzqK2tZfXq1RftcSjJ4ZyLxZcIJajxaGpq4umnn/Z+KebOnTvqnu7ubn7yk5/Q2toKBKpBHnzwQZYsWXIpYYsklHOOJ598kr179466dvvtt7Nu3bqYfMaOHTt4/vnn6e/v984Pd4mPRklJScTfRwj8Di5dupQVK1aoGjFBWlpa2LVrF3V1dTz00EOX+gUiuQnKzDYA/x3IBP63c+5vw67nAv8IrAFOAfc6544Er30D+CIwCPyxc27zhT7rUhLUs88+i/+1Cxcu9ObMmz59On19fTz++OPe/Glmxr333suKFSsm9HkiydTV1cUPfvADr5oa4IYbbuCmm26K6eecOnWKp59+muPHj0e8XlhYSE1NDbW1tfT29rJr1y727NlDb29vVJ+Tk5PDqlWrqK2tpaKiQuMPY+zs2bPU1dVRV1fnfUGHmPyfSV6CMrNM4ABwK9AMvAXc75zb47vn3wKrnXN/aGb3ARudc/eaWTXwU2AtUAL8K7DcOTc41udNNEE55/je974XcWCjmbF06VL6+/tDuvBu3LiR1atXR/1ZIqni0KFD/Mu//AtDQ0OsXbuWDRs2xKXdZ3BwkJdffpnXX38dgNzcXFatWsXq1atZvHjxqGQyMDDAgQMHvLapaBdjLCgooKamRqWqGGhtbWXXrl0cPXo04vXS0lK+9KUvXcpHJDVBXQP8tXPu9uDxNwCcc//Fd8/m4D1vmFkW8AFQDDzsv9d/31ifdyklqIGBAQ4ePOj9Ugx3HY/kjjvuYO3atRP6HJFU0tbWRnd3N2VlZXHvlNDa2sq5c+dYvHjxuBNHd3c3jY2NIdWEfmfOnKGuro5Tp07FMlS5gKysLFauXEltbS2VlZWXOiFBxP90iRoHVQo0+Y6bgfAFkLx7nHMDZnYWmBM8vy3staNaks3sK8BXAMrLyyccaFZWFqtWrWLVqlV0d3ezZ88e6urqRn1zWL9+vZKTxMTJkye9/bHaWOItkT1P582bF/Vs/vn5+VRXV1/wnhtuuIETJ06wa9cu6uvrOX/+/KWEKREM1yTV1taycuVKcnNz4/p5iUpQkbJjeNFtrHvG81qccz8EfgiBElS0AUaSn5/PmjVrWLNmjVf3evToUaqqqpScJGY++OADbz9ZCSodmBklJSWUlJRw22230djYSH19PW1tbckObdLLyclh+fLlXHbZZQmdGSRRCaoZ8E/VvAgIby0dvqc5WMVXBJwe52vjrqioiOuuu47rrrsu0R8tIlHKyMigsrKSysrKZIcilyBRXVzeApaZWYWZ5QD3AZvC7tkEPBTcvwvY6gINZJuA+8ws18wqgGXAmwmKWyTu5syZ420iMiIhJahgm9LXgM0Eupk/4pzbbWbfAt52zm0Cfgw8bmYNBEpO9wVfu9vMfg7sAQaAP7pQDz6RyeZCMz6ITGUaqCsiIskWsRefRrGJiEhKUoISEZGUpPWgRJLMP0Hr/PnzkxiJSGpRghJJMv84HSUokRGq4hMRkZSUlr34zKwNiDyrYXzNBU5e9K6pS89nbHo2F6bnc2GT/fmcdM5tCD+ZlgkqWczsbefcVcmOI1Xp+YxNz+bC9HwuLF2fj6r4REQkJSlBiYhISlKCiq0fJjuAFKfnMzY9mwvT87mwtHw+aoMSEZGUpBKUiIikJCUoERFJSUpQE2Bm/83M9pnZLjP7pZnN9F37hpk1mNl+M7vdd35D8FyDmT2cnMgTw8zuNrPdZjZkZleFXZvyzyfcVP7Zh5nZI2bWamb1vnOzzexFMzsY/HdW8LyZ2T8En9cuM7syeZHHn5mVmdnLZrY3+Hv1fwXPp//zcc5pi3IDbgOygvvfAb4T3K8GdgK5QAVwiMD6V5nB/aVATvCe6mT/HHF8PquAFcArwFW+83o+o5/VlP3Zw57DDcCVQL3v3H8FHg7uP+z7PfsY8DyBJRrWAduTHX+cn81C4MrgfiFwIPi7lPbPRyWoCXDObXHODQQPtxFYhh7gTuAJ51yvc64RaADWBrcG59xh51wf8ETw3rTknNvrnNsf4ZKez2hT+Wf3OOdeJbBQqd+dwGPB/ceAP/Cd/0cXsA2YaWZpu+qjc+6Ec+7d4H4HsBcoZQo8HyWoS/cFAt9WIPCfpsl3rTl4bqzzU42ez2hT+We/mPnOuRMQ+CMNzAuen7LPzMyWAB8CtjMFno9mMx+Dmf0rsCDCpb90zv06eM9fEliG/p+HXxbhfkfkLwKTun//eJ5PpJdFOJeWzycKYz0TGduUfGZmNh14CvgT59w5s4iL0EIaPR8lqDE452650HUzewj4BHCzC1b8EvimUua7bRFwPLg/1vlJ6WLPZwxT5vlE4ULPZKprMbOFzrkTwSqq1uD5KffMzCybQHL6Z+fc08HTaf98VMU3AWa2Afhz4FPOuS7fpU3AfWaWa2YVwDLgTeAtYJmZVZhZDnBf8N6pRs9ntKn8s1/MJuCh4P5DwK995z8X7K22Djg7XNWVjixQVPoxsNc59/e+S+n/fJLdS2MybgQa95uAHcHtf/mu/SWBXln7gTt85z9GoPfNIQLVYEn/OeL4fDYS+BbXC7QAm/V8Lvi8puzP7nsGPwVOAP3B/ztfBOYALwEHg//ODt5rwPeDz6sOX0/RdNyA6whU0e3y/c352FR4PprqSEREUpKq+EREJCUpQYmISEpSghIRkZSkBCUiIilJCUpERFKSEpSIiKQkJSiRJDGzFWb2npl1mNkfJzsekVSjBCUCmNkrZtZuZrkXue+ImXWbWaeZtZjZo8E50ibiz4BXnHOFzrl/mOB7iKQtJSiZ8oIzRK8msIzBp8bxkk8656YTWL/oauCvovy84TkwFwO7o3lthPcQSVtKUCLwOeCXwE8YmdvsopxzxwgstVIDYGYlZvaUmbWZWaO/2i5Y8vpzM9sFnDezrcBNwPeCpbHlZrYqWJI7E1w5NSRZRniPrOC5Pw2unHrezH5sZvPN7Plg1eG/+lZafdjMDgXP7zGzjRHe/z8E3+usmf3MzPKC18rM7Ongz3bKzL7ne92YP7fIpVCCEgkkqJ8CvwBuMrP543mRmZURmBPtPTPLAJ4hsCJuKXAz8CfmW9YeuB/4ODDTOfdR4DXga8HSWGPw9VsIrOvz74B/NrMVYR/rf4/hRTP/DXArsBz4JIGk+RfAXAK/48MJ4xBwPVAE/A3wTxEWsrsH2EBgxePVwOfNLBP4DXAUWBL8+Z4IPoPx/NwiE6IEJVOamV0HFAAvO+dOA1uBBy7ysl+Z2Rngd8BvgW8TqOords59yznX55w7DPyIwOzkw/7BOdfknOuO8J7rgOnA3wZfv5VAUrg/7L5I7/E/nHMtwRLdawSW+H7POddLoGT4IQDn3JPOuePOuSHn3M8ITDK6NsL7Hw8+i2eAK4L3lAB/6pw775zrcc79Lnj/eH5ukQlRPbZMdQ8BP3PODQaPf0qg88J3L/CaP3DO/av/hJktBkqCiWtYJoGEMcy/ymm4EqDJOTfkO3eU0SuhRnqPFt9+d4Tj6cEYPwd8nUApiOD5uWHv9YFvvysYVxlw1Fdi8xvPzy0yIUpQMmWZWT6BKq3bfKd/DfzQzC53zu2M4u2agEbn3LIL3HOhpQOOA2VmluFLUuUEluEY73uMKZhAf0SgCu4N59ygme0g8uqr4ZqAcjPLipCkxvNzi0yIqvhkKvsD4DSw08zygh0CBoHnCLRLReNN4FywE0O+mWWaWY2ZXT3O128HzgN/ZmbZZraeQHvSE1HGMZYCAsmtDcDM/g+CnTvG4U0CazX9rZkVBJ/Vtb5rl/Jzi4xJCUqmsocIVHd1h213A5+Jpit3sIrwkwTabBqBk8D/JtAhYTyv7yPQxf2O4Gv/J/A559y+8cZwkfffA/wd8AaBKsBa4PVxvnb4Z6sC3iewoOC9Ydcm9HOLXIgWLBQRkZSkEpSIiKQkJSgREUlJSlAiIpKSlKBERCQlKUGJiEhKUoISEZGUpAQlIiIpSQlKRERS0v8PNsafHh3k4K4AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -1242,49 +1271,8 @@ } ], "source": [ - "get_out_of_sample_diff(0.5, 50, 4292)" + "get_out_of_sample_diff(0.50, 50, 4292)" ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3deXhc1Z3n//dXq+VNWN4t2bK84AWDDRY2JEAIW1gDCTiNO0PIkMHd6U46Wy8k6elJP92ZSWaeJJPfpDtpBugwHYKBEBwSCGYPYIJBtvCGF9mWhWVbXmVbkm3Jks7vj3t1fatcZVXZUm36vJ5Hj+5WVd9blutb59xzv8ecc4iIiGSavHQHICIiEosSlIiIZCQlKBERyUhKUCIikpGUoEREJCMVpDuAZN14443uhRdeSHcYIiLSdyzWxqxrQR04cCDdIYiISApkXYISEZGBQQlKREQykhKUiIhkJCUoERHJSEpQIiKSkZSgREQkIylBiYhIRlKCkpzW2trKO++8Q1NTU7pDEZEkZV0lCZFkPPvss9TV1VFSUsJXvvIViouL0x2SiCRILSjJWc45GhoaADh+/Di7d+9Oc0QikgwlKMlZx48fp6OjI1jft29fGqMRkWQpQUnOam5ujljfu3dvmiIRkbOhBCU5KzpBqQUlkl2UoCRnHT58OGJ93759OOfSFI2IJEsJSnJWdAvq5MmTpyUtEclcSlCSs2IlI12HEskeSlCSs2IlKF2HEskeSlCSk7q7u5WgRLKcEpTkpJaWFrq7u0/bri4+keyhBCU5KTxAYvTo0cHywYMH6ezsTEdIIpKklCQoM5thZu+Hfo6a2VfNrMzMXjKzOv/3iFTEI7kv3L03ZswYRozw/rSccxw4cCBdYYlIElKSoJxzm51z85xz84D5wDHgGeAB4BXn3HTgFX9d5JyFW1DnnXceY8eODdbVzSeSHdLRxXctsM051wDcDjzqb38UuCMN8UgOCregRowYwZgxY4J1DZQQyQ7pmG7jbuBxf3msc24PgHNuj5mNifUAM1sCLAGYNGlSSoKU7BadoAYNGhSsK0GJZIeUtqDMrAj4JPBUMo9zzj3onKt2zlWHL3iLxKMuPpHsl+ouvpuA1c65nk+IvWY2HsD/ra+2cs46OztpaWkBwMwoLS2lrKyM/Px8wBuCfvz48XSGKCIJSHWCWsyp7j2AZ4F7/eV7gd+kOB7JQeHuveHDh5Ofn09eXl7EcHN184lkvpQlKDMbDFwP/Dq0+XvA9WZW5+/7XqrikdwVTlDnnXdesKxuPpHskrJBEs65Y8DIqG0H8Ub1ifSZ8PWnnvufAI3kE8kyqiQhOSdeC0oJSiS7KEFJzonXggp38WnyQpHMpwQlOSdeC2ro0KGUlJQA0N7ezpEjR1Iem4gkTglKck68FpSZqZtPJIsoQUlOOXHiBCdOnAAgPz+foUOHRuwPJyiN5BPJbEpQklOiu/fMLGJ/9HUoEclcSlCSU+J17/VQC0okeyhBSU6JrsEXLZygDh48SFdXV0riEpHkKUFJTomuYh6tuLg4SFzd3d2avFAkgylBSU6JN8Q8TN18ItlBCUpySm/XoEAVJUSyhRKU5AznXEItKI3kE8kOSlCSM9ra2ujs7ARg0KBBQdWIaOriE8kOSlCSM3obwddj5MiR5OV5f/pHjx4NbuwVkcyiBCU5I5HrT+BVmNDkhSKZTwlKckYi1596qJtPJPMpQUnOSLSLDzSSTyQbKEFJzujtJt0wjeQTyXxKUJIzkklQ4RbU7t27eeeddzh+/Hi/xSYiyUtZgjKz88zsV2a2ycw2mtnlZlZmZi+ZWZ3/+8yfKiJxdHV1RUxA2FsX3/Dhwxk8eDAAnZ2dLF++nB/+8IcsW7aMxsZGzbYrkgFS2YL6MfCCc24mMBfYCDwAvOKcmw684q+LJO3o0aNBUhk6dCgFBQVnPN7MuOGGGygqKgq2dXZ2smbNGh5++GH+7d/+jZqaGk6ePNmvcYtIfClJUGY2HLgKeBjAOdfhnDsM3A486h/2KHBHKuKR3JPoEPOwuXPn8o1vfINbb72VcePGRezbu3cvzz33HI899lifxikiiTvz18y+MwXYD/y7mc0FVgFfAcY65/YAOOf2mNmYWA82syXAEoBJkyalJmLJKskMMQ8rKipi/vz5XHLJJezevZuamhrWr18fVKRoaGjg0KFDlJWV9XnMInJmqeriKwAuAX7qnLsYaCOJ7jzn3IPOuWrnXHX4BkuRHskMMY/FzCgvL+f222/nG9/4RsQXoW3btvVJjCKSnFQlqEag0Tm30l//FV7C2mtm4wH83xrvK2clmRF8vRk0aBCzZ88O1rdv335OzyciZyclCco51wTsNLMZ/qZrgQ+AZ4F7/W33Ar9JRTySe/oyQQFMnTo1WK6vr9fMuyJpkKprUABfBh4zsyJgO/Cf8RLkk2b2BeBDYFEK45Eccq5dfNFGjhxJaWkpR44cob29nV27dun6p0iKpSxBOefeB6pj7Lo2VTFIburo6KCtrQ2AvLw8hg8ffs7PaWZMmTKF2tpawLsOpQQlklqqJCFZL9y9V1paGkylca7C3Xy6DiWSeqns4hM5a3v37mX58uUMGzaMiy++mMrKSswMOPsh5r2ZMmVKsLxr1y6OHz8edxJEEel7SlCSFV588UXq6+sBWLt2LaNGjWL+/PnMnTv3rG7STURJSQnl5eXs2rUL5xz19fURo/tEpH8pQUnG6+joYMeOHRHbDhw4wPLly3nllVcYOnRosL0vW1DgtaJ27doFeNehlKBEUkfXoCTjNTQ00N3dDXj3KEXXz+vrIeZh4etQ27ZtUxFZkRRSC0oyXriSw8UXX8zVV1/NunXrqKmpoampKeLYvi5JVFFRQVFRER0dHRw5coRDhw4xcuTIPn0NEYlNCUpSrq2tjaKiIgoLCxM6Ppygpk6dGrN+3tatW5k8eTLjx4/v01jz8/Opqqpi8+bNQSxKUCKpoQQlKbVt2zZ++ctfUlRUxJIlS3rtkjty5AgHDhwAvGQRvhepp35eeXl5v8Y8ZcqUIEFt376dBQsW9OvriYhH16AkpVatWkV3dzcnTpzg3Xff7fX48P1HlZWVCbe6+pLKHomkhxKUpFTPiDiA9evXB4Mf4onu3kuHsrKyYHRgR0cHjY2NaYlDZKBRgpKUaW1t5ejRoxHrDQ0NcY/v7u6OaEGlK0H1lD3qoek3RFJDCUpSZvfu3adtW7duXdzjm5qaOH78OABDhgxhzJiY81mmhMoeiaSeEpSkTKwE9cEHHwSz10aL7t7rKW2UDlVVVcHr95Q9EpH+pQQlKRMrQbW3t1NXVxfz+Ey4/tSjp+xRD7WiRPqfEpSkhHMuIkHNmjUrWF6/fv1px7e3t7Nz585gPXwNKF2iq0qISP9SgpKUOHr0aDBnU1FREVdffXWwb/PmzbS3t0ccHy5vNHbs2Ih6e+kSfR1KZY9E+pcSlKREuPU0fvx4xowZw7hx4wDo6upi48aNEcdnUvdej/LycoqLiwHvBuKDBw+mOSKR3KYEJSkRTlATJkwAYM6cOcG26G6+TExQeXl5VFVVBevq5hPpX0pQkhK9Jajt27fT2toKeBMQ9rROCgoKMmqq9XCyrK2tDeaKOpPu7m42btzIY489xk9+8pO4g0JEJFLKavGZ2Q6gBegCOp1z1WZWBjwBTAZ2AJ9xzjXHew7JTtEDJHpGw5WWllJZWUlDQwPOOTZs2MDChQtPK29UUJA5JSPDCWrv3r089NBDjBs3jurqaubMmRN0AYLXDbh69Wpqa2tpaWkJti9fvpzp06enNG6RbJTq//kfd84dCK0/ALzinPuemT3gr/9dimOSftbc3MyJEycAb7h2eFLBOXPmBNUk1q9fz8KFCzOye6/HiBEjuOiii1i7dm2wrampid/97ne8+OKLXHTRRVRWVrJ+/Xq2bNkSs3V18OBBDh8+3OeTK4rkmnR38d0OPOovPwrckcZYpJ9Ed++Fb7idPXs2eXnen2FjYyMHDx7MiPJGZ3LHHXfwhS98gXnz5kW07jo6OqipqeHpp59m8+bNEclpyJAhlJaWBuu6j0qkd6lMUA540cxWmdkSf9tY59weAP93zFo2ZrbEzGrMrGb//v0pClf6SvQIvrDBgwczbdq0YP3FF18MWltDhw5l9OjRqQkyCWZGRUUFt99+O1//+te58cYbGTVqVMxjq6qqWLRoEV/72tdYuHBhsF0DLER6l8ouvo8653ab2RjgJTPblOgDnXMPAg8CVFdX6+aTLBPr+lPYnDlz2LJlC0DwG9Jf3igRJSUlLFy4kAULFvDhhx+yatUqmpubmThxIvPnz4+Y3DD6Pqru7u6g9Sgip0tZgnLO7fZ/7zOzZ4AFwF4zG++c22Nm44F9qYpHUqO7u5s9e/YE6z0j+MJmzJhBYWEhJ0+ejNieid178ZgZlZWVVFZWxj1m9OjRDB06lNbWVk6cOMGePXv6fbJFkWyWkq9vZjbEzIb1LAM3AOuBZ4F7/cPuBX6TingkdQ4ePEhHRwfgddkNGzbstGOKioqYOXPmadszobxRXzIzlUsSSUKq+hfGAm+Z2RrgXeA559wLwPeA682sDrjeX5ccEp6gMHqARFj4niiAcePGMWTIkH6NLR2UoEQSl5IuPufcdmBujO0HgWtTEYOkR6wbdGOZOnUqJSUlwTQW2dS9l4xwq7CxsZH29vaIe6dE5BRdoZV+lWiCys/PZ968ecH67Nmz+zWudBkyZEhQg7C7u5sdO3akNyCRDJY5t+hLzunq6qKpqSlYP1OCArjmmmsoKytjxIgRvR6bzaZOnRq8L9u2bWPGjBlpjkgkM6kFJf1m3759dHV1AV5Zo96uKRUUFFBdXZ2z3Xs9dB1KJDFKUNJvEu3eG2gmTpwYVKA4dOgQzc0qPykSixKU9BslqNgKCgqYPHlysK6yRyKxKUFJv1GCik/dfCK9U4KSftHZ2cm+facKgyhBRQonqPr6+mB6exE5RQlK+kVTU1PwoVtWVsagQYPSHFFmGTVqVFBV48SJExGtTRHxKEFJv+itQOxAp7JHIr1TgpJ+caYpNsSjBCVyZgknKDP7pJnpxl5JiFpQvYsue9QzD5aIeJJpQf0TsMfMfmJmC3s9Wgasjo4OeiaWNLOgtI9EGjx4cDB4xDlHfX19miMSySwJJyjn3FzgOuA48LSZbTazvzezyf0Um2Sp8PxPo0ePpqioKI3RZLZwK0rdfCKRkroG5Zxb45z7G2Ai8JfAImCbmb1hZp81M13TktOm2JD4omfZFZFTkk4oZjYV+Afgp8Agf/n/Al8CftWn0UlWCrcEdP3pzCZOnEhhYSEAzc3NHDp0KM0RiWSOZAZJ/KWZvQOsxJuA8B7n3Azn3Hedc/+BN6/TDf0Up2SJEydOREwhcf7556cvmCyQn59PVVVVsK5uPpFTkmlB3QT8AJjgnPsL59w74Z3OuWPAp/syOMk+dXV1wQ2648ePZ/jw4WmOKPOFr0NpoITIKckkqNedc0855zrCG83s6z3LzrkX+ywyyUpbtmwJljXPUWImTZoULPeMfhSR5BLUP8TZ/vd9EYhkv66uLurq6oJ1JajElJWVBcvNzc0459IYjUjm6PXGWzO7pudYM/s4YKHdU4CWRF/MzPKBGmCXc+5WM6sClgJlwGq861odZ3oOyVw7duygvb0d8CYoHDt2bJojyg7FxcUMHjyYY8eO0dXVRUtLi7pGRUhsyveH/d/FwCOh7Q5oAr6cxOt9BdgI9Pzv+z7wI+fcUjP7GfAFvNGBkoU2b94cLM+YMQMzO8PREjZixAiOHTsGeJMYKkGJJNDF55yrcs5VAY/1LPs/U5xzH3HOPZvIC5lZBXAL8JC/bsA1nBqa/ihwx1mdhaSdcy4iQc2cOTON0WSf6G4+EUmuksTnzvG1/jfwt0DPxDcjgcPOuU5/vRHQTTNZqqmpiaNHjwIwaNCgiAv/0rsRI0YEy7oXSsRzxi4+M9vonJvlL+/E69Y7jXPujJ9GZnYrsM85t8rMru7ZHOup4jx+CbAE0Adfhgq3nqZPn05+fn4ao8k+4QSlFpSIp7drUPeHlv/TObzOR4FPmtnNeNUnhuO1qM4zswK/FVUBxJy1zTn3IPAgQHV1tYY4ZaDo60+SHHXxiZzujAnKOfdWaPkPZ/sizrlvAt8E8FtQf+2c+6yZPQXchTeS717gN2f7GpI+R44coampCYC8vDymTZuW5oiyj7r4RE6XTKmjr5vZPH/5MjP70My2m9nl5/D6fwd83cy24l2TeriX4yUDhVtPVVVVFBcXpzGa7DR06NCgJt+JEyc4fvx4miMSSb9kbtT9GtBTh+V/AD8EvovXVZcw59zrzrlb/eXtzrkFzrlpzrlFzrn2ZJ5LMoO6986dmakVJRIlmQRV6pw7YmbDgLnA/3HOPQzoE2kAiy4OqwR19jRQQiRSMlO47zSzjwAXAG8457rMbDjQ1T+hSTbYunWrisP2EbWgRCIlk6D+Bu+m2g7gTn/brcC7fR2UZA917/UdjeQTiZRwgnLOPQ9ET4/6lP8jA5CKw/YtdfGJREqmBYWZleJdcxoatevVPotIsoaKw/atcAtKXXwiSSQoM/s88C9AK3AstMvhVTWXAUbFYftWaWkpZoZzjpaWFk6ePBkMPRcZiJIZxfdd4C7n3NjoorH9FZxkLhWH7Xv5+fmUlpYG64cPH05jNCLpl0yCKgA0Y64AKg7bX9TNJ3JKMgnq+8Dfm1kyj5EcVVtbGyyrOGzf0UAJkVOSGSTxNWAc8LdmdjC8o7dq5pJbWlpaWL16dbB+0UUXpTGa3JLsvVA908Pr+p/komQS1LlUM5ccsmLFCrq6vPuzy8vLmTp1apojyh3J3At14sQJfv7zn9PW1sbixYuZMCH6LhCR7JbMfVBnXc1cckdrayurVq0K1q+66ip9e+9DyXTx1dbWsnfvXsD70rBo0aJ+jU0k1ZKpZl5sZt/1K5gf8bfdYGZf6r/wJNO8/fbbdHZ6kyCPHz+e6dOnpzmi3BKdoHrKSMXS0NAQsdzT3SeSK5IZ8PAjYA7wWU7NfLsB+GJfByWZqa2tjZqammBdrae+V1xczJAhQwDo7u4ORkpGc85FJKi2tjYOHDiQkhhFUiWZBPUp4E+dc38EugGcc7uA8v4ITDLPH//4R06ePAnA2LFjVdqonyTSzbd3715OnDgRsS2csERyQTIJqoOoa1ZmNho4GPtwySXHjh3jvffeC9bVeuo/idwLFSsZKUFJrkkmQT0FPGpmVQBmNh74Cd507ZLj3nnnHTo6OgAYPXo0s2bNSnNEuSuRFlSsZLRjxw5dh5KckkyC+hbejLrrgPOAOmAP8I/9EJdkkOPHj7Ny5cpgXa2n/tVbgoq+/tTzb9Ha2qrqE5JTkrkPahqwCfjvQD6wzDm3rl+ikoyycuXKoPU0atQoZs+eneaIcltvXXz79+/n2DGvXnNJSQkVFRXBtCcNDQ2MHDkyNYGK9LNeW1DmeQSv5fQt4DbgfqDWzP7d9FU6p504cYJ33nknWL/yyivJy1O1q/4U3YKK7rYLt54qKyuprKyMuU8k2yXySbMEuBq4zDlX6Zy73C9tdDlwJfBnvT2BmQ0ys3fNbI2ZbTCzf/S3V5nZSjOrM7MnzKzoHM5F+sG7774bzPlUVlbGnDlz0hxR7hsyZEgwzUZ7ezvHjx+P2B+doCZPnhys6zqU5JJEuvjuAf7KOfdeeKNz7j0z+yrwTeBnvTxHO3CNc67VzAqBt8zs98DXgR8555aa2c+ALwA/Tfos5Kx1d3fz6quvxv3m3VOpANR6ShUzo6ysLHjvDx06xODBgwHv+tOOHTuCYydPnsyYMWMoKiqio6ODo0ePcvjw4YhWmEi2SiRBzQbilTn6A/AfvT2B877Stfqrhf6PA64B/tTf/ijwHZSgUqq2tpYVK1b0etyIESO48MILUxCRgPd+9ySo5uZmKioqADh48CBtbW2AN83JmDFjyMvLY+LEiWzbtg3wWlFKUJILEvk6nO+ca4m1w9+e0FdqM8s3s/eBfcBLwDbgsHOu0z+kkTg3/ZrZEjOrMbOa/fv3J/JykoCuri7efPPNhI69/vrrNaVGCsWrah5u6U6aNClo0Ya7+XQdSnJFIi2oQjP7OBBvMERCIwGdc13APDM7D3gGiHUjTczOc+fcg8CDANXV1epg7yNr167lyJEjAAwePJjPfOYzMbvwhg8fHjHTq/S/eFXNo68/xVpWgpJckUhy2Qc80sv+hDnnDpvZ68BlwHlmVuC3oiqA3ck8l5y96NbT5ZdfHvEhJ+kV616oWNefekyYMIHCwkJOnjzJ4cOHOXLkiL5USNbrtXvOOTfZOVd1pp/ensPMRvstJ8ysBLgO2Ai8BtzlH3Yv8JuzPxVJxrp164IPvpKSEi699NI0RyRhse6Fam5upqXF620vKipi3LhxwTH5+flMnDgxWA8nMpFslaohWeOB18xsLfAe8JJz7nfA3wFfN7OtwEjg4RTFM6B1d3dHtJ4uu+wyiouL0xiRRCstLQ26W1tbWzl58mTc60891M0nuSaZShJnzTm3Frg4xvbtwIJUxCCnrF+/PvhWPmjQIBYs0D9BpsnLy6O0tDRo5TY3N8e9/hRrmxKU5ALd1DLARLeeFi5cyKBBg9IYkcQT3c0X7/pTj/LycgoKCoLje7oDRbKVEtQA88EHHwQT2xUXF7Nw4cI0RyTxhAdK1NfXByMuCwsLGT9+/GnHFxQUBPdLga5DSfZTghpAnHO88cYbwfqCBQsoKSlJY0RyJuEEtW7dqbrMEydOjHtPmrr5JJcoQQ0gGzdupOdG56KiIi677LI0RyRnEu7iC9fjO9PtAEpQkkuUoAaI6NbTpZdeGtR3k8wUr1xRrOtPPSoqKoLW1YEDB2htbY17rEimU4IaIDZv3hzUdissLOTyyy9Pc0TSm1gJqqCggAkTJsR9TGFhIeXlpyqGqRUl2UwJagBwzvGHP5yq91tdXc2QIUPSGJEkoqioiKFDh0Zsq6ioCEbqxaNuPskVSlADQF1dHU1NTYD3DfwjH/lImiOSREW3ohIpR6UEJblCCSrHRbee5s+ff9q3cslc4YEScObrTz0mTpwYVJnYt29fMD28SLZRgspx27ZtY/durwZvfn4+H/3oR9MckSQj3ILKz8+PuL4UT1FRUcR1KrWiJFspQeWwWK2nYcOGpTEiSVa4BVVeXh5MBd+bcDffa6+9Rnt7e5/HJtLflKByWH19PY2NjYBaT9lqxowZjBw5koKCgqT+/ebNmxcMN9+/fz+//vWv6e7u7q8wRfpFSorFSupFt54uvvhihg8fnsaI5GwUFRXxF3/xF3R1dSXcegIYNWoUt912G8uWLQNgy5YtvPbaa1x77bX9FapIn1MLKkc1NDTw4YcfAl5l7CuuuCLNEcnZysvLSyo59Zg7d27EiM233noromSSSKZTgspR4dbTvHnzNLvqAHXttdcybdq0YP3ZZ58NBs2IZDolqBzU0NAQVLI2M7WeBrC8vDzuvPNORo4cCUBnZydLly7VVBySFZSgclC45t7cuXPj1nSTgWHQoEEsXrw4mPerpaWFJ554gs7OzjRHJnJmSlA5ZufOnWzfvh3wWk9XXnllmiOSTDBy5EjuuusuzAyAXbt28bvf/Q7nXJojE4lPCSrHhFtPF1544WmVCGTgmjp1KjfccEOwvmbNGjZu3JjGiETOLCUJyswmmtlrZrbRzDaY2Vf87WVm9pKZ1fm/1Rd1Dnbt2sXWrVuDdbWeJNrChQuZO3dusK5RfZLJUtWC6gS+4ZybBVwG/KWZzQYeAF5xzk0HXvHX5SyFW09z5sxh1KhRaYxGMlH0oJlt27Zx8uTJNEYkEl9KEpRzbo9zbrW/3AJsBMqB24FH/cMeBe5IRTy56ODBg2zZsiVYV+tJ4hk1alQwqu/kyZPU19enOSKR2FJ+DcrMJgMXAyuBsc65PeAlMWBMnMcsMbMaM6vpmbJcIoW79qZPn86YMTHfShHAK6HUY9OmTWmMRCS+lCYoMxsKPA181Tl3NNHHOecedM5VO+eqR48e3X8BZrFt27YFy+eff34aI5FsEE5QW7Zs0Wg+yUgpS1BmVoiXnB5zzv3a37zXzMb7+8cD+1IVTy7p7OwMbswFb7SWyJlUVFQwePBgANra2oKiwiKZJFWj+Ax4GNjonPthaNezwL3+8r3Ab1IRT65pbGwMLnSPGDFCN+ZKr/Ly8iJa2ps3b05jNCKxpaoF9VHgHuAaM3vf/7kZ+B5wvZnVAdf765KkcPeeWk+SqJkzZwbLSlCSiVIy3YZz7i3A4uxW/f9zpAQlZ2PKlCkUFBTQ2dnJgQMHOHjwYDC6TyQTqJJElmtra2PPnj2Ad4/L5MmT0xuQZI3CwsKILzRqRUmmUYLKcuF7WCoqKoKCoCKJCI/mU4KSTKMEleXUvSfnIjxQYufOnRw7diyN0YhEUoLKYs45JSg5J0OGDGHixImA9/cUrkYikm5KUFnswIEDwcRzgwYNYsKECWmOSLKRuvkkUylBZbFw66mqqoq8PP1zSvLCCUrFYyWT6BMti6l7T/qCisdKplKCylLR5Y2mTJmSvmAk66l4rGQiJagstXPnTjo7OwEoKytTeSM5JyoeK5lICSpLqXtP+pKKx0omUoLKUkpQ0pdUPFYykRJUFmpra6OpqQnwPlhU3kj6gorHSqZRgspC27dvD5YrKiooLi5OYzSSK3qKxwJB8ViRdFKCykLq3pP+EF08dsWKFWmMRkQJKuuovJH0p/nz5wfLtbW1fPjhhwk/ViP/pK8pQWWZ/fv309raCnjljcaPH5/miCSXTJ8+PWLI+XPPPUdXV1evj1u3bh3f//73eeSRR+jo6OjPEGUAUYLKMuHW05QpU1TeSPrcTTfdRGFhIQD79u1j5cqVZzy+oaGBZcuW0d7ezs6dO1m7dm0qwpQBQJ9uWUbde9LfSktL+djHPhasv/766xw5ciTmsYcPH+bJJ5+ku7s72LZ+/fp+j1EGBiWoLNLe3k5DQ0OwrvJG0l8uu+wyxowZA3j1+V544YXTjuno6GDp0qWnzSHV0NAQN6GJJCMlCcrMHrUH88UAABZhSURBVDGzfWa2PrStzMxeMrM6/7dq9fTitddeC8objRo1ivPOOy/NEUmuys/P55ZbbgnWN23aFHFvlHOOZcuWsXfvXsC7H6+n4CyoFSV9I1UtqJ8DN0ZtewB4xTk3HXjFX5c49uzZw7vvvhusX3XVVWmMRgaCSZMmcfHFFwfrv//974MBEG+88QYbN24M9t1yyy1cccUVwXqiCaq9vZ21a9dy6NChPopacklKEpRz7g0g+i/wduBRf/lR4I5UxJKNuru7ee6554JhvFOmTGHOnDlpjkoGguuuu46SkhIAjhw5EiSm119/PThmwYIFXHLJJcycOZP8/HwAmpqa2L9/f6/P//TTT/PMM8/wr//6r6xZs6ZfzkGyVzqvQY11zu0B8H+PiXegmS0xsxozq0nkjz7XrF69ml27dgFe18vNN9+MmaU5KhkIBg8ezPXXXx+s//GPf+SZZ54J1quqqvjEJz4BeLc9hIeor1u37ozP/eGHH1JXVwdAV1cXy5Yt44UXXogYcCEDW1YMknDOPeicq3bOVY8ePTrd4aRUa2srr7zySrB+xRVXRPT1i/S3efPmMWnSJMBrzffMuDtixAgWLVoUcatDuGW/fv36M968+8Ybb5y2beXKlfziF784beCFDEzpTFB7zWw8gP97XxpjyVgvvfQSJ06cALx5n8L9/CKpYGbccsstEYmoqKiIxYsXB91/PaZPnx7Uhmxubg5a/tEaGxuDWybMLOKWifr6eh566CH27dNHwkCXzgT1LHCvv3wv8Js0xpKR6uvrI256vPnmm4NiniKpNGbMGK688krAG7F35513Eqs3o6CggFmzZgXr8br5wq2nCy+8kM9+9rMR9141Nzfz0EMPRQzEkIEnVcPMHwf+CMwws0Yz+wLwPeB6M6sDrvfXxdfZ2clzzz0XrF9wwQW6MVfS6mMf+xif+9zn+PM///OIuaOiXXjhhcHyhg0bTrumtHv37uDaE8CVV16JmXH11Vfzmc98JqhicfLkSZ588knefvvtPj4TyRYp+TrunFscZ9e1qXj9bPT2228H0x0UFxcHF6JF0sXMqKqq6vW4yZMnM3ToUFpbW2lra6O+vj7iy1W49TRnzhxGjRoVrM+aNYuysjKeeOIJmpubAa+be9q0acGNwzJwZMUgiYHm0KFDvPnmm8H6Nddcw7Bhw9IYkUji8vLyuOCCC4L18D1Re/bsibjht6fbMGzs2LHcf//9VFRUBNtiDaiQ3KcE1Y9WrlzJD37wA1566aWEpyJwzvH8888HFSPGjx9PdXV1f4Yp0ufC3XwffPBBMPIv/MVr9uzZcVtFJSUl3HTTTcH6hg0bErqvSnKLElQ/aW5uZvny5bS2tvL222/z1ltvJfS4119/PaIg7K233qqK5ZJ1JkyYQFlZGeDV7Kurq2Pv3r0Rgx56q4YyYcIEpk+fHqyHk5sMDPrk6ydvvvlmRKvp1VdfZdOmTWd8zIYNGyK6Mi6//HImTJjQbzGK9BczO+2eqPDf9syZMxk7dmyvzxNOYuvXr9c09AOMElQ/OHz4cMyyLc8880zcezv27NnDsmXLgvWpU6dy3XXX9VuMIv0t3M23efNmPvjgg2A90VqSFRUVwQAL55xaUQOMElQ/eOutt4KhteXl5UHV8Y6ODh5//PHT7pJvbW1l6dKlwXWnsrIy7rzzTnXtSVYbNWpUMONzeKj5+eefn9RM0OH7o1RYdmDRJ2AfO3LkCLW1tcH6Nddcw+LFiykqKgK81tVTTz0VTKPd1dXFk08+ydGjRwFvSHmsO/RFslGsosbJVuKfOHFiMLzdOZfw9VzJfkpQfWzFihXBt8We/1hjxozhU5/6VHDMjh07WL58Oc45nnvuOXbu3Bnsu/POOyPuCxHJZtEJatq0aZSXlyf9POFW1Jo1azh8+PA5xyaZTwmqD7W0tLB69epg/aqrrgqqjs+cOZOPf/zjwb733nuPpUuXRrS2rr/++ohRSyLZbvjw4UybNi1YDyeaZFRWVlJZWQl43YVqRQ0MSlB9aMWKFUHXXXl5+Wmlia688sqIGxi3bNkSLF900UVcfvnlqQlUJIXuuOMOrrjiCu6+++6Im2+TFU5utbW1mlZ+AFCC6iOtra2sWrUqWA+3nnqYGbfffjvjxo2L2F5eXs5tt92mOZ4kJw0ZMoRrr702Yq6oszF58mQmTpwIeK2oFStW9EV4ksGUoPrI22+/HVH9IV5XXWFhIXfffTdDhgwBYNiwYfzJn/yJqpSL9MLMIlpRq1evDgYXSW7Sp2IfaGtro6amJliP1XoKKy0tZcmSJWzZsoWZM2cydOjQVIQpkvWmTJlCeXk5u3btoquri1/84heUlpaedlx+fj5Tp07loosuCuanOpOjR49SW1tLc3MzH/nIR1SYNkNYojXiMkV1dbULJ4NM8PLLLwfdDWPHjuXP/uzP1F0n0k/q6ur45S9/mdCxhYWFXHjhhVRXV59275Vzjm3btlFTU8OWLVuCyi+DBw/m/vvvD+5flJSI+YGpFtQ5OnbsGO+9916w3lvrSUTOzbRp06iqqqK+vr7XY0+ePMnq1atZvXo1EyZMoLq6mqqqKtavX8+qVatiDlc/duwYS5cu5b777gvuX5T0UAsK7+bZ1atXs3nzZsaNG8dNN93EoEGDen2cc47ly5ezcuVKAEaPHs0Xv/hFJSiRftbZ2UljY2NQJT3aoUOHWLVqVVIV0CsrK9m5c2dwH+OsWbNYtGiR/j+nhlpQYd3d3WzdupWampqI2T337dtHY2MjixcvPuMNsz0z3r7//vvBNrWeRFKjoKCAyZMnn/GYBQsWsHPnTlatWsWGDRuCW0DCBg0axLx585g/fz6jRo2itraWZ599FoCNGzfyhz/8gauvvrofzkASMeBaUC0tLdTW1rJ69eoz3kdRXFzMpz/96ZhTW7e0tPDkk0/S2NgYbJs8eTL33HOP6ueJZKBjx47x/vvvs2rVKg4dOsTEiROZP38+s2fPDqaY7/HCCy8EvSIAixYtYvbs2XGf2zl3Wn3NsOLi4pwdpbt//35aW1sTmmm5FzG/2Q+YBNXZ2ckzzzzDpk2bIgpX9pgyZQqVlZW8+eabwXBx8GrpXXHFFUHLaNeuXTzxxBO0tLQEx8ydO5dbb701Z/8IRQaS7u5uHnvsMbZv3w54Ay3uu+++0+5fPHLkCKtWraK2tpbW1ta4z5efn8/s2bOZP38+kyZNyvpels7OTjZt2kRNTQ0NDQ2UlZXxpS996VzPKzMTlJndCPwYyAcecs5970zHn0sL6uGHH45o9ZSUlHDxxRczf/78YHK1pqYmli5dGtG6uuCCC/jkJz/Jxo0b+e1vfxt0FZgZN9xwAwsXLsz6PzoROeX48eM89NBDQeX00tJS7r//fkpKSti6dSurVq2irq4u4Zmye4wePZr58+czd+7chK5zZ5Lm5uYgIUe3GO+55x6mTJlyLk+feQnKzPKBLcD1QCPwHrDYOfdBvMecS4Jas2YNy5YtY9KkSVRXVzNr1qyYrZ62tjaeeuopGhoagm3Dhg2LaDUNGjSIu+6667RyRiKSG/bv389DDz1ER0cHAGPGjKG9vT3mpYHCwsLTugrB6/47fvz4adsLCgqYM2cOs2fPJj8/v++D70M93aPhmb57mBkzZ87kyiuvTGoKlRgyMkFdDnzHOfcJf/2bAM65/xHvMeeSoE6ePElzc3NCN+F1dXXxwgsvEOu1Ro8ezd133x20ukQkN23ZsoXHH3887v4pU6ZQXV3N+eefHzfRNDU1UVNTw7p164Jkl+2GDx/OJZdcwiWXXMKwYcP64ikzMkHdBdzonPsv/vo9wELn3JeijlsCLAGYNGnS/HDLpr+tWrWK559/PrhuNWPGDD71qU8ldHe6iGS/FStW8PLLLwfrgwcPDkb+JfMltb29nXXr1lFTU8PevXv7I9R+N336dObPn8/06dP7ekBYRiaoRcAnohLUAufcl+M9Jh2VJBobG3nvvfcoLy/n0ksv1fUmkQHEOcfKlSvZvXs306dPj3tpIJnn27VrV1BaKdOZGeXl5VxyySX9WV0jI++DagQmhtYrgN1piiWuioqKc5omQESyl5lx2WWX9enz6TMlMem+aec9YLqZVZlZEXA38GyaYxIRkQyQ1haUc67TzL4ELMcbZv6Ic25DOmMSEZHMkO4uPpxzzwPPpzsOERHJLOnu4hMREYlJCUpERDKSEpSIiGQkJSgREclISlAiIpKR0l7NPFlmth9IXa0jzyjgQIpfs6/lwjmAziOT5MI5gM4jExxwzt0YvTHrElQ6mFmNc6463XGci1w4B9B5ZJJcOAfQeWQydfGJiEhGUoISEZGMpASVmAfTHUAfyIVzAJ1HJsmFcwCdR8bSNSgREclIakGJiEhGUoISEZGMpAQVYmbfMbNdZva+/3NzaN83zWyrmW02s0+Ett/ob9tqZg+kJ/LYzOyvzcyZ2Sh/3czs//NjXWtml4SOvdfM6vyfe9MX9Slm9k9+nO+b2YtmNsHfnjXnYWb/y8w2+XE+Y2bnhfZlzd+UmS0ysw1m1m1m1VH7suY8wjI9vjAze8TM9pnZ+tC2MjN7yf9bf8nMRvjb4/7/yDrOOf34P8B3gL+OsX02sAYoBqqAbXjzV+X7y1OAIv+Y2ek+Dz/miXjzbDUAo/xtNwO/x5te+TJgpb+9DNju/x7hL4/IgHMYHlr+K+Bn2XYewA1Agb/8feD72fg3BcwCZgCvA9Wh7Vl1HqG4Mzq+GPFeBVwCrA9t+5/AA/7yA6G/rZj/P7LxRy2oxNwOLHXOtTvn6oGtwAL/Z6tzbrtzrgNY6h+bCX4E/C0QHgVzO/D/nOcd4DwzGw98AnjJOXfIOdcMvAScdld3qjnnjoZWh3DqXLLmPJxzLzrnOv3Vd4Ceeb6z6m/KObfRObc5xq6sOo+QTI8vgnPuDeBQ1ObbgUf95UeBO0LbY/3/yDpKUKf7kt8sfqSnyQyUAztDxzT62+JtTysz+ySwyzm3JmpXVp0HgJl918x2Ap8F/sHfnHXn4bsP75stZO85RMvW88j0+BIx1jm3B8D/PcbfngvnBmTAjLqpZmYvA+Ni7Po28FPgn/C+qf8T8AO8DxWLcbwjdoJPybj9Xs7jW3hdS6c9LMY2d4bt/e5M5+Gc+41z7tvAt83sm8CXgP9Ghp1Hb+fgH/NtoBN4rOdhMY7P2L+pnvOI9bAY29J6HglK2998CuTMuQ24BOWcuy6R48zs/wK/81cb8a7p9KgAdvvL8bb3q3jnYWYX4l0LWGNmPTGtNrMFxD+PRuDqqO2v93nQMST67wH8EngOL0Fl1Hn0dg7+YI1bgWudf5GALPqb6kXGnUeCzhR3tthrZuOdc3v8Lrx9/vZcODdPui+CZdIPMD60/DW8vnWAC4i8ELwd7yJrgb9cxakLrRek+zyizmkHpwZJ3ELkxdN3/e1lQD3ewIIR/nJZBsQ+PbT8ZeBX2XYeeNfAPgBGR23Pyr8pTh8kka3nkdHxxYl5MpGDJP4XkYMk/qe/HPP/Rzb+pD2ATPoB/gNYB6wFno1KWN/GG/WzGbgptP1mYIu/79vpPocY5xROUAb8ix/ruqgPmvvwLnBvBf5zuuP2Y3oaWO//e/wWKM+28/Dj2Am87//8LBv/poBP4X0zbwf2Asuz8Tyizimj44uK9XFgD3DS/3f4AjASeAWo83+X+cfG/f+RbT8qdSQiIhlJo/hERCQjKUGJiEhGUoISEZGMpAQlIiIZSQlKREQykhKU5Bwz+2czO2BmTemOJV38KvbT/OWfmdl/De37opntNbNWMxtpZh/1K2K3mtkd8Z9VJLU0zFzSzsx2AGOBLqANeB74snOu9SyeayLevS2Vzrl9vR2fq8zM4d3ovDVqeyFwFLjM+bUazewV4Fnn3I9TH6lIfGpBSaa4zTk3FG9KgUuBv0/2CcysAKgEDp5NcvIfn+vGAoOADaFtlVHrCRsg75mkiRKUZBTn3C68Mi1zAMys1MweNrM95k0m+c9mlu/v+7yZrTCzH5nZIbwyPC8BE/zuqp/7x33Sn2zvsJm9bmazel7PzHaY2d+Z2VqgzcwK/G1/41e1b/Nff6yZ/d7MWszs5VCle8zsKTNrMrMjZvaGmV0Q2vdzM/sXM3vOf+xKM5sa2n+BP9ncIb/b7Vv+9jwze8DMtpnZQTN70szK4r1vfrx7zGy3md0Xte/n/vt2Pl61B4DDZvaqmfXMifRb/z0rTvI9/46//T4z22hmzWa23MwqQ6/vzOzP/W7EZv/9sND++/3HtpjZB+ZPsGdmE8zsaTPbb2b1ZvZXZ/7rkVyjBCUZxe+iuxmo9Tc9ilcFfBpwMV6V9v8SeshCvJpqY4DrgZuA3c65oc65z/sfyo8DXwVG43Uf/tbMikLPsRivftl57tTcTXf6z3c+cBte0vwWMArv/034w/L3wHQ/htWcqlgefv5/xKsPuBX4rn+uw4CXgReACf45vuI/5q/w5vf5mL+vGa98Taz37Ebgr/14pwMxi74657bg1c7DP9drnHNTgQ/xW7DOuXaSe8+/61+3+hbwabz3+E289zzsVryW8VzgM3hzd2Fmi/CS3OeA4cAngYNmlodX3moN3lQR1wJftdCMvTIApLvWkn70g1cvsBU4jDcD8L8CJXjdUe1ASejYxcBr/vLngQ+jnutqoDG0/l+BJ0PrecAu4OrQa98XI57PhtafBn4aWv8ysCzOuZyHN7VBqb/+c+Ch0P6bgU2hc6mN8zwb8aqf96yPx6vDVhDj2EeA74XWz/djmBaK4Z/95cn+voKo873OXz6b9/z3wBei3uNjeNcB8V/vitD+JzlV5HQ58JUY57Qwxut8E/j3dP+96id1P+o/lkxxh3Pu5fAG86YOKQT2hHqE8oicjC28HMsEvKQHgHOu27wJEMMTuMV6jr2h5eMx1of6MebjtYgW4bUeuv1jRgFH/OXwaMJjPY/FmxJhW5y4K4FnzKw7tK0LL4Hsijp2ArAqtN7A2ask+fe8Evixmf0gtM3w3uOeWJJ9DyrxumoPh7bl47XOZIBQgpJMthPv2/wod6rrLVpvw1B3Axf2rPjXPiYS+SF/LkNZ/xRviu3r8FoipXjdcbEmjYu2E691Em/ffc65FQk8zx4i5/+ZlMBjzhRTsu/5TuC7zrnors1EX29qnO31zrnpZ/GckiN0DUoylvOmsX4R+IGZDfcHDkw1s48l8TRPAreY2bX+EOtv4H0Av91HYQ7zn+8gMBj470k89nfAODP7qj84YZiZLfT3/Qzv+k4lgJmNNrPb4zzPk8DnzWy2mQ3Gm9TxrJzle/4z4Js9g0P8QRaLEnzJh4C/NrP55pnmn/O7wFF/AEuJmeWb2Rwzu/Rsz02yjxKUZLrP4U0o9wFey+RXeNdjEuKc2wz8J+D/AAfwBjzc5pzr6KP4/h9eN9YuP8Z3koitBW9gw214XWB1wMf93T/Gm5PsRTNr8Z93YZzn+T3wv4FX8QZhvHo2JxKS1HvunHsG+D6w1MyO4s3hdVMiL+Scewqvi/SXQAuwDG9eoy6892Ue3sSTB/CSWenZnZJkI92oKyIiGUktKBERyUhKUCIikpGUoEREJCMpQYmISEZSghIRkYykBCUiIhlJCUpERDKSEpSIiGSk/x+XUeXniKNUzwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "get_out_of_sample_diff(0.95, 50, 4292)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -1303,7 +1291,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9" + "version": "3.7.4" } }, "nbformat": 4, diff --git a/python/figures_application.py b/python/figures_application.py index e699de6..31e81d3 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -71,13 +71,11 @@ def get_probabilities(state): width, color=spec_dict[color]["colors"][0], ls=spec_dict[color]["line"][0], - label="reference", ) ax.set_ylabel(r"Probability") ax.set_xlabel(r"Mileage increase (in thousands)") plt.xticks(x) - ax.legend() fig.savefig( f"{DIR_FIGURES}/fig-application-probabilities{spec_dict[color]['file']}" ) @@ -100,13 +98,11 @@ def get_probabilities_bar(state): capsize=capsize, color=spec_dict[color]["colors"][0], ls=spec_dict[color]["line"][0], - label="reference", ) ax.set_ylabel(r"Probability") ax.set_xlabel(r"Mileage increase (in thousands)") plt.xticks(x) - ax.legend() fig.savefig( f"{DIR_FIGURES}/fig-application-probabilities{spec_dict[color]['file']}" ) @@ -335,20 +331,21 @@ def get_replacement_thresholds(): y_1 = state_sections[-1][-1] + 2 * BIN_SIZE for color in color_opts: fig, ax = plt.subplots(1, 1) - ax.set_ylabel(r"Mean milage at replacement (in thousands)") + ax.set_ylabel(r"Mileage (in thousands)") ax.set_xlabel(r"$\omega$") ax.set_ylim([y_0, y_1]) + ax.plot( omega_range, means_ml, - color=spec_dict[color]["colors"][1], + color=spec_dict[color]["colors"][0], ls=spec_dict[color]["line"][0], label="optimal", ) if color == "colored": second_color = "#ff7f0e" else: - second_color = spec_dict[color]["colors"][0] + second_color = spec_dict[color]["colors"][1] for j, i in enumerate(omega_sections[:-1]): ax.plot( i, state_sections[j], color=second_color, ls=spec_dict[color]["line"][1] @@ -581,15 +578,21 @@ def get_out_of_sample_diff(key, bins, sample_size): for color in color_opts: fig, ax = plt.subplots(1, 1) - ax.plot(x, hist_data[0], color=spec_dict[color]["colors"][0]) + if color == "colored": + third_color = "#ff7f0e" + else: + third_color = spec_dict[color]["colors"][2] + + ax.plot(x, hist_data[0] / sum(hist_data[0]) , color=spec_dict[color]["colors"][0]) + ax.axvline(color=third_color, ls=spec_dict[color]["line"][2]) ax.set_ylabel(r"Density") - ax.set_xlabel(r"Performance difference") + ax.set_xlabel(r"$\Delta$ Performance") # ax.legend() fig.savefig( - "{}/fig-application-out-of-sample-color-{}-{}".format( - DIR_FIGURES, "{:.2f}".format(key)[2:], spec_dict[color]["file"] + "{}/fig-application-validation{}".format( + DIR_FIGURES, spec_dict[color]["file"] ) ) diff --git a/submodules/ruspy b/submodules/ruspy index d2b3d7a..a1d51dd 160000 --- a/submodules/ruspy +++ b/submodules/ruspy @@ -1 +1 @@ -Subproject commit d2b3d7a8a0e1e2292d14113209ee5da4f1c7cf47 +Subproject commit a1d51dd10abe8143bb98f48c5c2832670db4109e From e17876f98fda2d746a054654564881852a3e96d3 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Wed, 25 Sep 2019 10:32:07 +0200 Subject: [PATCH 04/41] Small sample. --- python/solution/specification.json | 8 ++++---- submodules/ruspy | 2 +- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/python/solution/specification.json b/python/solution/specification.json index a39d2d6..4a4569e 100644 --- a/python/solution/specification.json +++ b/python/solution/specification.json @@ -1,11 +1,11 @@ { - "num_points": 10, + "num_points": 100, "num_states": 50, - "sample_size": 4292, - "scale": 1, + "sample_size": 2223, + "scale": 78, "beta": 0.9999, "threshold": 1e-5, - "num_workers": 4, + "num_workers": 100, "trans_probs": "../../pre_processed_data/parameters/rust_trans_probs.txt", "params": [50, 400] diff --git a/submodules/ruspy b/submodules/ruspy index a1d51dd..d2b3d7a 160000 --- a/submodules/ruspy +++ b/submodules/ruspy @@ -1 +1 @@ -Subproject commit a1d51dd10abe8143bb98f48c5c2832670db4109e +Subproject commit d2b3d7a8a0e1e2292d14113209ee5da4f1c7cf47 From b85c27680be02259fe5553a61de6add431f056be Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Wed, 25 Sep 2019 10:55:05 +0200 Subject: [PATCH 05/41] Added data shift --- .gitignore | 3 +- notebooks/03_application.ipynb | 80 +++++++++--------- .../fixp_results_5000_50_400_2223.zip | Bin 0 -> 155398 bytes python/figures_application.py | 24 +++--- 4 files changed, 51 insertions(+), 56 deletions(-) create mode 100644 pre_processed_data/fixp_results_5000_50_400_2223.zip diff --git a/.gitignore b/.gitignore index d143478..0eb76df 100644 --- a/.gitignore +++ b/.gitignore @@ -6,8 +6,7 @@ __pycache__/ */jupyter/migrated* *.pbs *.png -fixp_results_1000_10_10_4292.pkl -fixp_results_1000_10_10_2223.pkl +fixp_results_5000_50_400_2223.pkl fixp_results_5000_50_400_4292.pkl sim_results/ val_results/ diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index 3468ab2..9384512 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -62,12 +62,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAbOElEQVR4nO3deZxdd13/8de7qWEtLdBYSdMlxYAU5Rd+hgI/yipoytKiLDZWpGwBf0T8yVoU61hcWFREKUupFSh0oyAGiURBUAoWEqAoaa3ENqVDC01KWyh7yuf3xzlDb4aZzNxk5syZmdfz8ZjHnOV7zv2ce5P7nvO9535PqgpJkvrmgLkuQJKkiRhQkqReMqAkSb1kQEmSesmAkiT10oFzXcD+WLt2bX34wx+e6zIkSfsnEy2c12dQu3btmusSJEmzZF4HlCRp4TKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSL3UWUEnWJrkyyfYkp02w/g1JLmt//jvJzV3VJknqn04CKskS4EzgBOBYYF2SYwfbVNXvVNXqqloN/DXw/i5qk2bbyMgISTr/GRkZmetDl/ZLurijbpKHAiNV9Uvt/CsBqupPJ2n/KeAPquqf97bfNWvW1NatW2e6XKkXktuHJ/PO11rg5nQsvsOBawfmR9tlPybJUcBK4F8mWb8+ydYkW3fu3DnjhUqS+qGrgJooHSf7k/Bk4OKqum2ilVV1VlWtqao1y5Ytm7ECJUn90lVAjQJHDMyvAK6bpO3JwPmzXpEkqde6CqgtwKokK5MspQmhjeMbJbkvcHfg3zuqS5LUU50EVFXtBjYAm4ErgIuqaluSM5KcONB0HXBB+YmwJC16nVzFN1u8ik8LmVfxaRFZeHfUlSQtXAaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6qbOASrI2yZVJtic5bZI2T09yeZJtSc7rqjZJUv8c2MWDJFkCnAk8DhgFtiTZWFWXD7RZBbwSeFhV3ZTkJ7uoTZLUT12dQR0HbK+qq6rq+8AFwEnj2jwPOLOqbgKoqhs6qk2S1ENdBdThwLUD86PtskH3Ae6T5JNJLk2ydqIdJVmfZGuSrTt37pylciVJc62rgMoEy2rc/IHAKuBRwDrg7CSH/NhGVWdV1ZqqWrNs2bIZL1SS1A+dfAZFc8Z0xMD8CuC6CdpcWlU/AK5OciVNYG3ppkQtREef9qG5LmFGzNfj2PGaJ8x1CZrHujqD2gKsSrIyyVLgZGDjuDYfAB4NkORQmi6/qzqqT5LUM50EVFXtBjYAm4ErgIuqaluSM5Kc2DbbDNyY5HLgY8DLqurGLuqTJPVPV118VNUmYNO4ZacPTBfw4vZHkrTIOZKEJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmA6oGRkRGSdP4zMjIy14cuSZPq7HYbmtzIyMg+hUWSH003dyuRpIXDMyhJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZc6C6gka5NcmWR7ktMmWH9qkp1JLmt/nttVbZKk/ulkJIkkS4AzgccBo8CWJBur6vJxTS+sqg1d1CRJ6reuzqCOA7ZX1VVV9X3gAuCkjh5bkjQPdRVQhwPXDsyPtsvGe0qS/0hycZIjJtpRkvVJtibZunPnztmoVZLUA10FVCZYNn500w8CR1fVA4CPAO+caEdVdVZVramqNcuWLZvhMiVJfdFVQI0Cg2dEK4DrBhtU1Y1V9b129u3Az3dUmySph7oKqC3AqiQrkywFTgY2DjZIcq+B2ROBKzqqTZLUQ51cxVdVu5NsADYDS4BzqmpbkjOArVW1EXhRkhOB3cDXgVO7qE2S1E+d3bCwqjYBm8YtO31g+pXAK7uqR5LUb44kIUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb007YBK8hdJVs9mMZIkjRnmDOongM1JvpjkFUlWzFZRkiRNO6Cq6reA5cBpwGrgiiQfSfIbSe46WwVKkhanoT6Dqqrbquofqmod8BBgGfAO4KtJzk4y0S00JEka2lABleRuSZ6T5GPAvwGfBh4O3A+4FfjHmS9RkrQYTXssviQXA79EE0xvBT4wcHsMkrwYuGXGK5QkLUrDDBZ7KbChqr460cqq+mGSw2amLEnSYjdMF9/DJwqnJO8fm66qb89IVZKkRW+YgHr0JMsfNQN1SJK0hym7+NqbCgIsHZgecwxwzYxXJUla9KbzGdQR7e8DBqYBCrgWGJnhmiRJmjqgqupZAEk+VVVvn/2SpIXl5kvewy2fPH+/9nHNa5849DYHP2wdhxx/yn49rjSX9hpQSY6uqh3t7EeTHDNRu6q6aqYLkxaKQ44/xaCQ9sFUZ1D/CRzUTm+n6dbLuDYFLJnhuiRJi9xeA6qqDhqY9tYckqTOGDqSpF6a6jOoT9B04e1VVT1iqjZJ1gJvpOkOPLuqXjNJu6cC7wUeVFVbp9qvJGlhmuozqLNn4kGSLAHOBB4HjAJbkmysqsvHtTsIeBHNILSSpEVsqs+g3jlDj3McsH3sar8kFwAnAZePa/dq4HXAS2focSVJ89RUXXzPqKpz2+lnT9auqs6Z4nEOp/lS75hR4MHjHuuBwBFV9Q9JJg2oJOuB9QBHHnnkFA8rSZqvpuriWwec204/Y5I2BUwVUOMvTR/brlmZHAC8ATh1iv1QVWcBZwGsWbNmys/HJEnz01RdfI8fmJ5ssNjpGGXPYZJWANcNzB8E/Czw8SQAPwVsTHKiF0pI0uI0zP2gSHII8ARgOU3AfKiqbp7GpluAVUlWAl8BTgZ+bWxlVd0CHDrwOB8HXtpFOB192odm+yE6MV+PY8drnjDXJUjqqWl/DyrJY4AdNFfZPQj4LWBHkl+Yatuq2g1sADYDVwAXVdW2JGckOXFfCpckLWzDnEG9CVhfVReNLUjyNJrLx39mqo2rahOwadyy0ydp+6gh6pIkLUDDjCSxHHjfuGV/R/N5kSRJM2qYgHoX8MJxy36zXS5J0owaZqijA4DfTPJymgsdDgcOAy6d1QolSYvSsEMdecNCSVInuhrqSJKkoQz7PajDaMbVO5SB0SGmMdSRJElDmXZAJXky8G7gS8D9gW00oz9cwtRDHUmSNJRhruL7I+BZVfVA4Fvt7/XAZ2elMknSojZMQB1ZVe8dt+ydwG/MYD2SJAHDBdQN7WdQ0Axx9FDg3jR3yJUkaUYNE1BvB45vp98AfAz4AvDmmS5KkqRpXyRRVa8dmH5XO+L4XarqitkoTJK0uA17mfkS4CHcfrsNR5GQJM2KYS4zfwDwAeCONDcgXAF8N8kvV9UXZqk+SdIiNcxnUOfQ3Frj8Ko6jmYsvjfhd6AkSbNgmIC6D/CXVVUA7e83AqtmozBJ0uI2TEBtAsbf/fZJwPy817gkqdemut3Gudx+u40lwAVJPgtcCxwB/Dzw97NaoSRpUZrqIont4+a/ODB9ObB5ZsuRJKkx1e02/rCrQiRJGjTs96AeDTyD5gq+rwDvrqp/mY3CJEmL27QvkkjyXOBC4KvA+4HrgfOSPG+WapMkLWLDnEG9HHjc4Jdyk1wIvI9p3Ao+yVqay9KXAGdX1WvGrX8B8ELgNuBWYH1VXT5EfZKkBWSYy8zvSXNhxKArgXtMtWE7RNKZwAnAscC6JMeOa3ZeVf1cVa0GXgf8xRC1SZIWmGEC6hLgL5LcGSDJXYDXA5+axrbHAdur6qqq+j5wAXDSYIOq+sbA7F24/fJ2SdIiNEwX3wuA84Fbknyd5szpU8C6aWx7OM13p8aMAg8e3yjJC4EXA0uBxwxRmyRpgZnWGVSSAHcCHguspBlBYmVVPbKqrpvOLiZY9mNnSFV1ZlXdG3gF8KpJalmfZGuSrTt37pxO+ZKkeWhaAdWOu/efwA+rarSqPlNVo0M8zijNyBNjVtDcrmMyFwBPnqSWs6pqTVWtWbZs2RAlSJLmk2E+g/o8zYCx+2ILsCrJyiRLgZOBjYMNkgwOOvsE4Ev7+FiSpAVgmM+gPg58OMk7aD5P+lEXXVXt9ZYbVbU7yQaaoZGWAOdU1bYkZwBbq2ojsCHJY4EfADcBzxzmQCRJC8swAfUw4GrgkeOWF9O4J1RVbaIZEX1w2ekD0789RC2SpAVuyoBqLyt/Fc2XZz8H/ElVfW+2C5MkLW7T+QzqTTRX7V0BPAX4s1mtSJIkphdQJwC/WFUvb6efOLslSZI0vYC6S1VdD1BV1wIHz25JkiRN7yKJA9vbbGSSebzlxv65+ZL3cMsnz9+vfVzz2uFPbA9+2DoOOf6U/XpcSZot0wmoG9jzKr0bx80XcMxMFrXYHHL8KQaFJI0zZUBV1dEd1CFJ0h6GGUlCkqTOGFCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZc6C6gka5NcmWR7ktMmWP/iJJcn+Y8kH01yVFe1SZL6p5OASrIEOBM4ATgWWJfk2HHNPg+sqaoHABcDr+uiNklSP3V1BnUcsL2qrqqq7wMXACcNNqiqj1XVt9vZS4EVHdUmSeqhrgLqcODagfnRdtlkngP840QrkqxPsjXJ1p07d85giZKkPukqoDLBspqwYfLrwBrg9ROtr6qzqmpNVa1ZtmzZDJYoSeqTAzt6nFHgiIH5FcB14xsleSzwe8Ajq+p7HdUmSeqhrs6gtgCrkqxMshQ4Gdg42CDJA4G3ASdW1Q0d1SVJ6qlOAqqqdgMbgM3AFcBFVbUtyRlJTmybvR64K/DeJJcl2TjJ7iRJi0BXXXxU1SZg07hlpw9MP7arWiRJ/edIEpKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkqT9NDIyQpLOf0ZGRub60GdVZ4PFStJCNTIysk9hkdx+L9eqCe/huqh5BiVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqpc4CKsnaJFcm2Z7ktAnWPyLJ55LsTvLUruqSJPVTJwGVZAlwJnACcCywLsmx45p9GTgVOK+LmiRJ/dbVWHzHAdur6iqAJBcAJwGXjzWoqh3tuh92VJMkqce66uI7HLh2YH60XTa0JOuTbE2ydefOnTNSnCSpf7oKqEywbJ+G7q2qs6pqTVWtWbZs2X6WJUnqq64CahQ4YmB+BXBdR48tSZqHugqoLcCqJCuTLAVOBjZ29NiSpHmok4Cqqt3ABmAzcAVwUVVtS3JGkhMBkjwoySjwNOBtSbZ1UZskqZ86u6NuVW0CNo1bdvrA9Baarj9JkhxJQpLUTwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ66cC5LkCS9sfRp31orkuYEfP1OHa85gmztu/OzqCSrE1yZZLtSU6bYP0dklzYrv90kqO7qk2S1D+dBFSSJcCZwAnAscC6JMeOa/Yc4Kaq+mngDcBru6hNktRPXXXxHQdsr6qrAJJcAJwEXD7Q5iRgpJ2+GHhTklRVdVSjJO2Tmy95D7d88vz92sc1r33i0Nsc/LB1HHL8Kfv1uH2WLt7/kzwVWFtVz23nnwE8uKo2DLT5YttmtJ3/n7bNrnH7Wg+sb2fvC1w56wfQb4cCu6ZspfnK13fh8zWGXVW1dvzCrs6gMsGy8ck4nTZU1VnAWTNR1EKQZGtVrZnrOjQ7fH0XPl/jyXV1kcQocMTA/ArgusnaJDkQOBj4eifVSZJ6p6uA2gKsSrIyyVLgZGDjuDYbgWe2008F/sXPnyRp8eqki6+qdifZAGwGlgDnVNW2JGcAW6tqI/A3wLlJttOcOZ3cRW0LgN2dC5uv78LnazyJTi6SkCRpWA51JEnqJQNKktRLBtQ8lmRHkv9MclmSrXNdj/ZPknOS3NB+J3Bs2T2S/HOSL7W/7z6XNWrfTfL6jiT5Svt/+LIkj5/LGvvGgJr/Hl1Vq/0exYLwDmD8lxVPAz5aVauAj7bzmp/ewY+/vgBvaP8Pr66qTR3X1GsGlNQTVfVv/Ph3/04C3tlOvxN4cqdFacZM8vpqLwyo+a2Af0ry2XYIKC08h1XV9QDt75+c43o08zYk+Y+2C9Au3AEG1Pz2sKr63zSjxL8wySPmuiBJQ3kLcG9gNXA98OdzW06/GFDzWFVd1/6+Afg7mlHjtbB8Lcm9ANrfN8xxPZpBVfW1qrqtqn4IvB3/D+/BgJqnktwlyUFj08AvAl/c+1aahwaHAHsm8PdzWItm2NgfH61fxv/De3AkiXkqyTE0Z03QDFl1XlX98RyWpP2U5HzgUTS3X/ga8AfAB4CLgCOBLwNPqyo/aJ+HJnl9H0XTvVfADuD5Y585yoCSJPWUXXySpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSjMmyVuT/H47/agko3Nd06AkRya5NcmSua5ltiT5ZJIHttO/m+TsGdz3jiSPnan9dS3JO5L80TTafSbJ/buoSXvXyS3fNb8l2QEsB5ZX1a6B5ZcB/wtYWVU7quoFc1TitFTVl4G7znUdsyXJk4BvVtXnAarqT/ZjX+8ARqvqVTNU3nzyZ8AZwFPmupDFzjMoTdfVwLqxmSQ/B9xp7srpjx6dkb0AOHeui1gANgKPHjfKg+aAAaXpOhf4jYH5ZwLvGmywty6UJMuTvC/JziRXJ3nRwLrjkvx7kpuTXJ/kTUmWDqz/xSRXJrklyZuT/GuS5w6sf3aSK5LclGRzkqMmqeHoJJXkwHb+40le3XaLfTPJPyU5dKD98Uk+1dZ1bZJTB47zLUk2JfkWzZvZHZL8WZIvJ/la2915p7b93ZP8Q3vsN7XTKwYe59QkV7U1XJ3klH04tqXAY4B/HVg2kuTd4479mW2Nu5L83iT7Wg+cAry87RL94MDq1e3I27ckuTDJHQe2e16S7Um+nmRjkuUTPe8Dz/1z2+mfbl/TW9q6Lhxo98b2uf9GmlH7Hz7u+C5K8q72uduWZM3A+gcm+Vy77kJgsNZD29fh5rbeTyQ5AKCqvgt8lmb4MM0hA0rTdSlwtyT3a88YfhV493Q2bP/jfxD4AnA48AvA/0vyS22T24DfoRkC5qHt+v/bbnsocDHwSuCewJXA/xnY95OB3wV+BVgGfAI4f4jj+jXgWTS3sVgKvLTd75HAPwJ/3e53NXDZuO3+GDgIuAR4LXCftt1Pt8d5etv2AOBvgaNohiz6DvCm9nHuAvwVcEJVHdQe22X7cGyrgB9W1VSf+x0P3JfmOT49yf3GN6iqs4D3AK+rqrtW1ZMGVj+d5qZ7K4EHAKe2tT4G+NN2/b2Aa4ALpqhlzKuBfwLuDqygec7HbKF5Tu8BnAe8dzAUgRPbxzmE5sxn7HldSjNM1Lnttu9lzy67lwCjNM/rYTTP8+CwOlfQdF9rDhlQGsbYWdTjgP8CvjLN7R4ELKuqM6rq+1V1Fc3IzScDVNVnq+rSqtpdVTuAtwGPbLd9PLCtqt5fVbtp3sy/OrDv5wN/WlVXtOv/hOav/AnPNCbwt1X131X1HZox71a3y08BPlJV51fVD6rqxqoaDKi/r6pPtqNQfw94HvA7VfX1qvpmW8fY8d1YVe+rqm+36/544PgAfgj8bJI7VdX1VbVtH47tEOCb0zjeP6yq71TVF2j+YBj2Tfivquq6djzAD7Ln83VOVX2uqr5H8wfFQ5McPY19/oAmvJdX1Xer6pKxFVX17vb5211Vfw7cgSZgx1xSVZuq6jaaf59jx/MQ4CeAv2xfv4tpwm7wMe8FHNWu/0TtOe7bN2meU80hA0rDOJfmzOFUxnXvTeEoYHnbnXJzkptp/mI9DCDJfdrulq8m+QbNG/FYV9ty4NqxHbVvIqPj9v3Ggf1+HQjNGcx0DIbdt7n9IoojgP/Zy3bXDkwvA+4MfHagjg+3y0ly5yRvS3JNe3z/BhySZElVfYvmbPQFwPVJPpTkZ/bh2G6iOZvb1+Odrsm2X05z1gRAVd0K3Mj0XoeX0xzXZ9puumePrUjykraL85b2OTiY2/9tTFTPHduuxOXAV8aFzjUD068HttPc8POqJKeNq+kg4OZp1K5ZZEBp2qrqGpqLJR4PvH+ITa8Frq6qQwZ+Dqqqx7fr30JzRraqqu5GE15p111P0+0DQJIMzrf7fv64fd+pqj61Twe5537vvZf1g298u2i67e4/UMPBVTX25v0Smr/6H9we39iNJQNQVZur6nE0f9H/F83Z5bDH9iWap2e6wTyVYUeRvo4mUIEfdV3ek+Ys+1vt4jsPtP+pHz1Q1Ver6nlVtZzmrPHN7edSDwdeQdNtePeqOgS4hdv/bezN9cDh7b+XMUcOPOY3q+olVXUM8CTgxUl+YaDt/WjOMDWHDCgN6znAY9q//KfrM8A3krwiyZ2SLEnys0ke1K4/CPgGcGt79vCbA9t+CPi5JE9u/zJ+IQNvbsBbgVem/d5KkoOTPG0fj23Qe4DHJnl6kgOT3DPJ6okaDtxs7g1JfrKt4/CBz9gOogmwm5Pcg+Y2C7TtDktyYvuG/j3gVprP5IY6tqr6AfAR9uw63B9fA44Zov15wLOSrE5yB5qz4E+3Xz/YSRNUv96+9s9mIPyTPC23XzRyE0043kbzvO0GdgIHJjkduNs06/n3dtsXta/frzBwM8AkT2xDMDT/9m5rf2jr/3ngn4c4fs0CA0pDqar/qaqtQ25zG81fqatpzsB2AWfTdNdAc2HCr9H0+78duHBg213A04DX0XQZHQtspXkzp6r+juYChQva7rMvAifs4+EN1vxlmjPFl9B0rY1952syr6DpMrq0reMj3P5ZyV/SXJK/i+Zikw8PbHdA+xjXtY/zSNoLRPbh2N4GPGPaB7l3fwMc23YvfmCqxlX1UeD3gffRnL3cm/YzuNbzgJfRvIb3BwbPAh8EfDrJrTQXOvx2VV0NbKa5UOW/abrnvsueXat7q+f7NBeXnEoTer/Knmf9q2heo1tpwuzNVfXxdt2JwMfH7litueP9oDSvtFcEjgKnVNXH5rqevklyCfBbY1/W1fCSfBp4TlV5d9s5ZkCp99qusk/TdJO9jKab75j2yjtJC5RdfJoPHkpzRd0umq7CJxtO0sLnGZQkqZc8g5Ik9ZIBJUnqJQNKktRLBpQkqZcMKElSL/1/7e4KI/PdIcoAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -79,7 +79,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -96,7 +96,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -225,7 +225,7 @@ "12 0.000000 0.000000 0.000000" ] }, - "execution_count": 6, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -236,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -270,28 +270,24 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [ { - "ename": "ValueError", - "evalue": "shape mismatch: objects cannot be broadcast to a single shape", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mget_probability_shift_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstate\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m~/RobustZurcher/analysis/python/figures_application.py\u001b[0m in \u001b[0;36mget_probability_shift_data\u001b[0;34m(state)\u001b[0m\n\u001b[1;32m 185\u001b[0m \u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mspec_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"colors\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 186\u001b[0m \u001b[0mhatch\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mspec_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"hatch\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 187\u001b[0;31m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"reference\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 188\u001b[0m )\n\u001b[1;32m 189\u001b[0m ax.bar(\n", - "\u001b[0;32m~/.local/share/anaconda3/envs/ruspy_analysis/lib/python3.7/site-packages/matplotlib/__init__.py\u001b[0m in \u001b[0;36minner\u001b[0;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1599\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0minner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1600\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1601\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msanitize_sequence\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1602\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1603\u001b[0m \u001b[0mbound\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnew_sig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbind\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/share/anaconda3/envs/ruspy_analysis/lib/python3.7/site-packages/matplotlib/axes/_axes.py\u001b[0m in \u001b[0;36mbar\u001b[0;34m(self, x, height, width, bottom, align, **kwargs)\u001b[0m\n\u001b[1;32m 2373\u001b[0m x, height, width, y, linewidth = np.broadcast_arrays(\n\u001b[1;32m 2374\u001b[0m \u001b[0;31m# Make args iterable too.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2375\u001b[0;31m np.atleast_1d(x), height, width, y, linewidth)\n\u001b[0m\u001b[1;32m 2376\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2377\u001b[0m \u001b[0;31m# Now that units have been converted, set the tick locations.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/share/anaconda3/envs/ruspy_analysis/lib/python3.7/site-packages/numpy/lib/stride_tricks.py\u001b[0m in \u001b[0;36mbroadcast_arrays\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 257\u001b[0m \u001b[0margs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_m\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubok\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msubok\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0m_m\u001b[0m \u001b[0;32min\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 258\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 259\u001b[0;31m \u001b[0mshape\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_broadcast_shape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 260\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 261\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mshape\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0marray\u001b[0m \u001b[0;32min\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/share/anaconda3/envs/ruspy_analysis/lib/python3.7/site-packages/numpy/lib/stride_tricks.py\u001b[0m in \u001b[0;36m_broadcast_shape\u001b[0;34m(*args)\u001b[0m\n\u001b[1;32m 191\u001b[0m \u001b[0;31m# use the old-iterator because np.nditer does not handle size 0 arrays\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 192\u001b[0m \u001b[0;31m# consistently\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 193\u001b[0;31m \u001b[0mb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbroadcast\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m32\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 194\u001b[0m \u001b[0;31m# unfortunately, it cannot handle 32 or more arguments directly\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 195\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mpos\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m32\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m31\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mValueError\u001b[0m: shape mismatch: objects cannot be broadcast to a single shape" - ] + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAORUlEQVR4nO3cX4ild33H8ffHxFSLUUt3BdndmJRuwCEUkh7SlEJVtGWTi90bkV0I/iG4YBsLVYQUC0q8qlIEYVvdUrEKGqMXOoiyFzaiiBsykBrchIXpKskQIVuNuQka0357cY4yTs7ueWY9M/M1z/sFC/Oc85tzvvyY3fc+55x5UlVIktTNS/Z6AEmS5jFQkqSWDJQkqSUDJUlqyUBJkloyUJKklhYGKsmnkzyV5AeXuD9JPpFkPckjSW5Z/piSpLEZcgb1GeDIZe6/HTg8+3MS+NfffixJ0tgtDFRVfRv46WWWHAM+W1NngVcnee2yBpQkjdPVS3iMA8ATm443Zrf9eOvCJCeZnmWxsrLyp+fOnVvC00uSmsuVfNMyPiQx74nnXj+pqk5X1aSqJi9/+cuX8NSSpBerZQRqAzi06fgg8OQSHleSNGLLCNQq8PbZp/luA56pqhe8vCdJ0nYsfA8qyReANwL7kmwAHwJeClBVnwS+DtwBrAPPAu/aqWElSeOxMFBVdWLB/QX87dImkiQJryQhSWrKQEmSWjJQkqSWDJQkqSUDJUlqyUBJkloyUJKklgyUJKklAyVJaslASZJaMlCSpJYMlCSpJQMlSWrJQEmSWjJQkqSWDJQkqSUDJUlqyUBJkloyUJKklgyUJKklAyVJaslASZJaMlCSpJYMlCSpJQMlSWrJQEmSWjJQkqSWDJQkqSUDJUlqyUBJkloyUJKklgyUJKklAyVJaslASZJaMlCSpJYMlCSpJQMlSWrJQEmSWjJQkqSWDJQkqaVBgUpyJMn5JOtJ7plz/3VJHkjycJJHktyx/FElSWOyMFBJrgJOAbcDK8CJJCtblv0jcH9V3QwcB/5l2YNKksZlyBnUrcB6VV2oqueA+4BjW9YU8MrZ168CnlzeiJKkMRoSqAPAE5uON2a3bfZh4M4kG8DXgffOe6AkJ5OsJVm7ePHiFYwrSRqLIYHKnNtqy/EJ4DNVdRC4A/hckhc8dlWdrqpJVU3279+//WklSaMxJFAbwKFNxwd54Ut4dwH3A1TV94CXAfuWMaAkaZyGBOoh4HCSG5Jcw/RDEKtb1jwOvBkgyeuZBsrX8CRJV2xhoKrqeeBu4AzwGNNP651Lcm+So7Nl7wfeneT7wBeAd1bV1pcBJUkaLHvVkclkUmtra3vy3JKkXTXvswwLeSUJSVJLBkqS1JKBkiS1ZKAkSS0ZKElSSwZKktSSgZIktWSgJEktGShJUksGSpLUkoGSJLVkoCRJLRkoSVJLBkqS1JKBkiS1ZKAkSS0ZKElSSwZKktSSgZIktWSgJEktGShJUksGSpLUkoGSJLVkoCRJLRkoSVJLBkqS1JKBkiS1ZKAkSS0ZKElSSwZKktSSgZIktWSgJEktGShJUksGSpLUkoGSJLVkoCRJLRkoSVJLBkqS1JKBkiS1ZKAkSS0NClSSI0nOJ1lPcs8l1rwtyaNJziX5/HLHlCSNzdWLFiS5CjgF/BWwATyUZLWqHt205jDwD8BfVNXTSV6zUwNLksZhyBnUrcB6VV2oqueA+4BjW9a8GzhVVU8DVNVTyx1TkjQ2QwJ1AHhi0/HG7LbNbgRuTPLdJGeTHFnWgJKkcVr4Eh+QObfVnMc5DLwROAh8J8lNVfWz33ig5CRwEuC6667b9rCSpPEYcga1ARzadHwQeHLOmq9W1S+r6ofAeabB+g1VdbqqJlU12b9//5XOLEkagSGBegg4nOSGJNcAx4HVLWu+ArwJIMk+pi/5XVjmoJKkcVkYqKp6HrgbOAM8BtxfVeeS3Jvk6GzZGeAnSR4FHgA+UFU/2amhJUkvfqna+nbS7phMJrW2trYnzy1J2lXzPsuwkFeSkCS1ZKAkSS0ZKElSSwZKktSSgZIktWSgJEktGShJUksGSpLUkoGSJLVkoCRJLRkoSVJLBkqS1JKBkiS1ZKAkSS0ZKElSSwZKktSSgZIktWSgJEktGShJUksGSpLUkoGSJLVkoCRJLRkoSVJLBkqS1JKBkiS1ZKAkSS0ZKElSSwZKktSSgZIktWSgJEktGShJUksGSpLUkoGSJLVkoCRJLRkoSVJLBkqS1JKBkiS1ZKAkSS0ZKElSSwZKktTSoEAlOZLkfJL1JPdcZt1bk1SSyfJGlCSN0cJAJbkKOAXcDqwAJ5KszFl3LfB3wIPLHlKSND5DzqBuBdar6kJVPQfcBxybs+4jwEeBny9xPknSSA0J1AHgiU3HG7Pbfi3JzcChqvraEmeTJI3YkEBlzm316zuTlwAfB96/8IGSk0nWkqxdvHhx+JSSpNEZEqgN4NCm44PAk5uOrwVuAr6V5EfAbcDqvA9KVNXpqppU1WT//v1XPrUk6UVvSKAeAg4nuSHJNcBxYPVXd1bVM1W1r6qur6rrgbPA0apa25GJJUmjsDBQVfU8cDdwBngMuL+qziW5N8nRnR5QkjROqarFq3bAZDKptTVPsiRpBOZ9lmEhryQhSWrJQEmSWjJQkqSWDJQkqSUDJUlqyUBJkloyUJKklgyUJKklAyVJaslASZJaMlCSpJYMlCSpJQMlSWrJQEmSWjJQkqSWDJQkqSUDJUlqyUBJkloyUJKklgyUJKklAyVJaslASZJaMlCSpJYMlCSpJQMlSWrJQEmSWjJQkqSWDJQkqSUDJUlqyUBJkloyUJKklgyUJKklAyVJaslASZJaMlCSpJYMlCSpJQMlSWrJQEmSWjJQkqSWDJQkqSUDJUlqaVCgkhxJcj7JepJ75tz/viSPJnkkyTeTvG75o0qSxmRhoJJcBZwCbgdWgBNJVrYsexiYVNWfAF8GPrrsQSVJ4zLkDOpWYL2qLlTVc8B9wLHNC6rqgap6dnZ4Fji43DElSWMzJFAHgCc2HW/MbruUu4BvzLsjyckka0nWLl68OHxKSdLoDAlU5txWcxcmdwIT4GPz7q+q01U1qarJ/v37h08pSRqdqwes2QAObTo+CDy5dVGStwAfBN5QVb9YzniSpLEacgb1EHA4yQ1JrgGOA6ubFyS5GfgUcLSqnlr+mJKksVkYqKp6HrgbOAM8BtxfVeeS3Jvk6GzZx4BXAF9K8l9JVi/xcJIkDZKquW8n7bjJZFJra2t78tySpF0177MMC3klCUlSSwZKktSSgZIktWSgJEktGShJUksGSpLUkoGSJLVkoCRJLRkoSVJLBkqS1JKBkiS1ZKAkSS0ZKElSSwZKktSSgZIktWSgJEktGShJUksGSpLUkoGSJLVkoCRJLRkoSVJLBkqS1JKBkiS1ZKAkSS0ZKElSSwZKktSSgZIktWSgJEktGShJUksGSpLUkoGSJLVkoCRJLRkoSVJLBkqS1JKBkiS1ZKAkSS0ZKElSSwZKktSSgZIktWSgJEktDQpUkiNJzidZT3LPnPt/L8kXZ/c/mOT6ZQ8qSRqXhYFKchVwCrgdWAFOJFnZsuwu4Omq+mPg48A/LXtQSdK4DDmDuhVYr6oLVfUccB9wbMuaY8B/zL7+MvDmJFnemJKksbl6wJoDwBObjjeAP7vUmqp6PskzwB8C/7N5UZKTwMnZ4S+S/OBKhh6pfWzZT12W+7U97tf2uF/b84Oqumm73zQkUPPOhOoK1lBVp4HTAEnWqmoy4PmF+7Vd7tf2uF/b435tT5K1K/m+IS/xbQCHNh0fBJ681JokVwOvAn56JQNJkgTDAvUQcDjJDUmuAY4Dq1vWrALvmH39VuA/q+oFZ1CSJA218CW+2XtKdwNngKuAT1fVuST3AmtVtQr8O/C5JOtMz5yOD3ju07/F3GPkfm2P+7U97tf2uF/bc0X7FU90JEkdeSUJSVJLBkqS1NKOB8rLJG3PgP16X5JHkzyS5JtJXrcXc3axaL82rXtrkkoy6o8GD9mvJG+b/YydS/L53Z6xiwF/F69L8kCSh2d/H+/Yizm7SPLpJE9d6vdbM/WJ2X4+kuSWhQ9aVTv2h+mHKv4b+CPgGuD7wMqWNX8DfHL29XHgizs5U+c/A/frTcDvz75+j/t1+f2arbsW+DZwFpjs9dyd9ws4DDwM/MHs+DV7PXfjvToNvGf29Qrwo72ee4/37C+BW5j+Uu68++8AvsH092ZvAx5c9Jg7fQblZZK2Z+F+VdUDVfXs7PAs099LG6shP18AHwE+Cvx8N4draMh+vRs4VVVPA1TVU7s8YxdD9qqAV86+fhUv/P3QUamqb3P53389Bny2ps4Cr07y2ss95k4Hat5lkg5cak1VPQ/86jJJYzRkvza7i+n/SMZq4X4luRk4VFVf283Bmhry83UjcGOS7yY5m+TIrk3Xy5C9+jBwZ5IN4OvAe3dntN9Z2/33bdCljn4bS7tM0kgM3oskdwIT4A07OlFvl92vJC9henX9d+7WQM0N+fm6munLfG9kenb+nSQ3VdXPdni2bobs1QngM1X1z0n+nOnvgt5UVf+38+P9Ttr2v/U7fQblZZK2Z8h+keQtwAeBo1X1i12araNF+3UtcBPwrSQ/Yvq69+qIPygx9O/jV6vql1X1Q+A802CNzZC9ugu4H6Cqvge8jOlFZDXfoH/fNtvpQHmZpO1ZuF+zl6w+xTROY31/4Fcuu19V9UxV7auq66vqeqbv2R2tqiu6cOWLwJC/j19h+kEckuxj+pLfhV2dsoche/U48GaAJK9nGqiLuzrl75ZV4O2zT/PdBjxTVT++3Dfs6Et8tXOXSXpRGrhfHwNeAXxp9lmSx6vq6J4NvYcG7pdmBu7XGeCvkzwK/C/wgar6yd5NvTcG7tX7gX9L8vdMX6p654j/c02SLzB9aXjf7H25DwEvBaiqTzJ9n+4OYB14FnjXwscc8X5KkhrzShKSpJYMlCSpJQMlSWrJQEmSWjJQkqSWDJQkqSUDJUlq6f8BoeXeTk4FQUMAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -316,7 +312,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -755,7 +751,7 @@ "49 245 3.391363e-07 4.613337e-07 6.262997e-07" ] }, - "execution_count": 10, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -766,7 +762,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -807,7 +803,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -913,7 +909,7 @@ "[100 rows x 2 columns]" ] }, - "execution_count": 12, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -924,7 +920,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -941,7 +937,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -958,7 +954,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1076,7 +1072,7 @@ "[71 rows x 3 columns]" ] }, - "execution_count": 18, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1087,7 +1083,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -1111,7 +1107,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3deZxU9Z3v/9eH7mZvmm42WWRTFkGggw1CJIp4BTQaNDIG4s9hjFfMjEaT+SXRJDPxJmaSTDL3JjGaKIo3mhiXQYmOo0FUENk3RSUszSoNDTaLNCDQ2+f+UaeL6qZouqCrTjX9fj4e51HnfOt8z/lUWfaH8z3f8/2auyMiIpJumoUdgIiISDxKUCIikpaUoEREJC0pQYmISFpSghIRkbSkBCUiImmpySQoM5toZhvMbJOZ3R92PCIiUjdrCs9BmVkGsBG4GigCVgBT3f1voQYmIiKn1FSuoEYCm9x9i7uXAc8Bk0KOSURE6pAZdgAp0h3YEbNdBFwau4OZTQemAwwaNOiStWvXJnyS0tJSPvjgA3bs2EG7du344he/eBYhi4ic86yuN5tKgor3JdRo23T3GcAMgIKCgjNq9zx8+DBvvfUWADk5OWdyCBERCTSVJr4i4PyY7R7AroY+SZcuXcjKygLg4MGDlJaWNvQpRESajKaSoFYA/cysj5k1B6YArzT0STIyMujevXt0e8eOHXXsLSIidWkSCcrdK4C7gTnAOuAFd0/8JlM9nH/+iQu1jz/+OBmnEBFpEprKPSjc/TXgtWSfJzZB6QpKROTMNYkrqFSKTVC7d++mrKwsxGhERBovJagG1rJlSzp16gSAu7Nz586QIxIRaZyUoJJAzXwiImdPCSoJevbsGV1XghIROTNKUEkQewVVXFxMUxjvUCQMbdu2DTuERuOnP/3pGe33+c9/Phnh1EuTGCw2UQUFBb5y5cozru/uLF26lO7du9OtWzcyM5tMZ0mRlGrbti2HDx9O2fkqKyvJyMhI2fkaUn2/qxR/p3UOdaQrqCQwM0aPHk3Pnj2VnERSwN35zne+w8UXX8yQIUN4/vnnAZg/fz5jx45l8uTJDBw4kFtuuSXaovHaa68xcOBAxowZwz333MN1110X99i9e/fmxz/+MWPGjOE///M/GTt2LNX/gN27dy+9e/cG4A9/+ANf/vKXmThxIv369eO73/1u3OOtWrWKK664gksuuYQJEyZQXFxMRUUFI0aMYP78+QB873vf4wc/+EH0/Pfddx8jR45k5MiRbNq0CYCSkhJuuukmRowYwYgRI1i0aBEQGXLttttuY8iQIQwdOpQXX3yR+++/n6NHj5Kfn88tt9wCwA033MAll1zC4MGDmTFjBkDc/aqvUs/kOz5b+uspImftRz/6UdKO/cADD5x2n5deeon333+fNWvWsHfvXkaMGMHll18OwHvvvcfatWvp1q0bl112GYsWLaKgoIA777yTBQsW0KdPH6ZOnVrn8Vu2bMnChQsBePTRR0+53/vvv897771HixYtGDBgAN/4xjdqNPmXl5fzjW98g5dffplOnTrx/PPP84Mf/IAnn3ySP/zhD0yePJmHHnqIv/71ryxbtixar127dixfvpynn36ab37zm7z66qvce++9fOtb32LMmDF8/PHHTJgwgXXr1vHggw+Sk5PDhx9+CMCBAwe46aabePjhh3n//fejx3zyySfJy8vj6NGjjBgxgptuuomf//znJ+13pt/xmDFjTvef7bSUoESk0Vu4cCFTp04lIyODLl26cMUVV7BixQratWvHyJEj6dGjBwD5+fls27aNtm3b0rdvX/r06QPA1KlTo1cR8XzlK1+pVxxXXXVVdKDoQYMGsX379hoJasOGDXz00UdcffXVQKTJsGvXrgAMHjyYW2+9leuvv54lS5bQvHnzaL3qBDp16lS+9a1vAfDmm2/yt7+dmNKutLSUQ4cO8eabb/Lcc89Fy3Nzc+PG+tBDDzF79mwg0pmrsLCQDh06nPKzJfodK0E1Ap999hk7duygZ8+etGrVKuxwRM5JdTUptWjRIrqekZFBRUVFnftPmDCBPXv2UFBQwBNPPAFAmzZtou9nZmZSVVUFwLFjx057rtpxDh48mCVLlsQ994cffkj79u3Zs2dPjXIzO2m9qqqKJUuWnPR3xd1r7B/P/PnzefPNN1myZAmtW7dm7NixJ32W2hL9jhuCElQSvfTSS9HL7JtvvpmLLroo5IhEkqM+zXDJdPnll/PYY48xbdo09u/fz4IFC/jlL3/J+vXr4+4/cOBAtmzZwrZt2+jdu3f0fgrAnDlz6jxX7969WbVqFSNHjmTWrFkJxTlgwABKSkpYsmQJo0ePpry8nI0bNzJ48GBeeukl9u3bx4IFC7juuutYvnw57du3B+D555/n/vvv5/nnn2f06NEAjB8/nocffpjvfOc7QKR5MT8/P1r+61//Gog08eXm5pKVlUV5eTlZWVkcPHiQ3NxcWrduzfr161m6dGk0xtj9zuY7bgjqJJFE2dnZ0XU9DyWSPDfeeCNDhw5l2LBhjBs3jl/84hecd955p9y/VatW/O53v2PixImMGTOGLl261HsOt29/+9v8/ve/5/Of/zx79+5NKM7mzZsza9Ys7rvvPoYNG0Z+fj6LFy9m79693H///cycOZP+/ftz9913c++990brHT9+nEsvvZTf/OY3/OpXvwIiTXQrV65k6NChDBo0KHpv7F/+5V84cOAAF198McOGDWPevHkATJ8+naFDh3LLLbcwceJEKioqGDp0KP/6r//KqFGjoueK3S9Wot9xQ1A38zjOtpt5tQ0bNkTbgnv06MHtt99+1scUkYZx+PBh2rZti7tz11130a9fv+j9nXTSu3dvVq5cSceOHcMOJRnUzTwssTdHd+3aRXl5eYjRiEisxx9/nPz8fAYPHszBgwe58847ww5JatEVVBwNdQUF8PDDD7Nv3z4Apk2bFn1mQkREdAUVqtiEtHXr1vACERFpZJSgkiw2QW3fvj28QEREGhklqCSLTVBFRUW6DyUiUk9KUEnWtm3baO+byspKioqKQo5IRKRxUIJKgdirqG3btoUWh0hTNX/+fBYvXnxWx9DUHqmnBJUCvXv3Jicnh2HDhtXoei4iqdEQCUpST93M42jIbuZQv7GxRCRxN9xwAzt27ODYsWPce++9TJ8+nb/+9a98//vfp7Kyko4dOzJz5kxGjRpFRkYGnTp14re//S0zZ87kuuuuY/LkycCJOZAOHz7MpEmTOHDgAOXl5fzkJz9h0qRJNfaRBlXnH0aNxZcCSk7SFMyfP5933nmnXvsOHz6c66+/vkbZf/3Xf7F69ero9hVXXMHYsWPrPE7tKSMmTZrEHXfcEZ1GY//+/eTl5fH1r3+dtm3b8u1vfxuAmTNnxj1ey5YtmT17Nu3atWPv3r2MGjWKL33pS/p/OCRKUCLSaNWeMmLGjBlcfvnl0Wk08vLyEjqeu/P973+fBQsW0KxZM3bu3MmePXuSPuacxKcEFQI1+YmcvXhTRgwbNowNGzactm7slBnuTllZGQDPPPMMJSUlrFq1iqysLHr37n3aaSgkeZSgUsTdWb58Odu2baOoqIh77rnnpOHsRRqzsWPHnrZJri7XX3/9Sc1+dYk3ZcTx48d555132Lp1a40mvuzsbEpLS6N1q6fMuPnmm3n55ZejzycePHiQzp07k5WVxbx58/RwfcjUiy9FzIzVq1ezfv16Dh8+rOk3RM5SvCkjOnXqxIwZM/jyl7/MsGHDojPhXn/99cyePZv8/Hzeffdd7rjjDt555x1GjhzJsmXLohMS3nLLLaxcuZKCggKeeeYZBg4cGOZHbPLUiy+Ohu7FV+21115jxYoVAIwZM4arrrqqwc8hItKIaLDYdKFx+URE6k8JKoV69eoVXd+5c2f0xqyIiJws5QnKzAaa2RIzO25m36713kQz22Bmm8zs/lPUzzOzuWZWGLzmBuVmZg8FdT8ws+ExdaYF+xea2bTkfsJTa9OmDZ07dwagqqpK96FEROoQxhXUfuAe4D9iC80sA3gEuAYYBEw1s0Fx6t8PvOXu/YC3gm2Cev2CZTrw++C4ecADwKXASOCB6qQWBs0PJSJSPylPUO7+ibuvAGrPOzES2OTuW9y9DHgOmBTnEJOAp4L1p4AbYsqf9oilQHsz6wpMAOa6+353PwDMBSY27Keqv9gEtWXLlrDCEBFJe+l0D6o7ENvmVRSU1dbF3YsBgtfOp6lfr+Oa2XQzW2lmK0tKSs74Q5xOnz59og/pFhcXc+TIkaSdS0SkMUunBBWvu2EifeBPVb9ex3X3Ge5e4O4FnTp1SuC0iWnZsmWNEc03b96ctHOJiDRmKUlQZnaXmb0fLN1OsVsREDsXRQ9gV5z99gRNdwSvn5ymfn2PmzIXXHABABkZGTWebhcRkRNSMtSRuz9CpANEXVYA/cysD7ATmAJ8FcDMfgYsd/fZwCvANODnwevLQf1XgLvN7DkiHSIOunuxmc0BfhrTMWI88L0G+3BnYMiQIXTr1o1evXppuCMRkVNI+Vh8ZnYesBJoB1SZ2TeBQe5eamZ3A3OADOBJd18bVBtCJAFBJDG9YGa3Ax8DfxeUvwZcC2wCPgNuA3D3/Wb2IJEECPBjd9+fzM94Orm5ueTmhtaRUESkUWgUQx2Z2Rx3n5Cq8yVrqCMREamh8Q91lMrkJCIi6aFRJKhzVVlZGRs3buT111/n+PHjYYcjIpJWNB9UiJ566il27Yp0KOzbty8DBgwIOSIRkfShK6gQxY4qsWnTpvACERFJQ0pQIbrwwguj63pgV0SkJiWoEPXs2TP6HNSBAwfYvz/U3u8iImlFCSpEGRkZ9OnTJ7qtZj4RkROUoEJWPewRqJlPRCSWElTIYhPU1q1bqaioCDEaEZH0oQQVsry8vOiwR+Xl5Wzfvj3kiERE0oMSVMjMjP79+0e3N2zYEGI0IiLpQwkqDcQ+oLtx40Yaw/iIIiLJppEk0kCvXr0YPHgwffr0oX///tEZd0VEmjIlqDTQrFkzJk+eHHYYIiJpRU18IiKSlpSgREQkLSlBpRl3Z9euXRQVFYUdiohIqHQPKo1s376dF198kUOHDtG3b19uvfXWsEMSEQmNrqDSSG5uLocOHQJg27ZtHDt2LOSIRETCowSVRtq1a0fXrl0BqKqq0uCxItKkKUGlmdiHdjWqhIg0ZUpQaSY2QRUWFlJZWRliNCIi4VGCSjNdunQhJycHgOPHj2vwWBFpspSg0oyZ1biKWrduXYjRiIiERwkqDQ0cODC6vm7dOqqqqkKMRkQkHEpQaahXr160adMGgCNHjqiZT0SaJCWoNNSsWTMGDRoU3V67dm2I0YiIhEMjSaSpwYMHs337dgYNGsTFF18cdjgiIilnmhzvZAUFBb5y5cpQY3B3zQslIue6Ov/IqYkvTSk5iUhTl/IEZWa3mNkHwbLYzIbFvDfRzDaY2SYzu/8U9fPMbK6ZFQavuUG5mdlDQd0PzGx4TJ1pwf6FZjYt+Z9SRETOVhhXUFuBK9x9KPAgMAPAzDKAR4BrgEHAVDMbFKf+/cBb7t4PeCvYJqjXL1imA78PjpsHPABcCowEHqhOao3JgQMH2L9/f9hhiIikTMoTlLsvdvcDweZSoEewPhLY5O5b3L0MeA6YFOcQk4CngvWngBtiyp/2iKVAezPrCkwA5rr7/uC8c4GJDf7BkmTbtm08/vjjPPTQQyxYsCDscEREUibse1C3A68H692BHTHvFQVltXVx92KA4LXzaerX67hmNt3MVprZypKSkjP4KMmRlZXFrl27AFi/fj0VFRUhRyQikhqhJSgzu5JIgrqvuijObol0MTxV/Xod191nuHuBuxd06tQpgdMmV7du3cjNjbRIHj9+nM2bN4cckYhIaiScoMysWdB0lkidu8zs/WDpZmZDgSeASe6+L9itCDg/ploPYFecw+2pPn/w+slp6tf3uGnJzPTQrog0SfVOUGbW3sz+DBwDNgVlXzKzn5yurrs/4u757p5P5OHgl4Bb3X1jzG4rgH5m1sfMmgNTgFeC8/zMzG4M9nsFqO6JNw14Oab874PefKOAg0ET4BxgvJnlBp0jxgdljUbsg7obNmygvLw8xGhERFIjkSuoR4GDQC+gLChbAnwlwXP+EOgA/C64oloJ4O4VwN1Eksc64AV3r75cGALsDtZ/DlxtZoXA1cE2wGvAFiLJ83Hgn4Lj7ifSW3BFsPw4KGs0unTpQocOHQAoKyvTCOci0iTUeyQJMysBurl7uZntd/e8oPygu+ckNUizOe4+IZnniJUOI0nU9u677/L2228D0LdvX2699daQIxIROWsNNpLEQaBjjSOb9QSKzyCohKQyOaWroUOHRte3bNnCwYMHQ4xGRCT5EklQTwAvBr3vmpnZaCLPIT2alMikhpycHC644ILo9po1a0KMRkQk+RJJUP8OvEBktIcs4EkiHRR+k4S4JI5hw6KjQrFmzRo00K+InMvqPd2GR/4a/jpYJAQDBw6kffv2XHjhheTn54cdjohIUiXSSaJ6DLwVMWUjgbHu/oskxReKdOwkUU3TcIjIOaTBOkncC/ytVtnfgG8mGpGcOSUnEWkqEklQzYHaT4iWAS0bLhwREZGIRBLUKoKHX2N8HVjdcOFIIo4ePaqHdkXknFXvThLAt4C5ZnYrsBm4EOhCZDQHSaGqqipeeukl1q9fT2VlJffeey/t27cPOywRkQZV7yuoYNih/sB/EBky6BfAAHevfV9KkqxZs2YcO3aMyspKQM9Eici5KaHRzN39sLs/6+6/dPfn3P1wsgKTusV2M1+9ejVVVVUhRiMi0vASGc28j5n92cz+ZmYfxy7JDFDiGzhwIK1btwagtLSUjRs3nqaGiEjjksg9qD8Tuff0/wOfJSccqa/MzEyGDx/OwoULAVixYgUDBw4MOSoRkYaTSIIaDFzm7mpLShOXXHIJixYtwt3ZsmULe/fupWPHjqevKCLSCCRyD2oB8LlkBSKJa9++Pf37949up+voFyIiZyKRK6htwBwze4kTkwcC4O4/bMigpP4KCgrYsGEDAO+//z7jxo2jefPmIUclInL2ErmCagP8F5GRzM+vtUhILrjgAvLy8gA4fvw4H330UcgRiYg0jERGM78tmYHImTEzCgoKeOONNwBYv349w4cPDzkqEZGzl0gTHwBmlk1kZt3oqKXuvqUhg5LE5Ofns3XrVoYPH17jnpSISGNW7wRlZoOAZ4BhgBNJUNVzdWQ0fGhSX61ateKrX/1q2GGIiDSoRO5B/Q6YB+QBpUAu8BgwLQlxiYhIE5dIE98w4Gp3Lzczc/eDZvYd4CPgT8kJT0REmqpErqCOEenBB7DXzHoG9Ts0eFRyxqqqqli7di1//OMfKSsrCzscEZEzlsgV1LvAzcAfgFnA68Bx4O2GD0vO1DPPPMOWLZE+K6tXr2bUqFEhRyQicmYSmW7jZnf/Q7D5feDnwOPALUmIS85Q7Hh8S5cu1SjnItJoJTTdRjV3r3L3P7r77939SEMHJWcuPz8/Osr5wYMHWbt2bcgRiYicmUSm28gxs381s5fM7I3YJZkBSmKysrIYMWJEdHvx4sW4ex01RETSUyL3oP6TyPNOs4GjyQlHGsLIkSNZtGgRFRUV7N69m61bt9K3b9+wwxIRSUgiCWoU0MHdy5MVjDSM1q1bk5+fHx3dfPHixUpQItLoJHIPaiFwUbICkYY1evRozCKjUW3evJndu3efpoaISHpJJEH9A/CkmT1iZj+MXRI5oZlNMrMPzOx9M1tpZmNi3ptmZoXBEneEimDq+WXBPs+bWfOgvEWwvSl4v3dMne8F5RvMbEIi8TZWeXl5XHTRiX9PVM+8KyLSWCSSoP6NyNQaXYB+McuFCZ7zLWCYu+cDXwOeADCzPOAB4FJgJPCAmeXGqf/vwK/cvR9wALg9KL8dOODuFwK/CvarHkNwCpEZgScCvzOzJjF24GWXXRZdX7t2LZ988kmI0YiIJCaRe1BTgP7uXnw2J3T3wzGbbTgx4OwEYK677wcws7lEEsqz1TtbpM1qHFA9MupTwP8Cfg9MCtYh8iDxw8H+k4Dn3P04sNXMNhFJgEvO5nM0Bt26daN///5s3ryZSy65JNr9XESkMUgkQW0BGqSDhJndCPwM6Ax8MSjuDuyI2a0oKIvVAfjU3Svi7BOt7+4VZnYw2L87sPQ0x8XMpgPTAXr27HlGnysdTZgwgczMTNq1axd2KCIiCUkkQf0ReMXMfgvsiX3D3RMa7sjdZwOzzexy4EHgfxAzv1TsrrW269rnVO/V57i4+wxgBkBBQcE58+BQ9Wy7IiKNTSIJ6q7g9ae1yh2osw+zmd0F3BFsXuvuuwDcfYGZXWBmHYlc2YyNqdYDmF/rUHuB9maWGVxF9QB2Be8VEblHVmRmmUAOsD+mPPa4uxARkbSWSCeJC929T5zltA/YuPsj7p4fdIxoHdwbwsyGA82BfcAcYLyZ5QadI8YHZZjZ02Y20iNDIswDJgeHnga8HKy/wom5qSYDbwf7vwJMCXr59SHSsWN5Ap/7nHLo0CFWrVoVdhgiIqdVryuooNfbYTNrH3Q2OBs3AX9vZuVERqT4SpBI9pvZg8CKYL8fV3eYAIYC1Z0z7gOeM7OfAO8BM4PymcAfg04Q+4l06sDd15rZC8DfgArgLnevPMvP0Oi4O2+88QYrV66koqKCrl270q1bt7DDEhE5JavvOG1mtga4prp5LlXMrB0w093/LlXnLCgo8OpRGM4ls2bNig4e269fP00TLyJhi9dHICqRJr5ngFeDh2mvMrNx1cvZxVc3dy9NZXI6l11xxRXR9cLCQrZv3x5iNCIidUskQf0jkEvkWaMniDSpzQzWpRHo1KkTQ4cOjW7PmTNHI52LSNpKZMLCeB0k6tVJQtLHuHHjyMyM3HosLi7mww8/DDkiEZH4Epqw0MwyzexyM5tqZl8IunNLI5KTk1NjGvi33nqL8nINUC8i6SeRCQsHAuuAPwP3EBmCaL2ZaYTzRmbMmDG0adMGgNLSUpYsOedHfRKRRiiRK6jfERlp4Xx3H+3uPYBHg3JpRFq0aMGVV14Z3V64cCGHDx+uo4aISOolkqDygf/jNe+q/zool0bmc5/7HJ06dQKgvLycefPmhRyRiEhNiSSoXcAVtcq+gIYNapSaNWvG+PHjgUjvvti5o0RE0kEinRy+T2Sw2FeB7UAvIiOR/3/JCEyS78ILL2TKlCn069ePZs0S6i8jIpJ0iXQzfwUYDnwEZAevl7j7y3VWlLQ2YMAAJScRSUt1XkGZ2S537xasP+nuXwN+kpLIRESkSTvdP52zzKxDsD65zj2l0XN31qxZw5tvvhl2KCIip70H9Riww8z2Am3M7ON4O7n7uTMFbRNVVlbGs88+y7Zt2wDo37//OTWzsIg0PnUmKHf/FzN7FOgNvAHcmoqgJPWaN29Oy5Yto9uvvvoqd955JxkZGSFGJSJN2Wl78bl7kZkVAyuBpQ0wH5SkqYkTJ7J582bKy8spKSlh6dKlXHbZZWGHJSJNVL26bwUT/A0GNGjbOSwnJ4exY8dGt+fPn8++ffvCC0hEmrRE+hc/BXw9WYFIehg1ahRdunQBoKKigr/85S9UVVWFHJWINEWJJKiRwG/MbJuZvWtmC6qXZAUnqdesWTMmTZoUfTaqqKiIxYsXhxyViDRFiYwk8XiwyDmua9euXHHFFdHx+ebNm0e/fv2iV1YiIqlQ7wTl7k8lMxBJL2PGjGHjxo3s3LmTqqoqZs+ezR133KFefSKSMonMB2VmdoeZvW1mHwRll5vZzckLT8LSrFkzbrjhhujsu5999hkHDhwIOSoRaUoSaeL7MXA1kSk2Hg3KioBfAS80cFySBjp27MhVV11FcXEx11xzTY3npEREks1qTu9Ux45mO4DPufteMzvg7rlmZsB+d89NapQpVlBQ4CtXrgw7jLTg7kT+M4uINLg6/7gk0osvA6iedrU6q7WNKZNzkJKTiIQlkQT1OvB/zKwFRO5JAQ8C/5WMwCR9rV27lmXLloUdhoic4xK5B/UtIg/rHgSyiFw5vQH8fRLikjRUWVnJnDlzWLFiBWZG165dNaCsiCTNaa+gzKy1mf0U+BPwAdAfGAVc4O43uvuhJMcoaaS4uBiI3JuaNWsWR44cCTkiETlX1aeJ72HgemA9cBPwHXdf4e67kxqZpJ2MjAwmT55Mq1atADh06BCzZ8/WUEgikhT1SVDXAOPd/bvB+nXJDUnSWU5ODjfeeGN0e/PmzcydOzfEiETkXFWfBNXG3YsB3H0HkJPckCTd9evXjy984QvR7aVLl7J69eoQIxKRc1F9ElSmmV1pZuPMbFzt7aAsYWY2wswqzWxyTNk0MysMlmmnqNfHzJYF+zxvZs2D8hbB9qbg/d4xdb4XlG8wswlnEq/UdOWVVzJw4MDo9n//939HZ+MVEWkIp31Q18y2ceK5p3jc3fsmdFKzDGAucAx40t1nmVkekUkRC4LzrQIucfcDteq+ALzk7s8Fs/2ucfffm9k/AUPd/etmNgW40d2/YmaDgGeJjMbeDXgT6B/McRWXHtStn7KyMp588kn27NkDQKtWrbjjjjvIzT2nntsWkeQ5uwd13b23u/epY0koOQW+AbwIfBJTNgGY6+77g6Q0F5gYWyl49mocMCsoegq4IVifFGwTvH9VsP8k4Dl3P+7uW4FNRJKVnKXmzZszdepU2rRpA8DRo0d5/vnn1WlCRBpEIg/qNggz6w7cyInx/Kp1B3bEbBcFZbE6AJ+6e0WcfaL1g/cPBvvX57iY2XQzW2lmK0tKShL9WE1WTk4OU6ZMISMjg5YtWzJ+/PjoXFIiImcjkQd1G8qvgfvcvbLWMDrxLvVqNy3Wtc+p3qvPcXH3GcAMiDTxxakjp9CjRw8mT55Mp06d6NChQ9jhiMg5IiUJyszuAu4INnOA54Lk1BG41swqiFzZjI2p1gOYX+tQe4H2ZpYZXCX1AHYF7xUB5wNFZpYZnGd/THnscXchDSq2w4SISENISVuMuz/i7vnB0ie4r9WbyL2if3L3vwBzgPFmlgGx4QUAABRESURBVGtmucD4oAwze9rMRnqkR8c8oLrn3zTg5WD9lWCb4P23g/1fAaYEvfz6AP2A5Un/0ML+/ftZuHAh9R0xX0QkVhhNfHG5+34zexBYERT92N33B+tDgeJg/T4iV2A/Ad4DZgblM4E/mtkmIldOU4Ljrg16/v0NqADuqqsHnzSM3bt386c//Sk6FNKYMWNCjkhEGpt6zwcVFjNrB8x0979L1TnVzfzs/eUvf2HNmjXR7auuukpJSkRqa7D5oELh7qWpTE7SMK677jp69+4d3X7rrbdYsGBBeAGJSKOT9glKGqfMzEymTp1aI0nNmzePefPm6Z6UiNSLEpQkTfPmzfnqV79K374nnuVesGABb7/9tpKUiJyWEpQkVVZWFlOmTOHCCy+Mli1cuJDXX39dI06ISJ2UoCTpsrKy+MpXvkL//v2jZStWrGDWrFlUVqpDpYjEpwQlKZGZmcnNN9/M4MGDo2XZ2dkaFklETiltnoOSc19GRgY33XQT2dnZlJaWMmHCBGoNdyUiEqUEJSllZkyYMIGqqqqTrp7cXQlLRKLUviKhqJ2cqqqqePbZZ9ED0iJSTVdQkhbeeustCgsLKSwspLi4mGuuuYbMTP08RZoyXUFJ6MrLy9m6dWt0e/Xq1Tz11FOUlpaGGJWIhE0JSkKXlZXFbbfdxpAhQ6JlRUVFPProo2zYsCHEyEQkTEpQkhaysrK48cYbGT9+fLSjxNGjR3nuued4/fXXqaioOM0RRORcowQlacPMGD16NNOmTaNdu3bR8uXLl/PEE09QUlISYnQikmpKUJJ2evXqxZ133lljlt49e/bw2GOPsWPHjhAjE5FUUoKStNS6dWtuvvlmrr32WjIyMgDo1KkT3bp1CzkyEUkV9eOVtGVmjBgxgl69evHKK69w3XXXRZOViJz7dAUlaa9z587cfvvtnHfeeTXKq6qqePHFF9m8eXNIkYlIMukKShqFeEMgvffee3z00Ud89NFHXHTRRYwfP5727duHEJ2IJIMSlDRKVVVVLFq0KLq9bt06CgsLueyyyxg9ejQtWrQIMToRaQimmU1PVlBQ4Gc6JtyPfvSjBo5GRCS9PfDAA2datc7RoXUPSkRE0pISlIiIpCU18cVxNk18Eq7y8nJWrFjBu+++y7FjxwC4/PLLufLKK0OOTETiUBOfNB1ZWVl8/vOf55577mHMmDFkZ2czatSok/Zbu3YtR48eDSFCEakvXUHFoSuoc0dlZeVJD/fu3buXRx55hKysLPLz87n00kvp0KFDSBGKNGl1XkGpm7mc0+KNPLF06VLgRHPgihUr6Nu3L5dccgkDBgzQaBUiaUIJSpqcnj17smPHDj755JNo2ZYtW9iyZQtt2rQhPz+fz33uc7qqEgmZmvjiUBPfuc/d2bp1K8uWLWPjxo1x9+nevTvjx4+nZ8+eKY5OpMlQE59IbWZG37596du3LwcPHmT16tW89957HDp0KLrPzp07admyZYhRijRtKe/FZ2Zjzeygmb0fLD+MeW+imW0ws01mdv8p6ueZ2VwzKwxec4NyM7OHgrofmNnwmDrTgv0LzWxa8j+lNCY5OTlceeWVfPOb32TKlCkMGDCAZs2acd5559G5c+ca+x44cIA//elPrFq1iiNHjoQUsUjTkPImPjMbC3zb3a+rVZ4BbASuBoqAFcBUd/9brf1+Aex3958HSSzX3e8zs2uBbwDXApcCv3H3S80sD1gJFAAOrAIucfcDp4pRTXzy2WefUVpaetII6osXL2bu3LnR7e7du9O/f3/69evHeeedF3dQWxE5pUbTxDcS2OTuWwDM7DlgEvC3WvtNAsYG608B84H7gvKnPZJxl5pZezPrGuw71933B8edC0wEnk3mh5HGrXXr1rRu3fqk8nXr1tXY3rlzJzt37mTevHlkZ2dHmw379u1L27ZtUxWuyDkprAQ12szWALuIXE2tBboDsfN5FxG5Eqqti7sXA7h7sZlVt8HEq9+9jvIazGw6MB3QTXE5pcmTJ7Nu3TrWrVvHjh07iG2BOHToEGvWrGHNmjUATJw4kUsvjfcTFpH6CCNBrQZ6ufvhoFnuL0A/4l/qJdL+eKr69Tquu88AZkCkiS+B80oTkpOTw6hRoxg1ahRHjx5l06ZNFBYWUlhYGB1aqVrXrl1Pqv/222+Tm5tLjx496Nixo5oEReqQkgRlZncBdwSb17r7LgB3f83MfmdmHYlc2ZwfU60HkSus2vaYWdfg6qkrUP0wy6nqF3GiSbC6fP7ZfSIRaNWqFUOGDGHIkCFUVVWxa9eu6PNUn3zyCd2717xQP3LkCO+++250u0WLFnTv3p1u3brRrVs3unbtSk5OjpKWSCCMThLnAXvc3c1sJDAL6AVUd5K4CthJpJPEV919rZn9DFju7rPN7JfAvphOEnnu/l0z+yJwNyc6STzk7iODThKrgOpefauJdJLYf6oY1UlCzla8IZbWrVvHCy+8UGe9Vq1a0bVrV7p168ZVV12VzBBF0kHadZKYDPyjmVUAR4EpQceGCjO7G5hDJFk9GdybAhgCvBKs/xx4wcxuBz4G/i4of41IctoEfAbcBuDu+83sQSIJD+DHdSUnkYYQb7ikzp07M27cOHbu3ElRUVHcbupHjx5ly5YtHDly5KQEtWPHDgoLC+nUqRMdO3akQ4cONG/ePGmfQSRsjWIkCTOb4+4TUnU+XUFJsrk7n376KTt37mTXrl0UFxdTXFzM8ePHARg6dCg33nhjjTrvvPMO8+fPr1HWtm1bOnToQF5eHnl5eeTm5pKbm0teXp4eMpbGIO2uoBKWyuQkkgpmFk0mF198MRBJWgcOHGD37t1xu6iXlJScVHb48GEOHz7M9u3ba5RfeumlTJw4sUZZYWEhx48fp127drRr147s7GwNjCtprVEkKJGmwMyiV0LxDB06lPbt27N371727t3LgQMHqKqqirtvbm7uSWVLlixh69atNcratGlD27Ztyc7Ojr62adOG/v37xz2GSCopQYk0Ev3796d///7R7aqqKj799FP27dvH/v37OXDgQHSJNxL7p59+elLZkSNHOHLkCHv27KlR3r59+5MS1GOPPUZlZSVt2rShVatWtGrVitatW0fXW7ZsGX3t2LEjmZn68yJnR78gkUaqWbNmdV5x1TZw4EA+/fRTSktLKS0trTEwbm21mxjdnZKSEiorK+M2NdZ211130bFjx+h2WVkZM2fOpEWLFjWW5s2bR5fY7f79+9Os2YmhQquqqigrKyMrK0vNkk2IEpRIEzF+/Pga21VVVRw+fJhDhw5FXw8dOsSRI0fIycmpsW9ZWRmVlZX1PlftDhrHjh2rMf/W6fzwhz+ssb1nzx5mzJgBRBJzZmYmWVlZZGVlRdczMzPJzMwkOzv7pA4mJSUlrFmzhszMTDIyMsjIyKixHru0bt2a888/v0b9o0ePcuTIEZo1a0ZGRkaN19qLNBwlKJEmqlmzZtEOE6fTvHlz/vmf/5kjR47w2WefcfTo0Rqvx44d4+jRo9HX2gmqundifWRmZp70sHJ5eXl0vfpqqqysLG799u3bn1RWUlLCokWL6nX+888/n6997Ws1yj744AP++te/1qv+4MGDmTx5co2yBQsWsHLlymgSM7NTvl588cWMGjWqRv1Fixaxfft2zKzGUl0ndhk8eDD9+vWrUX/ZsmXs27cv+r3G7l97e/DgwScNkrx8+XKOHj1aY3+AAQMGnDTif0NSghKR0zIzsrOzyc7OPqP6ubm5TJ8+nbKyMo4fPx5dqhNN7Hq8kTSqqqpo0aIFZWVlnO7RmHj3vioqKuoda7yroESuHuPFf/To0TqbVGPVvnoD2L17N4WFhfWq37lz55MS1Pr169m2bVu968dLUPv27Ttp3/bt2ytBiUjjlpmZGXdswvrq3bs3998fmSKusrKS8vJyKioqKC8vj65XL/HuUXXp0oVx48ZRUVFBZWVl9DXeEu8PbsuWLcnLy6OqqoqqqioqKyvjrkP8BJfI86bxElwq68cT1vOyjeJB3VTTg7oicibcHXc/KUkdO3aMsrKyaCKrqqrC3Wu8Vq9nZ2ef1ExZXFzMoUOHokkwtm7tpVu3bicl2XXr1lFaWlojxuq//bW34zXbLV26lM8++6xGHYCLL774pKutBNX5oK4SVBxKUCIiKVFnglKXExERSUtKUCIikpaUoEREJC0pQYmISFpSghIRkbSkBCUiImlJCUpERNKSEpSIiKQlJSgREUlLSlAiIpKWlKBERCQtKUGJiEhaUoISEZG0pAQlIiJpSQlKRETSkhKUiIikJSUoERFJS0pQIiKSljTlexxmVgJsP4tDdAT2NlA4qaKYU0Mxp4ZiTo2zjXmvu0881ZtKUElgZivdvSDsOBKhmFNDMaeGYk6NZMesJj4REUlLSlAiIpKWlKCSY0bYAZwBxZwaijk1FHNqJDVm3YMSEZG0pCsoERFJS0pQIiKSlpSgGpiZTTSzDWa2yczuT+F5nzSzT8zso5iyPDOba2aFwWvuKep+L4h3g5lNiCmP+1nMrI+ZLQuO+7yZNT/DmM83s3lmts7M1prZveket5m1NLPlZrYmiPlH9T22RTwUxPWBmQ2PeW9aULfQzKbFlF9iZh8GdR4yM0s05uA4GWb2npm92hjiDY61LTjW+2a2MihL299GcJz2ZjbLzNYHv+vR6RyzmQ0Ivt/qpdTMvpk2Mbu7lgZagAxgM9AXaA6sAQal6NyXA8OBj2LKfgHcH6zfD/x7nHqDgjhbAH2C+DPq+izAC8CUYP1R4B/PMOauwPBgPRvYGMSTtnEDBrQN1rOAZcCo+hwbuBZ4PTjGKGBZUJ4HbAlec4P13OC95cDooM7rwDVn+F3/M/Bn4NX6fhdhxhscaxvQsVZZ2v42grpPAf8zWG8OtE/3mGNiyAB2A73SJeak/+FsSkvwP+acmO3vAd9L4fl7UzNBbQC6ButdgQ1x6tSIEZgTfI64nyX4w7MXyIz3mc8y/peBqxtL3EBrYDVwaX2ODTwGTK393weYCjxWe7/gvfUx5TX2SyDOHsBbwDjg1fp+F2HFG1N/GycnqLT9bQDtgK0Enc8aQ8y1YhgPLEqnmNXE17C6AztitouCsrB0cfdigOC1c5x9ThXzqco7AJ+6e0Wt8rNiZr2BzxG5IknruIPmsveBT4C5RP61WJ9jJxpz92C9dnmifg18F6gKtuv7XYQVbzUH3jCzVWY2PShL599GX6AE+L9Bc+oTZtYmzWOONQV4NlhPi5iVoBpWvPb2dO/Hf6qYEy0/8wDM2gIvAt9099L6VjtFHEmP290r3T2fyJXJSOCieh475TGb2XXAJ+6+qh5xnFQ9wbga+rdxmbsPB64B7jKzy+tZL6y4M4k0s//e3T8HHCHSPFYfoX7Xwb2gLwH/mUi1U8TQYDErQTWsIuD8mO0ewK6QYgHYY2ZdAYLXT+Lsc6qYT1W+F2hvZpm1ys+ImWURSU7PuPtLjSVuAHf/FJhP5P5MfY6daMxFwXrt8kRcBnzJzLYBzxFp5vt1Gscb5e67gtdPgNlE/jGQzr+NIqDI3ZcF27OIJKx0jrnaNcBqd98TbKdHzGfTZqnlpDbZTCI3jPtw4ubg4BSevzc170H9kpo3On8RrI8Eng7WB1PzRucWIjc5T/lZiPwrK/ZG5z+dYbwGPA38ulZ52sYNdALaB+utgHeB6051bOBG4GfB+hep2elgeVCeR+TeRW6wbAXygvdWBPtWdzq49ix+H2M50UkireMF2gDZMeuLgYnp/NsI6r4LDAjW/1cQb1rHHNR/Drgt3f4fTMkfzqa0EOn5tJHIfYkfpPC8zwLFQDmRf8HcTqTN9y2gMHit/iMymZo3uX8QxLuBmF5Xp/osRNralwObgh9cizOMeQyRS/wPgPeD5dp0jhsYCrwXxPwR8MO6jg18m+BGMpE/2o8EcX0IFMQc92tB3U21/lAUBOfZDDxMrRvwCcY+lhMJKq3jDeJbEyxrq/87pvNvIzhOPrAy+H38hUgCT/eYWwP7gJyYsrSIWUMdNUFm9kvgj+7+QdixJKIxxm1mfwK+5e4lYcdSH40t3mqN9LehmE93PiUoERFJR+okISIiaUkJSkRE0pISlIiIpCUlKBERSUtKUCJNhJm5mV0Ydhwi9aUEJRKCYCqJMjPrWKv8/SCR9D7L4883s/95NscQCZsSlEh4thIZ8RsAMxtCZHQKEUEJSiRMfwT+PmZ7GpGhnwAwsxwze9rMSsxsu5n9i5k1C977BzNbaGb/YWYHzGyrmV0TvPdvwBeAh83ssJk9HHOO/xFMFnfAzB4xi0woaGYXmtk7ZnbQzPaa2fPJ/vAip6MEJRKepUA7M7vIzDKArwB/inn/t0AOkeFhriCSzG6Lef9SIkPMdCQywdxMMzN3/wGRMeHudve27n53TJ3rgBHAMOBmoHoW1AeBN4gMzdMjOLdIqJSgRMJVfRV1NbAe2BmUVyes77n7IXffBvxv4NaYutvd/XF3ryQyk2tXoMtpzvdzd//U3T8G5hEZOw4iYzj2Arq5+zF3X3j2H03k7ChBiYTrj8BXgX8gpnmPyFVRc2B7TNl2ak7wtrt6xd0/C1bbnuZ8u2PWP4vZ/7tEBoddbmZrzexr9YxfJGmUoERC5O7biXSWuBZ4KeatvZy4qqnWkxNXWKc9dIJx7Hb3O9y9G3An8Dt1SZewKUGJhO92YJy7H4kpqwReAP7NzLLNrBfwz9S8R1WXPUTuXdWLmf2dmVVPNniASIKrrG99kWRQghIJmbtvdveVcd76BpFpw7cAC4E/A0/W87C/ASYHvfUeqsf+I4BlZnYYeAW419231vNcIkmh6TZERCQt6QpKRETSkhKUiIikJSUoERFJS0pQIiKSlpSgREQkLSlBiYhIWlKCEhGRtKQEJSIiaen/AcAvck9eDrXkAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -1128,7 +1124,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1145,7 +1141,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1190,7 +1186,7 @@ "1 0.01 -227.401716 -56.400252" ] }, - "execution_count": 21, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -1201,7 +1197,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1242,7 +1238,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1259,7 +1255,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3deXSU953n+/dXuxBCbGKRkEBIbLKEHWMTHG843nA2NxnvceLcrH2nM317cqe7ne6+Od2ZmUxn5nbnTk8ymZNM7Ljd3XHi2ElwvIDb2LHjGLwCErtAYAmwJECAhHbpd/+o0qOnSiVQidpU+rzOeQ7PVlVfPQfpW7/dnHOIiIikmoxkByAiIhKJEpSIiKQkJSgREUlJSlAiIpKSlKBERCQlZSU7gHjYsGGDe+GFF5Idhsi4tLS0ePvz589PYiQiSWORTqZlgjp58mSyQxAZt1OnTnn7SlAiI9IyQYlMJtXV1ckOQSQlqQ1KRERSkhKUiIikJCUoERFJSWqDEkmy/v5+bz87OzuJkYikFiUokSTbv3+/t19TU5PESERSi6r4REQkJSlBSUJ1dXXx2muvcejQoWSHkjKysrK8TURG6DdCEurFF19kx44dZGRk8Id/+IcUFxcnO6SkW7lyZbJDEElJKkFJQjU3NwMwNDTEzp07kxyNiKQyJShJGOcc586d847r6+vRis4iMhYlKEmY3t5e+vr6vOOzZ8/S1NSUxIhEJJUpQUnC+EtPw+rq6sb12m3btvHUU0+FTKyaLnp7e71NREYoQUnCnD17dtS5PXv2MDg4eMHXNTQ0sHnzZurr63n++efjFV7SHDx40NtEZIQSlCRMpBJUV1cXjY2NF3zd66+/7u03NjaGVBOKSPpSgpKE8SeozMxMb7++vn7M1zQ3N3PkyBHveGho6KIJbbLJycnxNhEZoQQlCeNPUJdffrm3v3fv3pD56Pz8padhDQ0NsQ8uiZYvX+5tIjJCCUoSxp+gVqxYwezZswHo6+uL2P5y8uRJ9u3bN+q8ZqEQmRqUoCRh/J0kioqKQiZGjVTN9/vf/97br6ys9KrA2tvbOX36dBwjFZFUoAQlCRE+SHfGjBnU1tZ6xwcOHKCnp8c7PnfuXMhMEzfccANLlizxjtOtmk9ERlOCkoTo6enx2pmys7PJy8tj7ty5LFiwAIDBwcGQ6rxt27YxNDQEQFlZGeXl5VRVVXnX06mar7u729tEZIQSlCREeOnJzIDQ9Y+GB+329PTwzjvveOevvfZaIFDNN6yxsZGBgYG4xpwohw4d8jYRGaEEJQnhT1BFRUXevj9BNTY20tnZyVtvveWNdSouLvZ6t82ePdvrWNHf369pkkTSXMISlJltMLP9ZtZgZg9HuJ5rZj8LXt9uZkuC57PN7DEzqzOzvWb2jUTFLLHj7yAxY8YMb7+oqIjy8nIg0E61c+dOtm/f7l3/yEc+4pW2ILQUlS7tUHl5ed4mIiMSkqDMLBP4PnAHUA3cb2bVYbd9EWh3zlUB3wW+Ezx/N5DrnKsF1gBfHU5eMnmEV/H5+TtLvPzyy5w/f967z38NCGmHSpcEVVVV5W0iMiJRJai1QINz7rBzrg94Argz7J47gceC+78AbrbAV2cHFJhZFpAP9AGj58yRlHahBFVdXU1GRuC/on9evnXr1oXMOAGwZMkS797W1lY6OjriFbKIJFmiElQp4G8waA6ei3iPc24AOAvMIZCszgMngPeB/9c5N2oQjJl9xczeNrO329raYv8TyCW5UIKaNm0aS5cuDTmXl5fHmjVrRr1PTk4Oixcv9o7TpRQlIqMlKkFZhHPhK9WNdc9aYBAoASqA/9vMlo660bkfOueucs5dpWXEU89YnSSGhVflrV27dsy56fztUOr5JpK+EpWgmoEy3/Ei4PhY9wSr84qA08ADwAvOuX7nXCvwOnBV3COWmHHOjdlJYtiKFSvIzs4GICsri7Vr1475fuHjoYbHS01WnZ2d3iYiIxKVoN4ClplZhZnlAPcBm8Lu2QQ8FNy/C9jqAuuBvw981AIKgHXA6AnaJGV1d3d7Y5ZycnLIzc0ddU9ubi533XUXK1as4O6776agoGDM95s3bx7Tp08HAmOmjh8P/64zuRw5csTbRGREViI+xDk3YGZfAzYDmcAjzrndZvYt4G3n3Cbgx8DjZtZAoOR0X/Dl3wceBeoJVAM+6pzblYi4JTbGGqQbbrwzepsZVVVV7NixAwi0Qy1atCg2wYpIykhIggJwzj0HPBd27pu+/R4CXcrDX9cZ6bxMHhfqIDFRlZWVXoI6dOgQ69evj8n7JsO0adOSHYJISkpYgpKpKx4Jyt/r79ixY3R3d5Ofnx+T90608B6MIhKgqY4k7sKX2YiFadOmUVoaGKngnOPw4cMxeV8RSR1KUBJ38ShBQXpOeyQiI5SgJO7ilaDCu5sHOn2KSLpQgpK4i1eCKi0t9SZY7ejoYLLOIHLu3DlvE5ERSlASV+Er6caqDQogIyMjpIPBgQMHYvbeifT+++97m4iMUIKSuPIP0s3NzY04SPdSLFu2zNvfvXt3TN9bRJJLCUri6mJTHF2qlStXejOef/DBB5w8eTLmnxFvhYWF3iYiI5SgJK7i1f40LC8vL2T2ifr6+ph/RrwtXrzY20RkhBKUxFW8ExSELhtfV1en3nwiaUIJSuIq3lV8EGiHGl6a4/Tp05w4cSIunyMiiaUEJXHlX/E2lj34/LKzs1m1apV3XFdXF5fPEZHEUoKSuEpECQpCq/l27949qdaIOnPmjLeJyAglKImrRLRBAVRUVHizgnd0dEyqMUXNzc3eJiIjlKAkbsIH6cYzQWVmZlJdXe0dq5pPZPJTgpK46erqYnBwEIjPIN1wtbW13v6ePXu8z051RUVF3iYiI7QelMRNvKY4GktZWRlFRUWcPXuWnp4eDh06NK4VepOtrKws2SGIpCSVoCRuEtVBYpiZcdlll3nHk3HQroiMUIKSuElU+5Ofv5pv37599PX1JeRzRST2lKAkbpKRoObPn8/cuXMB6O/vn7QznIuIEpTEUaLboCBQzecvRU2G3nynT5/2NhEZoQQlcZOMEhSEDtptaGigu7s7YZ89EcePH/c2ERmhBCVxk+hOEsNmz55NSUkJAENDQ+zZsydhny0isaMEJXGRyEG6kfir+VK9N9+sWbO8TURGKEFJXJw/f96bDy8vL8+bbTxR/N3Njxw5ElKaSzWlpaXeJiIjlKAkLpLRQcKvsLCQiooK7/iVV15JeAwicmmUoCQuktX+5Hfdddd5+zt27OCDDz5IShwiMjFKUBIXyWx/GrZ06VKWLVvmHW/ZskWr7YpMIkpQEhepkKAAbr31VswMgMbGRg4ePJi0WMZy8uRJbxOREUpQEhepkqCKi4tZs2aNd/ziiy+m3CznH3zwgbeJyAglKImLZHeS8Fu/fr3Xi/DkyZO8++67SY1HRMZHCUriIhU6SQwrKCjg+uuv945feeUVenp6khhRqDlz5nibiIxQgpKYc87R0dHhHSc7QQGsW7fOK8l1dXXxu9/9LskRjVi4cKG3icgIJSiJuc7OTm+Qbn5+PtnZ2UmOCLKysrj55pu9423btnHmzJkkRiQiF6MEJTGXKh0kwtXU1Hhz9A0ODvLSSy8lOSIRuRAlKIm5VOog4Wdm3H777d5xfX09x44dS2JEInIhSlASc6nUQSJceXk5q1at8o6fe+45BgYGkhgRtLS0eJuIjFCCkpjzr2I7c+bMJEYS2S233EJGRuC//vHjx/nFL36R1LFRbW1t3iYiI5SgJKaOHz9OY2MjEKhSq66uTnJEo82ePZtbbrnFO96/fz+bNm3SNEgiKSZhCcrMNpjZfjNrMLOHI1zPNbOfBa9vN7MlvmurzewNM9ttZnVmlpeouCU6r7/+urdfU1OTsmscXXPNNVx77bXe8a5du3jhhReSkqSKi4u9TURGZCXiQ8wsE/g+cCvQDLxlZpucc/6lTr8ItDvnqszsPuA7wL1mlgX8E/BZ59xOM5sD9CcibonOqVOnQlav/chHPpLEaC7u5ptvpru725tZ4s033yQvL4+bbropoXHMnz8/oZ8nMlkkqgS1Fmhwzh12zvUBTwB3ht1zJ/BYcP8XwM0WmOXzNmCXc24ngHPulHMutSZTEwB+//vfe/tVVVUsWLAgidFcnJnx8Y9/PGRxw1dffZVt27YlMSoRGZaoBFUKNPmOm4PnIt7jnBsAzgJzgOWAM7PNZvaumf1ZpA8ws6+Y2dtm9rYamxOvo6ODnTt3esf+6rNUlpGRwcaNG6mqqvLObd68mR07diQxKhGBxCUoi3AuvLJ/rHuygOuAzwT/3WhmN4+60bkfOueucs5dpbr8xNu+fbvXE660tJTFixcnOaLxy8zM5J577qGsrMw7t2nTppDeiCKSeIlKUM1Ame94EXB8rHuC7U5FwOng+d86504657qA54Ar4x6xjFtPTw9vv/22d3zttdd6azBNFtnZ2TzwwANee5BzjmeeeYa+vr64f/aJEye8TURGJCpBvQUsM7MKM8sB7gM2hd2zCXgouH8XsNUFulRtBlab2bRg4roR2IOkjLfffpve3l4gMDP3ypUrkxzRxOTl5fHggw8yffp0IDCnoL9dLV5OnTrlbSIyIiEJKtim9DUCyWYv8HPn3G4z+5aZfSp424+BOWbWAHwdeDj42nbg7wkkuR3Au865ZxMRt1zcwMAA27dv944nY+nJb/r06Xz0ox/1jn//+9+HzMwuIomTkG7mAM655whUz/nPfdO33wPcPcZr/4lAV3NJMTt37qSzsxOAwsJCamtrkxzRpbv88svZvn07LS0t9Pf3s3XrVu68M7zTaeykem9HkWTRTBIyYUNDQyFVYOvWrSMrK2HfeeImIyOD2267zTvesWNHXJdjnzt3rreJyAglKJmwffv2cfr0aQByc3NZs2ZNkiOKnaVLl7Js2TLveMuWLZoKSSTBlKBkQpxzIdMaXX311eTm5iYxoti79dZbvfa0xsZGDh48mOSIRKYWJSiZkKamJo4fD4wUyMzM5MMf/nCSI4q94uLikFLhiy++mNRZz0WmGiUomZC6ujpvf/Xq1V7X7HSzfv16cnJyADh58qQ3b18sHTt2zNtEZIQSlERtcHAwZFLY1atXJzGa+CooKOD666/3jl955RV6enpi+hnt7e3eJiIjlKAkaocPH6arqwsIdC2fTNMaTcS6deu8peu7urr43e9+l+SIRKYGJSiJWn19vbdfU1MzqQfmjkdWVhY33zwy/eO2bds4c+ZMzN6/pKTE20RkhBKURKW/v599+/Z5xzU1NUmMJnFqamooLQ1MwD84OBgye8almj17treJyAglKInKgQMHvAlU58yZw8KFC5McUWKYGTfeeKN3vG/fPo2LEokzJSiJylSr3vOrqKjwevSdOXOG1tbWJEckkt6UoGTcenp6QgarTpXqvWFZWVkhs0v4qzpFJPaUoGTc9u7d6w1UXbhw4ZScO27FihXe/v79+2Pynk1NTd4mIiOUoGTcwqv3pqJly5aRkRH4tTlx4gRnz5695Pc8e/ast4nICCUoGZfOzk4aGxu946maoPLy8liyZIl3HKtSlIiMNu4EZWafCq5oK1PQ7t27vV5rixcvZsaMGUmOKHn8KwbHIkEtWrTI20RkRDQlqP8InDCz75lZ+s0MKhek6r0R/naoI0eOXPLURzNnzvQ2ERkx7gTlnLscuAXoBp4ys/1m9ldmtiROsUmKaG9vp7m5GQgs5lddXZ3kiJJrxowZ3qwPQ0NDWoZDJE6iaoNyzu10zv0pUAb8EYEl2g+Z2atm9hkzU5tWGvKXniorK5k2bVoSo0kN8ejNJyKhok4oZlYJfBP4AZAX3P8R8DXgFzGNTlKCf2mNqV69N8zfDnXw4EEGBgaSGI1Iehp3pwcz+yPgs0AV8HPgs865bb7rTwEaWp9mWlpaaGtrAwIDVf1/mKey4uJiZs2aRXt7O319fRw5coSqqqoJvdfRo0e9/XSfGV4kGtGUoO4A/g4occ79W39yAnDOdQGfjmVwknz+6r0VK1Z4U/1MdWYWUs13KbNKdHR0eJuIjIgmQb3inHvSOdfnP2lmXx/ed85tiVlkknTOuZAEVVtbm8RoUk94d3NNHisSW9EkqG+Ocf6vYhGIpJ7z58976x5lZ2dTWVmZ5IhSS1lZmddhpLOzc8JLtpeXl3ubiIy4aBuUmX10+F4zuwnwT1+9FFC9RJo6deqUt19cXExWlsZp+2VkZLB8+XJ27NgBBEpRExlsO5UHPYtcyHj+4vw4+G8u8IjvvAM+AP5drIOS1OBPUHPmzEliJKlrxYoVXoLat29fyMq7InJpLpqgnHMVAGb2j865z8U/JEkV/gSl1V4jq6ysJCsri4GBAU6ePMmpU6eUzEViJJqZJJScppjTp097+/qjG1l425zWiBKJnQsmKDPb69tvMrP3I23xD1OSQVV843Ops0ocPnzY20RkxMWq+L7s238wnoFIahkaGgopQamKb2zLly/HzHDO0dTURGdnJ9OnTx/367u6uuIYncjkdcEE5Zz7nW//t/EPR1LFuXPnvNVzCwoKyMvLS3JEqaugoICysjLefz9QmXD48GFWr16d5KhEJr9o1oP6upldEdxfF6zeO2xm18QvPEkWVe9Fp6KiwtuPdun2JUuWeJuIjIhmYMu/Z6TL+X8B/p7AGKj/D9D6UGlGPfii4x9kO1ySGq9oqgNFppJoElSRc+6smRUClwO3OOcGzezv4hSbJJFKUNFZtGiR1w7V2tpKT0+PqkVFLlE0Ux01mdlHgPuAV4PJaQYwGJ/QJJnUxTw6OTk5LFiwwDuOtppPREaLJkH9KYH1nv6SwPLvAJ8A3ox1UJJ8quKL3qVU84nIaOOu4nPOPQeUhJ1+MrhJGhkcHPQmiQUlqPEqKytj+/btQHQlqIaGBm9/omtKiaSjqGb/NLMiYAUQ3qq7NWYRSdK1t7d7S0cUFRWRnZ2d5IgmB38J6tixYwwODpKZmXnR1/X09MQzLJFJK5oVdT8PfB/oBPwjCx2BWc0lTah6b2IKCwu9VXYHBgY4ceLEhGY3F5GAaNqg/jNwl3NuvnOuwreNKzmZ2QYz229mDWb2cITruWb2s+D17Wa2JOx6uZl1mtl/iCJmmQD14Ju4srIyb3+87VCVlZXeJiIjoklQWcCEVsw1s0wCpa87gGrgfjOrDrvti0C7c64K+C7wnbDr3wWen8jnS3TUg2/i/NV8422Hys/P9zYRGRFNgvoO8FdmFs1rhq0FGpxzh4NLxj8B3Bl2z53AY8H9XwA3m5kBmNkfAIeB3RP4bImSqvgmLrwEpWXgRSYummTz7wks794xgdnMSwH/18nm4LmI9zjnBoCzwBwzKwD+HPibKGKVS6AqvokrLi72Buh2dXWFlEZFJDrR9OK7lNnMLcK58K+WY93zN8B3nXOdwQJV5A8w+wrwFQitZpHo9PX10dHRAQSWNJ85c2aSI5pczIzy8nIOHDgABEpRSvIiExPNOKhLmc28GSjzHS8Cjo9xT7OZZQFFwGkC8/zdZWb/FZgJDJlZj3Pue2Hx/RD4IcBVV12lepUJ8n/jnzlz5ri6SUuosrKykAT1oQ996IL3D98LgaU7RCQgmm7mucA3gfuBOc65IjO7DVgeniwieAtYZmYVwDEC0yU9EHbPJuAh4A3gLmCrC1TgX++L4a+BznF8nkyQqvcuXbQdJfr6+uIZjsikFU0b1HeBGuAzjFTP7Qb+z4u9MNim9DVgM7AX+LlzbreZfcvMPhW87ccE2pwagK8Do7qiS/ypB9+lKykp8Uqep06d4vz580mOSGRyiqYNaiNQ5Zw7b2ZDAM65Y2YW3tkhouBUSc+Fnfumb78HuPsi7/HXUcQrE6AefJcuKyuLkpISr/TU1NTEypUrx7x/2bJliQpNZFKJpgTVR1hCM7Ni4FTk22UyUgkqNqIZsJubm+ttIjIimgT1JPBYsB0JM1sIfI/AmCZJE2qDio2JDNgVkVDRJKi/ABqBOgK96Q4CJ9D4pLTR3d1NV1dgmsWsrCxmzJiR5IgmL38J6vjx4/T39ycxGpHJKZo2qCpgH/BtIBP4lXOuLi5RSVL4q/dmz57NhcadyYVNmzaNuXPncvLkSYaGhjh27BhLlixJdlgik8pFS1AW8AiBktNfAJ8Evgy8Z2aPmv6KpQ1V78XWeKv59u3b520iMmI8VXxfAdYD65xzi51z1zjnyoFrCIxR+moc45MEUg++2BpvR4mBgQFvE5ER40lQnwX+2Dn3lv9k8PhPgtclDagHX2yFl6A0caxIdMbTBlUNjDXN0W+Bx2MXjiSTqvhia9asWUyfPp3Ozk56e3tpbW1l/vz5o+5bsWJFEqITSX3jKUFlOuc6Il0Inp/I8huSYpxzSlAxZmbjqubLzs72NhEZMZ4SVLaZ3UTk2cbH+x6S4s6fP+/NCZebm8u0adOSHFF6KC8vZ+/evUCgmu/qq69OckQik8d4kksr8MhFrsskF156UufM2JjIEvAiEnDRBOWcW5KAOCTJVL0XHwsWLCA7O5v+/n7Onj1LZ2cn06dPT3ZYIpOCquemiKGhId566y2ys7O54ooryMgIbTpUF/P4yMzMZN68eRw7dgyA1tbWUQlqz5493n51dXVC4xNJZergMEW8+eabvPDCCzzzzDM888wzo7o8q4t5/MybN8/bb20dXSM+NDTkbSIyQglqivDPUrBjxw62bNkSkqRUxRc//gTV0tKSxEhEJhdV8U0B/f39NDc3h5zbtm0b+fn53HDDDQwNDY2ah09ixz/2KVIJatWqVYkMR2TSUIKaApqamhgcHBx1/uWXXyYvL4/ly5d71wsKCsjLy0t0iGnNX4Jqa2vDORfSS3J49V0RCaUqvingyJEj3v4VV1zB0qVLvePnn3+e3/52ZKIQVe/FXkFBAQUFBUCgNNve3p7kiEQmByWoKcCfoKqqqrj33nspLS31zu3YscPbV/VefFyso4SIjKYEleb6+vq8Ls4AS5YsIScnh8985jMhfzSHqQQVH+ooIRI9Jag09/7773vdl+fNm+dVNeXn5/Pggw8ya9askPuVoOLD31Gira0t5Fp9fb23icgIJag056/eC1/RtbCwkM9+9rPewNGMjAxKSkoSGN3UoRKUSPTUiy/N+RNURUXFqOuzZs3ii1/8Im+++Sbl5eUUFRUlMLqpo7i42Ns/deoUAwMDZGXp10/kQvQbksZ6e3s5fvy4d7x48eKI982cOZPbbrstUWFNSTk5OcyaNYv29nacc5w8eZIFCxYAUFNTk+ToRFKTqvjS2NGjR73ZIhYsWEB+fn6SI5raLjZgV0RCKUGlsQu1P0ni+av51A4lcnFKUGnsYu1PklgqQYlER21Qaaq7u5sTJ04AgaXHy8vLkxyRjDVY1z8NlaY9EhmhBJWmjh496u0vXLhQ8+ulgNmzZ5OZmcng4CDnzp2jp6eHvLw8b0l4UIcJET9V8aUptT+lnszMTObOnesdq5pP5MKUoNKU2p9Sk78darijREZGhreJyAhV8aWhrq6ukD9+an9KHZHaobTMu0hk+sqWhvylp5KSEnJycpIXjITQrOYi46cElYbU/pS6whPU8EBqERlNCSoNqf0pdc2YMYPc3FwAenp66OjoSHJEIqlLCSrNdHZ2ess5ZGRkUFZWluSIxM/MRpWi+vv7vU1ERqiTRJrxl54WLVpEdnZ28oKRiObNm0dTUxMQ6MnX09PjXdM4KJERKkGlGbU/pT5NeSQyPkpQaaaxsdHbV/tTagqv4svKyvI2ERmh34g0cu7cOU6fPg1AVlYWixYtSnJEEok/QbW1tbF8+XIN0hWJIGG/FWa2wcz2m1mDmT0c4Xqumf0seH27mS0Jnr/VzN4xs7rgvx9NVMyTjb96r6ysTN/IU1R+fj6FhYVAYKLY4S8VIhIqIQnKzDKB7wN3ANXA/WYWPnz+i0C7c64K+C7wneD5k8AnnXO1wEPA44mIeTLyV++p/Sm1RZrySERCJaoEtRZocM4dds71AU8Ad4bdcyfwWHD/F8DNZmbOufecc8Prlu8G8swsNyFRTzLqIDF5+BcvVEcJkcgSlaBKgSbfcXPwXMR7nHMDwFlgTtg9/wZ4zznXG/4BZvYVM3vbzN4eHgc0lZw5c4YzZ84AkJ2dTWlp+OOVVOIvQZ05c4be3l56e0f9txaZ0hKVoCzCufA5Xi54j5ldRqDa76uRPsA590Pn3FXOuav8306nCn/pqby8XAvfpTh/R4lly5Zx8OBBDh48mMSIRFJPohJUM+Cf0mARcHyse8wsCygCTgePFwG/BD7nnDsU92gnIVXvTS7FxcWYRfpOJiLDEpWg3gKWmVmFmeUA9wGbwu7ZRKATBMBdwFbnnDOzmcCzwDecc68nKN5JxTmnDhKTTFZWFrNnzwago6ODjIwMzTovEiYhCSrYpvQ1YDOwF/i5c263mX3LzD4VvO3HwBwzawC+Dgx3Rf8aUAX8P2a2I7jNQzzt7e2cO3cOgJycHEpKSpIckYzHcDvUli1b6O3tZfny5UmOSCS1JGygjHPuOeC5sHPf9O33AHdHeN1/Av5T3AOcxPzVe4sXL9agz0li3rx57NmzB1BPPpFI9JcsDaj9aXLyd5TQWCiR0ZSgJjm1P01eCxcu9Pbff//9kFnNRUQJatI7deoUnZ2dAOTl5bFgwYIkRyTjNXPmTBYsWMDMmTMpLCxk3759yQ5JJKVosrZJTu1Pk1ttbS0zZsxIdhgiKUl/zSY5tT9NbpdddlnI8XBpWESUoCY1tT9NfkVFRZw/f5729nba29u9Xn0ioiq+lOZcYKansWYcaGtro6urCwgs4eCf300mj8zMTLZu3QrAokWLWLt2bZIjEkkNKkGlqPfee49vf/vb/PSnP2VgYCDiPeGlJ02dMzlVV1d7bYfNzc20t7cnOSKR1KAElYL6+/vZvHkzAwMDHDx4kJdeeinifWp/Sg/Tpk2jsrLSO66vr09iNCKpQwkqBe3evTtk6YVt27aFlJYgUP139OhR71gJanKrqanx9i+WoHp7e9m6dSs7duyId1giSaUElYLefffdUQPV008AABPISURBVOd+9atf0d3d7R23tLR4xwUFBUzFJUbSRWdnJ2VlZV4bYmtr65hTHznneOKJJ3jttdf49a9/PeqLi0g6UYJKMa2trTQ1BdZ2zMjIID8/H4Bz587x3HMjUxmq/Sl9HDlyhGPHjnHdddd55+rq6iLe+8Ybb4RU7e7duzfe4YkkjRJUinnnnXe8/VWrVvHJT37SO66vr/f+cKn9Kb3V19d7vTiHtbS0eL39hjU0NCQyLJGEUoJKIf39/ezatcs7vvLKK1m1ahVXXHGFd+7ZZ5/lzJkzIe1PFRUVCY1TYmvatGlMmzaN/Px88vLygMAy8MeOHfPuGRgY4Omnn2ZwcDDkte3t7Zw+fTqh8YokihJUCtmzZ483YeisWbO8xLNhwwZmzpwJBBrIH3/8ca8TRWFhobfwnUxOS5cuZenSpVRWVrJy5UrvvL+ab+vWrV67VFZWVsiciypFSbpSgkoh/uq9K6+80mtXys3NZePGjd6x/xuz2p/SS21trbe/e/duhoaGOHLkCG+88YZ3/tZbb+VDH/qQd3zo0KGExiiSKEpQKSK8c4T/DxBAeXk511577ajXqf0pvSxZsoTp06cDcP78efbt28cvf/lL73plZSVXX301VVVV3rnGxsYxB3OLTGZKUCnCX3pauXIlBQUFo+5Zv359yBpCoPandJORkREygewvf/lLzp07BwSms7rzzjsxM2bPns2sWbOAQNvl8JcbkXSiBJUCwjtHrFmzJuJ9mZmZbNy4kayswBSK8+fP99qmZPI6d+6ct0HooF1/yegTn/gEhYWF3rG/FKV2KElHSlApYKzOEZEUFxfzpS99iRtvvJF77rlH7U9p4P333/c2gNLSUq90NOzyyy+nuro65Jx/eiS1Q0k6UoJKAf6ZI/ydI8Yyf/581q9fr957acrMQkpRM2fO5I477hh1X0VFhTfJbEtLCx0dHQmLUSQRlKCSrK2tzfvmnJGRETLmSaaGwsJCbxt2zTXXUFJSwqxZs7j77rvJzc0d9bqcnBzKy8u9Y5WiJN1oPagkC+8cMdyDS6aOxYsXjzqXn5/Pl7/85Yu+tqqqyptVpKGhQV9wJK2oBJVE/f397Ny50zu+8sorkxiNTEb+jhKHDx9maGgoidGIxJZKUEnQ29vL3r17ee+997zOETNnzmTp0qVJjkwmm3nz5jF9+nQ6Ozvp7u7m+PHjLFq0KNlhicSEElSCDA4O0tDQQF1dHfv37x81sHI8nSNEwpkZVVVV3tpQhw4dUoKStKEEFWeDg4O88sorvPPOOyHrOfktX76cD3/4wwmOTFLFmTNnvP2JjGurrKz0ElRDQwM33nhjzGITSSYlqDhyzrFp06aQQbjD5s+fz+rVq6mpqWHGjBlJiE5SRXNzs7c/kQTlrxo+duwY3d3d3jpiIpOZElScOOd4/vnnQ5JTUVERNTU1rF69mnnz5iUxOkkn06ZNo7S0lGPHjuGc4/DhwyHTJQ3r7u6mtbWVsrIyb/yUSCpTgoqTV155hbfeess7vvLKK/nEJz6hdiYZpaio6JLfo7Ky0ls/qqGhYVSC2rNnD8888ww9PT2sXLlSs5DIpKCvUXHwxhtv8Oqrr3rHl112GR//+Mf1B0EiKisr87aJ8nc3P3TokLcab19fH7/+9a958sknvR6j+/btCxl/J5KqVIKKsffee48tW7Z4x1VVVWzcuFFVKhJXpaWl5OXl0dPTQ0dHB21tbQwMDPDUU09FXHF3y5YtVFRUMGfOnAu+74kTJ/jNb34z5jRKZkZpaSm1tbUsW7bMm8hYJBb0vymG9u7dyzPPPOMdl5WVcc8995CZmZnEqGQqyMjIYOnSpezZsweAZ599lubm5pCBuzU1NbS0tNDW1kZ/fz9PP/00X/jCF8b8/9nW1sbjjz8+Zu/TYefOnWPv3r3k5eVRXV3N6tWrKS8vV42BXDIlqBg5fPgwTz31lFe1Mn/+fB544AGys7OTHJlMFZWVlV6CGp7fEQJz9n3sYx9j9erVtLS08KMf/YihoSGOHz/Oa6+9xvr160e915kzZ8aVnPx6enp49913effdd70OQR/+8IdD5hgUiYYSVAw0NzfzxBNPMDg4CMDs2bN58MEHycvLS3JkMhn4q+AuZYZ6fzvUsEWLFvHpT3/aW75jwYIF3HTTTbz00ksAvPrqq1RVVYUM7u3s7OTxxx/3qvWys7O5//77I1YHdnd3s3v3burq6kLGc509e5bXX3+dd999l0996lOsXLlywj+XTF02/I0/nVx11VXu7bffTshntba28uijj3oN0IWFhXzhC1/QQoIybvX19d6+f5mNiXjkkUdoamrCzLj++uu54YYbRlXhDQ0N8dhjj3mlrNmzZ/PVr36VnJwcenp6+MlPfkJLSwsQWCTzgQceuOg0XM45mpub2bVrF7t37x5V8lqzZg233367ahRkLBHrg5WgLkF7ezuPPPIInZ2dQGA8yuc//3mKi4vj/tmSPmKZoDo6Oqivr2fJkiUsXLhwzPvOnDnDD37wA/r6+oDAMIgNGzbw+OOPe8vHmxl33303q1atiiqGwcFB9u/fz+bNm71VggHmzp3Lpz/96VFxDQ4OcvjwYerq6jhw4ABZWVlUV1dTW1vLokWL1JY1NShBjcfw87jYL0VHRwePPvoo7e3tQKCe/6GHHqKkpGRCnytT1/D4JQj0xkuUnTt38qtf/co7nj9/vldyArjzzjsvafmO7u5ufvOb33jtYhDozHHLLbewbt06jh075pW4urq6Ir7HrFmzqK2tZfXq1RftcSjJ4ZyLxZcIJajxaGpq4umnn/Z+KebOnTvqnu7ubn7yk5/Q2toKBKpBHnzwQZYsWXIpYYsklHOOJ598kr179466dvvtt7Nu3bqYfMaOHTt4/vnn6e/v984Pd4mPRklJScTfRwj8Di5dupQVK1aoGjFBWlpa2LVrF3V1dTz00EOX+gUiuQnKzDYA/x3IBP63c+5vw67nAv8IrAFOAfc6544Er30D+CIwCPyxc27zhT7rUhLUs88+i/+1Cxcu9ObMmz59On19fTz++OPe/Glmxr333suKFSsm9HkiydTV1cUPfvADr5oa4IYbbuCmm26K6eecOnWKp59+muPHj0e8XlhYSE1NDbW1tfT29rJr1y727NlDb29vVJ+Tk5PDqlWrqK2tpaKiQuMPY+zs2bPU1dVRV1fnfUGHmPyfSV6CMrNM4ABwK9AMvAXc75zb47vn3wKrnXN/aGb3ARudc/eaWTXwU2AtUAL8K7DcOTc41udNNEE55/je974XcWCjmbF06VL6+/tDuvBu3LiR1atXR/1ZIqni0KFD/Mu//AtDQ0OsXbuWDRs2xKXdZ3BwkJdffpnXX38dgNzcXFatWsXq1atZvHjxqGQyMDDAgQMHvLapaBdjLCgooKamRqWqGGhtbWXXrl0cPXo04vXS0lK+9KUvXcpHJDVBXQP8tXPu9uDxNwCcc//Fd8/m4D1vmFkW8AFQDDzsv9d/31ifdyklqIGBAQ4ePOj9Ugx3HY/kjjvuYO3atRP6HJFU0tbWRnd3N2VlZXHvlNDa2sq5c+dYvHjxuBNHd3c3jY2NIdWEfmfOnKGuro5Tp07FMlS5gKysLFauXEltbS2VlZWXOiFBxP90iRoHVQo0+Y6bgfAFkLx7nHMDZnYWmBM8vy3staNaks3sK8BXAMrLyyccaFZWFqtWrWLVqlV0d3ezZ88e6urqRn1zWL9+vZKTxMTJkye9/bHaWOItkT1P582bF/Vs/vn5+VRXV1/wnhtuuIETJ06wa9cu6uvrOX/+/KWEKREM1yTV1taycuVKcnNz4/p5iUpQkbJjeNFtrHvG81qccz8EfgiBElS0AUaSn5/PmjVrWLNmjVf3evToUaqqqpScJGY++OADbz9ZCSodmBklJSWUlJRw22230djYSH19PW1tbckObdLLyclh+fLlXHbZZQmdGSRRCaoZ8E/VvAgIby0dvqc5WMVXBJwe52vjrqioiOuuu47rrrsu0R8tIlHKyMigsrKSysrKZIcilyBRXVzeApaZWYWZ5QD3AZvC7tkEPBTcvwvY6gINZJuA+8ws18wqgGXAmwmKWyTu5syZ420iMiIhJahgm9LXgM0Eupk/4pzbbWbfAt52zm0Cfgw8bmYNBEpO9wVfu9vMfg7sAQaAP7pQDz6RyeZCMz6ITGUaqCsiIskWsRefRrGJiEhKUoISEZGUpPWgRJLMP0Hr/PnzkxiJSGpRghJJMv84HSUokRGq4hMRkZSUlr34zKwNiDyrYXzNBU5e9K6pS89nbHo2F6bnc2GT/fmcdM5tCD+ZlgkqWczsbefcVcmOI1Xp+YxNz+bC9HwuLF2fj6r4REQkJSlBiYhISlKCiq0fJjuAFKfnMzY9mwvT87mwtHw+aoMSEZGUpBKUiIikJCUoERFJSUpQE2Bm/83M9pnZLjP7pZnN9F37hpk1mNl+M7vdd35D8FyDmT2cnMgTw8zuNrPdZjZkZleFXZvyzyfcVP7Zh5nZI2bWamb1vnOzzexFMzsY/HdW8LyZ2T8En9cuM7syeZHHn5mVmdnLZrY3+Hv1fwXPp//zcc5pi3IDbgOygvvfAb4T3K8GdgK5QAVwiMD6V5nB/aVATvCe6mT/HHF8PquAFcArwFW+83o+o5/VlP3Zw57DDcCVQL3v3H8FHg7uP+z7PfsY8DyBJRrWAduTHX+cn81C4MrgfiFwIPi7lPbPRyWoCXDObXHODQQPtxFYhh7gTuAJ51yvc64RaADWBrcG59xh51wf8ETw3rTknNvrnNsf4ZKez2hT+Wf3OOdeJbBQqd+dwGPB/ceAP/Cd/0cXsA2YaWZpu+qjc+6Ec+7d4H4HsBcoZQo8HyWoS/cFAt9WIPCfpsl3rTl4bqzzU42ez2hT+We/mPnOuRMQ+CMNzAuen7LPzMyWAB8CtjMFno9mMx+Dmf0rsCDCpb90zv06eM9fEliG/p+HXxbhfkfkLwKTun//eJ5PpJdFOJeWzycKYz0TGduUfGZmNh14CvgT59w5s4iL0EIaPR8lqDE452650HUzewj4BHCzC1b8EvimUua7bRFwPLg/1vlJ6WLPZwxT5vlE4ULPZKprMbOFzrkTwSqq1uD5KffMzCybQHL6Z+fc08HTaf98VMU3AWa2Afhz4FPOuS7fpU3AfWaWa2YVwDLgTeAtYJmZVZhZDnBf8N6pRs9ntKn8s1/MJuCh4P5DwK995z8X7K22Djg7XNWVjixQVPoxsNc59/e+S+n/fJLdS2MybgQa95uAHcHtf/mu/SWBXln7gTt85z9GoPfNIQLVYEn/OeL4fDYS+BbXC7QAm/V8Lvi8puzP7nsGPwVOAP3B/ztfBOYALwEHg//ODt5rwPeDz6sOX0/RdNyA6whU0e3y/c352FR4PprqSEREUpKq+EREJCUpQYmISEpSghIRkZSkBCUiIilJCUpERFKSEpSIiKQkJSiRJDGzFWb2npl1mNkfJzsekVSjBCUCmNkrZtZuZrkXue+ImXWbWaeZtZjZo8E50ibiz4BXnHOFzrl/mOB7iKQtJSiZ8oIzRK8msIzBp8bxkk8656YTWL/oauCvovy84TkwFwO7o3lthPcQSVtKUCLwOeCXwE8YmdvsopxzxwgstVIDYGYlZvaUmbWZWaO/2i5Y8vpzM9sFnDezrcBNwPeCpbHlZrYqWJI7E1w5NSRZRniPrOC5Pw2unHrezH5sZvPN7Plg1eG/+lZafdjMDgXP7zGzjRHe/z8E3+usmf3MzPKC18rM7Ongz3bKzL7ne92YP7fIpVCCEgkkqJ8CvwBuMrP543mRmZURmBPtPTPLAJ4hsCJuKXAz8CfmW9YeuB/4ODDTOfdR4DXga8HSWGPw9VsIrOvz74B/NrMVYR/rf4/hRTP/DXArsBz4JIGk+RfAXAK/48MJ4xBwPVAE/A3wTxEWsrsH2EBgxePVwOfNLBP4DXAUWBL8+Z4IPoPx/NwiE6IEJVOamV0HFAAvO+dOA1uBBy7ysl+Z2Rngd8BvgW8TqOords59yznX55w7DPyIwOzkw/7BOdfknOuO8J7rgOnA3wZfv5VAUrg/7L5I7/E/nHMtwRLdawSW+H7POddLoGT4IQDn3JPOuePOuSHn3M8ITDK6NsL7Hw8+i2eAK4L3lAB/6pw775zrcc79Lnj/eH5ukQlRPbZMdQ8BP3PODQaPf0qg88J3L/CaP3DO/av/hJktBkqCiWtYJoGEMcy/ymm4EqDJOTfkO3eU0SuhRnqPFt9+d4Tj6cEYPwd8nUApiOD5uWHv9YFvvysYVxlw1Fdi8xvPzy0yIUpQMmWZWT6BKq3bfKd/DfzQzC53zu2M4u2agEbn3LIL3HOhpQOOA2VmluFLUuUEluEY73uMKZhAf0SgCu4N59ygme0g8uqr4ZqAcjPLipCkxvNzi0yIqvhkKvsD4DSw08zygh0CBoHnCLRLReNN4FywE0O+mWWaWY2ZXT3O128HzgN/ZmbZZraeQHvSE1HGMZYCAsmtDcDM/g+CnTvG4U0CazX9rZkVBJ/Vtb5rl/Jzi4xJCUqmsocIVHd1h213A5+Jpit3sIrwkwTabBqBk8D/JtAhYTyv7yPQxf2O4Gv/J/A559y+8cZwkfffA/wd8AaBKsBa4PVxvnb4Z6sC3iewoOC9Ydcm9HOLXIgWLBQRkZSkEpSIiKQkJSgREUlJSlAiIpKSlKBERCQlKUGJiEhKUoISEZGUpAQlIiIpSQlKRERS0v8PNsafHh3k4K4AAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1291,7 +1287,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/pre_processed_data/fixp_results_5000_50_400_2223.zip b/pre_processed_data/fixp_results_5000_50_400_2223.zip new file mode 100644 index 0000000000000000000000000000000000000000..a91483c838972617fe220704ff2b2a80a3bae8c2 GIT binary patch literal 155398 zcmd3O^Q0TGapp-WOq8iq#FA%>9d z96E*?@^0Sue(v9Je*r#w_UygS-sh}mJ!?IOcM5p79{%^=e+2(2(F&;uSmvi0>EHa1 z%!U5Hr=Zo$(%r$p$<*1!2JURY$Hm13ei*z2zj%0fc%cr~Hk%EWf*Q70pOmPG6XXM8 zEx2BrC~8}L&-iVbc_S*LD_Sk;USilY<7|`X>dyklG9=%IG%$r8^*v&}uQYh3t9zAt zEI4y^;f-@hp-;s&x=nXZJ0^G9!>nJN;ig-><=&*qh%_8~;b_z*Yez>ldabYMB*<6{ z405IY&s>GK9QP@nd35^1(Cs_lBMY7geZ=0Pqf3Q(K1;hDd3(pvi6K0>qRZc&m(v@W zoLujF;fa;_@7RyS{k)5{j~(Z6DYY;6{pL%x-K!mg+CQT%tNJ@WzKv&Yr-ac`epl@? zP~)bz%9V43EJ0fP!Z8e;@~Tv|;@4 znD3u>4qvLBM?jJCJ-^)BKSNKMHvCVY?s7Cr&YrhGk!78&KaULRFk2{6-z~hRkcW0t zyu&i1-WF_sZu#kmt%a^TK&C&~EWEVe4PuOomN!IUJK48CuNep+M*Q)YSkAbcgXlg7 z*v^ro?9aFV!%t52O}%}&EezWcJL$12J%r6Q)78n-IG|Bqp8Q>n9nycNY~baqCNS2| zq!U_pc$U-=TRv=M^E~a!#gTp4?(8%rb}QAqM*WCleMZRxSzjTr9Ndz7q$aLPxgzah z@S9EEL&xvIsLKYjHo_u#O+kpuO=xtxuS(A##BD`*f1IwEy<}(6^VRW_QQcm=8q#T} zz>TWtC&dbbkxo8vC9cshyU20Oa(uU?Z`QZ+y6++a`*64Cq5-mfOOLA1-=3J)Dx|zj zs7np*>}wJ(;-3tCm|9k}ibO3ZhD7aOZl{0_$L@L7m)kqfDEFE|O1~di&RX zQ*l7-5pMH{|9|yi_mxZOXn2yFiv-c}W32=7tU`LBNnBw5(=)F}hoSVWt9={dmP~%1 z-bYxj&U5)ElS}qxN9~7Q+K*3(T8$^)41a%Kr|fWfH9`n|tjkjKT^4$}hF_^Y_hYz-&_IOTi5%%m#L>PPk>o zN;iq)K=7cTY0|VL0Cn8tXddA9LkNZ#UPZ5l=g|$^vQOczu;p{_6V6w(cJK|-KVf#b zLY~W!&aJ!62UiC$>J}c*wsbdE*eVY$n!Is)rQx&UZrxuZHcCwr>Rc6cxE@3iE2B^ zStZ_{_g23CV)|ftCH7vi7$nk1!L(l5 z-uk?bnHJ~hYL4%cr*3n+MoC1%`y)n;%Odjk*>^c}qO8Ei{i@@n(q(y0zerK$>_Vi< z^KouqM~s7k;Vhvdd6-gkBqYjjL)DT5Mg^aJ9p+UUf=@&i`{nB*G_N#oMDQ0G3@YJP zpL+|I`I=MQ;Xw=R9TpRw_mu|T?SsV3Q(=sf#|*vH?zu^ZUy|fz7!>G)1gTxJ)n$ZD z&2;16WtoTOsV4W2SbTz}acHzIWP}Y)eOn0dQ(lCIgi_{*ehq*|C%aQK!}q#BEDA1C zZ~G@A5(L~|WT2#XXmP)0I9jvTrqm|&r*88(S8cnW+nEwQ^|eZrWrOGAWJkuU7od6L zf+-UJZX>&pm$g;ioMB@zKX*s6sN5ubV~GoXN+{`sd?RwZC`d>BhD~I4=z)R4Y_;GL zpP^c>&5p6S-yykp3kFCvN62tb5|hb$BAAq(J&#AaLVe3y*43Awd(xv@^=6U?Dz}bo z(wc}DbBjI=V&q_WnE+adY)07CRCM7Pn#tGR#C_Qobl=g%zneAhyO}KqQ{#cx7BJ`W z??Az2Rne-cVKY$kl##gpR|vBF@kgZXHAGf-Xk$(x(ujkV;b=*SDu8RH?Ou= z+`2Sk+<@(`cShJhDSPu}9x!;|SKX&KU>{f$tlgv$=mM&9?#`lclf2@UMMEs_zYbFr+~?*xYM+q_sCu2(EK-b21ZY!J4!bk-0# z?bG^g>EOXyf0!K!N+H5oZarvRgm%?h<(PfE3zH)GrY(|=D$-Z(-MkA%_^f?%Hvg>D zK8EisIRh1NUWqGkge-A1wdzTwaQaKBXXQZ^NaIU49Ux1)#V$~TyD%CvEljO6LPJ0T zOWOha&iip@7&q*~!KhI2EfJ!um~}xnbz6uBd&mAAY+)nSQw=twywSJU0{iZ~p~2pC zAI|Nhq@(E4E$V&RB@TL0u1e)vOF_H}Sl#ll%ki*{g*TveCq`4ZOi71e(TZ@W9KB5a zg4-Y}qAp$58aD6i7?1dI|B*L-hQbng9p0h4{`Wt2ejZG8$SfMCozWoZ52j+N!xJ%L zr+T-4OM&BxutavC1ds^^vK+V8T>J;Lh$tbyB#ehq)BDSNoo0AxnAmablyd zF3y)fyDZpX2FqrDnK}9fve4bGsfW@{QW@rci8V(v6)Jt@#z%6b`Td^2 zPvh*e^x>_U0uS;1_l|bc{PvGBb|wxcvmd%iD(NPD)xJB$5=`>}t#uOy|5e9eu()&h z)cnUx{YPF*nP+kLJ!+(d%ZoL!FKGtf)!$z6|MPm0%o!?q7tia%>%ND%-|J4!&b!ts z&$ExGYl6nQE3`#!uKI3t*Y+dn<^UGJi@E;>dL-l-E>93+7xWwCh0h`2fyZlM6MK683$6c-wpF)*_MnKxc`tHb0H0 z_CQ?0OR8WxuibzyuidkRZ@*KjXgs;C=~ZZJx|-P(2O^|7-w+JC;!%?-UwRYPZ>diu zO8pLu#K$$yD=mF$A^$e?~->xgt~rdBEbVTSBTxIdyY?k zzSVaFdoH9Y>5*I3NA{O|WoQ+y-c-V?m$qNdOV-P}15=oMqaDXumQn`0_?i-1t;jkd zqwVkp9Z-gp_GeiR&9tmzMd90xOABQpKX0h!dg#YqH1In&h`#u4J){Duz0CXZ*JXTj zQm-EiT{ta(QI7u7V(XYX`DE>aVk=gO*KpqAIT?kL)gB3Rn+>8Pp8-gJnR%Cb=uM2@ z#w{%*Cq0OUn~b*Q`{vA!YpZE(#}Mtd4g{<8hVUMeW%yREoZHt|2+K+YEpyxNkd2k0 zy1x2r>|V9q$yZ5>Z&ObB=lB)P)U3qv^@;)j&JQL0R55>O>008zMuvjp`{wZP2mnt6 z*&2M@Xw&MQxQTZdqdKXG;{{#-0gv2l{OtUp)T_taegrW7$3uwh_WC8EtY%i-3@-+8Hjz3BwaB2R< z&`NMw>Qj00HByL4^Mygp&hn77&lzXplpun!Qo(z&kg;c&HdWX{Rbhl7K(#0cSvXNJ zwDCv_-|Q9QiNCQ<(<2bQHmz11Na5PPsf!c0SHrf(vlBXt0Jcs!@g%*+hyAr`6qyQ! z(vptyyVi3Z$;wULn=>IFf!rzLXq+?v5UHkSG4S>UQ+V(V}kX|6Om`79{as9-wJ}Ju}d}lN&$0z5ZiNj z7zA}uxrq}^NA>;Q^kFnY{!@e8CJ;Hu4!`IyND@X4j--vW1PJkUr z*nC*}ff$K4PqlIjgxal-YySW-!3p(u*<1<|dOsnT6wTDG(Vcb2O|ma>BWX2E8sXoG z*j8UfwdS6tc>(aRSA%*fiS4LxKy92qL#0{!H-p^3ISwS8OP19^`XH=-)C@40PYwOd z#Xw{dV}otvAD_!fmxvN%Ho9@&GoXs7d&0849Mx@*ftva*)^zj=;Zd+^&(#Y1uI}f8 z7`O*_TzY1gi#*^Qsc3_tv13QsT11ESY5SKvobXx~$-{Bhb6;X1ZTu>Q`kZ3pGll5< zw5Ir`Fw)sb08+;otsL=S4{c|w(baDBa!<}K(db_N6LYi|dYP*SmkCQBwZI%Ov}ne-2~BS=Ik)n>X4fdm9o}JS;}FwJg~DmvD<$f<=lmQw#=>9 znX`Kf65L#$=iRvBOW9B4q{uL(^Yx>CV0rQLww8K~RV_i~{0{5WT<)b77poE}s;!y! zZgjf=|J=Jk#%+Hp{pq?^#N1TV!y+AFNU?DTs>1*Eo)3@Huc9L}fj>AW4NQCMe;6nG zh^-?-uu2w3w~hgRL4#*8-l7qITx=FXCz2n7b~!muTeatUozZeP#ha`5eThxNiO(%%Zlise#dj&O)WyHuX}*EKU5jAwrN5p6 zWA8Oa<;L}Dqu-#KHg1hx*r&{$f?k?02Tz+u2`A2BEb*CD?t}UeQn7Q0J>9#2 zG)IXB2mWdfkN)=8%~0%Oc_X+*Wy~#*+1&}_Cw~6!(SJnr&l{f+lTNGdFx-hteQhEC zNkdyAnW=@cQ!h5Vxtc=S>3N-rT@nY0a*~+E>v6NDSP|0>eumgGtM{fams7EywOG@} zD_K*VOm(ClEmJn`SF=)YlKsuKIZ!D3RMssWR2Q2|QonGTo(Frn+_C+>ScAUOQS5@l z{=O+wQG%Wb;<nX5b+j^-|u2t<;B{fgueoK^y$d9jzBZbsAS^s;I+<+>!EnT0B7P&eRO`3!qk33 ziF=`j_qAK^A20dp4_p`PD_S0%}w{FTkjrVY?d^+L$ry!!>Sqw%Xn^&4K#Mh6T5ZWfb|Qrg?QD!BAQDp3S3hW^O)|d&7y?qdj5Xt=vr?5Q&(Eii*iz zA&xp2*ex+-%EkjRN~R#Pe0eCgZr18j2*-)f0M^cAt!$d53D!D5tf6O33afv6bPNlC zYAv~!JRZIdI0AMKOc`NWn14PqXwzx??k!pfiBEpS3vi~R(x>#V1{faApY7kQEg%AMXn(vWUJlLV@DW!bfnHYq zgfbN%1>HS6M8-SO+4gClrU~Gds`?u*v#CLESV}7~Km5MF5gQsG7H1WgtoNnviQJr! zJry2uYEH(y3mG69U?b$jCRJhY3_!^l% ze??XRmUa`%kavv2y-bBHiS~tR{0e|RvY$Pt3G^WRUH7Dc#!WI}>X}3W9frYhuxryF zT3aICtqigPUQR_FQwW?}AB#(6(Cf52ri)6O2mp7nTC!uc6@|C~ zy8PYS*0@t#*b$CWHy@iV?xj%p6a=A?fB35uk_h{+JtD*X?c3~KKRiJwWQ|aD7VwAe z*s;2=H@j^5W)ap>0^XhQ*!ve;1YTP9!=Ro3Df-^=125S9h#-S3O!rIXj|GivRtsW} z27I@C#v4F}!Y5QBo@F5kncgMf)4(_}zsqp$WC6`jSClk{>q8zLLw~LW32d|t8HsXs zX~(HG?HjYj{PrsK?eoN_X=W!~T?d5s9}XZh+KT?2`^b9Lr(uGLhCVJwB4Cu5R;H;1 zr})>6QF;IN>o|<&2di~w8UYm;A}1H7A;6X`O|3Vaa&a~UnN70Hdq_si{925$vF8b8 zaWj$LZpHfgz3zW_^Gc6cNNvH$EqiWCVz*bq<;v*)viGEmt`}1-{yY5YX(v%f#v8Zr zvYZq}$Y!6s2_|r251%>$sP1YtK1E8kb^sYf{qgs|&>eoR<5hJ3(%hk8aMSnG z)?))3xn@~|p;+0LKf%W~7kH_*?iM#xo&-aU%wlB5b-P?2a0;@q4TY4cbb7k|9jV)p zW<4`YYj`8nJS~#2&(n}X8S63;R>taA&ENksx#{^a>9V?*nH%e*l^uIlvc_{*+rG6)9gazI%VK zU;Fhewe6yq(dzC8#+)37uY01H*6JtTRuphtvX0|b!4rT6oud^L_{ZF#FcR{~CMg7? zKF_S1GN7frRHN(8WJqu9L%(9xP6ox*f#~YUxk{-#!YBuugCOX-Sb(ftdRQ4l+SQjE z;8r?&)>ow*4CT|{FS1WZWqgg~t)B%b>EWw1Jokk&CNEx0+F_FDQB-NEj%+R=NHa$Y zUnHofE0j!_s^z81EY*kT6>5H|OV1HnMinzXiy3QX5ecaNEc1BQcOsGE8o2k?g9~NE z6&E)DK}hd}b7Z=#&S3JrKup3I(0beaM#z7#d08=zi6@eY7MZOi>rssb?}(3zhsR~j+6m0Qdwji|v^bkvZ5<{a62K30FIv=dKZC)(64 z#IkOR87wh8TPd_ZLjfCxq;E&JGnBp3GvNiN8#`>kiA_hf(A0)%pxar`wpv1U!JLKM zn?kWfu;F87l%^Cyp)Tfu@&dF=+rW1G-~p1W|KQ=O6om1oRlo-T)Ds3Q)=ZKJkq6N` zX|E7%=DG;Vad5EXaMu1qaX9P1Kh})Ci!8p^2@C)V%gK}z)m9sa>7`ShFiy&!uKH!c z5QI5D>v%K5Z1Vp+6^7^QHE4E|0mxfVLquhxmrvQ3y@p*BUp6s+#0MkzB*@*#U%i+` zDC@?)LM(lLhQ~<*wHYSWyz`CR(BxH*hCAiWVk`cxZ|^jkmkR$7q?fI zhtINYhX5hZ-Cv5!BzzY0LA+nen-pG~Cr}$5KC8D&?z6)v%k->j+Q)#Tsg$n`wK1;996CO)=kcn#XyyrU- zC=Iz~zZ^!Z49;Gsx=khg(C7gfXYJW+fX5!9r{UE#om#nlA)832*QspngIv4~Oa7(v zFQ5wCpyOpJ`o7izG4Wz3M^hf~xyPY)yD&IBp`(WMrmh6}U?( zY_Ic*E9QjJv{&8Mf0QtS^OVpjl76in#?lp)ExyOt&^bcL+@?PDtgGRE7FqbSt0MA) z?6}^opHaR*q}jfj6>h-;vEjmUspU$a#T~OF+|uQIS>}1423hNVy1mvZbntd#v3xcl zCV13ZPpBn>Wr8xRNR+TipXxE1I8IB~ZSv@0@MXwJZ5hq^lH8}%1546rHNThEydQGn zI@g}nFfn3}ly?6ZAMZ@zC)uC8D!GAL5B@6fsmO$snLj`zkRQM5lS+k&t<`OIkfM)({r5t}hwKk)E{iL^Z@?v(iVdzbS3Gx~X%yp#I%(3&;y1KMjG4*K zqHX}pzoQluiS9}V+&&UXPov9%x#}1l?hBNEDDh@E%($GuWh8~}80#)ZWtB5^0jv8D z8TdP5)`J+v<6l^UNxKH9lPB4gv+?roKF)4)9{mimjfs4sWZ*1g2Gb~=sgYBjK8xdQ zn6l(ism3J`Bd8cohOo3~CQGZss9Tt_D#^-^2nYZdu9-I*2C|B+Z-2sDW1){6nGIP7 z>S+PA|B`Oi^usV@>AGG%fY+Ws+X{)i4f<~{ZZ$>{Fz?Mxyr9G<4SQaD&(Z$)0RS%n zg9A1@rRU0lieezj`L&QPH_%>csqjYbi zadj#Shxvn6Qd--)4IB(}zR9oc?t)p!1)7dRULkH0UA1arG7q3}_E(Nz4$HI6U(AvS znB8VP89JNaK4!Cy3p5ub{5ujxFE_72w${+uN)m7foCjz=m&q79l18-kl0UKugeEmA zEHx^Eog3mZM)f42mtoBb(hF$QMeG^BDepq~GhqF{`*6p^nCOMM@ht_H z0rG!oik$!tVo@rYc@-pvMd_KtgA8WlkI z$uCHOp7gND6@)uJW)NQG8W`RWSxUxw3-S>oZFE>gQ3OaDyZMIsNHB!>u0yw*2r z$m}L;MNZ>O+@Ke>49v_k4_z(az>B$2vb`9tl`3LjQ4dPtJadIaBR#~3AWn=0VL2~#|!%kcqI zjulVfKYfL`oamN5L^JiFt^DqQRddYhCs|?k2Wmqc$&s(Up>Yc!buc#87^)@NjG< zYJn1hYjp%=&lo;_D<a%es=KfQd$Jl|HpuY(4U|Mh5Tv9-(Xp2|BWy^ODOBdrX;YUcp5kM+9|ONL*9-{9599X_ zgsceMGQdUewi6WE3H%(mrAY7lwBoKP(#V{B+0C!QwfK&;K;94anRdHNd7);j@>Z(f z|9I`C|MqlYM`CY(*{@bxnH^b@s{QF4&a!MaDbD#f+)>2)dGN#@PAx+5$Fv--ZiKy9 zE}9>wI#P~WNKC#+-4I)sI%9QPW_J=h)l0Gt{nw!v<_AL^W@&HK>buW;u|Cz+E!I7< znbVo}V;o(6n^dEpCc08f)~T3^W$eGwWqB-55s?`M0gBi+R|(!KWd~#AX@fE=v!hD- zre-tQqo*l-C4=I7qIA}6ODVnl-9gYBk%xtL(vaHeGF$JT?n-y9XbgxOCh%e3P=`Wk z=?Y!k9nC{e0S4IfwX_Jp=6lgo;QS&mFmC)MEFp@7K5qzol^ zWhzQxHzhwVN^tl?Q#gHe09jP33ftT-XHaB#YG-H0O_pQKh-*>+_dllae|7@O`Jl6T|DKuPUS<*&{xz-DuNPbV!xowI=KThZp{OUU&rOder;~ zlNnWwvwMIKW*AiZS52LPs^luA{^`)j(fE=7g&}wvNXA7sbYH>~;A7Pb{BRHbS(&lj z1!sCbg9z$^SV;)}nM(tH2C8EkzkpB@Y-tDkI*)-gL}4h0pB0fggERVoiwlVAmc;>SiT=;>osasi9yqPuq;RnFgM*C; zztGFLex@Oi1~zK(a?%2oANz~BLY5S%_tGfs@&;_bSl@`UQC4_F=ClGpBlF|>KgLds%vkqM{wmyTSnn)GDtRiAlCUUF)0wNnqQ&r*^=uvy9 zt-M3g6W0Itxc{0!uZ{(2Q0%0K(eKa(Kf^eM#}&~8r5#5tzDxJAq0sB>VfhWQ4c-_l zbUTmOSq1w#Ah;@Ee+wDArHEb*2Es|NO2aPBKRLon=cf&T#@V;JQE$Yw%=msY?zs>P z?KxAGRsE^gvk=CP+*xTa5P9*E9$2#KLmOPq(T`)sya(Q6iF*`&_Ah&k02^5SsBcy6 zc~2NhjF&b3gL$PZC(pkEw|T5FU4J2=2#&(^;WYSIpK(malgaiuLn~ zmB9!kUpl)AgZr~^Yr-CAf8r@Fd*t)pjuRpt`_C`MiJhn*1iGrn-Ttk0(s^el2AVb+ z#Nx+M<*%v>ju_yzG2{9Qxii>;6p`>*>`(KT@5-9B66N(8O1H>&>>riF>_3hgUDKe- z`DlDUd9F|aX$39zmRi3hnPFQa5SbJCcE~w$h z&9A{?k%Uxizw__8fuU_l(W$w*&_SNbZH0`Nq+%cP&i?rRw#aH2cHUhklbSYKqd}qy zI(e84Co&}Cc->E%LlPw17s9FcI-48ss7B|u7_rPyq~a4bhP-L|uhBQjV}(I5i|r@# z9gfRE!TAR@;afS6iRikx33I#`<_6AUwNC0>RkuUfSHtnB#mJ*GMR&rM_5PBDqGe)V zEVJaP#tA3nO4gocL_b<4%pjSF?fr8Gf9_{ux~>){nwcpl%572bpg>KS3y{ncTF z=pd}HrwZy?K{y~Bb>fxa3aMw&ip6kl0@PTCK=Fc&(PUpc^MUMnA_1SX9B_Gr-+&F{BUipYGaM$mq|6k8T}UBYTzQ2n2w28 zULjcibr%q2giSV%)pq^^G?zFzwZRt;uBvO>F+l>8t@QJ<(FIylN3-Ix)Ll4^m22le z33!4HXZD&gXqN4;C=3t9DQpVmEm9k__o^ccge@;u>h3Pul70 z(!-AWYb;bT`-O&torc%DLyXs;@(eyMRHpYC;W=~Mu1S``)u-_4wR380t__Z{mUo$)H13KF(bfaR( z7qI`#>VA@gFVGa~3Nm6T1e05dcjgx0?u?DAExm>qr}qpTXLxY!nM?0cRS+VyrDdAD zK}@>?N$E$MuA$5O!+`|j`h50>(kEz8fj0GIy24yyO!W{D{YCpEnCA##f^VA|^3In2 zg%Mf@;eiQJ5wCkd;b#>-5$ey5 zk*w$98gl$@MlLQ*HXL&kJQ?wHs_{Q>US&#|c7y4PY% zUq6pf2zXq^I%Zy2g-Cw5o04**N`NHBMfYE4r-fu=1wxxp75S`B>^#? z{$-xZd6(}06Z0YWOw4X2$S{@zknhQe>s=n~ngp`W3UF)G??zpOf7fVmbBs2OJdg9LCs>#7*GWPQAB1dqCaCOQ@7nd z^w@umo$8t9%se`&(cqp4X`gUYchlo@XqWIDg?nP$?=F_zqJPPs(&j#o5ML7BraAq* zuPzhQQt`S|@5XLR%9rhgcR>4BOG2N=k-^o)JL1?;)X1A_M+lk`)sVBHQmb}069ZK}q5i-cZ zDpF)n6H#V3c)!@?;%kkv&PdSe@Bmd0MEb1sf$^4Bxp=2Q9d@Ep)M^HjEA)0N+$shA4i&}$U${8s! z{T0CUg*MCt;n*7iT^9}B^7rBSjp8+~&#zVc*>5KDbQq_$Uxsy&qDddx*6sZK0Kx6e zx8Gzc#}G68Ue~T173JSk_UYb|xz;RmUQiI5{NN4wK2(%(c-Lk@YrKNR>)&;pP)THO zxDXE@SPq@96HQY}9xN8*+P{CT?I>2u_)BLKw;FG#rfw09x6Kolg>DIe@AOn1Ya?$V zm&A{pXG=qr#)h>{dkKL|8&ey$`0NJkpwX59)Z@I+H7>I}*%0n}dh+E*Q3fh7M3mbW zW5hYMt>u0bIGt}MY9+KXP*xH-6TE^3Uo=MTFR4I8W1eVk-@*IG^nL6%1j#}6P3y5d z;6Fc|tX0bNC&uKYA9o;T<_!!FrCzLqz_&je6 zPB9XTwP$_>DWcd|c`Xfrd7aI>0bCV!(^qH$_N*E^9W1L4a!3~}tpZ}<@a%v%y-Ld2 zW!kEo6eLEyj#CRrJ{}cT(YlY}`9CFoga$)Z;&KY0#Xx&1U#XiT1Zhw6@llT*hKHwi zaljH7jrnY@SNb<#q^Oh;(m-gY*?v?2nD8{0u971N+D$=N?w_vE`E(~H^F;Vdaz89{ zU<93Q(6Q+Vg^xGR`EGH7ATzk*q4jR3)21n_F|+SN&v$6v8Vpf&o}4fL3Q=tvS1W@K zIu7X!Zoj^Jy9UP9ZPUY6%L&auv1fI;;mmt51Y*7GZqpgDl$i9^*-ebo2YuK57uT?l zN7&F(#l`uv2Nx}bHa$MHkmq~EB+Pqf+)KZe(S7KT`j2%Vn%qn$YI0K;VYs$w zv;1-_PHqImb2uRt-$W?|+SX1ML^er$Nj8s3*btB94Vex$Zx9qrQ<@U8eF&%ZQy~-@ zqMsF}A-sN$;eugRTjORk=kc?U~-=e`ZE7K?s@(x#$-4(#Z<%-Le4_uuTC z_q>MY_#;=m|E2mS3G^Omb;`es15Vo_IY6o4^Df0b?WZ4Jf2X+rEJarQ1b|hv4!@QR zW5HE1x%Ua6{*gf65zmQI0s4+%@2rde`KFp!_yba(wnLLR3)bLE$0i+T_OXd9ksT?@ zVDY_^^wMn~(&+(CwoSs5w>zT&)_;W#JWVBPMI97Ry7A5_Xim|k?4fangcMIxp6s>{ znCukH9c@)>+->G$(tJ4Bg2yX9A$B8;%I={DX`h-1vmRNMp5u-dUQMxC_PoMxT+WA3 z=G`(%DlJw{)gGD*QSZ&sGPB(mSa--@bzFl#>m;>Oc+RHvJ=Y&joya5j--u=WGS-s6 zgWW&tw@?itvA1(Qrn2j`H{U;9&Ru>a6I-5{<~&WG`$4gG59?a2dyAoFTR?F|C+lgX z_3GG}o(hR~SLM{tT;rxl&CbJrB8Pegr4~y%hLZ}#jM<4bsSb8Ma@*e$yw~MME_GQ> zzOkJr%Z^-tzgjQ4$Al%Fb8R{{^O^h>cpw znhckjY!<$|?4Nd*ft$d0;zNN!5OiX&*Ns#Xar2@#>f3eT_f%WNYDz+$UL5e2q@z}U zO7eHMfji@aMV}Er3pc?iMZnDwDw~DU39ka{bI|`QXXCyu5v)p-Vhp@p6CQrFW8%BW zrg761&zK!=m=rqvBpc zo=$X9DPR~(bwr#XB|fhr4uoc*^cbh(lWt3iIbr_xiT(5C>jKnULF!eafzbVwR8^LY zFl+@h&6gkG_2j5Y`LnsHtEcKdmN($F?>2Nq_SivtLUn6_O}c_X)4$JJo;Ix#CKsHM z5@4A6(VexUVCcTIz=B!^kxHb#(%{4MbKq{=4#GD|N4=Q$Z8yX$XctbJvwZ`cET~`g z*MG?2G@GWiTQJ|Rw$xGg0Q1ILJ4JuE57#~&AGX1RN0p1jy<-RZSB`w9oi-G{cY4Y^ zbqAT3mRUd{fBnQZ7KW*l!900fQeOl^!xPMdopJ%$&tFANjNXFj-LjV$34$7k-_aLh z16dREYW4UpbF^toDSpyHz6asV{ihPZmFXqa9i4SSn?_t#I0MJy_uAs>XMngbUn(mu zy+V{Ih)+J3Mi|J4;i~|JM<}C0xavN#M@u3X`49y;pzaSLnuH#$L+YKUh!+#^D$DG6s?a=^bf=yB7I+419(fvaUkL}C z#By#A7j-lDH8N;X?E}`u3awEvAj2BbP1}$YW1S8jc%?nNoVo4fT5V&H{#w8UeeDO`KFWiydB zbH(I6FeRS_IsS+ua>bC`8oBSBj9tuB1gq(;J(V3Sw9QS>7RTrJm1ev zXKg~Xzvj`oD`Ny@Ey4o0a}rQM@Ip0=j^;Lg*p_$B-1NVW8`W|ifxfr> zLSO|#Hyg7q4dZj;q_zBn90SR0_NSJIo;f6UEN81Xm#)>`JfAC0n<5 zkz3TU+qzRMP{!}{;?kCUbaSd#FPGJR{`BX+_-CPAiT z!ds244W@hz>&Y+Lm$hkqsjxF=ZC$@j$fsH!z_Rlh${B5io60~%m**}KC;-|gLTZoX zCqmMMW5(6)z#b~EnIQ_VUEGZ{@4|z70pGv=8cj3rVSbQYr;L3J@FHqc#H5i5`KG>W zHd)c7G}$P+@S5qE{dmfI{3IYARdbH+3REH{6RGlk2T1kePpVezc$#Fz4pNu7G+N2R zj@OAT4p3jlnRCz4PCVkwmw(?X8dD?*F53G@$zJo*V1LsE^CRAnjZ_4u#D`vH(YGTp zLlb+}48xl{4;}MoJD(f~KRlA)H6@SGV4L_x1mJWS(a)xFY5;WHw z3Uz_f|J)qE5wmi1vtOXy2X#D| zXc;533sGR53zd2`S*rH`NM*b*kew4=;YWAbUHg!t^zJ~Q{^K3<(|rF=Jr;I$!3e#2WhOY>4RwLGn<44Tgiw|P_yd-E= zOgEC$CwfmnUHjX@!jq!%I<(nh7^x!a4d9EZe{eGt2BH z>AhJ)A46$js3tL6GQI!PfeDlbMd%$W8I$%XjD$>o7DKnUuLK^cfJOF&${r|Wnz`LajI++8guc}2pl+uQ(0DdmF$1BByl+p0?wbgN zpYH;Vf~?Y}7$NHm-lhG$18Ptt!i&hy6&cU2fSHQ`W^T3~b^Y?X(7|v5yNO)$Y`^|n z-{Izr;ESkBm#iphd!vi@smIaMoTEbdzW9YXdp=)f$%Bi#YT+#RH)Z2EXm6!4%Eh=O z2^}=(96u0khR~f42$S&7HgpM6dOs125TLekc7AJmV{FgYcS+14V(T=E=l2K0%OI!S zcUBJ8x5uzQ9K~tRyLCrSZk%WboA4|vMJCUv>CeSJeMh*Ge<_$&_De)PvW$t*gl}0$ zzG+l7)l~o$SJs>INhuZwAsAC zl|<9#>VUI;1qJ6V=4btfX5380L*BzRzD#-DmD9d2itXR5JJ1$pq4-kxRzhe!^+vyh zC(!IN;sbr`{4E7tX4D^`>H9kGfK*CQ>_pb3#q7?!5aXdmB1IC~_Pb}Z@Ym6-^qexR zdnp7yKJM;(3c-}|jtnOV0KGt|IE0v+7P*TOO5v(DBUj&aRe3jlT^o5~OSF8hM7(g! z{DUzFoxL$xP}d6T=B!3uv&{^AftG|%8I#zI1=ljB}EBY&o$+Z$sg_8v&|%3Q_xf4Pz|HbCnt?BPN(cq%wJNN zL=fxX8;%?f|8$K}Pfivqqh8QAZr4w1V>H3TVj(G_}~ABuuy72$~LzmD({Fq~PYBk_{l+3wX^u^l`}nD9!ba^Ffj;uS(+yJ=aI!{40#me(+o4bduC4ROvOjd()^{?zYSA-9$Xyq2 zuUL0Lut}~Wl6(}>QQWF)a3V~m)nm#_F%ocQHSuL%Na6Vt)X_CGNE#}aQ&z`o^vtud z9A(1{X1p}|{TOMp8KD;a7YvT&mC2kWMZVVOe-uvy8#L826)^*wnV*#sHFg7L#zK#c z`V9TpZQf6HZD@{H8x#r?BLzbmb$jt)o}^w%$UyM=)6t)wCDiE(v$lzNe4I@`N%eMn zu4@^~7vZ8V5*>-ruv`LI>g7w#6HwKYyJpj+Lyy@%$5DISz?4-ETpEJPrR1aq0qt)d@;d9vyFI0|1OiMp8a}cidf~=FR^4 zqdv2Y3sYY+);}4sdg~UyBqXYN$vPS>IfZ;bEVxQpy(mV)$d)!yR%TmCGUk-Z*M5zLaynmfC8k z?M4?3^~FQ#`jd&V(T{k9rzt=Y&nCjBHkJf-htW+Z(#D89{L%n-2ojI?6Fpw8qj8e& zRjOi%K0|$m?jq%QK~#SJergO(vSO;buqsjSKuc6fcz^m6xF)=oWOMR)T+oH=GwC$X z{+&jTP6A(F$vy(x)}1gePK{j6_lloASkDy04qCAOG`PrbTo4S;#=#3+Axx&7LshZaL>P|2L?q@tXf-5FZL&n;mkHeC7IJDzcZ&eGUtJ9pYl)VzQ1|b*Tuq z`X;SG&pS~f101C>r{an_w%^~~0M7<(<;c8jJS38TyxE6~Gr+0SOlx5kvQ)!Yc-k81 zoR<2Be24`0kRqN*#4Ez-8cQKT9?A|t{|1f7+398mfi?0NYvc@IPunHHJeQ+KuM z6+Nck~PPrE8#<%QtoQvuG5p7Zo+8 zzU|{N&w2HN;vnTezs_lP4C?=|bk$K&eO>ftpoD^SgG$%XT?zssC7|?xNT8@m~clFmeKhNeF+>m*YT zTpTb*dq$dP%~8+X!UF#!@6LL(e3;IPV|YGiKQLvk?l3p`N}G3m$7W0_v)(le!|3R6 zlPTcRt(EA^#g;_#e)47QoX?GYH`45j?@tA83{AFyp}62zr<&c758c#{ghDi~Pxmmq z-EmGfEvyPRzTHQ>zHJWOmu=!T5Khs)%A<)50|k2SIpoFjl#P3oYBjzL>K#Xzlm|r$ zD}s)+hSNQjM$`ctijK-fYZ_bzVcgW^JEmV3R>gzZ53B3BrDJuMYKs38&Y!zEsz!(J zlKMC8Wy(a_(F$-L;U=bcJSAJIrFvy&K}?6&P;PIrSV)_jKogbrHW&3&qn|Frcm)=TmJuY#OKU3JpIv)YeB7=9t zyM>(V!9XsZRAF1FiUEHu%Xmojzvmr4)0Axtx}Qdm=$pUUF(pQHNEe`Cx9O7Z4USb= z%mKNHqzi9%T9_ddtE)Ctx7K7f!`-!m=)oRll%QPIh@rDtIA)^^<_p{E4*Z@Z)W-GMt0v<1aHnGqx6@ydL2D0wG>a zi(Q!PW#()eo{0Lq|XRT~54#48!EjZHVYO1$5SeW2GaS!@?i@FN<1@>&B zxEnjS@mfjmOzX$V7h6uxlbq+L{CH|t!d18c%51i7iCUziD#z^Qsnf$;vl{1mv~P8w zDu~|U6C@*RqY8Nl#D|RC+h_(f<3XukQ%8?9#W-PTw{4&Mj^gKc6M)Bk6Gr_OG%cP` zzmaTw{}TQ*mYB>q4UBdHm80<+0FmFWutd>q>FIvC7(DP&?g!js{lO6GViq#P07y2y za{%(;Z2)9lyo&=5dSAu!FgiUDKT1-oO673cb7*L(}#Y6Fp$HED2IDSGQiQ z+<%F2TGV%JGsBeCz|0axgu%RX)oNGk%959dE;!#!M~!`9>3Dy8?zV=o)%?$*&_37WD{JpEiAvKX_JIqE74uF%mnI+UwN|@-x(?;1DSC zkh>OXPhAxNS%^xR1u$L&9KS1F%~@&N zbKAxi>0Go(0k2%4q7cZP%2>P8Gb~9xY9sO*ZsRA0jr5{M)8m1y zu>o|orylg8Nj_x#ONd5k=06E+%gxL%{=S1pH@EAK49a;&Wu zotQXY+|VEQai;!0di>`#QP3l~cD`Un#dqFs0-o~;e9I)#u*&)JMrJVmr%YDn6ZU5U z2o-kHM9$DRWhJuDOoGpwY+O`xZrWMyso)H#8pmd(?`S_Q=E~ zca%6Ae%iXD9S`?TKz16&!yBjeW7WDm9*J8Qb|HyB7|I7<{H6UkqgK=--TrJR(l}@D zlCAjO1Jc}lz5L%}De?)_H% zA~>1-E?u$xdP)|UkfDFlij~oj8r^(1#x;=1l$YzADc%!ScUERbWolT$&t{&~L56uw z?A0?(k7RTk)$ixBl@u? zSk(3EgMVaRXA;WbFJTCGkQ3v0taCJ*X-t~I|Z!tTpip_YNBYQpcv zMywabli17G6Y`dP(lzFfr#nfr!`OS)scRRBJ4kSZ1)Scighg)$^s?YSEU>d(f~ach zqjAXoZHa`p+AJ~q*dved!O_*f?5+I~Q&qG-ztZd2sw5A+-_39?wpD6AsW%{&{u2AB zqpiY!v1ns!{SLRsN{!Qhwg+#M4~Q?<8^00wX)>IM`l%HCcbeFdgn2eMm&nKUa(9dg z8A4%XIlUX`66C_N*jObMiuh2DgR~A0>kd&hw+&xVq2QLRpyM6&5u5Zc9c!p|rsO7y zNbEnoO1g*(52&Iw_@gsuyCl=DTew{i+Xg9Dh3__!G-?tkRy zqd2-9%U8gy(^WQV9b;1X?0G+Odw~04pZbUC%`;ST>1Kb}W!fY*>GgVXr}_JHXKDmr zdBoe}6QP!hDBldBZmo2$*7`ITuc5E0rz3t|q!UzMsD-D`n)lI6r(OFNctQiLwl&51 z6mrNpX4Asq+)G|k%<5`A12XBET#zNzoSBmP**n2B7@{R8XwvJOHf75$s6)% z`~FtO($m5uRn3IRt4AqLdM$z%ye`H!5>`guwNs>AiLZ^7r~x>hR^q9tlBBaHIW!1(j>)`}E#M z`|k&C1DMo^=+2jp;D*AaJ(sRn+1fCxg zc|AVEntRJ%)@f2X%r*%-r8$UAog@iezm}8?pE_~OV4Gm-{{nH;({=$l`WtFw28ARH zPzQeF>=18USRQ}zC((O;^&(R;bP= zTJulx-;2~|LMW9u%4k1@;dnhYO;SXDSe-6_<7cFY_1*K`mck6yubR&b4`PWoOcwlY zmw^jhL&*IwPFoK9%4}v})PqkL8zc~6Y4uBl3YfB0pTB>o`MAf=uJyL(V3>tM@0(H< z*x4of(>I|#c&;+DzA=coWEz_V3hH~%U<$nmDFx(*9HgAkoFFVAiCO6U5v*%hqMAJl z)~ssyLgN(&jF+^@(D6Q!am|&3o(WoV@XFdEk8aAS{pY8&CQ78O5Vx@IYtZL_ikvH{2q%3( znw6|#DX$(%&}~Y?ALP1{Wp|JK2FNK&!{ix`g6`7g{eaX^VxNzvJ%;Y{wQs!-gp~4P ztxmos-&E!!Um0%pnKhHQ$)Pdms8>r)bcvrbDjCvdo=>`S;uD3LXV_`+F>)r--org> zpm0@9a{F%L8@b8TEApIVrOoBl@g&1iV`NI0koU&B4~D+3oDp<^9s}Ps(pRE3C|teE zz2HjCSIc3D7rX}-pVQ^5 zw2@{PNPPW?8gaa17bv!g=W^phJ^vS&1$MMS=1#0QWoAHoWN{X+SjWT(5fdnOTJ~_}4UY9R45dLr(*ONl{%mO?6bK9_XglU1Rmj1WB zDvpmP6x^dKu_l-E@i`KUIdnOs6#2Fe>ZY8T@A}1Bso8k5o3_lSNfZD4TkrE3t%Y*y z)~Q|o5$nkMa`e-!w*X2|UA97e+AhYE6;L_fsyce78Ct+`TBln)aB23P?&5%Nt=}&2 z-0vu@$6WB#nR=eYoEotW#ttQH2H`qWMaaa~l|@_&@I^~BxFw)*oZkOYE|?flmc~S1 z4;^K%*;A>!S09gWR{-!VHuS>f5sXkoL`#ei`RWqe5Pg}FZ0+ED5#_YfW{4YM@53xj zmwMNUAHM))$pUp?7-nPVx&v)lW{+@2C~4PNwe-n@J)gp)U!i^cwzJ&$aNftu>RpMJ zNrmu)On8be`IM^tTK3z%%xT^`cLb;kw+~?5#Na=uoKG1ekgStbe#SI4HK>Xp)MrZ04nkX&yR7Sp0vr-n zEQgENR%>9k$FPXEg9a_H2!mpVrTkKFZiH9ny9~-&~0ah=YZ&TTI zh#VJs6yx*rK6F?aKDI^o5?I4YkM*1`9_}|d7pzJczUNZV&yWN#46MBwc+}}AJ|(X^SeShei&bn7e(*HRtnpeHvrysC zh{DE{shjwJrv+VEOf@hae+(5MKAxet3*C0zC$)-?fz=>Jc;0#u<*Q7B+W zPLveMH!+q)^L~@6h?@E|F+OzLfgOBRb6-l@^?9$iXBsHML)%>`jsrcMY%q6;IpHdG zZqX6k1E-1$cNKAwXtTT3Z!`fv=!+R32$k*E!<7ci`2Mb#9@SewVdJzbLZ+W;Exl$pp=7_wdUlEOkBzkPN zOg8^P^$dUZ{o_pnD{8e8k9?)YWivZyKZxIfHm2+!m1MXLt^*Uq|+Xr zbPh;phIT^ng;TiiCx+yf{r?=ZODC}-CSskL{p=Z%ug8Rtl$+J&*X0rD!<#C?#H$(k zujAy2Hyc7Nx;M5A-d68^Hdf_C<=?#DezGh|(j&S&Vq6FfZsx-=T=51Xu13&JD? zl^)iDi*4TcxH5Akt!4+5AoBy-;qJT}4Gni0)~5X+Atbj#vG_5eI4az&@priS)V|Z0 zZhK>l#ow}9zCfIoQ*a}zfRaDo3Rf}o^9jA&Cg@H!)T?)+|Q8ndP-howfNe3qTt~6 z&otm9U3*a@EPF@38t<@@%12erpvte_FI8VM7A0iyzU;x;ACKb#c0*AuW@^-{BEi{OB3fff({j zfV(1EM*kI)88dCxKw1CJ#iy9U-{b0d)yR;Ux0c5vY7+zV0=T~8zP3yH0KY~w$F}jZ zSxv>{ik8M5si4WJBE#h)g!NFyQB^RYwW2hsKu2T>YH2#! z^oD(t5Bh1Fo5BEqiI^IW*sCZLXwUS|dzoz>Fl zRGJO}m*qob$z0HF9(DnnLYS7OLz&+X!ODL`bCj^Kd$-R-wy16_Ia}RzZ}2-++0_H_ z!Sk>~Cj_d(xS=@iC48S3SzAtiO9xAl-q{q%9e3rIrmt{UOJy%i^H;~CfGZw>~0~A;gs&OF_xta-fZeffx>SDLac@R|YotJO;#8GXLxN0bMGd{J`@5h}!cm zbWq6S_v0Xl`oh{I9RPA(M6j(lE_6GwV4v(WByrM$B(wUtm03r3|zc3BGK^2cOrbXoJ9ZrLfErp$Gi~@r4y7 zd&S1=x4~t5!AHO_iJX-&gO|RU|5r|)rirnZvqh`be9ud9yW|~C0ZX*iyme_^1J`aV zEXLC%Q665$7Z~CW7R7+bg|frLDWmmXbLy;Smreb-$m}<_{JU~RRaYCs$7V3HCnbFq&-IvkXJ%9LJq4;^@t5fY_!Mknn5Xv-2KA&A=ZSkz`dPB&aZ#&2 zo5MyCou%vuG$A5zhCyAx>2U9{Cq@xDXCCOQDka?$c4@0^LbZ~0IKyUa0X&(B>W>@2 zhM0w`_0G^j^m4aOn%O~@550IxHk)<6k;dzu-eOZC32kP-msEqd>Q7)}(&0;RM&WE@ zTzcsTZV?il^P*f=VU(sD8C(`{1zx*n?31C?5$hMe+6hO{w5ynE#;2}lwatq z^6}%9MMtkkj96L+2Q@KL-Rw3vyET(1iN)vtNv&wPdfhysJFzYNfyjIsndGTkekh`I zt@GA_{xqa|$>{LZ}?Di7f2J#gjS6RcB;;eiE7g>nAw`zv#$GRQy4~ zv5#f=U7eS|8IDW8KNdLv|KE&GmvVFSF^Z9W6nBqSePn>Omz`KVV_M$u8 z?y$X%hHxMIPtwiq8HZhX;aDui^(`XfW-Bi3q+=}RJccZ%>&zzAqyrP-s~ggN#@;pS zOI+>ys{7TH{a$qeE}4d88$aZBbd|JD%Iuwg9;)yqb)JfH|x%p=#RHeS}Jf&ecKGE(7Qyj1%h`to|t)Q6> zt)()f^wY@F1Z&PqyFs46!q$?|9IEyX$p3MZ z6pa+!H5|HSu7;j2VyhaKzKW)8D-={I(CaGWqFYd1vY7J9-%-b0)N-`?_oF-42Go*J zP5^`23rbe$9pN&?cD^LO(n=YkIgH;QEdptTI0ku;H(`gnWi#w6z9bP*gtSo!&12r- zo6jz&Z))HGHP$rVSo1GhzN2)Iv{GdUFQNQox41Kv`Qv-JZC{m=K(xnH;RF)w$B4#` zD<}s)8?3NRe2n#rd=j;=(0wtm9}`M7k**>z(WjMMD@3ra7^8Fbo^N3P{-kK`Jx0q} zH~CH3V#?gI>aOp20h5G3v{WP&48ixtSnQioVLhaCG1`#<-h*GLUEVXG_AnLFb<4ux zmXv!qXMjD>+s)h=BsH7R2?O>wc^iFBuGd&OwfNAMK56_-x4 z6p}#wPZ?Mc!#MT)o#p2E0eXK2ze5oR8SZNe5~QK)S@&XL{=kw@bo9}dks)b(N7$XH zk-0)f)9>VwA38qj990C@qZ^7YV!+p%J6=Wp_8@4wf;s(P9Na{1Ykp224`L^g#z8P9>+9gVf z0PyoO=mx>@3wWHFqx0xXxb_zhsPwHe<1CruYAOTQ-OJ)?MlTo0!N1%C272kZ5a~{e zJfzb{_&q^Ve7f0l5dGi*7UQaL5?D1LnZD-{~~CrJm7yeL@Q# z`at|wRV0wU7ll@!1!h7)RT3wZ#t)$KZNHgJqb{Ue|6&cd3?fiJHJxf15K064yHc;f z*tzuFNBmL7-Kt*`0egoEr(4^+k-?9PR@{!RySQ%dIywhY9^m1t>&5(1ClToXG1hC0 zhTzauFTd~T-b*-j>nJUqT9L`PRU@6L#oYsRbR39`voy5K|sd(1M?pl|805D%1Hy%)b13>+~(OH%2?(?#Lb$jg@U}oBV zg=YY;CXFUBqh+&tC;dV#M>o|G=qrF;k2moouU)7StH35O>CKvYJYIE_rl=}NU};$_ zlCR2M_$6Taa@#d-X$7nt0()AaCPLW{JdLSo_KX`LH<+ku_Co{Xkx{PNX3;cBY^*Oc%6U4EVQvAT}^0jTt(=4IU`SzFihyRNEGC5QXP5<{iPliI>~bW z-$a>z5)1#O=Tq|eTk+)1xA^F$ZTZwE)!-j@1MBifg!+=Uyk`qS}i^|S|d^iyD+N4My|o1#K3cE zH*vbzoSjQJ-F=6S@7fXBaz!tX5JOY>Vd~q$MVb+}VFT4s^DA7;Aj`zB>i>|h z*xTat{sON+muK2CS{RnMuqeeB2(ex%4aR}r`tnJC59~r9EL?a>mFeIJC@NbW4(1U% zZ_^o++gB!wtQDk0(rmx)byWgZWrz^n=tBUjC4wv!{|6OImaoeOWE|&p#B2ir@?ENU z8c0unH>yn2%R)1=W5FnKIZ@*lC zz~>Bs-H*~yjp?h!bhq6gIl?)mk$cwg3Fn9-J*@FhqKlX!m`eyvX^lI`0B!zT=FE_; zg8&?b;6_Z624I;*D=Ng-G z(|bjNE)5@vC(7osP4;PErh?{>1sehyTS>;nYQB--DdOdtO>AiyZ@X49#(?cR@yQ~i z?plSEl&^kBTVuwQEe#}D0Gq?u&!ip=0wJTT7gxe_$(%Rmb-hogjFQjji}m01b&bDN z5DCUhN8zk(870hWH`bYq-x_@dOW*OA%@nv3%B0Z+pFKRZ(*%pdZoAVbTld$8m@V@c zxepI>f_(I2HTmq6+dTx+dpS%7WS?QjG!O=JdikAyv8(<=$HA(^O{g}jDe0+wRSslA z{&e=&V@Gcg_tn3dkstri=RFN?J!^<~yVPq&uNl?xwLD^49)l`Mp1fWaYN7SB%b4u) zwHX62e|1a!ZvgeLn;_pl8?y`ax&cx~VoI}m)RLpms-foy!AjeaJ$v+mV@J_;)h>L+ z5!Ez=|BX+=-ahZo*~T1IC@WLSfJ9O2otdPex!gbhSd9L_uB_+TOx&k_^z4~TH{0(h zXa|28dpsU%^dBC{sdCeUV|&9oA-v1M3)WS9ot_?MHga1&12z_ViAI+q3UY&=UWE~* zt>4k;yAI508pI~0ng318l(Y@QQIzl?yUAu9r02D9yClJPIsQ@p3D>AAWSRnzN$Ayf zUbx9rRuO;I)b+E7JvX^7*zryI0>cJ>PCXw5yx+a&pF5*n}GEj&lz2v zlJ`~N4ZWH8vzQzw*`zFnNdI8 z;cs9S9JIgeLNEo&lv8by9`Rc)>Bi=WZD9jLv233?hH(sh1oQ@)r%`!=rLU+TM^_taVo0V3JL4H<@^) z$;ZS6rexv+@#u_))gm45z==<~?2@AgrJ$c0J9!&1ZY?r8Rtth?XHV-@K0z+2-u#gE zw+(AiZBAuWA+6b&l<>ZM#tERc$212GElya=kB^PL^3!32p*zZ{GOU-?N(Ky^ZJIO~gmHQx3@dn_v39B}eR1~oIojF>!R;N=-L!Xj9pbye$RoqCXBO4FchBLtf` ze3i*m2RwlYH@~+_G8he(Yzj$YB+PSTfB=AK4WWuvQUgHz)KmM&2e7k*YO~)igkat| zoUe32*dYU#^vVj&O&s#VRKe&T&l3Ud4zYiRQXvZ<+CIY27#9u_5j>=;C$U+Q4 zqn3)Cg0TS*!G$Yr&UBQduVxAzcy{7oaE2}f(oa6oOMM5Ls$H3O1Po0^Qd;S2T;w|) z*MO}PNzkz&)gcD=3 zar(M$g%vFE4Y|H=JSRT$7GC)YCtRNnnT1{hN5#={bi*|O;y5Muk{zAZYZ-J84g_<} zO4g44mPi?!HylN5O9P$O3eCg;AHmdkRY+;uKT3bA&Ax*wtP>Dpsg|(8KfA(n{eE0j z?@q8H=hg*R6ENs7Y*Y?c@lXaqB$ln+;Q=pJ5=+b{E!@>5lV=}eQLg84K3XkJfIlj}`Fs#B ztFzE)?nKwx*VPz^NvUH!R6WgIv3DSG`hUov|PhiR9GCmN0 z(CpvNklZYXCqgn8lW!g-Zha$MeOed66Al%1!+?lo$jv`_x4^5>0ig2)-++uC6A&4u zvoNCA0~tSRm*o*9E_%_v-8yu_FD4x9ze+@+oNc~UYt1<(iM6fbu|Io#*0E`O-AOW0?@3(A;9 z7+%dKKXZ?j??NTaaZbqWzo@(HCYc%VM@6-Bz_EJ(kVGWRbkClw@*CBYp(sL zl0@k@R+G>yV*7pMVf#t`(nAX8@HVD`KMlnVB$P%*n+46|bB!^OMLuI~pZ3-Eh{P6= zbJhmeRl&U5(rbBnhsAu^i|T zYWWI0uC`V>Y^kZ&2p1UyF30?~hm_{)k-F$xBVe6hoyY;(BMSTG0nQ8cR5Q~00&#F9 zc=O6lf*UvG-Q{8InShnm{E*pqHL#`_=}xz+?;<5UqZYJqpnBg`NuVybF-xl^?~He9 zxIxgtGjF2Q#C{Z`?R5fZDEp*h>x7R0SCIf&h})T?zVTr&MD&(tj>ln{o7$zL?H|tf z9bO0^onlw%T*5(1PS@TS3ELz{w?E~5RiEW!aw?EXj<>5>vWdkG`CaD126CS4{vxC9 zTO#=x835@C#<~lgb1Gb>tR)v3pH~@=o%;+7ZsWJ+r+ijL#~`dhm+#29h7+-1ag>bn zn{lUmA=|09-YTlkfi8^JS7MPeA`m*Q*&ki_YJ5VsQC|BY^6=lOce1VwLt1sL80FHZ zR^!!C0na*aSSSZYtoGvrCkw|;wSx_?F{lpB`YL7NPm88KWHAex8%ZDhKon9%MQ1#l z3qtbGx&&fs}6_{kS4Ih*Z&L??=N zuYP%puqbKouaUe1kQ_>XsAK#XYHut31kgr`Q!&cc9Fb zkrXWdLEkxV-TMa6Ivyj~!}RKK zBS1s1U%z+8?m?{;QNWYH<!)t!DzidHr!pvb7Muz-i74^@Nn~n{oiYq*OCJR!G@_wACKI-fG*1P?&N3_;ma~Ronn|Kqx*1Ra)T3@gk zhg}E~xI&6hn;>RE+?$s=^$=S2+veBo3v#(JxyPxX%lo}?t{|(`$nATX_U8*ci^FVa zM%NXVxLWZL$}~L;*_B+N3(8?fhR#-l-rH`IN4dCtv>=2WDktvAOaFs8A+a)_vK6B!ljA zJem*tOhli#Joi{~CLbqsm)xGT!D#e`vF`XOX9O06Xo1M?rllT%dVT44nW9;#_e|2i z21;Fb#%8U-DoL&$q?&K?mmyF-rr^DStgUzUsWfnb{$#U9go&@qKWiFWL&eOAk-1#C zM3SG?Gr1PfabcuOA8m8vs@@%<=@M$WA+!5R+-eUOKL9cgx6p0Ur-k1q1_`g=d7Oo0 zlWM~DGLF^0o7#xo79jjAjDLb&T2LEb-qb-H*QmQ8b=|5Y^lAFsQ4a$@H(05EGM&dm==GwvL;Ane2t>b_gU;XXAJK;#? z6gsCC^Nj_1M?YLxI`L6ae2Iw-?&+>@?|j}|?3QE_#leZCInQ+>^XV7IY|M{4?Q0ok zj79!+0tBplT9sny&8N;|>d#X77|pKnVncFM-V%US^ z4P0%X-d&C%wf7*pB@e95{h;k_3egZ5@`7B$09-0NjjlbfL8Y14w%)tb6{&*dYy!sb z-S!9HP$jI6*M{9fzsKQ}o!SPc`;6baXJ@2HgOTkEo|8L(0M`;v#0`Bg492ZC05yjC z8*`fwsQ^|fYqjg25g@VIaPf;hWHXpLWbXEKRq1b543yWjlaW}n|G=c-K3CEB1+qZi588eFj6+$ouvw=5hGYxCZ)T zhxI35Vz@tMz}#fu%=Z-9USXmYL+P)S0R|phwqoe5*K=i-^KsxH1I=_^`B%&Xu>JlM)!D^I(4J$TjQE52vq$rvRRD~} zIaYJ=1VB1kS$t}7pwV1Lq^T^>l9*GoEVpN>LT8JncZl3(L|OA-fNW=-=VL;!WBZi24yA@ou3w@e8} zkncW!?K*oOvp_!bkLVGUvxl#}?52g^TgukO^ZQUFZ6MQG*9FhGV`8d% zCoPf&>4&fa1>+7l=_`Q()AuhwC-QAM8wu}m_jxR-fakcT!^dSFFwhyFbi?SA)DY@s zWe1fgD-s<(t$hDmBK4+v#_N)dWFL1sKMC)E&wMEGt_ldt5`OE6Ouf6xYw^W#(Z2P{ z>}idc%QMkPW0o9~Mmzc*CGVEQ9&NN)SfhPZI*5EH)yux8>Ua`V6?R(uQA*fX*8K3v zJ$3NjHbrjzCh%37XUlr^4_3@{j)u17omAVu-z@hrvzg#d*Qy7{X$^Irn)MFuXn=i$ zY#@+t{BRA`@bW%q7m4h8tuqa~O&L`dee3AhE`Xaw<6UtA0mqvQ6_}?7!9NT(Nx*~? zUp_0GUsW2djj{{8;rjPvm8uT9eGYi&y(%7~ljTg1&ZD!zog&n9%(gJ~p_(weoMV*_ zh!*i@An_+@v$_oA^~YcNO=3HP7(snoY3vX(UE;~xQ z<`vl8=az5~VRL;RdEwhMbT_kO5xM2vv@0rdQsnddh>=cs=9O(LSBaTYm#?D_U3Jm+ z)mNrDCBqKc);|Z-zxa#&wZ&XRN&Mf-$nd8I=!c8SvNzxHs&knMP(a+%m-1grWeSn{ z5*Aq@F!}|nApm8$>;ACq@ezm=po!X*s@Y!)d{()ytU~#4*;9nK%06tO<@Bz`6v}-r z-<5SSR@j2Z?DGAXn7?D@4f=KaW3$*C3L~0llx;eypUr62R|4SAY2)PWf$@M>jL1qeJKn%5pRko9A^duLwL#xm1y z{i{YlA6Vow!bfRH)$||h`q$wlY69m`4i+n3y5NSzCTB0VwMOUAQ~teYDhv($!Op9G z&n6`t%4LULf|+5V_E&^eh*bGDrFN^d3m|Bid*{`DCVX)>bbouRQ(tfLv%|Zt0w?xb;A6UFV>H_{ z1kl`Vi-S*{;Js@Xhw2w3;MiGPVNtP2Yn)?qr5cDSv^;T`7KHNJp8)jMgm!Ft#uJ{RR>MDK?A?JQ*E) zUA=R?^~@SM#s3wdK~3VOdurGEY!ptL?;K{yhbC^QKtuqklA#UZEee++r*mR zxJH5v0T5`}Vx#vL$j+zi96KQDm`IfMdgclRrK+9B>0m*>J>GVR15MOs+S6R#UorcH z^w1`Ul}7$ckCOp3w?8#w_7U^}Jq#uI0^Whb+NOIBbRjF4-{f74#+2c%JbkLs^U+vI z{Y*e$g3n3D^RncgX*Va5ih_##Gr5wXRG`zG)WETnh3}w*ld*#!sxwq~JVE!O>&k|~ zCv@KA{ngY*gq^{7Lw#?Pa#|jpG}3P#H1?*tfg>HKzc3z8Yj;d6s*4BOXcI}kS-lEs zaS_nl+cg*k1){KoH&iQ{s2}&osv7D~8Mf5hHtb#vc>+K$mCBV097X(?D0d{dkRHT* zU0=aD=-O#3i79c3d#W8EQ>cm}7io3bYzsaiRH_6_+_q$Ob_e?e&X6VdvJ7pO7zaHh z1(Aq80a3gzNly}|%YxsA2C@v-6RtzqG5xI{a&krvMGkh1Y@vw-$oT#vO7#x1D39j8 z4rH0nH8C5Bgz=R8{gW$V7Cngj?NJ2}uQSZZnuDs8RlJPjd@^Six37~JP$LyCTV{46 zVpvJw=_0OJQ$~T2wps6EL5KbpQ`KF7LmKRE;EOCs)|2h8|6WU_g{M3zPus{D1YwVPeY(3$T9grq4kA$=L!Bp?={=YvuR4TbBI;3Mee9CpE zSRZ;@%^4p%G0=^jL~YB_osRSdq-^Bu)zo_=CUE~zDLa|9raY*T!izn&e^957-D!B2 z09xbOD(hfjiN3Jj9f^=OkqRi@N*I~MH)Q7KLp+=kaQCyJA7@%WD!t>7q3W>lRA;xl zPgwd7VXLRNuRq-8Sc@kWeq+a(h7*}z;+w~`n0+qb)~>(&;EEE@JsIC*(}m~i{-UF+ zS_Y+&&+#73Vh$BKglBZ*u%YvGdx?54Tv!|n`thdDa}O0x{7tBQ)Irr`df2E7$^R?N zWzcT^emh5GSBY<7;otN3`Rq208Y-i1qgLgOlVSq_PXW`5mXF zG}HU1xAyyg)3#Q)q)TeUn^u`oZDY&FZ4+SsRKNr^=uYnxlr6!$iy$(2201mb$vU`2kZeH|{Se&X_whyQ*~U<-`m+ za%nn}diXZ?@iv%y@nf8tRMvE!!d^-XN76{$W(!pqrGAlwsZW>M{HBKKCb8$xncZgW zu1sNh3CqHiW{%{6Cmt z>QR?35o|Bfbl-g677XXv49oTwC@RvO&5DtM2b1d8fT)D{0(Wu&IQE;;vd2pWPMO;! z2Nz%g23k5~w=&}oaV@3i4wHfJEw{w9gHWxg*7)w}bJ&_LrH3{ZGJa<;u>z!4_5G>M zF(X4~>FZaIK0>}4Z9E-(0kZZl)Y;kYBOPX(S94#G=chCHi~*$rmaS5(NSJ}9h1yi! z17Dxs@pwB!13HH%!BI@}#X~puQ{$UE$k(-Y8+Eck-KVNHb>9>{%QAZ4OzX9=V0HmC zM*M2TafUREa8Y_!j}$rXXujolEA_-u&(QYOOJ~R5cyPk@N?oB>AUR+4Ftp;d7*t~l ztZy0P-mU+X)X)xS68_Cp`9u1ba8c(T?mgaBUX_RCAHY~V@F2Q~$YdQ}(&L{j50Y2- z8^lok6m%{^IOMfUOMUX7L}?RckqNDt<tEoAWMRCdb&A3Oi*VW}?SSTSamzOom z|D(X&zzPflKcKjl7x)41Kw?VG$U6`RPSg17(Q407V5;5Ma0TL+BR~lHJ@KjG!h(AK z;$~9*^j6BCIu4=-382PX(v#T2$V4j9-Z{re(iMzyO4p*iosX;efAu`2mPWyBk#(Hw zlj0Bg>BdSK*c1(MTil)^@oOWlcL>D%JNQ5tibFzP z0FT|=dq9(`NI4czJyW52c{kO;btdG~hpuQ|%*|Md(x68 zed+WPwy`^u?aqsa4HlQVCUDGur>4_$_uDP#y%Kq6nx+3GmbN&RGlff@j*0LdAI;V! zma2v(P@6QB@NSIX*w-$4wr}iM*78?Tx`Z9!H4RWxZ6gTsAX(4G;x=dhxB7MhyEh5)l(kWPjw6Cj+Oa572xJDu zRGmVtw<4W}y$nk{-g87`Q$nrMZWDc0%%Uy+95y@s&ErfG&P$P3d=@f5_6)RysFQbk zc-}pL-IZ7@N-L0PETHDHroRs%w*R)|o7j00$8Z(i?V}+nz%H-_J=q3iH%Zwy_C-LE z6U@MKVoJ$Jz`9x+CejF?PsQ*r1?l8>rwXB0{F=5uifQjKL#ow zA|WF~y%hnGl8zx11f&H-a_AK4p-YiaDFNvQ>24TGP;!W&yK7+Rh9RCazt{Kq_cENh zbMCo2)?RyUfiEBdO1`VZaW>aI5OyB50`#;T;<+`Q+Ch|Emtr%`bpJrDuGp*sf*^ae z5FN_mTL6KLvUt}3g>7$RJNj%Av}OA9Doh5xUKjTbRT3?N8i=+VUAcA1Cqh}m?*svC zTe=zNf+?VB6jqzPz>L|iQgp&~Y?SWCl!XJvQK!4QA3O-4&Xz5w!xvy{#mLDebO<>3C zv~g722jpz7R?827-L2!`wD1IbozxyYLyumm(pdXKVhw(uC}sjZNp!$7;p65#<_d-L z!8f?^6rlG3=X3I}VpF#aJTzMxhJ{n(fMx~(OhR;ns4^|M=!bM29YTAx$tM7?pp$9j zE5f>5V>6Yqj;B5@h*bOh&AYD+Qh_j+&eug?;8%u0(@Y{Em_wX)>HQp#ln|FMwW}$R zrzLgOk?s=ic3ak&P!RE}mMYDd+=cV${hEt^9cx2eZ5r|)s7h1TAHi1}S1gZ@7r#3< z^6_wo+Q1Zj48GHODCCy8c?vstjJ7?CaWpMG4;s2+;EUuhP>-3w zqo-&^Z{rKlqu@Y=!#NMUJvur=itf8BY;F>6!yPJ`X&>z$OR>K^~{kA*%XWW~51C+D-XC}fw2t89G1b)+Rt;ZlD~6@*YkK3*y7OYh+n!>#`yZF4E3_oTM28K&GWKy!Yuu<7KD*Fk8h73>YkE<- zK19$P;;KzYTy&>jwdo|F%;k{&tE*v+D^`!%mn(9jBd*{vq|1%?dc&=KM>$pA?2~Xv zVxQY$pNe*f`hLl@@u#$hUO^6BMSk@mYuYk%CXI58u?~UO&$01>3}v>@Z7ePqvbE?< zp5*Nna(z=V<~TKkS{FQ4ALTviH{L4d2|6lPane?aio3>QHJU|-Mt4gJhT@!b)9uBZ1TM?6Gp9q>Ep*@SZ7($ksS#Zu|VS zj`n*#vLtRsDf75b7e>(!GQ%_Nvz~S`q@GK~PjymEw&6C007wP!{c6Wgl%88gA`bg8Qs2a&OF*3*5lSYupRwhsD2UK z_QNs2IcNOk^z}zEhpcUkNjK#3_rTTLv%R)k%W&rDU(PmVjfd&9Thkt;xv$dbId-F` zoms} z8p<->W^b>m+lcSW%e~El4fNVc)Xj%zKJXq`cner?1aRIG^SSCnXBFX!EW{>?1L;&O zqS%zs0pY$%3ha6vqYn%^T@x>Cgf=m9&f_@E=*)|{7!T*a8w2w3vVW1CIgrwW3CoOQ zL5#8Lbh8Z^B0>~#&^UVstl!5`*W?6p@F@xSHbqiY(QJb#(uWur=I><^0tByOhy8Vn z2hdC>UH%IcHTcdiMVAE6M@U4kKq-KY4o&ZHwBvw97;q-!d=bDo8y?cH0`#M+smZxI zb4p8{M%!x&sgSk&E0y72IipgVN|eR{&}LqZ#ias#2A8&6v50Ql&6qxNy#XFhL$gZi z;7xcSOV9id$=LOVjf@ODLzqwEWPG=gP4><$*beD~fVIo^%O&=k!01vEyY8&}xyP3? zik`C|1{!D0W0a7F7OKb)YKa~N|K^EZeGCs*z=kb=YItX^e767VLA9#Y#VbMvSh6Tc=OTcqon4S*!=>ycrD2isimgGX+n zwauNK9qcvWMwX6>?XB+g1WPR^nrj0Uo^t4f8dxKu9Hr=(hJwyqbb|fP$~&E+09QFs zcOSfLhG3Hf+>6B#b!`zF6vQA0KG;=miG|ytREHPR9R0_nm`G3X^CJ5T;U3hFLJV3F ztWKz&D*EBXTX=Ab+UE~N%84h@;CAS<9Ttv7nSTYk0p{{-27slAbwgR+u5 z?~06+UwzNRl=UnAEm7#;e~);~KcsiP<8daJHn#}A^UNmf$*+uG9@n08wl%l~AN`%6 zBQJNK9fxgi3DMC>Pn)%?aL(||vhB&cEV~-9qZ<8x%7X`z_B=$Dt%T-!s^(R^hOoz< zWBH3!c5n70-q(3N@M6g`{qV5X$*vjxSc|VN?N@70FsZwm|mSSkM|A7o|G%vyP-{pC1ctH=V#cSZv%yiF1r<@gbxkHy5IkFKALL2a6i-YhUy>)8I`7*k*`Z8u&kHQE!QA3L5p^w>j5-m}}E1cSqNu$$bpj^iP+ax56N2u~Zh zQ)JCce}=b=dJ%%G8NVcXogyn%!~DDp`DeYtD1eJ{XCj%yrmDVG;L>m(w1n=JaQHmR z0LF234@I4!wXDZkB zOKX+?&G4m4YW5^21O!+itRnqwXC8t7c=3V_aU?|f@x%9|1d;DDS*iq2PP$xKjak;t z{Otr8)G%bpv(EDVGWjL^5AyBs6x%ozzH(CJ?QETYy#bsrg6)2>L)AdSybHBB<`vBp^MIv79vo|J^s7}*fL z76bGwN)Kl3SgtKFksfs!i|mLzTVIQGfG1hl8~v#=#qgX(-j)Btsbkh(yo~n;nKj39 z>Br&B5-(1Fl9*dCD6;M80wPVIM9P8?`^}y1opIs|x>duI4K5T!!%? z)lIm#wKClaz@GZ}`WwRugeZTkcXGFIiO z_Y(?ZJUS%X95D+H$Ty1_kA6djgU&PhHOXS!xORlc^G>>B?scXXJG)j7GSWRk51CP7 zm*q;xjJmr_x>ERs*;;t!K-Gc*0rD$Y=xv8bm&~eK?t90!>Qo9VQ{lzT1`j|EPjqVQ z;^?4P%M~1{RUk+1%7lB5Dr|R@Qc$9+({3D>p}YoWLrttIt^BL1X(u{L4_4F_i$0JA zh`;^LM@Tr(IilV65sqgG{A?4DZycfIp{3>5NJy0-f3dbUnFL(i5Ph>p#Tx>>lc1e< zHWX>9Rpc{bA&QNE!#oFZ1XQe)MB~}J2M6z=(#5b!I1K0kDEUWA#(MJvP+`$IV=NI? z{?`VF|E=w9BI*eL`Y187PjxhGZ?KDQ?pXQng%zAyFTIF3_-E9^*DAN!DI6h@L-yk; zK}InCGGbg}=w913f2e&o_^A4XpfaxC%AfpNkx^9CJ>eDdMtBr7JKKKtXGi?HsOKMh z-f$6cVC%h6 z(x_dsPuRdK?;JTUK;O~)+ur`k_^vbE^^4N{FS8mXyZ_90wnOJfX>bDTpM&KEYS+Jv zspw4Rl72|>EFAvdW|6~S`@@El)!-NHI`!<#c6WlUM28I7tExR9OHE<_k+x^3Jizf> zVctXk)cRbHlNiHjR$A%EL_48?RzOT z;-?jTt-DB}$3MXS*IMJoK0|!3W#CHg0Z-n^X{u1E>V)+dCGBsKTgtr}s$RHoL6Cj0 z(sMalfKiZ?hI>m)2nVm!iZ|(?m9#fb<7>9a$@BLI$~8ZD!(;?+K|-PXao`XAeKS$R zJkR-Bi+s9tpFrD$z4%ZKfLvt$y4$aY!-{evEWx1C=4NQaK+xn@e86SSl}DBsBcI-P z2xmU0u&R8kgcyFK2@H6uhb(ToNh!TfqoRcP$6)SDQMW(tB;fe|Q;p%j!Akj28$#ou znI}+pS{k^xPl6LU-i-D)zg3<)!*h~VlxI7ObmE+>A*Yq{w?&l=`*J*SBkqD2{yoI z>nwWbKk(hUOVyK;f5nfzk3uQ@&}}vCA`6vVz+%CM;9RH0>bd>Q9>J>!=oZ6ULZqbl z)>pdN7Jrr;Fp^y>sKr?hniX86vn?yW5}bThAIxWoX%$=;j?6+cVbYO#GCW}Y%>7XJ zq4^8PXCL?2pnY5gGR<$r-2m05w;xl=f=vsKvU6JCzzp*J@`;EB7@qkQOc1M%UU~DS z@$+3oyy$hy#n*VSseL46?}Z5AK5xVmjBmliSXVGOGvJRM=9zbPKXa!0&^`Eo&SK8Z zzot1Ge(F+aCOY{k9o2fs<;sz+kaalfKIaGw-9=jP#}Zy_+eY7KDB_I0UbpWh{!Z$? z5j4pHDWs#>AYhHVg9!%kWYqFuo~mNWSb?qY!SP4sT5@jLZ|TABL3)R`cSu1>2w8%1 zLFt&6KT!j4fpXbSrFn5$rLW*aGMJ~$#=c>Ibd_A{M9jqo%0ccrQlQdt%Usm~BtR}7 zt*fn`0UcidfdsZRg-hLvMH6s!yGhx#)Sr{hrs>o49k^OM^D{nt`TD1wfZH7;=B?Q8 zG0E61!3ZZPSogxLCL{_}R$XjNPybr+{aD$gE{jewC}m_}@-XH?P-hBy$lgLMU>lMW z0S~Lg^m6qGmyTko6EoRJS5S5V{nucTeg>9?@tZ)N>i(7vP^)dcOGE_9B&ICISD)^} zZF|0VdjJ8(%)n3euR%#A-tT??{}8HH^$;r1Mkf|fOcJ?vF`kFHmkguXjv}oohB!tT zil;UlUvvk7r$vM!=>>h#mU4DhKW5)U4c8<3Eyn8?n`UvLhIbnJxH0|uWR52g0JIcaxe3o^JZP>W%FDvD&3hy`wIEK z{I=bVu;4jz$QJGE8yFkn?{Q0_i{S|V_@^ejcaZz#n!^thwe}UilF1Nzs)YB#qVv_rX(@ptqq>YtoYKc-v%n0srCsd(4+CPPJKzV(en8{LxW2Yn4$6*&~5 zh>VX%o~36w3@a=O|V_$vEwI7TSTU!X4V=nP1>TLJ_#uxsn>FPzVoi#i6cSF&X8fQn)(6C6t|6ri5V&*@!6l9a&ZdtalgA4J|uG0PRKqQ4}2E3)2i zGFh3r*Ya$+f#x=vu-Lb;{~i%J>#m^+e`O53m!`ndS_9W0%Qh1{#ieffp($}`O`C5r zHO4gQC8*2xDv{Qta^Ij-3ymIKPgP*F`L1n^OTl{p_xdl4b~`FhU?t&EKOpG0ye}s# zKYP{iyF3uTE*H2I4G0t3y1sf9Bh%|C`<6i*>_z9?CE<(0yT4j# z*3r`M)Rh$PApMa{ard0Si^Q(ta!5yT(iI)SKWlYhiP#wYcrDxpHp!*xS}U6rF8_c) zChk?NlvJ3U8@@|H__EPv{xNXG*6;Y}kV#knrD>z^Vj%Wc6(&GYy8AuL5iIFMLkM!2 z(CN+qqmj|(xaZHQ!hqEGB!!EbL@UZP+f&`_V< zP-6n@c>nrLdZ0&5qp`H2kM|cUrAWP7@WF0lpXslhjtu=iK6pCNPUp!P5W|bzwFs_9 zuY7R$d9^qO?tGijx0Jy#Lh=z0+&lu!WYO&)NY=j}VbsAiv2byE_siLnLZ=t3a6fAirE_=r%k| z8~ckF%jBDH{0At4z@k`46T$+qS1*HwV?nw#sJlU@0(=XtgPz9%U16*>^QsadTKf8Q zJ`re6!19q(dBJG2?MbUGrkfD1~MF{#%=Y>fdk5qwn8@9FH>b0CBM>9CW7OJsAu+S za=B5=MZ*lD#IN3)FC)eAy&J24E00I*G@tX~A-1by|UVCsHp-syZ zx_cc=zub_N%vrMttPzJq{1`kr+E;~fbGZMP=!9xOl4kkPJ&o}Qr-G{_ncQ=0D4ntI z@8f>H){*N3ncOQ+=mPXO)EY#$>Fppjpzs!)Y$#oJh*Wsrp0mB|ux|`Irmb9bV2)=J z>D*p)P;`&4K(&;&RIl~890)BboMssKk;04T(v5nT5II}L-)?hFjB}&!)9-otHI38L zvlzBH(LCB6>Q=HKX;~HcL91XNmK!)DZl4z*U3csBvSo#cbDjhmQ&0NYPKiI?<(7rb zSf}e@w^z5`EDq@x`9WtgeYS+rZtwq~ zp>Ns)<9OK9)SU6e-@(M|_2VTB$pu-+Wq7kmvgQg^SM90|9k!87y_iQ?UcbYmqLp*> zLW;Cpykh$qwt)CjTOxwU^wLD;9(Mo7%TaA3vO>s*H&-j21%*3(VaD*9buL(miLU`4 z2>ffWG_OfMjfVOvGY%VPlNDczh3*b7WU7lQt7E*qQx~OJq27BB4|g>fheqrxrk6(Z z`kN?4&X7w7=ka{qo{v;Lb-shJVu|+Su?yy@t$=Pb1+sFGVY9Xzyw}jGUZE zySlmP>GGl}-Q`*pS}YsYCAWwqQ3Q?i+&gzsA?8sf;)ue{`J8RyF|48@IX6_TpLDll$`ppWzeHNs8 zZa1PbIrU~JbN9a&x1&@#j4U#nrX^j$$erV>url;YMErSfHWm21vtR~oMH(vOKZ6mR zz0dc4vKR*sypR6iC~eDtSb*x43jGg0yUd`u>W!~ezLqfxdYN=$^3m2{>ETImx!ko4??b?0I6hySKHPmyOgoQI9>`fy|@F9 z(WL2?0BnAfv6#wX2(r*a@X8FU22Hlnak&7%1>N59WDXJ9Y;^ie<+foXA9cZU-!*WJ z%pC`|Ne>VUA}N~ZgxDq)6*})n#@`CL_{q|(w}}HTL^%~*Ueo?9-3i&wwTC* zxeE^*ZTlza1K_s5Tk&Ua2ER(CE-GW+w2EhA6VyLSZAX=vz{Q=XL;%jW{5%v&gk5P& z9rY$H4>#%%Z>i9xIOeWnSFr&#Br^@p7`bEa%~}LCTWyO+SAJ)qRgia&s(ghjzcwf~ zh&aD2zm2^8EqBxNK0Joc$3tDVm}~sIGeD2)R6DKw6X86YCIbm$nS%J%_quoWFl#P7 z19E%u!O@4&nkl>ZrM^BJu7J$rC%F zo|#;k%rL7&f2Xbk?oEW11l#NboR(KyVG!NHS=nGt!D5$qAYCkMXL@oTSuz;sD+n?p zm6rngcu?w$+jMF{XS{>6s1o*s6gM8r=*+rp%J5ftnOS2kSeX)f{Cu@AjyzQV8<;^$ zhi^;bZa$Ur6AnO{tXO<_0xhy12^AH^BZiM6AdjXgC>_VoHZm3^p<>eln^r1!>zaV{ z-QeuZTovo`k#fN&4DtW(6TT;N=3JiewUVmD0iWRPqr%wm^V+?5J>cVVAqto;6Cf^l zEgXuTALA2|I+jfY(ZA(kiIu-D_~dkVlfx9SaeP-6(1qBcp&jhhu8Pme{ze3n9n znCC@;V(cJ)`X>uwvc5|DR0>CbmUhKiH2&|TdC=9HnBH0eZ&p-085uL{jO`TDf|D*bpXxc60J*lD6-fwPt=cPDY-!+j1#7o>txn?LsJ`CRM4!KSsSYu z+^UosW*he(B4WT>oBw^7Oq3ae(zPvk>gHGxT}IuzM9HC%FOWCjzwLIJ?$6*!?>Bay zTq}7JnQf2uxPGZux@3vEytq@J ztjz6_r*mRIk|8u~m6?jH&#DAp_BoM+-gj=;zAXXj;k+-e7Ncs=E0;aSSZy@Z;$X$J zvl;M^O@ia0VuZNy4naBtgb~9MF77}3AVtl;VF_=muSK1R;wAQH*Xy9i+^HM{w@iOP zTn4v(i_d)FR5qYhWQ)7b*R1p&c>Diq1V^=N>)iIK4W{nXf{YkP=AGVMEMuoPkFBYU zzI*v2WW&{|@uH?sGdmAD^&=|?;LKac3OX**6n+@;Bon~(45kyFyaedA(#BEGH&aaH z6Uu5v&>Og?^CC+W{}lQ^R}HA71)pZxgeRq;4A)2GdC7pk(SXIsXi7rhSc_0tn!@!o z<6ncwHIs3&oOUQEj+(32_Z+1wlzoxbIK$V0ATrBV%G0l(FusoOMWvzKwM$Yz8sifH z+7uAJX>+yR;-*PMjdD|o%z=paa8H>bB#?7y=kEOqb`%^89|< zPz7e|Opa9P16=2P@=e23dT{GtpIm;=<@gw@@@sIl_!My6!6@QDLR10BiHLP>MFH?d z4|dtm$*|oa$(Q=g`(4&RugOZg*fKIaxn32EjmM%aqh{#}j2ijc_QJjKe!_e#S=@tm zG}!s4_o#&ymjqj;WCu`hOYe@QNeSWKSmevJ^;?GVpcBr)Lk_m^Q^&vi z6Gn3B<>Vv3iA(iuor9+rS+E4K^EqJyh?XkGChOy;;}_5@g&)dnOun-1eZfX2Ivg%) zZ!gYehGIrA1m&K_ay&i{Bsy!3h%6m{fBca56bD*W^uQ9nQQs*xwu zoU@OOninwUlxlZEoep|g4||QzsCoAIYsmmC;xt=$YQYB3 zAx?k}Z3B2i2c!fwL6-xw03DjV0O(K?K!;8$>?$vTm2&|_g2PGJT=N_N7wWC~W5$d37Ke@djUH!Gji}anL*UsipXow)z zd#YV)de)j{NrnH&lN$RVqT1wQwOi$GJMQab@?-3r_C~9gs!0ReQb6QhAq(q1onZru z&n@e(1h$2Vfp^P&#Lh*qwm~7cd@rw8%8s2m4Cz)h{&{SalaGF9?AGE^W3{-{E?q1+ zfuEtG_OHq-#BjL9U4RR97+fZg7xn?)i7*1Yc$Ff9Dd|ReSA|LnW_OGevkh3j`EISFi1n2>+6U=gN?h#dkExp_oB(5j=k z-r1SmuYPAKyEgl(>yiCO<)%u3Zg50Gi+o>qYcdjXKq8w2NtAob6+&pcl>oS|xJIz7 z@hKY}X^G;Dist+1+CSqakEhkwdnG44NlG}7GUfDEO^+B!TudaT0g zCq=|>vQS$&E)FaMpkc}wug_1zL@1F>BD&_;BB3z>RHo)1B6AdL<+MGN9$Be&+W7BP z$73y*^DR-=o!}HIMZ_N-QYsNmz&DWdbrCXF{FjnhKnTHBM#Af1jpA2HI83*)^%ThQIvwI? zmEc9H`-JgSp*t=sQoho*Fk-+#Q!}H^mrA!x;wfT zk2V{aG}Xr9aVDN2TK(i8&al1mnFVy4!oa`_A3XQH6gkFgCl%|luoymzW^(R!BYm>( zbsy$Pb1*k+k)qo-TZ1A%>LDLCD8Iq`6NiO~uc8?8!gIHt4;UV+--8yuAoLbqX~U2q z@_evsRWwL1pO>EBf8giY2pZGVm!aEUEPVe)fgohP-lz;EV0y%Z{kDPiz7rbN&KOmQd4cw2q)#H3EJ3T`%i8iavIpyI52}8WK zh~T&4oQHF4q!LV+{UMjm$YsNRZEAt(R?x#i!#9}j; z9=#Jm@np?XcQBBEW{x`w&{(r@ao^wFM6l9i;%Wi%)Mpk?&G;-G74XXQ3k`Y&^_##$ z0yu{^$z?+%U$Mcm@lt1FBxoj8+bqhuCPP{4*MFn$VFrbG8JCC=Wms`79-x35wzW#@ zeN95CQ*Dx%&VXQ5f@21xQVvXVEY8Lf9dsz60~=6pcd^imn=hC#QO&_d9iNOm-X@A9 zodjfLN(l^LHh*o>-N^@!j8A?^H|A5uPgL#E*r8G5r|SAd@-lomV1JF`g^&G=gvHgQ z=ksY6(x#*=$*U{BRBXh-C2MU{2y1pb{g)$Sk*BUX_rQIwl?9J|QM4hFwleK)$d}7} zvcz^YxB_0x&EG+~9)HARv@_u1(BrZ}rc4WLg!g^e5pOqR@H|pNq@hLk;W76_FwI)! z&;BE$od42(+Z!?le0We-nn8%Pbk>1&ae||0Qf55sz+c-`NFQ0KaceAACB|Sy)*lPRTDi2*wF;Z9_gD0`$8U}7u-87 ze?81XhD6Zeds@9*e;MvHtKk(XIPN0v`-wx# z+Gkp;i&3Ag1UeqiIz~m0rTGT=D5YNOo8cc7{tc8=1;22 z6yY2JBw$k{o=E&{p2zPm&djGOa(Ay^y4goM{A0@FX=n88ZsPT!jN#$9l>|9=;x^f8 z#122+8S-xW;&ASvA=a*1?vqH(@S}91+bw4EgGqbQE$%65)Xa&1k(VdxnfmeE7`AVc zjV;*OUxf{;l^S6lGV-+Ty8M)ObW3f&P+{ef_KvE$x%XxP5f+}6Uq~mDUp88Bi7JC> zR_M>4#3qNAHFI@hzQQzqR>$<{b{*a~qdeY1I-1H^3;0ukSMaJ^S@?_> z%RDHw@Ev$f`GQM6SWZ_ebAE}Jj}cE()cYvP*a(l73_S>nnKMwx+>tByst>~h<|}8; zrwtmEP-#~9W%}#P9F@(cz^L`)acT$A1+!^+B5fOVGX-hR>WG8BPWd@F{$7(ApE4JQ zFE%hvE1EQx2z8gef?#}Kj%b0JoQ>-5pVfKmwAFF4l@r73?TWPDmOdc&CdJbbu927Je-51+Jo48kO{Ex63h zK4q%*&o>PbF4t3*IhCG!HD|L2^r>4w_#O}CdIF*3%~Vq))YjIiSTot5(?Zy0Wi3rX z=Ae7PL?+_Mk7jAVK>xsy0hUzSAn@q8j1=d?P74FP9wkQ=bg2%e99C!l$Q3kdq;CI= zQ)r@j0NWrh$?v67%hh%Y%cDdHS6bG%NSwVFb=m)CN{mWJ4L-@dQ}QW&Km*3rB8Tq+ z_Mg*wt`cy7+URk;8!HtX*W_LB!3uy16Ui&*>bHADrX?#*a(eOrIW6STv~dqnr>l1&eUPF@sd~^+n6%A@>+{>3lQq7zU~$Xi~=Qk&u80LL?(lbjOxeybhri?P%9lK6XT-Qio81grdXyre1 zDt}>PuEnPa=WWu@3fI&z30oiXt=K|~W9%0Td%$h}IwkbH``3Gat6|ew-(G^sepWKi zZyNM2FDUHAtBrRgx$0T~_fg$^v5$NLz@)HuIiW{JwG5swx2X9c$V&aF$2`fP>RiFP zR`l-%HBn;-_1f>fl>c)BspdJTGdytpf&Bnka1alId@+`p!A~N$VYAvG9S{cTz!^vf z&Otih`sGsf4=4<90p{aE7WgDrh28xNkPf^C=|EvqPGLPNv4gc_Yu#Y|?-J%H*5iR# z_mXIx*rl1s>19H6t8UnyP|cuCmQ`u+rC>{PhkFv_qXJ5yOdc*t|0&q1yGc6T1ql?@bk)5F3t7OIbkL=%J{2c+7!{{il|V z(I+hKN%9?yB|(0uAoxD?4*g2@OrI7usWWn6{?soWMm^=a&tTHfa)f@=9*N4k-9Gk_ z&W?9#LYiqyEiSv6 zlB%qiZ;kG~r^a@~lxW4)H=A6pdcm+14sbB7((4rK%XU~E<9PA!{Oh^JXy%Kn{kDGJ z3E{X)@4EdpzSf@xmr@gjM!*%^x5y^D1M-3Kl0lDjXZnC=l5{7bQ*Sa=O~eN2`65}_ zYOSD@(UUjfNRLO1w#|g#PhS0!#H02w~G-IuA+VJ-vF& zk5i3w5uD(dTSYasvZFMdfXc<$G-8LoO}S<}B$y#hL0K`*`BE7=^Flc(qYyZ!Y?}s; zzuc-sdBdc4Yo6bu5AVoQls^r8}+3Bem5! zT`wp?`$SID@D2d;zyCJ-HI#;m<37$j0}UG#b_iH!9XagSQHrVKRji9^SwPQGmdop} zR%GDAtmJl4u>n}r_m=1hFxbpeCze48Apdob^TuiJz;9Ako8u&7$?n?fLcv{YPba)= zgB+LD2O~Rx#O*}OgnT(Ln0@Vx8%keF^_96q9Ov&NxHa@MB!SiggI%61iJ(zqgF#EP z<$VO9oV?zC@-!$-;0#T?vxNeRgQoe8YtkY1wnTJ+0!4Y8wx zI}TBVlo^5z!p$8&WWM5RW(CCXXg zNV>QlQ=57-4&A$M#=Pz$102#$00vcaSm?VtH=P6U`Y?*_JU)`YQ}{=+%;Vm$q~J3r zsL^JL6~bXNd=XR$;&wrm;5+yqeUmx2OW-JGPeG#KA{&}*o#RF;mQK!LXF$(#=w)^~ zIV7r_vvSn!vx}-%wRz$r+Sh|5<8bQx%#lU3)G~KEtU{Q);vo4$_~6(t`oMg7_U0Pv z;XnSb>L?W(2Jf&A>OCpXfA{V4D11*P?addV22A#g)t}NeK(oOCSMC?xzy>zWyQFU$ z&|1VX(Nn)OZlnmRltk>c^w}3V8`ceX#8UT@to!u11x6pj+U02Me9a1XMW!jae(ckO-;%l>z)P$Gqz z@o(++2<>PXv4)o2i7A!=VY*!jUl$p8bD2y`EY+V?IyCVw20Q{4XE!;?P%J3?$0T}>{x#x4!p$o zP=lx)!4%28JgcNy8@|EvVUA5V!1QNU;aKdj65=0=KcmT_8G36Ou*8W3VqU!?f1UCL zLo$ChTCA!0P(ZiX&W*V_K>t`T?-4n!-j9;UfJ`jo&o3G3u~CnmP*4)ftaZ@qedI$F z?{)QDbihwW&DH79ycSPf5)+n5{41NzB^Qer-TpmbboNdvCmJ}3jKuOomXNfczm0L( zyrX=B$*gJA2PvYLe|tlI|JRWvW!NZWwWCv)DwFyQXQT8L7&}aVqSIfKpTXiaeYCYU zDva*BXYQkSz*6Nl109)jb)CnHYAfP*p^rk5OseWO zkp)T)f%*m;rQp4{J}}S}4e$<0a0&0%1;9q{Ws^0%nnW#Ta5aRmWXp2-<>r|rHW_@u z?UP~M9LZR_wbuLDQn5d_bw+IWH61taL4_4#uDYa462j7gtNA?EGAI)8^QM@KJ?2OS zF;8)SDon)@1N8?Rfs1&w{RFjHp`I4JHyN>GDWoY9xXtD$0bW<;LD!{HA`E$&DcYR@ zX?Z(r3<5^}&NCZt^gG$5qY852*6yY8sv=L(S^|T0W zmfE%jP)|<2{5r<90s_%COV;pAwAqMhbp047@OXKHHUh~6*p*$yOqxJ+8?%i-DxPZ8 z(^98ymX6Y9g&4qBF9z8R(?O@)S{2nJ2?&z1=X>wKS579H>1Vy5Sn;dbin!}5Rv{4E z9o=)Zl4i9NXA67}#bqY!pJC&#Xi zgzm`R5tM}!6kF2?Ek>|@Y95rXJEq_=_viYV+0uLyl)wpcOR@jkf5M;d^!Jg z#xpiZ?vJ=jy}hQV$l0`zOZoQWe4Vf~^s}mjGb#bT^Ft%31?3rx$7PiX@&MB+eyn~R z;S1d~nH6jlyTliV2i^#8DGF(FQahBJu_L%2!mJWxK`ETVyT^HywpPXGcvRLdj4o84 z_CYf}1Q>DV+GWpnCM~Y9TRzVfgN|CYKb@_L0pB+;$K>UDXF9xb;7Ik2y+k{z;3q8v zL|xg!Y{r+lKAdWC*4`^|w?dbzXfH-(fg{ppR1-C)&@;&Pstl$Izy`0)!enq=pzwWS zy_uxx>KGC7b`ROk&GEbA`jJ@Y*#j7SdmBXguxUJxNFDHqye{x1;|u6=QoAyvqJ?aq z*@bZE?kw;ICld^2SG=LSEzQ|v=9eilalK94Yrq?z-c4;=}O@ zr~QS$^TGr-Q^P;6aXnu@yh&QnOg~RTbzh9T^K?S3#aVow?9sMu2&sYusk!LYXHBA| zqbVO#ZXZm%{+}lCw0EsS;n!*eODc0=?<;oHozfq(v56HMT{x&*IJJ+ovsqIICx@8R zRUOe;FZ>{M4(T21s)$k0MR^#;-oUmhFc-pjIJDPBw#+X@jk&B-ro>03c#kXeUD{)u z2Tft4*6**&o#=76{auhjB^g{YlxZITyy!FzIMoB-4nDi!9);WK4UatC752RwDmg*} zJzMVLlbrsy8{X;8`$t-Bu!$SSVfAZ&VWrlR8oc=t)Ugbx*N`D{gZOor)%#+-r+)tc zP*d6bvf<-lbg&m&BPvLH;Q8AU%Oz$o30!bee$2_a$zIhYMd8OOC)8?&-XSYJ6%?j> z1ya1l7?Kir#VfVycCuAF60%rd+X0JwkyNT{*KfhuJtz22)txkS8`tio(FKgukb|kw z%!WRv$LMb{vGG6|6F25qCMi6)>Hfsi$&(af#kOWSHqk0BAa?dS2Ct#>9R~SL;OeOQ zJ3tcYM-jRVdpgE{45j&@P3+}+gHnNuBy&*WucoC8TJNBttsu+coC<6AL?G{{O;?CmNO|t+3at}eOq!ei=d+wr3W^UkA#EauOXMt?$d-=YV*1AY1lf5R$cl`BpQ_KFKgR61r z3R3tNPL%(wz_to7&g$z_wLWYJ>R};7{{y6(JzcRXEBH8-*;y?Z1(&qF64jHYFu%Pf z?tU0 zG?A}jc|OKRzCeH(L9Sr{mzp<^4jV@@qNVpP!(czqZ7ZKAm;k{F29qM$8c7ds`4$m? zL^GACuA*tcRfegO_A1F(ZX@coAa36hN*;&~7`4KpWQiG+#~6=Z{*il#WQR1<7=uwb zEIYqxw+P_!1bUPJ1*<(%@u>s>IV;_edkYwq9H&3gIUSxQ2%U|5iyx~bB;w)u5K&i? ztKu$z_|EWR?m7mr-E)0rxEEg_*7vKZQV8M46Dl71 zl)*DQOo zmW377TYzM|8&_)=i?44>-#`Z^agdSYPdZHrHs@<6A^XB9 zW$^#8^xg4rZQt8BMFhbWMCT%i-g^sz=ru|hqW3;}OQJ;?f-t%ui0DKcEr{MD`sigw z@4dZyzVGippK<2QIs5Fh%CnyJEVZ2!B_J{~>n477D$W%}>~xOAznV&)Zd*}6f;W)g zL||td)S{=cnOTGzM$iTh7Gs?l-hiU>LG$cG6dYmHr1r)&yQHGeY~9v9s7+n5#l(^b z8D}>dPO8@2ByL^g5`meUR5k8r(&sGo*3H|@&23R0BXa{lr;WCCnlnr2P z+rdL>QE96}qGy$is3?r-+MX0ZJUvy+2XGL_)ucfCA@CmTQ^I<;0Q>j>>c|LAuUj_i z-zyx3Ju5XIOrz2I3%KiU^TmNmbxrLn8T>}nJRG6jy|`mP5szC;Hd%zZzH~1|LuNhy zMV@m==inkq=PKklV!C_#C09%F=l`xREk6-zGIDf%B%$Xzey-`-R`g%IK?TBVXwYHt ze2P1&_uXA(Q-^RH`)1BpdLQVWg1X;jQuXkqg^>V4;B_KCJeQ~vqMBE#WxJy}MF zcuq?En7Z@xN-qs_@*PRpZ&aQZ!#|O~t&=#4Qv^Ki6TU`|Z*-#ie_{--1RtM13F3PYZq=NNO5R4L z6H&E3h|-8mXoU?gILY!UtPh-O^G16|yRWy%z&|Rp-$bpZ)!XhW!41_<1rjoK*ZYJ) z1x;-)oIFApW=z7pcGS}KL4modRDt~hIDt>Tub;CCxsF0FP-o_uwj>QMD2q3=smo#M z&n!^k@#PKQ&x-YlTG?R(`K_?|&lr$H-YxoMip*G-)04FqnW;cFSXa6b0F;Ub%V>-& z_5Zq#{(;Qm7faY#ZstOAS}?^m1Y%>U;f?We-ifAH86m8z$=Ro?h+f0WEpdYB-)2Nc zw2wz!*{t_Rg_9fReuiFMhVA2eN%zm(E4hvxEPvjx*g+MH4>{IAIJE9QopaUrRV8V7 z_m{`WTI@Tda8U?&^Hwjyou7pUmLPK1+61S%>*23r%SC}&UDuEG+t9aY_tz~u9(`_< zqM@ln8<8O6ISPCm6cdO=X64l<@RK@kv}=T7EU6brP9*+$BfU-o#aYBxnT+6~?7&M? zPt-6oL!}%h=l3NUA3HV~L;JNT^S=|2WCUS^S5;9CWZr0PcM(ouYQ%tQz;m7)Ox#Ic zq+&=vvZgk~qhW+zw(|M02f=u;f4fa!*dy|eT`8!vkRh-L3Av6yWIR4WE~|bNWv{$q0aA#6uG4>9>GUw(iyP`-d0WUFNk}EDtnwAwbu| z9pi+xqeX2}xgP1P4#UE@0#ggKn1M(Gkw|>aF+NnO9$Cut5aR5NY<4yW=nhpRmhg$R z3>hklq>X4KthT1N8H|7d^`A{IpG zYg67j$dNAT*tw}phvc)r5lRY6C@`9N=A0?A0uzd5q_qf@Zia$u z{*4ITZerb+@7X+ISC(z@Vding;GN=V)fC%%Xl$z5U$vi$N+-s;Q;pAkvRGit z$?W(;C;%ZSsqza~2mY3?iu8L!Rgn09y=7uv2xK(y0z!3|-m+Fq{kT?7T zH=(=tP(1f7_5^$Ft@}D#+|f$s*)f)u#E?n62bbZywh(bRoBWZ8+XPcH@4I4;6~0Hm z5?VyN^}F{)&=S5Dl9?_1?aO=b20^DE_cgXCFQV?p z8A_SyarzYW?x%>k`X?xz}}c+Bj~={u^*G3wjtQFnz>-`_luzWxK_rx93!<3IFuyznofd$BYl> zo?Sz|A#odhMmL))8eyyZqjK2%4@OEgiq;6F5!fgHLlIk4dhzc7#HcXf9Y%>+V8n1* z^OrnD=N>+!$@UxL%C38JDqv@-*(txAh*mU)Ler7aC`G&HjLmM93xeQOsbN(M3n=%| zNjv^fudLkojn}>_;e)_ZYqxOh^alTuXDOpqt&>#AYdo!IYdmy(Ugc zm}w4otZS?4Xjz=sB2pq6d5Q^V6GxI5lz-BmvPnEK`r&<>!R&jG&*OZ=^i^Ql*@0vHlno_g#H`HBLCSxhH#nMx$Q`+Mbtn=O&N)zrF&_#Poaeu$6Q4pOC=KgRs%^bYAPm@-UCO5_2AyYDM1;$h|#t7V=l zagE4Z?$=NQ&2$l);Q3i_qwA>k-*rPH^7<^6T1-$G&U-E@0MgfNTVpQ#+CMC=LiS7+ z?uSBmfT=s%-%;bcl20JA!Wq1*AGt&&)^hL~K}4c@qN&#~02MvR69%*Rg4fa+F(MSn z##y^)4z9QC*%U!h8w~sx*Mfk#Ss3`|?3uR#cZ66UBqdPQU{3pQ7zq8Je2Wu)$06u#Au zeMHLYv2^*gSCpsaGbp;|3BO3^AsXUd;%A8n4(DQVs1d?V1l*o!imE*<(3H`f+~7-% z=!rQMQOi17iJ&5FvVT$nug+dKBzy@cRyX1-1a#2Me;PYwg!$@iUz}Yu=%DO$FDx@$ zM=+XoMZRVs6Rz3FNslTQPGlVCHXh&QOK>?K=S!1Bu^?qMY7#|{AysigCrN+-;O6u> zU^k;*zI^Rt(DCKy>*;~o-(NA29@X%ldfeUa@P|!NDcF;N4lEIe{urOyec&Hc+vTAZ zf5ptG9Q%J2V{bqln!f{vA2A4YCXgops^AR;yn`%kkFccK)0)uG*nvJ{@Z@cf${xsq9EZRA#nr?|yd{XDbbE zkom?nGhtJD`OcV!t9{o?n!%=)_M%q2CPQWJP2&1r-2uI1uItLC<@fe;AhaP1zxYBD zOj|=9bPUPkf4qSF?!NhleRtK-%6M_kE$v__u~V4*$U!o&=X^jR+r10VLUoIL>&>Y! zPm6$~H@}69|JbuG{xk9;@~e#c@h*|Tr8Tdv#7rx3a$$~ZI)9sI`Z|-?i?8hn!amE| za>-f0{T7c)Pp^fO`a`Fn@5_rYW;ANQ?kh_ah)j625WII5*xVAm z=NCw})!-YXjzX>5mDZf?9&?9!!d{bZ^-;8&lAp1vSu{5|-`jEuQz#+qFEuN*s`=pA zI&3|GlPpxiJ-E>IcDf_^q_f7WgiPRijV|}JL{xfu58eV0xzoG3;P-=Kpl!L`6eJmR zz?o+qE&SJgeTpWD!}E;owiD3IuG!k+#E?=gST>#scFY-`r4Zk%VzK>FBC>?+CkGpk z=)py<{Q#u;%XI?bh}A8DhqD1@G{=L&vrMBbr5uW<;WOMCf6yCWXo^>Qbl+@0@eFV( z$dbwV?aR^;KhqJTA8BKPf$nex3r68S6q;<6|RHY0H zy+jR|dWI`RH{)qcY=OAszyl^>l%`4_i_#s#HKl|ZX->Y`zG~SZ&J5$U4}Ve%k6zNIR$DCI%1gKH*^(V|hDl~&dJ%chKLbauU?TQ1uS+LUv=9t*JdOpA%JghZ zgV%qC_Q%f<&kxwKCfY6-gp#X^*Dxv@dIV$5T#|(clG$NO|PqSn>DhHQq zy*fGl@a%hVl8A&WWh9AHx&S8*V!KrrdVr1G>sED0fIJ7+ufSD$eT9e4MgLSlF+oKI zZ(&FqOpC(Nw}4Pk+A^T?O@gAef4W!+$feg?Fi}1X_#F(#; z_9e0sVd13m0S6IWv-tS_Wv?-ug?cuV8SE{lfo0ztJjSdT=3`g|F(`ezy?FvlF8M;xCik)><1dJ zW#F}kHfDu6{W#OSA+w~t4UEA3fwj*bxW&%g!t*O{%H3- zmmwtq<619BCqgFFhkZw^{;-@-P@@xw#AFpg9Z9`H!K3e0{esI`MoR%6;CKGroz)f!tz~mTX6e3bfvUFjSYSXu ztq?iOBZgMuy&xF}h#0^9W;v|!=?j6K1EtGjdCF9U7WF|U>4omt(&k%oJOl1o_%;Xh z{fT=31Gg0=C?xnARPlRr8^;YoztlIC2SLage6YhIQ{k!pf3uzAZx5>|JR&=z5Mtw-`HCC zV~lJ?gX9r{%I5nb@F1L3r0R7gMY7Z~GS-w!JTlg+8J`#F#vX@Z0b-JH#!bSfMc`g? zKZ1Cfg!tNqGDqY}0jCWpTxe?V18S@OtUZ4m(_w>-=iKZB(?P=lAqy9cclz+jT%Kz& ziQ|uJV=EWFY$M*qq%-0G8D#%~CT{lCi@+Fr$$H1W$`4^h0lVk3-mO^=XMa=7+I*;9 ziCFL@JayVEy?SJ#+nA%w0~;=lt|k8Ruy{?immEuq-_&f4ydwIi+&5|iRqK_|gLkGh zIt@7Qnwz5I$fIA)jV55Xe)AyUKPApe?m1Vhv}U!yv0I6YkrcEPCub?8LR(QYQ?l?7 zQA--@eX5Kq`}uff!km@2%d|}N6aSDmgtaZjKgQarPcX?c<3{jPO$sTzrb&f!i*3cF zWGfjz$^4pEFQdkL?DYihp@qR!U2o;Q8qDU#vP8lmbEvgxZ}rtgpYR=@V$@Ag{IhEd z%B4@OS8g|>Pc9ASmdz$wViHZ)wuh5Ah09Om)+O3CIz3F z=wMXtu?pOYq}BlpI&Ugh(v1AxaHq*G^;fMAgFyP@Ub;)`V+;nYa(DWXFrK6j?Pb>* z_(36)?vjx92=IDVYTYja8Xn_vlKZvuaC}xMl2cBU6#_U`!?SE}#NyL1>+CctUcpd> z3H3*cRyE+Fes>oKMHA+Hwp>}OspA^8t=#5J3?(@Hf+KveZsReGrTKk7Smy(SmGROIjU1QjI;}{3+b=o+hPM|I;5InrCLa+T7apoy`)BMe;?OyDb05dGMZhU#;olqJNd{LV#?wiL zw7+-SbQk99+d-|19NOOh+d$hf7}(<8>xn*OTDX+cm4MB331G9vf$~9Od27v;I8;eT zV`D6ot48HXVGuQ@n^|G>6y8D?rf#E7>`Sbe*W100lY}WZRLh$87-^sx*gt1b;6T_= z<$n5-m{wCEc&T*9*M4j^;hX=UhK&mW%DEWLBy1dW;Z&{%WP8Fp@44s~!Y}7_!D9<~ z zO!LZ5o!oVHw7VPpMoJC+baKJn0F%qWi?0fmW#H57!GrrBxZb1-Fs$2wL@7RsKBrZpFx#WJ%$bT_LMt6ym+oD?tkFQWK}|9E+u(2RCeL%)!~ZJaauXS6nQvIjI2BXL|3 zdBTsFemQ>`^F}ii=$hXqWN=SW@H(2?5oT~RyNLc+0qreMFO{|6;B#L#pWmObucoGc zhY=>X`xQy^1|8~Pa_MvlIe2Jh;fM`IW;3i(AT33FN167*m&pqu9b9?!aLelXu+40M z0XLEMQGG9_HSWK?c2bv;9?b<_K({waBOf{pks%WX?L_Q~?cVIHQO+#Sqm3T1@2 zG!i7>rFyd2)MM-)FDrOtv!VNvtT4J<@URDUSz&Q0>IJK031coP_6+t6QQ%&PIdCw< zRK@3OzNlBoc*rxG*H#A&;${0DEFVt_umiFQS|F0*h7YLg1O7x&EQZtD{$NNiNWzVvULuR@UBGf*r>I98Rnlb~e{4lV{Lqw1PFi=p<=^ktU31Ktk})?= z(!vKGxU~Mu(0)Emjib~BnOJ5dClqB9jXJ306}Kec`@)lG6;O|etl1xblSff!7haXs z=ilzP^y$%rRYy?8EgO?Wcx6kYz}8AgyP2s;M1gWB? z1zLemT$TYU+TV}Vk(Wzu0#!)$%ulocI8|sa(sZ~p!|j}0m^JjwRLI3E z>yPVU1X`#33Vp?2yOU(M@Se$YtLMhQpN&~XwoR%8yh--5i$=3+_O(TuwbFF52uObx|MngCEzM9Xqm5!{zv55&< z8Kj-hqY4H%s%?_pI8=if0>^D4PUt@t$e`Uk(4CO}^+i}&&4~O=#UWe(swL{A;0A^c zBVYgKC?I@ER*p;6y{9DbG@(}NU=UN;;SfVR<3X-Vj5++j_LtqWY5hP7uFyH(oqz`w z{o5=rt^*jj|E7GdZ!j7jE!m7kr6WuiqfXA^C2;%M3;|vp@bQq8U@stvp8V?SWvDQz zZ73})2bGJ+l6Xh=P%cHPr%vhbnkAa_D-Qkveum7$BpLrD+1kgsGaCgY9wrJu z@tfVv9AO$AS$o3>_0_*+lEy$y8EKH6&TWf8ZmykzoPJs<)H#S>#G_=qzu6LmWpQf< ziBSv%+SHxC53vT9{hN=w8Hi(OqiTxx!H^Zt)A`O7fP`iIxvLU;fFO^)xbBJIBE1qG z-=PQcLC~GcGn%l#l0oJQAHi)4acsfaZ-D=VbR40q_P&mB zWX@8#e;}zrR==?Dre>9*1l~QA^u}Kwvoj9&)26Vu^8e~6sSyI7O3CJ$~805OUwOew?$#`}()sV{L?0aQ~JKeXFFz+6%5HU0p2o=CowREjfSFSd= z5DG?ganh5?-knXnWjzp1;ZOx`WMD&!2v`@nKXS4EZB^v})UcIC=jylf_i!Z%F09qt z8d`Cz{4GBNH=%ksWo(X*Qt278yO5x1jL+9Rrqf+6-15zJ81~?uel0cDP#f`rt47a*yCnWcjxpJj`3x_t_?0HU(6f9n0&44mNuvU=fLJu z>rqJYc1OzEey>jLC8fL=6baUDjZq|mlM+hea$)0$B9Z6t%yKamZH+stMai%*S4{6ltmRtpXUYVkk;XcQS`W|apz0myrOsf%~WY9xPW zwuSyaXc?~FjJh}lwlDmZ-aSO%-mI3xL1*)#P9XzhwZ$e$o# zaQHa1Z2B?U-Mc5%P8B}qTw7*w3Qms0npv$%i^#x_gFtZ*-v*S#w*l#>TRW&VnH#F) z8ocO$4cSD0p{M+Y7u4kJhu?lO)gQujGaxm=X=(nv4%3W&muRR3hSI0!W^^#350~98 zN*@CY@2&DGqQ6Z_D8R(Tl?Te|4a+LT&}~EjZ;=ohSw>(t`vCHjHYzG90RR_`Vq@ix zI;1B4YMW&bmqmQvoV04pcN*X%Nr-%B4HP zxXiG>g@NJo+vjVvp7U6!{$Ib0?wUu|#)mYr)K&x9hLU4G$V~!J%zj=g@DU`pdm;^r zDOf9wQe7FnYc|H^5*Gr6{XRmDw-}&*;yEY3cgV?8slA;qXJ8HGXuWr(!1fK37xc#! z(t1(cY^=o?t)P`P7E`!`;px@s_?`qBa5LJxcr6`zQnf#o=;qRU@iFs{#8Qwr74F;* zWoc9(T!A0E)OjNzTi?78njgN+zTRM!Nv>=m<;`1Ddr1o*qiMhABAkKPVb8IJzgy>z z*`5vl_+x7HzX)#AaIYdu7Ek(kt#fUpNBHeAFA6x}^yPI6Wt$yV5)t$6N8?W@DM}3A zl-dAp$a;(BK+X=!i@$l_^KMVXU?P)wBoH#-;-=?y(*^pUm31pPIKKU&#CWIQeMv(D zenNG|l#M7~F^6EKhtb=yN1*+VTkKyOUXU8}g4Dp2g}1!X4GP$*#tf(HKaLW-KZQ)$ zg{n-)d-P*e@6OHy5Nq4;wF7t6r@f?IH!iI|d4%YM)!PV~ZWJZVIV`v> zdh5wy9`78H`OCl0YxP&|b@4Vd&QWmVdyDo>-5f2g#3)_|cz!%!OKeJviJPBU?X2JK zA)eSee5JvgT%I;O^Jg^br2cbYN%^XO#X5P0b!Na|_DS9PKND}m+Dc{tVY+mRuJ1B% zoM|HQG_+C(_qIQSbo;Eo53^3Ua|zU~ zGJWu*P$=$&3L;~;rCV;7m~kVYc$tW}B`OG6Yec;{26oGJ=0qc4{&h~`BUpEd%jkDx zRJo=A5T8@~-O%AhqerqC=VRL-8LwdBNBJ-Vj5n!I)%KQ6Yy2QfmXQ2o{&ntXkH?-v zw-Sg|iu`lR>@AgYV8p8BoT>$*@K8nkqt9Eo!R{r?A2t~1iE{J+MRX{T8~K57`L;2hO00th6MU*kFFMRIQLl{ zsupf(p>3mNton2)Y0xt@5e}g4zJWf8W%$u0)}C=k@>EPICd z)-quG^CMS(v45CRA-KKXnS3E(dy23>qMqeWxIk8;;xMlt7z;0N6tWI~Nv1Vv#-Ki8W%*}4gtibo=yNp@8sor z$*KJ(7zhl)R@60i_0jHkR-^G?YQdQ7L3|z1ucqom@+*_&M9*r!wE^-LI@h^gJs?$q zS-!g+*F>Ao=!!W#fJRa@D{X^L-OM9iPk(0__$DmJq+nz%@FeP#4VeDnKEhrh8TcF7 zUc}4@le0x&;C*oH5|gPuO!%v&!|j!uMUKkWXL&4OpW~vHuQ#-SMn@-8>A{G+u~ITF zn1|3&y)8lU1ky6wQ&ztAr-xxop)Sdo#lj|KL$3@M+Mvyk=EC1%nl%;wlMdX(t1q1O zYdDZ_&gRQZ!mYL0jFu9>5B5Tcrn4Z0ziBSm#2w?0U^RS+U62Qi)$ZcMSXR1;=#iV_ zMGmxi1^s3Sx2S2wnE&c!r?Bgtwhi&O;s+?a?%8Uy&wyeyN)~rO2f+991PJ`8S@X6E zwZEk}#$t~jd^f;9t<)GCV^M1JyExFabNB~*P7%Lj;tV903>08pL1=e>^MUzQ53t?4 zGD`vk$+T?OdZMyyG;9U-1q8$yG5K4>$N9fY{V!HiC*4*Yq+qzP?6o065Y8OsGZhA~ zXIwdSU%@lqd$czBzaLZGHLcLO_Pgpxa@{TGtKFgr8Il5**ejOJ5y8c;!9&$bIa`8crUOdSnOlr*Bh zfIKiDLd0R(E_4g1pl*Tu!1e<81N?1x3CIuX4?uq4jL8r9uN1a0`9Xi{*kg!dMoo!d z7fOAJ?KczIVMA@I@+Oyjz%EL05TX-xfn=XtxE{cUM{Il*WD0PGloOqainzO;jb7vj zIDeT736WW>{kNfn&DB0au|k(3o63K%Lm3-cVc}EAdY+|tOYN{P)7VT;@D9>E?B)Nf zLtP@?{k{XFv1%5pZ4gdQCy`rDc zE@BNXR`U!h%Zu>ZQ)mh~&gInrJTYE&wRi|%>E&R3!MN+k@A!D#LOZM`uI4z z1kw$G84}{d?O5^DXJP5-D;`nUaGf5nr}omp5eko(gR-{HfQ{S0Yp#4nipX%Rd^3|R z!+1c!EGk?J?DVwZ)|EOWPL@4fT5Kgti7{G9rdxavn4rh$aq!#PFS4-+E&r_f{P=8n z{nddBuuZc3SH(U44ST-awL6_GpBIrRjg{O7ej)X&WwChgDQ@p}QJiaUPW)-3r>qJ=l7)SS4a1ri2&hO&9pl|ZlUs7J>T`6Brd z#924w$SUvsb(%Y6l17>G;x=Zt4~?}tX0wGkyX#UvYx+j?!|-2ZGnnJ6R+%>GYzoXB zugh<8bd~DuaRLXXkP;U|Y?2CqW}7$l?y6WY+7cC`ZCeZ>Y2h0my_F{}UoEZ!gur-5TB#f`HbI@l1kfF|@Xu>ASsZ zBXGFM&`*P9&`Hs08hd#k5_E1A|Glt77QaQNl(vPJ$5NMN&G7lGr za(&S_%rXWAZg&F&s7MUeT5TTUeU0|L+tie)r!}fpWBm3%?b#dWy~zR3!^5?@_SCJ) z9LkoqB4C<>jK_Ujfsm*DiMY2Myq#`_*vbXm<@C3cckRF?|NMRXi)X4kz!+We1{{6v zvE3@_poLc3jhLf0;Esna)EYCPq`YE#ak|!j`B6aMY_h-SnhkbTQ~nRwujgF2hD{&2 zASV1}t1saNPVo6GfV5Z?H*fY)pr7`+5m}XWuiFH^xWXhlyYsz}EJ~8Ml_d;aPls;O zhxWL|pMy&wYEEGiCYy*xBE$*9fm&ZQ8R71KlNM7-^)=kAG!y;zYBu;ibNW%dvjuEm zXaP;pKi%JGK*Myy*DE2kcHTIfJJ{E;y6e~7j}ao-RJHFPK%Nacz6b;*4;#;AOH1{;ev*5=(I6t|Q&-{i?lvc!`$ z;KYu;(DgWHIA9QVw{ocHo0O0$8%@X_0yO&PxZ^kq#3B^MbmDbl43|w z?~iV}PF7e2q*0b9SOou9Om?&>>=(t5P}ySuL{z;3O2K2C4xpB-&p4$1|JCj?R)FF1 z281SO!mIq|J7CYwOo7tf9T02#-7@^ro6^i{e7YnV6|gIHQ8--BeQw-e&QIFh ze_?zh^JX^#7mSUT*`IKz@cg=JbOjICrCM5i`S- zRkne8!MQP2pLGtAPji~vmR`jcFWCc@eeNW}qKGzsU!%a-4>yjUDE|-HgZwy0k0u{Z zsfs=b%I?Tsf3SOc6x3UPdojA!vRGHy_<+0-7uIi+;ay($!L1QllN|#iW`8yOkze@s zi<$A7u0&R4NvDE*mrlfPTDwnf`K)eN9&>YAm(Nb3;uuBUs-u>*1VirUlk5LjNxSHE zpoY?5V8*Z6M=e+UbPv1%0& z^oI|9Xn6h8@?4Jc<_kR9{xK#$WpZhoE|SS{AZ4A)Y7nSOpkqG1-~gfJv9Fr!=_UzV zhO2?k*NZ2X15JoN<+Q+|FdnECt_Wsu%k4DvYcB;5NlJO{;U5Zrsnq!~nf&az z3jK~!Taxb^0e8P!1sM*Ea<}}#*$2Bk)-PATc7E_crw!QL3%>-25s2ID4Aoz~gb$~3 z{|=ZRvF&PSd4O{UJnz?03)(j?;rxVg$;EPTdEzt@qz8!dp(J5*3_6sXZ`tjh zi_5vy*<*%9yG4)1ImnSU(2#{4eeG9@E3J+JQ(TY(w6BeuA0kSqO@a@_prRGVV%^Q4 z4FcwQndw6HRb}9GARd*|PpYzFK^FxM4}JWwkt>wT%W0Xp4Gbw8+(ke!&3xMMLP
UveBZ9G*b|3FLaOyx2@tQu3Z#y~&;jDn!VPzPM2Z0t?(+!3fo)R02X02E*~RFi za0Yi{3|BYLuvzk;;mtNL$QCRdsmGS+Rp{dzYi9@MN6@Q{8iQn}08dkrFs(vTpYo39 zt+S_OGY*R{d4wKeI&*FZv12s)v~1tmBctTX?S9@&Y!t~wgXjD`))evzG=Rq~DMCz} zb4NwfIhXT#hvO^x&8BAg&$_jH6lJ97S*u+90WoF@t;-(f)7Q0MMwiHf)nR454n&iv@nX ziSOT1ucrl{XPv_?{RIX1jL8_KnlZTOQ^B7S7Ei-A+nao+x$OjO(i;`UE&}+xwArc^ z3r`M4N~4t*lA8YyCqnUnuI3);vBy*hM?!J?2y(?0^meh+dU0=z?w;% zg1lg58?Fu@q5akW)4kg#xl-5zdBOg1>)2zgSXA=0Uniwn#pD31pe|c-Z79nMMQA%SQx1OYffRId_7?dj{nmkW1+MWW>$LA++t&uMZdnJ$Y zCWyD??{|@HK9R%4lBJj%7fxcUYt_Xci$jb?cnaFD z3(79KYP2a+vqwqjb}&Rxvu%M%20Pqw$2vYXUv)qvcRQJ32S$ek!TQ=xN!#|SVMutA z&Gy?@?`KZ>@Dx! zM^L(C#JW0vjZeNtx=r|kAE-5{_iMS2c-&Q%5pM`cSy&Ehy)GxqDD|jgbAcYYI_Y&^ zyO(g98a6drjIu|GRr8LX_*PPs?jXUQBPT!cY5-3xZ$D*1n# z6-+)y=WhQjbrOSauocnrwqR7M@)~3-Gb`dqB{Pqlg`n|!TWm8o;Bz(PkC`oYvu0{C zF+uIehyaspv^&Vm2nzp`auI}5w61IRzoUW4Y6!E$*Z~kKZ|)nypASMaxK284(~iJHEp(i2=wO{Tey>jSq^f+aXc_^W~YM_p%XLvX6=1j^zJqrT)t zPbohBt~o=cB%A3Gq?YbhL=HsLLv?%N&GWzfh{}(oitr&5zk?7IAcRNl@8`Rpj97gd zPpq*Y>6|~yT?Dcn;^MfH3kW$f#e*XcAzAqAi$(uUOveZ9@f6LUk6dH~1&5NL+dDI^ zObcAdt~{P9$b52Xr6EH22sC~r>k}qWU&eKRfH3~rpVq79G%>>TUH_mOgVl>RZq}sa z{u5>_lC3EJ>!!sp_T-Fv^@7|hD`VD{{?QpX@jQ1WIS?RX;$)pl#dN7zmHIn!KyzB9 zO+}v~9QS9aU4ZU}O{1^ZR}$z2E05EbEgGo(XCBjn>n6|(!eco;)I6C^_3xv!wJa%~ zNj(GesMMZo9NyBb-*z^P|J&w=V3sDbDA!BMOZqcgyn52ZzIk zcfRq4N&DE|c{-2kPj%B~WV%6zyusqSA8uKR`}@3}ys`g_&=Ba`oe)GK0b|3u__WAu zVEByt%ARif!9R)hl&dsO**%Z|dY}9Z+`8=cgKjJW+&orWB#{lJCY%LrO zt1v~J?+LVz06vk=21q1$PGL)!Ubo-C8Ax+zACTW<4GS7gK0l)1V6dc5GwwinQTtT% zu0P1WTDiGh3R%?1XVOO5Um!P;y+aJ10cGD!YSY-Kl zVv7les4qJ9qZLdm7Df8#shjML6+Niy+vpG1@LjJaD?F6m@#967_bwJ@F^U? zefz*ftGD?r#1wHd|1LnBX@hE|N=LBI`xn`KoJpI{2|Rn2{EQ`4oPRz@cq;S2c-1fA z;Cr^V4Y@vTrdM)h`Ih+$i8Cf4+B?oa!obf*{byNo))c+vod!QusE6 z7M3g79pl6by0NOy<+ahg^?2X6#BR)1*(o_2mv1)bAYfB{X=C8M)u5e`Jk2v{19On- ziy8KrLD-|F7StDwpp($u%kf&gqN4OH3*P*;hoP_Czf)@e=uDf&e&k>?C{CG4ZA6vO z46G}xE3q8z9I%$70Q>ATPG?IZWpP(|AdRVf^gNR~-ga5b5wv(!#(DcHZ={f)uPhvs z97ssr8a&93IF8f(X%Jix-zC1{U_S=7sHJ4K-gDWb&laUwBiCM((}VnegRBf1{cijo zuk{O@9&B6qiXGKK|DX@PTtupv10(x-msg?{8{vp6XUvaouhY=P{REQd>Vrkkjf-rb z7d}~6k3tA2i;zEQj@UxL{mm^qtP?K<*yZUgsJ=gv@85|xr@Tn7nBvue8S6fPF#Cw% zsN3a@rWXXh;l#{L(6dy~5c%^Mbz572ntf|$ndKbdMRTExdpt@7rF|!-Vw@c}TyQ8ZPf;@%^dBJm5;b&5i{J^EN zo5Cy+&P5twuAmqN9zbNB9+EF+SWdRUzqL!2tfrA=lNPW~QkyJLowf$tUv{$`tiYs+ zUQ3t{4meAp__`md419Oq#${Iqez|=dj%iyy(l2GtAbuhkS94>p4b@8{;+EcB|WYb12na_DT!M#j3J`_=rAq9x3j?uxUn; zb7?ZhM_T=Ud8j60`b>4`rWd&S<>!r7T+S8ON;+OhlvNLDxXNk}{X?L1aWM2il); zTscp?Ic%n10pN3~d6nJVt+5eJ<+v~x`@DE-!+K;LMj6Hatf+DP?~&%pC;Jd}1McFm zwD8A0;0uQ9&VN|$K?+`@9Zf*}@`B8J*;l3>qGS5 zL{W9$BQyt4?`|3%vASj=Q-y+$|HEABdah)(;Qan)BfC|P5H3p6pmVXyzq;Vb9!k;$ zL8aE{W4*tA9k%-4v>bxp4ejdi=qnpavtlXW5?F4}1Z3e%<}PJolm8990icl}&_q1} zFb6Yef8Kp`m7jhGRNPKX!NfF>O{khL_*?;tr+N#xr`I`F-hx!;$YoTcWq8oC$0U`D z-x106pGMQg{{~S(Tg}uwi1=ZeJEp!ZHlI1N=DH}gfU@h-&3Do~<%9e+_cETosCbz< zj2c2zqQ7$*%=FNAV>dxq*4s#36N`&|DbH&Tie{+yIU7CK;(pDV?BV#_Uw^D|t@Tf= z(UNQJzfCjMEESKD7W{OiA=1)YO&#@P_Vq7u&WqvQj$LV0o?8@m14Rq{

H5mJ%DU z{!(-?8Z{5|OHuJkrW~ZQ_RCT%;F!{NO-*kFiC7Hf84<-qcb9##ETId4pJbr#O~7Dj zS}}waY1L(Wl{S)>0ud)fff^Ij!_5Xp4p$Y{Rq7Y}D#1Q5w-g|5?>-!7`>C|yNKkXRqE|15wj)R5&( zGzcexsnS{vt>QNhtb`QKsqTTs(y*ue@=q{h-|I!M?cOeOqxo)}Zy1!&+N{-ws}q>+ z1xof|Z?fcrk^Aw_{vS)<9naSLzW?q(t3}l+imIxrirSl&irPhMl+aRp6MMC`60@YX zn6>wcRhwF|_ui%Uj_`Z(`F;QMO5&X7Jm;KyT=#Wfw>V0IZsS4hi(iYN%1ch&$KZUU z4|!fI8~DEEth8>SIE?yCXLlT>7>*D+_6byr&r-_v!kF5Y^loACUSVq*t>5+I;GMDt zHZT&iqV4r?=PuqUEDIlmsz}jzm)WiL9b$e-8(QpCmw@dcEwZx8Obt2MysfI9+MTm! zR)eJk&g)B^D|@P1leE`)RbS&)*1&dQBI~L=_&uagK^t-xMv9oh?%jrO+zz>={vM!h zh7|njpP1povw@2(sO~yvL>vbgY&=~DcVOrCg_O-P&8`!`AQobp1!}ZEJI)=|&6^N9szm~JC-5%rX_6151(qB-^B-)G zw1U(NWCH2vO8Eh5w8zH?Z5uL}$c@@4T|WFNEwom50F!t7pWc@nu>2UKln&5ftNqMd zT!?7<onBm{cf zC5^cOO{6SZR@&gAHylV1pFUnB3cl?mbHv{{ixLyMo7mI4pE=X@dEYB80{ zPeI79>?x6NON;if=A}(0fsvy7M@R9}86}(FTKLx=>*AOn<16e7#TMYolhT!Y1ymM1 za_-Lm?Dd1Nv35)n;n_^9nGK0?T&~aL^e?B2cKF;pPYxy-_a739%BsK=#{b)FI|{Qy zf#IIcvWwOh5m@;x+sAITMEZO0zFwvOU70h@7+-oyBk!db%#i6HRCS{d7ZfiLPP{7Y zy?8f4eR;YgEZ^J2gCsogT!dHPMZkfK%H$sG3BDPjkXqAp%MX$;#>lh!3i&nVvHDS0 zKSxRQd3|u>y~2)ISR8LX8Tt^4Wc6YOwG8$J+9W-lE@_TZk_#KBfwv7A?{{YTz^&^= z33yR3wcr|*EsNX!L-?@u-t(%*M{{b$!6y6ajHNGLCL|5Wrr)gifed#9w=aKpa;)y0 zfQ)}fTqfZJV;Z-Ovz&+nx1{m`mEflMJc@sm;=*dN>;H3$*rJml&L^OjjMV1=n9(-S zw|kaga5w-vzOneFWaw5I;1&r38&-D(Fe9QZB;zGW9ZoARKY2bL%;{k*^=_|6WcQQ#_*N>HN8ziSiwfET59=7IQcXse^+*LS>dL*E zrR=;@T_TGQBD0J)Rm3?zS&sLuHPqxI=WjbvS)EgnN#r=FUovZ9d+OLS=M`*vEcJa6 zDq5ELgn>4s?|%_=_Z%H#Z$Xy5;>Z8<0{sDpD)amaUJb^HwqM$a>GB_*^M&qhhA?J^ zCRE?I3XNVfC+7F@-?#q5lWZiR8)1{=F3j=B=&IIRM+g{JU=@scNZ$>` zx4CTowI5XwcmXD-J>Q|+ENYL-m)z4U@p4|_-Q@m-JQB2f&Cq^_E2LC|@oC$+Q~#|| zH+|WXKHdnUe|aMDN3`4e60?U$;WI!iiUuB40#^&DrbiPXO}GQngz34VTbiVb-`z-@ zP1yJwJIeVmrWqZ?+1i`<@cO2mJW@^yX-HTpUz1|Wr{g-v%!D5YS-#wrC1*Rfl_9>T z@Kh;1YT{|jD1KB+nNy`Y-NBT&39)pBB;VlMMOe_wOo0ACBg(+;P7`RcGdT0D4*eSc zw>U+|Q%@mURIunHlX4J2$FK2bpBHhg;IvEp5nnKda}7P1P;Hi$RdHq1J@AL7!=j#Q zh=EfK(Qh+xrw0Z0wUM1wS0+JW#Oa~azW8xmm1Ym!|417OxW+N9r$y!%HwkFsu`Mek z)2~^VR_PlEvh=`{!S(4<9V7A-yh8TdFs;I}1qrhH6!RK`F)q59QW^*03OsXqox;or z=Pt%)SE|+)_Zji)Is0hQw+l{}t)M(zf!)q!W{V@%@VQ%pX*xU&9iyWWU;=23yQ|{4 z-Fm6~=|4?k^t%L7zeE5Q57`%Io43IjbEzbaHC_w{J(i`h|Ih#&2<`F_cBA>sUfQ7P z^plW2oCZPZ$tvFm6j|wmtSEaIQ8{<64+u9w`Fc%e2F~#sc3y~}0hOlUPoRflYzY1>!QBdL(9VidI{H zZM^~q+NM_&th)(&9P9d*Pzvb};o*|PbH)5-`y?W7!}5&_l_yDIrL9R9Sr34VzdcU> z>L4{F`4mg<1_s64NqN#w1rDOtA5L!Z4MIfSC71V_CeZyFV^kLSSORvKJWK+cJvf?E z`U)xILMS8|fF6?7GE230lJE^ty~8g6--s=&J-GqKXLjsWLc}qdg*A01H{sf%C1o=M zcw9US=e(~kjf{%(l%PO$FNY_N>4W?G21@tz*4pm9ehxe2J$T%xjcov4^)7#1HRC>< zUHs+v6elJ~W9@Gz7`r+iO#O3_4h*hq`k>hi2L&nyy|cku(xf`4?T2c}~A|AWCJ3ld(!$xSl}M?sTx*XxG9KvXvYY=Ll9xF=mZ4!MjM`4aXp z>KL!E-PT9er>osryQINZ6!roOtURh^qrNH}`gbHVE3H_snUX>sh8O>Ft!SH_+CIPp z+ZGNuX>qNc_cCp<^?xo-7q*(RAQ|r{RJ=QlxdvN3JT_*>&n0WqpR?TD-otzrT{^=7 zos?ymXG;kP!OGr*W2xg{s=l-d&lEAAJMgD#N*K{{U@@MpX(JB?7Xw&!Q9Uv zvtAjg8nG`PZuWu4Ty!-I(;QI-ARAmAHlM4oVcL7Q(GV$*xWPA>Ww9FZ2``R2@@4C_ z-8#?oz~}1AM~Lf6k{L8~;K>da<8P@HNeK*Vi}gQ09D0Tt^g0f}4-+()eE5WDd;gt5 zM7u5)g$UANtEe}{V+*(`8e#ogYpBO%=gnJp|1U#eH^}a$x&me8B~p+fWG@3W$kHEQ zSeAUG%r1&34rLHN!OOUD0ofzXKChg`Iq)~oz+m11xx{zRr96BQ;iz%wRxb~$??a&X zcgAf&#&z~*EzHIG^q5A7+rbR_k>&!c6pHz4<6({M6-pxS)mq}j*r4YFQ87%+MvAX`yqH6XNo=gSE`x5G61g~Yy`jEP11owuM!7=k`H6NW zBE@%p%XKA8+U;~2>B-?uLQq@r<~!*P6?lDQ%jsgsf1J#_h5A@=+Jjh;EN+dD*^1l{ zPW#gyEgS5KUOSh@I4K2Tws>3Sq3aH;;Ian}BENQD{ZB78lGlpdu-fYg1>y zL>rrQXee%$D7ne1aK)1yh4XSf0N7h@Bev0~tN{yK?q2NXFa zb2?^l^RsMM0X@(FWgRfiF{Ky)!749Ha9R1*e!Zw7?Xw2AcNVJgwzs-px*%_+pQ>VL z9ntqsy#P;Qr{nuB#Nyzx-nA7qyG=?byxN1Hgn`Juom-cml{X|%!m3xiagzfFPZ6tPLXAnHCKc zj}Qt=;em#OuBK3f@uCPlI?v)=-N#tG;#)~d7mT_~tXxhpv)uM8^yvQgso83PmE>Sl zO`WQ{q#bS`^z3fZM>bjUPrd`j2l3G4Us}qZ*x|%{N3~5F!nF5G;px;Pyb=eimXExa+*G=t zPdMzQ7YWWd?{D=a^9^nh!q1Eax2ZV?f>t}ksEf)0kfF}2;3Y!>bagJc+nCUba;J{_ z+xQwd;@sJAWzofSDKF|`1;c839-ncI2z;I`c*~5_4?-lvqXU&jHnrqd8885MQLWNB zQ9+F!=O146rm=ZrzXMx_ZUbB_oq<8C{~Ls--^r!UAEJ8_T)Whzui6wAyT7E#h*^ni zPx@?xF>0xzr#Qfq(#(F8Fm2p{rTt*yutVK(v+Hh~!Oy4uV`z$EgYR9wH{E}Lt~;jC zjIsmC2}S*vsP;$jE}C#XPx(X~r%c6NFw;JLrmh63&BZ9p%F85$Oi*Yweu_tf9_#3L zzgjOv^|)U!tlQ7z_PqpR>&glmzp{Xo_m7vl{fSsT#F1WbO|Ahc&ry9oC3-oT;x;$FaM7+~zm4J$D}Q0+T3h*s#s05yqw_al zS)ZajdKXfP_39W!2^azLb8&t!%K$t>AH28Pv24k8{X>>R(2av>o{Yh_KtUs{X0_}k z!}{aj2wWWl`d6<07$XpE>hP-9TAb8kw9nR5>GwNe{ks;0$;7{2lSN_|j~rqGdmx;{ zI99^727BKP(S0#m(K7+joud|sryoionv};SC3RtyUI03y)!8Iy`&@r(Mz3D$9y-WP zGN}X9=gXK!CF}X)0~ycAO1NSy--P=bd6wd7$a3*)5*+gaWD|mQVzG~>gCV3{ z{Tx~ql#+O`eWLC&?D%8eZL8I9NI0+)C*f2+#urp@*AI&nd2J&Z2YoVZerdmp=aFds zb*~arm`71fyC#mLA)c9jdtEPicJaUo%HhuN7TqUJQ=3w$@d_D7<~TL-zlM_y4hC_- z?|~8$j5SZ+VPw%>;Qt6mb%1a*0tiR8cX&na>7C;H zjvZfJI#X?aY|Q~3%A=q|Sppy*#g{u~a6mhiz=J!u{PSV_T5X%-po`orS{pm=>&JN z#;XQRUYE?l-G}wpB*s|Uam7sI!y;;1+||}oY2#0Kt0JLE*L^(-_m3lFS$;Pw&jhyn zO5VMh^z-Ir2EX&s``r(57Z)4z9Vi{aoR>T9Z1vJqb*#4ITKu-xvz3t*O(x7|C z!`JyEs`9CSMlhkFlsxNwB}zm<(v#;cdQ$hzipx1-6f>8vbT;?gF34t=u;SH4(VOY# zVr-fgGZr@3Gqjf_lHSm&J2*LX)9r;&=*rS`9j!Zj?DVCRx7tGY_<f-(qv%g6|EN+P;qx|a`-q6Za zjk1r)zrV1$*PImHA&oTc7fuJmciSk#EiNd5S)!7-yvWI+Jb#*0y9AqaZzW4|)jh@w z=R_5V7d&2L=PNhZu|2yydCRIHzOn(zXo3a06@}$rh}i}I;TXkt84J29)i;?plg4X2 zesGOBhDlL%F|xr3=hA(TYJ3FoJ)=R|>`ClOshEpi3xqW(Dzf!O*IpQYUg3LV9hjxK zGz#5SBw2qyW8inEdUBa*X<}r<{m^<{^W`Pt$>Cehlo&ILo3e#Chc&RVROSo!M3sQ(?CC5{|Mp?Ib zL<$(uF)%I7V`DDpk>eXoY?LLBL#1|{uXO8_VxSvrPn;VVfJ4n<7w|ZF47>^Fmk=^| zPLb-NdjY7cJQbHLgfS;djlJnT6wJez)-D}3{V@ZVaosZ^OyT#L{lDgkYrU#`@yzog zW7h0o3r|SH$;zdWLp6r1(B_&H$#F~JAutqEN$+n^yfhIz<$cQte*IwRYzbQoG{W)v zR$awMuT@dFtI;o{{f9`XzMi7~Z|0QeO?|~xk5x4SpTTEdyfeH8=dOS8r$QKnj_o`d z6*~`sZU%beSo<6F_)PzeIt%dciqc}iL>QxvszlCAj0}Tkq9FyIce~Q@?T#}T$>(b6 zCIFvUb{4Vg{0#0V>+L^N$x_JuAUA)Pb^G4av%L!za8(&ae;OC1k(ouk@zSX7r09<= zJ4|@8<4dO=*Q}5uj{TL%3?E`kE_506D^*$}zfrEFr zQ_PJ@({#L$4X($?RGZr`s{*5{zZqCb!qea7N*p|e>JF)0thx`<2fs58n|cBmCBusq zGM;`z!eIV*HgGjPLX=54baKoKHU7O8CARan_*8*Un55&Nc2Hp%J^Bymbx(+JdQ2l3eft%#+EFlRvv`MY~P5c=5w+!9Pk)#$KC174;UA|vJu&Pr2t$>w=vZ_xE$yXYjNLzGNATH)QH>_fUu#Zeh9{L>Dm> zUvx;m#StslTr(GOxgtZ7h~3xmf}a5puX;l8)NVEO9r1^g6mIGdS*oKo&gm_E;0tmL z*R&0jGILjmXWyVaUsQbUY5OsrxiG1p^@ihj4O1Crm*=3SfkL?GNdmsZAz71R=WgH_ z*ZttC20K*9Oi~B0hca+yd-RgLoY)8cVM#Ht8IdUHriMx(g(zMbSfg^|)tD=B{am%0 z;>Sd&e)N_kNz{n-mhG2JY>cy->42c*w|=TGh+Xdx>(&k9u@woN2?D5195~u2_owhT zdwcCOEP5D^-D)h3cF@1lW4SnXM{J8?3ue8?ZecIy=oZ2yEr19g8R^9se{;%JA-VF* z;uGEdycmn}kL_2x_avMT_MbE5p**%ZM@IFfZ=O!a{?^&=n)gi7K2s++)7>$Xr04S0 zoMj4)rdV{~%qS8+`ERG}G{))1MaF8j649yobnEBRmQ&rp_!Pa#d9L_8jlOFM7xx}i z+|#9Ee`zE<-iOAG5!$ghBudpu{_KvyFm%^1aJ9v{_TdeLIUYm4ja-#$t z8ff0V$?cQ}`O-U=Cydw&x~4L!-=ltcR@Md^b*?wpF8a9t?Z|aWC7(gk1Lz^O{0G#M z8nt$u=yLnV)8BqQs{HbL)WqaYNuk|&N8;<_la;YK3qNVU%MHo*L0!)u9gfkV9$hq9 z&G*wSWau!Z&vv|9Z>h{=`$1p|&%m}R>{NXLvU!8g9Zou5(exV`lh2_-Y?mCTc2vMS zmtPt+qd#9@xMV)Uf1K7bR)ApgQGS0$sgU? zt{$Dt#GbkF+V5T_LWy<4yj<+?lpd2ZdW18}vt<#MFJBUGArzOXTjgEBqs7i%u^UR9 z{;o)Ss*=foZ?bCRDE(3fJfl6|L!*aC-@TP@cxmhN1QE{|A22WoJ{Rf@QI6S8kMM2z zw^h%waMV3}Ay)7H<%m>}F2n+C2-yf&Vag zaT>;jQZVS8v{M5UDrdv#X}bOpJ2kIu{VF+5i&$K3OOseKJ?zu@`^yY8ebFb;3g4!Kb><8h{dKnq{IY5!kb5CM1cj&XfHa}CWh(#tk)C>fN(l8i8ri*JDkH!#Z&nW zB7-dbkS&cYc0zYv0cbyAbJfd2RtjleKeqHDwL7YeLZYu4Kh@5Yir-iQZYS*8X-Ehs z$GLTV#0%Dax0bS}gsaYQI5|FnPpt0mDbUn}e_m7GF7EtX`;79LyQf2v2!gRTOmz7b zVE#mUP7xYb>z&#+s>NY{4(T)+vULFwQ;FNxh>21|V$xH-i^01p;X^zi0~tDizODf= zebP*o$A8;~COgw!SpVsc;`EHw*V?6h z1>r)7$H&tb>&+HiwMB$$mvO;{Hbyjf>uB1o?akLL^x!Zr-jk` zzqpI59JauiMwe^tm*6SHWsPfeR^K*RIbY{%!TAu%UUMw9&p}TL!pMC@m9);Q3;Ur? zksvvmLsNjzEn(V<5qOxVcwduaP=86?ieY-YuQSKVv z2|C}XXM$LswB~n{P@LC8PwT?Z(1Iq_81KULClLd3kVa4~#pwF6>`+|va70_qE zJt!yQV*N0{d5}wa7m>>o1CR3VJMOg^>Z%g@jOEY-fx-M6>FHbWC~SU5aH95EqN+*y z&&xM{{YR$ngHs>?v$7R)4ZYqkcIr|d{UD{b=e3!&xR%`VK(_y)M`2$YO+eSDxw@j~ z1@mRJDs&@HPIXII1B*EStEGn||GTBJxH)9{?xVN=^pw1 zm%Gy#kG)&AUUP@4L`_Xzjk&b_4`8NFx2EsuIVSEsY@(nFB?}s^;MO4Dr4G8OU+_~f zihHfy;X}JWR-~P`5Yd&`IxfC@MA<&nhfDk;#OhEBSrSa^a|>-dCQE1+I$wp1n%}O{ z5;TXGFdA_c^lLrRi#{sA(B^meF^^UR+|j04<}!l8zBGv}9uwmQgSDqfD?W?wY)Q`A zoiI5-OB=aLrMwHs|KPT{`i(!Fx+C62YO{Qix+;U7p5OZz}0i|(BK zdtmo{n(AfxWqtRzW7NCqtq$q$ET-kAhlCT|zIew$$X{a3RLA~guLZ%#CdWc)>i!ms zp9U$+IS3`FeFk@Zzv+We1=Qk zW&Jq`)=6!>*X&=FitM1N@yyDKFCM91^u@y0wo@@34tzviL(lY|2z=-O?}<_?j%Zb( zO8u8w#<*wIeMIcekmg7n9yoAvHrUSPq&!E9_SS00KnbHqfA(!X$#br@n~wiIVvBm$ zOmw>&ZO1psnEYwp3A|dp-;g>YNn@&=W(0yi^JLPeOmOrmr1)%|S4;Q3i7d*I&4Qz9 zbI|nPQ;LDHWq=d)ac`VwVe{ray7C3yjbsnp#dZfQDuc!9GG5;5@_`7havcf=Kmtlt z3H&#~bHDzb#PvaWyp*(zxB{C}`T$bc{9sBLZ+Fjyoc({FrA1CT;y@3?ppIK57XrMb zEaau!ZocCF&5-Hsx^(IEXa`AAjueo@9|$oQzBMQDw><1VOvoNw*Ul?k7A`IINur$= zns~c@|9;w$2QyszLA{;jI$pSqtF_hMY(0trxpg6x08Mj8nut~7#Z8WIKUkt4KFjEv z%W=Dh{z71J^ItAFZ}b;(g9d7Je$iBs839ae(_Z3*2VNoS9cql1X?iVPJ3M+X9TAXY~r6F@!LCXU82Ne!5C@@RWEI zZyS>~_$}Gtv=5_yu#l}?-e^Gyg86UbavlrtoCoOX_mTrMx5gCu8d|)*0}d11TR551 z2V!_bl8gtYm(4U&2=p{eQpRTpjn+%eG=6V&*)mO);^4i%0JYZo$&O3%bZLN;b9uD; zjnokTxldcIB4ES&U@Se+|Jch9=AY%QVKTF>UfTqhP6;JK3yQ7BqnS07}_P#X1SP4qqqAp?kK!+l}{eq&ZB>_8Va;3T|Q?Ak9Q9{ z2cLp8`6mL`~nPm3)4C@x_vhnCL015wKk zhIcX`WM6dz!}x1CK_|q=jF(aUu+LY|1s-fY z%pOuBa+-RKGf#YxvMF)$dV#KZCA-TE+a#`X8nV<>=u1$k`BSoA$J&;y zmQRvjcXhT?fis+ml*kv3-`eSJ1t=05Zo8<>IO*bqZh_Jm@oov^3x*x_b>d-^QufJF z7L=wLl+~s`LT_ucwDyi37%4;vybBr}OW{$8gf98|c##ePZu-Hiou4P#E|a=$uLaxW zgQ4BiZsBylz_XSEm*8_c5F!2-JM)e)TQPlL78%+d2#_4wD&eYy^c((vyc4f-QBvt8 zcdqA4iF5+#ImIz??O&AvQp!L=dKo(OD^KCco+-ZOXrvQHsJfd=t5kJcOe_E@+rGvc zlmYCBs;ZYIt|wM%#KtwVzhmGRdnLQ)vIck~Ypa>NnF>-dvx$pu5`uTnW#Ao`NIYq0 z(A?m8ORU;@*6vXXMBVI(ttjin3*Y?Ng;mqqk`7k~;+5ULiW+*1X?#!Y$0a%NAKwGd zh%etz%D=srz4l<>m)=L6)0=04kdh&n7Y-|TD2Qo~$92dAQ3D|^nVs29;2%VKp5}A; zL8K87DlowJe$$Eh&Ne8!r;BZRt}oP3{&{)DBW*^CK)ZK%$3D%=9hVbvWt|sFC)BPzjEGstM zVl^J%^U{^=Ii*!~)0TeMDj2H!-Rqh`U%X(q2a}!#=~u{EOnVIlO2J=oYP}!@c(fNn z^ZIKfFk&GU<1Q&=2r5wE1!(u3H*T)t@ZrYDY=7T7n2qE6Sa*D6dZq^suW6%E`SPSh zM)Pr@hc6_HfnN9c5F`g1r*OT+`*2|z1FsE!xbQ#jeuH7W%++kx=Rj*|WLhE%M=q+n zMn%vAaEG_<@@F!6eS;*(XFqHphUIs+vw<5wE|=4*HFzBs(K{6`nA(lZxkP#cYLi^( z&r_{CXfb`bj2vZhw0PR;_a1ss`Q?4tyzg@lzESmpF6}Pt&#I@AI56{U@GAvTJ6__I zr1Ipr>n9~ES$V`A_=<}5sqJA5H>T~`NqdPphE=}BFb$ycNxA;UYpYG3TfdW)60fa4 ze*WwH%N>xAbeI}gmfeTPIsa{!k`vMwqG?3~mh{$pkuAP>Ks_E*NRvqo@sZOq1Hvr~ z!Q-%z1XOp&@3uB8TP6i=&UJh`Vz^Cf7S&N_BV4m+LI6Lrbsh^d2j(&GCmTcwnKTgQzefdrSPVI>4E~Y;u-|M=8E%4$vsv@U-lemDM^2(fNN`% zqD`)Yp1K41ar?UO!v1y6nMuQ6Aq=IX#H`CZZN=$Y2{qnJ)_E{daNkil}Gk+AKl=#!`K*hd(zCBN8Rdra3cteM3`+m~vbXjpO;^oe@ z&&9kLo^6jxPJjEE%I%nuOx2}$cQ-R7@Em!)4J@3AS3vzdUZ!pFGle_q{|Pq17c}cG zLUCii4}P|>s`8S%FqSDreXx7nZ#W*j{@#_hHA1TDjZlXde>8vd6(^cpHUWlAI8Wi1 zIuY*~s}~jli9(~&N9X13G2jro3(5bML^}*!>ah%80f&%;i){i9ffo-W^#F%ZHqOL% z0UScv6^y0sK&jOsP%K5XCtZE&{kQ)5(n?;9SCRdWu*I0zJFy?#`@22{_bbiS7H@I7 z%=@jd5E)6FXtz~+uFQ`Uxb}}g_iALCsE-oB8=a8M=EI(#zq9=f5w+o9(Ztd*D z#OT%Hao(KP|D)%Le-h z-sZA1+_HVd99%NE>1q@j&ayHVTBN4-FLZ5Y(aT8ePqo!oJGL0f_jjj7E7gPcehIjK zZqM;2e;n#~-}en|EmG;8VWZ^blg%4cB>7`wok6^MYeGqm8=I{8D&FNLFs{1DipzAX z{E&Z6#SQa|ZRlPwvmq{KHh;$Ev{>TvO1InZ9VUm+@j03$;1Jd>wr!e?ldvar%m$;k zNPrU-nQ+d^fn-Jeh!1k87C}6@L*-UI8DXknqJIEx@Y zw&Py>IR$rdtn^ej&_5NTW4+nOG*=1KB1o!?*V}D&%j14PB+`t<5UtVT@E^v&Q*hV1 zsm{)YN*z27RGt+02Cdq6g6XE?dGsdlEiFpf51ywg_qsktyf@wv$Nmb>cUgeyOYMyr zykU-eoN@Fz1Ujvnz0uhLo~tj*tVwGYz|b@=hkHt4;d%%IEq@3>7t-B;*#w%!NHJhq+KrKepl>gx=y`v>@S>iyM! z!&1|`XcUE?=hLYm=}Jxp+sYhKJft34zgSy=DMaHlS0ppr_%#Ll6Jv); z2nCf!eK!4vI{ROyt9H&OmGRGk&;6>Xb%T5$4K<}YRH@zbPxf@ZnE^~77_gID828 z3$YL<9#W#j`-AD@Ha0L=a&Gh9{=g4tOQBVQY94;hMD?nN_jR~yf#wMAF8ZO8?O5Lj z5GhdbZwh$Qqdki0EIE825NiQKetap2=L_SD7bbnU8x17F7=M}+Pi7N7;PMm7sBi}; z1zou18UOlXKUQ_+7w|P%Z7wmb+Uq>wLo=FpVY%4*L}=h6_{1u0ya{2-PXoU{d5w(F zw=ro1#pg0Pr^0U1^)zUbkU9ZuHV{^wD1g^RQOMmXzX3n%i}U{OstlQCbuI=Sd12N2 zCr^0SOLawEd+FEr|Kghds{RG5YnLJ7ii(#)8QHN1V^JZC+n1x{@upgFFqJ@z-uc< zlsSb?0(bj}Um;gw3Dy~F^orG8$|UDS;0vDj-SUWGS-5JKH;(wK^D}kStmCfO)BcH- zA>w{R8JZU^hFxuhMV*9kx^BLP<#&O{T6!pMXV80XwEE7u-nG5Ns=zS!JBE_?H%FrHLR14#jV=1DxK zOG$X)J&Gk8PinPH%;B_A9aV_ga!KPO32&gYPJd0DJAv4x{%W%&eB`#({}mPDItshv zEQG$M%9SGmvpC1!tjhgkj`M?rbAYz$T;za9VfXYWm<7Lt=BYyJAcotcFgLUH=*i0@ zMiF?fNQ!&y5WLgKHq{g!wxuPZDK{AdOWl1u)OsJHI;xA8yl9sm?(Kq>F~0A~ysL7uW88(xxh^e2 zH;?#U3ecCV{>A)GC9&y3B zVZ{`Sc_uO?R5FWKf?FGYoa3xU=_VjosQCLk)H$FkD}w|8NrrZ<|l{(N8H5$eUv~0I11?QqD>E%%6yhOcgK&qc5ikY|!xS>#pd<3r_1Zl|V zecvClC&sg6@#pJ<1_QepM#6|UkQ&{n6uijEt2euB4(nTFze;J zt|l)5zTevsLC?sR+O4>uZLJL!Yj;LZg;&ka4!=93e;w#1H8g&_2KzhRIDM1^&@1CW zi!vM-{u5huzH)8dpz5!K5YV*ao&0dv?zzs>`;mqFA^KLb^*s(&@agB^-@ay`=nTaP zJ21JAGx(1$56&N=ztrDV)iK7;9krjRVB<{r8>ra!6x zuOMk^>IPg5rQnFum@>q$UVN8pcLe~xvf}EfuKGHUd6_SUbA7PhA}UiD*i>G9o0WhV zjL|~pneiAZL|*UJHsJh=>TFVzmE|Alo6I7A!q?I%gD$`Rn} zRWthA8Ho@5)!-sKl~PFh4RMV%ypw=&3yf*LZSl;1cIlBufbfwdv?}=sY8A#tquHV= zsoj?hNQjLeM3A9DlR*#EbD*GCFgFRa1V9V%kV7kaFh&{yR>$heW&D+ z-{HLVQ9eDynpm@T6+C$C2{a!E_^>XYQAj3A{Q87+=0_SPa8#ni*>>B+i}+rA4d|alM7L!vNB{+J$IyxDn|-+U z;e1-=Wk*&g`*Ntq2R}#||DPg<)b8~vBC4m+YusBI^}=r3(J%e87&$N$jE^k*u5{om zeezB)>k*I?l>Ln>a(B?U(q;*jY{3KxIc?FQ#6^XxR)HZ4oU?#iOxP4)oe{RUD;<{U zT~IQJ#J$eGLPOUtcIXy7S3De9NhHSdoHthmY?n9br+A+3)?A~NEFU%Bui4;;9yaIePgsMCB@@6)U47DbngUHY{N2AA-Oau6 z`1j?}rBU|penJgN`D;aYZ{1fS%4WNHV)Qk{J$$F%`0}FNuK9y)pxNIoi}~WEfSFJ# z0avSTf}MF~PUDB^k7s&MtrGHe8Bf3csuWmy0}Bxj4S|GyY}M)*?u#nXOiSi8%u7wm zqn#rcH|clTAkijj7e+@}(5}g^l~Icq)P&jnwI$v3tG<(uaGEm_w>YOCrJWMh3KzRV zRA9GLt}g0+{B~<^TM8&~!q6CtOKA8Vp+2dOMw%Ps^U_=xhTQ?4U=M8I*c?uF2r68Q=by3uq zkEHaE+GZ?z5vP#OIv|>MkPRML+T-6ci)fn`7xGi)C+7NsMm%;ew{4Kz}$mm?@y}AYS z%l#|Wma2exo-$E{C%68HGp!E3m`6!Dek56r8(tDAS}Jdjj|5IqARVFpkb*EM0w}(I4w+6Jrw02e zH}gTR9mDzpmt#u@pE&UPZVG5?Nz$8WU&_?(3LOivgP&NfUD#Qd4p_;9R-{S-AqxTJ3>Z;0TKmZ`B6JTZc6ZA!2z7(=!MDuZOZ0~`TVW?t+XOs|qQ$Wm4@*0fCS2lbG zh+)W{CT0C1hLi8*xkq1vHIMYzr+@|t@(X4@iRf^B<(1pN5ZiD0)zGASAmD=iX(kq|_*aiB+d>#hFow%*MX?wIwFWIN1C zwOx0R7~aYFhiZMgq02=|yS=x9F)FxfLFM61do*-)N*5KfUHP#k1(W%ntHV5l9_-RK zv16I|4YBv7b;X?4{D`_Uk2#VA;HNET*wf5Tk^-M9k<||wtEBUmh)?i}fiK|Cr#0^Z z6%+C2mH(3SOb@LyN;Hb``@OPX$HWHoxEv&-Wn0d8etnqSjY!0fPh`R8rKl6Rx`>Cj zakdRx^)60D{{xq@&OgcSs4(s$iiC#Z%ODk%!t~T*l z&q@iD4HUa0#vl)*P|ADXh~hZRGA_Sd{N$ns3sQWxZ8_iUsc2sKKKxN4*G|9r+=R@w z;dqUiO$A@XDr!DMRfi?X^vT0`W5EY_mu+$)QL@vYs&G^A)!T&|8+(#6f{T_$V=I-Q zFdXssOT%`r9kvWQ{u%a*dUQ5OXljCA%Gt@jZ)u0WnW1rPU2MYU--R;*vk8&{`^$Xt zZ3Ax%wy}`>{Gt~6Ac&5JP-(%zDm$#Wbad6hh{ohsc;cV6Son9USRa3e#pNXU>9lyo z?Et2x&B&s20hq+eGLB)S|M!B}iLm<7=`<|M{8D1RV9sf#>!wX|qgpzl$JQp$$|zpP z@^=t5X|Dd%Cy#4iGv?A6VZBZI=VF-WzK7?Ts*3Aw+5`<1WfSL7;iUZhB|%C8EnA%n zT94Kv{D384ua|*hmeUo{Wrj_d4f|YzaSJ%aK9tp5nqYZNXG!ZiKj<%`Z-?6z;1qoi6;0osHcQ_KDKE2zWDf|=S!UnF52YH^gZhll zi2c|UbB9**BOsLKDwte+CAo_@FAqK3E-gMKYaht7c{ASNAhrOU;-J{{OV=PZV^sZP z_}@?##Lf0J21BL@Ks73R!n2xge1pttM5p1kEidANQ+-sW7+CRx{j{dYEjPv}+B1); z1p&H$wo#dWtl+&Vr-D@OgRZXw#h&!k?&l>_wcErXvYvRNCulHBU#+LC1V5UUPw&>5 zrVs}9W7>9$-lov2TRO~W#r3|9=`brw|8VGkO&jXhXS?GZ<}|~+(7{m25Nh1}5|E2g zB-MInFN-pY81uf*n~i}Qe2(E#iBO68WMX#_L`#dwynLnh&t-iOXVI=bs|G z%NKGdzA&kG=56}N1o5Qq>)=L+InYLoS}mi{Y`kpfS4bEagA4~AI=?+M;p)r*XQvlZ z=O;zKxQ(tbdk<_gJvIo*h(#$JvQJ#ld4cNzrYVdQ(9-E zgh^>|cg)+eZADWR>Px5MEijp`)vfB0&%m!mkNiT4UeR>4CtRb#7%it;FDMOwUnh4$ zj*9{y2N^4EpwCWCu6|GfSa|D|!4+U32$IZWZ^H(Y&*^A8fMX?RI`^^mgG?75cD`RP z-F7eT0+%Uj^U+Xa^fgV_{t-RC|kbaYXytwVlR~-&>&X)haAhBw{?0e?Z0@ml%lU~mO zh_s!rA~`TC7aLt`RKWKCq+@i0-GWIOmG1Bsod6BeMSehW=+jLI(9cV7d5eB4H$;NI z%W)~@OzXovPZwoF4mZN>+0!W0G8*ejz! z!}YeLKGXhxg*5K;wLju8tZlO|*<^o<(YxUO$hL`Dzmn(=v`wJ_x3nYM7f zYSyVcFk?B1?QNg2n2;#}y$Nr8b8?Q%r50Ir_>oNPK$tBU{-mN{Kqq`s;@~2s)$14^ zxEdJfvJFpD#Z3uQ(R4m1cM@XnFAV#-R>D?mGG`>=Jb+|CmL%d&ZD@*?zB%1Nr>yN& z=?_5|c#1DBgXX?+*^WMlYrnK(GVN>oKE6r8iH>su{7fEFxy1J?jSHw2*`0oS-?ilg zirJrvp&(RU^ubO;Z zylL+as4n9U33#5-9H=8ulpu3NmE!NQ1;JRR`<43$Kve58e?kYlg)P7U4r&W19(+Cp zWTRWhL}ZtMgDMR;sL92y+y@~NDee-#U+rGPB?R55V;)-nUelX^F!MVQrsQ#dLCKJ~ z_@43-t;Kn4YcOqS+x)IApb><`x2*+`Rp~`vPiFg(&`vbx&cVqu8quFrqQGg+?NYxN zaGl0BCaY-~Hh)f|q2b;XTdLFN|JB01wExZ5q_IH?mZsGyI3FD4~D+scuzTytc$tBv5ats~R!Yt7R)^Ah}fKE=m0GTF2c2a^u9f zjOTsTuSU&pE)7oyMunPa%pwh5%vY$#?=7(_<=a>dMt;6<4CmccVP(!&(F-x*WOMd+ zoX**DDS!h8nLRceC+|2|jppv*Tb&!05; zW&tGj>5n3r);UPTGKw!tpqZSA9z=J8!W&?|;sC32|av4Y{=ITY3}1>?%T@G5!&D+wC@_q3hMCABv>I4=eU+ zX7(leAVw*$DQ{9vkAO~(TDoC_>o`K_;qTLg4kgGcSUv6357Jbd=Fga!oIs3NgE0~; zFAELyBHq+-aUXgMKNUL=@&soWXA*nDB}J3`{?dRLz3eASY?+L&j11Dy zGQNb+A)b%Dh~Wiqh&r{0{-&ZZnYh-&n6e+z>7p?r58IA_AzJ0?Y+xi>^YV($4t|-4 zy`I;8%j66g#khtNEk{oRvYBa&@S~Dws6%6WE5p;2>wK6;B=+7a+jVJ#lx~kPvjd4o;!3oho4J5Cu#{IZH$jP*M(-BqTfE8z z=4|nw)w;cRPx3q~Ce!&MXtkXKENEG1Y6mV&^Nqw{{||;$>fai*9yJIKYKUJ*_|mUD@ax0!T7EvJ{dcqPcAAaJ=={m%-1QFV!0$;GCUjq~+w<@Fc#6Vl z2k!6pNdROHah97w&u_~_Z|A&}<^@PaPIac*codpm*2kE>`RM*Yf^*e<^r2^1!~mFp z<6!&uphN^?R6gAhK7z^QuTb)q1QlDkn67Ik^Abjdj!eYF=mR0&U4S^79=rRQIm~ zhPmNX1s?B>pL>G9@?MPRpL$-K?wGVVceifxRJ<(9u%-ZIWwvI(K+;_|fO`x_o30z! zAO5HXK8B%98TS=j(*YHHQt0-!;gPUP?N}7{f!Cj`-Np~Qn0UcP#v(sR5?zR417JOI z?^!4G25zo=TGY-X13STXIlK5D-ka#bM)HJX#D4H`IliMsE1s#Pe^8!PX%BOC@Y#I2 zo~F%CZFCpr?$A)I=tE26#XT3$f&vEeIM=i9N4mUVUOi+&@qJe=L1Ezr3!8b)I=<&fMpm`^5Ae!~;=t zwBvpPeLUGq8Go#Kv+U(a6g&4P9awN?Oh*M+*&bbMdkHNxvlelGmn^*ZLCZm2fi^|T zYVZk88YcuedTjF*FMB#;cF_g*&bdBCWXgMut)+_%nRbxFWI-=X1nv3ebszI)=J=pU z)jy9Bi|$>Gw#}E|WIHbC4-^0BlweNyLz!42JArv$vn7?1g{Ye=1FUv2X}8aOvhxi{ zfQg11Fcb-neCA`A;%?P)bJ|}6aOMbn2F0>Pfm^^7CEnLa5#NL01Iu+V76>G;A1-o> zGenLvh|-9hPo9R)Wwh9pFB)W4xtmr%(5PfF9j5 zLb#Gf$Qhl;7`_YTvi0~EOKz@*`yX^h&8+T?M>zioa}j5Tf=I^N!WaT6ZdP~WevUUi22S_7T)=pGTekkSbvLal|L7K zfPFvdN4uBr(oc^L)t>#rT{niZYAaUL29Jyc*JO9*-Gf0dEnNSh&Z~+|YU|)Ei9wFE zWJs5Qt`+fa{i`-@CB?hW0fPIV&XKpivRB>_?3eEM00=KZh*>R>yY({&*l-@}RG*5j zXO8L=G1C|Qj-E^;*Q`thoc+dC7@nuycj@;aXpunPmd4#=`@W{F6bEJxYT zhFV<hHSdv7uN#@n?PE{Y@|5yPn2h7<jzUv^Es+y5}0Jx~JS6l^bJ zldv}B`}?kCy_ZiL#f~RBACi`E-f(F^1D%^Xb29#c%yQ(k0h2)|I5#h@rqox``z3;z z_rz^cEx9~C4^X8)RLWg9A8xiedAunzZfTzWkF>U4MUBiKTz1?aulfyLFeA+PZ05P? zmXpt%ZN-@r*d)~#Nw6mw@VV-t08<$R#_U&8HNZ2~9b zXKU(Q6+=PbXU2J>9>AxX`{a}%ogSNBXo;@`(02i&-uOUOq&k!K5YP|NArWzK&n@0btzJ=H(7)g6+p0~&3Vze8GV3A&cBHDxY5*&bzP+Dq2qLh z0U1SnuY~3SG1k+--F8~1E>*RoJ7PB;cv6oGC~-TU6p@7f)%W`T9%CW~kn3m$obnW? zn;?7FZyGFv%~ZmN2SO{Y8fV&bg%tNg)7Z^8{=SL!uy-HR1M#O|AU7Tk>Re!Lx5g4% z#;lBc)QTW?cJQ@P?(4t$Zj|84Z3OcX@fmQWbMffgK6u(Yo4&zRn;sUb zwF(;*w_G!glXf$qB|zZIU;dsk??4U_*x$=cPX8~kT-#jS3k6!h=oWutcOj(`;8X;P z({vbV^7BnRxYSP&SccwtM<9DZVEO5pZX)mt%x;^wTM^)g{0LnATaalq2~tn{;GC8E zJ|gM5mAflryi5HN1I6FWe2NeDN;B3seC#?G0(@tOY~LPQR`@RJaO;?F9}Z^XNo+<1kH zNiyZt!?DH`7bjFy*LP9;wTJ`x1)xwT{m+|P%=+&^{c?adP5l)hkV51tR;R^1{zS_Y zC)Wl_txNV&!Wd$!-ptJn>&+ypH%m|{fcw!(KkawZIwgpDz3ubhBNiTO ztXL7~Kp0#;C|FM#tY&&IZoHYX$%$T+3!D1#P=ERUNltnbtY6}BAkG)7S&K2@?$F6; z$%%0XPVdcv>V6U-F11;NRh3}G{uL%HG1oT7E#?Xx-V9Bl-OQ#+nwP=iH-|}D%+(u$XAGbT~i*8!d5jlcW`83(vb8aM7h^yZ2r;Zq3 zgh)dJ6Vbbm-%3X>i|6WI)cy65rF{ICG3pITKT~xIe9F( z ziQ%#xPq{HH`Vi@?+w`DwZg|rWh4thMHs(ooDCt) zxnu*d*xuiqzL~vU*|@FaXb<|fDsoO-3>Lu9T_K(!zqM44PY#sFskbrj(@=2Xv5Ly; z*-Y%sy&fY_DTN4!pH}o>)~(5=*?{7?7B>t^Uz$y9w=3UIdhwa^@rx4`;1Y?g5$4@Q zP?HuJQ??KdZZRgl2$@O^fMnHljCg>hcN@QvAouKHac7^I8yqNy&@f z1R1=Z#=od{{eOlQ{#i6nr1~8_mq<_2`0_z8pq4yhe7N_u zo&Nw?k4Bkfyi}eI`6sa~<})SLehpoB!lzV$k2l}Hq9g#Xiu`TyCcxj&#VW>BX#B{bCx zd<3-{0969=oGWpq)}MK&yK8j;9lmhaAmtuIZ)l!&En)pLUOGqX{WBkH>N&zp;=c5CBw2Op4l|Lmvc$$UaU-nK6Y$>WcbkS zl*V`nO4ppXy=UsHmU6vIX7&He?bUl(h#{EDX^W@VvN_{_HlO#HP;TVo7&?)TyItzD z;>voZR}POTCJZ0rq$ysqp%r{BoX~l?F_&0th;?zc*YirgW!UedH;KO^muJt^wO=8U z1DRK7G82AarNwGE7kyzzu-b>zXXsGMuC_51YM7Z0cKjl~tk@By*62VC7x41t#Nk_B zZR4{yEM!|9>WVFlKu^}ztY*F_6E)yUt}6b`y}MwoSjek1KOo>G5PF)zV=$3M^GHi@ zd(UXk-;K@s3fbs?=j|m{h`)FDc2nf~TJ;bV9|SMnQk82ngQAW?kal`-t4+ftd&{NG zo*4RPL&NkZ=#k{IzW{S%dq|#Xd{$p4!u2h5s~(@{qaBx3&#K@=Jir1HH@dBlA70}M z+sCF-HKa<#wBaz$wvC&$FlUBLVzo3e=c&)CS@s^>NQ+%ZXu+; zg#()9qz{!<{AI2?!>d9rG&%EIzo;Ury`RkMj=%qS0EiD$?>e?Gq3XYOUjFq4DSp$O zma7lMcc)^lcsJ~CLhv9rbB!qOvv_q}nQvLq|1t?EI3Egv z6YthTLdae6MQheuKC5x*%>JZid;Wi^G(N<+kLpsI=GN$NCgrQolPcmL3e#RXLHK$f zBb8?wk7tdIEysksN4dwP!5`u#_n)YQI2)W-TqSEWSX7p9OPCBibT%41PttZ5gJCh* zkLR==Pi^XokLW(Iz%K6Z`-T68hE_)iM%UjGM|=^reS!Caro_OZB446li`hkGz(Zry zB~I!ETaL2)Lu0C~dJcTuzp&8#_Zrg_0gwrUBE64)z&Bjh*Gw`H*I_z!)&kVk-`Uw! z9|L;mpT9=A>}SZ!^?M1*I${Ez4 z+H?Cv7!J>GhzivousxIsf^cwGw_pQ=&p1?-HOUBj@BjG>eaor)gVW+eqoEn9xzqIw zc|;dyH0Vo~60Pn5G9Ocm{JiW##b8RiySEjYVFvNnL!gw(EzVt7UTkQ+(6C01#bsFQ zy7?4HY^rpQ?0)i+Cn9Gupo4cSCaH|K*pvf&w{UQ9{4Jog4nH01ZN<3Ximl^5bhDUR zF^NtK?7L3L+J;G6axr{3`26$1U*2baT|w1)xx(mj^N;DT{_mcreuUAWn)$eJY4S@7 zHKooSU)lDm5$QA$YlEd2;EM)^vpKp!hs52B&@VJgUf*`vJp4frL(#IW9V5_zD!J-i z&oEV;OChts+b|GEE>o?Mj||$SE4TjFn+~E0OjqiR-$6rY^h-x zUf(PQtV^M%ZuB#$0)C)CJNva9sR*dVTXXLEm=5Z+NBtWeQ@Z^qNslxF27<1C2I_wf zhtY#C&~+2uvp+{FmroKp`+7k0O~#|o4Z;29$+0g|bJ3Q(YPmS`b5V<7f|DmX6aPme zsSrx#;v%1)r+)6JB_>U@mTX`m27Z0VtFo%Gw#d+r`uJ28pXmMNDaK28NwUERy4JZVq>2Cf9^L7mQ2j++xE8q(F+}%%L8r*2p_;lYH?)ifU zrw{2y%b-V#_HpgXS+s7r&4u2x+ba^$W@dVQ3YnU9XQg@_&2k62bTST?v`J3nL`&Q- z^T)$lvW1#?MpQCk54&@JM5?w>{4Q#!X^$4ykM9ZuG2$=tYs8Z1UNcp^l+~tvovqNV z)%{aD4XjF7KK)2z75g_g z`#l5w<5MmhPi5oZ5&nRC6#QC@N8?mK zt@Oz4Tq!^`rj`2TL)ccc5nzkzn8G0AVA8*kLxArQkI7ATj1XwNE(@UA6vKtOh`ffh0=;FzVncZ_Vh2d)#ul}yu#VT*X5?rZODSccWus3d+Nzp@7q;0dB#$xKb9*0~m+)&><8vJX8C1r$zGJ`8iY? z2bKmYq4spsYGq7VNcyxvmGRG!reBHb4-9UmVxhPP*G>9_3(kpO4zBa^->jcb+qR*e zYCuEQCuIz$1njfk=+lWS&Xbev`c17rN_W4JLB;x|(5H0x2Tb;b!AF91i(XXM;PKV7 z(y%^Zf|l5erp)jZ-?#PAHHJjJ+SzGArD6Rv`8NVCo;I%x7$ZpdzW$1Xbv6vT{dycoA^w&UaD~?!1U2i5a8A$5ZRK6*2WJ zV2t2)gZA?lh`AeLNcR!E-pl>Z7Uh0W%2z4@fePI6=I)ix*i@@B?2B9pY?O=V(Z^PQ z?e54t^v{0V&$nR>V&g7)&=ZNUbse%m>Bg;kQKij&83j<_^?pfgu5Fm$`x7?ndCE$A zXBnsu@DN9P)`+e?VKB${J8Fo^C0CmWoWJGI-1v!wtJTTViPkKt<|$M{&V8$+NM{bG&mTLj$9Bt_ z8Of^le?IbvK;DP>HG4>x^t#@G_%*AN?|j7J9Wa-7D_5=2^xaXUh(P;{z_gUzJLiZW zpcPzk=-osoh+j|NS4mxL18`%z4fefvjzAs*7sTHCQ6E?Tl!AOiM@jwlR3B!vFp*Wp zwFn=ZP+5AvLcL?LRR;>s@ga;dnRe@ak;;JQhE2{a|1y`q#qH9-GjI*-xY|@0>y!eP z=20!(N&Qu+QsB_cL_A6UQ0s0j>b`iohM%DNW8e2pVJgpxGz>fr-&T$t>8+a&l`|97 zmjpvzYQN2-CBFAq?&wK{%16a^q-Bwyfvg^;~>hYJ9(@%3aU6%oiL}HFyTs* zS|N+3NSs^>-#6dRFd|uI(l<6n>1Pjy?OrfuvNo)U*v404RHhpDT43zPjZ#+J_J*^a z9Q00#g1%Gt`=am6DQ>`OkyS}eodaS@o8!|4xjCUs{K$pYk_0N#lEv#~a1s8cjb7o&*W#UjqjsV_gbu^2My)y$4Yp`BrLC=Mc8nDz6FL?Wo_;ZTctj{aR-eFB8@hN5cnyN$MC~KX!ZI$3q!_YmPVf1Zv)om>7Vc2_^Cq$RZdpropPxf1B9Rt8TM({J8nv=OJh#b-!= zd_w+QspKaRTQiilS%Zm`!PkL}$D;>|N#OXY?h)CzeI7JP@fK7|T|S;F^4|LsIO|9> z_MVhb=83&&U_#??(pWOBg`Tgi+NcOvLvuJq9dRkP|Izk3UTN>`ELDtv7J!|<^DD?`0Bc+O(5bFTV{4BLj0pTr5%EwKlh#U28-TWWZt*GF^OOwH8!k-Hd<3bQ^O-Hrc{S@ntmVeDm^bZ zq^S)8pV5~lZ-)M;;M_gK+PPiFNi1r9bZ{N)N4c!=7u%`&#wGlwHXc2uv4dZ(8G;r1 zIP0Yn5MB~5(*1YB46%=&j5jU07HZx~ZwmV8|H$&|5geg#TmG(D=!F3%C*1@c9^ll{ zO#a>&1~)GP7MY_txqd8?J{y#;c1@(fcGFI5_|-=Y&>x|&PQ*IZ zirRU7Mr7V{-FP(+1q~el_Rp{Ye)PfP^v;zF|8M(&P+FaTc6pcJxhw=T;r8)hSd_{6 z4*QhkUeoGai8cQeVDQW69G|m{q8X=-!ujEzV8OL&454&@4YnP}4lRIeBr#$nH5f zMJRPahg$2tC*5|BXapm)ZiAZC+0Mo$1z}Mep^q$g-Na?|{?s4>SQ%1clN!lK0dY zgZDZ#DXqsKnDOL%ri_2WX5%FkBEfUApwQo%%wuELEIr=tZ9Cn!cK2v|G1HsweZtjD zS>nG-^$ottEfeN235@AJ@+kCr+)Vc-6_(8!bIxnFk8wqz2|m#CHk3N0@Zl|tc`~mp z*_SR}IwJ|6wkRI$Kby>Kw-svoB*q!f0@-|5;eIfkhQaD4KDEumwK(jR?XxBMTAGuQ zZAwo>%(DYCcY|VUJb3amR5G}|`oI^1nLx~XqzEz?iY!zmk#8Ck;}s*?t&$jcpCQHK<<+Nz%K-2;!GwL0TRSwWS#1 zRW|6;_#F|0J$9}jv=OlCLdC^fABZrZZ5eQP#5ptr0$KSpR}JH-);s4zip(F%7liC^ zlLiW4A3FEEkEpUB!dAB`{@{kifFkN_R@06O&bCBYj@;9I!@wok`SZcovWEJHp3(i7 z`kE5`ZLJ@o#}?`5;U_Ayqs+8FThi3=3p=37ZC7L3_{E*5WNr1dawakkuP%N*JAMi# z6&A{~4}lJ%TH~Y=;3?6zMEu6M7B&Sa{n_st2x}5LVd`9&mBC{yg#~v?ue7g|m@1=| zif&Iz3u@~q{GSsd|`0oBVj!D9-;)6j)E6m`FSeZ zDw+RK1#mX4B*8MASN^l%>A0_@7?_nwR>vWjNdX3lT7{^ao4cxE(&)v%T-1P_k6nHq? z5ZadS9SeHg@?fb>A>OYwG_*2KdsDJ@myWeY$1eI=?ZBcJ52TLHVZ-%ev2KkF-UX>l zPf%3*f#*FmG~t>MlR%q|>Vq{X-oG&hxrHadayu5upy5Jwvy^qbb0Kw;d=qiRGeyVexcF+>1XOHc%$roPC7rijH+m_5y;rzN z2~R=K{Z+`D-*)aB(TOs<>>B#eC!6$5qXydT&TB0EKQJG!hPZ3y#)wk6aYx<2Jk@P-};FjWLx z^t0IZqT;dO2rYYYVF07etLT1K30ePHQ-8@NcvI5w^hHbvF!x_m=?S`0i9{70$DI%c zL-myehqt1GfNkXd(FQinL}>9Rb#O3VI_S|y*L-qEFr6>CMb?WsEvV8P`ebFbAA+D7 z*947pE08=D87!ZlSS2R)Cec@_NP&-(zjy_43_5?TF0Il3{+oo3s_OrofS)$+W{bh` z^%F3o<+KxlRT36t9i#NGZijlk`xcGJs!ho ze!iADff=&Z&2N+@I)RxBk~eu%?-DQvL8X^U8Zd{=kvE{iEB3BM8~6_nXTX2p9q`lU z9S!Wa`5-$zi|+eAh?#mkx?jk3eTp-f#wN$A{jA*}gLUJ{zceRf&Ut4MR^l)E_g1^U z1z9#Z63SsFj3?M_)dYG2HaSzvsql{yyG+Msv*HDaW0}Li4IY!V5DARN={g=99X%&~ z2@aPV#n6N8p(OO#lKFr$Zr?Iq{HukN_}uag>%I4t6`7~FiL8 z)mBo=P(mBVoWi5GNp3e<6nkf1{bt;xFXY~MQzl8kJp##XE1+_fYT2-1o|#-J@8HEJ zGvP0u%@AF2Tc&^2k%iy17?^z>Zem*j?9#v`ya_GUbsuQm<2>$GZNL-SUuCa_wG^E6 zMris%^j@Ky@1S$yCM;LI86ysLFWML~3(OMIGn!VRea=yH{%imkcok;xb{<$hf)(j2 z9NjNI1Qo&YCTtpk7;UJi%{ceRv#=9h`)~+6ZseZ*u;@6A4|e}LCOh*CSu`yKHTmXG zj>Xp_Wc6499Kbnt-*V?yKGyVD$=nTCv>wJxPEM;%08#2C#ZSkYike-OJze;|p?xv1 zmvM+%b>$vIV-@v(t&xb%;$LTWFGCY(f2LSeDGvUJ3PVK$Ghs#ZFL!$Z3J%#Jgzouj zA{M}vPMuA{?e5ZM(`%YT*BaT@L)V{yLGQ%m2ZoKD;30gZ<^<+OkRF7mM(4bw?S>P4Ly02OOp=L!xcx3z-8wpvwg*L^Y$+GETi>%zAy>W8l7^ztZ z9W>EjWTKA;DxyY8#e(f_R-{X1fw_8pi-nNb-;Bnti?#)S`4lFy0S>7)2Tv57z^yE$ z+oP?JI#6x%A7ow?ygb&K6+L0lEYJ;p6y88EX7%q%Jx~rj4{h349Sem*%yM%FL!mhx z zv1h|PcZULqa+8^DOLrrfR>jvf(`Nunj+~z)5Hv#$DTR1P3}I@&>W_3W!AslYQJvOH zzwrQdTP$0$)-%?}~JSN_!jVBKvVl<-hJcHBkW*F)bcpyI#7@HoY5wjvfC@ z`E}UK3TDFd<@^nCzj0tlXKQ1g`VYf}m6+cpY(V_g2^;ynp6hqE%3;?|wjFagw+)Ah zT{K3Kw`K3ztG7a);p49V%Rj$e<>$meZYFeff3v>-hYOeaBp0Q6?kiTscvXIJ7nD+4 zVbd7aA94^MFR=a=SB840kasKaz8;UiC-~PMe6zH9+?I{OwpV6}s9tk22iPYOawQ#S zTo*z)tEDwk|A|DkLs*ceOPg=kv^LJWKj51ME;VBkz~u1a!h3uvJOK&Z!Ft$}BH*#O zm{QDdN?(8AEbX#y)j4R=r82+qeCipT{cMgm{R#ZvxHH#6C-lcEQHyV*tq6Ab4o*D} zTq)@FDEmi)XJC<;e>=pFD-d?^F;U_H=Je0OxO<9s2oSN-JojiTQIz_%;8ZWvL(qVg z=r-VOx;`xSA(ov>ch(m?l3t<)RP2Pl>Nmh}>FN) zq|3j6HVNCNQojHY_Z{RuefbgfGfZ!)PjJD#7)K(#s0Rz)X~Td% zEu!D&==huBo0H(a&JZ7lDFuJ28HlDu35l^ci!9%`cwPKPwF!m#`(UT) z(h;=v5vFs4I6?OhiLIY`{;Y5QCTDR;KO3z1qZem>aXGSott=yW=f=EeFdbYO!pvXG zc#eTJ>erqkd2JH@&%nT6INc30h&rRz@Z0i0;FW}~dm77LFWDW3#J4+N?W0Z7%%jCy z*od~qogR&zRM88j8xY~Hsb{CAYeT&;Xk3(6c-<0u>iT3x^bm09Q<~t0_Ysy-+S9wt zq)&KH$)}e(=7WKJ6nwMyihhax15)DkNmcf_1FdhuD?l`uHTq_jl+$9X`z@$-E6@aT z@e{(A0F|3m8MvY!?8)N5)AO;2FBr|1G?peE0zCQr2FmePh8EQP8_0N=eT-pxwn0Vi z!?B%Rq!M7kGYK@M3*ROymu089Y5mqf3SgymF6|R}S_^6vK@}q6Sf;eYe08?d0J%e9 z#j^g{j~}ZdpkZ34_zV>Ca#_A8|~~U^ydFq_HC#G7xFur;|jpn#kqRk`b9jarVrT-feK?y zptDsAc>!9kUu0p!bsp*2*Ur*m|ICMS)ZM9q+#Bd%DK1qu>NN}$G+y0;*~#do%F<&F z*hhe~%e$zYp8j|NZ-?-p=izA3C~(6<40r=2#c_$l7bxKuHhGRKo8 zZd3x_dQi+dYgoI{BAiMO%o~qrf$rGs`<%Fgtk+A{ZrN6xH~8{2HFp`(^^M!$brRN~ z{Ma(-yfzZ0bx&)+g{5rS(h%G;uTesORnew*`WaA{rk2V7EUOKR>$mU*rJAz3`Y+mGnD?Y(KAxhFzOpmz zVZaPpeUnYn4jwhm0h>{;IrjF_VCRomOQ&W=r?3CPzTHyLxYGXgPRqadWD;S^tNoDT zwFY>lsprBegR(=;8f=>34>pXF_(va925ccYdo}}Q`Jg*ugV3sApzD%eYNr3E2q9cD zuT*+E_9I}uX3zHIKd{Up^2O2%N~VFVv5ATCW0>06x2Ve7Ms>IiR*?V32^RSfI zPJ`;J!sHM@u;J6kGp-7X1wb3W9O57woQ}<9OGeT!>NCvLb{=&w;}CYq7n5J09b8vM z39MFy0%4O$qR$IyeBHbh=5rmx{J&^}mSRb7K8QB_y#9JsM<%fcq7A6`3-j%&^8uNP zB`=CI7&f^8n2mvGgB{&%kp@r#R=41~fis{##!ql}Za`?28$9e8OZFu7E>A>fPJ6;8 z)Nc0p<>Z9BSQJ%nE!B3r*}#Fvy?A?a|4Spy@AIMhK5uU8H!OM7+$56UKXI`OcIs8y za_}ygi4Z~h^S%=4B)hsWT@G^D!rzehX39A4+3l*xNaUo|uMf0?h$0RtuhjIt2(eP( z$QD1I%8unF&xWBIjPsI%;Il>Fpk2<&!IdJvxF(FSYSo3fTI&s>t%{^*oj5u+{dokr_d6p*x&iV(GFezMziss>$18^RGT4jfY zH`7cYx<$Vd*s*Dz!s3u`*3V}^i6sMHa7h$<;HHWtJA-5{2pwuJ5-Q(`V39Y>*+w9} z7@X=?Ci!^d%EHZ zQ(3m0!CZ(wFlwt2IWGY4EvZ+No79)OIq)FRD?k!8x*0#H2!>2I&X8J~^xSUcK_$0- zZYMA!j>=4;A6sm6W65td;bn~tv7`%_>G6v#&X!#>L;zVs=(s>Fkp4uVKrsyrZ3?z$c&d#IxKYU@B$2TQWRe7HDx-FKuv{} z_U>`0RT-iKZAH@L5lm`CRMTsg7-dA1X>lwZ{~e63uxhf1)&|iz`xta!1Z&&u*O5#B zpL^MQ?lwo}hV_iOU?&I)p$|zQ1b~0J<4TkH$jwo7H(L2WIA5Npp7|1_E84N>ZE+x! z{P%C~9z&RFWZrikV7a57Y2J#oKxz|RukBQzI-bMY6mg z%FYoV%Tt5ccY|zF)N&6(5N?wyIE@rI`xMa=><<3r-^uG%^`VeZygm9bl7JN8A?37& zxKfOIFsi%`c<@|GD2|zeH`jebo%A_{*h+5g5y^po1QM5O{b*71+%RL!@-~7HFVCLU zvO@d8S6w~I>1{;%`nP!wTb_+=vYYMSU_a1akUybM-5MC0r%NX=yg_(;uq$``dl;~0 zex7fdQF==Rn9OpJRwT(9dhh;_seYjHPQzwdY?fVZGIw@qije|24i?TQC}64sQ*F3v z6*HLZj@d|69-or>red}2V-B$2bY%M3#6EP*Qxjnrf5>Fm+2m|%XzsjAyF4o^TP+6I z5ga;)S(TA!W^<$B8_VN%YxN8fd>RKYsKvM92Q#16OI_SciW+W>>^da_4#@`bt8u?$ z2z1}xDwkSvojJ5?o>C}zVVB9US$$V4^>+{CKJA^XWc5}hc<1GKpxVik;CZ{c;`-AP!T&(-Y^rPTK&B4meQ*%xw zZR^PkaeHSL?%m*xzjul{Yytgawmd(uLiOQiE*7jOlUe06ru#1a%pM(Q zs+}*?HxSQ6AgfdZ&$b1L3myyCmCG1B($NFWGvv17naMPZf*R-foKwm}ozE;;w>)tq z*xvB&;Sx@K8F;d)EvEgZ&Wd3jX&*}%hhAgg@cSvb3rSq+BN7HiXN$A6Uq1DAdzL+O zCWF3jYS5}uGHp&EYb>TBZz&CW@Dn>Kg`FWIJcz!mTa#sznaIfg%GK~X3o3=n_ugDc zW?StE>OJHAS2J!RZIzE2q%1VMB1VcA&R`^8P7cC`fjaQM+qYLR=e`8Q8(Wo>1rmg! z+a#_l^{7zv4x}vK5X4Z2Gmno>J}N25-0&<-9lT&btv^X9d&~A(%+b+sR8kOZ`RY+Z z4~Y%x#gh#p5vDIn$-7rJq3#dZ)rRNEaPdN9ocLv-J2PF2-3oFwW*r=U7p)u;Raz8M zGa|ujA?guf6J)$vQp2mZU`~glBWS-GA&TNpmmq@pU$LL-OF8> z4EOATqj6gO28oD-meMx!p#NBk*7h5TXom{xeVG3d09cz1ZOzPA!ZciUxCpc(!+Lys z`)`{2LQQ+D5OMDNj0x+xbI01{sU05LVOTZek|>?DVoG0pSC~=+2J=dJ!C>z($mKGPpddOKiG?cs{>EX7Dx`2>A~I2yP&^;5ubY>LitKUL_ZOQ zuLB^?)xX~&Mj8eUSqv$_8%i1_1}2SQ=`edOclYRbd9(H1Wet|x&;j>)|g?4bUO8NAIwM2aXJFW zf8dyBYW?%f@C=~&ojx}t5gV0;4dzrd&?1bJ<33f8g5Q40^@^q|?X^@1!DllhdbTdp zpmHPhC1rHb-q#Ne{_<*}z#9jSAmt;PcnD*&OZleKAzqK{Jy)7PXPt$7?p)d>b}HuH zwimwn`rjn|ck_!jNM>*_r!I2Sr0bIDq)V>h%YVKDNd@tSF!rp0AI=xfertNoj9^zL|hgCHDGr4kLN|Q9O|6?AmRSj z>lW!)STcPd*tp;1?rL4WnCYEN^MjDh@A7lvd6HFF?`Tyrt$fM=>`GB%?eHx*6N&|`awNe%!yFZogmbCydNJaP75knj2 zq?xR@!EO&(NlQ)EpHn;ocRvSD_a$>o!xzM7A&Lr-@Gi5Qf0KE(SVo-Y@#shw3C=UC zK}Rf8PG`~yzB4g4+`T(XybiPdm22c0&k6RduD$=e<7&MsHEeUv(9UrlL?|JCf5R@0 zugao0J*HRUKv|&tP+zT2jd5mFN#msVv$~_^h44>X_$rK%`D24{2Lst)oTPoTB*ojC zOroN=&?_}{&J0h{FBF+RSIPTyJ%}o~nm3crQW&!k3nB+t>yt_g_;JkXgPxMpd&}d5 zJv#I0i^_zKf}>KkZ|Q%h9!U+HQp9z7$y=l+KlhO4Z*>sfyD1N@#3#HQf*fOK-F7h~ zoSkfZnz7<0sZ2IA8(C;#O+LFy(ycTX?#X0bOOf}M9y2hT8f{_=1+JFRjk`aFK*1_d z4AObr;&9+6z^=kg%*!yT50}L~t|ai{7OIZp*xIdC@}|l1Sz7I=1HPM~S`^TVRo&R$ z%{&Fjp=MLV2^qsTe73stJ$0ORiejxQo8uvA=y{FpM5h2MLOyAw^;S&dO+a zN24&=CvDn#O9o}xrI*t#%atDTPhB;Z&D$vPn*XR=UjLE8BNyIYI-+?snMmjeJuvqp1S~j-q=0rKQc;Y-~B!6z)QULEAAR3=_{)=PrFoB~)^`ax3ndibk4>L+JP z`)vyPmZ|QkJqEue0=BWWy%o5As(3)Sg2wpp3%sAtlZB2&fQCGz)SdAoNrUM%rRq^F zd-D5iPR)m2)KllOJ3#N@T&OZs_I`!j?}Oqh5bl!Bhqvh5M1nC~=H}0rw0eu;3him9 zW{vGl{{Y_AEdPi?Qt?9QEQgUM6eYb=|FUNR=OMY%4DLBoAT@py{9<&R7t=vm)=kn~6wA&Qa+B!x6s*)V+vve&E5wK%W$o3Jq>9q0^xQ*0HnD~K z-oCUqi{Jz9KSQF)Tfd;&T(Cz9=Df~d=V_aVuHEtG4VJINzB(@dWdq}D#CA>=eugek z6($;>z`Jz1CFf3nisvl!y`N>8%GR0vo`?hh}- zQZR<@h_HBn9K2x*F+ts>oA4JZBJ>8TW4?3u* zz;w{_nAsU&qqRt@SPmfZTa?C;h&Px(Pa_IO`Jm|Tp-P z!x)wYHWia4dUFe|_+M1`3U#d?-W0paZLqPbkm}Z6L#bxp1yOHP z;_nh>feK)_1A5^W{807^L--DG=9}PQYjp$B3ZyI%OYmPf1*9VJ;LM$$wXxMK=c^F4 zzPKparE3S>_kN+Sx3^AR@jP?6b?&`; zpS{-F>&!JCSm)cqK3<5Jt+%O*B={Uad~(van=ZK5%PS%cn3webTqm9k!8C4JXse%) z|G2A0q&5t%Kbv)(HLDY$;rpGWFFOXWbM?OvKVaVHv?8h7jQ;Z9C(;k=IU)&tN;)UJ zg!?e_*1Bu&2d>p8_qTt~!8lzm-K&gi`5<$IR5_6+;1fJj&=b^|+ncBZc88GhN}yQ)CL&MCLd6;^1e!w&+$ zEpBCMi#^dYg~O3cvr-$f-LmAu ze{X|Oa+5ZUaQEq7uSKlPFGgt`ei$eDB6e=dg<5eFeI4OV*O_~vQLEep_>152y1za6 zlTc{lISamC#)>-?Ze++2R}$s?l(nTSw5CUG(0#796Dn8b?Af0egshbrsPLLX0&%{S z+?c$(qsK89h^7~7|0>2VI}A&&^7)I3;ht)D#vM_LRb|hJ!~PMF1>Ef2hVSOGP{&S!dTM8qv_Cbt>Dzwfy`cL$BZcd*0fY-Yl?qZd{n65M3-B7gDXpYEZm8O}{f7VmcS>0qjYaq3Wc90e ze@?wwd!47-KJPzO{XOQ5w5&UI{ISqz4FyteBh9}62T%N0LwN|T5i}9=Zb=5 z=;M&W(Lds8$0lpe)+lz)MYm>>C4(4}rhm8J+>9_Z1?r9cZdHgAzO;VS)cy*dtG%nT z!X+kJdZObXNg7?JNqb(rE3)Y3sL|l?#5}z1ZG{K^Jo;x$Wt1-*CAKN6{GZBS#&$!r z9swL5d;d#l5I3hI6bh=N<0VAz`KuTdtX%}5ateLt6V4#+$wY9Z9NHml`L0_9_wRFi ztKiz~Ego0=0oBq3gXUs*%jq%d!ET<{X25r84VfoRpd zEe~Kw{6J+tni-1m{q&3?n^r_%^I?<1r~^242b?tqg4Vg#BLkb@P9US<920wX0x)x_ z2fdeTiAyy$vchS_M$}_(`2vR1W9{4;$!9rLc5@$icu&`jH8f`4@v5$r>}Kk2snx`G zhRfR)cxV6GV;yBtrEK>Jtsp4Ys^Ll*o)QzPn3+HuqY}-;E-kFSc(NrR{Gxabltctg}3;9M8 zUaxynFW?ppb>u<>V~=hw>ID4m*6qf^{@wUKyT2s{3Dl@(>Hg(*85AUjR>g9nP>>kB zXNuC(Nfi9ul2|t)8e)E2{Bd;~i9Eh4@qacjMLR!ljQx5y_=GQBomh7#aqf2uvNmX5 z)>18$Au%)vPgNbKB+g@(^w*!+?5utq$YY0nJPkW!S{MfZjj=%5xHL8xv{Ij!y*C zRZg@3PuV1#6D=21M5#6&af{3m>8L!~gwIfdIoKBS)zxXoDe?7UQFf9b=X(}20Y>mm zj%~23bGg!smk!ipju&3~M?~onRMUVBB`K@ps!@;WTqYSgm{w@2x)`};1s;L%XxUS1 zOjADcc?jBNXUV2{?U4IjQX6PwDFP}?9kH&`TkCybt;F8SlWVTD8c0d6Gt4=<6MHY` zc`M!D1aZRYwxnnJy#RxAHkTTgRkc9NJEhpqK!XK4+Yyf0fSgp@`d2QHbVtezz_CIzLl2lxht#z%zvMV%g+>R{{6?smyoV zAz07+X}bBuwZ*_W6(EGGocmla$7e+BB@wQdRE-cf#71D`WLv_+hpgt z2!6Wq{y@G?=@zq`g4UoL%I(-mS zC5OyZ32G#uLp+L08{PxvYb4Ky+;5-Y=ebfX01*zl%fYq32i<+#sn=&++5jg%-b*`KM;RS0^Z zM{R-<=w7aDqvAM{tNo@1gV4IFuOfhph;XhH_a+tQloeySg73Sg05>HHFsLSa|> zqq3mtiSqDMTpjzLmrsAQkDS#v{MM-Ix^jVwu3gQ>xY?U;5b(q=vT9q%2{5WWoQ!0@ z8WK(mJ{PqaLVm)Pk}uM7sBs?GAEfY#?fqqYYG=y_W->DBor_HGpeP1jyU7f8{|6>D zNmdR?gQa=g!z4h9o8vj?T&qs-J3KHZex0+;)Ah{LiQ@wB%1yw8@9(w)10WXM_W`j$ z0*D31-(tykATy|fbm4N)9skDu7oY@z3-zm@;39RmR?t0Rr4$TJr&D2 z7o}Z)O52SuBVR@n(rgQI&(w*SEP4J+bw~e@t*tE2${a8kt#eD5Mf0g({WFUx=o{1< z{=w3oe2(+ms73j=PDRTg25w4wsioF8YX4|la4t_4UuO+ur*6q}dP48+X(nhDU%M(qW2PFXl>uBwu2)+mh0*MAv&qDUZn zv{{xzbz*sAJt*PI=gQoNpHz{3*W_QFbkcf(s8h#moZ4TC*6g?=EklX-Q28+QQ`!_Cq?_g2}| z14s-KH=Io!j9{ zjA~`UJF)NG(7uNyt+|}Vb-cKg_zXo>48NJrH=f#KxVPD_OeAyCe?5hU4_F{&s1xTR z!e_hus7YC|<4-{me38M?9_I|Em>Bwxhpil6_*ehQ**j~?Jbwk4rJiCX*^Q_a#C>j!G z@wfvtG1VJRi1^3gvt-{xR*X>H3MIMKXy%g`Ov zCEqVk*s;N9uj*pd_->Z~P4_+5#Eft|RuMNxyE6i8824-Num4O7KO~GG?Hk!g#Y=LB zANnB4>x0H&Vg=CLrWTY+J4f%?F(?#bjjxA%9ASh4ksTb2d^BuRVTb{fS_`?)E1RZk z!ZCzr0MoWCMJnzE0+3-b9^zKbm5rd^VqUe9+u6SkT*bJqA8)A$-Zjfgk6 zZ21cqqu%DK=Za-mRAjMdb{RCns!O7SYY|M`j?`%Mcp!X^PsE9z40Xy*~W0D6n7GC!&7rd!HWL zdydK=mFs#XWwZFxW|MCYlt3cMi5<3aAp^x$3bYiV9HOUQV}HUKq$e!nYkdadS@Wxn z5*I8;Z0cWCPC{56SApI%GZIdd%d%M%neK&GIHdfy*R@(`{R{}0EK)<-y6(041IG)@!q6f`iaowA^d7Sz53ISw9m0)d>XTqF9SFVKLx^}0%o=a>?fIAp} z=GL4Hnk;KmRz+!!1Q{KE5buY9?(mn=C5!9kSA_CA;5ZDet(cp2` zXb%>8OMU=FgPSifWy<%fLUPWFV9lQoIyyFmk_2fUOB3o2&pg}adedRept}d_bVO^t zI)!GTLTz=_0R3ka)`B^=ti~~x^LlN{i|-Of7F%|IA*=PH!R=k5zlChgr$!Jmb3dT4 z`&W)3zPI+O_WUmUi>b~mqdIrdy^DdoPo0n3@G@M=i_5VE11gzopWN&Q)~FKx;Pm4_ za0FHCsSA80pzd@(jd$9OQqRTRvUbb(GMFyY7LrgOtX#tki>x@v@t)VbU|shZ+KBu> z+S2o^aBpgOs52NYvd+x3ZuZf8KA|2lyqW#WBkx;7z`DKu;I8htl@O=5g3kU#LU96N zR)zxXodeE3k(ko#{`llrQhIwVq&S*pKdFShuFzpYM#pdpGK*v4*Q^G?vXgm!fBWeS z4B_$8y~0*mK61bcC$aIs01ig`;?J2#`|l%28jA>HI{vQbe9PcG)_!8GZ~G>ZsG8nC zJ=UT8fer`gcmEaZ07a0w++FbbQ)jfjvia`h>kN#)ti8mIg#ft`IBAHCug^kh(D@Z7 zN*Mb?;~J}Z7MLX{S&i@f7Ba^ewYf8dnE4Q$hQ^h|V2|bX^+&!(_q_u*r9(yDgj=39tw)ouz&WxmkG0#v^!8dsh}(>y zp*zd#p2z|RgBW&hUP7{rB~&1T32FXtR|NTjRN`K5u*u_1uagw+2GBIqRK>WigwG-y zFlCl~Q;!s?9tZtq!(RgTsx_xWDp{+aV?qY(uAW!_LI$bKX%s1k z>HK&xO*(uC%cnO4mT!>K(RCWS4Ln#dTqT_b4@SQuB3C*GLT>@D;YBywv{`j~Ud3k|qWIhf!5=bV_#|d3crd>sPqhnBU}Y&6^J_GFT%H1Y`Jh#B z1T+6B9*-fkjjTO#vx7t5XRgo(lmR4JI(8ckHy)+OFWSFSZ2A`ky?tayoshRoz!E{|yEo_k; z)6ViDN-S8JP+78bRh147^Ba@EOduGgYS62HN(m{pY;>5%g1xJ+)5}6$qWW?~i$zt0 z+3D$lR25#gYQHL|q(-{OC=u(1WCPiuwQh!Fr*r=TE07HkxtMriS1Ug4ocbht{(5YZ zIyR|5z#tHUl@?6M!6c5jJv_)-^XeEH?rKrT0*~MFa#1V~12(~6kGHNrjlM(vV05Us zT0Bd^KW~bi$VHDUon!hc&-l6XN3ORYW@=Fm8IyW*>V+3g7zZYR6+^(bpYi1yvK-z%wr4#8xdKXWvnD$qGAlaIvql18V732}PyaGkYiGhuaN|A#aXphsp_Ol6A z1MpPVC$XzNgDLD%B=KQo-fA`#MB~Zy{8)9zh|s6HZ75vXGLqbg=XbQ{){yXx=pgAC zSOrAZhgQPv>;YR}6}!E%*~0wQ*<#7v@f*uDo*52pX^}JT;qN5Aqm^pkn<}Lu8b$Qq zhy8o)aC-+G#g}NDY!olm^QE7{$+&KLTR_>8F@D&=WZB4FTyj4u88NQ+=!fiO^DDnl z_3&%;cP#<}x`vNi9C{`a-U>Ywdd@Ra@JIP$HCMw&s7^^= zb$y4CyKqU^+y+LvE?*P2{oT{T_;O&xHK^ zvmG)o$Csn$)Y8+O;1L@}HEVQO`+=9yg4mu1Lt!!?`;YfOtsIQ$kHfGHaV!8t;TPU1 z7GuN;cC`DTZ@wZ&`@&^QVg>~#IsOvg?h#Q*P^SCQc0Bi;f3$g_GNs^(+tA1EzvK@r zZz~DzrlDHutx+g_lX7LA+~HF>A69Rj2TB$NT*X&6-cJ^sW4PO%&Ts!OeX!D&3w?33 zr@rF#7=8csIzQA9DuQOR7DYOp%-o(3JVIyp=-x@j>2-hA4^ezThuHM4>3>ZL&2aq< zzUkguajzZH>2+S!PtEubJS&CwL|@==qd%L^OJ=76>vu5S27v8 zhGerHD14|eszbP#3kHbK$^CaRhSO%RUg*`5Lz+GB`m_iEbY*p#WO~)HIXKhcv|e!J z>ZBD?e%2`m&M4~)+p{x*N^!uFVTNQ&ihVza005R}u1qr!rsr}A)|i-;ZGd^ z+D&QCG5Ca5%7p?I^*+8U+hbISRVABfI2x~A4O#JW#EweMIg zvb*a;?5=%}xP56K31rUIN6+F+qW&u$id?Kx=&)4n0@E4+Cs?j%Pwe5TpVJobSlRGN zVE^8INw&ruK8=CLUV?50Ewr~8=;k2R?V3f#dhfZvVzz{pCK1rG^_P_Dwa~Ho4je=2hpR51NrE;@8 z6J&?VVu!YCP_pcUwdHv4^+9j6@6keg1yKV?8COy{GKEEDVHI1i)1SUS%=Qz=PcOP{ z3j6ox9&7XQnWp{-;_C^GAnb}dOIpQqt2RrMDm=)STi9@Fjc4~hD~;7? zZCFqxpA`3qQc8{5#i&D`PAGebGA!|n5&oHwM5ibIR#VmZdCTYw8>Jz}{^Cn|!~fdc zGA*)j-d^tZ=g0kgd!qx==VDTQT|&@VEt8!W2_XIHNplo=T=MrZ2DP)vINxZ`%yGkT`~O%%V@!FRH|?GY;p)Rv7HTh> zcah1dy`9%sg9*A^9ax|fFnUSAfKuCjZu}o3^o|;&=k*IzKivgzU%*H z#QaUptybJW)AUZ89j(>-#)N`C)0VH+cF79DPizipLH^*f} zM$SD{Jogk_xw*B*q+B;gN>1aRwIOu3i}RWgh>fU>g0iYps_=%z?p=8IxGLxp8NS2l z!iXAm9)w%l_eg3|$MImouYDUV?T~=xFdt7N>3NO6`S71x$`xm`&97KE)AT@RC?SUD zO%NeUf`=IDo7(MZU!5B0|IK2+euV+idPQrr_XyUSy5QzW2$Z~?mulUaRSNSv`IP8J zP^eBtTT2Lxj%m=()|(1W!jbdV=Dc@tsO1UdP7_1CRdL+~-F($FOX9 zlAAg>?ZBa`vJVPEL3L#e_4#xNIvbaEWR^ip?iQ6oo}XF3wM~3jQV~gqY57(*IWk2| zobQAcs+6MVzY(h?t6=JAIQ*4x3R3Wdu;+VP6-x5}>)HAYJxUz9HL3?x721!NkxFdNRp#<7a#zEM zueueX6sQDA+l`zE0Aj`0X0_>#5sDrPJ*pu9%FEyf_D87Y@!HVaE1+W<+FqM#v(f`` z>)~d=Ui>BSg0Q!Cs@MeiVG-nqtRjbVKz2+&fa(Dq{F9if82=SmH^KnOY2Q8}Ri4*h zkW#UL4v>{@XXD*g%s&ta3h@f^oOuu~RMz&Z)ii|p?(i zrIwIv*&m(F3^L9brR42Z@eWpg<6SN%Ug>ATE!`rSbEn96_Rhu~Ydf{_ud&D|K`Yt0 ze4*d3Y6fcN51UHbFaPd3j!EI7S;(J$&-zAB?WV#JT9?`Jhkpzf>dFxVS!m`9s5?pi z@?v}cLOua1hyQ_qGU@$`g>EZF53>aH_21uLCWy(W=jk4wP_0vvd`u|x==qeX99>vu zmM%WyBl}{VkV-y5W8lGT_VM}c$vGIn6@z=(qOx32JVeFX1P6iPBjhG4@U|#Lzo$Io zVZy)}%}CD?lJ5g`z)Z@7-@lzQ!J}3`gp$s4H0*g-;;#dsKaHdn4mq7qas4s#S<$KC zHEJN411Du9*id_9GfL3B?dlIHbH2PC^oM%;pq;E>9!aopcwS! zNNT%+S4|h+KCS+i60hgvu8K$Rz5hf;r>w;ZAmps{8uR;C@$k+nYkWGI(@`uUAO}w6 zeSnepR!}^Zv1g7dZPzwL&4n@D?5*Ja4ym9FDsAL3Yc~miubke|;9_WsKKev+1gcee z#maAKMP{fsoe||5))=o>^@)jH9|P5s`OmO4#O0G3@xlIThgm@k{`N`ci$zytG9f8( zepG2u)j=NJbfe0M@qu?WJ@G>Ch9`ec< zs!7+$TlHch4kdck7WWp=Ku-K~c!a$LHR4UZ^|S7HXmUG=zQ5)HEx^cevJMuP(Gu@V zCDpQ(@ee2e%MvUG4%A(=#=R_v_uskz4drVFlt`%=r~RiOerk6Gz{%`u{0{_=W;?#Y<*v%|`U5pUwFKsl+u-sgjbO}kw%b6XW+Y*{AR>zXM`bX-bCc~5J79tua6 z`!g?}*d_O(QRGxkQU~Z|K4X~q69t0wH)lWfRZJL$1BH(@E^I6OKa2M&;NNk41$W_s zd&IxXJ_DoHCR@UEgCnF^;bY-m2~gWElzG(ORVnzd@(fUl0Ti*HMV<%R&A~3DZI0W? zk!4A&wGa=Y?u1FnSHtNLqPk9fD#*9v24Y`6q$GIgWH>RgDkAyoyBVtK{AuTLsPy>J zCa^baKhdwDg~&GxPT4%#tI5~i`3fQvRW5BVwboJdN$vSRW1s1KVasaQpGZ%rFud*& z#9%1mc8cdx+4gxyXxY~?W&qPW!;F{s(B1Vh_8|oTTs*Pu`?_5~4ld{IG~sUoNK$yT!(TmgIP*>_VNtUek#mPeOKS(E&n7aobm55m>H8Cu03)k=F_c zW0yby0spw`v~uM{JjG3%DN zi@Z5nUB~Cc<7RuxEsW)VAA>bzG$^*K!XI;v5fHkx%I^-B{FraGi6yj(J=#x56Y^mx zW$gI?pZF4a^4CWop*cx74}2QQPCesXgWC~9EDl4yk{;c;xPx$x!~}!%hoQF+$jMYt z(0w$Ir1C}k4WgjNsrsQ>rXT+y43GS#l1I{)yrMk)Kho*tx^~x0`c|)vOlD8EFE|EI zA9G8IIrmhBV%jzoAn>)7{RcLfP=95)v*Yq`PHfsPd*Eh`*i&o_R?>-|HQeVk&Vn!B zJ8E)G!>`~qr4-!%?8-aeqf-!1- z!rFq68cs)iGL!IN2S_3;af{67ASjA#Fi*Xe3PKrkP?EZafV^WQXP{C+Xc18Ola+yV zi)4AW?&|&TF!#vEJmrxECza7P9h%+LP}eye!x#?<{cprip&|OkO9apMvlMnX8(C&-S5Jj)kE?riqt#zORN~ z5Q1|&!_b5z&DMxNU*%Hq$49mFYNQn81xFI#Hl=Cp$i#e4p>UzH&*1MgpMNW10*+)G z7}VbS#V|mV{Lf012!`A%)59z=tafFYVIuV3ZZb#LAztUx)b`Ws*;RELsl8wiD)agQ zAY;|J^T~O!;+&s2GqTpp3Qpam>(I#MXdd7avSY0_&9G_3PQ(gIq|kH!Tb?gQ0l}{; z%cj&Znr4cQlDv@iI-@teFv2d5g{KV7%~cAJ#NjSFWM1Q()N;%U)zcSgpUy&o&-eML>ESQC~WR8j?vJ+^+nqQn(rpP9i}vET(Ns z%Nn>aHiFE?IZ%!G{1|0|BOT?x4%$yCp0qwGEuvYth4j;2X^1ZV;`=Bg*i*IDQ^fnIsOYZ@8@s@7g&F4Y|#!{m1Sja>{zCy-=*Cq&ii4dsKF|Qj1jeXG$et|a`C)- zAqDg8Qth|J0KHHq4FYv5WUka6=52na-xoKrD3l(c_ufv^MjbSVv+O)2oW_I6VI6wx z;K9o3`83a;A_cNl-bz9J5~P-Fw)QqNO8$DXVso>rmqszQ&Zuth-UxHrT8B{(cAPr7 z4<+ufB71J?pyP(MOnAX>bSM30q)~1f+v>#Cz&)Mp+?#M-RQV5(tV->8t?X9sktRAx zfepHKo<_dze$C99Ym1K#Id{kk9WHwS&eXc_cuE8Nkn@DV0%L#qzW3K)?ZzWu>K&H+ z^d$`>9P<~vzG|V~|I){t16vC)nHx6k@VnJ+w$}&A>YrQVQGRZ=Z5*ls1kyxbTjQ78 zSIi`;hht6hMT3fw1D~{jhXXVLr6u?;@0fnHzYPulD3x%kEZ%jc!vX81bdbI(u%url zuH@IK`JDi@ZmA*cd&6@3rmWJ}vtP?4YHXtgRCNv&TtFl1@CMsbc%o&V>H?71Dp@fA zYZ^8K@&D-NxogGLR12ydjS%RbP*55fwstmdlm%f4!ry61_&j`twoQdxMEz-b+%AcyREbapBR7WRSB_hXu<>t`PhBNSM!m+5tmd!bF~vfxod* zM#DBMKDnd#4Z}zYKZggw6~~ZmbbA~?6aKNjyE?We&9vePHIRI zGGFV`DG?r&G5Pphj}neWhf{@E|KQxK)R))Zs)>2EJ)c1BUw3z=PCXVTh@gzoXXdrw z-cE|b(vj1#e)}vQB1CQ@d9(8pUY_S>A)uPX)hg4xX2P=`YeCD*neZ&zyU2T%cV{z4 zfQ3v0ku7X<>ODw4b;W#Jg8kuOiYRZ7?*dvG!I7s(Qs8Uw4oGBm?@AwtUzKhFxXE~p zB6}2!;I*?#CYTKd9I`&sA$UbB&ZeycTcty4MxFmms+w77`MV87b}2KUC6wFZyVin0 z9e<`e&?OX%88`lOh_jrb!+j>TdKb7HObGLQzb7L4h1T5Ga?7QL4ZMgH9M*JsUrbvVf&e3(+@jl8Mu;DKM*2lI?vqNHM zcY!bs=Zl(<r68k*`gvyJ#g{LjKgJ@whs-FUF zvFW&=4_4vC`rqC~mgZVaN3XMeall+{D`rJ)O)hh`yFjJ_>}2Vt>91A(^`^<|fQHF@ z%lfu$s{>efY@9qVNC|n2H}CuDCS)oN<#y)8>~jPdl3%)JquyRbc!~u=No5x={3pt- zml^>!=4AhLqK6~&5^B3>`cegLK1S>BTQ}r_0tbzh>xl5`j*!ypasnERX`WRV<#;;y zVXnDYrS9TXKJYjRy3`wzK--Hw-f3+H-H1x1>4I7oXLmRB2Djs)Wdh)&Zdxd&}dBE@7O?BKZ4p~!Q%Xy^8v)kyrxC<Gpu-X-YjS|;py&@pSg$`!Nlfg4l-1$2zxO}S6c)G36I=$Xvejzf2 z0^Tj*{8Npij@t+r>=-6prBJCJa)XMjKNzns@{P$!EpHNvG`AG}uXM8-9^Ksqrc2k8 zWi*>z51oU)xTh-%c9)7}0l-jnnS;@7|xalWv3;4erBCO$^(bY!jV z@1RlqahFikc6`Q8q!}N@VV7GjtCl!q^a~VNe3cGkJyJk&=t3X+)|W9XIq{W6*ig9MBxk8|L47h zl-Uh8XgQ=ZXd1p)NX-~dL^-|tuQeL!omKlHccje|6Hikky;e)&-$HMR861J^{EH~v zt1LaO?FcjZEh2h=!Mv!SX+;DIy#jI5kWESVC9$!yEiV>fPVI9oRS4kT)3Ip3Hi&zW z9zhoj*7x7}Z|t+!5U#YVN{-y7*sw3wRCiRI$3N8&#uga4HswVLP{z9sPlMK(Q;KqIhXk}L*z6Kj!! z{6nn_^C`faSivq8Ildn*45qL(z>m+|L!4EZe@pqDuNnn=xDnnfLksyFR0tOaUnMp^ zOTE9UzZdfK+H$ZIA)p?0*n~fxJ1q`_i!HyOR^573Y?Y#L>$z3@#w?&>G-K0d%|V<* z1HDaaG>&((?&e3l5pJ(t!I(p-refRGt9c%lU`66djA}nh+MxSQSPHOh&E@h;P+R7r`7~Zvg z*7MeI*rJ*A^mCj8Tw*D8(5w)r&lBpQjUOuFw36j+`i1ca z`H~Lu%3Ob^ob*6w2a`(CnJs8>3+_xo)5RQVcEU@sjC`uQd#d#VA)^En$_Fl`s2iVH z(5C)jMZ-_}Rp}VW4>tWgk~2#-!8sO8=;_}zJDwZEVUOuLlq(olh5oqr;_)E3O4krO zwf^&+ul~GKLi?3+&i$4N7|JP?$SyUg39?mf!`%_~c4!H2GkE#F0?6X!NsFMgemthF z%zv4`U9hWOFvwW0KL-!pE;Ha00i~vY!{$UMjtJTWl$J~&8_-$irh~7U6;m+xAdPD{ z0TEa`*5$q^_?$H6?#T-53m@vcFnuq(TV(&;Dt&#b>$f0GQt0RCYg#)0q+f9C zRB~{R6(;B%jh|WI%BhM&gy&3zyns^b9DVo@crQV$@G9d-#wyDp(tjIm}Zn08M zyE_F3O8@LUK@X$Kfrg0&>&ZZ2ZmDA6C?vzRbIcf!YF}exFB-^->a^psH9&t-dv{>3 zNPP_hF{DMI=v5I?Osvh>NWIj`)9fU%WsmD4ZO=^ny|L4?)F3&ewFkpoyL@vuM=2rP zPz)FLP6I*7uZfImnOaLbxYNDDo0@aJ)6%1Ey?@>UMz&>qiv2R+5;|zY89dd=F^BGc z4_rLfY^?}wnFBZ1rwN9u+o~ckZ}XrK0G_9&zxsB4bJXfyc$k4@2vs|D?-E6l6uIBR z2i!n5kxK~G?%D~4jly3>vP>Ib}UG#(*nLN!c!;3UvzFncOV+&{C>mc zA`vhJAK!~PI)d=8>os;t0Ia;==`S;ALBpQ&rjx|Q7=&@FM%3|2bnm1qGuNC1sQ|S8 zav^eZ|7ImYfy=%sLQ}I5mlCXCR)f>p&M$g0V+Y**geKNc3;q|>=M<(I8{Pyk zZOSjv9<`pi6>{QwB3BGrU0ALdA-&S|5aU^Tnn^YzVns%s30~&k4P_UapqqM5kkk(G zQfw*9og5LjShsjU7PJR1Z2rLq9eCJ0HaoW?1qL$;|fM zvmBYCx!Gt@V~2%#ZK<%?k30(@VC6j!5FL|xxZBn|bK7E_%l)}0>$NpSgZFhTyIq-e zb(vx}yY`BG(LQidgsTGha=5my-@M+6oN7(wl*rO;-*! zNp@65X*U5cJAX>_m?f|vtDc7~)SlAoCj6|gcgN=a4|Wd{VfjWS%Yv8@;1?5f7MNaQ zJ!V}m7@2qZ)xd^fm^}Npyx<=bZN6A!tht5OMSR6Q{af)C=*y5A;b%Ei zjs_Rp+m#vS3DJX1svIT%<>=Cq$fOL3B{>a0)-d zf1E?DW`UHcKx_)z)%ScVzh(!J)k3m8bB(pNdR`u-B7(F*`F~9tVrL_Y+eU#ZlekWklNkL9+}kZp0Ap8@>>Mlj&CAGK z<$LkgQ4H0c6T-r}oG7=(Oj)t>xyS;|Yo%nFQW>M)?STLO7w8I9iWw4~Qd(E+(BZvs zr;bD!x9Q5TcKFL9IZ?;Ow;8!;9ysIXckq;eUL3YsI38b*M4r%p3cT7?OJ#1DKqMLA(Dl;ff1*z3H(wZ&g|1(D$+Mvf ztCh50SAcog>J!B2o+bv#neN)a9F>&67oos~IXSp<9CCg`if6+ZzERboFrY)9l;+$I zmjWUE6Y)+@u5pUtx}`^r9X)C&I;nwPygwijRs+yrN0^N6swdmB()_5JAGx38(t>aK zqnX`HQhKfcxA}z6?$1z9eoBh^cKC&aq{oCg_)y0si;FmN>>miAu`M(??0sSdkuh<{ zL9IM4#UCziGbK5l-;m(&J5(QhnzXoT?_2<69MC+`HFV_h@MoQ_e1#KS)80~8kw7Ph zfmI=Th9T6sxC`sxJGcjri-Qd~v`Qhr=^OOLUJh3VyZkCrB=t{%BtT}G!PO?V2HS&L zh#__M9_h>Al6SE4X4-6zxR0E7I=`iXUCbABR1Ckm)jAU*OEDalTT8k5fM%VGb11O)8TTOj-HR2M zx3+@yHuQMcC<66JXWlI+g2fV6%Up>*19PDApwKJ@L#XHLrY%Z<^E1(}?hkPuwf3aF z@d8eNE!xT_-AI3pvzxj&Uyue&uW(O*+BPUVs0&$C4BuB&b)LSc5Hw`Q%`(u95=W~U+?_fik@K|y(yy<2sQ;)5%OJW^5uzR-@1E+EMSW z`I!?<>GVv9o<(4#N~+Gx$m8Wn=i6-&5^yBOW=fGM1GB*HORj!z zSY!Gy?!qN6cU6d&XO-p_FMWXb>refcbpra)I8<2B^o9MX|1We+MXl$sK=RZbPA9vI zZ*#$fc0it9#J?d$`{lf((g-=yx9P+t(w_Ca+ztRsssENJRxZGQnNJX=KI~Ft_lnsB zk6qHV8JyLIE#AKzTz~2E>9bRB;sDLf>#3W7VO5bc&+Cy2j;-%k19O?#m<_OWa^o>E@`x0 z4vc1V5B@jy1E25Yd_I^o8tRvYy6{9SG8S`~w95aIw=O2+kL*};;o{gqjDg#Vx5TV& zrK>)H%W5Jc&sbb)5NX~z2boYT!J^5A)J?Os2a46PWMO=s87WJ~^R}|QEw*hZ`RLbU z1*&gW@+jljU&{3fdn+{aOTUS$8?@pZJhbTfcpwA`bE=}qsPVUCU;hpkXZjdSUMY0)l|&h;0nB zVW7x}F;wT0nC{|gB~R2DL>2)rzKmCG2#m}cPO8lVCUJki87zFHvuC{L$hBFs;ty|l z@8KdUT9bZ;fQSQ9OXH=;dR&^KI9k*uc3X;$>a^BJm{HUVn1pMN!Nu2^KQZtWlm~w~ zGx(R>6I`=D2d`%^Wlt@X;f=&PqjqBVb9cY(!Sb|rVh~{9(toCsLb*E!gAO6Rw9myq zCj3&mw?(qfT^FAp_0Au{EFlSrm&g=Fesd%`*vm&(yN9KAj2_C)aE3nTN^oFp=k9DN>8O1irn0qJJxke2T5?uMm7q`Mp5JKx{?@31?} z-h1cC^PEFyE4qm2LhIIT9_W*%7BVprJCKwB8}b5n);W|dWqGoJ(hS(=l`)_M`^nw@8fr;@uwN49FdK*x_=W`Y z&XDZ^OY-@D-Y{X+?;G!of$=t~#y2Zv{eg0n=d42)fh2#6AGEXutoN0zs8%uI?r)N! zn_H6IHmA+)L4AnRLw1!UnO_V3qYA@;SDR?=)f-zOXeAuupZf!)(8$%BLtexhci2f_ zHwM@qT!J-Xdiwo2c z+s9+9vw?1l)t?-x$zbr@nXoAVD)f4slN0F&r25MlU&7kIj6Lz6)ISKK*T0`Jac0qi z2WR1~<%87YlGN$8q&pgmSh$iWbNR$Qc_8XY3EGenxPDS4VhGJa8Y5x7jnQGEZqN;Y zQ-iDi^(FaDm%4HCI2o_l4fGYsx1fMLfR$dS?hlX#oe8Zc)YO6l9CWGyl&eUjj>`nC zIF0_TZvN6F!>CW^tgr$uH}9)kfSx(=^nzaMlLIFI;)Im1t)NimCE>j0trnj)mhiOL z6NZ;vG5H;uD4~^R@)!i;9TW-3im*eTSlFMtGIS{W5RmH)YLCQ13(*__6*Q9tRkiEG zo7%3W68){`cyY$U(#|`v)HBVM9t|Hng zg>X)lKYINOWEO!TM0@kw!$E2=BnfXw^C=0UJ7^Ig0rF4`W{RLvn3R|MVN1^?uH|7h zvGouejZ0%X!8`}xGcewflPJk+p_J2xc*!e0vNRZ{u8#8ods5i6)S;#Qm(QK&std7VM zCjA}o7Vr>p++p1m+M&+UHv}-NU9?lxM7<%@kt1zISIzXn89Jvg>6}Zo9CswPWBbY1 zt0Rgj^`bOs29pmx)Mh55!*^r}ImYAqV@v}~m*I=qCr5lnU8kJW5;j~v7pY*5e&yk( zT|I3qV@cC(DdA1KZ`DOrJ1;xs#~g0EQzB9lzo|>}6l#?FoqmG9>#GgM=v$Exe9wwY zB#?9OR>lJGN$=%36y$PT-)JOS!+*bCTbIO$Cg3FgrlDUIUq*64*eCGSBYs`@uBisl z<8GekKYXIgzX9pjYtU{O2knN&B~rwMTfA0B+u=125eg|@Lxt1&ON}7m!LNlRYMHKa z%k3OpT^LFz2)4q6q6^Sml>Rr3(J3xV?MUZle0u*0ZfPUZ%4?aJxQL3RPoRH zDp7nJH(^$*6#0quPRU>@0Y>4eTh+~f&<>>x?HUH39l7FL5V_RTR6a;{-rY4gKcIS2 zd~SfV;}I|F=OTe`Wmk;Ih8c>bMyrr0x7xxxSCOulZ;JlXT)_EIf-QSv^%Q}n#pfF4 z2tNuz4$bz^llKGDP8Usa(;xxR&u)ZnXEcV(V(uk zQA6TzpB_OPm9#~q2Y^NrXEaH=T+PG@T@vj5k|9KvDHv88umyRHO@he!A1q!1oThp? z61aqC)f$mm^CfWkqXcU&wb~euq*LwIw27{MZ!j@J5*F>dauZ4`THbbp+njYQ01JEG zv^iQ1_H~v8&BEOacDuL1C+!9Mot<+Y<`2%nt3l;hWsG`6A_nJ|Rz?RI4Q=bs;4(Lz zWo0pzeL&gT@d=Qb(AV8_c7YUY=*snGt!1c{BW$ug$al+VL^{&2nuo)ZItKoZN+GD$ z|ELWC0cn4WUzKw7U_+J2BcA|^=o*%wkkHC_bFf!e#|^c-|C?y42eqNL3A!ce5^Rg2 zhDst}p`K7^42c{zJ^0>)cbFrnI0rRkc_10TKAA)t956XBzf~CJ2b;Yr5+#G$6D<2W z7=P5IO5SUn&m^j${kr|9@+Jt#W^zZ?)A(Zz_a~Ki3T7=k)mGi0Q4#q~+ zO2U**K>kr$-ro_MjHL@tm8g?$N=-sE{&0if8uyf63%ecTgoOT+Fr)zp*4J;^X#X?Ne_IVAczS);%r4vvl7{YF^3#WD_BKyYPnu@Vd3gTsAPZiUG=sq7 z-+kb?`Ypt?@M9@FqDhOXvHh^M+ul%e;}KD{Z{ullskB918rcr!KWSg*t$nw8{<5^2 zJ$tG!p@+>;7ux1rcnWusS{cc8)n0TG)9E+~c}#oS0b_}BEE4QmfkNO#!iG%j3i~F^ zXRC`d-C&+>ya_#-IrDievRj;iAB_6cCe^Pv^TJs)LGM$(OHEg#z)n?3v~BQbRRW{E z>dw2&X$gOsaE%X)e5@qb5!WO#W2Jr$PU1|DCX>Hh;~i97W&V)MA_~v0b`n}0 zJ9vVz1}iMTl6WFbE5~?M<7=(-pwU-Xu1?$h{OorD>53$`#AxdAS%pyFoNbuA%#w|F z*?pTKg5GYJ7gW8g8q{+|wW`MKlC&uf|k6#|z9P2Lng7vYi zjDvFNo&|_P=m)G{Gp5E!S+0MFQy(y+^d!bDuzv&?19q<C_fc`97vJ7=_q<2l6_`vr-97xa;QS{G#0`mkEKGV4@H9yoi#MT+rUOE`Uy zZ!1!hqjTT2FwAY8Ni=|$Vd|@%in9TWr{wwi2aOkKBcpN?+bW=Lp6#fuH|gX^W)n8D z&ksh3&aHA}rC3|<1CaR#cE zki887(bbq2|J3J+n{M0OFf8*UBU$L)3iaIu)~Z7dcV}TSNw|QnXCj}mKYbw9NS*$g zZ8AhE$P^e_w<(~5?##kP?-qeg+|L!H@ontjnAQ~KkHwG}2 z^wT2$W+SxEqb(}?Y6L>k_MH&$@Y7r5Hknfw5foEw`4(ru4V|ZvOiJWrRGk4Axm+GJ_5p`CW;n4FYf_!o!EUVg4rD?78P+9 zi<8=qPRzjm_<+xUjhiEy0$djz6FkW1h^#|D?QK!e{?KpZ9)AHUh3?y)y+4lKUiS03 zM=^p0bC8`O-Fa4BOs{CRy~a!_tL@W`NLN< z{ixoQy?N$?H>hWgD&se?19in`&o@T@Y7^xlzNn%>c-yrNI60ofDn)zLJqk z9()g6#0l^li-9S`iueavOKLg)xZRAHU^jydzaPzVWw`mbmuWaBXI`%wJ!`bx%IJUB zmXE$uLxvvAAi)wfN&QN9hd&8?u= zE(2jTLhdX+&)8%dM#aZu-K(Rjc!SdxBl1`b``_k{o~!c6NEH!ZQ{;!1V>m~_T%H+K z_U{v9qJGgV_Q2c2Uo@BH(GyerxHaD~e3Y5WOgt`L%;!KK1W=ZZ^_fiT#Wk|3hi$9= znR|2Ik8?fD*~-H!*0hT$#wriGXa#SK6{VaLMcLNGrYQR`F?ML{e>r?xH0SxO!f5Gz zyl){NU96d?BJ3RSk$3Hg1+Q;(Fe$p7X&_tb!`0f$?F*{^kzi@wt>zUF0pOC<8?bbs z$s+@RvVKD@7%zDj&*U!Ykz<{Te(^8-RBHH-a`NA>mW4Lb3H@+If(;r%>FCpR4k+S> z1aFaj*sI1_ZrB$+i?T$?fkET7EnU&|bzaCtG3E^wT!Bb5S!(WINkOytgwD0* z?oAN#t^7O6I4$SBe*`j7=F1d?RaBd?T9iT5HNAP0=|$z7on8;#Q=$D zR5owm9ZE3PARpPMZa~y0QJ(z0@*ElU5LYqvah(*>!M?(ajYeQKYCQNFP27TzWrEe} z8KnI$?uP%u+$=3sqU7< zYAM(#=F0vF5(@%BV#4HQ;d{IJ{%7SIXmMZJU2fG0JOaHE7K6&a8yskRwy*|}l5b;u ze4DIq9^oz6DHLM0pN`j`j5E^gB%IqEfwYwU{3Yi(h{%}>S7!^WgOLBJG6kFa!unpb z6vP*S=WQY?vEo)`^*rn49K^sy`}N1MfrA%dk3t@L3de`fnOo?;P&Z#nqUgG~sVe;k z+zGYf?61{822@hbZHX&F;5fB)%=|)smq;(mZ%VqWw&0eaHQ%7^)Dv zSJaw~*lHo^CCXRlv@*V4wbPYZEkbF*BH zyV78Am8;LC<;5ZuF~E91K=ezQ#?2mpL}QbX+!osx=4yI&IiLg_nFL3H`spkCE%Ig6 zW?cK)^X(q3a8j_a`^NDvUl?FKnk9NqgECVHki1?VW?4z)CwcwRj zSr@ERP_e0^Izo~x1@3$moHbv99arDRYXR|@-;3>RQ!bCO182hkheg$9Z76$*U$8L-piOs0~vSoJt5 zbo1ZP>Ma-5^1k_l4{zhT;gJKNCmp-?9hN<9GEVrmJP1q5S+ZNG$(v;K^D4KF!JM$2 zNwpzcF8HZNkK*M|T4InDPZOThw4Fq{8dscfgK4y+C~UlD#AX-Lm4#bXTnpoUpA~sE zs8FfoUi*n4rx0CV7Oke21PwLh-MohIJDoqCjkB$|Jy>1zg|wGQ*3b85G(pIu&&*RQ z+?PBvX9!kNp50@*`(Fn}P%JMQWg%^1t&8-~aKWz%raF~o&c@R1z~*+SZK`dw-MDu? zx%~w@ndLi8gsGrzge@Hj;xp2#1z!V_$hY?cg-_QGl{O3x5D$)qEK67~C-}aOG zxI(%~)-G5$Dq2;NOPxP*;Pc%%BPo0`c_KjOfga4kw1<#_THePxcFIF1K|$M zr%S!v1aLl@&Fm1VF5#B)(kE>~oRz!ay-pR<*F21sIhs#bRxQ zK?5Nd?gUy6f7k!z5DXEjaLH>RWiuLkTgS-&vI*^a@&~fJa}6O$AVtk27i9wxmP*}K ziaEqzPsMT|Ku1a`*TP&?mdqmSAU5%87BOXaDpjQ-S&`a z++41iX$wq@EM89v`t&7S0a7PIkWzqok#s|uVs(q>s8VEheA=;}Jv&So@;en_txD(} zINbdEGI;*71{}mxHgbgkjlscQ_*~YS$gztI4Sr{%kxSpX@H+)Mg9cLM~AV1qvdk6L9#Tjw^u!%N# z-4WwwFo{DhPE@qOy7ErDXP$GX*D)nFWP*eNu zhJnoD+)E9NL(QFsq2I|!UOt0H)z!d7;WPI?VOD8D3LR)nQd=Yt;=R(Pg@gIkgu_28 zKF+QmAmdkH$*{Av(eR-?y^dyJa|BU72l+)ZglZ;Sh~Z1mi-9Q|uemL;tyc6htT6 z?Z|Hn15l3G^b;VsC3i6(mYu9?(ayq2j~0%2D?&xAKpYM4i(`2aDEBJLibj<9xp3yE zXT;&c6cYMoEPGxG2|b7sxb(Nrel-WGIpbUIT&YVZD{g=ysJ?c?-Lb)Bud?>R#!`_1 zv46ZaMu^apA0nD+w*)7$_pe3LMLXk(1q@b$W&i3=lC`-6M2z*EVNM#kL^4C7{d}^d zf6Hj}q=N#Sx_3jctM`xXud0^(>R$pTrOl)`Z{SffXVzf02+=A-iG0#s7A4ziRfzm! zdPj!Z7mzr?t7J6M>bW|Y=p48qGwO15PGWX=)v0wR{{G6H{-5pem-hGIStM=hvJ3r( znfU(FSvYCIDXaHP#USDe;*e=kOwgkc3ee-mwO4uJ`eBq1Sly^*Nk$<|dzGb{(f?5G zCA2W`av`Ci&?!Z%6v9IE;;JgqLW?z|8}IJg50DIm!mi3`2p&KhWpY;!E<25$)7KxO zfhrjN4AJviwcmtN*xTyj7VDn6)i{y@u1jBr8U(xo5)CF$*ee;Y#2huIV&Vl$nnAXd z9e#0ZGrU#VVmNwa`w6u71mxc9xdKjk>41|ADX-c}EuWh|Gpz?)p1gB_hwb4WoqI@) zCwnt!!rMZATJ)^#v2zq~f^VTwS7o6Z3`L60B}q5ia~wf(zBu}h%@*9HIBD==8cElQN8 z_s!(zMP6_1E-1T@->PQxr#GD*rn0xq15A|bsY}Smu)PZjbHY zlzwbf@Mnj_!LU^}Y3Vy(YfllfwdVqiYZ3-uXvueo!r$EgDE~P_t%S zL(skII}q%Z6G)=?a`pU%Y5Z|sD*QKC#2}9|ru4E{(C)a5Q>Pqw0FvTwh+Z~2!Wg)W zc+`ZrlTl~!c=OzC+kw~Es&wJWH@0KAw4zv1xPalk=jV1+w+DR#;wU9msi{EK|JYW# z$Wo;6;_U3#i|8PVhK@k5uyXj6_sV6^Zu`*m^kH>v0 zp3C=#QR5IV=Y;I4MWB!Dp!pzPJ=HOnR@%ui|0{^eT2wJ{`bcsTB?n`}K}D3bgog7D z)cYVwiHwH*@Df9Y_p)xOvFcsOiny!>gG(UBUJtN&>PlCLo+H!cE~91Ha%OtIUDXXW zEr!vHB~2gNFp|r0eHux)S~_xW{v2}wr!`oZGTrJf9^c#nC8=eIak4p+n59^hG`sD>rK|IBruwb1|F!1vT@=9ol z{nh9D%Cy9ODyKClgY@aa;dV?dMBrNaWtg+!C#)|<_+r2p)>KQ*@iiWRYSsf9)9{zv zI1CB%Up#xgjzpI8int4sSpuSG1Q|An5s&D`<%cht$*zE|PBzWQ% zRkiyD(t>3E6lvQ7)3bkERe#pph73^8sETfHZn)n_>7U>o)I;n37)wQyQ5W^((D%aO z%&G-fa;cK@HE1|QkUh5uV9)`>`F?p@OI$*F7g9}6z^sRH+fQ=|ayoqeWF&4Jd#3npi7cIJ2=gKGL1xmX5b8hip!lc;Q>^tO8no+VQz4D>MZNZ(CD(( z$h53spr=%5^0!YGO0?Qy#mi}08R3(SaY5QdGkTHwd=M!LiArh}E$C(Ae?H?wWI2j8 zNdvD!`Xs>UZ91@WgrxE5xb+I?jjA5?*q}c0kbxV!gnI;J)7p2~)wM74mr zS>CgDBZ0$)+j%RSKtS#t*brEy1hBWER}>GNy`83qKQvRGU)8Q5H{!;03qZXh!P-vA z>R{a9D^0apK>1pl$DPv#soKrB+vZK?pm5}>|5ji>BEjTSbbGNm4uQ~*YK?fYwcy)2 zPDGRK9{Z7ibi?4FB427~%+Sx9zTb zI`YO`?-YaZ;yrznnSEX;?q;Zkte@MuXISyGLPZX+>02+)M{6frFsyf+h!w%`JA2Q> z#vL|TDUi4+A)T{F|K|%bK+9VXlutBd-)df@#{hs1&OS>&9BUt?f(8_< z0LVrOil8Tp+3SqACD}ph!E$dA5)OPuxTqWDjV2(n19X4tW&5uDuvAH=`;U^0^PZBa zJR8=#Vj_(E?6-#r!z0&sAE;B9|Bj(f|8XZ+7|3G!koS}en=Dl?nH@GGHLC89V>^)-qLC?O*0WAyH$RD)!q-Ed*M4>u{YIcy&CzW* z=5W_fyCZg@PTgn_|5&d+-Z{EGzmRq(o=2`JWkaU6?fT7{ZhU)my~WM9*QEkqXE@$? z9@pA+zdtB>=&#_}-dNiLjqbDNYr%{%0Z8)?9ZWCYH;O5f&fUG)LM7QeJ(S3KZY5-4 z-2cg!wBhT|g!uMQ|(lw%O_kVM=nrG;G;(l4`3^AtqZiCuIVOC!I z?g)*@+L?%gjMDV5eL&4wgBx>q_9kKU1=L>4*A_o}<7#|P`(m*^GZNJ?KbU=b4jlNI zIxgdQ)*#$%!8nF1xprhdk!p_Qc@Ps(>lgglQspLzHvY9nHEk`_IeAm2mI;pBC2i5` z`S@;({yXaG7tPC_UGwi3eyKu`r-&*9QF@+f_|{YAl^+C{yG!s=Qw|U^x2ttLG%zRN zV&pHmT^$9W>eH*gWcU{bYE$ye@$yQ9Ef{zMx5w%3cpq_w)D@S*rXPJ1xt)kPv(oiR z93^5gIC_@GvpjpuW&!>Q@uEoqw%go{)?~GB{^BD7q1$+opJt5r3>ek|*s*j8Wv$6$ z4xby|BkQJ!pU=Gp|DAQ2@`Mf3{u{r;n@|$dgq}j zzj?*POAJ+qB^TS?&j#W;QZNm>Gk!*T+pqq>{Xdf0CZz=3eO;g7^iPEr=vej`2^KeL!cBdo$shO6i%bf4De4x!#EyX~c3_pS z6$MJ>%iy?t7rCn0zzmb{c-PE=>ydMrVn|fc7f4M8MsiTuFbO9g)RJ`-$~G&$!@iMey+e z&IwVC7RJYJUc8H~C)OKvf5z(>z%wQ|67qy!+>!6au<~fbCw(bf?*SebbK-nB$$S{& zbikog3Zdt`6{Q0-O1KqG3v1puYIK+{Zm+j6-X8fEaR9b+toVOU9Rm@#fDp$9sI6vG zZ~3{+LQ@Fmff5nnWF(|hY96~Bu7Zj}CVc1ffEqc(CoVVZV?(ne#$Nn@=Z4;~N!ULm z2%5Spzw-gdfTMf6=djl7XrXwEhR+^`1 zC^ei_*mH*9S--72cJBFZ=*=LysWGe~knxG6var@r*l_wRC_k3XYG)pn%H zmq9hmdY6{Qrv#1~1v)z2Xpb!4jni9>KyZY++MqJsZk6TZ?HE?26WhP9A84JC3%yj~ zE>Pz?QTN!6d^R66w2Pw}r(~TL&<%^hBn9Whzxg>3@REQ@3ifZB&KJYP+9!bbuL|@( zOtYFw_kf$218%|;dx=G2JW|r&xxee*%D-cp99`1%Ua#F)bk}qTvozfV_QttveP_;t zOUTrnb*o%?4rCY`U35f(cuyB3V1Dc)AH+1=QncH%n0TB2jT3HmaI{(r8lF)F^p%ci zNG`fIW8Yb|sTI2#!WrglH%CO~%45F^U%WOh$@5A{@~{;o;5nS}XCbuhjr;nTWY*#2 z%b@BeTI~x?i6xGNo0QXDgu(cB8l~vTq_!YvY8NsO4wOs6 zobP@_p&DsV*UMx&U^{R{opZP^3)iKY-MNniY8*ui(z44M`uCMY~}M z%}n-s9;+P{Mt>2E|0b|sAHov$hidJS&4<1i)$$VGW2s2cL5x7bhUen@0RIjPnp2_2dOa0B? zzXm0CvA4}P_tR0PmiHUn>m#hkOL-MLa&5feJ>B6*wtdCjhcQ=!8aRqedN_7?J8=y$ zUJE{UNR&C#^SO>O4zt#@@s!f28uWrp-!O)sU8-|Q>rPWf??wWb7Pi6M9j5_!Ym#PM zi(}S$Fq{{osu9&zo*oiQcb9J9o#)y3Gqts=i>f-q5&ut?v}8W9I^!$Qu?`98XsrF6 zIMc$(rF*(Tgm)O2_t;fE1eknQTlVp@Mhp@z9G3t!JR6~_8`Oh;-B8biF(B0GLtlwk z8-|2)5fUgaHM_TRd@>*HzlSjXkG&+iDfb4M9O6xT9#DML`Fa~lhuY&+=^QIWe zmi)x2{1ZZ8+-aZj2zVL9p}QKXw%f6wm6VM1hL=NyrWoe+svptls&4CMQ>l`kyyZc$ z7Uxi%J|<^Y#3dM=uRrxsk7PTe3iYD2HdsUI;`j$T!zA>@=$BW@U-6gSJin|(=Yv0> z$g_;^Iw8^u9HzgllcKP_D7_Mn1iK+l-Z*pm+WytOz(qXKF3YIio#S^%`7Z!hhrf#e z@utw&WA7Ovi_!Jd>KQ%QR)c|H3jr_K;#JTRae_3GSufAS04BKqX9`{;VS*X0l>05& zVlAR+(hS5l#41R)J_Ji4TD+rbQ%+FqI(k51i&q*9zw*Ja||9{;T4uE zKh^=$_wm?HJ}~~Q-))fd975r6m+Z5l+H)U%a~6HI8|i$v*(479#6>{|$8^iaU43I4 z2S9>0s8;Tu2!r3`+W;fCcAU|&b8x@6M~JpjH_+n(>pR|~Ab0<`_{Uv5CLzB!tS^qk zr5q|njY>xfr8_4`zFcxrJa!@>}-NCFky|FJ~BotJl@Ryyi*qnbtSc9OO zReB@p87`i;;r9Zpqtq^qdMZ~uZeJ9Y=SMy!l6j|z-J^}(p3>uD1(flbW%0zVcS=?$ zyYSxW;;$eJWp(kj8_;vqVEd^;Q%8kmxje`lL{kfH)V1X3Sa)3dDQLc^Mh>ADb=o~? zadhw@B11rd!%;jAH|cyR<#W^FJ;XAjWv9Zc=Rre(12Go?&%@nRK&=)+XL<{ll<)ds; z0kP99n5Zc7zm_`?1WbPq79odops^vaO>*;K7jk$5F2-D&4f~MRo)*Fl%n^S(vVwFg zLS*dM$39$QQ|o`yd{0pJ(Q;)h$9>}F7Kdkhb^LnpruNjop*^E^#C5iA@pqAWUF~?! zGZI6$PI*G+k%Wsb(*ATom~}D&Z;zqGYlFAK5r7NC}4nd%|$fsvp?IQTJ`Ct6x-qO4bY4b=@q& z##U5K9*a*~urt!^MONqdop#Lon2s^%1*JxwBYJLv*}~4RH!_trWL-Wbw0=!9)nye{ zDX=v|-4fj)qxE2Vlv$ubF74#xO0kC9KSoP*uKR7Vb0FQ-VwkdTQtm2xc$4tICR$~2 zr=ziEDUvjI4Gd@rkMbX$#@InD?D*CpB@dvlL1qB6>UZS`XRuahLJT3p_m?#9Cg0%$ zJ|~;;j~`vUC`eovr!MVFd{9~1s%a`vz;Q@noo?`;?Z;puSu`rV>p>PgH^oiK1W=2v zJ#6U;M?8}E=+rbeT%;eZIybla|AG^Dy}+*b%%JTisPgJnEh8S{ze)bPfC?|%ISIXHo-syp8<%pqYAo0it z{nRF``Qp{OCuR&UPjV=D<9mq;Oa)|0TI>LIF3rg^tqhtUv#9LgaX+YHhL&lTc>2*g zCbGmJ<*n9xREUBJy@}wY$%N+0aCG{rO@o?YDxr0Ut1}B(=r3H(yJ~q+Jt&FMT@;iG zSZNp9_j;I^psJK$VnM}1lwyF~dl58-qlho`yGiGvvj4LBWiB__qEh*XV04PVp;L>K z?^=eE8&OID#3y93kv|2iL{hHJKU4^zca64zZU*rcsh=CF%{^;H*&dD1!!vpGhJD8H zFq{OWX}?XgZW$asBphq?T0Jq4ai%o4QbHb_k-0xvJSTjju7gbVz*e070xga+Zg1M} z;hLCR(Jj=xm6?8oQ_?hO${NMBVNZZ>4T#SX57+tN`u|W_j!|!K%iBhKe_|f{hR)`%Un${5WWD>b=z>`0;p)z(3S<@r$E^WCfkN@ou`%Fkk^(g-@Wc7LN z3XHsu=q-yWAI9wwRL6d<18Ho)ipR*qI5mJbc+>!6K&#*7aSR=$0QrzUExvOts{PR` zS=dCwPo&h;uBuHsuzeEl<>h<0yK=@xZ(F@#90>T3BRe!cu_$nM6-1!C?B801>i~3D z>uB!#uz`Jlw?y!(;ZeQo94ro`AfE+KN8CezNnP}#^kZ7FqgRoY<-@jTel9p6ss{CJ z^(+e>(D;~4?2oxY%RyFb3I?c%-sI?Cp^M&|&_Cr}QAq&whU%vAm*0U3-QbMIhCGr+ zw{r+_s8TBxN;ZnViLtY#<@CAQ$ zmrQ}HB+eToLqMyfjrxJ1c18ko%w#vDdUbK!xXeJn-zqjJBaGHW&YJXb{O<8?*%bRb zT4^Yn(Q}t?!@P9go%Q}+KB)~a@ZD*KwH|<}3vB{}&P!avOT%QRTw7-3iWD50LRFB6 z>;KiQKc{vi>kl|>`1g2NGNIuzp66CQAn9V8A}F-8#FMmLBp0Je*1b7Tcd!7`Mb#;) zX}H5!3hRCKftRM` zwLsK%(?1aUSOTKcVGxy&vTD5%!0VxrLjSD3BMTe{9h1Zo5l*s;Q`HcJ9$scH9UW?{SWo3|Z%l^4ps@{kHUv?tN znp$&*Dj;z2rhO3-5av4C>Sw#xdvKJiQHL#0@^q?^&R2jD4s zZ$V@C_y|fSm26?bj;syo6*%_U+8AZk1?hyqKvpqF?e7UJ z29H69&OA!>>o9Iq&Y!n6wv@Bl8(N!t2UWfoLOHLWKmT~VF?M2fMK(IZK(_&(7D?q0 z=VN}{I0Z%zw%^0u%jp?(v21(%0q&?{E7hm$2Tm)4Vj_fcE zr|3K`yxkn&9NYh%hp#{Kb_m#)C{;--y75zb0 z$rSv>vlh9?Nvt50FjuT8rF!q{O1ovwS>K)6{IWPr{$akkXe&#ibL zhru{4CVT9EDc!nqReZ` z4&}jyPD#%*2h{KNMBp3T<%mJuZz$Lm5)C8_FWv~b*y%n9K*Pja>)1`V!8*v-#u>76 zIrv&PZNEd=s5Kfzq!GllDWwGTNS6$H|K0)q+us8I2M{`HA(qHttBC$h^5_!HZ*ioM zuiaZL(BQ1=>?@r$gFckMyEaUm3^Yg)V-9a+aEd?w7Gu&`)MmmZ{OGZqcjShOEX>eE z?sWCaLp3yE>r1n`wY;uZIrh)Kit1-V>aGG@{LmzNm{wp-i#p-Rooa>6Z*=7C;r&hC zIR9yj|5lZz%-&+upOPQV@tewc&clm{^jAHq*{ye(um)!6x>2Hhh6l|#s9M?{?++J2 zQj$by{b7bc!dNG?Wia{h{x8mAQBkVb0aI>#o?)Bg$5eD`QNFpVo;akC`fACLVo)L` z&>~8$mi9%b&nZ0T*8c3dQ2rwD$u7XLWjHQhRgnFm*IJlLs~!zUvO7Af-f;!%UK1iC zUz65_Qp_IM%pfcma>tLjluJcI-!geUoeW;?47D1nPtI7_ zy8Jh3E>G>ZUXsqAynz^|!XvWgQ4xAsdv)5Ph|d4=_%5~}ckMQwD%uHHls?=X=d>`s zHT`zu_ZeLFBBy~Xv@oVv)IX~`dz5DBQs2DD0Iq++n08lY)bmQLG&T;?Cc(T9)}OH)V32xFj!gLY z3HX9SUbQ%%MlZ@n2+`7+|1@*gjbg2t_`JLf+CLB{Ub8RTnpqeRXoKZem;K_-Mf9VsVEDaMPe%m zd9@i5Gf74|E_>PA;z9AL02H4(LGelAKg~#>lV^Djicdp;@8i9wTgGWKV2`~67fY5} z6pnG=i}5cMMj!JJtY>Rtt&QP2)euy+*Vr1}yqzL3EFBr?y=kkp^$1BHpx%tEi8fv+ zSLeyFbKQ|P+#&dV4I7a)v&oO4tT~-1!H~z^yl25QAhvCc{K$(|wDs{dGhtU8tV zYqm&#L8Ypws=9PX+^Jtbj90wbP{T;pc}{=$E^|Yovp#By$>x~CZB{N!Otp4z;L{j; zti3>HyRq|ony!S`6pb4l=zSU)ozavpNN9`Q595z@r#|ZWNH#QO4!WY#3fkkROa1yK zx9`rJTz37gw7IGHoGEqprl0NA_J%0H)C$*X-mT>ooB;Tl0>IQlv|3HPr*<}_=-8xx zc=GoJeUb9}Ll?N;#Qg+39;HW*6?NlET0&;NH>S6ti8sHfo4&*ZMAjiAw?%N{!#tBFr8TZ6^V zAu4FO1lW^71HgW<3bs2V>|bC@Detlk>v13#@J*jT7K0!+*!^lxv%65nX!H5T^?<6i zy}`p{sJ=zxSV-EvrYuCY=gTAwMqlgi1W8_ici^QUV$Mb*8eL#mId`o&4$0^CXEGoM z0Ym4HhT(!N{_$EmXGgFs6Rhy_0^RZbJ8*V?tA6^b@PXi$F;QSG34V*7aO-}RI@Ie} zwW@b9dLd<*DlS2{DB-#GSB;1b4b}~NO7J?d(L|GjprBH%PI|ucD%>%F&V*FtR(z?&CwcxSsgO6zxf%}t~gg4j;_+WL} zDHdq&)3j{J*IxBsfXG{go%ZX37&qwFGp$Q?Mxn+4iuWX7SrA7J@0-L06H%<#ku;mrqHWCad8{a-gI; z4t&F_+@QaN{D;r-YGB2Ym@(7u|`u6Wp{m-8+Pppk(z@CAh zARzT!@FU>H&UC7l@r3=mC>*5G1^@Y}eB#yLAfT?sYG)HmhP?O^SIv+X{DR(1g;ava z_3sbYNI^<~a9tU`P=%%zy7S>1G`q*|J&JSqcgtE;l(^iW`qED~*)=gOxZll*poI@? zY#XGBN-AcIJ!N$WH(eWGRFKI9Xk@gtajrrb7_uJQ?G18^!MUNPp#u3TXou_Ma^^E zd0fDS(H~f#gav7={3>TRDQ>xu?8KP+&k7+rs#QDi7HUMae-pW3bJWN#>W$<^uJ1XX zl5z0^wfY7#*6EH`M(vn$iX1JX4OCWr@(EDG2cb5IMsd|KX88zuK(*b7vKUS!#|Z+@M1wmrZQkI z=(9vaN#p5pz?oxB{U5$90lqJcr|3qYNDh=sZ3fGBYg$>TOJq2W>Ky>(+W#s~qQ)>8 zNT;rf6;z(2L7O7o)Do`JG+-czH3w5IWcUINeANg3c$YMXsSF zB3<}}bz_Kz7PA7ik0-Ge^6A|!o42aW3 z=LYDZ6eiVDt~;Y?S*XuNRYF8Up~wCHt+do1=iingHf-jj}?!L7D$p7AHrj1kHeo+;?@5dR+8>%>Q_X}in~ zOCdT>=SnBYzJnEv?U3Ts1zdakwfF`;k6K9PlBz1eywzZ|eE=jy3J>GoCNaPDH!byWxL-n}JW$eQ?~}<^0&%K6+Kb zUJ}&ZwQ~FgV(>F-bdgkQKcT3i&R+kx8|hv>q*6@`R$#EYkWmUD+B4=*%f1_FSFO8a z2Kk4e@wL|Dv%@RBn|v?5d$byU-g&AJNH*jCuTx&t;eFZN7yCM8BO#-=QXuZ#a7K>Ii$v0C2>$`!@=V9y>*t7 z|FFUIgW%01kw;2!5^?>i>H$NX7A!ijJ5L1dW4wGOkqcA{6g+4gLXDNO6b_{2`6q(( zA=OMNYzazMQ^q%pP*XK0oQLQsQZ@C-9O9^hQZ>Wn^QlI^_`_ZbQYXb@)?c0-C)fH2 zR(~Gij$v9gQ;QSgo4oy0$%LGeRpi9>7WxOp@bD=G3+hXRLZab{gs1;%NB>L&cr#>} zwlmhcK6=jgh4ijlLBt-SOlgJLQ)^Q|t*+*V2KWfGJ>V@4&g3;{T--3&q>V!?$pBI8 zJqUpd0a2{y_5Z8sDxjk3qBV`Q0@9&$Ie>I`Bi%T3gTPOBNr;q$(w$0ohoE#fNOyPV zJG0(!ll3fzMldkCX=xiDw^yiyUrx$H}pM`SjuL z+bw|xer+_gOc4r%3=@Wpd%}qZ?V66u>Q=_7h!G{#jV`IBSlgLms5Nwkqdpz^-e_go z5rNZqb#8WH!t4!8X7<>LPt|n)hF^H8-^d$i@1#->mG)#ukh+>vW&J&-^^%g9Vek}e zK`*6w)I1=$Z5q3d;>miA?o7E5{B&}@RVrzf*e};4H@a~DS2xd+?11czkl3I$AF!5lLF}X8zOT2do zX=lPW)$K5*zW2wwA8|gPr4?+`?&WYe# zZb6v9e>KEPhcd6Y()+TB*i1HnUZ#suMgVMKzES5@Tw7Ya;KneAc%DG$mGZJ-35dN2 z)ipSDH-g7&AyT_XfmgcU^c#5N!{#V>4sInU@DGMhVB^!6cuWxe2sb4p*!dE7*-4ml1<^x4VQS0 zc|zx+;46v`Zx*s3{1+GY#@PEXts8T8(ILLEgDWHio#Oqn&9^5G>?#vBHCukR=!p2j z97A~WbZ`UuOm`)q#9zu;Ho-jSEUl(M*)G+=nQqFHZy+_ee4d6QMeq}IrSIw2e!OhJ zm+w4Rt$%G*d(j$<$o!~3!$X#9nLJ$5;bQUZGu8h3*M1>OiQ6KnzsGbOcni@1r7=;( z)_;1#9Qu$M`5uo=wvLnx?4u)IgpxsqJGT$G?aI2Q+%M-JL{kZRFj2S73i&_1>6f8ev&Bl*QS{U)*Q?Xwws4!hT+)`!@D?OX4 zoU2e00B^sLTv7iv6pp=oE0}W@0Dm@)^|*Z(q^4QMJp)*8MC1~!mjMRRIZL#Azc|3v zT$B3;iei_#%{wlFl)9*B>8;T!ag>uJUIDpRZn}Th$0llku)z9Y@yiqQ;Oz3|>Dn|A zEvtIgKIa-9Oi(|&Otf4V1pRj3?Mugb)yR%kJ>dKXTrE6Z=M%<+(G>wX03(F1j3&DP zkbPLR9l2nwh)`&{_>KZt^$w1I5&r?6gP6QUvNl5Yj+mOmR&C=%=!f)?KmQS4C_Y1~ zDBG0VY`0{4V@Fs?kJ6*hfmW-&b-s1fLiEc%6Ij>7m05YOole@6nbRLav724O zOJ;8=z?=*tX-V7vHbq&f!kL+p#Czk=KQs|{<4m++mG=WZYJ)?Rn)z|a34|7%bsv1e zbO6nIH(wzCS$+Jwp`?>T3u+g=PLJZO)N&AFjWh^piTk1q?sW1`NbdunrQ|Zr0 zcs(@}Z2Pd|o)n_La>7brWzkSHCUJh}=*TDZz8dI+lrJq-7#sp^FqF?TU!3qjtlqTzeH<+>&UnYR#)H6idZ6w^K`_)TVOV5AIX7)+~;>* z@Iy&@iT^<9>+EY6Sd`QBGN?V####}@^o(gm2iU|Jx%e!vwn?&YLA42tJ%xXuP~F0l zzisf3_L&!@MGiHvT;6kRp&pp0^&_^{c^Ura{W} zZ0e)eUrdf-mz`Qf8CK>=$K7qpM_xQMA@}$r69hdAHT791lthZGF8)D^GXoye?kLJ-&j<*J8FWrAD;y3446-f}npMhv$fG5A!!e>ka6+g#J ziR76pfz8No?EMtP@peVe&;q#4e%ZJEndy=YnaauXw`s?m{cC9c$#wB}o|U&S1}*Jp zsK)dnfQxxhz-}6h;37edP{vIV{4e5x0W=JR7UqAW2Tlycz=xfiVAaCj6b-M{&b^pz zEEhoFcL(W$2_^*etCB)?BGJPsyv&$sq}eo7d3_#WKDkZHU^RaZhPRQi$V@R-fXig= z5#(V7hmUHy;`JmocEp2T{I5q9)E$4JAye}cu+x9$+CP)TE;!Ng9NvXMxHbaBi%=z) zd5E%b9UVLWeaDBtGsewOv^W3hzZDe#5@o31AUN)Z7o}m~-0P;42Y&ipy6ycX%!E$w zOgV)T{60VK;$`1B344j>GIK#|~$?DiEXLvAq0vq2zx61#*O{&W00B7e(iCZ}9dXG7>{=^gk(Y zSPdBz1(7kW40vpY?;?gN$^j3@@G~A>zzb1xirwGOz$Q94poP&Wh``d2)3Q2=1U#ZC zx8zKSdS5Y5YKLu;2dEKl{@Pp@!3yi=2_zrP>+=s85_Ic(hRf?fBv+Tk$@K!ebN}Ao|;A!Q5)aM{S-h_t5GK zghtcU>I}oQU1to9sLU`Z_bz!K-SK_Z%#|wyxDeFi80l-YV&Ow+);7skeMR!(G*uV@ z_1)IAO6apHGRlea(i$mzv!KIun*%4HeUECM{>;>Mi&-(mdB{m_&=X8glRvY5FYGjF zQzjV&s^3L8YNgN#vew33e=j`&cCRjX-0AiJ=&vnTSNmY-&Oqu%U%*o6;h<`<*R`+n z-0<|@89#Ub!^I&MEFwxRvjn@G1u^oSv;4WgBwTp1GdWfsSk0VT)?t?{W&yT7VdlU# zWPB^rlK40CoVsT+V8=znJYcue3qF|-se#-5U|fzJjIO+tMR~#o@yZmkAz)-CPh~fH zU+RkucGw~%gv_J76E0FJh_q+blXy@oP9)ktCNeFqX>WB17c;9Mw_brN6AlFjp~k%* zW=>UePPEqVYx?KL4eCAb7?rAvR$G@7`=5hMPZhChw?#A{G5Mfe@$(v zIomUlcsL@!fPZ3%15s~&GCLo$=|6F$9d)aC{Z({_tnGoKZcYgizf+YG@+K_`6mOUZ^}fw4GeA=02|`z(oMO3 z4a1=gTnt>|;J(>>Beb%{3kymLB5d>e&jzz1*>i$iSi1Yd;CY+-LmPYouSzh>bd5Ez5XEzgj_c&R*JpWp!Pddq_)1aCAr*gtl%m zB9y!yh$h2?1$7oMn=k3TMLBV*^seGdfLpV3FscTTAs?m|9}-7oYy&l{r~~#Z-T5i2VEj%R`j9_9<>m0X#!|1ier5o1G`wHkn`8T+}fx|C@5im8OTOlG0Z+IqP;#aA`#QutNemUoJw)@S5 z)8yoJ%cP%w0}8&AZ&Z5f>V4&atyc8vvdNombf{P07kw-h8!myXM@0CNV8Je&GcY3T zdkG({HuMk&<1!cHZX^RnhvK&goKBfu*;xF+vY>P=hwqWZT{{1L-s#z5$s+d>6rniL zN?yj#nhJ1k>pmMlL`w2pJNIKW2cuX}9GtmxI~@?lDp9(q_hLo0)LB#uR%^m%(kz3h zokZo%tFW+703mOuEH$nbxKKZwq{LD(2AyB#D!~9m74gkVE+Yr(Tt@vr zo$Ud0IL2Z*1ue*OATGpeDC&fWqY}-4%=4|nTtN_Cw&By_yL`E{OEP-55`8zIjdU`_ zpiTS-uw#@k$JgqkWHM()_*_N?Z0CEIX^;MX3C3R=p@+K^qYQperq)!c;~Y1K$IXHO z6nUr=skBX@5oF~jFP6_)@%+#3)t($I=xHRzPwRcyaeNda2Tgq^WLX9w)er?d6yK%G z0m1PciP6oZ%hpyR(yYEfQHd{10l)SfIBBUM`IbT#M~U3r^3C#-c6X*eRT#U75D#+> zibqt2!~MKyz*g~{6Z(y_-^L(G&AHG^Jw&&J&}6QTbE=|CF-aO&`Hogi68hoL8Mwf> zYo)6SjKvyeehQ#otkct1&L9Z4Z(z)1@F8Rx9tnB~*S!>Je?t$kAC4|RX_;+nul8gX zWK}+-nXiYHY$C*PxAWLlN2CgCKlXk80ryEarQCNIOhK}DZ%Bhj4$ACxVxY3LQCbZ#eNY^Ay@g+c`fywKB5 z!F4io=B9`dkZkR1LXXn7?K^SLJ$7@8%vY0R|9zvtChNv-LLN;Fa&(%RLpbVFy#I<4;dc$cV1YMuTHlJ3f`9D?}C>x<0h4MU>A=^Jl9MWGc;-?%Jiex>MZ&t!_MtUv!3qgSZS`1#AtsHOWanZ^R9Hw+M`1D z_Lug5Wyp&ezl60Zy_PB?F->>ohmiLbvwbCysRy$^Z80eQL-Ac2_1tsYA^lgr6}zNf z+|m)})9SVSwwaaTLU@(v2&K%lPBF3iT>(>^NCIKLs+XLOr<6S#x_53a6%3 zqP4x{J=;bw`kA)M86vD&v+caL-fc#ClQN!%KA6ulf>enMfDU5qcc|*R62Mx(Sej1 zoHbolr&K|_FqGRe`}49xRDO569u}%n+W$|Q;C32rUuv3ktLK#{ufnCXI!wrXHO9J= zjv;YOw7s7^;D_h@SdYPd0DO$p$Ms)$7PC>v=JPd<(-Z@4Q>DF0xnS~2^85b#65D_< z-H7{jP6Rsz!q;~luwrP^9=Zw{##l)$Q6BRt9|BsneZ=v!XW zeJ>Yg0COZeVeBqW?0t?+S7tfn4a9(&y&yxHd(58(|%N@<>!#z5Y`Y1j42? zX8vO;7%diCvVL_OgqAKUccC?LhXY!N>_DS`y(>nMDHD!~SldO~uSXd!IR^W@YkLO5 z@SI1&8Oq2+7=>qacxv7jDF$ZO8}XB;CiAbrw<60wJS!BOE9P6IU{$OiN^D=01w-3D z*(c=0yfQM2>!1ok^%o9Jd3ZZhM>0#RP}X-rbx`GF6Q@nV3c3_j{1e6R`_xKh!q#iN zS*h&XBfr}|(4(vG8TB7NLw~#uv1a)UZDHB?esK$y0!`blzbbaK72O9t2x4=>t!rA+ zFf8vdn}O!FhURC>*B`p6MbM1YYgbx8peh+(ysm-kNehu8PAzWewiJV{F;@&6Xf<#p z72|B>z7k6=@+JA~W>5Tet2z?sy(}XuMHFH%K*8~r;ds@u2O7N^i2jS;hK5ry$6pwfsMC{?Ts5s_;>oQ%YLezz_?5KCpbzNR>Zdcr?#!^GZ$?3UcJb-M`C%=z@+ zN4JEtmZB*5W0ss#(u)f18$jz{0DsVO+sBD}*Qu-uIsqBi1i0+_5GC?7Sj@mr^`=Kt zIW84uLJ@Doj70t7&7=%u{amnRq@oqf)F{RBnpcMRKM3Pz&TllzOmfXoKcT2F8&?Va}gG^ z>Z-^(#P*2s)Jo)ZkUsI}c(nL;>*=*j0pPESJ0}Z=g9Xn1X#5eTxTO8LUnrZS9TT@h zOS&$%6z3UAX;Xt9jPpQNjxaYeoquAr{=Z5E0SImifpKv_LjV^C0l)z^L%N0mmS>Et z^!(`;)J1)by#O#q9`$k~a@t&;05)I%&xFS*Fsswv5z77O5h8J0asX$Zzx7`~cC?RY9w~Ey%9baC_}s=3 zXTPD06eB(7hr&S;kbq4D0HYrOMrHe*VSZINAebcrb&8}x+^~!M!pCo#Dp*Z2cM`8D zUcISiI4Kb|KnJX{1-ZJo!Vx*A!fm9)@-XZNk*4{F_%x7y2PNj|@$+WsJtw+uqmLu=PzD`y7uqof?W$vQ z%KNVbxR_3hSDU@3#pS`P;tyfk7<10I3v0UZKv%-B9rp?A;}l;I{ME?&m?!#*=FSam zUsm;7gG+j8HZFLMA1I0EIplUPZ~Dm{Y9oU%I(yR9mEsK(9Zml;8_bL5=iV5=XHcBX zdb5HPE%(m{wBCADd0SsR=g6jG5gJE_98c6-984DrY1nNYZ1X}ZO^iZ*jBy$BO4eLT z^U(h4^816g!u5~OAM9jriP~IOZP3?v<|1~jz!yAKOgOa*zGL~l9!JB_U}V5!AatFV zX~caf2+XI>%h+C?-m7`R!s2@+x6xy`c;@Qq>?RK?esky`T{)l-O9wL zKr(K8Hq0X>QD{(0-BdX?J-AQ%yK$w@CZBiQ=b~2o@ddZ-GMo9pBMd3&#wb%1DGc$7 zEF%^vZ2TEm?XLtgq=Y2!@s|{I!6_eyF&FYZsJl{RO_p#$kb`&pwVt`+fbICJxeYE78v-gIY?cYML*^s*=bpbxegZjx6B+o#mTh zL=&f;l8UW3w5ng2aghpIG2vlV)P>->dv$pFOA<<=7nLI}M|eOsr=NB7<*0|^UveEv zE+ne98FRk3F@_v1{!B<%$nHz(vRd|+CL+3F=4z_zzS(51McYq|O_a`rPqL~-12^%S zh0`=(0<$BguxBr-Ry(djX$|oileB6lO5S9E;mTSFFrp8`Qa{Ay_gwBuqPL{Q{&pEe zuDe^*+j(tw!(MHEsWiEnVzyh;Zw6KrUgPPyeXj3dSy^Kn&Y>x~np9$ZuW)F(+I%e9 zsGIba34BZph~Zg1={>6jur$8AZtF4wq;r;)NN+GaR-z(41bs_2@n9IrHSuCLmn zooXLhpe`hzOPJh_NQOi9W9V?=5(y*UZ%%L@r-;dWSNiJTu9rr}<%G%7H^(`YR>lvz zPOH!9(n)zE&3z z2cNbVyb@k%XJ36*qE>vcB*|9r$c;&ZBpL`*K3oZG2-apT38Xe$9Lx?5@TWFjoH4R% zjl}-_o+>zW(Qpyf9I?0mO`!FwvX#T?cq#3S9k$ePd@;|lq}G5+-oTFYF0~~yhT9u~ zPmdc)5(YZovUb8+q%4AogFgOKVZjf15HDk*4PlKR>ymjnFX_msYM?zS*xNHEo(9x|+U zxR-58wG|RCuQktH2rs)-^0v{V(mp*Ni&LDnLIl4bSBzNupw<+e3z-g5w^_?Qj3}HP zPrRUfI>_uCNx8e{?BrbH>ZK;~E!`clZoh4Vv$L~Pd^6YwqqbpK?@qp5ysyI7@ti$u zd`?mf|1-28IsL7Q<+xF;v|cqmXllTOXUgZTI@Nz1#zW+RH>@ltx~h9>_OkHq58J(< zG9`w62IElL^7tQwssFT!Lvhqb`5e9bf*#G}Y3zSBqy90E&|zz+9@Sh747yhnA3(nA zD_3YpPJWw*-(mDS!U~>JiUb)?aw*kn8i!!>_!W9tTy)xn~|E_4E5hVBQ6>^-x{Z!vxm)_ z^Zl@N4uosn@;_-7#v9dCf2JX@l!n5}x4g7f5>?*T{*x#gm>@*4{3r;}f#sI>%?+|^ z@?)2NIhw27)Y95(@g^gB&ym0y{z<7(S?&Ymy&UJBe#;hmfOqM2{RMU9I^P&|r|yYd z8yBpSHDsqT+#(n1M{vcU8V?sei8+wYHid-AKCj=yvB}9J_hZ7`R{j?z;4X#EHQmpsuC6wE`SJgukB);Lpm^G6q~9Vtp~CJXM$jyDzewnFng zTDFXWB?1y)?RfTtPiBx1$co6$wH>@cw*Pl9=w?U*bYcVID?=c}aqlp|7p1wG} zx|=bh>{2Sp;`Y{}#wfWa{iq@etsCNr{y`0`h|kHSC!7Brlw97HDJObunzo886t@8? zLYU$wxUAU=VF=#;vmUl;jih-OSHlaAI&|mqk3VE6lT-+`Qr_o&Q>1=yAH%6}d2(r# z0T?ms8RPy)^KKnr#JOnqsL8o-mibxXD~nT^;m2Db(GD^vcAnPSFKz%n@I7-xv0cw_ zcG5raY&|Yp2P;1(OB2~JP#vxP&Mz$dL05XVF&_V*z1=Ev)H+*2xbioDz}(tS-!Vl& zd8dytLZ)r;U+1^0t#SP#9A=-`5gfAgslbKOA6_9*tPl6(n3%FImyu-ALEUc-Is9p9e*`z2o*p_M;Vs)lclppSKm4n)1Ss(YP-0i) zp75mly5)7et zmb~pL3W4{fwlVY#@!&YyaJ#+%tz#LjAZ^~g@IgN_OA$0o1@dI<;7p`t?F~i>l|9iY zq1s9-E06DYejxPQPZ0Jw?sZgbYwoosOwhj`R{dyH1{-05Ij64JhV5|b zC$VMB$_wxbbcb>IwY;uasrFGAH7sU4IWZ(*B?7``Ydq1}R0|@uJy0B-z_HK3rrMWL z+zQl@4~Sl!qHYS$j3RbRkFOFze!fm zfnFuYjM#)RCuKEFx4-WWK{#jru}OYq=0$J+-sH8dR8G>j{imBBv##hzQyMu(6X5|Kk;YCeJqF?Gz3V{p$kE@>-M5Z&99xx<~`$?OpE{`1VEORf-GfwF@X6yIQX;DD@sf4lRYu&)M1{ z(({}lEu@KoU)!oJys*PJRrB^A>=^o$xLEO1OVWz{Ha{(jYqo&d#y}6~{!eAWIxD_C zT&C)pJ;+`TT*ffZI>3XP=y>wt$g9fYK+=-kA_Ww8@3A^mFbdN&;p*d7t%_JW#VZj_ zc3%j$BHsc*mDN&tNUq1aRdA)It(y47?B{H19)_Eh_6%xIE`;3=>(%d~h>kN-#&}$C zZ$*QLy88}mIzhDO^Ca%Qs+-P>pac)lMP{{U*{tky+ELHx{Pm)Uxyi#^V;~)ezhusf z`8v=s*d+rV8uzvX#>x~$Ag?jq4j?~8w-rK8i=NFV%^!v>^2s-Rek*@9Go_yIDH9}M zpATu;A;ey+p}i+^b0T-x;{wNRngad*;9Wh1M$Esm>$1-NtX(wmByrufen-$8)zsoR zU&#U1`7pw=GREL=ma_1X& zBBANfuAxxA!X&n49_DY?-kY75cO`*gV8G5c1qkh~OgjzYNgbAZR8~%nmpj*u!5g>^ zcM5sA+x-YX6?2t$eAw-y8?S=WSZBu?|8w~Dey_^pXz6>-j?XQ>0jCoxpJ4^w5B;~M z9ji~V+DQ%9umm0N=F3RFbS z^f^U3>DSEG+l+bC8mcGGPLrqJ#<=CeS3jQ8q_w;Ke?9<=cnvV3;tXH}(-Ud&^D$>< zihsc?ifYVa%#yY7LT#ax#?};tdXa+42LUH5^`*3463F5-O}jzu4~6#p1oPz2E&kUn z^aJ}17Z&e64-51j`~9i$k&KRBd{z6zm)ORrDcgg3o3d+e&wmym_b|8JE2flv+#EY2 z!em7xMsYAg!qJwYFv8||ofOn!VJ0={vLWnS7Ry^T2FSLPd!;l`Ty9ij=_bT zEWCQ>l5E+N^U^SbhyKs~X^Z;6Lgx14Z4#(u?{)X;%|7!G}w)2m!t%FDWugbSAKi&9} z7*jit7+;oK2VXuBmMQZazR<6)tLBwqxZy4RV>0pA45msva(#EuGYEM}L9V@TB@t+H zgF1Yj3s%vf`wR^wukMSv0!y6R%q*i2m4)D$RItg?`dQzrRJ}tQ+uPCNuteXA?z_Wh z0%EDaC2C*t!+`jSKQ6974|!>#1Wp;{u^bhYP5tI3bhQQ=!p2tTa_vHiz9gK!85ajk zO=F38+SfkzLZ3$11D z(Lk%^B~4*}*rklB(YX)J!j>11eaYE#1X3x8m?zD3)q0Q0=s^>T`k$BL8UHj?S{W%Z zF`IRW|LlIf_#NNQ=O~tuNfxyID<@!JNED^PFJ9YqC%Z$Ce+?ryLh<-dlw-*C8kQDj zuYkV@oskJ)@5fB~!bPP5_q77;@Y`O^M0m??kI1Fuf5_f7n5DzNz{y(I@-S1Q^mjn> zkh^(IpIhLEeUsNiV(&Fy^YptblpdFucjzWk>oX=pbTH`Eda%KR?8e$Yvs;oQ(%_kL zVJoXsr1*zH;mcbD^^4$*>Ir}E3wb=0-U#cGyaLxi=#Tlb9UUM& zeI49uAaer&w!fcZTvQ2jtvRf6<-ij8O4ypWEDfFh`6r_O!(k9lEEBPqHMm~jC>ULM zU@Drst4XarY3?67e0L`Uu8${lk)f+5(lGw~_fIvkL0#EUxt9u@B20+)3O@A*bW|(O z`%G@$iLJv|iU54#tRJRulHULOTg^}h%Qakx`KFB(oXS6xyF~<}?>RY|S9ID;np+64 z?B7O!!+K^2p+Lf*=QSXeq9@NeM=pugL2UKdGxKPJ{-&6cma4s{NyElhL-z zL%j%hj6x`%PY3aal0_I z9~*pnQGovPHVeXBVyktMVMrBpM&SE)TiA^TKVwcI7xF`_->c;kx6#b|^J@S%;nr4( z>MZXUcOPxy^EJS7I2ZPP-OrHyERg05-JrVPwMgGJ)X$ zI@K%G5IHEDODCw86bRJEAN7Nie-1Hk>iBGiIL9CrFZfD)Bjv!3i5lKaN<<}cG$F57 zw38>KiG&Q*48oL;V*$gxVPh28F=2(7TwlBHiSp|UN^k^V^v+*ppUHqPh^m;^&BK^1 z7#b23eJaBdQ0mH1XyiwJLvNK|$C&x&vHqE9Vt@dL<4Otl7F_-RpMXHve-_prj)qR=&aQSY&W2oUY;53< hAt!iw|NcD(#L?DHMFANF_Ca{?s|;SV!L8un{s&od#X$f7 literal 0 HcmV?d00001 diff --git a/python/figures_application.py b/python/figures_application.py index 31e81d3..de9fb42 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -21,7 +21,7 @@ GRIDSIZE = 1000 NUM_POINTS = int(NUM_PERIODS / GRIDSIZE) + 1 FIXP_DICT_4292 = "../pre_processed_data/fixp_results_5000_50_400_4292.pkl" -# FIXP_DICT_2223 = "../pre_processed_data/fixp_results_1000_10_10_2223.pkl" +FIXP_DICT_2223 = "../pre_processed_data/fixp_results_5000_50_400_2223.pkl" SIM_RESULTS = "../pre_processed_data/sim_results/" VAL_RESULTS = "../pre_processed_data/val_results/" color_opts = ["colored", "black_white"] @@ -173,14 +173,14 @@ def get_probability_shift_data(state): width = 0.25 * BIN_SIZE dict_policies_4292 = get_file(FIXP_DICT_4292) - # dict_policies_2223 = get_file(FIXP_DICT_2223) + dict_policies_2223 = get_file(FIXP_DICT_2223) for color in color_opts: fig, ax = plt.subplots(1, 1) ax.bar( x - width, - dict_policies_4292[0.0][1][state, state : state + 13], + dict_policies_4292[0.0][1][state, state : state + p_size], width, color=spec_dict[color]["colors"][0], hatch=spec_dict[color]["hatch"][0], @@ -188,20 +188,20 @@ def get_probability_shift_data(state): ) ax.bar( x, - dict_policies_4292[0.95][1][state, state : state + 13], + dict_policies_4292[0.95][1][state, state : state + p_size], width, color=spec_dict[color]["colors"][1], hatch=spec_dict[color]["hatch"][1], label="$N_k = 4,292$", ) - # ax.bar( - # x + width, - # dict_policies_2223[0.95][1][state, state : state + 13], - # width, - # color=spec_dict[color]["colors"][2], - # hatch=spec_dict[color]["hatch"][2], - # label="$N_k = 2,223$", - # ) + ax.bar( + x + width, + dict_policies_2223[0.95][1][state, state : state + p_size], + width, + color=spec_dict[color]["colors"][2], + hatch=spec_dict[color]["hatch"][2], + label="$N_k = 2,223$", + ) ax.set_ylabel(r"Probability") ax.set_xlabel(r"Mileage increase (in thousands)") From 40b9176b648197ac23af2ab5b3095500991e3222 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Wed, 25 Sep 2019 11:03:10 +0200 Subject: [PATCH 06/41] Validation bars. --- python/figures_application.py | 8 ++++++++ python/validation/specification.json | 6 +++--- 2 files changed, 11 insertions(+), 3 deletions(-) diff --git a/python/figures_application.py b/python/figures_application.py index de9fb42..fc3d4b1 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -597,6 +597,14 @@ def get_out_of_sample_diff(key, bins, sample_size): ) +def get_robust_performance(keys, sample_size): + + performance = np.zeros(len(keys), dtype=float) + for j, key in enumerate(keys): + robust, nominal = _out_of_sample(key, sample_size) + diff = robust - nominal + performance[j] = + def _out_of_sample(key, sample_size): file_list = sorted( diff --git a/python/validation/specification.json b/python/validation/specification.json index a69dae8..81d3a6e 100644 --- a/python/validation/specification.json +++ b/python/validation/specification.json @@ -7,8 +7,8 @@ "seed": 123, "runs": 1000, "sample_sizes": [4292], - "strategies": [0.55, 0.88], + "strategies": [0.05, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9], "raw_trans": "../../pre_processed_data/parameters/rust_trans_raw.txt", - "raw_cov": "../../pre_processed_data/parameters/rust_cov_raw_full.txt", - "policy_dict": "../../pre_processed_data/fixp_results_5000_50_400_4292_full.pkl" + "raw_cov": "../../pre_processed_data/parameters/rust_cov_raw.txt", + "policy_dict": "../../pre_processed_data/fixp_results_5000_50_400_4292.pkl" } From 58a0776eed4b8f6bdb89753d48f9ca0f51121bd2 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Wed, 25 Sep 2019 11:15:36 +0200 Subject: [PATCH 07/41] Added performance bar plot. --- notebooks/03_application.ipynb | 45 +++++++++++++++++++++++++++++++--- notebooks/Exploration.ipynb | 10 ++++---- python/figures_application.py | 34 ++++++++++++++++++++----- 3 files changed, 74 insertions(+), 15 deletions(-) diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index 9384512..da0b05b 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -67,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAbLUlEQVR4nO3de5hddX3v8feHULwiUYloCAhotOKleBqxHvFascEL2HopkVrxFu0xtadaFVvLmdLWequXHvGClKooBERro6bSarUVLZqoWA2UmnKREZQEAcUbBr/9Y62RnXEmMzuZWbNm5v16njxZl99a67v2TuYz67fX/q1UFZIk9c1ec12AJEkTMaAkSb1kQEmSesmAkiT1kgElSeqlvee6gD2xevXq+sQnPjHXZUiS9kwmWjivr6C2b98+1yVIkmbJvA4oSdLCZUBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmzbGRkhCSd/xkZGZnrU5f2SLp6om6S1cBbgSXA6VX12nHr3ww8pp29PXC3qlq6q32uWrWqNm/ePBvlSnMuuXV4Mp98rQVuwrH4OhksNskS4FTgaGAU2JRkQ1VdPNamqv5woP3vAw/uojZJUj911cV3JLC1qi6rqpuB9cBxu2i/Bji7k8okSb3UVUAdCFw1MD/aLvsFSe4JHAr8yyTr1ybZnGTztm3bZrxQSVI/dBVQE/UvTtapfjxwXlXdMtHKqjqtqlZV1aply5bNWIGSpH7pKqBGgYMG5lcAV0/S9njs3pOkRa+rgNoErExyaJJ9aEJow/hGSe4L3Bn4947qkiT1VCcBVVU7gHXA+cAlwLlVtSXJKUmOHWi6Blhf3lMrSYteZ9+Dmg1+D0oLmd+D0iIy4fegHElCktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknqps4BKsjrJpUm2JjlpkjbPSHJxki1JzuqqNklS/+zdxUGSLAFOBY4GRoFNSTZU1cUDbVYCrwIeXlXXJ7lbF7VJkvqpqyuoI4GtVXVZVd0MrAeOG9fmBcCpVXU9QFVd21FtkqQe6iqgDgSuGpgfbZcNug9wnySfS3JhktUT7SjJ2iSbk2zetm3bLJUrSZprXQVUJlhW4+b3BlYCjwbWAKcnWfoLG1WdVlWrqmrVsmXLZrxQSVI/dPIZFM0V00ED8yuAqydoc2FV/RS4PMmlNIG1qZsStRAdctLH57qEGTFfz+OK1z5xrkvQPNbVFdQmYGWSQ5PsAxwPbBjX5iPAYwCS7E/T5XdZR/VJknqmk4Cqqh3AOuB84BLg3KrakuSUJMe2zc4HrktyMfBp4OVVdV0X9UmS+qerLj6qaiOwcdyykwemC3hp+0eStMg5koQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSAdUDIyMjJOn8z8jIyFyfuiRNqrPnQWlyIyMjuxUWSX4+3TxOS5IWDq+gJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZc6C6gkq5NcmmRrkpMmWH9ikm1JLmr/PL+r2iRJ/dPJ96CSLAFOBY4GRoFNSTZU1cXjmp5TVeu6qEmS1G9dXUEdCWytqsuq6mZgPXBcR8eWJM1DXQXUgcBVA/Oj7bLxnprkP5Kcl+SgiXaUZG2SzUk2b9u2bTZqlST1QFcBlQmWjR+b56PAIVX1IOCTwHsn2lFVnVZVq6pq1bJly2a4TElSX3QVUKPA4BXRCuDqwQZVdV1V/aSdfTfwqx3VJknqoa4CahOwMsmhSfYBjgc2DDZIco+B2WOBSzqqTZLUQ53cxVdVO5KsA84HlgBnVNWWJKcAm6tqA/CSJMcCO4DvAid2UZskqZ86e9xGVW0ENo5bdvLA9KuAV3VVjySp3xxJQpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9NO2ASvKmJEfMZjGSJI0Z5grql4Dzk3w9ySuTrJitoiRJmnZAVdXvA8uBk4AjgEuSfDLJ7ya542wVKElanIb6DKqqbqmqj1XVGuDXgGXAe4BvJzk9yUQjlEuSNLShAirJnZI8L8mngX8DvgA8ArgfcBPwjzNfoiRpMZr2UEdJzgN+gyaY3gl8ZGD0cZK8FLhxxiuUJC1Kw4zFdyGwrqq+PdHKqvpZkgNmpixJ0mI3TBffIyYKpyQfHpuuqh/OSFWSpEVvmIB6zCTLHz0DdUiStJMpu/jaZzYB7DMwPeYw4MoZr0paQG644APc+Lmz92gfV77uSUNvs9/D17D0qBP26LjSXJrOZ1Bjj2rfi50f217AVcDIDNckLShLjzrBoJB2w5QBVVXPAUjy+ap69+yXJEnSFAGV5JCquqKd/VSSwyZqV1WXzXRhkqTFbaorqK8B+7bTW2m69TKuTQFLZrguSdIit8uAqqp9B6Z9NIckqTOGjiSpl6b6DOqzNF14u1RVj5yxiiRJYurPoE6fqQMlWQ28lebzqtOr6rWTtHsa8EHgIVW1eaaOL0maX6b6DOq9M3GQJEuAU4GjgVFgU5INVXXxuHb7Ai+hGSVdkrSITdXF96yqOrOdfu5k7arqjCmOcySwdex29CTrgeOAi8e1+3Pg9cAfTbE/SdICN1UX3xrgzHb6WZO0KWCqgDqQZtSJMaPAQwcbJHkwcFBVfSzJpAGVZC2wFuDggw+e4rCSpPlqqi6+JwxMTzZY7HSM/+4UDNx8kWQv4M3AiVPtqKpOA04DWLVq1ZQ3cEiS5qdhngdFkqXAE4HlwNXAx6vqhmlsOsrO4/itaLcfsy/wAOAzSQDuDmxIcqw3SkjS4jTME3UfC3wYuJRmBPODgVOTPLWqPjXF5puAlUkOBb4FHA88c2xlVd0I7D9wrM8Af9RFOB1y0sdn+xCdmK/nccVrnzjXJUjqqWGuoN4GrK2qc8cWJHk6zd15v7yrDatqR5J1wPk0t5mfUVVb2sd3bK6qDcOXLklayIYJqOXAh8Yt+3tgWiOcV9VGYOO4ZSdP0vbRQ9QlSVqAhhnq6H3Ai8ct+712uSRJM2qYoY72An4vyStoPkc6EDgAuHBWK5QkLUrDDnXkAwslSZ3oZKgjSZKGNez3oA6gGbZofwa+fDuNoY4kSRrKMN+DegrwfuAbwP2BLTRfrr2AqYc6kiRpKMPcxfcXwHOq6sHAD9q/1wJfmpXKJEmL2jABdXBVfXDcsvcCvzuD9UiSBAwXUNe2n0EBXJHkYcC9aEaGkCRpRg0TUO8Gjmqn3wx8Gvgq8PaZLkqSpGnfJFFVrxuYfl87oOsdquqS2ShMkrS4DXub+RLg17j1cRuOIiFJmhXD3Gb+IOAjwG1pnu+0Avhxkt+sqq/OUn2SpEVqmM+gzqB5tMaBVXUkzVh8b8PvQEmSZsEwAXUf4C1VVQDt328FVs5GYZKkxW2YgNoIHDtu2ZOB+fkoV0lSr031uI0zufVxG0uA9Um+BFwFHAT8KvAPs1qhJGlRmuomia3j5r8+MH0xzSPcJUmacVM9buPPuipEkqRBw34P6jHAs2ju4PsW8P6q+pfZKEyStLhN+yaJJM8HzgG+DXwYuAY4K8kLZqk2SdIiNswV1CuAowe/lJvkHOBD+Ch4SdIMG+Y287vS3Bgx6FLgLtPZOMnqJJcm2ZrkpAnWvyjJ15JclOSCJIcPUZskaYEZJqAuAN6U5PYASe4AvAH4/FQbtmP4nQocAxwOrJkggM6qqgdW1RHA64E3DVGbJGmBGSagXgQ8ELgxyXeAG4BfAV44jW2PBLZW1WVVdTOwHjhusEFVfW9g9g7c+v0rSdIiNK3PoJIEuB3wOODutKOZV9XoNI9zIM2Xe8eMAg+d4DgvBl4K7AM8dpr7liQtQNO6gmrH3fsa8LOqGq2qLw4RTgCZaLcTHOfUqroX8Erg1RPuKFmbZHOSzdu2bRuiBEnSfDJMF99XaAaM3R2jNEMjjVlB8zypyawHnjLRiqo6rapWVdWqZcuW7WY5kqS+G+Y2888An0jyHpruup9fAVXVVI/c2ASsTHIozRd8jweeOdggycqq+kY7+0TgG0iSFq1hAurhwOXAo8YtL6Z4JlRV7UiyjmbsviXAGVW1JckpwOaq2gCsS/I44KfA9cCzh6hNkrTATBlQ7W3lrwZuAr4MvKaqfjLsgapqI80jOwaXnTww/QfD7lOStHBN5zOot9E89+kS4KnAG2e1IkmSmF5AHQM8vqpe0U4/aXZLkiRpegF1h6q6BqCqrgL2m92SJEma3k0Se7eP2cgk8/jIjT1zwwUf4MbPnb1H+7jydcNf2O738DUsPeqEPTquJM2W6QTUtex8l9514+YLOGwmi1pslh51gkEhSeNMGVBVdUgHdUiStJNhRpKQJKkzBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6qXOAirJ6iSXJtma5KQJ1r80ycVJ/iPJp5Lcs6vaJEn900lAJVkCnAocAxwOrEly+LhmXwFWVdWDgPOA13dRmySpn7q6gjoS2FpVl1XVzcB64LjBBlX16ar6YTt7IbCio9okST3UVUAdCFw1MD/aLpvM84B/nNWKJEm9tndHx8kEy2rChsnvAKuAR02yfi2wFuDggw+eqfokST3T1RXUKHDQwPwK4OrxjZI8DvgT4Niq+slEO6qq06pqVVWtWrZs2awUK0mae10F1CZgZZJDk+wDHA9sGGyQ5MHAu2jC6dqO6pIk9VQnAVVVO4B1wPnAJcC5VbUlySlJjm2bvQG4I/DBJBcl2TDJ7iRJi0BXn0FRVRuBjeOWnTww/biuapEk9Z8jSUiSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJ2kMjIyMk6fzPyMjIXJ/6rOrscRuStFCNjIzsVlgk+fl0Vc1gRQuDV1CSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi91FlBJVie5NMnWJCdNsP6RSb6cZEeSp3VVlySpnzoJqCRLgFOBY4DDgTVJDh/X7JvAicBZXdQkSeq3roY6OhLYWlWXASRZDxwHXDzWoKquaNf9rKOaJEk91lUX34HAVQPzo+2yoSVZm2Rzks3btm2bkeIkSf3TVUBlgmW7NTJiVZ1WVauqatWyZcv2sCxJUl91FVCjwEED8yuAqzs6tiRpHuoqoDYBK5McmmQf4HhgQ0fHliTNQ50EVFXtANYB5wOXAOdW1ZYkpyQ5FiDJQ5KMAk8H3pVkSxe1SZL6qbMHFlbVRmDjuGUnD0xvoun6kyTJkSQkSf1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLe891AZK0Jw456eNzXcKMmK/nccVrnzhr++7sCirJ6iSXJtma5KQJ1t8myTnt+i8kOaSr2iRJ/dNJQCVZApwKHAMcDqxJcvi4Zs8Drq+qewNvBl7XRW2SpH7qqovvSGBrVV0GkGQ9cBxw8UCb44CRdvo84G1JUlXVUY2StFtuuOAD3Pi5s/doH1e+7klDb7Pfw9ew9KgT9ui4fZYufv4neRqwuqqe384/C3hoVa0baPP1ts1oO//fbZvt4/a1Fljbzt4XuHTWT6Df9ge2T9lK85Xv78Lnewzbq2r1+IVdXUFlgmXjk3E6baiq04DTZqKohSDJ5qpaNdd1aHb4/i58vseT6+omiVHgoIH5FcDVk7VJsjewH/DdTqqTJPVOVwG1CViZ5NAk+wDHAxvGtdkAPLudfhrwL37+JEmLVyddfFW1I8k64HxgCXBGVW1Jcgqwuao2AH8LnJlkK82V0/Fd1LYA2N25sPn+Lny+x5Po5CYJSZKG5VBHkqReMqAkSb1kQM1jSa5I8rUkFyXZPNf1aM8kOSPJte13AseW3SXJPyf5Rvv3neeyRu2+Sd7fkSTfav8PX5TkCXNZY98YUPPfY6rqCL9HsSC8Bxj/ZcWTgE9V1UrgU+285qf38IvvL8Cb2//DR1TVxo5r6jUDSuqJqvo3fvG7f8cB722n3ws8pdOiNGMmeX+1CwbU/FbAPyX5UjsElBaeA6rqGoD277vNcT2aeeuS/EfbBWgX7gADan57eFX9L5pR4l+c5JFzXZCkobwDuBdwBHAN8NdzW06/GFDzWFVd3f59LfD3NKPGa2H5TpJ7ALR/XzvH9WgGVdV3quqWqvoZ8G78P7wTA2qeSnKHJPuOTQOPB76+6600Dw0OAfZs4B/msBbNsLFfPlq/if+Hd+JIEvNUksNorpqgGbLqrKr6yzksSXsoydnAo2kev/Ad4P8BHwHOBQ4Gvgk8var8oH0emuT9fTRN914BVwAvHPvMUQaUJKmn7OKTJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJoxSd6Z5E/b6UcnGZ3rmgYlOTjJTUmWzHUtsyXJ55I8uJ3+4ySnz+C+r0jyuJnaX9eSvCfJX0yj3ReT3L+LmrRrnTzyXfNbkiuA5cDyqto+sPwi4FeAQ6vqiqp60RyVOC1V9U3gjnNdx2xJ8mTg+1X1FYCqes0e7Os9wGhVvXqGyptP3gicAjx1rgtZ7LyC0nRdDqwZm0nyQOB2c1dOf/ToiuxFwJlzXcQCsAF4zLhRHjQHDChN15nA7w7MPxt432CDXXWhJFme5ENJtiW5PMlLBtYdmeTfk9yQ5Jokb0uyz8D6xye5NMmNSd6e5F+TPH9g/XOTXJLk+iTnJ7nnJDUckqSS7N3OfybJn7fdYt9P8k9J9h9of1SSz7d1XZXkxIHzfEeSjUl+QPPD7DZJ3pjkm0m+03Z33q5tf+ckH2vP/fp2esXAcU5Mcllbw+VJTtiNc9sHeCzwrwPLRpK8f9y5P7utcXuSP5lkX2uBE4BXtF2iHx1YfUQ78vaNSc5JctuB7V6QZGuS7ybZkGT5RK/7wGv//Hb63u17emNb1zkD7d7avvbfSzNq/yPGnd+5Sd7XvnZbkqwaWP/gJF9u150DDNa6f/s+3NDW+9kkewFU1Y+BL9EMH6Y5ZEBpui4E7pTkfu0Vw28D75/Ohu1//I8CXwUOBH4d+L9JfqNtcgvwhzRDwDysXf9/2m33B84DXgXcFbgU+N8D+34K8MfAbwHLgM8CZw9xXs8EnkPzGIt9gD9q93sw8I/A/2/3ewRw0bjt/hLYF7gAeB1wn7bdvdvzPLltuxfwd8A9aYYs+hHwtvY4dwD+BjimqvZtz+2i3Ti3lcDPqmqqz/2OAu5L8xqfnOR+4xtU1WnAB4DXV9Udq+rJA6ufQfPQvUOBBwEntrU+Fvirdv09gCuB9VPUMubPgX8C7gysoHnNx2yieU3vApwFfHAwFIFj2+MspbnyGXtd96EZJurMdtsPsnOX3cuAUZrX9QCa13lwWJ1LaLqvNYcMKA1j7CrqaOA/gW9Nc7uHAMuq6pSqurmqLqMZufl4gKr6UlVdWFU7quoK4F3Ao9ptnwBsqaoPV9UOmh/m3x7Y9wuBv6qqS9r1r6H5LX/CK40J/F1V/VdV/YhmzLsj2uUnAJ+sqrOr6qdVdV1VDQbUP1TV59pRqH8CvAD4w6r6blV9v61j7Pyuq6oPVdUP23V/OXB+AD8DHpDkdlV1TVVt2Y1zWwp8fxrn+2dV9aOq+irNLwzD/hD+m6q6uh0P8KPs/HqdUVVfrqqf0PxC8bAkh0xjnz+lCe/lVfXjqrpgbEVVvb99/XZU1V8Dt6EJ2DEXVNXGqrqF5t/n2Pn8GvBLwFva9+88mrAbPOY9gHu26z9bO4/79n2a11RzyIDSMM6kuXI4kXHde1O4J7C87U65IckNNL+xHgCQ5D5td8u3k3yP5gfxWFfbcuCqsR21P0RGx+37rQP7/S4QmiuY6RgMux9y600UBwH/vYvtrhqYXgbcHvjSQB2faJeT5PZJ3pXkyvb8/g1YmmRJVf2A5mr0RcA1ST6e5Jd349yup7ma293zna7Jtl9Oc9UEQFXdBFzH9N6HV9Cc1xfbbrrnjq1I8rK2i/PG9jXYj1v/bUxUz23brsTlwLfGhc6VA9NvALbSPPDzsiQnjatpX+CGadSuWWRAadqq6kqamyWeAHx4iE2vAi6vqqUDf/atqie0699Bc0W2sqruRBNeadddQ9PtA0CSDM63+37huH3frqo+v1snufN+77WL9YM/+LbTdNvdf6CG/apq7If3y2h+639oe35jD5YMQFWdX1VH0/xG/580V5fDnts3aF6e6QbzVIYdRfpqmkAFft51eVeaq+wftItvP9D+7j8/UNW3q+oFVbWc5qrx7e3nUo8AXknTbXjnqloK3Mit/zZ25RrgwPbfy5iDB475/ap6WVUdBjwZeGmSXx9oez+aK0zNIQNKw3oe8Nj2N//p+iLwvSSvTHK7JEuSPCDJQ9r1+wLfA25qrx5+b2DbjwMPTPKU9jfjFzPwww14J/CqtN9bSbJfkqfv5rkN+gDwuCTPSLJ3krsmOWKihgMPm3tzkru1dRw48BnbvjQBdkOSu9A8ZoG23QFJjm1/oP8EuInmM7mhzq2qfgp8kp27DvfEd4DDhmh/FvCcJEckuQ3NVfAX2q8fbKMJqt9p3/vnMhD+SZ6eW28auZ4mHG+hed12ANuAvZOcDNxpmvX8e7vtS9r377cYeBhgkie1IRiaf3u3tH9o6/9V4J+HOH/NAgNKQ6mq/66qzUNucwvNb6lH0FyBbQdOp+mugebGhGfS9Pu/GzhnYNvtwNOB19N0GR0ObKb5YU5V/T3NDQrr2+6zrwPH7ObpDdb8TZorxZfRdK2NfedrMq+k6TK6sK3jk9z6WclbaG7J305zs8knBrbbqz3G1e1xHkV7g8hunNu7gGdN+yR37W+Bw9vuxY9M1biqPgX8KfAhmquXe9F+Btd6AfBymvfw/sDgVeBDgC8kuYnmRoc/qKrLgfNpblT5L5ruuR+zc9fqruq5mebmkhNpQu+32fmqfyXNe3QTTZi9vao+0647FvjM2BOrNXd8HpTmlfaOwFHghKr69FzX0zdJLgB+f+zLuhpeki8Az6sqn247xwwo9V7bVfYFmm6yl9N08x3W3nknaYGyi0/zwcNo7qjbTtNV+BTDSVr4vIKSJPWSV1CSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6qX/ASMeCBMoXyzLAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAbKElEQVR4nO3deZxddX3/8debUKwLgkpEQwiLxlZcir9GrD9xrdjgArZqC1IVt2h/RvurVsXW8ptitS5trf2JC1qqohAQt6hRrFsVFU1UXAKlpiwygpIgoLgHP/3jnJGbcSYzN5k5c2bm9Xw85jFn+Z5zP+fe5L7nfO+535OqQpKkvtljrguQJGkiBpQkqZcMKElSLxlQkqReMqAkSb2051wXsDtWr15dH/3oR+e6DEnS7slEC+f1GdS2bdvmugRJ0iyZ1wElSVq4DChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKGmWjYyMkKTzn5GRkbk+dGm3pKs76iZZDbwOWAK8tapeOW79a4GHtrO3Au5YVfvubJ+rVq2qTZs2zUa50pxLbh6ezDtfa4GbcCy+TgaLTbIEOBU4ChgFNiZZX1UXjbWpqr8YaP9c4D5d1CZJ6qeuuviOALZU1aVV9XNgHXDsTtofD5zVSWWSpF7qKqAOAK4cmB9tl/2aJAcBhwCf7KAuSVJPdRVQE/UvTtapfhxwblXdNOGOkjVJNiXZtHXr1hkrUJLUL10F1Chw4MD8cuCqSdoex06696rqtKpaVVWrli5dOoMlSpL6pKuA2gisTHJIkr1oQmj9+EZJfgu4HfCFjuqSJPVUJwFVVduBtcB5wMXAOVW1OckpSY4ZaHo8sK68plaSFr3Ovgc1G/welBYyvwelRWTC70E5koQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9VJnAZVkdZJLkmxJctIkbf44yUVJNic5s6vaJEn9s2cXD5JkCXAqcBQwCmxMsr6qLhposxJ4CfCAqrouyR27qE2S1E9dnUEdAWypqkur6ufAOuDYcW2eCZxaVdcBVNU1HdUmSeqhrgLqAODKgfnRdtmguwF3S/K5JBckWd1RbZKkHuqkiw/IBMtq3PyewErgIcBy4LNJ7llV1++wo2QNsAZgxYoVM1+pJKkXugqoUeDAgfnlwFUTtLmgqn4BXJbkEprA2jjYqKpOA04DWLVq1fiQk3Zw8EkfnusSZsR8PY7LX/mouS5B81hXXXwbgZVJDkmyF3AcsH5cm/cDDwVIsh9Nl9+lHdUnSeqZTgKqqrYDa4HzgIuBc6pqc5JTkhzTNjsPuDbJRcCngBdW1bVd1CdJ6p+uuvioqg3AhnHLTh6YLuD57Y8kaZFzJAlJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA6oHRkZGSNL5z8jIyFwfuiRNqrP7QWlyIyMjuxQWSX413dxOS5IWDs+gJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSL3UWUElWJ7kkyZYkJ02w/sQkW5Nc2P48o6vaJEn908kXdZMsAU4FjgJGgY1J1lfVReOanl1Va7uoSZLUb12dQR0BbKmqS6vq58A64NiOHluSNA91FVAHAFcOzI+2y8Z7XJKvJzk3yYET7SjJmiSbkmzaunXrbNQqSeqBrgIqEywbP3jcB4GDq+rewMeBt0+0o6o6rapWVdWqpUuXznCZkqS+6CqgRoHBM6LlwFWDDarq2qr6WTv7FuB3O6pNktRDXQXURmBlkkOS7AUcB6wfbJDkzgOzxwAXd1SbJKmHOrmKr6q2J1kLnAcsAU6vqs1JTgE2VdV64HlJjgG2A98HTuyiNklSP3V2P6iq2gBsGLfs5IHplwAv6aoeSVK/OZKEJKmXDChJUi8ZUJKkXjKgJEm9NO2ASvJPSQ6fzWIkSRozzBnUbwDnJflmkhcnWT5bRUmSNO2AqqrnAsuAk4DDgYuTfDzJk5PcZrYKlCQtTkN9BlVVN1XVh6rqeOD3gKXA24DvJnlrkokGgJUkaWhDBVSS2yZ5epJPAZ8Bvgg8ELg7cCPwkZkvUZK0GE17JIkk5wJ/QBNMbwLePzC4K0meD9ww4xVKkhalYYY6ugBYW1XfnWhlVf0yyf4zU5YkabEbpovvgROFU5L3jk1X1Y9npCpJ0qI3zBnUQydZ/pAZqENasK4//13c8LmzdmsfV7zq0UNvs88DjmffI0/YrceV5tKUAdXeEgNgr4HpMYcCV8x4VdICsu+RJxgU0i6YzhnU2J1w92DHu+IWcCUwMsM1SZI0dUBV1VMBkny+qt4y+yVJkjRFQCU5uKoub2c/keTQidpV1aUzXZgkaXGb6gzqG8De7fQWmm69jGtTNLdxlyRpxuw0oKpq74Fpb80hSeqMoSNJ6qWpPoP6LE0X3k5V1YNmrCJJkpj6M6i3dlKFJEnjTPUZ1Ntn6oGSrAZeR3NBxVur6pWTtHs88G7gvlW1aaYeX5I0v0zVxfekqjqjnX7aZO2q6vQp9rMEOBU4ChgFNiZZX1UXjWu3N/A8mtt4SJIWsam6+I4HzminnzRJmwJ2GlDAEcCWse9LJVkHHAtcNK7dy4BXA385xf4kSQvcVF18jxyYnmyw2Ok4gGZYpDGjwP0GGyS5D3BgVX0oyaQBlWQNsAZgxYoVu1GSJKnPhhnNnCT7Ao8ClgFXAR+uquuns+kEy351dWCSPYDXAidOtaOqOg04DWDVqlVTXmEoSZqfhrmj7sOA9wKX0IxgvgI4NcnjquoTU2w+yo4DzS6nCbgxewP3BD6dBOBOwPokx8z2hRIHn/Th2dx9Z+brcVz+ykfNdQmSemqYM6jXA2uq6pyxBUmeQHPxw29Pse1GYGWSQ4DvAMcBTxxbWVU3APsN7PfTwF96FZ8kLV7DjCSxDHjPuGXvoznb2amq2g6sBc4DLgbOqarNSU5JcswQNUiSFolhzqDeATwH+JeBZX/WLp9SVW0ANoxbdvIkbR8yRF2SpAVomKGO9gD+LMmLaLrpDgD2By6Y1QolSYvSsEMdecNCSVInOhvqSJKkYQz7Paj9aUaF2I+B7zZNNdSRJEnDGuZ7UI8F3gl8C7gHsJnmu0vnM/VQR5IkDWWYy8z/DnhqVd0H+FH7ew3w5VmpTJK0qA0TUCuq6t3jlr0dePIM1iNJEjBcQF3TfgYFcHmS+wN3obm/kyRJM2qYgHoLcGQ7/VrgU8DXgDfMdFGSJE37IomqetXA9Dva8fJuXVUXz0ZhkqTFbdjLzJcAv8fNt9twFAlJ0qwY5jLzewPvB36T5vYZy4GfJvnDqvraLNUnSVqkhvkM6nSaW2scUFVH0IzF93r8DpQkaRYME1B3A/65qgqg/f06YOVsFCZJWtyGCagNwPh7Nz0GmJ+3cpUk9dpUt9s4g5tvt7EEWJfky8CVNLdw/13gA7NaoSRpUZrqIokt4+a/OTB9Ec0dciVJmnFT3W7jb7sqRJKkQcN+D+qhwJNoruD7DvDOqvrkbBQmSVrcpn2RRJJnAGcD3wXeC1wNnJnkmbNUmyRpERvmDOpFwFGDX8pNcjbwHrwVvCRphg1zmfkdaC6MGHQJcPuZK0eSpMYwAXU+8E9JbgWQ5NbAa4DPT2fjJKuTXJJkS5KTJlj/7CTfSHJhkvOTHDZEbZKkBWaYgHo2cC/ghiTfA64Hfgd41lQbtoPMngocDRwGHD9BAJ1ZVfeqqsOBVwP/NERtkqQFZlqfQSUJcEvg4cCdaEczr6rRaT7OEcCWqrq03d864FgGugyr6gcD7W/NzV8QliQtQtMKqKqqJN8A9m5DabrBNOYAmtEnxowC9xvfKMlzgOcDewEPm2hHSdYAawBWrFgxZBmSpPlimC6+r9IMGLsrMsGyXztDqqpTq+ouwIuBl060o6o6rapWVdWqpUuX7mI5kqS+G+Yy808DH03yNpqzoV8FTFVNdcuNUZqx+8Ysp7nh4WTWAW8cojZJ0gIzTEA9ALgMePC45cXU94TaCKxMcgjNCBTHAU8cbJBkZVV9q519FPAtJEmL1pQB1V5W/lLgRuArwCuq6mfDPEhVbU+ylmZw2SXA6VW1OckpwKaqWg+sTfJw4BfAdcBThjsUSdJCMp0zqNcD9wU+AjyO5ou5zx32gapqA809pQaXnTww/efD7lOStHBN5yKJo4FHVNWL2ulHz25JkiRNL6BuXVVXA1TVlcA+s1uSJEnT6+Lbs73NRiaZx1tuSJJm2nQC6hp2vErv2nHzBRw6k0UtNtef/y5u+NxZu7WPK141fM/rPg84nn2PPGG3HleSZsuUAVVVB3dQx6K275EnGBSSNM4wI0lIktQZA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqpc4CKsnqJJck2ZLkpAnWPz/JRUm+nuQTSQ7qqjZJUv90ElBJlgCnAkcDhwHHJzlsXLOvAquq6t7AucCru6hNktRPXZ1BHQFsqapLq+rnwDrg2MEGVfWpqvpxO3sBsLyj2iRJPdRVQB0AXDkwP9oum8zTgY9MtCLJmiSbkmzaunXrDJYoSeqTrgIqEyyrCRsmfwqsAl4z0fqqOq2qVlXVqqVLl85giZKkPtmzo8cZBQ4cmF8OXDW+UZKHA38NPLiqftZRbZKkHurqDGojsDLJIUn2Ao4D1g82SHIf4M3AMVV1TUd1SZJ6qpOAqqrtwFrgPOBi4Jyq2pzklCTHtM1eA9wGeHeSC5Osn2R3kqRFoKsuPqpqA7Bh3LKTB6Yf3lUtkqT+cyQJSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeqlzgIqyeoklyTZkuSkCdY/KMlXkmxP8viu6pIk9VMnAZVkCXAqcDRwGHB8ksPGNfs2cCJwZhc1SZL6bc+OHucIYEtVXQqQZB1wLHDRWIOqurxd98uOapIk9VhXXXwHAFcOzI+2y4aWZE2STUk2bd26dUaKk6TdMTIyQpLOf0ZGRub60GdVVwGVCZbVruyoqk6rqlVVtWrp0qW7WZYk7b6RkRGqauifQbuyvQE1M0aBAwfmlwNXdfTYkqR5qKuA2gisTHJIkr2A44D1HT22JGke6iSgqmo7sBY4D7gYOKeqNic5JckxAEnum2QUeALw5iSbu6hNktRPXV3FR1VtADaMW3bywPRGmq4/SZIcSUKS1E8GlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb2051wXIEm74+CTPjzXJcyI+Xocl7/yUbO2787OoJKsTnJJki1JTppg/S2SnN2u/2KSg7uqTZLUP50EVJIlwKnA0cBhwPFJDhvX7OnAdVV1V+C1wKu6qE2S1E9ddfEdAWypqksBkqwDjgUuGmhzLDDSTp8LvD5Jqqo6qlGSdsn157+LGz531m7t44pXPXrobfZ5wPHse+QJu/W4fZYu3v+TPB5YXVXPaOefBNyvqtYOtPlm22a0nf/vts22cftaA6xpZ38LuGTWD6Df9gO2TdlK85Wv78Lnawzbqmr1+IVdnUFlgmXjk3E6baiq04DTZqKohSDJpqpaNdd1aHb4+i58vsaT6+oiiVHgwIH55cBVk7VJsiewD/D9TqqTJPVOVwG1EViZ5JAkewHHAevHtVkPPKWdfjzwST9/kqTFq5MuvqranmQtcB6wBDi9qjYnOQXYVFXrgX8FzkiyhebM6bgualsA7O5c2Hx9Fz5f40l0cpGEJEnDcqgjSVIvGVCSpF4yoOaxJJcn+UaSC5Nsmut6tHuSnJ7kmvY7gWPLbp/k35N8q/19u7msUbtuktd3JMl32v/DFyZ55FzW2DcG1Pz30Ko63O9RLAhvA8Z/WfEk4BNVtRL4RDuv+elt/PrrC/Da9v/w4VW1oeOaes2Aknqiqj7Dr3/371jg7e3024HHdlqUZswkr692woCa3wr4WJIvt0NAaeHZv6quBmh/33GO69HMW5vk620XoF24Awyo+e0BVfW/aEaJf06SB811QZKG8kbgLsDhwNXAP85tOf1iQM1jVXVV+/sa4H00o8ZrYflekjsDtL+vmeN6NIOq6ntVdVNV/RJ4C/4f3oEBNU8luXWSvcemgUcA39z5VpqHBocAewrwgTmsRTNs7I+P1h/i/+EdOJLEPJXkUJqzJmiGrDqzql4+hyVpNyU5C3gIze0Xvgf8P+D9wDnACuDbwBOqyg/a56FJXt+H0HTvFXA58KyxzxxlQEmSesouPklSLxlQkqReMqAkSb1kQEmSesmAkiT1kgGlGZPkTUn+pp1+SJLRua5pUJIVSW5MsmSua5ktST6X5D7t9F8leesM7vvyJA+fqf11LcnbkvzdNNp9Kck9uqhJO9fJLd81vyW5HFgGLKuqbQPLLwR+Bzikqi6vqmfPUYnTUlXfBm4z13XMliSPAX5YVV8FqKpX7Ma+3gaMVtVLZ6i8+eQfgFOAx811IYudZ1CarsuA48dmktwLuOXcldMfPTojezZwxlwXsQCsBx46bpQHzQEDStN1BvDkgfmnAO8YbLCzLpQky5K8J8nWJJcled7AuiOSfCHJ9UmuTvL6JHsNrH9EkkuS3JDkDUn+I8kzBtY/LcnFSa5Lcl6Sgyap4eAklWTPdv7TSV7Wdov9MMnHkuw30P7IJJ9v67oyyYkDx/nGJBuS/IjmzewWSf4hybeTfK/t7rxl2/52ST7UHvt17fTygcc5McmlbQ2XJTlhF45tL+BhwH8MLBtJ8s5xx/6UtsZtSf56kn2tAU4AXtR2iX5wYPXh7cjbNyQ5O8lvDmz3zCRbknw/yfokyyZ63gee+2e003dtX9Mb2rrOHmj3uva5/0GaUfsfOO74zknyjva525xk1cD6+yT5SrvubGCw1v3a1+H6tt7PJtkDoKp+CnyZZvgwzSEDStN1AXDbJHdvzxj+BHjndDZs/+N/EPgacADw+8D/TfIHbZObgL+gGQLm/u36/9Nuux9wLvAS4A7AJcD/Htj3Y4G/Av4IWAp8FjhriON6IvBUmttY7AX8ZbvfFcBHgP/f7vdw4MJx270c2Bs4H3gVcLe23V3b4zy5bbsH8G/AQTRDFv0EeH37OLcG/gU4uqr2bo/twl04tpXAL6tqqs/9jgR+i+Y5PjnJ3cc3qKrTgHcBr66q21TVYwZW/zHNTfcOAe4NnNjW+jDg79v1dwauANZNUcuYlwEfA24HLKd5zsdspHlObw+cCbx7MBSBY9rH2ZfmzGfsed2LZpioM9pt382OXXYvAEZpntf9aZ7nwWF1LqbpvtYcMqA0jLGzqKOA/wS+M83t7gssrapTqurnVXUpzcjNxwFU1Zer6oKq2l5VlwNvBh7cbvtIYHNVvbeqttO8mX93YN/PAv6+qi5u17+C5q/8Cc80JvBvVfVfVfUTmjHvDm+XnwB8vKrOqqpfVNW1VTUYUB+oqs+1o1D/DHgm8BdV9f2q+mFbx9jxXVtV76mqH7frXj5wfAC/BO6Z5JZVdXVVbd6FY9sX+OE0jvdvq+onVfU1mj8Yhn0T/pequqodD/CD7Ph8nV5VX6mqn9H8QXH/JAdPY5+/oAnvZVX106o6f2xFVb2zff62V9U/AregCdgx51fVhqq6iebf59jx/B7wG8A/t6/fuTRhN/iYdwYOatd/tnYc9+2HNM+p5pABpWGcQXPmcCLjuvemcBCwrO1OuT7J9TR/se4PkORubXfLd5P8gOaNeKyrbRlw5diO2jeR0XH7ft3Afr8PhOYMZjoGw+7H3HwRxYHAf+9kuysHppcCtwK+PFDHR9vlJLlVkjcnuaI9vs8A+yZZUlU/ojkbfTZwdZIPJ/ntXTi262jO5nb1eKdrsu2X0Zw1AVBVNwLXMr3X4UU0x/WltpvuaWMrkryg7eK8oX0O9uHmfxsT1fObbVfiMuA740LnioHp1wBbaG74eWmSk8bVtDdw/TRq1ywyoDRtVXUFzcUSjwTeO8SmVwKXVdW+Az97V9Uj2/VvpDkjW1lVt6UJr7Trrqbp9gEgSQbn230/a9y+b1lVn9+lg9xxv3fZyfrBN75tNN129xioYZ+qGnvzfgHNX/33a49v7MaSAaiq86rqKJq/6P+T5uxy2GP7Fs3TM91gnsqwo0hfRROowK+6Lu9Ac5b9o3bxrQba3+lXD1T13ap6ZlUtozlrfEP7udQDgRfTdBverqr2BW7g5n8bO3M1cED772XMioHH/GFVvaCqDgUeAzw/ye8PtL07zRmm5pABpWE9HXhY+5f/dH0J+EGSFye5ZZIlSe6Z5L7t+r2BHwA3tmcPfzaw7YeBeyV5bPuX8XMYeHMD3gS8JO33VpLsk+QJu3hsg94FPDzJHyfZM8kdkhw+UcOBm829Nskd2zoOGPiMbW+aALs+ye1pbrNA227/JMe0b+g/A26k+UxuqGOrql8AH2fHrsPd8T3g0CHanwk8NcnhSW5Bcxb8xfbrB1tpgupP29f+aQyEf5In5OaLRq6jCcebaJ637cBWYM8kJwO3nWY9X2i3fV77+v0RAzcDTPLoNgRD82/vpvaHtv7fBf59iOPXLDCgNJSq+u+q2jTkNjfR/JV6OM0Z2DbgrTTdNdBcmPBEmn7/twBnD2y7DXgC8GqaLqPDgE00b+ZU1ftoLlBY13affRM4ehcPb7Dmb9OcKb6Apmtt7Dtfk3kxTZfRBW0dH+fmz0r+meaS/G00F5t8dGC7PdrHuKp9nAfTXiCyC8f2ZuBJ0z7InftX4LC2e/H9UzWuqk8AfwO8h+bs5S60n8G1ngm8kOY1vAcweBZ4X+CLSW6kudDhz6vqMuA8mgtV/oume+6n7Ni1urN6fk5zccmJNKH3J+x41r+S5jW6kSbM3lBVn27XHQN8euyO1Zo73g9K80p7ReAocEJVfWqu6+mbJOcDzx37sq6Gl+SLwNOryrvbzjEDSr3XdpV9kaab7IU03XyHtlfeSVqg7OLTfHB/mivqttF0FT7WcJIWPs+gJEm95BmUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrpfwCCV0DkJI/1uwAAAABJRU5ErkJggg==\n", "text/plain": [ "

" ] @@ -79,7 +79,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -275,7 +275,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -287,7 +287,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1269,6 +1269,43 @@ "source": [ "get_out_of_sample_diff(0.50, 50, 4292)" ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "key = [0.5, 0.95]\n", + "width = 0.1\n", + "sample_size = 4292\n", + "get_robust_performance(keys, width, sample_size)" + ] } ], "metadata": { diff --git a/notebooks/Exploration.ipynb b/notebooks/Exploration.ipynb index a7b81f0..e098a1f 100644 --- a/notebooks/Exploration.ipynb +++ b/notebooks/Exploration.ipynb @@ -124,26 +124,26 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "obs_per_state = 4292 / scale\n", - "rho = chi2.ppf(0.5, len(p_external) - 1) / (2 * obs_per_state)" + "rho = chi2.ppf(0.95, len(p_external) - 1) / (2 * obs_per_state)" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.456" + "0.121" ] }, - "execution_count": 12, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } diff --git a/python/figures_application.py b/python/figures_application.py index fc3d4b1..5b4a9b3 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -192,7 +192,7 @@ def get_probability_shift_data(state): width, color=spec_dict[color]["colors"][1], hatch=spec_dict[color]["hatch"][1], - label="$N_k = 4,292$", + label="$N_k = 55$", ) ax.bar( x + width, @@ -200,7 +200,7 @@ def get_probability_shift_data(state): width, color=spec_dict[color]["colors"][2], hatch=spec_dict[color]["hatch"][2], - label="$N_k = 2,223$", + label="$N_k = 29$", ) ax.set_ylabel(r"Probability") @@ -582,8 +582,10 @@ def get_out_of_sample_diff(key, bins, sample_size): third_color = "#ff7f0e" else: third_color = spec_dict[color]["colors"][2] - - ax.plot(x, hist_data[0] / sum(hist_data[0]) , color=spec_dict[color]["colors"][0]) + + ax.plot( + x, hist_data[0] / sum(hist_data[0]), color=spec_dict[color]["colors"][0] + ) ax.axvline(color=third_color, ls=spec_dict[color]["line"][2]) ax.set_ylabel(r"Density") @@ -597,13 +599,33 @@ def get_out_of_sample_diff(key, bins, sample_size): ) -def get_robust_performance(keys, sample_size): +def get_robust_performance(keys, width, sample_size): performance = np.zeros(len(keys), dtype=float) for j, key in enumerate(keys): robust, nominal = _out_of_sample(key, sample_size) diff = robust - nominal - performance[j] = + performance[j] = len(diff[diff >= 0]) / 1000 + + for color in color_opts: + fig, ax = plt.subplots(1, 1) + + ax.bar( + keys, + performance, + width, + color=spec_dict[color]["colors"][0], + ls=spec_dict[color]["line"][0], + ) + + ax.set_ylabel(r"Robust beats") + ax.set_xlabel(r"Robust strategy with $\omega$") + plt.xticks(keys) + fig.savefig( + f"{DIR_FIGURES}/fig-application-validation-perfor" + f"mance{spec_dict[color]['file']}" + ) + def _out_of_sample(key, sample_size): From 99607270a68548d2b987dc9f959e7bee39c6cd35 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Wed, 25 Sep 2019 14:04:09 +0200 Subject: [PATCH 08/41] Added bus walk plot. --- .gitignore | 1 + notebooks/03_application.ipynb | 90 +++++++++++++++------------ pre_processed_data/demonstration.zip | Bin 0 -> 924 bytes python/demonstration.py | 20 ++++++ python/figures_application.py | 32 ++++++++++ submodules/ruspy | 2 +- 6 files changed, 104 insertions(+), 41 deletions(-) create mode 100644 pre_processed_data/demonstration.zip create mode 100644 python/demonstration.py diff --git a/.gitignore b/.gitignore index 0eb76df..169675b 100644 --- a/.gitignore +++ b/.gitignore @@ -10,5 +10,6 @@ fixp_results_5000_50_400_2223.pkl fixp_results_5000_50_400_4292.pkl sim_results/ val_results/ +demonstration.pkl diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index da0b05b..0430e1f 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -67,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -79,7 +79,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -803,7 +803,42 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "max_period = 50\n", + "get_demonstration(max_period)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -909,7 +944,7 @@ "[100 rows x 2 columns]" ] }, - "execution_count": 9, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -920,7 +955,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -954,7 +989,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1072,7 +1107,7 @@ "[71 rows x 3 columns]" ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -1083,7 +1118,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1124,7 +1159,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1141,7 +1176,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1186,7 +1221,7 @@ "1 0.01 -227.401716 -56.400252" ] }, - "execution_count": 14, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -1197,7 +1232,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1238,7 +1273,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1272,34 +1307,9 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "key = [0.5, 0.95]\n", "width = 0.1\n", diff --git a/pre_processed_data/demonstration.zip b/pre_processed_data/demonstration.zip new file mode 100644 index 0000000000000000000000000000000000000000..731e93396d621387a5da0b33165ff9c9c436016f GIT binary patch literal 924 zcmWIWW@Zs#-~dAHd`o`@D5&LRU=UL&Ce??DM~EK%+J#+$j%83;bmY~3hRz_ z4egEv(WMpK42&!C$r#L+3YgD*RX91Fe`6!9+ZLzDO(Ar@uUkbn@De1Vn5A64~z z(k8$AQj&9dUdrN67bI&Lj_r>!7oSnsKDR;to%8;eX`6q~-Tbr8zAJ9}uTm+gIQ0a# z6HRK|C!dD|%>LWiD);SWS>$Dt<$jh&_s3`an!{?B+v+y^*Or4!AB!&MZ@J;N`f=?| z&*vP|j<}`PivM0Z{q-AbZru`1bM7vsuOUWgfY5tCwz0xc2>H(6$ZdzVGUJkh+A zKU4KGqbIwu>P$Y(Z~9tWR9;^EDeC$3bI9{ktE4vBN2b=NdiMWP`tE#H{O0owOO$8! zrCCjT{C&&cDepgS(fS_0bk(lUucn)>mtXbk^E>yie^1$cWIH~4UB`Qq5Ql&V)A*LK zDSc9y#Fu#>Kf0p*+lO_s`MVNAruS;yd;RdQh(w40Yx)BF%2&rWa0N1CZENTMlJZVF z*EQ*+jL)r&-DS!JM^*_uw>8h=^7*028SU%e@@L_RGF!jxi4PZdxG5fIHMcw>C~_cc zQ><55%$CPObIcx_EPQ!MPmg(_L*I#`l6HMD9VdS;Y4H`Y_jY?bn-}TkWJ`oHeF%Ems5wn@_4ULeD%M<^=sn^<@4wF|2h?XwS9hgd(8RFgC*CjJ~3#q z2R<$KSy<`3PkidCSLas$k9RD%_IskE?Yb4r<`#L!5-KORy?x7>Se^c`nsFMxLdK@0 zhk4dCc|0%U_mzE?Ap7j$3=VnSJD!~Z#S6K*H?SzZQxK|anBQX`;LXmF<>=9Vf{B3v slo Date: Wed, 25 Sep 2019 14:17:56 +0200 Subject: [PATCH 09/41] edits to bus simulation plot --- python/figures_application.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/python/figures_application.py b/python/figures_application.py index 9a29ec4..6324e73 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -315,7 +315,7 @@ def get_demonstration(max_period): labels = ["optimal", "robust ($\omega = 0.95$)"] for color in color_opts: fig, ax = plt.subplots(1, 1) - ax.set_xlabel(r"Month") + ax.set_xlabel(r"Months") ax.set_ylabel(r"Mileage (in thousands)") for i, state in enumerate(states): @@ -326,11 +326,11 @@ def get_demonstration(max_period): ls=spec_dict[color]["line"][i], label=labels[i], ) - ax.legend() - ax.set_ylim([0, None]) + ax.legend(loc="upper left") + ax.set_ylim([0, 90]) fig.savefig( - f"{DIR_FIGURES}/fig-application-sim-demonstration{spec_dict[color]['file']}" + f"{DIR_FIGURES}/fig-application-demonstration{spec_dict[color]['file']}" ) From 5649dfebc175f2662a010fee2ded0a303572712a Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Wed, 25 Sep 2019 14:26:14 +0200 Subject: [PATCH 10/41] Added df demonstration. --- notebooks/03_application.ipynb | 444 ++++++++++++++++++++++++++++++++- python/figures_application.py | 8 + 2 files changed, 442 insertions(+), 10 deletions(-) diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index 0430e1f..f0a9616 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -67,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -79,7 +79,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -803,12 +803,412 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9d3hc1bX3/9mjLlkuci+yZdxtSW6yLVdiwASMIUAIoRvb4AspNySXBEj75b33zQ33Jj8CJEBiAjYmmN7BOJhqbNyL3I2bZLnKcpFldc3s948zmjkzGklnNKfMSPvzPHq09+jMOVv26Kyz1v6utYSUEoVCoVAoog2X0wtQKBQKhSIUykApFAqFIipRBkqhUCgUUYkyUAqFQqGISpSBUigUCkVUEu/0AsLlqquukitWrHB6GQqFQqEwDxHqxZjzoEpLS51egkKhUChsIOYMlEKhUCjaB8pAKRQKhSIqUQZKoVAoFFGJMlAKhUKhiEqUgVIoFApFVKIMlEKhUCiiElsMlBBimBBim+7rghDiASFEhhBipRBiv/d7FzvWo1AoFIroxxYDJaXcJ6UcI6UcA4wHKoG3gYeBT6WUQ4BPvXOFomlUexhFW0J9npvFiRDf5cBBKWUR8B3gBe/rLwDXO7AeRSywfyX8TxYsvQ7c9U6vpkUef/xxKisrffPZs2dz/vz5iM/7xRdfMGfOnIjPo3CY8pPw9BR4PAdO7XZ6NVGLEwbqFuBl77inlPIEgPd7j1BvEEIsFEJsEkJsOn36tE3LVEQN7nr44GdQdQ4Or4Li9U6vqEWCDdTy5cvp3LmzgytSRBVf/i+U7IKyYihY5vRqohZbDZQQIhG4Dng9nPdJKRdJKfOklHndu3e3ZnGK6GXfh1B2xD+vueDIMh577DGys7PJzs7m8ccfp7CwkOHDhzN37lxyc3O56aabqKys5Mknn+T48ePMnDmTmTNnApCVlUVpaanvPffccw/Z2dncfvvtfPLJJ0ydOpUhQ4awYcMGADZs2MCUKVMYO3YsU6ZMYd++fY78zgoLqDwLBS/759Vlzq0lyrG7WOzVwBYp5Snv/JQQoreU8oQQojdQYvN6FLHA2qd9w6zqZbDYA3xo+mUKH72myZ9t3ryZxYsXs379eqSUTJo0iUsvvZR9+/bx3HPPMXXqVObPn8/TTz/Ngw8+yGOPPcbnn39Ot27dGp3rwIEDvP766yxatIgJEyawbNkyVq9ezXvvvcd///d/88477zB8+HBWrVpFfHw8n3zyCb/85S958803Tf+dFQ6w5QWo83vX1FU7t5Yox+4Q3634w3sA7wFzveO5wLs2r0cR7RzbDMXrnF4Fq1ev5oYbbiAtLY0OHTpw44038tVXX5GZmcnUqVMBuOOOO1i9enWL5xo4cCA5OTm4XC5GjRrF5ZdfjhCCnJwcCgsLASgrK+N73/se2dnZ/PSnP2XXrl1W/noKu3DXwYZnA1/TGytFALYZKCFEKjALeEv38qPALCHEfu/PHrVrPYoYYd3fnF4BALIJtZUQotl5KJKSknxjl8vlm7tcLurrNQHIb37zG2bOnMnOnTt5//33qa5WT9ltgj3vwYVjga/Vq//bprAtxCelrAS6Br12Bk3Vp1A05sJx2PVWwEuFybfB1f8Lk/7N1qXMmDGDu+++m4cffhgpJW+//TYvvvgiP/nJT1i7di2TJ0/m5ZdfZtq0aQCkp6dTXl4eMsRnhLKyMvr27QvAkiVLzPo1FE6jC1f7UCG+JlGVJBTRy8Z/gCeEpNyBJ85x48Zx9913M3HiRCZNmsQ999xDly5dGDFiBC+88AK5ubmcPXuW+++/H4CFCxdy9dVX+0QS4fKLX/yCRx55hKlTp+J2u838VRROUbwRjm1q/LoK8TWJaCp0Ea3k5eXJTZtC/Ccr2ha1lfDnUVB1Vpt3HwGn92jjmb+CS3/h3Nq8FBYWMmfOHHbu3On0UhSxwOvz/BGB3qPhRIE27jESfrDWuXVFB22jo66inbDjNb9x6twfRulyuFXMXhFrnC+G3ToN2PT/8I+VB9UkdsvMFYqWkRLWPeOfT7oPPLowV32N/WsKQVZWlvKeFMbY+CxI72c4azr0m+D/mdqDahLlQSmij4Ofwem92jixA4y9A+KT/T9XHpQilqitgM1L/PP8HwR9nqtsX1KsoDwoRfSh957G3gHJnSDeL81WBkoRU2xb5q8W0WUgDP22lg/VQJ0yUE2hDJQiujj9DRxY6Z0Iv5w84IkzOkJ8CkWLeDywXpfLl38/uOJAuNB0ARLctVoI2xXn1CqjFhXiU0QX63Xe07DZkHGJNlYelCIWOfAJnDmgjZM6wpjbtLEQKmxtAOVBKaKHyrOwTVcJK/9+/1h5UIpopaYcSvYCIVJ21jzhH4+7C5LS/fOEFP/+U10VJKZZusxYRBkoRfSw5QX/H2yvHMia5v9ZgnraVEQhF07A36dDRQttgIQLJi4MfC0hBRq2n9Q+VEhUiE8RHbjrYP0i/3zS/VoYpIEY8aAKCwvJzs6O+Dznz5/n6adDlMXxUlVVxaWXXmpZlYkVK1YwbNgwBg8ezKOPNl0i84knniA7O5tRo0bx+OOP+17PysoiJyeHMWPGkJeX53u9traWGTNm+GoOxjzrnmrZOAEMnwNdBgS+pkJ8LaIMlCI62P0ulB/XxmndIeemwJ9H0R6UlBKPx2PpNVoyUM8//zw33ngjcXHmb6y73W5++MMf8tFHH7F7925efvlldu9u3PV1586dPPvss2zYsIGCggI++OAD9u/f7/v5559/zrZt29BXfklMTOTyyy/n1VdfNX3dtlNzETYv9c975Wj5TcFfI6+H2X9s/P6EVP9YJeuGRIX4FNGBXlo+4Z5AgwSBT5snCuB3ncxfw++abhxXWFjoq623du1a3nnnHd58802ef/55AO655x4eeOABAOrr65k7dy5bt25l6NChLF26lJKSkoCySH/605+4ePEiP//5z7n55ps5evQobreb3/zmN3z/+9/n4Ycf5uDBg4wZM4ZZs2bxxz8G3uBeeuklli3zd2J97733WLp0KW+88YbvtWeeeYY9e/bw5JNPhvXPsGHDBgYPHswll2gClVtuuYV3332XkSNHBhy3Z88e8vPzSU3VbrSXXnopb7/9Nr/4RfNlqK6//noeeeQRbr/99rDWFXUUvAw13s9MxiWwcBW4wnjm14etVbJuSJQHpXAefRHNuETIW9D4mGCD5QD79u3jrrvuYuvWrZSWlvoaGK5bt45nn32WrVu3+o5buHAh27dvp2PHjs16QitWrKBPnz4UFBSwc+dOrrrqKgAeffRRBg0axLZt2xoZp9raWg4dOkRWVpbvtV/96lf87ne/Czhu0KBBjTyf6dOnM2bMmEZfn3zyie+YY8eOkZmZ6Zv369ePY8eCWkQA2dnZrFq1ijNnzlBZWcny5cspLi4GtLYjV155JePHj2fRokWN3rdx48Ym/01iAo8nqNrJ/eEZJ1DJugZQHpTCedY95R/n3Awdujc+Rv/H7BADBgwgPz8fCGxgCPgaGF533XWNmhg++eST3HTTTSHPmZOTw4MPPshDDz3EnDlzmD59eovrKC0tpXPnzr55QUEBHo+H7OxsioqKWL58Offffz91dXWN+lN99dVXLZ4/VAHpUH2uRowYwUMPPcSsWbPo0KEDo0ePJj5eu6WsWbOGPn36UFJSwqxZsxg+fDgzZswAIC4ujsTERMrLy0lPT2903phg/8dw9qA2Turkl4+HQ0CITxmoUCgDpXCW88Ww+z3/PP++0MfpDVRyZ3i4yNp1haDBGEHTDQwhdBPD+Pj4gH2rhgaEQ4cOZfPmzSxfvpxHHnmEK6+8kt/+9rfNriMlJSWggeG2bdsYP348ACtXrvTtA+3evZvRo0cHvHf69OmUl5c3Ouef/vQnrrjiCkDzmBo8IYCjR4/Sp0+fkGtZsGABCxZoHu8vf/lL+vXrB+A7vkePHtxwww1s2LDBZ6AAampqSE52/qGj1azTecXj74KkDuGfIyDEpwxUKFSIT+EswUU0e+WEPi5AJOG8im/GjBm88847VFZWUlFRwdtvv+3zfo4cOcLatVr7hIYmhj179qSkpIQzZ85QU1PDBx98AMDx48dJTU3ljjvu4MEHH2TLli2Av+FhKLp06YLb7fYZKY/Hw8WLF3G73bz11luUl5dTVVXFkiVLuO22wCf7r776im3btjX6ajBOABMmTGD//v0cPnyY2tpaXnnlFa677rqQaykpKfH9zm+99Ra33norFRUVvrVXVFTw8ccfBygbz5w5Q/fu3UlISAjvHz1aOLULDn+pjUPJx42iPKgWUQZK4RzBRTQn/7DpY+OCVHwO9zEL1cBw7NixACGbGCYkJPDb3/6WSZMmMWfOHIYPHw7Ajh07mDhxImPGjOH3v/89v/71rwHo2rUrU6dOJTs7m5///OeNrn/llVeyevVqAGbPns2hQ4cYM2YM9913H7t27SIvL4+FCxcybty4sH+3+Ph4/vrXv/Ltb3+bESNGcPPNNzNq1Cjfz2fPns3x45ri8rvf/S4jR47k2muv5amnnqJLly6cOnWKadOmMXr0aCZOnMg111zj21sDTd03e/bssNcVNej3nkZcq7WDaQ1qD6pFVMNChXNseBaWP6iNuwyEH29pfqP5P7v6O+z++jTEJ1q/xihl69atPPbYY7z44otOLyVsbrzxRv7whz8wbNgwp5cSPhdPa4003V4vfv7H0H9S68614hF/qPDK38OUH5mzxthENSxURBEhi2i28HFUiY0+xo4dy8yZM2OuHXxtbS3XX399bBongM2L/capzzjInNj6cyWk+McqxBcSZaAUzhBQRLMTjDGQExNl+1BOM3/+fEsSda0kMTGRu+66y+lltI76Gtj4D/88/weB1U7CJV5noFSILyTKQCmcQa+CGnenMRWU8qAUTrLrbbh4Shun94ZR10d2PpWo2yLKQCns59RuOPS5Ng5HBaU8KIVTSAlrdfl6E++FuAhViAEhPlXqKBS2GSghRGchxBtCiL1CiD1CiMlCiAwhxEohxH7v9y52rUfhIPqeT6GKaDaF8qAUTlH0NZzcro3jU2D8vMjPGRDiU5/nUNjpQT0BrJBSDgdGA3uAh4FPpZRDgE+9c0VbpqIUCnSFQpuTlgejPCiFU+hD0qNvgdSMyM+pEnVbxBYDJYToCMwAngOQUtZKKc8D3wFe8B72AhBhUFcR9QSooMZCZhgSXeVBKZzgXCHs/dA/n9REtZNwUYm6LWKXB3UJcBpYLITYKoT4hxAiDegppTwB4P3eI9SbhRALhRCbhBCbTp820HtFEZ3U18KGCFRQUdRyQ9GOWP93fN1yB10OPYabc16VqNsidhmoeGAc8IyUcixQQRjhPCnlIillnpQyr3v3EIVEFbHBrrfh4kltnN5b65MTDjHStFDRhqi+AFt0ydCTf2DeuVUeVIvYZaCOAkellOu98zfQDNYpIURvAO/3EpvWo7AbKQOrlk+4J/xKEMqDUtjNtpeg1lsTsdswzYMyiwADpT7PobDFQEkpTwLFQoiG9PHLgd3Ae8Bc72tzgXftWI/CAY6s1RoNguYJtUYFpTwohZ143IF19/LviywxNxiVqNsidrbb+DHwkhAiETgEzEMzkK8JIRYAR4Dv2bgehZ3oVVC534e0ruGfQ3lQCjvZ9xGc97Z1SekCubeYe34V4msR2wyUlHIbkBfiRyb6zIqoJFgFld/KOL7yoBR2oveexs+DxNSmj20NykC1iKokobCe9YtAepv1Dbqs9Soo5UEp7OJEARRp7UxwxWt7pmaj0iZapEUPSgjRE7gSLbm2M3AeKABWeveWFIqmqb4AW5b65631nkB5UAr70HtPI6+HTn3Nv0ZwqSMpzd3jagM06UEJIUYIId5AEzPcCSQAJ73f7wR2eUsXjbRlpYrYJEAFNTQyFZTyoBR2UH4Kdrzhn0fyUNUcrjiI0ylZ1UNXI5rzoJYAfwRul1I2+pfzih2+g1YdYrIlq1PENh53YM+nSfe13POpOZQHpbCDjf8AT502zpwE/cZbd634FHDXauP6qsDyR4qmDZSUstkaNFLKWuB175dC0Zh9H2kCCYDkzloNs0hQMXuF1dRVw6bn/PP8+629XkIK1JR5r12lqQUVPlr1OCuEmCmEmGH2YhRtjAAV1N2QmBbZ+VSxWIXV7HgdKs9o4479YPi11l5PFYxtFkMGSgjxpRBiqnf8EPAK8LIQ4pdWLk4Rw+hVUCLOeM+n5lAelMJKpAx8qJq0EOIszsRRLTeaxagHlQ2s847vBb4F5AMmlfVVtDn0f+ijTFJBKZGEwkoOfwklu7RxQhqMs6E1fQznQrk9Eimlpdcw+njgAqQQYhAgpJR7AFSDQUUo3BdOwvbXiWt4wSwVlBJJmEK928PiNYUcPH0x7PcKAVMHd2NObh8LVuYw+oeqMbfZsx8UwwbqpfVFvLH5KPOnDmR2Tm8S481PqzVqoFYDfwV6A28DeI1VqekrUsQ8m9/4ExNlPQDnMsbQpV+oAiKtQHlQprDoq0P874p9rX7/yxuKyeqaRnbfTiauymHOHIRvVvjnZvV8aon42NyD8ngki9cUcri0ggde3UZFbT23TzLYGTsMjJq8u9ESdLcDv/O+NhytS65C4aO6qoLBR/wdc9d2/755J1ceVMTU1mveU6TsOXEh8sVEE3rvaci3odtge66bEJsFYz/fV8Lh0goA0pPjuX6MBYnMGPSgpJRngF8GvfZhE4cr2jE7PvoHE9BuXsdkV7Z3nM5ss06uPKiI+XDHcU6Xa8a9R3oSP5011PB73912jHWHzgJQVee2ZH2OUHVOSyhvwMyeTy0Roy03nl9z2De+dWJ/0pKsEZM0eVYhxH8aOYGU8rfmLUcRy0iPh247n/fNl9ZfSWWdme0JlAcVCVJKnlvtv7HMnZLFrRP7G37/odMX/Qaqtg0ZqC0vaqWGAHqMhIGX2nft4HJHMcDekxdYc0CT4rsE3DXZ/NBeA82ZvUzdOBn4LrARKAL6AxOBNy1bmSLm2PX1B2R7CgGolEm87J7JLDNvZMqDioiNhefYeUzzbpPiXWEZJ4CUBJ/spe14UO562LDIP8+/3956eDEoM39e95BzdXZv+nUxucq7juYqSfg6ygkhXgFulVK+qXvtRlT/JoWO+q/9PZ/edE/nAh2oqqs37wLKg4oI/Y3lxnF9yUgLr6NxcmIbNFB734eyYm2c2hVybL6lxViibunFGt7Zdtw3nz8ty9LrGRVJXA28E/Tau2De9oIitik+sIPcinW++WL3VQBU1JjpQalE3dZSfLaSj3f7mw/Mmzow7HPoPajqthLi04sj8hYEhtzsIEHnfcSAgVq2/gi19VrrnNH9OjGuv7VSfKMG6gDww6DXfgAcNHc5iljl+Io/4xJa0t5XjOOQ1PJkTN2rUKWOWs2SrwvxeHMqpw/pxtCe6WGfI1XnQVW2BQN1dDMUr9fGrgSYsMD+NQQ8dEW3gaqpd7N0bZFvPn/aQITF4VCj0ot7gLeFEL8AjgF9gXrgRqsWpogdys6VknP6A/B+Vs/m3gMbtHGlmSG+uKA9KNU/xxDl1XW8urHYN58/LXzvCSC5re1BrfOHpMn+LqT3sn8NMaTi+6DgBKUXtQfDnh2TmJ3T2/JrGpWZbxVCDEFrq9EbOAGslVLWWbk4RWyw58O/ki+0D+5h1wBGTrkWNnwFmPykHRevdTf11AMS3HUQH94+Snvkjc1HuVijPShc0j2NS4d0b9V5AkJ8sW6gyo7Bbt2uhdVVy5siRipJSCkDpOV3Tc4iIc76huyGxeteY7RKCOFblRDCJWVDL29Fe6S+rpasA//0zU+Pmk/f5ATf3HQ5cnwy1HpL9NRXKwPVAm6PZMnXhb75/KkDcbla53WmtCWRxMZ/eB90gAFToc8YZ9YRHxuJuhsOn2XXcb8C9LYwFaCtxWg183FCiLVCiAqgzvtV7/2uaMds/+QlenEagHN0JPfqe0jVPWlX1JgY4gO1DxUmn+45RdEZLb+mU0oCN45rfcZ/gMw8lvegaith82L/3CnvCYJUfNEb4nsuQAHajy5hKkBbi1EP6gXgfWA+EBvZZApbSNnizyHZ2+8mJqd2AN3TtelP2krJFxbBGf+pia3P+E9pKyKJ7a9o1SMAOg+AYQ6KkWMgUffImUpW7jnlm8+fmmXbtY1+WgcAv5JW11ZXxBTfbPmSEXW7AaiVcQyZ/QCghQDiXAK3R1LnltS5PebFq5UHZZhdx8t8lR/iXIK5UyLL+G8Te1AeT1DPp/vAFdf08VYTA4m6S74upOHOP2Nod4a0QgHaWozeNd4GrozkQkKIQiHEDiHENiHEJu9rGUKIlUKI/d7vqn1HDHHhiyd944LOl9Otj3YDFEIEhPlMfdpWHpRhnl9d6BvPzulN706R5fi0iT2og59B6TfaODEdxt7h7HoCQnzR50GVV9fx2iadAtRG7wmMe1DJaDLz1cBJ/Q+klOF09ZoppdS36HgY+FRK+agQ4mHv/KEwzqdwiJJjhxld9rlPWt555k8Cfp6SGEe5d/+psraeTikJwadoHcqDMkRJeTXvF+gy/k24sUTVHtTe5fD1X8K/qV845h+PvQOSO5q7rnAJSNR15oFr78kL/GH5Xs5W1Db62cWaep8CdFD3NGa0UgHaWowaqN3eL7P5Dlp3XtD2ub5AGaiY4ODyx5kstJvU7oQcRo6ZFvBzy5I6lQdliJfWHaHWrQlsx/XvzFgTMv6jJg+q8iy8uSBCj0PApH8zbUmtxuFEXSklP3u1gN0G2qfMn9Z6BWhrMZoH9X9MuJYEPhZCSODvUspFQE8p5QnvNU4IIXqEeqMQYiGwEKB/f3vkjYqmqaooZ8SxN3zzmrx7Gx2j34w3t5qEMlAtUV3n5p/rAjP+zSAp3oVLgEdi/t5iOGx5IfJwWN58yDDn3yUiHC51tO7QWUPGaWjPDtw4tp8NKwrEsKRHCJEIDAO64QvsgJTyM4OnmCqlPO41QiuFEHuNXttrzBYB5OXlKaGGw2xfvohJaLlIx0UPci+/vdEx9nhQKsQXivcKjnPGG67p0ymZq0aZUyFBCEFKQhwV3v/P6jq3/QbKXQcbnvXPr/hd+O0xktKhq00NCVvCYZm5XuV5/Zg+IR9m4lyCoT3THXkYMWSghBDTgNeBJKAjcAFIB4qBS4ycQ0p53Pu9RAjxNlq7jlNCiN5e76k3UBL+r6CwE+nx0GuPP4fkyOA76RPf+GMUKEk2s6K5arnRHFLKgKrlc6dkEW/ijSUl0W+gqurcpCebtLdolD3v+feR0rpD/g8CPxOxhoOJukVnKvhEJx//0WWDGdzDPoWeEYx+cv8M/K+UMgMo937/L+Dp5t+mIYRIE0KkN4zRFIE7gfeAud7D5qJVSFdEMTu/eocBHk3Vc1GmMGrOj0IepzwoZ1h78Ax7T5YDmqjhlgnmhsSTAyqaO1BEZq3uljPhntg2TgBxCSC8/6aees1DtInFa/zy8UuHdo864wTGQ3xDgSeCXnsUOAz8ycD7e6KpABuuuUxKuUIIsRF4TQixADiC6i8V9UjdDWJnz2vJ75QR8jj9HpS5Bkp5UM2hD9ncNL4fnVLN9XD0Sj5TCwEboXgjHNukjeMStfYYsY4QWrJuQ/muuirNaFnMheo6XtfJxxeYtE9pNkYNVBlaaO88cEIIMRI4A3Qw8mYp5SFgdIjXzwCXG1yDwmGK9m4ht3ojAB4pyLzqgSaP1XtQVaaG+JQH1RSHSyv4dK8/Sn63BTkrgf+vNiv59NXHc26GDvZKni0juL4k1kvfX9tY7AvVDu7RgelDull+zdZgNMT3Fv7mhM8BnwOb0falFO2Ekyv9TnRB2hT6XjKqyWOtC/EpD6oplqw57AvZzBzWnUHdDT0/hoVjUvPzxbBbtwOQf59917aaACWf9cm6oQoIW93XqbUYlZk/oBv//0KI9WgiiX9ZtTBFdHG+9CS5pct9+s3EaaH3nhpI0YX4KtQelOWUVdXx+uajvvmCaYa0S2GjF7/YWu5o47MgvdfLmg69cuy7ttXYrORbufskR89pgozOqQncMLb1BYStprXynuPAbtVqo/2w58O/kCI06fLBuEsYmX9Vs8dbF+JTHlQoXttY7PNUh/VMZ+rgrpZcJ7CahE1//rUVsHmJfz45uLl3jBNvb7kjfQms2yf1D3joiDaMttt4WQgxxTueB+wCdnvFDYo2Tl1tDYMOL/PNz+YsQLia/+ikKRWfbdS7PYEhm2lZloVsLEsfaI5ty6C6TBt3GQhDvm3Pde1CH+Kz+KFrx9EyNhRqBYTjXYI787MsvV6kGPWgLge88hl+BlyBlsf0sBWLUkQXBSuX0gPtQ11KZ3Kvmt/ie1IsqyShPKhgPt59imPntZBNRloi3xljXcjG9ormHg+s/5t/nn8/tPBwFHMEhPiszYXSqzyvye1Nr07JzRztPEb/pxOllLVCiL5AhpRyjZRyF5p8XNGGkR4PHbf6ez7t7/99kpJTm3mHhqrFZx/6xNzbJ/UPEDKYTYrdIokDn8CZA9o4qSOMuc36a9qNTeWOTl2o5oPt/gLC0Sot12NUZr5NCPEIWl+oDwG8xqrlIk6KmGbf5s8YXq+1J6iRCQy95t8NvU8fCqqwTGauDFRB8Xk2FWnN9xLiBHfmR9bzqSUCWm7YsQe17in/eNxdWpmitoZNn+l/riuizq3JPPMGdCG3X2fLrmUWRj2oBUAOkAL82vvaZOAlKxaliB4qvvyLb1zQZRZdexorGJlqVWsG1W4jAH3I5trcPvToaG3IxlaZ+andcOgLbSxcMHGhtddzioCuutZ4UNV1bl5af8Q3N6uAsNUYlZkfBG4Leu0N4I3Q71C0BU4e2c/o8lU+aXm3K5pOzA0mLcmqShLty4OqrK1n4dLNrDt0hlBVkt0e/6vzplp/07FMnRmK9brOt8PnQBdrvUPHsMFAvbP1mK/fU9/OKVw5MjZ2Z4wWi21yV1xK+bx5y1FEE4XL/0wvoYVxdiaNITt7kuH3WtZ9tZ15UC+uLWL1gdIWj5uYlUFOv06Wr8e2PaiKUih41T9va9JyPRb3hELqQB0AACAASURBVJJSBnjad5tcQNhKjO5B3Rk07wUMAtYAykC1QSrKzzPy5Du+ef2E8DL39U/aFTVqD6o11Ls9vKCTjzdFz45J/HrOCOsXRPCDh4V7UJsWg9v7ANJnLGQafziKOQI8KPM/06sPlPLNKa2UUmpiHDdPyDT9GlZhNMQ3M/g1r1dlz1+FwnZ2Lv87k6gA4KjoTe7Mm8N6f2qCkplHyr92neJ4mfY7ZqQl8tUvZpIU3/jJN84lbCtVk2xH2/f6Wq1yRAP5P9CKqrZVAgyU+Ym6epXn98b3o1OKzS1SIiASP28JmnhC0cbwuN302bvENz869C5cceFJlwMSOuvcSGlSn8l2lKj73OpDvvEdk/qTlhRPfJyr0ZedddQCQ3wW7UHtehsuevsUdegFI6+35jrRQkBPKHMfug6evsjn+04Dmo2/24Z9SjMxWknCFfTVAa0F+3lrl6dwgh1fvk6m1l+SC6SSM+cHYZ8jMd5FQpx243R7JLVuk8JB7cSD2nrkHFuOaH9eCXGCOyyWjxvF8mrmUgZKyyfeC/GJ5l8nmrAwUXfJmkLf+PLhPRjYLc3U81uN0T2oemgkIjoG3GvuchTRgEuXub+71w3kp7cuXyIlIY46t/aUXVXrJinehATSduJBLdbdWK4dbb183CiBMnML9qCOrIUTBdo4PhnGzzP/GtGGRYm65ytreUNXQHh+jHlPYNxABf9mFVLKlqVFipjj8K715NRsBcAtBQOu/kmrz5WaGM+Fas1AVdS66dxyAYqWaQce1ImyKpbvOOGbR9ONxfJq5vqeT7nfhzRrit5GFRap+F7ZWOxTWg7vlc7kQbH3b2koxCelLJJSFqF5UX3QEnYVbZDTn+h6PqVPp/eAYa0+V2qSBTkz7cCDWrq2iHpvftPEgRlk97VePm6UFCtFEucKYe+H/nn+/eaeP1qxIA+qLkgBOn9a9PZ8ag6je1C9hRBfAgfQmhceFEKsEkL0sXR1Cls5W3KM0Wc/9s1Tp/84ovNZUo8v2IMyS3wRJVTVulmmy/iPtnppAS3fzU7UXb8IGjr4DLoMerQTkbAFMvMVO09ywqsA7ZqWyHWjY/NWbVTF9wxQAHSRUvYGugBbgb81+y5FTLHvwydJEnUAfBM/lGETrojofHqpuWkGyhUHLp1M1l1rznmjhLe2HqWsSvs/yMxI4YoR0ZXxHxjiM3EPqvoCbFnqn+eHL8yJWQJUfOZ4UPrE3NvzB1haQNhKjO5BTQN6SynrAKSUFUKIX6AJJRRtgJrqSoYUveKbXxh9T4s9n1rCst5B8clQq93Eqa8O9KpiGI9HBuSs3D1lIHGu6ArLJMW7EEJzXGvdHurdHnOqEmxbBrXl2rjrEBh0eeTnjBVMDvFtOXKOrV4FaGKcizvy+0d8Tqcw+sk6B4wMem0YSmbeZtj+ryV08/53lpBB7pVzIz6ndS032ma5o1X7T3PwtJYc3SEpnpvzjBXmtRMhRGBPqHoTvCiPO6jn031tr+dTc5hsoBopQNOjQwHaGox6UP8LfCKEeA4oQmu7MQ/4jVULU9iH9Hjosv0fvvmhrFvJT4r8Q52aqArGhsPzuhvLzXmZpCdHZ8Z/SkKc7/+zqtZNhySjt5Em+GYFnPN6jsmdYfStEa4wxjDx83z8fJACdFpWROdzGqMqvmeB7wPdgGu932+VUi5q9o1BCCHihBBbhRAfeOcDhRDrhRD7hRCvCiHaeEZedLJn/b8Y7D4IQLVMYPgcYz2fWsKypM426EHtP1XOqm90Gf9TspxdUDOkmP3/uk5XtXz83ZAYW8mkEWNiqaOla4t8Fe7zL8lgVJ/oUYC2BsOPPlLKz4DPIrzeT4A9QEfv/H+AP0spXxFC/A2tdNIzTb1Z0Xpqa6o5dnCHXyWlo27VY75xQdermdStlynXVF11jbNYJwm+cmRP+nc1I2msGarLoOxoy8eFYISrmDSh3UjdJ3dCfQQG5XwxFH6ljUWcVjmivRFCxVdRU0/xufCMVb1b8vIGXc+nKMqfay1G220kAncDY4AO+p9JKe8yeI5+wDXA74GfCU2Ufxn+PlMvAL9DGSjTOV96ksqnpjNQlrR4bK9Zxns+tYR1Iom25UGdq6jlrS02ZvwXb4Ql1/irhYfJswAN/wWvm7UoYOR3oFP07btZjv6By13D3hPnufGZdRE91PXPSOXyKFOAtgajHtQLwGjgfeBUK6/1OPALoKFnc1fgvJSy4c51FOgb6o1CiIVotf/o3z92FSlOsee9x5hswDhtTx5P7ojxpl03Te1BGWLZhiM+yfaoPh2ZODDD2gt+9l+tNk6W0p6k5XqE0KTmXon5m+sORPz3cveUrKhTgLYGowbqKmCglLJVqj0hxBygREq5WQjxrYaXQxwaMuvSu9e1CCAvL69tZWZaTE11JUOO+Bu/HRW9qQux1Vee2J2uN//V1Gun2KLii20DVef2sHRtoW++wOqM/1O74PCX2li4oPvwsE9RfK6Sihrt/7Nfl5TIRRKuOMi5GTInRHaeWCYh2Wegdhf7fYABXVNJDrOG5fisLtw5OTqKC0eK0U/WEfxOfWuYClwnhJgNJKPtQT0OdBZCxHu9qH7A8QiuoQjB9hWLmaCTj/d8pICERHvyhixrD96Gyh0t33GCUxe036F7ehLX5Pa29oL6WncjroWblzZ9bBP89z8389HOkwA8dfk469fcHohPQcvmgSMnzwKaF/3eD6fRKTU61Zx20KSBEkJcppsuBd4VQjxBUIjPK55oFinlI8Aj3vN+C3hQSnm7EOJ14CbgFWAu8G64v4CiaaTHQ8YOv3z84MDbmGyTcYKgrrrKg2qElIGJuXfmDzCn4ntTXDwN23WbRvmta6NuW9v39oROKJEgtc/0oO5p7do4QfMe1HMhXvvvoLkELong+g8Brwgh/i9a6aRQ11S0kt3rVjDKrTW9q5KJjLgmstp64aLPgzJXZt42PKgtR85RcLQM0Ppn3T7J4v3Vzfo26uMgc2KrTpOcqAyU6egMVDJa+a6x/bs4tZqooUkDJaW0REokpfwC+MI7PgS07q9E0SK1q/17Stu7mScfN0qqLSq+2PWgnl9d6BvfMKYvXTtY6N3W18BGvzcdSRv1gEoSVrV9b2/oHrr8Bqp1fdjaEkarmYcMvQkh3jJ3OQqzOHZoF6MrvvbNzZSPG8U6kUTse1BHz1Xy0U5/xv88qzP+d77lb6Oe3htGtb6NemBFc2WgTEHvQQmvgcpUHpTRglczm3j9WyatQ2EyxSsexyU0weP25AkMGD7O9jUEhPjMDAW1AQ9q6doivAn/TBvcjeG9Ojb/hkiQMlAcMfFeiGv93kaKCvGZT1CILzUxjqE9OzTzhvZBsyo+IcR/eoeJunEDl6DV5VNEGeVlZ8k+9b5fyO9Q47cAkUSN8qAaqKipD8z4t9p7KvoaTm7XxvEpEbdRDwjxKQNlDjoDlUItuf06mVMlPsZpSWae6f3u0o1BE0cUo1V+UEQZuz58inyh5VQUuTLJmXGDI+uwTmYe2x7Um1uOUl6t/XsM7JbGt4b2sPaCeu9p9C2QGlkisOm1+BQBPaGSqWWcEkgALRgoKeU8ACHE196CsYoox11fT//9L/rmJ0fMY4BDrQsCqpnXuZFSmpOEGsMelMcjA9ohzJuahcvKjP+zhwPbqE+6L+JTKpm5BSToRBKiVin4vIRTzVwRAxR8+jJ9pLYZfp4O5M5e6Nha4lyCxHjtIyYl1JjROwhi2oP6fF8Jh0u1nk8dk+P57jiLa89tWISvQMugy6FH+JUjgklWIgnTccfpPagaxmQqBR8YF0koYoTkzX/3jff0vYmUtPRmjraewH0ok8J8MexB6Vtx3zqxP2mRlglqjuoLsMXvTTPZnFp3qYlqD8psSmv8t+KeqZLu6W2jS3SkKAPVhjhQsJqRtTsAqJNxDJptv7Q8GEsKxsZosdi9Jy+w5sAZQPMu77K659PWf/rbqHcbZlobdaXiM59jF/0lRgekq9tyAxY+vins5txnT/jGBZ1mktfX+X4wltzMorjdxtmKWlYfKKUuRDjzQ12n06tG9aJv55RGx5hGqDbqJhWhDdiDUiE+UzhyQdKQCNJXqct9GDZQQohhaC03gvtBPW/2ohThU3q8iNHnP/VJyzvN/ImzC/JiSdPCKPWgquvcXP/UGo6cbbnR3PxpFj887PsIznuzQFK6QO4tpp06WcnMTefQef+/Yy+Le1XGEkYbFv4S+C1QAOj/+iSgDFQUcGD5E+QL7UO+N2Ekw8fOcHhFGoFVB8zag4pOD6qg+Lwh4zSuf2fGWV3GRi8tH383JJp317OsU3I7pfRiDScqAW/udJcEE1MyYhyjHtQDwEQp5XYrF6NoHdWVFxl21F+lunKcc8q9YPQigEqzknWj1IPaWuxvlzakRwdy+nZqdEzHlATumW5xz6fj26BojTZ2xcNEcz8PSmZuLtuOnKdK+h+64tzR85l2GqMGqgrYa+VCFK1n+0f/YCIXADhBd3KvuN3hFfkJqMdn1s0sIUoN1JFzvvGCaQO5ZaJD3Z/1e0+jboCOfUw9vRJJmMuWI+eoRtdENIo+005jVC7yG+AvQojeQgiX/svKxSlaRno8dN/lj7IWDb6D+ITGHXOdIjXBgmoSUSgzl1Ky5Yjfg3Is0bL8JOx4wz+fZH6Zq6R4/599bb0Ht0c1uY6ErUfOBxqoupbDxO0FowZmCXAvcBSo837Ve78rHGTXmvcZ6NE2wytlEiOu+ZHDKwrEGpFE9CXqHjtfxelyzVh2SIpncA+HpFgbnwOP988ycxL0G2/6JYQQKsxnEm6PpODoeaqk3kBFx2c6GjAa4nNer6wIifvrp3zjHd3nMKlLNwdX05gUy/OgosOD2qrznsZkdibOyvJFTVFXDZt0PT8tLBKcmhjnM0xVtW46WJlw3Ib55lQ5lbVuqoU+xFfl3IKiDEOfKimlqloehRTvL2B01XoAPFLQ56qfOryixqRZ0bQwCj2orQHhPYfK1Ox4DSq1RGA6ZcLway27lJKam0PD5yYwxKcMVANNGighxCIp5ULv+EV8Bb0CkVLeZdHaFC1w/F+P+0rMb0/LZ8zgHEfXEwpLmhZGowdV7BdIOGKgpIR1z/jnExdCnHVejRJKmEODsKZahfhC0twn+LBufMDqhSjCo+zsaXJOf+hLzI2fYk6dNbMJaFpoloGKC/KgpDStSkJrqKl3s+vYBd98jBOdUA9/CSW7tXFCGoy709LLqWoS5rClwUChQnyhaNJASSn/oBv/H3uWozDKng//Qr7QvIdDrixGTZnj8IpCY4lIwuWCuERwa62xcdcGhv1sZvfxC9S6tdJGWV1TyUhzQEW5VpeYO+Y2rXqEhai275FTVlnHwdNaZfs6ly4qoEJ8PppU8QkhRhs5gdHjFOZRX1dL1sGXfPPSnAUIh3o+tUSqFXtQEFXJuo7Ly0sPwP5/+ec2dFBOURXNI2bbUf/n5pLeXf0/qKvSogKKZmXmTwkhlgshbhVCBGT6efOhbhFCLAf+Yu0SFcEUrHyJXpQCcJaO5F61wOEVNU2qFSo+iKpyR/oEXUf2n/SJuUOvgq6DLL+kkplHjv5zM7p/V3B5ax0h/dGBdk6TBkpKOQ14GrgdOCCEKBdCHBdClAP7gVuAv0opo6PoWzsibYu/59O+zJtJTklzcDXNY4lIAqLKg9Ir+Gxv1V11Drb5vWk7vCdQbd/NYGuw552gq5eoknWBllu+fwB8IIRIAIYAnYFzwH4ppeF4jRAiGVgFJHmv+YaU8v8TQgwEXgEygC3AnVJK9ejQDPs2fcbw+j0A1Mp4hlwTHVXLmyLVqhtZlHhQJReqOXZe2zNITnAxrJfNDSK3LPXfzHqMgoGX2nLZZOVBRYTHIxt73gnJUFOmvVBXDRZ2Y4kVjOZB1QG7I7hODXCZlPKi19itFkJ8BPwM+LOU8hUhxN+ABcAzzZ2oPXCgYA2n1y1DuBsX6uh6dotvXND5Cib0cqjem0H0DQsr2uAelL5AbG7fziTEWbAXuPdDKFxDyEyPnW/6x/n326ZmVCq+yDhUWsGFau3vISMtkf4ZqYGfaeVBATY1LJRSSuCid5rg/ZLAZcBt3tdfAH5HOzdQZWdO0ePt7zGYihaP7XLZv9uwosiwLBQUJR6U5Qm6h7+CV25r+bjUrpDzPfOv39TlVB5URKw7dMY3HpvZWaturw/xRUkCutPYJv0SQsQJIbYBJcBK4CBwXhcqPAr0beK9C4UQm4QQm06fPm3Pgh1i94d/paMB41SQPIHBo6fasKLIsKx3ULR4UFYLJL5+0thxk38UWOXdYlSibuuRUvLPdf7iPJMHeRV8+v8/lawL2NjyXUrpBsYIIToDbwMjQh3WxHsXAYsA8vLy2qz+sq62hksO+Te812dch+w6pNFxcSmdGHbZHXYurdUEq708HonLjDp1UVDuqN7tYfvRMt/cdIl56X7Y/7F3IuDy3wQa5gY69bO0rFEoklWIr9WsPXiGvSfLAe3v43vjvfVg4nWbTirEB4RpoIQQmUBfKeW61l5QSnleCPEFkA90FkLEe72ofsDx1p63LbB95YuMR3P9z9CJ0ff+LaoVekZwuQTJCS6q67RE1up6d4D0vNVEQbmjvSfLfd5Dn07J9OxosgcTLB+f/h/mnj8CUlQtvlbz/Bp/kZ6bxvejU6pXXp6gM1AqxAcYDPEJIfoLIdagNS38xPvaTUKIfxh8f3ev54QQIgW4AtgDfA7c5D1sLvBueMtvW3TYusg3/ibK5ePhECCUMK2rrvMelF4gMXaAyd5T5VnYtsw/nxxdpaxU2/fWcbi0gk/3lvjmd0/N8v9Qb6BUNQnA+B7U34EPgXT8PaBWArMMvr838LkQYjuwEVjplbA/BPxMCHEA6Ao818w52jR7N33KsPp9QGzIx8PBEqFEvPPx+oD9p0yT95/08vGe2ZA13dzzR4iSmbeOJWsO+4pEzBzWnUHddX3DlIFqhNFYy0TgGimlRwghAaSUZUKITkbeLKXcDowN8foh77nbPRVf+gtyFHSZxYRemc0cHVsEPG3XtZ2WG9usKnHkroMNfm/aTvm4UVSpo/Apq6rj9c1HffP504La7AWErZWBAuMe1ClgsP4FIcRI4IjpK2qHnDyyn9EXvvTNM2JAPh4ObbFp4bmKWg6VamrLhDjBqD4dzTv5nvfgwjFtnNYdsm9q/ngHUHlQ4fPaxmLf539ozw5MGxzUXDTAg1J7UGDcQP0JraLEPCBeCHEr8CrwP5atrB1x+KPHiReaiGBXYi6Dcqc4vCJzCWha2Eb2oPSFPkf26RQQ8ooYfV+nvAW2yseNoqqZh0e928OSrwt98/lTB2q5T3oSlIovGKOVJJ4XQpwFFgLFaIKG30gp37Fyce2ByotljDrxtm9eN8GeWmp2YklFc4c9qK1FFu0/FW+Eoxu1cVwi5M0379wmokJ84fHx7lO+klgZaYlcPzZEyme8UvEFY1jv6zVGyiCZzI7lf2eSNzH3qOhFzsybHV6R+ehDfKZtqDvsQQUo+MxM0F2v856yb4L0nuad20RUom54PL/aLy2/fVL/0B53guoJFYwhAyWEaOoxrgatAsQ6KWV09N6OITxuN332LPbNjw69i37xtuVO20aqFeEgBz0oj0cGCCRMq2BedhR26Z4BbapM3hpUuw3jFBSfZ5PX406IE9yRPyD0gQHVzJWBAuMe1F3AZDSxxFG0pNqewCYgC0AI8R0p5SYL1thm2fHlm4yWWm5yuUwh+5roynUxi9QkKwyUcx7UwdMXKa/RQpXdOiTRr4tJZac3PAvS+++TNR1655pzXgtQIgnjLNYl5s7J7dN0QrdS8TXCqEhiF/BzKWV/KeUUKWV/4D+ArWjG6hlU48KwcenCObt6XU+Hjg50Y7WBgD2omtjfgwouENtos7s11FbA5iX+eRR7TwBJ8f5bR029B7enzVYgi4iTZdV8sP2Ebz5/6sCmD1Z5UI0waqBuA/4a9NozwO3eSuV/BEaaubC2zuHdG8mp0VpnuKWg/1UPOLwi6wjoqmvaHpRzxWK3FltQILbgZaj2Gr4uA7XSRlGMyyVUuSMDvLiukHqv8Z6YlUFOv2ZSR2NNZl5bYfnDodEQ3yngWgJLEV2DVpkcIBl/hQmFAU6vfJyGZ6mCDtMYN3C4o+uxEkvCQQ622wjwoDJN8Ho9Hlinq7s36T5wmShbt4iUxDjf/lNVnZu0pLa3f9oSUkqe+vwAaw6cQYaodb1DV0x4/rSs5k8WoOKLAQ9q3dOw/u8w4R5Nbdqhh+mXMPqJ+nfgdSHETjSZeSaQDTQ0oJmECvEZ5mzJMXLP/gu8kaHk6T9ydkEWY73M3L6nzRNlVew7pVWidgnIbe6J2CgHP4Uz+7VxUkcYe3vk57QBtQ8FH+08yZ8+/qbF4/p1SWHWyF7NHxRLKr76WtjwD6g4DV/8ATIugVzzFchG86A+FkJcAswG+gDLgQ+llGcafg583MwpFDr2Lf8Lk4XmcB6IG8SIiVc6vCJrSU3Sd9WNbQ9q6doiXy21iQMzzPEa1j3tH4+9E5JsbhvfSpIT/DsE7TXE95xOPt4c/3HlUOJaajMTS3tQu9+Biye1cYdeMPJ6Sy4TTh7UGeBFS1bRjqitqWZw4Su++fnR9yJctvWNdIRUS0J89ntQVbVulq33V/ea19yGt1FK9sDBz7SxcMGkhZGf0yZS2nlF823F59msk4///c7xIfObendKYWA3A50JYiVRV0pY+5R/PvEeiE+05FJG86DigR8AlwLd8AWnQEo5w5KVtVG2/2sxeWgf6lI6k/vteQ6vyHqsCfHZ70G9ueUoZVWa59s/I5UrRpiQRKsvazT8GuiSFfk5bSI1wYIE7BhCn3x7bW4fLhse4echVkodHVkHJ7Zp4/hkGG9dtROjj+5/Bv4NWAWMB94EegCfWbSuNon0eOhc8Kxvvn/ALSQmRV+dNbOxvN2GDU+bHo8MyGe5e0pWyyGblqg4A9tf9c/zYysPLrkdV5M4UVbF8h06+XhwZfLWECsqPn1IOvf7kNbVsksZNVA3AldLKZ8A6r3frwdmWrayNsjejSsZ7D4IQLVMYNg1batqeVPo92msSdS13oNatf80B09rJak6JMXzvbx+kZ9082K/ce09BvpPjvycNpKi34NqZyG+F9cW+eXjAzPI7muCWMbB1AnDnCuEvR/45xbn6xk1UKlo6j2AKiFEqpRyLyF6PCmapmqVX+i4PePbZPQIUTCyDWJJ5Wub/5ifX1PoG9+cl0l6ckJkJ6yv1SpHNJD/g6jr+dQS7bXcUVWtm2Ub/HuRzSbfhkNAqaMoDfFteBak1nmBS2ZCjxGWXs6oSGIPMAHYgFbe6HdCiAvAMasW1tY4fngvoy+u9u3edZ/VdhNzg4n1Paj9p8pZ9c1pQJOWz9O36W4twSqoUTdEfk6bsaTPVwzw1tajnK/U9iIzM1KYNdKkgr5xCZpQRnrAUw/ueoiLotyymnKt03MDk39o+SWNelA/ARruLD8DxqEl7saO5Mhhjqx4nDitGTE7ksYxcOQEh1dkH6mWNyy01oPSe0+zRvYkMyO16YONIGVgHN9CFZSVtMdKEh6PDBBH3D1lYOR7kQ0IEd3JultfgpoL2rjrEBh0ueWXNJoHtVE33g9cYdmK2iAXL5xj1Ml3fN6TZ1J011kzm+QEF0Jo9+WGum0R/1HH6Twod412cgtCZOcqanlri65NtxnhnOL1cHyrNo5PhvGxqeRMSfQ/37aXRN2vDpQG7EXebMZepJ6EFKjTzk9dVfTkxHncsF5X7ST/PrAhPcbwFYQQs4QQzwkh3vfO84QQl1m3tLbDzg+fJl1oT0NHXH3JufS7Dq/IXoQQQS03TAjzuVxaQ78GLArzLdtwhJp6Leae3bcjEwdmRH5SfQ5J7s2Q1q3pY6OY9rgHpU/MNWUvMphoTdb95l9wzvu7J3eG0bfacllDBkoI8WO04rD7gYa8pyrg/1q0rjaDu76eft/447Ynht+NKy7666yZTUDTwhgJ89XWe1i6ttA3D9mmO1zOFQWqoGLYm05uZ23f9XuRQmipBqYTH6XljvQh6fF3Q6KBxGMTMOpBPQBcIaV8FPBKONgLDLNkVW2IHZ+/Rj+pbYZfII2c2f/m8IqcIdWKqgMWCyU+2nmCUxe083ZPT2JObp/IT7phUaAKqmfsNgHQ7y22hz2oxV8X+sazRvSkf9cI9yJDkRCFe1AntkPhV9pYxMHEe227tFEDlY5fZt5QsjcBqDXyZiFEphDicyHEHiHELiHET7yvZwghVgoh9nu/t7mGSAkb/XHbXb1vILWDCfkSMYg1Bso6D0pKGRDOuSt/AInxEcbca8phi65aWIwl5gYTsAfVxg1U8F7kAjMSc0MRjcm6+r2nkd+BTibvuzWD0b+4VcDDQa/9O/C5wffXA/8hpRwB5AM/FEKM9J7zUynlEODTENeIaQ5u/5pRtQUA1EsXA2f/1OEVOUdqQNWB6Jeabzlyju3eVgmJ8S5um9Q/8pNuexlqvO0Xug6BwbGtNWpP1cyXbThCdZ3m+Y7qY9JeZCgCQnxRkAt1sQR2vO6f2/xQZVRk/2PgfSHEvUC6EGIfcAFNat4iUsoTwAnvuFwIsQfoC3wH+Jb3sBeAL4CHjC4+2jn72ZMM8o4LOl7K+MzBjq7HSfThoIqa6PCgXt14hD+v3E9FCNFGgzAC4IYxfenaIanRMSH57P/CpsXgDtEerUGdBbapoKwkuZ2IJOrcFuxFNoU+WdeuahKHvoD3H4DKs41/5qkDtzdQ1m8CZNqbHmNUZn5CCDEBmAj0Rwv3bZBSepp/Z2OEEFloFSjWAz29xqvhGuZ3vHKI+rpaRp37zCctT7v0x84uyGEsqXwdgQd1tqKW3767K8AQNYXhOmtnDsKqP7Z8XHIn21RQVtJePKjlO4L2Ikf3tu5ip2Xk8wAAHFFJREFUdveE8rjh/Z9oJYxawuKyRqEIp92GRDMq61t7MSFEB7RCsw9IKS8YfQoRQizEmxTcv78JoRYbKNqziUFC+1CfoivD86xPaotmrAnxtd6DWra+qEXj5BIwd0oWw3oZzEUp3tDyMXFJMOu/bFNBWYneK26rHpSUgYm5d0waQFK8hSrcgHJHNhiob1YYM05DroQR37F8OcE0aaCEEMUQoodxEFJKQxZDCJGAZpxeklK+5X35lBCit9d76o2/hXzwNRYBiwDy8vJaXFM0ULp3jS+8d6xDNiYVQ4lZrKkm0ToPSpOPF/nm//PdHK7KbvxUnBjnCvD8WuToRv94xs9hcohOyQkpgeuOYdqDSGLLkXMU6PYib8+3+AHZ7oKxa3Xy8ck/0j63wbjiHEsYbs6DusOsiwjNVXoO2COlfEz3o/eAucCj3u/vmnVNp3Ed89+sanuPd3Al0UGAis/hPajlO05QUq4ZtB7pSdwwtl/kCj0INFADpkJK58jPGcXo96DaajXz51cX+sY3jOlLN6N7ka3FzkTdEwVQtFobizhNABFln9kmDZSU8ksTrzMVuBPYIYTwdrril2iG6TUhxALgCPA9E6/pKL0u7PCNOw+Z4uBKogPr86CMGahG8vHJJsjHAWor4NQu70RA33GRnzPKaeuVJI6eq+Sjnf6eT/OmZVl/UTsN1DqdfHzU9dAp+rorNBfi+5WU8vfe8X82dZyU8rctXURKuRpdF94g2tzmzPnSk2TK4wDUyjiycpSBChBJmLYHpU9qNBbi21R0jh3HtJBNUryL2yYNMGctx7eC9N6kuw/XhBBtHEvCtlHE0rVFeFs+MXVwV4b36mj9RQOiAhYaqPJTsPMN/zxKc/KaC/Hps7EyrV5IW6Jox1c0OMqFCYMYmhL7G+KRkmqF4qsVHpR+w/vGcX3JSDOpirg+vGezFNcpknSeZ029B49H4jKrsrfDVNTU87IVPZ9awi4PatNzOvn4ROiXZ921IqC5EN/9unFsllt2iMpD63zjs11GO7iS6CHVkq66+qfNlj2o4rOV/GvXSd98npk3naOb/ON+7cNAuVyC5ASXL4G1ut4d4FXFMm9uOUp5tebpD+yWxsxhNmXA2GGg6qph43P+uQPycaM0+2kSQrQoWZFSHmnpmPZG2umtvnH8gIkOriR6sL5pYcse1AtfF/pCNtOHdGNoT5OUSVIGelDtxECBtg/VYKCqatuGgfJ4JIt1PcDmTc2yzzMMCFtbpOLb+QZUlmrjjv1gxHXWXMcEWvo0FeKXmof6H5JA+yvN3Qwet5us6j2+eZ9RM5o5uv1gfS2+5j2oizX1vLqx2Dc3NWRTVgwXT2njpI7Qrf3UUE5JiOMcWtWMtiKU+HxfCYdLtaofHZPj+e44+2rPBSbqWlDqSMpAafmkhdHVtTeIluRL29FabPwaGIBWIFb/FXttQC2m+JttdET7YJ2hE70HDHV4RdFBSoLVeVDNP22+vqmY8hrNc7ukexqXDu1uzhog0HvqOy7mSxiFg1780laqSTy/xr9PeevE/qQl2XgDD0jUtcCDOrwKSnb5rzXuLvOvYSLN/iVJKccANwEZwGpgOXALkCildEsp28Yn0kRK9qz2jY+kjkK0o5tVc6QlWSGSMOZBuT2SJbpWCfOmDjQ3ZFPcPsN7EGSg2oAHtffkBdYcOANAnEtwlxU9n5rD6kTddc/4x2Nuh5TobiDR4t1TSrlTSvlzYCDwGDAHOCGEaPuJHq1A6p6mq3uqf6IG9CG+UMVZW4VBD+qzvSUUndG8Wi1kY3K+Rzvdf4K2V49Pr/K8alQv+nZOaeZoCwjwoEwO8Z05qJU2amDSfeae3wLCebwfAlwKTAa2AucsWVGM0/28P0G342CV/9SA9R11m/agnlt9yDe+dVJ/czfy62vg5Hb/vJ0ZqLZU0bz0Yg3vbDvum8+3IzE3mIA9KJM9qPV/wycpGPJt6Bb93RVaUvFlALeilSFKB14EZijlXmjKy84ywF0EAtxSkJU71eklRQ2pJrQHv1BdR1mlv41FSo2gW8M5Kys4c7bxE2fRmUrWHdLaCMS5BHMnZ7Xq2k1yYrs/nyRjEKRa1CcoSmlLHtSy9Ueo9RYQHp3ZmXH9HQh/xVvUUbfqPGx9yT+fHJ2JucG09Ch5HDiMZpgaknsGCyF8pldK+ZlFa4s5irZ/RbbQnlAK47MYlB5dda2cJDXCPag3Nx/lF29ux+3x1wq+0vUNi7wyndV7j7JwR/P9M6/O7kUfs0M27Ti8B8FV6mPXQNXUu3lxnb+A8PypWdb1fGoOq/Kgtr7o70fWYyQMvNS8c1tISwbqJJAM3Ov9CkYCl5i9qFil/OBa37i0c66vmrlCqwwe5xK4PZJat4c6t4eEOGMR5pp6N3/4aG+AcQKo0YlIkwjRIDAIw32dwiHAQEVnNr6VtBWRxAcFJzjtLSDcs2MSs3Ms7PnUHFYYKHc9rP+7f55/PzhhfFtBswZKSpll0zraBCmn/Am6rkyVoKtHCEFqQpxP6l1Z66ZTijED9UHBCUovajePpHgX3dM1cURHdwfwRtc6Jrjp1yG0d5QQ5+KGsX2tCdm0wwoSepLbQIhPShkgLZ87Jcvww5PpWKHi2/uBlqsHkNoVcm4257w2EL0ZWjGG9HgYULXbN+85cpqDq4lOUhL9Bqqq1k2nlIQW3xN88/j3y4fww5neCHNxutbEBRjbO4XV915m+pqbpfwklHm3Y+NToOcoe68fBej3oKpj1IPacPgsu45fACA5wcWtExxsihpsoDyeyPPq9NLyvAWBQowoRyXpmMTxwj10QfuQl5FGv0E5Dq8o+mhNuaPgm8dtE3U3jwhavpuCPrzXZyzEtWxw2xopJohfnOa5gALC/ehiVgHh1uBymetFHdsMxV75gCsBJiyI7Hw2owyUSZzYuco3LkoeiStOVYAKpjXtGZq9edjdfTSYdljBPJhY34M6cqaSlXtO+ebzp2Y5t5gG9J/rSPeh9N5T9nchvVdk57MZZaBMwn1kg29c0WOsgyuJXsKtxxd885gXnNXvuAfVvvefINBAxWKIb8nXhUiv9ubSod0Z3MOZ1uYB6JN1I5GaXzgOu972z6O4anlTKANlEhnn/MmaHQZNdnAl0UtKmCE+/c1jxtDuDAmuPu6kB+Wuh2Nb/PO+7U/BB7GdB1VeXcdrm3QFhK1QebYGs5J1NzwLHu/f2YCp0GdMZOtyAGWgTKCqopysen8oqn+uqmAeitQwCosG3zwWhLp5OOlBlezyP912yoSODsmSHSaW276/tukoF72incE9OjBjSLcW3mET+mTd1pY7qq2EzYv98xj0nkAZKFMo3Pk1CUL74yxyZdKpS5R80KOMtDD2oAzdPJz0oIr9Id32mP/UQIoVbVRsQCsg7H+onOdUYm4oEkzoCbX9VajyVqPrPACGzY58XQ6gDJQJlO3/2jc+1VGp95rCaIjP8M1D70G5a/DFA+1A7T8BsSszX7n7FMVnNQ+4c2oCN461sedTS0SarCtloDhi0n3gik3RljJQJpB4YrNvLNvpXoQRjIokPtlj8OYhBMQ5FOZr5yWOGohVFZ8+t+62if0Dfg/HidRAHfwUSvdp48R0GHuHOetyAGWgIkR6PGRW7PTNu49QCbpNkWIwxKeXlrd483AizFd5Fs4e1MZxidB7tD3XjUJiUSSx81gZGw5rBYTjXYI7Jw9weEVBBHymW2Gg9N7T2DsguWPka3IIZaAi5NSxQ3T3dh6pkMkMGD7e4RVFL2kGnrbDvnk4IZTQh/d65QauoZ2RHBDi8zi4EuPoez7NzulN704293xqiQAPKsyHrtP74MAn3onQWrrHMLYYKCHE80KIEiHETt1rGUKIlUKI/d7v0d3asQmO7fjKNz6cPJy4eFU9qimMVJLQh14M3TwifdpsDSq856M11UGcpORCNe9v1/d8ihJpuZ6ECFR8eu9p+DWQEdu1vO26my4B/gos1b32MPCplPJRIcTD3vlDNq3HNOqK1vvG5d1iL8/ATgJCfDWNPaiSC9W8XxDmzcMRD6p9VzDX49QeVFWtm/WHz4QtzPhkTwl1bk1MM35AF8ZkRmFLHL3M/NgWSOtu7H2eeih4xT+PUWm5HlsMlJRylRAiK+jl7wDf8o5fAL4gBg1UlzP+ZM2UgfkOriT6aUkk8c91ReHfPOzeg3LXafXNGmjnHlRyfGCIz+ORuFzWyrWllMxbssHXiLK1zJ8ahd4TBCbqbvun9hUuvXK05NwYx8k9qJ5SyhMA3u89mjpQCLFQCLFJCLHp9OnTti2wJQr3bGJYvaaWcUuhEnRbIEBmHvTkW13n5p/r/Y2aDd887Pag9rwHNVrxWtJ7Q2cHK19HAS6XICnefxupqbd+H2rtoTMRG6d+XVL49qieJq3IZLoNjfwck38UMz2fmiMmNkyklIuARQB5eXk2Jrs0T8nKx8nyjgs6TGNcj75OLifq0SfqVgXtV7y77RhnK7TmTn07h3HzsNuD0sf4x81tEzeBSElJjPMZpsraessl28+vLvSNh/dKZ0DX1KYPDkFaUjz3TLuEeKd6PrVE9ne1OnrHt7Z8bCgyJ0Hu981dk0M4aaBOCSF6SylPCCF6AyUOriVszp0+Qe6ZFeC9PyVP/5GzC4oB9CG+Ct0elJQy4KYzd8oA4zcPOz2o4o3+/ae4RMibb+31YoTUhDjOezsaW70PVVhawad7/QWEn7p9HIO6d7D0mrYTnwQzHnR6FVGBk48Q7wFzveO5wLsOriVs9n74BMlC+6M8EDeIEROvdHhF0U9TG+pfHzzDvlPlgGbEvp8XRtjMTg9q3dP+cfZNkB6lISKbSbaxorm+gPBlw3u0PeOkCMAumfnLwFpgmBDiqBBiAfAoMEsIsR+Y5Z3HBLU11Qwu9KtlzuXeg4i062U7oClJsj4x96bx/eiUGkbjP7s8qLKjsFv3DNUGFFJmEZisa90eVFlVUPXxaBU5KEzDLhXfrU386HI7rm822/+1hDxvcm4pnRl9lQr1GCFUw8JDpy/y2V5/dHdeuDcduzyoDc+C9HoHWdOhd65114ox7Kpo/trGYt/nZmjPDkwd3NWyaymiA/XYHybS4+H/tXfnwVnUZwDHv09ekgAhCOGSSxIQBRQDjpKotCqVioiorVqteEKtBx49pqO2M04740zbaWu1OrYqKtiCRz1Hqi1FHS9UUDEcQhENpyGihJggxCRP/9hN3s0hSd599933zT6fGSa7+252f/kN7/u8v2Of3yFlDzTvbxp1ITm5PQ/yG6ZJ6+U2VJWH3yxvPvadcYMpGpjXtYu2aEEFFKDqauHdh+P71npqoavrfCWivqGxxf+VK08qSp/s4yYwFqC6aMPKZYyt3wTAAc3myDNvCLlEmSM7lkV2zPlQqW9UPqs5wBOrtje/ntBT/S1aUAF18X2wBPZXOdv9i+CIGcHcJ0OlIqP5svW72FHlZAopyMvhnMk2YzYKLEB10Vev3t28/UHB6RTY1PIu8X6YPfRGeXOX0LhD8zlxTAJdNkG3oBob4a2/xvczeOmCoKQim4Q3BdbFJYe1yAFoui8LUF2ws3wjxTXx3HuDpt8UYmkyU15ufBzqkRVbmrcT7rIJugW1eTl87rSYye0Lky9O/j0yXNCTJMq2V7Gy3BnzzY4Jc0rTLPu4CYwFqC7Y+sIdxMSZ47omdzJFE6Kd5iYR3m/bTSvmFuTlMHvSsMQuGHQLyju1/NhLITc/+ffIcD0DniThzT4+65hhDOlrY75RYQGqk2qq93BUxTPN+40lV4dYmszVu50sA3P8dNkE2YKq/BA2v+RsSxZM+VFyr99NtJz8ktxJEruq9/N82afN+za1PFosQHXS2qX3ki/OIO02GcbEk88PuUSZqXd2yycbsmPCHD8LxgXZgmq9dEH/wuRev5sIcpr5ohXl1Dc6vRZTCguYOOKQpF7fpDcLUJ3Q2NDAiP8tbN7fOe5ysmI2SJuI1nnazioexuB8H102QbWgaj+Hssfi+6XXJe/a3UyLSRJJHIP6qq6Bxd4EwlMLk3ZtkxkyIllsKtRU72Ht0nuhdneb17L2VTJFKwCoJo+jZ/441cXrNvJyWwYo3102flpQe3fAmiec55xa27U2fr2hk+AwW0rlmwQ1BvXM6h3s2eekExvRvxfTJxyatGubzGAByrXhgXmUVv+3w/PWDT2XE/LTcJGzDNHL08VXUlTA0cN9dtkk2oJqbITFFziBqCOl11rW8oMI4jkoJ4FwfHLE5ScWEgt4nSmTfqyLD9j5yQYm713e4Xn7NJeimT9JQYm6r2M8YwjXnDLG/wUTTXX00bLOBad+o+Coc7terggJYtn31zbtZlNlDQB5OTEuOH5kUq5rMou1oICtL97BMHf6+ObYaCqHT297UlYWg4+dzZiRh6e4dN3LnNJR9M/LoaB3DlPHDvR/wUSTxXqnjx9+GoyY0vac7J4w4RzokZN4+SKgZ4sHdZMzBuV9MPf840bSt2cXEgibbiPyAerLvV9wdMWzzes61Uy9lRNOtRl6QYllCbOLE3zmqT2JtKB2rYePX3G2JQtm3RH5lXH9aNHFV+e/i++jyhpe2eisnC0CV5xU6PuaJjNFvotv3b/upY87fXxr1nAmfvt7IZfIdEkiLShv62n8WRacfEr2NPOHPK2n08YPYdSALiYQNt1GpANUQ309Iz3Txz+16eOZp6stqNrdUPZ4fL/02uSXKWKSmc28al8dT77nSSBsD+ZGWqQDVNlLjzJcneWj95LHRJs+nnm62oJa9RA0uOcNmwwjS4IpV4S0nMXnbwxqyTvbmq8xfmhfSkcX+LqeyWyRDlA5q/7WvL1+6Pfp3ceeUs842b3i2x21oOoPwMr74/ul19n08SRIVjbzrxsaWehZ82nuVFvzKeoiG6A2l73JUXVlANRrFkUzbwy5RCYhXWlBrXsaapwWM/lDYcLZwZUrQlpmM088QL2wtoKKaudLxsA+OZxVPNR32Uxmi2yA+mL5nc3bH/Q9hUNt+nhm6uwYlCqsuCe+f/w8mz6eJK0zSahqQtfxPpg7p3QUuT1sPDjqIhmgdldspbgqnjWiz8nXh1ga40vME2Qa6pwMEe3ZugIqnBYzPXrCcVcGX7aIiGUJOT3iHyWJjEO9t3UPq7c5qxbnxLK4uMTWfDIRDVCblt5FjjizjTb2GMeRx00LuUQmYSItW1EN39DN5209FV8IvW3wPZl6+xyHWuBpPZ09aRiD8nMPcraJisgFqP1f1XLEtvg045pjrwqxNCYpOkoY+8UnsGFpfL/kmuDLFDF+noXaUfUVL66taN6/wqaWG1fkAlTZiwsYwF4AKhhI8fRLQi6R8a2jhLHv3A+44yJjpsHgcSkpVpT4mSixaEU5De6aTyeMHsCEYX2TWTSTwUIPUCIyQ0Q2ishHInJzkPfSxkYGrlnQvF8++of0yLaB8ox3sBbU/mp4b1F839Z1CkTPBDOa1x6oZ4lnzae5U631ZOJCzcUnIjHgHmA6sB1YKSLPqer6IO63bsVSjm4sB5zM5ONn3RDEbUyqeVtQz86HHE9qnNrPoO5LZ3vgEU4LyiSddwzqtufW0a9X55K7fl5bR/V+Zzx41IDeTBs3OJDymcwUdrLYKcBHqvoxgIg8CpwNBBKgvn4jnoNtzaAzKSkYFMRtTKp5A1T5a998XsnVkBV6p0G35H1Y990texK6xhUnFpJlaz4ZD0n0mYWk3FzkPGCGqs5z9y8BSlR1fqvzrgKaZjMcCWz0eeuBQNulc6PN6qR9Vi9tWZ20ZXXSvs7Wy25VndH6YNgtqPa+LrWJmKp6H3Bf0m4qskpVj0vW9boDq5P2Wb20ZXXSltVJ+/zWS9j9HdsB71KZI4CdIZXFGGNMGgk7QK0ExopIkYjkABcCz4VcJmOMMWkg1C4+Va0XkfnAv4EY8KCqrkvBrZPWXdiNWJ20z+qlLauTtqxO2uerXkKdJGGMMcZ8k7C7+Iwxxph2WYAyxhiTliIVoFKZVimdiciDIlIpIms9xwpEZJmIbHJ/9g+zjKkmIiNF5GUR+VBE1onIje7xyNaLiPQUkXdE5AO3Tn7tHi8SkbfdOnnMneAUKSISE5H3ReR5d9/qRKRcRNaIyGoRWeUe8/X+iUyA8qRVOgOYAFwkIhPCLVVoHgZaPxR3M7BcVccCy939KKkHfqaq44FS4Dr3/0eU6+UAME1Vi4FJwAwRKQV+B9zh1skeYG6IZQzLjcCHnn2rE8epqjrJ8+yTr/dPZAIUnrRKqloHNKVVihxVfRX4otXhs4GF7vZC4JyUFipkqvqpqr7nbn+J8+EznAjXizpq3N1s958C04B/uscjVScAIjICOBN4wN0XIl4nB+Hr/ROlADUc2ObZ3+4eM44hqvopOB/WQGSzdopIITAZeJuI14vblbUaqASWAZuBKlWtd0+J4vvoz8AvgKalgwdgdQLOl5f/iMi7bno68Pn+CTvVUSp1Kq2SiTYR6QM8CdykqtXOl+PoUtUGYJKI9AOeBsa3d1pqSxUeEZkFVKrquyJyStPhdk6NTJ14nKSqO0VkMLBMRDb4vWCUWlCWVungdonIUAD3Z2XI5Uk5EcnGCU7/UNWn3MORrxcAVa0CXsEZn+snIk1fbqP2PjoJmC0i5TjDBNNwWlRRrhMAVHWn+7MS58vMFHy+f6IUoCyt0sE9B1zmbl8GPBtiWVLOHUdYAHyoqn/yvBTZehGRQW7LCRHpBZyGMzb3MnCee1qk6kRVb1HVEapaiPMZ8pKqXkyE6wRARPJEJL9pG/gusBaf759IZZIQkZk433aa0irdHnKRQiEiS4BTcFLh7wJuA54BHgcOA7YC56tq64kU3ZaITAVeA9YQH1u4FWccKpL1IiLH4Axsx3C+zD6uqr8RkdE4rYcC4H1gjqoeCK+k4XC7+H6uqrOiXifu3/+0u9sDWKyqt4vIAHy8fyIVoIwxxmSOKHXxGWOMySAWoIwxxqQlC1DGGGPSkgUoY4wxackClDHGmLRkAcqYbkBEVEQOD7scxiSTBShjksxddqBORAa2Or7aDSSFPq//iojM83MNYzKBBShjgvEJcFHTjohMBHqFVxxjMo8FKGOC8QhwqWf/MmBR046IHCIii0TkMxHZIiK/EpEs97XLReR1EfmDiOwRkU9E5Az3tduBbwF3i0iNiNztucdp7sJwe0TkHol6pluT8SxAGROMt4C+IjLeXSzzB8DfPa//BTgEGA2cjBPMrvC8XgJsxElH9XtggYiIqv4SJyXTfFXto6rzPb8zCzgeKAYuAE4P5C8zJkUsQBkTnKZW1HRgA7DDPd4UsG5R1S9VtRz4I3CJ53e3qOr97nIXC4GhwJAO7vdbVa1S1a04yUsnJe0vMSYEUVoPyphUewR4FSjC072H0yrKAbZ4jm2h5SJ3FU0bqrrP7a3r08H9Kjzb+zpxvjFpzVpQxgREVbfgTJaYCTzleWk38DUwynPsMOItrA4vnZQCGpPmLEAZE6y5wDRVrfUca8BZguB2EckXkVHAT2k5RnUwu3DGrozp1ixAGRMgVd2sqqvaeel6oBb4GHgdWAw82MnL3gmc587Wuys5JTUm/dh6UMYYY9KStaCMMcakJQtQxhhj0pIFKGOMMWnJApQxxpi0ZAHKGGNMWrIAZYwxJi1ZgDLGGJOWLEAZY4xJS/8H/hyNeKydLM4AAAAASUVORK5CYII=\n", + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
monthsopt_mileagerob_mileage
0000
1155
2255
331010
442020
552525
663030
773030
883535
994040
10104040
11114545
12125050
13135555
1414560
15151065
16161570
1717150
1818150
1919205
2020205
21212510
22223520
23233520
24244025
25254530
26264530
27275035
28285540
29295540
30305540
3131040
3232040
3333040
3434545
35351050
36361050
37371050
38381555
39392060
40402565
41412565
42423070
43434010
44444010
45454010
46464515
47475020
48485020
49495525
\n", + "
" + ], + "text/plain": [ + " months opt_mileage rob_mileage\n", + "0 0 0 0\n", + "1 1 5 5\n", + "2 2 5 5\n", + "3 3 10 10\n", + "4 4 20 20\n", + "5 5 25 25\n", + "6 6 30 30\n", + "7 7 30 30\n", + "8 8 35 35\n", + "9 9 40 40\n", + "10 10 40 40\n", + "11 11 45 45\n", + "12 12 50 50\n", + "13 13 55 55\n", + "14 14 5 60\n", + "15 15 10 65\n", + "16 16 15 70\n", + "17 17 15 0\n", + "18 18 15 0\n", + "19 19 20 5\n", + "20 20 20 5\n", + "21 21 25 10\n", + "22 22 35 20\n", + "23 23 35 20\n", + "24 24 40 25\n", + "25 25 45 30\n", + "26 26 45 30\n", + "27 27 50 35\n", + "28 28 55 40\n", + "29 29 55 40\n", + "30 30 55 40\n", + "31 31 0 40\n", + "32 32 0 40\n", + "33 33 0 40\n", + "34 34 5 45\n", + "35 35 10 50\n", + "36 36 10 50\n", + "37 37 10 50\n", + "38 38 15 55\n", + "39 39 20 60\n", + "40 40 25 65\n", + "41 41 25 65\n", + "42 42 30 70\n", + "43 43 40 10\n", + "44 44 40 10\n", + "45 45 40 10\n", + "46 46 45 15\n", + "47 47 50 20\n", + "48 48 50 20\n", + "49 49 55 25" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "max_period = 50\n", + "get_demonstration_df()[:max_period]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", "text/plain": [ "
" ] @@ -820,7 +1220,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -832,7 +1232,6 @@ } ], "source": [ - "max_period = 50\n", "get_demonstration(max_period)" ] }, @@ -1278,7 +1677,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1290,7 +1689,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1307,9 +1706,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAZn0lEQVR4nO3dfbRddX3n8feHxAAKAsZUCU+BgmikFqcRO31CwIc4MxKtUINVkKGLVStjHWsVbeWpdFpmjYMP4FgUKmZkBYWxE1qEcUQpYxWJC2wFxV4imIBKMBgMChj4zh97X3M43pucwD3n7tz7fq11Vvb+7d8++3vuPet+svfZ5/dLVSFJUtfsNN0FSJI0EQNKktRJBpQkqZMMKElSJxlQkqROmjvdBQzD0qVL65prrpnuMiRJg8lEjTPyDOq+++6b7hIkSU/SjAwoSdKOz4CSJHWSASVJ6iQDSpLUSQaUJKmTDChJUicZUJKkTjKgJEmdZEBJkjppRg51JO2ozj777Gk79plnnjltx5Ym4hmUJKmTDChJUicZUJKkTjKgJEmdZEBJkjrJgJIkdZIBJUnqJANKktRJBpQkqZMMKElSJxlQkqROMqAkSZ1kQEmSOsmAkiR1kgElSeokA0qS1EkjC6gkS5PcnmQsyekTbN85yeXt9huTLGrbFyX5aZJb2sdHRlWzJGn6jGRG3SRzgAuBlwHrgJuSrKqq23q6nQLcX1UHJ1kOnAe8rt12R1UdPopaJUndMKozqCOAsapaU1WPACuBZX19lgGXtstXAMckyYjqkyR1zKgCah9gbc/6urZtwj5VtRnYCMxvtx2Y5OYk1yf57YkOkOTUJKuTrF6/fv3UVi9JGrlRBdREZ0I1YJ/vAftX1QuBtwOXJXn6L3SsuqiqllTVkgULFjzpgiVJ02tUAbUO2K9nfV/gnsn6JJkL7AFsqKqHq+qHAFX1NeAO4DlDr1iSNK1GFVA3AYckOTDJPGA5sKqvzyrgpHb5OOC6qqokC9qbLEhyEHAIsGZEdUuSpslI7uKrqs1JTgOuBeYAl1TVrUnOAVZX1SrgYmBFkjFgA02IAfwOcE6SzcCjwB9W1YZR1C1Jmj4jCSiAqroauLqv7Yye5YeA4yfY70rgyqEXKEnqFEeSkCR1kgElSeokA0qS1EkGlCSpkwwoSVInGVCSpE4yoCRJnWRASZI6yYCSJHWSASVJ6iQDSpLUSQaUJKmTDChJUicZUJKkTjKgJEmdZEBJkjrJgJIkdZIBJUnqJANKktRJBpQkqZMMKElSJxlQkqROMqAkSZ1kQEmSOsmAkiR1kgElSeokA0qS1EkGlCSpkwwoSVInGVCSpE4aWUAlWZrk9iRjSU6fYPvOSS5vt9+YZFHf9v2TbEryjlHVLEmaPiMJqCRzgAuBVwKLgROSLO7rdgpwf1UdDJwPnNe3/Xzgs8OuVZLUDaM6gzoCGKuqNVX1CLASWNbXZxlwabt8BXBMkgAkeTWwBrh1RPVKkqbZqAJqH2Btz/q6tm3CPlW1GdgIzE/yNOBdwNkjqFOS1BGjCqhM0FYD9jkbOL+qNm31AMmpSVYnWb1+/fonWKYkqSvmjug464D9etb3Be6ZpM+6JHOBPYANwIuB45L8V2BP4LEkD1XVBb07V9VFwEUAS5Ys6Q8/SdIOZlQBdRNwSJIDgbuB5cDr+/qsAk4CvgwcB1xXVQX89niHJGcBm/rDSZI084wkoKpqc5LTgGuBOcAlVXVrknOA1VW1CrgYWJFkjObMafkoapMkddOozqCoqquBq/vazuhZfgg4fhvPcdZQipMkdY4jSUiSOmmggEpyVPv5EUn2TnJpkkuSPHu45UmSZqtBz6A+DDzaLr8PeArNLeAXDaMoSZIG/Qxqn6r6bnv79yuAA4BH+MVbxSVJmhKDBtQDSZ4FHAbcVlWbksyjOZOSJGnKDRpQH6L5LtM84G1t228C3xpGUZIkDRRQVXVeks8Aj1bVHW3z3TQjkEuSNOUGvYvvf1fVt3vCiar6NnDO0CqTJM1qg97Fd9Qk7S+ZojokSXqcrV7ia4ciApjXszzuIOCuoVQlSZr1tvUZ1PgI5Dvx+NHIi2buprOGUJMkSVsPqKo6GSDJP1XVR0dTkiRJg9/F91GAJLsDz6RncsGqWjOc0iRJs9lAAZXkecBlwK/SXN4LW2bEnTOc0iRJs9mgd/H9D+ALwDOAB4C9gL+hmWBQkqQpN+hIEr8KvKyqfpYkVbUxyZ8C3wD+5/DKkyTNVoOeQT3ElnH37kuyf7vv/KFUJUma9QYNqBuA32uXrwA+C1wPXDeMoiRJGvQuvt/rWX0PzaW93YFPDKMoSZIG/QwKgCQ7Ac+qKj93kiQN1aCDxe6V5DKaz6LG2rZjk5w7zOIkSbPX9txmvpEtM+kCfBl43TCKkiRp0Et8xwAL29vMC6Cq1if5peGVJkmazQY9g9pIM8TRz7W3mn9vyiuSJInBA+pjwJVJjgJ2SvJvgUuBjwytMknSrDboJb7zaG6QuJDmC7uX0Ax19IEh1SVJmuUG/R5UAe9vH5IkDd3A34NKcjRwArAQuAdYWVWfH1ZhkqTZbdDvQb0dWAlsAP4B+CFwWZI/GWJtkqRZbNAzqD8Bjq6qb4w3JFkBfA543zAKkyTNboPexQftCBI91rBl0kJJkqbUpAGVZKfxB3AWcHGSQ5LsmuQ5wEXAmYMeKMnSJLcnGUty+gTbd05yebv9xiSL2vYjktzSPr6e5DXb+RolSTugrV3i28yWM6S0/57Q1/Z6mu9IbVWSOTS3qL8MWAfclGRVVd3W0+0U4P6qOjjJcppb219HM3L6kqranGRv4OtJrqqqzQO9QknSDmlrAXXgFB7nCGCsqtYAJFkJLAN6A2oZzZkaNHNOXdDO3vuTnj674GVFSZoVJg2oqrprCo+zD7C2Z30d8OLJ+rRnSxtpZuy9L8mLab4cfADwxonOnpKcCpwKsP/++09h6ZKk6bA9N0k8GZmgrf9MaNI+VXVjVT0feBHw7iS7/ELHqouqaklVLVmwYMGTLliSNL1GFVDrgP161vel+bLvhH2SzAX2oPne1c9V1TeBB4HDhlapJKkTRhVQNwGHJDkwyTxgObCqr88q4KR2+Tjguqqqdp+5AEkOAA4F7hxN2ZKk6TLoSBIfnKR9oLH52s+MTgOuBb4JfKqqbk1yTpJj224XA/OTjAFvB8ZvRf8tmjv3bgE+A/xRVd03yHElSTuuQUeSeBPw1gna3wi8bZAnqKqrgav72s7oWX4IOH6C/VYAKwasU5I0Q2w1oJL8x/F+PcvjDgI8k5EkDcW2zqDe2P47r2cZmrvrfsCWz4wkSZpSWw2oqjoKIMm5VfXnoylJkqTB7+L7QJLdoBm2KMnJSU5sx+mTJGnKDRowfw8c0i7/F+AdNHfaOdWGJGkoBr2L7znALe3y7wO/AWwCbgX+8xDqkiTNcoMG1KPAvHaajY1V9d328t5uwytNkjSbDRpQnwU+RTN468q2bTFw9zCKkiRp0ID6A5pbyn/Gli/NPpMt02NIkjSlBgqoqnqYZgbd3rYvDqMgSZJgwIBKsoJJJgqsqhOntCJJkhj8Et9Y3/qzaUYc/+TUliNJUmPQS3xn97cluRg4c8orkiSJJzcf1C3AkVNViCRJvQb9DOrovqan0kw6eNuUVyRJEoN/BnVx3/qDNGdQJ0xtOZIkNQb9DOrAYRciSVKvQc+gSLIn8O+BhcA9wNVVdf+wCpMkzW4D3STRfgZ1J8207y8C/hPwnSTHDK80SdJsNugZ1AXAqVX1qfGGJMcDFwLPHUZhkqTZbdDbzBcCV/a1fYbmC7uSJE25QQPqE8Bb+tre3LZLkjTlJr3El+QGtoy/txPw5iTvpJliYx/gWcBXhl6hJGlW2tpnUB/rW//oMAuRJKnXpAFVVZeOshBJknoNPBZfkpOTXJfk9vbfk4dZmCRpdht0LL4/A04E3gfcBRwAvDPJwqr6yyHWJ0mapbZnyveXVNVd4w1JrgX+ETCgJElTbtBLfE8D1ve1/RDYdWrLkSSpMWhAXQN8MsmhSXZN8lzgUuDa4ZUmSZrNBg2o04AfA18HNtFMtfEgzZh8kiRNuYECqqoeqKoTaSYq3Bt4alWdWFU/GvRASZa2dwCOJTl9gu07J7m83X5jkkVt+8uSfC3Jv7T/9k+eKEmagbZryveqeqyq7q2qx5K8IMmnB9kvyRyagWVfCSwGTkiyuK/bKcD9VXUwcD5wXtt+H/CqqvoV4CRgxfbULEnaMW01oJI8NclfJLkqyX9P8vQkByX5DPBPwL0DHucIYKyq1lTVI8BKYFlfn2U0n2sBXAEckyRVdXNV3dO23wrskmTnAY8rSdpBbesM6kLgVcBtwEtpRjS/niYoFlVV/wCyk9kHWNuzvq5tm7BPVW0GNgLz+/q8Fri5qh7uP0CSU5OsTrJ6/fr+Gw4lSTuabX0P6hXA4VV1b5IPAd8FjqyqG7bzOJmgrbanT5Ln01z2e/lEB6iqi4CLAJYsWdL/3JKkHcy2zqB2q6p7AapqHbDpCYQTNGdM+/Ws70szbfyEfZLMBfYANrTr+9LMP3ViVd3xBI4vSdrBbOsMam6So+g5u+lfr6rrBjjOTcAhSQ6kma5jOfD6vj6raG6C+DJwHHBdVVWSPYF/AN5dVV8a4FiSpBlgWwF1L3BJz/oP+9YLOGhbB6mqzUlOo/li7xzgkqq6Nck5wOqqWgVcDKxIMkZz5rS83f004GDgvUne27a9fPzMTpI0M201oKpq0VQdqKquBq7uazujZ/kh4PgJ9jsXOHeq6pAk7Ri263tQkiSNigElSeokA0qS1EkGlCSpkwwoSVInGVCSpE4yoCRJnWRASZI6yYCSJHWSASVJ6iQDSpLUSQaUJKmTDChJUicZUJKkTjKgJEmdZEBJkjrJgJIkdZIBJUnqJANKktRJBpQkqZMMKElSJxlQkqROMqAkSZ1kQEmSOsmAkiR1kgElSeokA0qS1EkGlCSpkwwoSVInGVCSpE4aWUAlWZrk9iRjSU6fYPvOSS5vt9+YZFHbPj/JF5JsSnLBqOqVJE2vkQRUkjnAhcArgcXACUkW93U7Bbi/qg4GzgfOa9sfAt4LvGMUtUqSumFUZ1BHAGNVtaaqHgFWAsv6+iwDLm2XrwCOSZKqerCq/h9NUEmSZolRBdQ+wNqe9XVt24R9qmozsBGYP+gBkpyaZHWS1evXr3+S5UqSptuoAioTtNUT6DOpqrqoqpZU1ZIFCxZsV3GSpO4ZVUCtA/brWd8XuGeyPknmAnsAG0ZSnSSpc0YVUDcBhyQ5MMk8YDmwqq/PKuCkdvk44LqqGvgMSpI0s8wdxUGqanOS04BrgTnAJVV1a5JzgNVVtQq4GFiRZIzmzGn5+P5J7gSeDsxL8mrg5VV12yhqlyRNj5EEFEBVXQ1c3dd2Rs/yQ8Dxk+y7aKjFSZI6x5EkJEmdZEBJkjrJgJIkdZIBJUnqJANKktRJBpQkqZMMKElSJxlQkqROMqAkSZ1kQEmSOmlkQx1Jkobj7LPPnrZjn3nmmUN7bs+gJEmdZEBJkjrJgJIkdZIBJUnqJANKktRJBpQkqZMMKElSJxlQkqROMqAkSZ1kQEmSOsmAkiR1kgElSeokA0qS1EkGlCSpkwwoSVInGVCSpE4yoCRJnWRASZI6yYCSJHWSASVJ6qSRBVSSpUluTzKW5PQJtu+c5PJ2+41JFvVse3fbfnuSV4yqZknS9BlJQCWZA1wIvBJYDJyQZHFft1OA+6vqYOB84Lx238XAcuD5wFLgw+3zSZJmsFGdQR0BjFXVmqp6BFgJLOvrswy4tF2+AjgmSdr2lVX1cFV9Bxhrn0+SNIPNHdFx9gHW9qyvA148WZ+q2pxkIzC/bf9K37779B8gyanAqe3qpiS3T03pT9gzgfumuQbNLk/qPXfWWWdNXSXakXThfXNNVS3tbxxVQGWCthqwzyD7UlUXARdtf2nDkWR1VS2Z7jo0e/ie0xPR5ffNqC7xrQP261nfF7hnsj5J5gJ7ABsG3FeSNMOMKqBuAg5JcmCSeTQ3Pazq67MKOKldPg64rqqqbV/e3uV3IHAI8NUR1S1JmiYjucTXfqZ0GnAtMAe4pKpuTXIOsLqqVgEXAyuSjNGcOS1v9701yaeA24DNwFuq6tFR1P0kdeZyo2YN33N6Ijr7vklzkiJJUrc4koQkqZMMKElSJxlQ28khmzQdBnjfvSnJ+iS3tI8/6Nl2UpJ/bR8n9e+rmWuA980BST6f5J+TfDHJvj3bHu15P/Xf1DYaVeVjwAfNDR53AAcB84CvA4v7+vwR8JF2eTlwebu8uO2/M3Bg+zxzpvs1+ej+Y8D33ZuACybY9xnAmvbfvdrlvab7NfnozPvm08BJ7fLRwIqebZum+zV4BrV9HLJJ02GQ991kXgF8rqo2VNX9wOdoxrTUzDfI+2Yx8Pl2+QsTbJ9WBtT2mWjIpv5hlx43ZBPQO2TTtvaVJjLoe+e17aWaK5KMf7nd993sNcjv/uvAa9vl1wC7J5nfru+SZHWSryR59XBLnZgBtX2GPmSTNIFB3jtXAYuq6gXA/2XLWbzvu9lrkN/9O4Ajk9wMHAncTfN9U4D9qxkC6fXA+5P88tAqnYQBtX0csknTYZvvnar6YVU93K5+FPi1QffVjDXI++aeqvrdqnoh8Gdt28bxbe2/a4AvAi8cQc2PY0BtH4ds0nTY5vsuyd49q8cC32yXrwVenmSvJHsBL2/bNPMN8r55ZpLxHHg3cEnbvleSncf7AL9JM5rPSI1qNPMZoWbnkE2aZgO+796a5Fia99YGmrv6qKoNSf6C5o8VwDlVtWHkL0IjN+D75iXAXyUp4B+Bt7S7Pw/4mySP0ZzI/HVVjTygHOpIktRJXuKTJHWSASVJ6iQDSpLUSQaUJKmTDChJUicZUJKkTjKgJEmdZEBpRkpyZ5KXTncds02SW5O8ZCvb/b1oYAaUOqv9Y/bTJJuSfD/Jx5Ps1oGatvsP7FT8Yd4R/rhX1fOr6ouwY9SrbjOg1HWvqqrdgMNpBqt89zTXMxTtwMKSehhQ2iFU1fdpxhQ7fLwtyfPaaap/1F5aOrZvtxcluS3J/Un+NskuPftWkoN71j+e5Nx2+V1J7k7y43a67GPa9hXA/sBV7VndO/vrnGjfyfZrzzDeleSfgQeTzE1yepI72v1vS/KarR07ycIkV7bTvX8nyVv76vk3SW5un+/TSS5Pcm6SP01yZV/fDyV5/wSv6eQkV/Wsj7XjSo6vr01yeM9reuk2flaHp5m3amNbzy5MIMnu7c/yyL72/drf3/yJ9tMMMt1T+vrwMdkDuBN4abu8L/AvwAfa9afQzEr8HprprI8Gfgwc2rPvN2imG3gG8CXg3J7nLuDgnvWPA+cCh9JM8rawbV8E/PJENU1Q76T7TrRf23ZLW+OubdvxwEKa/zy+DngQ2Hui52j7fA04o/0ZHEQzpfsr2u3zgLuAP25/Xr8LPNK+zr3b596z7TsXuBf4tQle10HAj9rj7d0+59092+4HdprgdzbZa/5q+xqfQTPq+h9O8vM8C7h2km2bgJdM93vUx3AfnkGp6/4uyY9p/vDfC5zZtv86sBvNKMuPVNV1wN8DJ/Tse0FVra1m9O6/7Ns2mUeBnYHFSZ5SVXdW1R0D1vpE9v1gW+NPAarq09XM0fNYVV0O/CvN1N0TeRGwoKrOaX8Ga2jmglrebv91muD5YFX9rKr+F+0UL1X1PZrRq49v+y4F7quqr/UfpH3eH9OcvR5JcyZ7d5Lntus3VNVj2/rh9L3me9rfy1X0nBWPSzIHeDPwsXZ9QZKDerpsBnbdjmNqB2RAqeteXVW700wL8FzgmW37QmBt3x/Gu3j8lNZr+7Yt3NbBqmoMeBvN/97vTbIyyTb3exL79tZIkhOT3NJetvwRcBhbXnO/A4CF433b/u8BntVuX0hzptM7ZUHv8S4F3tAuvwFYsZU6r6f5HfxOu/xFmnA6sl3fHt/vWf4JzX80+h0G/BJb5q56O3AqQJJdgd1p/sOiGcyA0g6hqq6nuQz339qme4D9smWyNWg+87i7Z32/vm29s4n+BHhqz/qze451WVX9Fk0AFHBebynbqHOyfSfb7+ftSQ6gOQM6DZhfVXvSXKZMf9/WWuA7VbVnz2P3qvp37fbvAfsk6Z36u/dn8nfAC5IcBvwH4JNbeWnjAfXb7fL1bDugnsxcPvsA91fVA+36UrYE0pE0lxVvfhLPrx2AAaUdyfuBl7UfyN9I8xnKO5M8pf3uzauAlT3935Jk3yTPoDmzuLxn2y3A65PMSbKU5o8eSQ5NcnSa2UQfAn5Kc+lu3A9oPnf5BdvYd9L9ejyN5o/6+vb5TqY5k5js2F8FHmhvtNi1fS2HJXlRu/3L7fFPa2/AWEbP5cKqegi4ArgM+GpVfXcrtV0PHEXzWdk64Aaa0JjP5EExyGuezAbg6Wlmgz2B5vO0xUn2pDlDff92XlbUDsiA0g6jqtYDnwDeW1WP0Ext/krgPuDDwIlV9a2eXS4D/g/NjQNraG4OGPfHNIH2I+D3ac4moPkM6a/b5/w+zWWm9/Ts91fAn7eX1N7RV+LW9t3afuOv7zbgfTTB8gPgV2hu7pjw2NXMyPwqms9wvtMe92PAHu3zPUJzY8Qp7et8A83ndA/3POel7XG2dnmPqvo2zY0JN7TrD9D8TL9Uk88Mvc3XvBU30fxn45a2/mOB36D5TO5GHn9WqxnKGXWlWSTJjcBHqupv2/X9gW8Bz+65nCZ1gmdQ0gyW5Mgkz24v8Z0EvAC4pt22E83NBysNJ3WR316XZrZDgU/R3Cl3B3BcVX0vydNoLiPeRfNZktQ5XuKTJHWSl/gkSZ1kQEmSOsmAkiR1kgElSeokA0qS1EkGlCSpkwwoSVIn/X94i+naZa44KQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "key = [0.5, 0.95]\n", "width = 0.1\n", diff --git a/python/figures_application.py b/python/figures_application.py index 6324e73..736e6ad 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -309,6 +309,14 @@ def _create_repl_prob_plot(file, keys): # Demonstration ################################################################################ + +def get_demonstration_df(): + states = get_file("../pre_processed_data/demonstration.pkl") + periods = np.arange(0, len(states[0])) + return pd.DataFrame({'months': periods, "opt_mileage": states[0] * BIN_SIZE, + "rob_mileage": states[1] * BIN_SIZE}) + + def get_demonstration(max_period): states = get_file("../pre_processed_data/demonstration.pkl") periods = np.arange(0, len(states[0])) From fa4b7df65d940a8253e1a7ee7908615d1b2db2c9 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Wed, 25 Sep 2019 16:10:55 +0200 Subject: [PATCH 11/41] Last plot. --- notebooks/03_application.ipynb | 18 +++++++++--------- pre_processed_data/validation_results.zip | Bin 545891 -> 2732266 bytes pre_processed_data/validation_results_old.zip | Bin 0 -> 545891 bytes 3 files changed, 9 insertions(+), 9 deletions(-) create mode 100644 pre_processed_data/validation_results_old.zip diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index f0a9616..574f1ec 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -67,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -79,7 +79,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1677,7 +1677,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1689,7 +1689,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1706,12 +1706,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1723,7 +1723,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1735,8 +1735,8 @@ } ], "source": [ - "key = [0.5, 0.95]\n", - "width = 0.1\n", + "keys = [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]\n", + "width = 0.03\n", "sample_size = 4292\n", "get_robust_performance(keys, width, sample_size)" ] diff --git a/pre_processed_data/validation_results.zip b/pre_processed_data/validation_results.zip index b93a4553e4beb122c58fe54f335736278c9903a4..cd8d2627a4bda94d181b1b6d59c7abc815c8bb31 100644 GIT binary patch literal 2732266 zcmcFsX;{tM7v^4+DYLFw#)#_7=OCFg7tuVJnnY5XG+o@}ibRG|$*iQLXjVvyMpB)k zB+Y41ny3HnLmqpdyZ%pK_J{M~d|c03?^^GA*ZQrkvgOYq69)|%Bt9riAW&X6>hn<- z^v@mrW}}~lfu+@Win*VO%Ivw*`6VjzBJ(DmJGSg zIjKw27rouOWbx)lrHi+3PusMlWbuK&Q!MXY-ZlBI#U$nid4|0FUCoJ1JC-dgLXs&q zDa_cGr6m8y`okkMySuvLdj1^j)nF*S=)e|>@__MLdk^}ycCC`K*OpRJkun;#c9!S-sM4uXAS1`h^d63F46Es%}l;v8+DxC&QV9Ebx0-wX9Yl84fhgJHp zixpxc@;{9boE#xw{l(Pq6=VpCx|V5=l75$?mNH{kO14@`kl1fFc&rmBUm3Sp;~&5V z-tRW>xJh>!ICFfF#e{luDJ5I)`08uXb5+*d^}x zZx$FJFJ$+&Y#)#p1Wd{nsQ9HXPUx;}`qSn6VVCKvU3{mEnzAHg`ZZOfpJEAv&RRU1 zWFa=G@#&<->cPL+aCn12nSb-`vwkqlBETT{-3tO1T_^0xzZ>Xn`6C~9g1h9%L{H`y z2n#-|1j@S-|5y%L!1>(*E|;za#i4CCG&34VG+#X)>;EPHZy=6VAtZRlkM!)fU^d|c z3<(^TfUXG*_4Uen4Q+%IB+8x+zdhgo1YknSYJqZ0-rB>E378WE^73>|*l3rWTrJm0 zc)|6-7aAKhwL|MOEg zfo9!E=E9&}5Y2BC1j>P`96!hgtS+!wY`Sh}t2y{{byX>8!>6Ld2`SDqp}H_-jX+sV zG5IKD1NV17FytxQ5cMH(cFeJ_*@PdGx92i~i-t}tJ1A2svAEPkrZnfz-(qRia)I*E zTCo5K4vgPz;K_67`eEaZ>d2rY*`yzuQ*GyHM?z^;3z?8DojiVECh#d&26K-po1PzK zRd{8PXb-#;5s?5TrK!sV$~9NKFF}!n5j{Sia#9kezLRfX*V9Bq(n33Hoo#7Dq57PQ z5Y5b`5cb zo6`H^pKJ>LfV{8~Rp^Z~IjxWhScT^BDC4>KSk5B}mhg5ybtDRF#bPVq8(+sZphl3S*1>)ON>n8kw z+`#|6G6)2;E5kXTt0}L$38IwTZMBs(YxAE#^SJ~O?mN%FHbW+`e>Z_g+XVTQamGcR zUS#vRZ)$t=tT%%J6Amj1ls`^idwM`7a9NbSAim<&As^c=f^oYi>E{Ty$PNNb5J$~t zU`vb|1O~h?2q>o{Tl>vj9iC^62npb??Ja&W1%n`(bOfbUUkjBNkOY8L1`eAt)w8uc z?1S~ouJloZhN+^Q`#hV;Ua2a+MXmWe}N zP(vvxVvt>WzYYIa0^m}{!kN$;MdnApkzCcpDpeuG_fLo=O+=F3h&`vJAUtDCk3qYG z-ncc!EVZ7L^jxD`?v0!u57p-hsJL~mF>r=Vz=|7(PnjhJe5tAY5LQYSw*%v9_AA2`a*zp_7X&QI9kjUR_r zW`q%+r+=&R`W z5M)*9XZ5Ve%hga$Qb(1c>h2gX$OJ4Wv1nH}joVM(-mY%VCNzNXAu}BJ^+IHI1Y$|C z+LwYL6EHwCX^VP$LaleCH8?rpo!hr{p;fmg+<=N(7it;ivu@mnOu)dv;!^J1#Glwb zer?c21d>?OtC=nN3m_8=`>^n_%dOvp|I3p2lvz?#H!C9Vaur#gpN%x zq$5OMSe3pps3$&~Lkwx7t!=bk49)k46k&P*k4H%^9lT{7# zrn(fF3l$IW#SlZ=xbS-297E4^()7xSl+na?k-^o}~l!@<^4FKm1 z+K8^kb~}FSw}Gs0*j^8ta%Q#FUtu4z_bnMpVj8a_j%5siy3blO<+Ibq##lI!08K>Rrt=k)d0{r*~T}ABLEcH=3cF zY7L$=AQM=$)nN_q7xE@9EhHG^9vx6N_l7ip?Wk$^c>87rWCB*A`2xy}Tl}54*7D{Q z(uA7CF1HVvkf_(!G@RU4H?RuLIfVqLep}g@aycN%`ai}2O5Sf;_`(NchptRbJB<`8PEoo3FVG=i&x*}#2)|Ili ziX7i^qjNi|gP>4KMcS&C#zgSwb-k>SbZVg;Hh?S;&boeP$*?0M5`%| zs2h+COxiNNZB*PpwKuCsIJiA)(Owz`hLXIJK$+Jx?K~7pSaG91Mpx;%llrs!73qf@ zzw*NF$53sELTE@#SU3rC1BM0;ZE-cK>wxDOUy=Q)rrw#_>6Kt8jX>j)h7-B+kPTSh zz@iO@l&=%t#+g@;a?G7;<@&k})1bb=0F6H-d*38Mp@j7fJnC7gWvy9tYaE%C*pfE{ zAH~K4OP|x$Bfcs=?AIbXSsbuw34={pkZHRUYVYRVP9i#Y&2j_(>?!{VA zBw=KaOM8Obu;0C5N4Lm!Qjp`m@W;-Bq5Ad_F>bBx?(-lUu%yIdQ|8=W&l*1@XR49I z!(F{mMGw4(K*ix5%1Xk93ZX znRCw;LNqqE;?Qp2&PabX+Nak`^ggad=Zv&=XhXfvR8-$K&xoE1nSg~7hjwBOZFwwi z_o<06AvruL$vQI^()P*_&G^1#(<#UVj4H7hlvk{xj1_OO1YgNW>J-|zJGDcTw@FA+ ziZv{?fWUysF?=3n6FkQI8IA8LCQWeDG}7ZKfLewaYC&!Mj8h;tU|_a!T zDy5T5Da1aHW5|X`_hjS-o|^Qd0l9(tCq7YEmj~~wJN1BAILs{?zVc}!L*;T%u*dQM zj|agX>SKOeMZbbr##6DdO^_QfmcbWLmc>GI#Sb3TA~%#=Cn+Vyy~u&kpn%-)^xWlN z+j=C+z|bIIQ8qyswr$VeAL%4f>XG$YV0LTv^`!=60@i@?X@B9fC%&z!mJ>_nB(38DM}Y%G^&Xi0ZvZfs}i(YFfVuBor`?!KN$`Hz>-;-Pdg-$g0ws_f8zy`Ix&sS@}qa?w?Ryuts>cv$Ac2maH&5^Ei~h74ygs4a-?pza3u{067Zgb@NCcQ4^ELvq0TTh( z49e>O^6^pTt~-B{g(1#zsNrXKa4n+@i80KL*NO)=!=*h+->8t(Y*H<<1$|vNg6mLf zi&k3yyK6{9kQQv36WX6x$qJ2e3?`Fug$`|v8dvbDm)Kr)HE;NM?{*2)HMFDh_O*>= z2KfO)G>i7vVnU0jT}B1h$nqwUS2cao-oDl1|Mo*15?F2D+@A^g0TWoM?d}+JA9rxu(aq{vZN2~fCXQ)bdAUE6} zKV>px1Lg)kgECcW>nh7TUu8hrU>ve+@|~hFP=yOa74DxW@23q24*~{dvLp<;o}1KG zM)nP^&s^s0NJD)oaJy$J%1aNFUE(1;U{r%gyN#AtJn$o!Ur!oQSsJc20#q|RkqL(- z%l7xj63JPy)XJtzG=$@fo*%jWoh)&We_puWwFBI=GC`sAwR??IzX@b@z)~xhM_JnA z&(2L~Nq$MD)_2$QmRINwgJveN2-2~utN2hPVUXs~J_B{eWbcQSGup@scRzYVeK#M< zO7l?n^TB>?9OMSPjb>5~rKqbv%MwkK$lgJsM?Sz{2RKjPfo#xPHzQ|2Ht=XKDrJ31 zv1@qwmbBru)h_jIE5H?*p9l_bBD;QlK}jMS3nkiL)*Elh`k?!P{A4WoqUAI#x8sl$ zkcD#6mODE@DFDk!Oxh--M2#y-f7C*NLFvp_ofCIrAexbn+8;4DqXa0Bu=a;1Pq}q4 z)-7;&cc1)9#$7WhwL&fkY#rVrFbIXOcJ|vq1`;L)(AHP?L~A_#(QuATt7f0igmJEe zEaM!S`ZWLhaxIirF`b)9`}@g;gYLe)?QLWinjJf(Y^gG&PWJ6{=gn6H=Z9EYWpXJG z-!$?M_xx1pCQXQY+&-h(2U_v5K%BeTW9KI*kgx(xdlkCjNS&j6y~uq7&*{_EJGwwD zFwnq6_@*hb-vp9lV1dM={gH_@JF{rHZYRm~!ZRxzF0()zMjeqX0 zzu1{SR81u#=|bULvwv+MFf2nfN&mLtui8es0jq6H+G`nmzUp*X#E9%2-mrVW=5{_* z8CIi6T3R-C!+;`*&!A0{+BWU2=xirPZ@yiAKQl~bLZi15l#_;Lj^jf%U^$7!qujiy zPMB2}LvGYFr-vFDp%Pn&g}v98r#lxVh(lnQhQRQq%o1FW z!D<7S_Vrkm&s?jVt91{EwG6|!8XsK&_zmSoH2BG_wcZ3JR&4OY^5zt4Jdb)EOp+LgGz@ol6d9~}iRa+hDg&M1C z>Eg%18-df&4({B$BWxfW@Eu$}NRFy5iyL-SB5DXm9|wQ5;RalZ{D z7%&@XcW+ToJ~%yJpG=w{Sr*|mK^Nq!t5NGCePXQ%ga)iOFloQmkkURO=P%6$V!I^S zpjlVbv;fip`p!WgbDnPlZ8cz`n1J?*kH#})tC;f@O~eO?haFgY6HfuxCa)r8@|@qY z3;j+Y;|OEiwCi(mx>t*rb~n*8xJOawKeB=dZ zDXVXUkReg1UUI>v2rO+IQAXPMUJN{Qh@qLsqAadzn1;V99-K_ZQTDy=%xUi+A!8mw zbMnbCt06aFXlBs9$JJ2z)v_z9mvDo7>td#7t{!+9eG6(oCCsApAsa9-aM+aFPmSE; z4jsEiRvKPQJT5Am0$%)>jQSoeaeH1rph-AjtsC`=A0Arf3ykmQla*m=cKx-WPf#cg zL4D8unaqoj8!)oUV^XfqDr!E3vB%0t6B=hlFKPV_BH9#H1_{r5gZkY-=2eU*@hR&` z{D6e`$0@C3UQJ~>s`_?84YV&}7<+a6he2MzauSpFUWtmpGQ+U^Iyo(w{NVD+Fa_|E zQW9!=W(ZpC`@KMd0gEIK?Y76uQ{BArmpl!Xw-yvg*J_o8kQ=Z-qW=Dh zZFs3mN$dr(gZ9cP6lk=AWOWm|26ZUq5;!}=wo2HvFDXf{NC>v`7J1bwTw=R!L+&_; za9g6hntjI*{BRG;s~p;&;s*G?Ul=sAkr?5Mozl+w_nZo}&#(nCC7pId6l?!|tr25N zOxo(Id`rQB_O2u{uXbFKE0Ih9^Xfg+LOaJM%zzM$wa_d9az}lUql~Ahz?aq@r7)_ z5Y451q+U9^i=~@fO|U(Qq~%6x4i@0_a4yQMO80!y2h_arY0InT@m4_@4I&HO!Oj|b zWl-}Li<-9+&u{#?$VHYnjIT0yl)p>o>rcr(W|~Mwl2Uy^{?&RA&|-*l|2fEl0RbAb zfkpfJDt|(hhOnfAw1Kr{6TNtE0_ zI`$s!7z0(e1*m%qalf;u-vly}FcYYMt7Plt!2Vz-q9-NP4Sne53wCd{=>F>Y?m?iG zft5GfSH<{=&(bY7Wi=66ObJJ^%xNgZ^>!dESjo;a7!VdXw0BoiRO3V6L^csw)%~L| z^~s8CND)a)BzNg9g@$s}{vmh+!A~D8wnTZGF z1+4Mm(H?$gr5j|G=C>2Nq^tH>vx>A-h+_1en~a#X`!i$$1_dtdWxbRzajoVn^~5@Z zgjmsfo7#0yATdyFD~a(4giOE~2A?)d^17rwr>41)z=A|zd0bIFgP=5fAePhy{V7(VP5E>RDFTDHL-WG}^+zYgI$vq5zVZ)p{ zqPV$h-+!$4Ss9c7&Y|kIY%UAbhq21Qr~Q#qrDMZ9VQm-bhAD27hnYozN6|hbHEGjL zpKvIYFg1xoyJzrP{>5?p+D@`(IBvb@kaht?GVYItnI>K^rK z-1tD4zAzCG3-wVhF4AE@bUj(#8%zgSSTjbFO{b`wuv{B&N=L%Hd z{0@bHN3F2}$CsxpOsYJy&%J6$e$k!0{>iiWoD8UI;2<=(b^rCY-wkB%hM|G>rzILI z3^u21h^`>Yn}vG%+kGCO2Ego_;O6*)&&XgziB0?RO+(C_+_aY+gi5c}=6)mn|=xf1->F)iqzqIL)dctfkZYw7#8Ty ztagT)2QCr$sA0>z=@Gh~;D?igQ475~+T<-nxv>_SL3<@5r7J#u*#+_~9QU4ghY*eI_wWS`<{OvN`31q?N%zp>A7{jLhx!W1}NU!UYMNUnY*(pnY`4`ma?NKBN zCZC=RfdPvoE|>QH@cj9*yJwO+VoKXjcX=kfhwv%cA9!U&uSq>fY=FtkQc5Z zvMTXFuL|-4MppT>A8e2=a!%G<)j)tjLUF&GdjdFt{s)PAhaFpWAQQ0GjlrY5ZfL7> zH6b~&gls=0TK{0ZnF{SPgdr`)dP21}WCG>|2JP2N+Me7xx4x;B?A*eI&!!*lg+zc` zD62M3Kh)lD0!g>A+D7{lbX3i;y`3X3l2Fi)ndOxd2wlq5LDktgp&_E*0us%b1svK= z5Z0-*hW$(SZ4yh3>RwEVgA&pwRGlO4OgRRXHmo}H1e8bU#&ORpuh(~xY+Fa)N~Z4m zNJt&7L0GUGS)2{I0mA}|`Xc=z;kfAUB_tMBi(NSKXc*Kncq2D-tGP@ckQ=xR%H4C6 zbz@~t;yrT9?e)U-TJ^!8AQp)Pv9J&DOFmdu70{j=j%C;`Kbp}@0$S_vKaXwUMfAQ8 zaCx`Q{h(07SQ4A|w{B61opFuMm87V*resCtf(1~0UbIo5Y*w-lyxN0N3<2%O8dCDD z7n!uYBi(RcDbD_u^>k?J_7I7BGw1G5hunZMJq~R_EX&vO#esiCzAIT&yHYZ)V&1Rp-NP4_ISRtlZ8qy{IK^^p$d$l~s222BB(>@;S z<<#7eXqHZfQb*?DF&)9+L2edWf&M<|eLWOP*wBhW`*U>jC8ZIU$Ji4W4!`woQ2+8` zBgFOklF}np!7|7VL{g$mSI0UZH5v0DpR8}m@AALMhJnK5Yt;CxJ=w4dvH{CVEH>o{ zF5fG*+N7(I45fqj!?mu>6oXE>$)FbcWK`H`D3ma|$D{tX^0n*NW1B=ClO29uHz@iG zl$AKBIG7*L0k;h?Hwb9I7+CyvNlU92IsQ!EROec&9s$+2a0F=g!p#>UFJORX)7}LT zAFrR)^;+be@rd*4!4gT(2R>&|d8^%cr~*2biIq1t?GoLvbkjD)mJ(t;$vyN;=@hr< z8#AO!56YBEEG{*XDb4xwH+gjrS`&Mx;Oq*#D}%N|%rDM}HL1!ZlhTbVej9z>_I>K`-!iv2np(}bKCT4$0qfwX zzg}V+aKrTYBT~$e_@U#i)~W>+I18i%^vhxU_rFEY-91%Ujw>6WqqVY-P8j4LAVOOHpcN?RyC3B`mcv zXg`F*uQ3{H(a}nB)~ORRzMnVfI}-ihC$0PL5I-2EkU1bv@M%k|{J;;@Uz$a3D5;BG zeP?c|0KRcuh!DXDidBISfl&?W_tB%m)juj2ik!abI{$7$DGw@geaGo$8?eB0TzFoh zt?y}!cgo1TBk~ETfxcRy+Ym^Vxr9O~yIkQWr5I+s!!KuWQX&!s;gFkoqwO}m53V$1CCzDm9)D<+eDz5bFn z1O@@pGkRA>8bg7E(Qb}B<%5}RK@N7g8=hAXi&i?lcO7o*8wJfAf>9u)-7M{ZY`_AE zN&DHuC^<`J>FO3zlgYmJ&@?Rs{Pge`vY~d768P8wW&?xvr-uzenoTcWi)`Uar!Qg@ zErLR+63raqetuXBZ7E@BV9C-qHaSuFca-qn^O$PJfK-(zi?3O?$K(Igh_BTBZFKW{E66B+!JG>h5Q^@5L= zY(|40yAugc5E`(-4~w=iX8UB%$wzj@WOeh2sj-P125p!0JrrQ#J+TQg0e1uKq*NKS z^7zg$k>`kx6xO?Bv_d9Wp`0YcxpEFN0qflav_EYKO&_nP)+ln6`>92_!kk&q*BLr! z)9Rk&*k7fA>)2Z4+SAtkLjIc1h@$dwQVqjQcQ~yRL zr^2eJTSSV9+umz7A3BrajrL>8#3zGafMQ9N`YLyW_~Jr~{UZ0ou6tfEnph8d;Ua22 z`8q)_`msO;5{3mP<^I_#Zui{61tLp_SN4SXxt)ZTi2I&ZF4#Rxsb80zIcU%z3j<55 zL&x+Dto7w(afU(nNQOMums_9ug+zkk67P0f*S>H0bPl_GUhT5tuuI(W-?*weY8dv1 zfB1Eufph}aFwj16$d^7|xL_Hn=t<+k2)O}kJO#90|CD~3?&kfZ znNX4>fDU zK7nk&sxyyEnPJ#o)%;N}{7g1I|J=A*8JYpw@C`xwYRRjY{gr`)1J*y&u5EiJEo%y> z>dht&_m~-dvxt;lv0No3M=fQ>u9R%GlpwL+O2c0$vAShu2Sa|q5-W8LK&7r^iCr9d zCqp9tn%H=C*bm_d58~e>1Nu1zxz3H_fwm)3zI(OaEF#YjNqn){BvtbYs&7-#QbtPd zs!qraScT^BDLbKry6N^?tw^ZrVWMe|zgXwtehbJz!lpe8+T!roaTSHS zwm*pC;C`d4;o9OzD3C&s6W085>k?!F<^&e)BNHAPKWYhk$~_0Cj8%?fwCsqkll4` z%hJmB6Kh%`*0|qXlQHV_sL4hW-Ab#UOTL1TP>GOW^?cukegpn561cRtp!bA_`c8Y& zL7H$apf>q(9<Juljk`P$*$JiAmcAVW-WSk4o*N4kLR*)#q}>U}&eO?-imW zeg~IBp@iAMrG1qyYQnrdn(-oSTe|mZ>qa9eDaoO>ZK2)UE076TaT9PUORHmjHLI4y zwCCe3gM00`kn4}ZOPSUP(0e`28U1P)SsJjs%BB4jv2BS%UH2P*@>A#(z1a8%em@Y- z|9h)v1A@c2Geg1i3|M^=&^|L+Iqu(!Re5&AGY#K1hw*CGkAVgahfvcn>R1DK=L2sV zXdi$oUX~KcHW8V7?p%}ba4ipNpWRVn9lLvR1C*4o#LB1rgpWt)^E#FAzL@#Ffp%YL za_G|$GjLW?ifXj`{IwDgqA@ryX)`6;57nQXtwi3lnvfW6FcJI`pc5hbp)hQFzX_zE zhsj~IOM|@iKAxMR$PKH81F;5T+o7J}E9x0CHy*gvZvmN;u(ZmfeM4D%Gv`ZNxybVX zAM$16uQ@>`c%e9YJZk#&eiKM1U~xoyPLj1u@~N4N$eW)pz1PPK=0YmQ0Tf0r|B?E& z0zf(ew}3-=)YITIJv2T@(`~1^JkH?>44Mbj2&ia;VDLGV2R$iGd{4<~KTGf_ zi4t2*zg)=(A{alBmUM3F=Fd=d#zyE2+WV>=D}yaAG>eR%r;RysJl`CA9$+1^;RLJa zJ!Au>hw*@+f~ zOmbu>p}ABp_T(HWl0py|UR_xi+;74EO{>%&b{kt%z>AIkN_0IE>O0QY36r4WmW0^0 znt49>01?KvscU)x3M-wf&b`eXGchc3lEsio7KZW%Liv_micv@Fo(_j>ID_))1k1lK z52$nF(cUK+J5g3awV{*v23jIyq1L8MTlgF3)2L_IE-Y+@VhQgVXkUO5es0t%w@M@t zZTZMywB%E$?Xg8AI(&jED6V29noYZd-ecdo>s^`1`C+rvrLw(4p)YR@kv{yAzjh~- zSF!TOqP?e=;%1`3Z5NV~nAGG?3)JJml~q5Kl>})|UqO+Ckv;0~ySGhW`tYJ1sjf=o zZm*BMr4R8{W%RM3R`e!te2bN6HtnPCp=zU#I0~wW23q1M=dCapyxn^WRX6XIu?mnE zu*6DziGHJ<*SotVo#cl-r)JIZQRs%eFaoVh3Sy4SLndJTGxZ%e{;h|5jJ~#zCX^p4 zJ9T(4R2l+Md3%4=@d0E4<^?uwp5!I8$!gvDmCUL(r;b#3Uxu>kEd*z4*KILSO2XmH zp?twApm(O9O>agxv8K0p%w>ZfC-9tj9;yuP3x387Z1zd}U}?&Jn`=yoUYQs7~y8n{#>%S;9%#SMdd_Ba=((4t%e5B&>b-&)HFPwIIVR+ zHt=cNAm6p@YgBp~IV&+V4e9#6Obqga9a1uCn}W|nfX2{3eRsGxwBpb+em8L%BiU@I zq0bv5C?^d;9OIyr&IZU07{_3+DEDqD`2zjbO(K%mNy!f8d8Iw_O+e_)rQ9?l*|)k)B0J) z{}q%tl-E|XK1h@-k8dYSbPac0__dVR7JEfoX>Ba- zhre%sdirOW6ErR9LSB%cC^Q|A7x)ayF9c}tY9F>1jV8S?WZ7SC^$HSDBry;g9{=$8 z^>PfEk#ICnW_m)~O&J;oUy`j`a9Y!W%U7YZPiy-m?y&d*C?#Q7pngt#W5fh2ukk-g zzU>!2=3Q<%WP$-I&y_OA7*HT#<(WtOEvry9#*MTnk=>+ry-TKfM?k)viOREO!$=M zNp|BQvKoRUZsWvxGoVnyByKKkM0;J1>fMxfiVUR!wbv{8-4h`jo}d!_&2LH&l$Eeh z;?kDs`C%N^p)1X#3Sg5st03GKVi|o0GS?@a2G1H|S&2jYw#1oy+np;)63G&+lk-X| z%^6YwIuRN|ZkjeiUck`6VNl+^<+nar+GbHon(!gX#qD)9)HP%vIjLz+rELEMm;Bxk z3na=}wQYa%{oaby2So3g8(^TjrTjSBW&Q8-&xWWptSHq?h474*2HMYZM?JO37<%dx znUki!Z*gn09|Pez4@Hu>@5h0?(!i!oxut(x`5t55L+mrS$FINkmz6%WZuk&Q8j|Yf zH$iT|X3$*P_w+Qpyz;_K3bTo6iDW{XuXR57I(imDL+*I3K@gxZah3W@O5z>mro9m& zPvFWWuUD`JKOoLVoO?sfRo{L$kc|&k-KZC6zN&dfr^qh-v8s2|pLK&B^c4i?e@-=c z_nSa=&={bZ)K}?!;uN3BG?H>sY>?je>ytpf`Us)H`Q0dGD3UNVaAg98fE8#a?OW&?Q|IgPJjsJM?!9i;rd~;bI7TU&9aiwB zPlrsv8c;Tya)CCE^0(;P^O2-Ut)5F=;*}s1no<9G>xRb($OOFqqiRY50PPg_*$OKE&Gk7LV9S@m+ zWmOLCo*_&B-b-02@>r~EZOF%%1)9*x9J{N)zF-Y2X#J>CWsmJ zR{c4=8_GyFsJ5xI7g|ClU~uMhDZd&co!0i((!=Bmv}^vRx9gK)AQSE&E#}N0!z&;Y zFor?>e6{eI!BjV2kym_s6q77RCPFR4N#up|We;_r@{D_d_H)o@9{%iTFfSmxo(XH! z6ApL{h2-HOs4xVWTVI4kdaOM2Xy5CxRXcibU9ZRo0kf=hb+4UV7hNzS`qT)!f)RGj zzn$NDhU&tgOMk0CUcl-CgF*SihqztyV}m!JNEO3EPWFaEyA1T&b~1Iwf@~$$RZ;iZ3or+mo{AXn8=i@WX`X;Fl#@Xa>z~ zeKD}dCONdXllIhJyO67juj(ave{f8RsDj@+R0=+Y_(4VVo~ z7Uh9SLs*fuRtWj&q0+(+wC-B*nWdMyg`Ob#f&&Uex9(epgT-S(Wzgt!;(e&qE_JNsb{kdTCBk7$hi(qxwAWG}{a^0jtl{ zd+4zx&pUO_ml5KsgzM~PyQ)Kw34th%whV1h?axT$3>q_m@=8fV)uX4<-^jN<@9W+JLOoePnL>z0tfO2Y$ z>alvVBSqx9jG0SDj8?G+<<%Jo4`FNc1yE+iY~b@Kf8bN>A5&v!A@U{klufi3@AUq*T2y=W|av_?Yz*RHW;!E&3a>0WZ=V+S9|WG0#_& zz9o6am$s$xLPzi*S}lS@5!Vcy9%69d&?XvQs)3(Aq&5>D$S57G%9e9}4fUVnP+l$U ziBf|QjfE1QOL@6RI__|~)J4(+*Tw_?ChBg3I)|aCMCVKt3xy&H^8%OlSvs#P*0qyT z6G^)FXk>zTwCK8obqTf)NvZ|!4^Kfh z2=`fn$LTQ}s1w$@l`NP*|%08Xv)(Bv)p z5hEOO17-u8Nf{1&W2fW=dqj>vy;O^ysX7@#bT~3W;AwY$KyF|$DT_*Nj`h`Qw?2_) z8n=GaZB}Sn2GxeqsP_r>asfjL>wS1E%89jDd4;2sqsYdd{oMy6dX|Et^jt)hHYD2| zhe8RseFN$JM~8k3lG} zKGsPOfdUE7NwoK%g~v9XPkupu)*$it^F5QK8xZFnfv|AXHK_~=B%*DgEbT?<^yGc7 zx<^)Mr)@h-bu7S>F^Op6kaRs|KI8@r3<3t_(qQ}0+v!DGFUeOATqx*uqK*8`}0p*n`H(Sg|1`+YJ1(!*P>ehk&N|-C=HHxz29#Gxeb8jRoWl< z*j{AU6#hsgc~T0uiz8hy2I?AqpaOj_?qOHI3I9KmXult8s~vqHsi%{4!@S2WxjP-e z!#Cmx(Pu+0$w4+?wShrfkBM4Q^Hwz^khI}-z?G{8Az%kuhip(Xwj9`}N<7*`Nu1H@ z6W3Bj3IT48TQsx%A+9Hlmbv$ZDuLq$tTwP{KXqVie?Q}vWf!@YQ8m8Pu2~7H4NDN9 zzim2|3q=w}^#rtsZ|0rR#VNTWT85eLPHUzt*nmDjIzUVHYETu!Y~axT&L^eQc}?UM zkyDfRqW@T|>IJ#M6h%_pyN;~`Vi{c8p9KhOJr)LWM2;ve^=_FzrwJlTDo9ak-ch9s znSk|fJlfi1mT`STqPNKD*yi|VG3!=H1}H$3d&xuTkq{U#6IistU>jDoZ*PY;*?tz) zZ_4-W0*}T>A{pSskZXG&8!#DwPkTQ`C9vz!v4vG6AZOy9N zpsa*Jnnzpb7J9Zch^_rewxCAy?GtTwK`rP@)Pgdze%khXfy_!+VrA1FMXMBMw;o<2 zvH`ltQj6Q`15SOEP$V5Q33vy&0keTe`wbbd5O(0wdE`ej5(@V^@|Ji*NhulC=)GPk z;NvA&Qex76$w$RIxA=W%2bovLq~_jy;|Q5hi8!~|LQW0j1&nj^XfIFh={olFxyvUK z3^S&l_~dR6fuXNNdr!L$?tfxvuP`Pp;ymO^3iH1$ewFf z{Gz2N(jhSP9gg|?)yfA@TE%u6IJ6}t^TLSMR<$3bz$%;W+|=kX4^s99qxNmmv&sKJ zZoqmUHf=y_d~m!_yRL!+w82+q(F1j;eTznsbm6e07GwezNi5n!A8CiyyET64O$1L` zRLG2V{0=qI`KSXuHArJFWCHF5+HHfmkX`%foREy9+lRenc;%26`fe$=E7hk%CSWOv zNn0aU+0>K84-(l?`pY}@fw~oBLKvzHOIIgKKzPO~16Q8%Vo6ku_0!y=NhB7QOf!o6 z6ag-ONXOVV#|L~l6KfebOv>9m8}&4wR%hjq4fF@6 zU5`}lMnGg$0a1*vF%Bw_8?aE~@+fZuXvEzw(T?sS(Xhki_WiH-AvZ)IJWHQXR~`@= zn6xK8^08O#mHn!cPONE(SmSz2%_HxXB;G06-!3~BIuh7-utZUC@f(zpupnTj?G}4rZs5{p8N#DB_VXSWkQMsyE6Jd%#t>iqf#BS6 z#?&8j0|sX$iYxd@vD!LHh-n zfbM3QhES1j0;V}8RLWFAJ63L}wl!W>`w5wV#Sx2kN(wa_ZlEwrJ1&yj&VcjVNvJYdYGvGn+<+BmHjDBMTBWSM z&ib-5amDwJ(+O9-r{LYvL&y!651H3NCSY!0(*}clbeXEh^J1c9kdS?#8*$tX+A2vw z#ZA%okJC^jVa1KZq)hcTZnAca?GPD3AF=TDa@GYS=>RHjher7wg4}==H!khx8nO-* zMI>gHl4-T(irnt*?~ofVp?S~BkDiYpH(+U%L;D3&+Xb;TiQfCk$)Q*G@S-10Y^Xlh zA;$gLx?wtG0|saoZE>}&MQV=zw<0nrE!q;FDHjDc(7MQmr>sftP$=O_2KB{HjqY_# z>b;~56*JGuEgJH##j{BkVv`!5PHLU;@RK;7fVV^+SAV{-Of$gM!DI< z%4@P=#(pCKOB9o`fO^Gl9pYEbFyB57}@aH=Sgwi>EGpEmjC>Vy=j-if?KA zWdlj|ut;K1&a2|=cHLu+P2q$WCd(~bo=^)OYLrE_q0#IV7XkxT8yK`NWk?@c{+v}V z5=qxw(sXhZA;P@@MUtPB|DyqYcgUixCaE-UH1Rbdb$ZvPK;`Vu(07M(5l#Abe=c~n z6w9h?>LNf)xP#Tbmt;ngSsDNSEC>7uR})P?Ba4LKp$u&L$&#l$YT#!+=_-{?AZO5K zGh)Ln*Mr*()(8wY?rDQ(h%qowUj?v@%67;nJMVDpCA zz@zO3m7c$<-lwz>k(7K=afeLrSxDAnp-4*k`9>FV0|o{j?FHht1@n*cjMK>qy|AJy zF#HR6k4u06{cLW|ulGwxl7ZR4rabO3FA6*I^|?0r@#K;+y^=e&GoV#;aWt}eeP+Tg z$PJjtEucMiv&~AsJJjE3tftM`fWlNbV22vt`u6GxQ;4Qi!nN zT<-YmLt;{y#IV4jomTm&4ec|VipaE@@t{=f-7K(aScE1%qf6F+JJ1*yIJBRfXzRRV z(yiA?+OTGs<^4$yp!sdzr;{N^#dh=u66pr4cjIs<=cKHt1^)gIx{1o*S{%D{aLrRl zjFChlz>cQNAe=Fd!DCZi)-(6=)2`n|es}2Ve$XXi`*KK&S&QJDt+9C!;rA_r8Ns1xUHTBU#1yEdVLzjD;Z!C>~+<@VkLHlhk z6~Xw*h!r)2#_fJ#!~M-H3kc6cP$UI00zjD_k0jbHv_~de)nRWBk&=>^Z}_tQlMWO~ zrx2c1d$kh!BkBK^XWCB%ghn~29c+w#Ks-hC)Jgm`GajsM=BPeTuM4v8H-Rh+Sbe5` zEz?7BV(5b!kw>j$j_oh1>joQW79x7e!(M-ZY`};fhqjPmT-0fmmwBdw@Wc2iv9tUx zfU2G~3MIE)Ih*?dO|JG}Opo%^%_Ax{GvSWNmfHdDMa^L&AvjM)45RVNsWJTqkb#6} zB-#%`we3z(X#HE{5!UlnTR!-MABx!^3BYytXbxlomXWAG|9NKgqAyco8i}MTVVLcy z$ZCb!=QW6`hEA%kgiOGwDv$P6fGp0ktIyZ|B>Faq=kX^!Q>~yt+KNorrLL_3p&2uQ zOPg(bS(m?UFFZuH&u#LC@<*x{%V$BE6)O%* z+Cqj$T0PaO@`cnaSSePQBUait=r(o4^qcCSgzmc zR5ulBp-qtuuf_#|!xG#E+K`r(@o4HuZzMi>4mM z(EfVWI#D$oyYR6#Uj z1)4*<`^>V6I(FNpg_JRjB4VG&X@L)Csv;Zo*Cnj)hXUya%myZt^7SO)#CHp?H<0fU zOJvHej_^%@=;}s<=7r*MzrM*JO~4vx9-s1yP$?TV>KQd6@A$Ypl*^F30e+R?gWPaC zlzRj!4450(T*@|>Z;9@GW+-wlX7Z26Gi+volzS@@GA>=6ITZ>e%nuCO>xLUOOWKdt zmy^ZqWKP?zE#O(YzNf91*d+eCicS^=EGf}`ZbHTGs;BO)AEY4mUe`pwDF+h7j-$RO zOilnk5rFkQJO<@J61SfevF?Kio&$~QFO9K-RvB!O6Rb8*`xQt3*9o*=kC6^(Y_!j7 zAgXinqtUKK91diGSYK^B5O*G`&R7_6XlnpbA9o&AZptJJgTQ)JzR@b+s{7xFYp32i zFtC%cY}y|XSK8Ijsr%4II^p`=9`8lrP+5pYJoRvc7g(J!iX@<|N$x3fa!RaABo~v~ z3eVP8M}q_OI;7AmXf8hneL##UF>KnGd&la{x7}OOM5fgHcb67#G&qiyeS(5LmIrt| z2=-7P^V{O>dsLsl6&1{bY8%G3nY2H?^(v2lRgl+0C}Qqg7B1Z0coaN*Yl9roc`^xn z3m0<)gZA{+cDG5$#p<5~9+WPAbL%z;gyx3o2oIr|jvt{|!tg--CIG+l&fFj0n@AbM zu&F0u{M#;M*?+%P?}9i+SN>4&jR1^euxK~X((k{YKX=TD_=I@vzT_l@iY}-^*Q3@= zAieo1M3XQ-uxNkMFjmRkLFK<`31Nk(4h z*M$s{Ct)Vge%?)^aeKD>A(3|)5}bJ}Grxc@1Z+dcxQ+gpV+wfzD-9eLWwvTOZuj#i zp5MsQV34e-nb`>G7*%KwU}(;m;r%9%UcjerlBMtC$?HAPVl^6NKN_ldggMu7LSNkp- zmY=o#g#|K_FgLJiOT%9E`(-quN{OT@@sfSDt9UI0hDJnI^*klrAU9wciOHjkXX9`i z=eOqMr>pKsv4Y9|3gG*z(Fo9i#+uQP4H%#qv`;5Vo0jUThkYmAkl}wx?3x)Uh>bxk zsrb*zFA$6w1WnJO1Ym&r9$wbrcg^~G?3ZRVkF%<4^@q^reRR-#FL$7a& zCL7Kak}T;+wYrgxCD`|UMvM~^H1BPfG?T;qSO~Ut^*ps&n#qtD$UA225zC9bE zVT;s;ddLI}(LCCx_0McNUm5qFlrmi3oI7iEt`JH}L(sltR`x&O;UvrpeA?ZoJR{vX za%(w3lO$YS{S}O+KwywVUN9YXy?J0>;89-r6t|2&sMbVot-4pc=Z&^jgaTc zw|xWQ8Jj;dXiKXqj{!;%e#KT9AtU_^;S`)F)RZ{E&VRz3I>-N@a>Cv}>?0$8Dk zpbEYB`Fn7)2dfPnHswu#tmW*Q?({O{F%!cgCs_=cWML?OAe3+UIVxSnx)Zz?GaHfa z0Pmw!P$*%l9*?#{tPyuHSz~D}QQzEmNtwEM?1I|2IjDWJ$-fDH(tz<*>JRvM&62a+ z_bQN7>T|cdJ#T3q25t7tM{3N>(6whEH(*SOP5WJIjgI+E!BNR%RyrZMEArE62+{XY zZD8KrnFE=C)dm6Wfr)L?`@a`Htm;uQ-qNQ z<-4y`5S`EE3C|1Fr$8q3sq_bq6?sB=6~i-=b|CGkIsT+=eJ<&R4Y9MHI!J@t4B}`C z{Ur5E3giZ?yiw=e{PrxTNYUO$}; z9S#TDN6|GDo1}W{-jFsF$+b261cQeS{y~g&_7dmU{eB>2ZY(R&zC2_cFXvdc^8<-! z|Fk2rwp!p(^lBs$n`haB3MT8nD{R9EL^Eb2vR6Zy6{8s}F6EU&l`A^kpUdBov9zQr zVoIzTG(GGF*#Dur``c`wN-2i#^wOYqb-{=_T|W@0cnXK*ga1F{P!+v&*0z zCCmf{?RRjcpL$HX$h9R7#_Zql?|UmH59$Bj1^9$2^eB&qAW_1&9-H=-)mS#)Ao~FM zcB!l7->$d+nE+Kc9aN!fbRWe-afDR{zJPM`X1qeR^T4T3O@thCc9~i11@M!-T-5kz za*YZh6R^gI%c6YOKt3?AH>#m1n=s-1hUjZi&QR0PR~QT?77l?-zzYNIZ^gvhV>T%5 z6S>{{Z1W0L#|S7P6(bXTKWuIspb3<{kaEuO(UbAyRrhbkkIR4R7C<8RXEaE^u5$55 zKf@ruzr_eQWh7)(K4}&-ipbO7Zf9;$3hu9pf1R2Enq${+0Q(TvHm-T9u(NK?*ksy;n?M@Yn)x|?fm zM6A(M_-)6^`eh>o1+1`fXb+*I_EqK{Q!XRLq;8hcWv_!!|NIj*4BstWz&Gl# zvcRGJMni)~ca)-<$Xk<@O*_A`(jbNV1oA@k%B}4K^8#%l#-rV@)F$d1p$@xiI>qvv zJ0XT-kBalT1c4K@Fo}6VK>Joqaa+%Fqn2J0&eh?nMu+zGrP}{qzLiEptNm^9U~R*O zR@7g#=Idt}85EJ9St%vARHq(Jg+l2JGQmPhy$A{=%mg-@a?c}uv^vk*yOr3zP1e4^ zE2xNtOqh*Kc(Y|4_!=~30)s<&`YB}e9)IzzgAApPlTi!uGr-SpJ&*$M#3-f*stj1` z$)J74+T82d(St#~c-yvWNAUf#fhG{c=sS=hx#0a%$O4REQ1?Qc*IR?0Zz3Oxef0?% zop5Shbis(|QzPsOM%Xp~R@?eg(*D(584whRltlRew1=_f`6x&7s)4&ko%sSvNLcsJrtJgi?QO5Zi~zqH!nfww8GdvBx0MlUw*l2M=OM5{O+~E+_-P$G`%K$D@3I%WIzF z_mN5;aVTU=_v^fC^d=dSk@h2c5tO$#7|N*_y2psQ^(#0Ok{K7uIH zWYyR)5Ew9uB;Zq~NVeJ0d)gI>Du^wH7AMuQ-b;r-uPE1}%5Z1zru+SFAZMN!Nus^r zrg8sA*rnz-B%W=i-P0;7g35C;Dh$W(&79G10jWr0g@Gratmai}v3SPXsiX-?x<_`Y zTSLlrDw^`-3Yg&CWQ^spXrBYH^{n70aJxvB=h7HHacv@$kyyxtd%B5j5Eih)AfP?} z=SL`f*Jz9(Tb>b-37XM+6`)Dg9fao>xz-Q+BZm`Tq&z(ddNvveVO6J~z>Vg=WoDaL8pa=yL zmQ-1^ufzyFpD%81KlOk}s(K5oMt*hzH_*SLl(hEM&>N5qL`tGu7*uq>S=Q|!WTcGg zy-R24AMpY|u(CydV9ov~4YC3A1DE#Ru&`%;{IWceS7Sd+k5lw57z`D+zSmX)XKnR{ z;D8l32JJU8_;zzGqFqx+j`3=8-bcZ12+_L{({nmz-pU#|8?dGL)0NeEtHza>H^GpFw$g?$vW;dCQu7 zk|tH?u227~1~S1LjSPErgkW{UlwlTavKrbEpA))6MKsAhFBW{l z3a3f51If6sZr=AhO+@3C{HJ?IZ+0^zZYQC}P1v=#$;dIdX(HGnaeLN+;&GElEdOqAnnaC z1dk5mEd%Yn=RJ0vUF-7xA?w2Ztv+@xVLeDzF)T1?KLRc7J~mL0Kwemp_?j&yyJb2ohoS1MxOll* zKf@rsfK_MO4`isgt(uSuPs z+As*^MI(olzq+my5&?5aOxj~f!kd#EJw>;yM$Ay=Y0rj4n1TrUU0>(xLn2@RLxDlr z7;;U^W}AqUTVhmOf8KbS`W9jUY|ux#?|THC-^M-?lS#Qu;{SD7N13L`>~lp#*tb2Y z;MLo`2yLg&k=_NV0Ylp?CguKro`vke%YS!}XnV!GHBZNZXXzP;8GgL@-LL3Ox+J`2 zNPSC;qnCc|v_3Lx`$uKOI7P4-rWS?g_0NZcWfCkrGimp2=gP&-ZFOxTUDD;X1zUrT zLI{I}avt~T$#w%DiHy!z&O>`2gZRcyh4ptxur1a#=UU$W+fZESL=wDC*%2}z0r`(G z2{^PdlK3Zqd2(C-BG1=P-RAqdF;CAs9p_Q%S5vJr|W-;v>2j-!$=p%A=B*M{QrNQ;C9=qF)n zV9?(EEbsNjyZ%0T*--UG;K$NYhaeJT79zJlERh=yb)RECiAVb;y4_Wlr)NL~$uY_4Ni}rp`O^2!v?=0dK-M8x5%ZUle7m}o3lo>J>bfu+lUdn6c!o{*#pLiDX=N0 z4G9%__kvcC*A2yV&Su?ok%9tT6B-Zmy&(WoXe@bS$WzW5#I;NsS~BBFdr&mI6x}ys z(hn2aGO;CPM`X*ghW>x|HX<@smj$ImTEHMThc>k;ZxHU2kSQdx2G{4R0d?JrAg^>D zA*JhaWu}AjN=(|7Pxa^uN5fWMQVW`_gTn-&$|~v!S$h&@?MlellMpcS|MZ}VqC>>t zFJ~c(#S|=m}hW8k>J!`|1Z;D%6 zTS=^B)Z#a_MFqrrE07Eqx2!cDu!sN5-&mBFKkJ{*^Vruz9{Ut5**)UvP%{WC%|d?l zsGUX?qy@|=@z|6ZC3icAlFMCh$r}@8(VhB=(&M0?q=>9R+e7l#W)BkYVb;K=y{so8 z>*U>rFCv>6U&+~e?VkZ&v64qcD}yml!CN0#jOI|+!^tk;#R#r1fiu)SZKFPQ$wD1g zI*6z@T)j~O`b(HaQwMzM_6pB_ToLJjo@wE_=$RWx?fIh!_dssbMo0!M!trP)(v`U} zS@%tPNzb}jtU&8=^mND`W+I!OmfzCe@MrQnKbSARw*^Hax6=PRdQ)xFE?WbgfrftYQrY4q8kv-zzmv6yO5sV z6#22fuZfsw5X9%yHK$7Upa1yx+1nCC2AquFUk&{vEDPn*ChHS!oL5dgDRK&0Y{<}x z_0mv)yNC>0Qh8enBm!p8Tm{PAdX-XN)Raw{3CJ2B_Hw9wvo|Dy5LJC#G|t?Bd=h5Q z)Q9!#q*OZM1#gl!ktitoU92pnejMb_a2K)@!YMks>K*M2$wBS3LBS#L>Xv(Sx_spr3?g(QMia z0pykD>V-KLlF{umKPpru4UEtWkPL;(48T3yxD2%W4UK<@bwydFka>gF`fGX4d!V0G zfzpPA)Hf}V8Ze+ledbVe`p%s{yF>u%8>4_l+0LLESjZZrH%tW!KbT)-)26yLpG|DL z_oad4iKiJp9&)(`vIb>@xp$VmI{+Cp7NR*E%AAt^^`Ls?o8)PL`0G*I5AIfknkF|Q zsHZqu$8kUevNr}Z2Fd~mHNWq6D{dqE4WCZS(hBl{$_+!20P=q+zZwwWKd~y0_93p^ zA3l=JA&q3e;r3hCY{EH^HHRalchuU71BrlrBPQ+P82RTZ&!S$DRb0WXKdg=}X@dqo z)sZp3JQjBsa!8mlQ@`pS+}Zk|zVtOoigm`u80>WdGw5iPeSYw5nGMN+G4%}ED-A|@ zc4`?n)sZqRRZ4v_QxTlkb3jPXpm?P_Bm;)@ShNoikGi6pWmTDxL9C+l68D!Ct()5S$h5~*SpVT4o0m{%n2S)7 z_kv_g$QZDcfzPF!G6c9njBgl5q`xZ*Dm@Ev!F*mIOds;#>k6y7os$T;73 zPYn7=7)oN&ZU|^7cv007=SwEgH4{U^zO~PQ66n_`fxfcfxdJ2uW(`~g%7f7EromZZ z-69h{Y318%Uce#R59y&z(as5y0n>v5ZHrD=v0J{qG?NU`CmVIdLfnT#omLAGGdW?i z2NkeO%|E3qEb^pG^ zdN}HkN&0JZ7Zl^&&r#05!{B3iNK(J-JtU6MkmE(HG~Lav$BrQ2`PmbC4H1QNLaOufP4~W3w+um z>B1tDpJB#XB)?iT_MxF(?kFh0jY2>}vSJf>8XW@~3e-o&#&2uCpyotC)TAkL6IoU|U0~*=n+Z|@Pf&OZ%we@dGGO72MH^?h zJ09^<&F>;(v}RDtGF~HyS&t)g$UQ3rvme|XXm5e?KYz@qWQq$h95BB$_lf`OFVI(7 zh5Tx6LZj}W{3@IFIx*vviAB!q$ek+!J;&Y8!n7d2s)6$8W5at#LLy+*1_tfJrEUtw z{F#r)^RcQ2HWWy3b)e|B2Z=D`UFam35!UIySU|JU$m_5zCzmb!IwoHw~D|yRxPB4RBfsCkPP@wqK#K0dvzB6d{s?` zH|ezk=YuU^-O3!n)#WplhC(u6K8a0zt^1V}Z;Miq{B860XX^gFL!l5|hRD4_Wn+-f zz+_OMy&k|_$+5iqqAST~$b=~P2gHIoXbNgAd97Ug2+{*)4;9t z9oih(3&yu|C~q+OSpeRF!f*zQc02T_w0}&m`--flFTB1p%VR8rShG=6x-xgnucmY| z1I0w3y|JX>OZVGey$TX@=M-xCrGZyhMx)x*xQd5fP;9_zS1ftTGgq1!1tD<^(JQ_U z-eE;Mp(?HivW4`LH-`pg3vAkLR+@7i+gS0RNn0@8zwddNa1m7Y8IF8XTRaBjPt;k*0fSNhve_v(_9Vo-Sdf?!7V314tt3HwTH z+RLnreLC}3IQ<}D#`x~d_xyrDW{-@73qE-y%qZh^+xoov9V(k#K{A{@{&du!WT0MA z*VnKMesMzNkgt|RqNM+F5VHP*BAnB(86zOqibXgsZP=Y_<+uCCfl|^Q6rKqF32=a5 zMgwxKis|B0AQ3Rv%41WWeLHU_%vh4tL*k6Akz)&P*+J1E4h88kmjWk1BH)0PLwQSJ zWnX*Vt{)A}L~q7Y`=FHDU@vt4?bQH#OEt(CFou;)J8wwv^tgVa;?pHU1jENJ<0SWk zdBX~nM|YZJj~pnOkPTy)8u+vu#_XCy8!H=CNT;;apfkEysU2x&|M9cmR-aWmem2_S z|LQ(Q=r1*0x$6xn0uzGCr`+0L+-rC8^Jytkh*5K1AHCKDCO^)|D@lZ88$tGfc_j|* zjZoqzJ+%U4y9u=9`p+Ks^=Fnqn6(iB4I{T8Lr4uc(4fr|i+8?R@V19c9R!){W0dJjEh|SSxDa&x`6Mc25miLxB4_ZRjUq)}TQ9 zSfKjyycbFl?L=@8tV*gkTP6*)TUjD4v|C*5g?pZmdB z3H(V7$Qm?cI>E+0+!|cbtGl>HxXVn{-fmK zD=$w#=DZqpmlVAAwufv1?=F$2JaKitx9^)lc3B0{)nI+5M9NhTL>a#!drtcPb;H0% zB2fmW1}2ws8tt!W@i}?{ngZFvr~U$>-E&1q1T1@F(!_iObIk@xYpnejYc008GmA`d6UWv3Gp3aZZ zeVGMr+Fy%c(vek8iy;{>m&B&MEAaf+oa;(Q%E{!-B=p_vB0X^VN(pkSV>hI_4oU_E z+L${*GibJ_Ejh0w_I$HS_KCtFP^;Ap3r*sxoOn$!J6aoDtj22_j zK2$F}bXz*I=L2aCP7!On#k|1S(2Zp1E(q6!ZXRMX@Mv3fWbU z@88o;bwp0u{boO8;3NI#)EH$;;Au3~wl26t#^*(I{8gUMT9Ekf`)}M33E&cb0h~+6 zAcg|m0FN3K{b&^ovG^ga-}E5;(M5#VTbF3!M&qCoN&Kwe7L| zn5huC+P}*;JGv7ryV@8li_51~Bi^Xy_}Q7O&w5Q8H*IO^OrOo=osm)j*6GCV~R( zOSo?Oy*7y+RdG1b6YIE>a4EJ|3EXJ43t4o#w^zY{9>~lMvuN5C&|HlopF{6Dh!du+ z&TD0_O_~6aNfS{4)I<3YI5dW(&m7uI-g#QL6pv2NAb(QGk?KFJ_)v7VLcK8;b}U*k zpajwwu)Y#D?M=9&R>)oL2rVV;dGABTD^eg4(|>HQ&@&LcsDzD}Flna@nx7QkxBd`G zJ_~iUIr-LqKtJg)@=2wa_CJ8sfEhH4OL?uB+W2qL8?T9EZpx2M7w1Po(X9tT)vI^k z|5}Vj{v<4aW-%!@WyoB%^p#N&IrDzoJCSiz3YvTKM2Xumb4hnd3s~YtJu=9bHEvp- zZbvk)p3aNvdM^vMP5yzL>RZL%4IvRQVwF#OM}u3zq}Y#2BI|puooV@Jk_AKoI3lmQ zJ=fR?5&`q7)UU9*C+wfJa)$_|r`PIkI&v+z?G|GF<<1`u<&v8+RGkY#{4RlkVGLsQbo?%Efj$!9 zktnm0GC9S@#}Aw&%(--{S89dcDaaNo5kc=YV#^jNWx#BKO*<}(Vs+hqVgHUq7_xh1 zx8~dir%S5QPkOamDi)Ff^QwH>C~4FeZJS57Nu&%;vSVzrkAnn2Hu_3A!g?J@2J9>G zX;*JGyM)_*PFVbN=Y1@(|$^+ryq#`o@x z0SQPgU`~lmyA68OtLNEGQ6hJh57&3R+m#8~^G#$6HRVRB1GYelfY}0r_D2fVpQIEP z+)ff1QW;W91)AUhXde1V<)ij2gJi&rfloWUsU3^7Y$_HxOVk^~^}X3Q1VR~O5J6lU z7x$}k^*@b)Pr1@?eq~}$dxXdapV>`;PJO2#N^B3pdVgL#nhr&1>?d((Zxu^WVmv-j z6-&CL6YG~hl`!g`Z2k8&zWuWq7uPpjg1!uShg$u1m zLSM-i)u7k@^(g?70n4KKwEvR3nYu+)>km>9CiSu$)grLN>MD|fcUJn_fM+Gm0W)dZ z?S^iqtd`jNE)uZ5J1btBI2GbDo*`<|f0iz|>ky+RIkZzB|2#LdHXrgNuHcaNnBh)m zA&YiL7Ckp_;aBJ*VHVBhQ(l^xtHjNyh$|;Q(m3hX-pwjwpb41*RPs^Y82$%p`@T_fUjRM=q%>_x@){3z#`8(B4m{skrdxzTS7FOM161GH$OK z*iy0;Md+C`qgOyOVCKxGz21P=xXAQlh!xqzoh%>g*pO`l8FUsxN{X2RaElUV4GOfo zxEnIJd3PQWIb|v>D`md77F@D76j_61=r$8b4_M8I`u&f}TKnFHiVX5E&8~M>;?|6Z zYCc1eSK7FwJZZq9{}ZvY;%|@^&5HTkra2!x z1=@e`;8feG`H&2lSK`nv;u>$W7K%IdlDSW_uTXB;D{#r)K_r9b`YYOllY#b1WpP>A z&kh|TjU^H$;mpg?Aeqr$0#z=nx&oO4=2=-x%E?c|F^6)WyIn*(y=!XS-l)HCLIsCK zsB-1=Br^sQ0SnSB+R2aj66KJD2V@mjtog)0JyFV#2pbX4J>>2Lvw@#PLT-%brrq`F zX4G)rF1Dcq?~M_BT-$D78w6$z6Hs`ot^2qgN~4gM^sQ7w#X>0~y~iA-HVH4FQp%3pd#Gd?8WyZ2w!6HG{zQH)BxpGfsXj zi1#qmP5nY~x^toKi;8ZNtZ8Vl0Y8#DAf>P?~qBKxdf zjXxme*Z~FUv8Z#>IlJ-sp!#nav`dJ^8Ka%`50H*EzVk?*QtF@UqP~uaIz7hz>lpji z{~Q0DhG53N?PtNJ1`K8}XkV_^v}&?7(qsY*n@IO9NGa|pK<7VUTiT5l#Z|?dL`vR zbJjsWX{_7HwU7+hPolory3$kjr()?x@+Yb8?KanH8v!wUn-I#_;~!iP$$+5@Hf=qq zYnrszw4NeEL-w(yigu>Mq4doOxz*0V@!60$U~W}``hvOw|Ch@nM37RzEzcRI)=73C*OnAfTeFd+9a|3^?fJWlWvjL;B~pL!=ytBvS^1H93B*6<Yx z@v9@9Oy4kTpxt*EnG$iq=${r+2c!GKr`RusBshc;P=D8eO#}8!N`NJxwD&+Y*nKhz z3KJp4&aa&~Lof&IcRPw2t)#Zz2G<vWVVth!nexLR;_WH)4ACxp z_wU%(f2zb$d!DNLJfjh7M_gjMTE6ssSw9Y<0jv>9nkmowH4IHMlX&Vzdl4~jp>bo` zwj2^;NW1U060?EYh`Z58lC*C93(^ASRhhKMq0igT5^wV-!<$%RB$M6|wcxZ%9EmZ4PB=>2Jq34uilfv`XQ;g#lri9Hpp7yToJ{QP z({AFa+n@KIJX&Je1$otN2qpzT+W8A6ky^lPfybg8+tm5RFKW-1khWm;^^q<=5bT>= zi0qkp{{wr#7)Zd4$v}G(S9;zRlMe@*i10jevyn^Okg%9IXWnDP`02zyMkL> zuyC@~(^dlM31odAbvado#N-SVpY@Vdwhw55{7Lwd4BGAJJg%?RN$WE5Cv8vkJnr!a zWDH9X;NEmm&KNRhEId=^R&y85_lxlB?7(Y>V$-f{)Y%LX0Olxh`;%ez4N4iX=**)% zh06;u3@8rgk|1g6#Emg2No~kP{{6mKIik3^`iX0xpM+7|)LRb4J4=EK4BN=az}!_k zEshH_E?^To?+0{G`w?9yCNgey>{|Vt z(oE2?N+Ui=BVm}|pk&}PC~s0$+w<75v0kKh_{8Xi?V^=n<75(o8FRZ+5+IYtJS&5C z)1kX_qy0s81!)g)-)Fd-Yl2LAF`8_M+u2nGsR0}FVbGqRbXSS6dK)m5bgf&;q9@IC z5QAuX8RVAgGy6V6YQWr*0`2e+9HU`jda#XD!>b>+?YA9<^3P;s(Hir1Bts%#7R{l3 zo=d)N&#iBBTFCsf@N|XIq90K5#zD#3qUQ_2jU|{d@MzEZ6n8HRaD3TCpgpl0UAN4f ze8B~Q`N$fAQj(+wWesfFJ@w+T_E{RMM2>%Sev*(%+XXr$GnBope|5JQk^#%!IJBAi z+{u=QGJ2Eo?9GcGG-dZz?|oqX^CJq<^Ub4whs*&B(tO%o#FZX%9abrok$*|Ae&g+e zJcyh8iV_F63e97X2sp7v`#zWcg*H9utK?0k_#duoKK8~zB1}OR{oufQunLV?G>7(h zM!Hi`kI(8-B5@FKwf7Ad7(?N$9HERIUzhzosLX*yyGo^GO`qU&%c%t?k$?k-Hg+lg{R>F@Q=w zI}sDGO4lz85&<)4HtpO;|F!Mh1s6rGq@|4Z8d)(0LK#L#3&y*SjD(^arUfqTn@XC` z^L@U*z3)eifWA}mm>tpwrl5I928AqzL`V&o41C%ft<$fM7Jj`>F8oma$NBxGy8oF%f8Ey+~_qonxs#vTfF$-Xhs33Q z6iTgUUdpE{`NCWp_+L}#1zY6 zQ!EYT4T5=AWm{t#UaguA*_`0J8P-JjNE=erNO&t13m`h^N{z>k3KN8p3#8nWHVY(bCA5AC25=x7w8)jux+of2ly95&_FRr4sxRI3+_Wa_4IEMtyu zCCJpXkz_0@9)@vO_-kc7Uf?`}Od0){|_=E8%+J zQLZ*oCcW#=2@w)nvieT=`ig2io=XQ@BN;3 zqAnjSTxp?#$;f~BQV<=3^)ygF@}}PVPCdJU903(*MI7 z5VW@t<=&MvzuR0%mK(hFez4PO!4z~V`b+%L3$H^m;D3oW6Odr`+>U>=g0yMJR>9Ja zkU3CzU?7`r4bnG&WWa2iN4*Lf<8p0NK`I%g_eADR3p)ntVFUtv&L5V5bstOyChbe6 zcGYRq)8{o3Ax?G6Cg+ynT2P3ai!!+OFIM3CQY?d`?v{+T_6AqI$R^Dpu+`O;r3Ix9 z`w$_MBzI{ZPwISLMX z;-|qAV_0zD@+pHQaeh+7qq`#0hkx9^bdo6xQDgl~_YlLt0I1x6`BfI5@=j&7yr<^N zqVT(chEkAhy3-CMZKgNiURxo814iaLnxXtS>ICst51n^NtiLv z?ky=+VcMD)H<72tcNUq=^q2(F8Sjx64sYD#F(@r?XfIyLb@{nhQdMLEbhXr4mb4$l zDy5*N22U9`@Vph))WD-%O&{euqx_|MHJL}(FP#2&`*G+ar6DccdDHa(0vVVsaCnq2 z;>!2tymDv~*}%I0uu9nL3U~wSHsqDI&wnrp`bwBr;wez}s|{u1wJDH18i-Ndl($(0>#B5ZSlCRW)%K&DBH_Hz5Iq@}7>n{WlzFlAW96NuULtE( zN{|0Y3*8La^L3M?)agiHZrCwa7c#e{`=E$>!{^oj{K=1Z+u2vvRVqP$19^1LGC zlCZpo`k0K{rUSQa%S2cJub2@rI|AWR-1$fkM~97zfuJ6y2kM)xHH8@$uT-~_$=ldR ziq<1f15j@v;_CB-A2bH+nIu>-uAV^~Z|By{jo93qO8TTA-|fAQCx=30OgqxT{IP8C zAT9=z7;MUZ)y`^Vw)HX*zZ#)uJ^O?aIQOQBB6O}|=1a(;u?Wqiy(TbWEMN1%qXv?U z$*pNs+S&;gj9 zB+7WZ*vN1~c&QTsRo5n;DUFkJllk|FvAc-TdpAXMaF>jC2=!gMzzL$dR|;0xh4XF|#1JZHf4>NhRMvVin`VIDE?N zu)Epw{TJhFNIq=t+mU;7UP1^%92xY!=#%2mPr?kEI>9a8Xu#^}xYP!T z@H;A$6kPBEeG;DZa46TS?2_y5c$@SQ#t>igSjw&l zA;&JJq}?X9@W71aZFvmL+jb(q+7i^B3(0^PG+%)-nWWC|X|Jfy*iQ68e=uJD)S(@` zdMJYo`d<90<&X@RL9=K#CPWg z6Zh>8QVZ|+PI5*LP-qB7g%aT#wC<5-T#i8P6_z{i0(ERPVWoEPC6R z34=R?!{t(@huvM;K79}QL}KpbC4rg2-k=`pQ0h~CucgVFJ~q-Kc~8(X zk;SE+*MjN|w}B>Ygy5d?&x_9?lg2PFhEqYI!AeHDpt-SIrA z23!Q%h_$%0WX=aik=3i=ubx)>`GPwdR-^W$gZuulg-jZAOKb+^#ic^aopIguwIu3p zl9k%H8=mOyzasODp*n1UUM0-|iw+93Wk@dzd#t`ugkRlnaP}fw?fSo;lNF%6VVgD+ z9EZkOF$V3vn8;So+K$JSq!#{|9y0!>Bviqjh4z+Si9I_F`bd~h;&Ujs>hZGXo6O20 z_r}DZivPNzF9qaRdr-CHeT?x7$R}ZCH|lB_wXfm>>(F-+X3TuXdR-C$!Ho0hC$)2a zP8?7JS!%$35}R_VA@}67hPabK6-2L|sdeC?Xt@zk^5%g=a4=a67H}~U81j^p=;AS( zTD6-*CS>Ng%s!mi1OB8igp}kyo?<{h2}4S324z0RxNx>b!v&FjTp@D;Tylp&25o_& zTg#PiBOwv+=ti3(=1okvxBnKoHpcbmy0EaBQ=sf^3GzuX_PLV=jDZXcxKE;eTX|IV zl%!6p4kCLKyEIluk6Q=^XcL52y&atSkQy)^fFn;CuNFt`2(EaXNTzQkm$r09y?{z@ zUl3ePl=yKPYVN_*Kz;3}`2oeuJ(0$mNV>U5g6sB8Nfc z1}5r^`CjlK15yJPqN%gQ>Cx&ja3>vJZ}sFVlr~f%5m@K+PYy~1F6|gCGhtie zl7kLJJHY&kxTJr)*FcVSE?R@za{RdsBm!p9Y#!z2TbY&18=gF@Ba1$-C00c4Du;}r z3^}E{Paeh%N(2_|;~#3KrjhMBBKEBJeCzgUPoa-A4|VG$Z{GomfVm_F?a`71Uhu)% ztxrj?S9thQ?91OL{rLAIrk@c`67=;xg|vX-B#u07oTPhTPOqs5;@;u1E@ccCLfjWn zfZlrRoh~E-9-wKrSZRv4v^l&;CIfUt?HQ}C>rjC14-D-dmEc-8A}~-U0c0Hahi)lt z&L9qRE%GRr(Cr5Kqy>lsu-1I|EAb(*9!3H%X>($^Dze-1e!L}R80k>KDt`?wU0ILx z@Xzd-4$xP^44O}S#e42ye@kyyk%_%~9yzZ}8IW6jiPWH&we&C~0;UG)?Evx;_FtT2 zL@uyg>e{V`_W!N__gk{#P}xdqM`8*j0%i?t+69va_x$|lDYazQ&>SxjwCN?Jh5jYJ zSs{sFI{=1~IJAom>CQ8E>MU#_+5uEm^9@z)7edXq%lr8x=fif87BGmx=Te3k?!wB| z;jh1h5Z&DHOuncddPLq`kx;@)&mb)*&?tSo_yvFBm(x6c(j+(otFtZ z-u;2RsHA$d>%Qxg5fI+)@5zueReTQpBn)G)Xtx}?cip?=vL~K2hR0TN+a-O*K(wAI z0^9<*cl!re0Fs%+)IfXBhniPU^P2n!lHy)j?iBj?J3MrF2nFa7;u{x3dcZ;hgZ9~p z2E8CzGr#^jAOC-xE51GSnM(2waI=8`@p{8P*H4Aa0q6C&lqq7(&wkaO?IMZK-bY(b z7o+gq z7dO%a*KygR1oX4-5+)=AmVh#8_oM6I(9(%#CA!Eov=p$jq zz@;4;+`=rEUyLNzLC1S;%8=8mheYr~TF5S&I)6X}@*`nLiT0Wg&7`N+E~iBfEAyMT znA-1yayK<(3Y&L-22W37rof<0WXNCD-4|fcOdxL63%##{&$h`+!3tMZkS3?Y-jXzrUR7)lVCGhb>OE7QFG_=K0i%bx)DN*59AF&(Dzd8Na_ghy zpWcvLJ%-?Rm8u^H5&=UP)CY-$H?!vLmlX+a&C-k^8uKA@9)+~XpsVkA>FmP5vXc~zzY z<+7W;*O3)k+)lEJ&OSGy{X+&+g6?kw$i8_$9})pWdTiRg47`MblNXuoqzFg%`~I^X zJQHvb*|R~S*Tn&2Adwzs&rI4k#`Se?%}8$(5ut#a_V7#}ICpp!$*{Zl0=W4WlYvFM zA0yZzvP4O?oj`hGS7M`P#DaGxFC%Kz`B@csx&)(E6%;66^p&yl*Vp_a65Pr!bV%NO z4F$LUNh{ry6@wcsVK69<_~gp0OtN}bO!}mq5s~3BJ3*h+h16iYZ#X!XfvJH_JNwkP z@l{fJMee*2i)+Xi92qupSsQWcVnKOcRJ4F{&wEGhhY<-0Ih)%Xl__A z*i(WfZYCZxhN|i1a|{IMKY|iVu2f!F&Q|tcUbwm9Q`@np^L&6^4gG zGGGZbk3+c?Ah@q`<`EXj#fasNoY(m9{x zVh*nf$g|gmL?}T(>8|b-tASPk5^`fCJ@rEkc5)55w;J0sh~A#&%ZJ-GHp3gmn^5-F zk!%JIi(z_Dpxq|so>_L}#txB9R)t%u!)|3mrH1uLgxHF|K(L1e2QKXfVtKR8#ml@! zkWz2kRjsTf=qq_5a+S62qcmgVvB&q63}=wjVuC{%n+-g^UeGW3Og#P5~Q;$DquoEG<5FP)gv+Q~pWrp3?J7V}Fu_ zQiDW|j$uCJlB^IXHg9Oq6$t8K7=!xFM&szFu)mJHC6%xueCgM_uRzG1fS{hCo56$u z8Ayg0%Y0}LyX78l$nx$<4kZF~kX(c>-+2g>fWAOIlh<7$>!6>6feaq)R)F)jcXvHB z$RpJdI_*}sqY z^f&7XlDC4pCNUwn@|3f;$QYd?jS<}>5l|Sszcn`L;OodKdFo^9C%M#N4=7;!@tzsM%F}NBcup1<|a>xm~$} z?E*Ffv>>nK*?tE+SC6TIK^yGZY3|9aw-RYxWd`MpoG*YP^horRT3X+NHC#*t1=9MSVPn%Mb?+`DVb+ChMg7)y6wN)b! z3eoRSY$!~Z(1+|9iw%5v$`w%IOzTy9(wj&cVAk%6Lup^3tl=#x`S|~n6Ap=hm3%m~ zS54}VPb_WB?r)s`e~Nhi^COOC-m@VxCJ@;|WM7pLXazwbzc~!t3veFs+)3?c!9q0VloV(mdzXp5*1JPdWVeCU$l5rr zDunj7qUh%H`!29I2BTLwe9H7{ZqU-3wizN9xGN z)gp6<*87YQH`l#l;eZxMsD~kL4v(@L5}xWvMhA$X)v#x?m8EWjm&N)UOBM}Zkpszq z{UkQ+aWPHd`-=PKZ^*B-f40<#S(ib$Iu*$vJ$=G==quqe&|W{3d+<|GjQmdmWr$sv z!};A;0Rl>wP-xJYc&-8x0SgTr+FcpJY?;~{*ByyM^x6k$SvyvN_n;0U5%k8N(}#W% zCIXB0?Gnv*Z9g8D-XbG(lS!0cbT=5G#St}W?Ot?fKnBvUVkm>QF$j-^>Hbkw8%oeI zIo_O*DmZuBjso=8x(lZVL?E3K7N8ll&zD9%h{;%QB67PV)RdVO2N!WKAe#G%$LJ9Q z)|U;)&|7ItUpANqxJ{PK$ulpoV-B zmuEV-=@OPa?FgOZX>O47g7irtJ|AO7xetZrx#bX0s(-x675YjTP@>L>@xHx~KF}3N z%Ft3D#_-k}2FWl6;Z?`chJ}y}m^tuhn}eO3j@%nw5BZgD?N$jN76|r!%AwfMl@%%p znFAIZsMmao8TNWD<&_ykaQJ?}*ZoW#WDeShQTlFk{xl>478`hc%I2VECljXmO=N)8 z`%%}3ycmcS^G83a=g^QXkO&yoQ=okoI#;GeM)`wCV~N&3wudHtgOax{z-WSJw5{I^5t=uZhZ!;4)BdZg& z{Ns_45aOPR%=x?S_$81_!p)iXSu6LLzCYcP&XR7G!3EU~(h~l&No7mX{|A@?>F&=~ZP(Y+()r38`B6AbF|4mtY+(Ib2^;`4a z<&0nF(Psbl+i#YKt!$22>m5F!C%+uCX3EBV{&>v0*>gI`Mt}~tj9wcC6x%8gR85JP zQwe<|461T?lxv@r^;>Q=eJAg(9BMXu^;Kye1d^Vi&?cd@_u7Clla_#eBR*|%I5L{o zUGZ!!IUaMYPv&G`7dX?<-*3n^+i@3?0fQJk7UjOxNauBC%=&wzN8018weYF4I8=4h zMqf#4zUNR#2J9$@)8{Kjz zS{tr)5Gh$@|J339)d*R%6H-HYfUpTdNtha#T*@VAcjcnq!1O*pA}}Pr6I$zCfCn=c zq2`_zSC$;~m$2x@qCGrm9Pn-CzVLeTFSQ?ib?TWf_?I{cuF57!C_#S-gR4y1kXwJE zgJDcXB3bd-Q0{yqA_z*M=b`*_K70B^NCYhZWb!EQnY0T>H^MGelWOQ$ZgTC>c}N6T z6dhduvhspNz@r28#d^NkhIg$*no8K$_K$NGgG5k8T2NXd;SGs^X@Nz1&7?WQD9pxz(IC3&xY1+EmwT@v-p0I`WZMmtkT5p?z*a>#xGeWd>Ny>BZODj~0mMK|hG zN(uHYHKqqLND=bK`Fb3Y1BY-OkXQY>JNqLf1LjrPwAW1XBKBBZEPq5IrJD=l`@CYu zLr7^aN_;-B6Tsa)m`|d8zSPd;XlZ_`EXiY>uUGnZ%wa4f!g!>Hq0c^pcS|reC~zsK z(C$Z9Y<=X|+)PxgQY5U0TXUfFQxbL4`;|YN2l*t-8u+wFp?P_+KMl3gFA*XvD`@9+ zDMN*ZW)$2klYjr!t4F3jm=+kci43>T9;Hgm?l>YcOjB7|Co>L&Ne9q&`ZW@|nUFza zTnvXcLCmx1()+q2iZtkZ9=Ckj6u=JR(a0LMWv%-P$$;rWf%Xa|yWrBELS<>+Ir!|P zxJ6Tsw#!V&q61KKkGEgl6385|0xtC(N~5mJX(W4-Qw^?xTk3TlFN9K`;V8b@X0bFO z5wKPOF6~wTaS7pMtDWQuCBf3vg1v9G1oES{7> zVDfYE>@gtB;2}MT*C&7(D5eMM`$~j*G5g*nkaLHEf*kE#7j>WvbUbpbiSd_r4C*U! zY4<0|KlVS|-BL{Q0QU_wGENqNji24fvtGN-0#i^dL{s0dcV4;q?MLe_G6n5)@$u~N z0ZVT$kqrA58SaL>5*8hJv@iMSr)H(Jd3BOypQm@qS9yY0l?_nhP`dl-2}lGy17%Yl z=;l57T6ABlofP3gjbVKIRtW4#AuUYW(qIW$1EvKQ?S@0+#m~#U8$`g~-&+f2nD&C! za1UW_xA?vHAsKMYEl;`n#*^vemNbhTR9Y145W;Mq0Ci=Aps$oZrF7|l3}h`GL#(uy zO}Yg)FoU~A_77by4yhS+u43evf4>$u6vc)kQ9TO>tbr5(j}4TKL0Idn6B{jZEU?fc zJY(hxC^X#b2TDhlH4G?$Bm%Gq&80ne*x(VqPgwDjjL@ezg_=oW;E>N)l=}Q=jw&6{ z0x1Ljk!Y`t;nkP;)R&OUxJJeo#fO%6Ks2`ovIX6a1>hAQ+^y0+YL)xP%Ob77ZZbj} zwX?N1B|<;x2at2|=P8i?5Y2L-nSiXIOkd&Ytrk9O@){DqpkUspGo zfNl&>G1lz_TMiE*8Jh2Y=@^s@92Vv7nB0fXjcKDlp%{>tKZbv544*kwLDP$0xc%Fl z>OfG2>qv%_;~UNlN(L@%s3+W|Z=qfxa`$7mQA|{g%SdQI<^Y-(o8PR*fXo4d+)UbJ z1}`F0<#`%;LPjj_nWXcDP<)PRLIHtp_J;dPsvR`mihL>p{AvpKpQ3UA*KPU^OnY=hK*;UqSXayxp$ zlZLN~-$m4*G&|cRrT|Rd+z>AobYII6QUk_|DbR-8!M+pg=EaCi9_n=F+dNnfso@Sn z8M|wKYlTF>PzIlN3Dn;-t4&5U|E!(yM~X)%gfh+`gBBADUJ3mq%%C~6`+FiMH#vX0 zx|i(P+jaKS3f-P@kYAmP4EpL#lLwFtm_aMhZk=?O=-Tk(tuJZNPJ8OcPUr^DPU@q+ z!>_*kw?SVCvj#4ccC%Pk*5oRUMgr}{U+-R)ANv9#SZz@;ovj!=9TEYv1_tdVN^UA8 zTB#Bu2M-O3s+ikcArVHRUT*shhcY1%um&Fv?H#`29=0}Nds@iw<{LA4R42H#^c_kY z?A1);AY;HpV92wUn;$)PRDWBlY|1kK%+0BCo3fIYr7ZrmW$BVlfn`g!ZA;#`v}B3F zp9xkEukVt4U^zu$gFL#${6K56f<4oY87`$Ta!QD?9aB~Q_w~oeX!Ue=NB0gL;@)5= zv)Ev>Wx4x}-jaXf!%1T}5v_21MxsNc?@2z^!D?r%s9m``FbDSst#y<_*a-v|kxs9R)RXw!%1q%nx~mVQr+83jeRp{Up((P$|JX#vA}Tm{Nl&pdxw z@)wytLJRRr!q-=CWkDcA9)VU>pek^+ZN3PI2EO@fkePk1`h3+0QuOtNA??$I8Sw44y#Q}0>XJSQE)qwFwG1y z2F$VYX!DYGttVq9>j3oAvhbLY211*PZFd-4_5y)_uyoCo@ z16J|j(!Nt?tZnNZy1kMJZ(?_?n{OLTgRFsvtYM709eAw)vj#rx%{?-`llyvp6Y)v2 zE_GkMz5qf>;s|6M;GQmqi~);od_LtlTwzSt&+8Yqpj0^|Vv6OkDVB!v2EjZluL_@L zmsw+>pJa!AQv1=^34{Adv^x&n>#QDxeiUK2qrCSVGnok0dmK^8YVQ8t%mIRCW3ksvlCAZNI+@l|g%ra(bX_xkE%9=~WH?I=ZN12E<}0_7~k)U0?|s^QsE+lwFehl`?1l zx_T1nsg~R-detHU&6e1qyyv!Zpgd&H7~p0wDa*j?$V%O7+f4EpDeYpqGVtZhjYtNk zMPGjP89=N|O zGrob~^i+3z`&)d9F65IIBDA`0uOv97grQXyZAL7&%&T#}bt`ENe=jLK>X8Fgd&JP( zp~DV&S4ayOzs;weG&JyyCNj6ykl82uLYs1(7!;p7QG5=PPW=MeGZvqzADvY5@pGuY z*+puhLTpa%muX=6_Ac_Pk?WR$Bmm}DS+uL@YRMC|o1cqpA4(f*mS4IL3Jo^MB~6l> z9|8R&%q1~s*BQ)jW*d7&brDM%1;;P^wd54IDpL(*ZqpBSML{B9Bmj^0^rvymhacRe zO2Qb#UVFQEwa$XHkchnMo|mthA!ES2DxX1l!beTh;x(i7Eg9T8+tUm#z6K|Jb|4uv zle~UFYQSXR(C#-BK7AwGAt2YHi!mGbHW!&gEPXvH8_uc925}PRR#~)3J^hJeq9ZH{ zNHu6lsRV|u1S`?Z?L{@0 zI_P{UmiDk|w?H>s8=rb3f*fEyWcEZcbcovZe;+y=hHN45@s$mOvIXi((KUbW+mo@Z zn?y;C&&zr)SVHmH5h>vr`xJOl8B+p_`ain$Lr=NBDT82#PZ>3>{b35Br1uD7h)MA3 zAg_u+4C?H#u%LI%;${)Ay7FjUL1`zrn%)_ib8@JEF!YnK;KrxDja#!Ka?hSZ(be?f zZzq_nfr8t0^pmnCnSsY9u%E=H&8(_BPgC06lR$daoK3a?$t%Dn?lcq`wtUT>3VkIk zGB9cHTXAzKv~BPxC9NTLTg=r7kHJZ?GQ`EO)y{ZAGGJT`k2cifJulgoEVx}klyI}J zd!+sh0z07BBgCCEtSl3e*3dh_}qJShRESe zGqZh#4*8H8HX$`M1_rGflp5Gv+I=xjChx9Y^7AEb)!X?icKFmTgMgA0Vlu{^$-D^3 zfMY${BYTmJtuD#q`pB;&44tsWVG@`_yCSdjbQWV7Bm?G^*nG-OV!XMDzWXf5Q$&J0 zDS>{m1;Z}_?S{1oXy{)n&W5}a1~j;|uTE<2YYkUkRZdXEf~jE&-~E0Kg zy*nTRNljungZ6rc^A#0Z-xA0|dVK!v_7UEJkOaT=cVxVb42C`u#$>R#lxM}n?d|Q_ zzaJ*+ZmjzB$D1@kn9+zn(uyBLz-3(cN1{Cm9ci({Z0(1Keng1gC)TlDuWuT}5L=*m z02jAW_aHrBP>IXq({1Bc`xez(lJUfdkfCPiy$HWl(4b4vUz%Q*eHM}db4m=_M>EuH zzFc-`E+vv^L4-v{&$b?L%V8ISO19%Pf(9)5KVvkPcC%aXl=i~6nJvT!Yy8@0p@*F$ zpwe3@a!MPQT?g-SVNOYb_ICHk7rT!f&G|-tC6nx_wOKmg&BnbbMq9?-JqLXyEJm}r zl=m~_mgmOCG{%wHkLSzFwND(u@y~O}9I7X(&WB{cTr2f*!+90;88+1)NE!Ge^6F=M zf#&cP;f&GVH!eWtfSELp_Et1;Gq%KQb&`^CwW;=vyLuLiaPv@S$*=`6sskdBF&b-M zRiKPm?PmH(MXn){l34hdFqO?)Au3=Iq5{UOn+;y_!KeTQCS{&GchZSB^_n89ds6?QM_< zm=<_^$`o<&lJVoal|+V=E=+fL`mP!JNY7DZShaTdFh~R}GBD&RXAO}>pUt;>iW~|! z|M%f7w}wH%O&Q^&z7yj4kWGB991iFWm{;kJq0k{*#gjk8upSui8fLfJAC*)p*u zWk+PovWEWO$lip0$elU79?}DbG1#>Apjn(cx#3wksfX9ie$V(>zd=I*TM*8b_cWv!%)Eb4gcdtCS`gkfcSlh8nz}n{e8Si0 zD*vBbbwm=#=Y@a+>9_>6cX3rJbS(WAK;9Qq&5CGwy7(hx&Uq+8oAYLVhHL?k(6pP; zb7c&Ybi+yrTM%2`HskgQaC(x5aMBRj+3@7nvV?E8h?;jaeNzFtt-NZw3zr`HL zBe9VdCSPj@Pc~vDA0CS`;tn>kKD5`lm!OkWEwfHNHd_fTy;+JIXxbx`r}2O7-i+O@xHKm-zSWA;pY z23Or$v#Tzon&iW}zg!xBQ3*<*{SXuLv~9fMfCOZ8#w6g-9tn_AZ5!nx0gVs#{#qqYcK2kVnczPIc>-KW0E42@7os z9NI$-UsVodh3AtytO8do4O`hX1sYP4K{#*Duqy&c222gqn8I^* zqhxS^RinR=TW0Dm=qq8tjr#GGQKborHhV-iyPrOK`LTZhMCyeiHOTK1Yl5IErUoAE z{F&F$wae$@2T~1+`)}@gd}`gluTVaLj3GqMhCiSL(y3y`z@|KoF7yg=G}TEbG16-8 z-YE_1Asrk>FfY%m%Y48TNC_|wgHO5g>EEEQ-P2J@h6S&YT<;%3FyqNUO1K*v51y#Q zl)$7t$}K**pmDW{2$$ruen^P+c1Q~&5x)3sTO&B4gy9Pg?IHuu;lw^wwI1>#MR{z0 z*vp1GSAR$TNFwogHT01%e?m&)?46U-uNu)hz z*NxS!83i^>rXpil#Iple#$t4y0_{mLW8n#QaMfbn^J+I_3RdA4V-HHx^^ z4brmCFZ&?3+P|yxbI;T{gA##BJ8jE->Rf0t{XJ<75`McM1Xw}_oq~SSj|<782iz*@ zldzw}p*?_WXQ5Qv^emKY5p$p7;;^E2CgfKqBYyr?iWJz1ju|wQHpmdS*AG6JR6^ps zJx|$J_Os?dWyAFdCuNn4avadZf8r$CU2f-NWreK?X{157-Hd5W=mz&c-A6Tsgg5$g zA#1=&Jqk?9)!PJn^VfzR$)q)`@0i|p%^PC$rlb7%hnM)%0WFZ$fc+#6pK^rO%nwks zZxgwiX~2D17NH9^>YYG-b#nKXBuEVy%AlXP`F@>#<4FfOXjR7tA9& zJD!mi{i1wjZ0)>Gq@91Se9lAxZeEbXVn`8Kj8>q{aQpW;A9L*rAcZ)o!t-lyTLwjk z{?W;+2{%I_8L-d9rd@*0eP8ENTc1tJV69@5{3-%GZ7q*JQ)FW4K1c>EO7m&6tD^+Z zcs<9fNY{F<{=tNh8W46bM@ZwTy&iac1(Sh6dkK`j#LKv5hYnH(-;-Us#kpYD=MIE4 ze#kU*LcSG?4{X|{L*cwhc@3XCh}1#g-W0IK#1twWUPo#;9A*TbJH*t$ro9?K|Hy0e ztA|C@aB2PYXPfH45Vs7;u%mP%XwsMr3i6bZhH#HZo~cpl0FPTsAai*5QaBls0W$|C?J-vQ73q_8 z{K(BW@o!77>DKH8tB2Q6cC_c2d<`~oiz9}z zazw;f$Sq;q7?-wdmDw3lc3i6;R5)tSQ&pd5G-BmomClfH=*+32!y;Pwm0TM zB4A&M!>2qGkY3e0TfLO5rN>XauexH|DJXeRMPMm)zvn$j1Pm;(Xcymd>pRZeebGrY zWeBQgEZnu10~OyY5jCc;eFNB(foVZOfik@p%=^aGTTU)H6pQ6mseT_0#kVPlp`84_ z=MJO=jG<()DA!DkImrdRpG$}kEmrl~c5hQYq=jQh3;WFOt3fUa%i#F5KN8Q$<9q(O zXcDnzk9FFwqYKXXtU>myKmIpxCII_MJlbk-v-MbH_<}@AVyY_}J$`CK_8f%lxq)8- zssXcS4x6$|a#MNPoc+gh5@qLzL^ne>L2}h898|< z<{G=&NY?Hlvhs7Im7&P6456g$<{PI&ZWTjGJlg9ra~+CTl4!}VL_U1-(Jh$nOYvVqj_0J)^f zX>PwZ1CX|W{UqAwpc3-R?kYbQY2z-imHaua4J!K_LJ~BO9y1sENSHPAsb2~B*3o1w zQ_)PcuBr~7Qzw`Lw)f0H-Slk@-M1kbu)Yj7Z8hWyJKjIhiy(J>6bF=d%2`Z+Y9`Id z7{s5viyxFR@M#}-Gqwu67Hs4|_@wzi$8!xm$o4G=?#lw6AjUx_aur z1nZIAZY{c!*-M4s<{K;ISNR8ZCJuZh@{kYKA43^$+XZL6HHpY3jlot=O#1 z^y*2c3hMz0NUw@)AZ6tLcqj|zxA%u@=GF<=JGqP-b? zl*1v5I|+Tn+@au`WnG@eJ*ezckNj$szRgWY1S~R8zc&&2^bjX&e<{((Ey#O0O=`<7 zNQ6cN^xkQf1K?_t^4v(DW)+_ONMlG3jCd zW@Pxb5WhNVDcn4e78ag!9oZbTYR%yR|6PerGj`%aX3&AtEdB~E~@1(c% z%aXWE%9+8z@$QvW-p)hc93vpmMWgG9hAi9?$Z8*($mFn4<+Su=RX zM(y(9K$bKZMI`@Sw|I~UL`0(8?a65k4_DG`BU&ZicNPwwAKeV$Z8ic)@0-S{^vfBT zv{#AoTNia5DmqVc^t#$L2Kq;3p!B>FK@6ed$Z|*qEIspSUsI~c>F!RD&L@-GGR>s% z&IiG1hL^~pZ^&GXfJ_OKf%@uL(K~+doOp>#2XDedk4YIo-f#sCl}H_v`N>O?aTOaX z;ZPsucHUnw()=lDN|$a7h^sgSWw#SZgs(CW1&}3SBCu&gjC#ij32l`fWNPTJH$J<) z5VWL|h!I;PYy($G1KUfYg9xXa?;a zjh>E^nWlacOZEc-+@i+rg()#a0?brZdjvT&#>EI|o07Wv=%p`%$?8+;!vk$M-VUf` z#X%ER&bI%)fJDGpJ?j6tg%)<)HvO-pHypFt{AkmBsBg$X4n5g%&=5!j%%PdokNH0O zx_Ey!ITa(NcfU8*WjN#v*$5{++8TLP+<_*;Du$D&Uu#HTdZchuO+pyaEO9j+?zCM| z8Eip6K;EGFy{La$ZQFFud2{UaKvhEWuG;t{|U9;Hlx^D?zZhGr9=iMJhsxFIIQSGgdg>N|uNmI719}4*b7LwSs z$HWw^bz5TAHW#{V zEJ+7N)iVd4vLH*sqAHI|x!EAp@40sGXc}38W}8~-T0H~T16)PPZTI{(Wk?1rtTJgA zpt{B_PHQ_~kq#}pcG`jQ(Ziux^hL;{7g{ShL#Bjb3<2#O#5sA}o^P!yAobuKaOhF~ z3<#`-q6wurIx8$8HDIZML3>;;XUWpeU0(}Gj`()+2K$g2@Uz%zlpCr}g!k{m8;kZK zA7Mks+nt3OWMK8}OjX+CIv#47l%O7H&+`_LkHK7;O?zN3$2Mi}#lm7z4_8jR`NlP< zK*@oF3ZFODH>N`FfN>cd+L2W!Li4=LQ#WFIbyct0SFiiKAiO#fiQqmk(I0XLOa$sT zeTSTJEU|B{COx{eZt;X4dEkIg6*8s3xr>iNYQRm2_L9Jg=yN({PrAr4E7^SO&`R)7 z-A)vhIPNo@AQ3RA#OG6PnIt~yes(8IqVlx9T7*$-DHydVUrp0t1QQIoLZLat2%k+RNQ_JGyt5$G;#`^nrMllmq(GP>Mc@ zQuHj30T&@PV3x$9y#kj%@p@T(K^<8`S5BSu+^Pr~{XBy(x4gAxl2`0V1Mxx!@d zSA9APNxpxK0e|7*K#5Cv@25=KqMD*DuCD)_dmemlPT)D#iCHJ&uidFmih9YmgVfM> zTI^7kF<)#*BtMM9RUYN-?uz?2Xt;H@kOTEGTX*j_?}2ClOH}y;W$y%ki($EqPy0Mt zeMx!c;jRuMw@E$ta;f}bAyj{^MOygV#wQSR1}q{mXfGA>y&GQhyyzYoRa;ed@7ETB zpK$+0nPK1Mci^vjtaxKFD1ZMnTKL)4H@1t6s(Artea?DAmSl$-4adAj6+_N|H5#bz zzzy7b{)OR%CV~@F`(YUGZUQa_utv;ei2ANmkO-I-_==RZ;1JE%)4ENrclVxut-)p5 zaA?|%fud^7x=rAEI?Ne(v<*pDHmcjHJf3t0|7VYaA`HMEtd6Mdwy3i)6>5KCFo`9g ztOk*_Y1@WMiF=2W3nQwog{p${0ILwl7^`-x35rUXJMd{=N?$NsIicGriG-^uY6CVO zSpxC^Z&1spV%stBX9Jesc(fNm`MSC_{c!X0C$7D#Yl(yo@0n1JPC#MFYA4qe@@Y&D z94_Vk20GH4TwEl7n0)TI(7q`g!mIO8j$Wa4T?;ZLEJsscz{)r5d})~=v2t?hdRY%E zRq)5y4TM;y$er8{$$%kN>K_Aq$LQG{ecedXF~{53Zq_@%JLA8hu1{!sX%J*e7-D78 zMyzHUJAQWDfMlI&W-U9K_XzGmBXOy4Z1Uu56UI=5QT&Hiz&Uc z2X;YlZ#EjVn(+JA=a2}P7I?HpFdGr-G(Vf{y?Jy^{y5?l7m7&{NQBlyS=%5HFj9;` zdnO~@$4EP_{ttDzY@%4cM3UK~1j!t^DX-lRt6 zePPRiqcQ5p8E)xqI0>l%a|R~use0YZjalo?N^E%#{_eJ(I{@H}HYN1m&ko=ZlS#-O8f%@v zH50fyP}hTK-j~+J5_+(VWO6R2y-+SBzeIbdnD5H_-T)5ZPC%G@V#GiF zy8yzY{b|g%hWEz6sVt08#Id^A?T_^bLA|%H$e6OF&mV*IfEkm3M|q@PXPw{n$eL18 zhVtq22AR2nacMQu!?iFr*fYV(H$IQ@sMWb$HL8~{RuUDc^zf&KJvaCe$2wG9p#7uS za}1;g9BJ?=BaIvMr)+7h`a@TNkQ+?El^q4_OkHq#3k_lq$|@?n^Z2 zCOU`-dG<4|4fcU%_HLjW)WxCYE|jEkGK2O(*&I&O)zZ7FY_Y zD6o!vC{xw1ze+qdWw;lzDfs5MOZd%(;W~$d?p;0ro_jllnm!?i-G5#JC2LTORASNI zbSTV>e?# zAgweTA*G2KnlqumiXkNd?E#s@?cWp4T-uuPs}l)jU#rfhu7|6i1&AgdNDEk0 zqCQ^Y$#DACv#5sXA9~-;xyn6W3W+cQrH0{m3)i3c?YG~&(IW#ZhPfHE&yD*|H1EnT z>cs==@{gmH0(Q&<7Sv5eEb-qTU)w=Z6^lq5+O^xagT1k_MlHAisZ+l`zU{wQ2^<#l zLo+_99tUrT?TG9*;3YI=b}})_wB*^VTB3sXZoL06c6KUcM&A*UaWi!Hb+H7b8DT(A zz^8mSLs$6eTS$A$1LC66;~d>b_jW-bX*rsWDZg6=p1H<4CTvB@A~@6syA@vQBGYqO zefe6=CE%dd6OMl#}-^A@wU2OZYaA6yxn*M)eL*~wPlLI zD(MWEDbXJ9G5Tub-=v+|M9_MrpB6^e9$OuiJ1pwNFvr|sjxGOLfop}l`IwpiGsqV( zB?xF2Jqz;YIi%06AhSY@oMw#d8fXVmJgRvHR@>`BB49NS^=m{Gk*$73x5$wUwZ~tE zo>h*9B2pTH7gM^5hCw1=@PfKKi@sVmM@N#2h^4DyH*4SNga%{&|AI`#=2FO;v4}+d zgA8BEurk3ZwVVj5(h8yc(pTX1%v{v*sjhnnt~bEaGmEx6pOeq8X4DFn~dQ8oi#sy@_|IimVt^uE}v@rh{D4ID|2p zr}Fw{sNh(s{1Q3f~EV9e+mdp8lykG zL1N29(`$nfrEXAyeus#p@{xhyMl_5_;?mw%QeU!rS^30vf}xkHD~s2(_JTsvAS41) zZF#fU8OWfDiNL4aHB`TB6W6e`mn=Pdk8U=7u^8-pK0qvtTF=2Cu?VCuU|^N{B_ELi zbI+UHY7!<*uFVqE%7cYl5~5+)7F+wb;GIXi_|&mjY~WU3O;$a#yqi?y1z_LM9c8zH z%}U@jJ(k@VvI2D)zOhq<+cD3^xw;^1!4(EXTT&7(5AyY!xvSXk09@(t%~%j>Zk=j_>`gi zyjt2L0}=tt&jJDE)dm$ovF!G+9MTsq8V}eytQ3l>CP)O^jhSG2#zf%K-dS3aXY=g# z2Z@8kLDQ6Gl;l7y^mG)FSec)0L0Z6Y9+x(iWYcoS&zapquo%)oe#QaZeULBgMFoS1 zIe-I+fYGV~+7pxMl@rDmE0Xt1_jF#6I(?uOVlg6-77Asfk3k~fTA=+E+M#O9_lL?7 z!&Q2}r`8^Kh05oXsC66GcGnyd0c(=58I(&;QCXOi-WrJ&Q2Oq+qPgZ!TF^w9&1b+B zHwa;1S`g6Q>83l5b+NnTAzAdyP5sQtya`qe&yX7Up}kM~r3Mb|$)q6*%Tqf_B&JEa zRnNxVcnw8WBUCY*n)zuQBm!13@M$0N(Q$5G=3v@Drf2)rw+$7up^((qx2>JJyRKg% zuxS@P>J?S(`yaOwf9gGiDGh<$*P)OU(HD}E{M!2E3|!iOh&^BM-oG_zBDJ7&ds3#V zCAg}@0^z*UF;Y>G8ZeZ^pnZ$Ts7j{ca903*G+kQOM%11OYqS5n7QX|sq}9luSN?Gi1bVnX)85`In%$dfbRwMudOI?sXRnzJ ziEs%;)y5x(^&u_b$&EI|5L&$mdc*7>P?EQ*hG4#K2?X@&QLpFhJGGx{CdrxyGbHMr z+j%aBe%zWywhT+GZByEm!N2Iw5Q*WKSyc;Z0TY2k`|qkl)19Y#!@iJ)q&8u0Bp+{T?ViUqdBBgQ40mvx?|2jeRjK^ow)4K zoNuHdUH@z3$Kk6WL$X0TN({eyhd};}kr-U+hs8F93ho`PB@xDyw56Bgc7b2SE+Kz@ zu*f0{k^%E)9&IiuCui%knu;rA{cPeeyyE%{u*pn57 z=a7`1x3TRlqbwUJyWK)D$@rh3^Ww=Wk{iZEVA3ubgyS4K|K)ukVbY|hSB0i0fYB;F z1h>1KXRL#ifWd7hZEDz)>5`ZtBO>aygaFH%#%U`dlyn;bz4`ekSBZUrgxeTOqJ5>o zMmhBF_ViZL70T+Qd7bt{pg{~DRJT1J8Er4t0x1F(l4zfV7VaG%|9-B-wZ_tG<{9R9 zAtm(f130^yn=MuX=?S7DHhnwlUB#tOuIqA{Gm0S7E2sgm&LPeW_wZG{Z!G)fCeWoZ_W1Xx<2eg>-k)82;4Y-gmG@5)dGzTDMyrlgL2y=g|9)?XHG#Jh6d6?u8;jl z$dE8CFlf(J1zu-m?m3c30=?N;ue%@Lf<%Zw2!lUC3EYZ-g;nY(NfbZXb#GA*iIRM4 z+Ak>kKwqoQqT1QAe*F|EBw;|0dar88*SI~$dp$^$B+8I=9^MV^ioJ}$>g#`EtRPFm zWMDEVPfGGDIM=Gyx09CiVD*!Z4_6>ItnZR?S!Fbs-SDc1O?lgpr>-cy-KUKd;pz1N ztMenk(>)5Pe17@9>^P(b%o}*L>*pM^&g=W#3rHFKmvW?skAO1603<@xADQ666-)#! z?U`HOJM!0ahDMArY{!%A`Hhb1t6|ke^G==y~TplKSZA5Bc+G)an@!QN)Hsz*;@j zZyPxLh+0$pwA+jLbo*T(JG@*MGNjWeBwYz%_Ydi@XgAOkH;t)CT}Tdlz7b}tri4s} zh?rqW1ebSZ3J{Hfg(Ly(7DN3Q{pfeT;P{Vcx^h1Fo^vkRe&JzS-Q{c~yBM24?% zp~I8#a-xLx7Wx0F?X>*1zNLHK3ioA}?y*PzV@WR&#;Cm*BMoT*!x+>_0QHRa`8(RH z$^J9v{*({*UBG#gv*?GIleN)!ae5<3dc6NkdHtF1l!IkSP5Egf$A(6ZJ2YtAArr;D zA$;4L(R$&VN6byi+?F_POJc^h#2~5vXyFmU7#13jpNb_Qxm65fFlhUNZfoi-)uY*@ zFC4$UQelJ-l%REy2=^|%J`9O~Aw52An3Qv{WA4|(Z_0^Q$zK1dt}&n%%29eV%r2>f zM8IGYi+1r@v0K4ylid%}n>(Lc=4r@7Wl!I}Cr{2fB28natoZtDupdK?q-*G#)w_ za%Ze$pzqF6_QiR_&XYLr?*K!UD9t~hvgaELNed4?I1b5xg(T`n>129@#RXT?$lj-g z|Dg=eb_T@6oI&hx^xeZTkT>A$up;GINt=o=t)yj5#BU5Wmf_8hp-oUoT7p2*%!Y9A z95)8^__R0mEKnI|K5u_LA%aJ4iDkeG0R%DrK?QWCTW&C<1uUwvXrCUE$yl~WWkWB4 zRi&@J3_QMMJfwxeD6F#M{+$6i0~S^pv^jc*fX9|uk>3dsy!F)NgU{s-hq|{TkR=60 zZSLRUSRU=$^r9<;2V>WZNSLIQI^1x567(IT0!^&0-F2*1tOl}Tz|=r{T~eZ6Z}ZXb z8Dv;3I4HV#vwk2HRx43hWls+~067C5R%x%HQ@79=UpS?KoR!S2n(xr#0X3{lkQVe^ zdN)ES39s8|13i(;>bLjWUXvK(^}Z|rUV%{3byPj~lof!tldz!5raj_jw8P@SoDV&O z64Y#Tc9c$4fgr{_gtmvYO?(X55stQLH%jW&qo2qwBKPzr%nhD4S@k5u&=;ZX{3u=j zDkK7yo!PXrb9#wS^yeHhJ9|_g%Z<11fJC^CTIlyjmFbBC5=j7HA_zE?0YC1TWgvqpmY(^P2UbO)9p3si68GHpuHN?|a|1Z;c^j$W zXu%yNu?W9b1MM%XISst$M%mxV^7(>Bow91A43rph&=|m^{hcczZ@{=D0h4m=SrPMm z$szf2GOBjFt;tOu40(eC5}|#C;>Ui8z@<&AdYV1bEN^lkhO72umL~<=EP#Ms4$5sB zlP2DQED6hP0@}r=@WN~RD@Cmt1iP*5<2_f&4fKXm z*HhKSGLUf`F^n)$lQQ=G>`WFvmqY@ z+~Drlq&JwirFn0N14}mtgp_J_uZ)6Zz+eXTU3z@EAM&Zs%LqMqr;X%4=LUl}O3IKs zXpd=1hoTZ@OH2V}TF=vNXyyJ)a`JZ0k0qup92W?4e?Wm%V4t`e5&;XWY}zNdd|yTI zOSg59revKG)cbxsRJ-LOB10g>?H@nPrA;R}6vv$2%#jGJStkrd{+A&-$+YjwC+E~W zsQkp7fkzv#Iw)j)$}g8Vsds$aU;BSozx2Py031mI37{Ufb61lUc7;OY@XaVt&TTMWs7QQU0WOOt&s%ZHhFCX-x@Zd&}oxSQagj9f$m zT$U-6g8Uhy0XVb=^<)-pWX1-x65MKnBWF}w$uKA+H6sxoDDP5$)PRY=qdotu%V8Zz zSoMWO8AtNM9Jd97Gu#W1Lr?j!Yb>M&%%M579s1kO=?B$!eTzS~vNd9*_dhFBN1Pfl z-qhQ0d&h|-QBdV$fHK4GW>s}a1S~U9zt^)M_R|BIE)pntj~$sW(zhaI~1 zb;RVYbXCpe02LJwuZ~4SpF!*YSpdm^>48uCGrez1%<-Z*Z6wIZxRN%06bq!37NP_v zH`($6Cpq_1N39=K^{F8oo0w1HD(zk0;UEIZLBABy_V5) zv5-_lWaHa3^{dcOi4^+z$>&`Phb##zqFJ=P;afDXEl;VI%nf%VH530H4NmHli&utCc95@bqPa^SEjuQjkKl8d`h zAptYS9%-xFJP`7RzT)lD#_SGA1iW~o&2#Jc-`QTjP2vY`f_Zq*kq?kJ%tw}#^;{VQ zte7P+Xg3e}?=DonaFe)5mpo3dpeq+dN-L2X&fF4aLu$Z0nos-dr()Obcinf%ubK_6Z@H ztOy>-#Dw6{<}yTE636b@MP8WjSZh^q@ud}1IP{%F-!uFa`0Ee@-F(`8Xfu@vSp)lA zGQX8)U8z?~1(U-RM2mT@UG)WW2Mq4PeOBk2up%L0bpPXV=1hqO>|G15RR0!gr9mc-^#o?X>p zO>hyGz9B7%x229_?h48<4xzmn&p#+ZmPDXE$}-55j}-11P0p?+44g8s{M1g!p(7Dj z|C_?%Gmr>aissWkZXgsUoPNV=CtJ~F)$g`yZ-!8Y0EN||>j%t-M8LwTK#{T*6syv8 zt;eGN5rqnJ=<~yat3TdiA{U`lkT>VFSYs-x5QdYO*P_DK&JjU znu6ABm+lqIF#WgRemk_!*3ROv;l3k=it-rBp!~l_n0otisxekPP?mgzcxUMnMrZ9(lqK)o&$`8DXBlp}osZ=+u~9wqJ?d2yo8RaS^+H z5HyFr1aYhGd&h@CGGJMO`pKIi8mg@w)!jHyy(w_r9(g3x4IF3aV`64s)cy;S0n-DM z_7W~(K)i8ubrzWyS`}*AdCS1bm`w<(&J6edS+|kifI(FbWpB`_?l#!OEg~S2bd^TO zfcZ|4H=IBL>4wd<5-77_0g3j>8)1sG(Dt3g!Pxaee#rqI#KZJ0PO6J&u@Fn}%e26t zy*WA1k-y`1iKvMn0LB|Hy>Y<@8bfbIBHY+n9@;Mvn6#_51@Dy@m3MMT5k8&`U;OYB zl$;--PKn0d$6%KMuRCe~ne+^>w}00YK}Mv4y@pq0;9uMWP?urGpvB;B3CtJRij;ZP zL^~ViG9wX@+&o%Z#`nr9Kt-Dka_7k-M}bFgv7joTt%jVYTh%SS8%T___q5-q%Y`7l z{Tj*e%;)PZC^2AaVA6KzoLg3(-W@I?8;4;r$6K{yK^cBWY?%A(S84s4DWSf0sQ$3; z-TGW=mtXWO zlZ;94hJP2m>4vbX7Rt_rj-v|1VfB~Unf3zfM85n#J*fq3x{5>luU?3&Q|8M}6$DcCe&0D=!E_7=w%Le~+*|hz{A7g@k{sH14Jsmo zE)M@fF0fWB8Z|sk=?3HsEF{8no8GZdYQsceQ?ETkH@V5CJt9%k=&Mtej_w@})t)O5 zN_sKK0-PPj(ldwlHFVJj+vb!bAIgaZ9|eCzPB*p(>G@FzViZ_T8wBYAgGoFdWuzw@ zYj1RC_!~00#k`H!+Fb_D#H69@*6}q9B)74s#NtveJ`+o?m)hMeC!^9EjWWlK;Dr{TRO7 z^1W3%?~~r}c-N1&YR79=|CerxCpdo^b~vi8;n~M9uNqlt9bbIM8-03q{j@!q@Gdw zj{S;BEZQuF@0cf%##LWPsP}1cwt~QR4D=^sH>%yLhpZh9xdT?av1m69)l<*p7r*T# z2(g5&uJB_c{(w@$O@vl0`Q@gN2pC%B(?0c?9=!BWnv2BPZBnD&fXS)Q7pwb7gt&qM zQjj~~BGBH4&` zCqg1%`He|i1S4>EEHc4b8Tsb=;`@(0)7aGtQfVaoJ ztK#fNqE*b0Xe+_NX7{~(tpKv>xt{G@;?n}w&l6A&{n*`CPLLL`8~Iy5Xp^lo54u0`bgM=62hImZ3mw+`1l-h=XT`Ij`d#P+9AxH1q{lY#OpsltZeebul`5CAB=ECFs>1rr4@*)OzSms5X#L}oMOs?P>lS}swD+$>+k2O`jK6zm z9CNKALs9YWjw{)%V9gZySid~2LA3_Z?a(FUX4R#M*hO& zEshfV=y_aKbNf8-u--a^^Ug+|jueYPS`wC?sb8fN#dlZ7%ReO(L&VLELjMwQM~ODd z3{Mx8gh7^sWd<(o;i{aP!^=-qz+nDtkcOW6KrW3x$V z6?0opUg3M+lDGf8YGoqIZ&?{520~E@%h3$#D?XNWz6k$IBEMbTCybp2nG&W2HjDBuG@~VjGWNA; zWMG{<`9a1V#{keDl2G*)SU5IFoTN#df$4$vrj?3BUx&qI&7=&&-*%nVG6c^wa#4Z{ zUw2doG9?UW2xzx_gmJ4kYi3H^g6(w%-U-ATLVMg_z+r)-MqCHFm7VU3tIuVX9R#r;%4&@&2D)r-oSH))` zH3VE$yV5T;aA|kmbROpUFFxNze2qysU(b)}Sq*jGcnB*^PikBQiGX1x4(*F#M#XW{ zw;T16BK*D~!NA}NdJwYEP0e(th#>EuR!a611S? zHq7OtF60XslRkNdz4*94=g6f&f8tM}bvEs*|<84`>3DzqV= zpGVf4{vb0$@+T7|(+SWlKolZZ-|bO)4kc)8dYDNabC)$9T>H9>tQ*Q^DHqp7Vm{&qPrm*L$lAEBx@0-cUcwqpLkrv2f~;ZcC|eGWMu<9(_u z=|?Fz%RLZXx0f|j3Qg0OQ$E1R$^d7-I%auH?SPdl5 zz+|93%FVBD=xQ5oiqwf*Xe{U7qmnFAz3AFAN}#= zkISLb=N<}4)2CM0L%x88Bo?1?NXmI;z4hGsW->K6Wigi7dxEK9GqR-gYd?N|A|};9 zSQ2H9H87xjvOTMo`->gnQi;?QUmGHm*r}tNT6gf`)r+d0l4z!GC~=;-+%uX zQUjKuxwQA{8THHx2`uY7ggR}-`qx0 zdry4E{~nP6jmO+XB50r1ec3M&IJCc{>%RJ&qbnydDy9*CX>fZI6j;L$n-SYFdNw2i z#%AzYl>Iq9*X0RoC3$|;TiIu_`}N0=7RI35kXZ1p4H5y%4GcEr2_H{u8RciYs)!6N z&3(5gq9GU3LMjqr;`o!H{Y!7OKY)rDc0u0tNn}Ve@w<|>aM$lp?Y00-DNSC;yA8>J zfju6BGEm|tOmj81EF~d#Tclh2zYm8(DcTcdx44Z9%pg<3QUinbEu}!axG(oQBz{{> zn6421HV)cWvJS;0E3-p?Lu$aoD(%B!X8HeGAIy+A@W$=6(rev45BkJvj4*e5{K5xf zHIVfu23Tn?TuCo74soz1_pPe63|Jw5hYw+l<;WSX4tN;{X#sZz+C)aq-WPLftun~U z=eyf3ZF@`b8*bkUs6GF%^u<~raT1PKS(JNkHYP=nmDt?`#*p4_Svt0%6pE|WXb`$% z)Y)fZ5lBPAQUmSznEI&jaOT@`axs0O=F$&&%20CaMnI3LI9C=jBn;?LA0qawwcKge z*+43Ro0Y(FbpcuKmnbAvzCEQ4$$*6<>W5bxX2!_+Sxc;pHN3lej1)rqYoSsCAQLS zV>HU!d<7c~TM)uv0qC-Jr~?+>e}!{BN0QOJ;(`@ewa z>9B~zrw%a|TzcIpY$q~wFTddTcXE`)D^D!Wd@Ak}k#>KZMkP zg(L>;s2XzgpPNV8C2nQ-pNjOk9|vNL9|$KsQq_roG6Rm2XjjlV(|2vPwyh>_L7kcs zmnT$!yuldZ?cX2Db09Tfc$-DLa?=eFz0PCFr;QvN8aeLJpmB#x6!(VkZTZzhuD4`@ zLCFHi@OFjzxBkgMdo8_@(Tk`f=5M`-VF2dl7xB(b;3lg~6qSsVPWeNogheGbhw@%} zGk>?VGIXGXh)RpzvbP$$LEP$bL~*OcuKEaxfO#~Zc8d1B7-4Y#Q5TsTn*L^d%NqHorUexkL-K&`J25HwDmLFDurnCyh)dw-=wva<(xq%^| zOw%VCUlD|ANt}d!kr;hJeITTT!3ZcteVEk0kqic#@~y222aI39)*w8!yVY^pd3B>^cRG-U;Bt z*gRCa`MtFKyI*F+<5OOekr@2hb%{j%ELDEC{`ll6kPcE%KuVjEa2C=57LeGKlk>T# zdd^+5x^z{t`8$B&rRI80dIYvu2HVq*px8BpakR@SN8=Lkot3>68-S+}| z31{%$pJtclKLNC)ROAg>+&1veB<>BgKkTIk<`yAU=qtdu5n zpB1>Fj=V0A8~y`jhK0U=H9#_8*^Nj09+z2oTwCSWED~fK5&k$dqz;^aPC=&hxa{m6 zNCwQ5n6&wA;jL+hzkh#6vSB}}eB!wJ6t?ku^$ova|bSMcSua`s90<#adzd~g@M!0)8CjT?WEO@_fH z+C`Su5Y!uq$nCFll6jCjW64dxr_6=rMEukI$t9c&NtgU0raL?t3QZbrMPc>)Zwp$* zhD2%s^99=987iW5r&>LeSPgi`GiesE>`cZp@C z*?+1oaxefB!#u>QR`MP+LNZ`&5+3cKD$4(O=%Gu`JRx(11*ZVR`u{0}&T?huOt>+;#O^`qNZDe?A|);Xw22{2Rom0P!0Wqeeke2u>P`!<}xVL!!qkix9se$Bn!|lrtG(a zRH3rL4uOowe~gwxpR90@L3?40S#c--UWvp-ZhQX&mjV@4RCN+Fwdf1Bo**nwxgBq{44PQfwT_Wk~OrR}EGe z13~V)NP;Sxj-PvbeklR%F#z?8W>;#G<_p zEl2+YucqNPS$;nDzSOR+F!&6xUEdeAOL|w-rHW$`sRb-1(O$#lu;1>^yVg3=n|E2n zz0J7>uR{}}xOy-)K4eHC72FumSaSZ9gqj4j5y@N>H@!oceWQs0X1>+~v4vr0r7Qq2AC_pygZK@lk*;k;=hY{AX$7@g-6kul$`9wah~kQ&M&9n+wYgsFkYqWm>RcgiPAyLj>+ zx3^LfC-~DXC?vf>yxyfV>|>A`a9)o##cd{c{ovvJXp&vM@BBP@UMP50>;mdSyPci; z9a00vadTLdhXHIp9}=FQTu&4Y9^d3T!=;Wx-XMiC!}%J^>yQXoOcKzhCVflieBKz= zNa2!=`Un2Cty$l${puWJ$;pM+zD&|krM<1tk zuccpFVDc!>tO{d3WvrV`ZcdU87HxXJ=U>R5(^1t^wc_hgapm^Q1TA1uCdBy5=10m^ zw~?8_YTpJ0%N%%R4-)bvhF>h!-r7*DN0fdvTpv+*$ zT3sZTfK&sP8K@7^8x6l!JnI38F+4I^-Pc}ALzZ+OiLhZvR}^GPm3^?WH9-~hBFl_2NDo*A&7*xwX+hJUEjNWtWdAd(^zzQ^r%+ry zjRxuKWFx==8moKQEXq^pL!NCtpVC88Vjh;;w`|KageIWnkU!f*_5M6W^h$7TsNm>y1^JggVuxA!1!Rki-6ml&;*hJ=YApzI1c zvC;9j9Wu#~w4yG1SDPU?d;2?zNZVhVe;12DW(F)Gv1pGocxszmPlzCQlz5+Tj=A7J z1Ehy1Au49$CvWh)8y1pyv?r{5!{rYLJA7&)8tENto07L|f}CL~vLx&An|_8QQVm$m zAfSD@lpil=(|J;2_mlaL0F~=T;6Nelt^#D)j&C{=EMd4(@@<=HX2H< zy)87i20!baLFMNW_d7XISjEauChe_&frgDAtM(+4mNfL8hiR1w6q81v>hr*U;To|P zerZVz+PtJgyKDQ2fq#%~^r>U^6dW~}0a0T0C@4L?eEH{e4{1qQcB6iN)&9br7)z9WW;@|ZJF-pepVEBB`EdvXFg zVN8Ty++`sYk#?Ynq_yAES!_q74zS!tyKob|b!)PXNh3W$%C&8XYa2K{d>6SwfK~cI zu?~Le3LM%{Rdiu@&-#pN0wj5V2#udL>^@ZWbRY^~TAZ&BBmz#v&|bi$_)KX@uwN6w zB}u)xxlY4sJQR@nSV{XS%l;J`5~&5unR&D=DX?6{oLBRbL`hr2X83WV{(zc2&Bz%> z>bw8kIYi2UIRl$RnF0vmdg*89wly!G<)k-DO=p(rAFKZGVo4fnoZlR9^wt_xJ%Y8JAl}9-iBFrO_f_VYU)(AYS3S07zc1OaZ(l?{4gC6GuD z3rK9*iNPVtG`nom7cw!Z{OIj8c?hmr)khekXV;2BkQy+I!K1zY`P-iHh8yqJlXo)K z=-qoGyAY!2SE`~V+*2O)Z{rYkz@46!!M|HY-ZoHsv-z6O<~vYc*om}o?f|<>yk~{9 zBwP!$cQfkxntw{^l{nR?mp1kE(3u;bM69g+XQh9{%3aF;nWDdqaNb|tH;tf{8;VJ1#D0ujPPT(Tl|t^^cfoh9=f<~UJNl(Na}_CDl5VwpU2AQ19@g&H&180KjZ`-N8uBMZ4mTig_&am^ z7AU)6-oT@c^m4+h$K5dKBKai2h3naAvJfTKx6l2|606G)$iQ$CmqWR6SaE~(C8Xvp zDZ<0-tMLo-K&+RJ{NeHbC%43EAo*boDADeH%H$^Q<2OkBuzHmiWxIDeR5Dbc`nmJj zdT527Ur=lo8CG5+=jhcq886bCr$S)W8LgHm zA9CxHSPNuoz_mboK#YInrDOZs*JSPKzjbPF=~nPSy*|Qvb0^%4f@Hw39+&psAzjC> z&zsIvlOf6cguKb(kKi1D0V)~>R&51W(qX2=q1{CHEonS@wzrJTZWb}l4_4QKgqRO< z2fcGL&!Mo2>4EmgRfj|Ol7kPwZX)pNtfiylwU0t%QZ~YRg>&^si6tPt0mFJsE@dJ^ z$I($+X+qG} zv<-x+Hm4c+0YKv7jxwD*Wu38XJz-Yj5K9)C_O-X8nPrHb^0AN#Fd zt?_}h(1f_*gRJiLVi8C?!mujsUQdOMxs`7W$zpg{=*4!Vr9o)B9);Ax^#ys5H)Bd* z(YB*{H#u36tHd}7FUvsXO~fFu=s|mv@*b`^3CVyJJq+3_^&B28X)TVI_!o1f`GwP? zm_HyH2BY*`a{6hN*pf(Rz|u2|L)jVBTVpXilrmGYuLDFAnk9oFbIj}r=JmR+#&3b;8ZKM+L)Fz-@^aK`#c&!`afcT34 zE)lbH8UIG43h1_exT|HV9RxAw#Nr zV(kq10_M+r+Uc49;L?(U>k?H@yM1eJv?ip61*qydH-E!ZNCd3v;n23EZ|8k1Eb5LD z>*)7{8tT9T3j1D21k9Zov`3Q^Z%iqk=`RtHb{KztXy*=zFcLx4fS6B< z`XvH~Lz&St^ZGL8j&B3;4P7eW)#Adg!;m3uK_Kavtl1Mt1S~&uxRmokpuzbP`_*+M zNV3yV*f&T3K@2SvRXskX8bcuoi>lO5aaRQGHqUpEST1=r)#pk|EZ8-)M=-12 zL^et=HBh!A8=>vJO07Jy{ty1UdX|L%a)q%-fUJl2z>N$TzTnYbYbcX@aMq^-5?8o< zY^ypgxDX||x^EEU)7W0fjA0Nr&_&kEd;KB+53AVXHDP+)05fDF*#ySoeE$1*8THVQ^?O!~AaxS(yzI`wUt< zRCdSt>sFFEGkJhN;EoHCQ}gL@V#I%l-%;sP*3aWVJjdR@Sz^+ zMUSt+v`LXAWOAD}->3EJV{kL03;Ig`;?ndDkVj)O2)LBnRXTE4^ORfi$=u-22zBpN zg+_;?P{%DkdCAXnrDWNIu^7~;VbKy5r4rLhQUsQ7K|`|^cusr`LaX}QcKqB)PcktW zT4hr9h9SfF-FrdH-kC0f-vDiD1&)%|+n76$~bEX-}-0mBl56dvvxFC+YT? zcd&y+kO;?7OqxB)dmQA?SWIHmJ{l`DGd{A+NMfPE$Qh}^Hd6&CLyt!?e0lqO0OZe@ z3`_>)F}?KnAGay~d6eJ)_8ht~WuV~#NQ7G`B#rKA86#E$=?fUvV^Z!h2%ob}OTS+u zanhE-Hy3ks2SAO_@d#ur9TU_BiGYC&+Uq@q|5g}Q6x|_3NcK~%{8p|3C1_8?#Jsv> zGgWLzq!uuYL0bfV3&YjWwT29;9M{e4+w&p7{TC{qbK3`$izOiQ0v1#GOv)eiggHwy zO5R;2J3UiR-g)En1QKB*@@DTFT1H|!B1OQwnMIoc@J$Y?&)r{3YQb%3-h`*uz+dPt zsAl+a@6vHd2CVkv(N=@QW0y-AqSg$e?YSZ?D^J)h4bj_aXcl8+N(A`93gg3Aw6|j_ zI?k|v+q@l`WuuO^pHc_EnW*=D#0C^_A#;g z%9JG~mVG0I|E1{nJT)u(Th9_o3~vw>b7-vNPpC@9B+Q=~9Lhh$`2YNvSQ9Go^R}(b z?ueEK)c0&g6@yjYS`g@A6$4+9a?w*C*ZgfwO%<6LmP$96D0G3dRbD704Yho{5%LBs zBr*7uvzzYGjI7pI5-S-*?JugdRlu*e>yZrWn;ZH!;zk?kCDvFkiz@3Nvs-}b_FDP& zA&^5~L1mBAiJ8wJHQ;3r?QxPE<;?E1(+f$cr>pUzrh^6ErRO3#X|u|_v5*W{VCB&M zB9_Q%UV3z|1lB9Bo+_tR3y#FdqK;MfB$=Dy^hQP{%pJJ2^$_TPzhtQwnW3dq9~#D2 zl|cEe8v&&YGkm9s)j*Q;SkXW^tmeEp@+D?L$^@xlU%n0#93LiNO=Rlc6qvMci~G10 zTv8f@5H~A*YXA1p3ut$H_^okkmKEoa4$Zj8o{^#?4LS5mMCwhdTJ=V(1=5f(LX1KC z%!iR{aOly33^F$uZ`$!d{RK$s*`R5R>ZiNGBaIl=I4LoTne{egw%imB?j#i#EAl1{`XTEUPRR}exz2{rV#KGcb_SxJ1n0fj!7is z#!QL!^m9dVVd?GSCZc_-w*5&W(+b?CHx<#6x0mFW^h*l@+O?bT@kcqkhIG=QH>yo{ z3Y!LgW?&$^>Sxf+6KjEVXv`V-w8w50qa3SOKaD44i1N_(y(EBWfIm=jTOog>f60wQ z`_6}M-DF{9TtyS%4Eu)O?u|VRL2ex+!kr73YalIP`I-85Ox;=EqKkJ+Y>Ls2%gOp< zJk)3Sg0fp&YauwBgh4$9?R`C-hDRJ0suq)4uo#m)w{AD+3`PiX@Aq47D|ToyBw=b` zQU)2m+_sv|CF{v$02Tpu7QG6aq0EqqVA5ZmOD;o}gw>za?{Vus9>;GnC?@?m)A@S$ zeHW;NRz{X2TOAVCuTeuToAN-0Os>HewssjoCrKBNY-H7*SRIu+Eb7EC$J}9#E&usG zJQA@eI zJ+zO;ru&7yEiWo0fnLeJ&`vj7_y_c94ehTz>FMo$RDt{%A-xM z3Jc;&QflUt{@^L6ytJqr+{{>oY-w(u&hO&DO8NsRD#qTEIo&FvBt6}OR=H0M@rbe8Nw8Z$XJ04$&8)83{nG@p{eg?l)1_8Zt1y9Izt7w&1Sqc zIKjRx*&hXWQomB@lRgfR%n2{ArXnNIdj3Zeu=;oP-X$t z{dMPE;F7n*q)+?vd#pb|RYMVC0j#sy7DASUu>d^U4s8@Gv}?GxhP0%d>a>E(k>K~9 zv4~ym9w?LEFEy}fv#Y}VF)t2hW|R}e-g+zLMGb>a12-D&QCuAoW(EGH$Iu@2Z=Za( z^GjksNh}gS6FTzM#Q~5dIU$g-++aO8_KAZG+9w+MF~tTxA1{)r!C95-&Wr<#x4xE- zvQO%G$dWLS!Jxf@DsEL%Uq;^orp@OhyD6jERZ-V=W{ChA}v_L5AY{f1~%v zO8kw{@+#;oUk`=VM%3|HHD=S#<;i4%#y|#NK)dnwMXAu(D}$^*H(k?6d)x|w3YB-Kx)7oTEL^+0L>}euW+-T-0~@1)%DMn{236)cz~$M?NWkkkO!Jo!tw%Nk@B?_quRaa|8^i3iF@2HtvbMnKyv+WLaFcC zXVmYW29P0PH3Rii)*`Ay1~w)PUtS2JMKX8(~xE zWt~laY0zC3XWZN50m*OxL5wKbTDDjXBnN<*6780igIQ|az9Sz=iaV*m+biHR#L}0d zs%O~hlSPmgu!zK>{qK_>uUgn#*-iqz#^;Wj1*%{lJs2g1lU73pLNZ{vjipE#VgxE* z8-0``B8T<%eb|=YHRX4xk3I;=FhnO2{IQ3XZhR)?>eC@^Zu!ZxIixAI4R21Z@PvMT zo<>M-zsHxyVrTdz(&I8H(@8pd6&&rA5{I~0_J3Lp-T^gB#v*^-)0}<`5&@rdqun`l zm~$)So^my5Ns(8*xQE9=TF66M*w)k`1&M&;ZQ6JB_&<{T$0qcWDCyDa@R}97AuUWp z#peXulo^l+Sns^YsI(AWLdP zd0|4r0U5}WFr3Gxz2Z~Ul%3oBR$_X1{Cd5dWC8dKIs$paf$OKFAsH}~B%nPaR&glT zY+JL$Vut50o@VXp0>_7MAw4*44-ST8!1TbRJuzwKzo)_YM+AvhJI1eB?HUCxml%Lj z!=Pm$;8FlADp5a@!N1v%Tk_-^iS!~ae5ukJ0&xI+YlnFJ0TUpP#!5FHZJ1m_Kxj}cCT=W~A@9p^iTj|09L3U5KLP2Q( za)u!3AX`WT9IVpbE>Y2R<>Hq;XPyZ7t zK0hKEe6~2LLo#51n@L@Uh`g7pDkL^o%iF884O0e3N=BoYG<=FNxa0$mNwhcK<|J-w zsl4`q46FP9WeKmxLXi6)YTwRO(OL$11I7WcX^60t{D{%8L=Fu$L!?)i)%XQqo(m@2)goyH?Q+z)`-k^hU z(koYed9fOPSwd4E5%cZXdn&z~gn9)QRbI8ugP^z?jI^-lPr*8|2xJY7X@UCMUXe>t zezvWi{|tOaTUXQ9NLSA>Q6s63ESL7#?_wt8EWGnLag2x^aVFen|T!y0mFI>+Q$K9 zmbTmyZmuM2XqM)K=|h)7od!K5LXwx^Ik6#;&VY%)qRr~1e^oJ$ulzy7e$rIW*{fgw{*{2;l9k$J@)8- zhSB#UkA5(h{RC13CIplAjfQ$>QCa+zLQ;su1qV|Niom@+Pf@#M$4mo|<;KViChZLq z>d%Zm?5lAlD$rFH8G1b>S`f><6v2#9^Un@|)PTVZE}wE_{bs(a&ACJ3RK}CX`z+4w z1kc}wpb|98C@l*LOPCBSMat}?r-|XR@{37fMDcSb`D~DP=WlENcPD)^qQ%~v8{Q0w zfLRiUHZ5i|>dU{28(xzlI0rj!u$PA-YdCU-%gZx=HXF#Ogo(hSy$(&}+grZKI+qk7 zImlgiG!v>DtWa{$nS3Z4at16puxbCC%$ajguI;`A=Dui{)vcKU{$FiG0}Xm_e-}cQ zgjJwiKJDLPHRqZZZvR2Tj995Q{jx=nC7nQ)G;eF%07wMPk{Gn7>5Y9riKp8TS41=9>HulRK*bK^pV!CgdLtTPX$+&9YHM%T%B2+ib?(+tHwPHvOm^UzK zZ$vY5l6Cl0B(W)TYf;eu(e~C~RcO!qxGff9H`t(naQYkpxh8lGun1AW02BmK6b@4N zT3{jSRl$y{phyVPWg#G`2+|-O(%ql!cP;$hz0Z4Ii(mGCuxHJlnP;9Ui-st0wqz)x z#hhjZvmhC;uf(9e_eRsa)4w^hu7co{#GPWUS4M(6V*(J-T`+s|aOf*xL^q%I)lZ$f zueVtpizB~M#M67bInSZk5RZTobB)sPsd|zKz`qh@sAsvX+K{oQjTp3wn-r#VZkZXx zD9NiMV{mo=3nmy^6>w?W^Rm*6Jx%1up18*0y7H_25Kfwba<`XOC$Ai*j|#t3NdL-Y5Iu`g?NCau}xpB@YM z9`Jlm4`R8Woc;*j@Wrf|MZ0(?QNAbns8u7u#)uz&zQiNqC=?hB5m>ePVxS2*Bn+&w zXsR z$Qp*A3_8fcAa=l@$?%M2(6pPZH06ET?*;V}F3B}zijlIDALNqkkrF2UlwUI-0T~%E zC9r5;2<&)#OFpu%DxDycesBww%K9J?oKX>4(PL}WfGv0)d%(VG@y^{-G+-P6^+_>HR`IHm#-b{` zKgl)B>cIFJF(4tvL>Ys0(Vb1us2Ij3acT3C?(T5~;c=}5AtwIApMNuG{x;v>HFb~H zJP2N+ukxQ#Nh*@SX3_-k2oaX^P%q%RRX%id+$wTkPr6?%X)JszV>W^qtHKk(b_NV$ zFle`A2%9T<^EFb)C070__oE{6MnXksGsK9UQ}TNNIVH>*I9$rqYL;Zx(p~S!iGa9> ze6x_5R#1FaLh-p!p%2`Nj>Tsti!xg6XxdaQsVBn3*c}L3E58(C0B)erVEf0i5s+WS zLId@}p_^E=V|0;C709&$f*!<;( z^xj}7y#0fU(C0=D^%@X?1R1z7P-chukM(E0GZSh1l+RUoZ1M?`KnI!g+9T$<0}_w{ z8kc}}U=S;iQnB;wC6mt^%85Ex?I2q)K}y&=e6bf~3s}}8pe=%qN1>qqLpRCMPd-sm zW8?@Dt9(Qbi%o1A3dw-k0`)Tup;?jrCi&M%Dkj<|+D7-(GN}Fb42sZQ`t`cdSHds` zpZ3L+gH)MFtSaqYMkUUQ}x;ZSs zpSKq>=+(#?43#4lAQ3QYpgvMBe7rBwAfbaKhlh)|tH_2yoE~jn z(sIk@vGFeCC8(#-=4zk2z%#^J$gK{aa{2>g&$wHq-A(U)sIBq7Whv=a?QNA*4Yq>x za4&*M;}%-qf;y})m_&X3u+F`CpLg}ulX;KX@^OM3BeW}^)Ks=qe0k|%+0u;R|4AEG zpu*wjjeX(JU&0`_fJ2$5w^TCeS{hkIkTK$gOPZ>sFGA*U80q0lg6}uzFJXFM)9!Th z-{scx)T)dS!S#ysJjbc4!2EL<@=CrxOPG)vFt5a+jrBCQmKJ8e6qzo0A9HhcN;u?L zr=ljYx!=VSAQ3RgO??4WTApIrhwu&(W?Wx1;X}?H=qKf&2)#LX*F@+i;o*%oDW=m= z{wXTlh-^1}GcQM0J9Ijfe{MuSDeuajzaTYWKZ&nMc{_uPM=P&Vud$h+CM&jNzjV9_ zHI)cae5tG%R+EYDFS_^KF>>=2h>1jKG;{H z-N#+|YO;2Pj>ys*wd~v5hk>V*PNEP!V)}WIP{OpprHwMg?%urrOxQ!Z)oI!FQawte zp{a(gh+ch^5r1Sr3uN|&@$^jEy?UXqUoUyCUPs6v{?7aPN*YdW0GHBrBZC&}dw(60fdH(OeUhO}c*ozzL>B9Xx4$xp z$_B@j-lNoKhs@e5kPMhX^JsU82^(cI-_?F2ol<>)eC3Q7@J5{+GU=;Z?5iPjz)YG= zJHGLsS-w;;t0rYQ^|)@fcrz5DOHkSB!2TR>NCd2G#iET@(+uxrUPdnJ7rMy+mJ z4_UM{V!4+-vN3~1z#uo1O_^Q|b?Ull`2AlJD6w}xnR5?3z*>dqRrT$SVDl}8_1LtD zdWodE$Zs)~op{Md{KMC$wwp2`R%{ybtBdZ8x({gq^Q#QngTzH+0X|a{PG6vks%CtKR{Xr3@#$Le-lPAMLpLGFtG^@vY~zPIVuD5wF^M3v4tOXy`5Qll+fCD52!XxMpbxgq1L+n@f8K z5kGKYz#e0fj=gDB5z}9rgB6FFsQL5tq4&!n88D#1rrl?y*199jpVKVS(H`N>RO`bnD zZY4@T&Yq1*-{ZJY?r;&QA;`1|WCJh}IEuU#mS#uH47aApCd+$$+mxd4XGWrY^0I`@ za?AgGRl0oZ)})Pc#mf)=6>s(IpPkeHJwA=OL6M=T_^<9%rY%dz3ZB6nJuTpnkfo+L zY`ytd-QJ#_$iCr2-5ZQ$mL1%5yxdD=n}4l&66uwseP23dZUy@qcB2sY^~7Vae1(TN z+RM>p3L6sM$oG*JT_Y}UV!Z^i=pRUgc8Qd+kTqbzfknIIz@I4>R@U^9giB4*tE{dY zfXm&o5agRXWjNTwig_gt?b-UQchWIycT^DEnClbiO-o1ULPW74N`OWfElq>efF(dI z+Pzl(_w|MPhE=3Bn6%wiNzNSuQIt6-m7X;5bQdH8mP)f|uSS!pNPlVHOcvl=pRVGW zNcDhZ_rJ)oHi`|Aha4-0_n5S|L8;5|?0379CzaxQ&%F!j2!s-#ay0dJDa$z-QUgX& z3Ye5v99a5TCiZobxwNasGQBkq9YClwA6az1$(G-TGsv0)X3@0!d^&>jJwJt!%S*+% z@6KImn+AoqJ1B8r9$y;)X#x940@^bs?(%J=c6wc;LD$?;^V4+$jo~1Y!LI!B%0U?e zk9HcWGnu>WPP@nzQ!~|#`YVS)=S!Lq*Zsb?*cDO(#&z>)FR1h4=1$|sp-U58rv*h=l=i< z(Jv9`j?}&ij*VfUn@f9jjL`J8S>jzEvMnIb@_~1=$sC9)7DwF~My^jaAw6I)gG0NF zXt=2}s=ekMiC7CHO;5#iO@L(BhUkoS=f{F>2{UO9?a6fi@TCq3swHINkZj|p@iiG- z)L@PNQmXQST1XGrUt%*T% zZ+LSTN+0lBoj`_%U_IgUvVWkuLpTyaxb*yeXx;}CfybeoM~6-d*xdQ;4ylIip{A}U zP6MZ*{zRBNdBcp!10RV5dl*!rjaRcyMzUX37m-NmvMM(+#tOWjc^-*yV<^{TKm@Wo z0~3MzwhYSxf5(;SNu(0$91mU!atBY1&qOdIIfXVMn# z_~@<5Fom*cC6s~w_~}>yiGXF%0@{}wH8+p7claQZfu4&!`fy_>#K+hoKIZLcmEZIA zq%mN844d-84;P)*n#ONq$N(+u$yaqq81}!0Sv4=M0B@yZ0h&cy3!%;BA9|kqk^y?n z^7fGeACO>GLqzx0d!yT-pM)i#eA;J~B>tL-~Tr?l*Kz}9OQpbT^;DoC^EeV+;W zB#fM-KKrKVVZ!ZH`A&+kBsXQA{v+`8gcy<`E^A55fDEKHU^37yH*_%Nm2}!gSh0lu z`Xu!ZF!TA0M5yqbR5~C685%GVI6TU2>HLPT27Q0MBi*X!k!asuih+Jr!*Y>XG2K`b|g=>njw&ySSJh7;MVB z4*1;-J5z?eBhA6JF3j%q`teYNt3*-y`i`5wN7PBAfk$aY$})r=)QOFMCo*~E_xar> zvoMHbU5ZS4^N@Goo;oZzFcoQgrKNT|k68DUm~~fTU!l!ja6R`-RDY|U77B8ESpAJn zyRW+=x?%I$Qcn^rwVd`mU)KSS2vqY08m@60Z3j%6#N8OTM>|FfyIa4U{QIiL#Hj%x z(~ggrcHCI;pg-TrzWuODXsaybSq%{v;P`aRvVj0cihyUKlxZ=|&Z2CGloA5&iHB^t zt2Z1R5KuuRaWBhw+kg`Or#*9M->r99aiP#DQ)DkRXWaAJBV)l!nnMstJpc5ph5;>* zGGHHxL3=T@SYEhBdYTB)?b!d|y;L2PN4Fvovifb=kQy)%c(fBZcc~MrPBx1yhHmn0 z{d_nDEFqpp#_(^q@8I@}QD3zenzA@;m3%KzZxFwhXxGy>1DbMJj_AqQ`c+Dh8nEcb zW6?Hfl|v7DJ3o@4p+Z+u>R=?e@$fQ2N`+>xvLI`~kP?@6qmnRVO07Y0AJMiKR~B|y z?S3y5p~s;@Zqm3Pzas-_&{zgaeJPZC=<)jb0Ru`*+S_m?u4UvdJ<&>rXx--%<)x*d6!avjMZ2i|kp!s$ z0~tKp?Ips9q?)9UXGv?2)U)d>ln0wwMW0*S{UjD`zZ#z(VmqwxH3_-3w%+ck5>A4$H(4Zu)&{eCkPKLS z<113$Fs5T`8n-FGmCT}(3iAI=ikujJs2Zt^Q>Tib4N zj|EeoOGpp9D<57Qkb%q_u)jpR0hHffWZeAh1F42@E0t}%ZNbGEOArz8Rn_=k$f7Ya zgGalyK6H9eSGY$esfKqJ@47p{gEDR?L?62`&mCgxu@KFoy;<4Pwo6*Qvn-uxwvzIT z?w$Yn*UGE^dw8q@p>Dy>M@5hxu;{?1y*fiiH!J`m-WwWmKaxr~rN ze6&WKjlCn3ff^%YDE}%wbwC0VbK}OqrcAJ=X?jdPX4)D^7(=hcgo~rCp)RF-L@4nK z-Y$T=DwagkzTF_~49Zx0sGOAGT+HbeG55i4=wG+4zvjOHGapO~JQn5FjL?FEy~0oL zNsy7*t>yDtcOo>R@ea}4TR)u6fPNAd8Q5IPNwncN;mmFNy<`HKv+K#byR)If)gDv= z{me^L8xVmsXAG{=9%gkf@i1FpPVQ}t^K6=3?|cg~XKBO&$QylA8?Xh^oG})FMSC4l zRz$1I+sj)>i19D;r+Hz(1PJN%NW%(x8qyxdr47MzLoc$&tw{_sKu>N{*jM21z`7->iZ%&#)|lr!kc8O5#3 zs)U3H2TDS67D+}yp}`bsVVBDnkRZmiz+=)zdd-Ks=e%kr;7W+MQ2xyLb~y?1NtiVVXb+gEzm5sd`MZZ$LPtoWcE?rHTU^or0LY&65Z<2oss1q}0+v9tY4=!VE&Ta1{EoaCVw}un+0Xi9AwW1tnHDI8Zdii z(k?=$1xmEK%GwfWwWQr3^cx!vdu-ehQ%i5nCl^n~T|Pgy z?CNJogu5s(xauAOgB#|O7(B{3gHHTH`*n6-0||`bX>G9VcrG|$G8q-2TTPdP%b+kB zI6TUvUg#^Qw|{vy6LoY~uhLla7%eC=+(3Z)%vBp3=qF)-o5QD^_we`GYgDTxkZRxt ztopJ!1NuozkOL+{5&*iN?r)+*M^3;D+(2Cygk@*5_O~T(#yC+7>-b=dg zFtKvwk1rL@Ta^nzT2&6^3jvRHf0uelN)i)+O?$V2aC)GFTHbv!I3JH*ms{^J9wGo- z5x}r0Ri6#{BOGARK5%6@uJ>AkVlU}Zd8(V(rrJ>QY=n|$xgTqsAdG}1&rI6aGu*nm z)Qc*ENHx@{b*^(S04GcKBDC%JRUMq?#$@2r-sKy*ICN)Wcr9_4NPK;J{W2?02&!fv zYIyS0YH+_EM#FGvcMp42yO^zPDk2GhcU$TU8Vf-Z;}9ZNFV`43L)L(041C&+=pDIr zw;R`%#S%Nxzc-wocw-vWFZrwHRycjx1;`q(=**;DHdMT)(^B?2p9C12G9~-D@1{W+ z!#tEePl=EK&zN91kNPevVUPOT%3KkPJ~2^_eO(9^pbe2lYno)~8eyCt2Kq*5| z)XTx83|toF1iHa?zQKvbjYNDCkDX^+Y_l5@!4FlSzb#SpfqoKJfu_Fnvthea|6-F= z(xSgtY?+!RoC{g>zsMT$s)nx~aI9o61I8xNzCEG1vqfG}^Avd&*ZBJfpG;FI>*+*z zwOP$Qb3lUs3HDgjZQ+=0_;oLl;;r-TsTaC(pxo0HDWT~4Zf&U55OYb?H#HW$>CUpL z>rW>rfWV5rdx>$KV5?yk0^OhAPT4jnJqT!1s~zT_az1s7ka|&p6O_CAAi(+>8MN5d z`{3a~!k{VpB>q!B^Qa7RJ-T>wykbg33SUz6SV_HQXIF%uW%z=OA1`qP9m^pB1M`)pDI=AzH$n6Pd)fpOlR}F>y>OAC?0;^a1 zK{8-|l}Gy`j?O(seqY-&GWYpd_VrwS0eESw7X76yE;P|kQ%VB#AHyWW89N_Yh3#;kZMR#v)z)Z3yk&O|Bm<@g>gT#GJ>G{G9wkVn zl)0PI9aU0uM?s8?4*E+k$D6A|=77mSeS%fpD%@(RbPeHJ#gk_xds|F{sDNL0_pSx6 zT?nZG%R#9R5?dbGk^QDZm7M%D!Q{TT_H3 zc9k{J4$Fc-w=&8bhF8T6E`Q_DUizt-r>ko`zl*em#Z@i=BW6J;qZLJlNhTK`K*oSY z1`h3+hR{rp7{{w=BoWZpEG4<^*6@o!2((gWsJxwMxAhAzss?avD&ozjD-si%T_1dvlIMtWGg`Rgr6 z1}sD~XzzH>n)JG}#ZP23BhusDE~$ulQ1Y`HIabC={oRmP!t8<1pggA(Z*JF`u0gJi z5ua3(rJX(=;`UgmE8}pt+a*W@EcX%6Zr2m*{H7`MROGx>TuHRvj|UJHumgb%o!E_k z42VEdd$>hYUZ%{KOO4|mD<++i__o#ZTW>%m69;4q&h?Sp0SQQ$gh{}s-B!|}9O(a! zO}4JOIzF_$oVg5ALM@s)Tt9Q0?0`9wO2AwaZI~ofR$ZT|*htjgTq9C;Wag`b+Zm># zA*KF`MPLaO%RgDPj|O(|8|@p1238PT_I29l{MnHW!K6e4lctUn4DQf1lTXB#QPTS$>Dn31 zpic@!2JQ0Kc<@pHMglNtPjfc}DL;65P-KnO_zO2Kg${#)+ec&!TUX1TgFX^w4Aei8 zqH5%!C>fDH?w1?X5{-`XmRX1`h4Al}x)|_tEG5#JpSF-kWpgjgy1auo3a}Q&enLKx)9SDvS08 z-z>))2O6(jA{nvBH(QVNH-Ktbfn@l~A2k9hfnqW+_*}ZTSly3ym)}c^@+3e;ifx3x z^}bW6Mcv!SP07p6)5lGF;(uBvjgVK;{3rf*{g8C5xL2ZFFHy|d_uMj^1bgDy{Wlz@ z=s{`EcGQ*eXxZ@;$QrN)A0F+Ny^h{T+YhT2k}QC;5i|4PONdVzfuh^r(J#{=5wN6z z&8HlovpCDN?GK9pCCMAdSJty35!6ufnO`MVF(`u;(7rF0)z+L@p)up(Jeh+>WlP1D zmnIp;8y+hUb!zSWv?LY!Nk@?kidh@MwLRERqJEDk?YN$d#WgZQt9AT2YupzL2q&FI zp~39S)6>vT!Xh;F^CeUs>tMRO7Fberm0ZY@C`9y=gUS2AQ79*=Tl;2S&j8Lt!>38>l9=U;FgOd8&znpL0P zxxuYA5YX;Xa!>s5I^_d76(G*YIQMMRa0p~Hv9dymgk-n1UrxM$F z3>EOC(scBhyoI4xA$!0SA)r0nAS_%eyZl8PK`D*?K75Y8^ezZ0twS6!yIar+{UwYE z;4mqtKEfA|Vpcb&kkLUyM|$KvdvM}v0m^-t_o4$KHDJ+!IunpKN!?!SNCTk;=gcE& z#}0#=Z!V$$r}x?gyyb(5z@QzZEAM=9lKEIiv?#eQ+Fcpu12*dJKt!l{A1M> zo3tT=)g>}_9XX9{I+ z&L}=N8l~q#B48hh!K6$nWxamh!Soba5O~;lY{i))5WQ-LxJmW*>DG`4I5$b#tsW|8 zmg+wjnayyCdoV+=8zS}`P|gsR{O=dYt75jmrM+>*D}3j(=z5WLVz(7uO*pa=>}Zfi z6`$Pq`@n0sSpO~cx%A2%%;QzniA8h=lk zRaF@zSY4esUB6KXrf!!|A$sI(*+&EY^dwBez7mr%H<{&|@KY(K6Hj{{RsNHGP3;t9 z&KFV9YV7o-Hz6fpMJoaAy*Gxs1`hu=_mE0ZsM84KseV*iItn|cxx$^5yr%vJAMKd6OY=ME=YhK+}0z^YbU zCgsM@(3EK*WhawKgHCTx?(x+d2hAOtp;4=|d%JregT^ohi}qB5OxLk+%^k1?m95iKrUak5a65-b|-=9ldW)1u# z5@KLE1MLoC%do&xg^k%{-R-QlRhCaS_>m?eEu@84&KnScbV-;N7(B|g!;TXliuTr= zCJp*|eRl6-LnVk1b3oB;VvWU3sNjP|Hy)p|4DkWF8OIwE$)EIT((x5_ms2NB1!k>w zB1NpJPIH(^`dOT%P2T|~eyC!coY}#sI zS7Qb$;fDNpuRAC$@MvSbq6l8H@Y6NYqJ?{FlEmkMA^J4}dyfQC40R;!E1@plh<5+ND(;jSa`5L8N<=I0t5vwIUSa)L& zI25oGF&QtVp3Z`N5{5DaY|5ONrlWn1_ty?Gdn*m;edx3sB3FMU(YE6GVA_BspaMn8 zMd;Ajw(5^P)5xDBCU5&C#B>bwlUz_}SU7&~b;ug97|rHV9?o#F9NX1b{gVW&jdP~= z9##bxmM9}Vls7#)2g!ixflIyc7FLznuUJq)^m6wV>b*0BZ?LXFME%+WLkCwb;nTid z;&T5{$l9-^q&Ym%+40svmuMd94njlWP|1#M*ZDmr8p~QBAznUIWMId zqKN&GQ`+mV?GA~6p*<$;D)b=_f8UPXBDcki#uT%ru7v1SKFUDXZCL`c+*k(6qCHoi zb@0vdq8~Y=F}#Z1!TrY78*DL%3v?;s+Qrs54}Y4=3G;8Yf1KGD7xK7 zIkfPcE!c2~;Up&QserV~t<3EnWOt9Vi)sFqTLMUggDAS~-L+K~(gNmHIf|6ss-^tB zjAfRsB*w7HemF9m2Qe9w5mC<@W_V*zA_!cb614ib-#>dmfpT zWRRh4|Apq;t&&mHM*oCJ}pRR|>+ zsP1rq3>uSxMZ4s4$iBqLy`hTqNwO&mpS1TwVD%=7&)@F;mQ!trTU#p za{Z(TQ#b{Q#{WQ+*c{}O-mhr_hoLc_#Gp+lxt|c4?z){x(n)42PD)b`LqIPCMTXL@ zhx;Hc;O0!b{OKa_>o)wmniS#2t7oUPzd;;8BkJN#I$NGTP-q}?PfQE6SH=_-F)tTK zk_baBC&MW4=^sFy;RoWkm9D6sh8z->wy|j!tUBg-9y>m!hSWh^I4|keZP2NXN7WwN z(C6S#2G)?lrA=b+_w3U%5HlOK~-a9&6E92UO+zyvu5f;89I0TuQ_~rMTTc<6Q=gJ6p%{#gk-Q8 zDkeQB8F&oJNl(1Ip7FdGk)^9%X5JP-KS3^OJOW9Tbt|_*UkQtC91i8LlorI%5A*II zV_Vha(*?cY?ax-EhH}p?eMkiCD+y>{ku}`0$1ZLGxsTh`V2$TRg$f8^$Rm(sC4O}% z^ph|uiBEe3SEzizVTPVa3-r+gCJy7(!TRlHNN0ln(dH@~?gGGoAufpW>s@W#e+6CJV*z}e#XI_qj>C@^%PYE{S6 z67W14R_b9fXj^ms%TEG1`Mw9Xr~O7 zMhSV}gG9~|KjRq}*qs7T?Oj8Vdw=tlKOwh@$-tzZKTk^wO49pv{0Uo5f1p`mLi<)I z`CN`fkU3ZZu7SqLBms-ER}z-%ztasOX-RSIIeTw+DnUQV9Q~x%KkgwlKgO+}R66A!Q7YoN)J8>R*73&qpS zG?eZAM9`|r^$7|GD0w5elqQe|A#l~`aUS_ zS&Moxq_W|55-dP-Xp5lpyleSR^(F#ti~Fo^ZM2PlUxsNCXB#dYSA;;MQ2onmM%TFrDTD z%@xxwJs`Flx?8=}>&w-G0JjSQNpgpGMnVV!14%5}L(p#1ZB3hts{)CE1~cEokxo4z zL%#=60Ha3in*&(`X3#v^6?C2EblD`uBJwL4U2%yVXrI6F;(!16YDyD<^VFW|o=tUD zgp6Sn3eOq~wt#0EFk|4+&KSHVW=nj?BcZBV$IBfP_nJVFVH)~KGyYC7gS3EsBtGr+ z!xHKGP9Z7nq%D*yIy+y7K5&<)3zJPKQK&4^) z3)%ioa{9LC{?3#a{g6lcjN-z^`k!|OL?F>N#;ejE1W@eqv;KOyzmv%So0A@V`m_c@ z+seqAmBqG!J{2uhdaJh1?wc|5YVeq*cl6{0gDW5+Fwbg@0h~k#SNrib+uW3)nYUR zx3iE_N(q~O3laf$N^HtI4HOxT`)_BFjSSBHJ$L@~z707g3sf{*KjipGNCYgnacD1E zapPt5tHhE(PyFufy!|I1L(%Okif$@DI;z?fkcZF_Dwc++~UeJdFn0&0VF%i6}xPEx64~3^=!VRa=&;v@k6!(qKA}_D1ZPwVdJ7WWs^bAFT zp)M$R4HOu#*hYPX`;c8|#YnTPOGIEu=k?z{-U7B_JVRMesKeIf18N}gHpWT{D0h>% z#G7Y0NOTbdfb($K#Ba@GAdj>gF?y@*Vx~b_z!*I)Z4nGT+H3+#n#tO&as7ebQ)T0z z!CQGG!}`A`D-CFYL`j$o9NNPeZt~mYvP5o8ihppcO_1`0$|S=PSZ%j$0(+~lkHn>Y z`6g{=ujR61BBbPk_Vu<~;S;{PsNnX3Yx*~&1}wPoXfFk9*u|`G-Tdp|QRw;XvU3$)`&Qbe9{s7uN z8&SrfXlM)W$HcuV?aWQx)w@hNrIE-OoIkWWCmz&+Vw*cM=cf(B%Ldg>!e>y1s$vXR zj$MPu3F1rLlDox|;5{)_C^9HBF1&<{0W)YOZDSA%KNKEUoJmr8yZi1ie_VxN(rrX0 zwOd1`>iMZ!E8WQ0x!rOaZj@bZd0dq+#7UksAtK;j8 zsYT>@1~t>&Kf4SjK>_+Xa!Jd=KM5caaF;|oKnojWkLk@3>EAY*lQAPW5Mt;p5Lk^b zIo1wg4D2H@Xs>20Qn9wL@N*}bm|*8#v3#isP-~SmGKP3LYp_)klYu&^ry%(d>Z1>L3?PM>8tE=wh9U}`Nq*sbQ()EK^EFlpvduGrs8cICWoImw_ zJ3#@cl@|zfD>|V7y%=#xM~C)IfJDH!BnIsxP-3~Np5FvyfObuuJgPNp0_0UKP+-Vs zhx~3pClfa;Fwj0!B2gtCKBJ_WNZdwi{P;daZ5*V8KYsP}gw0<&pafC^%puVRNy4_$ z=W8A`G!xl#;8A6F%`ub9Ol3>OmzN%vEzKDIpYAp}M8nvt99<1bfYC6tNmaKdf3t!x zat1&=Wbd*k-?8JN0yb&3#*OPh|D8js8h?-k4z*f%TpisM6!Q!IJ}716Ju_@hG#~ zF5FYn@{`Hi3~^T;G$$60h5*K|HLHuGSC4?yfc+#MZ4o-;x}TqS5V@<@ZnGjF+DZbN zK>q_Fj0v-cjDysGAq*z%D_rq>``FCKBJJnF*A+76ghNpEJ7V<2b5Fd7M8Jp`Cha{v zS&ae83k!P4wj{%n_)9f;5X6{{QqO%u_Q^mZU{IAhhtW_Jc~`EYn?Ol%L1~>%2R}es z7=hgC>9(V(kO)}ynMZpaz1N=|K94g<4kK>$DsiR2P6(>5MsD?z zFy5fDr**Rwc#sbBNF3V5=lGtmw?BijNW87l)*a*U2t<0n!n2}r+i>VB;o+I~s-diw zZ%%<(H%K+4@Uz+*?ZKTA^HKKcJmc(N0|rg{BrLcIc$7zn{bkyANo3j))vC3jk;N(N zcR+5{3#s9=VCMr!1WXMa7UdTD_@;^4_O;}2Roq(Js2bBRP;eWM%2m9%$AcjeFqFii zO~h0N+;3~#Ur9y=?*5D2h3lZ~a}A0NMh|ta4~X!;BLn3UgJp90W`$N;VurrN($_XO zRtWtg1~LV!cS;rm=1fX}5izuRVF{;@_POn4q&4e&d~TN<1D^S`MItOITmpI|OavzF zz+f13w5*>evgWpMeAvXRD?pEAiat{McL{|-eI(k%u)o2gwoSWhNqSzZZQQ z5yUt?>hHlZ09@LI9vv&wt{U?jsKg<^RwAaIYG0s-zaM$i}37 zf{P#Q>eE;oLVDGL-c4UL`ax21IPyqudyWorw2Jn0SkW=9!sHWu1cxDBxFPQA^KM8D zvZyI3u0KT_`bk*c#-)8P_K@%7EGd-=LIl@mvmXY&w1I|hxyY+Z&#FEFiGU?;T-uY8 z{F+@7b}SJs^p+04?tKGdlA4hSb)`$+L&kuCZ3c&O`W$-fNX_jTN6Ek-!Dd}PY7d^q zn2p%5#QX1d4oU_V?M=ODTXfhl$s#Kyt$MTzCC7v7&u*aPGjfQv2lSP&&_MmzP3X+_?pp0Q;?%&{r63nl1XkYh`P>nGkm7Y%eRV`(gEkEqRv7RG{ zq7O)oJOzCvoT8__h0eW0YuEdOIV1<5;1u7xYwswi+QUTVkox40)sPIBNmIW)93Npk z&#|vKohU$0zMg)tzW^K&JB_ji`NovxkPLX%AfW7)veJ(vN2s=u!GYx+bHrs6Xwr7* zFFj_nzziDyOSJK7T6g_@*#&JRGg)WXD4S9PmC>IeuTbaInMe8q&f` zubMprB9MR;j}5dptSIU~>g(TAM`~eOv(}bZFF<2ZKn6YGb>2uw2Fxi5X#XUg&);h7 zT0b`vPN{isf9gMxVvu7MAjj%$_9J6ZGO%cmq4U$~+ro-tNj-#2jO%(C13K2j$Q(>Z zemVfjfc+%_?HaWE!uZ8a*INmk;d;X_xbIsD_?JebzjUG~_)ka%>@V>Jl!-kZd%15; z-Axt5{P6RiJ3s3OO@->{zpg)>)7%g+s8)Ib?IT=@zB8=cJAPE*3jxIKuJ|<9H7P4; z#%E~7&)XTFt`+Y+`agYQN{9?_JTiH3mof#kM^`%*zA+5>iOchCgt%O)9`8VKV~ezMdWwA) zLu|b?65-am>4WQm<_RdPK_MX_zK?!9X0BVloYO&jd#G(TRop4~^vAlNf~O4bf2ee*#@ zpNN^U?T|HN^#(3&Yt|{r>A2tCPJX0qbzLH-|?xTydDYMdBn-8hsF!D*e zQqFloYQVWk9_`tZZp9njmU*O83RhKl`9KzI{2YVIxR(N6oq%M(!W)Nn8Q0x<{-N9) zJuQ|IiYF>z`@$h6}lrX4p{Jm}B2I;j66 zrH++dW1|4{dRO=s@WkCIj_F-0C`$qt|}_No1hnWqM)ve?nwT4w4}2)k&KH zr$purIAEn58bSj)5^Eob%r$(}a$YW31%9MMh{?DTwW0vBXUwk(XwR1vHHg=ZsX9eA zLYGOF^~|~t^_FZxN%YYz*AEVeKxzR)8MGx3t9y|u;UXj?IJ2Z(^Ywl%gfT)8+RNCYhLVbVTW$`5_CXV2b_ zSiENCx?$2KM>|J|qR&J~kEh^1;UZne!21o?VA@O*W`%1jLVkF8vdWb56T1EN=Y29&<2yF;ou>aNo zkBMWknR?5iSJrGd_O>3r%J6PVAWT0AsC=Bewg~U)k;oN+obIxqmwpmT`{Z)P;|3LPRZo! zfrpSqV}FT3n;te)zW&O=Ixd~?s|ynLc^5x`qT44F8m{Kf*$at)hX&d^=`{~`u=G}v zM`OgJN8L!j0b&eu^pUn*+h+h-H1?6$w6`a^%9MTIeO$`{kVv4->2;P45{HK9}Q22 z4u3Tu0{M}!1e#B|Z`I`(XT~1S7Gfa4d6xH$d^rx3KW{?8ZP@{>i~$M$XK>@vo?vy0 zp84)%eIDsmgICU&dD;f_uxMsH9ShG40pmpS$Rm}l3J-=t8y=i#-$UpBh~$-g z@$n>v0d}q^C{=D52ZgrX$QCrm%kLSKEwFi%8;4zVldio8uOrR*&W9H_uiS;;b~*Y< zk!R+`L2AH$5|8!?sQ8@vQ|}!!$)6Npvi-Y)4mjU)8{s_HxkrXTYQVk{^&QrsG5>D2 z4ND+n0nMP}b9m5;yz% z{&~<(!V)(&bt*>K>YqKMa0X$}Z8Z%>wI{&|C0i7qSM%G%AT?m|nN52ScY}f7;_C-R zmeQ489PuT2DMTmbBfl!Bj6DL0fEj~;cJg_MpYS#R6$w_=0xb%D)`ClKT#!#nQlGsB z5&`o`Y}&WD6}_wNen^rxW8(7XpOMR72jT7Ihytih>aZFRfy@{%3V?QS6T8;8BqMTS?4@?#+pu*kroy>InUW=-^yeNBWl#OZV9WUt^s_FRSRx%+8RQszdcLtzr=1zK$Y8#6H>6kPKL4;Lt8KxJ0jNU+O1f&E85z)*FMW9 z0k^TA>$969Ahc?a4B9K^UMr*p%%GXHwUCyey#2j@JK5m&V!}R#lQonx)F6W{?s>Zn z5&<)4ChcyFLt!90HLj1=q>Mj5e!7Y4p?9i7Tl*l8VTlG~dZe@`LiUV_ zz~NK&Np5=^|0p=tN(Sgab_YMz99%NF27!#x60-4-8ZeMS-5BEUYfsa&Z6!7WxF!Wh z?0TjEg@zZ%tvWK!=s;?~-74)FZug$vGaZf3&^Q&=vN~5xUtYz08q}w^9~rddk2`XZ z8Zd)q(4Ga*DdC)1VBSc6r8~j5&fn02+^QN9!SmCmr;r+O5oklbv~D>m-s?t!P7?nS z^)SYw66{$$hA6QX)sNdDHDL5Ghj!*8(KI$bu}dU_p7i+XnqC9Q8YUvAWHjURFh~uU zQ)1ChKXr;rLrl8gm=Hw9c7-DiN~@$Gpfm+h-1=`UnGON^(-k! z4VVmU0p;Ya;n42RT8Vm64YTA%MfP5YLbNP`tM$`sCqg1%aFu#^lR4n-&}J;My>~*a zcfhMB5XWtXv=H5K)qYSviA5Xhxwouy%)XOD{-j$wZB!j|z{RoqkU`6g9o7%YfEhH8 z_9Qo7RsLt6Z3US%F!|n&QdZ!|;dG>jsPw{1kPMhLFlg@t;PY!MHeWhSb~EhR?-4C$ z4<2`0idx;~bv^~>pt00PKzq>&zpSWR?=pGv)Ai2Df;}rhi!MVU`mk0@7^DU)MDuB* zy{z8PclMTjCXrH8XRh^;NN_v723py(VZ`oDPze`{(E>#V-OWjr4R&d7!kWn3XZYmx zH+DlM+-;}@+T-aku#S#>B=c1qV!nH1DP(O*!pgpKMnBFBt*d zQTm7=hOnXh_p%sL0?eFghXqC1gsc0)dWbH!IBsiOZ>j}k%`=csW$2Cqtr_#F)K`e< zRNJ?79El-;o=)M(C~@zUJ0!oYfQevsu1tQ}zQX znbQCJ5b+7rtHC|y zOawM*S$$&Xl2JP~v#8pAdnrlzJC_kmDv2x5pQ7U)Mp7LENSKJDz& zOY`9OFHYp;(zsbAwx?AKpsLk=gp;%?=O{xWV3`|r5p>G@t8+I-lR&Aivb9R*0%Xza zP{rrUobLP3Pr{%c^=1IERr-y`3d=kRg4lR--m|8%kx;qh6XIg*CMn&8WWcx>4ui5a zWQBJ14r}~MLZyXTJ}RnF6Cifg6cs>MRr-QN239ZOQ(u$Wuv^i(?+Ph{sg}I>L&u4b z49^k0I+1l9JP3s)pnN7}qQ1y`Wf1QV@~E|V$eC3S54J)`DF>ND{OU`Q&{x9Df%-P_ zH2dmYkH!|V0NTmB)fd_|4^qQEltcS`*^mp#fO#b@?NMlVi?^8l*NeQOWACxM2?#-rl4AEB;{J&2AOdDCm`fEpx+3>k9V z$m-;g69z`s28t^%YoN>mxc66@v`2=J{4l%HtiHDg90{0*O6i>0hu=X;z)I;1+OuMs z5hjo38?_Rc+xbmlPE5rfh>R&lO5iJB0~g<7N?_3*w2I%mCrWXjNR!ogwX929=YqD7 zhr*j!<_kAS4On>NGAO%M8QEgJxE)<2nK9$tDXV%dD0|aJY8avYW%Qs#5YX<|%W{H(E z>ipRK11^b7qA_b=(B=W$PW8zhExu3U)u!(*k|mMgA);?c58p5B*bjXrEJ8E6l+Ri> zXjl0dcZf7)gspg{ovaEurGqGo{;t$>8&U(7`EY38QgWX?hlWa6!GM)tZshmp{p z%#nzmEPLos3CVzE(Hzf>TMF~UDz z72hM%hNkH&^p*Clg3`BNGHC0*2k$iCGSF6oqJ7H4v;vaaQ#WJ#Kv0{kV_he(odJtq`_@~;?mv%?Ote?@FTj4 zB$T9w{d-bpE+j%Z65+v!pdiQ;umH_uQ66j1=|1p&&Eu;i;#Mr}Y}nih-Z;ocY0tCM zvW1WgSlYv--Ri~<{?jaVp-4adc#|mAcZQ%>y?{W5^$Sy(0b3wTZy3nnQcirba#z^y zxkEOUh`-*b6d4!>{iFp5aDQm}_`4y4lmG+Vw9f=~>|c2B=n3-biufhN?-R=B1IK%g zAqJpzCr@KQ1tiYHOo1by+)?6gwqt3BFrBpKWz!k^r-M~=4TO;bUv5u?M8Gf-n>MGH z)^NY`ee*j~gz!l2*RZS5H&Q{y-1~kxc-9&-W)|%m4IO4mJ90Wdks@eM-!QYI0IcAS zKqUS7vnw|YN(}FeerJ3N8g4z<yi{8I;pD_jh~S0z5_Tqfh%e`S593$ezWJOWIy0UNR_KVA9^_o_3IV zX^&Gq!3~Q`dKTRDdGrY1o})#-#e>)YNAS}zIlFk6vF zir6*E2r>q&P{QC)w&&3N>tF24MX03I9O zmITz3eK9x3+}Lq+3&mV60sK=l^btv;N z@Mza*XEN)#CviP|b`v;RqK)wO+^l1uW5w_`lXi&CQdM1eR=b7FpKJcyo?4Lzd8O?L zWXReYrVcpP{|Pc^M>id<*-xa*+DVFj{h7-)2`Nx_k}qm0d6e_Yb3g);!oYkI8Lpunk>YChW8gc{O*7fNT-TnRUVsia4Y(nsGV_}yfJa0zHh#4wF&zvLMYCT_?Wj{BU_gw%i;H2sXBW=>nLx5!y{v+`Fhp{3xQ+Z#k< ztgQTEIw&;=n3OR_QSK-CV+Z<4r(|U86q~F7!8}Wp^eoDn)&!{mOL|z;lOD@1yUP_K z2b5|!vd5(yz>Hx#!b!=2#Y-U>u<*vBjkeum9IP|*&XE=^mp@dtfu4xk^lHww zAAw}RngCd|=jjdg-?!M+c#_Gd{yzapU;D;DUMT?mrR|DA;Jz5_FLAh(_ui)EcWx5c zeI>n8O~Iyvv$ldu>5>quXSVs?Ovt3Mx+jaaNym@bssH+?$kgP5^;c5w_d}j_C;Cc% zSA*@X^M-H7gWZl~&*$BZ^V`K{21trbUxE^i_0?Lhs>XCAaA$=lK zB`d5PdwWuTEdbTlTVSKPKtpeVpX3nDO~Xe_9WrEy*pRVEh(>p>->n#A_J#?;raeKd zzIlsbK~xcuHi%#P8uVh48PtT{iHxDiTlNvO5CAgH3n&A|#ZceC)iJd{$ih31%os*H#3(dh12cv=^p#9K-mHT3fQ4u3 zn|t}Z1)oEVdr7Bsb??7U2Kiv-riu8ZxQk-OkU3y~NkDr&V<=;na;v_`8nK64<3mi> zK`Da|@~hJ7g}WgUFu%&Aoj~i%(K@w9S7c*P@E*Z4`YcNi}tyaB0+O~ z>AemzKNSuOz93Uz<&W(i5P-yam?=LS zsK{{Q{3?vrRYKWEu@-N~KTP0G;H!=G++9)cK=2yV~5`ur*+0uHwYln*q7 z1~hGXe*Om;pMQ97nm0BHf*AiGYbcv<3SKwBtbuxmoA7AFq4h6C)+RaUE6hGJ5@KS! z5K2_L5@XBYXARz3IIm6Zh+(Ib#CbZn2Xg?Ab{~M(h0j?Z4M>V!EiHf8_m8uo2>k|$ zklcL_TrP==K>H4K!$yl1iK+J1I5m8rE4t!ABoiXU6w%bJ%#+x21JR8H8CdE`eK^VT z(q2o;Pu`?4=+6vj+Ir9dk>1`uZc1Kmo<45c6aQ0XFhf)f`*5%$WYHKE!=b(8(<^)4 z2|u$w(i&1aZx>dq09RPgM9k!y^;+8@88FAnp*?piUB=zuhO0wUpa!>{hl>RvG-z)>kfJJHQl#>*|UEY1-y2M!@Wv5hYAyM$)S5vWg0d3Wy3SA___p7$oiLniVsG2$(?-LCKPg zfJ!nT1Cj*ElG6|dzUBhYcF$Mu;ifP82h^#qs;8bxq&>`8k{$HZ5FCR3fb3yr)|b^# zn8vCN4B8bF<*PpjYlpOQ#jNx~PbkLuAbNG>kqh9m7%avysrRCL7rNEIZzNr- z=a1C7PXf>_-9fHZhBYV!QUm5%xwPA$g_jLq#BFMMi!bl>NZM35{J;=M4SmtUN~2`{ zfJETYz8`B{Yr9tFhAWAdPMkZw_1X$(IfgkBL6w=ma6lrkY5%0a)4qPUZ4#hxqM*>l>GdS`eF{;`*ab~0>%VzY41(qz4-pY(@}Cf zMrH59jlSRzu{6q~MPL6})vpCIb-?my>XBhoOQFGyFo_%W(S@BktGH03TOMLFI__=& zJ7X}Q#HO7%RPK=5!jG1ibvwY3)%dBBAFto~GQ@-q`>wTr9WmzlH-s3SeX``CYRuHYOL?)fQHt1LF zjSLN#NwbtGn{<}#+OE)fBu>)0Yn>~jz=zb3hpfS@$6Fmz17-~@+G{=nJtvjtcS&@j zdvvr<5cPnZ(h!7`TH{~m^~*p82Mi~vP}YLz)#v7t3vb92Iy$QUi9sM(#od8K@SgY2 zz^2hz49bpGI48wUPrHh=hK{>CbUZDfB4}R&v48m3ZT(sxjR8a4)K3wQ%5-&kRsNcU zt4sFzsxEN{_e*#or*wUh0(iL;b4pCwdp<_xDq9(UdLBS9dtVbKng|_bp{yYdL8Z@m zuZBT*6|-nQ?WOL#-(pJz{%xclUOLXuJgEv55dTJGjCHI%cq0(|N_^UNT!W4bog(8Z zvYkFS;`qqBN1)7SG(t+l<~?YJw16We+IzSv4=8Ln$nL8w{I{L{^^Vr3v;C(-AY&F{ z0S-Rw`sG$hgT}ZRChc1pCLd$MUw$Cl^*ly?c9QLB1LwI_kW*UHSYOrel*rJ4|0K$8 zRbXo{uYGk9X$wo-l8jvs&VbY)L_aC=MPY8g2&5XY9Ga<2c__djIWj%N{VOTMn7pDM zCS3Kog_wHj^qDzOs~DDm@~NYY%iGh#(@V+lmb)i>yxZSE0{RdcgTl^m8OWY7W8l(0 zeiI{f&e|O!all7wm<+!r5b8O!L1=ZuHS3emN5avn3T0z3*lc;!>|Sd#v4<;^``9Ag z4%}5T7O7!=t8>VJ)WD?OH(B{@`i-EgO~lTdQ$zM{Jt$ZV+4Bix&vRZh{TlKiT@r53 zl;_=Ib{-J+9Iqiw!Eyhtl&xbSq&E?5`g9!m1GEJ!wowPG<}O>!-=~r5R!;S-ZO^gj zfWmX%q}BYav6|37!W%*~O@xzlgXVx z#Gpr7i>R1z^Lnsf52IpOw7J!+(Kq)i9_k@IQb}|AUA3>!PnwNRa?7n>m=75Pmi6#y zk16qFmfgzQEpgpoh<)9Lne!og)xhFroRBJ$5VDe~BPOi1}QBCQP2n=&iu=f88)fwiaylunRc_1x`p=}k~O~j{n zR?6>sT1n<@Z^n8{?9=v}wthO1FlYJ~<@XX4rh*sBs?T z!$u%Agk3Lu4#|M2fqKk!OkWa{odwNg82{O%X{(kU?XSfk%7SN^x0har{?_&d(yPDAuDxkWX5N zu=pxz1c%%ZsN7e5}#K=lwJ#B zCHI7hmHV|oqE#&Uq}>!#+-%m_lh8m0w|##)=olV^lpsV@6064l*GhLXGGJbn&7;i2 z=q8rdx#rf8|475_g729-kU6hKN(h+q;%UDUND;75$3ir(}|(Wa;PRpcwHQ zNQ5QG6t)hzF$H3hFjL?&DK9G(+K2%GLXM2?>xIz94g!zkIO1Uj%aW6Z5H*{m~`f zt3|mLy+p@q$~B7{SGj*e`GPu1d1O~#7})41_59x?ej$6ct;DgCS838W#^yjGj6*o} zQ@%G?xW#ZPlS_F3H}zack?U89z;^vv{@~yZP+(hzW@FS>2F`}88B71Uv=_z-ABG*i z+Z{q$^RQq;`8jT2;dTphs*GZ<^ZlkkMmF53awvC`{Ppox=(4vG?b{ZfspqH9f+E`} zBtmC|(L+cLm4fm=}4@d?EZLBRy`1nV| zsvl&&V38S8Qm+H{d-4&&kQw7M2$BIu7_{3-lx07=weOM0dHlxSvy(~(82}|zZ*y(( zi-61lqqn)VZ+(P43as+tkeq zYf_758Cih~lougAWVQK%t%f+{roEIdOHS48lA*-)o|L>^j+Fw0Gj5{#v-ZmI$&gdR z;3|hrnZ*!g9CbA|lDH4h;XJMN`eLYr{x1^YMQFuM=qF(!uxU?z#)O-fIwXzHoG|rS zw6yIoX%%+iP%O;+m4iOijZ!q9{isHp8^!$JQ(fo2jrEQ49e9{ zfwN_9j)Iu9=pPS~O1(8FL7p`j;f$_36Mlzez;FhWL7AJ3+1+JPe=ClhIc)LmREp^w z4}GR)lsP!M8x5@P#!#V5iz!EKFk|XC5q+zBGsZsHdf**o(uzm~kHIHiLMDx&ZZ7SS zdY)?Y*^h%m~G4K;)=Qnx8$K@TqoTngo;*2kW+Hl8e#~k0R!E9 z+B|obNwI5lBI#K@+8I(g+t!23*dHhdJ;ccdFIwSr2D;y6ZDDC)vN2;>x=XYI$a?s5Pbw{N9 z{t5a?80u!xrs~b}oz%0`8;GAI)f{ebapMP+IBY8wFdh=T@POcFCC6Xws2Z8=gNR=fjUd<#jEOCTjxjyxBQFGo^9>{n@V($Ta`Wj zW)k#~2)9ak^fPswl7`Q-CgLM`oPBX7Ng)dQNOh>@W9R##w_gq9N5X7@dg5an`(^Lm z3KDT&Rs45(u|G%>Ma& z4v+|VY@LC#>ptvxKy(b6~0YgdD$4bJgyv=s(Arl|1 zpocH77@mYgc!WAK7E5`)=(hzj{lvmEoAxBPsODXymO~?nlJ*-vQMEk?;_a^ptPcNn z4`czbpTwYT(5V;lHoF8!G@`!_`4*8I429?2=qE*vo1fMHlSr3@{UkQ!%uN*1@~7V+ zi7i|zW<`k(lNP?u-j+IhOX}xsslg-vlYCx7B!ISH^D^ioVR3;?dy!bybCsHo{0U@i zbJ0}T(oru9C2oqyt43|k0w)?UI!T33yAUl-IC5e`8fgr3kAG)_qi9h5*-bvn&Pz0eg!X^FyXV?O zYC*@*<-N5R*f5!itl>wO2qcIxYv9s$NnyE*8#Zc5TnO-t@9Lkmq#j&Wo@EV5f~+9{4VDyk4+Wd`u&>0WJ@={n#WRETg*?c0 z{9{e(%tb??8g34PN#;jFpFmo`f}09$W-@TsjOtw`V#1(PI2yBE6^$SfbdX!Msn%mb zB4BQnPa9)oHFhKh=}Pp{b2bcqrT+!;NiwL=pcmF`4EZEX1UBu)k{HpNl=2T5WWnc6 z=*}@g>R{&PfO?dgm8Hdy8nFDCN1FohiV3+;^#mQ9Kk@U>iCHU8+?qaa`tpofS{w7U zZk&WNw|gja`*~d<08#_S4)dtit<#+U0eI<)M55>E8imwfY>V~$6-?o#R{40Sb^B#=TV=Gfm z8p1ZohBr@iA!=@`do!X;4-bdbuma)jIWLyWLB@dnBsQ0F4SHhNv;e!JHj?0$wXfmw zc#tv3B75Fy`IiFpld!?UZPPe)#Xf1HDe*y^I+sb;~U5Jq)P z7x(HK?YiT;mBA8XmwcFH=jLz-*KayF`s_99drkP+n{Z90g^5oAt+FYzl7D3%nPS*RE?f1GopQ6xAxu+KH}(H7 zmh@3EL&lVWYYi|Nc(j)@{dV(wqvS)X*lf`-jV{g55Gf1#$o>6U)<{dBr<3Z_{2Cj z{l2i~Eg2e2?bI`T<3MV4A`-!B$-*Q^3mC}YuqcBJ>nR;w^YR-B9z&|&+_rOy&!Gr? zzpp_oc)C9%0+v8?X!q$Am&$Fbd)`Ub8AAM@xZcWvA_D`l!#>*I%OID8nKMU)GA|ip zTax~*>?PU%{L|@^(%b1E$e4nD(x0`TzyTlpC(*v|o)zM68XZDzT9JC4{O0w#>k#5L zMFHBvS94GQPa^FZ3vRTp#_*O~#eI50c4K&m!XMUj|Dhwa6G2 zcfP8JWWXqH2JK-0VY&Uzt-X0<2F)Cu^vbOW)Po7q!|D4PYx}K%BqlMZ#N|_7F`>LR zwCJcw3Ms?Wpp!i_FG8%|Sj6gm>h}ExiGX1Yt_o!lte55OGk?%QgoabcJlp=ckq7yt z)kp-_wtL`GdQ1cr+TBS4&2QrU|41B2kJe0Hk;!y%vH6ICYY*8Em)=VgYz4Yv6|}RYO|9vIZvYoiUa137_)W z5*wfzq$Z3G-vgE1#-adS*0?zw5&_c!n|9Wqd@ZTcn%h~0&y`5MT>sBSwF^*m8;$6s z;G?t7K_XyYl|%b9fap^xyT-DN#2E1v()aJ1K^UVOLGH&&LtFbrAe|~k5Ys+RCu|K? z{JNDK1OMDsf1hrmBNYDw~5*W`J|U9woPOV+6ak&#Wp@|V^HR+g!t=`Gm}!9yZ0?4!%juWaAZsEYTncW86ax8UIulJ3>DR(*lz=P7;;0)TXSwOhz}i z#%VuuCV_>+Oyrab=UxM4z^s8qyJjVtmRk^CFL6(dd+OLWVIpV^UFa+A*&qW>Wnf>4 z#ii_6l{cnNxMuB2+`oMt-xmJ6wK9}_o^p&velg*(Vp$+0it+E{nPOK={jlRlR7;$iEV?CQTrb`C!Gc3BsRmvO2)U#` z;XmdOh7@t~AHFZ-lrTl`8I;>TW9*c>st$ybsZT_VTW!QfkX-FM1=XB4f(zLL78^KR z$`v0`zI%Sy-y{zpRdn`AvbPIl(tA*N+bW;h0*Qbn(R|t&sK|Nm);kfk=ZI;y@iUcV zt$iSVSO-xVzgcK)`&SGiu-T5##xY8#YEt7D0|gW zYIe0X_I?ss1JA)-Nf+eAvQYl{@1xg_{nkJxZ&*76k8)Rub?y(xZ>uEcdtObox#}<- z0vR0ik@f}O)rGWx0d79+hRIP!Bi9~IDkTet@*6Yj{hPqt%?HV#J4<{Vk^%ck)Y(-p zPV+y9-{g}9Z7KZ1*8d3}%oL-@&^Sy4Zu!6>g9`1WK`4CC+OfZdEchJOJGQR|9Plwg zx!WEEo%ViXAh90yl~}YV0%Dk@W~sv-k_J6PZBNLxKcL>*31}c-LF9sEkO&yWVA0;U z>Xp6lfpfXUm4mkU!Z}uRAc!H4KGK-Q0k)6`*hga09(I!}otnDKT4I|USLNK#EIkP5 zwIUI&yfU*JkO({m<(gHPtf8~zg>KR(X}n7M+5Qd+ZX=K_*xX$|2ND6Z1qO?9WDqQu zZ3@^VaR5iZDK2(nDg=`_D7JmpNQ#8KDn?^)RVa%PV_%tbK*yUj=OAN?L)Wi?Yd)0` zTFqLScmPU2akNUivq!Yeu%lGmPDX~Q%LAtGFcpC5=WeAd=e?RiQ8KX?2Cn0jok&AE`HBH0nHx7LyjObNB9ccOK+dhof`Q zqVm~WArUZ;!Be5kOipY*R}<(>j<24o$;-LiYIAqa{QCfBVBK%LZO8dk?1H+|M zNu!obKK1ALTxXg=BMl)aGDJq|@gbjt1vd_DdRP!%=cg}xM%uGt&ie%UUEsi;4jS0& zy*}%BzZOWCgyjru+LeaW9_}%w0b&yAos1ok>6;IkvjSqcrTokuLLy*lpne)XtGQfH z#k|jdCWKsC5O|4oeBSZ5-m7yQve#Z+0p&fRh||0EdhHVECt;i(k4rha>7E%ICv8h^ zPxeqx@;_|o1Qr@{QAbAnp%=^h)j--arUu#~2&@~|Cw9f-#_;#ut82o*FTD%4J8e``&z6V27}Fd7{uVw=3-1Zqn(^vUyxrZ`f+B0G#?BNrpT{m z>&#u#uLjbfamY>CCyDBBhaU=&*cn^2J}LHE41|(cD1n~o8v7k`tC%&gY5OFR`*GEM zYkEj6e0K0pJN*Pq8h#*tcxn67ynZc^P6;cO@M*VXTq^ph8130h)Neheoe*BydkiuL zVV^PFisTMR4b;0nO@4M~STuCJBRZhB#cjE2TNp5MOl;nm*yCfI^2Ru|{>LY&q7*uQ zf5%8j4VX`2vMI9wqi%`sapmhsHMF{Pw{KxWbkb}T-sI)^3n3A(%#BBTl)F-H={g%J z5+~iWtjVkhJq|&=Y?OTZH{7*_ei9}E^$FZd!YE-=bu|t$Zt*ixz8ui51#6!#QQp(F z)pu3D8c4T_A#U0eN`YZd^~Sr9nVXi@aJ#q^3kahOna{9IKKiw+z+$~J~h}ii|IvE;1cwLw_yBo6SO!SdH zC>>q`VLj|4F=(&7<;jG<+R)tlnW#V?bB;EYvsF`tHkE8Z`De}V56z*!gbBgoQ{HS4 zGqt&J-#_n2J#6*RR!N8e>u#fwB1UFC+ywn43@CAEw*q8o`nlPh`_N1%VuH42pvxfW znALnF!rfgXCqZh!Mc`3x*5fs4ueM(El@wvRjW88ElRrCqd2 z^=i-zjU;yuNfjpLXlPc0Xm12UtnU+hmT(ouFL&4hJS1fpEZqXaEpI_+Bcy^;U6q+94o?|((jvcM?8%D2g-c@ zMRZKc!qvZepvixPC2zE6h#PV^RI%KR&!n8Yg;kXu7Roh{bI^wi zt~4JU0ez&^DE%CIx6X1vBCx36%Pc9Mcipgy5Fur6+0rN`3(DPQp^{a7`xUI9zxa6ZRjW22lS{zB49s>Py1FzgN^^9ogEUpdpmZHe`R9~WzbqEFz~D5{(+1E z4-B+Nlmz!QYzoa9$)8m2miN>4)es2hB_pV6E@NTZuLjZ>umqYm7c;7SoUWR@M8Z%S zq3AnjG~`utP~J8%>}Gbq1SG`3kg5vpTULT;4v*g7XeUw9@b@KJF~cFR`Wq4yujP})-Ff>*tR8WWl``~^W`VvK zif#gA4kJDEKJ*tFNQi-%18r{DtEqiNdwdb;l)khzg}LnQI|B0mPfhkgJvl92PrnQ# z$iTc3pEgd?H3@W^C?-LMly`!A_CApxc+N^4l|Q95WR^qrfI)61?KRLbGv~bTGL^V2 zzF)X;0XGQR%K^Paf7pw!Eg`Ks zBFK+Fy;~a6gDKJjJ9APT1T`={sL*bx_bS*~ExnjL@t)GtvLsrg2FjujBEYx!sO1Dm z1dIsa)82?CuwS)?eYJzYtRBzaId{+GLuiSMywZ_TEnxpG=9L(SOh7u%; zqqB`5n*LwpRAcf41NB^wLKno|&;r1dW5SI^{} zL4yX_?z6MEJYu}h!B|-leMd+iMTOird=wr&N?eTpjJjQVxFNF z+}7AZIfE0jgyF8E1NtQ(@iuM=v3LzxS z5>#j-q?m2bdWB0R4#zCEUtye<1@^>DLuwcsn7bcR1BUW=w66n<>TWD=UtU8p8S~vv z=j6sgBMrKU)w|&SFsNS*q%B~q9_`KgG1u-1LTkQ|SerY}KdNX2xOZp-LP&x&SC>H| zU`^dXb!OZUf4n*|Y}^E9*NpTX)uzYM8Xv zb4Rojd=7dTifx?fG6U>#qupIKYI|&FLGExe=gGgArQyD3610=f0GUGocbGV~7DKrU$|vgc*Rf@sLAV)jgZ#fN!8qOJx{M67i8Q1LsH zGF=;jdHYc6oEG&rxR?P?ooP1@H%!fo3Q!~uWk{VGE3NMT34$1^2qe85KLy;}i{%SE z+Shw@4Wi=pOS(yy6sI~Yepx6q1KpQ8Pwz3E&>t8`TfjdOZ34sE$Vp@M2Z_ZDn$LQr z{GvdJ5rt$hy05lkK*qq~Q10O7#j-A^3x5#y>`^ph#fQxbkTLk8g#a(uOaFw_fc+$v zGUdZ=JpRj{U(yqFCQN-6Ep0nY+SW|jG>m6w`B*HjZ3R~+36Mcsf4r6psR1`=+9y8+ z6;~CWACou{=#vt@oU08{7$vAwBAPHm4N?PEDp8@miaRDa+)c;tJ895LQC6`%Il~~F z)JJdsUHT>kQUjKJa%m@@x`7*?|FEtgQ#T!ENWgG^NDVDW4fgZ(z>TrE8fY^~VIi`q z+wAZ;vEgznYz}X}HXFi7M-i#&GilVXn`k6P!jwR}S<<>rM%WusMR+8sQW@8(HZ!P| z!5e`jU71ZGkSSmwiA#I2zE^}(?7J_1WXkX)dY9#CFYsuoBJxN>-R^CKWWYQUhe5f= zZIsdX#QLhoqzo&({1f*Wf%n8NA&l|JC)5TqXDl-CX>SoT@QJz`-Cjt#B*SwCha%@f zG{#31+)SSofki`11UBvX?B#W+(dum>sfLnf4NDt!@GCKpIjp<7j0t@u%p6#>2f3BE zKTVAlH<4;cQVX)mPZ$F=WN=W8!7TmLI_N85j2NHxu2Q+}mqQ+>HIm%$$zZcIrYq!? z)Da2LHM1%oQUk^&F==<+@~%9dArO5c)nKRSKYDxPI4D4yBe<#{)H?~O0fXEuWy)SD z#_snGc^}C1(_>=j$UE}$pejROFT;8p9@tWXsew;>?@)~GjgT|O-DG^L>E3qEs2URC zCxS`anHL`QYk`c=m=Vo$OToehJ9b4WlJl zw1+-LCCkmcJ~R_VOiD_@o%fr;71lG62!l?%`*lc}6afQzeA?Nk*T+YXTYbfE@x2Tl z$8SWm8izwzH56I1g__U|(gOC6s2@gGcG>qyBS3=2un5mgn7bWHJ|`ekuq|%_mnUOj zl|{P)fEWFd8PHfjI@S3jZl0g435oC#HHdARmgx`01q|siY3H6^Eq7YqGs7#0o*vKZ znvYx$kA%W=F5-rZ9M!<%?ij>iuqanPC*DkKNO{X4x#9bTxw}eZMnkdfF8WGe^1}as ztO5HXbnFvm)LrMsMx_-M^-iNVkMe8?LZ_6y(XFIs{V1*XW~?O?-(DhW(qYHJH;@RJXJyjfw<^%PvEO}(#6jx= zv$TAQen9bU4AR2i9UUJa5il*VXm=-h6`)HQ`VyOaZwyhgnClIt4QVKYe%xYt01^S? zVpy~}F}WxFD6JTYyD^&IN0$w*fiQOt!mAVJ>=#4!jQJ!6?J~Moa!>X*=L!<*%`je{ zR6ZL#5qJ=VhE>b6l^``>p@Bi&p3S)DoTqgYA^Ozum(Rs<$00S0LZLxyUIy-d!qmWI zQ(g&RFsU(ovl3Zr@Yoxv_cdoRWDGutAU^eI@NMWPVFWRgNBQ)P!9C~1$95^CS9MgM z)n)`Q)q9VkTijRH1?VSX(Tz(xi59iCIcQr~k=Bsl-W|7k3Di`gj?#wrGeesoHDGB2 zllCyWSBp!JcPfiaK;Jyvo+dgn0|FU8kTu-P%P53oz^sACrcADi%$LO3ZO%=+UnT zl3&Fb8QS#{p}^Yet@s)VSQifA*NYXwHf~E)dUKl32bVKoZi!F3Ln*9EwbiilJ!#VV zQLbtwF5sZpU<8$>N$(ikuLhD~#i0`IiF5mHys=lOG8{hcGJBy zNCphCQg0y^#oOw9@IOZWrCkMAIA21*bt}5aFIim)zYK*3%rCKNFYXZ~wQeps8Y@c> zlxd%)Yb&mUQ1?OPmi{hQsf9$q+!FO;PzHAer`9YcTg9YKewNvnxf;Ss(I`lVr8R$o zei9a>Ib6z}VkW1Z!gCIEkQTlFJg0s{9r%-KkQz3yGOj=}U~1sfZXp&%7Qc)9VBtR- zzmV?r#KO6vZVpt&9gbl4z3zp6kPH~o;3-oEd@;$cooh1^NQ+*_owes$zFOhoC= zsk%)TkPKMrK)vfwv~0G0Ri(u09u5ECZ&&QcKr$Re(P8%t_7MnaV9|lgq-+m=ZK_p| zYRe?;LFV~n?LA&_PkrC&n>90QiXlZ{pNUC(tGLi@-}@UDYUGZFeEv4;dSw-eXKh1J zV@+0@JLFq2MX+d-GN(Dp8~n^9*7pSLYG0x<3*wblpd`*&{yJJ6GiZ0SC$-V9W zK6=#I3e_C6kzduAs<#>n4wx~pSd>%gQ7h&qRuuJ;27M)I#?zg9;A4To$Sb*))yG46 zz`PQhcC(eqs3=~#BDuCyYr5mpP2P*4*svF+4mac`ghL|WsRQlWPgZW&I=wcD_Kf(G zPFlel5VJHMHR9&1-02HhG)4xnX@_XhEC+qN+z8U5XS8ch5i^ED7X3HMLQPlB8rT^e z71~!=y^_DAeBLV&qJ3i44>r?+U^fq?Ka1?I)&@Ce{eu4_a+PvQsKO*$D{%7dAp(0Q!URUY8c1pk z1ADXwG`!R-Qhsz;_>l>mAem8Qx(xD3t|<9&@-iP-?;($NEAd|jorlHeJ4u7yzU)Nr z@GsEh+bg7nGY*-h&_}|wz@Y6`Q*|7L?}FNh(vMc~XV)j~U=M3L(!%^f_VUn2!Xg9h z!(3i&!FJ!+uSq35yuNPMcomS_Ye(ihe$<0mkQOj=X45X^rjD!I^r?f?!YQ4`fYRC| z2(B(bAL)6j#z#m53}UFzUNm7a`IDuxLM71*?Q!7p;HYolRjZ+htoN-p+6Re%aY`y& z%B_cC{)ykjH@nEHNtx^Q+Sxr2TCGD6qvxE@uiZVQQ^jH%Z3*PAsyFGpkT~<+)fG_j z;7=%Xvq5Q(c~jJ|erqNZXguv<&?d!h#Yfca>>-uVwg0c=CyHP_eFGvV%OVsuLo#3= ziAj4&gHXE7Il3;J%o!H@U-8v*mW6;Gqc1$Goqh_*K-e>7lw|PGrgh7APtvWr#i=hp z`V8!~x`L3N>(nJ4kU?YCz@dF`!oB;~j4skYxY=A=xSDFZEu1sxY9x#HGDErZUc;uBq(@NwDtE zOng5f0o)&3iDdBaWP>|!F`&exy=I>mpM62)NG~aayRD9Vo~!L2%_DCyrH2!ac{iH_jD~1!bs5c#pYf7}%MP@i8ne<#iLIN{%Mwe~{=I z)A=~*$-_Db@0~~H&}kR~9`nJ>fkV4Vra_pxIo+?DnyUk9+qEE36@6ZzV$ABR=g+gG9hS5|=j3othN?%}7C_y(IYW zt;WH&kQUkzuV;8G)u&$sGI79h2IXCir`xS$GY@;j>-fCmZ@u?+tt;Pm zaV8WQ`mWVadepwUUjou2VgHCn``&@U*T+ejJhG!(imSg^;q!cmnM^?Ac{nFV;VvK~$oeQ(wAwEe5l}p|>8%&3^fR#&_e9Aer^@aUuJ+IqK@Y><2 z;&ZDv2IWIOwE|hQwfx$Z{UVU2fPEy|TT4c{87DpGORQdvTI2CVIvtWg2`OQ@rqXH% zVBkuiefm@A-Zt-I`#m!MtV@mC$aMk7#)1&5=g-@-6OsYr0jM7e5G8J8IDWWF%3!J4 znit{(uA1;bp>6(a_g@Fn{-;Y~)2>1b8cqB@?2*{|S)O4btSyy-=5dP=A2U^HwdR2I zz^2{Mpz9l9Emc%T>fwogfT$-4)WaXB4BeBu`w%1p23C2rNp9ip%!JzHkE9HB$r}@$bYzKV8`AW zw1b1N^hz}|m)sKI(WPepUVkTqGWyOnd@r`y(H|WCr%Cf^L%py@n}c#u&IC|eot&Cg z>oXGiNmEd}+sW^LuY`UQW(_RbcLL-hRIhb^&mhy!$8$ycVew%7a~)Dc(Ai~s`e`vT zM&n3{vM~tbi;rB$2_TI@Mp*e++S3)aoBaQ$a2}wJhUP-A$&enfx)qo9h<(E(1J~zH zB_x$$!FH{ytp(d~n-Nwzmo@0uQY%sq7*?Xa)>?GLO?=UCCc4{WYPIagDES|0CaESi z<-&aj-lT+sPH8d9e7e@20heZAJxXlaV2Q_C^3?IW#8&8I&-2?1>p@~~5em{?Ib#Rb zvB#%9geWloF3LL7oJ(wwQ4H{%5+Q&bYXNFe+PkD_VAF3L+9OLmm&}q3@glN+^@m}E zhC%!&sAi&$Fst-#?=6r;W0;jo`+P~DX7qCXgA$GPKD|ZTZ$yF3pMN29s9rjB8x-I$ zbKub4wjY*s+cVC-gv>z=n>3WJltVdaUt31fhy`&2QUj0n70^m`r}+jBVp4?f`m^@i zT7ecFgMtHp8xp~Qu3|Nd-VN&j3E#B^^%50V}2gNp{C&PO|oRN*F`d!NJlOP!|hLuSh zXcWg=*mV3XAv3t;)zN3aT7rX=2aq{j)X6;6?^#K#gqZ{Fvr3n|5;w$#OY~-#`{qsX zwS!{x5QO#?jr-%DehJ9r2h##unKDakGAY!3Mob4Wk}GBOZQr~iC8)h*Awo*M_sX_I z9|=pN`7FvcpTN$B0{1KL$k=coG;3r~`I9hPpx!yj3s7tBOl&7Nz5n2d=2TyE0TVbE6dVo< zyeIUZ03n6If&=y0w?NIu>5A17z0jS5{0y)Des{;A6ZtDos2w^HfAl{$KrSE&Ue@b@ zBr7HXmo`!o&2Qhr-}i}3L4Ee0=-tko1ckR*$fDOD8XE{%18&i@m+dv&GQ1l1Num;M zq%<`5a213y`chE&t6RVlD2BP&v~wTpNyamZ50g7gwJP+)S>|9{{aPS{ z8x|U9?=JD$r(1Y%v6!espYq%E!hd)&R5W>x$jKEa7n%153+Ro&a&TObiIuga&r;;s0s1taM}JD~-wHJ6@OM(aW)P%bhB=b-@u zGzHoeu~%y9GZj`B*;n!*f0@)NF#X(*_|*dIpOYaiVEihVcG?r;X1B}bbR`Kfe3!>9 z@Q{Zx=*36`)u{cB5K6*CVAJlhx^y7U%~a(x85h>%Y@DTC244`V1`kU=6Hn z+Jk#BE|#BUE-xcfxA+bA+hfbP5LK^(8ulK1+b<7&CCs3?e9FzxA`Pp5+8=h3X^-0H zozt3Sp?w)kQO>{}H_;6GN?2gvDAR5TP_@=oIr^5g28&wzJ<)aGSGtIra4$CB2iMeL z%`t4+LvQ95pZwe#>PQ*XOSl?uLm|L@A6bL^0-ttB4VX2sX!})B!jV_y(>{`X(jVj6 z4u@U=)vy?0jCZRNeureh)WDW5vi?oKH>WOE9Lcy(8gONqQT<5bDk^!@5 zHf_^X}H!Qjk#k2gT^bW)`?=0*lcqv=@E|Sn2t{ z)&3;oo5g0Gv>2xe5DlP>f`fU*je*Tv@o8IwxvE|3JF`+!4{F`zrxF}NJ?uxs-mR^p zO(1i?{*nsqQPx0yZ{?ozmFI}T09QMYhB2Ty)FN}Z+1kk-kO*uJWwdA`mc0#Vfxb!vTXH|Z?SdbAuvQoA;&uOUJ-an z6LYLQ+Be^L*^j<$c4{Qk=;0;$PaJoECD6+VvQ{mKI116LIAo(~q~5=;t;Yb3L;y1oTPLhzb~Iq@g|_ z8CbN-Rzg?D+V<&*WEy>~RMcaceK|cwjxtX+2Q2gcLKmWaK6FCPO z9;j*&dhCzbyfLxI$2jGUaccb!QNIM)vrF5pV~`dwduG$VLn*YaE?Xp4C$%8zUb@rU z7QFZtjjX|{c}ox!8Zc{M&}Jtaf_5G_l2lFjRgbkc74gfqL!sdwQp4|;Vy+HI4Jx#w zo7WM`N5OweT*aw5R-|@W37mS{f_Uyz37TgHqy`@C?Vsl7KQRsJMI=d_y|LA}LJX-v z5#c1uLT_bA1Pmu}X|Fjj+0|P;G4oXb(Hyg9*1kg*Za`H1EaZ|5(pG{Sxp0?6TMMb7 z4bOkbw31p#P3n-EIR(l;gAh)NyqyU8Bn&4}?-VodZivfokhpR+LuuQFOU~f6u~8^% zn57gN4E-dGQc_`3?r1pOR>yf>)j~vuQ}!uy6c$W?Dkig#8b174ej5sIm>L)=lsRI# zFQ4lTTk1%+sxWW2<+|TCJ&9UXcYBpz)T&+T{|RocC}-%tuns(DikUNmb_G|o_d3(q zGUYRo_Ndl19Tp^j8^*UHuUZ+rXC@RGu;9j{tp%^LZ}y$7-K0x$8=jeeGh#ZFLhnQ} zL@kg#GawnL_r?fBYRk*H5^PLSLSgvN5)iH)LJ>No=UWWaSb_m1t}^BR9+yl2SS`dgrkr;6Ske_3Jeb-e~}70i)^}wAVHA8fw2! zRXj(2r4`}soon7gbzA`gN`Id^stJjJc~TM_bTG3|7$&jsL(6?@TKiP6d({g$rG0;%e>Wf*RA}E1G;mo`*}L|0 z1%X$;CdGSo6oDsY#HfpSmh9-ckPLViG3}yH!&M{J%GgE{W^^m{DveA7SurQ%l$IpR zgY$=&Q{vEGv)52rwah0{;&ww-q3n!+3do}WMM-p&W3?5e28xY-}Ts{RARgmHBf^*kq0eEigGE&2nH^)Zy zJ65vY4HJQSi%+u4#WjDDm)|``Xnqz+GaJjHyT2IF}`>vP-<)33vM+5hP zykoxvq!KWgM12L3KvjkPS8^E<7^EJRX1fOjKxB*+LV8gOt2vM@U?MP>l$TkFRJ)!P zj;%^pK(D$5b-M+Qm%R$90sBcz+SVXfCER9gKwbk)d91RbHu^oJhP{YUD)8_b z*RKZBt73T%?X&3yYN7Y*w-=Ggr(v(`oG5>A-=q*3gMnqr*M1R5w~8SQ>i2vE;TG@n z)8i%Pp+^*bmY)Pxa6^$AOhmU2LDVFs1}1GDBW&q1pTzt!!Y4^xc6=~?G(=5)MHxft zyo6DZ1X#wvqYd=Do_cIjh!c|%C~S+H8NL!2@fm@_vpDJxHuR6M*hZbDkGXF&waX-% zbgEaKi+BfW!GENLXpFs!-*iASVE>4#LOEfm6x+9cId_7revUf(?D_`fpke&WT3qoKp-#BD1Q-2!flNjbzkQ;up9kf1e30CCYD2i0sBe}+G&omjm_Wj}nKiR*Sl;SH+%z zGS7V|v<;7`xd8nmEVQvXlvf)RAK5HG7t(TxoiPV0Hs8o}0ULX|QRAxX;q$-dV@NGv zq$KU0&(r?C1&41n6Gik>mwi0qcg}?R&<7!~eed4n6VN}x91@#yxk~7q_4xbH&!jPb ztaiWayb$t7j!1&{iay}M2227L?WWb3&2i7#@6?kbXe}uaD$bq&5lP8N2I)8_aQP4> z1Bdp_cVSb9_}qGlQqRxf1w9)Y!M>hjhzz@3^zk+Hlkh?b<;Gi{ruMCQdLkk?dyJ}Y zQ%PC`{iI41oZAJ*RQn|$BOBI+&Z6CnajB>_s7tAZ^hl1;O&5%8p~N#D(RrP7!_Gn? zU=#+MHmlk&^|{?&$0U{zE8UQOyVwPa3y+W%UWf1^AQ3PvFlkrNQ?JS^U$rAQ9Nu%f zUV3k$CPYcfp<30kvm3xB04yvpY40ozyvd!{*cm{wFmC1>)dJu4HT(SkM>95|qTwL@ ztxAv{Fni|E4h^aH@~Y*|5(T%pP9tupT0u)TgItV2t&9CNsO2Z*+}p~=;lS} zCt*|)pZ0xg1N{TG3$n@WfKqGDq=c6bhw`@J25^!6v|1EVYO7{b<17|WIRTxr)m3oFhXOgCx>>U-leFj(!_L$oWbUM zRY^rR6roojd;a;g?J}eV%$`+fpCXFM(3Q_o>Lt=1tz)O}d|IjiMd<0s819~zUIU4M z83Xm|Gf$1-7AqrhYOj1z)a>PxAuSXj2H^Mnz;jS!z!(7PgP+!saUE5U8%cYfuX)kC zt`(f9?{lkbif1o_)PT8FHtm}kmAMNyKVL(Rx_KC+wD^qw3aLRI*|YVU--kgWVD`+U z9T{R4gf$o+Z6MX4k@(@5!w3i_%|{|6l+HOeFgA>KWU!WL=)BxYR?t0m)Ly?lWhGE# zC_wphOVHb1NC{Z}%%#0USr|C&^N}2h<==|ectgl-}A)F7`>T~jwTdt2)4EvcWkr3R1uPbd9U1h_wWJ@^9Y0Yj@?+UrVn zYnF#}#*`8Z8a;j+c_DI73KX9$QDoSys@e*PfJFut?OP2ob#H8cI!fqaep=E7dvF2N zD8#JZY}cFwMFxynWzzPlF<#-F55(77p@C0( zGhnfL+_rtYBt|BaAE-Lk%7Y1X9|@4Iq3#pr6OH!S3xyWDFB!uVg^RfEhHC_6941 z=e+8;>er+}?-2BC$aV&6CBY~%cyn3@w%(Azq#PMcBGh*-RsK%0^xB2xu6Fw&QqKeR zlN@+6B@j{rMq}`3mp*yFEt>XDy_JMX!*dop%)L1tDp_?Pdicwu_0IjaK$bo+zsjLp zfDY_Uo0GJNtlmn6rmOi^m_ljKWJD%i%;BQ-b-BP4z^bc z9s3meNPXMfwk;_*0evJqX`sD{+v|02T%UaEUCy~s z9dl?ceHap9$B9cT1|$NP_VVFT+xDIL;^>6I?YG|dT8qn)M!G>akg;vCimP8jixkw2u@5b~soaqo0Lg%5JsjFQV?{d!6^DIZl0eU* zJvsE|VQ{6vA`}?TkL(peUkR%lvbmIp84U7G1ZU4ltbXbZ$en9#14V`sM6Iq3j@$)_ zfV)-N)*y;orEUC%3~n9~=^8#;_CnR3`6#%3HZit{eYglDW%US3I{B&iX5 zrz>0lS8)fUGQ-=tA-_%?k_ZF)NVLz>3Fg*>Gj@qd2}b{!K69}d#0^^`T5?aCnGB=^ z3?s2<6ERr@yCRQ&ZzIilO^`+Rbw9`y!jV@MPq|qNiGckh4(&!mWxbtM>|C;i-eYFe zgJsWsp}?>kWzUl$c7mH3@$8vJxr9D(bBtZFT`#ExyYvNZ?!F@+kYs}b!|N+9zYQ!f z(5^BRYsM}4S@nYidT%zY@jR#lPKfm}0RDz5B@n}n0X-(|GK0a~AhpO=iK&>m?!Nv< z{QH(o{QtXRGEsDMo@?uJ#jL2XGX*rS)-7K}Fzh ziS|mpFz<@?vYt#5DXlxJ*^;@p4+H-HJ4&u1tKMZZEERH0m{l`rH^u}OP3e8t@q@JL zL=WS!|0+REB_oh;-cj-jYNHmVZ)T6jLlpc-3Z=PRej#wy)H=#SoF9gRD7qweD$1 z4VX1EXwykC&Kb+BOC>rc+lr=Y+!2k3*x}^}a_<~j^2-)THDKnm3?BQdzN4cfsl+O1ULNW&_(8H|W0;Jo2hWDWCP&e7`ks^m|? zt${YhojN&C$JDTgC>?5Tzmfm!l0D>C)lsG4?njqyNDUaq;L~nI5A5w$IpFaGZgnZ#&%KJ8)pn1oP;GQV%6HF$HX=W0MxV!t7Tv2o(ZY)A{3 zOJdUI#ENUf)SP}ubPuD}^x7EP(U4mmhSCPRWDjtoJC-&uXtS$cLZzNHdZh$EETu43 z=6cF@$QV3O$ttN>a{{CW%%1tQvo`@tJ)v_}JNc2m$t22hCWAgH92s;{PER1@ld#eu zLxu8Az?e6$OiB&A2%nU)j2j^H)(vX0T8%{Ti^$Z1)PVUU9_{VPVP^HgJh8;xQf)uG zWqwKElvN(GhC7utU>7%L4LksB^+#}$&w)qDT%>YmK zcbmq|Z$wt||Bv|GM~avhVlk)RrvE3yO1tIo(iJy{C!wW;9;9CHob`P0XDI)?hRi|D zW_2a>l`wPQ(#{(M(R<=PyGD}ckmy^*?|cV#mDnM-WU)7SE2IVND={ediN%-(hCMsn zLfQIfv*Rm?SI2L)5X%=rRQ(2I3pVRFf;U$%TcAD=FlwBXYf?!i z`H_q~A1ryIJ_-sA<%r5qe9Q(9LSt&+Qt!!dIo9DRUqs4q(Z6oL$7PU?S%}cy_Xpi2 z&{x9Ho(k=2AC=ofQzLHF6M)rY+QSX48bct!>VUoy!}{=4NCfOFQ8(znHeKEMQz+3I z;~DS6?Ai`RhCwK{DfzAc2Z{_>DVMyb+@m_V>xd zkPKJ?%H&Y)nG|$Av@bt-fb5z4BgD-=)@Cu((ol^E*1O-!7C zH^>Ox$@(<3ryCqo5+id+yJp%lAamfUP;O~x7?)}w@|3XXE^QarH~&KBunehT!Qkg$ z3W}+LO@ErZ!2Ri-9x}d7*ZijT^$Cc%y^tD$cSJZ0NDW*jFoiDz-Cd# zt0qE`L1bA4`IDNa8|Ue{L4~)Er~taUU0Dh8Nf;5ppr*H7q=3LkH^;cb`Q7o zfJNL+#1TJsm0JzTfT0X7^=f)JWByl%Qc?}=IU1__B4$I>-Z7NRyhf_@w#q=Jzy0NaU zV<9~>Ba@yrE(VOzm{(%co{yhOS>Y)$SidA7aoxEl@IJsKgfm)g-wlGk5|;fiX>a2S zGya&@WFf%?=vN=F`KknBrQImRxvV)5)bCnJN(R#dlS_HK9?x)Y%h6m3w=`8&WdAl? z4IC#HBhY&GzUQx2VlqBpLeS>AFX`V}^zvaRf%i^Xet(?cr~tukdqgXpzj$pBWYJhb zok9D0j6vMjJC8SznS<2$n)I9>vmwZO7Ev;17ubTA>M=@&O?&vzU{T_N_T6tt$a>*m zIcLLCh|U;?VuQ}MkqVF&u-L$%J@zJ)dlGT{9eFN8s^ietq8r{2xyM5xTF?hGKH^i8^+0-4rKr#V~ zGcWWsdZA`}`b8k!Du!6uv}s~dnZ1?G-wmW1zWHUYFbf7J_qpaQ6{8_)ED)s*>wl|%54j}_?y+clR_jTMQI0(F2J5Muf;`7vvQT_`h2UP!n$9Rl z1k4_ov|D7%rAF2Z?~8J?hKd!+1?;?Pp$+@hxCh zqL0ipsC&|?kKC(X!+=DZgoi%O$OgstOK@}gdtmqP(8F8@~gNl(C*r^j&~G)Dzws>F!foqwCyly zTQgLKOLZbx6#aRjRQ|wVPz8@?K6AA%`%7e z+DgdL^nggq8J$UxPa2Fc_iL?1d!W#O!3-Yl6jT_|rdVowkz@kiY^-4a91Su72FRkV zLZ-Vz=73wYGUbXxWoOXN1jf>D0G=3PT)R6C5P= z)A=x8J9|n)PKk*Ebfx!>@BLaJ0V@`uX_w!GlS0$nU$+r%RqCa;&wSf>$QB-;w86M~ z)XshhNW6+=KGfGJ1)kNc?N~*g%_Nj3D9FgJH=Y51R;=bSn9sZP_S$h@8BG63`4aKQ~AOEHY3ZW;J-W zl2LS*1Q}AHL$B|#dkBp;R3I&UnX+;f^ph|xP`|&*yLzKboN|u@+_pOF<#&l>pmM|D zzxX=WY_3H@YQU_4NBh9rU+brYd(|`%7Jcfw?bYTk7UWlL5!Q=Tmv?~FfH9MN+KUbi z_UZ4K{-rNj{_ow)l%GR;i!u*@-6bC5C-Rh!c8*SI@Ct~?@I;K#qYKx-h0vG?Y}$MFg?BW4oueeiOinyqW3zoR z^poD8q~ZHs*MA``U_Ob(q}d62?t4XYlLto*QJg6Q5g8n$g*%f*)mKo^>7fx*rv<41UXdbvW*8-XMU>}J=TZYu<4t{Z*Vvr_x88BmD(k}U= z`X)FZ&uAv87?%)@%0M;nE9s-*hEdxN*g!I1l{XfL^2F6?&c5R4oqZ!c7}R^N!=IV> z1a4qOp<$wi-&9BjjGAQ8-lpueFeS3D{!v<>0JYvG{#J_ zXg4Vp8$3GtWK9WS(o&I+YTbL^L!NahGKaf{UqMO?GY1y!0Yu$qvuD8t7w1E92HtiNAlL-Ek;9Ln}va3luw#FH1XvjxhR*^{#_K*nJM`F?z z!7J)%QdnLG@sT`?uO6K6Ef#8E)kS$v+}g?QkO)|KW6>5tH0evbUP>n+f>gnQxv!Rk zn`7=HsHa(ycODV}1KiYabBhFghRYd=i%P-M91RYhfVh|@WX_wrA6+6yAw^S$=uE9>Un>SbP()WBN?i4{{27NuKS-0^^4z8w^HF&s8rgClF#rN5zR|e zr9v7sj3lf0*!Q+bg|;HvsDzYkZB(d~y+ZaDKKA$VgI@P}KKFcIetG_c^PKfQ?{l7W zz?GAj41C&`tv1FLOsZ|{B-QZXZGwHH5Xx?$$Q!zx4*x8n$>I$Yf%ade=!pGx@|kBy zxO(mCs-ynKkOaq&1iL=vydRoB(-y(1w=l}SP$VWDT4XTkh}8^;PMU=f_axuoJ}5O{ zh?~ix%mVOicJ{_eRGucb5bZD)=W-Yjk>QD0fWI5ZoF3Zh7~11Wg6Zlk+c=R=-D`OZ zjpzIg92j4YN`|tJ?ctCiVL_Eg`*TKgG-t!od%YyYIAvdaXkj%t1YLp*>BqH{8;}+- zL!us4tuEbXIoQ?Y5+}w->Nh+ySOy%nQbI+~rKOj=AuZqmNrf^O6TaQIwtaCUDZ%a$ zMGv_lVDoeQKm&Ie3v_2p1}>ZObdptj!jEffn+Qwtx{+yKF5?N|ZAXN+C4YSt0I31P z+icpa-FzxyqQV^;Gl_`A_196_WAvI;?3u6f7f10@EDGP ze>H^oLzGwy@@G9(V%m`WS%vngche&hJ2WReFD#m&=xvChtgln{o7VqU*U04LG0ih)ggn0};s?1TD@FJ#3qS)aRP z2S*0#xlKfdH1Ard2BZcoF)%okLsHHYlQ6dsk$H@usD9-~!=P1-vk<~i+j_(Z3Q1V^ zmP5O3C`fWB)1C31#Hws#Ud9+*FhA=du=@G39yk_*nG%mpdB1@$E6s7QV>MazJnV1S zP^9}iRD9+lk6u5^YdfR|+@op#!}XS^yDo9y|0ZB zPMV59hFSFC-v`~9+$)ZWKsh}N9B%%_5p$8UB3)FY_Y%B=Zzqv|eVP>Ovq@{s5 zRJnaeG)B>;q%}hlfkk^kV2VlT;q-P#a=Oa0xb?P98Pu;DhP2=~-tyv*M4&$8R$^8d zrSqwl-~hz4-?e=;ZiZ@xwa6K~I^H!5$r*Tj%6TEj$>q_D{US@C8pI~_sE;28Idm{; zSn1t4xCr{*gEy>b13l#j1;#r&`v^67Rn7V}pK<+T($ZBv79ZS$$7UhnW)|dX)7qiNV1nspjD7r#- zC6wLHpai|`E6(X#@@!a*gF2^zB_4sEo}yYkSfbWKew!ReXr zR#iN_4@zz!s9=bZodSN=!)OfZ96)fktH9GcJwJM7(4F!0mX80g>o~+@~^-D z>%U<=GNhEMz(1hOfEf~-_PnH_X~4K=ZD}O4x~*=}wMEV#!95X?^tQ_%fH%@GsK=sS zGGyf@6dn@!K|Eqi?A71E!_b@22c@F?V=Y5UZXDVP+M~v0Z(dg`ncO%se|ic z^byu8HCXfmvL&o##i#wRM5x;7p|vKP^k~Ixm)AMvfslJAn)*Cm90zV*#fEP=EXvb{ zyblp}VV0R>>9e5X*SN=BP;O8|;}~DNCxXLQV0MX(BYY6^GGB}Hg;Q_3}nodglY zR}h_4?VL9aG9`@FQ{hvlVyrAoE#jIhNsy7Rx-H_h3;2iF31x@+;ZItJL?^Ln4-n^s zZcH|{DJ6aScu{|Jdl8pbW_)pAN;^R(X&yHnAO3=Q?1%LNoDO!d0jt`IXQh_b+$t$K_ij|{Z6(&IS=SUP*UsTUpIwUP{xs<=g z_$E0YaP#{>hShYJYb_aDp^#*O>d%9fcb7vVU>TZE`&eL#NqWWn>*R%Q&HB{0DI+2w zE$|VwD*WXIxRef~R++ThZcPk{voXByq&GkBn)6=zAvj9kI?yXIblW`~3>xLc4Z z4eVM;%e|omiGU?Ho(kpqQ%gCiDymncSF)`p_HGc^M?Zi>nDS;;*N`lUO?x#1kJUOd z`_DMC`}tb#(a!8DkRgsm1?aa&MNCKySOLnXjgv-hN>A7^hx|kAo?P>`z264n^(+vb zG`aO?H>3uPPGZt-;FfH^8`H1-AKt4j%Qz9F zq$wAq`$oQHBq#kR#*Jidun)+sXB3WrOsN97ba;*eACdtBdkotD z8d7?m?vE^JB_r!LvpWe_TmOJudLNSEZR+R|5Y3I*67`F?AJ?r}t*%7={&Wv~=WWus z6!_$0g7Vv)F&Q6+)O=&m9={cSd%9P>IFQuBBLkC$xP?84{r>OK&+mwld0!TDZb+uY zqkVsc*JX61{4* zTp(}|heVizMCi7eGqj8EJlY9vB*^@t~=ANgOgS+h^_Cr7!(7k0fVfx z|3dSuG|snqh_us3pO@3vZ7dE2Rzo!5qiwlr69o6L5|l?9byule->5UQm*`w2hy5M0 zYV2dE1RXeCa(P;s)1Vf}5)?z-4BET(swV92e~@@3hA71u28} z&pi9R+{|9$tCBna{Z@zJicsOeMpF%mMm zOTwlan6xhj@|+I5s!5C`dsk5|tGi3H!Oz6MA{k7ss4EW2Kq4hf2I`2__0AXjhFlV{ z7ByTm)_0VJkkS@pNio;1#0<%jn6yug`$S1+<#R!Lz$$|^^nMKrEcx-E=wZ8sfK;1`{uc6xEQ1c ztox=yd(tZ99Dm~D%he>xFo{*M;ZK2_VLswx44RjK{{k>RhI%hLXRe>BbyO>v+}ta9 zTRdW+o9UvPby7E3i_EWPo>;l}(G;-j6N+Hc7HhSi-!n)Vu*!$YrOX42RC`_X!=;zB zBB_(?D+J zrUe#lZjx71o21ntLe;1L)8-inPAN@6At~(a!D=WoU?GXYrHr?&7F^#P>6T6!(s=Gl zZC4JM8JdwAjZ zz5O=0*{?h0cy})Gr8}b9Oi{fB$_%+YzIN1wYc~fiiNxEOCDEQ=71*06oxl8%G^7h- zWs1H{0RLN!LYZNwg~QJoTv7xqGtgFoo>k2~v)Rd{2(dFu|Iye7b*;n@1#r*dVauQr z$h?440JLwgHdSwWTo@~|pJAcHH*=HF;hw+;P)+0ueYfWY56u^7A4hBY;NfstP(}EH zm-C9JNuQG;h*6FVY0TmeAR~qu5{LF~cOfV4QKU&NX-Tg6vBQUpLqi$vsP=T*(D4z{ z0>)ynY2Q*R={4K)Wg>Y2NAs<}!P=rq2w_Y?T9DL`0vAnUT41m#|B#Wi+x|r}qE?N2^d38v0nto~NwH}t6`nup>g!GE}h$dc@Wy80m*FiT=lcW3LyS9fNfBAsDa zXW%{c@nFYl1cKXl-^~Rlxv|W^qrIS^%303h)k1QbA$e4WSN!j>kSWz8m^A&~#ZizN zu&BzUJ$~z}bi?5!A1@I(rtvs8A|g^ey(*R z(;HU0(f;PsbiXT3SR=AG=H7et)!O}kK%)R#QDjXQX68Yrgk@+3m-6Ii^r9w3Eu(x= z56x=*Wf$8akZ}^t5HJ4La~kq!tOw1Z{gasYXFlH~U1Us*la`oL(>x7o_iRRZ)je-r z2_yrSqnWfPGI$xT0+V%b$OKnw*V-5s3jUvbfD)XvRqb@hl&}Ox{my&S+3rHWQjw@+ z{PpS=Cy)puFY9t#CCsVHW8$i=~_Q;T4ZOi!sQUYd3 zEZW=klx=ji}*7;O6#dp z5=dldBZm9snaD?w8n9joi}s+Kl~-PBM^6Un&++=IJI1;}Vf6wMA>{DrdPohJ2-MFJ zo2m+HO$wVyyvp=mqaNTk0Sc@45R-A=+*Sz5fB_{H+WYl{+oo&O`<0Q|?b+i+@(aAd zusU!>)_C1zaQO`;1B>?Fn2m+@hP`!3+QheX|D^8r!tnz`4l#LRF~`Il^28k4{Z%FxOWc8r8X zz%n#-l%aLG|B&Ez7eTLz_wRS-ak8MOl#RUM)w?$Ew-x3MT-rN)M~*qi*xg3{CH8th z^ZI+^UNAX)Mb3~SUC|0fCEOWkpUqHqw$h!|CXyVkF%9f|`#>3LP|K%9_wSzrhvW)e z%#eFfw))DX;=zD6o}Pzz-7hQSQl_n?~mYOdeyAlq(U zXJzLt%e)jgVD%^UF>c@dPqK4WM7Gnl z962O$_A=D*DMN;Ix$Cs-pf8XVF>Xk-Pk-t?JHLWcQ%>R}%YelJ0Y{`Etj9%j+((ZV ztcKKpSrUgs`BQqZMMIIp2~rK>SK}9sIrJCg3=2?V(5cp*2#J6dZ#*vL^W04%Cw%>L ztE(%HlJ;u9?kiBA3OR#0imJDic8EhFU{RGpyYTS{{xn9(p4@0X>%-dEl`p{aEB8@I zax998g`5F1BqnV`QjW8Z?)q|tEPNW=H3ZB`S?FJe6e2Pj7EiN+)POUSw7-8UFIKUy zv1lV@5X?&yD;f^%US%Rndd6D!^ODd1&(D;7A(~koTX-{#{Fbqx^QnPNqd4RYLCBxq zjd@xPX#oRz4B8|&FZwkr%b}7CtIdBpyqz%*Y95Xom`>st?S`BIHzeAbK`YK}^W6Q- zqzF!Oiz8wefLPTF^%~f1OMfCgGP_}F;L-l!qZd(i#wz1e5K*}aFY7x^bNdbA=_66A z;ntq3zd)vh>48OChTvUA=i56|Nj-=sT*$2tfIvpnz+}wzk(H1sVcAWE_Aq_$XAQH? z#sX4=odHSSmeJr2r5C7zes1eI1yTc6_HbyIpC4Hf2D_w0zU+Cv@pFBp3UP=J5GaIAY&4SxH+`vhxNXjx>%hqAZ4&D*!^ar;{T&! z!lxxnfm*mY6~mxBW97qj$$QZyvh%aIKmB0QhdyvIz%pb@KU5b8Aw3YbM0tH|Q>jXr ze`OQ-!{=#fPn@k9l%jtil%X4~Jb2@6BP!lx za-Ww&GGLgS%cP9@+KbnbyH}eQ#k_ei6I|8Uf^x%(cpF{Fl(5{urH%H&?a!?h zPjw}Z`P}X~W_ft`G^lL&1EuKv@r^x$Y9Mn1mZE8Iz!g}Vy5={xl9*e_>1$Vr2UpZf zqOxJpLFr|X7O=p|r~U=^IU2SL+&=?85q=W9Z_VG}AFq}9)-4;m7g-Y~ezr9C!j#XoOnRP1g-K<-_^@iK1h zqaZ?QAzE8%pE{xpk^zfJeA+a3d%Isr`fqYaS))@hR6<80 zSJ0lf0zBu7xdM;&@M?}teNCcvW}uw>K1;>&kqYG>3{woPD^i@?_7?}5L2B?sYB(_| z@aK|4(ibopRA?i;)>kF_QeTp2H9G2)#y*2F5E)Z|L|E5dZ3jhFOa$tq0D7kV_kxY{ z$js0pcTA~kAsAJ+AeMVf($$}XpQIYF?8c(p!8LU~5;^;d$R;k%rz4}c+=c3%6o0=3J?oOY7n@bMH?9j-JGyJ9jkufV#-BVfZ8V*?!rUed%atD{!qN^{|)1oZL|ShbJ%1;pDJO5$@V^TU#C z>F*w%&P3HStNh^0h#$isUzm={=e<`Z%0XJdVk(#Rf47{LsyQ8_63K`(+tFK?vl=p_ zfp3Sw!_S_8zBFL&%%Z*7K-hQLLbml$CBekpXGYFF{rAfMo*h1eaGnBBQWH`FhV!_z zG1A6DjnkRuL4NDw4!tj41Q8KwPnMm~Ob)D`2i6ZS*>Y>%kkr7S4OMg6 zox>t-eboOq#9cFhl%UjLHW566+LgK<|#uWU_g(IR~GVxspF$cAQ3QM;4&yrGJL$I zFL&Olg~S*iWE^c>8X;ehMSDJ{F$;G=AqneNv1y+n;&FOQ`W^0){pWR!&02n0;CTQA zqy|6z-@yqnObtxh^Hq}Sy(Z@mr;wIpDd&0b-Wx~_&yX{`O`Z()pK)iPy_Y^ZuJ6w7 zzkiS-c>Q{4)iv<+XDJ$TTbT0L1abxp=`p#K>FtyczIVeyMNTSzy*XULZ!8p&21dB| zEb#J#oB@MLDjdop@G6spf9H$b`+9C)FqF?42b!HL+lW!#^m}?&d2PS0@AvS%fcO#?*3@34EFDgkfO`00X zB>%d3-LT&fp{fJTt!^9WeE!<$4XFVWf%?5h;l(Y9!c8K(R=#T5PmE3n)nJS0q*mXS zeUKV3I*CoY{*1174STrvJDD5iESRFS|2?FJ8kC{$h>e&IiGXEjF6~~AmZX1=(XlU) zgf~p%9xt5y5E4NW6%Cf@Q)(d*FiT?4UNRXx)?iokJdt0}J{$&kpCf^%U+8xkr-pS=xfo&tJigRWky6x5K4lAeJ7}1A{hREyLgyzkJBp-i~R1H(=|7+3%vWe8IgJ(Mosqy zMIbw$7`Muxyb3Mnuv2KvwH`9HEdaA@C9g+YmplOeX8Fu?PM4#>M z#8-)X?b(`p4BqrPFqY&y%{Fw1^DZ8px5*JuRb#&5wPUUrrjtBuM}== zc~(P;AZ~nhPQ!XAIoqLl^uz2scpwmqM_k%mlJ6U?PE?r)%2PFd=sL@3JY-3H)UVq1 zbVe5R!wO?DRA~P;)Vkij!@Mtp^aj_SAF9z82TGy;P7D!95pxXmz*XFsBKWj7(&fC( zzS68sZuszeY0=&2pAGgtry^p~qUIdPh+%P+O`Fsc2D=`7ccq|`XjzrF@-7{k0PTJf zpsJ@}%ioreOJh|Jn>IZxnDXu2&N6bTyZf7yYp={Ig{q!22qf9>IdyR`H;{o9W5oDO z%8b}YGmDl&EAqpkcz~knD~TQ8>fTKVaG&bm5eumS1A5dWE3Z1co3&NslvUc89&`OI zkQ#2Hvgd+S|7%DMm_svED0i$(vr7Ep&5B5zWTLBk$9xgEj9U-Q-LCX70672*>Tzj1 zwEVUu{@K&WuA63U%Z0jim!Je^j^e7xgz?~EH%txG@0JSMjomA`Z^)RGc-SC4Ck*6= zXQKqC*LCtbWJ*|qW7D2;)AQNX?s`{9nv$%WSSY3k1trXsShTOBZ`>ctZ1xdZNay)5(J1*S6qF>8 z2nr5z;IJVEy1BHMOYlDRL@(smlZf@Y+1Rie1xO3a5sz^}!L9>x28_pG(T+*c%;aR7 zqOT;{JG5Y=bG6-A2(jv*+UI`vq8E@QVQOH~UWuOby*IwZOXR@bp1{3<`NyFlu?Yw$ zsd)Zl0f~SCC58%Rl%ZEM@AAu;odgw=956@DX^IMDNeht{MlZ`-0a+5J1qSWbp~vn8 zekq4bNoRoU69h_CNCs~o9t%48nKuzda zbE_2)sfT4ZCXccu@h)`O?A}vPX16n`9XijT(OWNsR^JD>RX`G8Xq7{|aoDtk%etv1 z@=Gkw*OJk_?A8v869vmos9Btdcl_7lVQZ9~W6q2|54i%Ko!OMP0t&2~_lNye9Z58M zx=rTD?SC)~x{7uZMWnnw=byYJS@&QOiOr-u%z+2(ukw9?+?t2%8rLD3G)UO+WV6Y|CI7J3vncVD3$qttrNWc3&I$xsA$N$ zB%c6fXsl>p(*9(ne2UHfw8w=I;kIt4k-nJL#Rs82s=+=%p+342|H{xYND04=o4Nrq zBuoi>7Uk>~o_nyX+)?CUro{PGVRHW9TEJ0=PWsSyxfCMmF=tSry@JbQqbm1EzsSjw zUBkbctYpI1tk$F4AiLDj8S(}!DDn7||E^X!+xCWEtRp?T-`uUe^8o}i^ihi5(Y?76 z5&=umY(C{#J*@_#(@ArLWYNGsdED0R1Qb^XZlj;Bjy^pk5qPw-TTbIFlkKy~g>=a= z!;K!etb#-^K?&MfVn!QPk^l(%*IBQSng)9jx8yK|tBxUO_2Pzjj5vgHC z=tb|{;eSFZcj z#4DQ>>JX`?hR|v>XW4y71k4xsw0Fgr_UsM17S~QNVqS$h&QG>VKqAy4oaF!R>yyE# zN>0XLBGA5am~+JFvvb)hvU1xOI$>;WAqbPUBA7HiqU-^r1q>!}Y1a%X-#d8@3ArS~ zka%ioF69Ivj0%+7vd4Z0m(gJegZg3doZ3$HZliQkgf|Q^BTXiho_C<)^OwHB50Dlx zoJT#iRn^tF7*)3s5h>Ywkyr8ETTr)WF3QfrjFBKChRr8&*_3gfPkQkuN3(B{1gqE9 z=P3U8J*0)H$QMeQS^|euGH_@!V!R!F45N%^WVc6cnxBQflrA-BO8@r?6y<_Jxm;&^Wh6O;E^fX*S!Q7^WJps`YCB?6$QTT&B(;jc zJTC2hJ<(-p4;OZKRTD&v`#M$Wx-PJZ{tVS^GFzpNLNZ_lG=uik=f;Gu9dGRVNN0#o z4oYj;0ba5i7&tsM_m{(ihD7QCb7&RX-jL#L{CV652Xg2lFF!D9j2SqpcMQ=OJk~GZI6YSPu(^~`hL5XnW9A+aPH%f6 z>$kY;5XxA9iUzZO-H}6bXzE)&eRe9>znq^&rUrGH!^Q#d2=qK;Nru9sE|3gZ)xhOZ zUOeP0A8FGS`H(cF^xjr`fesj02OL^bVz1wj9GXYFkuLeD%>KQZ1Hp*B>bMi!Rcs8= zNtKAm2z%E(4iW)F8Eo1ER`RPkUs^Vjq~6{a|AZC%u?+%BqtVc(*U6LMhX9NbqrSrG zV?o%yh#z0c6zyt%t)kln3`z#*LqK=i>RXUEV0D8EZ8k>GRJL+ut;k|PN zy?Qvh@9X+IXUUy(;t8$x;!hMHz4TBY&;^9g0axC^dYOvi)n&kjUZ5Vd83eg!|LwE|QUeCL zIkYd|H0^epwbfSSFL(YP-&nV)VA)`WWY9g#1HbrSGVo|Sv}Bi)gF(|b(v-3Szb$#= z@Ec@G9mteC>jJ@c31&(>+D)sG2H*9cMUYJ^FSQZh*JSL1JX#h}#Ji8?4Q-5@L3{6Q ziB7cN$4lhSo8-T|PhGhm31RL!#3=E7FKvSy8nYx7+M5kV_W1mneucc$I3lbeD&IB| zqKL&&*}!RbE`nxzFdjgK_RY^|#V@P`ehJb2^qM65x+`)iFn!BFX!W42k2MsMFjwHy z{=mw+(eT9LuE>5yH(zh1Gi~6=WGM25g{%GvhYShJZYs3@ulj6@|DNb1((#E*cr{h0 z0>T)-qKGtU;u6onUIU5rFg4J=-BY#BB=$nL2uix*Hhk*n&Hy?2@&k(H;tJ(visfH_ z|5vNQ7~v$nB`?20YQS(3oAzb^-yPf#!_Ozl%&;ZlbzN>0)WKbfxXGF}6MskqjGJWg zDSw>Qt9=!3x&9+r_^jF%*w(!QimLyhn&GR>)7g+iV}P4Wn_d-6?p&)@F0$pLv-pT? z`wnn-ZyoZ6vh3@|kQy*=pnhwzik+5M_;KJs>Aw+ovY)E;oi%4}LKZ%l8aOP<<4HMLpMtM7i2Q1(cR81wwi;4{EUMi;Gj@S1 z(Xs5tV^F5`a-w#zdM+1}G0DR9pPmJv2!Eo%7~24&M^H?{IBqtRvKE2^GOR0e{Yguz z%V=A~&iMr*GMZ5%-E8z6@HRS@8W^-|243re>#IzP$yUQVh0*=i^<ai4gY%@iuU- z1Vh{`+IooIm-p?EOAk3?b;7##@q=^-C{-X40ty*_L2(rmf%+*cfoXKg)^j4I+swTI z`Pzap6Csw6Cj5s z>K@9!V{#Tm{1sZ8MLNU#itTS!!h1e)5XiXwWchSR1_ESIPH(|^Q4bnMvu2+ZV%;+ajMsnMUPZrZWAybk;-mrP3F?hol^9Cku zB16)1yyCj;B4(=GrkMw37G{5VdZ5u;CqW%t{P#8N<&Bz&+5INAoz8 zVTRz@YJullk$%az72~()OF-Wa83^n}nyeA`1M&vUl-RV%3_;M{y(Zs9s~#0m_j08fR#!6qgAk* ztu^5E8 ztx(-?MBJ=uNNV8HmZ3`UM7?9B2+U|%_I|gR6g1vbiq!CK@#^3qse!?x4EFSl;!^!A z(?!$}bfIId61YF96!EK8I!8<(HDE!BLwg5Qj?*pM$KLIv3|+GR@nLzO8juJtYaPIt zgo~g;`3q}_VdSOGkY)lXjR*|eu`)y*Y91a$n0sCSFQ67M%+00EC<&iNrrrPELuz5# zSf%P~S0HZkIC6$F95dTNLn4RKv6w`eTn*1{y&D_VKvtj2`@AFWO@+YfJT1QV!-w5_ z1_dDLB#aW{(_Y&XJ??_3flM1=M#*j35jv}EpqABNsAM?AP4$LaR#?fvpxyBKc-7>b z-IGePWu+bXHNgBI;M$}q>ND6+zi}E0sd%4(wi24Ej1r{U$xjVl>$A^vySajctCJDH z7%{teG$aESk9f4J9^QjPq1Gm^NM|mUaC6m%|25c(gGHbRA`StmpEE278F;IyyWZS>ATJpfdf{bP|;(a zp%Uk;4PN&tJ%S}3gE{NVa!Pz_`Q7YnPjOV6eUqZ5?^eh~jMH1qV^Rj=_OEsQ|! zd~4b{5F%mj%%rUat)1+QTTL}&ND9z>d{p%iL}F}0N?0~eYx$rO$n=aUfkAu8$H;5; z>-!@+S_wm%R&?c{R4)XP28w50#}-v6sN%&lZFlx*Z&A11+e(U{y^?5Jpn? zlz9{KW(*_oXafvhuApUE@)t6wO8@1T7mx>DE&Y!E_asew^7F<4X-F8>X3?(yn|v)g zbB!uVU(kH7KB7JsT%A;fENS)TwDpiPV3x#XP-erdcKKfHmM8Did-3zM`^x`-#xXXb zs_pWpU%?e07)oN&UJWR`a5tgpxX4$rtVa=nZ>B>2T!(U-VVwU=$Q!WS#-jZk?V3w{u?D)OV5t ze>MJliPak<#OL6j?+oxoS2upr~T%wh#`rWUIka|gW_ZmVO;GEbp#3y|^b8+sFWZ=^NneoxKk`tHINis^u zU1S!i)PYPu4&u0Pg;>->ri3L3K5f9KSMhS&K|wDmgVfe+zn!}vQ+kC&sGnMJacCka z)1FW|G%Kd@L=_oYpQ^53F|7*XhdWW4Hn6lT9Fhps9onN&{a~DYDancznu+nHtfBgC z0s>3D=d-mT5iqdCpnV*z%3+E7LS6$Qf_UKlQNuk`Ara1^9L@c^`!OT}1~eG7zfKzZ zB&dg|^^hWb<#N12uR~^e|g7BUc zLK*wC`fVT?uoO*w3R(~|<6Gp|fu+xN7AK}GJK;ZR%%lbBQ>Mr$dMA~DP3VzG4Blmjocxu`9XtZB~ z5GyuT!e&t(6x;aSPCB={k=#I(Z&@_od9wg5#QE>a;VQBvFWb3`hh$3(+KdLTWu2kL zj|S3~(%*$__#O`~r%OXJ_^>=x>#ehFls`14o%M9Z>RYEURrS zxs&@XG}A|D3MFREvxHpX2@>IXg5{DSiJ(Gz)Ghk8rA8;GmP8q19dcjyM?#g)LnK1m z{9oPVRI7Eo$xUYYq!LaSD_OfnjE3sAc?jdlG~W~-Qas|aDFYez`xD-So18%9g)yD`VxqfK;xi5w++OX6>yXVGZcGsCW)mIWf zlxo)BSIVk|8YM?iV%Yr2uN8_(7*OTW?pIkk>^}0bq?}A{J$*CO`_rNJZ8YMB?^sW5 zhD5-Wz@@#DPB1RKCNt_Y$s;*-cy>(4f-0U=w3=bYZe{RG29_D9Q(?k~6BBxxT1XMz z^#^{IFBk*;j9HFo)gErUC8P$d{^!$f_9%brA1Bz`Ot0Zlj&_e(vu5zc7hQJ3*IJJ=*1HFR~}I z()Gvjx1r$Y9!WH=H%4o@CzPNukin<@$4b!lVE@x!M7}}GjFqxmcNrvA*C9QaZ_bp4 z7KY}%9_@6+d02OaXP zwbz)_hMgK-5a|8|u>fs<*?)l4fQ2O%?JdfNXYzfnhIf*6gMGy5L$U`!!1@vSL&uxW z3s82z{DDLJBV{fkB)?E5J z=A8sYWptq`TI;v{QwP;R@<|xZpj^C3_ABpyAr(j>r3rog5*BB`+#rnzC0&n$8zEo7 z42e&Bv4OzyT6mYGNRFPFs692C10kg^$d2xRId}^a0kb0x^`l(28%Ard5ox%6`sniV z;Yz6dT!w15?3=G*2JMJMN*KY-p`F}JeM=rscN7^RmdNBB+>j6MrvHX|Zo&2w7C|y# zzQCcr-!SR(%wXqCGO9{zygM9J4|;lA=lZ5!JcGHKp}; z6&+=EgJIPK(J?;DZd`_B!08y;r^O7fCaQ#-s3$XYYmk!v{St65-BiQ`=xwU&gJi&% z01oYudczA>Yo9rbM5WXHyPCQmgQq{|pieR{vk!vPw^&%Bz6sherkus^7Lnn~Z=c`o zN(49e>_=^@DJ>hpyB`?nX44*B^$FNv^)0uV%y9RT1U}CiI8YzG0g?4>-V=YGwIT~? zOb@hOTDc+MK{u<9aA|Sl2;1w)gC*g zG5%38K5HUV&!4|J;I7=YOmOW@5UPDH9yK?HWWXRRhxRWYt+K^7;bwWQ#Qd$Sxo(1! zniOP9@rY!#H$OE7!mJp{%A|cRP)n^X=&v6|q%A!TSu(je0D|3_2(t!9{{W}aF*Q(c zf>zlm?=p%lCjzV2q~l?Z!yEqm99?2i3w{pFy= z(ooN&1XZBsEr&pU5;G+F^&9`f_qT~IWb;k0?pgoEBjX@v_<(4!>wiCA3ONIYx>>Y) z(IsDcC(o7DufO$4P!5SL7dc_--94+re442%#CEO66IR^5E zOURTm&Z*Z!YQRKb(jFCSs?wiWdAOBK4ae&jne1`^N5x8z409FUOdOI7YzF1rpr_N- z+ul|~B38Z0sv3^z;MSFa;nf{>cOF5egq1!jT*|j(m1DV`TU%a`GN|Q0n3O94p^Ou# z0{z(cDGO2qUV+l~XvxSW(HyIO5-9a2&3n)g4+7S=2xdH9y-fp>0fQOTqf(C2ro~3N zM@cm}?+Z+DO#<1B=P1Dm=AT|OC<9qVW093MsT4hxaU`I(juheOeU z`1h3#ia^$&c>ShAdHgf_5#QpUq6AU~yX&Jo72?4&H&EU|Ax zyG6w@k+Hp=#BbKidgnmg-UpN&Y^OG@hGf8Oi9>stQgrv$zUQZhlhx0bCBA~pLn9y= z#v{ynMeXTKC`n_Hl~4OCZq*+7lpW_;H__SSv3+DSER9ow+r*;9xoRzS`Wdz9xfs0I>dU{p8l zxxJkB1xr18tI6CjTIOxo9#^mi^+G9naos#{(F7J(8MLRZQaX97UZ=JZ#gF*5u*QH3 zx1mvDZv^&A)<+}^YT^GPB_8dLx?pp9Va!1hHe-8Z(Gs8C!=Ut*iJZaMWS7;DoPqkG zH^~O&u{_>4QVrgRyeAc0fSh3gnmvpew}=I)0V|{VEXqtk&i8|x6a+Pd2wpPX(`=_Y zfs?pmh@bRNy{QYS0pllGT*{zZxZ|evogE^ZV}@7!ktv=E0ahiH8WPjSf`=Qiu*#>s zc10kw@$J*lc2W%n>Z_H)CPS8#ibS}+;5hhq4=a6Gv~Sg!cJ?ZCnTQbGG08u!M63hn z8f*~eE`FQ-b2~a2lrYTAqMhA5jwlJ`?sXD4NwaNI@8qo`AYSY+qV|@^@sft*&^#vP z>P^`GsLP}wge)88T3pn1X`cv@^-R=^ZlC!;26AXDLvv}DK9Y&t_wQc)=)^~4#Gjch zF3?Sbyx|>+NqW;Q=RzW2F^T$=k8i}f4KF{FBLQALmkiSHbVI9r4UrbgR-8$KM8LGb zqrK}RSjO>bL%Xvd0V5J+E_JVXhVX|4*E zp42nlg@)I_M#C)x^q%bE8$;g@F@I*LP;QodEW8mI|3lX4F(G&=l*a*-&y-AfHqsd_LjU(?rDL0dBMur*gkVw* zLaT*Kvrj`JU}%*`8)WG9D?0C7pG=ag@ovAzF}tADuoZ!f9b+_iKxh?nX$EbUp2zKt zyx03xq=2q{UF{MJo?$(NMxh;2n3EwHFvQKF&FcB?N%rYJP)n-8-G0NUM+M-Fk^#c2 zej_%5SCw$QO8eN}$1%A)gd)tkyVBEV2L2!DnH4| zJaDS~K1;>&kqYG>3{woPD+C&v72zfGp|asF%5d@Nv8+LlCJP_TlxUCl1p5Z>o+K^8 zh#h$+o6HY^P{vZE1^L#1v_T2T!Uxj=hqfX4IJ9p_wR=Z8gV%yw@2yb~6>|xN)vR?F zwn2u3g;fsibyh-y2e-oyXJ!)3Pe1)D3FGp?6#WI^)k_g!BOx_lc$G!_|KZ2Tz09wF zlG*K5&Gk@YZ%HV-RiM;xv+eR!NCYf3sL-A{%n>N~^E-N52{q);yx3w;1ofabkrteq z3cn3n66wyE7MPSFMsz&SwQ|}OGP!LRA2n)GJ4n(SqN?HXRTpsb6RR3nwEt%4#m{Pf z9`Tgi$>p5bVQBFD02Ea}AiOH4X(}_Q1~MjLP>)G_5L&odX(6LuWDQY7WN3X+0jP&l zNDuDy+TgYfOb=|@)tmga3;Tnk$O|mufs2}*f|S6|hi_5C$Jl(`ZpfpthK~x1G7r#H zW$YTZhrA~1e%P}(By8Mv)=D&)}9Q6GJQT6qa10tPbpT*`rU zTlf;q11&yhH*k;_n;w>F$n`1d?sZ! zCdcVx`5obdAmZPi^AFtwk52IKVI89B!@Qmc4az_|0~V8LV~iZRr;kglb4aM??Y35l zF9$k93kpdSV?TobOR$i{q3sM+XY(UW^F+?o%}viWkaivgHE``v{h5(t?g4oNRy1%_ zD6e0Yug){#Mu_wpPM@qCebf=E-NKL>=5tg27_=nP8!$Cc&u&7+j$Oj)cVt|34NGqp z#(+OSFQW`yeRI6ukoZ*<+GEg?i%ieERyPqFq1{iHE0kGI2bS!=Mq0S`%j4J~X+eed zlvqy7G3&AxDYA7qJ1jc-ktsNQJ0I1bo1Y3CAQ`aKz@gnP5%$-0sje=rB;x9$bs-6v za$xZ`kQ=7&`Sk(h(0Fd3jaT*V-3^?#SfpPfH`Ok{y%HL+szV?{d*=3OkO){zV$$9n z<6&icoj0qGXuNrO-_%icI1goLc@$QeLDl1jBm#?e|FbH`E-NXblRSeX(>s$pZZ4#S zP~^}JsSfWT5wNhT!lc|gOfiVGUB4!WETR9BmH9G%CG=g)3QevWrT%jbimF%%O?^qd z>FNFm>ll&y(DOMu(VECpkrM1~6=gyZ2~z??nR3m*>ozWa zutJH9s?L31Vjgk858b5*=^33pS~Mub|3`Y1MTmZ@u3uGMOs3~Vr)q{{KX{mHAgEUF zk5__x0Sl_sXT*3{radh25gD*5y7JcYh$n=S2EH_;8`*>PGlsYMe9C<{<&fSRGpoA@ zgpnL_FH<8U7GlJvqe(p>*JTo<1#D7}O?!iExG8_r^DdD-y8FCsZDV#rT3Crv+rl-s zwh#IOiB+-sna83$03E#8Dy!n{Bhnev@;Tuj^1xq*n~@qukJ+m?BsEY+dWJ6J&mYkw zZ)bW%Rc-FGngekF1I1_OKC!q#HT>U@M7z&W#m)cRVbn?%pPE;u_+^HJ6+ za7YaEXX+m(KRV5?afuU|L!VY07+Tl{@nK>JZa?E60%=JMZmXzJMi|Q0<9CKTS7Z_- z{bcE+H;eqijnI0C9i0)~)4wek=2qu};{~8H7 zGzOFSw3i!%OREGsavF*GB(MCMn=SiCLvi&K!bx}4{s9v-rUn-6=4X{eqnX;5c5(uG zbNVptD`t>4$f5*2NAkwo!I(s*2F#)Pw4t8f^svqY?;nxHr)y(e#}g}6sO|O@%@5B? zzu*E{5|*K=Q5wHx+rv1N1c|&1BNAW$< zp&cjHMR(dkWsfWZ84`^XPD7T2iNK+~m7BNNJUgP&m@FEe`0wg&^PUA+lJ@`yF#ok9 zWJ#C|d=BN@An4z|rv2NwAcBf{Id$TssY;L<3XwxglvVu+sR0YC)E8Mrw^tl5i?k%w z;GF5w8QTv!^hP9ulIoIx!3vrLN|+3^S$ZK)XV$7!%_I}kqy0ug>7SMVy=1=?!6ci9 z(e;CNL<)dKRodfK%8PeL9@Y?7bx(_8a={k*Z)oCE)}7rp zXh&pr#>N0xwAJuYSe5UxsfzFf@e{-H*Q(n<0K*<(q;H(VVvrhejKrhd`1F00up&CB zfrNQGdlxM_upU%{H7Xf$Wf|b|Tg(}_v`_h3c?DV@FcMkmHsf-oc}^BIA*PI`C3lBL z?SU)_o0eqK&TKhz<7e0TrjWd>0pS6=|PsHGg%${GKpCdm$pM|g*r3V&#NFU zN!zmh4bKE(x8EQw^jwlXIwUPnKefj*6js|G|4t%Rx#9NO@qwjeUL@+@g%< zX4;Hi)ersw`F4@}F$qET)*6oBAFJiak}ki^Jv5}4#GoyMq&|CRV@ExSwzKM@B&D3i zq1_U)sCWDAvGfv11`J{_Xn&ggIA140XfCoJ<9*)w!_o`EZD=*?h~n0_4WW!ycC37_?>ZZI9nrr(Z}Whb338ruF@Rl0yM4r}wo()#nmaK#x1N zo(+kB70^7|%aaWIB0nun7diZKTA};F>_VuCZiA>81DoenkV9i4Fljr3va9Q>hK|#u zC8=K-6<3uAI`l$hNfRdg2KKBlOH!fDt&V)(rj(Q+B-?K1=Fc4esuRK)Jd~rqzITX+ zED1w<4BCHV^g4HHDD4y(5!3!QQ-yOGDt$swOp@%ko)3wDrDzq}H{MbfCmaZ=xIkJ` z-*$^UyFX{Y`?@V<>XwwuZ7B~%{A&_mVDfh3bk7(_1k4$@wCAhznzfr^qD00qI*$3T zU|pRxeNXi!$jcH zF5bd-&vpKxEkbbb3cK8}_bQ0FHzPH4%&(pTg;i|4ibs2|frnOHQvZvVAc9&wQ=F6L zkTf0|TUA3mfFRz&9FhUUNgUcdK$TwUc)LR)zgOqfDm~r58%z!U2yA~IBR`10M- z#nT{0#Gw7Z zN3Y2$Oxs%IglVNtBeyRMY@~lfDVn`M61?MsrDzUqf;HHs`_&fnR1$LU-qLT=qyGoQ z1hgWs7izz{W6&MQW&=j;(GIM^S7YPK&b}mzH@6~_Ag3yboJ<*L9gcULFem{@b7S7X zpuIxbRMj+Q-IGdkZuJtQ`XBvPsA{-^s)o7tzk{?G29#K|2cVUUs`{F$Qb~s%7G!p} zc{fPMlp<#+U-rvEC@5jhz-3dOnbbRyTUvg6A^CCgi}rSxef4vp8LRimlq~uJWQS%- zw5dHG?+uMU;^ZQ(y``}w=9y)XDIGuzYri712Fc>KOr=_peJi7RTLTxF2+#(T2cbTy!9GEuKDrYB zDt-!37uR^Zq2i!Fke8J)f1v#JQ@Ehs?#GcbGOk)CJ`Edb3O24DpcHKwtn>5kBpF!o z6iquSN$!5$V#yVe!FZSM92*|w4PViyTa=8Xa8L=P2pE;Yr2VI1V|-*=qvw}OqHYjx zeCX|w4x)_DNDcal2kt{b2~z`;P5I}fskFcF-SIZEjoW&@J87!`qGN1O=j!fxjp>jY zFp$A!Q1%9abgW~qtskj|7UNX2b#35hZZ^u%HJq(K+qfi9!gDm`^ft1wqTM>bo0!(q ztdZ7yu*4nG!Z?%~LN2I0gS3F91{E%45wv`HMxMzcgWPskn%D1)9sw26>Bt%W8n-le zXwJZ*yntA~XzFa4)^gGr&Stt?c58qN&}bBs4u^*-z zv$d6-P`|_$iSXXyUell@k-mV5z@W?m=*?q&nxRW>Q1()>d@r$N3m8?WBdB*LhFbI%vh7BuE98 zh#fv&)N=|-&lu37{w>49@|$`>;dfGmP7D9YUCB^TRYmR3l9=f#kO)}$%%;82&38dl zw_9}u>CG>9=BxHdKq8Dl(+vD9pP$`N(vEPPM>#F#UB+McKd+o;FXVY(_}6JdtXt`SoAa@Eim%s-2fQ zL2AGN27@{)ssBQ{-K~OjhPFdVr9B)dG5mox(nYG(PKQLm)Ifa|cMe1MTS4jHl?1W+ z!*j|og9}jUnSr!0r_8Tl(4WbI0n-A9M;WR%5^bdy3&w_&nN zqaZb45Q)L1e1a&&p!0x5qdS@0gbClr-&Kdo=YfJ@wfF9y_w~r+h7}C7|E_wRbIhidxA9lm4eQ)?RJ|3HqA@|2~&2cmt^cOKwcsOEM+DJk(w& zAt0_Ot?1c$Dss6z^n>^{5+T(fSbRt#uxL*k3Iu|eJ6E-lQFWYChm!5Dr-0lxaI<7( z=Ix(Ym5i!5N>Zk5Nm|!SK6LLDsXH^jyy66qSlkR=f4wsi=VfcQ>N9Ppvi^ z0R<(j_+-;w87t^atn$i#LaJffL*7eUBk;caIyA~4y}RoXBm+k2sn9khLw++W^L7bY zK)1>j^$0eCqk6K4mi(5Q1di%qGH_`(tTskF9VxbtB=wM$)lhZyJ6M1Ifn>P;^-cp6 zSuq(nw3CB}>%zY0+3jT0?aI#P{+&}Hy!rsupTQFU7(yaoQHjl<-1^-3-CMQxHMvbZ zIeDwPQhGczxOxpiZVvWgf#+`@I-ge{+^}qcI-d@F=flvGAWQnrYLT7~* z;)9QS=aCq^xcTG>RzB=K)mKF^}|Kx$Zk_~D!XOnm~0fTd^^+H8!TPF6`! zaWh#r{PXN&Z|%u(z8Euoy~w_pb?5Y-jkyH*^CJY5 zI$lPdg`5G?0+aT?NnVa>$hS-{vTV53xogq50&p??KS&KT(ytHg2oe3^q>3?FIf7mi zD5V~ho2OX-w$TqFZ@6lE1f0Fa^gw;bM6|Pg-_=Ea0mMZvkCvD|VcDP12=soG8~!Tt z2!z}L3rc+2>8(jM_p|G!79uEl?b(p@UG**mlnx>h_K06d8JY;R-QgpzFYRPd9cfDC zdv14DpM~P88RBDXk@Yc0782nj(!xZGX}2H| zumY5+LK&`pG#RxpK&FEjm~; zroI^K1zmqYAcKiy_&Dj}&zmJAAA`%lr@TQaN7ZOaTvHxdyw!NiGwiN|adi{QZ{D7p zuR-|@Yaa4x7ofrvr;_Xp2T~9IaYsrnyx0!eQa7sJ_IQRZh1>zF-Z;vXkCtq#58DzR z?Bs}_U%fpyxpczbMUW}!qsk{i?MvaH2qaUF5v;WT)Q4~0eq)wXB^g$qN*pU3-2n9( zHX&!=-HieNeqzqRrMxJ%nh0Wp6*0L2AGpnn9aT@{L}R?UO6APfUBR?B$TR&~VQ$ zNDYxSvn>WiAfqa#2HFznUD~gsB;QRM(nHrT*{c;GUl>>l5dTYL<)8$lJ7Y><((Zre z2%o-bu@Lz~EIqSSB0~!Dg1rQjNPnTcu;e#aa4rU;R{69iGI+to zH>V!%A`ym4_KGWVzeDZMsc0@{%BB?>kRf5dz-LmP`TQSk*Zr4+`u-2jQC4QM_lPu} z(K9H04u{Ang-Vl9q@kpxIyg3ojG|$OQfX-@GnFQ3X=?Ai=lAx*<8|))IoJ2qFZZ8t zy{`4X-q+$yGU{r3By{XEX6eL)l@d@uszXTizV|t2C@)}0Ri5@tiPpgdAw%y|{fN9)`)L+(+-uYEXy`6Z(lJzUGbIE)Q@Q;5+I;uiLZoy+8|OV!*H}pZ1-S>K8va z22aTkfeBrGtlU9=sA6bB&LDa(>@%bW+!<(3eMW|b?)=dcK$g!3C6o+;_fCfDwgZS- z)o12yh17sKgFNk#43kK!v>yk`$PueO*0nc}tcDowlL#bndB>6=5ipR%raeBKSP&Le z9^OUfXX#yk&QduECAa&ia4VU)tV&=>WJtoCf%ft(ugk@FbNWrvknD;i>U4_1sQL-z z=idVJHwZ)^{TZvlo>|t9C;kjblC9Ym+7`CKMiSDJQU=*oD6fUQJeo`V1$~@a^5JDW@SdU?Q-YlnZD{ z$Jd8i`uj*=PJoD_&a239P+(f(!?TvKVH#S_}gP(848>Q_GqWON`2 zMh4G60T~h|0fTm2oy1Q`J<-=sCg_vKQd5fbL5{u)m7nJgE58Y}K;{N4CQ%0&q7LsO zV($t4c3T>F-QZ&-G;g>bO(!+PMS^dLu?m_+d%&tY%x~$#bL0lGSoY2@EFJLi%4{S; zhe_2JNDG(<3=ZXxG->=%ALcHh3(BISx-M)x3*n?nBtmD#Sdf;)MBva~f)1XTwe7_F zL4wCf2v@X751a=6Uj6yas%9Q%0;C2ks&Z(zO1jhi6c;CxdseQ+mlxfhsS6?Q7z9^y z+!tPkM8I$ogSHy9ax{bYxeHx&*Lk1nzCjNX;S+*-iyoW?hm$Z7cpS>hF&U0JJo$ZJ z$*^jl=e19>3d#&@gpzFZG)Dc5YB}?>lhM ztepf(c{_tTN@XB#Sb(a}iSa4-AWOmmE1yT1>D-kztiGJQj#gh!9FZ|n3ias-d|{Eqyg z!;}f$AIAMbp7K;lxA)6|eX&A6eCDNXm6{&|bq_gc2Kq72VKrn+SSMYc_9I^tJ?qxm zcbz0w(p8O7ynRJjY1YmK|3J2cVI>ajZo~P=vbL75#iR@ovApW;TNS9Q7#Ojx z@!mS0h;{mk|2i_U9i@k;<+fZXwqoglL%ZRSJHWKpf0{=+#Mpfol^q{ISvnA9>92Df zl^|Qf@E(iytA9iAVdiyH>Pu>DRkgeTm%+E%hQR^Gp$l>3)u;lwPzfH-KCklYvQn+iKE`&(fCF zWbv>(={t;JOcC)A z6FZi&+{g`PW3>nR`(F=^8sX7=P;$loEmoBtjgi}&dcKe$NoKGmczo1vQ19&|qF9%l zOZ>GiMv8zzR@&1s!IhgQ#k~=t0&Xl{Jv)0o*!5{czR>V{_YWu{;dM0acZY^YV!9n} z{vbhyx%jCru{#i8HA2%d_vhc=35kGVZZ_?q!xG&A_6`+t;Y}=|^U(Z#k06|+j&j?B zPbt4H(~%eh%L^RpHK;m2D9Pk|8&UgI&2ZSxP6ct297+rky^NcX8nDE`rTxW6EBiR_ zf4hVZG^l3k#TX<)mh=^+XJyr+vjidO|5XE%cJnQAuqXSaUoyG=nfSeH@1Yto2x2rM z$i3{qR~twT802PiDd*?z{QOt8Q}anv(w4Zxe9woxAqrWNGH=>Uff~rLicL<^zPjph z(?Rt^eMu(a4DNG38uRr)YL9^c_n7)CT>=rv-!YgoP^L0GUWA>lNEjeI|8Z(Yd%ke3<(FSv}Y#I531*6x73kqlY2&s z)J-cwVJhnT*r?NE?Z1z;@Ay~EGYiQu+M^8o_kjf@4xci$Y8So6EVVe9|9c4pDuzqQoO|Gw70nc$Jc;&v`B`(qnqM+*?G+7$of9V7x4 zRhhK6-Acx;@p)!Rir~86&nx}0CNw^*fl}La-L2r65)5GQ`?1EnouwK_pe50~jh_jq!* zLxxn1incoECVwcmVYM@h_NZQDWM%2MAqkQf&bT(&r?%}k2qaY^F03gt*ceg+7F78h z%C|lx^A~lVTTIr@VhJL1&#hesL5v&}RpnRb5AP%Zi#FPhjMr`XGpveqhNUB7$~&T= zsM>|Hv+*6L6_6J2#2`l*=*dNibNQcY2@%9z?AnkyRvPl>T7*>}2bLd&8lPCtkWJf= zax2B#O;Y{H%5%}ao4KqW-}#c|ho#EJR+b-0#_vzuIBxfkE4pg2z5} zwpMN<^x%5YKPIsK5HyKif)e!VJA1%IXe>ce=vwK=q`um}*pN3|LkZeLDWgqbNF-LpN(S2RZ`Hg^Ljze| zc|?AeZ~flq`5BVn9paIeuQ(?zkbuOh7{p-HzA$Nbcc9N!T6n&Sll@1XHPkR1i$oX^ z69IZN1~K^5XOo6BHtlInB0CK4-bob<=tCm>Pgh;NG!8Tz+zY|HEEG`{ zrJPp_Bp^KjkEpbpZJQ2Vn9!n2Zk3#~uX24OBLykpe`pF_yERG*5&@&;xwNNY3}2@x zDDueN9;sGVnzzX{3hx%D6 zAyH6zzyK?Q`n;#1(X0CXjkpYHa~4_$=7zJO^GVMUCAM{U;9E!y7-HqIDfd3@KG=W% z+VF`K;jGHI7rPa~H$^YxvG0{-*(~WkN%y0UGH=r?QlEI*SweCGAc2&Vzi zk|GeRr}2HB38V&01`h24F8Aoe*wTkW`{=8q^c{E2g$Uw5QP1kJdHz@^CSf_6MOzKL zgz1x?*a`KlBu>3b8;Av0#afUWE-{}gLtF-?1}^Q?;5Otf9wtfPjC)T5J_LN;1WmZ5 zB7au6yLbkq1=V3x$AeSKK% zZW|-!oKXFCGbQe#JNTqQ9Eq?(Z0aBc_HYrHlm`uSBbwTxVhzY)NuIsK$pze>jOBk1 z(tk!3+`%l7fnnJa^)EzrHsvqd0)-v~v^#}v(RL7pnuiNe54Z07AQQ4B9A(hHa446* z$k}dLF`3^k&wc&XwI9lF?I^!R@BI7MJOc@ou%N`IOiwmX3oUkBBXl;FtvLIO_EAUz z2h=T@Zut>B7=saG4BFQjEN@kouX)`_^cuvRr{418av^R{0~J2I%;sH!>w&OT3-C@+*+rod*h(&_716G zb63`NNCsRDv?nG#s$1im%3hK(bkBGdr(grlt;(UoN96clxdKxnLlRc_(EhOZl-K<> z=TNM^PJoAdED@vh zB5BXYEa>W1tsb`R^3kxwNI##-8a{`f`_Ta{{yx@FQNoJW`$UbASC_2El?Jp@|0Mx zxn*zH5+Or+y6f!3=y6bXvqmu~taHa)$dIs@#H8)d-68e2yI#B@hqyOw(2UdWn-Agb zSmX@teP{1OhJ-r5H45?uEF>{$-#6@@R~MsVB6KZg%i>z+GiKldaVVOxYMkhK0t!l450t^8 z%+njDgxJ{x{k*C2?;&WhZNALu4dBXT8zPjZn=Ek>h(JO;tni^dCT19Q%d4ExLX>W< zcFF?}&BsAduL(68{+@Sa`>+g&!KV$A3LN)U*f)?4T^X7!ec&rN(h!TB;aUGHX@M5V z?1ni5mv-S}XIkMV{k*I6e+wOT7AmVPG#_LG18_o~}eWJlp6pMY2O zu>34fdqYXG^W|=_Y0gLSo9^rDzTf&B4l;T_mv23Wc7lK1FrdfhQ)Y*Gv*ltg?y4u1 z5Ey<^ULE{U?}`w{)rSq>lLoAA<1r{_w%oO4Bi~#tX(NgrPYbae>FZ#2?m=wQ)qaU) zK|~^hDu$AHv=0tdZ);2Qa_S}3V06-S_0lwmmVExxo!|6{K_LluXWCVdTv1zyXW7?G zLJi6K+wLqn4wei*2hqbXCEXXOflLfINTQ6l6T>%mG)J~z6$46bH_vCyT$ckCZgUZd z!Ennq6-YoD5{8j@Ov<^fc~$PJ$!0x-2+D^a9V(jZ2vt3gQSF&>dBYP(1S}-6Xg^Zk zWOHEklMs^96BC=MmpVoV(t;n-!nq)kK*$%cki?+PN_Ie?yRjtS`t)?m=pJc)D5=;%0XP_l5dP0MQpM8us3N$;n3>pyQ zBNAilyL@o02ZO47+V=o*J8Zo}-ku|&>T}iYtQ)^Wzb54olN6WR+Yh-jmKJ!ln}*$S zd#d(zw321pVDy?-z6RhV!$E{q_o__;PfKE0l}md~Os?<230adbWYM$K*k``!9&je+ z&d>8(=h(539xz|v$x}vpmOk~}<%e5Hq*vUzc1?FM*sq#^Vv?(`$n;^2V=!pniaGD; ztq|It=}y3;DCJ`}Mo#mc2W@^bkRnRo>>l3Ssyyx4+u+`M^UnR9q%pnXt^7EO1HsiU zq=!4d>C_0~DhZUZ+`yx~6QIRB!_`Tz$s_o%UH+Ves1}IE&_ig|CAet{%Hn ztKEY^#}0mbO-5Gp28F@PHY=dLhTX`L437R00I30UY3dJrv>v8>E;&MOuPR$b?ao`O z384&Yl%YqD-aS#^(PYtpi9q{1fat2L0sZZ5q#;R_1r@D60uR$~L@g`#h?NqMDPd&; zleQ@Z%asKU4Kx#gRqSfbiZ}WN;AX};H0aiMS@w;c;pkaBnItQ#3eS-#$TCbt3%~`yc)ewX7tO8pep3HVF)gObwVb@Hmt?vE07nFG}U( z$+&u$|3dq7DpY`aATq|Fz|IcxXPk_oeMro1$D2RxDmzFK2Is8Z|HXO~)W7}t;r*g0 zCjgQG^JhNogE4lK!=y`e5=m29)iBXqKNZ|8u|ab&)#p?|E(4Q+M|-wM(%!!5&el(t z2(-5+#;M3O0jl4=psw3||1*Y=8n8Axb#GAf>HGf0A&bO%wu;PS&gS6F+gKEpRE)Fd zLo#4di9vgCHFsLHPIciwq&sxB9+Y6GfpalmQF^=8|H%=O0W&2Q?e?eE0@j+f;XNeI zs9T!p9IFEsaOaUNHR#{?wP-~~R?L>TwAo3^xZ-qnkIiG)5R0|qqsv`_cu-puIu)Si+_ zgr)R@QkyIs!Cx6Es0EtB+yI{L!FVMO?bVEu+Zje-#~qL3%{Qaiuhyxf=0OFVI;ue* z$le9N5Mebai}rkvR=%cU!+D`H+BTw6^tL@zMw=m^vGBdzuY)C|M`J)ko_2zpG%ch0 zTQjMJ^~E(UHHm6a{Wb%!d!fIN>VW#tSaRUf-eBcjZ{0jl=86{%Ui?Su%cPz{eP|U_ zy=59Nxd^#423VQ2k<$5nQ>p{vx(TX2VPJ)=%()`)+Q%Z~3;Q>oYJ@;H<_iqk2Z+@U zl+|63aU$G#JwLkHY{Ptr%UFigV5PrYby#YkPVGe=Z*ueS?jSQm@8-;dtB!+!)f36^ z-qY^ruw-D)F!)iF30s^7+=`t8k~b>QM5<_=uiYYirPA)Bll z-jg!?qvO3!)*Nj697cshocUEg&6X-m(ujGb>Ug;GN+G9~XN zrVEB;N?h6utDM)|BLBE@0+%XXO5vlmZYuGmiEyCY^TSgvf=rLj&G1dV`T%I_IqvltKk^l!>P;SbLqNJp1SA7y zN?du$18?2gZqa)m=aN9FZg#er_Ob~OVD(1sz-mcfJ}h@&(Vm1B?TlR1URp=yhNUA` z47s~Nxgih14BPA5u0SH-FoU*78)`)-Kj4yqRjlWPQf$&@h>eLwTKIas>(`_eNo8P` zMExeW==g!AAfZFb%4t;}Q)O+Sw$BB`iKY8*1E;w$PE4Nqak?)Bcl_na6&bO-@DX`2 z%b*oj1w;}1ei$b(pIq_qxgN^@OX$Y_IiHC^9}h!3z|XRwF5&b1Vb#!FHsy6_9&2;P z;rr=ihE^^xs5yTc*z?IjnW4HtiVKw<(O$a0cMr1H(&x*Mv+NfWvuqQ+?%4>X3xiviUt+NO>hhzp0tu2#<;bpB=o`LiyfxGyzIfPVrpn8f5! z9!SrKO0<3Zrj?|)OGKO|`q@Bun~!*m-^y#jw_G@nLHls5q`!h)nCB;dxHCA8muXg$0!yPQc*;JPxk51vh%3+1*p)JD%7XSoQ1s#qJH zM>{b@7KHm|)mCN_Ed7)b(bJLriwBdE6fnP;$6}xYez3L4^VlNQcHuiMAFzDqmM#k9<$o&oX|4?aQ7+ zGsKG!1@J0lCZv za|nEGn$=52)mf@RovS0KL%SL2$f55)9~^`n8jGsbxfn~wJ2&Kx=8={(r?|qeE&!Z3 z+=xucSiM#gk^wU%27~fA!z53e;CM@+#fEqV0|_e&a9l4DVeV6|e{qI~xoIC#_PEuS za5!CPxt_DdK2US-&v()P&Bjbci$2>1tKUP4z{)p1i?Sj%Iq$jOdrauj+bs7`AAJR| zg?j}tduOkG`%Ms+$Q+F^dtAz0XgPMPR7`d!!4NB()_6`2y`(8Qg`diM5)Rcq=a4rP zi>~?Q4P;!!yn*(wgGn#f6xiMqx)B(vdC7LWBv?iN^K;osBeZK+TA;pPBHFhjrs=rQ zTEO@y(`AR*Pz(1rWJp~q^0Oglz<6%zLsq%s4ku)Wu9J{8_sG>4Sv_#8`!ON{OlJj6 zhh)GYD~I;6#$3H{l_!UPkj`Lz{Il2H(D9H%??LROnZ@{INCvEQkf#kZM58TL_b3aE zekM77ZgSoU*3s*bJBX(y>OnGKK}nwW4P3*>74A6-b!5*(oaL=Kqz?|Hry+?#_!hA$2(f0P0xmY=?;nsQVJVtTdyDmH@1qVYqpCInv06AypKE*sWV)-+N2Sw= zH-0_yA@dui2HInjB@(tyY2Gbl-SEx!?yY!FC_|^99%!FIp&O(HEH}v0Ufj!VGb!w^ z>GGW`x!*#nTy$l5ieaMR(MrQZ?Y%#`!J}Ny5!lnt|Hnum1E~cpuF{@RlIv@n-&-TZ z)jRI?(s|G~7fKBwsC-+0{k4Zc1hVqMfD(`PJb;~A&(WYQ$(e*RTw2`Vn&JswgziUR z?|t@ja7PA{fkpf9N{Q@om+o$%9hn!5tJ8R@Q1#}3!fLeky4S-Bt85k@IgRa0Ac{2!`E!!C z?eMM;F=*3byb}i^{7V~2E$lJ3PiRyGM{s|hguZ4d8U{HuhB3Ibok8ov(C5zldOza9 zSi$rc_9sdgKpW8=C^rl`E{=vw3Cj%}>a8n_$MQ8!A4$x;<-p@N{#B4Sh#_xiT~kvB zsR3(UQU8_hVQ0L^pv0dvC9!&gO08y)t#3s#ytc`m1E~S`XdY#PwLAM;*oW;x*Trw- zJ>C-+0-=nTs1+St(lKdRYM@SKhz30CwzCx)JG`89_f6P*a7@V><%Xd>{=c{kGDTxp zk4@X7OL!|oHk$}Bd$#M^4CWVr7kpkJJv=C~b{?J{Xt&etDz9o+guniuqjrA!ASt*AS^>6>Qr8$$$|73^wI6dz+3sNZD9_C(E}gqm}6^Q^1+G z^@xy>Oj6Z=WWWjsdD_1xN`m(4S=!c;GMuz>_tCury0i%@qxZ`iNkKATWi*3!^>bdr zAzbqwd05Q#s_82w_gXNt%A<1`)2jl0eE}syE7n5fP#*zZmc1j*REW*UTT)mye-5;v z@jEKuUJpuLgQ5~%{LnrICA!b(c2?v7K?Nj4SLmu-SA}{eQmB#ZvS}Nbq%kc}KPy%} z)VQj{T(Q%+loPIZx!Cp*V@5de42U(IX zs(wT-U*JF@U=Gcv{h=$e!m7-$q!5R!e?RcgT54Mi(qe`vCcS)rvS?T_i77|<;)k8h z@vMkXUF2rEm%7Zp%{|~5qC`~u+^>iQkL+Q^k38*%I37ydnw@SAkWeY-%}}z@cyN01 zJIc|eoJ{a*0G6Yve?C-;?2{YleSw>j7k^oi@$2-qu@EzM6~Vo4mlvFdYzc#VY}!3U zkMP6KEZ?<|GNhTe2HQr0#|}pzmtL`?p>9|%El-?1;sckQOkH=E_k% zF`m0Cso`y86InPUbR2zl#1GPf3hKVa2lGUrDId(CQdIqzose2UMLNL$(x*Xr)}%ib{bR$gT>! z&7!@*cYd`?PG=VJ_`r*w#>@#nq6cyTk_hiTSh8%MAhMFCgh5u?M||vd_!c?$3Y~hN zwW>(|m_|MALYuh5IA zXIH0m8OuX0L~&F_?>OGS0a61d0-yGVef0#FFQp;-hjnb2JPEuCCy&X6JM5*-eB5wTPn*7WGADMDShi(q7BJ_p$zJ;8{}%s zdi9Q15i*DkT6_}OUI=c>XdyiuHaMgNxdT@F@M%||llDEGxKft9zVa}S?bLbN3L1H< zK`DB_>0KRx8c27*hyV`dJ4AN&aqAsExRUO$wK8>egS`aAWo$+j=!7Xc`vo3Nq6|z6 zOxiA;5tE>p*Ofp9rMlWH1-c%-VEJZ?!cyL3#Z1VQFtEp`J@nS?RLs|3SKdP`X0u~D)~~jB&bP0F0P8-~^~wJ&H5T#)3@LG`&%8yZ$<`$2kT7HIr}7h(B|mRn z{da=fiS+PchVBtTRQi8inos@x1k<)Qd4(cbg04~+2) ziI9zm?oGCZ;D$P$-)O%NbTd<{ZkQ}|UPr$wp<_sL#eV<6hp0LIrLcJ@Kf-pDE0LaHo zMWafo={o`;hsKH@2K9^klfU~KtMwDj=yS%_@y2JFP)u?}XfI^L4g*L8EWdGS-@&O) zndZ^@jl4+g>a3HkG}#$S(T@?@OT3XC1bG97_NWgNHy1iH`zwUDyT9|kjc@D+37K}( z_W8TYXDuWH#su&gl!vXfpb7AfLri=v7hg*$4!t^9F{3jznfuauV`<4 zC5@CJ>b~{Gb%hXAazLh3zhC=4Bm!niEP2X-RjdA^jCm>f$Rt7K=GVtl2O!MdjxhJ1 z+JRtt!`KWa?E#s@%v)K;ZbB7km$nbzeGxPdeH1xE(LlnLVL5|5?GtH{F4gIo^%5l3 zQy3GolGU{olHqSe?U}1zSA{GIOVKFT5%CZcJC?HC$PH#= zwFmn9Uk{EN;n93ha>f2FR+VZBGS(JPvPqz%dqMV9&tZsR)j&Y$tV9oZV;loYOxll3 zy5B6-Q%@@;3Q#fsH&eel>Oszsf~tnG!RLp!Makq-9*{}AmT@Q8ZjcN~IZe_XoAbaH zs3ihQIsMVoAaB5d5}WdAu3X1;cX9@W&Jpd-nW``E1ul1Iq1519*Dwq61`K6TZ$(!d z+c|wO6gna^e!#b(q6^w^s6&;{@~nn(NDWx!BTu`3n9GulDXUKDSyzd^hh z6UneEW4@O_4J5UP$w0f`a6ZX5EywfckrGFph01CRjYqE^eTkLuGGIL`?FPive?<=c z;QiLs0trYO05c>O?ei;Ym2b2>EE@@q*tPV0Nd6aFC?=gnzTjz{lQ1k1s9y;XbzUMD zwXrsy;Ptp-Gm}2=gAlg|$_$APCWj#ru*^XHOPAUqw{pAKYC;QQulP?KQ$TlCN3L+^ z>v?dF7;^;%?Jbk1H|5`)xLQLbH&;cyG+E7;P=0PkNbg+6)@(=%IMSoN*xmgl;m|C9 z^0xK4^A#>jXK#b5&-;kT_@X*68WI6RNle-isXMfPlfGvmiIRR;AD&p14{6~g@&(oO zJr^JmFkg_Ttp&MgMwjWfOj3krYYu*TWebV02vt3bZzpUQh(M+Vtm>hS^W>sJxoK`) zge!=7o4(o|b`eSoD^N_85_t+fJ;2fe^{bPT27$X)XtfZ7p9vhPF*=Ew0cxUe;Qp5W{xKp4`1EvPP9OZqhl1rhg zx@|&ZlS=2p+jh&r|8OEvSZ&B&`U`K9-hhQw+N*n#aY4?$rk}}@AyvDtvB(#k*ZTvZ zB<40zaL)&GXfEw{I8V1(TsLh0|d*^EZQK0 z7qhBwVqXl|E!pSZuN(8f2fAiw3jRE!V0PxU!@th$&p}EsIsM%fvLj3hEZVuDq<_*o ziHv?Sz3osOuu!@K`SW{}-n?bm(*z=rQ56$`Lz%?jO_s^J3}Rb8Wt12)7#1i&s7 zky@PB91%!BIx`lL__QC^xn1}gwkqTVam{M|sj9}Dl?D*TxQU9Mtz}IMAQ7;lhe>-% z%uVyUy0~vEkrxuAIwr8{E1~Xf4a&}6QeSF7B4F8>Nqcg&I$Y7Y=ep1}E9o;U$Hc`! z)$<3`HFP(rTLg)KbqzVRLn<$^u6U?4mGp(r>txn=6hnCX=X#9g4l-QWaoyV1I>4CI>xigPR`2>+xZujGthF?g$?Natn$|;b; z7=xd1lqkW*k(lapW*yRpV3%1tF^{m{$ z<(M%@4T?*PL4U@wGoN2$D$Fw$lel8${80hePi5%{#1V{$nb>kc{>lipB#w6D0jvyAML6qFkuwDp7#Mkk7@?Qdkk z3%D2&!=_D#HJ_Mov-w~HnVu($%u-?ofeY!Hs9?x{^4J_Ic`$!w)5fZat8JPUT+&EO z8kib$rWGoAmZGTo!S>Xu;YC&2i=P?d!9yM0LcegjDhyu8MS<(+bw~yypUJ;IT$2?8 zmKpf8N8EC6n!O&nSwdRU&{fGj{ky@XjCkbGQv0Gl4$GlA9Lj@9-49&`6BnH%i)Y=k zWl_Z=p_rtI!0MJiqlfw6n)a29k_((QO*4DQs;6hFs;k0gaIZuIjSm0NS_Bf@7~tm7 z9s&@x{^}s3CG>Ew>94jcy1SsV=ORkbGkrIMhpe#d#-=@n9_(>+$J-&HGy97+Ovuz% z1ifKA^5}RCuYHg=U>?n;O~jm^FyvuSO}5-bbX;p+rt3p$NJW;^c5nUbVFgwO?JwQk zcG}0fQX)x*_UTkw-7G&3nqydnHX1aOzFddMVQiy;`uoYJq7`F}y4&0FL56ch=ALyk zzoM}*04hB~XwUHSV(@@0)-0j^SV=PQ&={?|eWipD{okkh?o@}Ww`XXLID5b_AF?G( z4@}zpHqUl-@{>bC|E*$F2gZ6hi$b=v82Llu{O3C%m&PJ1mr0qKbW7c2uX~rA;ZAse z_EzDgu~6OcKV(T}N2h^H8CYcHGbm53O15Uand{y`(8J2}hhjJM+e1<5GNOlNzVehI zOTs`mpZ0}`To<>!y|Ww1sI)B2F}QcZL}=tw5rOW*>+keKQ3(UxEZRq7s=uxB=;{}m z;WnNz*4~++prn?VwL5X{&cw{!iT)!0D&S5dcQAXq?zF%iNJ0k7aJ2Ohyh*deQ;+Z;J&aNxLsoDAj-lsPdIJGXG-j)!Cc zs?{dDrY#O+l$If9_;yRlKp+8GH(<`dp?#T7%W|v!w*4(+-LPC`&HQsRU(zcBU^Qi6|E&5oCuP;Qe( z@klwa6kHR-(ld`X;?{b8yp35FOKKrvn~A>0;4}zgJVQOJ#p6rw3H+HfBuoYtWkU+~ z>?!Yv%Oyp~j>%V*N(1+kN)Rc=m>BOpEK6e1UW4wQd}0s#&mY8$m}`txb{nf4vZQu| zl5Vtp9};MRbOsD>vuV=+n{vNI7&cuY)v&g%sJ+AyTsT~gc=`obXDk<}fwUy7T|zrM z=c=b0d5V+AZ$<8Y8=L060t%{E5uapQ#62aDfYbs;5X;jhh~+fBk2&f!3Ne#jvsg@! zrcXp7q$&k(g~(M*1P<-nx070XWzEurh7I=&S*L&a6PPE7M{{}`CDZmoO2Ax!M|);f z>p<0^=zO6|D<59%@tb=cDm~vL5gO;b0SPfo1U~H(A0;m|qmSyflL6_TeVt##N~qD` zf$XT+^PDB51B zBfGoHzjrA65MQmjuUoB)`=J1pZKlYQ4%vT_hsrk0lIR~rm+*KN(Aq`zZ`&l!#3@@U zfn{46LV8ygciey!fx&GC?UbGRca4IIvS?k2_5KPiRb9z}fYi~j_;B$J^ zuf??6wRPQ=NuM|^?f=%3^wnPl?`k8GgIHRz?0|VKRJti5v^pvA2_JF>EVA-wkLro8 z4lU~~6WW1ZmFsQ2vTiXHS+5{x7|b)thtz;M1D`{A9Uyml{SIqyp~!mERH{972?R6R zQTdtjk+%jC0kb3~?KiBEM!mgSOS{M%o#W*`=gl|>W^|#jYC2^o5wavKtnz5HN!<@^ zDjO9&tB7MUCx$dDnzF&Z+kNB>%JFN$AsMh7&7i$}o1wRuTV*VCuhdj??Vz`Y7<5GW zE(%JvtD3+E*O)1BX{Wc0m_^H`7_<^B{kicm8x$P*kVEf4A}~K>KZMkPi6BqAcUY}- z-`aZL7t$L<;$%aQrGeyXJ%X$gd4B2;+`|GZhxTI0B$XsHu^yp?hWu`kSF2~hw*h}H z;BFg8kB1b2`81nPndO$eW80O}AoOXR!y3F9b_AR`3`bms#4--}G7!rS)Zdt96vs-p zmkWJ5@M^Ny8yE>5u@XTUt{`>!uY=qqn}Nx|p&gedsRv$(iXdk{#SF|U7w3aR#Cwq` zEiy^mJuFjV(JrJDZ$>j4c9f7l?c)--#^4ILclh%}hO_98zlW8jIkd0RWw^8t1z!~+ zm2P|0#|+Mfx>g5JzhuU|PbVQYUuQY^6ZhDpGdryN(^Tm~9CzxI%q zhb(1obbK=aA1a9;KI6DZe>&t07*=A@hOFn;Mtv>u7ivSh&bp+i^a!GrwxVvsZ_f=| z1C^5)C8!ySs^@d+PYJX@CN~W2acG|_<#js0I{2ZEY?!qBZr}8@4^+cgWJz8IvuM@#@ zXqX<@w7;)pm^FFF`t}ie5G!`n^!bzwd9*tcVc=TF@M<46_5YvlTDsaTLWIoarrrl@ z^5C~t{)h{hs3-9da%n8TF?f^*_T*e%C91g%5ZOV@xzXaH>>0?VZ=lZ4$75Z~A)tgs zC3)I2hmr>U8=vd-lOmiety}qS!H&R)b&dDd`9!SKSNzwQ*eoPL*n~m_NC}t(3@+uy zkKMzknhTEi)DTCk;`ivM#pOUsSb{S2%4fSrLNN)$dMp;@%?7RaUCND>cggg|D~lOY zat32k2^zqC6nbwPqz0U;r+v#>G~%+7qihQilUy$-PDn`OKv<89iiWSQ*MlGtFs#R6 zQ&xjVu2RL8$R4urF}u^qu?~PNNd|>ge~a8NkO)|2V9?GCZj&{1Qy-BFCg((Q0yM^R zps|dni05uS`3yWthhaSi?K99Ol_}q3-0XF{YdeF>RuU+xc8PodHOEnjw!OZXsA@0r-F&80I!Vou$_P>m$cb>lK4{9gFs=~pA%KN@S zVf6-5gSXl(aYzI#xiMLkkM~;Mic{-eM}Bw{yJ^w)eQG`A4HhW5txnr>0uljBZafy{ z%?zHy^6*TJUNR=>&EIuk{$?mYx9||1bVctu8#blcr{`)hCC zIB2ruHd4dB@HmhKz|}x|q@lX1!s)hKC&2DgEajGL@3E^x6FcMz(5A|M?{8sF@^>^+Q^vX__4y^*>+Hd zU8r4h&-Cb4$fL2`z@k0itK9 z4oh?k8-1_05zcV#y;)nHsw0#c79xuKo8r3|$dE7!K%POl`m`*HI@C}&Ta}m;`@JyN z=3pBay2W)LCFr~1_tgYiAlX$sLDQb7x8(PPsi+D)gR1#)n_UlLJsDIqJd!j7FW+Er zmCK_%-;h=q>w+4G*cM?nG)vDOxiDeOq_yV4W1H`VfO7- z>$#R7ySfeO!QsH0RLGPtJ@9BB6pM8Kw3aK^L$UxJE27T+83n~8O%#)gSiL0z5&qwp z#HCCE7~ZOSuA4DL#3W^#`VTS@@{j~SuS{APjV}{OK>9OgNG#f)KY6$AGY8CtMwC-{@Tm00Gb$a3Hc+axzuYdVn zwSu&;1!NJw<>nCDJFmVAeb3`M`3mO9sfFL*bNIxJlY(0 zV$XuUXI06hJBV*hJvdGa9(Kz_)mxO4rw^nEjHqYOZh*?=CkME62%S;Nmw%$f;DN)R zXHbgn&bajg@@XtZ^LdmJYofx6TT-t}h!ibW9O!h>LKB)JR!7xaQBA_HyXa(s!>TuV z+IP`BhAcMUO?g6ApmAO~uZ><#gouE1C_R)e&wB!?0rLkoi}G#*FVALa$H}*C#J$Pn zi(;R*BtkvhGUU=mJI;nd-hfqaY}&+L^{VYLTbQ5 zD}(lGz2R>AY4-dwk{0V9P>MTL4tYZm3QBL^MX!QH!1x$GZ5|-9?}zn~YN11i+yAO- zP#iy{;;>Y?*vj%lQsr5r{?)^cMh^WwK)(jEB+Q|Cv>WMmZ|)?p%+tx_aJNhP)!O4D zA&1UGGCVM@nK~>P_|z8=fjI;1>7Ejuj?TmRm&uNaxo!NL-FHVr!)_mt8Wdm8zb_Dh^k-ZR zT-ui8Tp3pTP6+HRvj~4N;m&W63^UOpYhKXCD#)QRq$E$f>mwTd;>}rKp)Jtc)>of| zNJ5OvEM!Sp?d4M-HDC_Sr@b>K>dSd&J|uL_N_UqjM??v%qn{%#AZ1`+86*S71+ZzG zlH4KQirue<$WgIm-OI}-7J^-$1mq5dJ%@Kdri8l#ZBuG4(S0xH@{WW`Ez;I8_1Taq z8KIuZBiAR-AT?l^n?rlg$3vGL!~IWuUvRZS z0%@V_@rXa6u!=Ptc(l`-A;;=YN=Z8*!nvY%DnoT*5MDJ!BYVxRvHg$;7_rBp%_vO@ zjdN60svxQcv8j7ox~@NiL?}cFdTvrNxT=IDXbzL|oRx`n`B+~op{gOYc;&i+E~s`B zL2S%Kn^n&sEnx1}FIwmEy{b;3xo8*803cQWV&q_Csi-O!nMkEYk z&@SE1r>7qpc-ce{#I6UH&AprE1=4zZkuMnTND_gxfcb(vZ9~d!%6Zqfo*Z8l6Y23b z)k%R2$r|~>G>fHR-Gli8i%pq}*%Y}TbFSS0p$4(=c=IYHCGf&QGFnP+&Q;49mKqqe zox$#2aC?VD8d-lH&XgHvH3kB!=TY6GoHOnW1d{Lyns&P+qcpcfTU+Si;ptI6dmAB; zGzUpA>QczBV^*X)V-iq5$$iH*Y^XqJxkPJVqGD1Hh*S?FoL6(#?2I5HksJVq^Vkf^ zc|q-Rk)`uyp=L={qj}1ai{MJS69P#i>rL$hzCfx014*>+WaKUluvnufwD8umfpPq7 zBb1##qP%c(^@ksj7O=d)q&=<|*^=X&=DL}Lsz*%2$KP2Ew%u$|V)$pl#lHkvAT0?? z3>@0y0HS+R@>8C65jamowJC4>Y$J$TO+gg9-j3{<|O%_92Y%{a#26Bm#jkC=ZoHI(|*@&nh8mPuKH>M{E+d zK_a|BS{RWyunZCb(*l$BMtY z8gf_Fu55B9*TuxP5R8jHyz;tQ=Bmx$bs8f1&5;h;!9TI9Y^gDgIBDD;% zq*l~L|8C)(3yFX=-FURuxlQt~#Vq|OM8zaHXpH-79Tby1kO;BM(!rR7i6BoMCEZfA zKi-u?I)luiq0Ygf2~Zb31jVH6bMwJ(xL8c$F)8l^NUja(Y1vyrB0YVFKR!1ff-GqV zO3>3Bd6rO2!kmHnRqhPCFy+dMd{ParNlsf+2EY@C%E+Nbk}c~XZ@^^W(w@~TIpG|$ z_GAwUGUoeQ?O7fQ0q!o%m)*+9TMSW z`tA(^5y%P}a|SN$TU>74c1IZVgozA@f0g2#_z^X^X4wm^28(Sfvbt&@ znREhS)u-3SJr{U08Idro%BJnk88xvUNk)C-%AWDpmJcVu-fb*GNe52_tQBa16ahm? zT-p<#-AW5r^y`(A#iz^m;MsGpfCTq6G}g1gxD9-qiMccNk(kJL(w0oyMzZ?smwN9L z{sIh14M+wL_gEQ$DUsfQHyUUc&{Il-6hDx7TkMU`-FGc{kU!_4)V9cX$|r#Yq$Odg zjY)gY%B{56j2~bK`LU2C zVKIqAeGJ{Gh@-T%mxM{ZnwM6Gvmp_FpxZ++SNzRzJP@!Htn|IrtDo>VOBL{SY54QzzUfM4siFPilJxUXai`8 z81rW~Z9_WWyEe!qv)GS(Amdxj3cC68WT5{Gw>3}Q{9d?ePW;!h+Zd#XC*n8k1*Sv> zB}@_Wv@^7aO;ESajao9U2BbJjdA@+W;U;2}YSdwN7-M3XT*^F#R@cDTx*uoB^cGOL z{Ao@&#KhF0u=?aso)M%4EUfZq7e01N@7w)vsZi;r^M1o}hX;@rmY~v2QY=Xh5&;XV zTsG~KZXO;>UX}_?Kac(VXXlPr5IZ~_8Pdt?cY~myglU1#q0GcomzvbtxpxyxOhQc1 zt0KkoV9jtG;iL(&KKmgxV5xyko8iv=n6O;Dh&<_b&bQWKblr9+HylEoUjOTX|3M;P zBmjr@Nw@RbrYEG+NGirvo?qXuISO(Hd87sXysM3nC1F}%(tf{$1}4WZI(iV20pl?ka+F6(ayzRd8WrNJ2%t1&d4odqR&Z2L9mx=R#p}|r zWMIweR>BT)l`0rC^&Su>uiDxQbytK8G^a<8@x#k$9w(bce%Y zS8VlDL27b8svG7uADJ$w8%Q-^bpwO4H>jD4>sz!4wcQ>hcFf&<1d#();o?>z;;mug zt+gZmr3XEf98zR_&IytODFc=qXs^0uNVGL>xok%ai5Z=YN*XBK3sI9#QEuQV?el~z z3Cj%}+H6esnir{`4GYQKaOKKpjp;AI3Um`H-Y)em2bZj{;*CRlVv?ucbld7=9Z9ba z$@*Q`y%HkD+>s$kyXhT))PNZhgGV_imBeTbHvLmasv+Ms(mTHfe5P~?#ntUQq1XMU&M|!AE(X14RKn5i&ztMgzHt7dftw3GqgXy*Px*}p> z5MXUXE!^ufTfuolEGRK)|0HfMzWeo2ozQ;IV0*Z|qb^kX%-Y0P^&S0pGUU)$OyaXB zJ40mH%Uun%5u`KB=z6R&LlJMihX2=}+0>c(Tq9}QvO!V?zbW15(iT+v6e1$vvrq6{NDY`j^J$+1 z2+nh64V)IbL9B5~B2X;?+(ti!!fNE^&A%Q(kueDad$cJfIRmC<|FchIdec?j(9tvl z%FyFczhu*9mN#TbSaxI4hTM@YJ1vdZeh?C2^_a2Ao)EFO0fp5E3(hw~hJ=9(>H`gS z9ZgPUsc*<#v6SY?v9XQwp(1)a>K?xQXYndX2EvdimknA&-G2q2E+GARqrvUKwPxT& zx0lGF3lrY7Kr&zs&83aGMUAyAW3Q4M^{&_d@Z+Y5gVTDi(LBJh@PFn&U=Pc0EZVnL zp6bgu52S~Z`K>5BN#8B2#>!~w{RYcMl`FS$n~5PMk*dyD zO}(!msPq|$5P3l3*S7{TzhPmCLAwME?ww;D=g;nce!Yb#|51GV~#$>OUH%WsaR9cKMx49KB2Xbjl4P4p@E|Sq_F~02v=?-Zx zV!V#pu7yJDHgz@^;6%Jh5Y(_?M`>r(~hR6a>JsuIf~CSVfs z=xN2NTZUyyTt4MdXt@j5`nv3d$c%G;q@+~^fEoHNLQ00UV^Sa)Ff}k~cR|lz>s$^9U$nIL+)@w@9gmEXg2L>tKe(0Ls{9)1Y}k2 z$ln}gaTjViOhj_9D<38qvJii1y#XdmorHP(KgQti7KRUjClUZVKxP3wo|XYREt_sbcC| zODI8OF^Na}I-T8ztjfoAL56Ok0CYS%`4ht4UtWcPdtySCWDfPa|S-;86QixjB9(lNvb}!c zG9_FMw9l@ndG8-6w(TV|be;2??Njf7gG%*?+ndHVp8%N>mfmuhZKSJeR#A_qnSh<36XTIi9flnGh&_Vy>)5h&yJsN zEarMe$#%}*&#SEeeILC839(?~(bWQ<{(l{Uc1v9@|7ei(3Zc!hQAu4+PU9fD{vLvR zf0>ImKoVexmG+*AT}sG${TJP&JH+30S23!C@|zfvfct=RPapy5(HLN*|3jwOtNvKD zPyu?{A$D_s6V!{=L?Y}@v(g@x2t3-eRvD&|H>N#mBWM5-%{8~ZL*_w1=_jFdKKaa1 zNCXUJ@Mup%+hv3v+WfGR%+P;USo>OPLo~p86jdkWc7oqCF<0Qx_JwBAAExf!1LRP{ z#?9}ZIc*y5ig=jrBl%OM<6*3{H zhb3qxkMhn{?)=!Jtfu#*2q{Lg^Tz0c4DrvojAs@}AVZ8<5|{QF-$`SW<-K~F$*4NB z?R#LX(+FsU)eogMrNNQshL@kIJ9NykA3HNGR3}agc_nW3ySUXsx&6UBYo0>EP2DB! z$VvV?Kii`!+UWf4K*%4kDw@lr{PLa0GFTS;m(Wk&!jzU!UOSZDPNLkfs5A8?xGQv-ub8LxWS4Su+EcQko?#Y4P4 z*k2B8Mh~E~AEu)Wwn3(ZZ51iA-$|0l6=n3B4Qyp24+2MfB2dAG074up(NXMVVmbCF`y+UD`#$47~%! z>Q|c~m@x|NXfPa}F(DDKHZG6$jk-;j*IL$%%qK<2&+D*RT>-_U07S<$B%KCnZj6rM z)1LA1XpMQd=yNTZ-wqdR`hPHkkkWf}Bw*Cvc0JIz8|Kc`+g8;Kv)x;+{Ve!nU$`xP z>c%>~@N~TA!}3kVcRUvW9}nG-H?vN1-a~eTdo%5K2U^|6$8*&$kwEFx$AiabL_%2a zC=vlZ;sc*T;Uds}lrFbZ_HIg*(5tY zSZ-sc4i39*L_Yn0v|Z(2lv~%f#lk@BI3@@NGs7@5 zBH*!5QNaWS6h$QjL69zwg^5^{2*(7aLFup%6a)m7?o?13hJLpn=DcU`dDi*yWq-K; zfOW6B*0o~Ws;npz1SOKy!+o0eX|yu=1N_g{LhFaE(l5Riszcq921Lg6&%8PvQUg}G zv6+-FTIDUY)X7c~8Y4d4np~qA3|2kAca>hBwcIx-8Mq9}1$17O+yndE*JN1w@pkE* zIf|lC_1S~29Mm1v0|7UNR@tkUx)vz z|M`2?t@QE6C4=+^+6A=Pu6>zRLOao_=_}UFNrJo~3e9BrjL&k1M8F7QHtkJT$@2Wu z<@F39Q35grGH31 z=_Z&M*P5M)tBf7Nu?*jVmal5A)r(~d>l{3OglKk6}kO&w~qCS1=acu94 zhP9u_kfe9=`^nA`mw{7Ig-8p_N4U2`{)}mX!=-)rGcr!5sqYb)p943%Q~c=!=I6ag zhOEU$${{siGRV@-&y#$jw14u1p4)ReE&AOv6dGM^MC9|9W=XUs-TaRS z)L&cfK={I^uj`Wvc0!&gf;K!$|jZ8_RY4f@_z?WSp0NJBcZ!pYY&P8>=M zOa%0n+%W}@i(^{g(N1pu9!pk5J{P)Ox|Va&Ef$=LnSn&uYU2ey!-|VQ`)H=?2W!6k z(-wlFcd@FTxKLgSN(?5*k~BmP?iiFMQ9oJYks7>4DOgAgVmC}y4&;FY#J?-(M@vn> zWoS$dEZTi^{ifO-j;n+q#-}+KPH%FR{NJ6=(a4beoUS?oaor)%Vf~-O~kQ%VUjZ3?SzWMqp zBW`jR3AazC)O^~#7z#<>&=|mG(XU;Q2w4A_M|+mRwD^|w?wWj(5aSKanEq7>YL#fA z+S6@!h9M*ZR(mpdlsP?(qI-q94wXd9P4wocQ-?k_LJYtNlo$f$zLgV*K!PL;V$gm^ zRz~Vb%+VQSOii)+E9gelMF{5kA*3o({NJmpG2oeEv1upHUd_3;U+Z?VIx)8W#WWdMaqL3@-B8uK5qfitIsu)Gj zk)=EXpsyM6@m&~ssl?^_i5+PsJ`*5Ll7n*FiQQ4)c?LYU(SBl_TlkR6IQES!J?CxW z)bKOF6B7%N47P<%(;z+IGSEH(pV0?T z(_!Agr7c2go`IIX@PYS{DZU3^9{YW)`+uLNb4BjZkUw5apawF*VeY`By&dBp<^Lhz zxgDVg-GSFNDo4gaSZ@*<$lwnT2ghPCJ+Nq#09lgup52P%p?%SLoG8cpW>AjiAa?l0 zrPE;HgCTAvZBx>izi*Q63=(mt1cc=LN`3<6=tzY19`uOC3@RqEX=@=mzOw75&p2}8 z(@5n-+jK>6YIPGL0g`uKpAR_$7L!=CUv89iYG&x#3LWE0GqhMzaR916jS*Bj+SCH} z88CmQ{sxQwVME_^E%GY2vqZ?L@`UdYF*yf`pc2@20MY^`0-H^FA3)8hKbn6=X!WzS z%h92z(22Mkhu+us?;xWO-gt4e?FPKwUY8V zX?*;O&yW@-BQ3<*&0hx@5+(wdOS$q%J!ETP<{*Stm!xHT85Kh5dExI(?j@popt)Oo z7=w1v!2hNxzhYxKLF$QC?oO=VwiY-uc@-(aeE2#mNC{X#V$d$#OjSKtEdK~4eeF<_)m)&#S&9;$jScC-)j{1a_L z%;V*i*5Jxuvg(m?>bP%_BUK0IWqd0LbI_#Me)i0NfM%ef6sx&6LW!i=Au2Dvn*2NvxLdeX`@ z38rB}_hOQB_V{f)0lD->#EJHi*uqeG))pcjwXOw{4_5{4)F5XcPiJIe`YO+zkuBId069xU`#Amx8kS zd+fUip5CS2X!^uC3E-uYxkwM3@1Ao9rw7`{GWGj-?aOi=kb1~i-dxi1YaxX8ewPgo z%k~vRGGJMn&87^MqH}oVwX&_G3>}9y=jY8I4Uv=nD8+S1JphkoV*bFOJyyc!s_gs` zCNwg6?~Ub-do`dfT|~B&uG%s<8K}QHk(#$uQYMD<2hm7{kROdZK%)Ei(4@}l0C4FL zqm&pjl-WuCf|WswUJ6~N6RVa=biM)cG2>9@igRE=36$Zm&J~mPDdnouVq6|0l@n;vvqwx$!`;9c$)k+e*sd1!7bC*6=HF5$$>vtrBHY4xWpk(04 zQ6AUJia!x<*Y%^8*z(aRcru|j5Ih|_6V=f{T*(cPDPct@gZ6C9X44frU*=1iGUTM)OWch<69S=JJe4Up)QM-UaN zgpttv?K5Oat**-80bk6Lm^{i3of_)xrW+$fXN2{A$~+35U2R7w+)Uc>0@IX z@ZQP@l%a>;lE{YCfM;mhPX=anhOF_p*+DR@DSl^GCq3Q+^{o~nH9R`f_|JJjl3~Tv zKz-qj8@VdbW+2j!$Zl`?d`*AGg0G}4Mb{bT`YI+vri9fEJlaQ~@*K>}mC_!O89H%H zX_!ybBxnvg66J<0si~kxV@Qcjy9NzyF_+@bYbH#|**AB1d$1{FN_&wAUaykEG^FuS zd;4x51f5|k>ZRXF_HBiIXQw&6>N7n4Oiz$7`vROpNq z=Fe=}%VMt8MFxJoLaAZ5Q=(SxbokzbbslwpzQW|`KIHL8Zd95eoRb5<8)_eeGC~^ ztL#{%F^OQqVKM5a?~;7{5Rw6R1`g$e)~@qdh~M+ zXi8YwAV>SUf&S#@2{G@6f6Mn~&({(~~e zpoDoegLVyV9hGjL(k66s<>c470sfxgwpB1v!}~jYaOn*TtSs7Gecn{xMd8^^gei%p zs7eGsoe2fjM~D>5c^J?LSrSHyv1y+m5;;_R>N=y06rs8Q+)$sJ5ToRRcz{oqsOiFykmy$)a z^Tp^lPvHfPVJJoKKWy?45&?5)>MwK2^e(^IxUY-2LYxwNXW0|Y<4{a8MVPx>@|x1% zM3AAp^%g4Gq{3Z6PFgu1_I&Z=*=neL7=iF=mt3C6pqzpFOnvI1whHrK&LmLU$Fs4G z?;8ivt70f7P4rq82+4rOBnIs&;=H+E@Jp-pQX!or|l$O~(w#+BXhGV=|iJ#hF z7xx&-(3Q#K=0a+~GBouAzNy;Gl(QlIWNx_P9TBx75~@J$P}xvcaAFfA0#-K2(I)ol zTyqDi7n5;SIV|ge_=;IjhR#II22)WZGsvN_?8f3!E}~QI9Q%7VT_h=`JEiUyw;chi zw?O33yB7|tgJi%QT8=|`PKhfSr=0%l3kkWEpD3y7uL0*WOpy#_V$c7%_CaE9Oa?aX zz`FU`&MYb07BWR!zP@U_X%$qxO+*g;*?95#L8*a9`|_$r2UF2DC7;Z19p1N|-?twF z(cIIJN8fxFz8#VQ^JrNH$;Eev;4cN2{niowjDFx z>IC%<*{Jj>D0)}`k;Ir5xU@HY^7_6WeLdykbfR&UXqp;1z0VHZ-AhB+VfcgiVkp58 z*@1Qw^o32BLAlV2?~0e7C3KC1&K!!Ot+8oqR!RgR7+Tr3%}iK za;_?bGJc;FTW)R%7SR~klcl{+9DS2vuGyGGI`rerRks5BK%P72_m;_tQ4<7OAk!OG zfy&BIJ~ff$b=13hRr8qnW@m3BN!5SYKfn($Tq6&?J*khV0Nrv{45SB)7n7rXV$WlmUVq$QKM6g! z%)Vl?bl*p)a9E0%fVJng4i%sb(xY)EfcD{1oe%a_*F9Ui2x>1P%$#F?6D%BTkQz3e z=sh$jHE?LVgGjw+d4cdC@$L0j9v*gvV8&GB4u!+FgA2vDJFqCDJ&l%yk6ntZNj3C@ zBXtH-Gdq59L(a(@CJnLfq!%mWqe_$d|?xkxiVnlI{yd~Y) zy~MC3xDXstGC&gWPu&^Zs}o$>eJg9pg|AMVcH|JZl)ug&d)s6M_}YOK$_yKqB=D{7AdrCcXWSQPPl|a2ls{36 zC7)px4T}n2cY*`qymu%h>6KLe35kG(Bw1O?zK|7o<(J0m0b-Op#d}Qf73LeL_?(F- zv6rV5zM*|HJJr@^45eZAr9NLW7=6vtw z>Q_RyCOoE}kGiN0-Z&^ktX^2_{*{m=VKT_l-T?LJ*D7EyO-Zu~Cwf4MVGUA4 zU$lAmphV!vP;U5`uFNhtT_SY&vrbc`d)|9Ugkea8QS8_E24zXIa+E26XnT|PZ}!Et zM5p17lJPMuV~`)-h-3)mmVFzX8fZg|)LJjEq$4@41mM2D#?Z`B9^!|!QA~1MSr1;p z#bOeROZkv5zfZ>Tx~0&Q6IOf9zDw|eM7W9k`PW2F(4Z`dNqfjD`gk9+aiD;-r0%CH zBgPki@1&nZ6gTriKWIr9#Vtp>{i$Z56VapJPh>Y|<>S^z?kGSk##EG`XFI;kgq#7Z zpLw*;-!vVb)@|NfMuydJ!>v7SH=vmG60yUp?kAW+B4F$=n?sqUFZ-ETXk}4Oitv6s zJG(v#62TaWP1X>GZF+tff_ghqZ6%}zta9T}XC-6e5~Y_`k^P?1#td17 ztKhMZv51!ZId|?~kQy)^gG2i!7kB^tnNh2ShS4wP?Uw!qlJw`%B!K2XHV85>H85yj znXum1(o*s|mptzls*uKA*f|aAe(ptdlI~)TCuB-k;lrifveJk&J#K21M+POOlNkx^ z3qcvqqx7b-QELGt1D@V!%b+vW*XEdLE(w&xl1guHnF?O}ut!K~#2DKO$Q>}GBr8jq zAzMTc0nZQI~(H<*N)8W^|RF{yZ#N6_9&gV{u z$+(8vJyl1pfp=ptI!TuHQ?gBW>kW%ek@-!u*h=iIdjiOD2csOFQ@?O<$4l9?ky2if zLqV;n(2>20aL$tLh7jh~M?vZIFeN_Z(0EXyeRM@5Urj2i_G=DN`J}{Ob8qMZ+a+Qs zIo!CFvk{U3^9C-H@|aj&I=9%%po8>=-H)vr*goLlm|;kUSx58w1}6jUSBX7d94j5| z$srTm9`Aie6I#IJV2ZGkYJqzCRm zEBMG5CIgE_xpIhpXT3n;PA%E=`LXJDmzOmZS#?lk-H^RC9LjH4WM$H30$jD{ES~zl zhbTdnV@jUb-Ajf8ZSX5FFlp~*H1R`=41DUz z4DIsW_FKmThzR%tk&{yF_wS%FG0YjLU%}10)z?Ava8n$4F&9P;K;!69r~~?Bd*Dw<1grzfWK!;!$V}BKDbgGu zL~ssTzAEkg7RZ!-&#s=IG{S38ro^D_(WwlnJ7xSnLWC5T7Y>nKMd)-O@Jx3#+8DEK zJQpm8N@OP*V~M$J%5B_9J_=3=#qs1k`n=#$&Ieua{fsLJ?7hA;b{u3&7}#UdemT%I zvDf^#U0y3u{H%zZk=*wNN^s!_b65HY`wB!LlLMv(+6!Z$s#;GSOxsBbW{uimH9;M6 zXay9LMvM#-gA57F4b)$5aMkYY_?#q8=C`^F=?&hoGa+g(9!+w)9cpcZWWa(Fk4KaqMUx}Q7cbLebH z4^jv!Nj69?fxH2ef%X9(ezilAeR~EOlVpq5h)H!qZJ!0m8w`CdX9*-A!z$(tva|>4 zxux#{std_O6QeVKCf(@ufjGu*!$cqdY=vs%a|0l_dF9mv-g;J*-+t z3t~tMA{M3RLn2_gjYs>%14%PW zgQgA#;@!i_*Kw?`D#M@>S_477zM$%zP(;EEiAVe1q-&pA`^m4pq&rXRF>fl;04GZp zq88}(SXZ!Ng0(>9Xit_%rdfCNe2yVGv2UianPU>hLswT4Q1x~>a?LqN4_HiM(jHQh zDVdVv)=8drbIF*LvRU~lk}RfRY|Oc_HU(pC+J~sA3?DId$dDl-Lsp~A@cyf9mcSiI zoP=ctIm&2NQhK-5tsbHK1|NoWJg)JD9QqB)&!Z$mz}q(%C&r-N#m$SaZ|g5pA@j3L zy3c&Gwxtles)4BC%SavNeJe!1{Tk9L|qqvWV7_|RAZf~=Fem(Pa00gFlu+9Ls}3VD)E!bdY7 zYzFWUk3wt2_B{X6dxk9EO7?mmT6lW`RQgOsnL%yRl)oW0;F&>|GO?#-^9Og; z3!(APIeurvTVtUrdLoLdsv%jIA$P`z05H}CgJ*obkPJ&Dy9c)c%4AR;I*hh|`=!0Z zM~DaTk+-Vp5``T49AdehKhGWk=>cQ8IkaPvM$C$e^*x@X9<)}r&QvZ1liLimmLC35 zbstoLVsVv6d!}JCKf_wRRp^3jk3#rC3p2O^?M4~8YHXkb6qT?H&0|q^2sO3)KRTO} zNt9twGA+gHAT+`H5>-Cyq@tfdBH%?dZ4qQtjum89G!YD|a^ix_A1n1BciTN^-P0rBJU=e2Y_MB;=kafA`Durx3~zMK2y?Y87fh9*w0p7HxJi`enO@Zbc;N z(a-0uOv)?}wIY*)VhN*%2#gb@g>Gvr%MDg}_-TaK$PpVMSkc)DILHLfN zkRf6DjYWGZqb~Huny$wc1YC7Fmvs7LZf&_k`m=XeVYKRYFhg4)8QPeI+Xm$g4BFge zbduIu^9u!JSXG*$b^YxZ$Q%Ab`FYgA7)?kGSbk>H-jeZ;e)Dpmr+`$$x6-Xs91@2@ z^s4-CCSz{fK}ZJ7qj|Ki-$eJ@RSrZ~lI;fj4l#R+GC8Q-kp7z@KBZ|3nG(hWFlaXr z^#i`w7vu|#ySZPEcpUT;^5{wwSo_W6*pLXA8sun?5vMK-E1r`|R&UPvG0r|8*FlY| zSBRP%$+-nyQ^u%CS=v)p+;US_W&bjgT`in;J$7F;B!WCLB$=)AJRvP$IEh31Oua|i zkFOfj$@Zah%U@@!bHt#S6o3G?qTVa;*d&%3*tEmy=5Lbx`7_9^fYFasjMA!SKnZ#} z3aeK4*5pB2z``n%_EtdC^VA;4qIw~mv|Kr$!v-2GnTE7b{%83gkO-I-sJ}Fxm(yiA z*bmo2s!x6OdCstxkz zpD9=WIcWXg{!Cc{>qRZW-q*=>F_-JJC49XXf^%Z=2qld-*aoh2V_}s+`^CV##Y_K= z`|*yXCHqxNdgJZEiHyBS1~K#88;~VoNRRqjLv*TdbCu0EQU-VPgQ;P6pqLblEXnVH z>+XvgGNb=^V=qDEIN{bz&20xS;);)F~ z2B`td4AkEV$cjoTUDZ`XR&IV{(vqT`!0pN7h)$Ypy}(DH1~RT<jN`{bPssEl3gGmd@lyp7kkd&R1;C{}$$g3W<9_>oa)(tksF1ZVE*&zYM<_q1 zU6=^ocE|EFoAxoQy0EL^3L3p6((^5zf6vDZDn2`rJLj%ha~tvn+?{DBH;1{fLRV6*L+Qs~F&BuqdxJs8x1zoORpDu)0t@v!=0l2!vLrp(ga` zYi0jDFGhL;mfd7&lK}ie#S4HniizW770tXs&kV`)dH33_Pm`lsjekdR`Ho$0ganJ`g=JLPj8J( zY2k&_Yao}#O^Nn}gFHvoYL{%G*_hx@+*uLrlc5sS6>VoMwr>E5dTcvGmNx2^F*y|c zsO<*{_nug3?nzIC)G!30y(ts=21f*NX|GRSa*KXhv{7gg_iB{ti_SV|CSx{A4mUEq zhC$ANB?md$?GjVh6^fBsij=1q>)O%5(DkM4E=*MOCNEB&c^Il-1z4>@R{+8C_8u0 zmWvR$0{Na21~4dZPHtA@aQfc5`4R1&HyYCO?UhDBHN#2d%zFFp?-DoySuq#E=%^hCF`^SrUfwIJ6nDypn{j^wM+WV2^j1xTT#f zcxm$Yt&#raU#P-;s>d10>7+2@cNFlXS= z-Z|6=>^*v2yNPsYr@bYQP13>px9d>pX`U(u&R1cXL6-JA=^Akh53N`y)Hy79ZrED^-8&nvfulz`b0mo~#~9kKq@;nLTnAsuwo&aX5Tf#~5i2xIJa z8q+S2f%F9|s&Xk`*3*BHH0Mj4kQS0Nuk4?03~q8yLsP5chNk`y*wKIb0+;qt0LgD3 z%N=4WNK2aH6De&r8cGZYkULB0iKPp)@Sh^EXg3-(p11I9sv}5CO5A>rU)RHdiXJ_b z+$2|bg9Ff5a+9My0Il!1jOCCPL(1^HtI|oi7!0dj$dqO)uFZz@fX%td(k3yu9qOka zwIz}=?E4x#rPOgaqgf2fm(jT%E0&ZpstI=x?K?O(LD?K~hiWuo zHLCBf3gppP-;GE6Ah*WOOusH^@`Z6x_FqYTox319tOALU^ek=yWJ$OPT*~Rqx?}m7 zzSO6rB`viG>~XS^fcP*Qgp)#t<=%qSfaNy^i*j<%3FZbn2Gw;DM{f=$+g!0~h16h< z$fRTav2!31Ffxfv`@mu9y;B-1{2Iu)n6HUlb~800XD~yvw~CYBXF-;P#Uw86b@Z&l zma@)dJ#-^BJWAYbgt*ypnWLdxb4jl?xnrF~A*jbgNa>rCwizS?W=YgH8p<@|-4BO- zCkvlz#lAI%!a$g@1nnGpO$@b!ObOEi_4%aK(3U>_@zg_X{$nN!0JyP?LIoczN;fAPIoda%>QrJhlaG^+9;RfE5KX)A6ly__Mft7yW%JWPi9mhGO45+!xxllFm{3YN z>0t5XLp~(JKBR?4r@7OhMQBV5EZQl$NnxSP?Ni-kP%>Vsnjd5>Xmw8!yB&38ERK1<;o&oj^F*1hwjf^ahXm0Dh&typ2cy(2= zizS%dejo7tlK*@Nqy~&3mZNP*YQ0}driQc;?OWv+UOR%KRzh%|rSz9s$n(=0uQ z4UZta8jNb_yd@RjupWk!n6yuc$rOppHFka`K}HK#BGAcp9#li?q0AtEOPT|z0mG{d z+ApO?uWWhHY1~D6wAE@|o8mM`4V|a}-E{x?Tu1~guJULzd!~sV&&7SnV=K;WUwnGw zwID`mEz-i>>+iXcLu1K}M|&Ql?4D6kcy2GjWVnR37FzX%f^l^R>RO#S^UWJl1IETs zCnrTN?=-Tv=aV(`%%XsPdatLHfzfT)5&;JchePSLhOMAM9A7QrZX5g!a6YmdzJLR?;0Xv`2ezwTZ`i)brpQnchCkG70|40Rt-&iBQ~NZY>ajY?)vp zP#-MeI#orLRyL3@W6JUAy)T!6drFT{;ZP8E_Q2uG^LcC`A0n@0#^L6Xm2(6_x(CvD%VBgz0Ps+9%60~R+@>5AEUX3?vOWN9?hlw z%$w=t`e?cOOfs_Gp6}Du)D5YQVffmiD6)lB$IZt@jJf1jPG{bN?j` zsi7X_=n*^qihn*-yuC<$$>?CW{>+S)}f<*CaH(O3g3rc!^cB< zID(>5WBTq>0vSlGgheIV=Q8zsmMq|Rr;>25QOjMmA`Wc7$srNujJ;t3vBVfw;?jn! zBHL6aT)ykz__u39kn19USJt@&=SE5%sQT5d4LZYU)O_2(H|c?55=JUfe~H!K(fX^6VjX87~SpO{o|lcbQp@N^H{@t1R{`S1D2rWXft~8U8FGB&YpLt4P{0+UU7u|98sW8A5b zHzd?Mc7ZiDLm%3l{Em+(Mms3EokM^-XKPT{pwz&mjWA5}TiFf0$s}0K7<)O>$qwX*%aB7S2Mh%l z4>5;k(Z1_;$x6Fwj{!N+psdPox!5NPb)q+-u&TboOd7HzJgm|_l%W=FZoclg(5lkM zkVC8AZG>Xd6yyvVHlM+3nS?V?J_F@3*L3BNy_IBGRaI=WSSAa_Bu|u|fB8I9hMWP< z&uq#uDeGo_Twb7%KdZ8yDp?u97y~)7lD2HDK9|Lwohmf5)!GCJUiny3?Zt`{`uQNE0PuVp4vJvFYA}FQ?*k9Q@C=s}{ z3%9xmpHEMnYDizuJ=C)O`VPpQS0bqTNq^UL!8pTz230Pb@-DRXB(p+xbsA|%EwhJD zzsFpoq?Y=1U+UaFsX6;n14jSL8!jVLdRUpgXi$1!)9y2*9xc&*@Id%FeSNpWiq#O_ zu0|`Y(w0VJ1R{{>8FOgbH>_OCd8{XFp+W9}+G%?hS3{Qc6CoymQTB*ut$tR8o`2+hj?89ET5jG`r;ngVwq!xDxv zn6%qHWuLnjFN+xNQ1Uw|LTgT= zcHu$rT&4@6>Dw=k|7SFYj7k^_AV+xtG|!^fJGak*r0J_(e1AGW4?G()3aR1H-!37L zC1Gmd&?YjPO7}(EY<=HKT$=0(OzDWMhAgQC<%Xd*Y#Ie3kXj(3(n`}4MkjQ3WJrHn z;r~S?W7XELX)8W0`><`f)YiZ%sU17gw=A!aI(jD6{K=g?(;l0NGdIaFWMm%ipUSjh zS+gRiGe?Vu>szywWrl4u9=pGQ3j_)w3gHO(&E97LwKf+NPhj^E&6J#=y9h{24@kQ%U!Hx_MQ@VMQozGA7+iN@K^ z>|^)AZRl2HNef>mgO8VDmLyAi?o-XEgBx;(eD!1Wx!`2YfYVUb;Ds88a&MP{%g|Wk zkS$BOg4PK1H>s-WBAh`v$SSJ@7UfbIA&XtzE+3j3}V$_P<0F0*2WZ~P8L)hd*o$E2klfkeQy zK)VBNdT&bfru|)H`FZHifvA~=P-@FZV6}4odPhN2B~u&b3rxz@XS7>rXKbL*_;7!1 z(u#_3kl+3TLDj4^zIP!lU?T8jcy!aVWJL2$-kNq&3vO#Wb{Ez_TF6COn7&1Etw0N8 zdd5oz9%YZ+Q;i8&Re`#rYUSLIK}<@Z8XmvD>gwgVELKJpbWR`THE{Q3!qV~cgCsaddHmOIot!>zP2qsk_lK$<_8J{2# zFt{zpp{xd(62n=mFO%aKqSEJ7ZmVpBL>Pw}R?d5xYakJ@%)q6+cBnH=-pu@p&>I1t z4<78CX9ICD3do^9-smiXM8F)HI>hkMv}%zu?WNr1UVXDo4A0n^%+b zafKPVjxJjGJVN=&4XEr{i=06@?$>F^k}zlB(5~E~PcL6;`BLaA`jxJ^Ms{Em-2=s> zjol*iAQ7;bM1A_%U%|5W+S7EB-Hy9;V&&x%kUw{$RHZxrw5(=Zf)^eS?}bWYE5CDAKe0nYDL4sf7`r zA78Wk1DG_NhV~^>^aa+2_}&UA5ZnsxCAV zg9TNd4CS}1_~zfs^@>YXiNm*Zau^5r=Q~lX{of;>UC5#5esKX$Sz`{(VNoXOJ;Ixn zceXc^MMKdS-TTW!AcrnMrQ3^;kNS`;VPRF4wk>fhQ%*I!{@_OtV!yO3L_%UkpgDRs zM6LGSU&erf5=O03e+^1!TuouwDRMGN)NO8WfI|tC8rC6~|4ZD-p66~DoUMzHg%b2Ll%O}r9r$NllI&Pvmc*kSSL>G5T=nP@dLDh> z@nG514~nPcGJ1EVqgEU+rzehrQqB0d zeF9S=`?pw7qW#(gH`=v0YOl~hN&W70xjl7|Gu%a%G_vmF#X-d+>SKDL2aIPpmH#54 zUb^&?Ly57Yp_uf0{<)w@e*`20Mv2MN21?wnrb`D}Z;+{B*!}iB1N~tCb|S(V?sKm8 z2`q{9XaZ+Yej*^xzFe#I@TciSZkSWCb^Oz1kSP@+n8DhhaTpQ-hZ!8oB3S$NfAfeE zdJuYvO-@2X98`Y#qYQ15`Su`WNmyKE(mu?PWg?UKvg{q{4Lz%>q%+ol6Q3zahWahL z`UfQgi?%mJ%N4Kw?$SfbFp#P0&CQ$*4WeftQ~D;c0GxluO^J5jO-*}&Y4oXTQidf) z%o?M6(16wN+2I8@H=hxxfqaw;6M^#Gq_We|NxeVMl2FgE=97L)9(e4g1*L|U9j}@o zf5tL2gSJ1Xy7uqY)h4G_m6Q7}EG(#oK!z$}CS{ja>=P(~jH(#aqy7w$wN7~F(eFYJ z5o`VG4K?u^17)`chGwf=eC?LRRFlk&J^XotPd={WKgB9}?5xrq_Cp{QzwB$)a` zIS$eS<_a7c%42SqS_*F2@N0628FY7F_f>&5;JKSC27UjTdZE9HKq@6)l4FxV~GwzLp2&La1{h+~j zDtX z9+WBZii=E;>57*#-S}i^us8;VO}#cg2sh=r{;I9s&=*0 z3_Dm#;AMs{2XJlgLYMECuv*!ZxDRKmR1*Bow~hC-4AvLk~xb#EYd#$16#`yQRX!y&sK<9bqr zlgXKpYZ}2uLm2|A@3+eS^QstWNSF+?@9H<%%(VFa>K%!jD&|Y4Z92e2k)zU}C zq$Ey4H?wCP^x&i&YT(A}df$a)z|g8J?Puzn^4t5r1}BpXxHF8aJ8Y7sLP1Fb$*@ZL zP6JeZVluF3zm#FhP0IZELr4$e%UQLvpa*3AkOYgw880D!#w3uVJwEKOKTdIqdMCMZ z*!JaEoWvIh=$%G2L&<|QeMkvd;l`wWY}L9wW2wvwq2(BtGnzSH*FMxTzEJe%g*C<( z;%)y$0jMB|alzf|pX!;6NLYH7Wl~-s)^C5d_kgX?n=uhfZfB139u9Fy&yXSAUOzi{ zQ0~m8eI7$++v)vw-z&(Fv^-(KeDyZ9x7Y=9g_VsKCmkJ#fg)ns2GSwUU^E7R{VH@q9ZQ zLK%yZ2-AHt77R`V+AUnQp#9c;X|XuuKJ!qCeU=jh?tX4YK&ii7vKkTr%MD!GRf8I< z#?ySE&}zx}VEMGwV<9atkTY1@p98TT4p(VE@t)_PaW0|1l5}W0{;%|erkM~ZD$@&h2XEfVpP?SI-zPz!n}d)>?e(SGAQ`a8O8weOURAqg zt!*_aL;o865Z4?qvPK|IX=3@=^AO&{rqP)!%AGfEWRy|Z6=Gg*?arZncN<1Qtk_W` z!6~ncp9N8gq+@UiD8oIEl@jT-OFD@fdUWZz{r5PtpjJZ-I?q^idR{jq0bVxH-W8K~ zI`;RDwpOCw6aTWODCiMHWNb!N!+TEy1%U))NWwA$gSHj9$_<$G9udMAbBEUMx*rKC zp$p~bEz6}9ArUYoaA}{5aoyKd?G!BpF$zUG((Z%fNlQ_3dtUOY6%qkYZcNID#B}@* z{mAy{Bg#)@ulr>~zb}WzVq(zDXW-)#%OMdkMvOswR*$dSo6CLWBQs$GR4BqlBjcJR%A<*%^=P{H~a^5mVB@wbDyk#Xz zc_>Crq{z1Csn8hu#Ps8>FZhree&@E*jz9kC8~%50qfY869V=%%B5xs(dBz`K_+GvVv`P=8iTKW;0{e2VsI=kN3FP-M-W!wo-0FekKnU9+!C$J@{H8A{g*^}&)1p4PCsp!pv^7B~a3>HJ1z>7DSGq7nx49U2=F)ABKYE?Ajx}5ZY zClpmLBA_?3egk-^6!Qh@`?t~k>pT*+3q2e=H_p?@<}nmiO%Y0}&G8n4d;vpAvJA@O z&yw=DXDzC3C*Zd8k!Ra)M@m43WQZb?#D-yi2z-IeZI~9=v@ex%?UVUYxz~gk48`LP zuR|w6beIa7W$4n-9xG4->CafzL;LyOtow>O`~DkK6HRJn4LS(v;CCq4CxJ){-_ zn>9NWhCmgAHiD|Iu}gsC>RU@$Y{ohe>C^7yvG95j<`=8rM7uCDp(U zs4C_7K@5N=sy%zcH#~u~fYqK{Im(=BS!Y+4_Ee$w89sPjm6HI+dSnni-}<-{yljZ! zJf<9FPSQI2yNBtDDq?`!Wo~tBY|d3EByC5&5GHpSgsQkNFendK)lIe2?N+ZLL=atH z<056X1Y*N}AT0!Gg@i$dglU2Lg%4AWhX!g2{Heao@92$ zqAKmYkosa`d6SwG`Sj49(|+E;AlU9jO6aef5)EM_TnV(t!?=bWAM7^ulBq4;N^$By zI{3uIcO=7wB5}sxWS~vML`Srj^-YLGkGF+KiJOfOH#;tKG?Z&T!gv1~Ug|gq=dDAf zXRwc@zd#1klCYwO_UR`{t;&H)t4>l4CdW@|nOQA`;Pw*4=-pP!G=cmXYm;zjuRu?# zx)r4o&nJ3SDc(!=ruXMU)iWOzJ(kQd(vS#P(Zi+v>P_8#TbTnVg-+_7&D`;B9!L#u zLLq70g9FPT5wMWNpnW`9^0VfF9{UQ?l8z~^&RH)3RnLXUkRq)vMnNKAbsP2DjH%x7 z0qQkhNt`FXW3pah33S--PeiLq$)&Cqu-hcg!+e23`*t!vu;oSf_W=^;?U|EsMP9>a zzGRi5bd{)7m4S5C*Wv$~V%UVh>b>}P^@5m03W0%DHtnU7y7Z1Qd9igwf_8b8Gp%)g z2)LajiDVE}vH>Z2Oa@unE0a2QyDZMFY9M8}xGdtJ`4b3mYakj!ecx)qN?GGH)6j&{Q;ukTxJ-@UwAf*fYvaH{dX z4IWz2My7OZhzEEw7BeL|+EeJ4f-DuD-E1ZDoASDQDdx_G5aeErP)7f@`-8iO&ZGUl zL3D(~uS;9n$jEx!{VvPrF60dp5Rt)aZ1;dH3CnLBHf4s}V_rh>+eV=aA8|`piClI9 ziHsUlLIh^nb*##tS4MQv(K9 zIkbD|l1fkZ?6wxVI&`<+p|eX7LK)$RSzRA{0KBM&RnRQjzQFfkKWo!0B7H&rVe&VL z#gG<$B3^Rf=@;<15}cQ$jrFp8Q#%5JS_wlERS3zL=`99T(CbmBWZ?auU64Ct$&E`J zWAI;|IOUnyME;nRJskQBcvm_?<1YJ14F!ba%(vqGXdMu_=3q{r6 zTc5`ddu@aK8M7n??Rx+s4JCf3B`OI^ayb^aof!f?d=ri=Y3hQMGmr>adS=k}=S$gI z4%W`8t;C?=k%D60`5*P}P8mz^46#Qr@XG<^DN^egsPL$Z`Kz%}|h6 zOa0$X^jcKCS=4`d1L*K{h6lFIK~kKliEsq+XX?1 z%+FYMqkZMmG^S@;Q>G6YlO9hjJ#gDr3Y{AYq@(gv$};kOT0s0dxJ z`nK%g-PohxE%5~iCaIoJuZCp6It^^<&61V`tGJ3cq#oW#%#M&T0e7rkAv$KR2rn1% z1`MvUnUs&Ym8ENa%sNCK9a2uqH5fPW1p-R8h!lJLbWAg(28RjjE~{cK2lO9^Rc#Bk>n8{l?))E3rdrmL61C)|LT|h8RZmpBu?$Smr%(-D?XNx;S`ou4AGR#z1kKm#?mgmCK$Z=+ zV`p!F`WJ8&@H+B^f>OOrkRf4-fg?wGEJj8(ujRp_76NdK`rPjs`Qss!+is!sJobFt zCxH^kh=kP)vXtkmJU(|fg*&_^b&w+;+g^JH(1AY^;PYtvf79eQIRwyijb zM5;%V>{dG~g7e$EP&~TIvd)Ce2#-g!50vQ0H#T>N7n4euZ!Q)c6A!g-dr)#dC(<}~ zP$J0EUg72kvNWr|$JY||vstn3`SsJG(z5|Uq*{jB2uK7hH_OqU$IxHlkfEpBLo^vu z+M1+ZdP_o0h7@E--j~%MKv@AZBp&T6Xmz(jx@WcswGCHTgt!GeOoS-CyQtC*<<8;Hf>j5)?Vb26vj2OWAW(nH`_trw6fVS13IeUl-t@r9GEz0i}T z+4)H`7lPj4fN06hubx~JrS{OL+)gzc+&~)sz-NaC$KvekBFa$=kMWV%!eCi?4VZ zncW&=I@()KL8*a@MEG->cnB1eFcGNpFqfJq-gBrHdUaJfxMW%Ze+WcN+9IqPa!>px zBm;(3<#?1gCN(+_ni^C^kU(jv^63WE?jcZa&_`9zoSnu)1TIZtJ=`BC!)@zV(~j7@ z`u!~Czpp>LxLq0(lLihCA43hRee+H}5=ii$VU_xHlE>>8pP#P~YCs<=N^5vK1%i4b z(14Ynw9*Dh1gvc1(dLFjouuyNa>#ckT}J;|w9!HZ5+Msgyhq(1nOnM)DMhbFhOa=z+w@OkoeQaMj=8!03-?gRV7DYka z@T}h#lZ=;wolh(#QGXrKb?jB~53$W{YZusQE>Kompf_s$sH-gJPs6(mx^F-+X)DTY zdGY4|RM7vK+i3Huc?vuCsxrw{deI<>L!BM_Ae3|#aR3I!cjgQ1h?D@UdT8%_YIt;M z{JPpe;=De+k<5bu&{U5IN^PePNvH`VAhR=OMm*X_N~2dSvuxQXbdBC++X~T>22i8t z1%i3aV=lKqB499&OZ!%j#>`tDGiUabEXIKEjky84AWCuwibqXf?ioNLV400eo6?(f zbJucD?=C_F=l0Sb;~E~M1$!jIC!@DVAQAA8%A!oGatB^Eou6Dw`hwB4Br)q~C?1VM zHBa+)jysguu$qTO+ZR0ClDu?#uK5v+p48HQm7*B%`KRA+type&I>@CG+T$dWQ+&;` zG=y$%y&fYb{tFCAZHV4JBAYxNvLs9mOxmw-nYv7$`ejWU;S4FY`O*#DJD|K^jq-x4 zy7e4n|{Mn*F#83Io}{{zwkRx)sCXE%OE zEyK#{I|-6%H`}ni3``eR{2v}TYb0{+abz9xXt7MTolW&(iY44R%fZ(<{ z0!gZsCsU!IgjEa-S<0+rUclso#}m5<20*m>nS^S4nff#$S$s^B64<$XJWeYUP2{(U3D>lT{4bof476 zCjGy1(?}L$R?Yj|=SkpnSQLV*eJXA|NDVk#ZAhR6KE@&jQ)?*dePpM5CL7~IuUL8)PQ(w|cxHDIZMNqx{T`IA(! zTpt-%yJi|*o397OBxB?a%6TjwB)X%By;EzZ8Z-6ukR~OCM+Qs}(%IU5~uM*YDCy zNDY`buxYcyI=UvG$Ew>B)au)PJ1zHnjfFbXxdj9^jS45z8Rm8z(vJRWuCA6SO{axMOrAD zA+`r{XiN)S24x~+^R(#&;VEr|LyL-)_wHYA327l3i7?IhkCBiFSOv|bJ%X;W|J^6k zx7~yYE}ggBynBiuI_dZE=Re;~-y<+2GA3bK;Lu(v(U4T@vueIjOAy2jGrNLvy+MD@ zK&hd1=(HS21}rtm((XX>KSk+QI^Q4_@om(CDHQ}K#yLBnhpEbPRW4W0b{w@GL%nC)XBRBmhS%j#?Zg}x1$?< z#%@m-1yPgFf6sh+k1>Koz&x5u`xd%PwtR@vUyYeTHV{VuT z)K}3rD>{7Wcg|`hEJ;jVVXBiPc;Mqt1i3>#HOz*Z4H)F+(55EyEK_6H-K`{2>bT;d z=hCzWe4KtN3av&d3F`&6MCNEbv{EL;Qr!*2O4P~sR-7v{#7n3CfRe*EgfeFAJMj;_ zN=ksC4BEqnlj6l52e^|V%Otq^>x1S>z;v^T7{tC|iyG5$ar z(maOzF~eL)gwu$~2x|HIa8Q{+miDBcexc2i-5YyIte32=nlz;u9HlQpYFM?eg?Dbq zkRdMUBT)vX1|Em<2y_!8-Mir)?hE78WIeV>jDTJ?@I(UK7?m}+;}{$krUW6*x-)8mf%2eT{W(*`anC!U7%ycq_`@Fzk^)%-;8cru2PWNGumsYSDn zREhTzD9L$yg|G6un-Ijsh3#STQS_8wD;_Qk%7DCK zCn`U!>o-_HYQV}*2JLI;c?mi7CqS86fB6WdBlSKoL^(d3vGE)0z zm}Ln)h-R=td3BXG)M^-y3b%Y+(?bF+kP=`qi8ia3r;$|AAKXAHVP1;N%i>jF&uTg{ zq%&D=YXl;YVHGnZ2JN#+{x=itPIml7#w6L24ZQ!mO7FXqH1J+Q7 zc%{DX`=kusjm1A|97jM7{k!qzW-+~A;0&Z5FqFZh{cMcRz3#H4(?WOYkL8AMI2Q+z z0Cgy?4nIBp3}i}}8rZbC80(z_*5z)$pOnlm9Lqa9mdBdG)bQr{Tvi{a{R5ngS&TYw zQ)SCQu!q$REZTb+{0bSXgy3Y76H5}Es!^*6r8f)Icssni!49vSC?o^i!!Aq0}&HVp7~}L&zCMp(5HsBH{-m z0#-!JvMCc8b$j{sWfCn!@s@HobEy1naYzeG5#s(nb3f?MSa##mUUu`azMWjtbeHt! zIUDA0_>~Caq)@~I#7l1BKx)98fk%5J1C6eRc;yTb^YqT5rGdV_;3Ex75XkUTl=p`y zZcGgfCgt{LsG@?x*Xqn1f~L1Rlo(UH>Nn@AuDQTUZGo!hf{=Otx(eWmXfde|$J3zP zfMGoj?M}MCVn>pF&krG6%IF`^PMQGW)mo$o`Lh=XAX~x|AxFFP(Kvo;!?TEHqVy5n znE3wNGcm}eSE1^S^RX-uQUiwec(ikaj66H)gPG7x_nl&;{woT>BhXp0}@{Yu-aeC>A zO44H?87?7HvY&b(Mqo;06^%JGn{s}$PM=%3;B6D(49;bn8aYeBPI^2lq65yFfwzaS zuqsFUv|(Or#bLulq2bkXvr&x)?Vzo_!ze-j>=Ew~D1od$u>>tgdqF03ztp}*;T1%3 zbNOkges?hk@@G-RC;fG5v?$~Y7|YF}ofxc(Is*2deoH2X^oO(C)Q!N4vA-V`Q+CzU zgk-?NDwFmJDC<~@j7*g@pLvo;O{A+tq^i<&Qgu$%MA!5u$ahYHCb?S?<`((GPzf?6 zEUq$XPxnaP;LB{;PU0jNk59K2UO50|whEw`#%r zI!Fdg4U)7waJvpT>N~w7XRRE(SPxS}v%xN_E@aUzOM1Yf4{p)4J8-AEiuA}gHj{eb z#6`E|xkF72s}N8s-u__Cuo_5^fdM7jZ5iHa-3#CKej+94TOV`rToiZ~?KJ9j+kbQo zZ&(B}L}OV4m-dj4+1-bOn*CuUUY*A~bky}dcxfU4sX<8TCRlF3)j+#bOf#Z)SL+uK zQU+1fj6+m-n!{dh!UDi|EpkVSvFbi)-2 z4j3;cMZ0~Kt6nDC8pyYHRcHQWjR5j{i(DnD>r zzCNG;D*BkCpY%)BavnqyW5z)JB=o)`!L?dtg`{6SqnGSb^lfNs;Qvn&uR>*?_5+E^ z&|ku8pgh{ktR@V`1(tg9t&Sbst5FnP4%TtiQE*7;dDk@jmq?s}DT4O-)%gDY_Urrj zwxX#|GRkW9fc&ZivgpZow;DrQz$}_cyX=!4p&d6jc|18JQ>MDd(xqt{1iHVVj({g) zGQq2v80cou&V9^!UyJ2hwvce|nB@`X^a{wLrBV7OqjO}+@JAxi9wvemkMfL+@SCD) z(>y*}tS_!K=VLAu8*ZcYZR3Y+;Bq>Q%%Hw1!`pviquYWWq6TWKS?@plpE=N&Pc{-^ z@v?RWNDG(<9NKFpB-9Uv9R5~D&|(7je_pgboDWr^zaV=SJ&`rSi_o-3x}B##3ohPY zMcRU;zj(>sM6d@}3&GWCZJK6~8ZfxZrQTZ7p-|})Gf2v?)4+0y;uS~@Kaf3ZIYo_Z z^$qnA&?>=*(C%}MqzGr;f9l^-330?zQIFE^844iQ!{Rf8_Pq&}>F3fICVY*P>AN`r zv(&&O`Y}?2TE~TL!_ke5<~58|tZ;+^((ldqM`c?7^U_TV~)~KoNpTt#{hMMNpVA zuxMW{k%(FNw!y5J{7K`j*+(r@K^bl!8Fb%|9zCoEGP+?hFlnE`-FMq%!;{8RQif~B z&YL}Lz-3n6C~Yva)tnDGB`j^Ae(4}$_J(eC|GZYBF{97T_TA!n5Z2p)(uT99O}`-# zFto~%pxjiy?}=9ZOA~Uzp2P7SR@$|TArXddLT@a)VFihR|0LS`^|%Sg&E?YgCVeDz zDx{rw5Y63*NU`|UKkq=sfRSPx24$!h@y#T4Z5Q7V>v)H`O>I_S;VKyAJ?B|s;Bt5D zCoySXgpx?=96ZJ%7soiP&0n0pPzd@-G6-Z$-DMm!qMyWJQ$7sGomOiiMb$RoIM2KG+nK4T#fLXZg8b>u7{Enp&0 zui|FkZ>dcES|CJp5%Z`QOa>yER7C?%!Ps)BU?|EiWHIaWh1PU!^RWyO3 z+h`OSN~&gnUkOX0rD*r}#LEscR6F>x2ECrmTjgv(hFBQkqy;IKwU8RH=*H$zF8RbC z?9lxs%eUab)898#99)Zb5BXIE&gT4Kr$i!d%&$sHQ3e@iy(f)of1TvZe0=lgu8aZ~ zybql&iFQl?OFo!mWzdGJ+}@vNs?~hgKS$Xw?3>vL<D~1f?bV!|2S;D8#tFfG{q`juXPjB0#<6^NYeI6zNTTPtV>9gp`Ta2Fyl9* zg^eg_NVQC|hTJOVlB8&F<*qtqWxBkmA%q|Srm6LfjV%D#RVn0?UypAY%*kO&w~qJAt;A>#4i zooj<+bnC3>?R;$q!PRkSHeE6a+A!tief1H2CF(cc6m)B+#B5w zSpyc{xU~EA%&ctmtjbh=X96@D`J~<{e?5fk8S_a}v~#zqXAi0cG5P#zYoAR-$RwzQyB~p!QS*P7Kq6oP zn#-g-)7_;V=D$P#C#i(!y277Y+7M1sK|RDe_qTvM0;1ef`- zs~-%2TPA8z_Bmy4$4=-YVcDk?m$D3Y>+EyXjL5!Ehta{e4k zy;#z8Dp(|AorMX0%y)T?W3}xL1~jL%5P76y`>Ot(JN%!F7?bu{Xzv3yv)^CmyTN*W zdF0~oR)|e{g%HNrPo|#3ra)3LSZJf2F-$G%|M^y{pR|R^?u~mJeouk0YBP$?u`}L> zK_3Ydfk%5Mx2C^^87r%wOc}&@s%l5gAVMqtHHduiH19qG?wb67n3$C^d%@*B z7|^564i|;1YtK(=Ca6_g1(!EpEEYkHt5XrRx?IouI-~|1B+)MSaD%LC6R*4=tsyhu z@l&;QaCuK3N_vVz)g@IzJX+rirw8k?3755fmt-|!yme`bM{9@G!X$>Kyr1^ zvztuF7$VR|@>r=1VhrpfF==Cr_{i?wZ==4FEXL%3R}qUw-7pHBWi)RUU5 zMwxSu+X;W!XV^(e{0K1<> z5Rbzq=+o$R`u@hjgzri{lc!l_?C(6*^{(=ZHdTaV{2sVFNdeJexjwP)hCdPs^{~86iuOW)h}i8V|CsfV0XjEzt;>Q5)5}kbmI;WI zof0j}82z8T?ZS{6*!_ng5wM>`odA$v#Ol>|lLN#KA1uMR_NkGs9TvVe)Gd>g83eVDF9sS6KBUH4MazQyiHZXq&@?qz;qwTynF!?Lh7Q zY0=}M*svF2jPLT|;667DV^Hsi$@W`5&uDou5#9vuhOAFWmi*}skQT6{ zflZs=u2PM@6&YGoO(4C`!B-Y`pM;Fz4ie#Q_}>j95poK!fzegvux)L zimdCO2yuFIQ1P}}P8ghv!CVqslClU@2MhxT#;C_{M19z2#oVo9(7V;lm6Wb;~rXC8=&kzZ4!14QKNCb=oVAH;&6u~MN z+k1s?n%?)$rl-nZAew$?S*d;NxvP)}Skl0vzAWZgq)7BFk_8ZW`ep23zY3&}J?d+gIWTQR?A zdM8mwm$%7$b29w^6dJxDl(a_o=O{=7j9g{Ww&!@)#g^~H8VHObFwH*4KuQY|VI7JL z#xIKydr}lpo+>G@QqvefLx1OqZ!> z>n}1uXStim-jD@d(myD;y_mfZEH&UbNrH0aa6(1)#pA~YNtd)i>SRxsBArexW%k7w$o<-V7An6j~SM3K_f^CNEiWx!cIWh6sRV1F89(U=TUwD&SZ7&SeQ_UBsx9rRqhThtY@=%2_M zc7)F{-jk>Nz74=P=LOSLc^u|0zXIelNhwuh?!ZY4I0Mr z(ez&wyE=ZmfmuTUY6bAzxalA0Ct(~nleRTTOwRV~V^t90&7o0` zDmXJZe3sFeSw`9tCjz;~d5VR>A&v7OZc-HerGfc5V@9M19&MW2u0Wi*y@hW<mA_x`G>jpb!9&KtnSRX&5&<)3 z>T{D#Ng{dkW)2c0cbt%W>b;zEkQOGPGW4VIo2wyv#zM3t?NWnT@av$So@%liAb9o# z!+aaC^p=K|xeGo2j2LU?N{!_=}{7 zJ(KDy2iA{;wD1&ZVUCm^NGV}jVAGCn3dxD*-L1MvGGlq_!uuBDP&c|cf*6%*lLa80 zglU0#dr#Vl*|`_m`OY+CF!EgGCL;t0Oj=DsDX7NELKDauFq9$5pjBVX@$e;y~U;Su& z7W7G&UuCc;bHr(}JkwgA3-LIY+ElC+!MxOpaL3OuVw z5!__-)aOqHsl75JgGOFP)QDuDz6ZK1tTo9#<2K1D^$kRbb*r%;$SsPjAv;FI5;ADQ z8YoZgX+CMa5OA!QBxJrZ^u}6%V?L9R2yde5J`RgOhBr(E+H;4_QDJ$qwR}Ap?LrR{ z-|U6Bj7!L?USTX98L`J@QnqKV$B7RCf#iL0fyMTL<@QQYJAe_gg-=;Fqef&4Z0eVM z+d^1hRQXo-u8uA2yQv875xayw(qzRD(5+%0i6uq5K}knu2Kz@D$%+}vA4$?tgMQK| z#MFQ8egG~8#Q0SXn{s^4E}h}`E{YtfckmaJKACh73T{)8F}x8xkUwnBWPHXUh7@Iw zv`_b#dv8ew>5-E1Gv`H~g+%xVWzexV1GYdSU>UR&?J=c&!s4NB>8(WiDPOwn>q*us z=p#9y8g9ByLlz_gUc;rGesUdW`>HQ(CTh5G-|9~bj+q5%!4Q!EMOA@v5T}QIB=pv2F{6%l`i%pFdH_=XK`li%?|1eiE1VRK53xsE@}w?~+7@#@e)l zzFcq$w+<;{i%%NZ-h(MZind#oxV7G7+wn#+XE1G$E1M||j%HXOr}W}s9JnwBcS`A;Vj6<-3L_NnrW#Izk!Sy*mG0dP9b23}x_W zo5Mbp1B0@wNU$g1w*I@D&3%ZccSa3+q1S%jf#Mrx4Gh|qHFm$uT>FElsk%edmV+zb@JDAGWFC*(SHJO&YTQ3DJ%yXISulnlhvWEN5U#Qtqq!?^_a8w|{u;w{+bEAQodg z${DV?d`X2wz@VNKi?S(jdrxK=i#C%O!%WbtSvL`)hj*e@fQ`O8gdh>HRsc!bwNJ;r zI|?E{@wH_1j;#^@*#U)T9{Nbp^^IIe1pFh>?!FD|64uf2ZIF!Az)06K6 zQJgHNHPJ$rulf7ekg4e8+yLKtyHI=PS@ zaD*X2c{9M&oWttt3`tVY;cMfy`TiQ9a?+uv)UWBHNlH%WUP953!g+xgi zq4zg=W+3ld@OsRtt)=jPDP85GtAT+ELqH}^PLeC+z=yc6=PPmndVJbb$f(gJ1; zJlZF4(|mdt9o8Z@uFC6d`FT~F1&svULdM`F?lEmx1d^l2jDdC|w}OVa9OZDF!xkKXnX51MWta0{%6j^pnYso@}AwN=VY(QaDw+IxT|3X|+#+rr^a!HbuDtIrj1AjF7@pUGag5HR#e?5oYI}f#Iprm zlb{Bxp)PLWpbhcRSHkqbqrI74<#C}*e?S`PSWQRY`W<};iVeyrHvFk|(i0K^qhffp z_W}s_{IHHWlSqE0xjkwIR|TQ27+u8Cs}6dNhkg-865K~B=xFo$-Jjvu+RF# zz+%X;`XL#<9Q!gCQUfLfmv;TutfkC5bk|q%Cw)>K@8tOlQp0IPWZXUZ*$PqvmO@hp z+;)dkj4OXukZO4Rr+58)jIbbQY z6zyKUDyz>)Yvjm|NdeorEytABLowO{#fG@r-isp=fkC_Jvq-Na(L~gSAc&8Lw9b57 z$bw=61EoISr_V8l3JsVwuxRhskFV>Vzg%%>EX-1Esr<;FDNuV+A)@eM6z)*W7)&kPMhT^Jw3KGV9Q` z?C4J z3;Icz7O1BT!qQDzO8luCC*;IY3rWx=twYw}!6*ZXdV)`)Y|&LU24~C~I!HA*Mc+EQ z=M}^Puu&m>#;DX)kQ%U`#HOA0a3hM+UOZb&qE**jf1Q(U1=XO7s#eDDA3ubw0Yj@y z3Ce|Z@8m-60+1$D_R+P_s1R^I~(peg+p= z&VbV$2yib$A{-O=4lW;64gkH2ECKV7n$l3$g}G1}WOBN+NQ5et5p)n~vH2TtmHA z2XadLkyBc7Rq;I}0_Kz?B`I%dY?A)=L9@GoC__60+AtcEVxW$U8z@3A&x{uy{z)X( z!?ZxVcxc!iy{bC3mi$Nq`c}t8+rYwG2&!6LeV(-q(gGIUIJB1nWIsK5Ui~=V)sIsZ zmdit>ppWzpfs6>dDDhz}kZu*@VwkiGZxf_n{oq(e_{&4$!~`6Nl&Yd$o2fs%16S_w4>H0Qsm ztapLba15~k5AL^(hSY%BGne*k4EI26rLjj!E8&xr&xf7gAO#K)vyluN8*e*7l?F@( zDcU$`LWy&4Q%o-@LrJtdw{Ig*X_$mu($%oK36K^rQjbUb@~2ru^Y?pp(PZA^JJWet z$3?IRy&uV-)V*r}k^$2KgEq*pdn59_)~c6GKYz$C*4D8Go1oJXPHK4+J_#~t3@1_F z=oT@plRa=XopeezY~y^NE096wA!87nk`3-!!O$v`Hcl$yu3lPpxRZ!(wrSslzUIz{ zqT6{C-2yh<(1Lyv7TvhCd#t9mnVW8WUD{3DQj)zaKUmN(2BPWvP-u{9h}{awfQ1Gr z4rQ8N#YVDoY}^$Ra(~&|-sF}C=5DLeS1MKg@)oiN%%bU&V*Bk|gEx>CE&sc2vd33t z=qm{!5%Tj_>x?Wk&|Xd* zEEH{ZUx+W6)YZ*!FMK;2;d5;bf>up{WwB7Ov6dF8G>2RUX67c9GCIW}{8s&%u z>T<~(`Zeed5-X=CauFU>+YX!uvjzd|)zSHNx&KL}GOG!|k z%_tgldUYg}oSh&o2%z}vXfBoliGasv+O%Gp5a*G<3R#4<%`*0K{4NjK!bZeQ zPQ7$>DI@~c3&7=3?kdUt)|C*eK&GDp-M__pm1>~^?gcb07IDlY0TKbrpsBYH8)`>; z=`0-}xENdI;sh6gQ&4|2cx%q0SaHx#TVQI-T ziD8#SmY^|npxq;;^5pZ~!Bu>x4jX$!UYu%%km}#4m42t`2fbkl{%84ClJ-P>#G;Bv zA3B>z2H?hwtgG(|AY;%$#!x%nnmhcFNF`v#K>HkY*P-sRw6Z4hADy|Fez;q9A;cwh zpnSp7DPMJ11X2rFzQCc~A~sbpA-F%1uQy3YE$iLxT(EAKh}3Z6vCiMnPr}r|qJ0Hd z;d`&9nPLw?a0`S@?J!?`8{(3xkQ#cjM9W8{21z#MX#nowbNz{a%gKtBx|}8>t7<0X zl8&G`vD5vd3DW7HsyKJJ|~cyba08BE%TCUi~K`?QwSk`a2_9r0^r z{ortnC^Cn_Hi6n5W+F5=Ji7TP!L1h}F}5NGpuFPbieU*z zzlt#c)Nv9w(XV7l5ZO{9aHDm4@g49Y^w7%K*^Ai5kO;UfNKtOobFOILo4bU(SR$}3 zLvViPOvn~?BEWq(D)JV@N@BLar5)Y4ksT!^nT4cVjfi~1Zai)UUUo}ELTtIP1YAFi z!Br;hZU&WuU44DYJW_}g`l1p?qDDb5V=bzc>~5G1nggDG(q1r8)ctg^k}An##NFO| z^lHo@hy+kXh`Zl)bN_I7BYhHvxM?>6WE*E@W}Yo4-D*bjSqJsQ;6%M5a!OXEnwy73 z_}@;6c6XAn<-U6-3`?ttP5>RDM+;mm=R-e99a)3oB*FcVSHeu1M|)A`zTb}=--~q; zu|Xgx+asel5dwRyNDVKIdg4c<2I@d5yGpFN-y+VQXcDtb8aSM!3)XK}AT=!TJ03nF zHAvA8(cDx6522^s1SKXPcO|f?dn=THGKcyxnrb3P*33YA^fQe++aoHXlEix5mPfMI zL)-O-js#vl{S!=~F_6Kdy=KUnW^%n39d(Q%}T3=IkTR}$4l zAeXcPVZCsLxn7V67}le{Ogvur=gi8P7Q_hg@*HCgC%5TP`dNz1`P0<9;Nci7Ffb)3 zZ&03~w^nS=w4rmo(SDB0y&YNqEdA%}pqwry3~Y zP!O)kS9J5Uxuuc;CJn8~CAGhiJO;%!3?;E?PjaU@s>M7%&UYhlwa4Od_3Obq6Rqec zEqUoQVMJL2llH0=;hv_!%J2;&;GUyqeXu*B3-!t17Z^mBZ{^ zqroHZm{a1?j&9lIoyFR%Z%H=XC zhLB^z(l-umhSm9-XmY=0AsOLZQpc*l5rDY*ImoDQ8I^%k^%&6LQ161iQ>CfeT}I>$ z4lO=eo1+UMPAM4eHrTmT;T@y}tdcHCyVGrgxz5k^UmHolI?LDnpxP%0XXqn~uKD^k z3 zB08BF5bCZ$s9W6o?*)(=Fk_%TgKPNv*qdpV06p@Hc|pV_3g5AQ>>&&7$4O?R=4;pMJiV4ALu7 z7Q1{Z1q0k6WDbLF$|pu-4m{eWXm4|-&QX89bz;}P2Y(xkg1nLoQiIRzV zjtK?z;^Pg6TF5TwkPX#3dU{Zo)dCdWRx9d&12ULJOVQ4LB;+jiopRxu{|t|@2#_uZ z7c|U9!Qt#D zYJ)iBl`x<|{Z@U^gowJSF?_d6g4gM_y#=W;6(qtk$)6{ouY`Fe9_;|fZ4U_RR^VSL z_K2;s#~b`gb|^UH#>oc^bF5_11l!R-d!tyys@~{zrU|VC)7_q5^JwQrV3c@h7j(7F z`Abmxh6%vsQ7%PuRg5(iQ|!G6ij^Jn`dd%%25_!n77{`@Nf%rYhzY@_UH3`5$=ZIF z*H4i3agWOLGt>g0^vw|YBy;W3fBRR-(iP@cd9;VEijGeE>cl0F;0XBLN!;3138ilf z5fgBzMN=1YNf;BrroGR)%kuV0--K!+eG{-0@^W=Q0}+(osB-mud?(nZgcTelsehzL z-_2R=pGbRNxU;i5+#T#Ki9l|3iQi*z$OnrIOxkTqRj#@5GSvxW`Zg%p^~<~vGKP7G zjxkxN1a<^qbPSXB?%2Q@Kj{M($we6s$!GLJIK!l+ zW?`-3Ucs5c;j@g!%rerJI1$J-ZmNqlYbcolHPvemfxYhF36Mo&PKil-9NJEx=x}~5 zITsK&D4TrJ-x{*$G!&rAd_RLn8?n&9q#dCHwZk6#m`oOaN;O+r&xSD|5r(>O)qHoa zhqQqGBnIs>brBi4t|>m`^kiIdf!-bW$53dPh(d$M(XQQ)F<_yAMcbgeESG4_md_-8 zlIWt;!T#9EP-DhV^pipomWn}YAbt|%6%F2zqH616NKQ#$`CjWg9Z#X3G}M?euTH6b z7_E{Z0}F3l+QXA(u93PcE1!^wkG^H?&D6_VB6B82{xi`$XQFxgf2uyCP!DdFd+5k| zaM@Cn`-mgD>ITX@ex?#$)o#~8_XuThM$qU}z^?~$BV$vOYIS!Cp6+!X2>ZwrOun1)KiN$Byjgx6nN8Wh& zcM@rjZQJ9>KQBCll<){;ZZ7evHp3E-9tm@*T-v8_&Cab|%S|sL>7+GcJgL#L5Hq<4 znL8%it zk1p-zD>WF{Djzn3iiZzTU^suT0X&a}Nx-39w5nq4KOy#>??}4flu(T zqH^W15=gg-r3{j^fnJkv&g!+Xy#y8GAR@$b@9c$q(h$NZ+11qu*#hQPsc(*rFy3Rb zsqQ0b3n>%#_AIslrviMD8s2D3-Z~;RuxJ;p%)Tctua>JPqMLx|qc3g_$EduZ@vu4fKf4Q2IV&5>{erYi{^InD@{KVxiz+MEX1wWqP%Cc z&kwNpiRV4EA$ODM(|JNoZG>NSSn1~WLSr2i-a?TYHtw?RgZwI{1}^Oz;}Ux6#S72$ zkxt2{%{@dh1#(K=h!8UvTl5P0Nm%a2W>Wr1j!H7-n$;oXPhuY2Q>fNA7b5j`pseA- z>@8WtGLUE$%Nl6kRL*`H(Q5kb6DdN$Q-QxMLgzptBq9;KRCdV^i$G#MTm;% z5l&k1`i(lI1Y&x1Xrz|cN;@8U_gmMn@@_r zIC$FqQxa(nX9^`kD+|HhH`@`|6X@>M9+3>x`^2)@KdjZ)k!?Ii9=SoK20RdFgmov=KX94u&N=iq|nUl9u|QN(U@1FJ?G<`Y<Zh zySnpT7@uLHDqchQD&J%a} zQd>%D7Gw?IP!T;V_Q;`O5lE+s88qz{Zs9>Eiw@HU@+ZwJmey(60ZCwhDpqq2@0|+G zmEaXCjs#t>%{AJlUQ~F81bRv}?nj)y4S+i)=Aat%uigI9P-MV<67^b1#H_){PWC(Z#&x7Sb3j2W5jat-uYwOAtspxvb;gMmn8188&EA1WXOIY1N4A zMTTcS@{O)eS1a9>uMNSZp;eieUB8TioGKREs5kaBsf7jvoGKw9#@D5%_MBR>-#=_q z!?R6pVVg8$|I>tSiLmPKulvC@lQ>qTowa#0RGUtH4e=rffUqiC9ff|7&-;Q}8DiUA z8i)T8Y0elIMtxmO_Q&3@OJ9)N=^e)EpACOA3!+uWpx9Q|_#M1zjfuczP(Hk}@4lbf zTP8U&>G1WT_Kk*WsDy5eVjHjSQze9wFoz^XdoIS%?k;y`b2aHyZLP;|JrgXq0lF&o z6XgukR~kNoz7m%A@MybL;qKouk9Rf`*{6d=5V~l39tv*zkx#mMbIeCb1k5L~S(K}{ z5-D8+l8UXQ2$5Ey?O7m;@fZaL;pLSYkO){{pq@Y%<-{y0yh8RGI%L1fH2n^)2P{Tx zSn5g<@Gu(AhVdxV7+lMJyNUwy$jGp$l9lHr0{NsoB*LTWk+>QueH5Gs=>j{Tg)C_4)_GQ)d$boz@ZGxt#WBs4JEqM^4|4S zr4!8RCRH_#p9OfKZY`=Bo}17-0GR{!m$>LYOG)81dQD0B*Eo0vB<`Fqg|KO-&PF?GtP_^eI0<3S1 zWMqbAAagfN1`cJsTC~3K;rW&V(y@kXrEE!%1-aFsdyT6OP8!)(1L{PE^N(W>%r)ak z8OHnBly8S8#d?urtrdSV2eN34jG=z*P$97J>9cb^Bm*kO)}nCMij|(2%|ESmJl9V$z!JeJ>mt zP=>P4bW|&m*HV59iGVpI>Ib3CY96g9t8XP{CT*wmetLX#IV8e)^pO;DbAuoeu#d#0 zy=F!Dar&>OpXH=AZ$BXLF>4tl!W0zRQj`7whe~h}XfNZ|{Jt~(V6&M8v0vZd`P-@h zZOEtAA&)c|pbKv9#XJ)A`|gHm-Ua(#lSfP9I!7JM*EWDeXhF81@#fIBVT?p(Zn!Pb z-pXJXKP&8AY%{S=T;R53+^!T2kXs#%@V54Q*D=G!K;k?s>tR#wCvhx@P+7mNj<5xR zXvu+fFJ?lvFb6@T;R06*%@!^Z=X7}@tKT$7MnS=Z+-?oRyWFC#aFF5ZgM0)H33T5w1>)`Z3p*4 z#*E=qHtm$n*)pKDJ|mJOVVbU+d8)1hcY8D=Qy4q`#=l*||JxL3yVUF-b6Tt0$ZTPq zcAUE6dT^#k0QuDOjIY*^8Ze*Ak)k|{5ue;|w$*}fj-lB!Q+qcToDX}2+8CB7k6HrB zfLQ~RHoyq9koeKtS%}-SEAMKh{GPO4P!HjV8TL@!Y5~cBAq*z%Glx~Oy%&2Uuah#o zSbVW)L;e`(LPI%%7pWP(}{AA zhJC7wZ#P)(d4TfI?QhdcAfSQepA6at;V5Y{t@}YgiIrB**c03VU7QR-COvP|F77bc zBNHFYq$Syu*P*MFoYIngIY3Ha>Scc>AskA4HlvT!U7pnm83Xo_*wjZpzjvA4HvURl zwAc)fqbg^>tYPTp$_mLfQIHxi#LAPTyjmjr+=EkhjR#r@W9YU&^Z3T`{YU z@=EJk7D46Pxd>(04S0VXkvUL@dn(n<=lgHYCo?$xF!TNmT}z?a)z7F)%xLv!W#}tm zRW~;68Ko}a*&C{JKa(cS?oYV5*&T{+^ATd*t#A};?FCj58;Un=)Z&{5$Tiuc zK3`)jlsVi(WPtQD$@9=x!pHy)n{vNlc1U-sho}?zm0Uvujtu&Mv#SnB4;P+9R6#Oe zdf?Jt|J0@3%jo%bpZrQO>!$5y_Je@c3BkRW31MF$bHL#q?Zkl_w$s>Fzk?5F?6sE) zd&-mry~VP4ND zC!u?g8iWzadh+1bf7_GD+y{e79NI9$+2`Hwn2Med0(55$?E2|w0}fg}Lr_U>y?r92 z1`H}OX)nHYjP}mfSwgNKmRHiruF(WL-8_&%zp>xF46+8?psDxYD$YvmIKg*ed~xL7 z>eo*}qPQ1TeRhx*lTMq{5^4K(+}BP}S|N2iTU z3$&MfIES_S&d=i83}|sJ*!`&rXbh%E3yMd+`#>^aV2?+8e^pi5hVYwr21zm_G~ktX z)NGImSbz-ry?)jyNCwQW@@NnFsC2hfX6VGZEfzj;Rw z=>CXg$bWJi+=YfYB^K@Ehg*H_dVSqj5-AO=?G9@1J_&IFMJV~XwBd{yqz5d4WAZ4& zjIP-8$@RJ^l|&w$GWQH`kr=r2<~TyE30t+kK{8;7l|#GckhXqBbN!YoGQf$3$=$k{ z0D9JLl)$Z9UCMz19A?v!v^z5-5+@iaBwAVHT}q!Vsx`_h^r5emGc*kSVHpc5Ibb-0 z`mmMR@3Rq}&3pk)Z}Ov=M`qd}$$b1A*Lyp9`8g^J{-@+ng5pE%9}Z2B98l zhgnDq_foDdg+#!$K)HCuwYgqxp7M%xtPh_y_}j!zg;=GD$g!qyPTYY$5(bs1H^@j# z_H~O9=bPJ`UTpFC_cf@$L=v$X)eZJ*hqXW^4j7xkqTQY0UGChqqK40}F5T&1bx#i5 z8(WEt;c~ez*cX5q1NGKPv$?Syhu5T%u|Y?pAt;Fh_8sm(Un&0WxCf9Pu&>0WU4Ap` z9ISr6jBmezmQMfSxhE$=%$PL7N=*f^AYYH;JuYRO5#MK1{_;gGsfX3ct2GQd!Rf=7 zi0q!Md&vaS1BR8PBq{H*%C2A0f3T0Q0+%>>bXIf^h?TSu8Blk~KMaxqvj-{Ky@wHD zo{f8&qe$2K$;xJ(SRuI2+7;QusS}<5Hl>pR4%Y+auM`o~kU6fphZKSNYNgH14rsWc z8%@2{EoxPUw19b52JL&q*(^!z%u-d7CzgrkyzI?d2En~5#EjjUDHaIHfLXK@?Lw$- z-jT?r{uWXVVP}u5(GQ&n1!)O18=x|O^Z`f)%o?cA6Q`+#ddWuf9h~U)Xfzp<3Nn(XF8^y(%7aFNR}v82zTvg*8ptW>A;_A$ z+(aJ|0duU9Ov4KbKP-Kq#l8^|`5wZ7rv)C+1 z1dP~Y(Y|RlfpH{F^W`8B7i`aYrGJ!}0XfwfDDMfVKK2w60mIuY>LU);N=mD=3rK4Y z+hcNeZUw}NnWMPy;p<_rlNgT+v^TG+EbWc`X538LLY#k~f|x2uWgJIN)n{xEcs>Sm zsw~>YH)pH&_4#j}kV(Urcj94pqNYHBVQ4#mjpZY);jcudZWxt8J3ME1Eo%&Y!?#NL z=cJ3$w?0AD^gmGZWPGIg9}vrpNx-6gbuxk>ADGl0mrjJX?>RsAMAaeP7=_L<8b7P$ z?W~rXKmWsWe?u1CIU}+J!WfuEQ)iTPyP6}XMfM~PJI(XO| zNUww?KC}_HZhH66_KSR8>9Jm8%3&L@YmbA{PwkF+>0uE_Enp(>Bq*=5ig@2rO*>YW*)-N(h3(gPlJCy|P@jZw5RUvT^ zaVR`sj1rec*(=2}E=aj{*AQ%sfY^@*Wu}u;1)=aDhUl20SbKL!5m=0qqFwlLexSt- zuTLNqVX3t@>`(z%Li~|D)fgKq{&C7j*pZtk@kjL}jEXN<`Oao z{m>I`-p~Slq!tvSPn3??3E4B2{qSgaPj+$pL$jl@$jm{Xk=7J?5o~&!gnUxiv!Y~3 z2HYn}P$p#TT#j`PRA!O^?q;;;`PfD`rKD5Gg~9 z%|Ks#>oSPvzJkm_Oz4;vBm-s+)Td>pT51ormerCntXg+kt8nlysO<9&#fGDSD_o%< zjmHMs%ZSXPUMcSH-~)V>XA^oGk6#2kl}4l7;o`0Xl8_>>&m={=&&Tnv0vUsvJW>(! z#0&qDjs!=qPNL8BRLmaSxQ~A(+Gxqy?BvF?>CvPN4I64y-dFMyCtBgmFED9Fj|Mm}laTVOcklQ7uL z4Eynz^NS@;O7(712erU*Mh4KkT%Pg>-9&bVPMkP=`YNs6*P?_wa=Qeq3Ld41i0`1r3c<`#4=DO?PUkLXEIvW$MqA_ z-SXK2{pxcSp{{^KNDEP|8&*PI71IKP_MQOU#B9aG23>>*wigq;{$R|9M7V{j(SI4Z z{CjD9(I0>OVRX{?g8uoVCryq@h-1NxvMDHBR22#==1bg~h2(sDyXHZrFcy^?=6)Ch zuByX)swC|LS7vuR%iYszNQkj2|6X>S@nlGbV+dkMT}b{p>{ZFk4buXb_EDb+y^%e^ z?T<+r)LlP$Ccgt?+ana8(~2HuK{8J4vrw2A!}HB zNOXmwA3f>r6)p z-h^wb_A6#<$OQ;vh@hYJHr8(=Bm(x6ShUv!?7N-%_`U?+J=Sk7r(R##3Go;msOsZ0 zN(VfahUL#}9_7;8RH=;IUaJ8TV|4teu^MX+i7*XmVc(1LJ0r4ZCW|t}kZ|W_1=+Nc zB1nb#`v~NK>ts!lF^rGd0+!P;W8g?qmZ2-aM4{``b<(dM7OL2Jy$-D61|pDQl(O#< zqz4RSuxRhKDvBD^ed1rruE?*B85Qn2Y|&)afa!sDcvJatuQEus zmAHK1z*4$5skR2PhFRz*ZBnuxnOkMiCMG3fl2=P^=G(b{)Lpu};Re)(8;1b*Et`{D zhm}Br3>1lGN8txT`Jtu1)U1 zu^k9^OnAb97%^XzeHNsi-Uyj9mVHvceW+sf*!1U%Pn86X;h!}-ac~Xjk{nQ>q0wq3 zILV52TCr(&Wk_(cB~E63C*7)c-6SV-!^IHfUV~~@j16uK=qq9M9tLf;C0`J{A2(pR1Nt9tk=kzN(UNwiDpT%S+-pTFa~KOuFna$blS2)I3v2o;gd z_aQA{IEhESv!r{;l0xMcB7=^r8{8z#6TU;B zKk@>kJLW?lDIU?11p;bSkO)``P5o}YVcyd(hgNkFr4rj)(LNiU#z7_MEY#2NXyf?I zk@Yjsj?Ys=vZU|zlLae*+G<;A_dpr&-1tlc_0$C>&w%uR88nYeIfd4Bwppoh;v4Cc zDms;(Hve%0XsgdbiO*Xf;SrARQC~Y*J&W6IUqNOK-vn7Et{Gq}zz<{&*HEX$uwNyC z5@rt6&qQ;L>J7dZ{3d(F@?Mwq%NYwo_VD*me~h2cFVuiB&i0>8mOOrcZ@HH=yKq*28-1uF44chUVxRT?l$k>j^B_) zW91U+OB?MpT)kV)_NEib+eYi~H)@?w-EHVp*UDYV;20T|5W0BHe38BE%(0L~Rt^Ml`#`vC+}S{7We zJq(F33T4pTx4#S_5ik~jL%m;5xu4^$KsMDoggV?@oP7wQ^?VW5TleR)n~(^Y7I?Jp zu}Jtj2Xha168Wcqam7so4`~SNxuVFxRvOm~iGW20Chg_c!g?F#UUY6HL~yuq_CtwCi|25=Xsyoztp-Q5mXV8@uf2D9;5{q>- zdJ4BR!t&lU5X}q%w|n!>Jq0%$JVaW^t~VYT(&Nx>?NJH!stdT&O@`-9Vw=``szHT@ zG87jy^CrE5P!dLDup}tg4$W+G-kz^aB1wQRvqFx~76;SMS;(H#H#ylsGGIgomv#yr z(Q!SuD7loBq2P@8PX8`&t=MZ68NzmbcO13`k_EuxGi`g;-Jc;6X*57`t4&YL#|AV& zKrb3$)hw+$PLLKbtjeQZ?@0?hCV{*XY0r1+!(&fcfj`L#0lghJx%VL%Frde#4KdQ% z?nkxP_mO!|Mta`S!H5aaWcmR_i6vX2r5HfvpJ|mauWnHt{^pBYMWR;Y|v!hgQimNWV;p0(lG$ zDmDBtJK_n+fJJCF?L~*qN$p%)(|!_U?2L_9S5O7FWrU;X<|SQF1j&F!HwN`x6aEF+ zGNy^73^oVy23{M0hq^wX#7CaXy*Vrc8KE)AP5Uc3$C{s0RH-Jvl3wbO=J(3rRiDvF z4Z+H*z`bZ#`bqtSqj2TmBIN_5PqKaVBvqvPG?YOXqpV>dY)35QRxy;p*pn62uKDkP0zwR>`T?Ih4C9YLWX zr>=U%urZL)4GRq{+FRcDv0H3XjC#n>aHnzafR*7WsCGCB8MI4Ynl2;*791pLci)u_YHG(-@;K%o2G6iR{^vw0&)f$canw z#vTt2&31ZGX+G~h1KPNFe4Ee^t|bJ{~D1&OR;E=TCEKdH*07k`Iv`pLWgwS zK^X*)L62@xoC`WtplFckv|Co0mJDG&kAp79QM@S7g6F{4* zH#5vq^v$gx)etwTH>0s03egUzWOAz7_}>K$q%mNAl{QX_xUad-ydjCy!nB{Ko=?t# zBuGN^YW)hE50DbD0w{||*{j;kGEj1R!?#@gtn`231~IKdV-NMA;VskMBF&mqg?@=uwH8C#ojuyh#S-F>fpwn z0m(24+4G~wo^t3bVQ!T}d%d`@tNMvmr}%~^ZLWzt@|ptWpHmTBjr8#Vb7(C8WHKqk z)h?Ten&$^nNQ0iZn0Z!g4TzI8QTu9s?Pxhj4VYWy&|ZvY_OAG}hd$rQx?_=pel6Ni zhmt+QNgiH4;4n0Xli0MEOmxLZX>GfdOTyJBjs9-glctxS7A+GHDLW-vmNEK2<%ViR zPS#d!o(vf@7NA+QjltPBy?a+T-+|(d_STO>H-OCE4Ai}vdt%pCNCwOrcx=jSOp%?2 zTu4zpX$=D7;-on-pbYBB8pd7ySO&>}S%V~Pl33Wr;!0|D68V)x&W7y}lLHgbs|a%I zM_X$^GGM`hOB?J}U3~PT(bKPH zTebOS53frVq{_vNhvM5w!~=K=<^)5I72^S@cM+>3e6d;KQcvJjhk0{<*I&_sD$y;- zvBu8X0$zK=9IF)Vb^DIp@k^MUe48@fRiq$^o z%{ww_I5U`}cK)Imgt*TmEoAH8-UitM#?$j?ujN({^FOHFXihYvANT7}uiptZmJBUv z4EtaQ-fY0a0*6JpK}n*}_{@d$Oi~LovvQhaa=@mHKM;@c<;~5$VOt>W8AC}N2IcJr z`-ER--u-2H4j&2lT>RZ%_P!Iu0!%?$W3JurYJiLZV*w=DlvB4NWo?&o;|dZa8GAjF z-w_2))t^Jg@cF6(xMYGb2Fh-gd)I4jy<{y}X{hnqRoD(z8a5)Iv@!h8e~;miKMC_m z)Y~SDYPM^J4YZMUw<|5zUo9?#dfkSu;Y4rIJO=$F%ov!o$Lb^6PyZ17@s_MvHL#Uk zgT%m}#6)VSc({xO88oH_mK0@L&&=p#P>OLDDZ>}`>@C{8P;_fVKB>iMx-g^$oLi;c zQLpf{zxHtHO;UtqN(DW}dMqfqZAR3jwSg@cQUewns8<>yLbA0|SKTLLgHpNn+!|?! zixEdY$*B`3{P}%JaiqO`=t6o7OU|L`^C>PQv zxIAB}@}-YxA&x7&Xe!gU6^d>y=p)@ebdv!Y0~XyFv^zgF&A6>XxenwN_(0^qn6UN_^fp+2!-p;<1n^{X}YDU+*f1 zObJs1S3r5qCw_Cpy~TwR7a9uGruxcm0-MlJPz9YIw*>ry1+SoK-zyPS+|3pLY$sX0 z+}&L3x>#_rArSExRmV2(fGQu1$6(SP29O)sxbst|#6L3QB3zRXueiP2{CM7q<4ett zM>+kA#}FV1?rJ5UgPZ}=f`Il<2SsVV8Zr!tvu=Z}>t1TgLLkE!^{h09NXtVaV6>!w zNx68FdFiz2?WG=q1(5FE-c@~IHpJ;|L+tRuvcO*ld`ZNO*%6OR8S15Kx_tL?k{E+- zGTIW&T{;9>^3g(JHDbhCbw~|ZSmo0`1 zs~E@-&@Q2M`?!dnFX_a5 z(v%2ChprT8(ya)IpgcPCmqU}R9#;6!Zuf|T_JzcqvAya@}KqPHc|^%X5dn`Bavz7igjli^4ZRI{5UH1k1|~lpe&qov0V_TQw12qHdhvc~S8WX$kb+&8Iv6$#hi1eS5F<8U ze_|%&%~;LAr9Jd{^6IX;P0LFOU+^rOX{P^TB9z-2kvFStvK;`4fO#{6_8@@L2oSX|NX;OWIU(~X{dkcyG-orhD z6cOxnX;)urAmJ*e2qx`;!y*^a!+V($Ur&1PHM&y(wQptDp|6zY9R`se7FVfXH_$QK z9TQ-fK^C74k2Jbx0}%Z?&l` zvMQ*RpeEHm-YJ}xa|O!L50D6x7gp}-p9p-)V2_{flpOlH28ExNu$7)SS0;}<1j z=j_Q>N34Afi7*mTV%!H;xAa*O30E;njCRprHM09z!v~3@;ulm@r&|;bg(~QksQf&z zQNgfJ3*@&Scu=A{%-|EdZ@b@`FJwsi&~owOvi%Sfv!-`I>>M|@PY3@uFED5)=+s@o zQ9Ug=WJEG^*GH{=H;kaX85>~bmm<0dWi>ZM{y9KS})Dp;%EE<}|89a$K0y+9> z!~u*{4EgoF8|e&K;Y0g3sC9g+#@w@8NHx?f*fer$J4n%=K|ys&<+*o|DPcjCL0b({ zBk}?q?Iku#>h!8TgQCI2(1LPX(-7T!$fL2`#-%-ARg}U~iha~g1f{sS4Q28QBcb~9 z4@6`f`^|kNBm$-eE`zd18@q@sw`EEkrc0ckO)}q$)^1YuFQrny6rrPLHfy?c55tQLcY*@u+;AsYihqj67>zGbyLx{F(ZvAHv(-ae~ctBqdgVZsH8@8xX5^95tY;ILG_P z>anSxzO`u=+CC~IH@VfcS|bu1p@vlyDxb40SN;K65{5At9Lj5xKFQZ34c)$yHA9`n zhmL7UAWmW;nqEI@;$X;J#M9g5PFXKx)98 zfkpcocaf7zOk=`vvhJ~HD&V<`heHlM4LS7qab~ajB?DK9@~>PXH>VSyPvmbQ&L=&e z5wf$S8I(aC$q@T$eLq14ZBwcjY;#RglDNlxV58OC7tYm^NZ7 zLoMk28)x@INDIpmGg;}S{p-g`(it#s=F?uNU#FY#rqw1VotRB>^o`D`(}qZZStuZt z#H(C^w1D{nmruC|ZJavp!l&z`7KRqS%n}_1|B&tdoBPAI?clH>W=L$>cc5hy#cg{& zJ|mr>h0Dy(6%K;X>SW{$<8;Gn`*Is;Ntg@*+963UHtF($Zu0XO&l7e2j@6U=X3CZP z_kD>wr~qBPJa%wjP$GrEf)e#DXkpsCJeH}%IqUguie}~p;6lJkM2gLsm3jp72MlCz zXfySqu~R#a6-(Svo@O&qtHB?lW0X;PvqNKkeIk�e5N2ONUu@n_gP@OMH>uaC^%$ zze*^s`XWQJa+3n@apQ(W8?4IhUbfF2(FiK4&1cfXP7n ztA;0f^^FlpXUU*6V^fKXv*A2wnBga?8T{rRxYQ>C>Cafrz~|Cl{ft^y`MoTkY?nOF zvb%2A^c&PX3`VVnTYAo?`kaB30ju4p&scdqWBUfVeIx1~&mW9a;p1zeE_4Y}!?BnY z@P-wx2HGLXCuDEZ_XG6=P>TC0|240AAym3Wq0(({PxG%~22u-HRAtb<@lkP||7~t; zauWfR&WsKS(ls6lO*0HY<4M{ZAIyd<37a_Nuqap1{DZkhGcJ)$E44c1zo#^4LeB6Q zIYatsk7JMsm@}|x6B&k&EYAgBZ6_?rgVnR~e#99lxt&FL^-|y>4kQAW+^FAXu#(>D zxu}8sC~#HXgWBA4-B8Ep8FGe$8Ox7DSPypw+TBl|!&Na|-mzp@6<%>HeEFf*zO;2` zIc%M^MR!)njDHas+Y#uVC^P^~2?MOu=RS4JT=rbB?j}9@L(FIkfM*|O=TZV*tKhKTxm<6=VkB?6yGxnJ@`cAxpRv?ju# z)h^W*Yq)KMQbQfm!p2+kFG1dbX@N)kY){dF2|j5p4P=52khME)Hpw5Xd|XgeiV&@R z1L*;eN*u~PA7OF#>(UpUq&JLO+UP%B3(|uI8t+l+v0Vj;fN>cdHsz5?<2>hg26k1X zH|$jvz1dy{dBY=A_@wP$4xU@Vw7{a>J$xc+HtcD-Nn-96og0o1$ADLFj8KY}d-*g7 z!rWMjW>E)wU4b!wy=W%gVW#rxFDdHaE$eo~5$pUO8qg;LS^D5IP+tDzU%pb#sq7{# z>3eAGq0AUi1XmPTZ67>n?Gu3ntXO(u&^{?%#ILW;*UB#^)*9x`sO}UbOoTY4-tEuf z3-tbiWWXY;fc6(}!nd~Go9~f(#GZGY_dcxM1h(E-C@Licmv8P@RAN&fv-)z$aoa^P zF)5~Ir|W%s(^#mAW}v9F>VWaKJ~fb2&{$NW%&+oWQY{}?x022FI@LNC}uB@n|2I@ELm`Sj72I-Ipm=c(@w?Bn}!uc9W z5;TCPO5AaGCn&p3K_XmfwXo>d889|RKpS!^McElP z4w3lU`uCK%Az8@-Au3}(imC%|TdVe&5-9_Y^=Myqf5N*qIn`O>%tyGn`N|Lj$Q!01 ziui`_m7KmtIw=B1uQHV=&)-T_Z4WzG`22GM`^*{yIrBegnOj$OyC!5u7%$1B zy>e(M%xIr0eoaQzDY^$Vgfk&$K8uj*#K-aHp_q!f0+Tktc%t&$Xme#3S-9PPGuvIg z8{Es_AQ>`0-d_o+0Ru?_+CRtW%sl9R_;hU(L2;)iPB0JCh13v@8V$E5CZB~wz}%Tf z8)66-@>|nQD#@Zp^ML-u;qj0N<*0m~KgH!F1TnDElS_LRV5>!foKBqh`|?@Ny0g@_ z&N3RZYRDPZ(7GEBGDr8IkCcERv4beLoe_-&zdFQn8;kaIPd(drU*so=Sv_6Xc?#~P z5Z*qFOliB;6UTm;5{LE~u60-2R4;QR#y*?I7MM;+gE|eG2GRp*%*WtQ6RVLWsXVGY6lx zc`?Ce=!C}S6B?_2`&Xx-cUo_9+=bzgDPek`zL}vjDKz-!U5UGTo?0XB*}Z^FDHn+l zH>$uIQUfjm?W5>I_g!nA*4L7zMY6+f9=;*- z+t9NYnb}{U`qKy@CFbDHE=Ua+Qex2lQ8`N^@>RWODk;Le5gQd3jt7a!wJ5=@J-uTE zqy{X(F==D&lOKiIF9ONj;JMlTK116U!rTm$8%q5{5+OBUFoQ+=D!NtHB6rK|ToUb7 zW!h~T-vxRD19`)?s_2)H8ZeLM(Qf#7$$IYST+~5OVsT-CL)B+yKtU-ES&~Jwy=lLo z5{EVku=RzOQ%rdZ8I-~f?+^`tx=eLze8!IW>6-EBJK`S={a11bN3DkUnXQW5EW;YdXFx8d3x14jkI8be%mZwW+~f1WoUe@;0fo#R=jve32!^%Lvy)BH)%p zdtXfKcHKj{O=6&7UctvTi!Go#lYz*RRvru2>7ONWDEAtS$N2NCC9l)x>`f~O$pKFT z96+qt*7t+P1sR0v#OMCQF z&Lmc2dt@2$V}|spyQ9(XB^EgO^oe1o;-rWsejlsYkoA!Q*PGfhI^F;yb%mQkt}tPcLxcmd(nLH5SrfD%^uusM{c(d9l?cce8p5;Ax) zj}NtJG=QAJ8HFTcSA`ppKVu<@{-F$?cJAja^3J66nKgPfQ+7ZwsTnm)W@x6iLLy-P zO#LL9l)a^Su8+jTVROr=3D)l+5vHQ8y`k=>Z$ctq&cLI+wWrix;$wPP;yC@wcHW^E z$q>XaLRv^3&*DN62}{pB+GUSiXq|b~C9-!Imk?3y9tj;REkba6iQv&%C?a8STfm__ z&Y)AtpRd;ND?v(;0175kYXb-wMwf4NMizahhd^KbBpv9mJ z`w-AG(!45$oB^{Wh7#qds#EE*P`g56?6Y&*x7eQ{P}!4(qU!zNm0+&{i>e&j6B(&# zr-sRNkOx=Pk}Jh}yjZAh#YQM;&sFE&AuV80l|`E%KDq0L{ZqA4GPeoR4o0Pb9QQV~ zIH{pk@eUFJ+iKv_KF?s~b};E)PSa1k^QLB<6p<691tkV)6jh7fT)zzYGv*5%+C!hB zZ(+geUnR$4+gNWIguDUsXf~hnevCM;^U5N12^m^H>poVog=l(Ze*!U_#1>HA z@ZmRX(CVI_Nwz=ra(;6ciXms%gwU$>m23O^oPnIB#|(*bVyIVH@WHxAVquRtPW93j z_hHbq-aDiOpG;%$e{@_4v1s6&S}a+PYPSfV1>5^vfh319 zj6r?4M;zPy%|t7il;QW6;*e{@p&qmp5@E=PPVnm$OavB(vM&e?^5-;~w4@W$dhZ)F zyq}tZP)~#=4iAsm{j|>+NHt)61{UoZD`8Zzn!8B@nHe^ozM-0U9b7G$gs4>q`PRpf zDPasZgZ5t&KBdL&wIkw48HP^TJYS~);$kcjPHNS4N`^$hJep4%V;Hjz$!FbYAUalR zZ{}EQpVJP?BgEZ)jb%_1oTN`K#a<^g3iptCMQ_ciNpn`zPP}Jh_Q(%B^Jmsef*K5bFh0 zfA-E0>orXgLTbRgflK?xNpaMl*7q-EkltWgkT+bm9vu9fhGYoe_+}d94VVnn{~;3k z`_6FqgS;mu?fK{RMNKRS>kUIphJDhG+mITt`jbn0eO1PPk5gwz4ygu**dGof7~p>s zLZ*a8CF*~3 zr=DJ{t69=P2G+?QFAqGO2{mv}A~hWHm(A!iC9-zI)Ib|3iS$)FO0Ul(dHPP*w!PmY zdZ3`xfB@^;$us6cTEIjQ(C*+0tu@!RJ%80i0M<_qJyrWRLYVs=VltAq{?-nOfH4^y z+CP^l`OcUzX?z=LNIEGVFK<17w9vaDbLV&}IBtmf0*`jtP@nJeA!QdCRy`l9crTbR z9tx{n$QL%b9|uPPFhim~Q&Q2c&+01jB|{ST%9`n2hRHN!h3L3{A$C6E#@30Sm8N{q+k z?=V;(F}7MW(0j>@aZt^$9u?5pJ#KsZlt3a3tbk^6DPJDSYAG#v@wSkx8N}ats`uKJ zq4fM3(ZkoLO!`F+lj#|Ys0cWS zx(H$n%ii-AibyG>&u#MNP265TE&FbJNDcRq zB`Igd|GI5JrUuNCxB|*2GJFbaqSx+~=p1%v?e>mT1Uc?KXqLXnT7LlK4OoWe(O!@G2#mVQ^qta)bAR9g|{>hFpr>8?rt7McJtXI~jLO}`33|!jlZgOq6 zBbjn-WCK@sW~-a$77%50A(XLc!luwZQz8*J7L+KrKa2F{q-s=>AxX{cX3LlGr%*`p zM7@$}M(X`L!zG}--6O2gOq<7%oI__!URK%$i6BN`_2GcP>5v^^QI*N09983u3?{Sp zWRtYyb`4cCYkly@WDD|z+cihQZ}u=>pnh{TH7AIl)cA>%!6eRY_2ww>U+W#HcH3Kh z%(~AP$f5zu477JLjCWd>p4;$|#2B+f3%?BELKHyn;-}JviWkrVF3yM1#@nK|W1b2t z!$~G4ZM9w2+-&&r?P(N}UR>j@gxmqkZamt0(0S|=7G3p|G$rmsXE(oC@IR>C2*tm5_^uk zVfE+5|3GTMyn*_kR^nn6_XAD$NHtt@7?Pv~f6kqO$_B;gbQ?$p%#?Us$^(b|tW_+2(S43Ys0tpYaXxlf^8ht3a;CQ=4b$(QaFTd?#IBA0e` z%?6L6VY6<0F69lGlS{h3W>$P5BkRHN;ieXTpbWBT@9@Y+|C3N;#h3sV?TepM5!r9_ zn#pN&&x@BcgbrIGo*;4cAKRASI>Ll=Ec%@6XbC%RT~p4YQwr?8+3G#z<^ zqtW~EkT+mZiA9?f(+Mkh;@tC@^oH$wbw)S)gL_Kz5m>spc^|l&fq69by#_f(%#)9< zrKC6P4t;si{RbG8vXBh!(pL{ddcb7h(*6ZUd|%b!nU};bIJ;&Ucou|#TLC_Z3V5RE z@ax6|3A?cjNBakvBKf7FaFaAr4My%x7OG1}LrlOF6je;tG~v=Gi{Ir;ZQNCZp^9NJ@(UMluh%Bv)DLx%IbxrYuw(*SP}%y_ub zZYSgnILuI@3^RO$d-pwS`$j^gci+{Mt{wgzvZQaQaJZB#4Nf#*g#(xNb$Xw9^W!X= z!~~}#{oy?N!M+w!L+^=+v=xfEkR@SM0E;%ks?*lgmSfmP=7!tz!p))vj4l1|ZzsD@ zh8}3S9b93>GBle-nHLj<30-%ds%#=gW46_`P7Tk3wBU)N>Ia3=Uq5I5->6D^n26$%suWh{s08^l2Kw<8eygaMO7>@@M+JkW`!sO zYCo$cYG_Y+W}&L@5^!7WBFYTkL)Ml+GGLj3%cMNgAd2=0srlefdV`t&;*CDdAjWV; zi%Okot6Lyb!Y~Gd_SPQ%@;Bd?TO>YuSGcG+XxY$Hz}?kIq=t{nE0Q1)Ff~v=lTp8~ zJD^GOC)|e&54+R)P*{DBw9xHfTmV@TrUmMSPilr^aON^{7~QjSvFY_KN#In*NK`@( z>Y3Ef5}Hf7-yr%Sr`O4lI6iczG0Ew$1{9QxkqFwdcOO7%z*qq42hqgtulCl~Z6xP! zpWFI}n8tu3hf@&9h|2rT9P$PX>QSHkG!#VE-+vKDf{Yg(ckep7LX)3c5y)ta)Sn88 zfT@AcrW{udYnz@GPU#_;j3wm-8g|2==G#P+p&i=?K7>TTGBiU#nG@qL+*9wF*-fUm zQwO&lFW(DkAp#lFkrE~tRxz~7pgkN@|9O<7m8Zl?`drSv*4cL9K+)8k`YM+7Wbp5oAahPU6u%qnvu~@a88YoXPu! z>sIiNu3i9*y8VfKLHfc!V9N*d1?tDdWDKrZwI6>=MkLF*-owpWK}PHm!WikoJC~r$ zfME>kJ3d7QhmSpaTtO7jp0D;zo#D3-{N8WL=ey>hn2D~3T>_xl5K_=!@@gXT!3QgLL|baj4|NtUd)?0EXrtGyw^71 zz=n8IgelAy-KQcTElfi6_V%s=EJzDj&BIWljPu0IJF&YDHIX7juZbRZz7h(NE zqpS8yY(_zO0jr)FN|a?lQ8isxL|~+wf%__x&kcpjwuQ)@6=!_;2^kXZ&a}@P8Wx}Z zzVlKmkr&ilLNW_-hCs>r2Ws8w*{&~#3<>iE2JPh-o%r_+N_Ia;cNTCqO4sUwH|cmt zhKD=U??N(Qq$HP5xm{Hu(02Nxx}1!v?!j`0Pj-QW=)a+#d>zk*fpr@eR{0Fd5)BgHXXG}zYC^tw%!47LF}?gn|_40IvF49OPd=iRSMkM{{c4sl~=xCFGPhXWa+ zX#Jzr1WfW=+MOOT2Hcx$KnZ&1`-ujS2v~xqPQ%DNYLfDqO&+q2Yc|=ee2fiMJtq(i zqnmrd2@(NglGtp@-72XqVH$@yy??n!2YLM&=*2oZ>*)Kdt1`torI)`#VD$qkpI5!p zPlh5A=FRjMe6G8^TT&%4Y3SZ1xEJOEMx)>U2EUHp3K1G)r9NO2Ky}YuR|D|VObqL>XkRv1_c-@SeEEA4Vyst@YH7iH*%C0gN-445r3l_(P#S;Z`q7welzJw$pI z7V0K}SWg#W?hMwb4^UXbupWTrzCom5*k# zArbbV6y3vrrUW?yrUfSLEz}6;07xel(@8q zhsE1fjUv`d6h0w4yfb5K!N58SnbPYK#^7B5%#=8^&vE-SRu9dM`>UKdu&-IAIX{00 zG+#9dU4l-(Hc%0AXe_@81e6J-RMD;AbbEcQQ4owbk9&=HUX>4ReqLE1cxOKYTDP zuxZarih5#ibVYwBZa34F>N_jz+eWuyQ8&9~4$b^LdnQsXpKO>qiZVIXAxvDr0yx zkUM1cYGIDgZ%|CaM4){pL(G1(E#PDqNymuYdGAJ_f_jIOP!XME{S;h;#vGbMTM4Nz zF2&Am`9c2UtN%!+aMF8J(naJ9k2pHqF=x1A^S`c%O+@~DRCkjz)V0F=nWsdVkMR*l zSU9K^lNtKD?}($d(AT9U2yrvdtX&92BrLaa8MMn!Q?^6%JJy!b^TcbLR^Y=k*tL=!&kRBT|5t0FedTiQXDakCe?5x{gMQS1L%HV4C^M)2bj1r$~d_8Zvu#Uv81VlhcTdjgto#xmIZ zRAL%Hd%Tg!%Oz0D=Py+F$bVh!4vByjK720aYhp^5BGb!?T8Vy1T-d1W#>dN`8u|jV zq~wevL;Gb(TsGygk|Nz@4cE(Fkfd1DJXVi)1h@`RgR#O8Ium&esqWH0r|ol z)NHuBq7uBUhbe(U`)_fpGsUCpm$VbUp!Oo_i}j;@kT2Mvh$MYAK(|i|q#a>epuMgq zx;T6C&9Tjd1VgWf=s4>QfyU5}qaJi&``A^GH)8>bL7S#8lJ}IUb8jc6O5$2GUS2X- z2Ie+L#A6s&9ToJ+KsG<|>Qm9m)XdaSJy{`XQQ()2$%{8+BrHmj|F~)4f(?&L7O1Ny zu3z|l!T!JE58u0_Iq|N|1m;>LhLY0Vo#UB~EFmjQmN|67Gh-o3P3iYF=EHY(b#_K| z5B$xi{-B)v{*5+e!UrnfhNeUY5L}W?Pl$}jb`mt5lz_CrVB7;&S1~QHXp>1^>kD<- z3M9U#GugXRo7)D#ZF#gM_RlEcsXkXA0}@6iv1$KAoRzn&CCU36IsRN1VYX!b?~pg= zAuU{9Ev)aeBT@uh3$#ajbe8VfQR^H_R?le%nNg?e!Ronpk2@gJ@h2n$7LmBLXG-|D zOq?!h6qAKpG;4{r>kDutgM&cQsX(_2kSSq$;L^t1@jIXVmHt{{oT1_L&9cGzkSWO^ zZ&=ST-vEh#c>{~~53)W}n=KA(kk~hL*^=hkV-Kb0&fb5yZ(i^{I$*#6PxMG{z-mt} z?TN|woh2Q!zI2n8wDgqnnODFd{eI*Mt2cc=59t7N1s?5xV=C6$TwSWrPDCW>7;RJi z$}iAKgWj`A{0}QNAQ3Q##AH#f|7BwK%lO}yC>Ktx*`w^I1BoDup!R$p6|myL<}ui` z+f`C~E3<6`-$^s7v-Z}=9tUw@T$C4v-*$Pj5`xr=Fu)Z zMR#smUU}Y15PF{Bi#ukV(Far8btJ>fabuoCri97Br;U=VYR(xCA+~j0eDTqTP{JE>7e7=^m;zzd??a8qP_L` z#A)Gchc1bm?qd!~`(Lz#qUvJ=lST@)pF>)}$~Gp4vO9}kw0u*%XGgXerupf0+;<%a z(P7%XGu-W&2OxjO!YY$Ctr}l3zE10b6EOh&XM=@CYRMtUpFg1d+;}SCHY5U8dNOFA z1WbMMIXcfkqJQ4AA)$1k9hBUjAX-(s`l+xbnG>7 zb9FbG_gu>;oC7%nW=H}KkX zZXH(X4rzxZQU)i7)#_3&pzYgRD5@%SEgcW30gFij+Ot)Lem07)gc4yj#o}W}$Te_0 z>;$SAy1#2BL6b>X%|QJlD5aMraSq)n=>*_ziD+u}Y*ba=8lSNve!6CS`i}TVL;p3& zV2^;3;^xbjAzQ-I8;ABCG(&T}>9c1w5iaeqtk_;}E%?9tMpQ$qil-fcM8IljChdWe ztcBN}e#pz3s0rO}sgHN|tqLXHC9DO>qi7=&Q4&kO| z<3ONPh1BpTJF2Q*YM_4DaI1#9mE*2XQicrOqn>l(AZm3A62a%@#+m&Rfk~SM*qYk@ zD%DKl+RZiJD{K7CA;_JCP{xo`=hr}%grf}FN9nV6Ecs@Uc9g6?x1U*kKC%Gp8}?3D zm4yzdgw%k01MT{A>p{gR&K_dqbNT1YA>NiV!4mo=D&Aao-W~{vfE91l*Gl4bBI^vF zi%Dl#oMLac3q0G)>m37_xc3@lNjM8Y`)-mrO`-inb`4p7nyC6M3bz5jn>>y>&=yyA zg+el5-a!3hw3B`*!nZ{d?VjM!9(Qi{@6aUu%HG`Y!u{9J;$#7ec?0bhwABsgs)~qL zq(difdM-6?6v(cALuhYzU`C(@SfF8P-1b5y927UH$$1>E2@0>2lrU@DB$=|nok`3U_yWrN^g5k^+;0sM2i@;a&38m+3!ssbYbYc= zc^A2{FC>w^fK?5&hpW6Io_CZymiPwhV0QGvN;&Yek|C&O2(&m?)h7b!446AJX@Be% zf7m6qrXfFonC#gk2Wc0Y}zW-$t@?d+qkg_UneGl zAmawg(2q@iY=k@-%g`L!hs3-bBaPQ*r;&xvoJdoR#8xP-s-Src`MFELqk33^<|t97 zV+`$8L;ZJ3oUl52+fP?y2F29@h?*Q>6jI!0Nu)z#j1uiZz0{=e&SDkvYXIqB&>oK(Eg!eYuiIn&DL5Ht$y>F=E3LW*KR{~Oib9gb7u6of8Ss$A zrVKLb$K>W*I9x&EB+sDM$pY`s4~I-$KjUV{k7ZQbL5X%|@lW z!yziB47D0=c>etXat5r`z@|M4z~5&RFEs5SL(+sDJx-RJKt`+*Wd zKCAy^QJCMt=@J)XOW*nF>NY_`CBqO}O;f%<15yL#3|!iWK8*#>@@%RflMv&lrfi4l zB9KnfL*8&qcmQ0p>9#64S7R{6;tRKs8tS1%}Ev4>>9Oo>Um@+oR|b~)WFaomtM-adG58@Qj; zg}9jMyEQx@kH)G7E{n1rvP}1U(Ug}s3DE6sf9lRNC^yXM9h%(W|7)Is%+MH6;`1p_ z1JpO=xN;+Y5a~_YuPf$!WG)nx5>Z@zw7=*sqy;>#(w?#M3jWm0pG__(d03?QO-}^1 zAdN14PVDiHfqI8ndgIf+lBrWMOTMnXlAM`b8P_s&S|dV$z*knokSQI?hD8cz6Dr0~7BM`CTR0i$x zP4vb3d-~anDa1N@-UPqqw)yKWJqq$t4)h8L^3optuTJ_RYz`Q{~n^E$z zJJ=W+;zACuT71fw9P$XFGESlNmbkIV3~~l6y)kL`8bpfLsR6HA$f$HaG(p>J6xi|^ ziMC7Z#ykT*cEcQ+L;IVGoG0SERle`eC=_4tu* zs~t5Zz98BdI@n;TC0P6PPBg@>@Oud*ILwr|v`<;{jr3g#8ztiE{LFT_y8S{l$M@eZ z?S)9>bIsAbZGa>GO0*|Ymxnq(*Oz)Bgg z#(QyH1zq`MdJC&I3;x;(77o`CwI^h5@Q04AV1boGdta(PkRDaCXZcr%pi|+2BTL0?pHeC zHwP^UWqh>Q-VB)%#ssiwV?BP4anD@G;Bun(R@P#)IXZq6)O%Awxk2go-?AW6!on&; ziSo3Yl)mWwqm|@Vy|g!L!Pkyvs05WoYS^uD?jJ}5EGF@Jlu2Tr*)1h$zo(PD*t9k3 zA68$3Ru5mHDmt#)=>%j+SQX8oouLht-5%&HllTF5aC(ZrVglF!jY4WL{PGw0J38hK zEZW{+yyJ`YcFBSCqKug}Y9P^l2vK`u?ft=f+?WVF+8>w7`Pu3oP6#3`$?VE0#=2TY}gz}%HVlJx-@?T)IaP%xj}c$t8tJwU}XcF_Ju~i zO>^d=xdmig?LK3c-hLarxmtug`q=Jr3rGgcqp7o#@ncd2VGWgJelxj!eaA3Y(4*PN zqZJQW#X~Y+fmJ~J+^0^@$saKR#O!DCv;(;2t&ZH8iJ4( zqFIN*uL3bGaF~=Y>+$1udjzl^Ltj5Y*E|5cLWBdyf4W0g_@1 z5KelLS?dpJ0ZVR7>W4Dl_k7bz`$|UDu^Ja|e-DEqQZS;#_@*1c+W=T@W6=H~K zjiPk&D`GVR|GaC{HK5!Uj|_>IH45xCV1~rxQ%0-CoX9H~0pyI*P=m5Km8uUAlkpEi z7DdAET%GOmkdg+!_qI= zyATWA`<`VSpFScF548O=9~LdHiAZdGOR7O(;zPw{O+%qZ z`Y{xeW>-DdguDSu3 zg=V2sYq&(gu$0rFFnBlQ&_9qf$n>DNHQ>LG1LDrWp?sJwtIKstoMsz|FvLOT_78QT z$XtCAjsB%(#d}rO<&A|?C2+oNa1_Fi~D97NISwJ5^V`Y!XNKnbe<>2+~V(- zo8^A!{bE^Lcb3D}SzB~xh0OTZbW#IqGxYF2gLNCWv&W#mI_b>cnZv9nN(N~Kw+Q*s zN1(dxAli>{9yDhOv)e|V zZy$v}nehM|iy4S=!{eSru=R-nZZ>U7&&upaK~TKJmnH0fwiwNEge>VGN(~*`oCo#6 zr2nf1KJ5bfNn5MxI_(Z3HFzqxj_{5{=%4K@JCf3SEBEuqZJn7A1CWmlY1Z7L*Zngj z4&`6b*6F=UfBj4%J>N+mwQ-p_*g?OH+&PZfZU`9?7FGGQzc>)qlxhY)E5qISrg6o@ zd6!Eegb|Efq3o;1Z;%!+SK!gURI*jyzT;S3G>I^h^>9OilKzju@%l-i)uC|_xs>7SD z6Qq5?s9K6l>56h5xGIL35})=*4Tha}?UyvRlQJZTRVJ;pfcl<8kQxHF1nEGQgsFkY zq}=S$u@Y;pevnAg7<Pk_n>2mY?W642gizVO-kVJzF=%^oUjyQPoIV`$nUR;56jVy`Ss7eOxf6FRYRk z0~V5K*F1qcE`GWZEwRjS)A_XXmYJYCXQ7JWg#KF47qHyMrcJE!qrx?B)V(3yIbz$h zDW|+4L%NSzJ-L$vwS8J3(Kg=d5m4s0Mec@4B{yP7Hc4u#@0p)cpc-@$1u($h=1)il zoC4rehDkaHUs`3n{y-+^iL5~%X6k~&l1eB+N2+_bLJp021NE!uqNak!o45QV614P( z>f=+=HKArt8RECSRxhaU6M_6+4-cz!Z^mxj8QU3G=Rq3MCB1Av?$9}({`>gwWR%** zfBCSxPXN*v@YF{8B!JZE%a3G46b-sn0okm0M?26F#=OIs1Ay>d65}!63CfdF~ zT)X`%nVr>c#3XPE!2Mx6B*TD*=HTWkE(7g-L*awZi@X0K_c1&VJ7k!5H$WiiJz~QO z;{SGoiXMy&W6+-Ud?I_e%Pqf_^ycc$hc7lR2YNlDkrGVjol5GLA#rFApzA22ZI zm58YZTHn*%!J~RZ5!(KEe`Ph~&luWf(*71*nE5hYHLxq2=oxx1aK3TQ8H%ZYA`vd` ztGLrY5xA6j)q35_IWO-Pks`1JE{D!2Kq53Fko1#V)c}crxig#g*&)8jvpjdhopNGD zZ1>XLtg^{a!Qg?W!wO|p5+G;55(A5N=_#yfm4CmAbZ5`?Dx+g-wu4i{@@Ry9_vs1X zC}{ieVrbB3HgNhwv&U1B>=5x?y&Bjowy?ZHBeySf@v>0Pt!k3ao)%l`9}E zV1bo-w})?^rPO}0luQm6yDhyIg@gMTzNr2@pOOv!_kne+7_?{HL@(B~)iN)Vk#)|Y zowFC`K(k3|h+1t>)#~3LxGW{gR80M8osNY89VE(VNU5tUZ-GQug+$Pv{{Z||45Kkv zEXwDrvSukX>FY@}-I8XdvoaSzBDf$C_L*J)4G9y0O}pEZrKi;z>qT;_(n;PXD{Xus zcK9;lCG~9rd?A0vc}d!ziuu$`bnX&M%&h+IU|aaC8*I7_M7(6?!Xx0vXjqEo&|V%^ z;$2*H@-o?HSk+P+EgKySso^6+8C%j>MG)A-L|{<|dxv(UEwQg5{keE@+l7zkp{ijD z%55rdOJpDs@Z3iGgLY;o%JR> zf0u0ziIYM{<)qy31AjW4fUw@?YSl}SM`JSZd9*>ss25v0UF%6(GTakdywMXPh}R;5 zI8&{#5K;q{-gvZ0F~hHZ7n{m6Ni`UlnSV;|0^#aHymg0q-3#LWudTPFrDPje*1&ww9i)&9tbdxP^~pfaGhi~%MoJY~nvo7^?@4c9xBk5Qv;gFk-Xl|Tw)O+r zNz9Z4Ov5IJERQ zgRZpdNCCOt9w%3i|na|!u?&R85cZxXKIxEld?{U{{aT2#P}O@f~zra(1exM;W-x}EnpK?0@_obBI5;b7rm}0zu3Fv zzeG)R9IAYVp!)L<`NLh12w3sPrhUuJN3k_5_0$j27t|LGJ-5pdnt--O^`})&-NAl| zz@R+~AR}mF-&g-mh~UYZVj7}T1wp+{=%a~f{)wPIUmz^-iqvY$1XimN?MYK%LFZ68`OEzM3&^=Q!@_|0knuzfBHnTC{p;C;=V9@>wDz(SwZ@)-Zo}=B*~dt*`t#bf8Lh$KVu=DmdY65!o`z(=ViJQkPcPi7mHxB+YdX<8oHknB zNUu{0TFY3A(womSj|ixVi|K*-MfWF6lO?Ry4$_up=y%lSSgWXRjsNelNj?foD+PZH zgA{>h{ZdsLQiuf zZt5L#l(tK|3?;bND8adR^FBZ#U(XgapJ9 zH{To^15Gqw^8hT`w@PGMPP<}at?xTY5u_b|gbk5}0BaaR zN^)C~o9Feo7_=%xcZ&U_gUxdIbqg@qM2UO*yXwVQx;1#P%7-JqILP6i}( zx2gAc9)?K05h$ig1$ym=M8FM+NBIk-q9F0@s%_1LA*sFZocY2i7t+E6G>V=TV|5cM z7%-Se{Um_6ZkOYM?ptK_$+b-7B#8z>m0Lc_3rdXxZa`|l@&b?cY>!Cg@94IR5{Jaq zjs)#!>VUQy98eE>UxX5PQV%ETX@7EP^~2s)HK&oZBtb&VfD>S!p%o>DL0yWikR@S> zK|uRbDSw}BPr@K?(vs4`raD;EgDU~OMbEjT(czFKVcx)|y-+V_sjS_YOA?dPqYtlO z#K}P*sRhx)X3ahckO)|2VAH;y9RK{hrawz!-caE|=ZyslP)u?_9jk$Bq`(i}F=t@X zUM`8(b$Ug7&*T}r7oxjI)~xx@4m zl-+(H5j0-Cd)>zXkWF+ftkVAB(8s{ms=2t1Bmkx@HQ{Gm?)|~!zYheOq`>GKshs zm3!WBbeRebm2{%0q`AvvX}{co`V@40re#A-Ao=y`+s@jn*R`D>cNm3`((>_zLP!KG zHwcs{gT1ZlRt?|E-H1_u;tyv->$XgSP(~hF7xTD0PP@;NNRP%-G-WF3iR{9U&K!x6 zl7XKOcU$;_pB#QdSg&R_7o@|mpv0w}8-xchii>?K$lNfl!*{&*L#TEuMltC`^~vLX zS|FRySWFVot{SAqJ6!K>C?oy3aAkRXMl=YNej-a+GJpC3$Qdw8V$km3@}2dbC2#5> z>(B6>mkKvVLMS5@iEypE6 z)PR{1gGbq;4YS8JH%7&grgZIyLzK-pNDZaEp964`r64t6vpr1O%O%G0c1BrCs!1Ba zz(bqaq6m%~-bONPQ1Sou{}AcXm<$XCCC()f#Zf)USQI`J}k5Ipt03w@@A}b zw8v&%a2B*1V}XXa2j6PQf!rAbNnF~u#C=2`ExS4flI|>Lpcv|6I~<}hA`ulc{QDB{ z`(BKS;nE&~w#tx?C~T7$#@N>|_wnUeD7Otq{(Rr#@)}4Dm_PGq&jA!|k&d-CZy^!J z{O-Cug%{HxHOQd+JkfH52_yrS+&Hw!RdIJysqz_L5^qmZ@k{7R0S{%)LmpjtbLX!W zB{HsJBa_ru#Y9oYAG!jDlaqQCMw^4pwL!f70cB{bfFMUGH((i>$EIBO@bBk+De0`N z#AlPFho}ra^FbBL4RQ!4C0k4cmp?I&7SJYFt$bhD`ZLp;h+f0Y!f9io62M-=5)@fq zd!>V93>I10w14oGYIA5c-1CZb>FR~dwY8SCq}@%vmiNa)klPtyJv~Fc`H(+j5>VgR6OVZqbLgoA zn{>*NS$L-t!g^&0WBC0DuY^Rvss`$Vx5gjcy4rQbq!!XHn|3lAArX29V^TIw`qoch zpv>uslL8}ax^qaVH!%FQCTPX}blfTd?1?bAb2XS)?`f*aa! zxb4|}-ZWj22L;uKsQO%y@&{NkU?MPRf4U;I+ev(4VI7&;MweSp))@vt)!m3qdgJ9W zwoePB9pP*eWsJm6Om|!xB5{Q)TYPeSgb4)mrXycIes{bk83J#iNY~=bikzDWy*fqzo9&WAP}Lp2pFsvQvvmX4RwHqj~Xp0W^(q z5T&-O589-mv_QZ-$`L8mXxGOVMc+wZSZa{zDzcjbF)^8_e4Z=2c^jk#jEP~>ok~%0nVx*_lWC`<`{;gc%)rdPI!2if zI$2^eJ3smBSlBfsXm)ryQiAZebqAq{geieRyLcAPFW*_;lt$JIg|Tauk|IE$dJ-{7 zT&F$#<5gL-@7)OR6t>*_-jYrbdJ7%8XBspPgQBVe8gffE_-6s62Mla8Y4h8nmY<(S z*Pf9m7&4ulHo1cTDF1~x`eVmDFZE3ilL;Ej417N2!c8gBpX2-^Hh{yYCB{?qb!+M72T0RT+k^>DMX2q+GmaT&F zv^R2T|6TrB5Y)h3nn!tbb?dhF&k19@h=uw%r_UzIvxY%6=yF6&23U^*|K-LSK787! zTR7=+cch_2WW8vRJjVY8xYUq|Qrx`x%f><;jn$wG+9xuy8s>ZpuTLVQ(!`BY^Ie=l zxHJfr4pzqx{oXI!O}z~*ywmj9Jf?~)LPwsz8gX$2@Y{qCX<>(Qcpl^oIMCoyW&*Ni zMj5Z|$R)Lq_~zQ1LorYZ>V#6mF}soAe^7XOqrI~y)J+Qek}GlfReIrK!M(j{DNZ$`d)s0AmVwv?;kSky!P#^B$r~P^N z+09O}fQz`I_c0T4h4aXnh3ge}K>-PK1qSVNXofp?x3`+-k@efq*ihZ>O<;PiL^OTZ zsa$TKA(8YdmY!)(iDm8S6upU-*im{?p|)d-GUN(vC?Jh!_eh4cfTso8y%Lej-3FbK zA0*)3TQ=WTJ!&XKuZ}}ExK?Q%1OYcja&!2Um)(S_`JeZ+-6myVJ}$7ICIA69r?&## z7GKq8N&mM3Kqsa22+cvz(kR>k@;>udDN$)HqfG}F9W89YtD9GOz) zr|5D>1}w1hlqk>kC?&I99ct4_8NR!Y>-p#k9u&We>YjTU&%h7TvB1iq{lA;IOWnvO zzlL<_)oEp_;t^v@4=I#LFDNllD9IT3FOpaT@nUc9U*8R>0q4bN=eKy5Z!gS0ye6TZ zez*IiZ;gW>Ztpg7hfc>lu<*g$flr$TFy5^@(I-~oFu=>)FtzHLAPpdkXt6&v_Y8sb zfMqxV?GI$+B4)WiHEtu_p>S?mO=d8NGo(-h(JRQU5Xugi3{2V=SBmO4*qyF%BG$R@ zd=LF-^Z=}(Z=k5O{8M%fBmx$d1hkjMp77<`y1gX+*=sBRF)cF-YNi{Z%4ci(nn=i! zu*!!|d!1YAV>c&sj>Jvzql@c)xJ&_8(mx}QE<7dph4*F*7%;%*z+pQxTZ04k21<%p zRHDpt3p>^vyc1nV`of-zwbz3Zz!SuiQO_hew73>BB#ew<&^Dxcr(lH+ejPb9`TYFG zwD3%5Hs%)cgNUPMJJK&h;?wSdp4{VS?#h?=oVz2+)3FS^O`n7! z(yn!WRZv92w7_Igu6(4H{oyA5EOEwaTC#7+$sVv>;)wEds(bxaNDWw2WhzlV3*g25 zqHp!6g!Jc|e+5ia=Ro{$2ohmz)~5hS4VVZl+MTzPV}oyeb7~|-P?%?M-G4Xu8}Z*r zhG>B|czqa?fhnMz8sgJ0E;V*4C1vX^2xzO}N#>21 z*&PzaTf(5&kZW?v@UoJ z-Z<<%HQ9Q`Z#Cr7SXkonDX*mKux{o5ec(qEG1lPx=&{D3uMnBB4cXG1+gHE_C}v9> z+C+d%jIG=7>P(3ObhmciuC5VK^>z?dpmQ^(gY#~fDY0m;5-VNve(03&GQ?7!$yyJs~3&{pp@^v5XYLk7HXh zUL7Qr#Hey`TjMhe3QJh!z@@E-lcRGi6{ktuE&crW2nYWFC@ft@fKOhlK(|i>vf+S5 zR@$5OUQe~XD}i0+}M_=7OR&I9WD=%E7ij(TTH zp8)^2+rXn8R*n4<#T|ExNgm+rb;}C*2ng)8B2Q@Kn?C559kFPi2Jm^|(kNTpN!rm4 zW9`kVT42+s0)Y&s1_~)7g!%48sPj+g|kq4#xfg&_FVv>WBJ_bN{PQ? zp3k^$AMMfH2Az&|ML21#sd`+WC6Nw|;Uo@&a`h&%?(wn>&Lk0cify<-A=ocjiJZa1 z%ajY*5{|f8l#2$D?Lm!zpFc^2VX<_5yOQe|sC_sH+0t{nZNnioU=Gcry%?ag+ogJq zj>IzbqJkaD#V$~4C_*Cq$o2_^)PT7Ii%mN!EqQrbA*hyg={ngfOGQh5g9@KU)IA)! zeNHT-2CRF?qfJh3{qf*a<|7y4B-*}N3U|T}4~8u18;Y!pWG=6S)PO}+>MLVnuG+(o z->bzC-xn*}uyNJIIJc8Cn{j_(0YUsDf8@iND+aNVy-oT~3L20ENtL0XD zjYLYT=Ugcmw+mFmLDX(2xh6aZ$$+VW%b+|SBgHk(wax56*|;TarRU9+$sXhy2f$sL_T?L&8+8dH>-2Pj71P?zni2T}Y`!I;61paF#IL<{ z5@%ouj{4Z4D0Jz=puD>GgdR>ejdmTO2Nj?@5zZ(z?3fRk5{@%ye{L;&YaCXl(?v$s zrqQiK4Qjzt$`=tEj zWlaYjUTztaF=gQ633LIAD#KMz#ZC({)t4GF=9ISgDEBgpHF$WLFZ|Cy`Lz9 z9C=G@HPMpI9RN*F+V-x=$cXJBHQ=F@O<4xHkT0ipXgU&Lsd)3Hni&H*P=?!udL~2f zpZU@!0?CSD3@hy!R`G=?1_8??J}^CfUTM$VkzTqawQ?^0fq`bE2B)OT9 z7_O%E@UwRm*8QH_NivF%pY*3{Kvyaw6`&_n`jW%~k6K`M}Ogyl1b_HQ#XP9{z+ zjV>kg`Tcb%=_N10rNdcBVSRt`6+_?!(gtiJfI}Ofi#uOw*cS-RtvvsGvn?jkrh5cvpBil+N$bUdHk7AAKPcFfY*mMcU-BuN@&m zKQG}Ok?4BS4oUT&kr%#-?)mfQNiv-=mPC6=DJl8u@7~IOLg#i)cy8X83#M}$>KW!w z$TSo<;r|utDL;m`{bZ^C>39O!KtEp^(tO7Pa={|x0^7|q5~1f}SR$}!k8iVsdSpA# zRFc@d_B#8LH*~RN3Q{pNtKWk=lbDL3K>N*J(#_ik!uIqNLQJB$PV3j$*-+;xgWf4E zZBU*sh$6C}VlG|p)N-Q>J~InG8-f;Q-Ey1*aeIBn%MqRulB|4 zFZxFC)Y&VlHZu2uj~eD9hV<>j&t}L5tZC!0DXa7zAA+wOC~)>8rs({~)9dovM?ot6 z7$jm$Zd(`tr31#b73C?vh2DR>BXY|Za{pFjTKlfcS*swTIt;Z7cA@+($PJhr#$i$J zooyR?z245dL?T02{<8Sg2jCFe5;f1u*#EqN+<;Xj1==&*j@b6_YY&7b4S9>E)npxk zXr2i&L8j=vv%n1`!N5$Q{S%*#lE`4AwI4}v^WEKjGQhOF4_-V$-ulo{r}>& zuZ*tt?x`{$kYUE!+r7EP;5n|v$c8unI$J@>fZ4#Hy$aA#*u7dObzt}6ztbL(+b>4Q zTFOEKz+%Mp{;@dxN>Gx>NFquSWfewJNiwoLy^}Bo=C_8)u_VdhI_`TCp$rlwccg}K4Al2Pp@gYnEZXPkGjcs5Gf(%E1FPjD z3i_E5P)1uKl97LX`k%IeL^qr#QC{sajExF!Iv_ObDcO5MESCv2K7lBZeABP{466HN z(7p_?u`ejZkKIJ(^Uu71#VghTcYAtJ7%BZ7@@Y_E#G$Rvb2aB2ZCya#T@{h}T{(NP z0#uPUpwX?4$EZzEHe+0sLHqY^e7%ArtBi&IrF2DgqE2WK$dU#g5pS8wy9T)dt4KWB z%CKQXh@PKT6Oqj#e{U~KTCMs zQM^WuJ@|JtCaOvyChhYERh1NIU%=%*vWR!6JxkJ6M%t(pcl&V=Puhbf=n>%%~u`rj*V^AXv*D|+fClnxln zVA0lx`I0AOJGb?bs@|4q1ykGLHGmAHiOB}7ybalaX<}U3Tin?#2W!L{@<~S=4eQz? z{sK(t*T{zG*(&9Ovw=zZ8F9zns2q#HOwtbqdY6VbyapNT1_Tasq(*>e-LU?Rr$~7U zZMZUecU6thF2h%oCob`DEd4@B{Z;bwA1UMiO==G9q~;c%`XF_ITxJl-xvTqmlO@zf zN23Yoc=^Y{P+h_%po%QYAl+DG)tOn?pf+*p>u@p4;bNBh@`r=DR(u)$ey6LQs3-d0 z#q}E6TUC=z__L8g`T^U>p#J+$+q+L*Rf^=1`4BrYggK52sbceyrZl8r84F5j45hg& z%IT1#S8KO&djpBmAt8R-d;%syje`w>2kRq4n;;u7c;M20!)mJ@+g>IeM3&YWr#$BQ zxPdl!BDQphS6?9DtYj!*eqho5&zo(Sd+2BGK;ZvZt9L!*Vr+Ls6C$nR$PGgoOD8}k zU~XWsDK9ld^m8lQ=5$vPBa@aliwb!op$X`Flnv%LRXw3d!kQl@n{rjU=ybf2k^G5_ zq&fVW>?K~{zTv>mpcIabWe3rdE!$O}Pv?&^>Um=~zuAIgZ`7rt_JBbm?5 zXV!#lzXa)%Mo3c%{#YpoB?HEkn6!VIVXKsN%Axr!nGB_iRkm8FfSS@Gq$zP%*n$HG zERqzNl$T=~#}%K{5pN{c-JH#SKE2_z17b>M$PIegOPmJh2HN|>)xJMkO%uvUH@M13 z`rCF*hIW+hqsHOZ!SmpIH@x|wjnLVXyRze#Hxt<)B6n@%>2Vd18wP$yG$i}lUMQh4 z!pfr!4O|`bg*UEu66?3Bsn=YzW`Xm=UW9HwlkBV^6R?`ZqTRkV?p>Cv6yHX8!Bz7? z|K?${A-Ya&O;F0+SBC&r32QzDbPM|Ao)|aqh(o5Cr-IVoTG1~F1ZdBB@xs`8xCoi z1i1k-fk!)|vyZb(wiWr2*wE+Ylw;I10m24F)HbO8`)zP-1Dp1Zdj8jMk7B}`2{*VV zYFOP{;OM_@zZ%e<9s#^6P?kqDtx-`jzO z6+>w1hlq={YeKK|=8=W>g!_Ru!0})DWYn7o9oOsqo>eQtg|gu+q8Y!U)7>BwuxwDE zykj+ms1fiCq8URG zzV(+HX$~r*S+q^)5N~z~P_88)T4Z;YQRO_a_c@BB`ifI1HSc-P9 zfo#CQfx)2s;>yjeFtyBDSQl$>`gCFrc!B5~Qe-yA&Nu+sfD2=^|2x5tY$)IRLg-iB zb$zES^r}`t5^E{y9PZze41rP_Yv8Eo!|1|#>ByD!WK}x8lo1|W0qK)|XbKw9oO=Uu z1C|af+MBqBG4{{Y4+?Dscpua8>X!re>R+SE+BU87PbiTqCRhVUI~({R?T>#vEG02I z?A(lBErB4<*np~1>u3$|NmIYWKx3c3kQW-?e0>Kc z16Gt2Xjo0a;Tqc&07JRR8vx`gV!X3hr}<4VkRV5Z_iqadhDJ zTze>)u{dJUCVHbMzuukG@|!%3&VG^jyP+Qf=P9TjZSuSVK6=BFnfkv=l49Z<4|IL; zBT^yGDe7*L)l5j4e2jXA3wKA9LCJuDGxeXz+Db`U1|AoBiJR(sJacY3NHFvf-wye0 zV=b_OOa=_vXmcd~?}nh#`e?H4Dc=&X`%WzQU*ajq4StEcR|rfXS7R_YFcc~8l~}~( zTP!&uBu&PQnp0I+0L~h0ksBlqpS~rq;s135?Xt?>ebBKkFP!9gOO}7C$?XA`KhGc? zBd_(Y5>%8h9Yc{t*$u(lPMu24t|CQ%5q>(mmlZ;FH2_i7n&X`J0xyt}gvojg9_9U2 zf9=X+ud6`9IW#kcxaxK@u@X)RxXV2Q zvDN+FOD{lygxNrSiI`uK@A1m+J=uB&NNKKm3?wNm$_K$m-X;fi781Mk35#v(M^5VT5)63bd!UTy-a#7pGE57gUDCrTSzHg&KyB z2o^FM4?Gb#;s1pNCha>Jd}IB+Qy={%8c*ks4W$L=cSFdQg*ejn+j1bXVH}A=d#A+X z_(8M#CGBMA*_FK3h2sPgjN8bDZna(KAU9w(uxX#BtA2SSIzqaKlqBOGw@Xd?0ChcP zNJuJsweT!t0>-vEJj%%CcCmyff3=Gwe#d=_Ml8)(q1WPj6Bw% zX<1703xiu?QzJB>-Pmo=p%u+g?=% z|EP??Gxc4J{kI(06}5q6N&1z(X+mug_#D6if!nrM*B?QC!0=gt_Cw-`o~DSsMeU>w zDdtlCGx|Y4%t1Pg)ZT?`sOiBHn)-TGM*WtRlda2$ba0JbIxL`NH85n@in2lCLDC49W%t+A_?=QzuOdOodJy{_?%KJ?S@iZ)F9#KlC7XNdsg9 zrs(l#|2alJlH2WF5kn^Ql4$>R(RH9i-;L<%k@5De0vkw###(6FH^niEoi&(9}AEaN#!Xy13M2KQ$)29L6&r|#&;m$xq=TepeB z4vpxS1Lf@{2pekIzYalez_3Aq_UqNg;+Act*=;SWB^-1lRMjO6M*cn0h3WjT^-Y5q zNcLDr65B00HCK?&B)nmf#GrkjKBGn^_fT9V8A+l)f2cV90{=NV9EH-z)DKRO8!(c= zm8T5RlSEXOE$FKzY!G3VjMML)3u!T`Xp{bAvdvbACt=bmm-f@or21#twhwwb@#j6R z^Nx+tYle8zY$OgBCjb2f3M6dGz@|Ml?ARULkyj{mn9jteDCgaY;m{2IHR>Af%F>DPjXH}UJyrZ zk8$!=-WW<4HG^YlS2vp9Ri|IiN=+J2X^kAtzv5l}r0Q{r=|e zj3ZJ5zm@ziw5cZb>i?cJ0oocCMTr^1#X?`g|yVO9xp~A4bc` z^-KbXhB=6Cv({V$Wl1cZd0fg%0Fr_6o;h~EiCho~DZQ{*XCA~=Wl%-h*J7UqMG}_I z)S)dxN4-MALgWyCu%y6`+z&I|+NRqo z3RP8O6iEwby&UASB<+%P@s+glf>lC)n~c{y6aT9K6zQ)ZKSc1n|C|#0f5DAQd0^$w z*lgBqFVyuMiaou>xCmNg@J4hyR3ivH7K71k>bm5l=o$IZY2?^YMD%)qpWg+Dsw$!O z`TL1+ryy*@+GiH+KLog4=G8R45TdG<4{DEGgQzMGIpId(+MQ5E!koaMEn;M^+SFvA zn@YBx?2+lbp?=UNgDK)jHM5(?Kqg>CmC2%v3rXqE%f-Gs5I^ueq}tpvj+qLnk^}!B z`aERxVW_BL3`0SY^7$(M=I1RTvRaQOpViuGf5<8cZCJ-Z`!R-F5x@1H z?mn_4T|2J7c)K0=Q}HU~g{R?j+6LtX9_^jm{ZmVgdu2Px?)hH1wCHph$O}rSZ_D{M zcRqw|m=~C|pK$vty{XS1CG^+Nl+9t0qfP^T+rVx8UIoAVkP|RqV9@@VwOb)8vL-`l zPV!xPu_m_<;z;9=oVV)7)IAU|U{2u5Qw9dx6SZ@z-c^!CRU{=hRO^{I#J0r|FwD@r z2Wl7?FfeGZ#7wH`Z3*rY`hgGgm#lL4m_?s6cPEMOO!~Gv>BXr39OKqUCb*Vx4WL}W zOi-k~PU0~mr$-}`d}k=)qSKvU5AnRKD3D$iX<0ylgbmOcw6mG}Fu;@(UP=l8I->DQ z1Ja9WtRCc|j&dyjFF;YF=)GCp7UC4^2^Wh=;oWVg$|3x{2UXMhu#{v`^e{Rnm{w*50ThKp}2Mnrnpi zc<3ENFw*iWk5o>Dz!}$6Y0ug^RDSzxZA~Nd`Bb)8s-xW$h~=F|?ZS|Zi{KA@F{Y}> zq+F94uUGjyByMDwRGj&tB`(?h@3Eb*v@Ro z1S}VL49XMF#-1;|KVJ2cL^V6<*TpDVsB>;Ysc_<*{d&j*EEPB`%G!L!fv?t0*+RFg z1Ga4X@*VWTd4z4p_s7nIOu*ooP5Tt!{w>=X8vEJ_p6V>`?2sR-3k8x3+Vs?R?3oJ{ zRjlLT(w>m;Q@RzKgWr+xe6-<5oZcev1-%`jdD`28QXn^AG><|1c6E|3%gO#+1!;q{ z`!Ms)9H=DygWPcbnHt!%;clRPkEH7*bTNNB^nKzl?|t@o_A->fWz=y+1Qxl!fr`?01Px!dEfW)%KuSp% zG*Dg)^WXFP#on|sl5U&c3RuJKn;Lir ze9=>evSC!2b~a=KmJJ-*O@l{e0^j0LE*VMgKXkgv)4_$FS*Ue09dqL!$OcT{=Fr}I zzNqdk|Gp)gw84CVQ(SdCxaoNVDPo5HHy%UjfVH30{|h+D=|vHhDr2 z{T7ANUC;)8bfZtQktPaS>Vo? zz}m6H-;r1|eDvyD*76|mHHj^flkN;za}ja_##R}$f1G3+|EjzvQigo|>~+umY165t z(BtRFh$*?cOnwQu0izkzGurmw;8^+OdXlg<9+|#NBm&wRRz-yMw6Ew;$PE}_WzfF) zR6S8Qtm$cUGoi+CYJyJeYX)V2K$Ovyo%Y~=#ITHJaVWpKwRPyLN=?fp0dDKGWj@!8 zL2zhBosamcvprBKVV#d6m+~sZXqE1Fq5Ip(s>JYGT=k(H3Z-{wfZIOR%LXz5!#C=u z^gZ5&o@`o{Sw&1gw;uFs`&k320Bq!iZ`(Au&~6nLNj%!Gt1J{v`VR!xCB<-bT5+yEnUP3Pdu*QCWS!*eVXW0WYhx-+ONCGw*RT%_P(Lj>^du z@z(PobZbFe&*1FZFo6xEPLJ6@8=$ifoNUw76FSOx=Tuu^xFPsk2@lkO7OSwqe==YV zD2w(#875V#HN?H@AoKa7acs7j7F3cRBC2Qf&x%^e3s^GHUZL-ZweEZ{rk9-elz%pf zXgfLu3M4Tk(~ox95D4WnrmeELlyyDZo{G6yzTZh;xFIg(`)oRdZ7ryG8yS9}05SpV zdlVHYQ;g!H+J;eb#RSt63Ggsz9r^{*#4aGheel8raNvUxZYJ$tKzpp{?D)BK4jD;~ zo$WW7o)aNt*nyayO;%g+pzxVV`@TwXR=}1%U-JLS&h_DM-v5H|xdf4!s+CaqCA&t}zccOEiih%5R?aTQBv>ch{7o!;?B zQ`1SheQ%;{O~vGap7ce4+X{a-zW_I_iT~N6pNfoVb{qE-@&jfBi?%}C*ckKH;)M`0 zh>LctaMy>BVHP@DRl7cR#h^^!DN+uli`=3D4`Xu6P4)7p+1-DqK{aU+VtU!^T? z;NV7kfqTChQ!+!w@x*<%*Z{YM{%*{(5@$c&T^RA>Y*5Tds3frvK984=lM~=GnGIN3 z<rhunZQ4NNZONXo8sFuNU^PKp2r z?GN;tf=lR3gl@hOWB=TJCdn%92Fh2fEWVk^i|UYX+!D*i?7lS@{42dDT26X-N9!Ks z1WW%XR>xt`{_`2c^i(I5pBA`*3?z){Q9t-}SZivTs2!oKmc80_<=WLb5ZxYvNK#=) z3&>S55krCY!{Ma7-=;=SQ^?*kwe*K$bOqEttD}PSX!)-{djMon#R?Mjj^Sd1eZui~ zodin~+5YSOt(D+5#tftY%o#cb^a9pBD^NdXkZqEiC*4DAt*WXW&@qmZfC4EWrSnut zEzd!vGne{llE`OAdzyuQ73*LVWvvqnDgd6yhC|n9nGVVZHtomHwvJtu=Q?JSV+QGn zc!y63c@Rr7MM8|mgpo5K8?chZ=2D*a*jm+fjVVeY%jzj7vxC+zz%{p4v|rUV#_RU`L;aeJ#;s3f1{`+U8E9|eEml3rwNc7mLOzU_HNz~$ONo)qu%%MBcEj-vnwN6 zl7VkUm|qz5KMCXJ&EM1}PJJCNW;tBUQeXaXFxSe< zyniV5z%lDlpS$WW=+fYLMnAIT-8G%tH z9*?rP8X?hMbE!0l#5cZ3Q2ff%wTJ}%@89;;q0*{4>mj%UjU@#2TXfvz89&%sjUS28 z;mwqA))qTxQEVrYGK!r=FF-ks_0U|}>+})5R(au_LJIL4eQ~8=cTmbWk7#$Xl9;#v z9>}_c#gZcJ{%v&2=G@8pq(YpyBk!3;U?9XZb|PsqQ!>mRN(T(#IJEn>j^?CQCqHG8 z=};Ii+qvp$H<%8~QDOSz>tZ!1BY3o5e->Zm^hES$2{oZh*6*7>+y^X7)6hDAeoa%| zpvDc<2hkbjG4m7qe-flsq|ETsdA-%ZUosj{Y27Z{8w#ZZ7E6k>l|2i|i&3@*h4#^( zIWP2BdkvDgHzO17x7sK{k%VP5kM;~VsnutJM+@l$*Sy)B{FrwGe^t`bk+4yhP}7kJ zn)@G!(;rX+EEgC;e!z@iGAOV2@UKgUX(Tn0ktEmlC_$$OLI)9q4#CWqHy{%*bYRnd zlAf`wChL0v`9dafa-R0FuPY!ErXtd+?0RS#1aKHeGdPsrbMvD70RejL9<=UP%+CPX{GP8*4+8D~EFqijWDI zLdj%M-f2i`$al|t&_ld1QEl$MwW(kh#4|jR32`^~N(oFLBMCEsN4X?*I6RCz=_|DP zDIrpN+I=OI&yi^8GvY(+M1ch)*~3bbBK47p>gw z?VwChpxuK`3L2Zb_f|6zM~R}%?Jti;LUFVL>0-uDRW?Ia70YHW?G<8+Zsw{*vg8vP z*HO9i%wMK~2V*r+F5G{2ydQD{CI#?lPjQ2_Y!A&%?jqgbuIhVZc_fq!X{Z79+Vhkx za08jn7`V~?MG#57Pi*){@S$h7sgLB5OJ>W z7h$}HUc5=8_VdQQJNkk+B8w{4GO%fH5Zh|{+*;IMPMF|ols>&_nhN+_>?0b1&TYJY z39+vW1S*I$o|*4^FNgqp44Cr3Ltg6`T5SX}1iGdvp94D}-jC z4|>NQ)yRR6!2pf)=GQ?cVA;%~?S=hm`<_SrtRyQ^$!@J#Uwxo$fcuDH z_$fUvhTs{?1?oRswQa45*D`D%P3ZR%^U7y{$4UllC?0t>e{eRiDesj`VpJ!svJ`3= zs#8~-&~uy!0mCX(Rr?iMW^DC=4TZXIG>1C#d8J}w?DS{|~foS>^B z{kLo)bKgT%X(eLZd90<6psIucv?A?CJ{wQ8jjdchutf6Th5AFgvR6i@FNQcq3c`l` zEgRe*6R>Px@+fDtd=q<*tt9!^Sl6G4S7tAN2Z;cSQO}_It%MJmfFU%8cKf+MEV%c^ zDe@ARYlrw}hp%!_&(MP4t*?*=?i^z9#->fUJsw8cSH;&=5u*}it2^gqmVu(4HL_v) z3--T|8!#J~wBJrzY*ge;G5k%6dQqZ5tFGlj!_V1hjP9Z|1iYYxl~w9JgZiY``+S&W z>*jjTRn_4A3CM(2)O~IfAJGVT0ZRrZ?UQKS=ebgu@5$qUiJwozM$dJGN|HGOw@I2A zfe^{SyuhV>5zS&(&VBo1{Uo?mO&yxjR|JBaEJB7+zr|-lHekrWq`iO}@!s;t?^EGq zLU$nWgg@J~tr z|7DFS85~8*gTsqWx3=U5^%6x%wP{qE%LpYX9rhy5{c6ZiH7Jy@zJX19jX0yD+PZ&@ z5ZCLT9;8q&2`a<~Q4<|#;d%wK0jo;X1tr@_ee3@HnL(zs=1u0IAowqb+31ywfyiv| z55D*Sm-Y_sXuSi$u4fwvEyHz}_~~2b>ma_WgDUIKnASW99I(pDp?w-4LR0!pOW6-n zsJ|Sbaa30h>Z1Qe(&QJji=QDAu!L5m{i55#qcOJRQDQUk05tt}b$EvZH1e5=68iR* zpH@&ZU1DRGdN5gfj5I21~lmcgK{u-d-rb#t%FBI({{lkwt_%1~kLL>Vn|zlRIC z0ShID0_9b=Y)hkGEyHYl#3c`#OO=maUY@c)Y5%dx{W`{$`ag$3w=%krm?2@jPa1Lq zR+U(^-)DGClh!e46#CWSvNqpGCw-y*EgTWn2qN2@Y!A z%-f#uA!0GqMt>agJqU6GMl*P{e|Av3(W3s9)JgKrL}`#}WSKP-Nq?c<$KT+?UdRNz z_o0mqwoe1q_vW_{eM6$IzPqbxD%3aRAZ+M%ZN31RfF(4C_MJu#y-M{d=6$3IQ_mV5 zF_{LLa2742Z@X`|2}%YmkQ8W3O8e#SHa0xVBH?Yzl&UbF%b*gVk6NFZ$80hoH(&|P zrd?Nyy?V;uT>MPhutZrWLfIcuCs~NFGR#+OhD^W^n#H3`Sc4;sz0~&#B|}1$#0aa; zQ0FrX0knZusOg~ImMG9ZEIvu6)kEd%z;mAeZi=~TCwEENtp?tfG$CMUj@Aa*Di%i! z+J7$LPYN!(8TONmqdTia$0}<>*f#K=fW~EqI-oehI%p>C7jMD81Gr0P2r0z%;;~<( z9znAPFI18GcHCPssEWj(eRGBTw(Nb+OQD};3~T=|J?`F6h^(ri7P{guIe*9vSPQK{ zd(~~Uqla97X-^2zLQ9V`k%|t2TIk0p8LqNDZVOBxH)F75U{mhgHa;`1F0T;!XGX=^ zpXqk*AZQznn$KmET*C!{L|T9~pA5<+m7i_D^w|3^WYcrBGT0=>X)<&hKns~L=fs*_ z0w<7bCAbN+XL`>EBl|v!q z1&pb3sXr9+j8on3`IdyX*w=Q)LasuAU#UFw_9{3iK@ zLC_5LzC$2Wtw)ix3{^o3YoBarA3jz1Tq;gp2w#BgF62{X~jo{ya}2E=Jq~N@vUj9_@}HBg)3|Q)d-?G8eF_%Aq{2;vbPq zv*;JPmHBGZgH<_NP#`%D$az;~|6IN$u?-_hY}zZI^2*UJA2*Xil1PY)U9)2gWWs%v z3y($xfhJ&65(aH8%%fJZB2YD-?Egzrs{ELXp#DD!^=(t6Wxb$u#*mHrYEpJe{z``p z38V?5Z0^cf`h#@43=Q0Tf2D)_&sfW#Kzq%tL&aeG4c#QthN^pd!4~TvXlvjiU>I)O z1f?@pRhg8Rt2TP;w#4L;VwlK}ls;97Ur<4^MNW{;{RCch$8v%CuA!}OQ`gO_LanEc z$lhIJM_mHWdu&9xFv9(B@W3HfQ+c%i9OG{j?R2wM=wDV=x#CwBX~ValJ`5aY_&5Ue z1ExtT(hj8v$HLTplX5Z{ym+T3YJxu@+K<%j1NfwW^g@POFR3N< zL?)UjZiSFxIHIbRpMAzbCSVLhfp#bbr`j_Nod0bml;MQ_h@eaU(2U_V>Um^+t{#O< zz>tAUeZ_52PmY6DIcdU%_^Y$RmqI4|MEHDgvyUBQ0#=h0Y18e-E6==b^na4M5EZ4o ztzHU}!}O6C-gWJ985BOVS(J%hM$Wxum&pE^-|4-w zRbLe9pZTb+&OPP<(@=Pe!AX95ez zl7uy%Oxl~n#hpcEPZpE^AadraC4}w;XFWrZ6QbDt?GQ3xEd!VK(9lEg!|cZWLK~~` z&u0$zF$cBbf%8>eGXLBhlpDCT_hByDHNTL$Ocqs)7 zF74|W8^FNa zV&ld^s~CGxS^Y9x`7bDvumv{`lk$nojBaLapj#fvR?S?GEYLpyMN%h%=k?#G+!fFy zvZ`WkpuG??`sng2D!t@I0Fn0}+eI!|s;HZR>AwiYqGyp zkUuXy=Ud{+dovZXVJrgaU8DCdf^5LJ67^pZd3>|HP_;IZ%xUFW`SZ-TgHP%&puR!# z^AHyZ94-L$tAHv<5XV6X@JwuZbbLW&-dJdOu%x1$)aK%Blj3vJLXvcc_^>cOc&O9MXK7xp1gAlnm~us%B1Myd6{|acJ-AWt4i#JpIs4 zY-Ff@di>EdHWboV^Nwv%L^24qwgj)x*i1SND| zY|IJB2CQ-5(C(sx{qr1u-Yz8pT1+ck%v1q9kzs|1Qu(D8FdHzUq(GbOHExXCEi2PU zgi_)&mme|97*IAypio-g;uizC0ShHX+9pJ_?&$s=l|w3f9zpzN5jHZAvUeCwaWzC{ zErx8s+`yr|8RO3lHf*mFCI7T1@1Xalz-k)ASEZ4*S7AO0{NV>ySQTk=y^ezGp~uyP zu6^D)wPm}~=qVNd`_E!|h-IjiY9oQ!4B=Zoj-FnN}wu{Z38BZDKII|8~k-c?}hh$Bi)eItCfB)b>Icr z|Nafpz&q%}r9)$&Si+3paw$))Iu_6E;ajJX?VGf;?yHqsAfh3PQo3nvyap6YSV}9> z_Jc(}S1T}@l=ocyn$u@$rGY=gy@~R{T8y6n*?{GP0`0$Ysh1S=`c)N@vDD`I&1`2r zNHm5bvZUcw;|+xpPL^oPtl8GD?}hIXS}ytYx+|r^D?!BD;TDhnT6vn*KPJoTr^DTpNgCgy}H3Vn9R11?MFB_Eg-I;M|LIA|~ zQW3ye|84#oG64fPmOSOvjO;gxrD-4QNHD9|jme zG~*h26`)dN10Gw!h9)f9x81X+Ia!P}C?U~prHE0k$p|PHa*+u`T)&Kf0tqvLL;Iwg z+XSCCO%>0{T(GX|Fo@kd3<@MmBr16Zk1ZDj63LXXKvJZA;V{Faxzy}g0_lcVxyuV| zQXpOI8X_4R)7E@|+<=h`4sB$p?rINfObsR7u>HyBc`V1_kQ*WqGR(PE^$W5A185d) zUCdv-(EixjM$!#yMD>*?-vqBTcA++UNQjvV6iOIEE6|o$v!&{0iYf{%1%xkKuwZ%> zRFsY&6Wp#Xn+KVIaXk+82i=C_t{qReBjw3Jz1p8MJE5ZV1u3i>=a=tiCT^PM=A5lS-9dxlkX9q?gEq z6OvQcKyJVyiAQ_=lYhc-MO74s)Wz~o_83$?YllLKg|K03qg4uI1BML@1iFSdh2XssbEGM)w|J*7uz{r9m>ffUg?02k#aqqgxugjXJ-hl2n}bru zPgIoV%s(e1Fo7g{I6~9Dm6@U0_iI&WKglvUZK=}__JX%EMO^)zxYQ(GqcoUO;ZZA)5A`Nv@IYK_AsN65g)qRO%H6flI7u zNRByX-jM*g0ShJSx1h79`p)LJkf(1%Y9}~_=Bq$Dzy?&5=6d|ng-pPT5`(8GYhi3+ zynlO|RH}^s_bq91n=_MTQkQ+&D!qL3%kt&hx2J59E?s{3pCqd%H+N2ZY$?XrAg>@V z|5$q}!;Wdo44cjvCHC6TmZ>T~biL_V?cScAn7(0uc{J)vE<3!%vNF3h&!nLIwjVJC zU7NBs)W!y48HbP;M#`4gK#_!bfkpdq!^STs`}A{SNrWDnE)}rf32c1^-tIj~SR4So zZom{JMFwS=n>*R+>=TJb0^VFTKkZoBy#~0gSC5e48gu*(D3CB@P^7&c!>Kub)Q7{$w4<7mLg=3joo-1asozISsco_VEZ{(zQQP(M1~_)($*TQ0Vj+_D!@OA z&%uQ~Oa)-lRsn2}{l3tA^(?t`$Zat6v8WmX^*v3<3%6G3E+14nGvp~RPDaG+_+gsp zL#DG?P*_(>18BoblnmphOl^W}z>Vx;fQ&yD{TZgVXmjk<+K0+MB4vE~`i`Ib$h%k=9W>a3Y;>#P^ zYHI(#eS28`+{a4GNXH7YvAEPN((AmI18EKQr^&?}SK z=!HhqQ%~@`9+nL(4rOqYzu9fmA67)x)i0gON`1?qNP3BA(%)YymqT8_XcCL|p$QAa zqqgb$`iUhaXHSc+u@^Q#==KI-!-A@&KleV#z6Zkw>aWI%Z>U|*PH8V)E#aUep{g!n zF!Jw_E=<*s^tki=*^tP+2th;Fd3hPg3m8DNX>Sp`nO*g54(cFEl8D@|Va7psAin(@ z5xwKv@125>0V8_!Z{MtFU(woqnk-3E3+H$rwgM-(vry|+`^)L(plsmKmc;mnGMekZ zCy+MCimP0|@k$gbt78x}B!5jA1=)Z>1C#awtB2E(uDj6=<0eCKgs~(Zm-2Bv|JX0l zj$^w?Y-66-w>w}GsECb6J63_aCPfLHKq3Q%&pZX%Y<23rql=c3ty`j9zl(!`2UJ!| z(fbmOi)|+%H(=n#pe;;#SlRsQQ5GtzbB7Nf7qko9*ONx;3}0TA41xCbuw0=2=N0}P z^{2IMtpvKcMj!oL)&EKvd*_Az@0;^uCnAQk9>+>vRW(h+K5|?s(gp(Rd>K2muMqREZws%8j>tlb!s~*NArFC@a;heH<`A=h_R$sp*lx|9dqTf0nHIkNVyi85 zvE&@Gpf}sO3rYnnjJUK<$8w_!*!`McaUZ13vC`k};=UQ&nH+f8uq7|XaBww=wyJm0 zmJ{2U_|1=yhq=4^%!}Ulpmykg?+}kgM(p&KI|AVwR#=&|HSVOOdac{hLN81jN{x;! zR)ezPUqmx@EL=ahU2f{X{fLn8QV;L1AY&wyOOQX&X%W@ zW4yqrl_H{hGXHF=g4}@9J=&+m4U;?Ho#MBVvj*|)C(dguf#jGI2%*2&Rjr5IfR$DS z+WKm>o`%UAv-D=-$lly%fpl-+oU(nIKlm6IV@fj83VZi6Emp)q|UMD&{bsB~pMTFZN~rl+Z8XuxqYNracM&#-j$RC!fMJ6o zi?W*G<`Eua9+*THr7ucr7`2ZfHDfeF=v`vge?gIiBQ)(tptc946ZP!K-ztkF+N}tS zj{;vGejjKY_S)PN*g&o*VK&g7`FP}8HU4&PA#0M4c8W@m6ev!vN6FAPAtZHB$-rV! z7WOhaxDUGS3JpwZ-R)zu-$6v_GK!=nGc_j&yg+J77&I_xZ{T+Pe!kYa=>u7lWRF)B zd9DK8a1%vR#gOBnkQ*?TK^@+>yl-jJK|(j`F1gQp7*h+mAsxA)>*$>4gK`6lwp8Dd zWS>*o)I+*KI?!lzo*a1O{Sd0FPGgToLvFz8Duea}wAzWiRB7=~g0G5Xl@^@lXh3!K zAu_>YPsTz>j=@Y&q-}!y-3NQ?GJ6S!0-(^uDAWO+aUaNY51n5{V4B7bsU%w=d%j_U#~l<&)U*?3l#b z0*GQXAg0H?(`5{K0b_a`+O1o0{Ja-ooz-Lq%_)CsaabIblv+?ps(1EmhHSu)fkpem zK?Jw6bKRz=WJz)i-(cla36`WAsA89#!{ZLMj+5Zj zXCj(_cAT~33bKJjXnX=n8=-@rMgQyBPF@vronuow!bt^MEO~;aK52@T;*bg0)JK8# z+r#QIuK4mFbqn%WCF%9xU}cc@)MtXg#9QZhdwut?{?~T zgusoDic;aO#|NNfz={%+O?honGI~$2-pL%Y@9|rr+&pF<*ffkr@Mfcs4L*m)pn*fX zC}qz`k&L!3AQSpkv-FYh25@Y}9@walI`|&)16Ei$w6)3o3d)rszloVo+MF|Tk^A=b zf)L$_3hRvcR`B5-R#+7|lzZs?FZyHj9J)zAs7~bGw$KF&YX%bbo<2wb7bmflX40-o z*)fHunZ3QF4OI`>YM+NeN7An&jPA4@11=q6p~R%UQXgSvXK8*#r~wTa7t`^p6M7Y} z1i_n<+p!*~u;TE>p{(n9c;v(#vQH(wV0@&3c_|#y^-iN9uA1IKHOK@^$zajm%NV_4 zR&U+vV$uYq*%3{yst`h(qnflidQBMA_+WuV{gSWzo7+0G`CVk=(?3?XDsujgz_7Ky z?yvO;Tf1-7f9_guMgW~z;(rmUs#rF2X#Z8oc1{bsE3L|p(72EG^rhr>gLkdJB0b4H zc6pj0kjO17Y)OelcTJ3MY4YUai{fTtSRxvbQa^V&wBBQlHi+jduXco-fWZRwQ~Mqs zD~t+81XdAF_}u>_AWvo@)O~J8u<(y}l(fJGvirmWiT1O@jX6!~_Unayx0j}3H&;9z zYSSnze4FiQ|eWXphMvm$MlWT;$G)L+p@7Nj#FQYWo^pn_C`lo%uC@C%R$7|~;sCxwPMkWh+}Hhkd?BHqeFr zOAeP1skv@bhX&&pREzqD_we%(sf7`&#;LD+WZ(LGrx zl(1}|zJ5FUSvIf1IiIYnQgVx*A6o`740!|$z4s437~Faf?e5beIiqfDPZv3Zu1{@M zE6|45O3tHL+7wZC3i1QS^mshVFJvNq1=ln`6dHe~#9ID(z7z7p1QbfDQP&J16R=QX zvnZ3*MzQqrSat)c0&vbB`E@rLQUMkt6=0UsCVK(AkyQy(0T}X>Re(mr7(;J+a)2vR zc;!?79X+sf+kt4t@#u|@AsaB7!KQuXFyq#=!uyt0q#KOe*EOd(fi{RDbjZvUmxFA; z(Si0tx&@bgJns8h5*^yizMGbJf&c$dKtlZ{kE6Yi4H!DGXmh3Fd-j&Q-O9+y%G?^3 z>QFisqI+vlO0URpO&nB8a}{W_?&!roLibe=Q!7`;!0EHrK8Li)3dEJ#%s+vlgmWd@ z7t%X=UvAE>6>6cY_PA6!b%VF|_n`J|`lXQdLJ6)~* z)9WI0$3~tVYnMCLuJu0+s6CPTCv#> zG~7ooi5K|n(T7+DR+3n>3G2q5Q2ny5YvdWIb+_(X`yR0e{{q^DlEGM})=c0A65p_7 z;3!hYH+ANOL!Bw)e*+U47ZSG?@gP6Aqq3@9Hy;!xv9ijcEv~Bn$bImpID>58rYSvq zr%?r&po>_B!^?;*5HesagGrm~**=)NC$ub`G+~R1&rQ)j@P~CeNSSo0)dknlF}}*; zQjVm?V{N_DZnYCFXrf>2?K5rQeZB7}k|GbCWbzcij*&k8QLAQh>jN0xIN2vX4amCvcVs5J-xGDpP-tA@l^(s zawMtq_%fPqLMy~B@tmOZp^zSu4>R(5`A8nn%IA zZcmX3LmKZr7?cT2+S_{EXU8QNlF7RK$~~ef@Bp7B(5T5mgM2p zaCn+YCsC4|6H}b^KJSHc!42Va&(}vakQXp~rhY+5eT$hzY`jqKHayf_ZvA#B7xp5i zx4m$88dOy=6R5ukh={R!u`bn*Y~9vb*Bp-P1BcKNNKsOX*jo*`0b{E?+E-)t$9-xdZ)AR;+8aJ!AsL^b`~*!?Q=* zYaPvKArpqp+Z_3~6105Vj)39&Y(-ZnpD}D>)84RZRB@>3`yq6V>+tP8o`E@|AQ{6Q z5$^dHe}_XhU~XX1zQ$FY6kZz@UP4M@4V#uud}<25v>K1k{q8o!dNvh{y^Xtw;8xY<$p~70{tpWCKSYf69rvU%uI^K>a z3rIIieybmnq6N*;-=R5l|L7tSD3UNmj7fWw+feM<5swg|-{9CBdnz{D214j^gwWO# zLJXit!V#MG4{_b@9ZPQMb0LY+*2=v4g2pjW`{{{n_{y0wRA2)s>tQyqD7S9%eX$>6 ztgFam@NqC0@oFwuS2IyE6tD3Y6_`LuVpuXz|Fv?l`t$ClgF-f>?oGdA{R>=a82A@! z)%|GjC^sg?DA1mON^b3Ntp6B5hSKi4v33zX%Fx@%7-YlK+Ap^tKj1dd-V@8VD&G+8 z^_?tAQdxCfz6(K~u^owG2TIlMLpnWX1NA@Q?B`3oTK%J+WUO0)@=dp{0ba<6qv2tE ze&!XZu3|kjn>JJ8PP3EXf2bpvl1SS0wVb~7(9Yz*TWEI1p&TfXFcTQGHSYa^%9YlR z{bV40Y-pct=nY;ss6)dB)9wBxkPX~CdA3Ftuc&mRlZq98Y57|o!~_Np@-Etw~?NS@)Y6@2dr-23F99yGQHSuR%F8OokCZX4(_&E7}O30QWGjkN@oubZZ(EUTdB8g|5{xAA&G>Bp2{5G z>SPe2*CS}idY3*2+6Tb&7%uGrsCvFiz?o*DA#U76m4=mX2hQ&O@1tTNXau@ba&8x|$^qf;ug;e4kH1#RSF9k0UVWGsL{jh#goAzWg3zBrZ&hkmOsni2CrD_yOF;ed? zLvFw#iN~PqhKoPKKc%&wBIXT`Of(#hsxE>G>uqGh(+Bs#SvqC{hf8^W=pPr?73?b{ z?M=D#$-Y4#TF5V+z0=X#W%u)3Ax&5bW@B^kHhwCwe`e;x`qkIEk}3vHH+L6n=*K9n;k z6R7_d>S9($#G=hYHZ9SwHUQM>Fa0!G=_=RwR(Xa|U41mEilSSEt z;9YS(cFN>MG}jNGPN&x~Ag+2F(e2H>+J7GHkx$Zbo=5jddUipFyn9J$2=OGnZEWp` zIcAU#Mj&8&)z6C%)FYB#U_PLJ?bD<0iu;PA?W75{G3-LERl^{Du@#N14&|)a3JEb- zDo__z{bNs+KQ2oqi>ip4%5PJ#W|Sd&P0#1AIlt2Me2o2ns_H1@2$jaG;EQhD5w!0p z8_GDmUacr}$Ew-yiB45Hv>Edqm82ru7pDhRl9-B=TL%8q#(&m0x0778d2E5ouB%W! zzd|M~&tEfja3&~Fe!=Q5qL4n3PyQe+adBnl3Y|1)t0W3l)iK;8kR)M&#Gw5qeShDK z&c~*iWJVh}Xq)@WHjXHrrHXvqA%=xes|`4;M~e8 zvGYYv1MR`$$1<#MMs#8lhS=BjlP*kiS##cN=J=V? zX>*Et)`rD!hd}7|7%2duHlM+t1YimPhfDe1XGC}Zg7m)1D&lC2>+2@Dprhb=5)bvB zT4N-ZK(T~%J#5vIiDc8);Ogp9)O@~p?K}fYX{`BVGARFEtoqr> z+%DakkEhqRg{^hHzcy|Bh4Ir2M6Mq_ZX~_~>Yp#6bZB}T^f%-NJRNBN5z6*cyhlUL zdy**Go^2XmbP^1uR>ZjD#;mV{+<;Y929t6+xJ^5?c;>MlvMd#fefeuS`1;cy!Q1M; zFVBVCfK^uNKa%DD4n4BF?I)Sh{BmX8yC=b)XIdhF`_-#=4wi)pZ@tTQ) zyF$!jQzqTEwvOj*ntRA>`0=bmjx`jz_gRJ#x-YyNq2gGn zzzt+FVDLu!ReiDBms`6_g%(%0$Vzqk%!gJ=24wot;XIJ*VcMhu?PM6u+1bsm&nCgm zz5Tei(usNC8y_?+vG3Sp3Wq{k` z(^Mf7FgI{%|A*D%gPB#~?=Q`S5HM$(?^Mx!kW&8yH9l97L;RlA*QG0y(m~<0vSjcGB9Yr{^VEfi!pW*I*4W*^x21H`WH0) zR7EmCitjLR!3vWB6lnuAf5sfmrJX{^ke{pT$N?kC0rj7(RFfA_GGP5D^&1l%CP8wK z?vOu9R}Iu{%FWsYaSSWOF_i8^WeG+;+9*Fo$TXKNeV);p8L4VH=umRWIZ13 z4QMWtY18!ZmfFOrufxSGhl^S2%O4KrS~dEr7sL1`?Z@h`LaahW1IK8ZEK;D^aO#M>h`8jP%>cPrbt_uym)Fs zzb~hp%;$Mdg=3^Qg8=P`A}L!g!wzx-mJBS~FDE@5T$uOg7k3g3v}W_v=o25H*^_I1 zjGmsqd9T0?B;&?1nl?a>ZcF*eos526BH^GTp{g!nF!Jw_E==bhs|W7sO;FqO6U}gk zYT!&j7G#&nMLj3b9BrC4u>*4Cj~rvp3FE& zq{71Z>lKMxMWIwUjzkQ@VYYvct&m(5t4NezecD>??0pm4MJ7Ve^=n5yv_RXE)hLQu zKP~PP?c9kuwL8E<&(6yM#>?&0)9VnR{5GY8j zJ2E&>;8H&b&=g>_tu2VuFixm$8Fi!=?El{&LGRJVFz|vErX(@gl=GQ?V%3T&RUui` z%jE8z<98r8c%y<;HEM2;AfL%d!U_`gn+B8emEUF>_lFQ-7-y$)9M@_V)V8fg+3+HM zCwMa!&j#v6>3Cd1iDfOpwnZ|v7V}u)5IA=udQo-o9tUy*MlU$D*Cmr8T2~yh6ME-n zGgn+}Qa#u(D57cAnyfWJkPVm{cpS>vFe(1Wln8?^GL*U(H=Dmn1MfejAw}<7z~A5u z9aHo;v~O5tGaQZ@_lA;H$;>fymts8l#A*S;H(UD$A_6~<5RLWEv`^FT?+LjPV3|yk zjBoSic?5?11!eR?bf4V`HHUx0{R7}(>|?i)%Jghp3siG9D>9lddT zOB7W3G@;cPlUbadP)x#DN$PkNwHcmk7>gZfT;SRl7UT=g8rmbw9qzQgPb33rNSGRE z57P_fx*uC>HIq1LxzPj#=M)g@r66Chd$Fuc!hC^6`xKh{pH>yuJ_`vdW`&H^ zjty%ip=k^=q=i8Z`@k7Dj9BHK21Dp2xZ9>FkD=Y0X(i=?M zJ|yS)f=Bhz5XhLNBHS<_85p!L((w%ZJ>y!%rdH4H(m3?k8`Q&m)b3#}+4%zUXgsje z9{E&^y+7p4BlDsM|Nc9YV{|i1k8@u zv=_OJ^M55W>cocJyv#math9he85SZtn&7r8Sfm6ptm1Y=JGn{!tSN|c62lk=J?gBE z%mm%p4iybM%6IxeG7v=rkiB08R9=P*H4*VC^Z5aqz^+_PwJeMH)Ki}$l%jH zE|Fywxbv@Ya*$p!bm##u3nQp@^GBRm>Z{+tg*~kNWYV4;PF>HdX>kyna&uOwl>Y*s zj2(^CP@dU&1TrN|4N45kZ8zR#xp1$xYBED#kiEQ4u@Ja+o@EB92M

f=U-aIeHzU0+xSs;6Q4?r~nr2!a=iD_%>OpgKWLYEi;~}ZVgU~ zWg&Msd2{S>NCwOun6z<*OY_c0>dhZWH8?lrhX|*DH^qXG46_DqRfS9mlY#p8%q>ED z*)J=a2&P-2Jo877t2b1@^*#!?s=8n-qy{Xs@~EGioGZ!oHWoWX{Nr^(ZcgY#hzm$Z zGDJT$`11ybL>ibHn6!U$g>N&;?(D15V;qJ+CC?;c7jb4j0#}UK2MjX`0BlC=|>VP#auJ8RfR=B zhV-|3Y7Er5!VHN)`^>&vP*6@;G&$fSk>55s&UiWS5vl<(d#eSO;0YqkotdoTP1nV^46C|1wX!Xs3~y24peWO* z(&x@(NWwq{kM`G$@Z=L;p1rOlGJ|9NnDPyclcCIz&>NBb0zDx$U~~+dO&N4+D%h45 zNNSUdhktQeRSh!1sl#&Q&~q%M4?t?b9Gd#M50mbrap8+P2u{gS(QMGk?S4>Lor##e ztnZ(L`_w=t28`L`Q`UkgHnrGwr&txO_{A%Kaw^DkuRx7l^Q*`Ecj{0;`+Th2(lOP$ z-*u29xayy-4L0_Mv=E2}d>SoBXhIbzMk!IhvR@dW5O_4XoGg4Cx!Sx2mXh+8gp8dD zQ+Fh!?@aI;`ac!uPL!elxq8hXG9@fS(>}51B7f~r;wMFNHzT@G$tuNWI>d{GAyfKy zx+M5_5^I?-X%jMI^Iz9RN9K}Mg9`Wiv@jNUprQALslkcaE<~1OctUU)5&_c!b#LI$Y^W`c z`$}qIUPF!XPw*en3S>yr)js|iU;R&K;BzQH+jH5yE9BYZdLlzhTsky#(2^{Oo%BFq z_1^fVhmaO9Lt@h2c@x!HMb4@DN&2(G=vRKcakU?q}AT40jB#%w`Mt%764+||+#5NnQZ1uVKLI&!X zm?Fge?x+g5Jc((6NqZ|mR3VBv)m%s#QrRxU7QP2q_zXorsoC8J?D}9pi6x-CF*Zz~ zP|1mkBNOzI;F?UeP_SyqLJKAf4}5foObM$R1hmPR@Of6pw!RkIJsg?j#9gA7n{bT;_Whz4%`Y=+% zB~OVpkR@Si5YX;g31xm5f43tW(Gp!}Uh8$dfMSvj0vVq&!j?jognzm1zm>nZC=1yVR)7jvlurbX^?J`#?oK5UtC?f=(2+q3 zAT8Fr$Ql?Nx2Io<;8Nc+Y5$roGL9#OxRt9_yi*sPVU0<(;W17V-zosrdrRLk)oe z-9F3m$lp+o%lG=FY?uyZ>Fr1jj}-PbK(>VW1CK+wa;V7Y3QjCfC)IFIBg&wr1RnCa zf%-nfZy1b&^nmq!IJD1x^5e~2^ejJB&*+5VfZe0e)A;^dOLxkX(*sn23?+b0-d zCErmq&O>Uzuo9E@SuvRrRY}9mZ3wJ%_O#Bn&w_CfW{pQ&fV{=k^?f3cO;9YX(%x6v zvgpgw@NV)QjzqUb+49CPsEl5K42jobY||$J$*^LT19e|8k^$@BcX4GLi4upXs`OAGyV`bK<6OTw}n z?c1fI0#8$iJFPg;eZL}FMM7-?R7Llu=gUrZ`j8=E0`O_iO4yx#}1$n@OyP1WXIm zZybah$NkpaMRpq`eyWCbILksK4ZW<`F2kVvP}zfJXFhG57w*S6x+-7ne~Iiuz(Nv}HnUgno_DavrIe((o99*+*hzxZF=|K#=Z99QkSSp@aA;pT z4Ah;}Iya6SB6bYUS*oL|1L18E3aX#otwus>z`TJ&d!oU`!Z7a1p`qx@#{uI-CBqh$ zB<)GqbG*!jv6WH!Q4vCVCa7{db!3SNBm)L9IJE!BXvWn5unQ6{JK z`3&GJw+$L-&^yIk+9v^NMwkS&TeuZpy+U>4#5O=LHs8C_u>zQa<|2Uc{=>6XkQLzo zgLbpT<;K2O-xG@nD{?$M($6~jEC};Z+f9Dk#a)mHSkcC!eHy*O>Ro2QYcYVK^yK|~ zS1yE+zN2GYHpA8*=@Wr8Bdp}1Ey146dTmd%#a#K$EU&>6FGH@p7*UdjwLVsT5|FNp zObxGa9^%#D|x{;EYNXbQ4AzP81m&U$}VgBe3=vh^JNz8ml=iMgJ;f`FKHvb zL3ORXbeaXNG&G{b{6Shes9%Yh&!^n#xoCfcTcag*IacG9U+5K8aH8Zdl$bj>7so?} zgrzkO?SNGO`PojVAo6qOS^f1Z&b=NCP2L6~HLP^(cI}rMsGou!yGtnAlo?F6t6qKj z?seC02*j!WjTnqK2RL^iHDLINE1*nm^Iyg&TCps7_J3Q0=~9{q$w zz(W%4if3JE&Nt5XDl)a5JK(MITonpQRwyJDe|4V;iGYP927|H|gv&CHIb8TiY9ZY? zX{+I2NDHSCOqCdrHv|#^^JgY)n7T*QC8)I*ks{dTjSSIP3te@)g8)XQ!Mk=y1PowM zU;IoHiV_p6-;l+Ef0zAl?WGXFSc96Lk!G)bppb+$Jvj{8BcENry!eSZWJo&kHOzYW zF)%YcL(Y&QuhImm0dofGBiw}%x!abQ|047A?dN+E?T128m5q`cOL?aoqz23xc(h-m z$t`nJyPhc|abK%`_c>Uu8P&^iec0qc6w z|JES%GE0vl_a-G|Tk4BHh4xiVND3Q4z-2#a6VDD_JO>Zgb56~bb^#ET_{M;onm7CnSQ z(p|)=KE0YM2U!vpRrvzSgBTV3JKZPS#QwWIt|@W8@B*agwGqhJd)s#fCXv_z6XNnz7&FImqqPzn7EQLDjuAJZXI!l+d??R~vrzuH?jZYv}4>OViuhFrb_ znbKEOHf%1fc?5}ol??*g*{$MU*{|}6-9%7|cWf?wvF|D5&{NPz&yacg;NKEV3q0C0 z-1Xm2lv|7}AnQ;4$=$l8`ydfqP)zdrl(`7f0_F@1+79jX^rld8zu0`+ySORxUtd8O zLl*gSiS2N3YZ4QIOM93k+~0J4Tud{;#YpI-E{yTs2>F5mV)f2Cmwtn^fOS3DwC|Mg z!}3a-)LNtokWpgh$>*>jBI5-zq+RZ|2O$wKEwE_+EfH>U`Y1g|R7|`HIFL0s-ufI= zL1!Zoe7;?F=${C*wJ^+dn3OYjd###(uO zB_onie3gM651b}>hsvI@PCh#zHDF~Ao4P;uy!D-1Sw>P~!&_c@7PUhDJPWBoy6ap2 z>SqD%g~L62CLV0fAZI;SU3{tU5XOTV4RuHhZFU~B`=tdAn{x4)wxcK5yzVuLlHTba zo^@6Nnw0E4YM}ql3*1G=`V7=(^eR|ab)&qyiNxS|b%9?_s5}&sBoM+_qj+f|qy-#d z(4JyQsIk=k^`VWJVsJQXJN)b^ImnPMAzt#r!GJ%vV#xk8rUfSDiXl6?+;dgD*nFGl zmgOF(MCs2DEw*DLY&%&xB~B8#59 zLwd8CN}d%7 zrM+6E`7`d-1x^oXN$u$#K8Cj;XZVSx^tKMRPv{eYbZ0!bQD(O*Vt?2D=yE45iP<4= zOFaOg?RjW`K1}z^=ROHYXTVY$o4OJT%$VV8#MtepI%6~o4nsL^4FQN^15?4IJ8ho-o#@>b_|`sRqfZj*VGEActll zht7#B+}STR@Mu5r9VV}TtNzFjk_&TwqM+auBMl*pw}=co7BQ|3QUk#ZQ|>;y$XAA1 z92dJt?`CQ+N#+FP&{3#fV7%e-A*hPg3q0Bl^orw(b0+L>BxsoUyu1keFbJxuBZxFt zYM?e`NCZTpoZPafP3kn+{e$#{`O;oLgjH17&wP`f5Iw>k+6b+_9laj&GV*X z7VV@6#@D9v10O>y3=6f-BR1|XgtUN3z-7|b0(1YzksUwD+s_q7yGEreg3pJRBb;~S zrA-DT1CH}(e`hGPs>$l?XeUFGqnm`VJrAt^OA#|XO=&B5YY6K-Gie`8aw-tiy$|Rj z^)M%AD&za{K~PxzfMhVXNd})B;xf=~^=MA|M@D@MIn<*vy5rIN>L`c}6Qay8XQ&Qn zN?2xK(EiitV)0^W)+(`O&!c0!bmgVMKUU+>3i`*fqx(0qDxgiotdl(!a2FlF5z zbQ7GIM5DA%(D=hpdiWb5jTu9SdO;#!NQ3(PGoQC#+hL2?!PvN!-F__=5a26E-Vi&N ze;BeP%o_x>r&jqdo1YC!yg-)GPdWv;;r3%7OY%WLEchJ_wW%0xu{=Afmf_HHS70&OU=Bt8Am zW&N@w7VX{DY}2=|o4<%RaP``5$K-(PJxfs;E%!5f7NiEOjAqfkjFJ7~d8~2%JJK5t zbZM^XbcP6-??{C0K~jq$HDDs}_>>#CqRhHa%!XF7`iZq0*`41s2C5v^BX5w1c-IZ7 z0rLhnZP+cNlTaOftbmk(BWw8Rz;&qEAb~n>jZ^;;Kx)7{Z?ub_Y^GIf+n6l!)Qybe zot#(YbD_Ap1bOsXnXx&L3|L&HPISABXR1V$ek0Z3_T2sTc|GuI(r?tZdgvz;(Pv5| zC4=Er7Udn{wBg~F3nJUT6K4(dmj#c?4}miDKgb!z=pDG$CjrUTW6r?hQvQ5%QTW)R zO~0m*IHxz#Ht&l3WC$l+K~T?Typ$^>0tWT?Jjy3~)9S{DXul!HlT>oP1}IHj35}r- zMPW76pp6ZQfQ41+cNw!wW1J5ArI1>9H~;IIAwd-+NCb?G;mc9}HOb!J@kYoOI#5J3SM;q?S~}JVW+FsW2!g@sT&=#WZ$7K?(B)>gxcS7JD1w##fV+m~gfH zDkVN7f&g_JuAbPx4-x^>f`Il^MxpY%1v{tJlO%xCx5mGGCP9YuFKRZZuV=1<{26PQ z2xuQQkc)j)P^cyLlRGG1(r!UA$kXc}f6j~C2#y0_{>-9XL5IJJFWu$-fpiAl*Yz1G*%5U%Y)kIJ_l;>k2@xEBTs5>c6hT9u50ERQIwf6$ z+!+&r&8KWh;m`NA*1jzw-I;qn+(&&1xEb>ox{WbRKfn=E1D4!4Y|8Dbz?_*|dsyTl zH^-@y*ZZGe10}agS9j;n{%fF%Yt?T_L@)9wRb8)C?3pV5Z7uP*4%haCC=O3)ux zZ+i!+0ZY&v7VYH5vON@T)JWDmb=T&euM2^^ArX1QtFfnFKq6q?z@3B{w_ z?I2&klt6u>Vau1)vI(Qff8zT$9##MObr?j34MeQ!YR8%{{qh9{^+(prGWPv@R_r_` zFMmgyeKOcT|AmqpFIM9KBm-thY#!w)J(r;NNS#%sWMWv6#jSbi2g>jc0q*d@6A~d) z!on(pcFmA*Z(o=7F|pMWJG<7_5(|h9Q$xw^-)}RTArY|T#-u&O9qtmnx+X^Kxj}oo z_MzBY5a1qwyg}DB)1yxWvh2Y!1MSVvgU6CMxiRHr`E0bL#@s*}l3*)p-6}_1xC;3K z)-+_(-b9yU73VYN87h1_J;OWt+<^ocSm8sxdt0cJrT+SJT_rJ@R5y1_+>{)MPWpzH zGGg`>xj_Da(Zg)oA6Le@cQnOu8_CNID?MwU*%*SK>4%{Pv}bA7I!FyzZeTGf*U*Ir zUz?X7P9S~yS*uNY><4JnZ~+pb^VE_VkQy)%*lfzJ5|J^ZHOEzrgxnwMH*K)(7!1ua zyg+#MK*?sa{^3;tLA1|dKYyQas>==b7|8_g`@cUTpPrG8!WApTx-@1xxzfe zOZFH>1wgKV@se!XJ-3U>QUPXFZKM*$83v@XMPNkYAe13`wox9E0Ye!q+Cy$G>UCYS z8oNjt!laceZ5oC{?z|VlRY|K2Mauj;g}B2S3`Be@`c7R@bOie^BZgavAuN zp@y>C3q6^+kPKLMV=!rl)kN1RlTQ93L59ZC;_J%Gz*XoEC@3W@aArUvh4SdW(=hT#lF-1<8Q>18qH2B)7_BT8juaCcY{0!oSlLL0bw$ zs5`;d7##Y@C`Ih1kh%bvTJ^K z-A(^V77mxUZEsRl0Gkc(5fPv#X=MSK5{8r*)I+P?0SD(gS5k%zv+iT%zi@zD<7#LpfNfQ5&=^Ki~3xNUUbz#%`7sq)@}DPife_yQakE4K{a#G*|F)VEs6nYX+nEh#s}%WZGa1PEw+M^WjowP*f;)PO}L7Hyz0jFD5}tWJJj zb$A{7Z==WG5KBB1i6E(!0uljOj^@*zz118m*|c|s7~WeXu<#zvfpWtnR5>s@jliSs zSbAggC|7S=s%u_F1h$i0MzegXG6TLEQ;lR;ZY6x&XG#A}Pf~7x?y;Mju*jcmy~RJy zI>TBG2y6-09nMp3nM%tNqyh(%Qf z?fu(&>$VdwPUMqORa)(N<1+O@P=X$SFt<8JJY_OEX5YZmM!5r+@1)<)H%qTL)}99_d1qKdkS4U#U05GY>1^_iy95=FB8n5f&mkON4tK$xL2Vk#jpwd$c-Tk>gUj$n2WVz(#3}LhTizCSpEleY2r-j0kPHsrV=^F1!aSNwyVW3+ zY>9d!_BKZ1#^?Q!I?_;Ta7RE-FnapGkO&yiqy8x)JG14%nWar+cAMQeg7t1CGz~BZ zIm3j?0jD8L!bA{IpMgHU*gK}PGM(V`%J-ET^~8YF0M8M~&`2LPtWO3K>0ud~L-{U4 zg5XW0$;ZbeAJ%>Gqn^4ec(UgR3abfY!@#$zcvz+V%vyM4=dNF+4P;oIS?w1VX9tDV zIAlrgk3RR04x`?{{`~R5NTrzM!YC zW797YI0DKoEB>7_9d2kL5mhDJVye%4PK2WBdBleKxjT;OGbFNRzz97CZ7uNM%Kz{# z{7!12KsEAJb~I>7rpOucw#^NPWWbz(NxSQ&8EKVRU64l(WZd3t^y`P56hy4fK?&M! zzehe~N?3Md(LQRxzZw0+dVd4y(O1={?-opeFoqmr^d`?-7z&Ai(-^d;#GI54)E>Xm zL3o3s_w|)me#b$z+YzLNd0YLJAQ3PvaM+Z~PySBXdrhx?6LpV-*_dnP@ztORXjU&} z+yp7e8L+WW>RpCHLAd3|&|f6RxNB!RO2P;P+;fo(;}`AEg4BS?z@&aMw#6~);4ZQI zRVnYzNbwvYXE=*u(zm%xIYrr5f*69e4>C$k>Wf!zBmn z34J1vU=>RZv^hN|(?f~*C&li?UYhPO`F0AVgxQG3a5%hTf4_Wz&!s#}FBGP&u59Tb zi%*3sw|C37gV%0Op{N@9`Cv$&7RUsRMO7Z{ABQdnUOZlw*F=OQ$K<_HZ7RC6HPH|Xx1ww)o}H)$UmC{MO6mU!b%;3*U%U@rUmN9lM6d6dM>tw zkx}*GApZ3ud#vs5JN^HcxX&WQy<7RfpTkMyH!BQrQ!YN&U2Lm6(pgFxQd|4B?ZrKi zAuU1v+&u6zIM##Z1wQSw1{Xt(vrRL|HE74m`I{%}zk>`(0rh(Pif)2ULu^uyPrHF0 zt|-4LLbjdM!tDV2)yk!i7J3K7RP@engd!3Kl328F4pj&bmcPj$Ir?~Zjj-Sl_!WI9 zV)Sl&sQ~+)7^BCg-Db$X>nht}+Co-6De1!L&A-5wTM)9OxA~g}LTbQ55>t+{KX2KU zR}j%6_C?8c^5KZbo=^u}4vnpTUq1vKAI6-4L7T>?H@5TB`&~jh!yTQ6O9Np_Zzu|? zl{twbNDWwW<8mmU9V+}~p7Z*34Jku#QLV+oE{IHeio&W+LpB=AiKAKoUMw#>Yn;}5%|Hk*OF?vA5KAPAS{V8r&sS`^LTDW z3K>^VX1%j8gBQiNAgH(3w+ftp#^NfM_J)$CmTkl3%qY^7b}uO~smq!Uwb5_)=7wnl zzxR1GS-N2|(4I`HXtm*g(Q9cVcHOS?o@-tH2Jw8?=9?;fGm43XW%g@U*S#| z))s#DrC3Y~S~sxqs}iIHHN;|Un;Ps7iGZP1>Xe>bj{(R0MH%S~2Hur1`Y)i&V2Yrg zi(1ld$e%H&$EFRq69h_%t?faiFD$MyeBq}JHmrK9oS zJ|jgKpL0^R6P`gYLr3)!JTm?q)gwi~oPk3*stSX2*>h{(kcQ-Za%1l3F;J)EIBI+z zJY+u^s-H1BOhCKyDQExo=F1+j4--+&6KwgPdf%}8|7*|_QD*RV(E0O{n~X_VRAp0t zA8T2kP*p5;No=1;vgzwWD6Co`#62m0J$M)pL)R~i9s za*sh+Pg?NL?LLPl)qpuPi#DsLnJU~{v?+pIgFX|rNy&aJ$Z)5l{aekB>3`a8q(|d{ zm2!3qf7HCUwB$Y+l!QtRb@h(ma?e5J4J;)c@PrlS4b%rFeeZgHiv2ICC|xwt16wGOX-oXpbR}9i7?#gD0t8v0~t&f<&IUF zv)k8(%CtseD#qWijQ6Brl0M17(ulw>v~-US&%;W<+U z(4AKzoTPqa!viQJVG^)um!E;6PCeRs};; z#u!vXdri{X35kGtG@nV?9}Y%)7)|@oMsyAx(k?Ht*}ed(e0Cub)NC#OjOvlu4Wj{Q zpB_qRXQ|t@#F3VivrMsI+F{x`|y^T}&{A#jK|p)^)@fUKbJ1IOQVj|Vk5yh?3I^7MUaZ$udJ1v|4D0b}Pgu#M zj~|M>sn(JQoizhR5Fmv89t5PsG zyhWn``i&1|AT?m404&-lqe3A`dG4GJf+3dZS+!VgNjcPOkVPpvVnm%XBm$PASzOBP zlJGCxwI6r7l@lMW&qR+p6Pp8BQZlk6_h;_2ArUZ3;?lkixGv%OnC`u8P0MH6=*(2v zGSl$yRexV$#b2B2cfd0T(!yP&g|}u?z!DnM0+;rRQi4g$vEr{?q(9HQ<<|IpK15~w zi$c-@y;mSJiG?IK?S{|64%d$8eDWKYfMLO{<7p(N?* zmA+77z)%u{_OPMmcl(16*5#2{Rbi;oi56M#vczoENPj=H9-P#}WZ<$W6B(k=PU{I* z#LhCj4i?$48X+|ZQB;jv)6oj40gI|^+NVB6_I`G*FMpG2F!NyqrS1eP=tGFsdy}RO zUIxTzJ=!PHvx{PSn#!M&6VSu_lcN<6je{;(zeG&Nde<3>5JimDJsjF`^`cUnM$>m^ zA0k03tH9wakGmLHRp}YlT`vaBnSY zrJwdG8UU#Q3$1(sWje+;JiN=du$vUY#Y5}*bj9J&WXTmoW-K$(NbPfJl8?cd0NN7` zfi20!l?O1>rAAd1f_wTXu7;i7@aMk7fA)N+*A3Z4mZ^2+VxN?zT#fbb89ct! zXi|SpVD8MI&Bi2%^6z)li^#ZYH*((yPY9Nt&Ue z9!8iM36+u*CwCtI$b!6K6&k2tsJ&1gG9}EPIkcX3?__>|gCfktlAOEIA%?*XRhk0l!!`#O;picy{ZG{yMly7he zt!h_4vMD5e;hM$HbfqB>8M7X-dOJibrTcX`NkIFactZ8d+{s;SL`0GZRl3zUVg_^s z8YQ+lB~mx~R6xd5%n=xD%0O@Ie(M<%1I2z2RSnL)vcm$x7sC;eae3_%EhrvgTnvXp zxq=o3Kiysb;TDN6nz}nCvXsE`GY&!3inD{~Lo#5VK>fD9W`xbX?ss}*OpPAazB{Or z2bG^!5W-lfWT_0vfK_fh+Cx?@AGTZ9zZ7evU(vAf*moCP3HXF)fJ^IN-h><)!>SzG zn;A047zJL8QX;529`2OdbrN!D>t0K`R528CXv~t>w2yogx~0xCTh&8IAaVES#(%Y& zp|p^KaNa_-fk}`dVVR9ZJF^MfJAXWT|W-I1I{IHQ`z725u?&eD(d(LY+8`t&j+pP{}av>fJv}#AJrXN(LtF zRzq5=s*zm)Ibs!mJ^gyTWF_#IvLBLR#gHEGHUl;?$)rt(?a_*Al&Ov{Cn#=%UELiD zWm6%X)cdTlqGeSvxJ}tJN{;7i)Pg3!>zVb3~4kUs#YC;$M<0pc$8`gy8 z&;}VY^31n}M{7w_l9euYR$2-|Jx3(Ng+g8wL~&y>P(SH@@X+h_C$;72#MGo=r=xA< zUONkDA>9Jyw@nY;u7+$0%WquT6H1yI)j_LXkr!hm436dV1iDbGVE{r(i84KNAQ7<0 z%A$QuJiKwWjrEzbMnVtUvZT4e)ldcc0Eysytj-d02TTMWpK=kMebU(~dwQA>avQNf;48 zJxBW*1SNjWA=m0v{&5(lS84!(y>+Pmym=_N60#&LM>A>jk_nxSPG(>HNG@ZZI@>d| z6Fetgk1Ej04Y^!M4Oj)rquu_L2|3oq_OB*Mv9bU&vz8X4H@ zOa|Y5?}=RzzezS`iCZ1lXZgcjN6+W3IInQ@e6;odG~I#_8S^zE>dzBgvhcyk7$)s6 zN*80xwSpfulHTk#Ic9Ct9SC8_prT=G&;m2aja+_cAxT#M9(igDGjYoSo=Hgvmq_LUUY?5Sc z3e&IvYC!uSj1(lZp9>ihhLM1Z(M$-8s)G3PKMQ476IXg_rZ6Q{~{8A_jS)pNCu1q zVA8JKT#Da1*5wQcj(&flm21ge6mb>~O$fJ*=?B;TN>s82-uV@iQnI2oYyAO8 zkQf827?=XeV?8n(`5qPz8wi*r@lnk|D}V!upn`(x>T!?C`^<Qc{E`C=UpH>ya8d1wL=o~`U*GF6)=oJna~?s(mnB}T^CXGIG(*^fBhWv5p6uG zomo!p%OD+Ku1tNdCooO!iYP{m7`_pp+~hR{yh@*o!qMT$L9vhwm@^A#|JKuFmQM0{ zRzL=%G2aaC)Qkp`^E%|t@!w{EJ#;KB@M(X(xw!ABA$K3yfZjjrht$VUQ=qDchvut# z?AU)p5eahzE^Ul-u}0^hX@uC9#yaQ8-m0MxpZ5$!q&T1IMo0uKB5?(jQ(O4)a2wkz z6~RQ0Az5RvKv5sU7tKfuog4RD?w1G*+TZo~k7gQXn2BA>Ek*GYY$u}P+Ro8O#_Om7?s4Q&8muodw171Mv={`9YKxsHnK-rrh)tc z?O1(gn&l#U$d1k-JDQ&HqOQ*q{?m>aw0k65WL*4R#MpTW#YGlAokJmb(fhV1+;cGa zJqd#s3?5~iYGQUTI3k*?J0;FXt8eTAuf*I$RNkn@^P?dxU{oH5MLDDf3M?H{Z}bo$ z)zS02$E+*oAYT}Yss*zWZEpx6VIh_JlAh+G`>%~t%E`Po?O5{>JJAp*uUVr(lEYIj zffIUINMg~R8s?WqRJV>2d)y=8USeJUel#S5Dl(-3&$^xaWlBsgWm6i~6Vz_uFIN8- z2ur6fItgXxjR+#SFIdimM8Lu-pY}XY_L9c%X7vn`!ccx#J=ru76aiIjR(8+8%z#yG z9NNk4;HK>XxANMES(u@*ku_~0v!SqBkMi?pSJqp|p)n$fMf=8z3!~#f$!kZ_q3Q(HtO@|Uw>50=84^w9Q9)QKX%}e(x<3yYnDBo+$RC) z3|Q48pq<=gqO~JF+-@Vuu#721K2p!2uzDVepfhuG5aiFe2(;}eyL&^u-lt$PtQKn| zoxIyN0*Xm%5Y|)o-aQXe1BUh348anU!$%J9QB7HtEbIGiW6IJE8HuvV3qEaHyl}(w zl7*_ON$VFEFFbH6!OZ*ij){*=rI>5w7;Yaz(&)u@F`7-xyN%zU$6>N8kHFg!PPD#!k+ePR{auz&!bEM2*3Vg zvRSv5uq4NobyC#|QV_;CijZEk`-ZKM2w2g;rkxp_gatFKb;N#^+_ibia~Tb3p?CZF z(?>ftBm$Ngcyg4_h`ao_$BHelCJo8mJ#p4gJE(yEhze-4qq5*~73R+@+I(KNg|Cfq zx7d*3lxoWpExWqo?cRnm|M9}rA>vO#+ZBm(9Q4BFX^|6Shx z@|eU%qTzNj^=Ltk3FHk5sK;RbspZe99+DZx`XrPWhn=*nbE>~JlesPYa@|S24v+)r zLizbr&GGG!FJQTiN&8ia@JGeBcB3DpFT6AqwS1}p&sPseh9rp97z-H^RzP!U`$EF- z?Gay!n}~*+gWbvRbx}(on6wy$)pxU=f~y!_*99I-!fOWFMML

mcAC*0WZ=Fwr)PRY=qWu@ZCCNhjRGrugx8laKg1|0tY?zNc zT0{BoX^;$H(RQ5XV^K95E2FsknCC@3mnWDKA7oT1B| zCo`t2lbeR|!$WWSeg^LWEhp5Q_-W8eM8LGbqCGggPL!A$ zxI*k@>Eb7GJL_&kG{8N?af^JjW<&mr6>ognh9oQstuI$OPo{?7K9jo?_k$DY>Zo`N zi~GTXWWb9z+AUmu&o85^Z7rk>E$6)DrwB$s>CFPsF@^gW8=#2{46(9l6MKB_@k57I zx=EyT{f?mH+zMbKqa9_24Nc>ZK+b@H3?`rQLW!oq4WneO2C``t-xd`oJsEO_BqYMH zY5%@}3<(o~L3?IZbHMx54T2JD_kXA=!S@2Y>Bywn-$G1R|8*^wji!wF2McuZv zWMLPP+~Ok*rZ&i!L&@zX%FnAi59PI^xCG!*`*mAm)wQ2 z+r*By7y2xTB*id?rp$3)NkJ&B+!D=0f zsy|$IaQf%bv>(REn0_mc+1dNv2K(vuxO+mP&rwJX`Y5U%PTTphPXsbCU{RI!keG|x zjckk0B+_$?nc{qO(NqYmx}umgH@odSOOv(I4`#R@@N#jc1OX3cI<)c_Y){gF3BxHkQnup(u^ zyn)T7yxg-#%Y246M{G6b?+A~qOz>~)U1Ujr1uh1MZ*h=8`w-n0LF3)Ltxa*KSGK%b z>3Dx-%BTyYCK^htaZ|o-IUHK0uSLB>$3aU*LjH`2z@|M-zsKyRc6Y}o(x1(&e+^pb z1@V%V2qv*c&gy}j0ju1Yw9k`d*XF+tZxN$b&E9)=KW_s`dP8JM=^-zd_Dc;s+Rm^} zrbM95C!N93U8~Y4c{?h@>v5(Cv}=LnYT7WKMHT zZ5@tYe!L!{xG_C&Y5x>=(cHs+a3GGPxSz%(srZ~;9g#C4;_L{koDo*d|8tme8*+wI zdUkb?7BFXEaVV292RqH}imJ|%4lT1(J*dZS90a+`kQUm{&*&#jPn!~xyDa5$coMl= zqM}fpDd_kL#nnuN^~|5I9S<2223PsCKTNoo`xR;5NyiOo`PS9tO`EVp`xbDLccuGQA?N zpwjOI)Z6?qwIKf(IJ)YOnk9;?JzpS@fw2I5KIKUOU+zl}mQ_zWF*6y>tvr+*24%P2 zyU7ddN}?eVu*M<%&B^&Y(=9HLdl?e`>!XZzg+n6zM#+tt_HQ^O0+!sUKeLuu7O_X& zMQp?>?68)7i4-)<;Diimz_S$tA&15diT3Xy;aJyK${)q}q&zE~7TMz<)XPQLtzneT z2q>&#*^Ng#tk(NUc{R=5m2d(gKgRFJ${|<#t8C!P9fflv}E{Q3g*(L0I({Vz~8(y-|T=z!Eh5^;Nw`!Fw~m zke1ZBIMuetL;^y3pHbbDaIOo~1BSQRw8z}|RqU?SYGTg;N4EIBG9Cfm1iXpjs_%)t z;7&ajS9!D#l>~m5H7oldHo3ZQVvlJ;#9xpt%|c)=Fn-=nD7|5}M4i?P%x|(7ry+KD z*k0PwiZdS~lxCrzw8U#lIOGmkYT(nJ`ZURvt2QowNxH*{9V60x^1#;yy*F=8jl2au zy}@`rCT(hxKl%5JEnCS~))IdFf8;gPq5O6iW$0|~qpp6bf%;Q7U&WVYVFjJ#MA@L~ z?yk=`&Vb5>=g5>Ej8Aoden4UQjmf4=a@Sjh?=Ji(cIjh$%o<5EE6?dNCIA0h^sOkg z#!r8I6H){gS{byNy)=bo4KGSMNPqb4IixIBGzd_!oC@f*@B=zA{O<&8^ zCzXDZY5KW#N5N_nC@j^ZES)r~VK1ZxEV8m_Uuf9VpkujQuZZY2IDS%6OHH~7GJD=g zhUgu$A3$orWMI%Pqn+Ayx3#VnJ7l%bf$32m2?4%bWJyvkNwXjkFiYal9-G|LEWFk6 zvXWo|9KSCtZr?Z$YWj>v$w7A#-x#WWuqvAR(HMS*%z|CEUxEoD;M&uxi(8iiMt_8abH&oblKoGbPfuuYYL}7f@HwLDw9vS zZ{?B^m0=cFOhTn;t{ubNb-=G~<*4{E{*Y|iCj&_ZU@py|O|U9P{&qbg*2T?|Y-l>NXbN9G5y^$u}{kP3_adyoPgNLSICm`&wZDK92&DE>a8~? zFPE3>c(Em)hqo3=PUA!D1Bk+V!s`-K$-b3vNa_aj1HDHN z{QRBdeVu&#oixV$PxFn50&D8rjbVM>Ku*VCft5}BnbjWoSuaaFyveAvVUXsNANe4i z(TR|f`=cPR-+&<{9_>2%pn`nQUaub{=C)0;-#D=ivZXpSIH_-WeGTLem@TnrzaWx1 z>G4eexri7DP&tw-=@qpM!Wl=9J8YF|0%yfA5qK=hIHSHTvU#Ru9trleesuXA+YHjg zZirOcy#L$+NDWw2;?e$Q<Ty(2pKMIH3$zM zD^GF}TWv57x%DvuY&bL`f4&^3^8wNV=FeQ(^rX|%35^!5z0fqq-)Xk56YK2EvvK$K z@6%0+3|S3vN^_A2pVHne>X!%%+VcQ`=0OVPi^cHj<#0WVWCrBVy^wp}=vnfR2zX|o zjaSz-Rdvh7w2}2^*Yq`t*PEcIYJ++vu|K;HLLy+S7@xK;jMZ4i)1B8%w0#^c3zC+c zD}#>ra1c59?b?Zr5XivLDs{x2z56vk?w8o<8)L_qq~|3t$cRFvkHcZzsgNEpyh@$Q z(9Bw7AnnmiWViUMB0aD3OsIO>frtQBqDgU|2xQfOnG%QcNW+%xOLsLbXeK$a)QGwo zk9|;Lc!fgJWRv0GNCOsCIULF-xi1!J=Xa}-ujwRiwcBfiK88eCj&hr7qv40vv% zJt#6I9w%&*^(igfX6@vgd2n@Oe=6iHX3Vy%nJOd!tTaS+Wn&dP~}OLRGf| z9H|dSOvdvkm%vRWtY)Czwc2yoB|h<`*u-8}zWzt)RtRJW5k*|5A$t{a28<%+(4K=f zS#-zg_+2Yvt$y}?&w5KkEeLQQL<6{*2Nl8B=veQN&!t>_$_U;pl8zSZmK;^wR1{zd zq1EHa8EW>u_|d0@|6EC@oSvN;c9ce@k}ClY&wg&UlNbl-Koubj<67&{kT+upgGqZO zpu(CLXLhEFWB{}!4#z5mf(*bUlovQ9bN=8wGCN~=fkFG;3jcw5h1P>NqzoRqx;>^% zP-;7g)KIWzCHPYeQv;j!ce*_x;pU$z#8xL&l;;UGyTShLWHbsObI1_<`iVs(0rlH@ zzu#7_PIe<{$&zv}o$ewy2Cmxb$yMv3)KaCxiiOr1VUsi6FxBnM% z=v_#HsZuYZ`X>SHgWSW?ZwYknkae5G;iQnEW-EaHZ54{Cv-GXpp^$_D3>J&>8u2il zO#5%v-K0CqbNyPl#$ZT#hq^s3V-FcZGGJ8?i*^Hdiy)QdWiNK%(Ad)9-i5`W3!j>OtE0#WOiA@ZP5pib==9uY$}f=Fbe;J?QK&d3LTb zVl6AZebx<}I}qNkLk>OAyK-wE#2~X9#_3W2?Ova8@m|6rvBsgGpj|Y=dnzNo zk=d>Gf{F3MR4_wtLQ(0`WTEK7;m-bD!ip#FewzZ99@u_swh?yuF3XL1~-k1oJa*u(ufLRi43Sf)J z$>vNgFVY$K-#v%F7;wonRLXRy)b9|f-&F(uhYr&~ZHCkSYllHv!2Fp*n_1n{X;?MK zjQrOqaenyx-MeCjLt5Y=876!Uoz$m={|u{a+W#i%-EE(?U;0QoL)fHEywZaZ1+X4< zKEw821DP0%#o#a~Un>c`%-X4ADRvkjX8aRBiChq5{EeI;)k`WBQUex}IJBRyXf}3E zw@(Zs!>Ypk9lVnRA#d1>L>SO>2TahI2t3+{0n%9WRyraSSRN&Y;9_ zbt4}+@t-HBgp`JiZhBIq87Zu=H8ABUS3bhl@|e!546;`uikvc`j%KAYoVM>m%t=qg3lfeDYYlvH2`PK^zN?3;G(*Da;xbb%P z4M`Dk)y?7gv+wd9>mZMQgo?L&;ls~CaTP1xIJAcuM7s_~geHhxfy%a=Qnc+fRQPN` z-jHzft5P46@t@x_Y9fudkJ!8Oacy*^6lPm+mfWJI+oW|nFGd)N`@^g zN!pXJ=lK88cBOwcpkJK9Xe^0{7>u!{sP2Ami>#A9OH?RjDSI2b?Snx?vL`8fr9~>- z_EA!36WXLj+O+St{r7lr=QGc9=lnjsd0sq!!1c;vh0H)J}E1R&Nh(EHyxF!=Pm+>Lr#$f>n$X<8mmE(#ws= zX1%-YKulMiY&bjX!?>AHK$?m2Lf7Jl|7_MHMZlOCF6~WRN{+Ahj*I>(l^3S0-D&a! zT#~^+Jcd#H=RU|Cu-wL@UH8c4D(DL%iM;?89{CfU4ASytp}Hp!0@_&5)5?bJ)&GsOCI2Az^Tk>q z7ZZSNDJ9baJPVECRR--Jd!l+LvxbZ!QV)@ZdB^7aflG*gR6g^MA3OntB}@-I+M@s^ zmCQ)?7$+hu&0JgC95U}N1TvaYWPKgR*OG`p=4cEj(f$g(KE~pj{;XaC>7`7tEqf5M z1(KkekM0ot5f}hTfDQK0j!Aj1E{#1notzy`FllL;^B3VA+jN z+Z6%?HSGMgQapy(qyN?uBZ!KzLw$xVYB}KGEtcJww7)@%bjla>SKcE*#<^MgBKcJi z)_aHw=pC!7QXnm00g2C~Jj@^}dlehum`=8PRL7}Ks{yAm+K>oYe}6v(aQm@k@a(ckDqJ2cm&jezJscsy5IlKlTe&jsZG?B(Q~M**Pocv z+xYOJN?I=nFzzCdv_G-qxg;i$*%@NK*VXl-pZA0xNFk%DLc_9&UcZ8W^?od7DBBs)3WX$03k=%plMD-w7L*Iy z$yUkDYqyQ|{I((V`I7oOOMIU%G12~4!zvFkF@qQHZj{&&8B{SIgC(FGRIM%rZxr7m z?;NH)d(u&Ka{`1gln~Z_Hg-8UvWkTyF6{|1t6Q&UjGxg%{Kq(>U-i`D*%Aon{n(wv zxZZOV(gKFH1+;g4R&6$tpW#^2iSNnuFfyBQ&c7XU=Tivhy}xlw2#J8>JQih;V)msv{AxDr=jzOJYc5Zo@(nm-fw1 zA?H5xdcV|E&w)9sc`^&ZDS*Z3bCSP`))hz%7>B`9r`%`o`g9|gbDP{q=g}XlyTpVA z<>&p#8Rm+-UPEfYfS!Q%#HW{y{^8U4y(FJk-+Cyg*&gJE9Z`16ocy{Nk^wU%CT*aX z8tA&U=bBX0P}|(1vc3ZB-M&V-VaQ*v!H?)zZr}(gf7Ppce`wWalNN%}JEPm`pML!e z03G7^p=vJLW?)1_NQez3t1iA&}D&4LhRcVGqz&x7Gri}FrEdzF|s!H9DeXn^p&e;Y6 zN-BuQ2zvc%A|wJ9R|T|(R^^@^ijFRm`WbT~WQ^9UF%aT@jA)GV)208=+hlsfXbe8> z(IoYir7?vpshAWw@4DHSP0;5adz9VkHERdBmgp#BFs;Anq~>B(9$u7;;iG2WdHxq~xG zZ$gJvQBY9A(;MxJlk1xnY?RTG>R3HabN73e0R^RWq=l8o)*pp{5~c-#fb!(6VQgK; z`>s&3-DCLEC=2^_Am-Lbx#8P=k%mMK4E{{<$oQWjTcN79b`jCu@f{BmzbOP^X856OX)n zQz%ur)%Bl>%lH}c=fMag{ruv$Ajlc8ki?_C;#1Cjd-!>4sjFxfeSV{i>|~(%=QyN> z;m5ll4M+`K+8^D#lKCCAAKgfYHXkpVt9unv!+qoo5vRkBLu$aBfkFE}2H%Fa?Wt8U zS@fv&jye_>2i{RqMAnzoF z3$2(t$J!F?9NHimju}k?S102#2q^y&3oA|x&7Mb20_ff?+G=bJZXMc=;_Bcjs~1Qt ziEMsiwI^*hDXYcm>$>kQ#N2S%m@{h=T-6|cTYw;j?w9RnB@&RuCk8S2w6D{-6`3CS zDt%H+?W1Ca(r^f3$Rkegu}*Y4+5C!oF5(9JbTDfUi1NlRXvcO_waEl7uDqs*|X z?M@S<1}rnMXpfYL)03Nu!kP&gJgVgvyfw&ylG|_SkJX=USHSPXm>Rh1l)>uyBEv&X zab;v;(AHe+8v~9@)*vmMQ=4oKSrV=V+B2(py&tW#yM0KA;iJi%Kk>Jzh z`Wx#lWJy@*#-)83KsfQ%m9Ek^B*w54&R?^@4|3=wXr!d#K+9rC4HzNDWKzELvDZZ< zsyn-oRKvLgYD&h&AdgXxIQm(UtW6Rb$jpGtK$(`bGSn_xy6q*Yg@#9cqmLW}tIr__ zCTWcM3q0bB!6fRNllN-2s&>Rwkuo%Y8hqo!H3%lXLHRjU!C^Gy3|M|<(f;=tV0lja zMsXY2M2{WizSDU+l%V&cF2kL|ZLt%T-v@+wJj;OHK?(L*qT&)^rHHkb5Of#B+`QMWMRvI zw7{mG+a7w|UNDXve?Aj_Bjnm5aGvBW3aW+Uw!M?&1rl##S`e@)Pl$>1<--z>WRpR4 zq~pOI#=hWhhVdvrkNxF@iDZuc|K>K@KcK_5G8PZp37F94J>f{Lf zf)Vy@{~DwJ6H!UKKSnt~O28OBHtnSnUP({g16!mv0^W{rUuPQ&X6F#3gz9o_|5G^vG2mL?TB72qwg-Kb;;yMJO}*WG!vM?S-DA5mRcC3VmG@V4EN zys6+{`h#ddY{;T7t`b`!odGL*Xq%GNFXC^)qzaa+>D-1=;nN*@JyufG>c)ul ztu~sF2uBdJs>kSkE=ka&Lu1S;^|Py~m-3=MWlL@BiI}I-AUFYJ=vj!TK%4KBO!K`3L`fl-x^KjSEa_L!dA%4a&_g)L-ih#S_w z!AMAviHY zz?#G~^bzzN^N}$;FdEt-_T$81i`pzrNCqrNGieXH$&9-Bw8x~hg&@T$EB#)43kLh> zBT(J2Q2x6al;AMHDqv9F7Gvsr@0CKFRR2@;?1R_S!HJArs0;0B^m8910v1{Yw7bw@ zT))Wf#r32bJ~xjO-x~>4Z@GvEaQpqkTgZ|yZ(!5z;0l8?-`Lw1e;_PrxLRAMS1kAu zdNSf;YJZjcbwDz3Xfu0W&rC-&G%P1^MxogPrO{e4kVl_E6{v}xsvBfVSQRaxjk@Kc zTcSkzVzQGycb&On?lP!+6QSfV&r@w1Bmxe)X%hkJXUD$TXDmf?x5Uoex9tYhY&e7H z7}k-y|Fl2J3KXN180wV!pIOfK?aS?@ifF~$G0WcRft_?ygfrs9PyGfVRt#sbXx~sW zUz9LZ=yhGd!}Mb792F-Isf9O+pWH9@<$&4k zI?B)$H)Oz14OoU|)BZOp42$Y~UFw5t!AEeSkEOqE9%xC8sE51#lKcwDp|K3jpncli z)Yfsf+54EmmQ~;ZDu&S2OS8`a~|P0En5WzOK?{t%^f zA5p~F6$&39HDLbCrG1Ud%~06t;4ifd%~hWxn=l&OFEImQJ$cg$iI5B!Uggm4rF)f! z9jQ*fO=3OuP-awX8MtHe0jhl7ts7hbnG%NeSbWNx4Mgml8`8c?p^UiD?srEMprG^s z#nmM{l9oauU>?n3P`(}Od2zefXN5kpZ`GL{uIYd8?hWdcm(rQW zylC;Miz4}$k9p(ti;cmcLc+{FW0Fq4f-yHwb9A z4^wYk+!fm>^>vbS{Y1($BfsfN-~Riy+i{fOLRrfaAb-GYiAQ_TO31(89FUz$`or@~ z<@w^)k&rRHK#Gvl9|3;0B8-Xhm=b^f%q?4OrB+#=JM}#-?g>;yC!*wV@s}}jP-MlD z1Dp1@fU1olE5<3f5DSQxc3Ql;u*MqtR_P2u~o zm_PH`ltplJofj7A(o7}?jZHdAjjG_Jl`N9M`%RVlfMODLc2c}>fw!IgTT%vvKQ#O6 zl|dPr5VO}1_9w`5V!J)dq2)8+ilgYg4BR}1MMn0 z&vj3CB>OcS}z^-Oq7kW|8)fkAr; z*RbvAsckpElMa2$KhoH&6?EvA2r0=H*MQqHF{H$y-hH!fIv-|H&_ZYbTKz=1I&sKhheU$^+k4{*DA#VDdV%F_hn$GQr!3B>r7&gzWJrIb+U@z|jsN5YQUttq zqkV?R@O`!8`z1ZexE5rmpAM?d=z&C#M^UwWhITRpF)%8FPa9&SZr|5gSl&WLRjuLM z_kaICRK^4(#O93?awQOh)B`RApE5gHGNIqDPQ0ZfqC5HAlM9dxm??2-pTS+>C8%TBbPxeF&w7;0@t-AWOnh1NHRgHA8D#W1Q5eRl|7h*7|I)^jVGKYCwM0BuEA`RU@=FqP6-Q6qGQu$D)1x)6K3R;n^&ylgbV5SL0kC zLP1FzWoXp}hvz^dU>TZ4osS9d31#n*;_ByzcQ~xJfJ9h~EJ;~=LFvFOiS|L|RKvWU zglAPG5zzLt!NoO)zzoeqxuIL}eHNq!JU37Wdro__Ezc*C-f+UNzIx%1v%oGWd(`!L z6LfkUBm(9P)R_RUIj!eZ^rhDLYEEoWl<|T_tu#?w^_W&_0a+3jSJ|{dMp%Gf1EW{! z@<(a+L`8uQn4!xMA)|2N1$aXSqm%@+d!XX!JxyOP-OL;_KK#W5o1qhI%++^?@ooQl z`m}h@Ajp#J5G(dcKh;oTNn{a?i9mZwsj)6ZzBEEeEIK^dVI)3Z9uM&`Pf$oYJF+JO zG9)ayacCd%Y5YaI$)@x?S-Ty{vCOw}5kUVyN23mCPJm&wL<=MjfYD-H+H3Y@jGS6s z`@%^&X2h5IH`jn41JqDRvOctRCL{tDlGwD9n=o(OvFwXd%ao@a*yi%I845|O5n8<_ z{^|``5?1#JXp>^Xltb}NDW6C!*o6A++io)&Vgck4!5U{BJp@t%hA{-RuZxA*cNM1} zsgEG~C7s9hCJPjx^3w{b;g??`PD5(IiUtO4jM3QYopGPrKwu2nXAv(1?e*Z;p#>Vk zJ$BwCf_2oiUKaYC#5og&2UFNACZwbmUOqJR}G@*O;`PpR< zvzmjT>imsHoscDAMGuGe%%n&w>EO7Q7i3`FUQplU+XrsU{28UU&ctEhp?563@zp60 za*NG+pT9mJmEN}7#q7|4`LM&Na`XL38N3vLfeh;F>8idxou`*AHCB?4w64=Q8p;h{ z5VLyu%+M+bWnfhgpY~#Lq4(BnfB)7>0wrDRJ?)B~N(S3z*sY(Tw{6CgY5&?>Ivf=Y zkEiYdmsw#21BdoGC8dh>ahETXSD|&Ahb>M1=mJ5#Qlx}kYi%l_kc2CNLm6+cFU>z{ z8rnpbo(Inx1jU9x2|5NP2Hz>cizFhDcpDRecJJ109HVo-mK3eJdYkR<(H2ng%s>)k zN9{c>k$^0EaB`dWN8*yPEW7dslF(av)WYt2nJQ#QIjH^*yqRkUNy0p){u7xms$L{zm=QSLbYWbk?VS z+LAg|KlQ_w)S%)2ib6 zqJ00!&!j_RXqEP+53jz(S)$!i`=D=4?~QfbGZiwW3#fE^z1PS~;tr$;7}BF%_B8fy zi(c7QPAXyA%PrF@T)^IK9a>Izf9+325)sItgrOuJ?GHX-ec>gxSMx}`9qZn%DmNDF zp?^m*c+2~Pvq`uNw3h^WH3e3dRpgVs9{sa*+xKh8L*(!%l%dxoKLpRu0of9t_8d2V@22M+Pjg9I@}ApXXIuf^ka0qY z`}pxBXDCVIh@18lbcut@mVozCy%O7tvd8SAA!afWnbN8XwLC}-m?`mS@1_fw`2A*j zG`Wdb_F}h_zk({bDZ?C58E@ZfgBK663*p%tdkR;aFicGDcTY7dV|a_OoJ?m;Pohz+$Ex8g0@Pj z-lvVSs6BqiP-wkDCX#`*+jRsa1Ln|7>OrZjz3%R(Pb6dw&T!gvF?tLngCgR&-GDoHnEe9A~g8k8xX7k8#lMmpaa+nG?Icxn~k2!y%O4?2gU? zmrP*pz@;6Pg#MhM)QoPDBNp_1`DDETVwALzM<;HK1Fv&oQHlOm>$4wiOE;0E*iyH$ zal0bML0Wi)MBtxF6hqE{X@NnTA~rnM>zk|}K?bFwM}OGc#Xz}X4D#n~Q*QjzgC+|H z%%9n`=~csn4Sg%LO39wj?L7@D#o*BAT|~$v|GW$w`ouCc^(pRvkn(*6uSsHWxTSOQ z(1kM~LgvSo`l5TA2R8J{rah1$e&l*&=e69M#OpV+A|Gh09zD0!tv1#Z6GK{$hl{4Y)^ zyOu#MpC**tl2+~NgG9iS8|{I~Dvb&9pPrI8#y#{#?XcZt0EMIZWgyC1Ld^i%;1Zgbp8ms_vWdeGNcnopam z_f#|9cXv)V(Mi|67E<(q_ZlkQ3J^|8T0Jig5&^4wsGk^HA8glWJ+qPA0cF_z?x7!; z-NY!nMVYAFgn|;5-2}Af8BD+IwEucLgEXWA*JpDwb3kX%M3(gM@=UV?G(_2Xvre~)DhLj0=j8QG7JA~2-Hr(OE2_i^5z>sVe%kYat4OrqC^ zg1c9@A+$H8A>;-$9D~Wg5>TGY5Z}5UTBq7Ux^!wvU9Ic|P$fn}lujzkn=L{$)$)liTHDUb>NCYe>v1!lu zf3sm_WK|zUmcjzie1S}|VXm>!fgnOe(V>3t^z|3)z;;-P+ zQX52x^={Gm3b`|8NCMgiafO}Pf$MrpNG${@-#6FF8wnL}K`122f7=eOzr_e8ChZ#9 zOMKb?ux>Fa!|R{gG?N`5%zX-xF=-Q1pFx&{kuhv8<*CV%a?#wc_c}NnHa+ojV z&xcUiV9{ps&r}AS2yzutK>3 zI381jJo?^){US&P%%j<~7k%VCud8gY+~zk`X}6`yHyPz`X{M>B))j`{0pBBSH6bQo zCvs_xz{aBka%mQACcyBiQ9_CQJ2EPzAAYF3FcETT1%#7wFNDs8)PUh6Chd)%a$Qy_ zj_<=Q2&}iRFYQK5#81$4j1THIxW>y2Y%4eQJ2F|pUbf$M^^!Sy%dr`6V!;)GB|q9$ z7h_~0OTs*wNt@<2oUVB&h$Cf5-Q|b9M%qF}bT@M7H#_fx8$WS}rhUF7FLIT6(%3RG zD5>h@XE!O%di&qApWdkRcFDWY7}5gPdE?Xm=2JD%+|JLGoQ*l7;1~XG$Z9CP4MQn< zT8={@yA)F)e8shq9M@WV))NN4rRRh(4bsM+>%8ZhDgS?CC zJ1M3BboZ;i`zWLZGyD01@U?( zihtP-iGXQAz@yC6SDn3X*Zntnw{dtaQKA9Koe8B&oKi1OyJ@Uc+0a24|+MPGIqFIscdHp2P+w$5)N3gjTS=fJ* zVvi9{y60&04pIb$lNjohJD`RidLk=ty(JNMhhS!ZYz|nxtw8?ZE?xlMdBgmHMSGXB z;kBf9-D*-hOLr+>Z|bOl{6UBU>nq>FP)H4UV5MF7h?~SQ4b?#;$_U=$WS`nP4JzJ7 zpd$L)n5sdL445ggY4fWk1%i}^@!!dgNpEJuwIUzzJaj6m-ro9_=s_~z*?~6Z7IhmZ zK0jDNRz4av7j3qrgF{M5$fd83MRyVg4I1Qu9!V-;dSK8VNN+qpLB>z*M{mS&+YH_H zGc0~y`m;ML<^8E{GKA8w1v@9aNG^^XfEyLdLpkEe?M49{tNJU^>Al7V+4dV z{85I}e>1xa(gK#@n0(5sZ^TuWa`R_(5?avJ?+JNSX9J0_2Z=Du;m~x6GmuaT6M^<8 z(7ekD{WVwZ$e84`u=rqb=U|A*_=+l@UlTXDLpd75+*~$gjyNm!l38VQ2N{!Q?`+tq zdLMwg2f*4TZMBKEjBTE#D) zg2bK!lA&bO^WO%f1_q0=J9wUbA64JfN4SG*`GoE@`ti`bn;z=o_7}V_f%?#xGw`{T z0jtQbyVdjBR}!#JcGA@zz4+etL#GNCpVB&XD%Rm&edtQWu2%0Ka!e9d$^48_8Pt^^ zVp|w2TKtBTAm;EIrN^n@ScW+o%h12{>I7s+Sks5cro7Ios>V0>(_V5OU3ZCX!Zs)H zbNv+*RX3P^41rPuW=PbRSs5xCbota|l2LU`@7DY)itsVnX5I}72pWZDZR&pVSm}eb` zG2*g|TA2#Z9Uu|bA&U6%P{#8C#Z@+&a%S*yKKAKZ|2pz-y;GU++20w%AiNrj@al#vS#`6T8uRhXRvy|$FLKto42MQbP9l(TRCm*LNDmm+W6&<%3>_R_ zv&>(ReJhR3Ll!TrL2mC0s-c6z4tPTDfYs1U>L(|({T2F>`$;`$meypRNrv$19|&ex zU2*{re_(3h(*B;|W-gezAYDwb#3{R7LoT}CgyQOQ#Ks&JtR4noJq&WQ*p#;fdM+%q zurn$n$a>jr_x+<8zX3CcyOABqZ#lFS@&znE3uq5Q3-31WdtB~Ma>R-CFQ$L)nhM3F zY~;@u`*w_hWWWrGO?#pttGG+EFXam<1J~lPbzm&`E&VZahS#mW7bN~nt|7)TH{JX! z+*K6loZm%ybJcVAsFbM?L9C6))tF;{&4iSI1tbpb9Ym?Ua&ZM#pGmZ;d2aID+gc#G z`VKk6WAh7VBuXF)A4~=&?e(#Fz7M9m#7MDv@q(X%6GlR6P(b;)OupI!5&_H44BBnz z#?*N4t6zG^pc?Mqu!$Q9<%NxCCS%F6g-MVI*h~hOc518oEb4n3(MP7|NzK7~_Roce z0YnIID;RC>gPZ{qfx)Mo7Yvy*dQNhsw)fnqRa^H(>1PNfIid>s{IdCDAsH~hP5l6< zVOUS+@AuousCwk;wBS8P;L%1NLfpy4AHZcFSX5=v-VLzVDW_95&>97rfjM4W){(@W@a|Z_PfpmU=SpVJELNZ6cF4fFTHUXQ5lMow|d342A$Q>{l1hk2I ztJOZ!n;w#Ej7Qve-zkY*P}ML7;nl%2RI?!wFpuWbKER@$ZT4pC45`nDm)wTc@a!Qf zV?GjL`S=(c$dWJ-s1F@x$(VKttP4m>8k6SA+TjBxhhYe3Tvv|#6;cD1q}jBKw}7W+ z-E(@{Nta%*a6tw$0YZCQ(NxBz>0iK3I##`LX#a>d-EDbmQfD(!e|n_ZBwzkG7YeM8 z5J6lJskcI+1+s^Wi9p*I#MTwp_MNP1ArAS(a*pP1e*n3276KV(y~AHiBp|B>EF$sM zDT6&x-d2^afQA3J*G77DTJorl z?_Z#>+K#j^=C|>$PY(L;0VPZe)GJUCXUBEtCn=-|&TUuBPcDxt7!h@HgnhvX`?h~| zaI=sA3cURwtA`0d{cMJ5T!{IR?h-ORPpwQSI-oNGsz2Qj#L#Fk1KVyGtH-3h6wOpi zxN+HIF%ech%)c;acWi`Ek~WG+p#e$81Bys&+5`2XEy9qf15(?#K5+Ljk1YUy?JYtw zOyJssoA$A&%BDRgCSvz~pD`?uqyc^p|9tJhC&--#qljdsH13N;4J5?CA`*2iu#MHt zlKV&r&bjWG5Mw_UA^{AL2vIgG=M5~V(x&xFI9|@0OMc93w?ALvac4=!sMDhqEM#*# zxtm68hP3b=RnWqZ3+y2g@CuqodBUnn)LiqoeG5tJeQVpI`Iiu4CiRgPT!(B0k8@*& z#G<`eT&Z>JMe*e}Vq|i7Sxr)PXb6;@_aV6Lr`GNu@dXmBVwpie`;4sN{LIFaF;epw ziniA?R@HzMz!1c7=V`mPNi2!m@5j#!)}vfS$ds^d34``uE3d;D-REkg zR`|*rIV61c1INT#ktv<5ztIZGfSD4HcI~z|u4DFAmts;8(;Ma-<_ShaK&c5uC3&+! z;LIczm3S=5lQHUD(eu6!lWI1+JygrHTLt;U7}RUf*||{zQUjJ7IJ7q@yUp7=Bi2Id z`iGs`u%TzBfu{5Wuio9`z6X+lz^j!1u;#_~>Q>|%lf8yz7OlZ%`QXx(AxIA^i|0Rs zWWe=6yY(hi5L&*mJx+$!BM&p?7u^B-R^|w2_yu*U4M+wCgYvA~dZG1R;}t!mOBWA& z)E{bD;o_71GNATP;qWR}MA1B>?Bl@-6-sJcFa9Co{( zWMjO1g9h~3Y7MFzUJXv(3aJ6B8#wBe;hy0oAAa1Sq85VK%j`Q-7CL5Oeh**%LO zcfdTF$DtgRgwyvOO}A_&^)UB#dz`W6Xs8GsiEPR2m-fMsJ75`(LwjAL$fQ7dE}J~Y zDtlK;wguiec@CLUrBZP(Bm!ni)QK^1{KGbj4QZq)-6(jgte_8h^dD#*K+Cj$2_yp6 zdSkID2iAZQW3H7&kSh+B)?E7Q>x2UkFE$$)QgN-iKI9CzA<tuNCqrLvv`ze>J6KfxUP%)$+$YE zzwgt|TVMgV9+^`5s?N`l445f#X(QG~_oA5Qyc!E)BUho;wD#I=@Iv$wBtzH!`2#yi z#H9`QM4>KSpRa!J?pnofb#fI%fb?UO_zrnP2LLK0cP1sA-i zd3pZ|MDLlSDO|qJsj*O0!Z;cF|I#g^Qkgo91W)WSbN2QqgQbufek_k!mtnjG5&=um z4BB+Ydbul%ao>b4cRb@lJZA=YvQEx8nS68RCKcDGFJ?ix!5lGTj{OH?AQ7;@DxkgZ zW5rED_0CIDDC3Xk7Pp0w5L^F)>JFGVxd##f(*ldOKd*?nU12Da!g}eW-@Koa2@T=$ zkO*=C#o*UNOavzF(Gt-fpV>9Ln+Uf4Oy1C_Ztca8JLjVeJ*(DlU>TZ8``?~n?xnEA ziZ&8t*cylyhV+A1ST>=|;A|-aQmlA(qkWRdOSQ7w^1aj?@pY@4u~q_bR4fJ2#1np> z#)MJ>MiX;r-?{eeZ+e+|w~g#Y-_QJhN>2~$n*54V!$@y!T}TEjHLz*_^f45#d*5U! zHEAVZxp!LLB=Dl_>=o$u;rjbvRKn06^($kZO6IZAv&nxlvVPB|ZL#ocP|gQf1UtYNISj}L^BLjxM}@w>Y* z5E22?0`=j~6-uFvAtI?YN+$)iFC3mg6(|=$?i0%O9gqkZQ@8R&#SSbf;!0$SDQ{B&>cS&3Q03i*M~7<`!q-k zmprg7 zd}(zWgPX9#qrJ|XRArb9cy0m zrP2tBsy3*5$Qu>r#F#WJ;I}9NL$m8dLd~pFeFPK!&Wsm{Tvz)1eG~6yc=X z*;;oYHDE!BPrLt_H{QBB%{`TDTRDup@7wzp%+NznRB~L_C4^+aq7sAl{HKhW=&_^a zJ2Ji5b@cRYdO88>LoY%oqf1A-3EH}XqYQP*V9)E(!$8}`Qo9<@pCl3;;X5=%CzC0^&+hAQ5+$PH)X9e+aF1 zAVX3eJ9DzckVvS9u}QSI>xEtW>{_!(YS-k8_FkV?H^CvRL8x>)z2o&#NDEl$M*YN? z*hFPPv1=*8t;*iaF)-U|09BtBsC2Wt8c-zB0y(aSmu|F=`j&j|cwBX(lr$urh5f5y zcgsSvZm$s3+vutVehk1u5`%W>X4s->*!M*0_oM~uqgvhSVbIv*SA;QE{ZZWynGzO~ z*t9!7p1$L2wbZ&ujFJ3R&$TZFs@+Z^df2+>&Q<7V0Orta+CRFz3U9rMX_h)xw||G< z_=&bU;GT&Ri#vN^e&Y$VmS6XK;lN z1~T}3${<7CWuJQgVyWSn>3-83!Xti#WLSe_us@Ok{?Nc=;L$#1%2(tcJ@+|<9LiXD z`dfWq-%uzn@exsP;+73=wI+yq$}odpX3!x{c}~jkJt555H+l@Dhe9NS=i|$^P+Y?D z1CvX6)qd6dJs!aqq(&NECL70asws;^#!tqQ&?Y2zvPmJba?1&W4At# zk7+>8@G|~MA*2Q@zcFZUX^?aHe6t~?mt-e5wU5*^SSlJc4T_ zv(6wQ*OeI9E8F?z{Zje!P!o3)LfzLI>zpKN_`hYefO1%^()tpuQ6nb9D$6^;DKicn zjfq9y4|guk8!8cjtU<8^&7y5dhPh6+YQ&E#i6P=?#TnP*qd>eWgStMI=YIQhK*bNA zdL3>5xLmzO>Nl>d<(7ldNi8Vc{x_?%6cs=BGnM|?HbE)^OAajBoQx>q_fK^ny2%80 zPH%d1e;>GRLIZ`RBbHU*N-HcZ@o4YOR3Dkm{odkCEZa}AwM~5dO$lnhIU%UDyYS&Z zE={Td!x>E4AFjlaNf};_-6SW|k+7yHcJEARj+ldR##?qM1B$GePjhLHLW`UiH`i>b zCw)4@I5)fGr?bFM)?~!7`c-TKZ|-3nE0^|fr7FQkUUgyu=?!TMlT=FxCu&dj}cGYAH3k7l^LWrVC){B_Hc=MX#as* z#l2V~*PV4{X?%ipmJ{UA!N?hoH_f>safbi9A)WHCH<^{?aW>nePH1vVt5edCK#+S8 z!mCze&g_LUG=^81v`6a2;<~n{iBgBUosLx(2pdO25s8J8TU|WwhC~UZ9pTB1_FP7o zpMUkC&HZHMqgb=Hcxw%$hC~E1WOPi|Kq6pWTo#w|u0y$l9}k%c$l=v9PE}5KdoM!X zybWQ!Z(D_R_8oO!Rz{|_?FY||wEGBsVl_vA`+@9}uM!DJJHlvg z7Htty^LlJzE@zM;*v;e@%`$>S$U-4CyUu5l#GT1_go{9T36Wg)m3t9QU1Ux;m#7wR z7!S?@*rF8;?8yg%AthjWjYInYi`e<{f?{Q|kM5z^V6%IoKg0q2=rmMMnz&J-1k#SM zc*LiD0<@&0W$T2dPNL)EG0cE{!7di;S}j8GV(X`C#|ESZKJA-_!hE^w6T-?#UNXsN zM6`_~6jQ$=3ZSK|%S@sM(igDQMw#9Y>-)a-yHh`Lw9(`9A5l8>uHc%(8bnK8ANsje zA^~Ygm@hDCPr3=kM^5F9enLWRhx*!uQEw(fZH64aK<~1i3tu7wnHDgtO`F9K?%egN zsa0wZ)JTsISNT4$>-OWLmB`Y3BjgL1A#rF=x>>bd?Vh-~hrp>R<_SK|lfeypA;^-t z2XWOUTKK<~#Gri$M@FILopk}ZBrs*k=ZRDNr-KLUkD`$D^UdF;Lu$ahK|p)9C-42X zhYnd4L|B#G6FB|L=U<_aFRN$r1~4Soli(pgk7q=uDlfz*Ii3=A&i9ZJF$zqKvB4@nL~%ayYw-X7dB@#AO4 zpM#?xKpu^i41C(APr{Fa$U%8++n-YKXO>fgqpn&H`gTLGj73~+O4?`rgV)S(mm zwU&h3&NrrIMt8_TDf%#qO7}~iHbZK_q7s*O=a8?mQNH6|AL-FGf;8V%V1E1Y?J!yA z)_F(-j9BH+J~M9BoARz(TWS@tz4OgLy+o*f4nQ$!Y3NN;i3lW6!aG)!{kf`ifepi3 zYB4~4^_JcacSwSAlo=kznHfnWAVCI}8MqwEkXtl;?`C<`W&$UjnJd5J`|!08pLYr= zVQ|w=ry+O7F$V4bF>YQFU$1{VK}IBTe(rw86EL}rLKSpI%nTPu4VVlpb;_+zx1CWg z35In<=_cEKY+;e#9OzTS5cH*fSiCB@Tn|fbeA*GobF1+03pK4|RMo5CSrs~h3jzaC zlObe$0Jxq3D||S#+f{pI%UrwaYDgL8`nIJ`bOM_UjVQaBXg!x@d?fWy9u>TSI~oeC zvyljeNBe&o*f0b2!x^Rf-fe4?qV;_J;#t#d;G0S^=vP2Ug#|bTjd?VW_OCt9>iv#! z!bDOJdTJ^Y*4_f=lME3#d1%{qWyqE=w8y1Q$cTlr=csHaPdCcGRBzaHstd9uFNBr6 zH8#{qT$&85m9?IO8qaXTxx#Gcmep8SPAv4E)2_OLt4Ocw17?7qpNsr zzUfshBw}@OPkJ}357NS7g!Y!2JU;@7fT2A$?FE5yH}~14w|pg?;rP*g50CMnx}gan zB|Xtc@Ombu1s-jVxawJO?}MXF1Yq^(w9Tki9Rf|1m?JHmGaU=wg~GJJr5%z?d(>P4 z?W7Kk_n505YUqHvR(#a8%8pRZg$xPnT2WtGx+3^cY+WF^xo3D%u~&}4cgPpUp}){_ ze{2Lrz!Efv_8>sOo{{oJyZVShfZ?lkA_9ZvLbD8Qh{$k0%Z!i&RT5)hLt{Y(H(G_{tl{q zvX=kV4S54r`LJm(*Q;uYR_{0RgWr%J@T<*aM+&XSeS640$vbS=k)QBUb!`YjwJdq^btZpETPoc0eET%yUpJNRqPYya16vkJL?CNuObfJGu_~V_BA>IRWan+>PuB+r z8A3{sL1A@6p~g#z1SDX^$_4@LKYM%mA_qO`LvOvdq0ucZP*@E|l~3rXF0gpRMBvfp zVys-O9wof(C$(_r`gxiBK@iF9juNzrchDP13wVO2{To1iL-5rn1?12f2jweb`Qa1r2M3KSJ7V<8bvomsV!CRb15VOhPU}#%3Z7Vj{5?h8FY|Zh;IzG zix~~&wl&BXHMOp=+I!<*e)MoCCJjQ3xAA9Fz)h2QcB6f8LN5PGcFQYrK*=LH(>ehoQa=x! z&a(}y$R=fY)bd^XbJS0e3<^jOr$VMELQx6R1A|BTrZ0a=k;Cr-^6rQ1(^d5)_b)(E zX)c=Yv48&vJRyS-^#a-?K-lBr%MLp`NM6se{jFkr47i)l1DVpvKWm3UYQRj1Lwkp> z*JT%vZLF_kWF2CcJZJe|P>Oa$T+FnBJCza<$m$cLCTX`0y*M0=r++q(5_~QQspPJP zB-oC~Rr#0JCn0~vB%uD2JF9EJ|jVkDx@^||rS|BTE3@9;a z-x(Jr>^;8JMoiKex*JDN)Lag!VJQ;9V*RRp5;c&9go!|VYO?WKzKw1Ec`~Z532k54 zFPIKRRdXc5;4IMxi3tB+3$#B%=e0QAuFHH&$}q_{L3lfF6x3>{Mt`kNgw!}oWFXam z;Z@pokEv5zcW$=SWoS|RRPD`|z^O?uR5h@-pHqQE!0;-A@{jreqZe$awNi%;M#^Vz z@!Jo=)jv^8I(av;S|S2zNmxwc@hDGnTWt%ry~~zb=_dc-qi^A1a9r;@$_(~0qaQ&r z36p_E`;csaoY9w8A&o@+d1gz}(QB(UAdFFlL}*)<37+M`MWB5T%1WrdT-{pg*89|J z!H+*HK*Z!WKM3;UkF(eo*8J9tA;kq@^)srla|z)tWcNZ0xlD?N7FsS*36m+&8}ia z1E2Qtq^d687)DPLiS^o-On>l~(097hxBqVVJVRgJeC{Rwvsj!=(OA_$`^Q_}!JBe? z?eC;F?3rrxf%gicCR-6TDgVn{6UZAdYLd&NoTB+g^B=1RcIM-xn1{#yvQUF7kT+~W zgwmXIzYm5)z(59{I=kxmsU|O=iO6ocCda$fuVRq-(KMEcQ7Fi7*JUNwTwl{%6pQ3`iK8MEgg&X?2#2 zr==s=b?b;sEKj}-0X;30+phd~KIKt*nefk^*XKzc7CReN{P6bTd;fjV$^g;ZWIx`2Dn=|dgl_Db*6ckA21udE6^<-z2m8;ME3nil zH>||m&qr%ws>v%vhUr&smW_sndVWRlLWh4B+yRXxHXe(zJB#D*wHNu0A;5O64?JkeL{zN+K1Nf}a2!mG|1kA&zjf0WwzspTUfm&Q^X zhxWCMRPWhuT3VVv5c6S)Im+_N2@tUwfpS}PoYmF=)@_uzq`hO~T`D_*$hxhlckSAX z_TVk0w}^;gKR7)Gk^w89sc*6J>eHLuekX$Nn2Uq62w3QYdvVGkq&mK`{> zSGtL9T%VWZ>>%AC%~RM_-wA?M8Pu?vEYN-oxdT>uGHDM$?~Phu>%6Oq)Wde8RY&X0 zpbR%0!3^1~elW6P9?j=aZhck--|C90O(Q7)7Yjd?Vpka`Dm_Dybpd+f%-`+(X393(#6lnz?ze>-#wiR2Bq!D8|0f$&6KF&|AKDXRfABF za#i!Ux=x&kk-b*EcHEh_(9Gv-WJqBXy}(I5+>mGwSa}-m*)sPC$*jtj?@Y1^34#oX zjqqy2kXKd`C6ILkCW3&r7OFIv7RfDnBoR}1FU=)28FFWJ#7T}ED$0>mpQH#F(5h$5)(E|auDBW$;;9+n=^x^0Fy>$1F%BRJKDticJ0Js+#HJug#M9f3P0W^=9|IZ`_>B~3=K>It!ic#vhy)9CI=`ZSV(|Vf0m9b_h zH>-^)sexPp%gr3x7c=GR%@WL0I|w^U5e&a@b}&fAXrQccZ>*9NBm$llXoEbNw?@%_ zzmXaa^Z%l=+93_f%|DLoX(a1`w@R?Az^7dd!@xL`?9L(vWf5;AmAe!rGJH zhu9AYY3`Pmz(!Sv6# zfdwT#?F}Dd$9G-2e@I<9^mbQp`^<(qw=0nrtW{U^ODu`37cec*HYD}%Y?CAxa`~`q z<(U?Ll_Jm?E~22sHT`*nLO8LXNL{j0>f-~^pa6YaSGp37zyQuO2ovBj|h7+ zAT{u4FHq)36q>d593Tnq$Tb1`4o87MG9nQR(6dAM1nPfcECBW0Nqc+S7H;V4`#_kI z)1^0Bv1v#$;5J<&a%rDK4l)u&kVzU7g7yG3e|}f((xw8EmrUa+dBtjgW9TiYik^F4 zD_kN1nWS+ZfcExYFL}nwRB=A3ht*>m#;xoH*OZJ$Ka?^$t1}=Ouz>~v?H;bkxZBIQ zz?am+!pE-W3q+tl1fe8tIM<^^A_HkkSb}3wUU-vw&7rfdAe|H;KKO#iJV&ruvK*Px zpXVlk)5Dl4v8c1Fmq!HEc}e|)c3(81d`~Y#5H}!}e*WmYtD&fbSrVJ}?xfVZ9g$Jh zQrmm=_D@vPO8PNj|KImxf80{?v>x)O#FR*v#wZ!;;{c7@dRW;VQd=f#@*n%f!b_}H z{ur|I)_EzBfpiC~cA)*|Q0B?msP(b6L=EcUUQ}76{$%huAUQlkYRDXV795Vj)WD~` z;IMIi!F0im7Lp5CWa;6}I{~?aDw_ISzOo1OXe=nPX;(jn(WxnJO;XbUG560+i2#Q( zwxATPmpJ&7#E?j5z~CO2OL;a%7-ZAB_WM1u_)%4PvErO6xWY;US(5DeDSIKvidho% zecUCfXG62KS_zI-w`k>yxpwW){IECT0^04)J3}I1{w&~7o{b4Jh?!CCDm6?0jQQAP z@?3~idWbUgRSwMR-MkIQ@#r;}KK0XZK5pyPK$Ej72KL;TZesO&@ z3sM6n0#87BxF_s!Ues&Lx1<`1U3EX7(F3>Y%|c~^()dkhAT?lMPe2=Uub5|dZiKr% z(Z${6Y#VgUU=B3-sgAPS?vJz2LLy+|eLr4b`QBYMlZ2tvv1uUqtX|IemJzrF>z?3qh z1=r);C#He9%?ojpk(Ny$pM+_FL%S1g*lAkoH%e*BlOiwhz01aNWE1XXqPrJ{m1~VW}J^aRw4%;G-qfe{ye-jXC&hFL5j* z#b0gBt>OyE8{835|3-gGtHc|~h=d1K%7vR}mT*Rs)oXWxApUT|U+KvKkOKHIGHKT6 zU;}9ZGbASMgOhR_109?aYX}NJ_Q2gYy7}7BWJw4T!PeCmB$F@^IMn}^h!b{aFs_rt z!0gcJPVp0a&>Z=xbZOtd=taKmkDe>t30GZNc#3nIE?Rx@w171MWo@wwjR{n5v zQa3?koGE?L)tbnMFopwKYw&YlxVt1Kkzo}p8ThnU_vU?Vu6=mEkSu%ltHnPpoi0WYJKTu? z_u;;gosctNsewVe_!I@$=9)YqKLmL6I=WQ;pX&hcQF?2WOIr@90h578d&guzRN;%$ zy;7f)Mix)WHy#Q>y{Cv;9dkrR6A}TZR%uV*W>rSGHs7g8CfFo{pp2OI8xYjHgr<8w zlt#{%jB=9+8uMq`of5vy%NhPnS$I@k^xo@qjcYsfDoj7x-;v<9o!KY#>6p=oo zuAy_a#XlqlnVvCMV9^e$>-$`H9*>er&*fvv=A?q(^){fqV8yHhulQnlflHfMmGR!$ z^+$Dc1X1>kJgMW{U=P;M_9&<>2^;~A-(o?PO}po26|}wgREpG>Lmgc&L;rjzJ$Iq{ zd41C(Ey$s<`k7067~K>d8p?Puj2yAj(zae~QK|ufRR)Tx3vU_dLo#4^n@|1c=h*O4 z``TKvblY9@-1Y0$pP~8NH>m76-MC*Ck^w7wxU?738#cDp-@1I2l;L{c7;}{Xu>Ab- z1NZnYU+}{l<_=8SMZ=1ZBQ^w`bs+i-Nj<^M>4`FsDFq;RNa&Rr1my8iQy(UxaWRY{bd=DwZ(1h3w>!6{~{H;2w-Im7KpN3?>upWm&dEts@ zytr<2;&IZW4_}>AXW{~Wk#R&x`i^(THpm^YB+aM2_h#>Vlks6&`-yIehi`{<&VfXz z?PiQbxN9dWhtzpS&9i`+jEH;NFgvaaA^a*#E$ok_F zEs)NDK_uEkZmAmr6S60D5v|V@GlPnAh3b$JR-=O9Q=8)N5KzSn2HNw_c}LS5j})en zVEgjK++U(NYV5it41a#K8HFDKei{`_j%SK zF(lF#u$aW5{ROw=e5L5fx>j| zdJYJ14C;snF;W2H^fXi3QXw^9oF0evw@JDD$z}6D_7hN5ce%*F^VTm=NZN$v05&O9 zmqKd5LK1ZnBTsy!=5~BM>Cjh)=!9&!4gQ*(gVf-9KadT{fT@AWqWrBy=)IYjxln47 z{^A6?xoa|ihW?3h&=|Vx`RZcGl(4`mpxwWfbA8F+?aC(M_UsYns~vezwE*w3Ga;+=E~jor_>nX26wakQOkQ#G(EfKqUNR)AE2U+(a3} zZlf=Sz=y-fsC<5Qel&QL8!MmL)U`0neCO3xskr+4Gh-F84urTDBbfB+TK08F3s_8I z&@Me2HG@J9=5)0#n&G%@hVJ?q7C$fj*`0M}*}cZqzJX9!J%|$Y=251rArY_y&Eioe zB?I24spmFJb$dFFG^&JxP;VR>)LW(>aUP1QSc0bhky{i|dEjr4II{Vfdf>s-XBuE; zu=-KErHZl!qy{$a;iN`&VIyaCDS?wb_ROtl8&(71q>(79R@>;*LKFbTB{6At8M4$G zp3Td3A^L{9+Aqe=y&@8-`V>-Yc9U*f3VlJ>R$JX?H{tP{^2^ekadSv z{for-+4;0-T5uFn0-m0klxMh=qUXdNy3hv`0$9EGi9d^yHIj_|cwT zP#FJ{-uU15F|?2^J-R9f)}Od7(WdnRTVq;J6@4S2-h>6CjC*6ie;R7gB*5cE=Z8YJ zgyjYX?SD&^*zT@xEXDpU)w=gRIIA662S`O3`sBjpe?Tsc0VOW&kBC*mp9O6drIB?{ z(pJ@8QPXT_n4ue)l9G3EVZRz?4;nN`|G0sXo}uP(V@>%L804l6^-_IKSQWJq>1|WX z{iqlt7Nmq{h!LCVx9usU1dI`5(nhPpJ3aJ29_b}>Lyb^2fR_exF)1i0{ZZ#3->(Fc z62pQLi}u0NlH==Gn)*77DOGVku^XZyH{UVTBz_J@tp0YEDVjTVmoGUhlzWmMEkh(D-Kl}zo)p1pU zzfRwhYQUl@?O{Xdo!`ghl#~DKeRJ4%Y5x;>$dC#U2Vmnn^b4c~JRs3NEphchd_mXY zR5GYaZA)LjqZagMDOC3?eEc>Uk^$2KQ$YD%X_%bQ@=E(H(i^fZ_eggMXF!Qz7m{J{ zxGTRwKnat9El*hn{>kYEshxeK9_I9wjk_<1aLTHNY`9EV6QFXNR!Nym@a|cabHi<23U_(dyut$vY@6WhWRV3`h@b+NUywjz-_q zo!dy9p%CIW-c)BOG>cx3u+sgw3h+`1hLzZS%6r6t-`NKKro9B*ODJT;j&Y9$Gn^p; z8mo4#dIz~QMrTlOm}sq@sHq<$c4Fe-;Ola&3Q!HY6NOgE;lAKB03KSolo^?-K7+K1 z9b(7bW0~`1^_M{+u#h(xxGuX5X#tB$4BAIByxqNz6`X1zENPSf*Tl zVMi?)lHSJFGaGJ$6VO*tNLsW&IT4Zp3rP&xL!Wl%1;wvw%SkoJS>-S7iUC6s7db;; z{1rYV1MUp8m$^l=B4rwzYDqd~-NJyE0r$ZZ`y#XoeaGrbZ@)K?#ScbwGidW-(i)+q zK5@@T$ogZK@;24MQ1|c;WJ)GGBn}Qp1OauHcvncxs+t5+1h?AW%%&*|le6|E&f1fh zxi8U2;$Q8C#GfEzT)7G)0%l1Z7UgyWKPT>_iKEzfkC)s&*TqWE2=oNRWz2eMyBHDy zgWP;JWsH%L+g1^JMeM`L@>KJRAJ3q6!(zmV-Ic6yhx{3%SJ|}lbD&GipK85TWK5DM zHjnIb2jeOOsbR=`-6;c7gMdqU1e*Uf{DiHU*!QapD|=D;5~!6v3iaMr3jYGT4R}bR zz0x3`xis3d=?8H_S#nrr{4I4&NQ7`yf1Ytu2fu2-oPkT*8Tj$BqE~y~kd|~=@npxQ z2nb}PAT21(`+Ng3Buooj9%UXt&DA>UjUV|Tl;rXR&!RE+pbqF0M2hjvM}ZgJFpNR{ z)6B4`9qd=7t)vzr+qjl4y}v_r%nRhtZV{zm*@IEUOxov%$2ChD|F~g^Mz*8<>=t<2 zu`bQK6zBXdHAOo=7~JOGhr;TQEwCD}u*#v0xcPgZPmAvU(n8GBFPTy!UmFIp0OJtG zu)5WHXh7b;r+wD_YFn>yw%2!p$*`3;>#L#W137d!8eVNMT&_Bx?8cydX0q`>ZnJNx zSm6`Yu*IypH!HhBMjg$7a$HAge87 z51A6i0&r+A)n^2Z`C9yh9Ke;RsjE?+z8qo!j8R~n`mp6ABmx##so!VN8lC(pX|gpj z-*d@}tF~Vq++MwkSb)Gk>uy3KU@QQGHq9-pw#YV$OeAx|8_Uc~#or;sU4abgn^}t^ zBm!ng)Q_U8$ryR(?H2o%D|8fpWMMfJlh&fTr_(ol1SA4h_fS7GsZ}TAE7wFC(zl2U z7kqWVzLh=-tF>$Y`n5t#7SI^SEuh_p){=du7xvH3A6EW7_$g5=ksdZ}GlY{SqU3gQ zmJ$=v0tWS{-v$(=zub$XNU%pk_ogW%dRhdcPq!aTF+OwS9W=WTwlqr*3 zR(3+BENjTWm<(HFOMj{~u7hj|OAQR#t%k6deGcwt#cnjFA22s&8AHXJG+JwrId$b6 zWJ?&x5YV1RZ*=|Adptdzr1hR#DZ2!H=Rw`W87L~*H(eMGP2gftiAVe1%2gNb1wWQI zcMzxbl046h`o0$UV%!Ur(CaG?ftO0K5}HGs$O!wC#5m#DNqTgI@wMWt?ND~Rje?Tj z?QP+ZFJM85O?v`Y>6LEo3l9;AR?B=%WpBGcNY5L&bMtiepO774?#!e;2VJ7@vT~Pc zE)J8{?tHhW#^4T=8P=idGiKzX1&|W(>XY^;fZfOf-tIUtlw^NntKWv1kRAPw;I?kG zc^@PKrUVY{vCqW3d2%(@~Its6VsA)NQXqgLMnqznWHaRb?0$oBq@Sq*X}E$Z)-!_Zp!G`=iKW( zYEWjwiXIMa3LxWDgrV6^;#_Ik%*e_0p^2lw8LRh*m;6-tZXTot46Jf#1B`LJ+$OcW zMl!SIH@t1WJO&D?$w&>qxhRAFjH!Y8-lS59f!mz;Hlk#(sr_-~rq*F-r+y^D7m0h1 z-GQ`#IRlUOhEItoNx%NAh|JD6H|d=U_!Dx5r6{T%*?4CW7;IkHHY9r-L}Xc6OCBWJ(y^ zW-w?k$kabpjdkrK99q(*hFL7R3^Jt`$e|rgt`6+0Mgi@WJ+fW8oh<*MG8u*e~h3|(lL;jR4qW=IAs zH!x^dJx&wUGlS=geJa*&&v($g2IjYV!~%GQW}Sp&z*#-oIXdua_>}hTWrRD}ZkLg? zDwGCY+6E0M4NF#$ga&=Q_Q(?J67*xFJqeerk=~VDb zE{p^a&|VhHl@|0=pTAAANs`w;pFd#^RX$sh2*DNEr=XC8i9r2|RT#soLZaadDZ(ND z`g{9hrbDS=DI)cTFMa>(k3Ev6$54iVLwPPnt=mG`_CPY3-aZ6{cpATgcu7A5_Nsfo zgX4x6U=;``7oc`8%9x_YCNd;#HsI}XumVrUw4u5|I`eBLWJ)*>K>M6nMxb+WXM@=3 z9>v1+p?wNqcGE_j*t?le4g13?8Iv$QP+wF!_(*Zyt_mVSONOc>Ih@vqII(@Gh8{B2 zFr{At(it$E#G-voOf;|c>4sjh1y(tS8LJD1Oep`~eTD!8F_IT81wW|6AqMqTE5-E( ztOYG(<)d8}d&co46js+GdU$!`?IVycU}2R>du}yROLb3%yVzESkKd_QcR3KP${;lq zuXc^=?^%()fT@8t!+lO8rq__Nci_VX%#gHj2MT=ImR$u9W92$d3EZQ3ZVIDdMPrHg;X}tF3)BB0j zpqMllfmQ37TXsXOu*%1}g^p;+5xY`+@FrFtwg zP@aHpR8P(A-Bm>-2HVog1pAE}p{geWRXs~~lwBT>5;(LEqUU}xYqAU$8`YC*4Y~e- z3H}mz7$vv!S1zXZE8)MB8||xf8GCfj?tAw0$nC!;COt~Mj-VmoWglfOHLfDT>egB^zjXix!iJ&C;drcS5?JwY-xIZd;rl>FJ?so<eF_~U9T_ni)b zFs6RmpdIE6C1($Wk-plCz<*;fe8HmqIeKo)`P9HJ zr^MJ75&=^Ki*`T~o^Wh2d09e=Fy@8B)-RKw+{Q%?U9>Ow*R4;|88CF zhmZQi+P7Q0x-Hg207C;|B<(cCAV>)~0YDpUH}1UeS}>FR&|2bDT-*#?b%^n(}H&uM_LFq*fga?q(9mR70;o_83zC3Y!9J4%#x^YacjN0eS4fd zdH?C%-lot8Qc8FK_r)Fsgj16ak68v85{6UR0?JbWP9h!admB1PLo#zt zzyDAQML6%3-O53bKVy1e(LOpPGI;&%y-W{Td8R34GhbW)s;$j zdttJ1zo!1S;BvC=EOvQ1QDo_F1)oje9SX@DgLHtn^HXkb`!)nds#YM+m!0+96poy6G(@%Fm&VcEG zO?zRoD*90O-H#olDcO2|=?t91q|=BKiuH87kHul7UPKtK6v1^f(1=`Qq=AHokM8#l>66FxZO>-Mx5dgqL#v;VH{2+B6*wSoVA4L$7+4;w-RajuT2jiWGwvDi z!BunQ4VO2b+X$%vi%JaI^Ur}vE3OxJbP%UvZ1*!3g-nly$Rr*bOgivX01oNlgGmC) zwB$H*5B;u~R5C-)?EAa!?@Lf_XhUPS-CC?)Q|M&fgE=&9LvqTR?C#QAl85gaO2(bo z!F#$IY#Q!FaJ4&Qh6r*746ZV1U*Z?6KOYQf0Sl`<+JIZh ze_6$mgJOq=wdb}+`PxJ7?1=z(Pjdc7D5_$H#Gt)PuhvwkW>x=!B=xd|E|Yhx{0*9L zb3&Y$V94MB&N9%Bs$tpY{IcvTBq!FnqqopE6xYjI#{*Zx839EZp9Ln2C{OO{aw2cjg1!48nC#^p*_oRE{yGS zq`jN;h6=u4OjZQ=5tKh_9Zvo7_*Y;hi#H4>(O#!lYvY(qR2OUDPPDgwXKM^;VLqZJ z#}uvu@5N%yz@dGCOZP#}M5~MBc?{btmzKqi`Ws5n_6R1unYEVN?+c_7Fr-Jj`V8DZ zan2(hvG2Gn-Y?BsJQm8&?~w#AgNK+wu7F9vq|L34%Rj#;ue*#S^?Gh7ll4TK(3ZR24qT3nKLnAQ6r|9Sye8aS>>btn#fJ zyB2PYCKJPVuUYB`w7>(Iw~;>=yjRwR)PVUjpSBEvxf7QLJrrBL)t2#-smp@$^KvA@ z?oz+I0}_Gy->X$QQ%3iEC2IzoE1y5kn0EmZp%Ue`jFnE{E~heta@6(D!Ok^_T5`8wmczJC<+ zTEv!bCye!7Zcq;`-#$f@nC?4;Mg5CzWNyIfPbPyh;+Fs7@ix3%jMl5v&i5Nf9$-~r19;&Bi>w0Lv>rcUo<{i2YElb964|r-*x)x4 z!;nY6Z}tbz(qmNvmo_OT?;;;}eQOt~2FbzV-_Mcu&&okfV=@y1CRPTePK_ZzjiSxLr-k*T_f2B))G=Z3|g|UioUh|D6?tG5$bMZ$#i>Z%70T>al5`O)9x|*xJ-I zg%n}Gdz@6h2_!-)YFX80Zv?NQV@QwsO?vOT;&caj@<^ubjqb}|I%J^q{0P-0dvhycIOA47+Mnc&c%WO>Ad7;E0c1EyC4e1M$L*3NE;OQiF)M(JS;{{Gw zVT}eBZEn>`U-x`O;CE66&4vEU3NpaKm^zf6^+ry0?AHUC7%&-V?=)!n+<$k@Dz1fC z2zXu~?vzT1rq4rImAiXkL%$`F2^vccOxhx7RWDUf?h~W+ zlyk;Booy}w;q45R-exUTxG*3YsPD&kJ85~oeAi8uJ<+>E8hb-PwCaFR#@N0pZ~+%X z864WXpH6D6C2PaP4t>tq9U0a!3(9XPNCa64trEx^FcEmPcRy7+WbKcM$iw=Q)jAIM z=chv`!vIyEOU6r-L6(G}3X`?OdjjU*FgyyiK*1@_;PqDzYT`6JuULYQQXsD^GdgP`E!t`i1Zlncr+~ zyK5QLfn3Z+B*W8%Hpd6#4Q$$#kCH-LWma-0X-Wl#yes)_P}#5@P4@_;lNulqFm{zk zd#pr>v&z?KQzaQ!PpEn<%6b4f^iPzbp10yABm#jlD3bsg!dWrxd-F(?QK~cNe8gv{ zdH4<)(ksu-`2$+C;&Ca{^nnh~zVqMwAj*bK#SvOQd2@k9tIvqw4pK@2JGdCZ&0}!s zUW+Lyj|}~O=QZih(c=U5v>b=*C=DsWP(PCa*%20zc(iM`aY>wUC*_31`Kn6+eP7%C zjzhKEG{lFs#!nVPB4D)}i}pB!(y>W`hv9t$A13KuS8(|85-2a+MPRkrZpuIXB9LVd z4pu3rg>lVCo%cAAbLgAi>%UkvtpiemF>-~!dIG^!Zp;~mN{9V|`XwOiHVox)Ih1`NagCz-6SZn0H%mS^ zRn2m4g}hk`5iyy)uM8lRhmjZz+Q*;eqdp}x9~JWjSl#qGpR2wz}o5Xe&=LoW%Ka@5R+JhYN< zdwu%WfJ?wtgE+)W-dsM)zh4QYFJPIC!KaKb&RID4J~JWL86;mgdImHUf%X4n6jWVb zOc(SgDeQo(;fqa9oVNV;*mH&j`|NC-MBFfM27asgIz)k7_%g+MZ!&ORW zZvXHJBhQF$@*3_@9JC2Cr7>tC=J|HAhfVpaE`OY=GD zkSR?^BFz1K>DTS2{}zEZCD~~G`c{iKr^s(v|!|G9QYnV^QzcEXWgFzQv*{hxYQVu+6ZozAqDfmVE52Oxf^d zWgoN>wa!;~hbX8wtOP&ex`Qx=r>oH~I*+_}izPS89E^15`=*v%1*9v?${U~F0e+oy z3<+Q(DL)>vBdp}%^C;Vqu+_HQe6H9^$)P!+n>pyn!kPTn5?{h7*6IT%CFz zDTC_|uLlKc;9bKw1e2!M%4!ct1_A8`!|=|w&JA&5s{ku)-Teg}BcbwnIBK9X?RtMv z03_bVAO>wpGHk-07QLn?%6l|rIv_FlK$7SukD=C7(es*J z?+=N9r8gGsxnYrR^3xgVV%%`!{Y$$|nxICHHnOBsiwZfA2$&_YSd@tv(F}*v*4|S6OKA7{*66j*b5Z2JvjFzNpMPt)pTAwvp7M9kCe z0mmUa3?pKAw0|pY6rA%5TT1?9Eh%}~K!N$kV~x|73;wvQc=~db*&vmzLxxToG-%N9 zK^`bETpE87+`Pq-8;|xDz_}3L#_$~S5_&?Nr_{-h_K+RrB3DSA$2bJp5#|b97G)wP z!;meET1KA6uw7SCXi&5P0;?$qZ>KAGM?iT2D;Sval=DKEK}MX><{mOHR0_vbq}GDR z00NLDt#FN43(0_45?`M3dR0b#LyL8Q*x_N5(UMnvuYseI3MesT#4IfDHzg8cV2OeD z+_3J~nE8wctwd_GeP3=mM}ZG90J~71q-UJpv3?0i5(6XXS+rX{fgg)P%bmpr(8CM2 z8`y?JJd6oyllbr41J2xHZ4w6U%NSu3!n0}(Ye>8uIa<|AXFKQ&+Yr5-dDtKpat6$y z*#gR?n~2>L{#wV41grXstt>yufJ@wOQQgzm@NV5#Qsga4J@98q9ZmJ2QFmw|L>To07hpq6jYb112RoU3wpVd-pb zIRyH*=Ol_r@|qI&`b8i;8jDHP*H)d5R=s{v{h7=S?t-(km&bxr0LjRdW)HGn14Sj= zlvtE0v2((>S=oN%y&jwR_v#~TI1tL%ghUwpha^a?VwS|GJ^OsMNi+1(4e}bgZO!J3 z%RLn#v^o@x=?{i!aT~f#Bzgu+tZK=IWVwJLCGOg8QxC9s!u*` zOOkhx3K12Hm2S?#EguaGAWPChDf+qIBST0Hc#5Vy9;W5`$gny)fXof=-M0IM_soJw z0AJ({0VP2-kPMhZGiVDqbb>hm_K%+vXO{qHwe2@USn`@4rh z4&8&$>MK)oke9?T29x%`^xlUaIZsX!`w*?DQ0Jt(5E9|%H&#V^JA$E@go(hQ{q4>0 zn4Ko|akofkSW(=YYW{s5gt#{%XK2#;1paP-IRlsWI7XF%LDV9nHZr;Gmv+-iEo$EpKjnB*hRP`?mH95HfbzM4(ILd$3X6YB?kuWR(fu4MpNqL z1>_kqS*xO|p4ypESh|Ry(zPMeeqFI9xeP2U(ca_EmFo!#IM7O%lB7;oY48bKr~qw6 zTCh;DlOK>4sGl4f*K65Pv+dm!0s6N zVD`VLNlVl_3{9Us7g7S&JEZ=Zbw@4Y4&BUr4NZ1wrm)lp1`-IOahjV5xz{ zqfDbOG)1kbej9lTEtF33h2xRSsxdMZB)u8qz#;dL72N{umMDO#Od$>(S>O{p@_5#v8(6aPXn)4Va~u6Q10PM=V$gV@@XcT zhmzY9BDZJeL(U+9LegN*6UC4vVIhf0d%MT!tmw~jqkvz-qBp zk8-~VWM;s$K>H8klGvcCh)Ydm*(0;4Lm^BNYBZRl^t|8VG_PL*GBIEgi9vfXW?X*H zN2?=WNfG>POHEhULlMarA=TTA5I!UVmY%t^Z-~iHDmv#8QAXO)s@4OVm3N`p9uveS zsg~AvLqQcU+ZdFuN(e(sZhjc-SV11P<+=0UD)O2AcbeO_iAGgsf340Z~#3 z0;~3MZFT)>AVU)74btNUXXm-UOVV_baABZ6TzLji=*_7$!56F6sWhXhHW};MC11R5AE(eqIO}66OpX+P`E7P2-w5)=ebbUb^>V=Ge~= zR82;{kl>%-0*Qe60-LrH#x?A4wv25i^K;~x>ilR|$QOQ~#4x7xD|iqPOAI{Pqk0*U zk6V*j8e`jw{ZX~~d!Pip z80o=Y^2&Uu&w%NH!Kb{@pcP%S)2uU-M5`BK=TGvNU$sUhF>7DqtUZaD`x1R5{zdBP zBCxk@sdEtI4>;IkQYHZ!t9PHjyN6^}*Kcb-z0!jV(MiLQ9%f`1rVdOG@|0)w!gLE; ze!T7@Q*^VJ-=00=&A@(75W3B^PHhW$1Vk^%DuChf73z)t_BKohY>x+_;Fty^Cb z@@S5dK)Gh-65RpGAP`XAwK^x5#69RwHlb~OO(U1cEC=<_fjs)C=AcLYGLV541532m zOU@nFFYaK89lgm@2-#Dw2L`2Dhb$8Bb*EPQDn`zP zOvw=Ot2Zu$4eaMt7LzjG6LxBpzb-GRBzUni!#fi{ECuhgl3!&=);M+4 zTaSf+QVmLP){_Ol?gEe^VCjweDRGg)i33MJ-XL?s$%-hst)0W5u9X}r;ED&SM?h-8 zViKQ4nIv|y;#GO<7F(Wd7|QQjt_|_r=7^7(G+gT7fcO|b?YjVhW8HivEF(`3+tk`e z)h&bgn0S<+rB>C0D?V6)X3-vk7IDu9*-oe=-8p9q_vPLcNC^{>FI>x#S8*GXTvc`9ONEnN4Y+_vLxr|N)m8;ABqH=*!*x5>SmVtJuvk?$cFNywe6 zkR{EXB=`%ep)pHhb1BmRRptRIe!XJX4Huod{~?V5a~Tat5gY$(`?Whs+7gDjsqX}c zzD89Q{u4*eOm5h&sS&I<0wOb#kRp~nDw+?)RZI~q+Qy`Eb=24oKTOZ#lWy;>&dXva zPl0gK8zjQcqc8jhBm$H6FTT>Zw;aEh{quj)e-G=e*Ia%$Sz7_3_MRh{ROc-MSuqSI zu{e~ghH<5PzrGqxitz0XLoO?0E+oRwgXq629lQZWC2XL9`pFpi>tAAm8b6R!MrHjT zUh+Y3;msbAlfe=*z`OJqIY}L4G>&~{dfJri`q;6O6CWL#QVD-%)q#k;stwa(AXCB^B^K?O1}FER_JdU~$sGMXJ+YGG z58gz3hD<4K*L3jLQrwhiAHEqLF!}S!?ckp#7SlM=zdD$*AVv;EGf1eOn&#QbPou2$Vw9-ud$70?3rG(8{O1=c8u+@V$DJ*o=?$9hvb4E1_2I zYgB?Rt&j}s7lEW>u=!Os<<3#*zp?rPm zPq;UucvQbjlYte>Z?s8bweGj4yo};WVr=htg-B~Dh#2!lYkM+_CG`3YiIf1Z-zeiG zC&TJ}n~gF^33?4GWa`F%E8RUPDD9eVIILd@WL(995|8!-Yi`TJI^{62aWVfzbMA4~ zp_%&gD7|@(xOg2B0Z(sC%0$5M@uo*R^L~(>=u=+Jr;1!4SNI8&6pI7<`VEQH0s)gK zd$YG_Ro#a2QZgdhHgJx$w2*p0;KDGO__L=?QCb2V;L2&l4+kj-?uqgv2k?R-dAEmt{UQG&ma%BIVC*FIH5sADk=5TE#W45o1M4gOCBd2W0wlw^kQr42l7T~es6pvaxrMrA z4ylLY>4J^v4Irl^`Z>fp=rnk`6enaDl>H&Y^;>OqwAezlw~6}wT1luCJsd4inx^G| zH8cjfsjoMbe63MF;3Kx7QNc;}{df`@7E?t)Y5)33-~k`Z8~C&j$V%sN8@`A0$ga<% z7Ih=#PVjOm6VWk)uO>`{ya9u&Oxi!~Nl)6hrZl*{`og-lkae~X*QJfVGJ3L(WVFt@ z6xG#W6+It8ZdKRE(U1(7H*lDgbF`B~u<%W61c@{Fs$KOf*MMIIaF7glhY5~CNg9`d z_S#s++2RN4fnrHo)Y#&m1tks6SnAnUBQYa4Qb{aZJirKAfq^ zgBgw1=QPZpXOr3OlS!qK`wNiCkVaZ~Tvo8GUkha2fT2AB?b1h!p)hZLHF@E{=1k*{ z%2qchHTWQ3n0_x!3K9YH1upH+#Z|@!9zGgmMf_`hG}8X-dnoo#UEjlqiY4G?`Zv^xHd*Pyf+%8)2Vm32 zNp?(b*!BV%<4$ zaZOelNY($`x$0pjfd6x0K!f`Dq;!&oYNXV}D#zMTj7I&q!d;KMIL31(6wQu`@!Tn1mS;mqoelV|P2eL$zG&SKX`!^spVEIkJr94~Wos?Yhz=}M9Bgq|8bN2fZNDY6Ykd($8RtkxLIRlsW zYPVgeH9K9cjUekKRUcf6*|i0#eJT*qoife?T;9XVHy-UZ(7>g!%T|38oBupJSz_q+ zRp4o~b!djQE@XZqqz0_*!=`;dW_bGZ2U*9+p}mBZr_~P{K0w9K&wrIp{do3^%OH~* zE&}yG1J#V=1Vv&)O7ZIpWG72PmZXj_hUv+j>j$I->NrWs&AK}1Q5T7mm<~2-XUw2x z`eRgrR_xVaL17hxt9;sb0);cJOw%J$Nw_NN&XTL*kA_OnnJ7X3mgm_6sR46n0rlUl zjBb?&9&aTvMs)0f2W_7rHM~P%b@im9x&3M&i9IYcP+y>|Xs#aJmqHdkPdV97bE803 zECGep+IK@n4@e7K+RF{ON6#$_ebh~423!5XjJ_l($e%Z$`crZme7Y3V0*m&MgT}2N zukAZxP3&iU^Q?HFaOXZG!Z9>ivN6f4px=^auk_XGb(W|L~?70*a#_gT>J=S##W&HC~{0J#HZ zN=(|xK@^;4qk2qip}1Sq#bm}Ta3CNJW~Z= z8N=pKo}3iDH8Z|k^^wG@s~1W291{$Is)p@9b3@qFosbN8Zjh%;#z?!ZX)!iVA~UpY zbf$L9GEfgv2<_z-oUrQmXfmu~XpcvEOGc^eL8~vjfplos8;&V^MnT@7foMIBL;A^n z3COUDSrVW2$;PS=t1X;u+6fVCn>QCu4;l)Iunxtf?eEOMp+hVt(ZBs!9iG^nDYgW9 zcS-K*jAHOt-zwzL2dzhIKtKso1NFs*u+)wXI^#2M5c^hRb7c8p9mU8;G)`YG_~WwT z>B~`O|JsuI$#M^0R@w#G5>__|XkT6lT*KKKl+i?@43n-e;ZKf0wxonaure5`IxrDv zkH?I2AMcW9Dz@me<6h>03k?vj_Ygt7H%<4z1LGJ_63}kqmVC9`YwRZW_V2?+enj9`U<=cZya{DmBFK4EzpcB$UJtDamj}gv-a1xf@ zShSr%_=$hVr(Nvp#*ao`X>mnh`8fgMr1AsnRQlEMpE!wj;bWJSlxS)O|ycuGkXCAYJ&ju#*;U?WPj z4;(m^Pc&AZTS-7Y$yYYJm&M+LNPwT+k|7rluY`O7(*mDIxn^)uICZ5U^Bu`dZYbWm z#zQy_VkUpyf|_+}`<#9)kWm$@dw8^q2B-YF4h;ueh@ldj3eV@kV~ikYV4~cnH>p?` z5&_F?eA-`(iB=Rnj-MtLRo&~qCoIi_MCd|VSoE6}6S5>s3w+vRVxp(j?2oI-u}Rx$ z3a58$O9!LsSM-O;W|@5o{c0eiDkcMMe%LAOvGZA%LJ}oC8@(baEdpKR^yWqbEGqfD0?hzE|0{)F^^IW+Zg2Jh3Nq9&_4QV+ZGb1EWg!JY1HsP6H2 zA_VW#VRa9Wb|>AgSN`M2pc=CJ9QL%(TxbqepMRl|`m0s{i25CxG$qU(*tEZ&%sn3N z%Xutz>u~61qX4PhkO+KaNwMLc;8knPl9=+8M~J2Ohl+d%+nfL32?3JbB5tuaF2>{mi1>bvsuz z<&2AEFBw$r930&*uYksf_aI*wf7f;kBm(9OT-yKD2WnfLn(fv`;O&HWE`8}!?m=C* z`>5=B8)IGrrDweC;Zol5;pc`~*~Vm&NN<*p&hX+kaQ4;$0q$=*oIr9I^Jg~gZ%mbf zv-?s^M1&oT%&C^=HwHTocU;Jp+9J=Uq;3?Uh?n8cu+8Tcmo zNr%6Bkuqqfhyt%!z{7edyKUOMZyzKB1~FK)7XqsCVpPgLi+!r3zxVr+8*@O9UW%g9 ztKs~^kUL;eiNmJ6R$-wr090~QFd6lubze5>%A99DkH11r3M8MpEMcb6TujS5r z>?=#VA6|)&afU1jBlUP}%DEwIvRQHdSFt^-=!Q<T770c!7$B z4c$g@kQ%U}fld1;T2*)XOWnwBGQU--mu_`D1zFN%WJx2|WrN=aVwS|FeV@VUTd=hK z;Ve>w=&b=h^?6_u`ZH=m@BaMPG)N6t6PnGV+_K88dLAadwwfe}IkxL-raXt#z(6tS zrmQo_OyV(#cE6{wOzGNTc~fGqetkl3)8;?tK(*T#M6Uk$FbmwP$DDzB%Sy#~V(;-U zO=L{+-{BekArp#87ZD{E%4xa`#U#v-1hj`r)ZV>(c_KcCY?hd9$%D%rlZ@xOaOH-HH(Lg%5{t>l>W2S^00b`vlti=cMcr#ib_tb(>T)#=ipq?Hk%}`*{QOwHJwCB91BjgnKk6jItZ+)?>y_-@6MzvU?R{idz8l6 znOc~M9j4nSb-pq{4kWmZP+l-z?l=*eufp;Ik3+d}DCC(YtxN4A8;4bM(qk*$wxS6K zRrPr$D)W@p=LO9E*L+nT$_%4N6%6dO0gFW$a9_Q8=!3{GmBbiQkDa}2;qUgMkvoig zlaK}35?;JfriY!LG(?)$T_S6@>9)S{A$>SYusm@pxgN7AKEh4#oB?I%HZwWJ#DBm;%ZooGS{Pe>C#v zcxUbD%QOGDe1F>LX|icEpSRq)?C?88O}ZjysQoa84~c*|1DkdqU8}o&ZnZ}vDMHj+ zqlDyR5GOVkm2R6R_z#7g0V~}Yw3$h@4)eV)v)#y;WEEBLrL#^E0!r7AB{60+gZn+0 zCDHbUaf&h9lRk;feD+ql&v!F}aFPT{ZVyjARUeQc@o0~&^0gnIa-B-fOKxf?n>AaGb6Lu7GdVo*yKfArkiSB;ofOH7?Qyc(Md;)uf#*{fUyA7 zzk5&IZPxy=xts(Uvjy8s-HV{0WQ;mKepZR#H*Z+ShfRBLlE2^Z`Pz4#q&uW{IEUN# zLD{VZ!K6tuRxRzfB(iwJf)efNVKu$Qk)j&~q!MCdy4j&2AU&*#3@PKb-{t`s5`#~< zXc%6s>U1uviO_;%`K`0Orf>)*Wg-zqMLjPZkO*wrT#T^l@xIsNnut+)n`H_5bJuS5x{3T#Iq9t!nwFM6kVL_Ek`(v)g(ESNo=f(b;h}vbX z^R)%4dbT49V7+d38l(n{PU6x2v{6m;IeVAz8(A`FXy0~NerPN-^tly9)kn9V4e%T{ z?GK^kGj|GACiIXb{pQLkv29bJS^A#`ORM9}>>xE@^e}_=_^@4=euJS$3#kU}QXcQL zBzR;}0+l^%C(9jBSj9+sF70uKz=}1F^Mb|xgDSnPFj}?^$_xx7!o?w%!MX<%fjSk# ze>*SjjAJ{I84{8mz4U_gp}OZdimP>=uR|d%U~!c#Pk9Ym6mz1>>qs~WxcSNwj+?(j zeZxOc^%;=<9uxtqd-$}!IVdR+`npdgIX#IRN^z4?_dxks8$pcQ61IyWf5tKcgZgp$ zqkgP|Mq-zT4ljKy$6F4TZif-ZsM@P`1+pXzV{qA&x2(>Um)*Mg%-jtBp!=KsGn38; za8c|$vLyX+DT^RAV3s5hP`(+P+a~Yb=G#XCZaM8m${)9b1JGL$$aw#GFF22ZnG&D& ztxw&=Tf%e6*da0iE zP=ano7~@&R=vV#D@Sl|%lX6sT9L3p}mi6=Z7jm=*5v!P)JHZ5`29XW&!yE z)^($PpE0*MAR;KcD-ZuX#`bb-z{`5r7ha(J>~<~47?J@qBnIt0Zm04!rVSpa$-vHa{-W)U5Bcu4W?%xG&sLo$V|I`Ew-#+;KzpRzf{!3~;k)kCdo&ZryP_$DQQ# zw)_zIPxo1+ppuxiFLBnM#LRt(J`(@xLH{H&RwaKq)Ne{;4UMG+Htk>P_)!ra{^vfC z>CM%_f2(0B zN^igAE9gUNz@ieHHa|SPnHAR1C3es)&GiP$F&3ot_92wf^k8!_oZ6)jmwU`g4#7Snb21 zJvBKz!n-}o;2oJ5Ub@tod>IRMKTjY-`e)c88z{G7hQy{#1B5Yl7Fq7gB1QNZ;NO+5 z3sM!P3#zyag)PR9*KJ9BO{EuIZiq?}c$@X|r(xI^hkR_c)rH|)f%f*lg7+hu3 zb_SLo}76(j=3-WmK;854mipv+|?M#ySMn`DzB$n6h!KI{Hq zsO57DWw$K-X=D1mfh?jihZay?j`2SDvCG3EpL7Pzr#)$whLfPe=LCvL7kBdq_lrOl zK9~qx+CXpInmds`6{VyaB8^{u-yRMAcX$RR=undoUq}WlL9=M{F~Z!V^Uog_3rc4W z?(Vbx0yc3~5L|sVLJzv9rJXGqnQGf8~#AcB@))zU{J#1 zDvv>Vpx&t}@;Pr&1z9uXZnw8c(}qOIMl`^kZM)v~Yk_oVEGW??>aVs%1hj2!BP5WF z<$l|r-3-B`J&2pUtmD@W`2yZMq|E}Th3hqczu}4w=^r~QQ#O2A*$1set@9PS-MOqF z%dybp>K?>R_C|fa4atB{1JFKIl416?<*{}#8CUaNGOw?x1&fAjC^e{<_ryU=1{PNt zw2KC%f*!wymIRX7TYYxrx%qc1QB~?6vabH&I=7H@hgSWI$q*nWy$n z(yf*@;1A;`kUKCFujoM{;O;;>DxJ%AsgGS(OGG7GO}$9fAJ?Gz(;kW7x5}k`KqByI zQ}x0LpXZk@Cx6Y{RQF?l`@TddHGDvokKx$`qahKn%7@3KJVG2e(rRk(O)*ByZBBNz zfincTm!RC>F=zUFNCeCmc(nN>rI?;Q$NMsMhzVjvHP-G0#n5PsErP3hkG)1hsR0YC zJOSmoPp8xnqi;!Nm4pbQw?VU`(!hy^as)E2n_NikSHpjT4B8`yN>axn&5Om31E%QA zdfMd-`GP3|+>b_m9NRAenHO-tP5V@d3Tx$RPMFvX^y=H{k%l!8F`0r=oBPF4V7CNI zZCn=R@>3}~=7vdT2UZlDxIbG|La-D?Wj* zrJIzX^lXV(0R0R3Mvw>?;AS%^`?GX&hiB(pavVTXbL^joZz)0|+(E=-N6YolY$Y z4_I6k&_16eYBSP2qAB)4-3s+X$tT*Nnqdf{=}QZGmh?LVDFT+=__V!2bmz<5%A;h> zVAGcpJLl{|NQC#Oi{5@*3j9e4i>m?#WsniJ+}ixXmp3HH==L=gen^KVlw?umw)e{K zN>EtEiccWev&2#4Nd`tz0|;a)zHY{p3+?9sR=$WLU+D2HN%W)lZGr zCYW|(6u>AIw!Z(}r1cQQSb@mlWtZafAthiCgL>iSv_ksj3CGVQNx!B-uI08P`1#Gx z3(A!z$8LpWzzm5&doLqbWO+oby_(F=XZ(7<&C>r3YL?7LA?cZiod+ZX7Lo+CFIlUd zuY2Q`bekksMHNe>gkO0OxjF`Ax0AJhfHyL*?8cRz(~(f^SH65{0hvJC`Tlv@ac7ez7jGbZ5=k{g&+Jqx(%W+ ztWp}mvwB!W;#2=R#^lV{oNJ#+XDAw(ExZA?O0*EM8uLOS07}monZ)5z?)LESJI5W= zA@6Y6xReFEe_R3eN`6OS)i$_%fQyr~X$)Oo*X-JrKgsyEkae~X*QJfVGJ3L(WOj%9 zONA*A6LTCHlJ1_p3m`3EhQy;iYnYLrYk4Sz^kzvP%gOG|77!EjbK7m#wWl8;5impI z(Y_~cH||I5+jlKkdcMI*kX&K2J!L2)!f6DOgo}G*`vC?CRq=pCdmO{g)c9?7UKPR6 zOZt~zv~8NZ^M7}G6p=T(Z9EFH+n5qK@|3UY@jEJZi+UfE0com3pWlSR*MPCxc2qov zPwVmS&kCdxu#$(tpu7&C%ZZFK`t*qe+Y#A021#-tNcwr7F~QP55b7FY0E0{WCS79t z!9&7svCDumQ`$BajWa`iI3GVd1#deqKRea2|LPikM`88ovvJh}a%d*)%#gVBYSyz4 zKVSRrEv0YQzeH5jZ-W50404CuT)kY#mN0i<)BdEM&+E%}NQp}yJLzSpl>SgDeQo(; zfqVnsFXjffbVfix?+Q{wUEzpENCvEE5b!9Ea62u?wl>fDLi)oQQS|YH5yK$By#WQ* z9#zqBNCqsha;Z-<7$0bT(({xIOZsl@sVk$vn>WcQzin^6`Zpv4MgmYjRg(CnO~1lz zKe;WYWYJ~X8ovwjho4KhE_<)!Kye9^flGTAIwLDKPt++Em-HIaq#BOEap@j1rqGe^ zUqEpQGbRD;<&s?8&Q!Zhv45>~ZB$t+x*$U7Eh^qjt%JbtCa~g-NBi8Tur=NHSn=Pa zKX5n6Nrw!B(sV0oS{Ws;?}fC0r8qY2xljIU2ZL}wG0^QFYUF(V6x1%!L-nU+Qn)cB z0%k}I+6N9rpA^sgg=Ua+%vObL1N9M5AKd~qtxkR|l7vLSk^__Wcv6+(?w%E2#HJY> zf@a!`27fsyLs|&w{LLMTtC$wpwDF$P`)Mh&SYL_i&Gul0yUq$%kfy(Za)Yw`|9{L) zGLu+bW+Ez)sk56`@zZDh4&>OmVO+P;qbvvU62~E`i)Qfev;bbMIA3$qJ`#lZM=%_B;bB7>o7C> z890jGjZA6I!Ju=H47e%L4y>Y2CY${mD#(UOY~F;Y-4@`APY9asS-O120jL1QrhB-w zsrs-V^?jYA8r+Dr2L7(MU+%sYA@2BpADcXb;?m>O!=FJujm0G{?Y#!+=WD9_mWW87 zE{*LxBQqa@dkiGP{0)!6ZznMksDI0)q|vbQTR{Qo4+Snerb)5!=zGZE_iV0xhb zQNVCRXMTQJA{kr#Rg2W#U)m7WskW#|3G>!UcQ_g}hDIehsqjyP`kQy)hX9NOCpD3uhm_K%+vXO z{qJa`!8f-~TXq?wgi%NdJEwO2`jqQGyXkz|D*;;F;kBxV#4b$mPR8!g8wnO~%}9m{ zjdc!CK*FdDHtorhDwiB1<;AT8(35oB5UOeno{n9DHmzK`l9C}2uuUrlZH!d%(zV#> zOfz}oP@#U!uE;_tJ4+*12y8q091;P`&V1TX_1qq9d97*-avY#E@_os1a06Ewu>cw) zm%i$csiZStTHw+Cywp4Vq<4yC4Pi*OanCCzhOPleOSovH!P7SY{N^3Y&TQJL?cA}I zVf(5&GKphi7b|0K1i_y|m!kB%smUGm1}r@bXpaL_IW0A^W_hen_L}?jtpH+6}umAT_Xgls8zVWwSM- zDvQXn=Xy%c@h>qT%6N%_(rAg7rBpPTRaWWjv{vEv5U9beeYz5wuHb5W<^(x7jkD`0Sy`anZimCl0mr^Wuj zS;5(sIl}~^00NN`T-9gbVMr|nMx$pF}%&OAA$VKStIzmO;FjhSl%!3)e2I9$pzVvUw<3LA_Y$h`Je zAm?T@8@zaJ^WGgGEnSLW{uDDmMPT`M0$>#VZ#9v&wdg9(-~<0nd$9#U2|o=*!*+!skbxT zB_L;DA_=TroPV88B8eC*sPbrwpxa^6n>O?r+4j^ccb&dC2@)Y2`NF7fmmJ8SF<)Tw zDVIErEQ=S44Pw6o#C6TS>&6G~-X29I&k4CN<^6_4ssSr`xU@g!w(B*H`mXnxj7ipA zG1u7O&nq@4tnM~(I02~v3#(k(A*r!avB|xuiWFgE;imS0Rgw?^;DSc=-uhK^LNZ|d zwt)6+!?2oHt@(8(jcSwse#R>jFhhG=UIO{BsNX| zOeVG=${sxFHWLwI=@*KXAydM5Ne1n|xf}O#op+^>%g{Ej{wW-C82njm3yQ2UXLikn zM8F~|i#ADr)oAkZ`<3lP%gUzNXY`q3dB~FDQNQQpk2v~k&@+cEA!pSE>PltE4 z5WSMP9Sv(%zHAjsZ`DQ??1SKe!`*0HvQU_j0Lg$2_HbzLerox3j*~SMCE*;s zReF{rrzC0c>g{&*InWyMUF6Y@`l|~e5iob)2q@p~QOb{8-=Hn_ zA@Qz7wmmy{L&V-nl%m)4ITb-7U|JB+KKCh|cHp3tZxewsHYI=O7V6D_P{wj3LS@SW zsR4<=r``N)^xJ%7a#$xJLc&LF=T-Kzq112^`EyqNj>nJ)m_PGqXK1aM@^lM@YO?Y< z_VgeB-5a6QFcpQ>(S||bBs~^Z*|c|XMNI{PZ0)Zk)>H5|j+I|tm# z!2DUjqg?r@1hadBSBn*(TQ96Jo_z}hdxMcT)X%*&uwV9gv>lpnBDzqM`Hv29*?od% z#W3SwD6DQl1!!`Nl?&9g!U|9(?MXKkheGqUDy4)sNXo3Kc7HJ!I0My$_|*WW>0Q-*qKMqhJ7uk9wshwUbqXqJT!f}CMI!g?0Nl{Fz5a4Lf~;?|njVrkWrL^6Bs z?cM5@qG=Guc!y*-Gc@eiObN-1y zrgDG$A8pqiSM&e#4oE2wNru4lhQV8{yk>dDkrBG+{DzJJ z<9UZZ>TATR`s2Rxd=lych=le@etswI9e@8OQazu|zaNB}skd9PFN%!;F?4I5-jT-x z7K6}NaD!`l8Ao6yD4T4ezi*D+ply!^p1&)z@@pLUu2SEIQA>RuwY?xo)}Ca&Defn zSqP5@l@<<9@xM2R zy6tvnvra8J_eteykYyYmA`tYpbJVdwI zZcf})A4m!!q0g;cyB2<)XHKoB?-5X97jDYUlvV)`O&sU7)K~*~R}AqWaDzB((*Bg6 zIfbN4@>M8dB^hduq+dPu1dj!zM+%`=aXlWJ z@4Wrzw+n<6Zp=L5v^R~{Ps)Vr^t&%N9;{)3Ojc0^E%fU#e(C=H1?$Ld*1j(eTz1~s zgV#>#40<%UUn;k$hxAA!^c(MAM)kWCA;~3ts_&sV@2yeX*PxohEWq`Z&P4EQ{S*W=EB%b$;{jN!h@h2NtjU>DfrdfyGwbF{>NEgYTae z<~%VV9wb8V*f$=Zum9?!T4}Uza}V2T^EGukx5+&gLc>%Yx2rrBP-qbR4z7RUidhrQ z63OWH-Lz@yZth!38$k+*|2)p&v4Er?5 zm&XEftb%W|u7B^6{@#0(J)h1!_QueV7vAQ8OL`u%rVWn;l4!=k#obD836t|T-3h)$KG0${!w(`V)TQL%W z=b#t9cUCF$lH-YNb)WO8rq^Eb&Y&xTSKZzHcQj87$g2uI23>!P(mmGp<_3a=OWu3Z zt~zjw&nlow$KSlzs1XC1aU)d{x&;ts-s6C`Idw}(5#RH`vG2S|H}wjxv17(?Z%rb5 z76~1mXJ>?6$_f8XmOW#`OA4x<;RS|V5JJm)!-r{vP;R295DVM`_@eAm93&~cjT>2pXBu;A&bvl)NnxB zGwO$lh2FKYw!zE{^FUYPA>R%~>Elbzz2zl(X>iQY<tyq7?|5BFH*iSvt$*C(v49+s;O|YE75~mX>G_;Y zx2rd+n)G4B+5GWt#2f2r2BqhukOn{gYCudRbbs6b*THj^W2ia3kzboUt;rh@n+n#v zFY%cjPYTGIMMC%U7TUj!N;;8EwzqGe+hz1e+<=!Nxk6k}bd2R**F$BSN+$3;NsYuT z{rKbW2_AGNyv*M9Y%VWFnh7j)nVVF^69Z;JBJctF-75wCT<@GBTl5naJ=`_ghTEdQ z4PN!!`afcgS0#NCO7rAGiy>ih>dvWF)cfvRjCcHw?aE7%^r3Du+z}ALJ7qv_Rq)g2 z$5)Hu{(OE!W*Dwl>LiVt=E;4oaU{rL^|9iveP}Xi$*1bROm+< zW*dq!W2>AcE!t|(wJBE|xUX6H!zg{zze&>;~0MZT<7t4K-HT{CGhO<+C5Jq?%tw|A!*p>w7}sN*E?Qn;#j>&*2N}S z-zsVyqc?<{ds8?45MKF)9II65J(;t!ZIW8&{v^^2->>GWeS61b!Rb1CNX!9R0o4@S zHu3BM1vr(^*D{o`vAdV7O(E?es!8JU0`5@BW=Qu64PNcy=@Lr!q(Z-o=6~hxe4pvm z5O;vxv%Tj>bFTx`0efgA?X#1|1F{FD&<_O~Jh9Bki#bo`N?v`hIr(PGdF{yxAcuoH zf);D+fh-)59E9HUkx*o^VAR)hBnvwy81AyVqaHS4n?ok}R-c5_Z#;8AzE!0X_$qW* zyQu-M+fz@k%#ZD`!EFaGNP9w;ST;M>kH-QUXpkxdu71MK7j0j6jCxYpOFbiuCbTg4!ZLm0KPSujmydXUjdP>=QTqpgNK}%Eu?|=$y z_#w!{BbU6F;d6Skd@#TGkweC+TkwE;sR3oIa-koa2>iLQ;O=2^PR!?JNR!TcNAg;G zogrg=Ki8AH)*Y46D!IUiZwZmp3JYe5$c-_2+cP4Js;}du8SP-6{`cu4n|Ydq>{;-m z^vCZ#W?YP;mSjw~v+3t`nOpnxf}YZtqb6s028{{_h0sHjcO&G3o>;L;?qBKX0Qx!;5Z^Jap~u z;J%7>?PpR<|}!4#+79KKSW+xj^jFCZ0S_cORp>;F>MB_$h>h^{Q${MIH|* zHb{luF%h`cyTN#;uVj2X`eE1T`9<8_29dynneKsOnuL`+LPR`Bgnn`I{namFUyEJ_ z5VuSG&lwk8ZLhwX%g$H}z#yK?zy6yi2&7D6p|7wi-*kv5DWJ}BmEAr3z0YwCqA?Vq zhqiw4;PHTpP=(OL+{#BCv%AeoB8~b*&F?Kbx8hcC<3O2yysyk1J4DJPbTdHD>sH|h zQ)+-Ur>XbH``>tlLwn$0!u832_YSU7=<$--h24vSUMG{SfCo=IZFR`y^}5GE*8SFa zhKQ#~sEii;U9N;5P8l!jeNH7TdP>(}^0y7RisTH%kAZ0JV~tlL%V-p(g?<7jVallw z3%}>Z6G1v4F}KIVM&2+JditzipFqEWvwjonX|=|dfKwXKrOs%c9B`Bty1f^6Wnuiu zR3mZ`RK7)?X>^`0ubp8IJPdZTkpCSILLcQCL|nO(WJ=E}eU8eFdd5AzQomEzz}52a zmQ6~8J~zn-dG9nk*Nd1Wo<8wJ!sjlFcqW|>9htowT^eh|K$-)}yM^Ab7yQ~iCv!wP zY0*0K|Kzy3x8-TlW?42I_3Za{Owz1w$Uk*|GppAC!w&>!)YiHPlW4*Ud z!d+K_9II3$@D&q-%LZc#y~y2kzV_A+MX8T?$I&0a7A}2o9>J3WRwSWcVYT(@F<1Wb z8xh`g`i^hbtL`w~b?D~M&A72h&z)xrsEig`2>uWKB&pFi$PVj+&r^(kB`bNhU<%!g zW{tb0YotJ$Gl~pCPaX!2N=)eX>l0ZvBo2ME?7KIwihc~%{Br5;1Pupd)qt#7CA3d9 zc=Os?&pD6mWo+)z{puNRFQZ6p&G}Pr@>oFDtQ7irw2TzX`wgvgi7V+bXJWG-EXd_q z^H1n#CiqgjA%Dcl6r?>2ni|UeHn+c5oGU#s?*B)D&Kl7AVmi2X3RZcq3P>dYj{#XEC@cqnjiJZv!BNYvInrq zW%mmY?nR%eph)R%^;Ym$K#C+a5csg6{?fP4T4jAD4f^IM^TpqcczK?Bbn|*Vu*xp5$79jb2^$3 zK!%27myzM8^PBN5nN$HDx-N|V{a31_6nZS9Mp}X8;qXEtS@jJs@>zPE`;4qV81(Gw z!DVyAq$(kUmI&RL46J2;Z`YJ;GRYY5ZqBZOa$b@#2>OzJ?YCdxNdfgGl|nzKWE@)3 z>Or&LWMuH#TX=2RKfID*1SnGf5vqQgJ7Z*IK*k{SteESmXZbNjlvkZIbV!p&1CCfb ztWF%T+R$P36?d&xQgz5M)+e>G;>iGI7!skUi2dKVUyhtiz9Q>8ddprT$4K5d!*EEq zORik1%3}eg+hU;`t7iG$vpQTzBo}>nr&x{m8qV925f5qcP?Bk#oV^aXoz6BXm_|JFL91W3t~Y3s%U`h|7J7&{Y zg`^l7=@wq;X2`v&G!YK0VqSLLsYx-&L=UNw;CpXew>XDB%ekISoLF6LIU?O?#bEXV z;)al__C0eqjb{wVtEyxIcemGyKU|rXokbRI(QmU#!rt+W;WnhI=U&R3cr2i%qO1z6SE7{7*wtc(DOlv`iuJdVSZz_Ye9k zk0JY#*4q+u1Jk&#_zZ;cTg%Vwxo=yed{rUzL4$vbof(J6Q}Y)Kc7Xen zLE$cmJUO5WS}GQJ50o-$cGl(Ck)#~;$c|0Ipk_-K+m0n_D z&snjz$vk7+$7yk{Hr%0-BJiy*hPH{~`6c9ARYLdaZAaBje%&OWY{vK=-0!($IInK7 zf{boeO34v>MCx|`g5D?V|ik@1G&=1!S-W#291nCEOc|#_|;b1Yw6VE*4reyL6Se* zWf{Xj3QOMUWox8BMrkAkk^cpjc==udh@pm4Q|?&<7K6|` zOV)ZVZJYOoTJC;e<{GQhZMbI*AK}O+s%s@~YY!dyCLq3H`XWYj}Kq*TQ(xDdnDaw%C1@JB@w_%IKB87K?b+fXZl@ z&=&3AGUZ^nh-{1b+LYLD>KwqchE^bkK85C+{z?oIslc58*OL5?N6!r)Zz|2R^U9mh zr4Fz9F$HT#USv9nCkA8gswudDgHMlD*XSt^TgTDw7L* zZ_l7lpOYq^s7ANL+j>Xl_T#kzT0-5>MsLkNo+hCzLnae=OGExerwc<~7m)^?*wjcA zb*&yxlWd^~&CNV{MZ*J`WZ)uHU@7=NyC+F4IYY8w`nHekutO`}OvYRYZ=)ve7vuGg`%cG<~a3F zPbE!yz0NxSk`y;?Td6+;xKE3p>-=4S6S~V<-*Df@q7mdhR-J1Rwe7rz@Wxk9K_{T8 zWS1$A1(bCQehM1wy!Fcg7jj5R=V-^nT~_4r>bGZbGo!;t)d8MGqlSz~=#`Ut;Tayk zi%(NcB{!ob-*->qdAoG`hsb=J8A#Wf}^h?{z06>~MN9xQOVC=|p$RartXmckelEN~V2{#oK;<0)SVzv^p|w7pr(EuLTP4WS{kci)k#{ zmB@W2?FeKUoo;nZ`@7;t=(~p&-p_(F??sY41j%}Pr+o0@7C+6w93D4H@cAo2D1_dH z>)$$~Bnb zYwt~i>gVv=T<&Y>Xv9Pz^vRF$7IE0^{p5SHKEKxN*0*cQ>vcOruY1OsGd4U;LS9KO z^fMr9{ZB+)vwcJ+-3_}tZ|JM6!b>xTf;Fsmlqq;TAh)Ct`iW>|{?D|eb>U>Hl=13z z&rE&pbVg&yGrA3l<6enId4@>v>BDIaJzE=58%%52jo!Uo#*5L;;8}NNjw^dGooo~% zgBE(tUf8>_oleapHw6y+VYSoA<0vn_>BEUb!IWXwcrFQbGbBPUJIrtN#^Xz^Sn_tj zlWRV)-Xfk$x(Ffq$c9l#JQk2G2tJ9s@Zsxh=c&|z`rKU?a;wRB?aAt33e_$@zpr6| z)FWgHLOWI0fH_eY$Nwf%y_+VoI+@jYmY@s0$rX`b4{10c&l^zvDUu1C>V>t>e04T0 zpLD7Vj3TqHaaSDlgd+SU{#A7J3V=ztNJ&J(KQ{jf^wd-4E8@!83)nP(Uy6tFO;v0Ts|nq0659FSpyC zy+B3`@85?Zd)<>3sKM zs$yt-W`e=95F_rq+g=bvzm_9!YjlZ>3@BMu2t0OZkh%MT|JXdD7vpnh)0&voIlRbF z1H>S=vbm+wC?o>+lZ@l)SOv8GL#R^B>4fzo zCsyTMC$0!h?m-ua7V=aHB^gSgS7tu0W51}Y&2K6~cMjk7>NGDl=zJtd-qXu+qe_ky73G;0FI$2b{P}IE1%IZv_j~!!-Vtqx6gWUiEJjFy1Y(S zV8rd}=|MB8-|>5{JRXo=l?ff9!)y*`Kb@OPX52bAMkX2k;7<6=2UU7h|K=PX4@i}y zLf`hukBfNx>0MkZF&*P>5%0V^ottJ<1RmxN+V$wK%t0jd`kNY~_16~MDIopo+eriC zV!2ZpZ^5r#YiwJW#{#N+1h1gYK5x7@vp2PO<<^4g+iL0antDUwz-R0u(RW^mMrDIo z=vVg^{^>O?J}ZS>?bh>x;kZXxhJARK8;T(~h&v5mpfLwB*+b?a6Z+7~*~{kZ&X;6U z?~G?b+VD(oUWhIPYpC)fFP^7Lhy{hv@vX+V>F1vGr4A1VK94;wbG2 zcr2jWM`<8%m)_swd!WPO>!f3CCTjmA?{W=vy5r z{7mhsFPdY%QnxQRHmDDL&JTZe{IA3y7kU;t(6M&G!N(-VlqtzY0uKWiXYBo* z7yXvZl%C1m&N~`$4;p@eTeVnzKT{)y^4+Sy_N@HaZ+ukDN8*-@PIh#A`<<(KE$)4A z&Tu>MY8{>wP_8Eux`xgVIr#JTxo9#n)R;5Rx+JGHZz6pV9J^U|`p1U1r~w&+Oy~n# zvw6kde_UUXy~*~kjw?h{0X;iC7s0+I!H-do9(=FzwuTXD9OKdJ(9D;IV-Gs$3!P*`dW=w~)x9lz3u=k5{!FeG`p%_N)(z)S~HPt`v|W3Em-I zxZ^_5-tS}+V3_HTm+zAr@G?D9hzyR4n%(BvGl~pSp+_e3`*w-G|DAe6X4~zAjV}*y zGd+DsxGzQj!*#2ubW;fZE|l%7-{O_0Ka&UPeIgb;u{q5%1_uzss>}-QdB%XmAQKDx zfM$Z;#H7ML`6LU0wMUt}Si|eZOoLub$;HXKJQi>-M(74{;JQiKGu)_^Tn)NC>N{~T zj|E3485%ye;SS%THoZbB@FwDf^vj1=C6UiH_-<_e;%r(F&z>_t3Kss2J$d$wq@WP` zMu0NXX5pyomja01YD7OHse@N_-k94C7zS88DYOEQ2P6iO&|7@(=KTrj5JWxH-O2u7 zcHBPhg1RLT8unCN&3#T5g$AWm=;(HO!IFFrsuxoy(rsx@0I&R<1=;G?{cXwuG+97n z76dj1J!h-*Bbrk$Zir!xFtd_ELqs+nqSGlXwt7v8DF=aNgrPIIT}(7moIC2@mN5%pb+{- zgF(FaxmRsSDa3Rfb?{FPcS>w3=+TmY%$M?5Kzbw=`l<9_=fx(Ti>W4kgKI~xiC*%g zpkB{VFsbL8zcOdB&`o-ON4pnxaarV1iKD#dn;mA{btMwup>_TVF;5IAGKht4h`H{x zZfj)unQVwf*IjyNQ!QR_3xW9Du8Zkfo*0lZh=soGHalULljn##*+e%9PWN@*0@S9aBWZ82dV#xj- zZN~(K4oo{V@IdImDSfq;WuAl<{ax$h+e&w!gQeq751uunia{at4ygPbS$CU7H%LpkobtoQwHNoyO$MoIR(MP99b)8>R4Rdo zxcz!|4fk-nNoE)~yPT-0Z&{C*Zr_B?YSY~Ohdeo;9=%BD`Kp9Pc`Z&G-zRxE*v4kx zu`%3BlV_l*XVq-iJ01_nt15-Q5MX@XJ9Je#bz*fvw{WB^g4+?>1txuJt9UwZ&JCNi z&>bm1Skw$&s<-01+7V~0*CHST8`+oTGbP4$-na~a58r$|>3w3=#${}fU!s~NZ z+E>4okkA>c-GJ!4jY*L$0OqSDpL4|f(FJdN5;bD zpYCyb0(G^dN!tE;mnZVZO2&dFH5_QE(707n3`mm{Vu4T6m0K1&=IkyZ&p!j_7wcQ! z$$+a46DPHEF>5z^QoD1lwW_zHVA1PUw<36QKoMFb^oE9nLY1kWUpmnv_U-#~)=%$P z-jaz5kn1(7vU@j=1(fRverGR1@4}}?Js+hKvoT9^5B9XG*D!@$Lmz{N%rU9cQw?wrbf`U4rXOz^hY#r%^?21S#Jl8(G(ugl!S!w5KQF!1{{mnR0) z6%z@4UShn+MD=T4HW?aBl8Q$(QE@vNFhDRmrM8)~rc+P)RbfD&$z;OhPm=w~b6!dplve`!y{UuaEFKG}C8iR3uU@|L zTw;(Um5goM4t{HXq<~j_4uS$&87vCtv4Fy}OfK*MvGQn4?3;pb1PeMB%c^9U zJ}AV^MYG#@JP)}<8Sh$fIN~&De&Q8 z4WsE{qh!?6TuYX^h3enrv9J>Y!=s3wmOK`4U=aHJQ!lH|sh{UPh}P<-FS~b~uxZb; z1$At5@BS|9uUHUE1@@{24c?y#jUbJSq5rBDv=pan~myMUn}9RuX8_ z>BiLKBnvV32R(ENI>oDctYN|`?T;Jxz8;#ek_!F&r@_XQt?`>YNkw{o;GQaSD^HQe zfk(=kzo`RHkx*!p$OKlT8vAC}-<3yoF}fCej9xN!lcsw$!H>jlqw z^B^N4hnzOl7fsp~n!{_v^aXRCS!rffUaE>Z04kBdn}-bKkxM4drk*XaUNAW5-8=5n znHf+$Pb-;@S|I&dSzSk zdV0lR4SwQu?h!PSfc8&`O`e3)-Rq@ItOixFvF)ucm|D}l1%7(8G+%S3rkX7Q(|ZlCH6|- z4%2T29;Vo4x$_Jf@gVrq(2ou8eo3d!4Sh_Dzcp)-$jg)Z!+MEjA^%+Di2)VRQlSR{ zY(2uH3$jm;V%RyVmgO}kUEbA_Kq%cDo;Psji2=n1!S@@wo_QMb-0D41y7_(#@6u%T z4xSi%AYET37Hh#UlnseHPP zN0moBzxoD3gZJ?|?|3Yr(4bHXypG%Wv)(0ZyDVb=Q%vZA2iHpMcvA3#l>7VWn~6LY zP|B?ox*-;*cz5u^p#svLbArStOXl+OBu`Kzqovgnc%4HqYqt6{)Z<7>4$Z+^+8%)5hkEe+u_Py%~rh@#%GozcOfv z(092P%1RDg3CtwDYBS5?H@z(#;K2DY|FvhdePLRT4=BZqggn^BsTRSUn7;eGhujDBofFp;dXOx8EVf_+79e zfF}mzR|S9A+O?CpP1d|`q*LmWWRn^Z*{RZ(OzIi2?B-5qhK~L!r2zkY4x^ zZ#M9`wmP?=M8O+?o&m##rsj%{JQmQfq2QWiVegUTF)5vl&?Wfv=Xj}!WA!Fk z7n@{#tEiP^OoZdx78VK~(+bQ$na$?fW~ zzv4k5ba&NwQd^flZg)wiB+30T%CaT*dWDRZ_0f9>XGP?ioDM4yQ+G&&85%0QN8w1fTsLo z%AGbu1*lZ$!5HPdu;(3v$Z-bWpwuZIFG6`NRD(>(YVAQ4&ncn9Lxs>y?zIuuZriO$ zBI8^8&`T}%M)NArVUT4ksB^9>Z*Uc58B(E7p}z#~@``#-EgzbHqmf)DG336b6b@dg zL)PHGd%IL6^nr=%?pIy%Mo{l^4R5j}a)Xp7hZoSysDG?}kVcirsZZ3*PzdZ-^`=aI zo%MoxJ!bP;bIX?zJY#T$qlOZ*zD_*1id>RJ=q(wpV~%;{+&raAWJ)@5fx9~xa@Sa$ z21Sy`hI3cO;P58&MPj{!pZ4~6Pd)NJX5Ouw6}G$xeG?4&$ig+1d162Ytq}ULLjyy7 zH|Lz^~ z^IP7$#1jLuXsJrzCjwk&d1Tyk-av}s>DW9)@da)(V*n)Gvpl|h=ZOK;Z-PGvW$Y>a zxu{7r8KS!wzF4=D`wXu7ykxvyO$D!0k1bm0=oUQYUfiU)>PsXZliCe4Yd5RfplTZ= z!)zng+}7vKK<@w!roU5hC(#iHGNr(Z6t?7H9A8 z$^A+)(Q?rG^pZ$!H$%O=M}LriTa87NnG%Z8f=^|5+T1C&&Lx_}I&Yl|&v?z`h3NgD zO84^@CTln#LjzJJsY2ia)GYGSqVYAeNuM-ksORZeSKg_Q2Sn(b^{1F=SRjRf6iMhE zjgRZro9BLmbV)Ju$IR@rXg*H}f$I1?*4<0P0VxDjyUBzWLg3rI6Z3<~0~4L%BhaAH z1b+T<>yhckUgf3!q0^MU}WKGO!*A{+?A_ zz?FkNsigpM<8I`ceBzlx0-Ra}`&n1wDH5vO1P=@~w)NJZwJ)ETnXJCoaQd6LaXee_ zgCxl+)7D7C0%^@eE2h^%`+4@Zrg7aL_6&Sx5~n}nd2G*zUGI(T(QU+;4~F;n z*lotLyH3Zqk866&v59!7fylt%m}O(Jo5WQTsw=MEBxJU$WSBvvAr7@Hi;Ie`{Ha{g zKf_M1>kJde&%p%+(W28Sq)Xku%EiUQgA_u=N{uTwu27*ujS3+khQW0b(S<$u$N&D8 zEm!|I&U9KbZ?VlxXB&fFSSY2-Cd^F!L$ic0qMuuTn0BBn#i~$Y+45)t4JDDv(mszi znjdr=cQoi`p`F3~hvrie(}wzw3iQ=^R=6rD*dqcA8F%S0u{KzL_-fm()!wE7YpWp( zewQuZQUz0nzM8Cbr>-{IT}XW*UJgQ!|7if1Egx4Eqao5%2LB7e+Gsx^qivzGJi(TM zZZ(XC@>^x;7>7369XKaDX)Z$>!2hG|4S|LvDlL6?R2!`sgoO!4F^kx=9juONLqS4R z`uc}9T7PJXEc#hJkS&GjH82`VzW#lCKpV{p(Bk!C8nV$k*DMdM^fW;mtvRHE-*@cZ z%I5Sdfrf1U-}4o1v=<-+aeN09i~f_s*;<%3Bn4UN3%1&5cR)khE!Jto=5%3gjD|Gi z-$lOKXla1o^O`1l`fk~-y}DN9FUwb6{h7K~fV^4PTH5@^U4WTm}FZM5|u(`>8J zMQkaA*Tu9U4N;YDg4aef1b@^#tx?&Ver+{u!tb)>o;nx}WofF?JIvZ>J-{Iyz4`$i z8)^WTE$?3sqoFvbpwS%Q$l_VcL2KCGt#bWx(BzW;9Z71_Rs;O_$=nF^V%vYT-67Dh zzLhpxw9yuThU{}RyUva=>l69NH^^a_1S2aO)wgwO(pr?QV?yl9^l9aFYrlYqqS^`(Xb;g zJwDb(Q@fCM22B#!Xh{SbQV?b7xsNtlT~LtZ)IE`G1v#RNX+sJkEq!)f8*Mc>B<06m zW^6ROe=r(yND9gS+C|!EDp0p&<`(F#_kZfvtrqoMC6DSiDx`@7kxzuU8-4H`6T zrt+2;4Vh_aaj6X^0q@qxzi&|ta0T1DU2TO)LuM+b zfHMnj)XOqVfk5Skxu)2+>>tw9Hjh64S+ zj~i>#HUMb5H0I1mHrjIn4bw)a_YXk|n+L?(v(a{U#IzwPh*gwKkAoDp)XuugMw{FT zqai6UJV*d=I&S}>L2R^koiQ5XR9@O2*8Xmjz=K2FliX9bO1~n%^cA5cUhM8IKaru{+2Cw&?^Ux%G^xAxAn?xww$fHy}Dv7 zYHHuMVpJN( z5L~)rG^`$_=Q!GE>Rsbqc69EdQ4jDxWq-?-_vwMr5N)E;tM}Sy#gHDgKAZc1&1ngN zhSDQB9hhSw1+lUi^?*&=&7PPx6cdzmLh}fuFu|x+8XIj*uX51-eJ);`QvaMI7fpj|$Xm8Ni9ka#m6X1QpiSF-kZD3j+)_4eN2QoH zEK|Cow}&LPNBiThY$?o=VKkJa%4pBq9JF^ttMKM*v~F^YhB%ec8j=E*^`pn|m29-1 z1RAnaN$K13+TX1S1k*^nWJmUQ3szv-kbhH_ZX44^s}7#rW&iBEY}ytpF&g@As?w86 zZM3F9n_`0A88&SS6-Gm}F*=qzz_Kn@4?z!~{-bYrV^(t#sj^HmBBLSxvU*qV*pdz-7x<^ucJzvXr!CJ%^aJ{mPei?C&Jy{ckE%o3<@r36^FR=dfu@CeV;2Fe3eG zh%uca?x8D&|5<6^U`!i|F;Wp##-u>}6C3Y(&(7}W4Z&zADoE+VBO0Wj8s0uwqafH6 zL_;wevQlyB45apV`whzbAzw0|P1`R54M{;lcV@3Z7UFv6L~Ax};lnU(C<|efrY(WC zrnfWdv1Pi{7^5L6DCu*~0-)_g!)8s{X#Iy{G(?+HM44#_Xz!}?Pg=0QTa^(Q4ShFN z>8)CADKrO}28>>Pjs4y35opM=6m(SB251htDP^}lunXB}f@wni zvyC2!!4RWz1$Ces2||b*@KwoXw9zPxhJ+xa&tN-(uYBq;=n9**7X%uP3Z<{kYYSlv zpji!W^_-2i#}w0s&=hoW`U}3>oy$dK9c?UxDWfqO;*>r=c?=RYIXZ?DV%nNvFeFhi zjrIzBW%UiSqS%anBG8bpR2Wd+?H+u#goK-8HE5X8fH9ah6l3TVWFw@NIqPl=V(Z7; zu^0@cM`F64t?nPa>}14ApnIBQG$c`R=~$z-emH_V%JCap_BJMFG=o4xmOyuWM34t2 z+{upCd^POFFO0*aAx0H+ORx@nwlT5YMzBAd%Xo~2WWYF=>Z1lqHrkDem^LI*N$ES*+GzVA<9#@O z&nfnITWx{SkX$T(&n>J(1a?m8D?~iEH)(3L8lBtI{xmz78jD}>&=#`~| zm0ntNe?FVj$K|1k=*DafpzT8JLSHu8wn^pC#_&hUU|5~Jb!xHECRk%MWLT2YJB!-i zttn(%hGvI20jt?$jE1yVS-LS&8?6O=w>v3Loa*l_frj)=PEVK^Ltgpfr}J>Oh8&)P zX+s%}SVrX_SAaJ6{$I-`Ot3?mX@k*_hRFW6%0QdZ1>i!erH7(R9RH=fU2HKJGShz_ zVbVrZo9Un8=UHqQES-tL5NV7vbz_jI@ssMD>4E-s7!65O zQF_H!TcRC72r(<_4Pet&c@{=PLJ-ks!zSRyb>@e^Vxz?nXy~)aO4l!I)7BJRrBw|N zg+>VYyKR__X+uWJI1#G?u5x;7@fJ31rgJbFav%yZW%Kr+ZaUkJSJ2Rg6{O)@jE1bV z^r2mCM)!ePO|?E)jZNA!0t|^%Ojm2S!Be(U<#}jG!=KIH9+QR`mC>Fu7Z~03b94fm zwn_6a8e)_&bvPUjVCUW4%E_PGIAAnXtx4%4QzuZ6_@j25p7AFF4Jn9>?%bPznOgt0 z(`9pdVm_t~nW>o0L5@RE@Q#dX#g@X{1sDwl1xe`}z}gzpA2=P^DPjbhww?ESCc^sM>j9q&i-!gJuw=Rf{JeV=z;P!e3Fm0Z2zYrp9wS+OqH}0`hpv; zdZS+~TSHEHVcL)zm(T^)VQ@!^<}Q`lXb#>O4H=fQbXBMJck2SQ-CyV7%KmN!%P<y-K?GnFzsj_@TY%X`%n55VjoChJvY#c5lbQ^FI1>BbUvo z#|n&wJg|#S^xf!|pje&UKR?KsU|a`Us7)F&(|@n0YOC8OK&vv=Dxa;q>QN#t znxb@Xv^H8#$Y_pNk?Lz0ZL84^_+7TV9vn4jqoL2n$WkjpSQrpK=N{W3#S>^KEQsh5 zYdN4LK3c~q|8}g!v>`Mp-RAWGPE}3UG-ZD`%XJtHaVjr;YgqfcsTc4M)GgV`Mr*kq zqhX^LQH5?K^eeBnI*nd2(+C2lRR}ah+rLl0YSVTLOkvOK&SfPQmg&(Am^P$uVmeEe zK*;LdyPXT0Q@f2A4H>A}GmmM`@+PZGSXgC1U9qpaqLUaPAd}Y)2gFr(r zL`hG)t%6YR;F*Ws+xbrl=X^13$n}a8)EPwx1VHCT-zKqXbKH#45N#rQQt&WnNLI^v zzcpysA<6tO8qyGY$j2H?!8EkXIgejvD$in?>PVW(D$V{blo3|^xz&HQnG|su?#vPb8WLPSC;O!Jd`qmxBOk~q$ zwiBZvqyP66WbN-33udYtnfID4g+{wD8j`81beFO=+A0VONymRG*k~^aG#nNf7b&3W z^P|F(bT+4Z{V{DQPi5S9Qp@y=xvDptwkf+Y8X;54h1>#XIcP;je>PhCJs1tiR6<`m z>keUIMOX;udfjIN4Z9Hfet``1ZK3;fPJ`g&-g0PD(WA>3KnlKZM{HqBVctHBhNSTC z!)MwWvKF-Wr}4a0$Tup0*RFv5oBn=`hO}2o+k!1r&iDIz?_<;Ui$FtCP|&Tn^B{%G zE85g$({}j)rVVL`h)!y1K%Uyk*?kzBwxtI#8uD){dQi|2f=o&4@7398Mu#vO%6e5Y zN_)qG)vw!eB8tsvrNbBvS-qV0-pk!9;zu)d8siqVi|F~+0R2kUKTN;n6^jgMh8EK@qxZv{@{KleSvmg!3Z z4M{;kAFLZd=J363LJzh_+H)M!hB%edGFm^S1?=zG!@ zkkstmyA`cO0WbHzzh%qqPhv2nAX3`(svu;Q^t(Kp&1kPv7!5h3e;?-7{%mJ~(Fcc; z3)pB`1R7#gOwU0t2DG1DhjC`qLQiAb5SobYLVtnu?aHsGgV@!n+Zl|8zMF`iV!Q?4 ztw2A36yPDvTHg}V8&Yp$`V>INDq%!IT)pl@}&aSbXDgHX= zF&Z*c34L%n0#Zx20+)9$hz8`)?R zE?_j|dR27u%^GUm0fs)ClzdDo8J!l2(a>iree^-wyQ%LNydGa|m?mv#t#P~X zyKH&K%NPvVJe3|z1m8CO!qc*|B1~8+frWev?1fz25%pZ(U8H5=(wyt#)`cmD;p}qjOs^VG%Qcb-kXC>`6b(+U6&dmEL)yM zfFU2QqG!i1gAX6OGtZpOXlNuR4at+S_az0)Ahdom+N=8?ZSGev8ZrY#>3j0pLihwi z*!l714UMkh&(`lMMngiN755*|j}4FF&$1bXWb_`65#ZQb^leb~C<^{;qpo8#hM;LD{8Az4)|TR{3(HkNR!aVPU`LW79XpjM=v#i%a-rBiD^Un zp`;_9Gk7-Z1%W>_v|-O?5slHXNXY~GFYwitT%9&lgN6BQb_-*nuO_G4J)bQ%oy3_7pG-UCN9&a-U zRY~6aF0yIs9D~siZHxw7J{c4eS7O<}RiUaVn>! zkOR8A;&x)0wqXsKe-EP}lb6z?n$;jb^{+UkY=i@&iSA=GWC{Piilps#&B3`f_kXjH z{oQ^MXvh*|^r8Apu&d#T{twt1ayb^$h8(YoKCO!f+N8Y=Wo+6!9$+*?o04uo4}u8e zzto&l`Sp8<(NJKP(ep=#K&BsTUOKZmtrUmRkW9rintE7s!Tz~@*qq)e4^2)Vs_TR2 z?c#QC2ODkOBTO68UKPDV#u=nAb=yLbCNg7v8~GTcAt}h|`v61XyERx_m2*zi;0Z=U z+N+{R8|Hz3tFt(Rb0YSPKtn!6OrOB2_mtHi-z|eJ(_K$7ZAe2Hx8ah(7JNGm(qT(s zQanaO-%U)nvkO5ArxHR;HE1}{w|<7vaFn4IPJRIQ_Q-g~VGS4->3aeUDTsnGmjjHR ztJ89i1`U&T^f@LCF-qrwGl0(@2t)OyVCQ!@>D|_M$>zV(U6rY z4XBHH>Znlr=Ty#E&UXS0eKr~Gk9^hM&8;?PAS5UO(}q5qfLG~J>p}Ipv_do^%+H%RCCv3Fe1R9FX3VK`WX2=^nyBF8f z$P}yF)i;@DW%eJ!}Z?$(A4J!!U4qOAy%{1XHXL)5TfrgzMeg5hSrf{K=IVTD6O~SMxQ;^a@ z!46WI8_Gdt7aXw^#=OU9NO>i6i+4ZBRQ2HEO}0#%e86Z}rgYbSG_;?s!iRIx`vd|F znSzv_v|0(uySraxUp8%fKVsUDhA`S%wV>Caif}hzqfPmQ(NIuel;DA&y-#*}2C&iE zC1W&1o0K-w!ypA`pHUHPqfaK#uoURKQ!hc^d^`V&U?=2(DVR2-Z*qEuV>Tp6vL&%U z*tE_4jM0!o64A}WETHg1u}M(dSY4w{libAyoeGy5!OJyRBehQ1r4NmB(ZYi>Jh z&ehOMUodURvP2RpEGz~e5^8nIhOHrPUojf;A#(a|xq6e`=sH~wve68`m4haxN39M+ z8UD_u^GUW8N(eM$3yfnTcd*mzgC@3T(-!?5(}rw8MUS@2Kttw4G?24tTk`{>A$^n6 z9pjIXZ)J3S-jIzp;wMH!aX~`c={ewZVN|aN8q31rR3{Cip>Rqsk!c2vHHc^f99P#os=3zTy;>_pIV1Kp=85j+jf|TylGzR6ZCtk8# z^Vx97YMzPFkh(Drnu~xogT@J*rH+XN8lp{E`oykwO)rA)b}rMeY=#kw^iUS24SzSv z<_D=Wq>yW`*&>~mjlmFUjAb5ojpJh*Xq@1VM&0JGx^lwoD`QF>NSAlG9Q+52o;Gf3wqU zee?c}(GaI{I^R-HNesEYhBG`cumGbWnab#Mr$YE{L5J+K*tAtG#AxWd$>^0daS%2ij(sY#Gaz!Gq)GbK$;coN2ew#TX6oDW%=f zDahS!r*+C^)7J10M#H%qeLVjdzS@h1Ru$MXctN0{9E36X84vzw==YsvR~)gc++Bic zL%K^F!VVC^s+Ad>t60_*Dx%v3NC;xOw{-?SoA>=XquGqMt%%XkXOq$W0W&a!ow0)w z*l3>!G-L>jjU&mBK&L8Nwq&E7sDx=lZd^+5P|E=~e)xbN=Q7Kj$`}p1ar!Q&HI&V3 z3=240KYLUu2Te{l2-J6nx7}{ukj-g2frb=BMmx9d;M}gS{fG1NMo3jm8!~w*tsyR; zyc4BeoY=H2sfN*z6qKc}UukCzMsMJFqanj$%nPjm+BT(}vSu57A%TWz zqwgwI0euTx=)8rUZAI0{ti&?l3ZK;J5CU1r9nZFx_vv}yG*8j3QE@uTo-0;i+9T5%dHOPgXe#3^HytNIa%u6tf^Rsi1qs26y3TqEVI16$Xu z9MTwJ;Uq9>QZ>U|BT`%|jBH*G8da|y1_zS1rkW+2&pItI7IGjG`nqoe2ns{bR`J(V zG1!4TBG6D!kkZSZTESNvJMrorHf`HmV%m^ECG;vgDSWkB@{^qY_{3Hi4H<%*?m?e| z%A@+45u6ayyfsEcs;i`%TW`VSD~2_@!FC|;2sC6?68ezd6TaJiTZ4~mv?FaWZRoqn z=&eQFpeHzO*n~=KG`qGK4QYsiPI{xkt|U)3a8?6#YlqR0UCHPbH?82ig$%S&u{9*E zJTxVJud6q>qy4WOyR*^Gx5u=hvPebOrnA7Z(npn)Jqvbi`;V{K@Dv^*u;IZ&*7!woD5NG$aMamf7=Q3u(K$E@Pubb;7h^TcDpb{R!Xg zoqRqgg(QxBsd+T`@X zdPk7y`K+d&*=P?5G$d0IJ#J+NQs}j-UvD<2Te@P}kQC%}{F?+mWaavlOKh}p-7p&R zAyRsMvlXNb1FKcyoU!S4$7smEDd?qJ%>XT7niFSu>rHuR3?Fg=q_AYb_GmVz2YX=J zkQ5k?bNWG)@#$!OjV;q@Juw=JGAjBS#Y;$f!_SB=uxabus~j{beQoCgpsBXGZDP~* zwLCNlz0apEc+0c?t2vyW)yK3UZ^>Aq{Q~TCXpDh4}p*%!F&sAr_o~#7@WPMG(g*|ybfrd0hL~nem02*@6`e6{8(+Dx94QU9Y?NbZB z+aaIZoV$9S5{yRpH)=y+G~{o$_uTEorfq-}qoMDnqF;5318?clFVv8YRz-%tr@s&wdyUxn2dGIJ^dj)Z>&M=efj;^3WvochiL+v%JbKTecJ~8e!T{kYQ{y zZx0Ts_*>dfHm9!rF&Z*cIX#_v3AFd4?xwOMJ8W5f24FN~3yh7Jx4}-c>&iJ&s4x(t zAv+b(-|apmgC0vw`m(=UG=YYaK^6VtxSF>3m>7;N_zWtCHZgsBM?GZnAh5WXhBoZp zOa@~#q`h<<{vCwiI{zDIC78|-42FcDpfjW!;K#*}e{uHNJt5GLf=KCVVHhyFcuwGb zwz};YifKb=3VM<;225e9|6R_spv5qZhD0i+r!2pKL#p0I_MJ^z3uBCi9Fl_WIH*lw zcZ(Ce{sn=Cq`){Bvx3+>yY=w*Y}$?t$Fw0+kkff;JjirzN_=fL+RPCc4M{;tM|$-U z;IfIpZj(lYWiw#(JePoN=v zlhaq()E8@8y=~2z9J(?Z(}rZqxFXXSI9+nMWivLX-ewpLxiCkPBg~erXF4YgGHa zoU!i>=9o6*-emN}+P+{|A0n2Tv1uDU4x{1EMn7N|3PRA^^l&u$yEPnN4jN+%M1N3_ z$1xK(vzz2E2sET1j0HSHz*)8(wqY8Zw!ITDZOE`>^g%^C&=8w8W9qQKo6SUwhQ6DM zzW(kBrLIfzG0sqLdkc()3K=DR954%}R{DfpKgXsmg+N2OpqMTIn}N{}IrhHnR2Ltj z1X^O+kh7%r8DxV*ix0o%@Hy8CV<8!c>AX^X#%842!r5lta}q{FGEma>pE{UsI4tGR zmPw!?+T^rdWr7R}*4mft<;LOfqBW)s$v{r8R5}Yb-#>X7r&e&CjM0$IE9qGu9Z0u& zS5F9L>xbbKjD{r2xTiY->c90q+afh+*zuMSXh?VIdGt6iguLL?PZ}`%*>2ci(olpE z(Q}L&Ky|aWPx!?~TV;#U5Tg=Wq{ZOIJraWMvmMB=sTd8pafZ4z0d;e-iaW%nt@bpG zhSW_;zv?y*Xxlz-VHz7PjzB}SG49*k1?4r`S7{BK(=F36ZAf`#^phDgKzZlY**}j> z+xQt64Jogj9(&sgd1b$6+s?3Q`)4LbLmDEZ2h!8PAtgFzv}B_t5@<*Y5;_M_Z%4l< zY2wS~^pG8<4F@c`c_9XwF0B#I$?m7m!e~gQVmcqs0<`x!t}ED_cAi}hnu5N1?E@~P zhDm-I8aDcG1RCO$z6#q5)GcfNN;&(pot=Y8L+U1?kBEl?qx-!Mo?$nk7tY0K=(9=a zSlR*1^wWtBoH-7$Jw`(cBBf)DC8Xn*-z9JkvT_MDl#Wa2h4;?z-3}a|#F?gvn1^XY z-;Ghm*n_ilS!h#>Ed?(JjE0=0n0A)0K|!`OkH}=B4VaJ7u!7Jt!cE}2Ew7g}ldZf} z7GN~=-9)rZ)kgup?+oR*-n-?YDQMax!0FvzcP6uG+prMRhQ6DEZqukh3YR)OFPj#` zhBbOoIcW51ni`O#-dfv;v!kh@BL+hW665*u`d|uevPbB#Mf!q3L#Du(y_gGKn#wub zk7>{_qr06jZ73?xM;;0A)x1A@mK_A(v|-X>42EPNqxGXJ`$(W6e7Z27^RlH zH3hTE+Oe`8TiFJCVJs|A`gW)b1Q?(3b!BX{>fRU)36wEFJ`fy8aFcIe*l70&G^Dx; zdLC~ippBb2$$~9|P0KKC2#s-z`zc5?yLKJU)r>LAF&dJnigqCHAq5HTZ^@aIXuJZW zAqT=Jn&Tn2H}0`>Dx1>;0uAN%jO89DpfD95cr%ZUwr?e-4Hc$hdV=nSx@eA3&1a+8 zuEJ=@@rotXQj}JpZ*$ukJZ5W1$JH1O>6@4iSc9R$viFaSVbhjMpdq`G)2%IgK)c!C zG$#=}y#~{U(da8wA@JS)iAmvHtDWzI(a?9J@9w+-2lC~y%V>6PZ?G1FA<`uDW}36m zY;gP9p^P-_DzgYQq#%qvk+;AUPPv$Kgm7scrVW{bjCSMZfMzo|Y6x3F+}4+aCZ_ko z8iNqJ)VNaC!^4~!Zop_LC@AQ?uzP{FBf;_oY;~)!5u+ha84JEgLcrR(vvqSer?&_+ zM4O0i52$ZH^l*tT8;`=V)Mpc>4atrV)(II9TxTDy^GdS}letwuViB z3Rm3b4Bj8wRt{|06}_s;87kA;fzgm%F&18= zgXdN0jkw6R((eQsqD?}#-DHr`j3|lXj4lW5#Izxq%IWY|70`S#B3iI%TePbjG#Nd1 zI1Xgm-N3r+3=5m7)V~}wdY*R_3?R*_)ZU&=S{?z0)J;ZTQThr+Ox5T0YHH9hX%V|I zX*lPlMi|wjpM9^p%+-M5n6PvY21CwGLT{bi4qq+F{-l(RX0#WhA&H9Uoy$uh!q_=% z;A}~*v=5`92*a3AQx6Y(Uhi7=*)XSf2sA{Slul@}z=KTLrn`adLDucZv>}m->Aj@k zAcd2&EyLMpqYhv+Bn8IKxO!lv?<;>vVoRaHL5zmJ8)H$(XehDzo-oTev=5*3wjE1DZxNK7edJT``S8+~ETOYw_ zh&Cnd$Mu0W`#O6#OXEHeXqYzoahAFen}2k2y~CEmv7?wa6q`kK64DV$tlFlB(%ERU zk6|=aVlkF{iy#Y$@qT!VErlM(F&au~ub{mp7koI&&(aAr9AjwLt3DFDS-VeD zHfrvC!AukcOXVX`o?$zx-EF5 zz}<_!vN`=jprJ^wpmUn`;Co$O9pd!eZk)ulAs@n+uj~W?uyydDwQSl}pTcO!7Nin6 z+5J2Y`X)X$_Bk8P_%udC`lh0D!OH49wM{D{Hd^g77!B#0lpf+&=UX!tzuU&vkT?Pj zNkL3=S_6uO^RY>H*|cpvi)lmJ%kW4GKttvnbezPdZF~?$L$s;r$>q(!>EXr)AG6V# zoht{8vHo*5pj|TW!Z}udTP_+sn7RslNZTIXw=}fj6zOma%vrbMjX3M}NvK%zV0;yl%+}$I|WmTbG*{4e6VTzIIjw`gTaA z$0>Ec5ok!?{*SM-436S?`Zyk(gy62h<@^o^ZUKV32KV3++}+(FSa2u!9}N;95G1%u z@E}2c=+paD?NxoZd+x=){Z#j~OwVl3jFZnX0kkYi*&#uwtm%%^C>zXJPJS}K0A;sE zEo%MK^AW~E-!n)9e{=B$g3L5ymG4^nvn-o60%Iw9Ni;8~On<`^sgj}<^whhcxhB8^23b%a%trt!ggIR{lKF zz(a&i!L$@v3+}#9Y~&@pfHct5!B6gVq{!NOtG(hqt1|`~M3#lO;Cj&(!K&6~#UHyV zktiG3RJcK-D`}eMtgpffwJ#zKG!-ssYDSCGxCJB1%2r5w32Cr6we#kNJ`|^!8XZX| zM^?0f25~C9+8jszwyu4^MqM^6$QNEl*&t4NZ{Im`w_zJ{<H19x-rb<8?4!iku{TXaov*g~(OY+zD; z%3s?~?N=mNagAliXoP{cS@{OJ7p**!&GxS#E9!R*Y2Y6g{!+jbGHI1lNmt3VHwK!) zr0lV+p(L9n&xA`dZO3&Fvf24DAg%3ibM87zbt9m=^}m5M@Ldz{#%n?`KdR5Xy0UDx zn@9sIxcIpFlTDwmOwm`C?LSX66aTRuMs-7hMYSwC4c+Z%49W&J<cx264rE z@fJ`ZoZ5dZrw+qqZp()VgFs+gG?&Obrbpktu8$ddM~+9x0yUkyaEl~0YleSSoZ5M0 zpn;k;zSn+~?0K)!ho7=+YagR*U{4F*`^-qCR^z+*gJfFgCrE>+GV{kg29c)gR(DtY zqbU3oX`rcvAB|~7+30HSLXBnF-Wh0+jja6cL=%-Wn~R)s#{t@O=QETI%V+-g?>z-V zwcSY-Wnlm3NCOYC@a-cjWy&SlE)CT+#XzvVKpJF9{-fw8!H!*Sptw@^yC;}%qr8(8 zowp^g;u(p-#A=@rso z*n~$3lTihdVqA@qvTR9TBMmea?vCnA70A8Ii4<$U^9CAJAi|IEEVPE1J0#k@hliR@ ze}l3?&^!6MRC@v1tKa#LvZnRkA`N6S@!sH^R2`iuS}Li$8bL} z-R!bWZy9J{1uO5n(8evz$5|$sw){QH2ID4__RDBup1yyt;?dQ1ACLwUvzcG_`H!x(Lw6|KpI$qUqp3+inm%T9xasP%KJZrfe|cx+3}R- zm{I3iD~>zeG|(WAJ9xP@jf{}Vzpmo`k|jS;HZX#NU#Rqh3d_-rCM=Xq+Ugh5zzD*g zaSL?@+~^x=#%>(A3HIXuN3$x@U)FS7c2${6X1Z zR9PJt zbQUHMMNwVa}Hds+0$R@p;ld!cMVGx0p0hoW?4flK}6ach_yX^`Dq z{F0D8RJ(n9`AYE~Y^D@QgWAo;|8n*to2H#IMiC2l3^cSUKhAQ4B5TUOwTfGyJ#yBWv0(Ez&?X6QBQ{QkmK)kM~Kv zrojTqmJVr9h42bGDJ}mlj;;Mm4y^wSFbFIQf3`U}Id93*`xUog9`#1izCJaQd@|XjNqvz9<0d>4r#^$-2KDWK%jHHI44aLwbhS4wzHQy6xD7Kw9;AW0*?H<+Ov&wtep>Ops9`D+U}r4zF~co zVjnMEex#v;@IL6Al*se>9rBYky>6gEA~*5w&$&dK*n4|&nYOq9$_6xH?J<+QcSMrx z$z<K)56alFobx%kStD{1<9Zm8lITZtkbXcqn; z`be^=@1B^hvK2lVXkb&}$kQi^tgdr*bdkqxUs03|Ba0U`+sF!=L+U7OI%2Jvg>9L>{)3 zrICh9HhvRv0y4tICwHssieg|z8E7Dzh2QpjL93yM?k*$K=9*A8NR~EUH)yB0|8!`$ zNY=Em8EK%Yjo$-Ng~GIZ#SukhS{4h^z@#?**Z(OwNUG{llV#d{Pc-4Wmh9vqr+;`W zx`x(RQ8pMiCx3R%muSsW{coOZg^o5)G~P@zk!ry=$7&srHTAP24JKzRKZ5d`XultX zx0Tzf-*}=qxfSYD;V?8oNJ3px+??I!K-pkxh4tplp($o`_*BJDkKRsXfw!6YzoH|g zXNo=HJLFL-?Lr!inw>WaYW*)UM}I1c-gpBI{KLYJD;%M+p;%<0Ir^w!%pWL&vO(D( zJSp~@3d17M|QXlS!XVZ|%N2 z5lvdV0@A>wR)^VmsP+#fka?k}-T$tUmbN0&U{bL1o2`~p;_cNp(-L{yq75`iyn?&s zBL_KICQ%oewxANq1~rI_|0~i?$JD#sZG=o~RvBsFAwp++fAWxpW!@>a-m+Ce8hQx7 zMl=JBn{{b+MJw0?0}aN_!nbKs(nQ}TY?|WS*_x^-o57~6tNImHTPu>)sUxSij@6I` z<7VUj_Lej~(j@b7nO3Me(m+!ekJA{^^wy6!#r3Oi4K&cy#jE>h^0&ZE5ZCk6-AV^q`!2Z2?GwSa9&_z9(7Xbl!Q%W!Zij zXkZ1Qzb^?z*7xk?4$3w?RtseV53%!ontqg#DzERhSf}B%Ft#?*z^44BkbR`+%J<>! z_FznJRqG%O6m{};tM^3v7+!ytK5Qsj@<61)+{`-&R+2^EtqxtN!%(zH0}L!`>8zy8q#LgMbTi?OkB}Br0C1!O-snM2KA5z!{*|?o03YJ_Yo29oe&(hjP;QQ z!^ThAG^LOqGp*-UIS_6cV4$d-A0*Va@upS#s5s=fq5+Bqu506W;|-yeLY1)>w#vg6 z)DUSfDY&?%^N8l0Sm?g)AUJFV8X*mgz;_3BQq{02XIn)F!Ak=Sss=mHluO76dF~Xv zD=WIWF^UF8aPS)g9#C279}s>)R&S> z_&$i%q&Du`xcoA0YAcitY-;E2=pBgGyxLsF?J9w-J<)h;j#iHQKYu+}9ygyhNJA^| z6O(>aq^{a><9{;khJgmLVCA_ofXbtUq3QbQXbqn zp33HwHH|aSz9xK>PyIb&jwy9ENgnQE6N7mYv)Je zPLXUMD@0D0Wt-RyX&{@G_bwlyWclz%hPAS6HM=7XQm>QOG-mRUQX$cWbPBKMGTC(_Tn} zapT(q9Vw4*n!L4^ZUls7>5VYR<>4qT>aAGqfc#%G0fR5k=`xa@wB9z|Of zjG{qY@e900P>>EPlqFPlkM?~$!T8ySdt`!(!Os4&LH+t74NPF>ZHEoCl|s2=iYMe> z8)%@Ya7*$sa^1htC(_EYZR>}!K_IyJ9j6CqyRzYpG>QtkPk#?I3lI4&r0JrtVv2hf zECY~+n)3Z@KRS%H^-RP%S<`O@8u+e@Z$=HIAk9(Q>HepHWy7I?C>sQ+aL@X0(lpb+ zuVZD|Mhrq4c!-7nRcJ+NeD{VXfAlCt*(wZ18l-V6-(b|9?`e}bq?DZ85)VNd%ElwB zE`{l?jSbylin2u*XfSS0etU31vVvvZ8Jj+C81z$zqHI9p|AsTsu>DM-dZ({;2*P04 z%)GeIPNC55VugCTXsBqqVMv2&%gHyRic&(VHLX-P*$CGRGzbNu2I)(gcZ{jeeL1}? z7>=?*C^-4f{Y$Ek96^zlWldX*KpNCX!v4Tis!}uWa1D^1H^)e%!MF*}t?r<@veKU5 zV43#VK!du{$x}#Q(sWMSHZ5e@`cWtwXewO%S%@anM(2}+$+T{xJuag;F5K!bfZ;c+j03~X4$5H3^W)w;R&!l zlzOWj34JWnPEJ7CAobdLy>*siA%EYaiR5vcI1yeloY>~QWLnKhNQ1(` z!mrfLNLE@R2XW>b*{vy6-1E>@RpdM^KyHL?}5PD2{l)Xp_+NV81Ewqg5a z+I<5JtYG8WvMb5ft#NlR*?U({_aK{tcYod?n)#+#ano$a86IdZ-ZV6nHp`~eZs(_K ziiLyUOb;|3^arVMu$S+4PKV)C|H=RZlR9`SX$}g7Gh529lZS2VEEEll;NX2=8!1_~ zD^;t$OzSfnX^<>!ye~)F6}+1&oBO&a)YLKuX&{^Ml;cPW)AHv(JeJ4pn}G&lYT^^% z5;AGp9do>8O%KgQ*&q~5T+^nc>77O0Ys<2YoQE{f)W$cY@@jQzpHJbkY!&At4Lrof zk39KO>MhXni6_I6|z7S=D zX+bzOl7eEPezc#$rgaw~4Xj}2hnsEWA;$yCyLX|{d($sQ8YFTjZ(Y`8JDhV%jBL{w z0}W;4FWaQ19I|l0wyg5FEn9-JfrkkHo?1{b=rz-oS)KsfEJYfui-d+=?T<{;%~3mK zP4g}DMB{%tvyi5)6a^Q^w3h}NYRV@W6ItQwjv&PaL0guiY+wZ^@4?kB;Td_RsG_tC zUg3de;qB$z% zEsK^Ho}=hYU9*ZS}(^{i;YM_*_`aU`?_S(dimF2Bn*cXQS^VTmDowMbo`wJJP_UCVt^la|(pp zWo{gnt?Mo>#Y!1HLke*836HC4-x~jc)BModSc<%+WX>h0LD!RX6m_{0CU{n60 zSSZc%r!qEIw6;&*gQCGyYT@;B6$<*}=II+`=dHWf1I@v=7|#$b-q+$j?`x>W_aO~a z2(Kz{k-N>=<#0ceinN;s8kkggTS#k5ecF3`Guhpi>_^#P+=M50{7AOGlg}%*v|EKE z4V+iFm+d;u2~)GxR6LlG`vB5lP7vN->`#FeSjLo4w&_y?4P>+M`Kmw7%;}%rSCk+d z529=^Gu!#`I&ZQ<%cG;bWh-<)gfy^%P#z_sLh!-V6$+acKa4a8EE9iH@ZIM8fYM!i#I}#q-0t6{OIGdhn)N$%7%plU$5Cn zwn0_eC}f*(9BCk%jo*&2iz>mDJNCAetx)5H2bzhmurg65?>l(LVp-EvCy@r;D?I$* zL$W=*(f6DzTa*kxfq{4Xohc zHzjMYK)>zq%U$)NzhygvG{}}#-el61qTc__wB5259vWznkp%CZN3;dQrzm6#jX>Fu z#&bv|TAFrfnQw?})6Qp+1~#?vYbCTs#+{}bN%S%V$F0aYq=CPgIc*l@x4Nw?iXRJa z4K$dYO?>^AQ@f7%_{6NTraR7~Y+zFte_rSh6@#b$*KMC{)BYEb24$}x+Z59DyZw!i zE*q9_wn(Ibro4PxO0Z!)iYV&)AD&<)enfXag=wj?<4m%mM=zpi5T?S@@BPSmne=}lx6|vxhVEARGSbkb{ER^lN+BzUja1yQnJfxvkV5SI8n0`V zLLz-%jF;Dw7YsCzP3XNSMAPY^!U;diR+x1KWy9%|heD`E3kXo0pK5RwX)pnrc^9sQ zR)9|)tXDidkTDu*5DG$3^NMKJNkOAzO>cXmIe08+Z~w*j-aSaBEx(4cffZ~{b~5of z*)(*^h6tI~_PPg}@VsnZTGd~w*FZtbdjn};Q{fTwXo}NW|Nd^5WqWR*L7WO_;-*q8 z1TH?MxD+hxCd!7fz}LE(zkOf&O7SneM-0*o{>Dx>YmZ6~Y`(#rEHUa!-a;BoG8R5L zS0mYG=E^Zl9=Fd18d$-_JFX6sY-Mg1?<~{y-}WGzu#`zng=*#ok&4@mhu%RNjGK)Y zgIWj7%{`HdrA*noNP{@F^YX2vHl2>_JXF^7uYm@U<>Gh#&ZFtHSnJJ-n`utoL)l;g z6mDJ)AzG^80S9E+Cf@fzbMTJzA(TVHFHJZh(`r6I8ffa|zt**7R;l1JyX846)kCB~ zWLbH4PB3MpS*1?3)@KARGTH){#OXnRkHV7L)mpP&9BiQ|Z#igZ{HBm9iot5vS;H2T{N8j4!=Ut zAmoKBf8)qMmOZckUG}z-uaSoS!F!tSQCvMMwnuUKS*15f!zks6_bp9-8UBSll{HQJ z7HJ@x&=sORZZkP)W<|f%c>@h(vv5rZkb~T7xY}D@=}v!#vZ3?xvSBWHi0`j8isM~@ z?~w)`B6QPypu#faZoez?xcPiQ8k97`XVthLvLR9%xp+#+pq<$jF_q70rSl3^XW0%=~z>ww>Dca#_W;;O?&|8{}~lKTiLP zWb4*4sbV8<&^M%kY&M?AUsEElkm}M^*{06#NCTT%xxc-kP*@vv!hNR!P7A*bGzbL? zpZ^-swBXpkOR-}6-w%`xQm>V7mTf0m#Q|1DZ_c>?Jkad?ukHkj(_NWTtkHuWHLdm& zX%MFte)~&avckoO;d^CTieE^BX~D_Q!fK~8mX}XhPNrS8FbPe7LAO@!kv(MY zZ+UJcdTjsw=!~Dj360|E1L)*?B zps!<4wz~!z#HrBq_L*|;f0z0wHfLA=^B|jz++#c#+9 zqQar@-le5w+4?3%8Wav@esogn9eVw{bpyHJvLrzo$Y$b)Yg1CTe17HJZCSRj1{%ob z;HO#!(CnNy@s7E2)E`WWvO#1Ct<~o#>buP8luoB%Q8OYL(jfQptzPXuss*DDDz2`r z;Ds;yI)v@d;Bc96lo2!mO{&gZ{qN=S|+u?1x#xH2FO z(wlHmleT8_OIr4pO#5S?fuh2>xGY2~lr7y8S<{mlQ8uLUf1T6G-5U8!ij`>-G9eAz z&CXX@9f;O0&7>e%(;AsQ(5$>+(3|RpflD5B)M@A-sj?sq0*miy*P}?d`(f&M9fmO< zWq?5>n0QC}R4S0>E={4hSa4oe6b-T)e>HeKd0V13Zx#0qHO_`G@HQ*oy~s{MI%Z_! zFS13mWJekVsf|xDHOZn5XRu;h@ScGN{$b@;OO&E0joVynvTTIaIZ!r;QekRNNeN_l ziY^ajTF0D7gK-mHrYJ?;_Uq=}O!BxD%7rxWHleO;MU&~1K~u)dv^NGCxSP|(vfC!o z^iRixb!6K1+$bBwyqOyA{CcZdq-nQhoh^_VM^B-A@z< zD^DEHrR#~aU(2EhgFq0r%8rtv8+Y7R6k9oqAq^C@@QZUa8#F6va(Ch4DW%5-8rXm( z%2-Mtmk;EACF>bl93_MFVdr;c?Ih3jE!S+mZUP*&P9=~AdJ6BvX`2JKJ`EI)-xe;3 zG>9tUU}7uMG;{vtiDlW|8EBxXaAM&HO)yV3PAVmj+pba`WV7)V_z05i<<=jc(*ZkC^ABES}$%%}1sk zH=}Hj#V!2w-(>Q)$zunskZI#ANJD?)|LALwY~_mjDvqvJvmy;-v+~}CibTsdHLRj6 zTXLHx8sBTkM>btq>4>7C>7s##Hs!x#wC0zSugtGx51D00*&won&Cg-vA$Oa^oRw(} z9Y_NYvGL}HW|S+>*v>2dOlEQ-4Q$HW(bJG_bs`+_siO*`T%;{+cEw=N)p>s<^K+*dJ-IigEDO z-&xXh!s#`sW!X&Skp`MNxD^^v4H7;nrCFxM8)%Tog@<{)$fjQ^y$Y6T2P&X!U{fpq z8*`S%ZTpEf4dh8?SVg3P_gZ+7svSMczPE|u6lR4=NP~oA=j)D(Gyyidv1OU;y@@I# z4aUu0njH$)u238>`kZ3beAYk%*@S!JoFtof+<8SJpH{_#Y{DP5G~^+X=VmvMH4Uul zf#%>V)8FJF^A}hZiQK0e(jXRuzx0QR*3z#_6WQNx8ff5ePTpbJiSpaCCi4c%v?bM1 zHcaIF_-ba7Eq$Gj{pE3MRRd`to0abmXxDMfIoC{a=~M2SNW+X&+HP#v+(VjP&G@Xi zE*q{qo*8J6LwIvTVsf|chyE1QhYevH15h*w1%5zutrn%-OMKKN!#So~ErdZNIQRy1 zD$12Fz8rd{i-xq~wULH;@_&DgXw=&NS3uEV8E2rOfAGfC?zDf@C+6=QS++fOP&Tlr zi}z?hrQatT?*ELEX@dfh21_jA==DtU-S%acDh_fx>mm(&SGcdb1JS;OUi(kB>2FUo zJHMHG0nsk^u0BDgov7zQHV2RS_Ovsb|4TcQJZ=-}BMtJAaLvt7^4@nX!hXoI)o6e; z^j_|7{m6Tpm2dS&mMv97q=EMek8s?lF#SC+(>GbRC<6_`)W#3}YR??*Sl42>EZe+B zC>zYpW}c7MP-HcEm*A^RYtk5L5Lqr>kWU~hq)of4ysT-KCP)J-*!glY4_RT}q8^Hi zknS63U6Il;S$$g~%@7O5$#epR!aVPxGi1@Mtq=w#HSq@#=P9gs~Q=H-^wF+$! z2CnPkm&vpsMJJ?9`cfASC;CL~kOqpncvxMfDduybLrHZS?pH<_XfP?TvoTvJ?e0DC z(pz^mlx$Lv2g!sz8tr_+nwQ@cJ7u-oBMnW!gX#gLj}C*cD4OTebwC=}z{;Dzv|W`d z{o>BZ0e{UvgG6cLX}2r+$Me106fKO4I(m@J!S{IwQNX{haNv|~QM5vfPDq2Oa`5v` zLujXL#G|W~Wm=BTNW(MT_-OZT9T%L@x>a-v~^ujHqg}0 zd!z1BHfpo5uzTko$E|Bu4>U9XeWD%K8o9ZH&h?|D3(tm(iWNJCBe_P}r|Qd5+ON-fLg z=!rDQM^@g%|B3#_6o~Xmq|1hB{Fi|SO9lRWZ4m{%PfX-E9fl5atQU#~!)D{BhYyoU zzofda2-7jWkp{zN;x82E%6K{{ae82C3RClVbC;K|iEH1`%F% zOG{hO!y1&HEIUYs{z!xBNVrt~Cq=@JLQ&UbBiu63AQFTI?ND-%gH=l?=9uLJP&RN7 zD_?dDB9o>sm0xibx$Qutp@Zzm8FaY0n`@0}rwCnf@(}TZtnPiY>uX zLy-pFYca9Aub0ub%CwrJKgg}+NOC>VXoRxaQ4aG6X?BkGzQO~!HCzDOL=QJsvsD5Oi zflY1vz|(t*tf2XiV`Q7I8;`OtsTX-XRHtF#&}9PBAhLM#cmi#ab@<>e z*$9OvA`GT1D}UVW6DeBuMMA~@;dcfaD$0K=^rM}!(Q}e3-gDeF31x#YbvW4zjL%5Z zY#(AK%9;+Gj5IK*i8tf@qA(qjy3r2Z2p9^^DM*7bb?{~QGcsvFi3N%-*Ix!2nAFUh zt(s9N^gkXtN!IlERFn-u!N!lXOrmjn>r*4YOdCH9Y2YD3`F58AE5*u%Q{{21F&$}O z1>y9R_Gm_u0{^R_(=ZfL&OjP$hVUOxel*9VteQ*FUwO#@gE>aHC`)@)rO>wJzPf1W zAhTzpXb=j*jFp)x%MEqDf0JnqXCVz_bMmKcc9XkRtkOhrKWxU?NCS5>@pC)=6sG?M zd*72C6^+UdGSrHU!8jQeV!K>{)H zpMOIrRbI9wb$4!Ilpb7!vO%h}^Xh&GrK4sYh6TxMg%OL9hUti}iiQ)d^qoD5A0FkG zc%t#&!*?hW`Z{w&%Qj886loX-ZKHjg!t$*n>%ts4WqHJIVzIh);)8F=QX}ahz427nvJizRHuWTh* zZI)?SS0fDq%Vc5;kK5!Rf!Fe7mrZ)#Km+GB^S30lTiJ3anLA6Sty$wiHetJ=k+y|Y zI7?$$(@vpC1Lqa`4)>C5rCX-`ET@n{Ymo-yCY*N~Oyjnv)FAgQr|2NB4Kx@xezR3) ziupS$e)ZLd4Pjf?p=dB+xmY!Rog@oAeooOG9K0T3Aen{#r0}A!N>Eqzq?l;~(jctt z{EpK^WKrM9-fv|^;|(;hD1TgN4`uPNM^*i0_c*Z8gJ@QMn|Wn&4@Z4p#eaZdVMqh_ zu<^$nqiERtoI@4uCFM6E4d!_>|L?R=%e!-DDE|H>+>A8HyEfj6;6vlqfAehj=}SyU z5e6E}^TM6-S_?T#|Xi!y}`88_U zXij*s!h5?e8V*~F9Y_O3g;$^llY?aVUFV`KTh5(GgP0fcZV1hO%?H?P$g({)&|oSR z9z>6!ajTxz-@Q;kP1o;2*mMHXA>!P=aU;o&_kZkRaRx&CCyDdC?NQcKX1P zvQ5tzXy9))E9*t~rE%ME_=n<((yyksH zle4*Ab;S~^#Sx@|Y-WBnP(~^oGMxUiMwTtdQKUiPVCCn4dXa1``>d-e+w_rv2D#V8 zHLXlm2uhPcu~oM27|I5kI=O5+$O<1_PZhFt`5)523U+>_#CFp3@0Kjdv`RK2d1OULpFtSdz{R`Dv}--Sef+IBQdA`ZX;8b_xNKi&*u1x# zIwudC*IA^&u(^0MuZ_aWx}=|CQiwFrAgnCB$5p$_)zzVmk3MeLUpea>$_C3n)?e9| zN{~?_Vh8FhEVk;OM;1(eCcgN)NA>d`%Q(exxC|GN1~w3$eTXCfI21H!k!*uo1{ye< z&^`BwBK}nK?`368mqns%;B9vP>rYF&-HQ$WD9hINBGN!MC*NrgC2yPbF08#QTi#1Z z18;Ni%_yz2VMd170C^kag@Fc{(#j{l$s}8mIiu3cvV~ptC>!&)aPr--?5@l*t!EU{ zz<15Oth_>-4OK7J^pUMl>I%{zRSMmj+Kym@GdJ$)vSD)jY@oroag!#abkuHb&T_I5 z_FqNOAQWtT-4RZTu1i^DqO9nUXrzInHg3{XWYU)d>nWPY%UnYmxSNH~@}(%~2X!vL zR3A1>A%6@s7&aIG3$C5Bsk!c|;w;O_>nIy&D%`hKg*44OIm20b+$P*W8fa?cGjme1 z>8iG&4w+WtCejQxWzA7m3eyW;GAhp5q>MotjGLMNX|7Cxb+B~0SlJ3u1{#c;llOj} zAS*2Qo*yo2I`0t3SShq}>K~&wH~=)-=l<4>T)} ztO+zV7d`l0u>*bIK!d4SxGy{@*>qf!eXC{JR^LV0z@{eNi_n)QnLHJ0Y>}z?8H*U?QVzA!DCHZBWj(g&PX5tU3G$Id)9o^JD zouW;vJw+ON2)}3VBxR%}bGP)BWlQl4X_%3C8`yfXLXRbt6i-85GSI*ZPX1$|9!34X zag8&|bN!s>C>un*nJ*TeXgeW}7{%Y6hA)r?8A&KDW67r3o7PGpk6Xr&S{0QIl24#aH z+QfVNf~YYkZ?B*(vZg)XdZ5|)Uyu6aA=7&7w8)y4e1|mf5C=bOvzWZMeWCCEGVQa0 z2HtDtnY<`jp-7*yBVf z`o|#+{LR8UET2OwDG?sO*a)NK1`Oa&S#{dro0oZCE3(AF^}S0e!4G6gE)2a>&hCF_pbeX zd6g{NH3JQ1Ko@U3G!bn|(pgvKaa$OVvLTJPTWN2D~rJDw+$6@6%cK`5B{AL6TI(k01!6`S{KzoTdvru>wW z)->Bcri0=PX6GMB!xX~blm?Zck8_Htl}5S&Yvh7q+Sa@uRe&%x3SZG6j#ag|AjOt--MQxK2$jDs@Zmu?rvCG z+I}MqWOMSft0wZ0_W=zRzt(>kXfSRLu4xFBy+wb0j*?6Aqkm8~2vZBcxTp#RR)!j( zUu2t({fjghHzz;mahgiYS53z%cHgS~LmGImga3v-M>Y*^Y40jqAw_~D@Z1Z?X5-hn z7Nl6HRCifjS<_1f8pMLo7qXmkNcLhAn#r^|2~jr4A;N}P0xB){Tz#=s*0gaVq(Kfb z^Bkh}`rJJ-`G-u)oET}~AvS(@Lq1yUW=?qTm`uBCpn+@-P75d6xBf9rW!lOlC>u=9 zCceztPTt$`%womGY(Ytp2GfFxpB1Y~;}+T~Q1PB)fn-R7aWnHRu0K?Uyp8Ye?v=+W zE7m{*@8$jI+9d?_9wb+Yw%H3s1DJz5$WN-s)0fQoQg>bytyglSfug*GzCv+zHe>W( z*`lRVAPi#O#Cw;AQ|9eak2nHHWBWdlWB+}rw) zrqP90xQh^!ZCEO#K?ZR+Sd-;N@{j7drYp|X`lm)3M1pW$Pg_nFU)fo)*_$v8(jXr> zc)698#_jWm;flXc5e6EL8-Iyr8fjYXiP=k@v8JR&*+5eV-wdfsnvM=Dt$0TwFdfoB zQwx9CEi>h#Ea7Vu{e3>(NW<*LFDAW5n%+t~cdYDhHw`q<)WxsFtV*&i-D_3Uf=hio z$mVpgKVvEAr2m`vDZa97t92Yz%65TV49J+pgi$y3O8i&^>VKi<&Hx?*1qN5Eo95>z=S&|}a#)jKPW!V>k7|uikRZV<`p`p~jL4i(l_ikrsfl>t8C4K(x;yT{idEmaM)fOXrL)yO=@rTjqSE- zpFC_^3V0ArICvdFxiay)A>Bv`l=wi7LL>1?&5lkGmLKY7&7he;-q)4cmcJg&y zG^D*T&>#|A{9(v0L>tiHrXmuyTTwQk*?A+!RWhmN<~8@dG$>nN8`8j}c0QGMqTKew zoX93?YOx~?Di9anZ8$)(J@Pv|R;GP3&`>u1Utt2(_Itmt?RL8+5c5Y`?lnv%)Gyl1xO{cNeu!FK} z{i`7j!qjDD2eL-cxE-mnN6~L(tBy1nH(>**Fa2U`_jH!xF0~&98cbPs-Z`tiauHUv zSBz}aqcu=Au!4h6r%h?YvR19RifaYO)I=IsL3n{Glx*5z&DOd4Iv1zZtG-)lQK|(U~qGl~ceW3>vs_5f}3F*9n264(88D~@GJ(lk95M4BcO|Olj zfl2w91?_jt%&PWVx@0(NfprjulJPq)e$r&x#eY*L*#?mgK-ls zmRL%%O|G{@k=%AQ_8^;?-=MLTWc#xFsA5$#pb64IHXHx@SDR$JJ9~)Y9(a3Gq~W;n zg>E6`JCy9EqVX`&6V1*y zR#KCPd|S0naZYz;E0hiLo3Jw*OxZHJ$CezjP3yPzK(q1=f&-L8(l;#lK(=XyHb{dU zB3z4dm%P{dqp#wA^jiiRSi#I2gddX?T;;yT%CaqMi?V@-nEB3IdMYdvg+H;%v^MRK z28E^2r8bppx@ebG5%qb3kOon2;Y*K{L>qbbWhr^idS;-Zhw#6D1!>M|9WYU`->{)Q z$_Dw($#8!UM#rEbwL^~7T6stTPU!4)!w#KhvBgOHNYUSOnlgy6K%tSQv+q%$*w3G1ih1o zsdg5q-L2=ZW!i*pNP{r7@bX^!1v|z6KsDJ2HM%1WwvbHx!J?$3>D?+8#gC^{J&*>P zI^>q#xL#NL$nF+ppg|}&_?hJD6be~drB5i2+nk;#8-#+HPg%Fg3Xh+4Q>>dC^+Fn2 zfuEsDLV-1*LyDxb6*Bck8U&VLg~w#mBK^X~$+Wu$8rW255S~Uw&EfR}kI3V;Di~#h z5=pqHNxK&%&!_#0(-iIdAPs`v$$w3*p=sgf=)2ox*$VVU8hD6>cWfpl53wHKom(Ea zSOX0_#Ka4()THUwLyZ*8@>~0%Y@n%wpF+_tUasDD><3*oOmD&ckp{ByzoxIrL9Ds< z_K=6oGyq}fAiM{u3yIcxso$l`q2!QbJ1p zJKCO zLc#g!ru*(mbdb|SP&Nn!{zCOy5^dPSb!BDICJjXxDC*+d?YC(mlePP=%JQ()3PBpo zrYuU2Rue*dZbnPe<4UFL6Kd-e%%HFrHd`PBs8I3e>Ug0amBMoiJJ5vW!fmAj}r)M(lKLZU4Br9*txl41* zLhnajvK5X^K-pl9vGEHR;)xdK-&XM+>6nQgXb!&XQ<$uf{Y~2pvTRi+Aq}ixY#*JPxDzX=_d+ClD|iA&v-tq^ITLD6gC3z>>kg^VctTyfXitSKlPR3T=5 zlXC{zz1Ui7O<`HKhEtISvN`!Llp^H4#j^FDCy!gEX-EU_weil>4Ak=$;p1CQrrj~n zKsMp%wRS~<)3IQ`tm%sBC>u-*7Cvs3$$LwlFVaY+1T^%0Ddq}1^NCVlNd_L7^KeClp^n8EwM04;tOFQY&G1Vl+KJ=lv zC>vxX;cedRG&@hJUPW=??8tdYgQ$0M?|n~AmZR_8=%ITr7Bv;;d!X?L`{GEnhw~4# z(P3DSCtiRsP*ixPIwJ*r?qe6r$_{eQKr;kAyOH<+6=5 zDQYDuB+~*HAr0Kk#g7wehoy_{YdlRJH}AzrgEGX*|HF=>4bVFOrTwSV@M6px1{wqw z+pv5??%{M?nxpH9?y+bIN(Rox@8j3HhH}mISM(q?Uy3joG%H^!Xnz8Foll)tR}-Br z`!b}VntU14l?<9}@(A}v2oBmK0}bXYHfVQf(5_#|?fz4QgSKWlN(O_*59mhFpuMT^ z__?fRhZP8eL9_86;U%a5nb;}QUYX{%5^3ORLQAAJ_2rviZ;VWPW1xX-X8wD)A!Uy| z`)9e6E)Ls{RVW)|4}N9%c(Uj6zDu9Wj@x%N!oZ%qAyWHg8W;YxmkvW$Gp|7yxSDXE z-8Z5wZyCEsrhWB96Yh-LLPcQh_1hF>+rdzj4V=x!ce4{w*_Jy=am7!k5o?hK!)E2r zy7eU^WJ~9xXu7Yk4r$;Y!u7$Yh_-L`y-?ZP60b)Z$R<3>l#nLniTO@mkr!*{3^edI z;U{N)nyVTwsi)}do4NsIgSpDipV6&Lk?<(Q$9;eeBcaYlq=9U_WvCRnTj#)8ijDTP zVF-hY(!n>3XVFyU^RAELu9j#64HAfrcYbyuBg~)lQ?=c*31tICg?)=jw8mX{qn*2L z3&XV8W~9Ly*Ty%DtyC~{ihHcsN6o$kX;3iOc!QdSXvg~gQ`~+1&=bwd(|9Ec)Bh#u zrP!fayA@@FP_Xec9zGOU4}0fKA_rENZAgPKb?~#C+PSWu_hJ;KQPJ&41Dguhzz5P= z&C9RN5;{jMD-8zf67|AjS%y!T+-H;XJ=|D8w!O@&7X zZqQ^}H)-bavK4H*kOo!|F6nJenr`zO?cTS?6!M>e2D0%3C=+RpS$lD>A{377M$ur{ ztbA)=3elECx2!7<+o(MrXg2=4V;3!$(<~jS*zT#c7io~*EPU&8GSLp&rz>s}O|s7u zjW6cAkxBphv<{I?dci;glUjH;Z+l9;?~+$fFOS>I{U{rxUJEauS5OM+?Tqaz)9QyK z4N{1ccaLu*+VO{p6qjfC9`Hotzlq8aZP@4bm1Nm&d!pI6rfp~fZ1ya-;?C6N2T?Zg z5aIDq?P8B=-KJ)dWovr~X%Gu$etV*eQpmR=6BHY%c@HBE!qm=t(f7~rW1sMeA`CVc@(@?jTcW*pgn_ z&u>!d8(M*|H*fzPJ@kr6^ZPFMWn-1|S24U8bX&smL} zck-oBg=~Y5BMqEan49ZT3fYnR`dnF4*9oM76@=UDrV*{wx++I>2SF?R_CymBxz=7X zvt8}1vTP?#dXUY`E2OEkyV${W$*#+W&O81T(x7_dcZLU0%+EY9^?(jTMXR4i7({~5 z99)mwZD-Nvdu2saoEHc@n$;bfhL?ksYFGuZ>{U=WZFFg z4d!NH{>wtn8*@E%V%er^&ZBG)SSJ2MED2R1AGOVd;idh2BmGz;J2%}cVaUR-05EZYxHG&?VP9TcXyB0m?E zX-A?^HV9MUSwijfaM1PXqjegZbkr53!MO3Rt*_*}DMv;tP61WCiZGb4gq;vCQZzRB z!XI5U%)CjWkp_wiH%c6$BIInxvd82|IA@^2E{&PzqsuhWN9=n!RCbUV*HAWy1mP+l z7yW)sdS?42nO6Tg(m*!h62Sbl^00J_doR;6+&~&+HxqyHC79;F57TBSF0j09ph1{g z`0p_7)Y-OIr4+qUD{i7}=pp<#OJdr2t8W?CUiOfn7^K0tS@}+HVzTL{`41I01LePk zG_a|OUpje#g1&cUhh3Kq11r`Ojqf0pCFlJ$dAMSWar12y4br%aPce(gL1L?2eW8nn zfz|5{(!fEiyft_OnKW09S3_iXD|HuXU{VV|!rh28y}I;``$quE_QgOmXv(^B@>5_X zF55k|tZDc?lnorj#nanC3WX9OPrAyQhTKOQgo2&l$ySG~5aVc2K~6~i50C~{Fmo%M zq&(ie(s#vy@I()h26^0KVt=s)k@McpH^ANQhE|C1L=)26LJF+rPZREztuXZw$_9aD z=l|yiP)XB0Jd@(dj5?2z1|A}`@UI|Ry{XMl$g-t-;(=!4KRx!+ly&rH`g}6&nt=vW zmhf<;FZtW~hiAXbw1rPmHt;tSzwSPYXjw8%*du#y^JgAtcD_SinAWD*ia6HFv>eZo z22n5Exjcou_jrTC-DFK48))FYCf@oPKsF8T)_;a9+qxGh8+r(Dne9Ls>A#2~VY+OX z$h*Eo8sre(B~g)vZE>O#$7Ruq#3Brbjn7!xKiH0IEQ+f*-WzC`Lin8$?`Y5Gr_aoN zvZA|Qp={u8eEIi>V%}W3fZ~?q{;v@RF)!@WoFI$7J~OGFJZ$ziNCS%sJ%`$F(?=6Z zchD8Z?Do?@14V88Prv|LnhuTGd|0L(dyBHcLf64hU29vjxpr-DBGbma^FVX*JRU@G zRU_RN_x~95-74>q265$Nlj#RqHQPFsSJb>oKOhVgweW^A?PZXODbKhYKT)&`1{#DF zpG$p6PjmM>iq7B}aVQ#C)XBqY9#u52IwrBm-d67;(jZ99{2G~X^4%tW9~8TvzMqhW zzRNGe>_(c-Ki*-pEL)6$1{O7O|9C@Dx}`$>aM|0IeMZ?ZO8K17fznaJ%_VKJY;C?E z4bqW?=iOdJJ5#CVW0{sW-V=@AE_Rb_+97h1;^@>10}X6y<+o^$qxz`)(JG2#6q~-H zY+wZ^4+ZU_q28aXD}H(O{Dw5B8q9p*@tp!|mfw%6^0<}!jx-1?VdE{HG;I;QR&m<* zvw;R4V&W|(`)K-0-Z-t|XJYsdlnwsq3b#O1ArA>V(sO|9y&?Z04gAf-pC!}|upPRX zRk6k@_Y-Llr^4L`pQ#een(@*leQOre+dl&hWaBe)LCU-*x-bADJZhs4>ELzn+2!m0x@k4|`6bXN(?ow3aUVo7W{voW_ zrjepvD-TqbBO%g2!zktdc3hNs-!>kn=vSHb4`qWn#>F#;FOA!)^IsLYvO$8R@Nx`{ zn~7()t`zg<76-VGHKVs>Oo%jyc|Om7qDi6J*z=j>VY_93fqyvpspg?%gx7D6?vfp3 zc_I`IjUcojQR&vEUa+Enu5DtZfe~zcipfbqI{M#K#rvFjlOPQeuW)>6kmr2uYFK2d?X+%9X#=tB--G?w-d>OcW`#G_egky}LE0k& z4Q2&9zsqhA#npi|K^5h#)V1kRHjFF&^RFOH&8@EuQ54W!eUS#)O*qsQN}4(wzfp7` z70ZA$&{TLVV>9{N&klvU=;MZg^}#@c0*M!b>k0O@@6SatY*$7U4Pbl`6G7$Cv*8Eb zclM!0`)5KJ=xO2qt(Qut z>Rya2Du>mvEGQa;m5m=PpGVGC`T3{Xx(#sH#%4ttIGfPI(V2!VfvZX}nN~F$(!ioF z-gH=wLO%cNl9zQ&(Fk7Ikp>~p+qM!=ZhP=>Wq(<;NCOOVo1NFF`AD=mCvv#EBv7=O zIXsBQTke0*sAU{cHJ7d@+Mr%egn_dOoly@c;B%%Ppy;#m&4o0WNreL=)5$+F=DMs% zlraVx_=j*Gx7KnvGUZ&wDbA(2Q8oxtJMW!)LbAO)5OPH}X`4Jq1KAw>6xL~)<`+z} zDqbeblNV`FGgx?WG>;Yvqh}U)D$DlVK!f7Q#-D%oB6pknzV|Yj7M2fX1Dm>d(V!jD zyA$3@@t3GaexyNM34e3b(6S?A-3?!5*-8{Z8pvkm*DYVAT=}-ry%h3P`q4mxSa9(> z_RKVHPnR7^q05G0y1yXG2Ac9~3>J~Q4YE{yqQfvuhxj23+)dcn+DNp(TiXjd25x**~Bb6W( zKCYOq=W$dt$`g%Wu#k`}+U!)%r#cK3om(751B+Vtf=D}5-r(A-ld^v_DS0IYl_2m-#|mz?8f&@r%@IkJaOG^S<%&{ zP&CNm!i8t4DU0{$eo%42UWd|114T`|Xwcpo*tT$?dm)L6`k9ahzRR21zf+Eozc#>N)U3uqYeDv`+kMIi*#cY4C>VqR&$;Vq%vJ|q?WYTd&e7X~Fc>r8X2_p3 zyW~8+WVTEzZABW)E<#hVRxu38UT(LpD9ZN5Km!XnxTf(mZ0TB0bpPE%+5sEN2E%6M z_l(RW?@2b*ErnT@#8jPEbub8bgZq7q12kKV9qWZ61bL>k1EgE#k7rt_-7 z*|$W>w8E8;29Y4-qn0GwoF3NS`foba^sRx0vhgm2wG{JX{;UX+%iZmjQ8tWuzGbiN z@Afty`=3rj|L9)@X)w#PSD&|%=hm6`q=l@fttzs>bM5@asfAQ%J?U9Wu_pa)pg~lb z_+L7$bHDnO24{3V(FTXBp=@9S;gO7~G-{KgXDBk|=;}y=Q8QWCBH?7!KPr0}MjmY-e{x{U+CaU;Wls zdDu4AL(#x>%{)l^kniSbd7^?Y8!FnPKGMK!Jti^W(nd?fdHRO{h=*#-j}Aq+&b za7DGV%=b4}n;_Gijgbb4(!~GEC#67mK6U3?T~Qpi-v$~4f`vb(aF|Rw?N{TL^5l2C z3CafkVc{E#nW#8A-|eqE?V@aBn<5Q;mtXXmj^e8O?&baEajV)4X|Td|@E)d|q-ora zJ|pCDOWqu5UijiEl@VFf{8Cn(@_Rl zedJnEnbx4C2bzsPLEo6dbgW;u9WpILE2Kdz*!UUWy5u2~uSIo`ZFM<)Au4zyE|qZipQDEi?T9p(u!Mr98fB2yOWy9&OTqmSK2H~guR#1=@ zX!N9t4nxuY8ekBlcD@HPj!c@*XI4hpq$fM0Xkb#|kYpyJ-8qwRwJh7jE*@yYbDW`M z()547`s%Xbu+{8}GzfY#tK2eCT$SV`0gD}KOt3Qc||7xc}c>xq&@8DJ1r z9Hw0sb@#tSu{sP5I;T5I2HxT17ne666U+DX5Pd8evs0lnva2_nx02i?%G= z@Qti!P;Z2RMTJuxt;h(2idXNhi-txh5R5c50&kK%O_N{$3?c6HfwWiy4UAyo_xi?D zY74$!T@mqH`k-u(+Jw`a)5)YMdT(nWk6UnGq=89I{IpapqScE3q*#8N`+1=8h+jmB za`^Z>`()9+8eo_x`C83RGijsp1r^uy9qNywfrAKF2>MZl`X{UR3fVzM4nP_Vo1M${ zhoW>|?j<>OO|jCdI1p)&+t})AD`g|g)f|dWtwe*61=&b=JGwH>@mb$iIju{Eu6x!% zgIU?cJNdLXkl*cWe@7m*X@gNVh8@+N*tHHflN z_mvd~=vF|Jt{>q+Hh$S^6vgP6UnLgGigq1|Fi7IUxe0$#)bHJ{z4FdL(NRc)C>7ph zPe(K9;;Fq9PZ_>5(7<=?yh%uVE^xvyS0;U19EWY!Xp{{yC2xwKO2c-4%o)X>(t%?T z2E!(_*tent^6Iur(Y)&%i!_J?VaI+r`EKItw|naTfpPWQK!ZpS-hF*bnijZUKcVg* zIBX}zp=^-E`Aha$C>ve4S)h(A+PLuugFtZc1GII>KPI%e(@_@<6|Fu2Y2Y6Yewd&V zDca3?wVW(liit=AlL{>e+Wv06?vE|MQ>M+Cgt7t6%&$^; zLNiRCnD0eoO&d){8l-Utw?YQ0K>j55zADR>c?!}%HY@)nJcK+X`QG4{GVQK`1~wJ; z#fMX1RcupBv1_q%D$0g|#ha+LqSAkMR3=%r_S29Cfo0-9g~Ms(cjQ2_>N2gsbfiIG z*?44qrmC`vZ$o!C4#q;Pfd-M~UEk~7s6Bu`tFnOY}1DggFf0ogP^zb zTRbw55jw_S9V^ooEJE3E1GS1KFIsxi}{!^2`G+=ay;NmLLrh zxs}tjP9f{7!~1m_y4wQ-4Z@VK*Y=X4&X3nEIt-1ldMSzqiaL1Tb2L@ZA1=>yA74RQ zhh-jUCO%`CDZ7oGye7Xao8NMzK`00Z-L+k}on#=N-;%V`|E0G3a>f)>BP?BwUv+dhu*{rLO2C|v?|EomgZb{1R zdL)nA4+9N6L}8Os0)mgEa6E7x%ZqG;Ukd zZXF=gDup5qQwaa()PwwOz^C@fWm=N8NJD?)|C}1q+#K<&=OEdp=L|FmdM7`HA5FB` zjfX2Po14B4WrKud=Ct%=(^T0zDE^1lTaPrfDQ{HiNA-Q4@^#C}N_VPh{)9E~muX8kqHGXZLIc{l2HepBu*(`ix zr9Q>!$x*G{&)(s*kY^Lpz(e@X{dN+qV;Wb0tmrcX3`7(9UMiAkZ|L?Oora=?ZT2LZ z)7Yt^9R|&IZgz8d)Ou_|7{t7d|KZdw1=(BAyjZ4{*oriWc@u9}Zbh`n>Fws|isJnD z(G$(WC;Ikegw9bDU+8;2NZYp!WkZYdEynI-gs=kE9kOg8+da_Cywzk1EogcE^MR`0X=t_)i(=(oE7XDm(HkzAH&q)<8 z(Wx057NMUh3A<+)2gV| znS=*rO`{Do$m4c?Vro2TTCmCSL^5r`UX%^S&BXV&>QkLsCT$T#)HmCQG^j$XJXiWs zLH@9W|7LmIvh7D2q&MMyi&CU%j^%z!WZFXm4Q4FiP4??VOFH6q19{xmhNEmSZdQIH zMLuoZTGx0c%hve-(qP=o{Lghlnwv*w4Y$a&A_tKMnwt2(#646YJA(Ra@Wvx*q=oaHLlSe8_!TyI41_{ZVk2+|;tvx93#Y5J?ScXYVU!UXc&z=G+|#s6FXrt)a*xHDJuK||V+qbM1ez`_gY zAW9%ZqTAJ%X`_xI4HAe&__;&0Ojmm=E(fplKMyp!iM6UwuS2~rei;>-COwWca9uO+ z@VQ48&G`6d8rcfx4K%Q*jc<^bCQYMu-OMeI+l&(^8;qNYPk#w$QrJJTU4%}T zX)r19b?yifE#12km30_8h|ej6foK-qvOJkq3Z<9UJ*E#Eigv?51Lx&i7iVaizgn(B zBU!Y?r%^PBQ48O9`$&pz9lCUtE*dJ@@(j{IQM;9$$*o6mmF(YL#lBmv2&BOTBW%o? zDYX@PysWmoG5gd&gDJtzi-s#i8{(5j(WtrpEXoFnQmE~-QCyWjd{MC^>UIuk5LYI? z!0Jg8^Te_{SIIUlejaHsZZyC_SM@Tk;ZMQc=?fd-La<~LHzCw~j6SR{$;A$u;M zY~XJ~0iB*Q$c-%@j>wu0jzk(*!Nu>-T|i5PiAfV~(rFl2u8T;+aWffLSk1`@ReJTl zr^7H5etCp(ck4=`wMkrHlRRwyyM&@as&sLhlj@n|={_fvY2z*<4TeqVb{kKj@Uv}P z3t7|ZQAmTpa`Hcu$w;=%c~W$cX(_HC4P-O%zgU%M+=9v-EhW<~8E7zW!vB+Rl#oun z51J>_W?x0waH8jBLsRmQ#J=NB%T{O@jWl#OzPI&7?kb*_&Up| zsJ^d{gQ(aocA}zKOwZWejf&lkt*BT(yA@lp6oxhDZguM6FAV1eDSeTLe+(sJsn}ctNJV-75yKZV7r#4KMraMT3 zmhuUt5DJCFJ`)t9={Fq=q*-}j)uSq8MfBO8PHEWC{dZ9sR3S#bM{NVqqPI0ZE}L|C zj2oJ8(^&!;A=%#(vt?R^dq~rz5Vrbvf|6xm;mXrxTH^ai10&e@HIBu|3So7J$IAV7 zR!0LXn7Q*lqcXK)hnP(=ZR!Km24$*=rw~7?kP59B94yo7JwzHLBqP85`3+SeH5z?Z zOsk}Sgfs|xGq1NYlZW^&O1f0mc2h?Ke>3offSr^qSB-f-PNpq*jM^ZP3&(6;lD2zS z&icv2LW?Iz18r8m-}?(Cq_SUoDgLqYJVhFKh>H#vUQ(IB$S{7*MO^;_Q^mlWr%_q{}IU{hiG^BZ|c{V_Fe%icTul^dFo zPgs^D+JbhgTvt3{CNKXQY2YC?eoOmg$|2Do77voG;PnP+kVDM;kcYMtIwoRS8o8xs z+|lfOc54c0+uh@fVw9N@>qeV}A02K%-g|xEN=2bs?=8~Md-(>bCq(;^?s5vb-_pNB z8u*)V&*UA7`kWcPD#`s8t)qcWEqn>39c9bJoeN!+wJm&)+8|q+_`hxpjSK11j)|9P ztv(wAJJxpObkMms^_mBhn!1jeHUIB~A2By)*HWtnHbO29<-u$QA(ek`*3w ztsCythUMG3PpA#7!2c%~QF=4>S3RoS{WHR#p~B@yorpH<<+M^xX&Cgyzqp~G)pOR{JN?prvMh5~vSZVL|b7`(&G@ z{e?8Jf`zYzA0XP0LKBwCla|-r(QN##>spkME>+8t!P!y_`nmC_4g8H~kO>5v<7rjA zDjAgE1|}?HWu?H19=BzU+-*62BMnSy<9Fg|?~XosH}aKCd#IzqsNmomt3zr0JLX;1 zwT6P-w(<{ZgYl0)XQ)lMH<(&NanPgFUxYyd@%|w$3$5~M*(g-4ak5bf-LxfjZ` zNPaagzAf!f$8w5i*$<>c zZP0JRP5#p;N*@Jpz9aYB$n;2qD7ErG)09-)UrhPL@*OK7^s6wb zdWDO!w)&Zo1|DML8=;eu6`GESohfU}=z}!00>AfNTL64p>P>>I?Us%PEj4iuDN3}a z)q4ct5o;=GYw>#d6ekVSTmEcFgO>8Ci-I)7 zTrb~cwQPhJIv5OCHa@vElR}~2oLmd#a%+8dlm?+-;(K#mQ9^PwUh!Dg)+-0nz}?Jz zAu9(BSX*~T9+YVTIgtk4ChWU^M`4=mLCFzL8X6%^M}xtXZzb(Q-S+ajUnVCE^U>~H zC=I)fUsU#h#!~ykWBFwN7?K-lIL5GLEbZ*W^#>aisj_q)gn=|0zjNd`l}GhXj)|5V z`cFp#ZCe-wXMdh z1H+=7Hb7d9{7A!Y>(WrBMp+9 zfmaRnDHh@r9Xuz~3Kc;bwA94c#Bxy@pT2vq;x8svM+2KW_z;tWyf^jA8j6XsNPpA@ z-pglIUeK6exH;{jY|_3(5eD7n;4^}$i1xK;zO!<-nTolgnfMayN9wlOl^ey#+J5M0 zIQsGV><09!ux#YHEHdptanuH3Dx|mcw0%4_)5)qbZA1yAfi^qe+@PJ-v#sj7N~TpP zi8M%WMxNg8Q$orb^>L+4^9n#3j0$G{n>&QU)Vt%NSlOmgIvS)98=sh^*ZS(WH8naU zYnx&~ZD0i>e|PjL1^v;K=NHMex<;gd_Zs<9;$rf*8O?htyf>W*X<$X}TiWS2|Y}@F>M&9Sv;Cwg-PBR`{(AiXYPzHdKZz{_|IivfGZ8 z&0S?BmJJ>4ZfIt{vNMC?s`v96+2vmIb07`litkMAOoKwPCzbw_qcm1WgF(T_cjL9D zd^GZU4aE}0mQttkvi$;Zv2h;tNX@|<9Hpn2tdTu+iLW3UBw`AI=a!5lf z@Vj{zkiR85-%zpfuu6HPfxii7u^g1$b|2oT$Zp;hkOnQa@=Hv%($B)pf&r0oOV8_Q z@UtLnyU?ECz5m9mqSHh0uV_X^)CQv|-#_<@Qb=6&g}0nA4EhF@5QZs42zrwCcy@~* zd3qpYWu$>gh0O?eC?TCcma(C%?T(HH+Js|?+sO#Y!j>9k+TtpxO=kqQhhr=S{nF!0 ztIH;BQx$0t^kzOkkc|4xK6Z{xrsc1OH0U=g4~1N0)19#ux5~7aIvO~LjqizkPc5xG zDKcK}w~f_N8?@ABV5k2^Q6kS&YIc~ctyc}CK}(JN72dPdZ^zQV8!pofHIW7_HSl?r zE<{`VwMC3f`=+CTHsLTuGivF^RK04*{kFdrY6F@u+pg_4p0%fPep%b_+DL;$F02F; zp=4QloVA-wt564NkSr~HW;PuancD|PQfa3J|_ieXjZBaTJ z#Hp2+&;exA;O}|b%2t?C54C|6Ya?s{_lp41}(MlSI)G#`^yaz6vg0zhNun75DOmwFVJt%hU(n{ zWt+Bagf#FF;bPLKq^)wD>+@w=o*--2@TXUpAlnT2z22hj^?s9FHOiR$wz}t*`#L7k5PE<{pE4TD$ z3pd)#{CueP0^7FA-^V(&p-IQIL>j~uzoK_18DY|>REkYyRa+qpjld7)pQ3K7SFz}L zxuMBgBMrJuXlNXT{NpJD-#HtKCcU7efx8*`#^o=h&DZcZx2!F!jT>ziK37(g%B_rL z2bYkwHEN4ANFXMDpIr%}UAHGqEEnWH?cC4|`~{`XWYY$7&$>!zbdY;G8rqaqf{o}G zYekX%m*s9-+8(9BFP4q}(kCY09erfuRhibV1JWQ<3fJIPr!4;9O|n4p@e1Q z&ABz@~OyS^l9i^=|!WliY7>`=K_lsexbDnUq>u{$1}+a=&%&k2GkhnHLWC zN!y1^9x+aBIGh$AfHcs?r)fr0D5N{_@~15AqYeh$X6C6^dzYefuIu44ZRbFg1_{Z| zZ(wag6H-TQhI!70qJs<$K^laDgQvG<6bhq8{N5|mN)199gn}?3)q%9FT4z=Ku>H}| zP#b?u)1Rzxqv5cevbJM`Q5#snz=zX`6bhd^-?%5!#tuOmwA8>)iVdT}p~i_DgJfE@ zP^4kuz&&IHrMLZ;R$r4nB>7OJLBCn~ik%--miJDyS8Tk$q@%&aim>XjmRg!Pe!v7- z+st984O(jA)2UPGZz0KoqAQ%!TNtK|ha(MI$`^>IP@S5>r_elETILZ5gF4m0cYLQK z+K7CQ6z4hbx}ymfOgA9s?bfWCVs3WHNYn<-D?BV)opR;Ym#0?9?$+)B(>VycnJokLTaxj0ddb>0j7DwH zZw9^=pzVZC+joB|nbvCz(x6Ti-rx?V+0=2Z6MoB9FpNbS1eS@Pwz)+u4I1&giA?*d zqd`k;e8E}U#{aJ1q-@TXVqonZhuR>$@oAd0B<<>f*SVZ9H0jXs2m@&bem&j@a^AFW zd(V>#%W@Nt2F`2a2U;4Fwo0!pDdcYRnus*eX5!n_wEKZdm%TqwZfTT`24#bT?~s~9 z*{x(@&sTCNOqqn*AQT+@V16`}_j{k5XfA83GZ|^1&BlX%I|cm;N1o*}E!`BPLD1Xz zrngVzZUge=RUFN@siT3rnfcUPV;ZqG=84EA+jPNH)CPg&;3uWEVIefl14VjkF%4nO~1khP1u>vSz$Yd#a;>HY+cBOHjR4xud6|7F;_6 zwZUj==bHudl80>f^|~utp?et8z(dS@?rj^{wDqSZ{$A<+D&g&>K0T~ zNFQ}HNaVspC{dJ=N`+lh{Ce!1|FWGSo6a@FXK~sTQ}5u}NJDMxy1lG4-{9Nq z%mLX5rRE?E0!v6p1*p8Q*K}%-QyM1nKkjH&{@>h)Od9SrU}+Js7$LqA8Fuj7Jl8{0vZ;Ej1N`J5TsauGze28pDpV| z&fB_4y`r+VOF9}jh$Vn|h;~<`Em6BUGHvEU)CM$%k=U_E?VoQbO52tXoFv=e zl{=bn@A5o~gqw?>nu@WFI1dE4{&QXYqz&Q3K_Htc(8<|#fEz&@ngYT6u zPGLGAO_-K;4hESRwyQX4!}|@Ll1b=pyyn?s^?F$TqmI zqe1;Fyia|f3YxS>z9=?ctk{Iwz@k-6SvPH_uJ&%s12-O zM||uUZg=qBiu!mltQ6?zPgGnZ`XA+ z=r$DmbJ~>huWZ}cD|YB3I+Yx*QXTAG0pb7p$XF}mC1W8O=c>t(#~-J zX*%y^2a9|uP8ZZI_FZo2LmdsQV0W;69Oud3YJPmT$VtP5wDKTogCc~_l$9YPlu6c5 z;UFCkAqcnoYH9v2<(kUc%*T)hEj3!% z&eZV~^lwTwJ}qnesiT3r30Do>A)8*_?=xSf9XyWOz(cJ3bXRYxpsRZHPa@Msoe2pOExWXAj%=r23|oL z+LT9DZ%QF&pY{78N0#j>(x9cnU3-4iZ)b}QQcO1_xT6U}eQ)xRH~x#d$t^u{4Yh%X zSor{Wo;)OZ^?t)-+UV;@0}nCqWvu7a(%GG+_myc?ZXgY;VBqJ93ea%c$Mbh;ndW^H zX)v4$*9P<^e|uow>za_l)O%h>1ApUN1uJO3ll${lc1lCov}lxu4#KiqF&h4cm+ezg zhSj@;Fc|)LwKa`QaOvsbPO|H!yNxhV=HLnBJ#|{nQjKprrD3YPsiQ%snfW+hke2Hn zC#l#+*0$gdY6F^ZL2n5CV)+#8=$aEm8??NOGzaB({cMwmU6Zf zLm|N(jo)S7gBn^XN!mNIyB&Ul(x9Ps-fizF6fVqDP11~hiZloX8^8H_7gghf;_`&c z+NwN58kp3=|LC<)2JFuc3TI7(T|rip#&@VsG!24i(aELfEl^B^`Lg%xSh`Rjvz{F^9E_qPF~Fv zrLgLsbhKiG$s3C>2rDb!?!AS=YC^+7i{yWp=QKz zAgmnR**vH?+I*$?FPYZ;9nwIXo!@(Xk4Bg^6&Aj6`Uh$&_8w{Ax<~|l< zOzI~c4MJX6&Miv+rDy(KR$SJy^8;!F2N7PEwUUSUWs4ms_uHV4NJ9_d^VxAk`|!Nb z3Ax`KpO6OW$iS~S%}yipg{8+E%d|i4XePe%We%nBLmq>|<(3}*jM~88gbk6^D7huM zH(IexaNHN9frkjMDD|XjYsZyCL*MR>_3nO+W1vNvq;*;^>14_VVFW5=wK*~FV~eMBc$GbKZ#6R`4gpqNgceQ z4swu9!B3)PTIXMGXePek(Ve=jN0O+HGOb8F(x9ad{;S|kEgkrHPc51DUPptL3fIzT z`$)$(sJ27ijj%ldwSh?;e2;5s8e~TH%+OrcHt09fV32X}x%Q2eLaO;ab8S#V4=MEr zX^=wfyskV?Lsl2Bnr&rmf8Ei9tA;WXt=Ywbigkb!e^DDu(b)L3n;+5USMgCy_>BMO zj>a#%_(oM~&5{4x`-1&e!^0b1dx7CpxE!c4Evq-5)Tf|a)TH!88no2H7s9g1dY$GV<>)TrwlTBJO1=4ig z#wNEq(Ad1CV{ye_bDWL_BbJH(EOaN6Hn}{0ovdw7O4J5pjFsOsl$^@@sXI0glxag# zAq||@!cW0gpfF8e;frFbtXyiOL6}-Btlt(=zkL{eM4`1iDevYV0rdi?*Q!t?-ihhei-rD@MVy?Y#7NkMQ z3#U)EkP#Lg8Kqe8c&np9Sn)lsFDX-&Sa*E7+|VsqQ5s}Q2frm*TcAI*Fr(sxW4~-j z1B(hTq<*KUGLNpWIFw<|jx>l-VR~RNY0Fsdhhhi+4;>A)+1WzTHOiD%hYs&3_uGLS zs0|{)%Wnke$OuzNXL%d}`64gHPp+v-Iv zZ8)oaTiFT=^P@IssqpHpHc8_c`qUL!n8#cDA`Ps-_t9uU->$y*AK9dN3Lp&J&CDl4 zE>Y1Cn{sO%x!a!UXjnAxWciLxJ8j&Z)X15%S&qMp|QEn$l691LmITy#`lpfpqQVLv!{ow zt!i_L(lEW<(a~Ux;Rlqw$w5kQu4t5vu*itgz@#>Q&-xB3X$o9#^FpSzF(C~~8asF1 zz2t74x^1&M8;YqnzZq$u&0=KxwjPtaZT5X|TBg0w(ZJnId`HL|GD5=Ar`=`RdJAd; zBUtz~GBNb8&}U%HIdZ=RTagC;3I={N`fPHygYAosk!dAuNCS7X@SCW#J+9L)ZBX0{ z6sMy>DA@UXc)!UCpZ7OXgy|kTY6B}+_~w`4WQFxdmwc105b8i0Si#7(y(KF={e4XF zjzpPKNCPVv`A=3~nqvH&Cn&9Kg@5j77Jl@v5=EAGx}s<0mYyt)+90xoe%nAEGSV=% znXGL>8Kj|y@I{IaWQE*M78R4V)hdfLu!4b4l~pI&x~SR_vbNOa+|hW{_oKo2Yxz@( z`&X~&XfQZic(zPSHtn3{d?H!f-14XmJVba~JtLJ!ZH|>HBKKRf3P^(z$-*zTx<}cv zV~6EMWNkSrA`P=8pA_6ev>Jo5<&m{Laz``s7YvG04*BTwKCMh!RSC604iUUpyQ}QT z&#>WgOFLIa8nje+!md48p>T>s|72Q`Do6t>2robQkha4&9!-^L?{zfLX5forh3Gdt z*RKf0!ov2ds135EgKq?TL9x)i>DT?Twt>}<2C-o0QD2{yCaWcGQClwX?bVS6vEbl0 zzci$2pYVu8il2{o9SvG4oIr`BmPR%EqPR2sa1GQ3Ew%DkI6*a1#*FLV%l$U0Cepxr zg*~`sD2MDTwo5U}RH=nD=r;?$YT+KWbi<4fN9D-!u8lNkshwZ)Hic}OaI z^Ew)gGJGG$DGID1pI*9_{}48^<7@8+l*q~lrgn@qui_O~M(2H#=Y?CKe zGSovFjDN!P)Km))7CXYZQvoo#g6O93L|F}ST56o1Ca(+aPUViJgBBg`>@R+*$O2aBMn+==XqSa zin!_P9A#wM7aa{Uh(N1CmF4st2}|Xc?rwtGAm)WXnJ60nhNUmPSf+(GMH-BM76aQ> z-GeIfa<8{2My#?yNQ27K&i6{Jr79$?X|`fFsb@2!K_0jB+r?t2-_BN?dPr{RDIE>^ zP1w@Zo<@bpYt`<_v`NiT8`#v!mlmc_oNmgO>4WScby^?|;#3%8TG9BIWZwD|PHlK) zPTH18gMMQRy1D4j!;-!Gaaq|l9SbtAfltmpC1v(9vlRPP=C*R9Ot`gHyW}R>tqn6} zZOvLE4Sd(iuM7wxZHa@fdCRmMZQRft{GYxO#eBZ64Hdcap^gUrVdtA0_LH_Nc~5t6 zS`~ z-SA@hh}Sahy^aQ>f^fe|2cmTk`}0F?>Glq&4QRrRDC1~s?%63kgRE^}N2I|RBTUX} zw4mlE6kFcxo!rs*Bx6MyO^bO&)ONNMV?IGggO;*4FjG<%pY;5qViERGXH*7RT-fIG zl4#2k@7^u<+J9Y;29aPiu`4C+Ql?xprsyM?R=F$EAX8fTKlo&dt3exj6n6F+mb~8G zkOpyOWvMbBrK6KyPPu-t5Oz)ngLK3_fU>q=5}ge8XE}s!Kr{1+*?MHsgH4ilmiw(sU!*|- z5$-*EK-y+bxTsin^6!T<&}Qe`z{XHPQ>uoiE95b-KImv*1v7uhu?2;~@RcuK$}QdA zAGKj9@KvmHlq$2--Bv}Wg$zI%1ikRIY!Kz6oOk*uJj5{&X^@YMJQf;JU=yM_MNR>W*}U2ub=)sYaC1}0^fqE{vp^y-q3Tkf>~1|bVg!0(=`OUjmQ z>$O-8gvx`F2FddrV55f~%mNC^fvm072&91(gxt1^ z#;a1Vul10%3b*h7g^gg9St(2iD$}26sDJUJ}o5E*8PXtz$N6YQXeX zW}F)u-zHd$x^4SgpL=q*{nf$12zFlCccE?zdiX3(o-sZ?9;IQo@#jxc5bg8A^{&4w zOuZ8(xS^T(8o)2=wlACh_wW?bYEDEN7(qA#G?W6XOoxzq^14pSNl1ghGIMvEPlL=Y zud#}Y5iaRyF#Z|&v7G`$3%T6xrW~d-C%e&R=a*hLCJ!-(OM z``vaQeCyi4k4EsBiZE!XgI7nTXvBK+>3c7yG^EAoXfXcS`2p@2s@y95ihL$_+tO*M z4JtP)ug0~T4oh9EtDv=?jx-qmgr(s#)Y2Z|yUNMh3eG?p1eUP%r2&nmXQm|UBKO-H z9SvIQ;9C(Q$wB;TJW|{Ry*UiEfrAL=Y`n+{tv1&o23~`PzcLGpE7kz^&PHvJd4*RRR#A4_{`%K= zIUfz1gEYu)CO+42h#aI<$Rr=x-OA2I8k96fejwlt?KIwJZrj$`Z}{KgIS*-I1vX1| zje5=WAVq?cg&}`J$AVrHvUmzA-3FdIc2#cY`1z;|+9_;GtwDMB>crUe&e0EDx8?$* zL2}~@C)z7#dy0(PD@#kg5Mj_z;aKPnGHBINsfNhic1=fvh8p>F&mqc2*~8X`$+WrQ zs136bKW{yky6r{Y9*XU0L5q+E-6s5hYfr|MZE)IK?zilVkp|9Y;jVj-`t4_ZQu%|fi^oI{i;!I-zxD`#YDS(CDOpA!gA>%YU#jxU((Cke(Pw^QU^cyr=6!Q zywRjI8a7js_kgyyKzyTc2`I^UJi^Yf&4}guBAK z5v{cGegT=*WStwDnYVN&&s(D_$=%jrBhp}45Zo<>hOA$!>MH*J3T{Fg zgsGXQw-*#x)>nO82?@LHm5v5OJ^x+PPEo`h->TRGwsA8`1DJ5mv>=W2Ilnis$VTWL zi8P2(8^5S*Cyl0AKg?e((~Mh?1{uW2ABXEjCT(}Wy5jW7cO4B(Dy$O?qzrPkWZ5WL z+y1Sn4Kj#<-@Q|jtPoXmqpRe_(R9Q%q=6Mo0c?X$4E0-=zu{$NZ56g74f@T*SHu!g zlzuyOGR8?mcT2njX%MCSKv64#h36ZsSnfFE4rbyfW3)M%mjWjTVa1GTc8vgq34^iw{j@Hqj zr4GJFFgb;3;(Tl3?xHy)X?3>9^RE5 z;OI?>cd*s6(rE;2XuOUFG0%@FyrqJsVd=4o&9aA&qBQ6=;f?E>H2UrA_EGUiKl&Kb zVDvNb5+oNLp(tFZz$`wXO(rVdJ{*u3w30%_1v;U8RkRKc-pZ$_8m6B_ZIF&^e3s@84S&0mo>QDuZ*U4}FqR6h<0K_*+vYty z;B+@kyqQiT4YUa*?-z>sW}6*~0qc&A1~Kp8TLd#xU^U!zw54o?#ZjmY{LRiEO{+y2 zB;SiiiW`gCoIx4{y`3NX8%_RJzE0Y@vbOwZkp})|<0r0DQcJts3RCPDdZDA~TFOQ& z?Rn)6+x`SNwP6Zbe-5=l9_LqG+@Z15^me&xpA|YtkMjrv2Ql+E(`u5mb-9micS=KA z@e4?U>?Zu?`cbzvNwgrNJeYpc(V*KLMpkVFk%Q!qo!MU2w&Nmd(>Vy+zi6VsI`%NC zjvQDamyibiCOjH?pJ?e4mVS}7IW8j&v>Evw+BeAx{)b5R-}$$o2c-irRkERir@zG4iwE+P%_cE3VHa+o19_q(K_D@*A=m zlYbZqr9|*!lbH$%q!etL0i*+j)018~z9;>{$PHsgjHZ3do> z928eRDHeOkv_?0PhH=IJ*Gf{!JL1bS#bqcy(MW^(NO(wkJZZc9bdRFn?z*EH`2y@J zq80VOq&Qiy^p+cKM*bJ`gRJo9ZMN-lzqPxKH1H4;UrCImO0ZDw2a0nn1@0gXa;1q+ z-4`TnSHCY+Ob@))(J&wJMfFAWt5CaQ>L@uDHr+*S5cL**^XfRF9ozb9k=$>+W8Bcp ze0sbmRrgO*FRv}rjQ5ZRRw${&)1{ul0e|4)+Chuj5R%}eo_X24+X3_T8zQH{k z)b>o2$t#nGhetAxMwF3uovCnLZs~I!4f30b*IRWdhrEalaE&rpkgt1*+8~GUjS|VJ z+a{H`JzMU!?ynFA-6j+@^~pi9j6IcJZfNn>NYgn8+oJt}3d;dYkGZaFz=nR((V*LS zuG~Wv(z?ev6z8UPzCme_K@7YKnM=O=`A)7uazh8jA`N|)PnAt4Z%bzGpm-6|@fK+i zrNX4(2KvV;lxF@h*`&X9G%%@|FH+p143gwtgkp?2_71f{OAXu#?Wv`^Q{}(v>^C&& z*!M_-mYUg(Y;$RdsXe4oQMsX2KOhXe&CJ)DOOS)?X>?UF@s|7}(qK@q@n<|@$p~+& z-^$=@C=R9&|I6wn5e&#CdvKQ`v=k>7K96FtQ1*)S`BqAJYfnk z{B%R(hhqj3tijKpFJx(P?qI^5FLx8PIvT{hl^>BdQSH_+Y}iRz+gvJR`*$7?(sN+j z&V$+plmKnQjP`jdQhROqxL&3Oc_Iz8nfSE`+C>*<8?L`0)3PT*8jK2N2df+2(P$dK z?5MA7(+4`5t_WepeQRoIOyR+u9&Z!mKwET zOZhRvP812jOUt|NRY4=vPlGgw1ipiD5siND?{-scI!vDyVKDmH_yM+6)NQXz{~jbq zLbQ$s-DcriF zo=nS|0cjBPR{qp@WulGv9--K{^~@d3#{W#Ug@DraPp6XmZCysx25H>LC$wLZyN%rW zrGQKe&V)2@H#4sqCX%+n+m^Z(?9h2jW=0xlp0&B*6yCXl;* zDG|0!HtB93lm=01H?u8_rzwpmI$cIF`VGl~G;lW~zfQtV+0C)Fq~dkB(pixP+0DpT z|58#Yy!hN`r`*!NIvQvbE=AWK*xEES=TwiV5gyIS>Zf&A{hDv=>S_u)DzdG)u_e0 zro1h8Tb4Ws1B)8@4OGX;chea>>dCYi9SwZf!Mp7pMd<+hAJ@h{{FPjq7qtP+#1Bth zA$Qw*I3Qj&Lc4rO19vm>4M=8cX|JD?2gtMn`H=?NEPN~aV#;nCZZ3H(_uFe74YHf? z#K;P2Y5eJ8t~GjekWId*4O+@K`9#qF)#%vAiZjx^3m^=n8F`dmA(KALGgm<~7DO6! zn{aJZ0yVTlT_439-gg}h8fxNa&L&VA4~ni{S~ltaLZ}VWxS1c%{YL$^vp}BZ@&=?4 zen^9UGxM#V{^V|XcMhy5J4pG$NP~V8E|@(_wDMOgt(IwtinyUUxJ{D~ZCAht#SHXm zcQiAvE4NbFFz4;lea>G=4Eo9bs0{`zVFT_q(l%kVLvc}Ry`o5iesl1r3$&f2aWP4) za=&FLhBWXu3%@H)yArmE|JkoHEm}u|QNh6zd3_qO@&=c;$o{slIBJ7Y!NiXj6sI_y z7}>FntgS@}q`|OY=U0AiqJI1E!&C7eldB}spxw9mjs^`CijY6#Zl4qXR4j?@FrhYZHyclH?I`tjC|>`Ev)eG} zL(E8nmYVoXnfBs??{43sGRS~Fs`Vg~7wJDP$2dd#Pvg_#|`jgb3oW+~JLKMTSFN)kG* z@bhJ^CNeFsG}0ilguA^Dk`+Ghss6!9!xZ9E25FE&_!c$osqx*r108bE-_gOq-7LJO z(XJ5vH!tT{r!)-HC1u@6GxI6N;#47}S=ME(Olw;XX`oFw<*}7U`Xwi8`pGTLUmj^N z(%Y@<7|>n%$2!#OnCp2QG{Q?A4YYCC0g8kt=U3m98@j%N8)*g}SHq}mxb!W1Nja{9 zDW!ozl_3q(**rI2SpuzrUk^Oq*C8wP70PYZTFx z#+QFu)n9IDtr~7{P~QN|m*y_y)<+uIgYA@-{wS zslEO6Cw)ze+--Afp)_z1A@N?JhF&Py+fR=9pxQ`-h8p;0mAaJ1-&R=LO>Sw(&l}2Z9}=Gk99PNQVai$$xpOZZM+p%jzrW&ZAjx++(eO0^L6huPHt(}dPoDC zT6vY4lv2pK;@?~^?O@Ost&cPaQ{m-;R1{cerkNBA0UvZU2rL`_3D+L(8EhKwI;@AG zu%iKLLl0rOGL}Za$g8<-JG%{GAq^1*-NtVdtV6xlxMiwO@{gyGI?Ec~p(I2!%V z6sYW)@?!z2%{P!4f3vo zKY~}8vbfi(4~mnam7BPsnfPY!oK&KI{83dgF`Kk0(x60j@D2RhEZ(mxpD!tovJ5rrpxfprH=F5wAMAo8!&F(X#V~w?J*^ZhZ1Hitjiw@ImTNLetVO-^Dg)qn;Hohk{FVVKO=n*F;kf-iwM*c^%o8qc< z!RLyb3|6;BZP0BNzBU|5-j;pAy+FC8-P#}xyv@jez-N%VZJ$#p2tJxW8kdBOei%(A~c!#C_ zd0M8W?t(P%U13An4*HuP)BdAkWWJ`OVYl)9vc;+2E{@rMO4c^7D{8}jNSpae z`h#*{HSdNr&}QQkTRkY|3k~g=R;K0bjx-oz9DLo{N;Vys?5ko<<&lmCHZ}0Qm1!xk z3f}cr+{3Y|2Wo>bwe$T)_vkOzv@oi#oX0x{BMn+=;2W(n5UpE*y@lj{^XrK;m};={ ziHmXMA^VmsY$nrUbu?(HfnOGPh6dB>=k~eg8t@Q(WG~bPgDIQheL-<`GV1RaSy`Xn z$bz_X@JGuRQLpvhTH1AkD5fK0AEbc|co`Tb%K?no)5RSZ8BpVccJY=uz9@lg< zuz|1`)|p0xi+e^XmWbvKMr}AE@adV-6r<--XH;x^2^xYl$ZU4Lvr-!ovil4%gEXa4@Vl5fi}MRNUM%UJv((q*7i$l~JW`a;BS*WT3D2b&sNZVM zDQc8kT4@Z@px;ba#GCTP8jj}YxB;z`w1pE<8ssAf&*NLk2*G9Ubdj~S zoP;!JsBpYPdx@$4%P)!@Ik_hz4Kj%EO4K#_Wp0@DisEL%CpsDgy^-f}?HK2y!DSSO zMb=C~Z4g)n{y@pm4}&{8|U#%DYQ*6eBx=E}5U(~t(vYv!{99cff} zbHZ0~2jfQ_4Lrom>jtf**BdP8EhnTM(@`6=R5-D!755u|-Vc{sI%o#czzR10e>H%X z6gK_aI9D!u9brg=zZeUjmc2ufb@1AfOKZ+X8ulCC7(>RDc11@6Z6^L}s=dFq`D@SaGHv!;)CL2fiPx#ODTk!Z-Sv-bg(mZm z1~wJm`|CmeR;gHYNm*OA`A7qQGjJiFjex^!gJ(FkVHq-DG16cJ>UC_~>7!+Pp2*j2odOzXZIY0yyNDHZJ< z>2_r%DXugwz6WVKBd|S(vnk|9Wb&IK8{xB#2Hj@iyXW>&OLJd8pIc7jyY`|sXsLzI zg=D0b{+qL1ac@-UKBPfQt$h9OHPM#Gn-$wt%I-%RM5&Q)1FK5s*H+F?q`36V^8nHy zux#8zw98Fr7tW@ba6hG^ffY=APsmAX>5F^2LS%oNbP%;cOAUN+@(GjqZWm@y2NQ0JId4cqU2Kwep&MtP+FumnGhBS;Uw&z|ueUg5| zkIGIMn)IO#1`W0IJ!)r&7T`#$m$X1f16)Rt|vK&`$bTE|0w~lY5aeleILu;89c?zY$7$fW| zn?b&t|KxwJ{kLe+ey5QJ4K?#$g~v4hWhz;@ysXU)kJRiU;&#+R^WeVxD*DWz+^0jfKyCmZc1mxqWzJ*$C~gAPu6_ z%J&J@pni)j;?-34-GWz<2K{E?8^N?ctfNVN56aqJ>u8|O&UcURBX@In`zdykZoY=v zz};;8u+uP#gmQmE6?^;oUPl^4f`N|;(WLE58Cpx^k`&qNgS z1yfZS?Sx@NE8apFNHg3gLT+f{+epJO73%a#skpHAmX3y2;LG${BKM!uSW%9L-$QMXkjy+;4yRBkIi$Vfq)n^) zNCSW4D{Kd-YA7|KU^m%8az8*ANE4ns%0Ld%V8!poGVO_u1`guj2T-ikZNt3QDY|X- zLpR#YyrSt!HOPa$?=r~Rx;{c0)F4)#D+>{=^q#JYd#L;$yP=u+f3Eg!d9zzP6m{hX z9SufP;qB-8^hdwuURQs)r8}OWHn4(~AMh_i>CKudT^Bhag*-(XxSNGvdlp9XDq(S} z73=DbXGnv;KQo`^T}}Pw@4NVitnIgs2K^>nXs+P76=d46=Wevw`Amo>S>brC z#Z6?|xEDwRE13C+)r?}H)yOL~Wm=7wNP{@F@FPmv`MN*bhU}0%B-JaVL3*?CK_(w1 z%fk)szmjQJ+|h*dmn*2HiPm?yEz@SdMs3hio0UDhsNL>eyGW)>a=$fsgESZb&3t#m zXo`g+aVEvWQ?^*7K`hw#>EYVsZ{1!kP|T)2(9s|kgh#Wx(onyoNpi*E@|AB<8?@BM zr`z9Czb*O}Z75&znO{kIiTtfdz-YycrQds`fxlV#k%c|vAzl%W6uZ9P>S*90 zcK%lIEXpBoe0L3%%aE-fP#fkDz7(K6mN*e=`S4(3N9nxL+3|U82)|97+KrF&!`QoVCEaO_fo(0iEFHQ z^yt4YNP~Ve@X8^Av{jh7Z;q_3QXJAin~i&~_BiLn!{sN-v5@pD(m+emS`d&LojP3wP08pNsa=bVi4Th5YO zH_0u{_ycK>--KssbCR|T)n2ZUz4w-m2HFh#4!{wV-+oW8rPz|b@F!{mD;RizuO0J$ zy{SVE+230ILK=Dq*VdY7dwjDf-gn9y?}p~!qjN8cg~-466!&31*U=yrto)2jAo<(f zD>E|7Hr(u^S3)1uT-@|;h#NQE6!k+{DU;8xD5QJp&=Bf zqb3e5FSqoIjs_kgEG=9mn~tqCpoi=syZ@p#u!51#YA+<4cCI$4`M(5DQ&aGV2(ZJmdd|0qkiF7gj$T3bDHgs+h)TT3n{w1pv^j~CM z<3HF5LupNuA`GHbSn2FTF~6sHWsBTx*}UD*4E(_z?GMnH3lC}k>zU6l|6lqa98fX)C)6}3S9dqTGLw1lU8BiN^o3QhuA8ETf zXibQ--_QtkG9nGM@dNOk$#;|NdplijXqrq21K$;{r~ge;AtQQEb4@a$wCg$=6b<~0 zod;#3h=>g1<#x`^jMBiO{8_!h1Up}1v0}?xQy(`l6Q2l)B3kByp^Amh>{;BO z7#f#XJi2yLZs zV6-yx0%QYeI~i%;CDRIJM;d4|^1qJ4RH2TUQdjX0^F~JlXEX9$91W>@_6TaCI6t)| z2WkT&Sh&0OqT%Y5?Vw^SX}_FEgMM@H`J>ikg?ST$SIR+Z&gF(?;1`)UC3m~|Xi=DK zg`YYa45bc!_(6N8A*gU6#YXvqxltR~)Wm1;dXr5%w09`xwnpYb8ram#W8n=A^GVxy zB$8WNDKFAs@H6wlZ!=}_PCx1>Vj)RBq(K(9@c;QzWQBLPzR!}ioz>C63O2r9GaL2W zs%e?4%CxEZQ5*D|@T2g6Mwkls*H4xGt)4H^V1yCo$2AYB`Z!lnSzCqzNCOWMu8h;p z>-DW#A+b!0*3rNUM(%IirszNi=sA&1q)y4Y)0eht|^P^%W)b~3~AtR4!-KIjWU<2k5H`X zI*KC=JjB4O`&4Ap*8yu3bE$uHG@VV^a~apE-~QcbvfAlyc=y@y5~vNVz+O|?O}&;b z%k0Z?uZ<~*EU)aG-#-WPY<-G zF(Lh~){5N-gUcWd#{_=QO+RwCle35Cm7TYAS)`%6@!CxrVU{xfjy^+^$ zSIBvXt?(=YK^*+c49KpI#< zc=A0dd5ASMn__i1T}7mUhZy*Nm5CGzOCSH7yh`i&jj2_PF(STb#iY=gO# zP#Lhy{DLtLO1uLK^>IzB;DFVvGSVRN3M+s0$p&XDH<%=A%TWbsU;_gmOp8%EYVG~h z)oZBjk&Xs7aPT!J2MwlQuc$T~ud0gLAXN&x7`3DC(b*E3%Ps9(4QXHn13#D8g!(Pt z@!Zv&{(&tmQXOg7Z@fM#OSRjoYr}ub+TQ7C5LXU9AEiBz8dy1Dms~b%tAW~}+H&yK z6YUy^dg-o3%i8+aL>k!C$XDnSQ+68=HAAu2%32F)klhTt2$?}u>e0vL)5_X@>1bdD z2hY4a$qGkr|6MQJ^l)v|1{Jh{-*#V_Xv=n8sV-|9RR?KcQ#;?66GQ#B^7UKA3{sW4 zNP~W}^Vh^)Q!M0aH$H`|Em=LJK`a>gNN=UTm@e}_C}u1#>S)k!7Ct||nzUt&49@Me z0u~{&>bud#rw8Uzx0UHv`L*28zy=6|ZnN_AHh@eT+%c+&EGCcOcDzB9$c56t@Z*f{+Gz+{mACjHN1M)sq*#awvS$(IDm> ze0T64>bHw?JAIY=ZGSV=2K{E|&-4`~ZN8od6nT7jbEJVbGhd}xNZK~F+BHblR-pyb zK%3Rb=2hC$XgXz*BUGk&wL}_N!OpLxc|bND98qM2Op9_yGxHO6*Qg$^{3D>GY}3iD zP#cUf7G7D#Q%$pZL}A5A>AJ0v29ague;#8fS*EYud6@G*2J?9OHb{eH$$u3pk+i_$ zs-uL_Iv7Y34*$iG5pt&5rwE1cwkQouYUUG+Maek%KHbU!mZfI8ii`9qH+i80) zPuW58wMQDX)WLsag2)J=o^KU_^;|~-2XXLFNKb+Ft^YX>xuxqnpf(6B;Zni&3 zYWyCVc0)&lelzmlKkX3rlX97t$+Y=BQ5(d(u+yrKHqggbHORE)y^sd|X646O9+S4% zE~N{~w4A+>2HNcWmwp@d+pf~R+RGmDNJqnd zbh3KE4zj;>?Ta)BEIZHR+5x*hk=Yb?F&6EIG_(T097wworT&>?ibEbBbTmjv!o~|D z#lq|GR!^KZ#T2r=KWc+m;5F|W%5H6AleKojFog^lfH06IteI{nllD0`RdK(Hbs*B9 z+YJ0POH-QNdhqJ#9oeMuIvR{IHomhjh)kL@*e_OY>5&jO+AMZ%`V2!Fwv^xUHlK#m4b$f;_W9g(M>F%CV5ca(J?S`NoNUu2!%-X9RCuo_4Yf4x zY&N@0YdZpI&{E;Vh=sJROz*9@+BpA6q=6M2{9ZQg74BrAwf&shFulFd(O}5p2YxLS zSWO!kX37q-?mv_Ufo0(r7k#ICtM=|M^PJK!Sq6_n8Z^|vX^lwR&MHUm%GyedMjC44 zQ;Y>^q%W7kl1-+4(b1sWjJ&c8qN%rJO}qD#X?wbA zH<AR!4SDZY>u8vWj&IHG%1M*}O^`SjLk>bHG&15U{PHg_^=g9^#PUl_VfiF{+r zG_Ey&jQVC%kOs-p!i$<5R3hEYonA3y<(P^zu&IqNtoJ3_o7>|QyBi+4qdEB2)JW>L z_+bNG!vdz>Rny#PUHC0~!d#j^C72@DOrO45xg>i?#koiWD_Hokk^7Y1B7=S^?o9QXhcrxY z{F#fb^aFV6_+iD2RFsYek!9xdTUn{4ev2X%C!43tM{Uqj13wbyOOaKkNl1Iy-|8+v z8bp?r*U-%$0zOHdp1o0b19WG4?9JpZ`jKfK#gq=ARn_;gt= zimdMY26{QIfP0#XE^|X;_jUHBTzMsLGsVHP_c|72UI&kaDC)IK^OyR{y|#ThDuZ4V z)+S%ji1o1H(ONQX;0iZ1;XSLwq-|)%K67Q7ZKWHU@E2a2`fbLK^B15l91Xv+#-IQ0ljQAvF~^rmUSP9NU6Ru-@lyr6?Y8t2)lI<<4}{h|-# zUYoHNl|ehLJR5DG+_pbQPQ|ow!*xi5+$M}L+RavHUoTH8dt0XUNP~u&`E)~8st*Io_hHgU|#DefVvi63-Pmkk@h4r%A zkp?x0aCRq7s|4Hqr?`#La|hDEL+t$Dv;sx_m8B09SNosV(V(SfzSBorvb%J5MGd*% zChc^mjh_VSLA0EwedFb*uf59+&CFMe4p1h4vgM&s)|PfR(jb#Nc%1g4(KLJ97{xt+ z*L5@)O^v*|_t8ev(CvyFQReS)qfK}zz)ou@!8y}imRs6lFVZ0Q3acI&$U}xKe$!XB zLau#CLl5B#^)+c+NIre-44L*sM+0p_1?@prSep=1TW;x^{iqFNfoIG4M634J^hc(3 zJAgE_DPJw>Pd4rI_^xY03Twfl2ayK;X5+UC9-^_nY+&G4x!*qMXfW2B`0R!Df_A?C zuU^S5-Ej!DLGE?%{WQI4JZ(IFco&%#au{hip7KfU?Ns%S?d0)YZmInU(!fK6|Gx?} z$~^1Tf19lBw~huaH3hK0@PRZ#FfwJNpRDcZQPc)j5blTVKpxUE{7H;V8+#0C;32~8 z#-qrlQ!;f`Op#YVjx^9_;FP%Q_lZ!N9ZS zOR~bYJN^#2-)5ggZ4mVaKKIs%Xi?`!ze9dkI6!kB`0@l-7C~Jvx2a{IvBVcSC)c?n6;sszsNQ?b|01D z5W|m~R;OP38{wxoAUf^=(y-U~F5KtT&{U-^Du(9j50M596`q=$NO}CfdOxnp7ESR8 zX^_Xwd;@4s(w44#X2te~OF9~8Gng&MNCjRX4cyJn*NWa# znC4wOH@U3sm5v4uV&wBG$w=E{pH?HB4uV6>rk8HC+4z61wl^O{~G?f>{X>#r!cC=A;z7PcrVDz?)zir4NyvAY$;F6?V#cemKs zEh;vOiY+!?6}zyoFz)_-m|5%n_CE6uJnKDY$LW0_h42katq8&8?>7`rh`;J!;2;KG zY;Q7c(v*MvYr1TN@K-1emI}h}kO7oILhjXnB-2K}MjC{IkuR~flJn;1|HfN3X_Yrf z1LqaqjVz=*?)SV!QF%e1;w{p^2oAngrqy6Q-TY1}S=(714O(jAhx8lBrVnmZc9oY# z=bicvwSi4dd=2hT^P^KU_U@3iHF%FSm>-$=8hk#{whT`HPPS?0csDfRS-?gbvBH7| zeV1uBbu>sJ!k>8BW%=&)7b%VtmwZ5NKr`_J!26WQA5X2WSWLG2h%^X#qm?}&_N0D` z91wm;wu1L3q=6NT{HU`L#X`BQZPUoKI2{dQL5Qr|)NiLRBq%mhH-1KK&~G+={YCq_ zGAhUO&$3N>eL))b8^4hEn&y?CT8wpV5a5NCG6_h7ma_MueiT>Ub+eyyD#OJ4LC1o) z;#WyOkU>KZeg7$&VDDEH1_l*AhwM+|)u$K65Scdg8`5CeVc^rsdz8i(#J5!ZIpFw? zG)UvZ{!tvYbkWc0ir-#->1fzeeu3OZ`$yx)Kd2+O^u!O;1}(MnH&3O=*_yoa&n43) z{6rcgUg3x8AaanSj);?236b!aW@gwAuM~?o zv;*4eZ)KVna!WfUMH)D-@QnK;jR_|PP0J^1E0PRpkSVP^i%+KY+VD-kIy!0SATM<^ zNFn_GcuCC&k^d}}8yc1zrGXKIVP3oa^117JSM5(UY2Oq`gM4J=TQu6>w<~`{K6!3$ zNQpEY{CM5kD%8?16-s?~b{lH@s-x*z%4+R>p}?|aEbc4!TX-te1~e1DRo#d(Z_c|X zp31b*sgVZx$i^Qxe&yMNG$U#Q z=XG$JiEP@rmnFTEh7Qu!18Fc|@x6w&G(RfU`(KL_hEbY76T%?5S@^7>(?(nbAjM|{v?0g?&8flx9d$sHK0Crno7B@6re*6K!>Le{(LY4JK5_^ydf?W>YSmj`!J-2L304W*$)`J|ybWy%+? z#wgx94e>-8NE3=K_one`;n*^YTM~}!NP~1_=1ad?l#cEdOmR;3w%4|0s0ng-aR+X^mV+10xuD zUE>e5j;tM4si)I-v7u>lBMrKZZw<_&X<)`tS%*1$4W(Vw!61nn`D!gWg;lHAa{e-H zRvwfF-6s41eV_72@a`mvY}7a}(jb30Y;4=!n}&ogi*pr_wRz@48u*8e=Ur|8d2`B{ zljKde+d3K;L3k!TgJQmfJ##Ht+fpyo1~G5rl@_)U?cC2Piq|Y{^Sh(*;pz&-Rp8#P zc3GQu0i;2{S@@lc52Wq*`MipsXySAuc{c8{iF)6imazm+b8G|*OFW7iWmS?^0DW2sA`ydUX-pZ?ITak;)fA8njd> zP#;d->uKq9Np9(H9SywK%x`|)qJHzrcHogrJ5dz1LBH8}&D6Yf=_0=|w!LiA3B`~G zlT`soZTV-0)l1PI&jgcQUkEDKEy2Puj z+|pd7kOuu`G_qB5ENOe-9QZFWw}Nu#rO<=OGFw$-Ik8^o#bn^kjdKA!Z4 z;8S^?R#d*Z~ZRk zQxq}TRt~j6zX_#en$kQZ@%3uOC7*ryo9?d|cwDB1n@}6r)W~;fK2p@L+m$0+o^g#fBMr0}cn-Nt zql}?rnftQ8Rk9!r`b{`A4WO}pN~aGSoiv=1C$l0A$9i_@ej_=^)JJ_T%djz_)1 z)vPT|m*gL`-Dv|?nTpvKCkC0hUR>JNCW>c^MQUCrOF3Q$M%!0@SlzbsnX1+G&3kjgF8=M z;B+_ikkE>#4Tfe1f7#ra($UnvZ4b-Zy8nYT2zkLn)>5jRpZ)I{SzGZ+NCPVvEbJL< zOWIheKBbLfh5v|1V0*WnyW7SX_WF#BE zQ(ct?tobE|ev|ucTy>m$?B)I=J@ zsewN=Elt|eSGiYBZs|oG4YV2f6#6C6X3w#kWNou+p*EmdxwhxDSU4QiznVPI2h>Iy zc(2jUwo_+O4!OAM-{&&TvkuZAhgkU(dH}^j_>A=PtW^#n!DxU&98gK@#cTWX|nAw#Fzio!*obu{QV;Y)-Hl;7?x^o@{X;XotQ2Kmj% zH&nw(Thgpv4P~1SYm79|<}fkuO-tix^q)nF&)EC|kOuu`;RnPG$lvl-9x+PxkfcqJ z1~#?xVhgP(7TP8TypU;UbTo(sGk;a2z4Dm;>d~vHyI;?q& z+;0n7pf>Pc2meZ5`yI0L`X4!ET8oxQgHgu7U!eRT+LBVE&dIbqt=!N|JQn;Yha9q2 z36p8DIvVtwgC7CDp*US}A!eV`LvRVWrZs8<8ZTYjjKb7=cidK4T9-BmgD|!6^rpRR zzMb)z;$XdKTcklK2oE#bQX)_CXLYo!?UjxOK`%IOQ3{3cSJEg3=WXp!8!S(4{Gpf^ z_1mKlpH|BY%6{#U2K{E`gYyeI0(?>Sa&~7+@hYjg1JW=Q^v_xHk?Rf_7;A942Tno~ zbSwyY8$X;pNQpORv+Uz#T6jlP27`iu?_OwI1bvGp8SHE)Y8%}NXjVB}9J8d4;rNJy&KT4~q~Xloi_y`*-#BanjaPP462<=3k{&1xGNn))s1zl)o_|}Uk&VzM5NTip;p#;( zYG}vr<44Q10zHui$<4;gylFR*Q3?Q!-&ia!&} z_d^;qR5+z5M1gf8wAwn^-Tvrk5LiY&NzF<5$Y<=xrcNW^sBp4BYJ+?vR5R#Lv=)Qy ziY?1Y1KiMr8kXOvrPJQ7R!juz3`82V)XpcVd1*$|Vf;PC7E*>mNCPVv_?;E4BBo=> z!sfCSuIOmcZx(*K<3Z`o`f=1lc`-R}FlvMJX5kme4U|H951OO+#GvUAq(Q$q_=fv- z>bKH0#wn^G4i)xFYpcM+4`z^J2tVX!SQ}Ri_=YO~Xf{HkcrpjVAqK;Ug_P zdZsU;c;_*C4AQ{g3_QI}ql7fyBSEoXtMV_>AR(E!w&z4!6>F#|`&){!ZfL^g)WH;4 z{}$TqkZI?1G-#=r|0JQk1Ul64iKlFZY2#3vE?KfY#yb>Q>-JUkmT3*gBTW}s?2^ef z>bG;Z%l(yGnsoxwzzV|tXHM$3fHd6|_xNLUH0U?szdnDOz4^y?eIRRFIuW(O?9I&c z+ZEDwa?y!cx!>AOLK3dT~s{c2MLfao54Kk9AkEau<-)2~Q4sx~>H>6I^ zL~USGcCucKUIJ~~me|?J!qIg6EM&ph?BHjUH7UFGwVj_WPg85mMjB){1D{w1((EnR zd(Cv&KT^*@8qVIhwmcM9seS%SFVimSXy6}0*^$Gf&2lNGhTPKGbKPhY?hpiMnK$@` zhpesfJfwj|Eqq(>8s*BMEB^n@{njf@_-k3)9UTo~-e_X?t!k5p ztc@OX)2R)o_bV2lHt-Oh##56KLi5j61Zn$)2m=QZq%|gKRf^SiRgc0@D7Xk|AkDxJ z#k4`8#fVQ8WCwYwqv4>yjgW-Gw8XU=t}Sz$AMt5X@X6AQOFOjwa zJp&XkZW^pc8pNsaW}ylVrq^aHC@OnMmNjl@HolX0hbBm&Tly&8$i(Pq;BO8d^{0vU z&g;PfIkJ|lMQupq)zN=YEVSv@FIJ|t33Wpgtl&v;`g`7Of0>ql9nv694F)zW%%oVb zjZIYibN^UJgUB-Q;#OIxrBOjo>d7`;zut{D8-Gucog%Ai?Z2*4G8pxN8;}N(C2ad> ze@Uc{|2#?7R%#>Cpx=b6v+Jneb|x;%F4I2fXwYv)zHq)m+LBrPGs!mHw+Xd@zX@l$ z+J&n=mA)>Nb4c)Jq`{KSY+?)NrPR_{gNl}yTk5w3Y0y#wUlv^=+WmlniW9&jVQy$9 z;pCKZ$jz^V6z?g{=xC7Ngv+iaXuIt1XWv7z6+*VU(I)%~)PS;O!I8gQKc3-)tL`?W zLAK=8s6r^{cfDxdQZ_>R?Fa+sHSy;Z8EN8>%i}?W+|VmJ8cZCF{C4U-qMeB7S5cEiX?7bL~PJ7(w{*x+Se9Ur$`BxMg`y zM}z5`jaQZ^Lt)xxSdwLOOIPehZ4jn{6+&sqTGYf*TK13*dyobx#Lg$t+TEPG^TVQ? z+Hj>?crVg0==Hm)rN{=;J7jt(20Ak|(tD}Lx@j34ha<_nM%RkEwa`G@r19!9YS?VF0(X1cf^--ox zJc2ZkX5%O8=jpJhV25&wZM<4Xkp}K2jLh1f!M|)@6;EW+M<5M`7>6*gB-)U<;jWn= z8sV~z2I+`*TMYSb`jIVN*IzJ7=N?08;JY>+37Kh0pP_bD#lzZW$B_o!=HPp&^+{V$ zz>OU8WGnXxq=7aQf18n(A|d|l*Q#>NKh)7+Oc1`Ji6vUSx_uO}R@7Ko+glwC0?W)t zX6>3h1$uwc{#P=SUM;YX%JZKOe_bDr7foPZY1}bpQ}iN#B1gbvWZgVg7HD!W!g&} z4N{1eSAsZ7bCBSmsTt%Hvh5mbgE@$i-(9{zDP;4ZFN)o$e%Fx(+Jx!2_7mIT>1h9}%r+iO5`Xzcsw;h9*?u(KbTb z4qd-PZfVwgNP}c);guk?T1Z#_T)QP}i_y_Ak#j3(|10dN)4Y;QTY4Y0L1YOwJwe_( ztoU@-vq>Bl+C4xTcnBX&Cs6A3T=D0LEX_L>VVHV(L8`m7j2W2pmm*A`>S)kV6R#Wa zo4U;-(s#bBZPP>421YRO`{?UwhLr8_sQWT4=s%>v49RR`ciu*mw%gs7E|FqRHI`d3~rO(?08H&{CncaW+aJi~aU1YG@pMjM~6K9Q-YzFAZ7sZnsywrXTSH zX)x3amzS;NZ_82_>m|3eVjR*SOdY%|*is7mV#{wTJ`zm&)D6wT*D)oi-wuzrPjPC) zz&fL&!4!$F=x0$Vlz&@HaqblI45fjC82CbWHpTp-2D>Ai(r~_2_c_uaOznK>af7<8 zdyn>tTI(J!kOoE&uJo3o4TA8jWfk>5ujyzoDmYAR$(D}h4J*#CRn%Qx_!70jyurku zn3o}UJ9a6f;$n5nS4e}FI{10rd7`Z>HBqr?ocA@-zzQaQL3kh~r2o!dc3qD`oBpSx zK|&G=FAt`XzG4BpqOMZt8`K6?5UPS1X|?dR&{oAm*zRwU2BBc%$?^i(w54~yqVm{W z{2kK3rowVk``I+E+Kl5e?X8Xm+Jp+iQ52`Mug|s0w4Lu!8^o!R|Fw0LRtpc#6__p4 z2F4=|Qm^oCGKf-d$_sZ~f7POgSUw;PQm=z=8*A6J=S+-l;?#!e?T3yAvB2jIjcCN` z6922P6Nb``d_-w5VhL5B-caV9Rc*XtDmdm7(!iv`uRB^9uV%HnDein%{fsm)se|9J zEKfmSzr-(vNmG778g!e3*KWT++Ljfr<|p@Cl#Yhl_;Z^$()OVBf?6_ddID;Lgd{u= zJx9ZWZSM56@>x;CuSkQI3SV*CDNJJyZ&93}Wd4RUu&IsTnms^^g^ADmDXt^j)X^Zl znfUF#Pzw5e?H%3aUFap>Q5#snU}1B?#bnbjr)MpetesHp$4DG{|nLbCFqz76G&<*6Gf z?tcdTLK@}}e%rV(4S<)veEmmmX_?8uWMz`( z`+1e3-t4|VZlnp{&MhPdxmACDbGf0xe~|_bV&z{f+@ut;aQDtM&W2(luaG3Yn=fDZ zHnjHKW^KYEFPZj7M+0{g3bxcDZ6iO#x{4Q}5l$v`qm5Sz(Ta2LSvp#=c`-2=!XUeu z_(ondWsm~30&~hnsGS^XkU@-m(`PDa3wh_SILFG60%@Sl%s*y2OB2iPLG?SxM!2e@ z!Nk(S>yBvm5dvQQiFdXXjW9nYYD1H>oBXj5M?Yum9Pfwn93cAGb{QkQ7;v26JBF=9c!DerV{!8?sH$>S&9C?6ek^i|9n z*5yKJkdG|9!e&dF(Yz=BTKQlsZ>GAw-vieCr(3nL8{F~UdO z+9%#9n%qC$lcSs1_S5LX7ipS?!gN?lx0ae=N( z38aDd+W9iK0@3>Ke^Xi3_Q@U1%CBx||6SiWx?Hhoe4r$11Mf9(+5_shWmD5B`fYeA zq(Q$4H*XG&r0_adti5h}vM35nh-tr}=oN&KndP zv&~IzXf~dE14!Gq;;-__9+Jn5G+5}``QeTqjWWZI_6d?{4|Oz%Q!5{3R#4Or_}MUv zY=uw@Y6F_^CcHDXba>V{MFGWbR-{2oh0?~Eh*o0Pk+gD4eQj=NHh!#dl4$>!&MPjg zyw%arL->Z}V~PcHx4nuxmb>hz4PwE{=SZI^>bD2i`R23&&fW$)kcQ)_LH`;nN}EAv z8{z4M;ab639${bvp;E|VN^eDjlPd=2A37R@sfq9TJfUuTS|v$u*`yH_P#bicjaLV{ zNGQNP}sJo!`vyr2VK{<5pjg&+F3sgEY`) z;yZ5-XnNnhb;pv3P{ z3~2$Ckp=^nk?*@*CvB~c^-@#}&rtSz#FW?nwgOp)-~ z+RQb*#~@u<6}4d`u$?lkklL2{mV>gi4%H9_&Sv4&GcHrN)y!J?t{n1(t0N7&jlTy! zL?#`)#UqzYd#E% zjW<;LNU&<%BUj{xmaBy{m>${rJFzdc`8hm%eP5aOSx3XoPkz-(J4p2SoV1OzrPyr; zYNIxA5Plagf?%b8{aE3IVYdyh;|6BpRU2lK?;i6pxNhYjtzum_Gzb5RW)S(VqyGoR z8^p4UE8xAoZvGapL&qZgLI}sgKeyfAAX|-6?-8 z^ZB5-B~iZt(!h6xih`eLL}+JRyHDOd%G3~PFe301^$|1+^i4b6btx5l?Wzt2vp`+| zq909WCO-T%RgQys{-_KBUf98_KvVHY;ocUR)~pfIAhntK8F*@15IJtmaZSasp}86( z4I`f2``ksa@h7?%WNG)^!7ThBrXjh8>56CSwwm=%hsDYO((o$QU z*&SThjL|_7bTmk9{9bTF8mz7#J@7%6cCaN%1DKiT5A8RV zwc5sb#Zr;7wtre94V>4=??{{>+W9t{J!D$aHg0Gp{sKt5B3S*#I#&Wg2RWmoVU+S; z9nv6GI{3?}M4B8;tQ4ajPe%V(!4Zhczpi2VlBV818M`Bjn7b15p8A6`uDPjwCU)E zX6632mGb!JOyfGrwEUfr1~wHwB3(uaX-XU4sdB$P*3lp#S$JWDLKF*w{yR2S*0!ND zYJ-Gi=T|OTQ@_1SmPK)^J+KSXzzV|0Y4d52Ioi0c;?L%iU6BSk#K`?E1NqywW<`$3 zEsfXFK%0qYq*64cSv$^apG@1+4YffmSolI=3gzBv_WSK++K}!@gWN0pp|peI^xLTe zGi494_dptGGxFW+aip!_<&}z?n!j{3&?c-)dsDwH9W+F-rE((BjW*%bsT=uQ&4*J~ z%l$U7C(^*C4(`3ZiPqU;zN-KdX7XCS+|hWy^`sH7%E`YUtw1qy9P@iY9%jqd`N> z{E5F-$!<*d(Q{qfM7{v#D7BKr<c>uT}Um(9J*pK(qI;1=YQnXBzLQrY>Z+7m}D5zU>4%wi!3i%0Oo64t&-et zr*$+ise?aj)}D2(T^TY)4y?(;Q5$3s3tzGwq$OL<3RAqC+R#DjjzAiWrhNY>mKFjA+bn#MHIAaxW*>Y}rsWxfG>B3&-={a2kVF4MY>MH))umn#R+fK~qY;s0cs z?>MAET-o{IiFSdpv{xxt$v$+qw>lceJm1eAMH?&2XGc$vwe1{_+JI)}&ure4^NuQ5 zF|F(%gC-yiotF=$&nV{GUV1dnNka#*PDC0wFTazTK(J)H3XGB)`rRE&c=h*<()g5) z&u==Vp%IQwLTO-9A+D;?()8W2LyFe`|4v343<^T!jJ!lk2z+r()>bvd4b5O>SMi<` z?d#QaidjR-DQ;+1UXfJ0llm&ZHKVNUyp9GAV&yZzBa}gI&o4Mbrp=g&+8|5~T-#X+ z`a+=-6iZY8X>MqCD=QXmrZ64Su0?X^sRDXP*6B!tz!Dx5MUgg-fBy-Uz4xY$1}(Mo zUrp~*EcnkFvPh;anSt6Mu!NiF2WeEOX3W}6rnQ}kG#C{uJcUf8ev2FA@vm%C?^#HL zL~h_7@|wIid1lKgSzDZr29YIPF7cvd*>LN*l(M!>vr!w^)W}EE!qn232`?1|C3?+q zL$mWzWoc-T8Syt>5esGJA`LSV-}LdOM4l-!dX3!Dk2)H7h=adW|3)Wl?H4~!FI!>X zJk$pLX5d%xw0b!oI#pA=IU6<~X=qbkhxiah)&)n?1Ml1Anvf>Dvy9h3ol7DvD%fUV=1;dJ`|oR*yU+&A$1rixQZ7Z|Z2^Ax0iq zQ^=;##h;~=t*~S%YJ)M$$WH*zkWJ5agNZ@Ua>U{gE4X%$9`)9oLNb&###z1$5= z_&KdLjn0wj`zjXBaXK2b)XsnV)NZJK{XDCZJOXZ9f!ZMIg=?wR$$O{Wox57LLf}fI zf%h8uEwFbK_37gSk2z^LwJf#DElqz-a2!oTd_tmJd$S0O*TEo#@b%wk>a}+%zAK6r z?OBb=px5mD5_A_@|E(>swyEqNL)IV-@{yTu5Co9#hMtXf9js$q+1DZseAmkJcscU6 z13wK5Wo^H7H1IYX|1Rn}MM5qA0ePGjMQz7J-DorNS?_zwM@73`A0lg;unuXEkIekd zSva+{mfbVAQyV%+&Gkrw{RVz1#6amN?c15(oG`q=n05ogpxfARb((~29e&}j9HJL> zED&bkPs_&>?MscBMP=H|jc$}V_;A&PT=!Jf+Gb}v(V+gDkcO^nWw!*^lQwHs@0Cu2 zq6xBXMjEt~-)1UDtG_krpJ#BwP+E)*2IGr^S5x{z>7zr13z_7GF4=<8Fn#dNhCD<| zwIoh)udi(w(y*Zpb^}^_v~zsVBE`iV@2yCKY-Hf`!0DuIN4s|`oc)GIh||%ar96e_ zqYy1!W8D}h42`g1n;U6%p4tLwc-2hzYn zjC_~33Hff0w)GX~YwvY5ho-9#ln(GS3f&jiYa9F0n`TRjo-LG zNkeI|;vw0cFiath4uf3ftx|!q7kXgtsznMz#7BUeYNI zjgbEc(jZE0eCd~hXeAyyR>}G3u{)ZDPoF)AHndnWSG8r-w&AE7Z5CeXUb`JtwrIGb zEJDu+q=D~R`J}QYEx@fQ;uT{|sbffk3}WN%)`GMR9KB2N?jc@B18qXdh8EWv| zDrdJn$59)2h=ZT!o+p2sI3irJ!5DnP4b93AuDvMpb`1`nEPF_WlSqTH*}+HpRAhzj zan>esOaJO;AwKchJO z`>BJ$NN?Z=MNKGIHtUmL@dzm53QB`qY2+vVr>WacOkb5p?zXX4kp|sn<7+Gf1y-eq zOrvF!R=b8Ya5rN)i++FcBx$SjEoPofOMM+_sEuzol%r&sdT8}K&X%G{FY0KJEP3IK zGX$GlJIyCq+RPg$4Pa(|A+kRWrW=!-`zX^I-$WV=rgr`&QTtZiRPTslmnM4*(qQ;A z@w1qH6s5M*hQYG7J31OfsqofjDw%X@#(RzAT)E;FY6FuBJE_ws6w(&=_~`wXv7n(t>x81~xTvD@0JgeMy|WR&MDt9S!@9KUYYg6f$vcQ^kn2 z=`L!66e3i}N~Hbl2S2JPGH=j5q(PV(_{E%zWYhYWE-6aVl)aBMu&I&XAJ|I^-S?T6 zj*@NqSx18jxlo4VGmWM>0)0k1X&Cee9-ub#5cU`=p5|_2^Y?BjJIJtDgh4|M4z>p! zLEX0H*TK?GY3RIu58cpgLarojGk3Oiy{N^8{&h#=FNbH)jK=$LwWe}IPyUC}aP;H* z1KX&f9XI{sCr84hM@WNiv+~z^*{GrWlWkO-(ARp5G>8NX-~QCL?w9;+s<_RY?g`Q$ z<{kX2@mUmCv)8>-TzI>rqe14i^FJYf&|o_IS5CzPySZ_w4Wd+dTOOua;dr8lY}2Ms zk%m^_xl-GX+CTmLTBq}(yXAU@G>lSqWyp&LEW?~zK~5M(!aW@ff>ij$V*{n}=ovLO z%CwcwQ5u+3D6zMRw1w#{J}=$SjQmb@I5|kRnimw8 z2VUrC;2>7MjA>2U)=fYDz^M(-*S5ZLqm9kn95h_jKY3rVl+{4mBsL+PsILXEv;+R<=`IYQQU@GWWs|FB!wX1Ah+ink@QmR71t2q4gJ}L6jQ#k*P0fOY0F7?`$Y~TmA&3LATj?{j?=C z_;q+NY?y3>$2uAge*CCedoMCAjdhz$+wc{&ff0nC4TsR;?`23`#dy{8n;V*)FD0+h zgtx%fNgZWvrM@E#mK{RBMUYMF_PA9*rhU-Sz^1}SD%Z(*7yUXrQl{&Lz+2XfT>u`6gZfi{R>4!{TnB7u zg}Q%`29YJa49!I&{oWMG6Xc~r#=l4de-nzk)uq&XqleEl*$P*5G{_-Bk?KO!Z(VDS zSG@6`pCkkP83X-h;8$silD2{Ei}}minkPjXXcI>Ir9?Zmbl3oymM57TnwekF&Oo{M z__C^sE$D~tXg0p@){FAnvA(k%awZQ=j@lsV?fkq>`xIoQPmrP@TelQQgMPE|Sx7L= z1v3r!bWirT;wg~^b3x&3=O=k@?Qz+U%T{=!qd`V8@@E-EDTidRwVf-|cBVpYkV7o| zO;IG}x3C%siibOcQX>uWo0&hPXiNR(Kdy@F*(yf8H4W0B-)s)H{#!_^g-?U-2gxn{ z;f`kH+fln|%$nEWLxk*a5ou8yUwE<1|Oyw>`R`9$AGi6$U2huRIxD_Hu+x22HJ!>NZL16SGG1# zY$4sz(O`78@N;!Pn$@g6onG-ydU5XsNr2ioLS1Y^V(y zYUGtyweboYv7G=&k&M)J@V>vhx!~mA6TG z+-NiK?XtEsMVkITr{eB%?Yu~XI5qNmhYlLDl01E_xagWbAJTBh;&)7X(h_h`t4*$} zV3?4u=x8t*IF@o%mdN`tkBox9s1YUt8CG3{h`YnC5r&`>Min++o8 zT{ZJ_71`bL6hIm{uW*<23C#tY&1>L#JcZpBtD}K7ejTAC4KZGglFpK)t?@=_FvJMk zf_I5lB2|y~vJtuzbVCz1L*7z8%JR3fVo_hL5YiwYnfYs$BIF=5Vl1wDhd5%r(b2#` zg!gbWX%bTZ*v?pIzo8L!6h>{(Z(Ld-8e$Ia`5P^FTYn#fK|`&4RWyy#(cQ@rX`Rxr zq2?k;gLEX+5slI2ZnbtPPAR_WXfR+|_`SogM2k81;I^#oa8cBTG=4`rj#8zeNIk_t z_~>FtgSayCD@a$!3Twmu{E@9t#TRMdAj0rhlUmv%;B^a`ma;g~prr<04=jrE(fC=_ zt#Up(ucJZC3m;Zyqdm(8e_kpcgwHC0+92^dcp;gYG|*3;dozjCrWgtVC6NXLJ%2uR zfig&e5g%K~4fQOAFo-J$@3xFI!mK&{;)PQhhQeJP4Z6+Fw?ej4%-8i_7$Tc=MQJzM z3_KK?QJD5wG2xJ`tz#LaL71BO1A}@L3Q0E%tuJdUTo!5IZZ>{X@GP0M-h-lTWNj~W zG%%@=|K}Y-{q|p)3a)-b2MH^O+Q6p#j@m?RH?_&$Z?d#L284k$VOKB-HS}9uOJ2F# z${CRc(<5P>yMcz7pgcQs$h0py8e|Zm+;3}|HT3D1;i61CWI}C_-7Gw?s#3pYzZBI@ zrj0Tq4f@T(@2gy-sYrgZ`|J2BBc)`|U62^5=x81+E*G=)BWxZnW{uhG?3NCw7Qc6gIAJM;N%9g>M^& zQOvixKe3C`q$n-318LwOd||qW5^uG6N0&HZ*lRa*FbGmRU&Q>PkUw=ROtHhbxI9V& znu(v-jUfLx+^XtP**{uWKpOamng6Tzna26smuD)TTzmN;4WiV*Q{{Ow!ueLgij&Sq zIvN!7OtVk6!upD+4dP1pDJp^7?a#=%l#p50wx_ZiZNh*xi2Utu>#eQ< z3u9qu6{MlRaqm4y+Cm==8Y62fUlnQ4Z^FXk1$l^ZLfXu7zx~nCbRNR)9gZSxJI+4Y zBWpWZ&5bsLneE-rrO|ZYuHbhvZBlil!5CxUZ=0*p_~(1xzllt%Qv+!bSr&eQE|5lr zu4TKFlxZ1jA`M0b1J9NgI>*ZKVw>y!IC{u69SvsCR=#(Uf^zTCKPBhNHeFB)wPCj8 zr?4eycK>hf28vi{Q5$KXO*n5ZMON4o;MqmimbVVlzzRa$_O_HQ)6AG^m1z%kG_Zn$ z-*fFqHr;({+(X%>YwMympc(nA$tcQ}YoA3Z&gr|=LmFgD3%?Y3k7D78^@ieRS@HTv zgIEwQLeHkCzd6HOQK9gijs{V0=5y$zWQF2B@7~B(*xdlNLBCn}czS|ny;&M2cWvWg zEDUalG|1#OUd{X?Ss@~6;peh8n?KUP3O4?BwJyziBX`+T%gf21IvQBP!cSpq(sFW~ z_1jO`-;OszZD0ilpS}&J$SQm^nPLt-p)t}RvaFo8i^kJCrsB_?+Hf*hGXQB|1-^xJ zi-v`M|7KIvj!N4EVK8KwjqGaK8S1vO7haunN<#;^q@zJXGVxtwUkdtApQ8Dl4uTDx z+Z45-^Rn?TnEWI8_5O+%zfGDU4E)2!Z$d>>2+-;_|NP|r2;92|?MMBr0<%$pDzUpX@ z+juFCI+VmSW^L2eX#=!qcsn=JjNAypWYN1>D&CMAI;K6+AmSZ-4X)7=H_lTmO{;Wp zN8>GxBqJo0zO`T0mZBrlz(I^$TW6Y9-cNEVLhiS7IvND2jW5ERlD5;i+A4lWozV%k zp@Z

hEYtza-yF#h34mIwK8|n~4we+bN58IlNgh%xCL@G_a|OFPm@C^r&`ltm4Sy zmX3zb%P%i$S82L6Eu#1&XK7c|24QOCA0G{*L8182jf!byyKYE>ezWpvWj0!xUb@nF zhwN_!yCV&9rGZ}r8%aUGr$%E%<;15t8hEdbpCxXfsE=B3Yp0yvHuXSl;BUe z5DRuA`z4?W#p&dnKNJ_5{_1EDr$&BNFq-mPx?NKgTiU1kpf<3nkyjDzPjPzt*I`fD z-zN7(8pbLAFe8TiZOof@il_8-`ymaq2}=d-8;N2u@1DxqGWJIrWJ?R5K^uwI>}r7( z&RD=1(lvK9K6%qhG=-k3uc(7Ge*j8@hMM?+-DK*vrGsvtb4tU&YCg~nO*oHPLhcqd zBCwZC%RLBb;BLY_*8u9aW!I-Dc4;2yXkY{b-xd5oK_7Cp{w-PC>cOZDgPxyKXn!1D z^Z%Vnrga{IGze28x9M)`H~%ZGr^>Ve zkdmo4EAFU;1*0@@H{o)FcJbot^!A12xau@u`%ytn%#5FdS*1O?bw3 zh#chIts<^`gx&U4M*|1p<(pGdlo}hPQS4WSk3eZ)0~@~*nVo1$50_0VH+0lUcQk%H zoR1Q3`&i2#r+;9~R~dygNW5k~#Qdb;@8<(Q#q>VKXr#gL=iqljv@e@;SF1WhzS?(A zM}tT(@wm!I+5#usQ@m}SI>wDQ6E8k~ikx?4S+l3J-_Swo|Lcavi%vEplYSgip|=x; zM(`MmFmMnDza6}gQf2+PcyF0@O-F-NY2>f`Ur{7nyR_R?&H%M77>C**5{!H!>tSweY11kuRo72*u zP#{G{#elVDB5H${+W7-ftz^!hiqBj(OwirBOhOvil%LUiQ_R=tGKW7RY!y2&&-GB7L?uYZ`{yV&XtF!p*FCB znWvB<4vMP(~?E|Ke$}`;19DETTNmeM?IsA-lg%mT9 z23D~00xK0Mh19EZSn>GboQ?)5#KKRpn$R}QNw^Rm#1(j^aeO z;cTQqESUL*R0gs_WRn%0<$lXL2WeTlPz~Y1u_cgN$V2r+*Wu-};=WI>Fg*H~@ap(ZGATw67Ejo4RIM?`$X*SUIp5 zr9ro`^R=SXX*U;D>fmHyavQb;SpH8g!aa1UEe;kON`H zTuvHx+FuM&G#7`BzP>3%0eDAMQ8g|=d9SxF^ znGZ0roq|BjFig8(PoDEPTCCruEx^G+fW~!@rCa^TTIOS3I6FZA2P`f|Xa2NlG)2 zsNdf|$~OI~qroUIy!K5;1I(V(Tc60Z@J*-)$B3rDt_C@DMw{ zp|+O#tyW}({W5LZR@4TuVBj0~%gLs}rQ#KD9~y2$8no2Ly|*#ZjHhp{leJ~p?uKUJ zPm$kJ4#{NS6d*@^jE)8#V&!{++RlB0-&Z1KZOe9`Hn4)3KZ4y)LsrhBR>jTb_B)XV z{wCZ;PfgzY;8HQy1tc6!3+-}4vvQkuqLvm4jA|~o^qGzZEj96RK|916ljiYQITp6; zMs46B!aFhT=Y#*Go&d+-;{1qBfX@*m$=+r4$nQ zb!Hz~+vGz?!xX~%tp^4Dp4Gk^Wm?^Eq(RUd`R?a((l+yGl;Y&t<1o@do0%6xnNPIe za}yNF@|s&3zdpW|2ANFlaw?waE;@qRz>+t0+|Y!_Ha-*!CAKtACfoF(js~${;^llE(YDI^y=xlC+Cq<^Hk@$rTSGQV zZ`Wtd+bPq!9Y-1jy_FZrDnlN!wcnjO@ zE%{sR?pYNlC_7HN(I!kolG65PWa7I4a!UuCLK-Z?O}yXMQNOi&nsu}6A?DLagMKsf zsbx;`kZ-9^E4Dws>u4}I+xfBS7RpFpM;)0axAf>4)CL*J#P8!RAZ;rfEmHj3^=~B7 zz5K#Cu!*%G!dj zBMn9cBQL8PPP7U6$}6^{%HME9v+!rN7il!D5j#DN+|oZf8U&V+AK0ZJ2Pw8}>l=9) ze(EM_1DguJ$K0UI8$NpJDp^}d4ANk}W#BXNNfZj-uP)jyTcO@9q(PWEcrB^`%DfL> zoparfLhtpsjWo!-7JhggLjLxo*xik?w(B|?^qZL%V~is!bZInM{#G&; zX)t72_?4Bb6brv**WDyr;k}LqEj4m&M`&I2Vs>uDQN`|us14%O#-DL-AS)Evc3$y^ z&*1-%2HJ#KZ)xhc!-iz8C+0Y0*&iVd`i(CqPm{EYM+>Z#O`52Kp)?zNub!KB-0$wJ z`9e0r@y93)!qmbimU*b5F<+i4elZyT1ZiLd;os&k8f2n>|1K)Gv}PRAV8}A_mY$=2 zi~Z57vE0&hPmzZG##`Ej=7Q^IZQLSjyQHH*LbCEb%a4>SN7PN%RHn^+hT6aiX1;T* zeZc7TEAFtoebMYW(qI~5A* z)XQgY+R;L(;A@JQU-c5Dfe{S+(pyfF7Pld371=>Ly+Rsvo1GsmXax^H%!>FW(|led z4Muw5ht60E1+Vk}DRw|#=x7iMR{oK0Y8wAC4Joxn))w{#wSf`L{9^TD%Hz-HEOC{U zN0at>i!=xiMKD8{Z+&hFpw^?{Y2T`|q_A8>um7jGq=r$8Ca(aSz$8 zHa^)pOUZ3c@>Cb)mM%y@Z9p^e#Jh%QD>9{0L}`n!ZfHh+`?D6uO2xaP zZ#o*xdF}j|Li?F1qUaTcO%MM;Z9o$$9%>csZiN(3+`J$27inNq;U~ey6bqgs?fqq& zR!Nc(etdy`6Ye3^A}gf6*k4hBCuLGMG#kGcseNqf@nYXgr#2j9qI5JI>DhOE!w5F+ zN^?b_km<=#8g!db&L@-_nq=aP1gG<&H2>sCgHYhVQfQTCXC9i7=xisBSXoja48|A( zzXv^nXy)v*Tnl=X7UPb_P0*1BtV&Z86_=0}r$lLx+=Pd#^C^KWd6%V#v!N)hbt


gGs3{6Wq2`Q`YJ#*otd2#wZTAY5Z2hX-D1`U1n8? z)7uc1JU_y~+xQOeW^y)rrOr!b6GZA@;A~bt`qieyJ3X~5z@qBa;4gsIyFq8;ki#C6#Xop(|xq=8Kh zJdfX?soT%BMnxX4T^ebi&BAxuwHMcY2ikATR>)8WX`oH0>VK0$VNUQ0MSbt9IvRM0 zaDg!|`CIz6uWQTN7L-M8K(p{`@+HU$_2P$w$>%yP%OMT=&BmwWp48G~$)hL99+Jm^ zG)PD`K4KlFvAM-j-<&cnR!4(GZsWU0sYu(c6`d6;(=|qS+IVFIJEh(vOTQ^zD0MNp zp&9wf-y@=ZJo)~lY|~<9H#94MRa=O%<;|EUiVeXxIvRMdP@gFaWu(cSwkT}6(}LO{ zBbj*7zRY9=&;KsflUq8_iZt{P{zmr%#c9XaX`^MD)rK_CW)!C5G<(bZv~F9O_ESfL zY-!~!Z9-Pa`((J{(%~^XY6B}+_@7 zjvs1+{AT3^Q#(^E6i;?gvFX#KBGSO$gg2A9$O;!)ZgowOa0JZx57NM(RzeO>#Tv-XFp%Himf@WldvrVGSPHEWCj+K!HMzHf+ zsqbmkob*cy#etYl6{JD82}dzk$)wM+olrc?f1#s+N$vb@@JyP9gkEj`P;O~hRn!J8 zHSvACmSob!+5I-iVcNGE(r}{6*G1oH;;^^hxS{OMl+NgG(UmQ`+O zf)0k#jBIWCmPUF{bKi_|L&IyJH1J(Je*~ocw>r`%&UGOK8#<~c(x9RI8qHD~n(JP; zH{023=)09_Aqm{&f)s351s)@F18i)VjtALmOnNhcJjL z;re0=qIJDIu$4@^>5gXS>s)OpopN!K;x*jj`lt-|w1 zwA98gzHB1jt@I~Zh#U!ljgW?sz^yQx#)K|Y7VnVzt#o6gL6q8z<;wIA>fNYb(qx{= zJ(DC!k|xPG^0z`?FYT85?Sqa6RuC#npQC=O+O)uPnYJ&$jW*$Z?r%C03rgOhf!xwz zO^^oX00zE{8AVn&)u>=HnO31G(!dHfzQs6%28ALw&&0^IKROx=3KsreGCA$z8Afa| z%CwWsP#a9{?fhcHHX8okou8nXA5CnIG#LIId@*^7PGgdf9riTve{7*MvbGNGkOq+;cv~a#-Tl2UyUM8H*j%_h(!h6x zzoKfA6-Lx6{m5xiq`lD5&Sb zaheo|g<^f((1Z=7Vl;(r@}x~0nf6*ogA^hZLCQ|r#z%ZSDEHg;e(tn6*s$P9%gOD* zJ8iPI0sWB%2}vj@e~T6}wLM~f$Taf+q`^YQ!IwpCDUmN~a=DjG`=+BoA{Xj6ryzgZ z>UG*xwH?Fs@IcfC{>CrKZ=wuRF81aLS=y*U2!niNL)a;{irZycrNKypZnN_X zmR)GR)$j6s57|MI4M7^rw`{yTg^ipysL4UaQPEi)4V{-i$|y**5%>SiA#0m96ty9Z zAHv=y=iP8-hoah3!(gOAONG*STA}K8JuBRlwPhWKG;k0HUxjNGZf;B(?siK@ zgM`E%_*bEB8#Fdhajw2(I7)+Vvvb-U>bAFcGqjc6t=$NuLAM$C7Gq{wVtr4(N3s0# z9*H#2X5wRvjixmFrVLi($~YYj@{y6Z^Z>>D+Qe+(vPn0NLTzAD3)fbY#+b;)GYiQ5 z)@wA*6qC2oV~_?`5Uw5OBU-&}Us}uBKDeVlp33sDVX1n#vn1$H${KTx9X|Hl4H$N?tWs);4Ye(!fIuJoU~c@7)}> zNAcRX`b4CG_X^uvJt$dD{+ggTgH1CDX%JZsUK_R{jr0w#92qUgX|#@pBR#)Dr)@)r zXDIMQrp=j*+JGiJ;MR`Vj7M`S-i9^}aYHllVW9?DVL?pGak93YQ;-H$F!JImM%pZ! zyRP6?nRZ`CgAFMQKad$rOWno2?kP5rR!>E3&~J8rV&_HLY_FDj$=bS1LmF!1cO|s^ z7W$}ptV}C59cd5?7XH8eX7b*zCDtnLO1#n0K%0TD*|a|iqy0ZAXgg=1HlPW2=(G)o zj^(#1wxI{jL>i2z2L9_ndYY)(S{HmM=Md{Gq`^d0_!-2Pyf^pyYqMl4{LstX6t#i(a%pvG@v$Is^=DaH z?_~&sWNGG8Br^>%nXUgs$)~zymm>{~VBx#7A+%^4oxNLkr#5Wp7aa{J(d^N6WAe6t zx-~iA>^1bZ11nG(#Ff>+Hr!KE1}RqT&QYf{q>WgKG_Zlt(0t^(>r2&CJW{H-3Te=7 z!hy37tvv#K*N4h2O}ZLs*lqk7TQQoEcfEE)(b7mA4YHe+AMgw%ce@v1&n|15vIez* zyIFa5`%aONCf$spvK8vDMVihE%tMCKYT;1FZ?3pPn`R0{8d$-=M}-}v?d*c@ioM<& zIvQv*@%h#|8k=u~ZjF~)x@aA0gR$Ad4?Abk7;~xYi743$t=1zAV!^7jT)c>B`()T(VjLkwVDs7cD zcK=kxR^IL{s13$H6Q8GcqgaTGOz$OY8xn>zhy~#a%t*>_kM0H4lxg;@NQ3-lhT6aiR{ooDf1*9g7Unt_!;CaxyBnH? zdq^g-!nHm=)nsiocetSmr9X3!73OZ)(?F)B+le%=f>6Xu`#p52|6*4aKpg5X>u9hW z!XE=IBv}0HbBc4=xx3s*v+_-|jRM^!nN)8g3=9{7-*ee|keV5N^%F>ASzS)aO zvV&|pfZCv?4*oPhkj9uUk4@onzYREuG#F#7{Gh%ljWLxcs4A_S4L}8{dkuX3*Nv7%8!HcW{gR52bzVn4q z_IMblDE9kaM+1|Z`Nv1OX=L6%prT@DcK2D-h7ILUo+{9qXm8?VAK9dX&mj#W!N$Li zxliN#?$51U6~VCI>``uL!rN6p()Rn%pr5i865Y{k{25y^qNTE&R6O1}cHW&fUellk z(RSG%-IBG9zu<;u>G<@0k5pD|8pNrYf1cKfXjM+Ne8Qru@V%8~NMpc{dal5-Q(88d$;3O93V$TAr?Ve#;(`;;uUye;Cl8;?(!_Cx!P$ z>1YrOc0Sfek~aI_&x)I~Gwz`_pqcnXrH?T?I11c@cD~O zJM|o;fk_>_zSRU8W1==Dw3ca;Umy+Rir+^lK~d`awxsJx7Is_Rmu_hMXtE%6Td&na z^EhpQ{*mDo!l2uP-_EphL;dPDP;91N(a|7PTKEgmY^3e+#@H}f+q~EAwDE#e^T^xw z7LHa_|7`XKY2dpKeod_<#r*H>&l<}n&Gi;(&{7A#-B5@o1~xVF#c6qRx3e)Lt~#xN?$-4^(!hE7)9X_d38{Q{D$Wv%#v=?y zW&@wyw;^{Ml-JZmPL;29G%$jR&ySAKSlZ3&`X6UQF%))wKy5gd8rjVYFY30cd3!4= zy$$?`G)Qj3hSVT3X{pL(6n7=8pO6OqCVbVWy`k#ik>ax4(w{mSv{d+hxIPUrf%cq* zWOs}BjM|{3CO#k6$~Sy^-QG1QpcTe_K^nBw#w$oQB`e(Cyh|~IuAYE2a9*Jn;5|wq znSYkbEB9NPuSkQI8u&V93r%UJeTi1A6)x&%5cEb~s3MH4U|L{{kZ+{V{^mxTP-E;l zrQW8Sv-`*`ZTuZ+kU|{%R>&P{>60BlTgo)gA4r3in)q2!KAIqn7?fF2F66e31`{OV z?;}t0w?>(>DoVgC|B2er-*_FbOynW{JFiZat-Vp$Vth7@uwZwgu4=HI9dW=O(A-CT6)vFCz+b2*du{)05| z5C?y#`;%hff4-z!Ux+11+`l@zj&gf!45 zoUuidzjfPQue03J1Rh9(SPS+24*EXb|-#zSn!3rf(UxK2_Wh9-kPs zf%lqusU~forf#>tioamiNrE)+5aH@YDA7KfWBufQ^Gu2~=r~pux<+%9pz3sikG>A_Vq*>_?z%E?oi4hGpqfHUuNOL$d(pqkVE(Z zPh(mbZ3${A87I}&sq?PX_#a*xw>5&Ew zBGkq7AqPp_c5pVirQR8k1`cB3IYotz1!LCgzVZ=0#1>sncN%C!2Kkp>Ml^Q#EJy=wF8(g=3DGLP4^1L#yJet3znOVH(n>CPub!7k*0#V4wSl_{H_N)xXqtXt zzNNZ0bda`Lkp`nFznc1+hM16?sWa&??6y4F5C%hxlkXv|qDVMDHm%~i)k6afBEiNF zb-$4jqAOIGC3oAJ?5GWmz@4`x4SzE?B~v&^w;V`=d}OkijQ2mY&|)Fk`rdt#8p*Gmc6aG_{fPy|lnm>v$#y3CGz@|=qWito) z+q6py6UqJNSpaF^Z+1Qv^rToA5LsZqOuK5JVJz^ahl8{oJ-E8CY=zkc-D%^?$=Ni> z41ZtGrE9}v*`g5AKpX#U)KSXgspgkf+y={D7-5jd9lQkSPwKWeQDO17a8cSl0}b4b z7hD)ek?=EzJ^leaUjJNH1f@Y-*^Rla7g->n<&s8vpJ8tEFN!Si4q>j@Wp49WJ*tqBv@UsIv1ZNJi3jAi>7f zvgh_Hfi#GC2OpWWBer~ViZqb5nM)!K`pv~_+MOY1%T;;wMp@ez0}cAk#W$h7DT@c6 z$*5T7?kk1bz}tl1t~RCIHt+L`X}UHHgrTL82L8rxTWN3UL$kM3{57L;8H7Pp36;0* z(nZ&Zl26j=M!>N0D2p_35O%A&KZVuM+Ybio&BU-eVPHWsoqTdsfx@csh!pW<1+mj6 zm{1wG2QU7Tg*HJ_B|P&|Zzf9fH6si<&B?E5w;~f13CMUsZm6fl4b8&mZ2{!DMa%tE zZ1-F<(7);X8q9ZvO34q2c4WhWG;&Mh+|u|Dh6YiLZcP+DQ`WZHf!e@%O}xT%Fb$+# z{_f8y(*m4GgMrk>uMhO2EtN{?PhF8)THJ*+u&I+Dc(^D`Z;fc%Po}*!(4eKlrduJ} zfL@q(Yk#?=+snDpCM-)WG+yPYnWK-aEwnt+FdgyDqc*g@S}>+$i&Wm;GzH#A|D z+l;im8<8uEe5g>fvKyL($HFzTg5RF#ma?`KRgeZzZ{`P#?D)6qp0tmJbaz(y^Xz*22pR}j{;_pzf}yHoKM!~RSjw2 zZ^B0EW*Qf67ka2z&)+f7AcvTF{fq$exAHSfC`ywq^+9crLrnak$2ZF4HI{75CAZYS zI?}*HTzssrLfYm`IpvhCP_PElAhLvCP}QSZ>d29|7R%b68)z^B3Nwc|YH7|UuNB8m z5j9a8wv=b`o8%$IDs5@5XC#~=^{$09hy{K+tkuW!no`2U zio1PZ-O*fpGfF$zF^4TzY+UTGgWA9dR=$)>O+mk~aLZ}6YSpW z;DI^}XO>m{+`xqO+G@&fceZt0BGZ!8MH*Pt#^0BBCU1MY%A)w+^;rWAyv@!pzicLx zCcPG`xX?7E9%=&z5lYE;Qk3RcaQVCJZVl@r4Wd-|^G-CaOs`$e`%0!|YJfDzl@`A1 zmW^^{P_FLtWGh4)XkY~=zt4MxTAJCfr&-pvs3B^DezWombgw8B64x80D4W`@5z-(O zZ2U)bcGhGDv~ z32FnI@_Q0?g5^v(t+za->Dd%v5c5u+L6Xs=*XMh0#T)K2&5#Czsc^Nu9|hKe#E&1y z4)W1J0|#;NmlX49y47agn)vs6*loL-qc$)C-w@nJ{*l{~XsK=k%x(i)APoG&&d2$A z6jv{LL~fHCTA?MOgcprOJ~HP4WPm}*#N$=Z&!LT%t}W?pLO z1;xC1>g_@@ZES0#fk}lw#c4n0y>zarNwz|*Hb{e*ckt5fX^FOcMyyrVmb$GQnw?i$ zA4B=*dYw&*KU!UOM>F%liX$tWj7X^1fS%P3wSg6c;y~5OLzafjc;gs(RAyzdEo^eh6(9~ z0S0;8#E<^2kr9?Z42~~ygS5!bC=HAt93+MkEm_CpiduWUySSm5%Cg;5?LB9)F3T3l zBbKEr(qMvQ;oE{?L>qj4`)Rq~zPO`V`4TG=(eAX&5+&322Ds5?;tSp6V`D%5aFftL~7~EN7o9-+B~`=4Xj|}leZ_d+g_r7 zPzs%fp>WC_jbEO-NeylCrLy8O`h*@R4Ra+w+v!OS4cos&@$A|!2x-tzD_@yjrIl%# zROO4wMo8BaX`s!;O&Upob+^z0#g7MW8fXxvWk=m0AfO-8K$w+rf(sv*;o4MrM-f|);=+(9j!cJ4?&xuxd~G)R@gf!$-8Z5@A;^`cChIs~;r zKC(O5m9kVcNgdzh!&8~oa46Ei-JE<2x*}QO+_Z0ZWm=|TNCPVfffY%aH~;Wci)31~ zJDQpAep)FZWiQ_{K&CAmj@lq0S$V(JqGN@ATWYS5X>CU!4f@T>4=Mb}-v*mb_LXUQ zMJ1+?L-7ZW zZljTgDTH4MDL~0`%BC}lSB|B|APt5EJO9^6c^YIIcc1E%`|Z7f23BzK*?mRw-p1XN zm6UVHjxf{)aq8qdNESM7z8~;TG1Lzji!{g~c0RkWLj6|rz}pbHrRByU4f@T&bFcQ3 z&gwst=ay-I3^cH*u<7%Yy!ZFeyt8Fm)Ogf}Ll!>@=t5CHXoYu0*$QJOAPr){#-~Ux zDO)D!-be99x8_8o!FGf2*QlA4$wxe`H$`q~s!2!#53%wMa;@LO*ZEwNX_pK%>^FWF z{WImaP1B1`l4&!-Q5)npVK=n_`P=pfn=bV^qZNV7M&*AtJ;nJ%2r6f z&<)MP`|T37^j494s$Cxg4O_~mz1luaz8SSf>e}$4>-XJ`?*rAJnyHVg&6 z@<>f#y3#va6PY$<4bq^cHePF}CRriV$_Ja}meyR0G-#>I&fcx2rm-|>Q2Fcf+%4rg zq(KTXa}Nn8?=AB!? z=brC6c)L!+ZhK~+L0IuPXh}O4egU1rbQm^t!)BBQV}grcQ7b|X?RM<>G2L^K7PJLv z&}|les2)f8<5V4M{FPa3XxXi9X#5sf5cS&r!(oa!Rp0q z>1C59*oicZE56x2gl6^!J1w3g(@q#@kU*@w1a1qWl_@d%wVcE!>_Tlov+%ok>xfn$ zvuT%Xg*v<4(CmDRCWMmPe=E)h%G%QGK^i1C;b+Fa6j)>DEsP%$(59CSGzcs!|6#@k zYU!+MITRI6XYEC8&~G+=iZzC&AZ2&VamY4pz7J_IFkAUbvOG;ejp^!k zKDn<&ar*a5(I+yk*de5Wzd3m#H&MS096Cl3^{)*y%pv^Ei1xGg(HRmq(Fc0;-mQmG z8%$`-d^2hd`CE8oeMPa0&?86#e-pgdL6P-rN?||QLtIfv0}l}n>~_#_n)boyFgfb~ z7-+B=W#)y?Iuot$!f{u1o8ka?MX-)q(Q$~cw8l- zjnrE93W_UgHw`rKHY+~}pGEoTlWjwKJ?7DO=bu4sn8(?MPfZGh+9`Yw%iY%IEW%*A z<>JpdHRrwmHE;X`8l5-KIi#WU@`3&jO$C$W-=^4Ad1#=4Hao9VHh|9liuxZ3k<-zd z^Qa9{rIQbT*=aEK@6%Ipv#;9)q@fXbU?rzCzG>NyK-mf+906p+47<2L9pXzb|h~8D#qY5sIzxWH*oo z+FbmeU=8wJOD{{ftnIvk2HhsqX<0*qLU`Kc@mn<5(y2F58w@c{UiD=GrSV_eeb&g@ z8s0)0q;V(zqgYv*Y<*h&O>ui5Q#8^b=FNQCP?!2`n|-1pgG3u>*l)Zd=}XeKsm&I} zbC!j--Dnfe!?Yi+K0357K96H4w2eU;cnEhlt?Jp|=Nb0OQJUut!l2t6eAWDdXk+hY zR=huXj z<-6G}XuxXzZ*BZ*U(|N&0cwMOv+=Eq?Gy@oepc!%w{+Y?q(NZW`6RV1wX{ou`HI^m zbsixN`pwR_qY6@B{q*Rqoms)z}*%w7iJH0>}wA9Q) zLE9eh>c7xWwnE{TNQ0INPqDUBOEcv=JyNE+2kzD62Y!OV9UJ5rc_zW-ZM*vk3_Y2dy5%EfGgZ5@3;QFH5?JD8bg zkbD%S^}{Yak=^aUTa*TKHyfV`M$!0}E4eFL?zR!{kOmpV#{aB0n8xPSYg2rXwRyis z8jQ_Weq**dnba%sqTRB#q#uw5c^FB;foPwV<(7@g7{J8EIjWM}96jjU{ zCVxb2kjL$O4c>(E_@={|`pf-R{}a-{3c}yZ?~sRVc$X*szgU>ZGk!)IXyXg|chqgc z$z$WIp&;y*0S40eqPY_(3(T`UlWfriUr-tNuAM(%+eUGfJSgD=x!2l!MH&RDncv{= zOM}9b_04n1+p>ATAq`Tc&FVB>0h>bIcISRT4Y{Qc4K(mJ;qR^5|He~>9k{4#LnEyD zj@lr(@tbq&33fHv(D-!+!n*!&1LN7K5m_|cGVrq8&SF0ih8E?=YriNC#w352OQyYc zM-%>N`kG?&nW;fynYQH@YJ)hi^99yvYU$#M%~#0Y*6%mcprtN;Zas%GWsj~mAILQO zAEZI1wDBNKN!lV)w%IAS^rwLa+N}JTXc$czYDKM?ta}?y-46XlZ7>CK@}hkysiiU1 zI<1zqjrfN&XsL-;)=WSbHFu}2v`C&bcqd4!{?Ch(zx7Q(>yDQ{3oDM-k|jhM#Fg2> z{!Qj2TGcF>x5zd<=Z+?feuF84Y+01~jZB-G2(>{5vGWJDfs`wAHtZQ+L=A(!kq6Qs zSMtHH3(ZlRTPl>HbU|xLmC*t;VNq!Vge~lx0WqX zR&MEI0}ZU;7GK}ORU)2-+1JbFVB_TB)4T*)6eCMVwwX|Jk}ygd~vgLVo(5Zp;2 z{~^W1kGeEWyrHR)1|jd{r;=K=_V+gyb(3k%G)M#Ab@G9JDA6tk9q%a9ei>-!AN<92 zQc9H{>N*tFyAFGzHb}feEfnp_VSk^siY>v>X_1C4<;%6tG(YNSJ*gf2m2&>*`xxc6#ze3s2S9$)nZ{cU;% z)CT<~JcbLVD6Rjf*BLn& z@4aK7VbJpjwc1M-kEtG=W!jR=s10Jl#amj1a>%1rXOhYN)*%bhV3}*;Q^7ryL;m>A zjsMpG+O(h-(lCecT2CHCOPG1LQ`Yv(9nHcc%a{Dk<4DyEa=%4nMQz}3X1+bpllraZ z?WcJx_fC@L=R&4Jo5>iM~oR-JI!x(V52Z9{V+4f@T-=QKlTPtZBCtXc0j98N3eLK^fN zFBeyXCP?khJV_@@OOzX7kV5R--Lyj0=2`b=%CwUP8oHZ}&F&+q+sf6QT~4M=$b;IT z+bn#W_addY+K(!C)4L7B)Hg5EFun0t&D!>Onb845Wm?*NNCS5>^BerFXvpgQa=hY_ z>vaPShb(T>$8@J`NVjo|b#3S%bMvD%umV3Q%0<%dX3f|{HbTn+2m@(O{v+7EM9b1M zZxWf7vmnx7R50`HDD9F@)e~Ndr!4mkG|(nIcDh9F_9Jnw*(KDKxL4{ZG0;=gvP5)A8)Rd zy=_!Uq=C0t`HKE7X)Dw0qialp1PP|nhrV0A6w*MOi~kXF0nw%`JxdECS=M-8Mr9z5cY zVx{}kK!bcF{68>`v~^m4zOt-sgUyXLVH5fcdC2N<6Gq6io_3^xhuHZTGnZ^SX2IR& zx)m_JnH)&NsAqFGt(tsHr#|gA~qR{n)s1v0@`i3 zQ0cQ`n|H7aY2Y7ro9uRzry&O{KF%}EB-w`(h`U8VBt<@r&IDo6uuCSC$?I*rZ6&vsRm3&>R!X%O=czVLWP+RBd}_fKx= z0|O1T+4+uT8Opqlb8(0D6oRp^+8eb&)VsL9Z6goyocr#GtSzt_(!fJpJXaQ@L$PhQ ztQ}-p2_K}vsNmwef(^*ux-H#aRi?c)(4gO3e8d_>QQzgXzv4V*TXob1Q7_Dpw9)kG zqkbJ^D}>fS8e}9B&z2LYr9(4~-KVz{hXq$nq=6N9DU^dWEJTd%r#R>QWq^T$*!led ze+q>+zcMTSUU0Y;N`p|a^DRbC8cav^P39?g+o;+|g9(y@yPI}rw&wHz#n14n*FhRM zh?$?kexihwJa6~Px)Ct2Qurbb9K_5QlZD8n>FU1?kXw4eKm%<~{#qd=_1n3nh0L3*mU`b~J0Z=rt6o;Kw(SzF_}NCR!ckQGSN`{y|iyq0NR^^gYIYq)C6%4GPh+HkHsSowpJcLMp3@9#hBW9m;kiO#npu8nbiTRVQt#$SgBiK- zf5SH9Z|8pQf3LR`11o6@q=7bmvt4_)lX^z=U|HH30}PB{<`)P~&_ZTW;#-Of-;-OS zG{{FL{>zeblzA%zv{h7@t>4NG&EaBC|E5sptr}HBaj>4DHPRsS3ddNtiIyk-ms+|J zFd^M^N3-*TrxRp_5}l(JuNCIEL2Y0KJ3po9NGT-!=MDp9ZEe~j4N{1cFWIh=6*|s2 zs5nf_(++7c3lTQR)6wEICSxr{&_6WLAQVje2HgVE*7|E`d`)f)g|+S7XyY*-M^XA| z+GoWXY_|>wgKo3%tAZ1W7I?tJLk_G`{%&Yy{sWZtl-&l7?~p?_=?4Q1vYT*8tqx_k z-UHsp$h4guQ5$3sds$ZLPq+3s0~_bw_1&Nw@T8gs9ODAinVE2 zSERvo%fhFrJBT(eppxQG=rse}(1huITe9iv`HOexR=~hY8HhA!Dc?*r(Wp@BW$K1z!LrtH<+Y#*#BJ-rG5G!4WwE4ew4P`UiwYPNwPLeU!)nP z4a}rfDZ5=Ba$&gaAYTnMFsXyzL2{5uEB#kdu?xMwA8JFB^3gPoQpoomTNB9Ih6TH! znfR)x2aPe!7A`9#_gmEvq(MS5@w+r9DNM&i-8&=G5{DuU!c@4soRs$Q3IuO!A-D9j zfd(VJ@bitK6!iDA4pQ723h$5FFzET->_tj%X;#f@Be%5v0Hi@ng&VzNDfQNQpH|Ut z83rN^JjCTSNsbLztM?iX ze<3502ENOa+Xo7SBN-1U-d{RKxq-R(6{M}Sj45?%pyKNCPXi6y!_42R`%|}>PnpAI zlO7t4+MwHnztD6dlTJuCFh=h-G{VR+NCOA4a0jVJ>F9plmdRvoK4D0MkazIC`zsU( z#b-61Dr-wN7HN=pUHr&H`%8PF3iTC7ljjXI2zg;jla3}K1$wMkl=PoE4z*#B@_FTN zN|g_~-&6!vqwz?CeiLlkf(EQo`|>N^)MlQ5G?;F=_>-rJL~|Ue`$M-W23CxL23FwD zefLsB*A!~52&_dDQ5rPV%mZr;WpQWi;mKub?Is}&#!~*r2kngFX{_^+>}`3&5eB_x z;@i9{N!tA%1w3VGj}0`C#{Z@Hk^{@`pw1Ptrnz~=D$%S zPPXYE0}Wa#l=s$Z(zGA(P4Q>4sF|n@eAmXG0ga}98};XkVh1{G7Sgca_-0gp@{o&p z^0$>+T64A=noz$>`(N|*yno_<;(@s>X<6nY4O%J; zFn!2*m%Z3I&BwqyZngY+iU>HJ159rCQw1-YgE3y}s^ zuN>icQKgAx+o@J;Fr$;=p8WSx^aZg1h^C8RK(CoZqz)NkANx8_ZZwX=! zsk{Pd5cO8R1?{9bO}ipI{sb0jiB}>G;?(S9WkQOPP5)J`rr2RTZJ>dNnE6nz{r`D$ zhGZq>y@pAvP#d(=#P=GCk%#O|6ZBg4H^0?LLl5EmN6TrDX*B)pD4CXa4botcvGUuW z+AWUoPkqB=+BE|W@|%U9{}xKK(+XVY9& zT*0+(Mj9j}E5ATKhMae0mIjLH+fM@xotGB@97 z-;qOM)K;W{6>R*?WOJh3+4|>-Y=!FE+|V5S{@gX{H@_Y26nkaKw<8T&YU2~GQRHtU zXL(+eTYBC=gO-~3Ve=MR$*isFJw|Tnv>m7orbxnDQ>|8K(AWce<-xhpPNaeN+PQ~l zRk!j_s8maCsn;%~!H^|X`z=8&{hQ-XVp&_Pfd<-Ke2SEYB5T3$b>Z^hynHumgUB-R zO`kbr)3D76R?98zxCd!yQ$EO4q_u9AC&?7Mf`#`Y4VE%ies{}8HXT*J-DufEUKnW5 zZ)RQ-Y%^u@fAwF)7k|MCSL8m_2ASN&k33w|Z}tphBV=v8_ahCgAna+UqUFN8WYu2C zRxlqx8pMK)Pv5lCMRl6>ODfa88fegOc77<6A!XHz_&}-BE zvtGsTkmFE4>=4qR-}roM2}#T9*rXUvs~kocNV9V19YlfktaWNnIZQo{APuAm>&aA< z$lDdV-(T*wGX@$2mW`LbEIPuK3sf=Y=s5KQJbOP z%*NYRsff1m;OqE5s-W|>IpK!Jx1mRpgN!!iQ;hVvPa+H)M5x5ykGkzx^oT@qw>>b> zzz9Me?UB^b)J=CN9AwQY)CS#V;RRL_(R}OpkJ*YN|G?8ogIS23|I;)b_1ng@jqb@N zEpY~E&~G;WxOohX3P&bw@sVk74Kx@P9Q--f9Gc%>4|p3b)3%*OZ8*Q@dAtveF>%kg zR+2~hkaI|bmI^`Nfr9>Ama4tv^kzSgGzfYNKhsS}Gs_LPiVTze?U#WDEp_r!6s^Lh zPsA0)a`MOpH`*NBLk5#gSI#}HIR6`S5ou^s3p@A7NZQKf`cH9Ju*M~%LBE;!d#q5J zA?>YhSDXf)S<28-S_g}0(Jc2%7Em${8JgB4f~nMRRyIxZkq*7nIj!^q-K&+^i0;r+_+ z^>V-Mi9v0+THtZ&L$qw&W-E>=2H$Z*6W*IHqJH~0cV}T)Tg6zULBF~9)%(fRZ|h30 zNw3pz!j<4I(xBh?CQ>s>NY(wDHq&94kd7H(n2`82?fEp+m+|&eJS-Y}52e8XXy-2$ z9#BL7MO0fPYpeAi(x9QjBI_e1OJ}W@jbvJ?`$z*LSoyifa-uD%R#Q>2<&ry^nZLqJ zLBr|IVycI=GviPj4yU}PL0K9Azm0j8U2bW!2S@{(Iyg<+ac>uqE1?{w*&ZSdv|0FT zLND6($&k^a_^;_bcQhwIFVZ%Vif*fXMsDefM{cwU*SDIJza{M0MNy}z^JApJ0O;ap zGJ!PVYWZ)S;?+};CrAVDwey9M_TKb_|A}mJOJBL8Ir#*?I}KSgx*Q)W+jR3&)CPl$ zkdWR{dYhAVqgAH$dxkWKdK16tx`?chWpcho(68W6RIVQ^e_R~Ov zVZp&y^@GXZPQUs!Or{-rf!cs(;`1(8c6-=ucM_n5Z zfK%R}HtaW6z33**1-&ONR+K4h@D^b(7j*KsKt;99kn2$eb!j-9W_*VCf})70Pt3+BrGHt-wLAb|*VOyVf!iZ}fts&VoZ&=dr7F-r5N<7e2ggV9g;sn`N?-nr9@K9IFF`-?PiUSS5k zoM4XjR`$QM^2R>5eA+ zZ6p=hG;H_l_-wfd(nW%;PkKymyQD#Ex>m?N5r@zs~o#&Sg6&y-6y%< zP8(=oQz!oqW(PWE%bNf3XqgtC61Blp(8^bAX~}ypJUOA*daIubX&4K9M`{gCp>sv# zRovCiklGE+&adYrqBq0`Vg?I={u0Na^;HNmJi1Aq(vHN6MiN*j3R65uvVdRzdbh4K%14XCO49Y zOufBLaS*#M9cqKfvhqtSNh!ZI=-yYc0PLO~X^@eGD&#Q~3-c#8QOrY1Wk4Flf}I}{ zC!~HGnq;+NiuB$|{+W=5p}>dw zsx)y(H!>`rOmk&M8mwfTyl|>kzILzwnsYMkw}A%3g0M| zLxFb9{(2~l$I$c(xBV;lZCI8+J?-z*HX4Yv;hXG&CXZN z=Sf=U1p!s$hAztGMw*3Rz1Ip>|BNo7_&0L9+(-j$HeQagEp5zBsWg0%+|vAckOtl6 z;1{IgD7W2co<#9b>8XJRxy``~=)a`N*6ID_6!)|@NLJQdD^9*4nyB9lOJI)z6e38T`|d$+Zrs>J{oA)ZM+0>CwJZ}MDq#FtGG-vxFFIXftdN4NUI4}_iYwMzf~%PG)&_B+^H$0qd$wQ z{n4ElO`5PU(jXo2MNCsN>Ci_Vs_8H^=?Mc2P0AOhZK&Itrb^pTHtB>SC=HC@;x{Ee zk+xO+ex8xF`4&YQXcMBeAZg3FsnZ@=TiRks18oi-3TADA_5S5Pc}aB5K!dn)@ZE9k z?((Sa*A#=o?Bb{mTI%A*b-O6$7jIju*qLo!0%@Sl!jJ35P#(Y4;)LQ^T#k}RgIp<` zDrhgc_teU^PPW2-1{wstaHHuFS>af^8H#(1D@vg@u&KE$yG%NXW(}!!C9}%fI+sQo z1ij!PpU9?PHro7U?=4aWX%MDXen|0&TAFv&oaAzPdu5f>kIZCAQpXC)1ibkp>yb!Z(nbP`~|K+Pt&eZ`oW(gMM@I#lk|;7LhEy zBEQ`=&_J8;Go_s5y+xV^D7F}vl|yY{1qaWTS;*h2Y(13*9*x^ zw4xUR6-WLDtGJP7@gNdz%%>z9|-`Nva_Yrf)Xh(!Jy$c{eRk>{p&O(7@fyd~vG%uf2b+W{Q=}WFOQ9 z1E85-G5JE;?CGAam7TXib)MnC>CzIwVwE!}Z0 zpQ6%fzS>ALwA5y#Y0IqaubX|*QwT=ZV*?Gm*U5LZ6VcX6^s-%wt(CQPP#g4{l~-*k zL<3-#nGM#-{np(VX^qtv_bOv@3nwEp!F1`gunH}C6Fx82-3F}F;k zy>mENhiK$_^6M0JXtf(8TBW=Sf?K zRcj{5w6KOq18p`wzrRKERF8&i0=7Jf}FHI080mVFo{)1Dh> zF#cKj(=+Wq_Z|^f6%+EvR;UegB~M7ZNLy9E@xNt%>)je@pv}qOX8fSBxo46%MfnDE z8>B(%wVK(MR2@ohp;>&Q^?t(?^3_0t^u{a1o+sG47JfB#7zX{mwkQo@e8c?^x!aCO zHLl9jhGFfH2Hj@jV~kb{qTq&&ZDehg+anFS&B@=w4xkh=bj1(F|BpO6APvIQ#7EQG z6!e}yesz_#opwhP*3BEpK>|;&RXkV-_eX8eQlZ}(QNJzeoBV{Vt$s&0G&}zx_jU>e zOV4$R2~x&RNCTTX`5ntUG-Rz$6{dLgd&@w>@sFps)@0LKAIv}WFvU<<&>6LXP5G9k zb{LSWN0V1_x3%tqFvyj{UlF>JNmDiVQq1o2bVV9W8(jP-{2g6xZ{S;Wu^w31&_@QE zA@dq1_irgxK64hmtM?kl{OSOdhN+TYV_Z(%cJJfi@_M(Sw17aQfq(GnQEi%RjX!c@ zgAPM!#k(O4dQB)M6HBy}x%>Iaw72ePHh%ZTM%}iw&%7-<4I8?>J8FY&vqlN0){cJ=hbaLBI<&5BrcsD|8r& zBnK(Duwwj?KhpB{M;eAHKhX^&ZDlPP+v+Vv2YGCuK}-3?zG9Rq|0@;oP&Wd?)(vnY zjn6-{ixQ(2pGYM8N4J3p1J@N6l0ztg)IHfyakrtwAf#ae;a9Cr(1Pg5mxb^2hN2DL z8E7yp3uk|c$#-ABJF9s5uzfIU1DeysHYuBnX4T0~(nx z7b>o}emiD3(r{$vf1SHawEU0nFOap>7~zh_4;8eED8XsdD$Yz(j6@oEua$3(Yp>3d z`OKZ9$2?l$qJai2b@6T4MdTr~mw#65;msI@+Q37cylQGmnm+eU{^76OZ%s!d4O;5t z1AQ`T>55(%H_EiEV~_?dwYb>k_(!tBs)PNg{6DLf8gkV1q3>lZo5tI~_I%0_r; zpuzAbT!PlFYc>lywOOWZ8t+D%gAdKqXfRD*dDKpMkm)l4X^=vM^fs1^a3W+?oUF|} z5ousj6HmSQsHIcCcq*zud@<0#3c^X^7)rf+*Sz+Xwe6jR+937X_yf%AG!?AbvAN<+ z(U5SYflY zeb76gf(}DzX{I9#^0<{B_`9f~75W}(Ak(fGXwXnIuY%NoM$=?XyoSi#HfsiIgSCQ_ zkIiW)=v`S36_A6z`Anoi&ln@ z1KuawC~G^o5VgT<%fxSM2GjmP_1~QpckxCpLK@gq_?z);O5?S6UU?`7md|3OK^hl+ zFRMNB&z{InQE4yf5~P6@Y`p4ZHEQXPC((+xSZ571XsMO&jcd0K3)+eu)bkPM@hMAD z8>A4IjU76Tql9E%JVh~>Hdy9{X5o1}F}3t)xv=B1hh$uiG-#=XSN3>Laa#V)GzBf% zK!Z57^8Ki*j)Jbu2-Fgesz@`?SE#oL#j;!2kpsX#= zR-{4h6@I+hiE_xf>K#wXv_}RS7Af-(Dq{s(9U1W(U&1-|XC`+NIgl*9Vu?`wb`f9}P6n#s}xjByHxU zuzWIX*G_lR*lHmq`Nt)DXGJCLfx8d}Q7WweY&2rMcpF|)mxkG`{BESdh$Z|8>>2gi zs3(z%mCQc_4SG%3ZqRC9pV^sowyf>=9@GXcb@J6hIf~Nv{~b}xx5n>98pb@YR=tX5 zNT~xyDrz|U?n4?xsqia_jx@%+Zn9bN;wkNZq(Q$q_zuBh>bGv4zr}Azq3>Qd&`?`h z#lL4Xohc|A&mDmNu(d zKSJ)ep9UJV)WVCLcAiO?)6VQIcnSFy2$n&EHXWhUoyhPzCGQziv`yR@HmH8af zzzD)<+LLG@r{^m61!LUN?ED|=$;o+N3~(uou;e^y1Lt+{BNWX+LQntgCA*vd1*D;a z@R{IKnn9278@^rdH#BL%i%5f@=lRG^dA#e_H|2B~PPd-9gSq%m6N6}8xjNf{Trw@< z5=w(^vv7CoOOp_<(#1>5?$-M<(qJ@oTG-33QZ)X>9SL71YqMTK8bpGF@7|v!BOKdY z{hU!<77wKK(Qc~m%X6}3Uk3sdON+KAO7m*TqBuxm(zJZ|M11P%%; zj~Vq9|9+@?9cd7zR({R(BZWfeM~Qu9D{cqrZA7Sf>KgiXf%p}z?y zos`~&`884$BaSi9pryi(z`9UNmy`-uTn1Zm8?|9ed7KU;E5rrA>>*phKL%-_&B61zGEuR}`ka~sLn|8pnvUu9*a!Vs(Q5*D| ziO(BOQYODq?z>{sr}tf?LADf*7ADdv>+Pr_iYs}Rdq{&E;wo!0uGuzI)TiBA@U)!Y zz8Yu{^$uP^YBaTU$Y3uNmfjmxld3V6%=S6O|Qe5@B)L^8n?eJUF1~#?u zBi+U1A&C?1S*%+DliTQbNCR!$c{5W(y_*eJIEc@CH!usIG@Pb%Gwba@#Opy9m zzX{Jq3ek)=d*eEa2c1KHBMl~k!gU1gqH7_)i;Dg6N`H_B-s>vsG_GPMlTCk5e-kQu zNW#BJ1Dl%pDn|QJxO3+XMft=N1{#bpcD|yIq^K{GaQP%z+xUNOw7Hz@NOv*$o3&Ze z4>GMzg7i?92K>#;uMO=a4_OhEOff8^Nr*J?5aB1kEosO)@$AY>S=$u@4N|WV^;+$h z+i!vuQ9mn@8*O%eh3+x=TZg-;6cs9(c_0mjEDNt}m6@z?-FuFrWKQ;U+v^)t)gB0T86U(6#^mQgV6%`6QCq)_r zz3@-5Ml?2G92$5~)>bqb(!fE4Vr3RGLW80y6!#ck8)#qzp#Z^X(l+vQ$~U?ZFj;O% z?nax156%(PZx^ETf0nmZ`lUb`^qY;}QqzwA{KEqjMFXrUkp}6_%7flcv$v}Q+bSMC zeK*h`6s-IP!5(tnb>;qxlWlr16>0F^9ah@b%Ly|KqfadVWfXUDI`bt`-`|-u$QJD$=}~FS zKe?fmvm*?WrEn>v0tNld3kejP?TK56*wu-Z_Dqho{GSG00;mh!;G!^Xj zA~^o22)k`!PSget!lU#8O+wxj91$gVn{O_J!F*h(W~co~chiKeiVMA-x!usryh_Cj ziuttrD(ukx1M|@}0}W%IufkK25$5gt`9yB%+&ria9K_CVG^L{qvM*wdVpM3E7ir+T zLK%||v=?&kl}9C6TdsUa0|&A5tMcI#rEAtjD9#n)3^a&RD?fL7LGy-J&#R@Dt*|OT zYJ*U)@P5lkdm*u%{i@5ffC5N^esfvbL;p6^Z%Mg4 zWP4|zfxkI<&}+3}{U1JAqHDu2-BAd&fxq!mj9qAmS)2CGcG*Gt7e*KiF~T;@M{-n&9&Dp=r@*+s*+8s?nxMb zClXt_s0?ZYn+n?v+NH=tJ{|n!mbNR4H0U=oKSD8+wx@IRTVyNbHz5tQ2|pNmM>hS~ zFGEpT+YxAo_M%uA zUbOIPnO4S%G|*->v1)q@sijkzOft#+_R&BC?=|twincUKf4y1uLJFl^_m4=0Tr^_jB9wu}m4TdZm zKV(}^L)Oc%y3OQldD1|GAkipnSrLV*{^yGy$b=Ypfg%Qom(1!0iKUHtV! z2^yP=w967L`$yrbNQ3NV=X)0)$p$t3LK4Wd7X}*Gz{J-vT9giqX`(2Q5b2HDpxcBO zRO?CGonuQCPYiljLmGISi^tVdS}V+)lYgdc1&a^Tz(H)hn40#F&WxW%50FoFy!Rl_bnR(F*FM7xJws5c_=7-ln8hD6syz`K(@N(nA%W}VY z*F+k62%m+VqcH8YtNmV?mb4bqAiD{F9oS1&XnrE8cg-jv3>_?GCPOT){38GR9kCN(aKs%wkp zDfU=h7&_Yx0}BGd!~@|8?c(j|`n{;G44XOM50ycu@qO9CH1?IgJ0`adLusw*A`HAk zxY@p%=BVupclswcG*>;O!NSzUi%Mjpl|t>n;fh=L4-7QWX5lM^S2Vz+F1;oGHZOMD zn);{>G9|xA8cyDk{lyf;8lR+Xvg>?lNtABh&^awQ}EGOb*hnM%zp>Ewr&4nu+g&Y@oRM6>?Sa z*Ggv-q(NL+`K5d9635aNmK?J4{xZ;@--OLi%?jN&_YRj^dZa081DbHRZ!9eoUfRYg zhWXLWkOt0c<=0gX(vT3-+gnj#ta@{#L0}30eK6BxtKGpYN#vHMXn{1CY+3m;*sWv* zSHj%AWGh@S(4gNe{0dS|vO=beK~XYodP~#>G<#Wg&8HsGjzrZ~L{^hl?r6NFp0srl zv*V!RF_u?rq`@$6=7-HKD6;ZwzMNfdX{><;ImE@cdFzq3sW}RKlx@1KjT>#klQ?aM zv5v>&@A}jYQ*Xz%NP`^0Z{5!!=PkUcT8KV#Ls;Q<2m|NkcV=6Y?-rhTFn&85hreeA z82GNRym~?T=u(k^P32yTXphn$9|=WHwKpCqDm&-t7R844>VPzedA^!YKr_^lueJor z(oFscgFp~|YEy+~4KJoQkH4Xf-S*i)0~MYG|L~$rbmH`~nb$4dqX2 z?@=T?SyW<>90}HcAa*%H@=ysZY$ajnJC*}UN@8m zX;)a|J|=Bphc7Emb6a&s8fxS7=Yy1XJO29;zaGMt=IVho@DCF|5KBO-(&oM!^2;rK zV4%U?fQ|q4Hj?`7`lRt;GHrDbYJ+|g-o|Jzv1YF?Ws_+EJ&^{!E1VN;r+({tv&vXG z=8N}28ulAMb!tTUD9gb1ik7}J&>$ZP`xe=0#cWQ}yNBG;?Y&VOEdGS|a5-tRwI<`? zEix^%j~klP%wBfABW=Dbip-Y#&Dqxt&B2c)hmuYA?X7W4*7nChL!0ut4UK6nS@vH@ zHJKLG54FLFC6r8!pj>&aa}~vD-I!pcfi?>-#UDViQ1rmIO>#!68G8@}ls%9=v|5+IhPpP~@5we0X<$G< zgC99f(FW%I?XSzUrGwlk6aLwiooI8v^@^{pg6`oz*bR-BR>?rKqmEV6Ipv5iFa%-X z9xi@sD=A5vP;y|HZUS_+=LQ;#elDJkI+J^Ntn6D^?zYIGs14l1#_w6>qzTQE#dGiI zs}9uGdl=GSLSyEYGkj=F=$85VTUncFIMSfsgrk#fG%`Qf_%uFKqDem+XwYx`D0dIR zJVs86KRQ9!?hz;rVEhiL_FJshUX9}a|AoCaXe7d5&S2*Ef+th@$P#&Gn(QAHMj;J) z&CJ8fMzrX&YrSO~Bp8h}2vQfnzIcdcZY#1}nk>_f8)(pN4jxy}XhbNIedq)^uEvc) zZ7?F(`5LAx`EK~$w2B+hzF|lM-xVr^1XD{JHQhQ$ZmH*3q(Mt<{9IUjk-uT{P{r-E zs|FgRT@%0S?L#fCxNXH|*+b@xLv7GfGq2d7E$6eHo|#f^Y0L3Q18u?j%MdA4WKwRC;9zH*0yRQYJ)g6@wWvv$a`x{YNmKa zA211N;Js#^kWA!nPnK=DAZsfgjx_K$3%?m4Rru&IO3Do;~OdwuEO zLypsJlTjPAR2XCS(9G>*^tUpyzxAJjG}w%C^6kYfGzqykK5CrYZ?36GgZyUWC+czJ zy`RQbIwWiRW1vC5+4%9vVruD`bOUS4w5VyQ4O_~$W!FXiwyc$C9g8hiylYN5(+$ne_bwtRPDj?t9e;lV$J0v&8pNrY z-$d9>4qHPAqtP{~L8jYRDF3+H5iTQV25!OYUkPpxNC4oTcUP_Z)g zpNBNaAy)n;;~`|zz+okp$W|ygA8BAy;SlQ!O$Ku}x$;e>Ju}e23c|s44%#(NHe%9p znYM8OYJ+|gs;>r+wo92TcG;#q7a|Q}!NIeo_EW-gu8114P0K7o8e}9Ff8)P`GE(P^ zQ6*&BCj$*L5`R40iK0HB$%5~4zwKF!+MuN-UUTv`dC1z$-irC#;3Y@{53%u8mR8Nc zf5DJMvbKs#kp>=O;j@~Cw4>d)>GKmZEx|IR!OokVpA>nLhr}IQq^EKoVg_kDKIDSp$Uo;Aq=7akpA8P7ed8JhjyBL+ic9A>0}Z^F|1aYLh3TD9 zy%pD%SFS~A5T?Ta@cbx+^qsq~vu;w{-RiOqY0yx1NW*^P9-`&?4O%MvBvsp}Y5OU=;%VqPcQm_$`CCq+?eRU9Q|`B^Tit2n+hr+e!0Lao*-E+J z8g4@xq;Wg1o$-ulKBK0@U!TKR$h;kC5Lsqk%wP-I^vT`oCFPdJ7-(Qq;TgpQ($;;M z*G;{pn0OcOaHEZf=?6+7$Ft=wBui_*(+$kUXZKn~iAxO<{*-C?cOebND;vKksO>VY z8hb^tL-52vgKl&1^!A6k&2Pk5#X4sFZqx=Q6;^CXDd7-%TkfF^_%hdhVCFZ{CzagAR)0!U?+(6bMw`5va+4~P#Lf+e7#ni z28Eb^!xdGp2kb{03<_pDs}ZTy9$1t;Yy5l$1EKr@q=A3%%PQI*0C7n91}(L_*sq2BX>%*CZ#%_PmS#th2BF~KTZ|FZZ;8itij%F7?HJO)-%Px~ z>2{)dKF_XL(BE}S<6GL7$lv;UzgH9nT7De0fxp@LVd5W(EWgZtJM@-fI_i7^X<$<} z8=p$^z?=c~6sN<5P9h8Dfx-iz@036`CRnd13;Wza1OG7dA5wg!UR(KkjN+bgvI}u;BEZGL)#rMTj%*MdFS4I24OH-3GdV=kwJGYw0p}T z|II)H*L84hZ7AeVpZxP$*1`BW}f3@R9JJ6%gE>l#Y%6u7VFvM8+ zy^Eb>)71ACEAEutHqgMPCcaR(PW?70;AAG*3X86wHV9J-ADW9$oG!21NwJ65{wmVI z3c{}2ZK93vTo5d4D{##X&CYK`&Zi+}Yv}>;=T4ZAo*8K1z5K>~c5;xy2k+mJgMQ<6 zlm-rB`%6O?akvi~?(;Z)i)o+sfWV8U_|GxAlP1+w4o8iY3u! z0}axf@IFa9cDh!zbgbOcJ-1LBj4>8I2l+#x;L*F0Vyk^{G}0gxtQI~tlY^Wp@g)Ab zH#$hg+eiZ|@I77^O}4`Gx4I@bG(il)Ag=6uC3%G+A!U;717zB90}bNJ&Tqe5B6q8> zFQ}sIAmi?!HfX4mZ-dMtcYC;{hNAvaomixSyV=cbO*DkIK7U{H`6{>6^DfdLuuOc% zct2@7TjlvhnReAc18u??)=AR#cR=8Oa=*>K=SG{5D^t^`koaF##i-EYKcwNP!2fxx z6{m0RwOUc$G{=26G~whrI|bIky9s;B{dV6#gP<37F0?w;ANRM*A=6gIxzXn2cu`mtHzAw?e|4N{1SFaNZM6hS9SDNdbU8EBB+Y`j9` z5Q@`gn--OlTe|rXYJ)g+@S8aWsNXzi&QQ!O`#we*^qX+j96^zFec-CuaxB=MAPpi* z*seTIv^MzyhRH4c;g06uuRLB-OBa0oP*J8Ge2UtjrFK5lTZq>G;QVJYZNxJ-G~q(; z8uGV8S=0QGY2MF~hW^GM#5JI8nqzxDDr&YTdEtg;=UYfxb&8y)JExPkY0emE;Jq$> zMt_G|dhUVO2Dzn^Ub@j{=I=62P)oyuCLWS$bzixmx%i}}B++KyOs}~8lJ2z|nvK_N z$VyYBMt`~}s#;w)&>&ly%ChQA$7n|GTO@g~+|s#kP#eq~ELL_%(Uc;q(x&j?GOguX zq(Pio`8?!2^;@-JXZOlcpYt8kzqW6} z@<9$og$l;V`J(MNjm}dJB@fbDira!mzM?kpH)ewn zii9>tpN!R6xQ8_I8?ta)knhucph#$WGD~}zR_!~|K$$T9jid3eb?nT+GA-#3q`_!v z6adT_RPt*qfA>?tba^mV??G<;v8~#EX z#Jq){?o^?<;Jz7m3(GCd{2OU7np*f91FhV}hjL97RrX>GG-#>t=a|-%k8WDhoRV$2 z7NCSU!au3le;2!xnOyO?@{vi#t2_wBf#lk=5_Oh}S zo*HPN&CF|LX@4@FFlVh|!+m3d4Dja|u&JG23Q0pPJ(?;|aUjzxA=03wHhu*uD_!)t zzR*Kabi|YhY2dvsUiZ2Wt=YcTiikg(#EkUWK!dT_#dD>$k{R=A%@WxPdp%Gau4MS^ z?Hkd&H#AMF`x|c53{8wQuqi)dD@d@agNrIISXN4cFpy^D8xFA)rUzGjoG%|#But7l z2vaM6kTr~kg>r|E4w1Xl`)*U5EL=0dzz8-jEejc8Ol!X(@+@_3 zN|XjhaPYT;k0~FS!)qvNwzo)yH1J)a4sjzIu{<*z<TV&eTYQm=}Kg=OEhq?2Y2z zB4ffG5%*S33EhLuXP; zFWnrSOzyYhX^{r~X6FSjUX%0sJ#SP*Zz<-Zw+0%tl%Iram8i;$F4{_mVYh8fhtkk_ zdEzZdleg7XUnoxLgVQ4oq?!1`jDBQN&jssR>)NoP_6$e^ZG7K&EUgso|IDEHuljcb z3@mEmv#miiUIo4!bUbuRYp@0qnG_ljA=(jyBb zv+zt>h*oB2q#B~=IZ`eI(jb#s`F(&Gl5I}KAs_T{qIq~`L>kJ*|0K0tiq-puevxTs z3^Y)vo&T-b$VVrv8K$`9I60FW+3frzx;M>RHB-;(y0PI%>-ZuK=FP$z*8b7%QAEsK zJleyr^&KK8E7zX4t|DF+ckBbD&Ih+&CPkf zf2K?njS9>!rHGWxvLX%BJg-shWN*or|F>6`En7CELB%W7f$OM#jyeBS(P-#_JDQE3 zyvRwV+uEqnp0f3>@I%?q=Xn&@-aOjxlXizZ(k|KE(45>)vr*MhzkD}`Oe>rNX=rae zUp*%4wVdC5K&HKQN3-!$jNPaPnOftv;-LJNoG2UAAQrxgr`?TNcf418>4u&)AQ#fm zdikC3kCd5RYf3DWN9xFpG|0@t-=8P>g0uV%#VOZc1{(N+g&%F-N?O>F^=-6lZwK?B zY@kyiFI>_pnkCWkD`l8WN9IKujFc~rZy+~KIi$%BS+olI5C&<%%v;f-;o<0!oS zecb4x{AaqTFv~@crvTR=rG@Lgc$RjB9hBjNCNT%%$K-nPl3X6gc z?LQ`C`-QSjgH1@oB*V8&$I{P2uer??kGhpMBMs(FIE7nYv$vhY<1c1lAWvvP8q6F2 zTX;lH-}2L}_&tAwoixC}vG~^YFVaC8pV0UpQ%ucaR+J28&BPzKxJj|n*}0wKN$=`5 zq=7~){ASlcvbKvoEQ$r~RCc7ntU3A9EDK4aTTbk&q1y*e+f@S%q8tCsO+vwKO|L1h zbQn(CYzK-4IuN?{X+2DyUF>{NrZsgU4F>AqsX3e+VMDjKHDtHS=0X~%)W-LkOVK}8 zp?oD2d-M+sG;jnPf9TqS%7zqOHb2ovib_~s0%e0_%75sqP(`!iLyGkBKsyB@403|d z@M$8&-GYIW6|1}jOS+-ic=tJN*)2tjjIsJa(Li1sXkZ{#p07%gUs=lJh~G#=+U8Oy z8%&#%uRzx&mG-(`=AS%o{YoPZRmz)=^r8sTd-@g!Mxe|v5QtTZ)1jZ zQmo=tD33J5ys`eg+Qs+K#4`frc}r3OX@*LWb%{(&7BVw%uHxmza|RlW)Xalr9A!Vh zmJPyWEljP5vO##W^X3_OwdIEDOXGiv&==}eLK=9za8LRIS;+d14_C^vrLT-Mv=IKI zo0^VYWc)YpkX%9EGSI+!o%~i&G8$?38)xFXB;!aIS3%iuq`XRfPo6dCOtI9mg|w}T zG?2~8TXC!;>n##fcbq(Ld8;7}tk=nJ|1GAJ)$#dyMGSdvpkd15v9~DATaDhYlE|{H ztB$h4yt#Nfoj}%mp~k}?dER=~KpI%D@K|t4S{59bcAMfzuc;=|Knpg06nZV?g$LV9 zDE{fc7-*mcGf(x}U(w-mOZLmwyQdb)1|zleLqpT4sCf|+t=PH_t?h>9;>XH9lfA7Q zkUO`o1uPuO)@eB6AB!m>^mn>2(7Q%+16f2FXOSwQMkDhD@8+5M=|MI(e73Ba{|S{|z3en;VAS z=8cdBX~D)_;Q-0j_WB6LO^@u2kp}Z7^i=9jsXpDHrHV61kKEB5{5*P2@`Wyi!ZOJ7 zwyFur2J>d-*J^*0y|t)x#7CaDu1%2!;myjABRnK6jA{A2mrV0-hBVNEP&img3&lG1 zIV00P7-%q37e9F6OU2-a#A*M?^R}Zo$_6EpuvnIc3Wv2@vM6?&2e&{P%$tkf5Pd}H zG^o%ZMZp!=5^3P|4t{o7>;5^oP0rVHwESzJffh`B8QPn)@OA7W#XIdsTA^&91t&jO zwvl8zXz8ywyF8{f(m*zwnVqZF-jILf-}{!V(<*I{29eyt?`8}pS_AJzmvwu?l$E@# zI~qIwS(w~(=dE{3WzjAgU@&cFepF%;WU4S>FrQ7FkTZsR(6I4>WEIIsNNd1 zM;c6yEVYgy=D`N+wVFF~+mY(e6*U`F)6DH9H7}$r<2e$zY^!yS_Vp$1` zI-+PmbMfEsI+Xu@K0n%3w-3xQtvewN^B-Rfi6+@nhIg1O({gu48YscS7xIdcY`I$o z*4AlgyRilu$i}ZDk0Fibezl>YJZ)>cplD!iE^Z&uL0ypso*?{%zolvO z{lzww{q~six_&qXJpQHfApMy_E9njX`lpNY!xOQwB5FFjXcme0}R~C z$sHkx63p5*Zxt!wXipRkiY*gAc=3fay1U(D#Y<;ndLa!o%3&X=a{K4FstCJPdm{`M z1%*~+ooR_N#4~RRdD>F+aYGZ{#hOAjLyHFAQp=8T*+7GV+W1-YM)aFI&!>I^S+<#d zQ8uV&gnNmDNw&6&Pgas;YupcMAe)st=|oC?doIpPq|1i3o4G&Iz^{0_RP8~8^=FT4 z(P8MMF$Ne|o0%6NiOAYE{JWqi#v=xxXb_F8Jj-_`bNgK{#8Y=tl&!-+q=9Tso)X?u z-0eDPd@6aQ`34~kU7i^r4K%DOdCSQblw&-W_RAyF=8QzyFvsxsGy}*L_SK&ET~=wcQAmSn6OKp4QhhYN zV&M-u4bK{98;vwH5aU_n%w)Rhub*nEvvAh#8CYn#d^0AL!qL?vTUCwE#-L=NQ77*h zFpy{->v}4d+B=SQN8=07Cn+=EKQnTe94ZTpLmFge6JNJTL$dYAKSA*v?@I#>Mrz}0 zQAsHr(c?m|Wi4zBL)jo43GYSaA=<1CFILF3KI7fd?ChPsujHj)?5{q`G|L2}!APxq zn=_35nIB{-bzb(XZw4CJo6rxl5Up&roR~rJgSBrW$_8HQ;`dgY()!~2)rl4VrJB(NTXr(SVA@Q4AN)Tux5cBfDq6WFn&O7$+i48*P@AaLPb~ zaAfCIs`k*c2W&RIx<6k`csO_eGTtx18kiZioM+|qcTtpAACp~p_hhUZ*9lXGVSO>lns2r%6%aN zd3~+dWoFA-7`w;~O?bAeG8Hwqsyuig%T{$U(!hEhJURQ57F-p~p)xIHIMPrHyhN%+ z7P4%EpJLJHih%|eBE*o{q|-!+hToKBo3#XG1D!hg*@gm?Wv&d})Jdi_S&B5sGA4e4 z&WmW48DF#MH2f>d8sUb<-Si|4G^FnmMd5JY0E2B-&cvk>e&3Bt*{SYDaa$^-G6x%Cdbo(7+Rf^GxZ;c!OGYTqV=?tw!0vc&+@nN<$jy(tmIA%e2rn zNW+oxc%(J%s~413afqYrTBJcdGV!ydJ1HxiUFuUvH(tzGiPj+vvVx6YR?kPWeOx$b zhDs&xotk*PRhg`J{KF?*)Djku4mB~raZ08w+Jv%!^}6^^y>{9- z|E`Ml(?N*cx{$zy4ML}dC^*Y{Bw8ZSO4QXH@c7E^7OdFliWiCX@BQ3Vw4b927o_3L+ z7Oa!3uT1-Bpn)$4PtFC9y_G!sZ;m`~J9eOKpamNrX>+oWho09;$g&OEi8QbfD{ny8 zjkGY$`mC%>bL~PJYJs2V%|#=)0^Fj); z5U(}UJIb_Cdys}B(gv+ue+lMr;HwXWp z987-;9rgw&w&^bzXjpLZlhEJE-aO-qeV0c%Z9mEe_U7W}IJ9UvW%R+_@<-_UFE#pC?fxTJz!Nb8+s3xl9rMNe8+dzYPGxL?fJ>&~ZmS<5k5Dq`& zMm87U_J2#X21iaD)w2x#d$c`_G_VkU5PCbonkRpENLFdyBM5_ObMg`?f=Z;M^OoL{ zX)g>ka8ny!sQE)GZP>h9Nm->Ej=GUeSoTRpZdx||gCR1l_c5e_xe53DV`zCcY>rP8 zeWa)a^Kqo1E3lTS=g8;Z&ozT;%QU}>NQ0u+#1AAar)0Xk?NM*p z+#VWeAe)`P_)?$dEp+Ri!n$mz(v_D`HkdcQ{uxTP`}4ruZaNHYxASF$L473r740L@ z!pHVh7)YTjNCVN#{Qplo9UL^>SFu9y#y|seGxO6ly=V<7@v@J1WF>6Ain4*13eEBM zQTj{%xP;;mfB$PpgY;+T+txYYbM~%~?JdI{q=8P&yiDyx`R`AS zHHz0EZyRWk|6F|k`UxGUInzE<{N6eS%kaA>8(0XB<00hqt=hIKASmJ;hBMEm^PN_JCV70WKUIDrmek?vVpk?T~41; z-B7BOq4FOY|kBcvMEOYvmXM*|ET!NE5= z*HIWRcR8mbxb1j^q5;jsd+oKPWO{6RSUP#u20um`CR29M$B$GnZPbnU`vn-qT~81O z#wK)?s6ie-{$|a~x@bs?Gtj`}E&MsF&Sbg^*8WT_8{3hmD4W4_*?ELploRr0s#Q;x zZOk*ILG}}Ft7|Ka=|gK2l4(_9kp_++G*~H4vfV8fP)nvIe~vV;UExU68VX03_=|ftWzp(EFS+;2}P&Uwlo#zBUl5I$Ws-0z>)_;jK7^#Wpgz=P1?ZNF7 zHAu!+NP}D|wCgNF|KOL}%qT3&cE>=2aAf9dG+OiEF=M9A*4Jpz7nZz6*}&eM{K>?Q zv>NqwN#~KWY#rVp4YXk5O)RHUcw4>szD1@Lc#AX$NDjV=H;636mgG_!nfBU11KEVt zhHpf(dR?%}w9W5OHt;M9Z_90=g!L~)YQ=4e{_ow;to*wAL9*WE!-go1MLIqp4Xjsa zT|1Aou(bJ7#dY;x1{!LC-+3xaWy9*esT8*<4t_-0z!#kS%=ay_-uwkhr<1iX@)Ob^ zlAHKGmM6uxK4ZHllp|85&q#xL6aE#nhf*5{?v9ZoQqnI-L(k$5cLkHZjTx9yah&v= zfri%0SB;BOKK;F=)iYVPDPK`G$fq{m9j^w_o_JU5BhOpiZ*FM9-{dsX!jNjkn#(#( z_Z?|4ZzjHb{gUdfxCwXd`be>OyJ?_-PWe@!pQO?hzrrrbqRsz-qM^C*QqYGsh$}Sg ztO!Uge)Ak$X=M%lpJ>_P~kk={CYQ1Sj$k3UF*kve#1wv`ktSKZjAxam54`sRG&A3@3n!hHJ$L(!OiPdeX`oXVUz_bh!Ln{trG4^9 zPZ($rES-Ft;wow3!30;l*W;a*@d;5j&?);f%}k}>rtMGO$>Xe^2w9N+OnjVL8{8+o zO^R7d<%u+$HNFv$m3%%X!y(1rf{Bv*3Pwg z)g_9)lZ}%g4P+DgP7WncxHA010$B@Lk|GW4!^}JIY$jT|=yQskBoyuXt3YiZ{~0Lii4f*2QwJbU||N73=G%Ao3e$Hi&pMY`?RcsHW`ryE^6b~L(9{wg-!2amq(gA6Vfmk@w;7~ zG}0Xd>m`?Ei#5sj011>})V%z?6@XYtz)vncruj!K$Vjv=*k zA`N`O;jkMotZThJd|xe7bY1qzg*1pE7G73k{QCO+=Z>t2tmDy{M$4N4Hc4iZ7;_B3}x#UcJ2c@YNYX6EMBmBQQp zpOJ-h13}TA8fc(WzGi%hV7ad4_^pop}}y~HSrM^S~k%$I51^CJ!7k)1b{ z2&Z`TCV9IpIt>R}v;fk;6LnR0f$gs1VXXHlg3sar(a+c>Uy3ndT~tG>}a=etV8&yXMn8{(v?r z;g5j^F3;OnexulyGu4f*x@cHy9V&vNL8J^Y#-h9=*pTYJr{y)-;r_^iNwe{Noph9~ z8oW5JSZF9$6lsvHOnkk#C@p*zcwbs^ugkL-(ja=+d94*e3jIF+@Ce=E(b!HKXrNFF zf19NN>7dK0LME9usW{38UM1Yx$w@vMb>ih`nN}wNX%KZC{MJq~%2sK=<=Lp)2aeRo zgfxgo!gGmm5#%4Z@p=?*YuB#O&x&S8=a-hzn_um~H&fRzGsA zm>HSk!y6iJUfd8Ge66#Z2{Cs?@~M*TDcU`V5BZy&=ezc3s~YiSsrP!(nv#d z<8GQqTRZxYSh3H1!9c?}&X?Q@(*oYrWe2{>e;w1yxRK4pYw?v-Y{gs-k3Z~&=GLez z(m*yYnuS!lJ?MK5S*5<^5C$qW@r&=x>8E2)if*f9T8x1PqS+j5nJkP9WQDKa9@!Nl z%A;&(AiUVp3Z!T0Pbqdg+E;Kxv+=f$eaYuL{rKBhH#by5zKTdgpJ)G(^~l=F{`eIo zPup_?45rP+PiLQ}Fn*(#?;3g9)>lH&ASu`#EFNiH_D(!G?5Eo<4zy=wq(KDXt$egb zE$t(-FVSI`6HHay!0i0VKka$&1wO-O%hUGFKm(Vz@q*?GW#(d=OU{*P`>LXBP&GLD z;?Xvu?ax}~sZ1MI%^i(jmaI(HmaRx)#SVD+>PQ1Gby?Z3!aLH!wSwp3^A&0#Ne!fd zN*!Da`>7mH8L)DTtkbgw8kFP0Ro`i}2vW!YRQ&%H$~Lto$_D>e!ol&JluSMD6|%`% zs8quBD2lg$hDd{vT6yb?UL;$a=={TF**+U+C>vj+iJusgeg#N7 zs_79ut);Am;KoRU7~2+fd;YH$zMHcLi09yYzf7~Y2%xrY%p(5URd5GU-MvmQpC3?0}W!Y@R0Fb8fmxmPp-%#o!b&+ z0}FBS3;s#S7pfc|s<4n|t&j%3Ae^H~NETA%b-IGGh4{5b8d!+1O!J*e%VJ6AC6!0| z$UsBcxb==E&w982@^qQDvJJ`x^Cq+^3nraz+1|K}Jkl<0kp?<-@`XIjPou{~C@QWZ z?U06k$}81ERQAR!J*c3)cSp1FbEJDI*FUW~LE%~3+oNod>+O6CHX&K>zsKDg$XXcG z0coHG8>e-rimU3Fb&72#S4X6Q*9+$%Gm-WF>9j)8Q#Z~)1M3x@OPo&j*3aj+qAlss zPAD6U)XZD8jG+uz{h)6<+1|!>MjB>7etPaP#kYt#1-HvusMZB(5POArTTM0jp3iq? z%Ce>GiZqxv8(&)4Mi%ldV{H6L@u%&Ifd)F|)28*@`s!6*acpZ=H#efW_~FU~B-)1^ z*N(~4*0?*;K&3*@tpbz)cW(b!M5bl#fizHpaL{-jsr1pdi3{XE=NNZ13*Sq$QTZ0x ztf-evTM~q_Vfn__-o{Wsx*qW6uWTS~dm;_On}h$JzNeH`E4XI-{tg;Q-d;!pSK#@t z4h^*3-0Z=!5@HQ77^saO%t=Qot+r^gVx@O&Zxjtx%1;Tdr06zoLE5nkTS5|&$XCnoWR|6f#bGHf)AB;3`c?*AX$Cm;~+wcP8pM zlREhS+FYXjuG46YK5OU+G45z~zOCMiQt6Yec}B~$rT?L95RHV^JNqes{0yxge{l+B zYai-{X5lNAXUN)`d@ilnVaqoRX<)l9zR&rQe121<>WgJhcwwM{&)YdIBhe;4ys2nT zv0*sM1~kFm!pTeje2cy#YoYfDq`^pq#}#hV^|fRR=EXNB#4v6ii8P43e3N1tiFP`) zdv95^F9sNj#(NXCq-o2N@KZxs3A;z3XfSQUIpZL5g&|YwDy|lUj7AzbmhgiWLdIKb z>x>n$Y-PqE4P3#*w*s*6OEe^UtQlrlK}5pHya>joO61%9CE2o=26Tw7bot}t%`iU#W-!dgQ<$}vx3rXH1P z%_kxaL=zhMtRp2XJyuF_{MK(0(m_jDjV-x0}X07JFlR(QFxno_t<~(NViTy*&w_LjT3uPAkUWaa0XpAbcF%akp_XB z-+G@#1~NL&^J=naju{981F_mzhe)k+M(NXuR>?~EWuSpd&HS)c2rUWLt6xU(_|$=! zC>ul&C*MHvp&!#hO3j;##?Wm8=BK*Jmwls@n~oL&5GSWpZN%bcqEh!S_`%7gHkBoVY_LdK~}KwQ)Moa zZRY**4Q0ogzrc-bW}dNnlAFHD`Z<|QYq1b%U?3J7YoVqc*F5Lp)loK(?2C{Fj%Bj4 z11m=;x_zmkdZ_5JfdLX_tdEO2!N7;a8<(sBcXrx;oH0dKd)`%5I!{Uu^6a|xobl&;9n5>10 zE0G2kBHUU1M$1wD%bF|x|B|jk8kRJ?c>7JV6+PhhRF@51;hcd67Q!3StR!>uFHu_2 z-ez(niUu$nH@A#5(5HpI#8>yY8dYaC(qN$Mbku4ZX4$BuDfMAu(crxXS)c;pIf@%Z zJG{8@ewh~Kj^^SIA!Maln_1HmCDZ1vMcH81gdO^aa0DmcN8Cbb zKDJYAdf5^D)*}sy1{2>V8cD&;%DkO7pYwZ!8(_z_tf-$h6IyQ8sV|;m+zLTDfTU-=FNVf%MygG>DW=UI=O}J(|_pd_k7Y zz7=WU@@9TyNb8C>c5NL+-2G{wp=|sp!VGc+OM>AF<2|qqWdog>c*nj*lwq1qED`?_ z9vbiP?MMUJcpaFUYOTT3Ix38}{0@YHCpdW>7)XEMnFHPqkyV;_C(_^t%gF~?lYaiL z{998)rkyp=phk7@{f^BP-L~3VDy~RR*@dz}bhGmlkq2p{NtRy-kj<^$Zlr-Ln0N`Y zhqQ2E?{LNXQTjbdgOQqf2~wR_F8oG$E1oO4WuSp8IQcTK*68ADtwQm)FEN)c+>5e- zxv`y{+uGk+fwL=Rjkef_EU-2QF9YvTIEo&bQ*o9l$9|-N4qSX^=M8DpvGk4NF{a1v zXlA}xS(XCt>-3fX$Rk~K0A+)~E6}{jc5Al}?<`wew}VIn+ZC3KGt)B2)O7>W$~6B& zNCPhwE=-msTJ++87xGBoyQ5k8Ijbi$Z%Lmti2yvVl&8Zfrv+na=YlH(r))>~W+)1TpiIpDW2vr%p<{L6)uB38aCa3Rr0&#D}w z>i&EB#e-#9lha58>lMy`*-5sjTJ@dsZ*G<|NQ03IZ@1^gMl*bv^$!MU-8dNJ|8{yf#SOF#3+;vjhC+<*~k@A1{_k{ zw5fF+X<#7^zU<~p(Je)Is~Pf0)80TDL^q3*-CMPg^)B6$JpPmqMv&_U8p_7*UoN6Q z(+%^QER;o?dlN;26yxHDE7wsxN^))BC_RGU;#RX;NP~D}=j#Kb$my%3dOA{<4F~EM zjWlq2zW?e$UV4A~7exelV1R*_n)oh2UDD`^!tdh$VsN0#Z=-0SQ6akdQijQvFr7lS zPIr(78OFqScC?qv(-&-_xLsH9F48~=PQJaih-e*VWa%lZ^o={3ouAe0N!hP{swBQL zZA%Qw1}e4lhY-Hff9|hjOCRY5f?61G4`~qHZ2YFF_Ow%>V>vuzn&UpwAo2>a@;W)z z-E;?B`bg1ue;H_~1-30&j|Mue|As}nXb3y_07Zj=@>Lb>yzH9r>xbl=F#Mq#n3>X)MYHT5#~lt2MhgyL3{2 znbz^S8=8wRk7uO6n9i?0y^(9TLNAa8SwZ+ycuy8myI9;#dEQ}`u>!%TUk_SZ-Qd$aQ`kMtBn zN>A;OQIC}<+fM@xe8J40Gu57&^Bj?Xojz}dVEG1RgE-DFaK9y3#b?(QZ^Mmz>jq}$ z%TeE`NDUbiVwI<@;ya{4*_`osUQZjS9D#8_={x92@vgmd)oA z(jdpUcx``);`rj`k#=1+RKiUI4Q!X6s4hh5FS1{8MOV!QpWTQioE?ZDCoPc3nOPqw ziq`Ur8yeSvKSlAG3+Hv#$B90g{VT#Cw%Pd#%}J`pvwxT|L8d)6&>-&G`LwO1sxmIN zk7BJo@*BzqRi%^PLheJ+X!3u#=E<^k`;IiwsEt=!g~-}gl;5p*N2TZwq=B_L`5Ca< zq|(0|#wdQ*J{V}=SAr)zA}`H)Fif#!y8S201~ePLv09D1bl11*RdsVi3mN$WpAkgS{up3jAQrw0KA608@*{u65$MBz zP&81fo!jYjsaTes?vWlIjDdL*)*8Ghymc&E zRv}x%1W1GMCfpltO5yFvue^%o0pEm3gYahI=lV)gK)P!y5Z^N&E#$6&2CiV`tyM0N zy~Wh1tZ1^ZBoWF6^Jd{Ms^_EdRwe3@;<=-Co=5{g{=4QeV1Z+Aa7!%f%V#X zKpH@_OzZ7OWM6pUjwW<}&q_ZYlS+6fHci(jLD|4Ugz)y20(mXJ#2;kYdL=~~%$tR8 zUH2yI^=@!wlk8b0FQkENPQG#97 znE0ltiRNw1nNy03524AC1}V$IZ#B21h_uxsVI6s-Wm6yx;+vhH8EQ{?VN;)}lVzG` zN~D2Kg>)KCON?DoXH}fwKVzW5zk+ZHs0CTb%L88(?FlEPLfODV9DF!Fwh{r3CDcSQ4DD` z)6riZ=>l(*4I>i24_BN#tJdC9ihC3-(<05_S#0fo1ywb#()#q3=PhSCq`|zI_>YW( za@LmJ6+PvVJ~hxFX9?X`wWkeJNBnWhvaR+(*O*%d+)Ik2KJ! zjW6WwrWmp(ENieVTd@pC13wjBddWa};iSj)&9ZEt3^ed87eAzyfTHD^E+<;bw4E7I zHjI|s-fok<{hs=HoJ<>%32C4Op$-3NT9B$0F;vl?H_#VpFjC<*r}oB3=Dve($g=%2 z&_D}zZXq^`A?DtJ)n(eT%qSc9f{nMW%|gD=rOD2o^0MIAEJy=iF!A%6pUB=m?{B7v zAyu*>4Mu9_M+LQmWgiN4_#uxpc{Zd$UJ%+gEGC`)t+z10>2{>=h+|g{jZg@*0%|D^IBJ!@ygR+5r znE3+ecG78rxXOyQjzM{m1_ol|#}R%|^>(a-X_-D!G`HgU+|c;4aeso9E!pRR4#R2t zWPpLo3;ii((?FAM@~bM-cI9^`8b3?pq`334C4uHtLS86g>3oENP~Q3n$i7_?2)WZX1QlVoRoUmubDMNCR_o@_+D`JsV(MBQhAOQQ zh%iusg)h>0kZAkt|GvxSmbxU;Ai4=RyR;qMUqwgEmSwwUpn+^o{_}U8iq!dczbeda zPAQZP;<%G<(pRKlnQwm zTcEos8ps0!4P@j0ejh1e#SDv3+*Dst7DWSCNWE71L;x@X^<7{ymq@y z<~G+qV1rC6QXXmG309sJ(ox20diX+HnfBg50|RmK4dQ5$t>(DJb7k803T|a%Rcdl_ zg+^X2^UAcr6_Ez6ARN~mN71dpIgd%Qxdm228bmjt&%z}#w}@t+;?MJ92>ENEVdUjC z?@k)&mCxN2I{`;4qijGkah+O7Hjh%9ipwJ%Q^gI<#@7dalhZ#P`)7_!t5OwdFmJ*G z7dNR2sr`BVep#oMZ$WT8G+51KAw>|IeRN{j=WQio<;c z>L3j)#LD+3?~-R#u^p%^%l67Z13z`~U$&+cd*8jwGFi5_O?6Q=$O|T}Q|&dpA-4I7 zcJh7eAr0ou!gJP8`U@XBYVc{N5FWM>;cWfD$*GJ`X$t0BvF!9WAqgo}w6$$AG==>1WqO>2U(f%V$> zOKe%lPygO~U0xn({ia9*Kecds`%DpO@vccJb=j~O%-9TRkYzY*8ZDNUc`#V9VHa(H zK{06K2d?fA&133SMKjk$%~3Rs)C3DL*=lMIC7Hgn^x!HJf{zYlQV|%YM@<`XULfOC-OuUInC!$TC zR!GsVrDtoTfzvzqHpNvcL#pO{+E5;8KpUii@tV0S)FRn_6!Uy2kMxUyhO+Uqt{aFp zs9^eXvTVECqHI8O@#PDx$7#(E{V&M0kakD|dlT-`HzNy)o|8hcBvqz8(!fH@{8qqa zk}b)Ud%5I!OV|NvAe)`vJkuH*2iQ6)Ufelppn;#7__4R%luj%4Io4U9Hw;J4U`}Rq!;80xej$$FUuBX zprI@9(+!s>|Ml(t#}zt|Y)OheeI<|7 zuN%@pHXC1i(^igGoyxaSUVD3Fpg}gZ@{2`p$=s${Qr444x}rPE2Igkve}DzZ-ijTp zIzyJNa}T6J2(j_khm%v18DU+g_^U4%gfvJp7M^52k!*8HwJI!Y;f;X?S}+H&6^9Kp zZz`)#0s*PD1dj;yqlw=Z&$VxRs{ACwK|&BpI3Z6H6ba5c8DEZfMw zNCQ8$@y(|lWN*2je~LeOfzh&JKcs=Z3CpwE)5yQZ1}K_>CGC$i@C7?xsrg7=Kd|<~ zVY2m}Gtj{6g$>0l6nkI48?IHFr!#_ICc-g`~1<^#>vi?9IYgL%Pzu zJ-A<4@n4j25Yk}Y=rEu03|$w>S&zOP-K$#&Hr~2zpuvg*^Z63w^M{J0NGp$X;b4>u zywv4n57DHgKiy4@y!Yvnp|!Ohf;8|1mx(n6dra$s^~ZmU?`Ma!TtkrtwktHZ@~6L| zt6Lv=$p7@u3^bTE;pAa5`fpx*Go+b3Z|j0lHtaY%!a3X9tP$QS0N8d;xz^pIbj!gD zbsGMg`cH5}<8@^vnzp~Gwkz6|y*I#M+JrlM6KSCNGdD=3i-!4c+e8!%%+10VR%X*c zpLq=2DXVnQB&3033C4SwWc$@U+d5e`*JPxDY&KqPbsz&7p1k{hS++O>4GhH0>+$78 z>(l&79y$LVnS!zbO=z|^i>j^T$!&_aibhRE8tBx-|LMO|J?^{RKf69sG`GsrkcP6c zLhwELymQ{K9)33T67pWv3L&4IAg7Y@h|9ci#;1g`Y!` zDHaI&%tsoG)WVmy@{{$JnBMn~Y$28fNJH!8y+lV+d0(eZ`#Li1n}G)T&&GeUdXrA8 z?=QDY4wictqHHiy;RsB1@`W3Z)+qYJhAcuFXu-jcfL^0?I_qHJOZrIhN4Lykq`}WA zYrLiPPs~}m?0>Rfd4wYitW7uzruDua5x&n~r(qaBVW7b{`5N?9GPb3|Q)SVIiNP&w z35o_PuyQATMcJ>L#Zz%ptol-)@ai5u-v}vEN@wXpPwp0;F0~I*=%IsVUycheA zRooi6YM^1@<-7C_GTnJA7Aku2&sm1D!Mq8pDgk6{aS`p8$v=}#mm>}Gyl|ssERD3< zo+ra(o%*dn8o0cR-)KoiBdxM;T34C&&_IKc3N4}YQHse@q?+Q^ARBZ)8%B z9BbhIs*2X_T~;9t9Lvs65crV2-MHbWXxCXJ5@~2}d_BrU)mF9n-Q#pOMeBWUpn<&! zkARgUEd*YfdRo@P_SGmGXu)Y>0qGg}>9^iz6(b$A25IQ0{Df3<3cR&<_%@Woc!{-0 zgMj4V@8Jbg*^ne6c{Y8d7~cLEXy6O{&oqKI0&*{D-dT36L+em9P^pcFkY6-yJ&L~W zrHh6t9laiDFl`RruWS|>NV7LN6;(s!4M+n6aqt?X6**SOhCMZ8b4#`nY2a8E?({9F zYMAu8m0~^WqJah>#KxZyyiOzC+hL?lmTmeblnqAe;(yJ-S|In&sW?O4a5K_CHWzR2 zp}p(YX7u8-vQ9H?K^lY*Gk;OK6{SWLo%ElnrPW z-Xcg_ApczNwIYPH-G($6sgw6+n@+y)=h})_vTS*_BMp2(*fwoRPG9?e<4dxI#JZyi zYh`;VotD_s@`Wthx*aGRgb)|s{`*4qmN|U3;vi$sok#=g75WOUrV6_2t;yqM*#dSU z4Jv5i7UmB+E}!97*Z9Dz__HcEXxbi@TjL{(Hun&U2Gb_o zGSJSqKabe2IE2*vFw!8&nE1lV0is2|zB)&iE&CC7H2&LMo04<8$8{p)dh4+}ns6-A zk80?{F*hd52D0)f$_8n{&fQeoSg>E|a9bW}mt$^dW?mw_q4KR~?KO{NT9M;OgYr%2 zJaT|&1ydzboa1=!j%MRm*``oHD!4SkeOb2cCr~yBAtwGO^Ojs8V&M7QvK9uPL>f94 z-<$Yl|V ze~*YuC>zimywzJ?nzzCWS0<5V>u?!qP&YXEajP(rEw0w--*Q08e+6kM8{hS)OV;b} z-`-1>?UjKBI(72Jkp1NJ4dNcu(`7@a-*^>egMh>fq|M|C5q}3M`d|0ChA?nbGaqPX zZQA}kRdiFcL?I2P&B~SVie$5FOVdQ2w(kZS$R<2vmy80E<9kAfOxt%IWdoXUnsg*7 zVfDa?m1J7z4WvOS=;W(qxhVAZ-?~Au-(2=4(m+)I%)L5ko6;F zjXp5YKsF0+`Lva2g=5O4mubuIqijgyeU-G{G|8N26i(Xd0n%WkX1?k1oeIIfck0}c ze>@64L>d%=!rh%x^cxfO^U-d3q^}G#ur@2tFyCnt@E6Zq6vmq*%cW@V@zX$qP-*9NWdRD~ z>$ipZ%33)16lH@jE<7eNf#&Vg(annYLq|MA8qOO(OscgvK9sD|8(FrBu}A|8G4lp_ zYsh-bR+y;hQ=jxX(!hF!qw?AtLoaW1P#nTNZ=iu}0<8)8sdMav3-U;(y+GNZ<`t^c zZB)DY%xM!P`$GMfNCSHl&N05GdOZB_y!cfbjN}<#Aq`}+^B0S>))K?|wjLpm^p1fB z^XA}7A=SyV{9dI|oTdqXjk3W=g=@M`NDF^=|5kW?+c!vqXldd9G1aN0i6|5oe_;V@ z-n?&-27byPo^z6DL(J`$%PNgEz(5I3m(!S>wWs2qm+GEMR>Hb>C>pq_iJ#JrBHE-x z(~iip^?dJ!Cft5lOa^jx;-1aAY&dPE4@g6mvP%J4wdJ+jrSSRB1{h>h6Q8z4R0#$z zEp}2D4LxD^M-&YzK?^^ynV9xt=BB(i6w9KZ%6}|XI|w^DPh)yaaCo>Qhi4jsKCNItZb$ly75m< zTusrrHp?%hfm=EF9o-Yz05Zi$pd7!V z>Mq4z?g;}8@~D~j3kWBLK2MtckFEq9X;@;E4HPPD>y)K=TYtEr;&e%kBuK+~<2wCK zPW8O~LWe9{>ZC{mr*iO>1}oL4xHsGl6UaU z+}vcnLxPv3)@4IiXr2sdV7>g<$oz^yvhn&QM;M4^<^$F4Z*NT+SzV?*G|)f^ zLU;O-XOnOjW?yyI#H$UxT&LF8=-84 zQy~o;%fz?phSI#HP4Qx$Ja6v}G?+IFuV)5R-Io1jf%ZBL4P;wtlnv@OKG4OKmZw&3 zrC2W>kOpDk^A27-Yb}tv=dibwRqF6Y8k7t|1PP&dw0l^Me>x2Z`rAMQ+4x?^C7QM1 zZRKM1SwoE;N{gbwtXcS;br6Z>@v)=g=X+#2q(S}R;&oeUa`~GTRz~XsMcFF)APv0K z#jpL1BA;J=rr=bW=9S(J&BpgSqR6julpLbCw0glEO}K}Zk7`PDiI&@BElkgVvY~wOowy!Uu- zMURC%S&#;P<>DJot0^&G*_T+cTpVklK~6C9)tQte+w)t$2FN2_m(`7IR{lax2cn&6 zaYvEndu4M&v-6{sWywn$79KQKmd)&kH1K&VKX5osE4KXZDK3M5Gti)*5w@HAP*S^e>Wt)^6WrOr5bU=DW z87sC(f5oDGojh)6LZ{AUeCwtph$?KRrZ=Ve`v^Tyfxrs*FCSl2}@4>lE9$izG8zsa(dE{Zg;5EH+CGJxjoN{Y=c zorVQ@f?`Mm&*C>c+S9p)?Rm!cmIr#=0E05bVPj>8_CR&n)ApOP(}xvzBbtR@#0sGV zxc5)+ESXj_0BK+#7QSSBnH+2V-$Rx4X~Xg@tqE!1Si&B7UkV|&7M_dmoPo6K1{#=~ z%gTBg*l8iPK*v|1^0|ijW|R$RR^EMQ6qO-8)9q_5>$JHAX;_BvU$!w+sD`x7&{3vk zw;~NJ#Ke~?r_j8;{NfjX<^qlPv4IAT#V`1OCco-3v*`}mKvvpNH1I3o0$UJ8w>;y@ zDE1_~*^vg(&B-rfH7D83ZE`AZhWa~@2C@lVjdxQ#`rNirW7&8=7-%qUPQHxiOC#-k zrT;sbw%v)c!ANcVmh@dM@{Tz$N;Z%|E~J6+3dhqv(nu%!XE-j)R-y#bV5Bad6&jH7 zz6+VrK(`Pyw>Se0jF+EO(Td)jsY)rXsviwR(O}w~ycy;n679mziHdtzV@e_oM6+=( z{Y+Pb-dm*Z`~{8QY>#}D2FuA zf|XzJNKUdfZM8+wBP-fK1KCWxyst-&H9XOw(Xvh#l}FjYv26S#!Y%rp?0I>l;_N`{ z3P^+BNgL1f+D78u2G)Uc2+36uX`oY~X0{UzcLm!KAgRzn(?n}Z)p z)ehyHewwkgEL*ASNQ2NTbinne61r`PF{fk;@u=a3X6FIv8qHh3+@q`OG&J551{&y; z?*wRd<><&x@kg0(+QMq0Xa>JxElF>X68!8{6}_IS*K$KMbDy723j`xtjEInxkg7J) z;5Wv}f7r^>w5=FqzphUkj`WIw2Il7A=Zw8cw#{L`eP!D0I&NgM^1HtOQU3cAzB7%S zW17}Q8pvkiSs^oN;qUKkilvY&^^k_Hz>mJvC8xjkz2y{nr1uRpaC!^xBC56D*;#IP zm`qz;uX zJC#`;>01L0Mk*{fv?ST0>zrvV%eJ)<$_6@h@kO6gL|c*X_i&jupfS>5q$W-aqmh1l z8lt%2?`VQF7^#)dTTb#**YTu^&7xlh8u)@xg`^ zbcS_qBOQhzWJEKBLFBdYJ(T>k6f*Vrk=-(_VsoUyvNIsUfL{DqjAZ-V$YlGS$Lmt3@g6K#OR_k4(c>NCV@w z@zZnj$Q8;x>a9qCnOY+aM(W~6$G=h_cb)fFtbg7y(7<@DoOY6uOufJJ6(J?d-fzok(}4JN7=yMOuX@@l@_F?^nI999%=6mNCSIw@-=Pky^Pq8T{p;{ zW$uVHun?hviHj_xV1jIWWZAwMXka0BUeuUKHviqW!?J99JGqmMC+Dj)Z|nD#R-7aa z?Tj=?&cX|JS%|heU9Q#gNXvCW8fZaiuCjrm<>-w+YRMz@?20t7H!ENE@uL{B?)j7k zGVP3k2EO3nO}Q7)NH?x{vP!36%9`8_WrKO+_qSt6r3EHEsi?y+W!349Fi2S@9xS!A z(C|WUMJ?#l18Fc&VZ*sEIsK`%-E-)&;XrR0Xkfg2HFXGiLauLd@u%c*pbLXgG=MpH zkC47(AAP4kP;3RX>4`M34-4Oqc}dgus@=;{`Whq3mb(|yVA^c_L9qZTX)IHYE|qD| z4Kyfe%zQ&;3eDTs1mh0sNVH z%#>25jp&awm^Yz9DnhFl-t*pfmSbh50d8nczFFi=HO=jJEe6UouYpK|Y%1*f-yzRh zbFY{pgq%0fKnp^zPVH1v!oMRF?NFu-LfODVTzmmkduK95f{^&OwP?Nd2O|w~jBp_R zDCsn`*1+zv^=2G`G|;J?`{^pGX?`cYxm~8+G0;E@Hhv1X1pPRF`SeiXr%Q&SY>;Dw zJ0mH`vu>_#rC2R%AB;56snBRWkp8mvjBTR0*_AH@X^^rk{Kep2lueVD*rV|Jmj)W> z)MaA}TouT(vW@zrxEi|QKa>r0D%^OQM;6jNwbq?ZInkkakLxRtbF}qH2K1#$ww3&p=*yp8vIWRie5~_rEm^0h z3^ed8CqE@TnzWGM(H0L`3lpZJY@h|9G52<&`8;*bmu0Ip!wpSnq;^uPxJv(vKjDX! zs`pH!LES67{kNT><(}zD^UAVC8ED`O!qaZC^uI7*g@1rdn>!0-gIsUr4Oq2De2V?M zl~3LpYc?BcU~dk7R=Y6K{2Kc!?jvWN~fSBIzG;A zljm*OT$By0*UVqd(BAv}7Wy_)w%(5OkOn$+@GYM7WN$+X`j?kwD>xr%Ae)n~u5_nJ zUO7p!)bii%YXc1|M0hnLn6!|2SaHS9|CR+P8(4^yudbA&4A^SPx5e_j4OoaYh~##D zRo6s1EwkbNZJFj=gfy5p6F=DGB0r6ORAi(~`(vPiPEGtSN*Kl76O+pJ)oHl=c4RTi z2C0)v4x9ty<}lVRWm!1YwY|gn!-MR3Y`gwn0%L zC0~j(7^j_gPxK|)m{(0Q$)0e@9Zk5w)0lM7c6^+tJkl8vC>xB_$z!F3ytLf54?kpD zqh&|~B?!k4eaWvP8tv&Xk2Ldgq=8?Vcnuv$@hHdE8|7r#Vhl8}T?b!?zD<1yI<=iM zQ_l)$yAdng$i^>XYMTLGH(Dt!+O=DWFqk$QPcegNN$UCIRPE$x%eM+?keY?SJDyZ} zEUH(0UkP-D7w%|+%WH3njfuIXIC8Z<5@mznX5|U12!*4GC9A|Q`=AnftwtKCl;52! zK?5BdeKw;!Z2@Z#21;=8*rw&udQX!TlWCvb(aiiGYXqsZ<(}_~4lBFXqHL&Az9o~4 z{Ho%EmkOUBx(;dRS5|hRq94s$fj(6a$|Ehc9%(plJj2wWkv=e=c_`C7HXsc~YUfYe z+@nhHVgEqIyd5{tAkSNz>>o?>`GT?KO?m`Da~ro2WrKO+mx$|=frQN+t>`^cZ4<&^ z+RQwHXbqpf9-gFF>P@*BX&{<#JEIDD>4lNG-pWe2VxZw~GrwlHiImX!?8{OzZPpf) z4V4hU8c4OJgjKq2Oq8w!j7N>PA`KH3zxdmbl0sly^)s?;S+*e!B8YIIB0t3=XaBJD zx@>45_uSF=Bhcr`6Z$n;b5n=mKqI!JXy6Ib^&Jwedqlu~ora=y+<`P0DBl(yh_+_H_~9*YF1y{>bkc(sp*t7N?yrv& z-E`_flno*;ug3GxK=+q8sCd@2?jeN1K!u$Et=C@hH2Zt&qM_6K97Y<1aTj0PDobvf zer%MYFUm~=4GhG_`=Z#%KswL)b5Z`EUvLCv10~q`A9zCwNS#}cS3G9b`Y6&MAX)k8 zt;+Pj*1vz$1ld4x9YY%Y{n_|F)?P~Vw^Da^$h2n$8YFr|DBtc9K@kOmfFa`mASh|wy+gx9?Ec|$kddkSTPdE+P2wdH|q;jq=c~>oB7DocFI5lm2xjVNTT(9 zwp`(*6V9P%Fl{DoAKHV#!zF(nq5K~Oq-n_ zP5nr=dp_;ub22U4Wu$@aI(R!7ZPT>F?9+0YbfGk_#Ye<7cZ{`Ur8R>LD!$^m$g?9!T z=+wrK9>$QprTA2FqMj5mRBnwz*}&(`tQ=2GKc-(A*4`@*bl`P2Fek4X5>lSOHZQc4 zOmp2p8svF1&!v?qUp1Z(+g~3jI(?jhh6CmICZnlaNQ05u`Jd@P3P>Xoc#o3}q*^r6AiUZ6nKvs1%Q;Ox1j-{#c^hf)8{@FB z)u`s=rrSd+3=4qtwdYRVjF4DlU z%={;O8#z`jpD4v5jb9AXz(SmSZR;w@)^So~{M$lky$=mEkWJ`Tt=%`>|GLix*+N#{ zL)l>7>=xFbJ{M`>Z0wd_^1OAqk2LTsCqKpUkVcyJb2~+!iXsn?h9l*xpW0RbOihj- z(npHn?VW)JzQET6?~-Vd-G?bwLbg0~CmO#@(UC-ZG5_2#T{Ki_|3^pz$8z!<<3Xzp z!(!g9la*k9j5G)#E+BAXdKB989vE4>~xB_%yaX5 zqP?HqaHlNW$fs^-HogQMMrq;Jr;x(3Y?YoN4UE^ym+qseZm6~DwW6~0ibWdK4Nks) z5=m)c`@6sxd88K%G|;J?Tkk&YUm?j?_O$t#o% zEX2g$csf9}pu<^L@$5kR*GPj}(8iNYYKlnjZ)g7~%a-pA(qN=Q!KLjbcFi8TPp4t9 zd}*MePFbcOLZZD}(5ZkX=9BwcB$qmiPACl0Pd>(Y!_)VWTY}1?Qvl|-ge)gWm z`K9s8T{;UjdeR-s!F_ZR(JtrDt>{cM;fou|Z2ZXVLyB!N7efBZveo>GG>C0xevq^k zdBT$EXB8Vo-rtZ0ZpG7;C#9=W2j3~WzeE{eAeylM8b_iPpIjzRHr=`3-H0Yk+XV`g zxq_-FdWkmsfiw)1d|fsdDPfXtLPbi*_7iDP2Ris;9{%))^?Tb$#et9q?r2uN*4~ZW zs`<)w7j*-{u)E?H$_B+2&wUkXpetU6DGq3N{*5pgsL)n7KSj!eo6jnyt?(bDVWi|o zsg4P-tw>HmN=9RVw;mMSJo$=Z@t*uOE%ttf8Ee5 zTnp*w2dmtLPG4o&od1vpDz)*eHnnNRXGGzGilf1C1{(OhgCBhvNY&B6!ZCMsbHiA9 z#3Q5n@fhKHK@r+ttMmF_I(gp4BtROB)Wx?byea#={xj~SOskR*X^{Qw{HJ*qS#PRS zEj!91O`Zs8V7)fJ;W3c@JFX-euK4e`WT1g;X1>_ama?BC`SHo}NN0MYY*01W`OfuQ z(&^zcWuD0+ZIl>kP#+25Er=?bflHGW*JZe@+U(W z%o;b{24rkkn|UnMRe(vO>(79II&Q1Kw ztVjyA(;*E;YUi7OeJPBGZ#<}YEI6GH(!lBM{5Q7*S#QVsPQ}^rn+6(KubDsI+L$cF zGi{4avQ8JIN7>Lq_yXfb8fnzCPi9%Ctui1DM(X5uL)THFpOavHO`V3pGG|7lfoweT zHX?I-erK-Y{Ly0r49ra^$6rvw3aV2yxh@(8%T<|BG@zOIAGp>ia>LcyinY(KzDNV( zHS^uNPc+hX<0og7Wh;^yX&{^M-fAG#ygf3OTc>ZT<4E5bXiz~5k3S@(dE3QQ46Ovf21bNF@rE z#S0!?A=_J}97uy;Y2$&sKUqkH12?wHG_RaU0}FBTb2)`6ovwKNTG6=SynzOVgUQCy zsrD9n_{G->>z$elWrKiZ;|nVdDV?6JF#MgY)B3sH(472~&lj@ZOlzXE$+V1lkcQUF z&wl!m77o?PnM+^)sCpO%d{*0)IF|# zZYY4VL8@oxne1BrYjbv(JkFj4kp&UN!gs_9Q{-LnHmIRI&VWKlgUIXP8S5%}Y1%YF zVX|yr3^edkVFh{y$u?kq)e1Td%ZA;BQ8utPE1R~VWFB98zA(!J9r{1M&N8T~Hi+Y3 zVh4722e_Y7BLhQzF>=rxm_1*K~F!MjV&t>Kg-+r_EY@R2J zBMjWb!OthvqbZ*?MPKHXzZHB-APow=5C|2iZRqs3nWBSEP!een^1{1>wJCvoI@0Wj ztm#R2Gz*`&522#aFkuG8RN16bC>sQVou^9e29vWlyAP3Nt63Upps9sh;V#WVk1DZI zakX(;AEZHYv+{)^8@bz=n~uV=Y}XAm3*NWf1<@M5 z8P!Y=1x&n6&F*M?Khr0gyvYA4)G5<)T95{@VBr@`7ol+*H0HqxnHFQ9!MNG^JE_`p z#)W5HR2&FcZAIC@-%R|Atv)47zd*|~*`}RrNP}c) z-u?u>)y<6KP;m z3*Qnlf~=6Go8KE*HkS)&UhQ=CfhX5K!eNC(w8BVHu%z~hpcFoa!3P{3VT1(lS!w0j7%!i zlKCPHjNsxAItG&S26@Ld-J$fT|v%bLivndMP7FsYM&g{Pn{WM+n1 z;d*gKlh&_*H0VP3R^zQy|Mtyju6Wxtb47$fJ`zr4oT7@g^H~=K?Vf=K!zLVe@}s!A zU#h9%rk3S?C>xkm*e9qx++2S|i+8#aaM;>bLKoxhm2i5*&86EvF)V=iZE-5PuH`(!LvLkld`i-8w|6(iK%- zvH$2mHIxl#Ca!6Aq8)tMMsYRX$m&P~4-u~D)h^=5xU;?De1TsLq=EBV_-jSl*I!JE z7{v~?L;-GSX1=0(o4nUDaQZJf^PV=)zbUQagIKHEjKg=zi8nbMOLR8XaDN5VM4lLpuxuiH^Np* zNcU^MYatKY!rCYrxSNG5T7p(7Vh0bKBh#AIK^laqaDr_Hx!X4H<}GDKbJax}Ixma) zUDTwWsFpIZEZSoO44PCMzrxu<`RMqFfrE9?FoUeAhoXU^!h2`Yq^M(F=eDwJor91D ziVE}NFL+qbELR=hsa(0BR9oF0^qj@st!mu354pn-$9_@<#`L@R#v%YJ#>wl_f8 zfM(~;JA`OOmruPQ%Qm2)8=8xM{uL(YJ@KRYESctPgfy_Ji_aS8p?nlm=z6$J`(vO% zJ`z6IveE>>>uY-#$+RPlQ8tKq6VKxwR2422s`F2#g*HJN_?w0AS1CoBCa8M1qHI(D zV5Fg@{HV=xf_~|e@rf<7P?5>rRuU3GPFP%w9sbWA(bIbBd>N^ zDAR5mXrQTZ#m#)GSk9I|6&Lh|wM5y#rcQoImbRbQ^S`2sD+5}!LK?(^oliHsBM&*= ze2e11Q@++n0}rwD&!US|=@Xtfze%>~3j+;uuaiGwH-kK6P5I>U3&dDuHnc(6zzSx* zRy2&V<-@SWfwFAf+ae8euW$|gJBriNH3tXF9#Xm;(!iz`zIwfvYF1+Ng1WkF*wcJ5 z&|uv7!JP;yr>@`GALuX~w%zSfG)QkIzDoa{0&7gZIw$2B%fTIx27zVesdpHK!nB_^ z7Ra)d>4-EKHsMh1C2DF)hU_UP8{w~k22G8fUo@n>XFR`MdPR$Lyc5a>n%ej~V27#5 z{0u*5mo**R8EIezCr`b@$O`|mH~uQqs&zpc$Y$bm+QUe;;@##d4wxtJiZqbT&UbHV z$ACuHjJhhzcF90PoARZ}Jrt&k|9t-~``fH;C>wrG^3S3~M4LQ5Sg}{Ies`on(A)SG zUf$#(%a7g5C2N|w2hzX_!UFLUN|tT~{Y%KQeK*h`vV>K(9yD(4_f%I@nf?7yHW)WyPw#aq^?_aYD89po z4?r4>o0VTccadmw_mo$h&8RTY4NW-wXQ5aa7q@-p--j8p~r$kgLKg_AI8jC{{g!hr6Mf`56NTx!c!6RTWPduGP!m5#OWHa;o?2=HU`uw?5aXmuEQAmSO5S-VKLSc;kL~2>Kq9I6wP_Xe6 z=1=G=YwF}07J1y>8)z_Y4nA(3DX{(vf2-Kvw=EQ9gTS)z(>p7*Qa^R5Viu|YXrzIM znE37-f6}zqe?JGwMZAbjZ|E2^};}dL~i5hP5W~8S<~pFY=wyFC>z++#ZTPyq9U{QYm~yKJ!T*cWOMOb zn*1rSR_*e+BBwW>nMlLH;>W_XlfQk-GV-%b`)Z(}zwuazp!7EQ>|4dQ?|rjSHcW4P z0>2}bg^Y?tPYRcPut7il1y zmCvmdCYz@3{z-8fD9S(so7%Z-&q!1AvV`aLal`aBah@C5cwjvx2T9!3taxlWU_Qd2 z>$UQ=g%8v>_`7^t>7rqJOT7STXas&d(T9dD)q*C9Pmikx8Vs9*Usz@%*#?G1S!LPg zE=1X&Lvr$|yo{7W_T9M9L#8!egfvJY7QWh8NnKeD%% zdbcALgY5E@WzXeEgEVgAZNp9~SU(#cS4?XAtUwz0u5cx^wp*gy)V7!O5`)9`)j$IW z;irBVP>_BtS~>o#G$xR}D^WBUHWS~zbyK5l3H8%0inL*?+|bN?-uMi4G!5##-KHyw zwDPNwhW!zL5%wM(%~<64q1gYKU=7m1qyZYT(#H4AYP(6# zl^w5`6uf4jLG=?3*7l$TQnkyybGmF83G>5IHb_U@+wM?d-m$Y^{N5b&w%`p21JSHz zc6E_<@kr#so6)j^Z5LfR>gJjEDjps1P0d=o13DP-1L+%4awgth;N=&(+5b11ruQjh|i3N!jhii^kVv2RXVOMS~3D9NCT7dtBWd<4c0yRc39UF{lkAJ!oUW?F71PqL4JNYx=Nn8@Y;nm$RNT7 z0w_HeP zYUkS#dQz%RUNWuF0i;1XGVwXQ+7$A?TOArM z(_R~BIH|(-`Dn6T|M7l-ZUuC=O$Xh`#`A7Q@?Gz!Qi^Siy$&G^eAmR6D71G&FV*_0 zxG>dx7-Zr`Ibq>16{A5-)$eReSU=$ZNLZ z`0$*QC>qoRE6*Qsl#Py7%d42;ZFCB0(9T%+Hi-nZ5Bm9y!-{i2Sx+Mkd{=mG^&+)e zrp*-;HwN4{&_FgPpBwl?&U;~*r((`+#Tk?hotJNYnM<|w=ZLuTvV*ici!?B)&CK4# z+D#7fCw!mcYpw7(q(Sv_^5es`C=@~#-d0SFzcJ7t6wG$^D20pi(RH8jd9tQk&ZBIg zsf&NaJf?c}acHz+S9RYDNW)snJDQTzHGFA(EQuai7^b$1NCTS+3p;%%A(?|SU6xbG zZvzbylJIzWMM@!a7hP0bXmI!v$_6wC@3t<`C(-^teH9Bkqc0;3#?8Se1Xock_@wyf zDciKl6{Nwq3GdYQp^Wrvvv-_KOLi4$kdaLMgMK}EuVrUl#R~mJ0}Z@acn>HUY1%z# z%1Yg)n0jYLqimolpBg_yqE+iUR*@|0Uqcv(=HNTj)=^+JYOzgmXF#UwNP}c)cCaw5 zPBX?YdyFybief0-aYwWBd5~2U3f~)g9F=KdH&8ZkUJKuVl$6RsqTti1Wm>D7NCQoU zi?1W7EWB{cEh5wM-9j3c1>S|+CI^Wqb0~$JLY^CF;2<_WiI<5y z#LO=<&q#rl{P+@oIk0-(aYJ+QPb}@mizz<-@$dVhhnVjo4SE_E-#yo#Jmh)tU5aCl z-wibI5aIGO?LNDO|4Jp)HN`MJaL@uqLUw?Xjo$SXH0U6(z|08#jiP`qP1d>22pC^OPpINSAJM_ueBWWX&)mE zGKhs|-b~asj7nd7uuQvVph3(F^NZTW#@jqjR+VY0<*8+|9vTXl=juk-e)E z$+E3^j>;gD6$jEwf*7r|xe94N|3pf5z;hT6*|Prbe=CN8X}rK(qL; z54QQF>CLWNZ_DEr`VMKJsc`-HN7D4jzyXR`nkw(z(9C?-)*qtHDO^6etf|)rcQpQ~ zkdiV;f_1Tq3+T?fqX`eH)TRFDV}`6@^0-ZpMcJS~vhXOaLbO8DeH1%5f&PVa4LKdDOg(-dRksQuNF~15Jf{ zxlN>Lu;1~HvcH9YL)k!6C$CroNVc#hfroB8BAy-mfEwdW_w2HwjzGi9bvthE=Lx6l^SB|hY_tENY}jt` z&p+)nXR6Rjxnx=+kIeAg3(%}QyWOF2D|2E=v~1ICo=C%S01L0qTa&SIjc}cvUfjJUY2c3Vw4Rsl8tw7sj1(p-?h~^ znbtQ6(m*!hVj5qnG4w{9;>`?uQlvpfa&Xzokxf_iJ*qg0^~*p5o0|EQb_C_O_R$+V z$eJGZLfIg{33pg(Th!j1dKTZ2W046>hBVNW-^%@s64KOT8IQ@L`6ovhBqTdO*j%3! z9UQu}sO)ZDDUb$=TKL|EC6vhbBurgKmhHTO28rCs4~%HLI2JqKD)unWNQtsR3Ni6X zpCwnYKI)%7$Ue_gZ;Ukx9Affa2z&wrPYUdN=EhxS9zw}LU z@}ZYE(je%CcPTc}^j5{T^J8S$%o&gdk!9j*x;-daCQY`}LvNw6;rec%L9!J5?JbSl zk|Wo$={Cjmwl5>f2C=}eQp-!jHl)Qn#W&W_ObCNvv+*uu2L=7Y%K3Ba!-k@j&x|w( z1-`v92W7WU9j_PCVK{1@Sr7&`5YBQIBO9cRI^dFRaMC~n8<_bd^dwTW>xCf2Y2OK1 zQ8vhKPTmUEBySrS(e#?EX<#;_L0mcc1i=`Jc~kAOk9GgRaZ8gOX%O>fzKm6z+O0P4 zLvF~jMH^@^ZZ1A<4=9f(zP)6vEZh7XC>!{$gXc;Y<)fgivyaQN1?NN>jGL8D`n)08 zZVpbFQkE@eE~KGsykeaq4|)IoW*eP`p%7!BK`8JiHCs@~Z)?4(jt)bUuF8#~VXEW> zYYmz7-KNA#Wm<AGYhnfW(;2THv!-rQEqF&-|6vO($_7W(D)1b1ZF zLJA=bT4*bu>CHzKE4I^o#p9v=g^>m}6>g8xP6Ryg?Ne8_f>#lwL3%Us)ccj<)OUa9 z_ydy|^ydvUhy}j;Wh&+Ic^@7qo~4*p6h(tPZs9j^WFXP5UoAXXHbUKENCS7X@=*9h z2fKEUo%}dH+Ugf&*}D254I)9fxLw=vJ)-2(_;TQG^ zSc5D`!(7RCf@PzsFs0hli88IM6=_fvgq6<9WCh!`G>2uI{xi_P3J#&hkZc1?AyZ`8 zB5iJD6J}GjtF--o)c8-9ZM+?6;JtP}yQNKDTsiw!u|KMY18LwP4!%wiLvflv)sS_v zrm37rgB&7Uf;5plz+6-;&jr8YKT8 zg%l3bqzuBKL2~ig2JK)*|H-u$%O=fU)(uU#Qt%eFTdxmY*elZ>8fZ}eEPS_d7|}l7 z+b~A6el> zl7osw{?0%Hn_Bs-pf`EQ=1l=heTR(afBHnz=gCKv5IlHv5Sxy}xUaVx{wrfd)n}^A2e%(YjP$_D449 z(i$im(1dTS)+&u`!HqxOEl)IN$W1U+jZ3^Is|Z!y_M zUz1-3C2u07t>xji`$>^j*F_97z6AcI#fnYmR>P+|ZnSm-ZSeG25!8_m?9fQ4rE# z*j&7A&~DW2)ZaB(rkys>KvQAd{7BQ>bxy_4gy6VMu8*<-O?a$fDLKfZ^j}xWvejyU zG|<${Cwk4KX^EOX@l&%XTiS+5gP3>lR`4;k4T%%f886Fr%|L^;!NKng=u7!1vPU(= zl=l2aZe%m_xw51brr*NWD;mqDjgbanYT-A$-J)5+V(m|b$(rVBf;7l(E?)nvBwKW1 z)zdbQ4K$F=#%-z{rl|SvM6evEYl2ZW@DSlql~3foeghAcmNo6%6ltKTh2J?@lQc~{ zsGZ`8mg3Ej2AbOWu@UVneCMg5il;_C7-;Cdyl?QQ@8+-l?F!j;G)LJWTiW??({3c& zq-CkA$m2Gk1=2t^;m*ln6j^6)>@6+Z)Y%eg5Ls3}0s4u&_t(z%*W{8FXP|*iU3^(= zJADBD>UX7{tm*MqC>z*RcuMIb)hvJCPP1f9$F@cqSi#B{+1ilzzT7ggq^xQ6Hb{fq z>*CjLY4h#dcAji4%a*Dw(m*ylpBL25v{bkdt2iNZ)j$I)IQg9h^+~qX<=TFdHJ#he zjcmfZISw%mTjDT5pxkOt%C;OO;i;|*_ z@4Xa^7$_=+)V$RL`8oaXyCkjBZn3V zlV^_XppP2%TL-(NXaIBa=>`XV6;pNO)Zr*8!;!TxAy^scxAY6@}fTrFC$3{iUnfHu=1|~K0N?(U)3swzLTxl@1H_8Sy z8{b3llN{t+*pL*mY<2n|4aUvJzl(ZP<_+mys<%w@?u#^tE8*trMP!Aao!>RqZHmr& z%RmE7`Q-gdN^Ttn2OZF1=)8;ip=e-I3m>-plt6}z?sYP9A5fxEcR`ihphH=F^!IaeVmJOQNT&ArWh@wH>weSs6cW8ll zm{*PNIt>-=FbHXoDmknKH4U9UtRJGo&<2GEBMe;E&I`<5vO(Pn3#;ljK-wDv4J>Nm z+ws0oAVg)(yh9FzO+!#N2n45-9cj^??fPSzm|oVj_fVvP@7lOYw~=g>rvJBCmd!E@ zX&{@h(MNl=-Wg9U9 zX<$yMyOh z$VtV@Q}eM%11p&L$K-m_wB3YOn`GH?k3$-0YT?Jbx>L{Fc}c>Wa<+V8pg|%RCZs+R zEq%Jz@uvwf_pTX_vH{J(xB6_P$SQm}W|8b~ohKj-BFo9&B7IH`(#jHf3(MnHVj|MO z--L%B<`S*M_V?vwTC6*ou+ll7x{wW1FZ;-v?wEwKfrmKxCC*JLvf9iIuO!n3PDUDN zDqIB-L2by+2dA#dnwFV@G-yMt{3`xv%5Sxvzh5oW{u*eI-(1{#bI`|R;zAu1n+1#}Ug zW*`k}y_Mg3v4u2k9yX%0OuJy9fucSlZ4eEl6PeaF&Y`;b>%`eLq zHph)@HvT-aw!qUNa=BvJqt#rbLH{Ov)TgG%s^U8-lPp`lc}Rn(cku6`Nz^%v@4PjB z2@pRQo*QT&oACZ3mD3(qyWNyU3!jgoL9(>)NuNJd>TLt6G?$ZQw*^Q8lREkBMVqJq zo}6Y)Ez4GVA=01#3b(L6r(tX7G2)9X+h+p}hs|y-)w^5wx`CbvG9=94;o;%sv6g7> z8&y+WN4#ed$_6z4;B_0yM;l%*R&16ZvKV2QkN735i%GQD(t+{5i~dn=3DQ6`-Zq>k z|Jc!Gg7M>hcd4+(9x#tqHJtGtD*aQ9?PBU!e5Yu(U<)5yoEF8AD@?w2gv3j+;1 z5Pt6ZAmujGF}qVvARE@9Y>?X={JWze1!=*Io=s&AxN3`22*mgb#cUd2nK2C zaHK(U;}dV%69)SOTPhCKesTvBUb3o4A>V!bFvY>d-5XFe40*oe?K!nGxysj5ta1*C zKpK1~nE9G%6w!JOyQtU*?Yq$(jW?Bp$=wPhZKlxFV-wQA-Gn#k)6{eXIQDQgJKsF1XZZAz` z!RP7ie6nmG4KyeV7QT#ihiLV8WGo?DVdox{4QLMjs%Z@xx77P16{l?m?L``ln{YHg zHTAq-awc-gvX$9~H0*hKwk$wQ8vgS z{N>QBG;C>FwV$TLu%{V&0AVm}7JiN86bkxb=`$+M$5cCrGzfYpKVqJg9AtOLUshSR za}mL5adAQbHUE*Z^xy=E={D%08=M;dxBpZ(MxX>ks%pqNW77>P9W5I!3fMk&PW zs7ujsy)w`sh1mEOBqxpAgTr6`$~N720%e176K2Y^S2L#eZ`W3)^^8Iq$mZf-S=p(5 zYgogqxFFAT5^2y33ioj|BP%>O5UBW)`DUPj6)e0g^ru<8X73)x(=b`?JB6}AQ^W6) z=}(`!Av-Q8rc#HVMi_kRTKK`UW@LoQ-Y4SUeMixJ&mawkjbB$*oMPVd&&LSaqW=sq zh2)_Aq^BY^J`9Bh#K zOI=UwLGBr7pr=roSJJ3mo_S%KY=dQ2P&S}h`5C1|w1(x?Ve52RwzgN12EJ?K4|hGG zuA$Z9bRT8e3PvLhyv@oFW~`)0i1H7Llx2Hupg|lOcuiJ%YNrS%8L#})e9cLNP- zg0Q1$Gi8wK``#6k`^x<{Q8uuti+9jNNVX>_!$!*EHtZJCKsI6K&69c%|LO0q%KldV zHqv0+O#BLhcjUc}qmA3kv;=pM2AWzOY<@hF64Jhe8P3a^o-)wDLrgrq)gkZAem&1O znKtPz$_CymT(ROoD21{%1Vg29GE(*9YkesT)w@)&6lST25Z`z0z1dlo(3DbtESK^l|=2X8`}Q9}9|c~Eh! z#Crn`5|W*l(?ZlZ{Ofd3aiPJsrzjgV4p!du+9T6Q8E}LF0CIXJj9lHs=k>2IJ=B-+$V2V%J6ji4E2c$tPIQhg%7Rqm?xUP!LR)u4c2Hq=NAgo=4TXD$XHM*wQIJ`B` zpq}zRH9a|R|8^A>-$k20qG;$Ke49@~a*((*s}wzS?@ver2Ql%H=hg-Ai^U zcFGU?iZFu>*ajqR87o)hoiw^=*dUevhBQb=7QQEB3VjtdncP%yp@HXjq(Qr7;+HK{ zrRL3gHA6o+xkb67Ie1Z+NwN+0&AmmYP5j|THZ$MwHjvtePsMBb%Hvk^C(^*AcJ3f; zDe+F}^i^?|BF!(PflYuKX8?pxO8X#N((iZw#BBMz<(t zx4xc8gEDX8vT4_jJP0bdPo~)uAPtOQ<{K{xP$Z0OxAdW`>2CuKBEiDfc6_MJXUkh` zw@f>n5M{%9#Xp<7lWc|RZ7wgYm(pd(D34p^#7Kh{L}=X#5-ol4 zcJcS%qD_+~aYHln%ZRmm;I9`n`^cJ}Gtkhcd@Zpa`P-xkLo?_!46JEMQ8w^5Ug+~v z!J5#`Pw@g(9WR8zusQ8)aw~)!AhBFYT10rgG!s*^2i0iGc>+^G^QNp?xz~Yo&TUbZsh>4T4m7F*qre`B_(ADVp)l zsgVX{-pX6I9i-{;hc!KAZ!3`oY2a;UA683!XddKFjl_yMnpgu3#?8bFR#Nhh*LTk= z?!Mlc7G(q9we#DfHjsxjJCJ^otm(jXNP}@R^O>>}RQ`I}4=c|2yV4^KeAmTy`GnCY z(V9K;6g%Gj8ffrIBrMTuntrfHg~)0Am^aF1(3E|6)TNkj6aGduLAh18*X6_j)5W|?-;K!X$_ z)Oqaz#)Wk*w3Ll7Gc(EtL2u;=NlTRpR^2JC({R`tWI-CZ8*f2g&@QkuOK-$4(IYH# zR)oQ@@f!pBP%qxO%cyK}Nw{NxL0xw7W;_!)+u8}u;*U|FMVDnm(ZJb+lX^oa9c6h~ zL$Ti9COgs~9a;E(w=@*;nO#}u>NY^x3g$o>*ucWe{56`mZ}KO1e8-DMcx|Aee=yhW zOv7d=-%PQbyD2A%2E%6O8(#t_5Hc>g@>>psUb&ElfxuUt3KK0^*B*+ER_5GpXl8yt z;UOBfk4*~3Z_3kcPF7Z--1n6=8XnV8!iSiSi>2Eb8Q!4>TuQoe=}$KjzVO zPa9}ZU-%N|b;=(BALc6dgG?@fqJg4jE?Qd}w!_1s8_FiFRnQGhIAeN7i}=6KLu4bQ zD}*$NcqjkHtxwe|wosqTvTWB4G)TJ^{ylV@zF<0hSye=qZDC=Q4ZdK68{kV)DC|!j zTS2BZD}po#1q;6-`66i=77?a6o13dB(m+!?U+vePq(9y-hoUAtHqbye;hyTk`EMn^m^|cUl|PCXclwt?8hD8CFme~F z^T)0AOCt^IJl`9&oeEZs#d&7E>TNqK^oZ9 z#5=(kBwL^8VTzqrR}3_e&BiaBtV*99q3a)e$gwcTin4)+I9;r9m_jwHOxMQom(O7V zY-~ds)-1LmQhS|jZ)iaLniIB_S?vfz2jL4l-W2pcZ#N#09pt`&2F~l`vjf_4$G)WA zicN>h9ViOcBQf7I%v}aj2EEm5- z?Gm|efoB5`$h`IJK%jGA!YWHKsPldG;%oFe>Uph5Yw@#}3)QUZB3CShSYNcZ}p zY%prV9mNxbJEOYs<8y|H-t8ekdD`8=ny@MTvLk_XCRK zA~h=^4aUvMce@2r%uj#Qql-LlX(}TPyw}FBvYSNNE#1`l@rwW$3(*D|WH;gAnEOQQ z5ZhXDXlI^3$_6wW|7s4W51G-M=Em;^LD`yAK^j=W#IJfPOIAp*cbTFU%w82~U;ZfF&KV|RjSRHBb zv0&qoHJxbVV;l$N2B}yLH#A|N)j;yznk$d{%bLa-XyCoV3x^&Qr{|0ODcC! zTw&6aGE&6T#Cl!4b^*A>#K(@jK0}VP$lZkaTRVWq;4{hF4)^tWa zlnr7*TE(IY7=7ko{HA-%mi2;=1{KiEcYYS3{8n#A(SEX~8R{bqJjBUwTKGk>J+f4O zC0pT^fd;Z!`NFk@Y&yNk{C~P^`025v0m=q88o8TJ{`)?ZtvSeSg~jwU=JQI8T**!WY!W!cs@M%f@)+W0Q8 zoiuJ2bI!^k)4DZ58jPEhFC}KDBIAf|y4v^`BxHb`$K{@6<&a^8h=>nV=23~7cma9%TS$zPBaM$VZrMISf($ntHD zG)PEn0c8Y@+V7sBwRAl(to|8TU{St1`x|{@ef^j#j}F7II^F^WgWP83cc@h(_wY}* z`lYTW(#Ez#8n}mrAA1j=u&SE)`~yAj;-FP;g)|6Khw;laJyitD%-@O|LcCfd3k)E9 zOWr4QcFVTosI2D&0}V{z;+u@ClMPN^&!hP6nArwp16LD{(>mxo_uois64|2l+ae7{ z&CV|ih#-reT>tiqOv}^`X<$*ii@EMMk}WQ<^<sGHpg5 zlnp$@$>*N~Den#$8KLmEpuR|hyldm$`;lVd++xdd*$Nr^Aq}$;U#xpdmAQH^%N(7C zL4U_U1ApUFcpFI31G|5J(qR}1Vf|4wP}Ipg%GG29ueeQ$T~@6JxS^T2qG`z8y7*67 zFPpT$K%{}YnfNqWAm!bgZ^|UlX*g^z4K&ERd?soGCEjl(Loezu9JUREP&CLO!rAR{ zL~E9}mg0)@9noT94GuSZG6JZib&NCTT%c$q&% zF@NFjjbn0Pd5l0B#Jt(URwWw|t@na`>10i#3^WJ@;i&=b2GMl^O-sqN2_sQ97&qa< zhH})o4LJKfepM11nt)MAgFet={D%2Ukr48}PknjRQidQ4eAmpk2qq&vT}KYu&VCbzaTqj+ZrUJQ`^*YG!^sEE9cSwJ-En zv0j>e4AL;U@$9ylQf0z9$u!4i%+?AHbEoJPO zl(J1bjzbz$KjGwdDOzWKm%PeNS+=6%kp@<<^OGm3$qK!<&sLl&e{Z0n6}X4|A}f68 zHB-@7Zl8d%A&np7+)7p$*YD{PdEEL>L>k6CzgBuORfRTNJ5G~nj!8&^IJNUR*~FB` zE7WLvM5g^V&_Ff|pP^Yq{n5|xTlr<19-fS{LFRRGO&e0?-Fxz$MW%&LK^kUW-rWzR z`WMsI6d-?NRhf!3$RSo<>3@^I1$<54T^_fj(~t&{C0xgLfoNX2vMUbyo^wYt@p%w$ zvO=>pa}*uY^yw%YSi#DVmCvSF@c(muw`_%aGmr+cVCJ)K+O_%TZ>4J?k6Xr>ZfG`s z(R~m_)}ga4{>ZZ3HqgKd!XBS6qS^C|=%UlGO%0ocvOz5HX}9L&yqW$SAFnHlrMcB? zgn7qtyzXD1Ah zY3t{rY|y$1UoqN*@!|bF6`Q@g%|jX()WS=17jj*X%KnPgiBj{ChOWz}$zsVp?k#L! zldbUCKtn6={fiyQKe}CMbV{e8v+Z7hvVni_Z|22h(t@{tDK3N^v=Ct+n(%mF9{Tu8 zIl($nHfh;KNQ1m<;@1vn^B|Kqhcwg`MR)sWph3Md^UMG4le+H$k8Z^)*zSOTZ(5Wi+`6#zXMOGsXWD_3o2%>Qd zX*DudmhFv!2IFSo_j$Y^*?y19qiD9atU=if{>G~5O^W&fo2sUlHSMz&X^=vkeCu3A zO1=ADb+|8UYFURgNWH>?+1fU%M=81~b`Jb7&_Fif9qG-~2>M!DUzH>4;Chq|YK)Vg zG1a!@6pMX!NT!VpM;bKH!i4r`@?P_m?E7Sz-v*?C_X_78W|F2J5q_Ss6%s`t4K?Lk zHSd%6eoEOax$Gfl3^edw2lo&=E!N%tuYWdKw#ge&Hqg|?ySLgjZkty4#c!C!0$6*K z8yeqF=11S)C7<6bDvOqOvm2O$58FFxkUDrBt0vQ~8)y&;7Cr@ij*{h>v40h^E!={# zK|-?fZ}8dVAmRPnDArG!Z$%n7h=bo_kdK0X+v!4zQ-pc8Aq_MYO1<_RWU1vj_Q~V+ z)IbAwbMmkg!WY{FjNO{D3{^p_{d zyGTpzL>h#GnIBK8M;>xI_nO(VY+npC@DLL(^^>V_2w9z=ww#dm?n2q1aS&!gK2j`P z$oHv@EZflCNCOYC@TH=)L_5?V|4Lc5@_XFSO#Eq!`=n{cg%|S4G|#OqB*+Z@xXfSRLzDjYIJfuoY?$t7F-a(WN z{LSoS`w?DJw(J#kv9C_UA`^TFXqya7PyKet4zlV9$_8b@$rr-SAh;X-e9EEAv z>K%&it@tsdL6|ytS%{_ih7N;fRFR$cgMkK`TKG=Q?lf-oGJaKjId4CXvH?wacX0`o z(^~Du7L{ci5Q#Lfse|uHHPQEERLKy<<_6~pq(K3+Ti8WDU&soRw>68BW&2~Gffek$ zaVSW%vsaE4muW|$P&S|m_lIf;sZgqXWo26ENu;5_@f0$Qn!%$_|LZK%{7)ebinEiC zn~fTW>(lxN%8`}yG}0i22np#RCCdrjTI7^vyI`O}4iQRL11d6>^Sz(wG)!+Z&Y*0d zsg13h?je(A>zz#TSyb;V!oZ}$$-j!^ytNMuxGfJ`hI2?m=j9*H^~j`Ca+hwWD~bu} zj)4Y>I{1|mf5-@Fy1vVBytHm#eam;v2z31x%yCiJO;si%o; zTym;xh3=P;20e|9Py2MHsg)+3eHAA>N?$=5^w3Uz-9;Z7xA$$g+|y;lMUT%08d!nt z=B-U})$7C1RB|!hc@-stxDqbE%|hO0dsZMmnIyqlut4?CtA*oTMo*! zu{Ye&_#UJ;1l7qu=r!mC|aQhNCQRrI(TDh-9k54^^!$Z2%``>z>-7j}P_Jwzw%aNR4cq1A8RM@A zLD?)ZNCS)7_`bthMDzGJPZ0^<-O(I;L1r|0+tfg(VyDFZ$8KaZahsl^aXUBlTvgeo z!=E4x#?8rlw+SR$^(2|%FFM3=tN0XYFm7fac6a4l${;O+BNbQnC3=Q5@DQPzPNN>A z((&aAo1QVyAQbF;pX+MMyo>fF8!LP7l;Fs=OpX)td5 zo2UtWDLnl1pqefk!qU7%7&OrQJ_+p^yj_LEC&~VC)g8>n?+^8-|<;Z!t+W;a0jZT{84G$47*L?+Q1o45H4hQR$nCNtNFQ8u+f6 zuPUsin$RlX)oEF_!=F$#u&9$?WcQ6|SB||ICwp7SXE!t#zlCZAWy<&Yj@{NXC61f_ z7o>rInE5@OQz;+0I!7x`Dg8rYO8I)GZYzx5~nkVW(UfiOsJc01eKpe+i>8i*!5n0A}0pQm5@kGi7hAd7yYY*_tVPU9}dB9xAHr>mlv25J5aX<$;} zK&`fDYMLK6K$b1{Z=^vwa`A1@<0$B_E?6>HradvxFzETxbxP87p|$4;nYQ*1$_AR+ z_`WhLwMRP&PK-a@k5=d$hcwXC%#Q@5qc9zO`%rS--_UtW{6!jsDc^N}pWLnXh0CjC zMPm&xa5rH+_Zn5^y?=MVmT5cwL(!lzJNc|i3hF^p_q(8Yi(q_HRc;CWPx)IQ%aRwR$y>M0dFmm3@*-kx@X~#TKHqg|} zcS@WhcS|_-lw!eSYyzZ#yV>{!kwYmIJWgLy>O?=MO0US*Bew(7*~-E1Rz@P8Dn8sT`3qZB}BG4Lrof=Rvf)z@CqP9N!?J zhcrlnG^kik{$)CZy!S)dcZ%hc%t?_3vI!dxlhTH!n4}fs+~YZujt1v^1XS zkcOJ_Z>%nqD~r51cSH8wC<6_0rLf95oa*1d1NRkY*e0e&*?{Ka7fXL8D->v-NAXHS zpf}RM3RXT-R+8%9%`2@I%T`F80clWUgr3HeqBP0gJR9Y4yK10;O&xsO#bJ^yY3QGI zvTXA*x{=M!=XqDtxa}OjEmW4RNhYMhxS9AYo_6W=(a=ANi}Q12MjB`;tg!i0_jdcQ z<*%&iBLfY38YiE+??tjL_&7)LQq-y}Ze+9YIiJ2n8yK8Lu`#D(R(CXhX0kbXh-db| zlDekYkQdE{G^jDWn7Syisy%2vNrzz~e`|n2U^)5rU~ek)5fu(xlpSPCb`%W?y^C)j zh$eRn__pGcEL-0kNCS7X@Gmy)jn9yYa})~!wwy=<+3ftN>06R*a_MXxWlet?Xeb+> z3fWGncWxfbIa$*~xllGpy>`BNSADM zOMQ9^oi}%3q(La~WrYwbrtPoqA1aF$V}L=SxAJ8t?eyR4qIVRF6l;pO5zWdsakQuG zwr%xj#hH=LMUe*C&A}%xy3=QK!io<@>6+rOl_=(p#-KF9 zRNE1f`ST_}ITCgjN6~<0;a|;KB-m(%L{}8c-@p<`18=jN*~;}B^4&U(6K|JgD^n6_ zP)yBy8+39i3XPuTwaK)<1{xFvVFk87^&oXjfA{E-fSMjFg|b1nCG2c3K!twN<~xd0 z9-~Vm4cyJeH@SvUU?uLBQgKgbRUf2bVDT^dCsY*%|95?jJZ{NNNP|3X;a|-+Y23DF zTryCmT{O^O+=LyG+L@7~-wRcg{cWZhWrKVq+}4tUG%dDl`d`_m4J=3l*_=EUQqvdP z%a8Bh$+Bg#A`QIPVq*IT0%_d#?Wv@=+2gK(2C`ZBo{+^fZs&W-1-{9s}``dFA5oa8^5*2jf3@DLaOShz(+W@5f;=VVQ- zWsnBrX65aDHY$Mca->yU-SE>L&Bjap1j^(s>y(-(YkH_G$_918#WT`A^0%ThOE;5g zqsk!-GZL>d6Q}}O`mc;{$T1cw`63M}pm5b*Yl^HRJI3Xab4Zf%NQ20-@ZF!^NYg%% zWxmNaJ!7DOrdB?`rJW^wvA|0)_cpZx$_BAu<#XB}slRVN%e%U4g}N1y2C-n`heqy@ zY|kdnRLr+~`ymZv6YjIyOR`ODUsKVM-!#x*++6&lzBEPFy~ACT%2rrZ$&G9-ow+Yf%|#FyHRv0yPkC2Qu6#?PJ2pgMo2*ZN{Q4UKToK*Pk#;_4W+AmK0eeAHnm+RWxC8nhq|zUFa} z+M|<`w@#C34O$=#hRx3R-PfndiyNa;Z53`WF;f1sCmAYzyh# z4r!3xtbEd^2l?BkdOKFgnp)Z;4g5{;-azt@@HOv0pIgn76?TLW~f#u@+W_y!t$&&3HFUz*J7s>|dO}K%e6V0m(TrfaU0K4>d zLv!$1nz3Zl-xoaM&x+yB!xDXv2BE;#*iKR)#MCu+kw@*lfrWvi(%f4t6%>ealU?YZTt)V}=?2KCCpo7BTJXlpZ!xgxif*8WI?K{N4NPCrn@ zSDJR+B#e6Ar0dGD{t#EMfR^@bu1yw~Z&CO>;p;$4=Ym||a9#$iZ< zz!DbLA5af6dqSdDa%9~$&>&Sh`HrTfl-we6c2F$oE*_4uL8`Rz?VpcHwsy7pzLag+ zVg%AqHvVwQLGrg{**8_xX_%1mjC4ce&AoQ9RrLPOp*jp}=@SDCotLiz+@uP#VbQHY zvb(Jvg`&Z*S@@Z_$t3L$mT#`WqAqFSid@OskX%MH+;HmG8E?O<_85 z|FZZ{KqGuI&>)5IC9!Fgc~5l?UZ@Wn!gh^D(IDn|s(eqY>Z@xdc&NkBqJzdD41(0b zCoA6&ZL#-y#fNFxvF>Pm#XltlLd}zF69%-14_>4~^X&UgN^ljM+0TYl0nhMwbcBF!J?y9e1A9U)8NCR&Z zUZdA0KTkJ*ulR_$YM?>PTlglmVN~cnI!;r(2Q+sQ$_7n{aDMnQ(Jbvp#UCX^?`<*} zXtkgmowRNVKJV+ztB=7p6+Pl|c3{Y@Ik9ui}qL6{2J?E!i3@6D5aWe-_B z6=lOX<##RgAnzSCpnzi8snay1!MNGEO?}AZ0FFq(LkQ6G+Gx0M zy(a?NDfan<%t0D@FQ07C7A8xS$)}h$t~?iMFm5Kk1gl*tKhN4y)sW9a8pvkiU5Jx1 zd7r>fij!yO3^d5(7JlJ}JM4f-t` zpA?)-9nzm|Z9L_SASAe)7s6&pyJmRMXyF?oN>9nHl*i~5nK2?~Eu>>66K2xS9J zoxJOPObyqq17{VVx~&!?4RVNu=icEYTgN{EH)Jd1TY@x{jdxskDNauW7CkJ}o*QTo zr^3G3pX9y!TNYm=+cZ23WdrYZ@z0{Nr0Lq(`P;}HdH1DA15Jf0<3W8$zX_?Y%d(l4 zAr0cx$tQZ7QPgLT-Mm2l0Q}~TCR|4RguM6i)X2HA74|Mi*`NZN`5clr*|c}Yx_M>V z&=p7nn+m51`;$%0D-#9CG~bm-1Do1-Pu`cR^WR1lp2$}4ScNpu)W!GSZzP*~KWnbo zuo7jUK|M9|x-gC^;DyX*cFUShSdFql1+?;eNqbO!>-4Q<{AU){(||QdgZw5uytA3U zb*mNeKOm1=>a|FNSTOUs*~;W0CfB33GA-Ib0}l}Pk?G_Zn&SD8!{r?;kUDJ;vDGaP9U^=7{HB8>XCQAfNKn~)wGXrQUE zk1+wl{*pbk(q6#R0$z1{#E^iC^kdoyKj-&ytEQy)$>BY%p#X zzBy+wIY`v9`-*2*>+eDuItWje$*C+nOY_P@PL`Q>BMmgQ@;2lQrQUPPV(Q4Wdj=Z1 z8&60l$O`k*eN&W$<$K)7X5z;%&yp271y@#lh_~H~G_ZnjXW4r4-Ueq2{+45*;69{* z_nP?yA03F6cxaE@`nX}3zH&$7bL3AbSLTSUH$@JGjr&nF$VYa5Lr`1F<68@ixF9Rq z`vB6Qr!nzUcG_v_Y6ZPk$TZ7Aq`|OR_)T6eqFv28L2)+YyMYGo=HgqVh7v6%<(@pU zYzGdxk#P${lB|cW8|-e5r>fmxCKm$#MW!=v-Zbj>s$t+u8$}yA;(wo`A z&ibDw*(_7i-j->#k0T9av+^QSm@56j(J2)7Vy25k8bp@x^y)JzS#92&>nO{1-9Q5? z2=`ytrk*Auk!g?YAq!5RY~UeQehcd%$|0i*R9CDnG>bwSXlmn8KZYV}K(+ewW!Z9{ zL>ffBiEoj5KxJX$wr(@!aeHc@LCG@nO>|W$vU<-Nso3DR?vxwZ?0hb-3KhVfuE4}{ z)OR_JG{{I6E9;@#lcwH{dQ_Ijt@s(FK`glVyiYV)Va9*06z5lC4K%QVm46pS(72uY zx-9-SB-~H4^DN2+{>Dz{`%)8faNtiv4UO#5S?K_r;?w?YtoV^#7me?q1mxq!04HORUxnSz@uu5Spv=!Rx; zGH=tKQkv>tBAx7QRW2b7@{zEI+(G&1fi#FLE6==5=_6}a?gxrbkJknoWL_IzTUbXu&D~vf z;!pizd%x)>$_6w(Y*#3-CN17^N>;SzErfxCIQbz=3w;%}`I;=F?7XJiNP|!?^QUq$ z)3BWzza_8iyx$EpP*k|GESj9Rr$@2XvZe>_plsN@@rAJf()8yduW~YN#9gF;rouBm z-$}MKc`}?Dz++%BQy~5-p>Bh+;cf&4=!2{JYtcY}&g>`Ukpf7+7f@ zAq{NGMQcp3{e5c`l^rD79ZWc~aFwdU;Oiw7H_Ok9LD8@(@YD1SNVZW4n<|b|GRrWJdRG*HyRGw&xd zsdpO>#dO050}V{-;Ex8Uq2{eZ+n_SCY};R;Y~XIfb2M58S=nJq2bnhDCDIHTgiW_6 zB-v^_DzRIpxn3a+W#b=g9VxJuZ~RqSru}tCGw}h3kVzQ;)V|AL@aH-dp`G(qP;K@710>n}2t$Q@$*=nyk>}-{4WQZ0$cG4Xohg2bDfjk?C`~*9lp+!k>`_v0&jV3(*t{pC1J% zPIbOD&>$8p{FF>x()41$uY0m=Tfd-epsAhbkV-`R-L-^b+h)J7?r1#fUsHd-bVKXx zvTXKmNP{?a@~uN1X==q;VO%=droRm|sDQ$%hqeM(`%;TWGVSnplnr9R#A{YZs?Njy zbw4Q6LVh3(JVdw)LTi!2GiQsFX_bE>4P+A@yKoRKZTKU_G<1?*ZfIuy&31=kp}@Q4 zidZ;npn;}l{8? zBq$mj&Djc3nNH!hj|9h}Z%bpTxU{e!6?O%}s>vsj;Px6}GBLfWs%ZIHvH>Bbm zp6T{YS+yR30U$ZBC1#LFN^<&UT{AJ7{jW;)r7JbV$R@ z%Qy2!QP2mCDyNt(v!+KHnAF5G?-L5FfU2+m$(sH&(7>ct-dT>Jo~BRSin;Q9*+FlV z4U8aMb{a!gSQwBiRyQfmID}+C8d$-}cU;Y-z&e>DiDG%uKO@p0u!QHpY7%Wo|4WLw zJg-b{Xb!$9-AVmc%Zbs7twR?KG(*3|0!w>RaAw5pezHwxW=7e--^~09(7~i>>J+Nw z$@*E4hU3O}ZC0Zqlchwvq_S+8vLX#imQYUXkoTGzj(Z6>iaZpV*oy)VnwIy=(9drf@3NPEGg>hd~vnU+5X(s11P{DlwEc7AL$ zPuBE>JDQ0vPbMROdy%|=;+S(pPLvJ2*Us`h6(Ab0S2L9;fi`uXZdn+o)9@%?#tswG~tX_ zWlEN-FBgeld_vhqx!D^ddK zon}I3ITGd<7}ma{0*pu4y5t5cg% z%!gk5l~AW)0*Nuuz}xudRPADeHL15g(P3!NRmD&=$VS3bEmz1rqTh#Q(T#ux?NHnu z&A8IpkJgH;*}5wZ78NdmEO1=md2g+Adz~e7kS-bO`Nlv4gF5*Z@`@BxO>fLo+)lHl zq#N0sd@J-DsxM!j{%)hohNIS}6w<(T+0|QbsbiR*=wAGR7Sz*H8d)%EX8r+wla9yC zt~1i9ONOrY!$5;n#A}r{k-D!}#~|6&4)~yGpr(zVHr-5${_(K;=%S&bBTPsGMNNE9 z%op>d1*J>ii|J7b{1xLNqu zd|T3VLf$~dqQX=w$_C@+;#QbMneEKB$Bks!>e!G5na#wno7JZ9LOc&BUIp^DBMmZ} zlWVHItGT;tKbI`qO#=;5o1Je*=t(wR9kX3=Z@^*)$_6&I^X6HbfIeAa$yC|jS~!sg z{fCX8%m^o&R^GCxwNAq@&ErBEHmGcy>vM9qwTIgT>o5$gCk7a}o1H)7I*vs1{FFd- z5M;h3a_ox08 z2|2R1{=cuYjE-t))-WC*NN_*6>-Y?A!AS@%L4qfEu!P|5?oJ?h2p-(s-Q788;NS$l z+Uu@8cfGr+Xa3EfXT9AeExWr~@wQFbN(jS9;BNvIBHG5sG459`(B1xcq6x1?9i@Eq zX-E0tdP9+Rq%vv)lUmFc;}oPI(eCyCn@C;{jj4h(FoKgG#!F7yWYI6WD7Jg*R7DyX z!NE(~HK$2Kk5+-j+afeUos#snRhBlp zI!c2`aPg})RVe1Gwb|KErZw|L8e|YF|K6{a&GFxLO>y8mdkv(4HV2>5bS7;R+oe;S zB)xB-fi^ogsaELb%C=%R<(4k5iP~U}DxBd+PoETgYBW^PI@CfMgo5z2%@-Q5hD6?Q`m_T z(w)9e#dqsIb&&??&B1RYzoX0>cJKKjx!@=4YY-aNUcn zDP>wnbEJXuTKHn2IVH=L&z`=JX(d}A4Z_sSSCh@jc~AMMUibcJpg}@%^4dl9sNZ}x z{qU8wZEK0zpx-RKkaH5U>5)$*yk(mXXoWQBH=*?MccLwJE>kRI$_640JVe;7OhB{V zj1x{OPB#28(9nDN@wr753lTMsrI%ZJxHW16nsDTM3`KqGjuEjkZA=@aLDUP?Uow-n zG0{1)$u_Os7HOc(#H%zFrsZV#<<*KqjH%io4JKT|tx4@I!BNBCDyl_ZGSHx-UCedKrxnvg*VU72J6yrSjg4^ zX%MDnUO2TH(YiFK6Rc~)hTii;wx*`U!~ zP#VyL$7r4s?MwBGiX*PQyLzJWW2B>L>XxX1bCujuOEA)4>Ly+CAph858{v{$`prNC z*A?m!S0*c1FaCE`rtJwqZP0H*Em7?NWR`IuAF=d@`R?9rTjvd$lCmRAq@s*7vGNRLX)l6PkN1!Y3X_+4YUc*XKVLQ z>TiC~NTyx$L=z@731}!yQ!tr(4UQ(A*9W!1P|Ck}lqcVvm8^9)Sz3!wgn{px`DK<~ z6!U4<#M$&Sf+#I#U!+0I^MaVoXmS*ksNO|g8p7@yU=Rr0bqA3NO!Hle+8N9Gp)$xH z!dvZHU8`F$|8A0ZE8F)+8U%ukZ{lsDUh7xwt74r{cmUF%*DPh&XUUutR+XG96vuo1 zHPFCy9lZS9AfiP*`d4v6V$(p>1~j2+gLYNVdFr{hZc-fmLc@>-u505@YHlOn-Lt>9 z;)zX}hjJ{W0W1*eT&sog;yQqo$qwyZ7r5Trrk6&{4m zOE!IVGGeAoJ8PhUP0f5uFc%F9_N#-6$X1v-)PpwRNNOPUTZT_#^6T0#AvGL^G)PE1 zyA`B{Zq71av7FC19AVf{zR0yw3i*)uSZ`e#2G&haG~qqGGBj!MPO|HUp2m^3a0F_D zgd~){o=HK!Y1B|fsg}TzNCS7X@)N0jY3lar*NpmdOLLDx8ic8X-<*0+fpx=wNguhT zPYg5&Ea6#|ZbZ8_EPGd(wrVtL1Ddce8%2Z6r?e&9>npTE=P^jbL56SQ1yLxJPW$MM z+;7FkA`QaS#?N|}C4Y-dS7fkEduO15_qzD~T3wmvWXc&&I|cGGN>29prsQI!o83e5{o z{j6)lhK9~T8U&VwJ&5j04IMr)lVXp?HWy*gPz#?ReW2M^iPS6V$`<`@pg}{0Dx%uK z&*^;<57!%tM%X_OwZWhutYd0x>)eHv4(l}Rwh{A@2HA~&{gE+(0vSpHRCfH08e zWm5_S|04;n>kY+jJ7b_h$lH1G)w0ymG?R05l@rL+ zMW_v0DjYysNJGrmfs++i2m=-)4UFL8j|4+ z39>?;j6oUYmUfFo8d$-?OZiM8Z7+)bqc|H}dL`08n=qq!OSE5Q>$-33p!0q*&|viA zH9fSG=rAPQmNZ9*-~`7~$P-YZTql$KqM zG>~TF3xzR6TO1s&u)!ZsG%J7A<~A+YVtWD80jRMYn^VK!(CVf zjWBvG($GKH6&r1@A?V|vP+3~dbqIrQGxOuw(M0PzY^h=>O}X9!&BhD4ULn`r_iOb$ zeVE6FUNF$Wb$KP|+B6GXwX~q(fX~bgC=Fm1Guzq9PD80VRd9^lZA~^J4Tl82A{s>B zb&~zrI!VqSS)-8#xy{MXz1*P@rt05}*=23_3^dSY=4+VQ6s51~dHKn-Wt&hNM5%+% z+)_|WrysgkTBfy+K^nBw#=nRCpmfypkM|F`-wJL<8aS_sXYtGAykC6I`O4Z}d!jjb z8OAL%1xed4c{!Q3aSLk0DG1+GnL#VbtB<#r(6^5;6nbq%8d!nP12h?5^>(whw6RI$rje>c*g-^@I{ zt)+fD7@s_W>~B7MkOuu`<)?48%ho3?BNZNU)j)%mI{3L4?HTz~N17>Wcg@?2+Q575 z{Fp=;O1;(ghAVFEwAzO>2zsIVkybc=`N9jWuvZV6w)y~SgMKsft1-_hBZahH&_t$%97Gx{v21*aWg}YV)6Fh zJkU&hkU39lqWUA-C{Dh(jv@_)1z~gi5IM-7qvJBkEsZzOz(Fj$6y|8MLc6!+m+7M^ z4l;+1p*FMv|3<%+wC&yXR`Ht3$m2*uZTw@*1k#o}!vpv8b?9!@Paq9~o<~Ai%Hw9A z%`@~FG&VHZNrXXmGxHDr11KLY&o+LiY=pB08c4JAnAe_-snB<;`}h%Rn|cbhff1a1 zdmtx8>Dj~$+!fog+X7A_4Pu_J!0S?SyZ$9xJ~@G8ID;@ql@7k+qrKR5{I+6x}EnfY58HrkC!Gx_yH z*$Uk+A`Lvm#b@_NC|6#(ky$Z?E`14Um@D~NZ##wQ#kI3`$l5*`Xb`40zEifIMui=d zQ!8#!?6{2DV2rVHZB-~tkIlI zd|X`q4zjkIH;@K#YUX8JzmZM7&USUbv4x2|7qPIVO>QF%JjBFl(`o6k=|a{g^5C5H z4$`2d!g;24)Y28>ODi(@eFF_!%7^+lw2+A`*e8kXAuH~pHt;u-gB3G4Pq7eEpkx)< z3LWnu4dPU&Zu*;AT5IjY`?@wP)KcU=(jX(T?S^$UHs_44w^~;A+Q5RbS$N0sELpV5 zyOm{hW#}K#4^SCc)WVN&6r#9_>#(Dtt_`O&y&obC;)<_x&y(v$t*+EYhoLmfBZPtL zntA!q!{i=5uQt2Ss-U!Q1{$~r-yXO}Bh0vsN$$wfc0WdGXixstDHCPN0+B})l?;YF zK^jOC-Y#!Qw1hrm6}1PdJoP}c@=_NUDGsI&m|j-)k7Un~hH=1mKTFbgfcV0Xy2$-@ z+CYPT6Ura?)9AP7pFqVDe9Cjw1`cB5?lyyLdgEmOld`se7f1tb!i%QwDM}X~f1&uk zmgyzZAWDVDE&5ShRcKh@sBDGX1{%bbFcSbwAuMZn^iP6J0rXmAHq}p zhct*R;k@@2vcl3mPZY`Wl7R+O8Z$ph)08~qzd9;yv%a7<@DLl%NIn!YWJ+`{?k>@Z z87cBRYJ)+>#=oEpAP>p9{IlXQ=}te81|A}OD;iIO%;p;J6h+jE{6rcIGA2GndOBrx0ceFjzmW!0Bo{BG zn}NJ{WUg9fS(`N;Y3RM&rbVfxDbgP~AbamO0}Wbg;&&XiNlmss^%WOQ_x?d`U4r#+|p_Za=<$;5Lqt1A(ew{IxB8Oa(QFL zD3(?Olz48Y2YCy{@Q>)oxR92F}}I%y}7)Q2H8?5C~=Ht z4p;6U%`0nrY@k67vGd3}L)sE8^jBD6RdNs7giY;~6j`U5beth;>yiR#&~FaDWm%Lw zq`mKqf^xqVONlh_5Mjop-C}#TW_>%E_TD3n&$znKSpUuXYJuF+t=^~&GLp%}F6nL| zE6f`>UU9Cve=4Mbhq(C0aZRGlczmp%+)`I+4>UVp%lx91(UCIwKFPFr0}cGm#IvP# z!){IN^$?kMI1OrpQO3zq(vI6Pc7UEHp=9WLi;MVQ)~Gk4Klfz z-(s_oha{|*c(kl7RXPteVa%FD8L4&2J8pl&W&K414I+!1G?b=qU&6C0PP)!WkJ4a} zaq(I$b&0n9#SKNx<;EF2(1ee=MQNx{Ui6szxG_$+vSvgY1eS}}yNITsfBolQ#U{aB z0}WD$%f$}Pex>wQiF%(y43KmtI5PoH#VO;Tdg{sk%iF%}>jtcu&N*jO2# z8?`}8g@HL0<&QcQGALfksFw$6;2(Crv7%k!ZaX2SfIPYP$%{0|Ms_~g+C-T$ORK`} zYES4NR}3^9n2pt&S5k;Rp7mXEh;ddvR0bhx;Uz@tlIL#u{?ly(4ESdGkp`a21HK%& zN9*{^iUTIu3m^>K!^WRcxlPh;_uH{d4=Nn29vEmKO?XpQE4Y>W(SVIIZAC#3+JwR{ zb~3_)rrX`eF0k7=7D5^rf#0VMq!{gdq5L*kTA{)S!x-hc=s(K3t*!#-X z4wj9wQ&cs5J^#3@ZDSGC1~fbWZrz&VpyK{VhveMWt0>aIqz-;W`xY6Yarx4bvNlUG zq=6A^e2XTQ`Yqwi1+(Oc|7xH?ONEaV1x` zy4&CqNP|qt=gx!32+mO-6ceqAB@qTjaPm|4K{Q;|@{d_AH#AWxq=7UG|6CVKF~4Ja z*#xo?P8evQ&BAYkpQE`^l~LstR~*NeMr|-RvhlmaX~^BWPfV;R(pk3*(jbYuctti7 zO=rS0r&fI1NoztHxSN$9!1be*-?8jHe#rfH)j$JnR=)SSm2zd{^`i&Lfi=gB+8~dc zc|i&7p;iCr(Tb^7a|_bIros~=E4Ag-@$m7ozvZ+d4YZl~dyu8b-(FO1Q(SK8BLfXm zudt4EP$D-MpP?B4R@zV-(9HZe!az#B+3SZkl(luSBMm&n#SevCp?;h6Xvb!`--}$|4L>h?$>2+DgeX$ogxqhw6+F>+X@mllEd6e_ z2$Dk~MMb1RCsAPqdkCaiO54xRN*q}xL<^_prT4dRr4J;_J&hSc|~Do&VuHo&0UZ2ar+EDF=Z zxhmWBZbNB1YoRmNnBUVeI zbzGfFvGVxqk;eBywAy0#j`=If$Q-SU+Q0}-PAf^YMo*#@H3P=h^FR|$w!b9by;OF- z;^Rr}`bY!cwexp8(oyD}HG6b+ITBL)Ar118l^=OKO%w7;OIPQVX_pN&n2~%jwRG8Dx$>Y6IsLs;I4|vAOHfas~BGUZgc|fHcVCW?uJf9L;IE=A2(%)|M*( zX)vd;@-zGw$O@Z6yb{T@M+O>L!NqBHXpE_F|AXR#*vf{e4LrofNBX2>g=3#KDUNP+ zX@oS$ZgxI4f22{N;*6k$vWFCFj5LTWE5F-SfV5dAzDY0l+j|2Iv^n^Fy;n4aj)-}# zm_l!9g4$sG;~&H_)8y^LoOFw2Y5kfa45V54bxtn|`l%0BHqmLA#~sa(1}5eHag%ao znpH~`6##!2V32ujyw|Ew%%|8Kv{sjfakZ~GN`siU@(-rxX_or-hOgpq)UXyvgP0c% zZmpoqd+NhG#VyCGEs+M^=Hlm|J5!YAUlr`WQ;RK4+6rk9rFK3vU!hq;n0ahUITB78 zXy72iy`5GxcMF`cMzPSH9EjS$cP)Gp@{S^*d&;cybZzKv4O)Ak@trqq>h`>%>ViRr zHV6ZE6RuL!q)51!DJHAzZZ{1yhy)Y=v~!yhh`mvP4|+qAarF zEnV9lwLxH+_&MkV6j<+brBduzcJF{R2rLUEhfW?ocPZ_nn?zX6;#r>uYHgtM-)CTUxrM0J+Z`mhRb-mXx^ET{( zFo=0Of7>t<4S!ev?C2}Ue5RgAgW=D_kN5=8QsF>@m>oI|8+zM7gDB+<%|WR$%hKS< za#$_yu+4<$rCe&}chyR(c)6fWOLs1(JG3OB+4OEh z+K&FH4dzDwX3WR@9>Y?r|Ous~ibKZQvoSV0%YmjZ0G|o!rh*;mCqS>EzYG zev^Of-yWwZ>rrD6(xBIbbHS6T*TScoa?9FML?8`%&Be0%As%QhK66V>>kjkuKkg9*(^1x;NQ1cI zJE>I&miYMuMRkh1o?vEPPWKmu)zC#Z71s!t4MS<*AP)Y$V-=0^YyNq^Np_I-!;uEg zYvDUIovEeW3f{NLw1Oj$2Hj@i^>Q*(D1^DP){tqh3^YiUR$c*j7ma?a>&JAGN9GM9 zQ5%eY!lj*+_iV2b%aNta>y(x*F8?pxkZ83^Xu; zmET%DLb>wquayxpZTtk(21YRRZMS*kApWIeALukRLcNJdLv5_8aR^zoOk1xxIt-1F zb`rwCqQXx58EWW135HdYO?uTp!-iVe&|H&f39F=0OhM*OMs3hgC*SZ%Ld$u_@~m-k zOIu7q8aRlJ9~sI*?snB*wfC88D$*d2J9$gnQ7EkMzCv+j=aGSip}?2S8>!!79&LLg zw{+Ds)CN`%3N83jOWXB7aagx0PPV#EM;i1SyXbV5GG)dYqqoV*iq1e5WJ()9ptg-B zywiezDR#5p8E7!V2$xLPP^O&H;-W#(5;v{R`Mn*7)<+jRdN)CM#Y zKM?6l{TA2misFFUh`C6EezWrhRu0lO_HBp8vNqp&NQ3MqJXo@aXlpFv6pOzU^O1%v zoaRsYPsJUFGL#n zn~5(xMpB$kNSw`mVh9JUtc#EaHsxO^zL2!R4W^forQI>WK$`H0vp5+cVb}V1WZKfj zC=HAt?4#zVG`{53_C<1-wqJrYNaMnLZbN8jE^E%dRG#t{T#7W%X6B!UwR#e<7yrp4 zYkO&+!30{k`EZ8ZZA0pLw`JP;WvC6@&B7l;cuSwKPVRo)N4EkxNRQ=6gMQ=Zh5V`8 zIxdKxuq3XAq`q8Y;EPCn6KBYLIIhUFbZi9 zrVbwTDQHHs=UF#JIf-Ki8f0Ea8MZf`i&DtLcJcnYHgvaft37Dr_W{Bw5?T!I;m~2| zZnf7S3`}a`i@%MOL8h5@I%Qg_wMc_V5bkadq`|b=llQ-62f1jVVdCY_sidNSzFWf9%w@Gxkr>iW*z_fPS=Je&AtI?&~H2)O(K&< zUyf=bOS@-)fl1ALw)KSa(S)ezd%84qkmVau8ssAz|F{-K4l=1}am8iY4$(-1h6*2= zt5M8X*>>Cg#t3RFya{O#^LGB(+MBZ5rrPV>RXUOO+CYPTv+@h=RIS9f%BU9sE~>l zlS#|HQydbUy3>O+D?hZnh>TEnU$&ldw*|x^4U8a6?jtCLggyV|B|C4%T}XozB0R#j zlKQQ9(nNV>+ARYO`b~IxN-MJdCTC&A73syhQ5(=){1LVvWQ7iG6Rgm+p@X#BgERNnmf7Y07K5}h2apE7E1YF2O^Nqm zf>wKEZT}f)&}~j$=stpmzl_N{u?JBbwA9Hz#+;x?$W-CIV!JZ@5YoVRE&NMj z2I{vF?RL4h-LT)vA4VGVn{ecQ9XYSx?4OEChkp$;a9$ffl=_NVnkS=cxI8EvJ%ZYx zrB+_^>;q}@t?|{ppN%aYe-vq;P1q_sP1=gBc#u!_kb1|E2HGsVrH6?Y&|yooOiO#* z1I^42@UN#ZeYf_zVraf%ph1{gcpW?KWK^6>!_s{8fI4< zL|=6pwP8znMXPK?n{}(Xw;T&y&Ul~+hvbiIaa#WCa@pTXoJAVMf}Ovn*^UO8f>~_0 zWe@paph312D!D$TjO4nMbG=O4b`G^cMsn~9xS43A@AJH*OK$1F^GE{^aq#mHo#z55Z-)Zh9G5!z=Fv?YBu<6k+rqIi8Sao7k_PTI<>U=yx77rt>7)BVM}==Jf(u(IY9Fb|g?;s7P4Z;@V zJ)-sAnd6mAv)=VUv+-5YcWoymK@Y_tj_(E<45n6oQ!hE~Xop|8sTdUY-a~DWkA$7K zW)!9^s%2DsnH+i_Y0z&@e!#>`!(YPjCo{><*i z-)#JCY8%mJCv|m@W8sWP8sD1jMpmd%tjhzLHsuj&11s407v0trr{S3*OX@UCmJJ>w z4dRqvb}C4N!pC2u6bUK)6NJGKW94hCA|x&H*}Y=AGz|J11{#E^izmws)NR@4Tu?k% zx!@^kgKo3)I~if*ZUGy*D^}rw&yWW0X5k4*o84b?4OgtOaz95JxSO#3Ih$HK;J}^h za=$$_(6FWavBameRv1`zp+%n3tbT#oV34u$Fdap-WPwZVa+r2|>49eAv@mMv!HCqC zWLoK0NQ0IN@5-K_WH~&sO;G~kvw;Ry5Z=6^F%m%EOVwZ*mwBP zE8Fe4EYpq~XrRr)KT{MUe@pFM^}S3R{|>c5oVxgGG7Ak^%@5|-DciK}d!#{2?fk75 z?S<4q7Z*>GwWa-lH1J**ul7`fY$6g^Z#?HCYJ=P> z)C#Xkdm-<3=KCmXYY~Sum|9x-2SDxgXSe^>xrZ$D-khI2(fHBjRuoy`ApzB7Z4W)s zggA|)O#Y%tphfnO$j_(^a)^^(QOZfNkmz<)ysWMBe@Fu>xcJG`qvRnKGj_P8Yr~%T#>z(qqcY9qLy4%!vlm=t7 zm4ByLLbPjlZYi!S1pM(p6TZj{AP4EuCQ)122pRt(4Z2NOPVS)*YkTm8Rx<6Dfd=EB zmER4muesZdG=FDMvD1HEnT#Sk5a zCe4=!VbD;aYQDBtR{!WA#SX!90}UKRIC=4kjL>>mD#ew_b%{M_6L#LT2~zT6PkzZQ z?U@8=klkGTlU*&M4egtxnM^Y!^+e+fz~vP4hvVibjx_yeph1|r_&e=d;m_AcS11+> zvB^*y3SSzE#sNQ0nv@M*()njjTQ9hOTD(_;o2c&~-`TY3u9=Pj$cpG(9r9iI}lLBH`_ zS%wDFH6O<)HpuIEBMeMx8~WVI!rd7#`G#C?v8lsJ<-_p&VT1TcO$%ZuOH#@(9vY2w^kpmHm8*wKMG|ZK} zXwhKGM^F9cD`qs4vZFSzf|Z{}|3tLPeO0e9`Q`9HbMS+Q{m7=1&b2=%2YtGnNJE?Q zHPI6adP}!NiaT-F4K%Q+iTm40^4^-Yn>LlTEy#u1Ah0ZatE?#5bVqV$knAC?|3Mnq z)W)kCH>G|X9ynuyOv{rSY0z)Nn~ct6q(Muq{9DmAS}QcVHawfGtyDgw!8*pu-^(zOO(&OF zpqMwr8E9xzKCjfutNeE^m*Nx3_WY;~`c0Unj-2YsKQ8tptteivRsp@-m%FgrY83H6ztzV@0o6JZ9ZNh!ducU3{xV02aG)-TVaS5X)wYFmqrHAyfS*|DaC=_$~L6oER}C)f2J_an4>~by``9s65Ejm z{l>Rwno&b9O^dEAH}r%71`QPo<6R}1_deCNvk4BA1~lQ3ku8+nrvCbwRK62X&xtgM zD`B(Y9=Y4kqq7g|-G;d`jSFeeZFas%lbt3F)3Q!geC51ipg~LR{FrNf8e*z-y>UU- zHm59VgOS<6PgQHrf~=UfPH_aOMLDEl9_Q!owNo6gPYjwaYs*<4X)vQP@m(4(%9Ymn zL;Pfadt{)&WXsMMMJA$+Ogu)BELT=QZ9o&ozfR;K@1hRH%Gx?tL>hRAm0z%{LWw-) z;xPrSXeFdUvUKu8YMm*vrg=>*BwOLFfd>926j;$7tbEm^`B=H7n=7L>h%7s=DAf|Gqwz)Ou)r=Cdw)SFXhUbEmJFkzNa73An1jo%d2TZUi?v&1+q4?Khhxc+W6M&0&UxP<%bBF_QgPh zptti&0SPIx;y$ePk!iacpf;en_!v`xlBK!(``$7wA^>U7Z#KT&5KJwdnY7?I*?TKC zL>g$b@-ZegUCr2%c7H=zTcSotgN)?lAMAQiwu}lIQb?v9H_#x5Sb4uSAewE~0>u@B z@r_X%(1cecrjYku56$K-Muo#dy(UNlE4Ww%x?nQt$VSeDvJuiY^#HT;pzlec5IbDC~Q_ySJ4TVWtHb)vbh=Uh@xj}=> zjCu`^=-SW-xmq9%Ov-0ljcM92rc1PwZ_l828;;E-0+9xJ+{_)MG#%pjFu}B4rhPEb zpx>4+`_SThmWY=4Y?zXrKYJ+~` zpZrr%uKd)igL_jD-K|Ymgn_#`_~+p@6!U&@e-+)9FBoYM^L9S`)uAs%Z$e7CPivyK z7X}(M)WtuVCZ^felY8-s%cko>P#ZX}llR*(T6uiylu2>;vwJtBfrAL8_DWFZZ8A1l zE!jazcSjoJaXY`yqRqB4dw+Gm(~b`E*+7Hr#s`H`G@~gt>cm}H+V&nO4dO~jyxPH> zmmz8E%CxYaNP~u&_%>cXGU>XN(^ty0^1YA-CUx;=MpBdWhP7gHH`2g)g%{%L zQcL5;giO@6Va?^E1{$=KU7i|8!`0BU9~EEd$MivEU{EJN!q|?cAP2UTQ@l)FD->xk zl-l@}qGaSBQ@1}?Y-oG;MH={rosU(y&7Dib{Kp`y&l4$`@GW$qGw-J1C|{nFk;ZwApxt!f!Mt?9LXy zR`)jSx7!99q)HR7w4fbEI5}j~W_bd=WFTsTxU%!F>i?35bXe!}TDEEXFr-0C&D`IL zQ@`E1)!ltT30qn)+yl+Z@1Kk%ZSU@<_$c?=YXc3u*Trj`RwoaMZ}vU8Op6|b+Q38X zd{LxT;;;W{{AiihCjx0O#0a0*w5|JvO~&4oZE73rfoA8Q73NS&V^bd6BHQ$*fd(yg z@lC-alzGF4ZQCo;_76dAka->a+{G7~rS?Bl?T<_wJ``!-y+YN=?v%%eoZdY^rd1n; zG-#<%xnVHPQbQg;NF&pd4M!UIo0)ICJtJ*9e2cY0^5~cGm{Npie&vX^=vM!+0A=+ksEf z_2h25ZlIwyzIX3Kw4l~ke#s_XFdDT%>J?rmD^IC6INy!;vbMl6NCW4!^H;W-P?)xI zq{|^|%QF^f&{78vdhNZ{(=+0;$l9J7Xy711@t04OdVde_Ry^swW*lk*o0@qF$xago z|3hAi3z#9}kp>e7E8nGAPBZ9bv*Vp|OG{1gKr`{`2*0VNxm$1REz>?3XxLKzU417l zCX1HL(Na$2J13$xSWF5NuAXGm$R5ep$sQ6h329(cJKuRT5iMW!NW~%TijzIigk!En zh_)jvPEqk9(G*WKemppkwi~)HPpv4|a>77^I2B$Y4JU2!$C4>d&`q4`L7Rg=a-mJ% zuC_gpLH>^AHw|f^O*mJkRSKz{E=n<+`bBO;OFsr zQYK&Z{ztSN3v*|nHi!im|E_+QBCG$=(?eu!EoXY5nfZQ081>td!19Vro@*A;u;2Kh zw{g@`$F|%<^_JoS@R5NAk;R^=%|&C(%z0}RhtwixqcZRh;WAcbvS_LO;qJXuRMvS8 z(qN2X%DhQgK-ORGL#{Y77oLkORK_>TJ`wFjVAZ*@J>M8;FkV^tf~_!Zr7rw+`ixB5 zG!M1G-j<2SXc6kQ&0jmLmuY?GBMsuf$v-<4p%Er9WzikFcVNF+7a$F^3Dtb;v?z+& z7^Ao{^4&m#s1mNTJfS$K8MjQ)Z~GRaHi!ckU&d(V2j->A(Mj&NVT+K4lY72k3n5yc zlnd+2{Z@6c2b#^yytfs3NZv)o6Uek=OOOUuu<+^lW}4hTDVs8-+|n}!8cgmjyt>L_ z()M$D(mArWDN8+Qv+`1mTgj%Wy#C27(*l+u4Q%SnQO`0r6(1)1twkC*uZi#UUZrjeUmILb z?l$K-q(Qd{ubQr>ZmZsMV3bb7Zu@1RLAUXz(9HxJws3*_n<@Jq2w=8hD6>&$qM+g(2;)Et0KJU>nlFd(HeQw#wuo)fVqn zY%#tx&>*sewd6I5te;7SW|OV3VY>%yF8-af4$+ePr&O%|dhPH)v+;^?*~tp$@5bkq z`^~%)X zD*c`RK&G8E&_J7uAG|0@w3narXOd|X_o6nSIr)q{gsgD=y~8t&M;dsDP<6|j#?$d{b1U}ot{G@x1s5;Tl#u%EeV!?b)5h};pf>0?2e(2U z%H(Gb3|%PCQ(GNG8f0=aUx&xhJS4_kVv-ySxeg%>`pv?x`KP0(ADrC3txS7tpy8Os zGm=(|v1gK9?ll`uxS|fDHn0MphV-JqYOv^`VhgG35f3mMH-c6jXhP6!_vr>4081Q2 z8kp3{zlD#XL1x;O9`5p**wBv#8csvl(+`a(uFf_7s;En|^%zPs#1-2i(7pt?d>X%& zE!zJ$(qJ?-af=3!wqn^o6p(4I6G%gC{IJ9kiqcXk&b#jqqY>f_G#Hz$eD|UeIY^R> z#}zM)96E{Gz}u|+%ab3))$DD|EhcMi9HgjFk>xznU@UOsDgJpWRp|%Z|Q5$4&6F<59kv7OL zB?(ZRa_xBqX{e2l3EHz=Q~!)?Bx^HY^+2=mlVAzW5`CZ3M8Wpm!E`M%1ui0eoL4-rlc1(Qv$Zyl?s0$A||(!iz`KDob2+RXp< z%OYz_coS);jSmWkN!zAs;UnZ&IA)-MHetbbg@(UtS-#AawT-`p+Hm;em$4F(hb$=m zDo1QX&Cgg?|P8t;LnyUCL^SM_e^nKrP)2Cff0mC{1a$ou5LTkST;hA`$&V4*~MGh zj&}QPdk#Esxx@6Jl#X1d58uKkBFa6Agog`WSCDD{8fdU2GV|k6rO2ea9qY%- zwCKmE4NPk1+QP}CJpP21@-G^yn&(!iv=@L4f3Y4f(P z-PbbE2ww~^2ze*JX_|+Qw*UOuwT~PLyPlym7))LKvqCmXP*2R}y|W)MC> z3L+yczIUy&tgYe;q=6Ake4q~_cXJdttJpP8^b%>1cwPLpmrg`09P&_cFY&lX8o%&# zoE#)(;vci_AZXJGuTUE}h@ERIO_{g+oHcvo$y>eGNCOWMRtoh<+n81HMP+U2{zV#S z6Rs%jC0fYk1A}DRHBU65E=^X-m3Mvw?~y%Z-W${g>CMVdyv?V*t;}oFwv%bC-XaYW zl7qiQdX3_A>xR=;wjf}+|aHckOrfIQ2IrCa$v}*yoxf~#Xlkqjlh$oR?9r-eDfl* zwhsmxbem8HViB1%_3p{5KR!mg$!==bB#>v^c!i=P$v&8ts>axg<*;}P>RGO4UAynS1|3ALbCikr`UOW zYoI|2vGWsjg(!tQ3K^m}Z58tewZX99;zb4X()QMm4Uvk<4WWOL238Q39@=HofR%L> zm1gY;a=~jaklq}8yWui9@5gSvrph+`VW5Fcg_H7kDTN%GziP7_So;#9Hb@~Z?r&P< zzMX|eE4~B_PlPlWWE}kJ&SF{s&KRG?Th>-RG19=M!sf*u{eU zgXC@-k``$&C~#?hG+t%PSnPu?4Q)`_2VvlCe0xB<5O;I%f?GNaQ(K~R2m>3qxO@E8 zZ16qEU7rbQ#|<>Ffs-G=eMi%yE3@hs*Lw|VTr+p1HyZF=>;Wchg9K4SKZK_pDbsRhK^invs4cDSHLTn_e1qOl z^pA%I8pNoB*UpF_|LB%Dkz#yVnH9Bxe+cylk`S$E@1sBDmUhX8G-#=lACs6*R_N-r z*}X-BEiINEX=qYDWvE6|h6>$gZ$ocF8?)$cn{%Kx=r_J( z_M*6&_%L@%Sz4c*2!pt?@GY9!l#c%H+mTeJS#u!`(vk4uz*TDK!MK*;vb%jV(6FI= z@JmU%<3%^T${^GB{)5_JrX@^{($efXGG?=4IX^5n(r`}6=L{pL-?HtBDJ%C|)jUXp zezWpdwzQiMX{)swDASVW^*}T8Et)|T^x5LV3(B-p1{wsth3}-cAZ@-|BTC9vn3T_h zHVfbUJVUhS?Mf?l?)~$7pxOBi?q)PaJ$bX}Ts^Qb=ra^R8njgSl9--SNQI536fcBd zH_*UCT>P!GTZrb|FR+wK9wZXJOxCNA&CLv#X#k*&f*wR*oJkW%x+cApMMGI5R zmbK+Bj5Lf>J_%VxR#?4z&`^D$fZCoIXpoUieCJ{;#p(B_zRzWUTT=wJffa1LSW8vf zRcY}epW^OAx1vac9OB@UxBRrBy=nKrd$P9D#gGQWf|cJ;nnNuuH~()ZnfBR0gO=L) zsnp-(AvbE|J}BEXwm517e{=EqR!hnu6PBFGEYk*+KpI4rg%>V5N6XxPY19htou*kOta#!MGC?rjx683y_U)%m9OKGxJ$UO_J9CK@r7e zz44_zNHg(Al(hPU$@^wj%--sjK^kh~AK0GI%<^E-M2ew4tqEx`-x7)dwxCdWzpqat zx!_RNt*a>Rz87;K42rJi z->ot^@6&$Q6{V>D7-;Cc`~>cL8e=kB=K0B?aJU?5gM=i^$hF&3`JcF!%2pU%9%&E? z!rL)D$U~}5Uz%2?)vACrSOB{Ch;^E*(C4s4;cuxbA`NURJi{GLv}UUd#md?)d8F}W zcwUOE!e`Ga?w8N5gxVmogeRbz(R%X9$#04chh~+L20<@eA5K9t%R7TI#>*|uUIl63 zZ%%$&p*Y29B6tuRGF@XrU8+m65$SvMOo=nv1Wp_Rx^kvZJ@+u4$)g zNP{8E&fkEpKof`7AK$%@wH2+7G|*-)V=dLYTlWTa6DG=-IAekY36du;Yv)yNUZ^e8 z-Wq5S3l3g@wJiBtT-miJWLk_bYD0hHwSkV(Dywj--L+(!hSoqDXcJa4krY`4j}>?? zXG?ocq(PjTgiUDbw@VprDPDf~WuSpJp)jd~2IsYxhbeBDAFSm;o1NcAZco{A#r>~} zdmbZeBMsJU4nDOUKvSfS8#gNMu=&mv+?EDJwC zu$@97a#H<=GA)xI(xBUftraiowq&u_&*(I4=q&>cx{dos7MeGV-1~aD4#WA@LVuJ7 zdE8`k8S{}Z`R?v1!*|NG)(wz`zH2UHq|Ksk+jD4pMVXc-0BO)|!X55BG%EC(?xUzW z^3*_s%@3c-z#1}$}P=S@fR)XTvY ztIN5vWMiaZB=FB-i%46=ob`_DEk$?xWS~I?;ZGSSCu#PUZQaGn(A~B-@gU8~*Yusq z2rn;QJ}NhKU{j=l5$t>;uLse_HAth_3Mt>r1I=M!%c6udL8`XB#xK3wu%&+uGzcu= z?U*d2E${fxe`VT{<{q?J`DgXFltK1qj|!J*V_F~$GKhm;gIz<5g=U2VHpzoRt(HiG z#e#z`WVCVy6{Ajv$+T3hkOt0cb=NP}c4j0!bqV%hMb>5Uu<+1nru(wmu|HjXEMGZ(DgOSb|B z{X+u{TFNW;X%A*3x$*6)+|bCjC=Fo3`z+NcAN^BtVGo(ssU6ZFR|@6xpV9btIC!O^ z7DtgFq(PWE_{|LMJ=iU^Z%4`6-Wq72&CWM{o)WEY{12NiCuYmOAgX}#F;o<8#;)+BhtX8`~%=(nz|idyFZmI?YjX6F>m6d zLN%K5wkVjjt^BcQUni6X-Dcz0&YIDp=vB6G#i!1pojuT8{5b_gsT)UDd;l?9cw7J zbaF6i0|&A5mbRx+!M{uo#TkMIAxHyl4&Ksk6be^QXH&e^kf9sWpx^9#PNO|${M)i? zsceNC1{(OAofncRO)brlxt~JYg6^mdS}M$G{K(%z`(!&VTOqIq(!k%We7m7EC8Qlk zvno6!Pfw&ldJ|ry??Ku|$0f)o_uEqg4Yb+#BVg@m{QJATwc>8`>RzY~$3H%&38nOw z{!&}T#!7H+q`}P6!LR&&ByG*-XB;A1p+p~~fi?%uVaSQyyX6U}a1|2?9>3VVM;@j=Gb4`C3d zWoBx_*glgx>}l7{SVq`s|_<5}7BT;%@Vy{vNbB`Dd{v)NLdG?R!BEh0z0$ z2FcRJQ%HH5SpGg&Me!1M&4EaRIgN|YLK4uD?dR6>O=WG~VMs#<;b#c6cTFRoPgB)b zG0;Gp@aAd?vT28?mkD)k=x#H^Q5)ElZ-uxhA5EO}p_UHA(X{a(gh4*C@NaDX6juXZ zjV&e9vP2*ay3N6_)do>R`)6%5Sf<@E(4e7ae$7MsSoE`1$-8nWEE$a2zzAkO-?9+x zpYN*`*J^`?c%t#Kc`JoN-ok$4Wo-q9A`SY@%r|!IbHN3P5L_R2tmTxsF6H|?57 z+gts=%Crr`P#dh+gcn@>DNK7`O_yJvr=s)r9PWX}E5@y(>DH;hD8)&i(jyQC8N}vf zX0}V2-gMWp!Q3m<6JE!7Hz|N7V4NNLjAU{Hrkj!7dpO+nE&?uzA zbj!pSx*KVrZ<%eL;#G=@qmc#<;^cc}^T-P8XPP_6i||BakcL*^hg0tmZO_BRH)MA^ z>4_#(U~NG*Ex!2ebh+Oqjzw)?QyZVse4{X(X%1IR@BPLh4Qy)T8{{R4_UGBrHgZeT zk4GBxn~NXhNJ(KDb>Xjj5`u~Rx`75^YU4q_j#6)lBA;Dyzs;Y3+937X_zBRPlq}~q zNbV!k0w*F3Qm>saoP9}~vt+V4a=+!7gf!4*<~Gew9&&2FpP~ZYQv(e=M7X+|k7jS# z3jb0}?^jPoZ4jppK4jIUZvp#$jB!6=hsiQ{3esTd!Hd5Vm8MHsjn z|K{QGmC7{ZPQR0n83vEiD@s`WvM<{ad>&abfiHb z*!h}hKRH|I-u{*JUc<0*%|IGBn~h%|E=#nIT@#m(TN>|)CLEh>NG(lYwS_}YyoY9@ zHfX7X-_~16R+#8Iwnx@BW){-W3j9-10t)#INfs=SX|-k}4MJYnHC{!--zsZgcfkvE zH}5$}gRtU8SU^Tt=htnjY|`@v7?{+`KY1h|BfOg%q&VC+V=hVqBiQ)JyoaW4Wu`w3 zk+n6Rhcp%#i$KzYT_@n%q4%jxaVC9nbu{qYT;FtmQxN%6M8`5Z{=4Y4RVN!ZyQ%2D|AZKDXE-8 z{u*eI--I^~Khm(!{%@zrGVN$2YJ*r1?!GUfd4pwWpyJB!xRpo)e{=GC`7tzuz8D^- zIBr~L71AK;Ej;(eQ@>3&e^9IyQb!>Tv@jw%9EL5gXPs6un-7ag(u@-4CE?D_GW-aC3 z9@oBLw3phh!Rf=ZLH=avf@e9Af2bg>ux=1^e$RE5w$@^a`Mr6 z2(`4*;AFStc}Qq9(xBh${GO6lOLX~xXIW)!)=fwQo0|A->37u9P6z){(7qXH&~L&M z)vag)v}w8Bik0r37}N$C$-(C#SIB#l7Y|izG7jC0G-#<%VR|QJ%URXi?v!Jp$`+)7 zHZz|&G$3vFt{iGETOsLIq=7aI|4vbqa_`l7yA^LgoHEcLzd89lB%E4$w50cWS=;1o zs0~_b;&;#9P-Ol1IcbgDZ~ohn1|A~ZfG9z<&xiNB3wGjcFvAWHGz(v}b)+2vzebJ% za!YR*Xs|;dw6qz`@N+bG)RkMhU?*w=nowfeMzloX`xPbaTE}{z3FRAVk%y#c{p5?> z(!9Hn1|H(#^&6UyHb?giirPib3^YSa*_q8%lta44woz0QUAr5#LAG@9mjX`G9O-5Q z?+&sRy6-_6%tKuKWx}e|Z+Ta@W{!i5vC(KD+U_68^12Lm8|eR=Mlvfz&S@z8(6{0pNFhM38_oOt2eT?7RQhV2}w9ls!ax) z6iMNbCtNv?BMq&v)TMr_w=OWh9Hx;cP#g4{op0u8TQ&JM zPf9O)NSBjH0}rwBQzqKi$ z8_!4EsG&1Wi4-5Qz8h%RP<}Y|7EMz(PY+Baw{-70)CP%H@V4m`r7h#yRnlo_grVn= eW*GkdZ!ArkECKy|3i}kE{lq&##S%0@2>Ub`LI5$kH71_fA{pCSsJL!7x4_t4<6rVz-5cr1{@xLzNzsc~v=53X)ex^Je)UZKKLQMs=(nr*|e=7f!5 z4^(`1z?!3}(s%h`d7ZA#&Y13gzj@Z}SDv+ZjaivwYgFOlRYmVkENKZ_;&yvU>X0)- zlnmWA2i+|=xcl#o!C^~kZZEkNwq%ETAFY2O_=toX(lu^xmqM6~LEx$U2Lhik0(btt z(i`@Y96ADp@;4c3-`4kA9{Ei^@|3*IH+h@p{~&N)DBPftI*BVqfD3_!K%}BVRtVWo z-9HH`^FsSM{W|P4VX>3ls9W|HWpSBJl)-r4Ui(xhu4+ z8&@Qj)kE)`rU}X)Gq)v9+>)5FE%EWd|6q_uVmM~@;5>wZrb#?5m#i4FW6Lai@;PY= zqo0K)NRe;v=|PQ&&ib+os<`G z#u_(HOpWF5G1=d7Rg7#W;Tov%-uR{%wNkqAP2 zo=eYZChm>JGhcH~+^r2O%NqEjc()+RLc;AV;6H38Igg*A{=k~Zx7j( z(#pf*?L;|?XYsl6P`s^!jMAU#Bbp#F(2SCRL)bqLkNN9p#?%Td#BiJA``XUZ8PX)G zilJxs#8e6a_Y5=$Ji^{NyDaF4LtQ7%g-4H1OWxE#q3R_>=iPsq+d_&&vq&rz!p^NC z_kL2NMHLR=M$$B2n?lg4ene7mEq-6&%p}5Kvq_tzt-9Uim1%g^6V~y3MF(q)T#PA>iJP#s)Tr zv|asm{km3jx94>Vokl9q$; zkGh|G#1)NLs5H``KYM=(6z$zXVvuatx0FKY)hY=HR{@0X`VO-ai!m3iu&X@B*fAO^ z(@#fah`+!7--iZV2sASAxTK?u@0LDY&l+>ET1-LaLXNs06lEMjLh!SYERqTVhd|RK zkqY5pPx$0riq4j1tj3)%$fJG3>NQXTT8F3*y01|Txo8>$u7I$MmNOAqq}NyDbS@8` zlhXdC5#>YLx>KyQrfkri@?_F~e1jH}!>cJ1Y#GTxs6yDkX?b+yMe8+SY;e1{&LdDs z3CbIy5QJ!*9(hJ)l_ekyL0nbv@o>b?pBNh&2aU>ZnFJOBY7quu65j$61C7xfE@7kO zvfx6vU0oL@28D!8V~XMq~`U&tt}{9K&M2m+6Ew6`+W>}@2!6*Ec-J8n9qwHZT< zK7=5=JmIs9ktPX5gpHE&$fOT>)lIljDtF8c(~}1ihvP_-8qePHgD}vnl88gNq%=HA z(k9s^^IWpS$1TiX@H-S_3_)_3TGI6t!a!pKam(u2a9^@4r=}cx@`<_|`>;B9Fcj?R zA`JZI%g-3mLBJ(ko)m}Vyf=4i#l6F*&29m+mP26%m4n_dzCD4F7}zYrrGSvx-G59A zYsVPv*6O%qOWNUnkSbk6PWq|4%QgrDjSej0VwgHx5@MH$i(#-D*q@3Zu?0czEy%WLc@yXFRXR7!m`W(JF*f(4rfA1EN}9;$pDz z%GZta0WIqs%Cc_w&<_tt&?;?kbR3DKKnz+V1rid{Y^7;&#kV2Oelk+x|D`3jj@C@ zi6#V*h_H9?{PM@H^v3U)gLC`Z_|5BUVA`lNeC|xxwURf#yyrMyqf{=6ycOd`U zSJSOOaMSvy&jW`f3&=|!MG#yq`)p(efpnYFO8Xb8mR4_ZFa31jDT|=b5Cp2P;kN$! zFewDQxJOeZ(*7+(+x_cVEk|U0VuReL`MYyYO*!?>YpKC!>plL1p=!MgBEuz%ba^R) zUfE38sIK%+we$0A!%|S^c|Vlud5RF5srFTG{y%3Kv6;swoJ9)*9+yUR%lJ0eb)i?6 zMfy%wF8SY$lPpAqEOUM*WnZ5 zNt@M(#s-TQ;%?lx6?1AkCMx%V0@gJM!}>+v^dM!T$$>8*T+UdzFWTZlmCW0f{!azh zkvg|PW%^7xXzw)}F56bA6wnDi{7`KHDS!J`OU)8)Sm}Zw z94AT4>kfzgQ-iyP?SdivWjat>z!IcNgHKLm=AikcpRQJJ)pZCv)__CkEc3eds1fpR zdnv2bWVD!(A_)Y91Esq7dt0uBb>o3jMVhw!uo^J+p@O}y{=@G>7-$|^#3#(?^v5@j z+eQ7tt&-c#6hnt_&?-?q>1NYs3LvXQ!@wbJmHgcnhDo}8{jdV1(%yu%-o|yvdH?UH z9}W_Pt=@$yDWma#l?H+@BK&R=G55XQtGGryVC_zy-!E+(6lzdK*1R=OuR^*+GfD!| zF}Jm($GD_66K@%tdti)ZN9a(f!(<5(gWT``C@>O(fJ3-Y?4lTxF<#~+RP&v2!h;Sa z=rQ*rqQkjke;sB7fx{yF5;~mU9x`vCOxK&~BA-bGb8jpEZ!%0nQm8yR>k}gge9~iM zE<1K^zWcBTi@P=Jenr&ziy;U(2!iv(*DD|hG%|2V5APLuj{b{P*nvBTvi4D`RrjC? zjXw|s)y;h;L42m0Bo)HGp(xwqZj+VFc*9I}M{)J>{?NnEDTKkO`z=`7qhSyU37b`A zJDW~_->^Zvtf+Ogcw7ob2#}qCKiR z(rr9Jm>E4Wxf(aACC2#PUyInJH(x5IdU=^Vt z!?|hfI!FvO415mZpj$a7vTVNQJ6w~tcGwMz-U2!3U?c{~gZ?dy#K2+^ZZ8p*HGcOh zeTFBX*}>w{*!(__O`4CyknMQ0o)HF~kZ=a-vOlTAa&LVGR;iD#Ju_iMK|ctCC6dF1 zLj5F2m1v9>u}L@X*)+BnBD;KIz7EapLuvk)1L{ zC6i!fwM^@wkQfFc4C{T~hB3mx;}EV;`gi$;r{9rrZxu@$1{(x}4bfDg`%U=7QYi+! z9z&M{VWU(LGp*~u=Rlm%!oT<*p4Ng*Z+#J?XAIq9CWU|}pftnECCvumYmL%~PxUy4 z@8v1&?iS;q?Cm5{rNHHiV9-qygNRQ!_1Rf!Q*7vu?`m+?YDk&4c^VXE>_ZT4{wlc+ ziGc<|C?NdgP}g%Om-j%X1@!ls^S7zNMWrCb2EQ4TelaqvY|3-kZ@63 z<5YDLB!<373>J^iUtm;I;*oxQOP@Cr<=%;vm0{jTtgg`u*HLniRB^sqU zLc(;AOd20FhSP)PpbBaC6{BZ70pmTYHzT%g_C7`!M5L=3=@(;#=CRdyycZs{Ah4iv z2;|}FkQ~aBK88Sipv!^u3K`||vk!)u+gZ|6hc`#Rd1oD545bb=2*T>Naqf)7z#%>4 z;AyvLbBk^#E`|(k-;W1ZfiG~^ky)}yoBS3M1I@Iu1cU<(&uuM!({8q5ba0#5;us#P z15L|>Au*^L96A9(plK3|bSXd>bv`BGRx@5D-gaSNSG*1MYVsaI7+2{T$_N6RbXCc8 zbY8wBrVfWNdHaKmBV(Xy2IZr3m#_T=k%6X2LO$W-N9C7I-6{b-AK>;ff0RKtY*#4^ zUQRk1%rKCCG%3~EvNl|m z#Md``y!;KatI0?Ve%cnyhR4{X%NZ*bzH4Mw26||ilSp)TX6^p4lVbF90Xr-M&YPYyn}6ezP8<@mcX-v+R^UaYK?UU(YvSdg zc$MlI`*vCBI#C}2 zWP;Y~HX~gt|AGwD03?Pv0aq_D6a!%h%AKk5X62u2;S>4<7+VPAq za7Y`bh|q|V4IUkM7P{u*BHv3T;HyJD;`B7bQDO)K%};YlznsY3nrv-Wd&Uo=gGYt+ zm&fs7tT6$};g8hdiHz(LpG{hqY-`46H~hde>CnL@VcM?hpo18T2$6MZdpINrnqA_l z5N`GH?DD$ay!bWlAa0HM+F6zg7VWK&GBvN$S}MhWx2MyTiEwj+aC3NG*{|1l*cv8h z+!=4yAELAelEV1UZeZ9-lY)r!v%1PT$w*GEOdsf|Q8h*@3&60IdcjI88xR96prlKI z^je~bv~KGUTTn$T?6gl$8f%0l{BaYSA#ztEN3JJ;uU-GxN*-j_NL-uV85H|+cFt+ zaN`gLbEO1u_KK!TJkraFhqvb!JQR1~V|-`6-XYH-q z^Me;E_u$2`gn`zrg$qD7P|IZ4OLLPMVPKJ7m~LG+ud7U3X7$9$rY66b(V!}&BGbCD zf81;c15K4Uq|+a3^J1$F$8&Hx7|+)W_Yw|+ob*g&l}=CivJ=8U(Dp3Ac3scgA2g}BWv`5Xlk3)e{WF?tg6&$Z1;uMm{3ky@!Wzz(q^<{0T^{tn*&R$Crp%z0q?n@iGg$;ZT+HaL$HlZ zOYtiMhoj5Npm)R)j=(a~gs`lLB8vxId$) zy1uQ|S!R~fNnY2!|7nN|)bhiWz6nA`5QL;3)s>%j$LT+iX>HKEWVY*sCDa$N4MAv+ zaR3KqXi^Zc346EfuGb$|34dWVCAW(=T4FRWLsFn>^&j3SG24sF6_T!V@6CVlth@yG zZSV8fW)3TWCIrqPDXcubiCKMBNIFasZ|qKJ{p5|OZXeU4qY8BfL21tfgh74xmgkK8 zGmmtikLRwSxlMb%<6;>6Y?xj)XCRb9Q*Y{=`ZhI)&@{8kBi)+5((*&k*O}Bb`hQcm zgx~=McH_rDgytYIl-(SkVSeT?RAoslHB z7MCssF5wpwxz45)XYAkOnl$NL=ZJH*kWDf~5DYK4Fq=>pl70iNuzu*MY*CYeO80GONokHiN78=~5uQGf=2i?S1%YC%z;4!sDiv!JT0CN%494yYJH>GSD%Q z-Zwrx@_|>uUc3~edDq1?<&Fx(XDVfw$L*TH2!eq0iQFQW%|2pNd_2HSb(Z&3?HJEWzYiBLrdaPNkDmx%wd*5+f;{$8O`9<_bNn(i*l2gsS=m;nl$&_@;%#% zWo~w@PWwH6^cBb`QHvYr|2V|#q$Y>-&90qETUDDheqpY`?SrPLMavkd2+#+4x0#1l zwn1#5c{eU;qm-@o%IwiXAf11zt-b%(&86uYNNhFC2nf`?dBPN z3?nhH*`()8%`HcVPL@&HI>TvbHc%B^K$8d#3JT-K~Fi;t8nek(FRIABvQyEol+!=jk&N1D|vQ zsQ>!N_~u`+c=mSab(gkIEcl3f7BPB-Lc%qv7<#SKlOEs;30u2PRl5ayv(oH5Tc}#A z4MiE0cbnUqRRT$YW|N5T@=!12-zX6yENq_@0fdqf-eyIz8uRo?}-gd=u=S2dR-4C*)3|6S^f*SKkH5Rl%V zd0<~|M}hTEJW%4>`8dSQgaRc2g7E(Oo3B!n)H?*yw=}ZDF0Z=YDzjR-c+vLrnmZty zv>oyJ#@uKS0*wm-F5%g3tyK%l%?j{60SXs>q-F2_20@_4)4Q(ivxcNVgTNtuGg>Y% z@{M*jm8Jc+B<38H_cpJeI`q=;07>ES1m_KmAc#mmSrv^8Rj9SJ$0ob)?f-c9%fVL= z1gd%U?x3<=kYk|HnMZo#VMRc4x^9+CVe*X^$Ix^x`1r{~Vo*GBVGM+Urb&F#54aUR ztc~>tWcCs(O=0&uOa==|_6UQK(eoFKR7uDq+*RW4qqHc0!B0F|UG>>~+;(}$tX@J8 zUi>}gA4U*F9KtU?2VB)^ESlbBVEJe9&xNz?9HBx6mAkD-v3?I}5{(UP7U8GEl@+=j zX0J-{fO}E=jxV>Kf=>-zh|!rhGcu(ZdJVWqKj214URd=lKZ!#ynmjfvZ;6G zw{#aN1l&Q>2+bqiVwJrq_IS>)Fg%4$j_ux?QVbpfp_ZkamX3M`)h1~e_@o~XUA*p( ztLyB+&;|*@#!DllP<|(*!B@Bh4jEx9E>o(DGDFWQR z(G*EY`i7wUH`bb;SBe_3KlCLH@1*;+vh9s*s4IhPVc;I zY+>_756C2qM-YMz-}%T$3dH-ki|ob5wE>+t75eR0tkpOHL7>9bQ-4fpVFZCqn$01m z#_AL2;9StGTjKiW=L`q}rAR(Y%iSReG)3Z&?sQZ6B%E=;zX5m8YqpkLbi4sUphm6S zA9^!ehRY${+f%e|rCqaOIUXcg-3spNZdZodK9i9q{p{Puhr~cLNyKkni!JfMIi>)_Chn{o@tuI7m|K=%czcM?e@SEpWQ!Rgd2Pt2DQ2wBUSqA zmBvp-Vi1xZJX|?i>2vi^yr6Wdb!S)3n-qu*+Ytngre-oT2&B99B&G9X9PY}Tl!*)) zzhF%^)C+JKk-@qp&==Aq8W~um+r&JRnvYkWOv3lBj7`}Vuhh~H3RbCy^nWsv!Rjgv z1M$InPkr-a;qzsh0lF3C-w!Z?G|34OdUV3&KOr&D2rVSNzqF!!lWOC!pLm$$_%J8F zCvGex25K{OE>FcpS_Qy^Rhk$`Psdo>u6|jO?~2=`sYXfN%1<@GO&QcQw4cwS2aFia zCw(6`F;K6k!a^qfd@Y(Y_OUrsnxv*bS!eydAXTD?fls=+Dvn(0qdL1BZ%|srpK~$( z3Aki@9il_Ss3Y1C1{xjsBEliJxcF(DLCFU^%(xQ0d9ralh+#OwFjapXIQ~h)z!egH zhE~aN?|M~@$K1}RoxM7r4u^^{=MenVp^G_@K)Ir-}#Mi5w}n^z-}H(kHI z4L`K(eE#qEyB^9zibOr6R|E^~AU@MDst@3C`!)9SUjUI(f*wtwtE; z1g$#83u>2zkW)PKI0q)w-&_e)AVd3N#2T(lzc7IW@)C*$sGU@{dcNN@YW#sF}o&z1T~eHclBOL|AT_1D@< z!)x2|(qv`$Tm4acAUboA6einwm@$GNAU(4uNq)L%SKl9au-a<%EZg`4^nM$RAoM(2 z7$wc1@y8OHBC$yK0u*Wck5KJu#VnFSy&(F*NilqMoLbblvAQlxDu-SdH4>g99-b?H zd;M?|PUi_p(^6Isg6K>o(Cptu&!lw5r9iVt#5>U=8X`)QI?8a@wj;&Ds7(YO_q9Pn zID7Mmg;WT*NupsOJqqogqpce7ROZlFZGvv>$1KRT)glCT5w57;{saxfE@m*Yz927f`IXnZ4deq{c zX{K+Pk%3Ek(8|R>&92F&4Y#U>o#nw%;5FLp6ZQh|%jCmj1iZ8aJynO(K2qK-g2ax;V@Q zC-gZ7yK=!ij^cqHD5R&d(_3W~03AB0aJ5hPB$($0o*(J$46L%ghJ1~6Y z!Dv&k1aJ;v*jK!+P>P{fF_7LIE8G_3ThZBq^EsRoXL-O5tiNVCCT zF2DQOmmgNe*wW5BoF5OFRqB|j#_^7xL-&TR~S>avH`0LvO zApiUug5Z5zw1yD`F6q%vYr`zz^3v}aSeu)Y^SRGax1i+H7(w{dUwsy%Y&ba*nu+*LtI`;{I+gx-SWQ0ATlu8g6@7y{B)10&w}Pq02JvjS@9 z{7bDK$>2c1Duf|7*vnYzpm8zKFz`v+)tzxVH4evmaPQ_8I(p>S8W6(`q)JXx>~}~p z^crN4o<|q^#T@;-Iv$Vp_AgJEl%)VZK~t5CLswVnNFm^2poQFg(l<2I9bYt@scyhA zq&~FMe`YZT>ekzURH^5VDYI^R;$=PSR`KJDIx=@adDjM;IDP`Bxv9~TpUF=Q8F>dj z=^@+*&h$;^bc!$^?Z!Vf`k~)cs3?|>R4GAy&EZLpe=*>UrqO}46tX9W>24^>4#j-*K%U9-wpdV;sMS65)rHK`1}=;A z++lsp?Zo@7czN}lF2Chd3#3Vpz>U)VUsm-l)u3Ue zYTV`i-T#(jde0X%b{s>3n7pwn-uLZpCn};9K1k=2s8ZuAT^`K9nL&T^`^h zh0v=au?ffAk{u7tDxwPTILZ97V9Ob6D21MbEK`!jwi zIE3zZ9U|+A(90p!#%?U=6r*CH%SUBgx_5Hgbqe}Iyu5#IV z9g+f#3VhP_Ve5|@cPyO#9ZTL6e(rygc^+)0r>X#c>T_}!StLH`9x>0jYI%d4EJLgo z6Zbf1zjYgUJ%+kWT$W~$%}5L)((AaDFZx<;fKkKvE^L1dsBd-7h_b0I0vAaF?!>>coqovNQuk4eGJ@GNK8 zz5$SXrdDL^(J25AywM;CNoQ`>cDGB0G}ho`*b$H)B(?zW9nL}+W)J1~GZF)jbc>kF zXC3o)uVy^nUQ%qo{rn6~X^pyKLn;|*SKnO^eS3Q-d>K&ckf`ceu;QZp=8YoOU zi6E@esYTG%i?!WmRV#q&@kuA zj?G{-Mj281rTpt%kQiuYiBEbzpu1vfmwvjWiJmw(XaAM6wi{gQria9EqD2+FfkP96 zfb`8qxwW3br7|mHoI}ricyGXhob*-%;n)Q87Dk#RAia_Mfa*u?!A&x!OGcP)F(_OK zI)@shNs~kgzeAct69b1wc;HQCSCLPg8$OfnR(Un`w%|1+2FkFq<7WCiB3hX%K|LND6U-#Hx%S@JL_iwzgfdBj<2F?xMqdz3s2ghsrV3 z{nDTHyG}Kp!GaO6>O_k&zf!r27Fp52*hLjQfOZQm|!4n~^ua1wAywUY<9bhRB70}` zMfYTYY@k}jw4cX-dopMkxTGII>vU~nmIRmJVrXkg8rcOF0<@4(`n<$oJful9qa-AK zN7mXpaGv9^4BR(t*xH$~R1vbPYY_zXl4kG;mj*#Vdh9T9v%7u4CYde7ohyPbdxN{( zsp*p0iBrx<${(rDW_GkuK-#^D$MyVm zzWy5??8S>MAAc6*(xP$1hm^%$zPDiH$ z=_f>Gg=g|5J`ybX(d-NgIDVlKdNZNkqQ!GcFENq=`GXAtSAl^!J_D){7m$Bxu?7Ue z2SL!xOnD+DG#+Qrq`)WK?3R9G2fwhQ0JllJ1czL|%-G4xF(miBU&o2JO>`c0d^hqdxorJo3b7d~QA3nb#D4K8WrG-Zyi8^xV(^hUY5G2!e!?lML;l}&m|Nh@w)*I9F!_`-aKx{CuF+n5^T5NURND%kH*Z)G)#>HuVzwPCeMHR*q0F*M5N1-!)JMF zM5b3^7!-1XSC!733b_R#l7ewhj7K7Ar-e-GG)mT=UX)PltLznjUWuK zTysLINVrL&LEw|lc(h__?T#d!#{-O8e{4xE)93>QNplf~r0LHh8Hs@}Ae=C`Y_ANN z5`r%VP`IfYEN|!mnN{k=>f$@=D-Z-apGjXM_6+*`>q}GvMh3TNU!yWg{1oE>ubvN z!R914WRuP;9sX|(19uH{o5Uvk&QP~0M(4*1nau!lLnphP9t9Da%G(Zo4`61K_@uYq z$XQib*=pe>NlibMguM^gkS1M6WN0c2-zwFlUL!ryUEJ0Uw#Vz6W~B`q{VZJ3tiPh! zewDo;LUaFyN|zU@V80}_#cHGfuh$Tt>54@9^;Rs>xVmn-%+O)YrcUL02aQ_?(zB?b(?$&D91*{^!R3bR~UdsH3KP< zWu_^!#q?~_BMrjGcOE@7Xv1C@5*9qnJ+WjWB!(wQ3~#n=y)0FvUd6yBea}jGC4F;> zq0C9H$G6jclfaYE6c=<;u69Zx^vVU&Ga3G=IT7EMRkmT}yiobt>O*TGgR~Io5ifCF z79%bQNRJSQm}Dv2wpHT>Y4)n5PWD;EkjQWHk*DNszRBA(|7VE1zeG6 zenCjOsv1$;^!!fPcT5ZlH#@B6KHLh`B&oG}I$x(2Ga4%)zGE`t#a6X7bu!aE=TmFB z$J^lTNz{{J+wRq~80nIT^iqKA{Ux_Dvt(L6mvu$9E;s@<0Z?_xflfv<8R-&_^o~YP z>zRMuY?YY?Fdjeq_w!&6_Xq?*zvW#eBM4j};ml3$O4Ppa!djftG3hbUs^1~2L@iIs zoYELCg@D^t8ly=kZo-*kX1q9um-O7uryEb!-3#TO8xVp;Ig^%15#Tn77GnrVKe&nK zbgJv8$xPG-MJ`$AHV*R77m*$fTam$RHG_!sY)B9^I`B!?B~@0bgmpV~;x_4G{`j=_v7l=( zN6Hki*ex2uKof+JbSs0k?ZT!Q{S2HB3;d#LQar&Dw>t`0KQDdwl#y9tk-l;uzWnWF zVnibzDh+V7zmqZ(@(rJnD%rd}+J})C*radB%6b2YTGu4AhbwFFU*&cY{h^lz>OT58 zu{Kx|qtSswx&=B!CvN)w<*AJrr#rW=QQ&7nWdLd#!25Q?a7dGAY~YeMttumau8+On ziPZr#ubt+$YOI4wV!IH8=QB*16=MW^!hzE8Ip1FV{X(XmwB9mpPl78%hD`{_Git;`5$CyBhbO-U-;yJra%I98VJgDJqzP1Kl~NFEY-(xaRaznbnXR?S;M->zf)Hxkw2l!OxGIE?$M|bEHrdw7Tp`l&o46)b z32FqmgiKQI7LOAU1ezv^IE3Fm{WC4U8cJmDqK(N&`Lrn>@@-j&49A}2k7fjcEg<}E zs1A zN7!5|DTH24l7RGfLvj6at8a6D;3jF2V}9zppWu1AeMpm*JXxp+X%fvO2}!TV7~Z1x z`QZEpY(rzh$o$*um(GIxa~(2C`ld@(F@nG)y-G~{>D9{#FPpG%J0U+>U-11JR1%}E z$2JW1oXkveTm4Fc&e*;N`DcznX)syI*bcG}KzJW^7<5w0|NA~;X)f^>=gnsb}iFYg54GcDygf!tu%ei)SInKrN)Z zeN$^UBPj?-?}|y>aIquYvKHrp_8|w;b!y<;Y9!)9t}#m@l|rwY#3H@CcX(6alNTNi z*!k6a%krCE9hweB+|*5L1&6?Y2Ul?jG)3Z)CWG>B$F?=zRoGLBo70609Y$Lq*HD8X zSZMSyfTTc&K-xk3M|N(y?~5-^Qi${KJl!e}k%4NAxiND)vr>$ZbRA>m7Ofu@v7I=d zeXeQfpO1%ndz=uT`wVG$%!toI(sN=eX9q2cZ*0T!odaxILMGV%%~rBu^qQbCkG_de!KyNdVeAazxuJj+io-nJmTwa4(dJD^}v_jI=_oK zIDSJpq)8MRX6tJ0hct=CXCdj@s-)Y!>*etRJjSSzk5>&}3{D)DBMdi}I=^A0NgUGQ zYDie#t+A#u4TnmqCdD6GA+t)Yb+_2}j@c@1j)3q`hRSxI_&Q6O*V``L8Y@R5u*AIz zi6JuQ>_SGWBq03)9nn>L;9MP$`79d z!GYa)P3(l5)1kBpPzt>hiD9gg-&#fxgru*QxGZ#-(Q5q?x2si~Z(d&Z2!gN{+12Zx ztCJuIG`q?t{eWBXy}9RAf=p#nY5&a|BiBQr-U)VK(-2&j?mAp;+>i>+>`}V(H0=Rsl`vf*Twb-_{mr34 zF&CGEZ@((1h1QUN3qqpi`)e z6hf~BV$x+jEia|;d~OXEC%KKfJf^(v8iauIZYM53VKL(~>BWZPz`9wv4Ki_3EkAIl zTNk*H?lHn}X`k~5sT6wUGmG?mOroM|RKXjW+)Y8Dx%TNf$U|>IbdKK}&9E1Mbo%MC zFEmf1O~ymN@^w;b>H^CE6dB%Ye&tG4saGo2>7Z}k&Kzb3^ z&K93LQHIsHYiK=e-)zYGpPm{O_hkhn(y~vq)8moRw@0LcvIsdnX@Z<^v=hO*#yN&B}kKY zCaHpbCA5&6OM0VQk?pH4jgLRDxeSHtbB_5MCqdcUY9s};Kp4aZnjF}qTVsZgx>YEMZpQ;w#m%SQp6r0wFci54 zC4N4$#XVfoayVd97nLfKIZtjwP$*udw$e?HasUq<(iBNR8p6)eg-510L>OaqzS?ya81L>W~F`_Gl0| z0>aUrr)tu4*VtAp%y7HiwyRNl14!va#D}L#em;aKP2&Scg>e2BB5v)B^XNv3|Ld^R zgvCzYs;<@7QBu4T&KQiDAOuZSfErXkuV<2s;O5U8^RK)&p+lUD>I@|8izL~A1xGI@F z>{73<$K6hKs(}=#8bR=t?3*BEGj5V-io_wU zNZBts&wHNi#J$^zN46dgTfxBwPeg`khh0`eVxVCVkzPXVek5q~IgJ*q&q}jli=k66 zc$%AP70au4+Ry0b2Z!|8l8EtkT^?0A^kT+8cNY$x*7*c#U!8%3VD|RMUPeOT@d!U2 z`bTXYe{^xzJFKv`%JsR1$_FS+QbiD08^2pJfEyb4wa@isbP4ecf|SEN|hbpascX-QuAo_MT{_r zNUwI^**QI``Hc^b;l9Dag9Q?B=&cyJ2DiSAvl(IFknUfNI22uS{!2BE;jh&3v7VCg zP$}ad#D~11W3dnh8XttDYs4K%GbKuKFx zQ}d3dpIujRG3-|LIXTh_dOp045X5j)N~H+!SdYeN7U@`TC$Hnky9k+OT*r@%AL08L z3RkHz_u*|lA0S1dLm+*NIKo=l#Pw`5u1MESIE6XB;BElw22K&%x*EbjBZG+apig3_ zF!soYJGdr&9QKDM%LgO_6=!hHc;07J$>5RhNEgqs7yl}Gf@8>Q2=(NzQrFN*%-ohZ zaZ6&xw#3H+|5GHUnxSt9BELg?pb0`qx>&#Sf=Aizk@l9i-D88?r}?{cPE9%W&TG%v zifPT8hC&(WU*Z2i&YWM@GQpsW+X00WB($@~M zj~q^a^|ckBpnNb?FCiuzN*p?nRl4KQ4K_~FtP+>Bi!5($yGoqShbU_wa=!&XuZXT^543h<-zg^r^e>J;VhX1Rn8?C5@^1 zQw?QC>jQrc{5$FuN;fMt^p#E%c{1I2m+5rzfj z>0qo!7X#^u=!j5_B`uQsxN8s=c#EG~37`t`IAm5&IQT0==Z1H3uIs=ftkiIQ1E=*KBM3s$T}qOSu@3&{ z@eWpnSqpOXHjaa03~FKK$-kBfq!4;dd`NS_UnDW~`9r3qenEbI^_NnpRgAjKz2fZz zHz@)<@uBIFh;%cz@KAd9)lV`)xa1tSc+n*&@wtN_*jU&*FoPf<{DiwxvM}F!V>jMq z_1gDW{EkOZlvIWE=u5H2NC*PWF>twr_vjk6-@x=Ze~#u>HP+hThaTI3X|~&W5z_gJ$H716QI;GXuBbLOQaZjHL3!_ zO(l}5I@_ly?{ElT)v}L2{W%Q^lD;A_{PV>a9C@QzRko0DD?pv7UBfZ$8;)W0JQ1m5Xm9OYS2aq1I;K2 zNjF)ANEAmTw#)QQ>IC0dxw*I;I+13D zUn@ZmpdXMJuKxLr+4&VVi!dE_>UDkp61{l?cEL2H{(6YN8aQs%2VvMfw#t!_DiP0n ztlu;psD85#&p-cqe7tP7FW3!Gi!7_Y-)v@8ZZ7Gz$qFrZ(Mw~Q!ynhb6dSB9fE*lk zA#I{>-?@+&Xl&pL2zRfFqcq}UEfVl5x1xuJui*sHvd%;pX78E$7K-+07NmU(AP3ly*_AvR=>R=vY0hvt#K^lt5SykSqN%xdvX?aeXzI`HOFcO-{D z+_vc#`)LO zIisNR>S4s^Hh(p9hzvBlDpVm2;Z{P+A=e)Kt>L@jq8!hGP^2^gK?v_Yb`?@28U!AT zaPp&dE6nP(w#8^M`?Cpti4ezLWT44`^hPevV^?j=b|&MRR5f>pD)&9)p{XaI{ncKdr3mo!jV1-2 z3gMaV5c_+F)E>)B1*k13H+V7zYJ;{z5CUJwGgBnuOX{`O?cdRA{}q=)XUELAt2*FL zYh^^};N(eZ5E*ES#1oM2{q$|A==ojdER>S5eD#gV;3B0f2!k`{h7KbPBGS7{)5T@s zdOewV%~KSwcj&Aq6Cw(uz~@7%J~?=z zE3+#sY|$CjL20^>Z zBCx-Q>S?feB00zi1Do`{ck6na_xWwMC{v?#;i?!P|LJKt0Sfmh3={e;+sw$ru}PN# z{Mm9g-kvf|4Ub+ln{T&;ni`ssD(&)e{tAhK<{daf!cKbUUfmCt<)ye~ZFi1~Ki&q0 zN|cAYHLZhL&mM6`C%QXS@y);D7}QLbO{!l2u3q6F3~{P_@WwSw4m{GYpw{6>)*UF9 zS*hHjQhWTMl{`d;E~HDJvm@*vI?yn1Nk70vG;U44)|ijWA$IOMJv$BPF`63nIpTa> z526FjIdDj~ux5Yno>5(U8c(D5#_#Y|j+_XIfx7nge2d9xMi{unO97VA$G$r!;uwNe zcN7~R1nCfgR7wA0mXKGqqL3W&zm^__Fwk|0bX`fjE6SigE(1J%-PD)=K9GOaXSB7frQ z^Mc%0iS_stW%1HcUN>h$RaR>IXVkAucSaD{qzg;_hG#z?E2ehp(HgpcoZ!W=Za@&I zlQ`$TgfY8w&E*kpk`X&buV$$|(er~Vl0$K`s+MZ{E!fZ& zT%AcRN-s2Y8p=qQM5K#ja=-Ry%{IcPOn#)*7F-#V1<`@JKQaC5QLuB5=HB?EYciht z7Mz9eWp07$KG9C=)Pth#?MMpm9nN?&l7f(QKXjdT&E7<`$>;AWwz^X^wWb&jSUSL! z<81t>;7VW@WLGIR6!4z)FoQrk$jCMqUtV{n7Ha`jxVL?d<%)ICOD;8m_(9KX3nK_D z(snid^M{@>JKHfSBy4{3AUviMQY32xVNdp}f0xJLk0!J*iS)@j;f zQ~uFWH=5+2>~k>^!)Ar+;5I0l82F^C04go+Yl7z4V4WHF4z zeN{QiDi-WJq)IWXZa?Qj5NL|TBHd{v{#9y}8`q85RfS;Vu4{LqAw{C54;P+nP=)wR zgTPZE?A|<|Hhv0Nl3I>EA3BV!cFRr#x0X8`B{&Xd+FzVc&8X5(5o_fb{fX#6&G|X!&DK?l~y{isEps5mz`2L$uV`2iWe_=++&E@&M?H#wEh5!?!N&Qc_7chb#ViERk z;!XPt#+KA!shj4Wwins!MnHt73X>x}O`kzzph-bU`ti`kCpXM4Gmq}wyhTkZ8L4s; z!3hl`4AiQzdCLw?7ebVv*|2rSY! zx>O83cZWvHOydSznQ0Y~0v>LNMi^fGn7@+|1~%!IbaBhGmrW`8ewd5ypA}OyxD7mU zbq8U1v03fkwVAyp(WE_ew%Uo<&;BwAsMFnxMp*)=E=hHBzk0U8QYr-;0gce4mk`zE za(8`BIg95#fw5D=iaO^*6)|celk{t6E=HaeFK9`_aM!aaZ>4E*bLBqK2hNH+siRH>_! z*T{_eC=5v5>eUGL#(YL>(0=+M5)uQA4IBaCGJy4ETFC)*b=wfOHzlN8KPw9 zc39gk>f<3O^Pw&Wu2?+TpBV(wBgH#C@>kWNjtwS0)b>)} zVOGperW0Qjn9WIgX`oeyuT);}LjhFT1<$6QdVg zHt9F31Fja$;f{^?8lwFJR$Mb+BgYMZppG9tJ{Am)`jm2r($or^PWHG{5T$8(gNSs% zYI?KdRMMXJI0V-@mX*H@`a)uug)q!>`|=Lr0}TU@bWN$K^>MOIx6DDDF?R>|pYc=; z?5n4`4&|cK&qIQs@j=KZJnrM7(^LB+z6+1LSEl3&^V>#1&ps3%^3Ocj!U%(a^qFPP z#x~QU3+6HyLUQ)S+Jf7ysg1-ZA34}aG4z`Lun9L#7F9&uXlty)`OvtgZ)&%LJj4et zB!=I-3%)=QXnf!j&VJm#FPw1Dybbr#$M3{ic@%(;pl^{BR+&a=GP0~}5#h~T>6afz zysN2`dG_(1bSYB=Rb;5=^o_%(zhNW=(u%Y)vUqQ#iOk*i@fZ0{?T5i`ZcSuZTSY;7 zkQ8Wx>1ebhL5_7$op?7yv__jW&#?6c=VnFF;FYR{wAK~f04(wR%xs;XouIc~d( z7g!TqZ*2Z*^Z?Q$YP2DCA}15_ZZyZhCS9Bq|FC)2*y+NSxxPhHVc91Wvw-Qw=b%W5atyUk;)|pZdetP-fs&+5<+1H$ znPH`7-F1ibc0(-<%aIVWNBgapTBKfuz$e`_>FL-N@7N|YQG9xGuEWaip^$I8h^(sK z1)G06aB(TnOcIN#B>fQWULbrCYF>i} zt8KQ6Dhu?$9NHLR2vBonHb5y55sp@~^CR1`wNIfU9&N0fA6vBG)*dhcO+a)|cz)*J zCzDBhXWj%xB(Ep%Ko76?)a-eZqM7lny9H&>f<8B-FobJ4QZQ{rH`H)$9jUc?SisnNQ zXkuWKeol|buRZv1js#152ENJM{Xp|01c92(cy@WuQphUNr9gU%kIMr6yiQA*D~6lpjVdoT^n6kVq(%b~n=fo?_;)m;SDVV? z5bm3dII8ufQ%|N&A6eKTZ}}CP%{YZ1WVTLZxWR`s6T~e`+MX>-$E8r%WpckO04&AC zAPnPU4}&kDG=sz<{ahk>EwnnK*@$B}lV$ikVJ&!VoC>)E{c~HTbnaD^*rZ!|71-PWs{quD%=dr<@G21v1CMk|y>R-Mt%{~U zuoAbzD{*yo+c3zkQlrGdtgl&+7-*h>MSdndrYo(i1Q$d1afj817J&O2S0OeyZ@bE@ zIYvO*y(JFvtu7kdh&$+G+p6r6c0&%Dy7hLTHAlW3a6B|S0ba$!t_yM8AY=xL@r zc6MEQ6DsRbZIk6?@4+ct8U(fq;TpH_u8k_ss1SDz7v32@_^|=%6dQ%4kWtdj?4g19 ztvBoX9hJ-1*5jUG@~9!-9j-wTR1k!ijLGT{pJ`Iykq$D_hj(g++R7|w80vdI{8%;U zp!XmQAsbh0W`se&C*AC}dqj8HiZ{3>9XE1*xV9SX@1drx{KgA%7(JJ8xP({vs>tW; zi)^pYz=8~e&Lir{!>J|3|NFUwD(o4L8}GwN5X2V+9tbcITXcWGK@6TcA?u7i=p5t_ zh7%84!K<<~LU2h7BGJ*}M@0Q2yeQ^zf1a0_?O>=3Kt-(jrYD0TInbOmoAkm)cm62v zsd^oFr&Y$9%EGK8pd9p&9DIK-9}Z!l$w5Fmi_Z4;8r#`iiIX~cm~N_f)bG%%4|O7H zV?%8Mari6v$WBObiNryJag1REAvYD4~ki^R~f<&YHwfhGn%>3L#F&~$@I zS7bUGPTZTdd!7xH{7?f|jkad}AWfo4fp`w;8NY39>-PYh(aAv@o_gDYnZswKNfkEH z;5I9o7}%t@$cnG<)3$Hy!V);Qs)0Km-#3C1IO@gZT}dpn60v}EeKoPpjJLYc5$no$ zlXzQ_*ZwCIb=x2*+>uPa$w-q#9Kudo9Ak0N((+d$=A>h^hv_Vu1Si&a^PY zz$V4O#PvB0^h-`Lv0#00oBMhrgYl1!LG&ZpKgyoRETWs)Xw9It9=CxC| z63n4In%bH<^3Si#-h8;EXMKj}RhLSl8gN2)`s(GY#X@$K>J*bpPfwS+2E5EolLG18 zr7qTEwc^xew%?@neA%2<231(?5rT=oU22vh=(VyZBHd=?Qa@s)#J(7-$GFX#92MED z0gb&)Lsr#5@iz;I&NLzLNUwGiZ}sEblwHD|o07Nr1&QM%Xx~RG;)49W$ILdDa!HTL z9Pr$iW%)y<%W7o2cJifm@P^|&q)Ky~=5ir9(1Hv;>1m~iI|X@`l`VLT7}0@6x-UaTBQzoPc@bul6wW41JvyrzvPsL37&LRYtz#qx0qKL|J7=}s zf5ewrnR)QeMZSF=s7ln1gL@wyWk48cl;)DY$}05z)NC{B4IX9W&Mh>k-V0`L)<_P& zZ1gf2sgj68xZzE*LwEoE;SG3+_42RAjblI$Og2e*n*jU~@r3XU?Xu#%24JdgeLJfP$g?x9b#D%{FVrn)t>b*ETqP1&G3<;kS~ z%ut3QRa$nY?-)jmW|1DZs;hd`8CNKiHjI0{e9gsds1EQqf{^LTw`C*;0qO0l!w>Ch z+R;{pM;Tc+L}|M{cT7+&F`84NFuUa7oRZ9b|B=I21VSmBeS(o3*rdHf`s!%)>B}oI z5N@M#`zOyH4P~Iz%8zUO6eB5wUi};CrbFRFqwJB_y0I6;go1!lKeHqV!DVEXGAqwN zWMq{@r1u1h-z*9}nqPzahLav+4E^ELxC0S}ElsI=rBdkKvJ%hVDwDpN&chFOyLB(i z@23lj!4N4@@g94y$A^~s2uXL<7hUyF*P|4*Y*X-=a~^FY}1-cio! zoJNHbDWniehE&?-W@(TnLqctP}AJ!l6 zTKD+e!|VR&qSP3EgaHWP9vTD!Ve3<0%h3Ismx4UGuHy7orDB2<;WC)V1;2ZM}_ z@&pFMO`6;!f&+=NRVz^lq?=v!{ z7YfnJgd$y#tE!-;P^qxU|S@T)#=E~`#k0YOk9vka$y%pnL=A>bbW6fT*+ z)Aqf@?4)}|jOByt&?A~WZ#6q%QVT5z4BV`l{B7Q?hPNf?-46S?{M5JrMK^LzNoAiN zi{%8$v^SVMKhM{dBkvBnC=wV`8uCRmF5JX?cfs4_6MWI~#9525L8ul*+b)Rp}Ko zIJkF}gtf^X_qru0>J-1P>X-#{WhfFDp6nc#OG}kFxZj`3SFT@mxQViIc@DR{b+_CK zvS_l~usTj2JQPh)B?j){82+w)^Ed4m&|Gi7XPRqQ4HL@s$fwWc4YR6fnFF7PxtYFe z=Tvi!c_o^2PjmKnReS;74J1#==$1uAL#jlP17Co7da`JpvRB&|2V^c|p3b^e$;qHa zs}k1m)cPbi??w&LEX=tcKiavuo>PyilEn=hGY?;o{f0cbcWmPwdMP&tcW~fmzYeMx zFLB)0r)GUijy@C|NXn0e8a9JzX%dTxnJTdHndj1mvl7>>?(KfNvOor!@F7`b=bxLy z7eg5E{fYZLaqP3;LRXsxG|Na$th_S@9IMwLY=IXgnkq&x@S6d5#_e@riJkOybQ5=N zarUGy`QX5wA7KiL#_RpW5Ktjd%$bFmT|C9%AaD7dnp}jtbYEEi-s50wBX@~C=e0ee z6&D29=~uI_$J=!Dpq0tyZFjB1)P_RCt9J+tqjyDY z4X8m=AnCRe{l~ zcCPrJw$(-=IE>yGR|@G8#iqHqpA8}>FO}YLg{Urh{P3&~ybV1Y$Os*gqZ}fZ0~#DC za^PX!>$V8oKQo}QAALhVI5oUEZJH6-J-kGS;lw|mav*!4h(Un6>5~&zlyLKH3mP6K z$*L6|Dw+j7eaPw0MX%=G6JtQ-K*4~!yxOSewyXEsJT&DV!O6-mbQlhqG+9$B+>@LBPEwW1D^HY;CABaw^Tl>Fg}c zEh>;Ak;_W{?0vtpy#eDJ6Zg@*U5ZWtD?Xs544K@|HaeUVNDAEqgt;zTY#}L7d=guL zd)jTw^xgCF(1l{Dysx~^rshzInB1Y1vpDWAcB`lqDCW$=Jy;UUH>~;b+z7SjoEZv< z_g;~6eE&TiLo$pzdF(z-OAbujlasNTJ=ve%7NIYPl6?!FYc@gQZ9gH0HBqwfAP7`B z;O4VB^IYy$i%KyX-)vq@U!Zmc%J$|Gk-?_;>oW)f#TvNSDP#@$gOyyH(T9Wa_3E$v z9njVrS*g!C+G;2cZUb6_0Jk+{}b(;d&0(k($nDapsvIQyv4(4U6 zDyM9#Bl`+aA%sp-N}F8=E{y#_DALKDCIU#2C>S`ndC|t5>yJLI-HQf>p@YJ;D_21| z2KnwOa@sOWEQSFU2{)0FmdlEV6+II7>SSaa8v+iFgYs>%KHN8b_W~%#ph$s*d-br< z#Gm^E1~Rj6m}YJO`nb1mdqBMAuVqKlc3TcT(Z19!hcD>FNBtEjIU z={MZFHP|TLFK`xA=&m6^Fkg)a@0n6Suy7|DBA5QZ&R*+9qcp2x?WUy%!0Q>61cntq zlOE9$1dD~a6CLb5vRJjbAJwH(6?K0**TM0Dq_sMBJRY2QqX>c_z+CI*hu_|P-L?*W zzT z^OY6|4sOc*l<}i4uj}qXIB?e9>2690`376HF#+Og{EOF6vO$#u?xsUdd+hpUhwITm z&68^`|CtD$mMtTq+{cKT2wD+>&BScgRkfG(=f(G-R{dAx3>hg!=p9PZDhIYd`Ur`E zV$(d_x+E$IeaJGYK%Hxh%(AWq)ge&wy_8TT_uTWEw8X&0UMVih$v>=6jrt|IrXQ}I zc2FnuIRRn3)*~)0F)(m#KXN-to7k(!OzrwWVw6o*&7zYCl#Tl16e5^ zZZu>qBnFCOW#VR#iG6bV(z~kHsAE-_xgbfy4SdCsG^VF~%kR*_z{7p!Dx$b;xD{`YlR24N2Onq${MszmXu9NbH}RjK=WO#RSlrDU@PQ&0b4&?}Bi z__)*m2ICtA0t5Gh!2jjk`^tT9Y(L~fW1~6@xl0$-9cBR+&xd}SJpQ}aPI9TA%;IP z&(TXWn7A)2rR*9ReZ%<|nkjK?0zx0egOyhD9;mKebqcMtn~$5yAXLd?zBfJU4<7ERZsFcIv*$Ho=#1-Uj05%JYb^4!CvilcC>!?W)C_gV=yxG!g$po&|LRm z!k*7A%n5;vfnv{W-1AmmwyO29)ir2v+x*?3GtdBh`jBI9gSkGxXkp;6F&9}INA^Bj zRw8jhu({63z;$F&)Em_31%q>MTr7asC#~yTp-VMhI z2u8PuCO~4KBpCwSqXFYQ;}Sj|lAxUUqF=UBR}O4or4bl5#NH^UCkEV2X|G2G)_SrM zrJ%giWoQ?%;SgS_R03TSoWc@;Y0by{S!T**f5`f5IVF@ z1Cjy-0vGpn9}7co#Rcssua(TOU)r~v5+P$C`Ni5U^c|)JfrY)K)LMLGziB<{SN$*8 z*>N5~QXqRKr#G;t(XwX_?xAkq&k=``YCobGx8iIyIo;<{P@Vf3fgxwwAHPr64d_-G zxDUSxUo^gy7sOQ}4^Ywkv`}e7Xn>NO#l31;22So#A_I?$*`E0^&Pf3W+fhxD-uO{1 zsRGg@vMBb@#5@?%BnkuuZgw$Wr?Ll$op(@8x}E4Z>SPi~+ZaV)XmWTH4;eHS1MX7& zx^YYTdY7WtqCIQ!3J-Zsg1Gj`vjH8&xJcTO08$7 znCCBH4E<+?AueE=w4D&cu#KZt=+*UbhlU(qEyvwmZ%_=c;}hHr_6P~`fd8)R-68~W zX6CP1v~)?p!(8X~(yHBGJ<=JWIxsQORB^W$0qK$sAqV%$C3+A9N}|MPV1^*P@gvsg zYZ+Q2{^_)5)KqXkz=uebF5UjLoR%sva7*FLzD~!+x`GEtgih_*u4p)32$qO52stFB zB!erhl;FU`T~gY0BmQUis}HC>a2N4X83seo+C7_WCpEeG>Ez~`LI1N2N=AnRoP2up z&`jK?uDsUuboK6PL-UNNi`Hf-*-+9=p3xYj*EWCK z+#q%b8r@0`E@6D%2EBZa5sLIm-VbDwrI-Sri@7wZ_cHKM&t{2Y%(fQ}Ax<@rM=GIdQ@A$-SH9LX#HB<>igCP=DiX2$DAE5k?ovh|4 zq+jyaW;KqKp%XMWNsh(@e9t;hOOu#9%o}|C1J38lHz!mg3HRU!C)ef1K_zYH(-K+dm`O-{Jv3o{WZvnh78wlURrh^*uW*F5S1qIg7Q3y9x-wE(JeZcyM4aW zh#JG-bJnVvR$xhN3n2#P*nWB=8GPKFP_cR4rPUp$(EjHcH|v%wD&Q@XIs(I}W3iVZ zYoItK7Vb>XVll5I>mj-qeP>^KD{pcElqQh`X>}`(XNw^WXbrgIb50Wfq*L5$G&0Nx z(9<{_3`GWV!YVDb@iAl!6d?$3&#vYyD}Vc~ryNc6sz>>Xe)WP4Tyi2qPpP6!i~&9C zLosN~Gh()`$`{f_5_#T4mf}_0ez2%V@^a0PUV2N6V8BF=hnsUU_8q6w`ME@+foG={ zvgruuR&Nj(jvcrfA;vJEE#Mv?ZVcbisN2_rK0Qa7b6xywXF;!L2f`RmHP2LlG7O3_ z@NpmaZESM1N;`-$jC&fM>zZ=<=)eCx#;rggV3sV{DRxMxB2f@v=bEt1G)&)Dh#q8h z?^S$KIr$0nVjy$XsF0`*S`hfSYZ&8XWb_+~JCHs@a>xCaE#@W=glU8+SW0~!E;a>J z3RH)LJ39L&`W!g^>N1*P^t~OnGjb(JgG-KMoLZJolkx-iDEhkfVOa)Q=;6S%9+&^R zvuXzPaI+vFe496iPfHAZKJE%YdvK?L$(Kxo^JAjFPfy>oDUeHI6Bu6PY;T9GfvQTl zNuhny7WRG&k|5=Z6cideT!k8kr9^lhVq(9a76dkK-b{;@aZAeis833MaI>~{Ya)~- z9VVn;F{64OEeHbK%^tm&zPN~AT~vcUdOPW&ZZJHl_kw`1T>a-6$QUS*fr0()8RbxM zRof>}Zn3G2eA$SlWgmB?>^e}vPcqxw-u3`Wx5<%`<#+XeKw_X`z)jaUF8^^~K)D1P z6hqT_%-lri{Y=sjZEKzORSW^mk|_4f!JMq_(%pE#cd3LeZ2t1;kHkNqB1RN}KqvC7 zmKec+!Hvnmyhd!Xa+1&XD}Bf)!`d?$y|(XmKoCe)=-da(=RvkW5rP0WomGbIb=Az` zZ1mmsN$I=c87FX?n>?BR^_S)fT4KO{bI;;S_6W8mN~mm7?b93(S_=h+V*~`}wcqFs zaSL!CGu2zvy`|!d1eMb0IE|eCm484(+@u(`>fDo|r%Jf*T(2{!kxe+*j=rDk+Yj0+ z^^ArvkXsqG&x?zo>M+F|IBd*LNmQ!1J*i9L4$HHG$MQCemEgfTlGBQ>EHjN32o~rXk6bMNi3i~ci%c!}yEh6K)o#}+hu1L4Ur0=P|Y*rg& z)JKWu+c&!zqaX;B7|q8%Gr7;ddA$xgK7bs!w`D+O0E#^@nV9b$ z6ioR!hbT0-D4G4EOF zg;(faFCcFz|1W~%#|f4TyH8ZWL1Lg_;NqrtvuHn?v+{GtJ1U`-%$l&kw{z8?REexiu32z(A+7kv!_8JQ z&S9?err0(#zNu6O?GH$hhThOw1P0~xr(QuAC@zVKdze8h^6_@ z!Y@Pbq3zF~|5{0J&;{jCPQ-?S?XepmIZ#ZRjeGo7xwK6;!x}xUWYSdQUMm|8x}{_S zLv+4t6U|f!^OY{&Iaa0HdnD)$uKJ8MQoBSB<^J~w@eD$lZoKKTg?uYTnK-z)Z&D0e zT-{H8LHiAJ7WAin=RW|`7iv4H0nXD`Nk{wfDX3OYUOx=oeIc8cK{IfZqzk+L zT6I%YgX)og%t`eT{h(vrK}camxjA?lm*SN8xCt8gIh}vMGtWaYJRBb4+tvW3d*n{~ zrnfGjIa49Bku_!H#h;Kzx=lzSaM;#ikTFoqnSpz)KI5Uk&*8%or^b%YR@IFO1dYL;z>saW zb*C7^fG!F5yMe!B?x6?y61ROncZVwp%E5vRSz;|cDFt%KQjCGg!5pA>DH?CI%;`r7 z#a_)SS+vsy90wq0R~>_gwb4s5a2J*M7EAaK>LkW8+D{J}b&(0zV-6E0y}@Avcx9Pl z4}9E=#8uTRKPgw2WFj5JRZ6Ko2`RuyZ55v^8ip2IXpj%?$F33d4OiWO%eu=sz zGqp-1mKu0Mqk+J%Rj$y69tI9(*SfB0ac{)_0#pvQ20C9WXM!_6WasByP>zE*JfMDw zV$`_zlyc(B978r1p<+lJbjh-C8`v*#DEBJuS46` zt?1sqFCBGBJANh2&N(s?s_m^JjKQU@d<>*WlnBjbW3JW5cJEEj+S`EoBxltcdDF=< zkWU&!U|4x<{3)>_4d|2DxS4PCuD?idv6na*ke-_VSP49KP0rNs2uWTCiGgCzOx&~F zzRs;_$GSHVw*jJJCfg02Y-gry8o@t!sBe4eeffeDaJ-y<+| zX0gI)*@FOkfb*BtOEGIhx>svGZBkkS?4eo!Y0{_l&d@YzWy~yrMa$IYeW~n2(u}pA zzxZBjnF}>?Q8jSPBiiE~D ziZS3mc(6|O!QSWVO3~`%w1O*U!>gfI^kxDY$9|OcvRjQ;ya;tk>L>a?eY6Lw8NCFC@E=p@k<+npPjp*6 z3%Gn&sS|NY?(Y)j&F}`N8h#KE7|+%ohQvTM1_5SOO38OnKA`)u1*v81aZ8k*H3C#6 zQ^KtptJd5U8}xvg5_YD2UnP~8qL7+%2!`pKYL*?`1N9q7qW#YHo!fTsKKryBXty- zux>5mST5@aOWiy|m10+vfs^$Vuf)Y&kI`GCU2){21kuDE#*;~ft06Ivg*}=2XD`K? zgk~8OG2p&QwAg!uAm~L4sz{;BUNI_dptcV=SAQcU&lXZ7iVzrV%(lRfa8<7xbPTm; z$MBgx+m!}E_Dl}#DV}Uq6-xmP4HPLbl`)ryQ}XY`d{`;L$2H41ZL|=4MC%f^Fh^&Y z2Q+s`5d#l*x1p$Y%;z+g8#4X*#?*gt?HI4c|9$tJi}B5IDG>J$eyq-bP3? z-(U%6X0f)pEc3WA}JXY9(&CT_F|owbK;#}>6*(= zGbgNo3dH2;`Zj}jdXr)t+!=b)RuhY+N=*>W8tEXQ)yG9EF6L($D_Geg> zQcNl0lVqmUhjtg#LgDQ?A%zF$e#DCH8BLTZwt)NchsCv`{BP0dz@E&jB|Q5kIgodC zF#%z-g>kzW0_s&Mip0gu_o3I-@$LMw!)Vt^LD;inv-w=83!O}0SbXM#HKa)tF)(pI zKdV~o^z4&+kc8D!_s!Z`KPyO+NH%CwyIn#^3=|0X_duhgqUyffN3#qwl|tiys8LYQ z%7(z;!pM3_3j-hb##QVk`|6vEThOvzPshbt>k`l$QV6H?Rf$E9=#a(0+_cKjTangy zvl+$kaii+3av3PPk&ADR+seVvKv5+g?sAgvVr_#3c0Gt+^_<;&OTI)23JvmvLCYH- zV?dfjbxK^!Qqan?chOHH@5bilNehlk3s_T`dN%|b35M~TiWWdl=`w*~!q2>`VhjVu z2HbQRBDc<;Sy8W12>Ca{W>`G}Yur}|V{pul_k;W@MGOqw#TehbrJdR5CGJCu=HK6| zR1W1yUlIC9i_vYaUgO4%aSbeBVTJqtNjrJ%= z3gmt3wf#s4duR;tIxy-Qq_zfz^Kwf_MU-RwPnj(3$85y<|#0ZKYn zo2~;tArKU6VBogsUF%gM_r32$L9j0bCI!vu0zr`Ur3$Bg=$*F0zULEcop*ShrNoHR ziw}MqE~rD%p^|`*y6JHvEqlPu2DMAi_9K&po+I-7*LrMv_$esoZX#6a&O+615Cn=U zv2l~s#Xj3o>%6M^2|DX`D|zFjDbP~)R>Gv!8-ia!5Ge7Dhnp;8oKkkf)rk@v(0{!; z76_I=nNlpFNTrO{eYAoD12-G7UPa#GB72GE;oH;U+JS~(h#o{>_&kmO`{{!Q2Z|Va@v=+gc#M+CYe5LOU~=mKfN$ z_k2XYD&5Vk>rpXm&G+j&oU8$vw1~iPB1+YfmKfN$DV2-Vz1L50MF~ukt%JHg*8hS! zCM0uA)BgJokQgYARe-ysWWY6cbb11igMp zo`!$e&L<#MqKJWoyGX3Z+7zo?`w2}mv_Cp8soS+ki~tSM6h&g=4$&4ag(8J`bPQT%liDj6 zpZieXY6TJ9D%loOXgz&+xQUd`Y*X#hX_eR}-fPyoM1O#>Lvk+TVnx(^TGqg1U>-Z< zE2|lo=69m;ZR7anFq7qAiFFb9I{w(jv1SMaQ_ zF9G762g6@12-Kvh27y@)u})R>tDR1u0d61nQ-0U0K~QiQP1tnn$Io*iIZz?szB88b zJjQQHRcR*jfP3%cv*vEp3KgxCEZvk@TT?Q1Q$nQv=QQztLJsvAhv*#|6X2fcwlM7I z-YMOIM!4|oP=yH@V0c(h2;$_~r_X3PS1#_;2RUUiwnpW*E0N05>$`!U^G8l7-zQ%t zv$Slld|B3z{}BU8J88&`SArl=qBNU{dGL^b({;PyxoV_fFY_+VY}DJyP|iw*xX(>< zlf)MN{|RxJi`^pE`z;;b{-|rMTiJJUQ|ovrXWd6&kkR&C0EvNO(mdQbYnA?zr>`t) z(PU}4;l&r{#zHk2lJ9WvFo6mr28t#zaFh7txEU9`zra9e-s05`rQVAl3VBwNslkTX zO^@E1jr$VlxJgECJwq~4rxgDpX5qAh&|)_kq{kkbUQA02T-?*pRl7!sdX^WXHJS7f zF3YeMtSgaew?@g3hhhw9jHaj(?mlSF;p<-_{PS^AO> z8x@vr2rXNxq49COLdjCoqbUdPUEMn6uH9tj8fAjY`0n;eOb3>b6)nq@njB>zWUW;m zyxK~7dv8xqeBY2kzKv#!mzb*CRao@eIi`PIf<7Eme$UwBpR^(qso1uRsWA60i2YW>V1G-@8X* z&1PY?hsFYqiMvJ>>Xrlt(oPx7gK7bT2nZ^>V;gAc5}ScJIOOy)bgDl;LSyvTuW!s} z=77A)BtP14e{FC+gJKU%+-FVCT-sl%oQU$Ht=(CEU;08EG-BdSh{4xvpAjuF2(WXd z+h#Z%fA<0vgN*r78^O~dP%U6OAqM^He}j{66qDxS-lSB{4)M2tg&xTDl-knp+Nuc> z19^^e^Z5-!AcLkr5a7P;lhTz`dPw6PYS2pDca1srP>d#4|mT&_*yw` zZGRIQ9Ma-d<{x~2QffA32cz~EyJ(flW_$8#3?JU|ef|GaU6-C3|C^OeBhYZNJ?vm_&mQ1Xv~b*ltPqzD6hiU^ zN2d8~sGhNdkbJy_dUg<n?49RLO;q!?%>9T@VCnzK45=vQho9akdT0^Jdci z>*4P0Pap^ZgcSb0{?i45K$QaSRLR!<^BxBQdV@knmlgNTs}st)$pYnhukDevtbvKU z1E=S-T>pMe2b!`vna6GYz7BS*&fOLu6%+2hr2%-f+fP1oAD{JFY zwftsetJVEZci}9{JjkLi6A&iZvmVfcfV<_e&Of>5&m4(*{kAzOC(2Gh5cmXy-kXcQ z(t^OnZ47$j1lk)Gq3m2TA^t4puhY;wnrx|Gc(Qz&7{Y)pbspxVTPw^>HYy$^oscOw zy>`%(MG%6cgf*wtpL$QrtqQofCzTFF=HIPqN8PGhrBuNMb8;2vzmLn3ZuLU!xn!{z z2JF9an3!wbvHK?#&Q3!a#@ycv-kZx`gN&hu(4?bM;ah1%2JBU0k!f1>l*_$HD>r$| zxmx$18sMQ~az8qB^G14=ZWitd6JMr&^~>%O^cB4^XOB(L5D&X&lkKD?H$R=+Tr=o@ zp3yf62$zako5Y%g8Z9-1!f*#RxiO6u`d}ls{fg%MC3$s)5ZT_B{rSuC;G3Lc2X?QAv zV?Of<3^jd|ROw;Be(8$c+xQ@A2>N=o37|@`(n0aKX##-q&WRjcQ6#kNc*x`vf6QM?K z8-bwX-pkWs1gH=w#=yc&tsD`-)US(`AgpgRV;wwZ0_EG}6-O71(dM*lfra}Vix$7f z>`j<9Y73&e0-;I!WN76_iooE`*jNFHf%lpkGJ`Gely~eWZr1bdZ9lU(xh4f zg6x{RU|Elj->Q`8nv6=jE?~KfQ;|mjJ9jyy~InrXw?R3Ntn{zFE4?2VKa zDfW!{gvR2t<~{L$N|3zujeGUr$~nlIZxU+cH@x%r%GH3TAizER$sgB#pwjys>QqB( zcRpDql7SKol5;<6vB6rg5C+D8dq`=-_!3jK!&SM*R<%d3^1Qj~)9BNqr_sx5=E6}p4jFO^Y z+SA!kS+$oCgHXqp3yFcEM{H%xkxjWd+{jJh7K^9aTm!WoAk*G%LJaHvtZ}0Sfycp| zY+Fn;TJ&1jg<7-6l6+5{ZICgLgP&z*4u63lP>ccl70oKuN+sR7Xk|G0vhl)e_Tb?L zGO*2guQ)+$4Csr83ITIXGInuGQNhF_H`nJPv2~cz<$+<_~a#|{u!hl|tg?rqP@8`6vtL+9_3wy2Rzr@M_ zoPu6WxTN^jVsBctVICW^D*1l3mP>C#Zw7d}s|_CZQyOOTWfLGKzb>M;K*__sKM0&9DMz-Ifv<78(t?L<<84cgM%~U1rbwa*5@=CfO<1Hzt9c8PWs>-7$aU z&|{iDTzW1;OXuPkYA!;U@K$xOC$UPrph%*oZn-W|Ls}NB(f-=ZAFrE@j4HUrzZ&9w1?wN zzZ4oeiO|gZRKE6k*(9)GLIyeW7gr2v*)#(;`=p5d&&qP$6g24@J(#5=ybIYh=~~@S zL`ln$ZMuGOViV!=KvE4);= zxD^~<-9+e;$EnLhXz3Cc_ejGTznGHrN!QQ_CnG1lEsF=9#<3$X+^rZ(k8pyIec4BU z>yrwRU_rx(GTmTefzC8WbDI z&F+{rJOf&q#K(QWUewfHck!`@L|vv*aYxSraMgz#@HthmDH8HZ6wk`SeT=e*|LWxx z6A?N$xk07ByKNz)Nu~sZfY0gl=B)S}%%dfGj`=m-T^}V3+QxUA^IkP5?bat$Y4Ndj zApHtO3_K3*x=dhAwI-@9($(NJ#b2i+)gj7QkE7&7_h|0!JTyb8qMog5cZ*B&{f#UGM@#G?2!Yko9v9_ z#TJcXC$xsNLyo_81&0=ecR zZ5sxj?4}5T$;8}HA2GJ?tD8`Q-&*y)x=7y>%Jj%?bV&BHT(J-av}PXe*cN;^Xr{d6 z%`}&WYZF(uL3+d?^r+_Z@(fyUH|!1djIJ$Rc|{UqRz}gIJZz;`s6kw~gN?g;L)*f8TJBr+tQbITnr0B6Pi@Akp)@jH%`wz7*>Dcnx*`w2PYb&W zo|mNr2QKc0bnM|JCognJ&}I0|h-)k02hN80ph(X8)0Ssxp47x{4@b5=zaAqoGNv)3 z^G#hP6dp*Xy;ZCQ^yV|L^BpdpRHiRTM@Q0SmSl~QuJ{5adt|26V^?xkYz_lvN_@;t zDVDYO#|51QXf?+7oYLshWgt5mX$^q~SJpzY0kHTdk6L z!5g%ak;DJ&q!R`2rIV9BcYQ~ zXHR8`4f_9+bz?4y3AYF>!@hk(<)AAtD)fmN0nLDt%SwkPL^q2u4Cs`&m?7vnu76u+ zoQ9?u{x(es4+B9;;=6cDml}xYmrmdFWKSD*KTju5L7>N+iAY zoK2?v5C)1@V&UfSS!~nVlMvsAJ{)q5vceu4g13q_300aY*h!DHgs+TQm&Q5&*?o$K z9ubteCHrHM$$jV@El)t$JNt$cEirI$vy2ys_`NsIm!RgLS$99*bTs&WvnNz(A#?Ep zF$UD4sj7szAfwm6^S1WaRwTZ8TII1l3!8>Q*Sbh1C96^G;1iSrfr(oTzGck6o43Dd zLAY?E4bMh-XhZpGG@(gTMmwy8!W*S5#=srkMyRXqKlrW}F=&~UeZe~E#ZbQbgMi?_ z?}tFFNCWy+7Vh-`FQpH8hDi+w1kY`miPsYIWuUe0RszG)q^L`@#K6McFyUWnx^sN!X2{v6pkMJEjJ8Nu3>8 z-M)s9OCmQYcl~`g0C&Wc%`ns^5i10^!>a0j=X%l$!z-5OCbsC6;zdq#kD z00qLW242qDOG^w~+%EDidz%#y!{+mr{?#v5u6nxy;Al1)xXK0&=5^EY216=T2pS6&MYA(+y1xvmdp+6SYbaN ziVcc{Ijp(3^bw>=6m#I9Oq0ze1Di5o_?AY&^<%f-w{uNC+#Hp1h=G4Gi3jAG@+-SjGLVXvai*Z^!Ie@$g9c zAB0zW8_)dRiXPA!IJk-4g^tcsPpDRLldpr{fLcXhH+ zaJ@NyhlDEi$;%oPnef@RflCxtpNHpucqkROTK|NI~J6iW3BZqDUOvilp~&LQeW& zw4fy87kh8H2RKvpPkn;fdUzLJH zN)##ZaUb~2NvjehZ!gKEPFcx3k@hZ`yc3Gg=LuUdW97R+k%3|h0^F3DBGHD(rnY`G zPipRCO*V^w=Q73+AVRK&Xwk~K*&NIU9jmRPxx!6?p)Oo{+pmj1{(wpu6A26*D(k>p zk0J;*?lQO6%COcGwGvB|W6at@Cn`d78RQi46DAkr@S#B9;Vxw?mjBuQRvBFjknz?` z4>|lA3ebLpMQd(kl!~1aT3w|;z&&#q9O?AK;ZqBeVtAHJd}r0-0tGjct#Q}wvCkk| zp!g)NGUoZ7My8su{d79|{ycIqU!i6USmS;{VBn}Z--0kuq`<&^Nt3U~n|JuN#9`UQ zGqHtE!pTtQ&4w_B@c0Q+Xkp+pF}F)1ED{nbay?PU>KZq{XZ>=p^`=c=n6>|`4lNA$ znGSv)Q2M7)VmhYz@aN9JB(Ro2K7CHfmh6HsQ0#$$d;L()e&@p%t#xR=s&ZX*-l7C> zN=cQF!;~wh*FYF3_Q1uR?Rh1&A1Y4BLR+8)4rNYrH_B ze1_iV9P{)8HE6E%Fky@K=t8JePo{f*BR7a>LEz)AP8PA-FYJwULuwgsv}^-?oaCTd zhB={0W5QP@KoBUJ#KUb38HGwtAJot{wCC-F3ojfzpp2Cq6>Gj;_ZKY)Ox!o?gdY-C z-8|Kg#^{gjRj1uvLlC402;;A*fPR(YlQ_7UOGK|74=np0iavc_8|7cztqqf`EE{|ua<}isruPZDrqj5Ffbz+H=*{*qe}F~ z^1PD*z4L3qowrmXxE*LVqj#{5gpi1B%ETUVmDa6C<<(`4P! z!8FO1a7n?_b(yrpAYfqbyzP4WFh1gYHR@G^%dRW+f{Q-nFu+yg)n93efrY!Qr^Rnb zZ!`XhW_pac2X)UArJ+{?S=alw&a|DD7&y39DZ^oYTWF=k#qke6yIy-dfS%CgfKt;1 z<7?uI68eOu7&Pu~NsjZO%Hx-9By!a*eXoO?$+@Ml=v56jR|Q6|+PUI?jyC*3SoHl8 z`MtDMiH*P2a8_llYcHxw-HS{YMbv?h29h42??R6Tq)L=jkB^(Qq^P`j<@de{)S|66 z+}<}!35w9`i9h$8`5E-YfIGZ3e)TK*xgEXio7`Jov#Q}S z^mZdR>!)vui=qWVfP3UnSp21Sf3?I~x>|U|j~)xC6ho4(s0}KfN(%x@fZ3jHwSr~` zkC)(Rs2Fm-WbbZB3Nr}^Ip2E@LdHNzGPt-`-b79X&L7@|p^?FLc7VT5;&{lbk}scv zy2ICLVZeUFBx1$W2G`_J6hpfbGfFKU5&MDXLMtSruong zsF-nxfG|}-YBMc!z)ndlJh06q!Kx8`H`H3|-QB>3(hQQbWR|zb6j~72xO;Ew(jD$R zo+)vNr7m7kwtP8c(VYYY)3BjZ^dJZ@w?LJ3J?f?eqWl2v4RG$5`MNGHvF?gT zeUi6A>5f3Uzx zfxyE(9Mc$Tv?sbyB=Pi7n7dM40V*l^6H+)>W9KT?qygWbxH-i##>cz3zI%r%lB%)X z(!N-*T|x%v7`Kh|5>^IoDWqie@4I1#5*&D5=DExBdO=dLrvwJG^&=X@Vi+(}V&ZNd z^4m>MKdO0+%3(@yU7T~pVyFR17Kw+vJFpJIK(PiE5A$AnY@F$!QiI4!Wa{uys!^Zc z+yQ9oYK7L1CwcqfscDxNzae@ zxU}IIs!Dc7t{R~$#z66HErH>&*S}JYUy1NSpJSSfe5k1t9J?QTBmyZW_}5QGVY6#U1&@1UhgY}~vnBD)5aN+o|( zlYZpf4=bnzHA#cO;BNRQy-Oxs+}03#@5rxpJsl_p_K_%Nx*2>jog@}p%UHODmLRye zZ-Mfcr^nBWFGbCvz-GZzO--;1N}ea4mts$ou#tti#+t$O&o>W7E8XsEoWrxWSVE5< za(1$st6&P5G$p_>a3@P59X*4ZUX%<<=E?h0hGS+!>7E7wVa@lfnGgg@eBD= zymxi$l)HA5nQN38%F1`QPhvW-gsf;;rqtvp3n6Q*^5E50(%XA`dgA+r4DxL>TfD?n z-L4`waesf=-WN(T)N?X7G%MQTZV!h-G?{f@Xx&LqlNi{Sao;K=9WZ%|)?(lJ3eQ4X~-ueX_^Ru83O;SR8?DV=LhJZfbC=hU; zl~rEp)9`k02fBP1_K)s6MFE7MoIns6rey@#0tEpZcb+7a&D-o``nd&JdQ%U}w)){V z32HZdA~5W-+Ip211{Ut~P+s0m_S@Xh9Z+}c(`5$*_lft=f0Jd91nFkeR)GTn6ghBk z^C;=Pw+r9gSA*K~zHJv4TDpRVSc(Y@EcOv__>&SEShx?dh(tBEPq!tb82;9r!2O^B z4mCs(x>U_R1fCkB$bpGFyfv0-+B6H%3%~CFhUfIye*$%B5)t2~MKm$QUJ0#cP~^bI z-A}i07+3z_nZ%{&de^KYW!X@zelnp-@0T_UX_+(!_q)MY?y0bPeG~D+bMvGH$E5|V zsZ6~a0_TM+9V-?%rbI4{`R`@=(Gmj>w<`I*()W%DL$7JdD204K%bE^_=&OVn#;n@! zAr=D~-zb{I!o2Ad>~>I48dZ%N^oKfDf4@E0dpkxzC@uS!-Z>lr?)ezLqqqE{g(%~P z=ZsUTQYWGyDO3>_N+?U@oa@*3w=d__I_a^&*DI2FjX$E;{`Qwk)Lt+T1 zB2nBb3v<(_Xpd<{LNH3Gymr$*@5??csJt3LShMKsyR~8j13Fa!?mNrAs!3{_{wzm@ zaAVnh&FM^NRBR-nM;lxo9H2E1z`;H3=Cwo=AJmqPn)7r;jonT{m=e01&?IiEV=OHY zYysxS8$UR*?09z?T2WfA|3Epu46Z1V?}oN($3w)*G@v;MF#FYAjgIp16|Y;6q`P_U z%*`%5NSDSD=3qPX{d`Cal*quw{q%_qxAx0#>ql#1Q@l@)tf_-}SC$bV3>GhaEDmo2 z+BAoUc~3^zQuU)fZyCyL?d*3s_rMcyf|Vo|d$D1#tXP#$3>44G#Lc%KEB~tSnsp2E z26aDi)N`%NQpmNk3BUAp?6Mb-7$^|9xC;R(&N*N1b|J?nZdQ3*^-CP!sw~MN`$pKj zf|eL~xZRR6d#r<&9(qnD`Bl)u;e)`I$shv4-S-;vX+hxNo>E$u_h@U7gG6yMz{Pum zs~Y5$$ic&&QB%Op0E#BD7?^J#+9o`yk6kC>ScCMvbvO7x{lnvgPg*km`){5G)SfAh zm5glecjVz`;G# zV8K}&82h>yh45?ms3V&`fUh@S(i$E)(px|ja4;LR?}{fEV`^TbDXUuS%E0P)a6slW zA&1=b_j{o5MllB_Zt9gY*A}k`n2z3_NRDig`V}ezmiEYm^+&k+?>o^0Caky*H&_HP z_jdnqKoh0V9p6I=pALtr#N=waoZg?{;XtZ6;C_QDpO2OAeb|mTR++UU?W?7Fp;t7S zWH`C&9*2@{3Ismx0;|y0M$KvkTqfpHKx|8$mrc6F853#Eo~n$TAy6Ne9K(&a4q6Lgpauurd4{qjKXF%TGiuVe ztyPxzSb@`%WN?r%yY^O`D-9SNa94?QuIxzaANm=M(PNvrQ&sYyc7qQg1?3!d4Y3qZ z1QaRYc1gbNn%mCRN?a$_37Z(+x&lmC$?ZMY%L<3Y5C(Kf0zT%1HTG5Ei$l5+rza|X zW^M}H3LaurHa2n5re3CjL2CLi{d0JxN zVxPi|?yes6U@W@ckdwBe%c)uls>ehTV)&6i59Cy)SOWw1teEKMN}qGZ-!qX2J*9l* z*hkNUWQFg@q?;Hm`b5tw@o^LGTTH&-pkIoP60Z$(%y?g=1wpt;Xwseh@ZVhZ1I9Pp#mTBH ztt-`LPQ(Kt;j!1eU@z8*IVaxvnVhO^@>7k6{3?06e&4;nydhhl_#_T)LSms8w>!HPmk+5DMGidNDR)ljk(*q_ zGhaxREC~qXv%e_PQzhJ-%2hFa@lEQVP%%77a+cm>10LPGM!40RrTM>ya8Zk~$$s_gxhN;G zjORsNbvHH?}U;$KFU;k*Z0U_mx`jweIc9M_udGm;+YVwuAYe1%bePye^NH5cs%r zrFB*MRTh)bWgqv-C)M(|o1q|0GM8+$pjlC3IO0X^TW z2?+5O2OdLGpy&}F_X~8fe)|uPUky)?%AP~&-RXqzL=b&B?d0;HPDQfyp=JxI*?Yh=OUdW{cWvK$Ao-1 zs89O$_p$B)lWu`BW_mQ?ohaW+_au_;IBkiM1N)B2gh=_G z;8&<7nMG}ysObj{i;*KfAGJ33K&c)jOX6@bXGx-GA!}^vC1_-&gRFwazaz^u|DCU% zBtXm+P8tDO0|kTtcTq{}l2P1cfrKhO+Y*ywbO^Era%)WSn1LfL2u$3WUPJ*e^1}Ka z#Gqx~3+``LZ-b&+8UbPMw+n{i6k|Yx#=c}y^i)6GwL*epJiKPx&-mU^kY6P;J*_3N z2DC6R7?@*&$Rg8h^AWTlBNNj-_Lr11IBB(-hz-88g6Um+T(>n}Yj!Mp|IoAW z^NSs`<-o!iIa^|w^dW|p9GJM7OJbYXI4>{ss6@8+46+k9>~tCg=@MCF?PQGYqvcu! zxR+(Bs)LdP+N-M(4xETRJ~}@iu29iR$se@X!X1PGl=5f8&iw`*0nza z57|3_*T%>Qw|ABQzw~qo_ku%2Qe5`_Oo_R@9=ZAJHLkdVb9<`@K?KiPN%K?}Zqh^L zJjEzs=RNcl8dk7HKe~(y6)DO6faRgN_h|`&g*!la#YDSUb~K;bcp01-fR{`!#jd5Ytt-ikfNJ+!}XKhE%iZ-aEL9+Vl+Sk$Zt!&&^yNh_wpQZll zM_+LzKL#n;C@1kDlO|bMRF>@k8Hp&m#Kt|zS`=`oz3;?5wC`Y%THn^=H~~tSItUC8 zG*#){5M<+iPB&J*cx9_8u`!e2q-t#|f@(`&36o}eNP(R16mwwWuJ8pXTrK7=L!WV; zwWn%-@NYxUxW@zpj%SoK6dWiJus?w^Eaf?B+gcG)rL_n4w;pfZ0u3uYCKPGHu!Ut1 z1d1^*nV3sU${T7MG6X1{Pjcmz!4J*_L3J4(;a6WSw*haCQKZ1d%`g@$JvqNWpS%gx z9=*!*=BiJlPmi8r?%7qiW9}MV$gh&s?!E|JY4Otmtp`vbuyL1`a$NTY+&7a5Z_8W0 zyZYyVO$SnwnvXcYrl(2DxZe)#{KAO#1#rPX}sVk;l_}InE0p2vjlPrV40u z4zA$7sYNtNhIe6+&Zr?!vPWLhI5uvn!$Os0F>vXb+2g1jpE z2z@tV28Wh0@YtBw5F?7>n%Vm#CZa8OHZ@$02Xnm$A~KwIx?)ZX0|WPIRz34s4gH-G zjDc}#^Fwruz>2*BfuTEiXbOaZqDoxcs^rVDdUz;b;`I1blV1&8!U2nvyP_Y?6~BE@ z$4bG#U}ByMXnd-{%XgJv&N#^Mp1Wfs%$%{EFbIniQr{s#P}~v^_s&nz(*P5;x&-z9 zf+QKk9g1LdAdB{c(#C?L=@daQalfO3Q&pd@W=m9BKfM^{)ZYf>85V>X9IMY;(h~#j zlU*4Bt*)QC4bgYQnb7C+9h#;>H5sxNuv|Y@APx@$)&g*oTPly6Ul_hrw9pPEpBBO8g6kJfS_MWWaO z2lqB;h6}f&EL}p8wmO%)^%sK|;7dtGnm+m)Eevc1=66HYjduHji)ConA#|tckbyk7 z#YZlwx2+j#FE)k&Rf&V$8uI#A=>*pxl`)yD(QP6%btv8QA$*ed=$l|Wml7HTxHo<> z4(Hj+$A}OJp4~NB2iYL)AxS9Pvp0nv2`CHqj7g5r_IU7@PPEi*{jH+vtqV96tw@NW zXWjlR$QmeO;NT7ozB=EhbvjDa#m0UPEQk>*L7{={=XTu)rAcy)n~^9YwfB2^5P7MN za-Q{kOJsO#2xJXM2nct6di<`(3>e*TU+yl_-ur#2i3_@U^$f+p zh7^es8nB-QO?lKE-(XvdHsGZ6H+?cP8U-~G$xV$JrLGrfxm6zS#o`p_L*{)ZZD?rt z`Tj%a;^$ByAe>O7HS>cbX^DY}`mpTp=AR8nfR?#5wZqy!o)`NFYwqE1p*WI z3Y^6*Lnn^uFH{WKKCUCDt^_0W4MGfGN4&QZs}dR-D5`{;Q1;BT#OLMVStx{Jw~D&- z7LYC7oPeNd@9IKNld!WLG|%bM`=bNJaBSJ^oTMB`lhzRss-J006iZ>ij2rtALDB2p z@HLJ3D1^YY2|iO?K}}jjI3>k1*TME7MU(KKO>;0bQ0z|6MCN>!Nj>$`?E&ZB1`!w* z)qjhFREdItjk}$0>rmqmyg;H3aJH_ad`&TwDUBx}biZ6qkMNz%!#vgyYnrgjdd3@6 zl}@i{5oM2r23g5u@2t8$z22Ju_jYu!Lq*%?gkMN#@T@JUHfKjeH8Jv*;|CQsy>RE^m~NFktXs2pSql<3CCU5y#nU3Xtm58X6zfApog z`Ed*M?r|q7VK&h`X^JpbMEp~ygm zz`|VCOHqC1B9rzM&A9Dn8yft2F#^iC4-goJ$E^Y@8B`3o32}YfT(a&|n4ksX#s=SC zKCa*-E}82+dAB(Yk^{vWn7C8!l!?B~Quj*Kpt~V4xK>5rRNbB^C?wu1QtfrKI}nO=vOZl1G$k zS`_4z{vjY7d3~QA1t1h%ZbDp$o+%J(}5yJOw?&*~fn$~v} zDg%&>Xt|hG`n1Hr#r=eiNMzMkpAJC%s<3UTV^lu)cncv^>Br}H4I_5Ah35YWA73IxpjXud&udhbF}k0f>Qac<{=Pf(6Q zmST#UpMXx40)UTu%8LIovak7F4_cU<5Nx1iw#)S)Q7AiRbTsa#aSO;8nsyisiMCLs}u&J+j&+^b3%*QZ5R{K!II zZpM`bf`xs5KuMA#;Z`+Y%>7f00j&;GGzs^nl9pe^lfD882p?^-w-)pcc%#^1eA6sQ zlMo1)^Smm)!raLfBIL#3Zu?y(`X(Q8NhFsNpVN^7L7-?7PZ@KHkz@AA(Cx2EBrwRZ z4%)bFcYz@6B3x2!u(YdKkERF?E1T+&{Lt>@`YuHx?Y2$y$W5e2!Uj~-{$-H(($kjD`In{9$THulfu)I?e! zxVQ_G{P?-=m6|_gBIV)P@@i{Tq}9N^?iB=xa~H}dK*~h1X&w_Z(E(qz`1|nn*U%U} zI4)CouO7;j))MwGR4Sq$a!VAG=HhOD<}}$YEsShIl}TZL=#ALch0wEstV~)jQFnwe zP{hE*opal&?s`$&RDk9g?3#1^*Lp#cI&$^U?r7FKS{T^4lWt*1U_z;X6Y5%PCv)>h zZUol?UJ&L`QmAVSVW8*|19#(1sQhYaYS)Jr#HL?-${ib{3ifby2@Fin`C7D0nvebE z@Ls;V$GZ@fL+E3e=F)gcHJF$i#H8tbBscTBSEMf1Ir4}C9%PlPO* zJjYW1=jmix5SZAPSmQgM#a(PcYht{?d+TKHL5@|Ofbg=!+JaVq7>k{;aOve8^N?Q`DWO!)F5?U6`!@c$iagL=KI5R&9RfBVkX-Soor{OY#PBoXxg(r@nsiSs+S_aMVVN*ryBkrZP)o#)%CPZjIjn# z>@~(HC{k{}S1E}lR=|oNQfwfCf*@TWu~)uDba?XB?Q#b0;ylMDt7=AqZhAc;#EB^h&miMU!yq7@ zSvvM2E^`{eNr-|o3I1QkI$5d@9kx0R4C(fGh2eN(eG(l%8-#)n9ElrDK?^DHty57xD(@?KaF$l{GZKMH3-Al zIr5tsVc?Qp>MK_me=g6m7Y~>At43D$HG#uE)QEA6A>pcnzWCsqaIQc8 zi|d+Ke5@|`M<`&TbV>F_YY9XM8mHN$t3PSCTTf^8=HZTd{K@va%PalCTT#>`=xvV| zzKjeLoAjY2;S2wdKmUjyDH^??=2Gy6&rsA?jSSN-Y5UJX5NNu@Aw3?T_Qkd&_mx!3 zScl;$l?CgdL?yM3Rrkbf1qlQ^<4uDgBAg&gWBD$flh=yxB3gaYv#se3RL!NF^meri zQH;pI;S#R?1lde>vlUCVbjx?YiuJLB_gd{mVi=h#Hjs#6_JC8|Axd-Bd|i4=yVGe<~xDq4S6>E_2N(E3w2j3&D%qBGWq%r7E z?H;IH9EV5TJ13McXj%+)9(p1O0Z(+2Au-TB1L^fKVt(KIr>S{pQ4B4sg!OXPsNw4Nwn-?h#Kb(Sp zqIso1JJf1{$-PFz>A{L!2N=Z}T+%x;(%cFMOjhCj4W8RaSKXTpoV?*iG zpTTwM)DF|p_AB}sVPKJt_r`P#C@kSi72yhNjKuSlK}yd?a*#2w4}<7HGfOj(>hmaV)h16d(vAkrc+?JI`W71}ke(gtTO z1IN>8n#3dhbExf|=an2)iHqUmX;1UZQ=zO_GlIb0{{BZsQs9u5g4k%YbM5?8Tncua zV)@J#ND8YF1iuMxYas|UDF{g4Sz24x^(EL2U#C=&64<7fq7P;EbP$A)qpwPtK_ETN zs_4m$Ph5iEAD7V>^!;j(0yze12J!XXGhK}GVjR*3W((RyD;nPPp-N$4(KylZaU#xi zw*DQ_lWTF#(^|B^D;iWwvH0xw2N>B^A?aDrf+5qNvfdWpsep`|KGE~mfp?bjkuII; z%)18Z63wo%1%$t#v9k|%_gR0$8U5ZvU#1hxu~O}amww0u+oEZV=8|6V7L;_glfQTn z^UyMV7d_8i0qNj?AcR}={Ckmd*gQAkb-wy8w|D29eu=kR-5L7i*#3_lWRoZa!B_U} zlyG6#dI{-82eEhLHG|a#aNoA^W}vyb4p?lUdeeuZjF>G6V3FPooi?y|!N6cHPK8cE z^*gQ@oR?8TbbcsWnhVjH#sxm5|H{cg!lFY|<^! z1#@oqYVNATY?9~T)hQ(__>hbKiXe0seKS$Q=wXwST+;Q1*rgF&tur&HVJ`ZG+29r9 ze`KL#eK^vk0}3-tAv(~!8;f)ev_N_2;I|vKvd+cM$~E$Ol`QK_DF| zg)Mn@cZ-QsEqyS4@s81nTNR@dj%*37>}zxk+Du9}^v2`qHQi6GCcym|ML<7MS9;LW=bKRL20MNHi&k z)Cjj_c>jF!+0%Ve)x$6RTld;BA*-58LD)FKLm~w{Ormpvc(tVYpD1NZsk!0{p?3R9 zKZ91)2Vq#WF0oyL0oNoN1|H$18EQ{1P5k^(s?bn;NOk!wZ7@Gf)jty+i8+ikiBI~P zj8oK_F1<5dc%*kH@WJ?gKj`B_4UXM4H|U2T(4@c?5l(Rnl_tH+x5bax%Y2@Z`sj8u zlpk(GCdugv2VBcV<1?2}xB+)lR8OU4lvG2*g%9bEJYt|?Nh6ZN6qnh`jHE#PaD$Eg zhGc~ucq4b}oBPVIHwHsLx1%UX@}8>?ZjhlVl8|)qQ=cVRR(Y}w=Ysn;U#>jc2|>7o zAb4z&^_EzqVXdl&^nSO3*b|3(x*i2$pU)3Vtfso(9tV9H%n^pqr(&6%&kzU+^SSnO zuv?_Z>j*57@$6dRijT@*FTgg0Va)E-5=Lwgum}@6EWl-D*kh@FhC8#K9m|u4;_WhI zlV&`P34kEbY!Zj`<@5t(omMIdeOR2drXt})$-F_Ri&z)gq~8uVsWE~eAPu25{;+-b zsuG;g^IcThO9hZw9fcIB%>G+92m;L}aY+w$$3Ex}+jCCp7U)cs)tY~3LN`MoChk3PZ>dAksk5!Y8z}{pN;nr zdwzX0_gVaTC`x*RAoS>O`h`(?m_s@dkXK-^ z*AChLNe@#;_ogp-8Ue|H#s&fD9RX=QauEZ6RO7CpdSKN0%S$1%O64UJ%+0{Q7#akY z8sW*qu&}&mX%nfHJ^y=HY0axOTZc+ap${~*rcT}0;W48igGV|CpznOPN9SH4ZdT25 zn*BdVgASVdy7jNR{cq)P_^%t`(qWo>-_tYg9k?P*e7mDP&`cizNTn995iQGdgq3sL$EqJze(PX!VPcp;r;l?bPk z4p=>l{mB6D)suN1y21K^1SmaB zZK|Js)8|i#5b)0%jSD=|Sv{wmxsyvC;1PGK<9Oe?fC?zephn)N&tKZZ2m(h)I3*Tz zv+s`9`xd-@+pd*(Fa9&6NqZ2R-)?%(Z10MIPk5?9zpXx_QbQFD(9=c_3ntw$b?6)k z#j974ChhMj`S;q}u-=XI?^EsKA$#6YSFBWW@15d$_rIn=2&fG{>=ET787Y#8^j?4h z>!HZcPANE_)l0&ETB8Gf-6+@g=<`u#?S?GUJtcAzOO_4AeZa${%LYZVoxV_BQVDTk zWMI@DMpl(adQ+fN+RyQKH{z2eGUxm*%M9HFGu)q$CS{4=f+wPBo`HDFzQJU+GslS&J&iqjO85aM&Kk9ES05T@FwozhFgWrX?-nz~ z#rrncRu@G4$f~n$#v#mU991v-`>Ow5d*g?MaQnNE5fUy8Yg0*YHVE<&40WB9I_D#1 zT{u0<1YC4zgM`2vxuhP_BbpF|q%W9wZ`T;`SSyuG3Q$TnpXvaW4X+`iYPtW!e2Elr zJ)*@(EYhcNoLu*RN>O#jdp^^KI0tX|$v_G2`$!DlyR?h1c6pkkTpu^qR(HpxqsjwCTu^t{<1$f{F#FY@mtsVDhLCO5FFBVbnh;c z?%SiKPIRg21?b$^0dC`3f#k4DFnT5FVH!PXclelgG~}gXBQdB^K$FSj)Ow|qA^kPG5Z;e&_H1+>?dODNN2FGk z1P(sQiZ%qpC29b)=T-VGNDwqWa7b@DUCNit`0Gprbrype+Naq$?*++UvLPQ z=3R=29pyhyvGSl&rOc8_3#H1uk^fUqpMlI$?oqYbCr12tR)z+GCnB8dZrN9;k+Pwi zp04*gVE$pNBShyLND2in+1`xk%pyIN9_zp8;cZP^3Z7egW_tV(4P`W__SG?ghmSxI zXk6fsu3WVo+xyD(rPPE>c-(`jV|AdA^(ul8^t{eo;uwYvl}PtZiuGcwS7b-v&don= ziC=%~_fYL^IkHH84evflAmEV_O$vO{eO5tLPU6s`J$Sw0n(K>2)}O{epPvZ`gNMod zSBx-lNjnCwoyUH&>pG6hp}I*}bvO=`!*Qfa4z`NmIZ&EK5|LiEKc-xzNKUB-|2X`{ zN*7pFLu{b3_4j_6H~@)(4uP~$6&pua?1-zyRmpDBoswW1aKJFKO6T_LNqNO(sU^T&p!T&xp1qAN-_eqb(SSgC0%#nS(fDD_3ecZH8$tMxrfDoOs>4cw_>C^_cC*HgHK*_@Xn~HV z-Yv~pkYhNDtg63qv=1Z(TEs0R-4U=hdjBrB<+V7W3&WSS>;48=RqFVm(fcFTj3BW1 zr0a(}({CljwPFxtrqvj_Hbp@YA`pb-)0Q$!)RR8%n-*YEyX*l@2AR@@Gm38UA+t*5 z0Ln_2yoIDdGf6Dc`QcdhjiUDG7kIq=Ys#&uy<(_UER#~C+|jO3GKt0oHt9V5fi&%k zU~wlFtFAfLWOk)$0*al0jVm1p#2A*>zeguY9@z>(pb?r&y0=8FC`WHgU_Zu&)T*>bpV1?sTDk*L zq^0|H1dJTCi1ZF(Z*d{t&^;HoNwd0-xjnX-0Xb+M(xf{-yaC(MX_~|*T}w9&Hs==Z z!)v&s(?bt<4s=0$rlx$x8ST=LhynjI&>)aDtHNbRR?m7_hzH!Z9ah?oyTINU>H>>O z)OU*^GSDHAzP2akW_@+KRE2BO?ir0mmz|*)gHojV7QV8KAn-}I9eSOs6D3xr;}Bw$ zM3(7;5QGH?!m4d|su@AxkzR2to*g@XN2!#S%IX8)2~6gr`fq!@q3oePXYR9blQA zr!|w^ss=TRQRSZV&s?J*G0^zTCcWxIf642*qRs7?7|vu*K9S~=2U*o05QLiw>&`=B zplK41M|in`{tQRc_gT@nSv}matY~*EcwJc=5qhxAoY{f~KI!%zwVG>9+w$>kVii}D z*H3%Qf;1@zi6PO-u#b@@u}GWM0;fi`Q0@2aSavx6)y9PrmOzC59zhU1eK`q&K-VPF z&aF)U-Q1*yQs>3)z4+rr>Qw0WNp)jniL<|fAkg?MBwer)D-I0S*-G8Ddi7OzL(yXh z0yQo6BI&?h37?0Jl1ML(HBIVGQmy!ui|J8S`*h=TN#HCr_4mAVeIqj|5bwswHZl5e zU~(U3Ra0Yr$z6PNEM!&ZAP80;9Ir^EfIBxD7x<*Fi;cOH&>me`j9XRxq_isE*`OHm z5QZI}RcAsNXk=iMUX@uEH+{DAfYfPd-{#Nt+0I}Uok}NV4a#Ujgr>=XMf#GgxXseg z{jUPttg6oZIqT>Q=mSmlV@&mJxhWCDu!JUkwWsHZ7$C^Fu1} zOpNY~<;vx6p_&`jwpw1|`#U2D9MaCMc8lFv3psp{cx7_;jnnazOSaGgo#w${I1%I>Ja)&m}| z*|nLy3p^xCjn)5Ccvw)H+Su(>^p5frYE1i#ZBKi{begN)DAbivI1d z8deUZt8QwaOj_>g^%c_7Nir3+-UhrY5F4%|1S%!VKT0$Sx2tq9kUrugbZK_j*>E0L zrAeM)Ys2Qc|p3J2XrD-5Uq<^4tyQ{{s-COZ0^vzs9 zy9HWM)#?=W_jwlM!$_Azq>sH9?5}$m*(TK)Be1%irRN47+Ur6XS{-lCW+Vm<@nsp~ zwOx*-)Zo8pi*csP}aA+mo>&6v}0= z5ro|GUkf2d(;)Ck_YW5+CwG20h;&PXQ^U-vTm5~wX^lJ^WjO7t#_~;R zd3tGcwx#9jr9B?~KVyf~F5)eP+F(wGrcE5u`{`_guR32lDmAsI9jfQBAp!JpYREmL z?Cj8Dq)a^0*#Pe;N6U8QNbQdKd&Zn`?#IB~7?md;v1rRn2?jjmqY;8l_$M8EHOB2m zjMP?^ce1@zU7TC?l|MQ?v0ho2G)_IpcEw) zdF#k~_ewC}VxVClJ*Xt-v6Z#BOv+1de#g$ym{ApKn(j4hLsabm|+l--a;hKv=^smCg73xvOw#l%eiwPRcb{TUUVLb zgF+1&qdBC{5*K_Zuzh8KFKqOjc4*h)`h`$NgPIGt>3x{l{#BunaCeD#Pt+nuXQ^(n zjA?Cy)^|Wvq89DNJ@E;YFdC-=O$;nS}2DwtRdofQ}ZwzUL{&3Tg7?d1uPh%8!6JHg$Hr8&7MV-{L{oa+fX6IWp zz^z<=A~~FlJF*(mB^sqgq_=acjnjzjTAzheI>svNrbPxgjN5_)(R69Y97Y&8q{}~Y zdS*5|`=!=pWT?ukexC@gB$h*Ri28N*OGaLrDksIbJLN!OQfm$vNv=Jlr4@z zF{|0zZ^l7lpqV8$>6vJo&SeM1Po+BdET?7&N|u6RScFtb?eeO1j4<%IYGl`c3KKS# zJXXUu?a4e}sO#<@0H(aHkt*5Vm1||BNJH-WrhFeT#R#XEkJ6sjluR z%MUOc4`7ilO51F$TQ*qSjc4uGJ#${8%8UqyG>K+dxqQN!q~CDl`SF1_ zxM4l>&d6+Z0@%Ap)z$sW#(?cgG)A*XW5}L-+pzdKewgS?lOONFC^n=?R8?KqMle+( zhT%Wbgd+vfu>0u(z}$@cDDW!{k9KJ*_V}G3oJ^32JELGoAl!Q!`YBo zr9t449uH`F>mfRKO=`0H@!P!Kt(DL}npz(7bVF}66tU855{vXWuBp0x^6tU_{0};) z((SS6CAA6Uzf<-(2t-iX4Fg7WV3SVS$2u4|@9+3fgEcJayZ+r|e+OLm9*QtbzLvfY z(j~ee*o1#S!jCl>+gsW&|0ZMLThVR+782hf2rYBDPKdw+YObiam zt?AJf9%$+He{Xw_KxXOc^?&Li5HwD+Ne`Qdr$3%vIn;v5!E^tqw(WO@8M2Q>lGuK= zql6J5Sj1!)+AuZQbql6C+g;k^V|MB|mA5$$X4EYH@Y@(w$YsC>n3Yev6nsd*%n(WpWYj9iZY%}5L!(j_c!k2e;chx*&GF2pU3vpzPi1Czy6 z^H_t+xJE`|V3A%sv35E8&8MhxObjyZ<#p9|;5_A0B!-MD55cVyG(z)oNqAFBoXPzJIo-g=B<4c9<-jEHrv?v9ylmK&1={?yZ1tx zMDuS#(!Rmw`lo5~yYOs4>iO6Hv({XIMoxAjP4c~-cLovzO_PMAD<{IZgU4@{ci};6 z$@vEJfi7?zZZIPBI_;-9kQitf*rZ#do#fw5xi5#ix6w7x)i;;VfRZv)vrozBDv8L8~1DS8Z_QsMX?94+lp%8`)jT&GhGsp?xb|uz5K|Q`n$M~j`rBl zt)~u#dsKJyPV4C-AYGzSnn$|ps#a}7Wvmsxc_KBgVaP302GXVRNDKlmrC%TjG&&Gp zOYCGe_oaCG5a!=Jw_0>IA2)+COH__BMQ!A-600<9j#5ClyTR$lu=zOxsr6hJE}56A zD1!gD8%U8v$5*~!bjwl1Bb@E_DhzcCHG6|cO3Bq>eFevXTaMJ0@t;Rr31Os1BGLu8 z0&$-H`lSQ79`&kxshK+fQ9%hom}6fuixC7q>AP=Uhtd)+@v z@!vOcUn30DeU>t-Mzcw;Boe;0c=4#T1)G^Ub1r+CLgQR0v9}pP@G!dpPI=Qp3?b=E zhJI|zip=p+hfP18G<>4&3pNGVA_tvwr27QK23n*iB%SG&3pHA-#_GbYQbNPVX*Xv> zVt9ZcG}-wVGGYVq(Iv0MET_Js4S0;9yG14Z$$GF=iE<8?H)t+~Fwj+r^!0Qb@76;f zbG`6SgG>ILF0EYfpeD5+`uu{m%oZP#U#@(3y6?7XsXV}<_>pI(#Y6ekCgkAmz24UV zv4JKAE|+k~y{YlCQpW^W>@@3w_mz_@^+rNjZfd<1YlUn&^g**KB!pA6gArPDH&7HtV4nhv$qi-$6j=w2qH}=q%9(XGF?6{Pi3XQ={Mpo%m zU>~zJV_edwedIPA4oa}>!u;Fl%WGdH{BRhGSg8xSucOW#XJnMPq+PU=Xu;8!-G}f= zzHL>fz8hZ*rn&h@lQQlnDKWwzAUz{3eEQ_;qaV|8=MY-$UzNK9bPm+e&(AL=220p5 zY#x9|c+4Wo@v4t|O~IfdQNL)P;HSCF#6UXO za}tH-)-2A)$xxr}YP5?7B?73;O6!!XoFND__r@nZ@{`TlJ`}vUrJR1I_)LW3y_AHb zP`pYlh@SYzmo7#Sc%*xY)eP^+mp6+s2&sW@cC^LZh6v8>xU5yb~5!Zb1&A6m8YTNIB zH!4vsnls^hW;cqtq$|;5td1T1M@u@(?O&B190&zU)DipLOL@x}8CEXoP2FQOd)GCz zUdO*aUCSFyY<5qBf^JHe?k6t-*9Bm@M0ne{{uTG`;K)qeus*X$Rrq{l)Onz8wHTSD z^QX*5F*8e~v&3t61&Nf|Qk?Ex{xpUU7EI)kS(>R+=m$ZdiGfFYXz9TC^&Rd0c+8#Z z@j7mMsRP7@)d)hq@-rbLHVC+ce?G!zUHc9fXW(qurVts>QUEq}ha)x!U$=p&J(?KU zq%jm6y$}=Sjh%`%_q;Jxy?^3Y=<7orW$9X+%d9&_M7klM!1yLd`))b@0gb<G6pB9`fAfpfB&A$RpL~EJ6lTaGleDN?#~UI8E!g9d?wpMM zeAptXRM9#q9t*qf~6B68HX}4sg&U59!k5ta5Eef?$*GBTh^7E8)9I zB{OD4m~qVKfWaOM38LWCgYO}$L=yy$^pY-N*~~AG7Z2b^5KNk9Ty{`|A|)y-w)@h( zc@ka1DNXZlq^5w`p7?5&QP z>~}CxQ=yB2>`-x8)rA53$R-SeXSt(bQC1_^;6v?eSZlf+Y>%NK5RuLi>u)uAr+-N5 z^4m+Jh@Y0bg83LEgy5p?w-QCd4J%EN_@sx5#ZwmbiBqMT>c0w76UAArpi!dE*X^p) z{wyIh&IXzsNavKiw-jvJWrY8H*4&b*coL@#h1}FWqRNsWc?lPAG0+fjNME~hGIKG! zXP=J;O5J%Gnfqb0N{yJb55-TDNCC${Qzedouz$S>=MBPq* z^2a`H2^(-lqCp_NB+W@LEb8shdt3^y2agBdRMP^Nm&hPh@|zOl1*sAZ1CR8Yv;)f* z$6Iy3z{9=cnn~fuY$ikNxv1fWZ&sFy8L1MVbVq<`UQ48jlT^JSef!~>>&cLZrutW- zUmv?C5yP;mM0)*7Y~SI=M*DPpc2D0mCax`I9poFR*@j=cKZ93(X+}v%I!+P~>ZyHN zJ%r~0tT#437WhJ+Xo?IG>y95|q)0r{ij=nY!nLBXb{xVOi!;%EYoMYJwQu6Lq+QIi zF)Y#*P;aH`#p!0boZ7foxh%ldVkQ8Wc4-x|{#$b`&h6L|T^O&cayu40{pOx5#Q68qu5{4l z$uaQXLm8#-kLEHv;vnD>KAje%KXhU7o=p4$YGG^qW}Y6@MNEC&PR0MpEXv@MK5Z)8 zF=b!YB&iFtT{mjxW+;K~jp~Fpy?^jG$ga}d8<$JC>2TAXoBA328q7DyROdK8XqSaD z8NVShY@W%U3$cL)LBJ!dNwMPMrEZtXaZM_k6zJYM7VOv?hcNi;JNX?WG4QyAca{jv z5`I6DREabCR)wL5f)5mPe@2?bVy|#v1c5{P-j%nVhVp(@sU_WAv#ghh!8)`8vPm%s z?aY$g#IM+^U9=85Tj7Ly!V-hM76f^5PRu`%;&acu^F}i&p==I`UeWaD3jgR8#v1=~ zM}vnT{Cx65JVXXsoWv)+-&%Mh(p^w0wc%j4ZTxpy{@|K%Dw9#281xvzKqEAdv|Y9F z+pg($y9g(Ae*VVVcW?!i`hnUQyLB*Q1L6t7at0dkaD znR#d)=^}2+-rKH8l~P?9GumFa1vEph!2v;dJZJ3RkQ8Wa5R&dt@-8|U(_)o}pAoeF zc}3FKDNv9>b$)L6$TBE~t(uaWsb@gd;vr{AIEo#Alim zSfrP`i6hOPhptKWpR2gfTB&l(lFAIzG}9y1o4j-QyX&-}1Ti%d&7SXj6v99g1Div5 zKX=gD&v)xwr9N+^&2E#sG{I(oW`rSQ`ZQ)UGF;M~CBk}@XRDpR;C8iscJp?Bb@14g zE@JdI^7RWKInZ=TK>7rq)7IwLz-4&6>N&Jr+xUqpcqfY5LiCH=nsX2anl2Ha#T7nu z5Ez^0;&KQ#x6=uZ1y3&jgD?c`Omu)S(B!}(-7Dr)k-V?-YJ{%r9sw`3CCd-h(hie|I>Hk!cl@-Vk8gVVpg?oT~i08qQy{X}D9j9-%u{{r0C3CHUcgCGFplk+p&T)OqAhj;zQ@hLgwnGq~sVzhYbM_5D5NNJJM7lXf(eSFl{l+fLB&ELJ zuJCi$8tB_lk02PY-d6@eph$tUe<$ z2uOE+W?K&JXV(|wRyBW4<*i30U}BHjH1YN7z&uC{G))qco{?Ewa?G+?J{T{U?3}gt zs#1Sw4SBz_j397$guATt9j;kAuFAp1&}#VB>7yg`0iA_3sXA-^6GocEBR!TL zD-LV+NtHSv7~;Fc=)5tw_mf&H_VDRDGfAfyZdPfU#3wxwU0{7PDyTLE7elXKaC~4G z+$vUwKxFSVVne!wStY`gdus9(N0v->!BTq_4UKszf%hS+Gy&<-X}j70M!Li$?Hjy9 zo1WGG@}V6YWbM3Q57|{3p^4{Xg6vg& zV>e5!3LKCfICMfCBEw7sVNcQ9K}HbxEW$UU(jqv~E$VoNH8rvzcg>y>DCRaruHoId z`6-OZARwLD+q6M_OSrjI3Dmd4ywb=IbPX{`45#L0WI|%V$UwLR8tZB%v*unmPUzo$ zvfFaKAJQbMe>J^=bqRt%BLj<1*sQj=?HRniU1}89!jFA7R2zao6@8{yC8t0TXj0&j zK2t1q$TuIYD|HWaoHcj#cYzQYT96dR|I^{hC|>1~PEE#^-n4mN`5_mJldd_t&7Lzo zV2)ztL8VHWC6yLRm3bror;h84Hk`&1*uXw zlEX=LJ7$}?Ii&9egc(gt(6W=NA1=x-h`iqoRj#6tO%l(y8Og}5vPg$|;s?SFd2MYG zm@37;P<=g^FcQj&4InXy@1L9kX%fvS5noVO5E=L5>s9#lq0GwM(B&5gAWf=85T3cT zuplweA&}k*Z5sE?A>u(FE{2GG?&-!#VDXJwzW6q?J1GN@YM#wfs&f8MuY1ssZz9|na0(o zOz79J4k2i|?JNlVTmyVT{xk&nnH83`a!!&{h^(_4>OEcNe>1H9|qePw3>2hqiGn>Zx}1e)ztO`y#6Y#SWvPGOjYhAb;$27^F-z41CfRM17X4<*qMPc){V5=1JdY zCE(tYRupI`THgjIWoQ_<^?%Asdr|AyU)iK>VCcnDboCx-aoKsT~5g924B27LNV5 zo7O-e6b&`3C2o3HQVU2sh_gbw>swQ$4n|Moo1IP@19iQ*BIA0$W+}*NnsF79&MUQ) z74k$LQh6nhLeJ7NlM&GWCk650%kidiMq*%#2v-s1)MtjKPr^r*Qlo6AUXzW2!lfHX zlN4kMwo52IY`{ml_t1Oj;8uOhSMAs@G{B=NcHcB`S0H7TE@|I>A%QR~8Q8>&h^k$U zJcXAy2GQl}M&VDRAx+wj*f1E9cp1_p8XE+puXeYXe$bre(~A{;&b&8x`Z{tCL};oZ zTAdfD3yFaSK}dSe#QSP`+t-x8aKpMN?$~C3R~abK_!eOp5X*pV0W=I;(lzz4Wj1SE zy8gy7tZ2)9x1<|t3!rvd1xI$Dm52c+G|j(}9zm2d2zM@ezX1>TW;@4LR^((sHt8>9 zlWbob&w(J&q(FMBvaqc6w*Am^TnPHFBD$spfGskVO?vg)eSL_}G%2t}gwyq#(zmdJ zo7}KT(29y{?Qe8rpj>w~lEQWKCyf#*;AWL31>(CJVv}6zPG1$*U}MoG$^!ivSI0nR zbra(Aj=%p*gv3C@z$bk{Lv5F{t%H9L?ivPfa{7A@L20F_NDMB9ip+Mf@<`9Vd40Y1 z)n<852fdScOu=Dg^Kx3wHO&Z3x8uTGtYubR~wKfjjWah z4`|TDARv8)@@!sg_%;P8GSoei-|EkWoZD|m3X1p3nYG6dzh~N_KD{7*Z&d{L?^#{H z!LXbUbt#=dQfOVjlFNt;BGO&B1+ib7dtM*M{qx+n9=37^!OB$z!ti*6<}C;V%_gx) zlfiqosrkTx5?l;zL;RHOAt0ftCF%9OKCd7QG&YDx4}y+aJoZ?rqf}>xYQ5~|qGNNQ zf6qEZhhsSd8z2lcIq*p*C*}6IMBnMD#O08=HN#BN7?i^^BnKs@)6b#A9t{JF^tZwL zRmkg*fiHE~aKP#97QMDl(0>THpdpV05mI%=nUNs4r0bwg5std`ZFFE+Y>o;uF5qwYIj{z)imn_i%GIdptX)4OOqGxiOUwzF>Zprb}Ek!gbKt zj83)FSuH3V+!ejT^UoET6HZTh2M9twlERF%kTHzNz$Q+Ht3!&fE$eWrG-a%oK)DD!5p@?~(0Frc3L^|G z(n~W6RA)vEcJ$-P44Dkyhi~F%Lf(P82l}UXc|0Rk;*uVI6Pjk(sC(nh8J_9ScjkT^ z0|iUb2*OX#qvkS#z#^R%E4w^&wD^hCHBbYqJEtEsLRm3tRwldpwJ)Sev^axLy0Ibl zn!~xgx@w#a)_*H6y*vQU`@BUMZurH%WF!VQ=}drA%YiH2s|#=pn?s5o2XBE~1J#Jz zX0EvcfyUffk06ZKt-KEf ztTas$k{-HJ+qt8qyI<J5cnLz-yXTvj_W2q_^i*GyZhF~rhsQo$PZLy8S*19A%)sS=C$>XmTOl2R8>?j%Dg6&GM}b$b;&i-yta+d^~w6Ba_4>eKWnK_pozLe?M-LLbi4#`Z$h+%<4%b zhUNL2*E14>i1gkPr@|vazh$)H4m#xffnw!F&x)Xa$LZrb!~wE$Ly8KDX^U zIE0H~$}$hXMe3ku5Fu4cyS8j9^k<+GnzSlq@37sF+}n*Oxy#R{To^wJoyh?P5UDF5 z+{=PpjC6^kMmSOm6aH*-X+IXOX3kE|JLV#94b=}VUai7p4ycMqHv_E+t$ zc#o&`GH-W9C8~oxhc!qHCVO^{fpm$+2QG*3q)fpU|17&2shy3o);IE+_Bey%4b&w~ z-&rhsMuK3Ip2*E!oS!(Q3~!uFeQwfyIA8);xq5;G;kd1E8-#%-2sY_zgLmS}0FOmd zZS@|58@rP&zlS=lsMd_axQu*8oF+c+FX&ogsb~UtBT=V)Q6f98%rlHMiATDQdp2AYmqXxZM z^PotB8bSOn-PBKlVc0$;A>ke$rys){b+X>!mQ{0LuboyW_y?tWaA&Oj-9}9(x`y*Z=l)N-7AlR~CQ>vy;kJJe_h`*5e#F_hyLnXtL{$LGQsujQU!SWZlJWlFHmPd*h_3 zkXfbnO?2O$zLF6J7U}T}adbzR-N0uY!~MW<^VU0qK?c>59<=*Vx5Tavt4kcxX9H?K zA8|6FKAeWM=?D3(4U7cA6A`XCIJMgt zzj`_iFM~$@J^I$XN-FL5-{ajD2*g)MdwrxU5%%53`=JiZAx;t%t;*g2a&U z?j*AoP#)>PJ3HXsGpFab0b` zrim&BJ$TN3TaH29v>$;(Q3sG1a%28Xg*1tVKtTG0{aN?ro!u`ivakaV>X*9W?C1Xc zHcu~Y&bG8%y|l-p|L6B(g&;KTJ;yBK6OvBJI7J(1U$Ky?B5qy9?Ko@=t}mhba1ZXj z3ZD0&i9y68oMu%__lZ`j9>fEUDf1?{_8UX4;Ru2-HT8rRBfBaj9q`4fM4i0nB6Y5- z=un_|@?0=wKM`Sg?|iA65e6>lqPq8y_OIm{ESwFKi*B=@Tm%tV5&rT z(SagY%lu&zUd=sI&5x?J{{!+3X~@0FD)v8wj1nzS;*hSXi$5#x&z~lhD86bCEbBcJ z%4bkUDOY)lCIo>d1p(=G6D?J5-zMeYiyP0>OfJ$pZ46a&sRf$HXZxE&WS~ibOL{iI z#?19dLUTSIt{QGEG-)0J=Nm>K2W`9JZZaeW8U`NevuRH4TJ8GB-{Tl2ERNg0Q4=CV zBof08tMs23iGfY}*HCaYt@V0gBmR*NcN#T!?Ev_FqjuKEENeIdVW6>rOL`bo{Id7! z%htzu%zbS6bSF+T4?2xQ#oSvi&)CT53rhUo5N6zW=w3qr9a1MEYeHT#0Qit-^8@y zJ)oK5D8H|_poS|mM2EtWcVr<5G&%@~H{xnF>=L}M#d5`-VUH7h8Sb?A2C{ci$XSjtN0#V#zAcONJ1FT%<=6vJS0a#Agoa;Q*(%oz<(_>v6j} zxW2XENd;U|XCpD3nerhEGORTJ#wY!YRxEZuwYp2HUCEc1d#%(BOlDBiZ}awVo(N%} zsS=Mxx-EUH!OSahm6$GhMxMHS)5jXzROf@_(79)_sszKZbl?z9Ppa+hdtmZGjID%9 zz2GrgH=q{$f>Qm5O$qx>GBQeh(%l(q6AWkY3h_BgnNvS#whv@Ll>QMxNKqL(S|WvE zYYsfpT{8Omwp;te?`p7|(rlhi+;S683{)9Wut)oy1Ou)~G)8j?-vX(%+Ld&k*M+-= zB6H)=v#KB&>=7AU4F58bK)}U7gCJrNPG-ol><9i&P|voE}2 z#s(qb%-&gTjetrUe9}bbWv|=V#6XA*)b^6}MTd_tN>1`Qgzc($qFG_UtwAg~Ir?Sf zo2GG4a+2!J*nZ;VIEfI3=K^7?>b-w<`s5p848R#xk3QMUCvUP+jdF}(y)3&ya2js(7*d&I-Xp0eKBuW!!sGEXKy?rv*P&f>kBy`Ti*po z9R!2b1jGiLnEGZ$7+9n`0)%mvh1ZNS@eHy4((y^|8Q^>Xb;N$O=)hJ+Mu|;&?5e=f zz zi)Z?QyXw~>48A6V;B*6x3Ui3)~(Dy@6)2KNl7a!<_Ot^sM%76f6{?!qc&nnZe+ zk~sNc#kOrNID{DoJ;(j_5GpiKr_%#hT%6Ag0`UQjmc$vkqGmkC*eM&lcWyl-gC0<8g7e|itQecY@E@(=_jrh`~>+1>d;lYYRqUx5ZI*Ge|o#;zt3GKHKQ>U_{e-o zB*bWHGqj*^s6zq)Pi4@gKzfnv+0ulPK!-tG2!8`B z%RR!nEzL8czv917^Atx1XKOG!`~+bT?XFK|#Ag=iwvv|Y&AU4MzhJIGCitqebDIHcYLF1Mxy8EgUJFSJdO^Wu#s@Vi8wUb=HH=qN!WSJXnQ$bd88_EH)I7U?y6 zXK#2P$_X37RcYj|Kh(d?vy3+Z998h5Py z@nXpu9m6}jjxK^CB}$d1jLUMBxQ1a3tB`cRUaUM{wfk%a?i(HkzquBC17ZVJ{H)=> zvyf;K?%imb#3dZA3iTY_j#%X3vEJoTDupMPf-{s?ks`eenY~UT1snohkqGDMV;^tX zI!ggx2en3I{q&b$Hl#;m5rWA_bN`eG0oNm%5O}25H7f4bGpbQ*#;xkPXExuNi z((f#_LU#PB9W#32SzIcqR}px)2f{#;0*7>nQ4m>T{rci7{M&O?`N3u5MsS{(D)=N% zn0QN~NjMv5a$u2m3^uh<3DzOFV@N%J_PZVzu>464?Zux_VK&yyBJCKQvJ(2Pb!6gV zIQ+O-@tx>fsQ!5g(c$F`6=s8nBGPHSAR~@tcw{c_8Wv}Kj(#v7$|qSO2$oYXf~S>e znuJ!Vkv&nI9hvZxcXBmuS1odaU1ouI#ttC});f;h&Jr2~p&H@tB=4uarOgTtq^h5m zR)h9|6QD?s+G~CI`-vh(gl4k{2N^+yvz8nTq*i;l8qQy{X}{H7w?i0czJX7A z!<)W?{_gw|1N_r4y|gs*p@$rVf!fnhet7jKMykXjolo+retN59PCuqfX9oNu&JBEl zj1sj-$>6rn8%PW^RT7fU5RaMWu`HtgJ#JUuKly%*NfH=xe}lwu?ml}BqfTz(JJP+y z3%d7a#s^|_C|H#_N9%D1I7&>7HC%OW`vwvOjSno+oIV@Vt5(G{&dJxx$Mzzsy`$4BZ9L1LgmV3A&?lTD=M`jR6Pk;uk>uph4CUvCC@{jbrGhCp= z9+e{IAIt=AveL;wx}!m8*joROQ6nC)UJu-MX7w{@Gc?s$QoDVz3dCocS>><@f8V@2 z9A28-xPb?(OE-jQg}HN})E?EZ*EW4qDhxhy{~aT`?{>0$NdPE4-1eO zZboL>LJ(+TU<(Kjm)J}goVa61iVWI%KV|r7L1dVP9Q536Qyw$YBp&HC>1zjD9iLV| z!t*hMZH@`&ipN3u7#0%4>ZDiwkQiu$=8FioS*^7<<@y!iTP9LXp1WETf8D}G;|9BvA$5}G#5O~=DkOU-#9KkNX9p|>GA zBz`ah$0uoG5RmrJa=!Wzw|r(I{-r!i~~~h>P9YS16AB_wt^D2!u-J z4~2~AASB(@AnewwsoN?g2eU^1XucMhQ3^qnX1%aj#s~wOv{gDAv&VI>JKp^%bK2GQ zQ+_g7Z=jYD?_k!yx8iw8#*BjG*u$rnxP+|;<38u29CkXar$;O53v2S5Yb_Jz6`T}G+RVCBO`3R zaHP9rJf0XE!#Qv$J7FZ0&bWmzxD8ZlNhm#R<%;wit4(6%PfweU#d&b2p1cPn$)Zx0H0)J&T_a-8}PWfz?WxxIV z8mSH$ORi!25-3)3L`Lb3#fJ!qA`ROvCM3NHDtn0Ecyr!MJkXdEuiBb-qR+S%v(MVyP% zdE18{oF)~(*Sgh_CcWF=TFgk3_@vu#^}j9)+;{~aCzjcJ$-OY897@Pg%fDz3Y_dv{bH3E&y|?dbJOo+48cvBpEkK-^Q<2m>L1! zlA*3PST}XfW~53y(({MnpSw<(Z;;wq@~f7{YTpRRy-^JT_cC(8rahW(V3A(Qb@qpk zMf%YL*jZK?v!c)JYg$k?gUXAIto5&x*d$z)Xb?E0_kGCqr3yovKjJ~gVsqopZT(=c z*#8fWRVM{Pnnc6EB0b-b*8MbW=K-oa?|<8H&%DkVlKmU zu@40EfBlH>2=v@HHtV*A4&?D@hnEMWEgW#Y%2+xk#q&l^c$g_{2! z2?YGxK$8NGMRwLlKjy;w$G`OT{IQ}ddWGkoD>5gXo-ozi^LAPC@$sG)aS#NW zD)C9zK(mh-d*8S3!1ye~doGxIss>`iBm`l@J?n8$$W4R5B|QeZHYstPeMD_L))HXt zSe3Ev3YcCUk1)8nRx?|F!zDegl;&;RS^Q%=CI-(F0W&skdkaNMR5iV+d`TN4F$hQp zdufk%M%jHDz(3K)3Pxsyx_txH8a^UI*Y7R@kKxb>%^~a?oNm}1eeEc98P_3rFu+d_ z#6X=g6|H$|4atFqK}dX+uW_W~%iAK{vf7;d+gfZt0_rX~jWASSo!TJ5Fn7d=5w`p7 z?5&QP>~}CxQ=w6s@S+Bxz3mq3At_Bd?`-USD*;^LL$z}!`@CQ__{Jrj*b~O)G;YtR z!P#)|rq-th1#0Wtf8Wrga`i@UayLkv10E^SREhZC$KzpVul(s6Y!KkDOQ*6v&RTb5mTGd-uEvJXM}+Cw`WX%qTQ!ZsoJ4g+_a}lIFNIr3U4dd z2evZOBLQhTXD8kZZ_+NnV~m*Y#MZN!pdP6q3_aPR3`Q9ELc$59wKshKuMA-HQo9%0y`5E#e^1CO*SZSw!{!0uoZE{Cp-zN!rdpo3n30;NNl{Xa_BfZHS* zpLra@S3t!t72ZBug5QymsW$&IaHSQ>0xUpc*lVRC13{pfRX&@rP0~O3_<2@%8y>Fu zE5H4A&oqe9R7bk*rS%$+Ceft8CH;3R%lXuh?~GU8JkM#|@(4&A3x%sqNDPDbnz|Ta z;E=vZBzHt~*U32-XTy@*!{QbzuvN?vVHgp>3xzPyR7pfU5un#K@W%nE3m~C4buupR z0$Y@JBMkgyn;tQugOK!$$tJmDb#G$(@s!f%qVMdA!90Klf>7am>op@W2uPRS#6u#x z%g$0ueCjI#mMevTbt@`debe~FMuK73aFuk~N*rzO@#e~XJmj8RRJ`8#{V0gh4oD1d zH|91l(j*b-dpIq!ibszrv}48eHG}VG$-DbPA@_R(;r>)zO0!oN4CxcyZh zkH5qJpK9|gyYot9Au)_b7-9`y{lZ8LJkk?a`t{C>1X*=Bp)dDrwdd@G{F@c>Z%?<{ zgg_8z{!Jhv+*a=uBd6riBbBH>|Jxt821B959@V2{U*dm`83fWjhfZOezUca8;qHxB zZ}qocAC%@+MG)d`<5CzwARe!V4MisJv5*>WFdHv&b25W6#0Ch$NTY0K!%70uZIe#B zuhc%>Dy2x1zMN3nu>>+nN{G&rp1-MMRBYgrZaNfxO#W2$sSo!Iy)K;XiQoCpQ>;9w zR4KEh(n6^+Z{&zg8%BON8D+o5j2MGJbo;6>>j&VH?kp*jZCzKqyA|uoNagZwRxGT8 zz76-0Ds2(0sAl9EM5MP6>GvKkU66bUcMaD&g5BE8RG~c$)BvKISqivof)=l`)Cjvb zubqzjtMa074C30n{>o<)Aoo^@Fr?HRSPWSu8V0T!;Y>i7p5b1bxA=~9&%2B2>#M;! z^bVv-qjpzKfhbLPZyds1hX=w`%MbJo;cWOjQFFO_I9xwGk3j4-;CnIS18F(v|1(WB z)T0OgMmJB%&2&!$n{cUfZ+95@o|aLGiR-nOEtryoxePpH|^ToNe*l^gaU z44hBlHjpyWFbGL^$gE8>F;4IA$K`OqQ(N9o1UIEq%QM$)Rgi^9O=AR`^l9IgN7bRF zfA(Nshty{;riLz>19fK1KoCslHsv$YB|d3g^49C)Z>}zmz$&@CZG0=30OS)(x?pIGeCS8s0n!7_VY8DjneT&Re{Vk1u%Ra;Y;JBpQOVrHz8b0so z!EI}9+UbRtN}x#NE`lI;hg||`5{(QZ(sQ6``!9tKc}UgMwIg)?u2Too8R>`(zxPbv z$Or?Q^wGN5R&5otyi<78I$3j`>5zjwWLZBV3?I(?Glv-l(m9!ew1)}%b=z@9U&xJl z;;K0j!a%huo%%4k3c^5RG>ddo09ufi`sqLuj-mBdO|u(ZP^a$7`Y-67#mFkL*@Wjz z%G%SSyfpeTN}mb&kRM#{4^2^0<9nAb88TbsLwx_Ijn`oEh4m5uJ2-7LXA~aH)UT zFSXHE{kVa$;}T790Sk3Z^O2s(3Pyquk`_d4=kgARdOtj96~`$jYq*YqK53g%hYAUUWgS=?u&Oajsy1JztI!<#?WV&MK%`7w5~&PIA)>E zY>lZvKsc!(_v|a@h6&yiEpsbtw(CMaDBn$8(im-Mb{SG7niN>1R|a}D_u5(IXW^<; zy-oYPg{cduN>sbj*)c2RAWqXl4dSP+V*5>6dNRZ~h?7a@D>ZAuu=O`Yhv{*HSx~4! z69k{ME_pvm{PZkWN|*i`)u@w{G|U zRah6b@2omf#^wbY{a+^d|Ldy0+g{~;Jo9IEcCspd+g_#y%0T;gPCBMx@wR8QE*JAW~8|L^Yqp~2uhiu#auhHQ7uX9XV72L9_Ldi$ABk9Zf{A zge=<%{$D*Q@L!kmnO^fj$HrgY+7l3?4O_eCkCpnZ0|mz#$9hoV|MG+TzrHZ@XGhoA zn$`NN1;y^w<1;K9?;4bD(4iT>EL(TC*bcAm2#bnNB#yn+|9_d__^)4ZINJPUhZpVN z+atwumqi`ZKzliQtukR$n!;6e6Dxe)9RGO&Vx!5sF222E|GYWgJ}$I)j&@?DX!rKN zulLZ|fD>!p|F}+f-ZJGj-1y9D;%;^=nfv!AZ5dE1!IGu#+I-fKHm6+u$NPp>x9)9l zeY$?Z7O=0fs&IrJt@YJdKPwxm1)nXT8xG(H&wqWQ>(BA@;H7i+SI0_?h)`+q&78V} zlNhQi73fv?%>UJuJpc8BCO!8&cs9*ilTkqlE8n^@^bj zvu0Kk>!lI-p6G0VA?^9E>wrdEReSr_+3XSfmASjss4zi$>*u-hL*_|yU+B6L*x+*i z$3wbP&zv1+9{6ORSzpfIbE3zex-cuHzI7e?v9!(&I2!)z0?R#r$#=KQt%>#}>!Z0n zpT_N@eZY=hPOIL})BXQ)ga5yF!`Z-qH|;k){L3~i9UHl&*Ut93hztent9;Az|CPdV zy8h#y)T(X8jY-Dz?T*WgVvflTu5O5~8_+9MPkQ&m)qt)i!C-Lw*F`|bH=NM5$h(vF zZ*;161IAweNt>Nc?}02|9xe9&WrOFxuCM%|?}t10UE}83Ce}Zr*WEbaeOukffub2H z-zPq5eWUGr9~jY&|N1?Ub*F#7z4_it`$zigtV?SO#OtMcm>gsstvXZkM757wL)yO3 zz|Qm^XS2rb(*5g%H1_0%Qg2Eg{!p%pZuhfYSNxE)rswyWLyHvrD-jc`V9)M8QDM!gj_ic zOQULP(MR>4AzPX(ih<_x|Fhc&OM9$n9a3b?Cu_TDqPatEyo9Au2IA{mtLDqJ`B70D zc)=HPV<0T;u+oOQUnO*n^6OliMwGbOX&75`_#)d!=Z_ zU!Tb=YkOv+fu;Yx{1BE#^Wdi&!@q?M#aW#sD0p=Y)CM$1NSrz>jqdyuE1n~?fF@2M z9b+O5+AZWYzOb+%%BAnJ?t^TV@6sHx5C+oxAqT8sX_UWnp?SyrvJ>8#XwHyzby!+1 zMH^T3*n8Ot+kZf9V5pZ51jIi0XDN+oZS@#j9Wq2=Nu3|#8S%jR*){~UGq@RP91yzfqklK^SZY)
YA)47jW+R)I8CR#{%AuQ~af_MP&EGuZ&z8{ zR};+@QkyRMq;)*~S88|6WB5tBkUdpC{Op)l!z$lBIrwg7;-NDD(4~ zmr`9ubq`lXrVY+vqVb(6?TO|$IK0K8;fKCdPNadQyz35E%{HOy*%%fKT@XDN!oUTr zb5Iy$wl`>m?1JMq76|i%ym%ef1rF6{zy0j}EO)hWxedzxefcXaZG@uz@G1!E!B{>G z3a*yNK=X&(R1Hfjr)U)mU8^r!nk27*<_$@64NE&u!(eu~ZL*~|Of)AC(a;{|)Q|H* z52>(w%y*cyv0Vq%1CBW`m1Z0?ahhO!iQ0@@`ld}0+0aZb1I-tb(iyhdXvAM$7I%?M zdupRWcMEv`x%3*AMzN?anX>p~m#%iBHlVq{Ue@mTG@VnN~D_G-x*$j~ORdwEWc~q?Wx9IUmx% zQg6uR-mvX9NYUDSJ*fH0A2ZPcAw_P((k?36fZYc+$(D}EkJ`XeCy!jv4lCo7aGG^s zKt(plGclY=QDg-}_sFf(DwC_uk)>rIjO$YcG4@vWGg8okWv+RXsMNk{iygV93NeLC_9NZ$) z+7&g>JRx`g!)l}T(Sfb0LND~;2QY6j1C1ZXP(EPhAF6kerTt}tK?nKwnS!v==!V#; z5{Wbu($?YzX#p>rEa{rltlu9@leP6OVW9baZ1qMd2}?7lhT2r$yIY}>2AY${-6AM$ zU004CBY#fAmom^ie98Mp(bi_m^`~s#shDZ8_?@anuD^oOEww|Q-_ZQ z-YBs&|4;3LW!m&|25k=hkvXhr$(~K$DAVedH_)8?b4p|3dWrI(C8g6^ji!Esf>T#O z8d&NNNj3}HLx?tGNS(rR54mTg@x`D|^|v{@e45jkB^6N{^fxcxG@n%3me%U33C*^y zWS}|uCu_XwAxEOz4UHOOyXCBmG-x+RNQH*5?M5%H?TooH^jHCDf7obXsfRDPXn|k9 z_jt_?aAOsNwg5i}rzKM9;b|Vp{jEn;q=7ak?;-h>rNgRj(gk{}8E9TUztPV5+Qh`u z%z zYPU%bCkM&e%GX31c)`sBy);|y$^1#Pe2ZJlKy!t>+Zk3{6s0Z4^2uXlZ5K>5Hy>Ga ztbTBGtvxbrT5Xdy?o+y#ouOrd+A^(P9i-WO$`*qumA2%k*QAntnx?LS_U|JhVcRXK zYPa7e)P<|c*7O?`{J=&7pL+7LM4ukY(zg{VhZdN`h}5!r25syBWvWt^;`~_64AQ1P zvOrmYZ#`(4dh}70U2vuNKv+UqBzLA&`vGCjjuN+-H8&$WImYb($QY0z%MdMlZt z{hauSCYTzov4Q5{sWf!Nwz}lFL$bC5HX2y!;)gqQ{O2ro9cr+DZ?|DhP#e%3JU!~P z>LFDk{R-C$zthS!MH;l5i_eu=lurkzyx2&#G)^<5fi@vJOUE(&o*vSyw=URdpv}v_ zrgaqUWW%=|UihFs|hOQU)S zEuIh2#6mW-MQvcI5QqNfXyHI-&9l9rJ@yVQhk#=7RGi#Z9wzz?IdkIT(3UD^|>ExYnl zIr+P=tfxVnk4KK5t9Ba~Ew#qd_Pq==H$T3ne1zQh+i7yX^Y%8-Ts+Y=oa((<+Lit& zx7%Mf8uVT_&*KQE+U=KPYmds~bW0zDHV@Cd=%;9p5;w0bYwO+DKnw7|AO(A84fXDl zwH54Vp#58lFzm>p^T`xJ!E0n%`2I+PcJpy<6twJe$x&Ul^pK4Pgfb~Tg6-r zWNpI-7_@nL_+o_eLdn=irdZl=!BsxUK;w~P>byDM|MozZ7CRVWV5o3BN$(B~in%JX zOgnF*ffGC~wgaRzwH70Pt0?bvrw&AIKy&gzpIFfbOqi)Ts;@l=X<(^`ABUGvw1P7W zh9)4Q-+NpM=#0 z?dA))sTy`*(YeQ$Db0Jz+UNj7OLOrX3yYPu_9=%|l4)7h{H~=1_(GMUAq%5FYApA+ z=QbL6!4vX~Kv+vXN?W4fF-c_F+TjLmUcSKZr)X{3Y}zba`tt|_&F^75zzK@B`Nt$d zGR-^EKnw7zKs5E1Jk|5CZ0ScE4cg5a@~mpucAKHRaB0?sOBM|$q}`(o+W7jO@)(nj zJv-cj;ZO(~ZGd_BR+o~bIz3FVL0&f$A7h|-`5KzG;msG%fhTmWaUT>MeXNPbPn_wo zydtBbX}lII^2X!_GTrB5DIm z`RrCj!QR&l^tNEwd4HOOFfi25lb5e3+P8_nYBqrBCnF7{IYZth4C~SqinhA_g3#;D zsO_PR2HJ!e63rlklBatoTe@rtY6F^Z^NcK=Q|$40nbvkH(!f#|--c5>b^MaqnxvK7 z(@ZqJojj>5eH!7TSJw90MgvQQ3lQbiz;gE)^Hv@To2MJJdHw7(ysfe{&!RM z{(XBW?DRHT(L6P850g7@$^`~mfbZ#3DO#O5g>K8V+a{VPq!d_KZFD4)_2lK~GHu~P zgEj|`h0xaH$r^uO*$d5oK^k;7Ur5Efu-eKhT8`Cay2-R`i%c}0;6N3l11mpPl4&n& zH0U8dp6o+OD_76tZXvhZ`o*XXXkPv~rO5G=_`9HL?Dvt?b%}|_Z;R1$&9S0Sohobd zEkzo7foG-1SK8J_YMw`?eX`NOQaArB(4k$!ewj66VfQkFwtp)|h3z2}3n^H!+C^Dg z&~gLK!Iwz1S;&;PV-~B2;AB~B1=7IMke5utN}~{Y=>{jl$M^1&2yyON?Mw} zQ@hBtVKUu>a9Z>xWLK3%yc%Hq0>Q4v!z*&G;o2N$5MN#5#RoFhgGtr_iZ%L z=H~-}&i_{B8njcUE!lwDfEM7|XmMX)MB>GA2Wh<#X<(_7$Dk)FFI0S8EHrHhJ4mig zNCRy=ON|Z_H>KQJPL}qk4F=NuJPtBa(VE|_aNDAxv`w20(s+u=4F!u)$)`D)?6JiF zbMaQASvOC)-kKDXd|QzQhB`uCW(+$~##a5~*8=k#a{u^Zqk#|H{Kf($q!;d;=ax*{ zyA8D=jZbY99Y1>K?o63BXuE;t<>@cs6>WC!0K6<^&6PpHC3hHTZXO1Wu)(0&ygcW-k}~w$ zf=-&y*8DvNX~I{YLV{0Eu5BrI-e!9ZG%t_bpH-F~DHy$^Y-yH#2Ab2uzVoy%U9xF= zC=F+~=QbL&8<$4slDP}|HM85A{RU}ney`}EGIVZ<2=!z`J0CF6Ts#0xi=)TOzJ`AN z&`{4oq@kfKFZG?0wl~7A)3UVpHW*B9Ef!5p3Ldq6(@K*k5%DO}zz2SQYm%ZMWrjDJ zCTlxvqIvmxhQ2UM3+A{gyL7}c)CQJ%`Hq>c1Ux#^^@^;m!f~X5r2(FSv|7=QzdfVL z9*BDaX`s!)<2|&Gys`h4Th?~LM04|yF&$wwt#eD0&^z^{L7SgXyx9~j`wy;VvbMUX z3^WhlF`rjMq2-9A5#%p(s?$gVFSvMQtEBQmxfH0W<`emMNM@B{-WdBE%i0QD zL>gG?0k?#U8Mrj_{(Y0z$N9y5-qwEY^rc7B-_>xzNq;g=~W9sTL6CY@y385<4S zO{keVQ_&ha`n{0*+r+D=4QK(Lj=n@$dNktVqq4S|*9Z#OtTI^qb|Df#wN$E;sD{kM_;AHto_JVm&v}+6+W94See7 zx$@-|t>A;Vn)Q9>I|iDMN1!PvnEhzFp_Wf^q3XVCpz$Jen7_^Ilc$7O_wSO%;L@CYn$_c#)#LJbgMeD2P5C_sF2l z!Gjl+{IcOztt0YKsP-6XI28CIdVy-UBJK>DQ}x78kcK|xi)h*|)Xwp6f~@VTjRx9; zj5n&RRO-^Hwbod`fi?T7L0iZpf?-|SQ;pI--R35-q#^95X9xpn{JO#!wA`P0&$rIGlsb*_dvYzHs>VIXR z3FTVoe))*zZcQQ4zil+I)X9UN^OdE?3T6#0(u7Xf^V*<|?>i{3Vf4A<5iF0U{nr8X z6BIn~FB6Qf8Pq-7N^SpGwN$2+c!M-B)W;+DPDP9RtX!}>uA;p)(7b%2%&BN6GHuu{ zYddMA@rqBhMjdyk=Omdn?j34_?k3z-ppW0wcvEl6w5sn7G$)^rJc_op=8)EMyCwR7 zH1q<`YuKb{V=@%qA#1y8qk*LkUWuP}ST(%cLreEzf1CZ$pv@EVj$ha>3=OQHT@!Z5 zmj3j~Ky&hPjANBghZc()`n^JJ8U98ZSQ_A0bZO>ocW=4Ir;kiDFF#70rrPbzqpdY8 zOL5RI|7_6453%Stx5~2L_scGA_r(AU@TEO<-Zi7DYRco~`D&m!dEyH#?Yj<*mCn+J zhQ7AZp!4!E|4_l6_9%GAYBluerf(<>U~Yawe?b}A{Zc1Q)>hAO;q{jbgfby(m9_&l zYry-)YSR7ZPgRBuk2KKc&Do6BIl+BGO=3`S}urPU!1gPJdSp36_e4G-x&_&ID@&Ib8M{-a zJ-5-oQa|4lQJJjs#g?p>eY!T5L7Ri8r=3@p_Bz-(oUE{c-$!oZ_0`B43rwo@xuH1t9I zL`VZ^{GP%iW#`5|Zz{;GcF73iPkGR-zw6bfYRY;{PmI#Q&;Y+rOJ!@jt-YC0)>bcx zf#&3;ugRkeAJz!1B7@DAIw{hy*;vvAJ)zXW>F#0q06luw1_MKVJbR$IGPLO0e2HX3 z7bi1F^YeEas1k95PDRVev{uOtG&et$qzw7jF{h`IEzOYvX=o|Gk=RCAnrrAtcuH5T z+Wz?q3jV`J11I?T*N-Y+-(6EgbF*M$O4J54FV9aape%i}cB1A2Y>!k(153Sp7N=Y9 zy(j$|S{fF+TfWo=8Xxl0l(dxdHuz1ytU0e611SZRTE%Ea>WJ6N>6N>ek=Ys;h9Jtky8WzcGTFHh&`^Ji7oRC=nG z5n<41K7Q)AT{YVEwvG>$G&D3xCIijE^Iqu6L+t*mLc{DxyJn+-p>E!6FBPq8;c!36 z+U8_NZAjw-fwq1#v((jm{2FC3(ER*!MVIu##d^0=?jRYmA`QIY=RsMz{j)KB@HpAh z$0nMW7amBfXun5vXfk#fBY_Ep_BT z8nl~>m(8F&tFFxtX|j*r*l3{5#cy;`RiN!xN92<&-If!z0nNwv2~@l!`O>Su%9i%c zWuUouPHH2iEotJV~}kC0jbxh1#IqTs$9=LR&>ET+r<2>$nZHfN;Y@ z(IQXw9g;0g=`qkee72-3^ydnmdn?oK*l6Gd7yo9_98#ywPnwe4i@XMHE`G8@xlErk z^$U%(;}@`%&p-?C^*C9&{>);HPjmW_X0w##&e6@OyR#PzlzYe@HX8I0CtruqqNeqb zjl(S(E^0OeP#e(rr=B`*@Wiza*`;0c8DK7+IEXNBX4Ejfa-vp<)Y?R7# z#>mZ9su0q^qdtB%97}22H0Xt*s>ZHy2%<69Fgt^5~8@QB5F6i_%TeB!z z?Npz{Rb*`)OCb#`b?|XDMOnJD`xdcYAN5`FZi? zDaxnS=Z@Dz%667PZD47D=MK;_H1nRv(PSC-FKeK=crA&es@>KXeY!;ULeX+agLZTA zJ3wcYwv<19)I5a{xjfRqQYSAJM|0(YdcPI4e2T;Ln2iS7_(y?KZwGg*w9JBG2N_cV zr2)*x3xN$&v{yZ+gg%RfF`B9skp_mcuq@5HnbBT$$FOih<_iFDSiGw0R$zr<4b2+NwxH zAMj1gbk%Md+7B-+YkOd#1$Yt-ZJKYq8qz|}>RVb3wL!bNc#dFZrLD`s`^{u+t*avq zEcNg*2K1thqsqPRGA(Bf15F4(Q$gcR)fQ>Ocz@VvV5x`aKSx&DmaMI-i5YLKY0&28 z860$-w%3i7n$)@OwM;ag!9l$@*MXWh<^GnhHqyXSAOAE{-sjtd1q;cvuO^z1W_4Hf zx3Lla$}ZFP*D+{w@iWdK)owTLblWY{hSo(I^fy0W($F+MtwWkkR)523ylg$BVY{)D zVXD}$%a!+`1;c4PR(%7^!3RC9kJ{J#c1$+(jFHB#0#G*O9cNF?-K0qkP#ZK`fX6Fo zV7Z1)UnGC9YBfX}G@FMNMVmfoeodKn+eCBo$uhaJ z^g)q2n*G|sMyL%e_452Qx(m0U|5r_{p?PBi&CQ1bt?svvD6YwH&Dz93bMg;hcxCCi zueT4&?e^S6^Y8<LJ1X zmt~bdfZpav18p9jCh<&pAnl zw$(&=>vcdF8p<#IrBEHD+xgPzENR%?(sVS?Jp72hrP6k_NAxN(?Y@l$hWhzFw};YJ z_V3P`I~hwm8MOI%>Ns7qnVj~TCg-qCX9Gru!dyw!-5M;- zu2~_yHqqQX+Cb^IspdtiiiH>6>^@%tjHB200S++vp6~^ON&Lj`$5+B!bU?&d4()mHpEOd zN|SZCKFFX=xQ9h|#D09)L6e`|Ef{H_&BHS#=<;^?rG2)@mih-8XnwxOqFqtfwI4Kh z>pq)kPJUs8XelEUuO|22y@L$eoV>v7TV-kE8N)8imJS+>H0WgSHPQHj{EM>m{FQBe<#sz`q6xK9DP-AU*tGg`yGI9R6D9B!ZqwJ^6SOB;-P7Fy{L=eOh|kOn?=@KrBmE+?)rG>@$9mW>9M z3Kh3DC`*rBT$Wp=EgXs3fac^ii*_h&H!nZzEYn(yLK<4iKc^H!>f}qlM(!cmMV+`8dybL4NX&HNIt4G%M^H>AT&m$`| zBmFVG@-~^~9cQ39h4Vi}>w4#=W-NR((HwlM+ge$=G{(kH@~U_Dc!M@SpL;1k>UPT^ zKggC2oM4~@_}7^-=rUdItl89;n20p!yHk;c-|>6!MIv7GNM7|!D}rWvFK_%57|#hy)y)>x)B zm~NnX_)eGd(I4H4su}a?W*BHbehhm?d9>B_1qWqq4{S8(yTW5Tbc?=P>}i@~*kv;f z+Jw4z^A+t)uPIOD4$^j(ffn$ym!hb$Sk3Z@G}YpA&qf+r$~!N8|H{nYq^Yg>%0`3E z>)<`e4j$<(r7WGyB@JOWZ7}E{{G^leqdxulytf6zZ_NCq24yaO6Pd1dz1luLw4wyknk_TX zgi~0$ml!qU{_V21EXxfvAK%BESIt&y{V`1~pXW9jG@FZGHKo+$l10)ill$(P6{rnq z{49WCvr!K0*Tl3tuQbp+e3eR;E+4VHhOEuA%0P4RTEB-Ct!S_OnsS04Of*%D$zBD5 z5;^9@>7lvjv1_$Kn{et+JC8>TE1Z*8_XE}#XimOLrA+9R-PUNL_r=#5Xg+=xPG79u ziF0U5_C;G~qVe8K$BCbv$p*<|;e?F_vs-{qAyoG|*Vv1P3@!@s5!A&9o) ztmaLd>Kl*-W5LgF(o?(L9J*L@uPEt81I@>;7*IORz!m*N>xJWFdBa5G*CuBuY2jzz zx@b88Ve>YjG-x(niQ}MBR;JUAQt~KmvKe8}YEFJnnl>I);$}J^OUtwcX&{Z;SxR+} z_kq>*Wob`LFfU(%&>3vg74M^4G;Fn%TTvPq%By=*+--L%*Cn~LVAd z`7M(r4Zl~;?MQ=G6ZZ4e*Zx?$=Z-}~L*LqHU??A=C6u%)371y19E#Gm?l4I6@=(J# z)jjHu=@lAOL1}$<8fd&2=|pAcn+v%#=aPkXAq?zv@bi>S{LN;ddhqeBk1@ z#3<@E^?s#3aLqnH=*g@j%HP8f0hbnE|vJ}_suP&NsLe++$N?WAXy)^GgPv3{yzzYGsX4tQ2 z2YT%ETH^{Wt+yX(&_kSj*FiD74HKIdlY2<&14u({yjmQUN4|Nak7k#9&qf1nKEA)A zRb{L_`CrPGE)bs#CI0ynb@UL=!HwP$YF}3g1Aq}+o_|+Y^()O-;yB;#leHm%s1urk~Mv>IN`gDmXTl(Hc z18u@geqLGnq}NW(dG5~N4BDJL!-Up?haT+KtZDjRG0=Q`71B#-Tks*xEZNc`SCIym z26(M9iqZ5hKJ=YTi+s&QTkG0s&oTspp7SS^i!}@;U~PcVECzzcN1ag1isPDpgPD;iNbf4op8}c z18E+94E|mD=x^irFT&qc)`tc+j}Z)zxS$tNw&1@J)~g| z;l=DIC-U)-bcrl&*m-l`M;d73rGDwrnAjhtPLrj*GQk48Vh*iS%U&)X8jZrCu;~Fx z14F$$F_m_c$DUMfX&H*whkHIm8W_r|p-_f)rk#oITP#$T?~#Ee)GDL>+NR;RI?HR2 zuQnRkDLl-%McG+=XoMuP4-PywXmjv5>W_+cX_U8*tZnEMq=7aczXfzz(Gp*AYRZ0= zdx|vhfs^+(IuD!TJ=Mmt6uWNhX9gM%570%zOV36xkzIP$2;(VbQ5CKFo72rKY1ly~ zKQ~AdZrZd|hTd)3PqUe<^*hqQ2|~d*a%s`smD0-EQoJzGgp#CL6>Z;-m+Q$Lu<*#Trzox>atr?0*_) zLY@`9=JsRxp!l-37d9G<1V6tfO^-FdXnbLkeDiPpE7S%w;WlSpW$BpIPaesZ{`?wg z(A~WJ{v};~ztpE#OPS{V3u&m0$1W%0_Z&_Q=TLUe?tEjC}Lm|zkD4Kg>#oi$eyx`=YdCJP^6rq6Tixu@f(!dKI z9{tR%Xd4^Gy((LJ!bs!uI4#{u?98FLtuXcjY6D9heD_C_<;1e7p2$9}`q4o1^DC2- z!C3RbhApzCi9eZW{Js-a4&KyZux1Z_)kXs^czFdc$}|ox|BGfun)A0on}_!|IupxW zv7_epRHM%Znv1`MKg? zs$Tb=)k?Ex{>w%KZC<{1qZhV{9H_0imA@rCY6F^&ug0mc$H)t_`MROJ>Ta>x?9`O=i4X~C&_TR>cB7H7?n>U3mNx8ehio)#HbFFf#&AVPEkBN zb*q81tp0)8QpP|U^fn*guTd^jpAn6R%G&PQXlN-9HMCRON^VGUNTw}{Y0}2COVX?E z*75H7%`&ZJETn-pFHbL_)z+1uHw~=Li|v;E2c$u}1$evBw=~?VO<84aFKsl?=Hc@Z zJxEbG--wMeZGCKmHYY#lq)k!Ns-;5bBOIn(;~)*R@d9s@*4M;ytdiVp-nb?hFMvze z=m$4!8jubBWTJWa!8J{lcluOKWobi0cgHhm<7cL{p81-*v8Fmf#X3KhUzSYy%OvbO4p4KzPLmt3!CZoLs08lGb=HRDF&x8(7gQYkIr)!r7fhQOsPIi*=$U4XX7zT{L=)CDdzH3u7e;AD*8EJU4cg7gvp*?! zyk?iDN97r*S!SexrG9>%OZmK=)&<>_eVQ!`(m-2)-;JRRlWAXiYQE0D+i0N8#pkzz z%F+=Tr)ti`)@DU*K=bhk64kg#Ki#2;5d54CX<(^vn`NMCx7+XAYxW-A>;{^j-y@`2 z937elWs}G0M;i?+6>gf+ZQr0Z5kkw0*_M_$P#e(rlU*&8w6*EKXf9<8$Z3H2`P57A z5w3Z)FZ4bD4%4E!3^Wg4BGD6*BQsyoJT4R^H`2hRZhobfw&4-H)Bcd1aNI=m@Dks& zQ0>@pK^l2rjm=}w=H$V9dM@Lqg^_m4+N$J58n`sTcQPjwt?ahhni5`#97uz9bMoy% zEJYg=Sg%Rwy<($*HsNYaMnzi{>Gz6qyUlW_@{W1?~1DcPQMxc-L z@}@19$(FYD8fXrF-n>E4UiCV#OZGw@pNYm7T$EP!-dX&KOnYsjIr%Bvc7hwqcL6)s|@oZ8X%zi?vKs<8;Ep)A?jehZR6=Kobh^oK@QP96h25 zxR)=8G_cgk3pY@I>+HFqN%V1ss@~*p|X|9V5pOCJ*p~c&N$yRo2;T`4KzQm=JUIv#SGpyQEs*< z<&cJk@i4SAh1 zr#z^pS3+q36Q0w|sc6o7nHpODL__OVHqeBFCz?JstlaQkrlqQ4p!xadDw%4wwo%W7 zzHN`%?$~JPP(BW5hczVE4b7q0qN)aMPX4w~D@D7QA)ViHDQat34QZgw&o33Z6>Z0r zI`8Cm%Te7x^YS#G`)VLWY}&n@OnYgfxp}HYH>Isril-T5+WHy>Z2`Wjq+(C`%H0|+ zw_DemNQ2(%;FCD**YYi@cTLvjuVtd~d;~h^to0^YXh~fhrhnUL;8XtC%LWCjv3_J_ zS=#Q}C=Fmve)o^^e6B9dmqBi}pgIOxfS>5nC6DueRMJ#uDqhz_Il zTF*q|wJu0o^%{#~%a)!n()iT}isC)re)o>No*7r)pv}W?IntS~KX2@0GOc<81I@+5 zcvO?S>zdzU$UP)kLjz5CsGT10x!5H|Oqq7WMuUOn=fMU#h24I*lSBT<%=^ip&B-qn zRa4qxE`Fa_*4DTY(mPa4+$aqU9|!WS>my*c55dZce@@qO6czqxQy-X|84_8qZ9nJG#;S zN*lV`!Vlnk6HUlMdZ_x_%{tr4%G!1|M{VF!HxJ_-QM4^L`oEIL>3|jnnv2uujf>d_ zK6R3NNb#0P121^^X(Fw8Z@+&Nx`4)Zi`vRS3-BN`tt{7-NHf{ehM%nCCK^vdqD1Ib zjmKP;oiMsJN&_c2c!Cs_axM6C9$9X;8SPLT&>Z{(WtO5{Zc#n7@HM)$L3;y@&u+8| zxj#6nCdVXg2ZVu3o%|U=ii7lC7Wu6_t{#|ZF8(#`rkqf=S6R&sgXJAj8#J4rXVXv( zz{uq)-;tfrzLSCG;@`iQidH@K?T#|d(b+`f)#qqod1&61URHNQm%g>pzzaO~=~2z* z?K4|r=+-U;{$|I#^ZRc$?@PY7fT6Cpt zcdH7mS70V&`qu&p_ijYE=|$RsA)Zm0R}y z2!jsd=eMWmzEh>A^)=PPUm9sVxBZKvt-Y31bEv*y0BVDQ<>mpTYl`OBT&kPg-MR%C zXii@FteNT{O$t1lZ#e;nX&~4@)8v7DeD}GltnIUj=HVTLCZwFdmZ&Pz_6{^?6EX$q zz`sF-;hJixg9jlEdWee`0i+#PgjK(0k+qc?Y@qpgu9Z(&x~<>?O>isb5Trp5@$!3# z^qr6WV)I_hr#P@q+h|}ZPuHZ_*6fwnJIRKQA8L^1;FUONL!W!_n*x?J>~7VEAq}KC z`9pm*RkNk55qX3h9!N4AY0zvwzI3A;j>E0z-Iujpwb4MEP_mtl0VcIg5M^%{&Jjg(y}aQ_gn^+Ro(E0g@shhMYXY+wMj2>+UWK17V^w>ZL38=xk%<=I z$trXMDcSa~$whYf!%a-;XZ=&(< zANlltg;+nyw89gR29|nwdI?P-Lw9VRBGV#FG|-&e*Ob^*;&_j4; zUseUH(yEE3*wgSy25DYi*6N6&WgUL3gKTK|$w&ifPCk!Qj!&~Lje1&!V&{!B#Xt-2 z@HiE2=;ye!SEgMs(fmA=dQ`ded>)r3d0^U9)CL_yctV20yuE8Z)O5GH(~t)3CcMa- zLwO-blVFEzX{zZ+18rV@m2je>#lLlZvPHx0cGpG&ZTt{xl4`czmv_yOJIJCL25G`Q zAWE+s(>O+CnbvZqf#&5W9wn6%{+biBro6?k?(7Ze<8?0zW{XediM|`5i2Ac44 z0dq z9~etH;myf2>1An;j4+-q+fGS)aki@_U3TRblm^Wf;Gy<1O55O(n>NcGq~lhkfuUZW zphkHO4ZOSZ$Ta6Rq=7a!uiHSK_spyGd*lxC)a@MB3jDC+3^Taz*L<4&Z3HaE{4r=bw1Yx29Ywurls2HLzl z;zRRM#d{Go&!ZkO(fE3tnr-sZ6K+}B$lV5M4&Fg1ob7%&^^)w;ioYTan$6227w46> zb2IzCkhR6zgEVM17r%(?R8C0n*GWzBxl1ORmv=W>ymc($*PKhv*lW<{=EJm{YPa-X z6Kjt98|*_Gwj19~Qqo0>!AV1R9{7z(w;yTHZcZM#U!!P8XD$9F`}Bd4#tVC#qj`Mr zlew}_mmWZEV5zWpqol)0f0kY@YioPZK=botCfY1SiJq{qtS$E;q(QrR`K5dc(){>$ zRn0{H+C+2ky=gjSY2&G$X0o=;hfy1}n}^?*q`<8IQBZIB1K8^b(!f#=57ImdAB590BZ({K&}?;6pE1zf zJa$h>WhL|6FDsu+-ZRnsJi~;Ju_}++)LHIti_RLf3C};%t<~v2ZPOIFX?4y(6XJqY z&EQ(cahhD3oaaq6{!$;MaWvYWWR=`QUfF0c7JNMWg(9GROSC;D(>7f|Z9o$$El?g< z?oPLB$z!3%MFUMZ^Pu~=A5M;nC2K2i32D%K1N`i|pVD^mXwWB__RU5EO9MRMFh^-C zKJ!*TnYRD3NgE%hv~n0dzRr5N-G=;zG|=Yc%U%j1jms1`E{}z>R}3@{-|NzS@P|(Z zE|x8geHCfo1tBq&;`bN6Jenud&Y5Td9z>#A{0Y0emddor*9_VMeEmkn(Z9^k5_+o$ zSA(^#8)!n=N!omj*_bbxr49Gt$!{PHe9G(n1}P_;croO#+(B-bU;%zhnmWjsZKIA@ z($LTaHx1G}y!6X6WoS^;wbkYB*6fynCM;^`Xkk^A@|q=5*4s#f?&ji~w)u)S;jXKK zWhpx0xrxRP>1oxwJITgYvZ1T*pfvEPm#??dtKK$f^v4@At@B-^fuSD$99~96d-gS9 z0h#8xXQJ`URB~zBTuZW9&4wN1qm2fZx_RK34gmYayx7K~p%Zr9H)!K`hu?CHHlVRQ=n{7#`;qCHECK`LcXTGv?MwE}C!Bq6<)Muy+S}nkX7nBEfDQo>w zmNKN(eQu)ht?4l3(MculEVF26XR6-~GW< zk}VB>gEVM22hZCYr@YX${94UJ4JF8-UaZkX))wQPf#&B6x9p0R`KO2z zWZG#H&BGU!RI0k>58?6{k_d577=RHMRmV8)Fx%b{Q(cJtNAsr9U#KQ15NIV^Raz3oZUe znyvS;&mZ-WVS_frkZIXI8)zP$*;iiC`mHZqSEl`Lq6zOfQq8`h(-vs%z^?sb(B|Wj zSvuXRQLWh|S=-NFk%m2lA5Bu7vd>%p4t>f4Kd0Vr2AZ2Mc`GPOM+})5QSKps+i2iZ zFW(Y%QM5&m;%H8u_JoV5e>z6Et4DcdwVu?`WZ(`Ak2GjEp_l=kQfw{ht1nwxA_CID zQa`_dLR-lpH!G}{eHuNYf#%}7zh;Uy=gcY1Hut2BhL-Y+rc~f9YjA1JiQV`}25mlm z$#JsMRxjoHwpP30!l8O(1C8fv(vipQCwXI7FzmcZq96CK5Pq3uj6qd^C8@ngwK%FvX7hMMEGP03Lk(ER)!AzdkIoo03)SzC`32AY>AG*Ll` z%+9QtEE+l?e@X+52U6+8w0+EXnrZy23FhR|wkSgr$Ldu`?z{U^p)}}i4&Ha^;`^*N z*EDq&2B$XATs&0vM$xkG*)T!YRyvJ|#utK=D7bCXj$$$`W?BQy&972KQnVyzZX}m! zr;Rk8jYrX~)SaR(l4%ptp*HBeLc38oyHSxvp+!V-m{w13qVYQB)ZfOwFE(1%mNbKb z=Jc~bFYTJ!4@vNgH55?WbsG)(n~(QiD#|XXMkTWlDsezoMmCG8y*_*<40n2$N%6iXXsu5+s%{BK=bfiEBZD+9FW^1x7!C3&BssZ z<0#teh7C0}kalJ_Y2#TJ!&B5el6V1oJSu>OuDwTJH zR?om?$P9-;8xKNLGD4$;aW>1%R?mqr=x$zK>u`snc?$Q{RMAf3LK?VKxT8c@-`DPn zpIFv*-$e8C8=Z7nJypArHDuaSw?Uh5yhD@akR|`{vg(fB#XY6$lt;PF_1Ps-nf4l3&w9zS(GCsfQo3)l!x|tXp)soS1qb zpFx|CmmjD2R+^2EHDSRa`Asxl&w$=(=={2cCOx=x0i=PYF0PH1NI4fR*(7@*Wfl1(mj*E^-6UHR?v z&vLsJDT6c^rCuKCrMdFv@7-p~w8&)*G#Aelq^)k@y^-9qrN>M(H!lZG)$ZrzK2^q= zL9oA#E@#rl*ITqg8vFG5aM{u-~PY6F^^Uv&JaXwB9{iYjYsSjj}=mu=|g_3=p8$H-nt zR~c#0Zf;(Rm<|IvO+S%SraiRLz)~-tdTB;F9wA39+0x}z4BDK0lSLt^2r*`9Rw3=G z8fZSg0i>ebKR@fz-?9`Z@;uc{G?xEDLt*QH@|r2+wG9T%=HSvcDO!s%(KPqW!E6(BfvZdwf zAPp>a^D{fD$~~+>T1~cKoVo^@m$w@oIG1u{))a@mXr%FT54sbO;b?bFM#A)Zs14f9 z&F?5tz~QMkXEWIg_39%H+Ref9LMkd+$=@!elxe9OAPuzn_=H4vSIG#vknMZ>B0rHRIK<*6RW`Zbj`S6A0HHb`^xVM=vw8nv%JS$0C#CI*^|r<2lT z*&b%L; zy>eJC#ff}ybEJVbH{W|CQkEXh{#sLDvs4SDLFe`G>5YQ3vsyc6$l7AIL>g%GaZ4vF zZ9f!kH^S;6*m+NzX#DC2kN4gt(;Bxk(A>N}9!+jlxDCr<@)E0>;+lWT{p&E3gB z^YSkYC7B%P`C9WF-Uk!S$6Xp;(H0%9m{GQLXJ>;p58s+nfZ%h?#F|)H|1Jiai&yj+ zsC=3&-fy92Md*bhKO+r%>gOL*I*@5xb*UzJ5vi+*#)B6tl%=r~&ORZx+ff@0dWeHp zAfS)w@x~D}IV+>Op*Em-_^xO=wcCo`njmzg?nr}n6K?sRQQEGaI^10Dy$O04Xik1) zM^nhPwdF!@EZ`LKn~esR@}xI9^GIDgttNSSW>1s`Fb|){X<+pkR&$^{AvNe_p!xY4 zgswKHoK~)k+-&K4BMqG3;Tw;aO54HuJ3~XWI20b4Xf8e>(eyU6+b&JY%JM#_4cg7g zxAf_iwvH9%N0KdV*VjPv@(WoMSJ~2GUMZQDw;$4=-Bisk`vpMiZn0ZTIcN=2>~3#t zG_aJfXy_5{yjRLqw4@Mgwg=J|DGJw0M`#<(4g7 zI|{V{Ex+f2AWV(i57yNI$fVH zuNpp@XbyfcF^SSPze=HLGVRx~25lZbOe?D%(qPBct}<=VIHX|@;a;F@t1nacYR+Iw zk4GB#)XOUxP$9JlS37H}oW`1fG|=YeH-UyIZND`fUrg@3XKggl7T~9*G$A$c=a?_k zCQU?bKy&a6lVM6*xIX8!$tPL6bn-cP5&X5BU>{mj2?H2G+1b zCv2Z(&?ZC#X~I4PL6aQ3W-&?wCj@v5k5XT1cK=<|K{_u%8gvjhzez!db@_AE)tqs9mzroi z4Dw#lmR2gDNnHM9r17r;)pB)?h^k4o+Pw_5LAyEmhkmu9dB*B0q695B(1f{?E+fZ} zocV#=d5f(;8hF9UpQ53f@_X}j)TGQtS&1~T)XPtrX@T^0T}@3Hh+`(2n^y-SOJDcs zyI;0+%qrA|mh$IY>6XVAPhZW02$feO4J>u@(-=y|3yzzqjjS!f8l-_XH{a3IM1Ck* z3XlB7x@@C?HXpBRyiWDEp?xN43KY&bcSnB1L(z>D1 zmgSnqLDH``(1c1^byT~x8Wi<6S=(b94J`HXcqOg3!k>tv2}iBmV9@5|pM_RRTkof% zL+h*HdaJ`mq@gyR=1L!#eD$^ktp0`{8RsUXffx93?s)~96f`6BToR?dF~YoV`yPvy z(20Vcdu1nV-E5HN;nDH?WN7kO7iC(XEe4vK7iOaqkGCb`bhnxfEiJs&Kobi4Pg5?f z7Hhs{c^_dL(!iww9n|?0c?vmVYBeol~2^Dx~n0}hQ zN|Q2FVF%Jcn~;IqL(zV@H6n)P1?;?WcN%E?A_Xl|%hY*QLN@fg5yr3@w>)*?L)9o!thSlP6WDQ!afMeYxgskW{}S4Z53$XV1}z|M;4> z_sQDs7->A!xP@xBhVK>@klSt19@GXM#LurQ(2lKRr5`nUsV(;!Xik32Ia_HvAMJ2^ z%TnxaIrbq9+Km^nY^h+Cy7%uV8~V})Lqqx5PH9DZy1Am}k%0C4Q5w*MyyYy)rMZXC z)GVR99Y7iwDkR{BSF|iIF7A{q4IDJk+}G1^BrFB~>5G@765d1|BxhoIFpyxzaZ0L8R1jyOlU%p!xatZ@2GJVvRdy(#F$OXwYvwRON)Mt=e&< zflr-$LZT7`IU{$~+?h;r!a(!ztuEEku3vdW0@(}KY&7tKix*lirf5C(FVW;(%sFY$ z=Hn;fbf0s?#j+>mc58IXKy&e8LzE~O{ZZ1MvZWbMBMmKevhW3M7E*65T2I#Y*hT}N zdiiHzrLy$enM0b2;VaLeHlR6q+?ZA&6Kl_^ZCQ%v3LVZGXzb*gK7V&!Z`AaUJm(B7 zKi}w5@t6JOdTP>{UYlqxesWFc;F&5#C~w(`V}8qd)CL~)^MZ#oyUpL2{;f>wbpdJM z13wRcCRN&cMc#K;rWLq|G|=YZ1y&*`ZEsICzbDha*=V56!|MQ2;o40bZZDE)`!AWa z@k_OIA)x+&-M`8sVaR0zEx_ZSy;TpXv?G05i-t>@GQS}WEal zK=bltLqSCwHRfS_*{3aT8fZR#;g{}WMT)vkQ#3ByEu?`LynI1U%Z3iw%JsH}0=C-= z8x1UV@(GEe&|QKq9g=D5Z=*J#x%q@dH&84E+j}0^z-xifs?KUXUt{rlJOZmh= z^YPCqJ>gSu_3;O?rMGP~Xg3$n_@;Jyn4sPY*$a!F8nik266vv`MNgHWicD+u%s_MV z^cM=`8fX8jTXMVoX`?~!b@HVpMaX9k*srN=wfT3{hBTi3 z`AGTn$D_?h$UUUz3#5UiE*>qTw2(@JQf9GexJ1hT(m><4&S)sq$UADY+-zTLFfi1` z?};^4(js2?P{)#npRE0VpfsTQ`C5?nF~i2a3H>afp+o*O(0K5kz6zJ~6~86--BPa* z20jSzD*<#*EL^q{*)2nHixu-V(!fxb+(2cyn-w{9PWPGpvkZ!|r`^Ec9<-MsvK_=WPq*ZcKb$s_BdiRR|VSY4I2Px~)v_J6xR8?*&@ zl6J6ax6NJJOp@Cz=nK-Y-T1iz<#9yqR`jz>EB@6$bMR50QfZ4_r`tNY-J*Rn&^$bk zW2T}77wDN;rkya+0(?b7WsrIeDcV4$jSUwG-h06w!m~mmDs3@;8R?MQtx9;LffwAo zzftLz`E~Ycs*WUzV4(TWu#yiN#32*&(yS`+oj8x3jT1vkI(ONIM3 zwEh^Hrj0A4zf3fzJ@JBAt0y!Iy|;=B!OhVP%J|t1g`>W0ZlF1h=^4WSbMQ2u9LfdD z1353qovlDj1I^2)BNd^ll%{8#MRI5RW}*odm5Yru7zhr&9ABttj);q^$+XyUOf)`7>C`lC-8h3~ zOV8P8Fc6$PNJF2$I&=Hak+n^UYtZK5pO|Kf_GV66O*wY+2{CO#5J? zp`rX{*K6g`o)cV})8U=T4BFhhbkqx_Em7~3xnynqlOqkZxrD8P8l}@y*Vdf=6-i;B z`T25ujG_&w9A~=aQtTj+QW|Iheh%JJ(QXderpd-TYNGl0^9poxHCp2%x8!ykoywri z$M108Q9ez!e(OA$Rw*^opuY)E98wjCk{w>=m1*(Q7-&9zYb3I=^iH=3{bbrD8x4Ah zP%w^WxA2*6+>mM0(;Bq7d0I8)L@v&qRr3Hxy>teegNG}r{_4ltm4B4iG^x`YXfFQ! zqh#Zx+1GEBExm7}LA&|*aSW{+cC~Dw+5RobfZBlO;O{cgxq5+F-B-#Zt93>L&BMPj zH1&S|Uteb#o#pYg@lYI!TaZHW;CcLckfNc*CB@w>xCi(HAvhE%?hqhoAQUG+v0w=j zC|aZxD}fZ3V(-p-&Yg3vd*)uw$p^mt&NVxGKf60SGh1s(@&+1zddn5p(bx|9zH&m^ z1KFU9b(zw8n!&ybT^8ox`7QS&Wl z#=LiBZ8IvOHn7yjS7y4m?%gr_7(*L=^o=TMX#Au=(WpUw)pi;%{IGIVMi>qo|4fT3 zm-dRSUb zfw_4u9#vhB?NHdFwRDQw8k&<&w=iYsut5P9>EkC%G?*Yho&`qRt%z#bKFgL)`4P1t zjZYBjqjur1FEO%9>;Hr_aH)&`gw#^BtSOdtk!e}#XlQPJFr`(&zGJaP$R|NZv++O( zg;E11t=wyj8&04JL@t zCX2G5+g%*kU$%5m6AjJAi-3Mpv`Tr(TI{x5O?5P$!%s`h-8-ev$lBhUXfSzgd`okV zEWMO=l)RW82-aw`^X=AaMN4O!ot!;~J{|Y7hUVb2my!;DOrOT0WU^*6q=BVg-oqrn znjxvv6|{J$C{1&u!3+_eucN?hnc@S3WiOmI(LkG%pV)>eOUrg^=#jsL87)v7(0n|T z#-%J>mg%%bJgRX^q=BVwe)6DjWrlWbs~Fnw=PgGo4UJC_N;@pSD^)3Z*sf?{Jkgj8 zE!=Bq7MZrVwMLqo2MCHPTCJa#Sv1dR+eSkZdP{d!mj2o-V3e$_P+O#dOTGLvjZ(B~ z)p!4CH~~MbdnOvV)W$2DXQ|EOKEw)O2$8_?|hPArq6Eht%Mnyjr?d!&J-E?!jB zKzZTI%N`atMddmm4YaxWX>xTnI+~5okTizV>Uo!t7JK@J}NCRy)o+eL6 ztlUeVCwECkCuHc3G|LAX=pZ{KR_<6RrvfxS=$X04aUvJdkWGeR@of6 zEVhEnduz0Lc{V~rMN3^R-Xb2=v5$u4=9^whpR3dR$uGvZ;dCn&f;6y{U-;7n%J0`F zUXgc#k905_fAyB6-JgFm`J9W=w)E9V<6GW&3ReDhr7MP=_yf|fp9W^*$(2cJw)L7Z z%p!-w-XCfBk@9XA)PAn*m`ID8qBlC4n?F5Fuf8{)l#qOuL`(M#&}j4Uts51f%v>_j zq99=OK%~L^aPx#&I?$J^(7A=-1$1fEK^hv54p8!(-#q`)1`G}TW-!9Q2`-+BK%vy# zO;f&=X|X067;59U;6s(R#GFs^%3s2?AsTI7{&PgZ&xaq*m6d;v8V%LZeEese+FnoC zzh|**Y4%}A1516pV&tu&y%@fvfUNC`i3VP9@LR0Linj6PsQ{U_c(_KJmnUo5746c! z>epp2v>l%- zEPtCqQ5(=4{8~Lw&9@V+Ussha?KcW(V5y5QF|?!cE7A0rLBo&UK3YTLElw#>Vtd1% zCK)jN=--%NV5sU2U`~jn-=l^(7X4??P};sRC=F;l_SsiSTj|#_`Ns{VjsBko=Hox( z)N-U|w%Zo8YGXAtuW-w$Xh+`++$Vomsm37wAcuS`Gax=Td%6U4{+dQ?%g zug&*ZbRWN>qj~uK$#gYtv(q=T$cve&k7lpw*NBw?T{@UHC;n<@^1HZ@>p>I|fT7i^qHCyz!0 zJh=^RxGa1#Q$ypSd%9rTePl(90mGlS6DAl8o12GusbA`i_qQzKZc~5JNOSN@(_G4> zN7MAXAWx9`votgpkCf5nUv$0ycFR8@S!N>*EVc2_eS)HGxI4dLw?1hcdkYnbvnc(mWxC3DQ8DjbA)b%Ye8! z8!axLVs$h(PsgJa%alGV`p|LmcG|;5T|1Jlsx)`qc%qSXkP2 zrH1C=0S5~EwC?ZkCtLdcDx`r=UHqtlgW{cWOw7ldRQ+BlpDOj+IVDQ+Cr zuSRV^<8}1&m7%_{nn&fd>RxLQ28R0h19p_rRLpNqlx%332&92DAK&#-Y4dkOZ|9e3 zNjjRFXY^K6w0m)d<78U&T8%d01p{hUU2I!li;R^a>ohbk-_+2Dl`&vVS@~1&tk=+l zmyGFwGWUc7y<|&2>1b}AO%q47LLW{V(+#(lha*uN%n&=jEQ(b$|HWl3P74z@=xF?+ zvx%aO?LOb)nxghbq``di@+E7K`W6xfzMCMATZT{k{DFn^7APp=Pa&wZ@?2U-+`cxh_|E)*^ZB8fa za!Pl)wi;QIA9=$0cGE-yZ4SOTw^g*p5e2`MwXKTMX!G)>0XdaVCq{m>xNq*V4QZgw z$#X0z^FDUh)G+zWDzP1DIBxt~pwYY&x?X-{-C55HTWpk=Y6*|r+vhKo#8v_>0$ ze}i_GFLTaoV8GC&19oU&9{zqgb@sn^(4I;*)bX2+#*g8&EG*s{eM#2#PD|q-J>8qu zDfeKcOxwQ`wZQ~&^PnYV`eYmbmqkB=F}pN07Z21>RJ+uln=PhWwcSXA>E`0u?Yq9mPGQp+QheWq?s>d=(6aij?FBNe|2LuEFa&{P`8$?H{YEx%*5%D z=_Jy?OgFy@p!DFj|1`K|xBv$&!9;`afG?#l6zu-(4LOWKLuvC)p)`Owcw#CA1z&wV zkjIdQw3erl28KF#|7I%l*fPFr17q0G(EMjKG=9aFSsA)K*Phw3p?7pJp`!%F-BQ%N z^IkSI;;crR(4L;+AiHBnM;O}B(C%?M8hd7h!fw^y-LlBxFBOk4@Tiw(anP{+Rwrz< zZ0J)H4LmB8<?YK?W zHa0;=<1aN(K>N}9GR#OWqphE;G9>H z2ID3)AEy=-v$FNG=(TWFNAvKD0P<;?A(t$2-j-g|X!G!TJ^JaLcwm*qm(~6{(qP=& zJR6-NJ{{Ngt}V}yA~!TNC$D&_t+X}CXD=wvkOw-Nhu4~BP_)He!&AxHHr~`|bMew< zD#5hbYlOX!(cC<5h}Nu! z2RB$WkJ^13wZRN=@fkwD+# zrY(4&(I&+1e^;~(tq%^9X{{e34Yb+#p_xkTcBkrR(SN+)Bcy>By!<{ULeaht|LBpm z{biz|HlA-qnbmclZ(btL-gS>r8_BHgKtr9{>{-t$k3}yE1La zQ>392_(ql5wtq@LrKLP>o@W}Ghleic;_1oU&xK@dA5Ao{)XO7`v@BG~v3!b5JCual zfac&&iczWb!}Eo=$d-=(7ilnVE`H_l|DCj>v>7b)W^Qsl7Fs&zC2BKS%9<1=DO!<#Ut3&- zH+zLNw3Pq6MJZagPPr^Hr2JoNXhQE#$_1NxbkG-h+-~Y6lpT3u{n@d{?=w@3po2n%37MeBU?%olmS6@RCpxq0*aj%vQeXDDp(Sl?q4 z4See1OZ^_DZDOG~i&uHKyhm+7v++9*3WuEi+cs0SwEqXB!MNFY&v4pW<_bA{LZ;dO zLmFsv@xlOVw~+Do*A{Im-k4~h&B-?oBbBz#pWYXdweA0?(I&iRMg6G4D-X8FLK^c4 zX`s!)Gs|`OU)O@7IRsk}Xa31!Bpqk&^$aoJ4(%vwU5eLc%fPbq`~a< z^5yh|8n?f~lI|IwDf%>3Mx?@`O4CgnXe_kMT#H&NfQmU@el#IbY_DkM`f2z z`&K87@1dKiVfzwwaF%Rn!%Rp6X&zorL1CZDuE<8RwrrU-G%pVfexqog-)FWs$^4j)Xmjy2 zwTsHq!m+I%%G$=3(9rDsHk|riWNdWb;+ex5C6NY}dU^Ps#w{#=_U>{GRoVaz&BmYW zqp)DZpDKMPTY6eY6E-z;nrt4vW3Q}jMk$Rpp`|%xt-L+mB|_HLu(XC|<7IIrm9|wG zKc1Fp*~(~WZr(17&VRG}_p#{oeOX8I@slpyvemv{%A(`KqOzzBzAPKhfuV5={G7G8 zY-!taNQ3!i<9Bv+Q{OOXhy|@sc@53QSHM(?7G1J>6It6mEsgISXpeMm=wOdbTUPi2nhbNS#QrdcN&RJIe?JZ+N8fbI!Qjc(@tT@wtH2_0frDLbRymAhroP+CM~lm;{&Z}|UqGM8-034RFcRs~^T zCvO1LM%kHjREvX#2k>kf@B_j?nTKEQP#7=d+1OB-_EbybiTrf&^lpiNO_{d6sz#ge zbO{BdHgxLy&X^u(>5ys~nuBMS{i!Bf$Hp-gWSXx!(!dE09xR)o#x1yGNsD0W7ZVM< z;NvmqJj&8cIf9?c+K$%HXmjxf3B45U$?%~ojJb>BHo2yTCOo`DXZm+jnp^Dd>()XV zSZd?ptu$)f9_9UCtUN<91!-tbo=!s#J>AKC!J?Y}qKO7Rb@IxQ@=9Awe7HsQVqR^H zHlZ2PJ~eJ9iZlq4clWJ+)X;3a@Qj`|y|ic5N!h3Qf6~xAybdKq(UQ7MwfO39>u5rk zO^U4a?lgCxtZhvljW!>zJR7KJxlc~8=snr3u7>92Uwt-3yEt;@LwUZHs;8kj`N@MU z{ZP7x#lG^Hj^^VjQm54H%@Xiwqdacg>!UW9y$*izAfH|;m+J?aHn;)O;5+s3n7?8C zWYRjB7O$h(`0aIfHE!2aF3Td*W(T7-7&i}(to))Z?Ov;5a>5mEk%E8L(D+ABRl47v z?^{E5Lat^A11C6mu*|NcP0n@sygWf}=xD-g5)|q!)UAod<4h}>qc#{e7q6zL%E>pK zb5=04;jndXp`r0+fD|7{is>3Id$f2<4b06Gq`p_Q6XnyVHKgG#tg|^ecy!@;{ zosh~bT(MrJRcWuGx%qF~2xaKZGe5UBT#APJbx1u}=qw%Q`oT6NXY_*D@Vi`~xC zAW8N@fo@1cpYmK9x=d_!|8Qkl+g%;a!QaoO)oirXC zTK66rnvZ8#(&f&hytih{v{F4aG%w$dQ-I*yp5n`4)NAF(If8yx``?7)sb28(z4Z{AG>rtD!l0CNu@K?=C&GQ?@jypN8h< zn|n%4eN|ykTA7xvzlJ7s&7n*m&-Jgb4H_<4XLU55V{%%-5+jEtC#m75Fmr%T8sAoK zQ8Ztt#KW=^nhey?Y`kug($xA^P6{y$MQynTAq{?z?7S-`-RSOIIoT=GuIXqteoH@2 zO_2AC|F=Q5bm?H!29wv~wz>C)+^1w(hapGBK z&6VN&D0$o->S$hmqNn}%BX@i+!&02Q8;7Abu#^{>&sByViz-mZkcP03;Rr)R*_JoG zg5?}?X_cW2XIuFZ2m@sIZzvb3EeQ5x9kfoOh?JEy|n{A(OPMxljE1J}yv==;`YKxghQlqc*XsOFL-PhY%`{3H z>X#;)Pu7-ctcGUi6;J0BZCc;IZ^|>|f|kZF66wIUa`3oUGHu>C)CTj-%`Z9Ws_0(7 zpc}HKEyp7b=NnIBq$|@_OBSD&wdD`f(7b#{lR{~my4L=q96!2aqJgDCdK87-=8k-s zLe{o+0%`-AjeCK*yuJRlSn^_uzm+}1kp|<&kAGDCUbJMK+(nrdHcdz4 zhax(#J#JR2ygWmKrXvkzh=Uix(vkk9f8!Ujw)8WQ2D8`6wNW|pf}Q6E$+S2V4Yb)k z?12y}e=qoRE{l#Wvu2_;pt*Q9~q*?5_89Go+Z;Z{fgRv zCRB8mQnZ?Wg9gg9zVkFR7tdIkqsA?tt4NZ(oCeNE8jPEb2lAdMpLT9n$zq1QG10(M z2M>_bCc0tYe);6tyLW*`n}d6Sy0aa;+4YUb`Mf5CesgdW7$h4}9G&DC4 z&Qf^mX})>i$zJ$oG19;b9{z?}Z$&GAF4J{++)nCfUVbo&QeLnf?Nw2xO<$tXX6HVo zY?`jN@2<(?)@Z4Q=HkC0)0G!4O&MeH@_6=TNCTe=uR79Ohub>evuN*eMMv}UI1R1N zK?Uo*k;iSxa?}Pswee%tbv17OS2J6z3+-1R4J@_ulD&nBHs# zsGCPtD5Gh0o6<96myTGgp?P?wJjH23R-d%UORc;PX)tVj)M(pqq0OT(+0d^h7#J!v zb?vWc!BKN9ZcvV{*GTj6PDoS~SG(7+$%aR9woQyg8fbI!A6`m%>!0+dfNW{q4H}w@ z2chX86A_nSai-6-5ozEA;ekk6no~Yr@sB(~F6d|uek(>lmAxMxij*y#w@Igs$KL25 zlXS)3g4SX)(!dMCbIWuL-|=q7ud=p$TaX6h=HVG#ED_cuzM^ZS(w@Ak(&QM{PiJ^9cDOrL9Kbip~ZNf5!($YiPU+D@~A*)9Mc} zVE7Z_+M$8@HUdh@H{)XCs=HQl6O+eU(qx)pq zxSdEtC-54~?21+|qQ6DmSsE27~ZE1JwXgmN)Cy%6irC-WFmS=P{ z;ep62$_t5|Zd&9-{;~(Pp%-|QCdx+qA@@F{ zflt|85k-&=FFtA!=)GoQft^CXb=qvTJAJ91;ZgiZm+wbqK;yrZbZMH{In<&QtHS{e z%+9Yl>4vSwy0j@hJ(hgJm}*3;-|7ZWY_~8j9+rnez#`b$QOn?@y96gAS#1F z^YE7Ufr|Fwf-g>{^*N-WxxFliM=$s^Eg2ap(<&U+&|KV7dNHc+xli94!-kf=GSR>X zF8DiT)~zC2I`Rn8K%0~Q>?SE~Um}v;%Css+H8cm$ z)*P;Aek)zuWLk=2NP`*T;|okDMRQkdyh$Fn6FQoghXkn=)!$1OT9mU)Ij+&>;VF^y z19JM=mH~#P_ybb^goehqsKb=BGxaY$l?}}jtAPm>N>t;&c5X+D%B}&vwKS2Q#`PY=GLXqPAd{+&#_qowf`kb(^pFQxTc{AUA!o0Jac9ni<`;P*O3N36*4cv)VR5~PTD0~`piTF zOMSev2XzuXF`|AC`4=hr25JMEaL%Qa?@i4+)R46eyQ!ghxi(szU!U2sN2XQ$6KODR z9-j2}qtaHsOfQRGLtjiZu++ov{3+T{Vc3vK@(ek4OQX%rleg+9ZKHcNxFXXg-A0;8 z8$0PzLSEW7-Dk-@t#b!yFm5)UKu(9#Dd}otmA#PpF491okeNz#Xa4)XoR=+4FwsDp zn|EuWKyT}S0l_kD{$Cnx!uue!?=7C*Iaj8&yoWT2E&tydnwRIl z1SoCkZgeRvd*QZ;23~OU^^^{jW#+%BE6rTAKIv&&o?FaR*@}zYNCOqK7KVxt8=Gs?>CUOML*JLbMhD? zT|MQ_yvHlkhCJ5LY&`32o1#rGRJEx*Lp=ZJXuQ`D?UD98M5V37uPdI(mY&nm9K7WP9mI!B`tXyiZB7zu11Gq6Y7S-L z{yfGtOxD)yU!;MhUapNcTur`Ku((b1e~vWJX6FUOo0O$*GhO$|mfkecK%0#xUQl}9 z#*OJR%e0j*P#e&M_u6U6D)27%DdSVX4StuGNCQi4JiTv*vNT_=mS+qv;D;6P3TdE? qU;ph>u#ufIt}|dL?THpIXIe diff --git a/pre_processed_data/validation_results_old.zip b/pre_processed_data/validation_results_old.zip new file mode 100644 index 0000000000000000000000000000000000000000..b93a4553e4beb122c58fe54f335736278c9903a4 GIT binary patch literal 545891 zcmcFsX;@9`+jnqC$XGb0gM-ZNd2f}DF|&;AR5C}QR2noLLyAbI6eV*-C8BvS7mXy9 zW}1}dX*a*mdarAr>#S%0@2>Ub`LI5$kH71_fA{pCSsJL!7x4_t4<6rVz-5cr1{@xLzNzsc~v=53X)ex^Je)UZKKLQMs=(nr*|e=7f!5 z4^(`1z?!3}(s%h`d7ZA#&Y13gzj@Z}SDv+ZjaivwYgFOlRYmVkENKZ_;&yvU>X0)- zlnmWA2i+|=xcl#o!C^~kZZEkNwq%ETAFY2O_=toX(lu^xmqM6~LEx$U2Lhik0(btt z(i`@Y96ADp@;4c3-`4kA9{Ei^@|3*IH+h@p{~&N)DBPftI*BVqfD3_!K%}BVRtVWo z-9HH`^FsSM{W|P4VX>3ls9W|HWpSBJl)-r4Ui(xhu4+ z8&@Qj)kE)`rU}X)Gq)v9+>)5FE%EWd|6q_uVmM~@;5>wZrb#?5m#i4FW6Lai@;PY= zqo0K)NRe;v=|PQ&&ib+os<`G z#u_(HOpWF5G1=d7Rg7#W;Tov%-uR{%wNkqAP2 zo=eYZChm>JGhcH~+^r2O%NqEjc()+RLc;AV;6H38Igg*A{=k~Zx7j( z(#pf*?L;|?XYsl6P`s^!jMAU#Bbp#F(2SCRL)bqLkNN9p#?%Td#BiJA``XUZ8PX)G zilJxs#8e6a_Y5=$Ji^{NyDaF4LtQ7%g-4H1OWxE#q3R_>=iPsq+d_&&vq&rz!p^NC z_kL2NMHLR=M$$B2n?lg4ene7mEq-6&%p}5Kvq_tzt-9Uim1%g^6V~y3MF(q)T#PA>iJP#s)Tr zv|asm{km3jx94>Vokl9q$; zkGh|G#1)NLs5H``KYM=(6z$zXVvuatx0FKY)hY=HR{@0X`VO-ai!m3iu&X@B*fAO^ z(@#fah`+!7--iZV2sASAxTK?u@0LDY&l+>ET1-LaLXNs06lEMjLh!SYERqTVhd|RK zkqY5pPx$0riq4j1tj3)%$fJG3>NQXTT8F3*y01|Txo8>$u7I$MmNOAqq}NyDbS@8` zlhXdC5#>YLx>KyQrfkri@?_F~e1jH}!>cJ1Y#GTxs6yDkX?b+yMe8+SY;e1{&LdDs z3CbIy5QJ!*9(hJ)l_ekyL0nbv@o>b?pBNh&2aU>ZnFJOBY7quu65j$61C7xfE@7kO zvfx6vU0oL@28D!8V~XMq~`U&tt}{9K&M2m+6Ew6`+W>}@2!6*Ec-J8n9qwHZT< zK7=5=JmIs9ktPX5gpHE&$fOT>)lIljDtF8c(~}1ihvP_-8qePHgD}vnl88gNq%=HA z(k9s^^IWpS$1TiX@H-S_3_)_3TGI6t!a!pKam(u2a9^@4r=}cx@`<_|`>;B9Fcj?R zA`JZI%g-3mLBJ(ko)m}Vyf=4i#l6F*&29m+mP26%m4n_dzCD4F7}zYrrGSvx-G59A zYsVPv*6O%qOWNUnkSbk6PWq|4%QgrDjSej0VwgHx5@MH$i(#-D*q@3Zu?0czEy%WLc@yXFRXR7!m`W(JF*f(4rfA1EN}9;$pDz z%GZta0WIqs%Cc_w&<_tt&?;?kbR3DKKnz+V1rid{Y^7;&#kV2Oelk+x|D`3jj@C@ zi6#V*h_H9?{PM@H^v3U)gLC`Z_|5BUVA`lNeC|xxwURf#yyrMyqf{=6ycOd`U zSJSOOaMSvy&jW`f3&=|!MG#yq`)p(efpnYFO8Xb8mR4_ZFa31jDT|=b5Cp2P;kN$! zFewDQxJOeZ(*7+(+x_cVEk|U0VuReL`MYyYO*!?>YpKC!>plL1p=!MgBEuz%ba^R) zUfE38sIK%+we$0A!%|S^c|Vlud5RF5srFTG{y%3Kv6;swoJ9)*9+yUR%lJ0eb)i?6 zMfy%wF8SY$lPpAqEOUM*WnZ5 zNt@M(#s-TQ;%?lx6?1AkCMx%V0@gJM!}>+v^dM!T$$>8*T+UdzFWTZlmCW0f{!azh zkvg|PW%^7xXzw)}F56bA6wnDi{7`KHDS!J`OU)8)Sm}Zw z94AT4>kfzgQ-iyP?SdivWjat>z!IcNgHKLm=AikcpRQJJ)pZCv)__CkEc3eds1fpR zdnv2bWVD!(A_)Y91Esq7dt0uBb>o3jMVhw!uo^J+p@O}y{=@G>7-$|^#3#(?^v5@j z+eQ7tt&-c#6hnt_&?-?q>1NYs3LvXQ!@wbJmHgcnhDo}8{jdV1(%yu%-o|yvdH?UH z9}W_Pt=@$yDWma#l?H+@BK&R=G55XQtGGryVC_zy-!E+(6lzdK*1R=OuR^*+GfD!| zF}Jm($GD_66K@%tdti)ZN9a(f!(<5(gWT``C@>O(fJ3-Y?4lTxF<#~+RP&v2!h;Sa z=rQ*rqQkjke;sB7fx{yF5;~mU9x`vCOxK&~BA-bGb8jpEZ!%0nQm8yR>k}gge9~iM zE<1K^zWcBTi@P=Jenr&ziy;U(2!iv(*DD|hG%|2V5APLuj{b{P*nvBTvi4D`RrjC? zjXw|s)y;h;L42m0Bo)HGp(xwqZj+VFc*9I}M{)J>{?NnEDTKkO`z=`7qhSyU37b`A zJDW~_->^Zvtf+Ogcw7ob2#}qCKiR z(rr9Jm>E4Wxf(aACC2#PUyInJH(x5IdU=^Vt z!?|hfI!FvO415mZpj$a7vTVNQJ6w~tcGwMz-U2!3U?c{~gZ?dy#K2+^ZZ8p*HGcOh zeTFBX*}>w{*!(__O`4CyknMQ0o)HF~kZ=a-vOlTAa&LVGR;iD#Ju_iMK|ctCC6dF1 zLj5F2m1v9>u}L@X*)+BnBD;KIz7EapLuvk)1L{ zC6i!fwM^@wkQfFc4C{T~hB3mx;}EV;`gi$;r{9rrZxu@$1{(x}4bfDg`%U=7QYi+! z9z&M{VWU(LGp*~u=Rlm%!oT<*p4Ng*Z+#J?XAIq9CWU|}pftnECCvumYmL%~PxUy4 z@8v1&?iS;q?Cm5{rNHHiV9-qygNRQ!_1Rf!Q*7vu?`m+?YDk&4c^VXE>_ZT4{wlc+ ziGc<|C?NdgP}g%Om-j%X1@!ls^S7zNMWrCb2EQ4TelaqvY|3-kZ@63 z<5YDLB!<373>J^iUtm;I;*oxQOP@Cr<=%;vm0{jTtgg`u*HLniRB^sqU zLc(;AOd20FhSP)PpbBaC6{BZ70pmTYHzT%g_C7`!M5L=3=@(;#=CRdyycZs{Ah4iv z2;|}FkQ~aBK88Sipv!^u3K`||vk!)u+gZ|6hc`#Rd1oD545bb=2*T>Naqf)7z#%>4 z;AyvLbBk^#E`|(k-;W1ZfiG~^ky)}yoBS3M1I@Iu1cU<(&uuM!({8q5ba0#5;us#P z15L|>Au*^L96A9(plK3|bSXd>bv`BGRx@5D-gaSNSG*1MYVsaI7+2{T$_N6RbXCc8 zbY8wBrVfWNdHaKmBV(Xy2IZr3m#_T=k%6X2LO$W-N9C7I-6{b-AK>;ff0RKtY*#4^ zUQRk1%rKCCG%3~EvNl|m z#Md``y!;KatI0?Ve%cnyhR4{X%NZ*bzH4Mw26||ilSp)TX6^p4lVbF90Xr-M&YPYyn}6ezP8<@mcX-v+R^UaYK?UU(YvSdg zc$MlI`*vCBI#C}2 zWP;Y~HX~gt|AGwD03?Pv0aq_D6a!%h%AKk5X62u2;S>4<7+VPAq za7Y`bh|q|V4IUkM7P{u*BHv3T;HyJD;`B7bQDO)K%};YlznsY3nrv-Wd&Uo=gGYt+ zm&fs7tT6$};g8hdiHz(LpG{hqY-`46H~hde>CnL@VcM?hpo18T2$6MZdpINrnqA_l z5N`GH?DD$ay!bWlAa0HM+F6zg7VWK&GBvN$S}MhWx2MyTiEwj+aC3NG*{|1l*cv8h z+!=4yAELAelEV1UZeZ9-lY)r!v%1PT$w*GEOdsf|Q8h*@3&60IdcjI88xR96prlKI z^je~bv~KGUTTn$T?6gl$8f%0l{BaYSA#ztEN3JJ;uU-GxN*-j_NL-uV85H|+cFt+ zaN`gLbEO1u_KK!TJkraFhqvb!JQR1~V|-`6-XYH-q z^Me;E_u$2`gn`zrg$qD7P|IZ4OLLPMVPKJ7m~LG+ud7U3X7$9$rY66b(V!}&BGbCD zf81;c15K4Uq|+a3^J1$F$8&Hx7|+)W_Yw|+ob*g&l}=CivJ=8U(Dp3Ac3scgA2g}BWv`5Xlk3)e{WF?tg6&$Z1;uMm{3ky@!Wzz(q^<{0T^{tn*&R$Crp%z0q?n@iGg$;ZT+HaL$HlZ zOYtiMhoj5Npm)R)j=(a~gs`lLB8vxId$) zy1uQ|S!R~fNnY2!|7nN|)bhiWz6nA`5QL;3)s>%j$LT+iX>HKEWVY*sCDa$N4MAv+ zaR3KqXi^Zc346EfuGb$|34dWVCAW(=T4FRWLsFn>^&j3SG24sF6_T!V@6CVlth@yG zZSV8fW)3TWCIrqPDXcubiCKMBNIFasZ|qKJ{p5|OZXeU4qY8BfL21tfgh74xmgkK8 zGmmtikLRwSxlMb%<6;>6Y?xj)XCRb9Q*Y{=`ZhI)&@{8kBi)+5((*&k*O}Bb`hQcm zgx~=McH_rDgytYIl-(SkVSeT?RAoslHB z7MCssF5wpwxz45)XYAkOnl$NL=ZJH*kWDf~5DYK4Fq=>pl70iNuzu*MY*CYeO80GONokHiN78=~5uQGf=2i?S1%YC%z;4!sDiv!JT0CN%494yYJH>GSD%Q z-Zwrx@_|>uUc3~edDq1?<&Fx(XDVfw$L*TH2!eq0iQFQW%|2pNd_2HSb(Z&3?HJEWzYiBLrdaPNkDmx%wd*5+f;{$8O`9<_bNn(i*l2gsS=m;nl$&_@;%#% zWo~w@PWwH6^cBb`QHvYr|2V|#q$Y>-&90qETUDDheqpY`?SrPLMavkd2+#+4x0#1l zwn1#5c{eU;qm-@o%IwiXAf11zt-b%(&86uYNNhFC2nf`?dBPN z3?nhH*`()8%`HcVPL@&HI>TvbHc%B^K$8d#3JT-K~Fi;t8nek(FRIABvQyEol+!=jk&N1D|vQ zsQ>!N_~u`+c=mSab(gkIEcl3f7BPB-Lc%qv7<#SKlOEs;30u2PRl5ayv(oH5Tc}#A z4MiE0cbnUqRRT$YW|N5T@=!12-zX6yENq_@0fdqf-eyIz8uRo?}-gd=u=S2dR-4C*)3|6S^f*SKkH5Rl%V zd0<~|M}hTEJW%4>`8dSQgaRc2g7E(Oo3B!n)H?*yw=}ZDF0Z=YDzjR-c+vLrnmZty zv>oyJ#@uKS0*wm-F5%g3tyK%l%?j{60SXs>q-F2_20@_4)4Q(ivxcNVgTNtuGg>Y% z@{M*jm8Jc+B<38H_cpJeI`q=;07>ES1m_KmAc#mmSrv^8Rj9SJ$0ob)?f-c9%fVL= z1gd%U?x3<=kYk|HnMZo#VMRc4x^9+CVe*X^$Ix^x`1r{~Vo*GBVGM+Urb&F#54aUR ztc~>tWcCs(O=0&uOa==|_6UQK(eoFKR7uDq+*RW4qqHc0!B0F|UG>>~+;(}$tX@J8 zUi>}gA4U*F9KtU?2VB)^ESlbBVEJe9&xNz?9HBx6mAkD-v3?I}5{(UP7U8GEl@+=j zX0J-{fO}E=jxV>Kf=>-zh|!rhGcu(ZdJVWqKj214URd=lKZ!#ynmjfvZ;6G zw{#aN1l&Q>2+bqiVwJrq_IS>)Fg%4$j_ux?QVbpfp_ZkamX3M`)h1~e_@o~XUA*p( ztLyB+&;|*@#!DllP<|(*!B@Bh4jEx9E>o(DGDFWQR z(G*EY`i7wUH`bb;SBe_3KlCLH@1*;+vh9s*s4IhPVc;I zY+>_756C2qM-YMz-}%T$3dH-ki|ob5wE>+t75eR0tkpOHL7>9bQ-4fpVFZCqn$01m z#_AL2;9StGTjKiW=L`q}rAR(Y%iSReG)3Z&?sQZ6B%E=;zX5m8YqpkLbi4sUphm6S zA9^!ehRY${+f%e|rCqaOIUXcg-3spNZdZodK9i9q{p{Puhr~cLNyKkni!JfMIi>)_Chn{o@tuI7m|K=%czcM?e@SEpWQ!Rgd2Pt2DQ2wBUSqA zmBvp-Vi1xZJX|?i>2vi^yr6Wdb!S)3n-qu*+Ytngre-oT2&B99B&G9X9PY}Tl!*)) zzhF%^)C+JKk-@qp&==Aq8W~um+r&JRnvYkWOv3lBj7`}Vuhh~H3RbCy^nWsv!Rjgv z1M$InPkr-a;qzsh0lF3C-w!Z?G|34OdUV3&KOr&D2rVSNzqF!!lWOC!pLm$$_%J8F zCvGex25K{OE>FcpS_Qy^Rhk$`Psdo>u6|jO?~2=`sYXfN%1<@GO&QcQw4cwS2aFia zCw(6`F;K6k!a^qfd@Y(Y_OUrsnxv*bS!eydAXTD?fls=+Dvn(0qdL1BZ%|srpK~$( z3Aki@9il_Ss3Y1C1{xjsBEliJxcF(DLCFU^%(xQ0d9ralh+#OwFjapXIQ~h)z!egH zhE~aN?|M~@$K1}RoxM7r4u^^{=MenVp^G_@K)Ir-}#Mi5w}n^z-}H(kHI z4L`K(eE#qEyB^9zibOr6R|E^~AU@MDst@3C`!)9SUjUI(f*wtwtE; z1g$#83u>2zkW)PKI0q)w-&_e)AVd3N#2T(lzc7IW@)C*$sGU@{dcNN@YW#sF}o&z1T~eHclBOL|AT_1D@< z!)x2|(qv`$Tm4acAUboA6einwm@$GNAU(4uNq)L%SKl9au-a<%EZg`4^nM$RAoM(2 z7$wc1@y8OHBC$yK0u*Wck5KJu#VnFSy&(F*NilqMoLbblvAQlxDu-SdH4>g99-b?H zd;M?|PUi_p(^6Isg6K>o(Cptu&!lw5r9iVt#5>U=8X`)QI?8a@wj;&Ds7(YO_q9Pn zID7Mmg;WT*NupsOJqqogqpce7ROZlFZGvv>$1KRT)glCT5w57;{saxfE@m*Yz927f`IXnZ4deq{c zX{K+Pk%3Ek(8|R>&92F&4Y#U>o#nw%;5FLp6ZQh|%jCmj1iZ8aJynO(K2qK-g2ax;V@Q zC-gZ7yK=!ij^cqHD5R&d(_3W~03AB0aJ5hPB$($0o*(J$46L%ghJ1~6Y z!Dv&k1aJ;v*jK!+P>P{fF_7LIE8G_3ThZBq^EsRoXL-O5tiNVCCT zF2DQOmmgNe*wW5BoF5OFRqB|j#_^7xL-&TR~S>avH`0LvO zApiUug5Z5zw1yD`F6q%vYr`zz^3v}aSeu)Y^SRGax1i+H7(w{dUwsy%Y&ba*nu+*LtI`;{I+gx-SWQ0ATlu8g6@7y{B)10&w}Pq02JvjS@9 z{7bDK$>2c1Duf|7*vnYzpm8zKFz`v+)tzxVH4evmaPQ_8I(p>S8W6(`q)JXx>~}~p z^crN4o<|q^#T@;-Iv$Vp_AgJEl%)VZK~t5CLswVnNFm^2poQFg(l<2I9bYt@scyhA zq&~FMe`YZT>ekzURH^5VDYI^R;$=PSR`KJDIx=@adDjM;IDP`Bxv9~TpUF=Q8F>dj z=^@+*&h$;^bc!$^?Z!Vf`k~)cs3?|>R4GAy&EZLpe=*>UrqO}46tX9W>24^>4#j-*K%U9-wpdV;sMS65)rHK`1}=;A z++lsp?Zo@7czN}lF2Chd3#3Vpz>U)VUsm-l)u3Ue zYTV`i-T#(jde0X%b{s>3n7pwn-uLZpCn};9K1k=2s8ZuAT^`K9nL&T^`^h zh0v=au?ffAk{u7tDxwPTILZ97V9Ob6D21MbEK`!jwi zIE3zZ9U|+A(90p!#%?U=6r*CH%SUBgx_5Hgbqe}Iyu5#IV z9g+f#3VhP_Ve5|@cPyO#9ZTL6e(rygc^+)0r>X#c>T_}!StLH`9x>0jYI%d4EJLgo z6Zbf1zjYgUJ%+kWT$W~$%}5L)((AaDFZx<;fKkKvE^L1dsBd-7h_b0I0vAaF?!>>coqovNQuk4eGJ@GNK8 zz5$SXrdDL^(J25AywM;CNoQ`>cDGB0G}ho`*b$H)B(?zW9nL}+W)J1~GZF)jbc>kF zXC3o)uVy^nUQ%qo{rn6~X^pyKLn;|*SKnO^eS3Q-d>K&ckf`ceu;QZp=8YoOU zi6E@esYTG%i?!WmRV#q&@kuA zj?G{-Mj281rTpt%kQiuYiBEbzpu1vfmwvjWiJmw(XaAM6wi{gQria9EqD2+FfkP96 zfb`8qxwW3br7|mHoI}ricyGXhob*-%;n)Q87Dk#RAia_Mfa*u?!A&x!OGcP)F(_OK zI)@shNs~kgzeAct69b1wc;HQCSCLPg8$OfnR(Un`w%|1+2FkFq<7WCiB3hX%K|LND6U-#Hx%S@JL_iwzgfdBj<2F?xMqdz3s2ghsrV3 z{nDTHyG}Kp!GaO6>O_k&zf!r27Fp52*hLjQfOZQm|!4n~^ua1wAywUY<9bhRB70}` zMfYTYY@k}jw4cX-dopMkxTGII>vU~nmIRmJVrXkg8rcOF0<@4(`n<$oJful9qa-AK zN7mXpaGv9^4BR(t*xH$~R1vbPYY_zXl4kG;mj*#Vdh9T9v%7u4CYde7ohyPbdxN{( zsp*p0iBrx<${(rDW_GkuK-#^D$MyVm zzWy5??8S>MAAc6*(xP$1hm^%$zPDiH$ z=_f>Gg=g|5J`ybX(d-NgIDVlKdNZNkqQ!GcFENq=`GXAtSAl^!J_D){7m$Bxu?7Ue z2SL!xOnD+DG#+Qrq`)WK?3R9G2fwhQ0JllJ1czL|%-G4xF(miBU&o2JO>`c0d^hqdxorJo3b7d~QA3nb#D4K8WrG-Zyi8^xV(^hUY5G2!e!?lML;l}&m|Nh@w)*I9F!_`-aKx{CuF+n5^T5NURND%kH*Z)G)#>HuVzwPCeMHR*q0F*M5N1-!)JMF zM5b3^7!-1XSC!733b_R#l7ewhj7K7Ar-e-GG)mT=UX)PltLznjUWuK zTysLINVrL&LEw|lc(h__?T#d!#{-O8e{4xE)93>QNplf~r0LHh8Hs@}Ae=C`Y_ANN z5`r%VP`IfYEN|!mnN{k=>f$@=D-Z-apGjXM_6+*`>q}GvMh3TNU!yWg{1oE>ubvN z!R914WRuP;9sX|(19uH{o5Uvk&QP~0M(4*1nau!lLnphP9t9Da%G(Zo4`61K_@uYq z$XQib*=pe>NlibMguM^gkS1M6WN0c2-zwFlUL!ryUEJ0Uw#Vz6W~B`q{VZJ3tiPh! zewDo;LUaFyN|zU@V80}_#cHGfuh$Tt>54@9^;Rs>xVmn-%+O)YrcUL02aQ_?(zB?b(?$&D91*{^!R3bR~UdsH3KP< zWu_^!#q?~_BMrjGcOE@7Xv1C@5*9qnJ+WjWB!(wQ3~#n=y)0FvUd6yBea}jGC4F;> zq0C9H$G6jclfaYE6c=<;u69Zx^vVU&Ga3G=IT7EMRkmT}yiobt>O*TGgR~Io5ifCF z79%bQNRJSQm}Dv2wpHT>Y4)n5PWD;EkjQWHk*DNszRBA(|7VE1zeG6 zenCjOsv1$;^!!fPcT5ZlH#@B6KHLh`B&oG}I$x(2Ga4%)zGE`t#a6X7bu!aE=TmFB z$J^lTNz{{J+wRq~80nIT^iqKA{Ux_Dvt(L6mvu$9E;s@<0Z?_xflfv<8R-&_^o~YP z>zRMuY?YY?Fdjeq_w!&6_Xq?*zvW#eBM4j};ml3$O4Ppa!djftG3hbUs^1~2L@iIs zoYELCg@D^t8ly=kZo-*kX1q9um-O7uryEb!-3#TO8xVp;Ig^%15#Tn77GnrVKe&nK zbgJv8$xPG-MJ`$AHV*R77m*$fTam$RHG_!sY)B9^I`B!?B~@0bgmpV~;x_4G{`j=_v7l=( zN6Hki*ex2uKof+JbSs0k?ZT!Q{S2HB3;d#LQar&Dw>t`0KQDdwl#y9tk-l;uzWnWF zVnibzDh+V7zmqZ(@(rJnD%rd}+J})C*radB%6b2YTGu4AhbwFFU*&cY{h^lz>OT58 zu{Kx|qtSswx&=B!CvN)w<*AJrr#rW=QQ&7nWdLd#!25Q?a7dGAY~YeMttumau8+On ziPZr#ubt+$YOI4wV!IH8=QB*16=MW^!hzE8Ip1FV{X(XmwB9mpPl78%hD`{_Git;`5$CyBhbO-U-;yJra%I98VJgDJqzP1Kl~NFEY-(xaRaznbnXR?S;M->zf)Hxkw2l!OxGIE?$M|bEHrdw7Tp`l&o46)b z32FqmgiKQI7LOAU1ezv^IE3Fm{WC4U8cJmDqK(N&`Lrn>@@-j&49A}2k7fjcEg<}E zs1A zN7!5|DTH24l7RGfLvj6at8a6D;3jF2V}9zppWu1AeMpm*JXxp+X%fvO2}!TV7~Z1x z`QZEpY(rzh$o$*um(GIxa~(2C`ld@(F@nG)y-G~{>D9{#FPpG%J0U+>U-11JR1%}E z$2JW1oXkveTm4Fc&e*;N`DcznX)syI*bcG}KzJW^7<5w0|NA~;X)f^>=gnsb}iFYg54GcDygf!tu%ei)SInKrN)Z zeN$^UBPj?-?}|y>aIquYvKHrp_8|w;b!y<;Y9!)9t}#m@l|rwY#3H@CcX(6alNTNi z*!k6a%krCE9hweB+|*5L1&6?Y2Ul?jG)3Z)CWG>B$F?=zRoGLBo70609Y$Lq*HD8X zSZMSyfTTc&K-xk3M|N(y?~5-^Qi${KJl!e}k%4NAxiND)vr>$ZbRA>m7Ofu@v7I=d zeXeQfpO1%ndz=uT`wVG$%!toI(sN=eX9q2cZ*0T!odaxILMGV%%~rBu^qQbCkG_de!KyNdVeAazxuJj+io-nJmTwa4(dJD^}v_jI=_oK zIDSJpq)8MRX6tJ0hct=CXCdj@s-)Y!>*etRJjSSzk5>&}3{D)DBMdi}I=^A0NgUGQ zYDie#t+A#u4TnmqCdD6GA+t)Yb+_2}j@c@1j)3q`hRSxI_&Q6O*V``L8Y@R5u*AIz zi6JuQ>_SGWBq03)9nn>L;9MP$`79d z!GYa)P3(l5)1kBpPzt>hiD9gg-&#fxgru*QxGZ#-(Q5q?x2si~Z(d&Z2!gN{+12Zx ztCJuIG`q?t{eWBXy}9RAf=p#nY5&a|BiBQr-U)VK(-2&j?mAp;+>i>+>`}V(H0=Rsl`vf*Twb-_{mr34 zF&CGEZ@((1h1QUN3qqpi`)e z6hf~BV$x+jEia|;d~OXEC%KKfJf^(v8iauIZYM53VKL(~>BWZPz`9wv4Ki_3EkAIl zTNk*H?lHn}X`k~5sT6wUGmG?mOroM|RKXjW+)Y8Dx%TNf$U|>IbdKK}&9E1Mbo%MC zFEmf1O~ymN@^w;b>H^CE6dB%Ye&tG4saGo2>7Z}k&Kzb3^ z&K93LQHIsHYiK=e-)zYGpPm{O_hkhn(y~vq)8moRw@0LcvIsdnX@Z<^v=hO*#yN&B}kKY zCaHpbCA5&6OM0VQk?pH4jgLRDxeSHtbB_5MCqdcUY9s};Kp4aZnjF}qTVsZgx>YEMZpQ;w#m%SQp6r0wFci54 zC4N4$#XVfoayVd97nLfKIZtjwP$*udw$e?HasUq<(iBNR8p6)eg-510L>OaqzS?ya81L>W~F`_Gl0| z0>aUrr)tu4*VtAp%y7HiwyRNl14!va#D}L#em;aKP2&Scg>e2BB5v)B^XNv3|Ld^R zgvCzYs;<@7QBu4T&KQiDAOuZSfErXkuV<2s;O5U8^RK)&p+lUD>I@|8izL~A1xGI@F z>{73<$K6hKs(}=#8bR=t?3*BEGj5V-io_wU zNZBts&wHNi#J$^zN46dgTfxBwPeg`khh0`eVxVCVkzPXVek5q~IgJ*q&q}jli=k66 zc$%AP70au4+Ry0b2Z!|8l8EtkT^?0A^kT+8cNY$x*7*c#U!8%3VD|RMUPeOT@d!U2 z`bTXYe{^xzJFKv`%JsR1$_FS+QbiD08^2pJfEyb4wa@isbP4ecf|SEN|hbpascX-QuAo_MT{_r zNUwI^**QI``Hc^b;l9Dag9Q?B=&cyJ2DiSAvl(IFknUfNI22uS{!2BE;jh&3v7VCg zP$}ad#D~11W3dnh8XttDYs4K%GbKuKFx zQ}d3dpIujRG3-|LIXTh_dOp045X5j)N~H+!SdYeN7U@`TC$Hnky9k+OT*r@%AL08L z3RkHz_u*|lA0S1dLm+*NIKo=l#Pw`5u1MESIE6XB;BElw22K&%x*EbjBZG+apig3_ zF!soYJGdr&9QKDM%LgO_6=!hHc;07J$>5RhNEgqs7yl}Gf@8>Q2=(NzQrFN*%-ohZ zaZ6&xw#3H+|5GHUnxSt9BELg?pb0`qx>&#Sf=Aizk@l9i-D88?r}?{cPE9%W&TG%v zifPT8hC&(WU*Z2i&YWM@GQpsW+X00WB($@~M zj~q^a^|ckBpnNb?FCiuzN*p?nRl4KQ4K_~FtP+>Bi!5($yGoqShbU_wa=!&XuZXT^543h<-zg^r^e>J;VhX1Rn8?C5@^1 zQw?QC>jQrc{5$FuN;fMt^p#E%c{1I2m+5rzfj z>0qo!7X#^u=!j5_B`uQsxN8s=c#EG~37`t`IAm5&IQT0==Z1H3uIs=ftkiIQ1E=*KBM3s$T}qOSu@3&{ z@eWpnSqpOXHjaa03~FKK$-kBfq!4;dd`NS_UnDW~`9r3qenEbI^_NnpRgAjKz2fZz zHz@)<@uBIFh;%cz@KAd9)lV`)xa1tSc+n*&@wtN_*jU&*FoPf<{DiwxvM}F!V>jMq z_1gDW{EkOZlvIWE=u5H2NC*PWF>twr_vjk6-@x=Ze~#u>HP+hThaTI3X|~&W5z_gJ$H716QI;GXuBbLOQaZjHL3!_ zO(l}5I@_ly?{ElT)v}L2{W%Q^lD;A_{PV>a9C@QzRko0DD?pv7UBfZ$8;)W0JQ1m5Xm9OYS2aq1I;K2 zNjF)ANEAmTw#)QQ>IC0dxw*I;I+13D zUn@ZmpdXMJuKxLr+4&VVi!dE_>UDkp61{l?cEL2H{(6YN8aQs%2VvMfw#t!_DiP0n ztlu;psD85#&p-cqe7tP7FW3!Gi!7_Y-)v@8ZZ7Gz$qFrZ(Mw~Q!ynhb6dSB9fE*lk zA#I{>-?@+&Xl&pL2zRfFqcq}UEfVl5x1xuJui*sHvd%;pX78E$7K-+07NmU(AP3ly*_AvR=>R=vY0hvt#K^lt5SykSqN%xdvX?aeXzI`HOFcO-{D z+_vc#`)LO zIisNR>S4s^Hh(p9hzvBlDpVm2;Z{P+A=e)Kt>L@jq8!hGP^2^gK?v_Yb`?@28U!AT zaPp&dE6nP(w#8^M`?Cpti4ezLWT44`^hPevV^?j=b|&MRR5f>pD)&9)p{XaI{ncKdr3mo!jV1-2 z3gMaV5c_+F)E>)B1*k13H+V7zYJ;{z5CUJwGgBnuOX{`O?cdRA{}q=)XUELAt2*FL zYh^^};N(eZ5E*ES#1oM2{q$|A==ojdER>S5eD#gV;3B0f2!k`{h7KbPBGS7{)5T@s zdOewV%~KSwcj&Aq6Cw(uz~@7%J~?=z zE3+#sY|$CjL20^>Z zBCx-Q>S?feB00zi1Do`{ck6na_xWwMC{v?#;i?!P|LJKt0Sfmh3={e;+sw$ru}PN# z{Mm9g-kvf|4Ub+ln{T&;ni`ssD(&)e{tAhK<{daf!cKbUUfmCt<)ye~ZFi1~Ki&q0 zN|cAYHLZhL&mM6`C%QXS@y);D7}QLbO{!l2u3q6F3~{P_@WwSw4m{GYpw{6>)*UF9 zS*hHjQhWTMl{`d;E~HDJvm@*vI?yn1Nk70vG;U44)|ijWA$IOMJv$BPF`63nIpTa> z526FjIdDj~ux5Yno>5(U8c(D5#_#Y|j+_XIfx7nge2d9xMi{unO97VA$G$r!;uwNe zcN7~R1nCfgR7wA0mXKGqqL3W&zm^__Fwk|0bX`fjE6SigE(1J%-PD)=K9GOaXSB7frQ z^Mc%0iS_stW%1HcUN>h$RaR>IXVkAucSaD{qzg;_hG#z?E2ehp(HgpcoZ!W=Za@&I zlQ`$TgfY8w&E*kpk`X&buV$$|(er~Vl0$K`s+MZ{E!fZ& zT%AcRN-s2Y8p=qQM5K#ja=-Ry%{IcPOn#)*7F-#V1<`@JKQaC5QLuB5=HB?EYciht z7Mz9eWp07$KG9C=)Pth#?MMpm9nN?&l7f(QKXjdT&E7<`$>;AWwz^X^wWb&jSUSL! z<81t>;7VW@WLGIR6!4z)FoQrk$jCMqUtV{n7Ha`jxVL?d<%)ICOD;8m_(9KX3nK_D z(snid^M{@>JKHfSBy4{3AUviMQY32xVNdp}f0xJLk0!J*iS)@j;f zQ~uFWH=5+2>~k>^!)Ar+;5I0l82F^C04go+Yl7z4V4WHF4z zeN{QiDi-WJq)IWXZa?Qj5NL|TBHd{v{#9y}8`q85RfS;Vu4{LqAw{C54;P+nP=)wR zgTPZE?A|<|Hhv0Nl3I>EA3BV!cFRr#x0X8`B{&Xd+FzVc&8X5(5o_fb{fX#6&G|X!&DK?l~y{isEps5mz`2L$uV`2iWe_=++&E@&M?H#wEh5!?!N&Qc_7chb#ViERk z;!XPt#+KA!shj4Wwins!MnHt73X>x}O`kzzph-bU`ti`kCpXM4Gmq}wyhTkZ8L4s; z!3hl`4AiQzdCLw?7ebVv*|2rSY! zx>O83cZWvHOydSznQ0Y~0v>LNMi^fGn7@+|1~%!IbaBhGmrW`8ewd5ypA}OyxD7mU zbq8U1v03fkwVAyp(WE_ew%Uo<&;BwAsMFnxMp*)=E=hHBzk0U8QYr-;0gce4mk`zE za(8`BIg95#fw5D=iaO^*6)|celk{t6E=HaeFK9`_aM!aaZ>4E*bLBqK2hNH+siRH>_! z*T{_eC=5v5>eUGL#(YL>(0=+M5)uQA4IBaCGJy4ETFC)*b=wfOHzlN8KPw9 zc39gk>f<3O^Pw&Wu2?+TpBV(wBgH#C@>kWNjtwS0)b>)} zVOGperW0Qjn9WIgX`oeyuT);}LjhFT1<$6QdVg zHt9F31Fja$;f{^?8lwFJR$Mb+BgYMZppG9tJ{Am)`jm2r($or^PWHG{5T$8(gNSs% zYI?KdRMMXJI0V-@mX*H@`a)uug)q!>`|=Lr0}TU@bWN$K^>MOIx6DDDF?R>|pYc=; z?5n4`4&|cK&qIQs@j=KZJnrM7(^LB+z6+1LSEl3&^V>#1&ps3%^3Ocj!U%(a^qFPP z#x~QU3+6HyLUQ)S+Jf7ysg1-ZA34}aG4z`Lun9L#7F9&uXlty)`OvtgZ)&%LJj4et zB!=I-3%)=QXnf!j&VJm#FPw1Dybbr#$M3{ic@%(;pl^{BR+&a=GP0~}5#h~T>6afz zysN2`dG_(1bSYB=Rb;5=^o_%(zhNW=(u%Y)vUqQ#iOk*i@fZ0{?T5i`ZcSuZTSY;7 zkQ8Wx>1ebhL5_7$op?7yv__jW&#?6c=VnFF;FYR{wAK~f04(wR%xs;XouIc~d( z7g!TqZ*2Z*^Z?Q$YP2DCA}15_ZZyZhCS9Bq|FC)2*y+NSxxPhHVc91Wvw-Qw=b%W5atyUk;)|pZdetP-fs&+5<+1H$ znPH`7-F1ibc0(-<%aIVWNBgapTBKfuz$e`_>FL-N@7N|YQG9xGuEWaip^$I8h^(sK z1)G06aB(TnOcIN#B>fQWULbrCYF>i} zt8KQ6Dhu?$9NHLR2vBonHb5y55sp@~^CR1`wNIfU9&N0fA6vBG)*dhcO+a)|cz)*J zCzDBhXWj%xB(Ep%Ko76?)a-eZqM7lny9H&>f<8B-FobJ4QZQ{rH`H)$9jUc?SisnNQ zXkuWKeol|buRZv1js#152ENJM{Xp|01c92(cy@WuQphUNr9gU%kIMr6yiQA*D~6lpjVdoT^n6kVq(%b~n=fo?_;)m;SDVV? z5bm3dII8ufQ%|N&A6eKTZ}}CP%{YZ1WVTLZxWR`s6T~e`+MX>-$E8r%WpckO04&AC zAPnPU4}&kDG=sz<{ahk>EwnnK*@$B}lV$ikVJ&!VoC>)E{c~HTbnaD^*rZ!|71-PWs{quD%=dr<@G21v1CMk|y>R-Mt%{~U zuoAbzD{*yo+c3zkQlrGdtgl&+7-*h>MSdndrYo(i1Q$d1afj817J&O2S0OeyZ@bE@ zIYvO*y(JFvtu7kdh&$+G+p6r6c0&%Dy7hLTHAlW3a6B|S0ba$!t_yM8AY=xL@r zc6MEQ6DsRbZIk6?@4+ct8U(fq;TpH_u8k_ss1SDz7v32@_^|=%6dQ%4kWtdj?4g19 ztvBoX9hJ-1*5jUG@~9!-9j-wTR1k!ijLGT{pJ`Iykq$D_hj(g++R7|w80vdI{8%;U zp!XmQAsbh0W`se&C*AC}dqj8HiZ{3>9XE1*xV9SX@1drx{KgA%7(JJ8xP({vs>tW; zi)^pYz=8~e&Lir{!>J|3|NFUwD(o4L8}GwN5X2V+9tbcITXcWGK@6TcA?u7i=p5t_ zh7%84!K<<~LU2h7BGJ*}M@0Q2yeQ^zf1a0_?O>=3Kt-(jrYD0TInbOmoAkm)cm62v zsd^oFr&Y$9%EGK8pd9p&9DIK-9}Z!l$w5Fmi_Z4;8r#`iiIX~cm~N_f)bG%%4|O7H zV?%8Mari6v$WBObiNryJag1REAvYD4~ki^R~f<&YHwfhGn%>3L#F&~$@I zS7bUGPTZTdd!7xH{7?f|jkad}AWfo4fp`w;8NY39>-PYh(aAv@o_gDYnZswKNfkEH z;5I9o7}%t@$cnG<)3$Hy!V);Qs)0Km-#3C1IO@gZT}dpn60v}EeKoPpjJLYc5$no$ zlXzQ_*ZwCIb=x2*+>uPa$w-q#9Kudo9Ak0N((+d$=A>h^hv_Vu1Si&a^PY zz$V4O#PvB0^h-`Lv0#00oBMhrgYl1!LG&ZpKgyoRETWs)Xw9It9=CxC| z63n4In%bH<^3Si#-h8;EXMKj}RhLSl8gN2)`s(GY#X@$K>J*bpPfwS+2E5EolLG18 zr7qTEwc^xew%?@neA%2<231(?5rT=oU22vh=(VyZBHd=?Qa@s)#J(7-$GFX#92MED z0gb&)Lsr#5@iz;I&NLzLNUwGiZ}sEblwHD|o07Nr1&QM%Xx~RG;)49W$ILdDa!HTL z9Pr$iW%)y<%W7o2cJifm@P^|&q)Ky~=5ir9(1Hv;>1m~iI|X@`l`VLT7}0@6x-UaTBQzoPc@bul6wW41JvyrzvPsL37&LRYtz#qx0qKL|J7=}s zf5ewrnR)QeMZSF=s7ln1gL@wyWk48cl;)DY$}05z)NC{B4IX9W&Mh>k-V0`L)<_P& zZ1gf2sgj68xZzE*LwEoE;SG3+_42RAjblI$Og2e*n*jU~@r3XU?Xu#%24JdgeLJfP$g?x9b#D%{FVrn)t>b*ETqP1&G3<;kS~ z%ut3QRa$nY?-)jmW|1DZs;hd`8CNKiHjI0{e9gsds1EQqf{^LTw`C*;0qO0l!w>Ch z+R;{pM;Tc+L}|M{cT7+&F`84NFuUa7oRZ9b|B=I21VSmBeS(o3*rdHf`s!%)>B}oI z5N@M#`zOyH4P~Iz%8zUO6eB5wUi};CrbFRFqwJB_y0I6;go1!lKeHqV!DVEXGAqwN zWMq{@r1u1h-z*9}nqPzahLav+4E^ELxC0S}ElsI=rBdkKvJ%hVDwDpN&chFOyLB(i z@23lj!4N4@@g94y$A^~s2uXL<7hUyF*P|4*Y*X-=a~^FY}1-cio! zoJNHbDWniehE&?-W@(TnLqctP}AJ!l6 zTKD+e!|VR&qSP3EgaHWP9vTD!Ve3<0%h3Ismx4UGuHy7orDB2<;WC)V1;2ZM}_ z@&pFMO`6;!f&+=NRVz^lq?=v!{ z7YfnJgd$y#tE!-;P^qxU|S@T)#=E~`#k0YOk9vka$y%pnL=A>bbW6fT*+ z)Aqf@?4)}|jOByt&?A~WZ#6q%QVT5z4BV`l{B7Q?hPNf?-46S?{M5JrMK^LzNoAiN zi{%8$v^SVMKhM{dBkvBnC=wV`8uCRmF5JX?cfs4_6MWI~#9525L8ul*+b)Rp}Ko zIJkF}gtf^X_qru0>J-1P>X-#{WhfFDp6nc#OG}kFxZj`3SFT@mxQViIc@DR{b+_CK zvS_l~usTj2JQPh)B?j){82+w)^Ed4m&|Gi7XPRqQ4HL@s$fwWc4YR6fnFF7PxtYFe z=Tvi!c_o^2PjmKnReS;74J1#==$1uAL#jlP17Co7da`JpvRB&|2V^c|p3b^e$;qHa zs}k1m)cPbi??w&LEX=tcKiavuo>PyilEn=hGY?;o{f0cbcWmPwdMP&tcW~fmzYeMx zFLB)0r)GUijy@C|NXn0e8a9JzX%dTxnJTdHndj1mvl7>>?(KfNvOor!@F7`b=bxLy z7eg5E{fYZLaqP3;LRXsxG|Na$th_S@9IMwLY=IXgnkq&x@S6d5#_e@riJkOybQ5=N zarUGy`QX5wA7KiL#_RpW5Ktjd%$bFmT|C9%AaD7dnp}jtbYEEi-s50wBX@~C=e0ee z6&D29=~uI_$J=!Dpq0tyZFjB1)P_RCt9J+tqjyDY z4X8m=AnCRe{l~ zcCPrJw$(-=IE>yGR|@G8#iqHqpA8}>FO}YLg{Urh{P3&~ybV1Y$Os*gqZ}fZ0~#DC za^PX!>$V8oKQo}QAALhVI5oUEZJH6-J-kGS;lw|mav*!4h(Un6>5~&zlyLKH3mP6K z$*L6|Dw+j7eaPw0MX%=G6JtQ-K*4~!yxOSewyXEsJT&DV!O6-mbQlhqG+9$B+>@LBPEwW1D^HY;CABaw^Tl>Fg}c zEh>;Ak;_W{?0vtpy#eDJ6Zg@*U5ZWtD?Xs544K@|HaeUVNDAEqgt;zTY#}L7d=guL zd)jTw^xgCF(1l{Dysx~^rshzInB1Y1vpDWAcB`lqDCW$=Jy;UUH>~;b+z7SjoEZv< z_g;~6eE&TiLo$pzdF(z-OAbujlasNTJ=ve%7NIYPl6?!FYc@gQZ9gH0HBqwfAP7`B z;O4VB^IYy$i%KyX-)vq@U!Zmc%J$|Gk-?_;>oW)f#TvNSDP#@$gOyyH(T9Wa_3E$v z9njVrS*g!C+G;2cZUb6_0Jk+{}b(;d&0(k($nDapsvIQyv4(4U6 zDyM9#Bl`+aA%sp-N}F8=E{y#_DALKDCIU#2C>S`ndC|t5>yJLI-HQf>p@YJ;D_21| z2KnwOa@sOWEQSFU2{)0FmdlEV6+II7>SSaa8v+iFgYs>%KHN8b_W~%#ph$s*d-br< z#Gm^E1~Rj6m}YJO`nb1mdqBMAuVqKlc3TcT(Z19!hcD>FNBtEjIU z={MZFHP|TLFK`xA=&m6^Fkg)a@0n6Suy7|DBA5QZ&R*+9qcp2x?WUy%!0Q>61cntq zlOE9$1dD~a6CLb5vRJjbAJwH(6?K0**TM0Dq_sMBJRY2QqX>c_z+CI*hu_|P-L?*W zzT z^OY6|4sOc*l<}i4uj}qXIB?e9>2690`376HF#+Og{EOF6vO$#u?xsUdd+hpUhwITm z&68^`|CtD$mMtTq+{cKT2wD+>&BScgRkfG(=f(G-R{dAx3>hg!=p9PZDhIYd`Ur`E zV$(d_x+E$IeaJGYK%Hxh%(AWq)ge&wy_8TT_uTWEw8X&0UMVih$v>=6jrt|IrXQ}I zc2FnuIRRn3)*~)0F)(m#KXN-to7k(!OzrwWVw6o*&7zYCl#Tl16e5^ zZZu>qBnFCOW#VR#iG6bV(z~kHsAE-_xgbfy4SdCsG^VF~%kR*_z{7p!Dx$b;xD{`YlR24N2Onq${MszmXu9NbH}RjK=WO#RSlrDU@PQ&0b4&?}Bi z__)*m2ICtA0t5Gh!2jjk`^tT9Y(L~fW1~6@xl0$-9cBR+&xd}SJpQ}aPI9TA%;IP z&(TXWn7A)2rR*9ReZ%<|nkjK?0zx0egOyhD9;mKebqcMtn~$5yAXLd?zBfJU4<7ERZsFcIv*$Ho=#1-Uj05%JYb^4!CvilcC>!?W)C_gV=yxG!g$po&|LRm z!k*7A%n5;vfnv{W-1AmmwyO29)ir2v+x*?3GtdBh`jBI9gSkGxXkp;6F&9}INA^Bj zRw8jhu({63z;$F&)Em_31%q>MTr7asC#~yTp-VMhI z2u8PuCO~4KBpCwSqXFYQ;}Sj|lAxUUqF=UBR}O4or4bl5#NH^UCkEV2X|G2G)_SrM zrJ%giWoQ?%;SgS_R03TSoWc@;Y0by{S!T**f5`f5IVF@ z1Cjy-0vGpn9}7co#Rcssua(TOU)r~v5+P$C`Ni5U^c|)JfrY)K)LMLGziB<{SN$*8 z*>N5~QXqRKr#G;t(XwX_?xAkq&k=``YCobGx8iIyIo;<{P@Vf3fgxwwAHPr64d_-G zxDUSxUo^gy7sOQ}4^Ywkv`}e7Xn>NO#l31;22So#A_I?$*`E0^&Pf3W+fhxD-uO{1 zsRGg@vMBb@#5@?%BnkuuZgw$Wr?Ll$op(@8x}E4Z>SPi~+ZaV)XmWTH4;eHS1MX7& zx^YYTdY7WtqCIQ!3J-Zsg1Gj`vjH8&xJcTO08$7 znCCBH4E<+?AueE=w4D&cu#KZt=+*UbhlU(qEyvwmZ%_=c;}hHr_6P~`fd8)R-68~W zX6CP1v~)?p!(8X~(yHBGJ<=JWIxsQORB^W$0qK$sAqV%$C3+A9N}|MPV1^*P@gvsg zYZ+Q2{^_)5)KqXkz=uebF5UjLoR%sva7*FLzD~!+x`GEtgih_*u4p)32$qO52stFB zB!erhl;FU`T~gY0BmQUis}HC>a2N4X83seo+C7_WCpEeG>Ez~`LI1N2N=AnRoP2up z&`jK?uDsUuboK6PL-UNNi`Hf-*-+9=p3xYj*EWCK z+#q%b8r@0`E@6D%2EBZa5sLIm-VbDwrI-Sri@7wZ_cHKM&t{2Y%(fQ}Ax<@rM=GIdQ@A$-SH9LX#HB<>igCP=DiX2$DAE5k?ovh|4 zq+jyaW;KqKp%XMWNsh(@e9t;hOOu#9%o}|C1J38lHz!mg3HRU!C)ef1K_zYH(-K+dm`O-{Jv3o{WZvnh78wlURrh^*uW*F5S1qIg7Q3y9x-wE(JeZcyM4aW zh#JG-bJnVvR$xhN3n2#P*nWB=8GPKFP_cR4rPUp$(EjHcH|v%wD&Q@XIs(I}W3iVZ zYoItK7Vb>XVll5I>mj-qeP>^KD{pcElqQh`X>}`(XNw^WXbrgIb50Wfq*L5$G&0Nx z(9<{_3`GWV!YVDb@iAl!6d?$3&#vYyD}Vc~ryNc6sz>>Xe)WP4Tyi2qPpP6!i~&9C zLosN~Gh()`$`{f_5_#T4mf}_0ez2%V@^a0PUV2N6V8BF=hnsUU_8q6w`ME@+foG={ zvgruuR&Nj(jvcrfA;vJEE#Mv?ZVcbisN2_rK0Qa7b6xywXF;!L2f`RmHP2LlG7O3_ z@NpmaZESM1N;`-$jC&fM>zZ=<=)eCx#;rggV3sV{DRxMxB2f@v=bEt1G)&)Dh#q8h z?^S$KIr$0nVjy$XsF0`*S`hfSYZ&8XWb_+~JCHs@a>xCaE#@W=glU8+SW0~!E;a>J z3RH)LJ39L&`W!g^>N1*P^t~OnGjb(JgG-KMoLZJolkx-iDEhkfVOa)Q=;6S%9+&^R zvuXzPaI+vFe496iPfHAZKJE%YdvK?L$(Kxo^JAjFPfy>oDUeHI6Bu6PY;T9GfvQTl zNuhny7WRG&k|5=Z6cideT!k8kr9^lhVq(9a76dkK-b{;@aZAeis833MaI>~{Ya)~- z9VVn;F{64OEeHbK%^tm&zPN~AT~vcUdOPW&ZZJHl_kw`1T>a-6$QUS*fr0()8RbxM zRof>}Zn3G2eA$SlWgmB?>^e}vPcqxw-u3`Wx5<%`<#+XeKw_X`z)jaUF8^^~K)D1P z6hqT_%-lri{Y=sjZEKzORSW^mk|_4f!JMq_(%pE#cd3LeZ2t1;kHkNqB1RN}KqvC7 zmKec+!Hvnmyhd!Xa+1&XD}Bf)!`d?$y|(XmKoCe)=-da(=RvkW5rP0WomGbIb=Az` zZ1mmsN$I=c87FX?n>?BR^_S)fT4KO{bI;;S_6W8mN~mm7?b93(S_=h+V*~`}wcqFs zaSL!CGu2zvy`|!d1eMb0IE|eCm484(+@u(`>fDo|r%Jf*T(2{!kxe+*j=rDk+Yj0+ z^^ArvkXsqG&x?zo>M+F|IBd*LNmQ!1J*i9L4$HHG$MQCemEgfTlGBQ>EHjN32o~rXk6bMNi3i~ci%c!}yEh6K)o#}+hu1L4Ur0=P|Y*rg& z)JKWu+c&!zqaX;B7|q8%Gr7;ddA$xgK7bs!w`D+O0E#^@nV9b$ z6ioR!hbT0-D4G4EOF zg;(faFCcFz|1W~%#|f4TyH8ZWL1Lg_;NqrtvuHn?v+{GtJ1U`-%$l&kw{z8?REexiu32z(A+7kv!_8JQ z&S9?err0(#zNu6O?GH$hhThOw1P0~xr(QuAC@zVKdze8h^6_@ z!Y@Pbq3zF~|5{0J&;{jCPQ-?S?XepmIZ#ZRjeGo7xwK6;!x}xUWYSdQUMm|8x}{_S zLv+4t6U|f!^OY{&Iaa0HdnD)$uKJ8MQoBSB<^J~w@eD$lZoKKTg?uYTnK-z)Z&D0e zT-{H8LHiAJ7WAin=RW|`7iv4H0nXD`Nk{wfDX3OYUOx=oeIc8cK{IfZqzk+L zT6I%YgX)og%t`eT{h(vrK}camxjA?lm*SN8xCt8gIh}vMGtWaYJRBb4+tvW3d*n{~ zrnfGjIa49Bku_!H#h;Kzx=lzSaM;#ikTFoqnSpz)KI5Uk&*8%or^b%YR@IFO1dYL;z>saW zb*C7^fG!F5yMe!B?x6?y61ROncZVwp%E5vRSz;|cDFt%KQjCGg!5pA>DH?CI%;`r7 z#a_)SS+vsy90wq0R~>_gwb4s5a2J*M7EAaK>LkW8+D{J}b&(0zV-6E0y}@Avcx9Pl z4}9E=#8uTRKPgw2WFj5JRZ6Ko2`RuyZ55v^8ip2IXpj%?$F33d4OiWO%eu=sz zGqp-1mKu0Mqk+J%Rj$y69tI9(*SfB0ac{)_0#pvQ20C9WXM!_6WasByP>zE*JfMDw zV$`_zlyc(B978r1p<+lJbjh-C8`v*#DEBJuS46` zt?1sqFCBGBJANh2&N(s?s_m^JjKQU@d<>*WlnBjbW3JW5cJEEj+S`EoBxltcdDF=< zkWU&!U|4x<{3)>_4d|2DxS4PCuD?idv6na*ke-_VSP49KP0rNs2uWTCiGgCzOx&~F zzRs;_$GSHVw*jJJCfg02Y-gry8o@t!sBe4eeffeDaJ-y<+| zX0gI)*@FOkfb*BtOEGIhx>svGZBkkS?4eo!Y0{_l&d@YzWy~yrMa$IYeW~n2(u}pA zzxZBjnF}>?Q8jSPBiiE~D ziZS3mc(6|O!QSWVO3~`%w1O*U!>gfI^kxDY$9|OcvRjQ;ya;tk>L>a?eY6Lw8NCFC@E=p@k<+npPjp*6 z3%Gn&sS|NY?(Y)j&F}`N8h#KE7|+%ohQvTM1_5SOO38OnKA`)u1*v81aZ8k*H3C#6 zQ^KtptJd5U8}xvg5_YD2UnP~8qL7+%2!`pKYL*?`1N9q7qW#YHo!fTsKKryBXty- zux>5mST5@aOWiy|m10+vfs^$Vuf)Y&kI`GCU2){21kuDE#*;~ft06Ivg*}=2XD`K? zgk~8OG2p&QwAg!uAm~L4sz{;BUNI_dptcV=SAQcU&lXZ7iVzrV%(lRfa8<7xbPTm; z$MBgx+m!}E_Dl}#DV}Uq6-xmP4HPLbl`)ryQ}XY`d{`;L$2H41ZL|=4MC%f^Fh^&Y z2Q+s`5d#l*x1p$Y%;z+g8#4X*#?*gt?HI4c|9$tJi}B5IDG>J$eyq-bP3? z-(U%6X0f)pEc3WA}JXY9(&CT_F|owbK;#}>6*(= zGbgNo3dH2;`Zj}jdXr)t+!=b)RuhY+N=*>W8tEXQ)yG9EF6L($D_Geg> zQcNl0lVqmUhjtg#LgDQ?A%zF$e#DCH8BLTZwt)NchsCv`{BP0dz@E&jB|Q5kIgodC zF#%z-g>kzW0_s&Mip0gu_o3I-@$LMw!)Vt^LD;inv-w=83!O}0SbXM#HKa)tF)(pI zKdV~o^z4&+kc8D!_s!Z`KPyO+NH%CwyIn#^3=|0X_duhgqUyffN3#qwl|tiys8LYQ z%7(z;!pM3_3j-hb##QVk`|6vEThOvzPshbt>k`l$QV6H?Rf$E9=#a(0+_cKjTangy zvl+$kaii+3av3PPk&ADR+seVvKv5+g?sAgvVr_#3c0Gt+^_<;&OTI)23JvmvLCYH- zV?dfjbxK^!Qqan?chOHH@5bilNehlk3s_T`dN%|b35M~TiWWdl=`w*~!q2>`VhjVu z2HbQRBDc<;Sy8W12>Ca{W>`G}Yur}|V{pul_k;W@MGOqw#TehbrJdR5CGJCu=HK6| zR1W1yUlIC9i_vYaUgO4%aSbeBVTJqtNjrJ%= z3gmt3wf#s4duR;tIxy-Qq_zfz^Kwf_MU-RwPnj(3$85y<|#0ZKYn zo2~;tArKU6VBogsUF%gM_r32$L9j0bCI!vu0zr`Ur3$Bg=$*F0zULEcop*ShrNoHR ziw}MqE~rD%p^|`*y6JHvEqlPu2DMAi_9K&po+I-7*LrMv_$esoZX#6a&O+615Cn=U zv2l~s#Xj3o>%6M^2|DX`D|zFjDbP~)R>Gv!8-ia!5Ge7Dhnp;8oKkkf)rk@v(0{!; z76_I=nNlpFNTrO{eYAoD12-G7UPa#GB72GE;oH;U+JS~(h#o{>_&kmO`{{!Q2Z|Va@v=+gc#M+CYe5LOU~=mKfN$ z_k2XYD&5Vk>rpXm&G+j&oU8$vw1~iPB1+YfmKfN$DV2-Vz1L50MF~ukt%JHg*8hS! zCM0uA)BgJokQgYARe-ysWWY6cbb11igMp zo`!$e&L<#MqKJWoyGX3Z+7zo?`w2}mv_Cp8soS+ki~tSM6h&g=4$&4ag(8J`bPQT%liDj6 zpZieXY6TJ9D%loOXgz&+xQUd`Y*X#hX_eR}-fPyoM1O#>Lvk+TVnx(^TGqg1U>-Z< zE2|lo=69m;ZR7anFq7qAiFFb9I{w(jv1SMaQ_ zF9G762g6@12-Kvh27y@)u})R>tDR1u0d61nQ-0U0K~QiQP1tnn$Io*iIZz?szB88b zJjQQHRcR*jfP3%cv*vEp3KgxCEZvk@TT?Q1Q$nQv=QQztLJsvAhv*#|6X2fcwlM7I z-YMOIM!4|oP=yH@V0c(h2;$_~r_X3PS1#_;2RUUiwnpW*E0N05>$`!U^G8l7-zQ%t zv$Slld|B3z{}BU8J88&`SArl=qBNU{dGL^b({;PyxoV_fFY_+VY}DJyP|iw*xX(>< zlf)MN{|RxJi`^pE`z;;b{-|rMTiJJUQ|ovrXWd6&kkR&C0EvNO(mdQbYnA?zr>`t) z(PU}4;l&r{#zHk2lJ9WvFo6mr28t#zaFh7txEU9`zra9e-s05`rQVAl3VBwNslkTX zO^@E1jr$VlxJgECJwq~4rxgDpX5qAh&|)_kq{kkbUQA02T-?*pRl7!sdX^WXHJS7f zF3YeMtSgaew?@g3hhhw9jHaj(?mlSF;p<-_{PS^AO> z8x@vr2rXNxq49COLdjCoqbUdPUEMn6uH9tj8fAjY`0n;eOb3>b6)nq@njB>zWUW;m zyxK~7dv8xqeBY2kzKv#!mzb*CRao@eIi`PIf<7Eme$UwBpR^(qso1uRsWA60i2YW>V1G-@8X* z&1PY?hsFYqiMvJ>>Xrlt(oPx7gK7bT2nZ^>V;gAc5}ScJIOOy)bgDl;LSyvTuW!s} z=77A)BtP14e{FC+gJKU%+-FVCT-sl%oQU$Ht=(CEU;08EG-BdSh{4xvpAjuF2(WXd z+h#Z%fA<0vgN*r78^O~dP%U6OAqM^He}j{66qDxS-lSB{4)M2tg&xTDl-knp+Nuc> z19^^e^Z5-!AcLkr5a7P;lhTz`dPw6PYS2pDca1srP>d#4|mT&_*yw` zZGRIQ9Ma-d<{x~2QffA32cz~EyJ(flW_$8#3?JU|ef|GaU6-C3|C^OeBhYZNJ?vm_&mQ1Xv~b*ltPqzD6hiU^ zN2d8~sGhNdkbJy_dUg<n?49RLO;q!?%>9T@VCnzK45=vQho9akdT0^Jdci z>*4P0Pap^ZgcSb0{?i45K$QaSRLR!<^BxBQdV@knmlgNTs}st)$pYnhukDevtbvKU z1E=S-T>pMe2b!`vna6GYz7BS*&fOLu6%+2hr2%-f+fP1oAD{JFY zwftsetJVEZci}9{JjkLi6A&iZvmVfcfV<_e&Of>5&m4(*{kAzOC(2Gh5cmXy-kXcQ z(t^OnZ47$j1lk)Gq3m2TA^t4puhY;wnrx|Gc(Qz&7{Y)pbspxVTPw^>HYy$^oscOw zy>`%(MG%6cgf*wtpL$QrtqQofCzTFF=HIPqN8PGhrBuNMb8;2vzmLn3ZuLU!xn!{z z2JF9an3!wbvHK?#&Q3!a#@ycv-kZx`gN&hu(4?bM;ah1%2JBU0k!f1>l*_$HD>r$| zxmx$18sMQ~az8qB^G14=ZWitd6JMr&^~>%O^cB4^XOB(L5D&X&lkKD?H$R=+Tr=o@ zp3yf62$zako5Y%g8Z9-1!f*#RxiO6u`d}ls{fg%MC3$s)5ZT_B{rSuC;G3Lc2X?QAv zV?Of<3^jd|ROw;Be(8$c+xQ@A2>N=o37|@`(n0aKX##-q&WRjcQ6#kNc*x`vf6QM?K z8-bwX-pkWs1gH=w#=yc&tsD`-)US(`AgpgRV;wwZ0_EG}6-O71(dM*lfra}Vix$7f z>`j<9Y73&e0-;I!WN76_iooE`*jNFHf%lpkGJ`Gely~eWZr1bdZ9lU(xh4f zg6x{RU|Elj->Q`8nv6=jE?~KfQ;|mjJ9jyy~InrXw?R3Ntn{zFE4?2VKa zDfW!{gvR2t<~{L$N|3zujeGUr$~nlIZxU+cH@x%r%GH3TAizER$sgB#pwjys>QqB( zcRpDql7SKol5;<6vB6rg5C+D8dq`=-_!3jK!&SM*R<%d3^1Qj~)9BNqr_sx5=E6}p4jFO^Y z+SA!kS+$oCgHXqp3yFcEM{H%xkxjWd+{jJh7K^9aTm!WoAk*G%LJaHvtZ}0Sfycp| zY+Fn;TJ&1jg<7-6l6+5{ZICgLgP&z*4u63lP>ccl70oKuN+sR7Xk|G0vhl)e_Tb?L zGO*2guQ)+$4Csr83ITIXGInuGQNhF_H`nJPv2~cz<$+<_~a#|{u!hl|tg?rqP@8`6vtL+9_3wy2Rzr@M_ zoPu6WxTN^jVsBctVICW^D*1l3mP>C#Zw7d}s|_CZQyOOTWfLGKzb>M;K*__sKM0&9DMz-Ifv<78(t?L<<84cgM%~U1rbwa*5@=CfO<1Hzt9c8PWs>-7$aU z&|{iDTzW1;OXuPkYA!;U@K$xOC$UPrph%*oZn-W|Ls}NB(f-=ZAFrE@j4HUrzZ&9w1?wN zzZ4oeiO|gZRKE6k*(9)GLIyeW7gr2v*)#(;`=p5d&&qP$6g24@J(#5=ybIYh=~~@S zL`ln$ZMuGOViV!=KvE4);= zxD^~<-9+e;$EnLhXz3Cc_ejGTznGHrN!QQ_CnG1lEsF=9#<3$X+^rZ(k8pyIec4BU z>yrwRU_rx(GTmTefzC8WbDI z&F+{rJOf&q#K(QWUewfHck!`@L|vv*aYxSraMgz#@HthmDH8HZ6wk`SeT=e*|LWxx z6A?N$xk07ByKNz)Nu~sZfY0gl=B)S}%%dfGj`=m-T^}V3+QxUA^IkP5?bat$Y4Ndj zApHtO3_K3*x=dhAwI-@9($(NJ#b2i+)gj7QkE7&7_h|0!JTyb8qMog5cZ*B&{f#UGM@#G?2!Yko9v9_ z#TJcXC$xsNLyo_81&0=ecR zZ5sxj?4}5T$;8}HA2GJ?tD8`Q-&*y)x=7y>%Jj%?bV&BHT(J-av}PXe*cN;^Xr{d6 z%`}&WYZF(uL3+d?^r+_Z@(fyUH|!1djIJ$Rc|{UqRz}gIJZz;`s6kw~gN?g;L)*f8TJBr+tQbITnr0B6Pi@Akp)@jH%`wz7*>Dcnx*`w2PYb&W zo|mNr2QKc0bnM|JCognJ&}I0|h-)k02hN80ph(X8)0Ssxp47x{4@b5=zaAqoGNv)3 z^G#hP6dp*Xy;ZCQ^yV|L^BpdpRHiRTM@Q0SmSl~QuJ{5adt|26V^?xkYz_lvN_@;t zDVDYO#|51QXf?+7oYLshWgt5mX$^q~SJpzY0kHTdk6L z!5g%ak;DJ&q!R`2rIV9BcYQ~ zXHR8`4f_9+bz?4y3AYF>!@hk(<)AAtD)fmN0nLDt%SwkPL^q2u4Cs`&m?7vnu76u+ zoQ9?u{x(es4+B9;;=6cDml}xYmrmdFWKSD*KTju5L7>N+iAY zoK2?v5C)1@V&UfSS!~nVlMvsAJ{)q5vceu4g13q_300aY*h!DHgs+TQm&Q5&*?o$K z9ubteCHrHM$$jV@El)t$JNt$cEirI$vy2ys_`NsIm!RgLS$99*bTs&WvnNz(A#?Ep zF$UD4sj7szAfwm6^S1WaRwTZ8TII1l3!8>Q*Sbh1C96^G;1iSrfr(oTzGck6o43Dd zLAY?E4bMh-XhZpGG@(gTMmwy8!W*S5#=srkMyRXqKlrW}F=&~UeZe~E#ZbQbgMi?_ z?}tFFNCWy+7Vh-`FQpH8hDi+w1kY`miPsYIWuUe0RszG)q^L`@#K6McFyUWnx^sN!X2{v6pkMJEjJ8Nu3>8 z-M)s9OCmQYcl~`g0C&Wc%`ns^5i10^!>a0j=X%l$!z-5OCbsC6;zdq#kD z00qLW242qDOG^w~+%EDidz%#y!{+mr{?#v5u6nxy;Al1)xXK0&=5^EY216=T2pS6&MYA(+y1xvmdp+6SYbaN ziVcc{Ijp(3^bw>=6m#I9Oq0ze1Di5o_?AY&^<%f-w{uNC+#Hp1h=G4Gi3jAG@+-SjGLVXvai*Z^!Ie@$g9c zAB0zW8_)dRiXPA!IJk-4g^tcsPpDRLldpr{fLcXhH+ zaJ@NyhlDEi$;%oPnef@RflCxtpNHpucqkROTK|NI~J6iW3BZqDUOvilp~&LQeW& zw4fy87kh8H2RKvpPkn;fdUzLJH zN)##ZaUb~2NvjehZ!gKEPFcx3k@hZ`yc3Gg=LuUdW97R+k%3|h0^F3DBGHD(rnY`G zPipRCO*V^w=Q73+AVRK&Xwk~K*&NIU9jmRPxx!6?p)Oo{+pmj1{(wpu6A26*D(k>p zk0J;*?lQO6%COcGwGvB|W6at@Cn`d78RQi46DAkr@S#B9;Vxw?mjBuQRvBFjknz?` z4>|lA3ebLpMQd(kl!~1aT3w|;z&&#q9O?AK;ZqBeVtAHJd}r0-0tGjct#Q}wvCkk| zp!g)NGUoZ7My8su{d79|{ycIqU!i6USmS;{VBn}Z--0kuq`<&^Nt3U~n|JuN#9`UQ zGqHtE!pTtQ&4w_B@c0Q+Xkp+pF}F)1ED{nbay?PU>KZq{XZ>=p^`=c=n6>|`4lNA$ znGSv)Q2M7)VmhYz@aN9JB(Ro2K7CHfmh6HsQ0#$$d;L()e&@p%t#xR=s&ZX*-l7C> zN=cQF!;~wh*FYF3_Q1uR?Rh1&A1Y4BLR+8)4rNYrH_B ze1_iV9P{)8HE6E%Fky@K=t8JePo{f*BR7a>LEz)AP8PA-FYJwULuwgsv}^-?oaCTd zhB={0W5QP@KoBUJ#KUb38HGwtAJot{wCC-F3ojfzpp2Cq6>Gj;_ZKY)Ox!o?gdY-C z-8|Kg#^{gjRj1uvLlC402;;A*fPR(YlQ_7UOGK|74=np0iavc_8|7cztqqf`EE{|ua<}isruPZDrqj5Ffbz+H=*{*qe}F~ z^1PD*z4L3qowrmXxE*LVqj#{5gpi1B%ETUVmDa6C<<(`4P! z!8FO1a7n?_b(yrpAYfqbyzP4WFh1gYHR@G^%dRW+f{Q-nFu+yg)n93efrY!Qr^Rnb zZ!`XhW_pac2X)UArJ+{?S=alw&a|DD7&y39DZ^oYTWF=k#qke6yIy-dfS%CgfKt;1 z<7?uI68eOu7&Pu~NsjZO%Hx-9By!a*eXoO?$+@Ml=v56jR|Q6|+PUI?jyC*3SoHl8 z`MtDMiH*P2a8_llYcHxw-HS{YMbv?h29h42??R6Tq)L=jkB^(Qq^P`j<@de{)S|66 z+}<}!35w9`i9h$8`5E-YfIGZ3e)TK*xgEXio7`Jov#Q}S z^mZdR>!)vui=qWVfP3UnSp21Sf3?I~x>|U|j~)xC6ho4(s0}KfN(%x@fZ3jHwSr~` zkC)(Rs2Fm-WbbZB3Nr}^Ip2E@LdHNzGPt-`-b79X&L7@|p^?FLc7VT5;&{lbk}scv zy2ICLVZeUFBx1$W2G`_J6hpfbGfFKU5&MDXLMtSruong zsF-nxfG|}-YBMc!z)ndlJh06q!Kx8`H`H3|-QB>3(hQQbWR|zb6j~72xO;Ew(jD$R zo+)vNr7m7kwtP8c(VYYY)3BjZ^dJZ@w?LJ3J?f?eqWl2v4RG$5`MNGHvF?gT zeUi6A>5f3Uzx zfxyE(9Mc$Tv?sbyB=Pi7n7dM40V*l^6H+)>W9KT?qygWbxH-i##>cz3zI%r%lB%)X z(!N-*T|x%v7`Kh|5>^IoDWqie@4I1#5*&D5=DExBdO=dLrvwJG^&=X@Vi+(}V&ZNd z^4m>MKdO0+%3(@yU7T~pVyFR17Kw+vJFpJIK(PiE5A$AnY@F$!QiI4!Wa{uys!^Zc z+yQ9oYK7L1CwcqfscDxNzae@ zxU}IIs!Dc7t{R~$#z66HErH>&*S}JYUy1NSpJSSfe5k1t9J?QTBmyZW_}5QGVY6#U1&@1UhgY}~vnBD)5aN+o|( zlYZpf4=bnzHA#cO;BNRQy-Oxs+}03#@5rxpJsl_p_K_%Nx*2>jog@}p%UHODmLRye zZ-Mfcr^nBWFGbCvz-GZzO--;1N}ea4mts$ou#tti#+t$O&o>W7E8XsEoWrxWSVE5< za(1$st6&P5G$p_>a3@P59X*4ZUX%<<=E?h0hGS+!>7E7wVa@lfnGgg@eBD= zymxi$l)HA5nQN38%F1`QPhvW-gsf;;rqtvp3n6Q*^5E50(%XA`dgA+r4DxL>TfD?n z-L4`waesf=-WN(T)N?X7G%MQTZV!h-G?{f@Xx&LqlNi{Sao;K=9WZ%|)?(lJ3eQ4X~-ueX_^Ru83O;SR8?DV=LhJZfbC=hU; zl~rEp)9`k02fBP1_K)s6MFE7MoIns6rey@#0tEpZcb+7a&D-o``nd&JdQ%U}w)){V z32HZdA~5W-+Ip211{Ut~P+s0m_S@Xh9Z+}c(`5$*_lft=f0Jd91nFkeR)GTn6ghBk z^C;=Pw+r9gSA*K~zHJv4TDpRVSc(Y@EcOv__>&SEShx?dh(tBEPq!tb82;9r!2O^B z4mCs(x>U_R1fCkB$bpGFyfv0-+B6H%3%~CFhUfIye*$%B5)t2~MKm$QUJ0#cP~^bI z-A}i07+3z_nZ%{&de^KYW!X@zelnp-@0T_UX_+(!_q)MY?y0bPeG~D+bMvGH$E5|V zsZ6~a0_TM+9V-?%rbI4{`R`@=(Gmj>w<`I*()W%DL$7JdD204K%bE^_=&OVn#;n@! zAr=D~-zb{I!o2Ad>~>I48dZ%N^oKfDf4@E0dpkxzC@uS!-Z>lr?)ezLqqqE{g(%~P z=ZsUTQYWGyDO3>_N+?U@oa@*3w=d__I_a^&*DI2FjX$E;{`Qwk)Lt+T1 zB2nBb3v<(_Xpd<{LNH3Gymr$*@5??csJt3LShMKsyR~8j13Fa!?mNrAs!3{_{wzm@ zaAVnh&FM^NRBR-nM;lxo9H2E1z`;H3=Cwo=AJmqPn)7r;jonT{m=e01&?IiEV=OHY zYysxS8$UR*?09z?T2WfA|3Epu46Z1V?}oN($3w)*G@v;MF#FYAjgIp16|Y;6q`P_U z%*`%5NSDSD=3qPX{d`Cal*quw{q%_qxAx0#>ql#1Q@l@)tf_-}SC$bV3>GhaEDmo2 z+BAoUc~3^zQuU)fZyCyL?d*3s_rMcyf|Vo|d$D1#tXP#$3>44G#Lc%KEB~tSnsp2E z26aDi)N`%NQpmNk3BUAp?6Mb-7$^|9xC;R(&N*N1b|J?nZdQ3*^-CP!sw~MN`$pKj zf|eL~xZRR6d#r<&9(qnD`Bl)u;e)`I$shv4-S-;vX+hxNo>E$u_h@U7gG6yMz{Pum zs~Y5$$ic&&QB%Op0E#BD7?^J#+9o`yk6kC>ScCMvbvO7x{lnvgPg*km`){5G)SfAh zm5glecjVz`;G# zV8K}&82h>yh45?ms3V&`fUh@S(i$E)(px|ja4;LR?}{fEV`^TbDXUuS%E0P)a6slW zA&1=b_j{o5MllB_Zt9gY*A}k`n2z3_NRDig`V}ezmiEYm^+&k+?>o^0Caky*H&_HP z_jdnqKoh0V9p6I=pALtr#N=waoZg?{;XtZ6;C_QDpO2OAeb|mTR++UU?W?7Fp;t7S zWH`C&9*2@{3Ismx0;|y0M$KvkTqfpHKx|8$mrc6F853#Eo~n$TAy6Ne9K(&a4q6Lgpauurd4{qjKXF%TGiuVe ztyPxzSb@`%WN?r%yY^O`D-9SNa94?QuIxzaANm=M(PNvrQ&sYyc7qQg1?3!d4Y3qZ z1QaRYc1gbNn%mCRN?a$_37Z(+x&lmC$?ZMY%L<3Y5C(Kf0zT%1HTG5Ei$l5+rza|X zW^M}H3LaurHa2n5re3CjL2CLi{d0JxN zVxPi|?yes6U@W@ckdwBe%c)uls>ehTV)&6i59Cy)SOWw1teEKMN}qGZ-!qX2J*9l* z*hkNUWQFg@q?;Hm`b5tw@o^LGTTH&-pkIoP60Z$(%y?g=1wpt;Xwseh@ZVhZ1I9Pp#mTBH ztt-`LPQ(Kt;j!1eU@z8*IVaxvnVhO^@>7k6{3?06e&4;nydhhl_#_T)LSms8w>!HPmk+5DMGidNDR)ljk(*q_ zGhaxREC~qXv%e_PQzhJ-%2hFa@lEQVP%%77a+cm>10LPGM!40RrTM>ya8Zk~$$s_gxhN;G zjORsNbvHH?}U;$KFU;k*Z0U_mx`jweIc9M_udGm;+YVwuAYe1%bePye^NH5cs%r zrFB*MRTh)bWgqv-C)M(|o1q|0GM8+$pjlC3IO0X^TW z2?+5O2OdLGpy&}F_X~8fe)|uPUky)?%AP~&-RXqzL=b&B?d0;HPDQfyp=JxI*?Yh=OUdW{cWvK$Ao-1 zs89O$_p$B)lWu`BW_mQ?ohaW+_au_;IBkiM1N)B2gh=_G z;8&<7nMG}ysObj{i;*KfAGJ33K&c)jOX6@bXGx-GA!}^vC1_-&gRFwazaz^u|DCU% zBtXm+P8tDO0|kTtcTq{}l2P1cfrKhO+Y*ywbO^Era%)WSn1LfL2u$3WUPJ*e^1}Ka z#Gqx~3+``LZ-b&+8UbPMw+n{i6k|Yx#=c}y^i)6GwL*epJiKPx&-mU^kY6P;J*_3N z2DC6R7?@*&$Rg8h^AWTlBNNj-_Lr11IBB(-hz-88g6Um+T(>n}Yj!Mp|IoAW z^NSs`<-o!iIa^|w^dW|p9GJM7OJbYXI4>{ss6@8+46+k9>~tCg=@MCF?PQGYqvcu! zxR+(Bs)LdP+N-M(4xETRJ~}@iu29iR$se@X!X1PGl=5f8&iw`*0nza z57|3_*T%>Qw|ABQzw~qo_ku%2Qe5`_Oo_R@9=ZAJHLkdVb9<`@K?KiPN%K?}Zqh^L zJjEzs=RNcl8dk7HKe~(y6)DO6faRgN_h|`&g*!la#YDSUb~K;bcp01-fR{`!#jd5Ytt-ikfNJ+!}XKhE%iZ-aEL9+Vl+Sk$Zt!&&^yNh_wpQZll zM_+LzKL#n;C@1kDlO|bMRF>@k8Hp&m#Kt|zS`=`oz3;?5wC`Y%THn^=H~~tSItUC8 zG*#){5M<+iPB&J*cx9_8u`!e2q-t#|f@(`&36o}eNP(R16mwwWuJ8pXTrK7=L!WV; zwWn%-@NYxUxW@zpj%SoK6dWiJus?w^Eaf?B+gcG)rL_n4w;pfZ0u3uYCKPGHu!Ut1 z1d1^*nV3sU${T7MG6X1{Pjcmz!4J*_L3J4(;a6WSw*haCQKZ1d%`g@$JvqNWpS%gx z9=*!*=BiJlPmi8r?%7qiW9}MV$gh&s?!E|JY4Otmtp`vbuyL1`a$NTY+&7a5Z_8W0 zyZYyVO$SnwnvXcYrl(2DxZe)#{KAO#1#rPX}sVk;l_}InE0p2vjlPrV40u z4zA$7sYNtNhIe6+&Zr?!vPWLhI5uvn!$Os0F>vXb+2g1jpE z2z@tV28Wh0@YtBw5F?7>n%Vm#CZa8OHZ@$02Xnm$A~KwIx?)ZX0|WPIRz34s4gH-G zjDc}#^Fwruz>2*BfuTEiXbOaZqDoxcs^rVDdUz;b;`I1blV1&8!U2nvyP_Y?6~BE@ z$4bG#U}ByMXnd-{%XgJv&N#^Mp1Wfs%$%{EFbIniQr{s#P}~v^_s&nz(*P5;x&-z9 zf+QKk9g1LdAdB{c(#C?L=@daQalfO3Q&pd@W=m9BKfM^{)ZYf>85V>X9IMY;(h~#j zlU*4Bt*)QC4bgYQnb7C+9h#;>H5sxNuv|Y@APx@$)&g*oTPly6Ul_hrw9pPEpBBO8g6kJfS_MWWaO z2lqB;h6}f&EL}p8wmO%)^%sK|;7dtGnm+m)Eevc1=66HYjduHji)ConA#|tckbyk7 z#YZlwx2+j#FE)k&Rf&V$8uI#A=>*pxl`)yD(QP6%btv8QA$*ed=$l|Wml7HTxHo<> z4(Hj+$A}OJp4~NB2iYL)AxS9Pvp0nv2`CHqj7g5r_IU7@PPEi*{jH+vtqV96tw@NW zXWjlR$QmeO;NT7ozB=EhbvjDa#m0UPEQk>*L7{={=XTu)rAcy)n~^9YwfB2^5P7MN za-Q{kOJsO#2xJXM2nct6di<`(3>e*TU+yl_-ur#2i3_@U^$f+p zh7^es8nB-QO?lKE-(XvdHsGZ6H+?cP8U-~G$xV$JrLGrfxm6zS#o`p_L*{)ZZD?rt z`Tj%a;^$ByAe>O7HS>cbX^DY}`mpTp=AR8nfR?#5wZqy!o)`NFYwqE1p*WI z3Y^6*Lnn^uFH{WKKCUCDt^_0W4MGfGN4&QZs}dR-D5`{;Q1;BT#OLMVStx{Jw~D&- z7LYC7oPeNd@9IKNld!WLG|%bM`=bNJaBSJ^oTMB`lhzRss-J006iZ>ij2rtALDB2p z@HLJ3D1^YY2|iO?K}}jjI3>k1*TME7MU(KKO>;0bQ0z|6MCN>!Nj>$`?E&ZB1`!w* z)qjhFREdItjk}$0>rmqmyg;H3aJH_ad`&TwDUBx}biZ6qkMNz%!#vgyYnrgjdd3@6 zl}@i{5oM2r23g5u@2t8$z22Ju_jYu!Lq*%?gkMN#@T@JUHfKjeH8Jv*;|CQsy>RE^m~NFktXs2pSql<3CCU5y#nU3Xtm58X6zfApog z`Ed*M?r|q7VK&h`X^JpbMEp~ygm zz`|VCOHqC1B9rzM&A9Dn8yft2F#^iC4-goJ$E^Y@8B`3o32}YfT(a&|n4ksX#s=SC zKCa*-E}82+dAB(Yk^{vWn7C8!l!?B~Quj*Kpt~V4xK>5rRNbB^C?wu1QtfrKI}nO=vOZl1G$k zS`_4z{vjY7d3~QA1t1h%ZbDp$o+%J(}5yJOw?&*~fn$~v} zDg%&>Xt|hG`n1Hr#r=eiNMzMkpAJC%s<3UTV^lu)cncv^>Br}H4I_5Ah35YWA73IxpjXud&udhbF}k0f>Qac<{=Pf(6Q zmST#UpMXx40)UTu%8LIovak7F4_cU<5Nx1iw#)S)Q7AiRbTsa#aSO;8nsyisiMCLs}u&J+j&+^b3%*QZ5R{K!II zZpM`bf`xs5KuMA#;Z`+Y%>7f00j&;GGzs^nl9pe^lfD882p?^-w-)pcc%#^1eA6sQ zlMo1)^Smm)!raLfBIL#3Zu?y(`X(Q8NhFsNpVN^7L7-?7PZ@KHkz@AA(Cx2EBrwRZ z4%)bFcYz@6B3x2!u(YdKkERF?E1T+&{Lt>@`YuHx?Y2$y$W5e2!Uj~-{$-H(($kjD`In{9$THulfu)I?e! zxVQ_G{P?-=m6|_gBIV)P@@i{Tq}9N^?iB=xa~H}dK*~h1X&w_Z(E(qz`1|nn*U%U} zI4)CouO7;j))MwGR4Sq$a!VAG=HhOD<}}$YEsShIl}TZL=#ALch0wEstV~)jQFnwe zP{hE*opal&?s`$&RDk9g?3#1^*Lp#cI&$^U?r7FKS{T^4lWt*1U_z;X6Y5%PCv)>h zZUol?UJ&L`QmAVSVW8*|19#(1sQhYaYS)Jr#HL?-${ib{3ifby2@Fin`C7D0nvebE z@Ls;V$GZ@fL+E3e=F)gcHJF$i#H8tbBscTBSEMf1Ir4}C9%PlPO* zJjYW1=jmix5SZAPSmQgM#a(PcYht{?d+TKHL5@|Ofbg=!+JaVq7>k{;aOve8^N?Q`DWO!)F5?U6`!@c$iagL=KI5R&9RfBVkX-Soor{OY#PBoXxg(r@nsiSs+S_aMVVN*ryBkrZP)o#)%CPZjIjn# z>@~(HC{k{}S1E}lR=|oNQfwfCf*@TWu~)uDba?XB?Q#b0;ylMDt7=AqZhAc;#EB^h&miMU!yq7@ zSvvM2E^`{eNr-|o3I1QkI$5d@9kx0R4C(fGh2eN(eG(l%8-#)n9ElrDK?^DHty57xD(@?KaF$l{GZKMH3-Al zIr5tsVc?Qp>MK_me=g6m7Y~>At43D$HG#uE)QEA6A>pcnzWCsqaIQc8 zi|d+Ke5@|`M<`&TbV>F_YY9XM8mHN$t3PSCTTf^8=HZTd{K@va%PalCTT#>`=xvV| zzKjeLoAjY2;S2wdKmUjyDH^??=2Gy6&rsA?jSSN-Y5UJX5NNu@Aw3?T_Qkd&_mx!3 zScl;$l?CgdL?yM3Rrkbf1qlQ^<4uDgBAg&gWBD$flh=yxB3gaYv#se3RL!NF^meri zQH;pI;S#R?1lde>vlUCVbjx?YiuJLB_gd{mVi=h#Hjs#6_JC8|Axd-Bd|i4=yVGe<~xDq4S6>E_2N(E3w2j3&D%qBGWq%r7E z?H;IH9EV5TJ13McXj%+)9(p1O0Z(+2Au-TB1L^fKVt(KIr>S{pQ4B4sg!OXPsNw4Nwn-?h#Kb(Sp zqIso1JJf1{$-PFz>A{L!2N=Z}T+%x;(%cFMOjhCj4W8RaSKXTpoV?*iG zpTTwM)DF|p_AB}sVPKJt_r`P#C@kSi72yhNjKuSlK}yd?a*#2w4}<7HGfOj(>hmaV)h16d(vAkrc+?JI`W71}ke(gtTO z1IN>8n#3dhbExf|=an2)iHqUmX;1UZQ=zO_GlIb0{{BZsQs9u5g4k%YbM5?8Tncua zV)@J#ND8YF1iuMxYas|UDF{g4Sz24x^(EL2U#C=&64<7fq7P;EbP$A)qpwPtK_ETN zs_4m$Ph5iEAD7V>^!;j(0yze12J!XXGhK}GVjR*3W((RyD;nPPp-N$4(KylZaU#xi zw*DQ_lWTF#(^|B^D;iWwvH0xw2N>B^A?aDrf+5qNvfdWpsep`|KGE~mfp?bjkuII; z%)18Z63wo%1%$t#v9k|%_gR0$8U5ZvU#1hxu~O}amww0u+oEZV=8|6V7L;_glfQTn z^UyMV7d_8i0qNj?AcR}={Ckmd*gQAkb-wy8w|D29eu=kR-5L7i*#3_lWRoZa!B_U} zlyG6#dI{-82eEhLHG|a#aNoA^W}vyb4p?lUdeeuZjF>G6V3FPooi?y|!N6cHPK8cE z^*gQ@oR?8TbbcsWnhVjH#sxm5|H{cg!lFY|<^! z1#@oqYVNATY?9~T)hQ(__>hbKiXe0seKS$Q=wXwST+;Q1*rgF&tur&HVJ`ZG+29r9 ze`KL#eK^vk0}3-tAv(~!8;f)ev_N_2;I|vKvd+cM$~E$Ol`QK_DF| zg)Mn@cZ-QsEqyS4@s81nTNR@dj%*37>}zxk+Du9}^v2`qHQi6GCcym|ML<7MS9;LW=bKRL20MNHi&k z)Cjj_c>jF!+0%Ve)x$6RTld;BA*-58LD)FKLm~w{Ormpvc(tVYpD1NZsk!0{p?3R9 zKZ91)2Vq#WF0oyL0oNoN1|H$18EQ{1P5k^(s?bn;NOk!wZ7@Gf)jty+i8+ikiBI~P zj8oK_F1<5dc%*kH@WJ?gKj`B_4UXM4H|U2T(4@c?5l(Rnl_tH+x5bax%Y2@Z`sj8u zlpk(GCdugv2VBcV<1?2}xB+)lR8OU4lvG2*g%9bEJYt|?Nh6ZN6qnh`jHE#PaD$Eg zhGc~ucq4b}oBPVIHwHsLx1%UX@}8>?ZjhlVl8|)qQ=cVRR(Y}w=Ysn;U#>jc2|>7o zAb4z&^_EzqVXdl&^nSO3*b|3(x*i2$pU)3Vtfso(9tV9H%n^pqr(&6%&kzU+^SSnO zuv?_Z>j*57@$6dRijT@*FTgg0Va)E-5=Lwgum}@6EWl-D*kh@FhC8#K9m|u4;_WhI zlV&`P34kEbY!Zj`<@5t(omMIdeOR2drXt})$-F_Ri&z)gq~8uVsWE~eAPu25{;+-b zsuG;g^IcThO9hZw9fcIB%>G+92m;L}aY+w$$3Ex}+jCCp7U)cs)tY~3LN`MoChk3PZ>dAksk5!Y8z}{pN;nr zdwzX0_gVaTC`x*RAoS>O`h`(?m_s@dkXK-^ z*AChLNe@#;_ogp-8Ue|H#s&fD9RX=QauEZ6RO7CpdSKN0%S$1%O64UJ%+0{Q7#akY z8sW*qu&}&mX%nfHJ^y=HY0axOTZc+ap${~*rcT}0;W48igGV|CpznOPN9SH4ZdT25 zn*BdVgASVdy7jNR{cq)P_^%t`(qWo>-_tYg9k?P*e7mDP&`cizNTn995iQGdgq3sL$EqJze(PX!VPcp;r;l?bPk z4p=>l{mB6D)suN1y21K^1SmaB zZK|Js)8|i#5b)0%jSD=|Sv{wmxsyvC;1PGK<9Oe?fC?zephn)N&tKZZ2m(h)I3*Tz zv+s`9`xd-@+pd*(Fa9&6NqZ2R-)?%(Z10MIPk5?9zpXx_QbQFD(9=c_3ntw$b?6)k z#j974ChhMj`S;q}u-=XI?^EsKA$#6YSFBWW@15d$_rIn=2&fG{>=ET787Y#8^j?4h z>!HZcPANE_)l0&ETB8Gf-6+@g=<`u#?S?GUJtcAzOO_4AeZa${%LYZVoxV_BQVDTk zWMI@DMpl(adQ+fN+RyQKH{z2eGUxm*%M9HFGu)q$CS{4=f+wPBo`HDFzQJU+GslS&J&iqjO85aM&Kk9ES05T@FwozhFgWrX?-nz~ z#rrncRu@G4$f~n$#v#mU991v-`>Ow5d*g?MaQnNE5fUy8Yg0*YHVE<&40WB9I_D#1 zT{u0<1YC4zgM`2vxuhP_BbpF|q%W9wZ`T;`SSyuG3Q$TnpXvaW4X+`iYPtW!e2Elr zJ)*@(EYhcNoLu*RN>O#jdp^^KI0tX|$v_G2`$!DlyR?h1c6pkkTpu^qR(HpxqsjwCTu^t{<1$f{F#FY@mtsVDhLCO5FFBVbnh;c z?%SiKPIRg21?b$^0dC`3f#k4DFnT5FVH!PXclelgG~}gXBQdB^K$FSj)Ow|qA^kPG5Z;e&_H1+>?dODNN2FGk z1P(sQiZ%qpC29b)=T-VGNDwqWa7b@DUCNit`0Gprbrype+Naq$?*++UvLPQ z=3R=29pyhyvGSl&rOc8_3#H1uk^fUqpMlI$?oqYbCr12tR)z+GCnB8dZrN9;k+Pwi zp04*gVE$pNBShyLND2in+1`xk%pyIN9_zp8;cZP^3Z7egW_tV(4P`W__SG?ghmSxI zXk6fsu3WVo+xyD(rPPE>c-(`jV|AdA^(ul8^t{eo;uwYvl}PtZiuGcwS7b-v&don= ziC=%~_fYL^IkHH84evflAmEV_O$vO{eO5tLPU6s`J$Sw0n(K>2)}O{epPvZ`gNMod zSBx-lNjnCwoyUH&>pG6hp}I*}bvO=`!*Qfa4z`NmIZ&EK5|LiEKc-xzNKUB-|2X`{ zN*7pFLu{b3_4j_6H~@)(4uP~$6&pua?1-zyRmpDBoswW1aKJFKO6T_LNqNO(sU^T&p!T&xp1qAN-_eqb(SSgC0%#nS(fDD_3ecZH8$tMxrfDoOs>4cw_>C^_cC*HgHK*_@Xn~HV z-Yv~pkYhNDtg63qv=1Z(TEs0R-4U=hdjBrB<+V7W3&WSS>;48=RqFVm(fcFTj3BW1 zr0a(}({CljwPFxtrqvj_Hbp@YA`pb-)0Q$!)RR8%n-*YEyX*l@2AR@@Gm38UA+t*5 z0Ln_2yoIDdGf6Dc`QcdhjiUDG7kIq=Ys#&uy<(_UER#~C+|jO3GKt0oHt9V5fi&%k zU~wlFtFAfLWOk)$0*al0jVm1p#2A*>zeguY9@z>(pb?r&y0=8FC`WHgU_Zu&)T*>bpV1?sTDk*L zq^0|H1dJTCi1ZF(Z*d{t&^;HoNwd0-xjnX-0Xb+M(xf{-yaC(MX_~|*T}w9&Hs==Z z!)v&s(?bt<4s=0$rlx$x8ST=LhynjI&>)aDtHNbRR?m7_hzH!Z9ah?oyTINU>H>>O z)OU*^GSDHAzP2akW_@+KRE2BO?ir0mmz|*)gHojV7QV8KAn-}I9eSOs6D3xr;}Bw$ zM3(7;5QGH?!m4d|su@AxkzR2to*g@XN2!#S%IX8)2~6gr`fq!@q3oePXYR9blQA zr!|w^ss=TRQRSZV&s?J*G0^zTCcWxIf642*qRs7?7|vu*K9S~=2U*o05QLiw>&`=B zplK41M|in`{tQRc_gT@nSv}matY~*EcwJc=5qhxAoY{f~KI!%zwVG>9+w$>kVii}D z*H3%Qf;1@zi6PO-u#b@@u}GWM0;fi`Q0@2aSavx6)y9PrmOzC59zhU1eK`q&K-VPF z&aF)U-Q1*yQs>3)z4+rr>Qw0WNp)jniL<|fAkg?MBwer)D-I0S*-G8Ddi7OzL(yXh z0yQo6BI&?h37?0Jl1ML(HBIVGQmy!ui|J8S`*h=TN#HCr_4mAVeIqj|5bwswHZl5e zU~(U3Ra0Yr$z6PNEM!&ZAP80;9Ir^EfIBxD7x<*Fi;cOH&>me`j9XRxq_isE*`OHm z5QZI}RcAsNXk=iMUX@uEH+{DAfYfPd-{#Nt+0I}Uok}NV4a#Ujgr>=XMf#GgxXseg z{jUPttg6oZIqT>Q=mSmlV@&mJxhWCDu!JUkwWsHZ7$C^Fu1} zOpNY~<;vx6p_&`jwpw1|`#U2D9MaCMc8lFv3psp{cx7_;jnnazOSaGgo#w${I1%I>Ja)&m}| z*|nLy3p^xCjn)5Ccvw)H+Su(>^p5frYE1i#ZBKi{begN)DAbivI1d z8deUZt8QwaOj_>g^%c_7Nir3+-UhrY5F4%|1S%!VKT0$Sx2tq9kUrugbZK_j*>E0L zrAeM)Ys2Qc|p3J2XrD-5Uq<^4tyQ{{s-COZ0^vzs9 zy9HWM)#?=W_jwlM!$_Azq>sH9?5}$m*(TK)Be1%irRN47+Ur6XS{-lCW+Vm<@nsp~ zwOx*-)Zo8pi*csP}aA+mo>&6v}0= z5ro|GUkf2d(;)Ck_YW5+CwG20h;&PXQ^U-vTm5~wX^lJ^WjO7t#_~;R zd3tGcwx#9jr9B?~KVyf~F5)eP+F(wGrcE5u`{`_guR32lDmAsI9jfQBAp!JpYREmL z?Cj8Dq)a^0*#Pe;N6U8QNbQdKd&Zn`?#IB~7?md;v1rRn2?jjmqY;8l_$M8EHOB2m zjMP?^ce1@zU7TC?l|MQ?v0ho2G)_IpcEw) zdF#k~_ewC}VxVClJ*Xt-v6Z#BOv+1de#g$ym{ApKn(j4hLsabm|+l--a;hKv=^smCg73xvOw#l%eiwPRcb{TUUVLb zgF+1&qdBC{5*K_Zuzh8KFKqOjc4*h)`h`$NgPIGt>3x{l{#BunaCeD#Pt+nuXQ^(n zjA?Cy)^|Wvq89DNJ@E;YFdC-=O$;nS}2DwtRdofQ}ZwzUL{&3Tg7?d1uPh%8!6JHg$Hr8&7MV-{L{oa+fX6IWp zz^z<=A~~FlJF*(mB^sqgq_=acjnjzjTAzheI>svNrbPxgjN5_)(R69Y97Y&8q{}~Y zdS*5|`=!=pWT?ukexC@gB$h*Ri28N*OGaLrDksIbJLN!OQfm$vNv=Jlr4@z zF{|0zZ^l7lpqV8$>6vJo&SeM1Po+BdET?7&N|u6RScFtb?eeO1j4<%IYGl`c3KKS# zJXXUu?a4e}sO#<@0H(aHkt*5Vm1||BNJH-WrhFeT#R#XEkJ6sjluR z%MUOc4`7ilO51F$TQ*qSjc4uGJ#${8%8UqyG>K+dxqQN!q~CDl`SF1_ zxM4l>&d6+Z0@%Ap)z$sW#(?cgG)A*XW5}L-+pzdKewgS?lOONFC^n=?R8?KqMle+( zhT%Wbgd+vfu>0u(z}$@cDDW!{k9KJ*_V}G3oJ^32JELGoAl!Q!`YBo zr9t449uH`F>mfRKO=`0H@!P!Kt(DL}npz(7bVF}66tU855{vXWuBp0x^6tU_{0};) z((SS6CAA6Uzf<-(2t-iX4Fg7WV3SVS$2u4|@9+3fgEcJayZ+r|e+OLm9*QtbzLvfY z(j~ee*o1#S!jCl>+gsW&|0ZMLThVR+782hf2rYBDPKdw+YObiam zt?AJf9%$+He{Xw_KxXOc^?&Li5HwD+Ne`Qdr$3%vIn;v5!E^tqw(WO@8M2Q>lGuK= zql6J5Sj1!)+AuZQbql6C+g;k^V|MB|mA5$$X4EYH@Y@(w$YsC>n3Yev6nsd*%n(WpWYj9iZY%}5L!(j_c!k2e;chx*&GF2pU3vpzPi1Czy6 z^H_t+xJE`|V3A%sv35E8&8MhxObjyZ<#p9|;5_A0B!-MD55cVyG(z)oNqAFBoXPzJIo-g=B<4c9<-jEHrv?v9ylmK&1={?yZ1tx zMDuS#(!Rmw`lo5~yYOs4>iO6Hv({XIMoxAjP4c~-cLovzO_PMAD<{IZgU4@{ci};6 z$@vEJfi7?zZZIPBI_;-9kQitf*rZ#do#fw5xi5#ix6w7x)i;;VfRZv)vrozBDv8L8~1DS8Z_QsMX?94+lp%8`)jT&GhGsp?xb|uz5K|Q`n$M~j`rBl zt)~u#dsKJyPV4C-AYGzSnn$|ps#a}7Wvmsxc_KBgVaP302GXVRNDKlmrC%TjG&&Gp zOYCGe_oaCG5a!=Jw_0>IA2)+COH__BMQ!A-600<9j#5ClyTR$lu=zOxsr6hJE}56A zD1!gD8%U8v$5*~!bjwl1Bb@E_DhzcCHG6|cO3Bq>eFevXTaMJ0@t;Rr31Os1BGLu8 z0&$-H`lSQ79`&kxshK+fQ9%hom}6fuixC7q>AP=Uhtd)+@v z@!vOcUn30DeU>t-Mzcw;Boe;0c=4#T1)G^Ub1r+CLgQR0v9}pP@G!dpPI=Qp3?b=E zhJI|zip=p+hfP18G<>4&3pNGVA_tvwr27QK23n*iB%SG&3pHA-#_GbYQbNPVX*Xv> zVt9ZcG}-wVGGYVq(Iv0MET_Js4S0;9yG14Z$$GF=iE<8?H)t+~Fwj+r^!0Qb@76;f zbG`6SgG>ILF0EYfpeD5+`uu{m%oZP#U#@(3y6?7XsXV}<_>pI(#Y6ekCgkAmz24UV zv4JKAE|+k~y{YlCQpW^W>@@3w_mz_@^+rNjZfd<1YlUn&^g**KB!pA6gArPDH&7HtV4nhv$qi-$6j=w2qH}=q%9(XGF?6{Pi3XQ={Mpo%m zU>~zJV_edwedIPA4oa}>!u;Fl%WGdH{BRhGSg8xSucOW#XJnMPq+PU=Xu;8!-G}f= zzHL>fz8hZ*rn&h@lQQlnDKWwzAUz{3eEQ_;qaV|8=MY-$UzNK9bPm+e&(AL=220p5 zY#x9|c+4Wo@v4t|O~IfdQNL)P;HSCF#6UXO za}tH-)-2A)$xxr}YP5?7B?73;O6!!XoFND__r@nZ@{`TlJ`}vUrJR1I_)LW3y_AHb zP`pYlh@SYzmo7#Sc%*xY)eP^+mp6+s2&sW@cC^LZh6v8>xU5yb~5!Zb1&A6m8YTNIB zH!4vsnls^hW;cqtq$|;5td1T1M@u@(?O&B190&zU)DipLOL@x}8CEXoP2FQOd)GCz zUdO*aUCSFyY<5qBf^JHe?k6t-*9Bm@M0ne{{uTG`;K)qeus*X$Rrq{l)Onz8wHTSD z^QX*5F*8e~v&3t61&Nf|Qk?Ex{xpUU7EI)kS(>R+=m$ZdiGfFYXz9TC^&Rd0c+8#Z z@j7mMsRP7@)d)hq@-rbLHVC+ce?G!zUHc9fXW(qurVts>QUEq}ha)x!U$=p&J(?KU zq%jm6y$}=Sjh%`%_q;Jxy?^3Y=<7orW$9X+%d9&_M7klM!1yLd`))b@0gb<G6pB9`fAfpfB&A$RpL~EJ6lTaGleDN?#~UI8E!g9d?wpMM zeAptXRM9#q9t*qf~6B68HX}4sg&U59!k5ta5Eef?$*GBTh^7E8)9I zB{OD4m~qVKfWaOM38LWCgYO}$L=yy$^pY-N*~~AG7Z2b^5KNk9Ty{`|A|)y-w)@h( zc@ka1DNXZlq^5w`p7?5&QP z>~}CxQ=yB2>`-x8)rA53$R-SeXSt(bQC1_^;6v?eSZlf+Y>%NK5RuLi>u)uAr+-N5 z^4m+Jh@Y0bg83LEgy5p?w-QCd4J%EN_@sx5#ZwmbiBqMT>c0w76UAArpi!dE*X^p) z{wyIh&IXzsNavKiw-jvJWrY8H*4&b*coL@#h1}FWqRNsWc?lPAG0+fjNME~hGIKG! zXP=J;O5J%Gnfqb0N{yJb55-TDNCC${Qzedouz$S>=MBPq* z^2a`H2^(-lqCp_NB+W@LEb8shdt3^y2agBdRMP^Nm&hPh@|zOl1*sAZ1CR8Yv;)f* z$6Iy3z{9=cnn~fuY$ikNxv1fWZ&sFy8L1MVbVq<`UQ48jlT^JSef!~>>&cLZrutW- zUmv?C5yP;mM0)*7Y~SI=M*DPpc2D0mCax`I9poFR*@j=cKZ93(X+}v%I!+P~>ZyHN zJ%r~0tT#437WhJ+Xo?IG>y95|q)0r{ij=nY!nLBXb{xVOi!;%EYoMYJwQu6Lq+QIi zF)Y#*P;aH`#p!0boZ7foxh%ldVkQ8Wc4-x|{#$b`&h6L|T^O&cayu40{pOx5#Q68qu5{4l z$uaQXLm8#-kLEHv;vnD>KAje%KXhU7o=p4$YGG^qW}Y6@MNEC&PR0MpEXv@MK5Z)8 zF=b!YB&iFtT{mjxW+;K~jp~Fpy?^jG$ga}d8<$JC>2TAXoBA328q7DyROdK8XqSaD z8NVShY@W%U3$cL)LBJ!dNwMPMrEZtXaZM_k6zJYM7VOv?hcNi;JNX?WG4QyAca{jv z5`I6DREabCR)wL5f)5mPe@2?bVy|#v1c5{P-j%nVhVp(@sU_WAv#ghh!8)`8vPm%s z?aY$g#IM+^U9=85Tj7Ly!V-hM76f^5PRu`%;&acu^F}i&p==I`UeWaD3jgR8#v1=~ zM}vnT{Cx65JVXXsoWv)+-&%Mh(p^w0wc%j4ZTxpy{@|K%Dw9#281xvzKqEAdv|Y9F z+pg($y9g(Ae*VVVcW?!i`hnUQyLB*Q1L6t7at0dkaD znR#d)=^}2+-rKH8l~P?9GumFa1vEph!2v;dJZJ3RkQ8Wa5R&dt@-8|U(_)o}pAoeF zc}3FKDNv9>b$)L6$TBE~t(uaWsb@gd;vr{AIEo#Alim zSfrP`i6hOPhptKWpR2gfTB&l(lFAIzG}9y1o4j-QyX&-}1Ti%d&7SXj6v99g1Div5 zKX=gD&v)xwr9N+^&2E#sG{I(oW`rSQ`ZQ)UGF;M~CBk}@XRDpR;C8iscJp?Bb@14g zE@JdI^7RWKInZ=TK>7rq)7IwLz-4&6>N&Jr+xUqpcqfY5LiCH=nsX2anl2Ha#T7nu z5Ez^0;&KQ#x6=uZ1y3&jgD?c`Omu)S(B!}(-7Dr)k-V?-YJ{%r9sw`3CCd-h(hie|I>Hk!cl@-Vk8gVVpg?oT~i08qQy{X}D9j9-%u{{r0C3CHUcgCGFplk+p&T)OqAhj;zQ@hLgwnGq~sVzhYbM_5D5NNJJM7lXf(eSFl{l+fLB&ELJ zuJCi$8tB_lk02PY-d6@eph$tUe<$ z2uOE+W?K&JXV(|wRyBW4<*i30U}BHjH1YN7z&uC{G))qco{?Ewa?G+?J{T{U?3}gt zs#1Sw4SBz_j397$guATt9j;kAuFAp1&}#VB>7yg`0iA_3sXA-^6GocEBR!TL zD-LV+NtHSv7~;Fc=)5tw_mf&H_VDRDGfAfyZdPfU#3wxwU0{7PDyTLE7elXKaC~4G z+$vUwKxFSVVne!wStY`gdus9(N0v->!BTq_4UKszf%hS+Gy&<-X}j70M!Li$?Hjy9 zo1WGG@}V6YWbM3Q57|{3p^4{Xg6vg& zV>e5!3LKCfICMfCBEw7sVNcQ9K}HbxEW$UU(jqv~E$VoNH8rvzcg>y>DCRaruHoId z`6-OZARwLD+q6M_OSrjI3Dmd4ywb=IbPX{`45#L0WI|%V$UwLR8tZB%v*unmPUzo$ zvfFaKAJQbMe>J^=bqRt%BLj<1*sQj=?HRniU1}89!jFA7R2zao6@8{yC8t0TXj0&j zK2t1q$TuIYD|HWaoHcj#cYzQYT96dR|I^{hC|>1~PEE#^-n4mN`5_mJldd_t&7Lzo zV2)ztL8VHWC6yLRm3bror;h84Hk`&1*uXw zlEX=LJ7$}?Ii&9egc(gt(6W=NA1=x-h`iqoRj#6tO%l(y8Og}5vPg$|;s?SFd2MYG zm@37;P<=g^FcQj&4InXy@1L9kX%fvS5noVO5E=L5>s9#lq0GwM(B&5gAWf=85T3cT zuplweA&}k*Z5sE?A>u(FE{2GG?&-!#VDXJwzW6q?J1GN@YM#wfs&f8MuY1ssZz9|na0(o zOz79J4k2i|?JNlVTmyVT{xk&nnH83`a!!&{h^(_4>OEcNe>1H9|qePw3>2hqiGn>Zx}1e)ztO`y#6Y#SWvPGOjYhAb;$27^F-z41CfRM17X4<*qMPc){V5=1JdY zCE(tYRupI`THgjIWoQ_<^?%Asdr|AyU)iK>VCcnDboCx-aoKsT~5g924B27LNV5 zo7O-e6b&`3C2o3HQVU2sh_gbw>swQ$4n|Moo1IP@19iQ*BIA0$W+}*NnsF79&MUQ) z74k$LQh6nhLeJ7NlM&GWCk650%kidiMq*%#2v-s1)MtjKPr^r*Qlo6AUXzW2!lfHX zlN4kMwo52IY`{ml_t1Oj;8uOhSMAs@G{B=NcHcB`S0H7TE@|I>A%QR~8Q8>&h^k$U zJcXAy2GQl}M&VDRAx+wj*f1E9cp1_p8XE+puXeYXe$bre(~A{;&b&8x`Z{tCL};oZ zTAdfD3yFaSK}dSe#QSP`+t-x8aKpMN?$~C3R~abK_!eOp5X*pV0W=I;(lzz4Wj1SE zy8gy7tZ2)9x1<|t3!rvd1xI$Dm52c+G|j(}9zm2d2zM@ezX1>TW;@4LR^((sHt8>9 zlWbob&w(J&q(FMBvaqc6w*Am^TnPHFBD$spfGskVO?vg)eSL_}G%2t}gwyq#(zmdJ zo7}KT(29y{?Qe8rpj>w~lEQWKCyf#*;AWL31>(CJVv}6zPG1$*U}MoG$^!ivSI0nR zbra(Aj=%p*gv3C@z$bk{Lv5F{t%H9L?ivPfa{7A@L20F_NDMB9ip+Mf@<`9Vd40Y1 z)n<852fdScOu=Dg^Kx3wHO&Z3x8uTGtYubR~wKfjjWah z4`|TDARv8)@@!sg_%;P8GSoei-|EkWoZD|m3X1p3nYG6dzh~N_KD{7*Z&d{L?^#{H z!LXbUbt#=dQfOVjlFNt;BGO&B1+ib7dtM*M{qx+n9=37^!OB$z!ti*6<}C;V%_gx) zlfiqosrkTx5?l;zL;RHOAt0ftCF%9OKCd7QG&YDx4}y+aJoZ?rqf}>xYQ5~|qGNNQ zf6qEZhhsSd8z2lcIq*p*C*}6IMBnMD#O08=HN#BN7?i^^BnKs@)6b#A9t{JF^tZwL zRmkg*fiHE~aKP#97QMDl(0>THpdpV05mI%=nUNs4r0bwg5std`ZFFE+Y>o;uF5qwYIj{z)imn_i%GIdptX)4OOqGxiOUwzF>Zprb}Ek!gbKt zj83)FSuH3V+!ejT^UoET6HZTh2M9twlERF%kTHzNz$Q+Ht3!&fE$eWrG-a%oK)DD!5p@?~(0Frc3L^|G z(n~W6RA)vEcJ$-P44Dkyhi~F%Lf(P82l}UXc|0Rk;*uVI6Pjk(sC(nh8J_9ScjkT^ z0|iUb2*OX#qvkS#z#^R%E4w^&wD^hCHBbYqJEtEsLRm3tRwldpwJ)Sev^axLy0Ibl zn!~xgx@w#a)_*H6y*vQU`@BUMZurH%WF!VQ=}drA%YiH2s|#=pn?s5o2XBE~1J#Jz zX0EvcfyUffk06ZKt-KEf ztTas$k{-HJ+qt8qyI<J5cnLz-yXTvj_W2q_^i*GyZhF~rhsQo$PZLy8S*19A%)sS=C$>XmTOl2R8>?j%Dg6&GM}b$b;&i-yta+d^~w6Ba_4>eKWnK_pozLe?M-LLbi4#`Z$h+%<4%b zhUNL2*E14>i1gkPr@|vazh$)H4m#xffnw!F&x)Xa$LZrb!~wE$Ly8KDX^U zIE0H~$}$hXMe3ku5Fu4cyS8j9^k<+GnzSlq@37sF+}n*Oxy#R{To^wJoyh?P5UDF5 z+{=PpjC6^kMmSOm6aH*-X+IXOX3kE|JLV#94b=}VUai7p4ycMqHv_E+t$ zc#o&`GH-W9C8~oxhc!qHCVO^{fpm$+2QG*3q)fpU|17&2shy3o);IE+_Bey%4b&w~ z-&rhsMuK3Ip2*E!oS!(Q3~!uFeQwfyIA8);xq5;G;kd1E8-#%-2sY_zgLmS}0FOmd zZS@|58@rP&zlS=lsMd_axQu*8oF+c+FX&ogsb~UtBT=V)Q6f98%rlHMiATDQdp2AYmqXxZM z^PotB8bSOn-PBKlVc0$;A>ke$rys){b+X>!mQ{0LuboyW_y?tWaA&Oj-9}9(x`y*Z=l)N-7AlR~CQ>vy;kJJe_h`*5e#F_hyLnXtL{$LGQsujQU!SWZlJWlFHmPd*h_3 zkXfbnO?2O$zLF6J7U}T}adbzR-N0uY!~MW<^VU0qK?c>59<=*Vx5Tavt4kcxX9H?K zA8|6FKAeWM=?D3(4U7cA6A`XCIJMgt zzj`_iFM~$@J^I$XN-FL5-{ajD2*g)MdwrxU5%%53`=JiZAx;t%t;*g2a&U z?j*AoP#)>PJ3HXsGpFab0b` zrim&BJ$TN3TaH29v>$;(Q3sG1a%28Xg*1tVKtTG0{aN?ro!u`ivakaV>X*9W?C1Xc zHcu~Y&bG8%y|l-p|L6B(g&;KTJ;yBK6OvBJI7J(1U$Ky?B5qy9?Ko@=t}mhba1ZXj z3ZD0&i9y68oMu%__lZ`j9>fEUDf1?{_8UX4;Ru2-HT8rRBfBaj9q`4fM4i0nB6Y5- z=un_|@?0=wKM`Sg?|iA65e6>lqPq8y_OIm{ESwFKi*B=@Tm%tV5&rT z(SagY%lu&zUd=sI&5x?J{{!+3X~@0FD)v8wj1nzS;*hSXi$5#x&z~lhD86bCEbBcJ z%4bkUDOY)lCIo>d1p(=G6D?J5-zMeYiyP0>OfJ$pZ46a&sRf$HXZxE&WS~ibOL{iI z#?19dLUTSIt{QGEG-)0J=Nm>K2W`9JZZaeW8U`NevuRH4TJ8GB-{Tl2ERNg0Q4=CV zBof08tMs23iGfY}*HCaYt@V0gBmR*NcN#T!?Ev_FqjuKEENeIdVW6>rOL`bo{Id7! z%htzu%zbS6bSF+T4?2xQ#oSvi&)CT53rhUo5N6zW=w3qr9a1MEYeHT#0Qit-^8@y zJ)oK5D8H|_poS|mM2EtWcVr<5G&%@~H{xnF>=L}M#d5`-VUH7h8Sb?A2C{ci$XSjtN0#V#zAcONJ1FT%<=6vJS0a#Agoa;Q*(%oz<(_>v6j} zxW2XENd;U|XCpD3nerhEGORTJ#wY!YRxEZuwYp2HUCEc1d#%(BOlDBiZ}awVo(N%} zsS=Mxx-EUH!OSahm6$GhMxMHS)5jXzROf@_(79)_sszKZbl?z9Ppa+hdtmZGjID%9 zz2GrgH=q{$f>Qm5O$qx>GBQeh(%l(q6AWkY3h_BgnNvS#whv@Ll>QMxNKqL(S|WvE zYYsfpT{8Omwp;te?`p7|(rlhi+;S683{)9Wut)oy1Ou)~G)8j?-vX(%+Ld&k*M+-= zB6H)=v#KB&>=7AU4F58bK)}U7gCJrNPG-ol><9i&P|voE}2 z#s(qb%-&gTjetrUe9}bbWv|=V#6XA*)b^6}MTd_tN>1`Qgzc($qFG_UtwAg~Ir?Sf zo2GG4a+2!J*nZ;VIEfI3=K^7?>b-w<`s5p848R#xk3QMUCvUP+jdF}(y)3&ya2js(7*d&I-Xp0eKBuW!!sGEXKy?rv*P&f>kBy`Ti*po z9R!2b1jGiLnEGZ$7+9n`0)%mvh1ZNS@eHy4((y^|8Q^>Xb;N$O=)hJ+Mu|;&?5e=f zz zi)Z?QyXw~>48A6V;B*6x3Ui3)~(Dy@6)2KNl7a!<_Ot^sM%76f6{?!qc&nnZe+ zk~sNc#kOrNID{DoJ;(j_5GpiKr_%#hT%6Ag0`UQjmc$vkqGmkC*eM&lcWyl-gC0<8g7e|itQecY@E@(=_jrh`~>+1>d;lYYRqUx5ZI*Ge|o#;zt3GKHKQ>U_{e-o zB*bWHGqj*^s6zq)Pi4@gKzfnv+0ulPK!-tG2!8`B z%RR!nEzL8czv917^Atx1XKOG!`~+bT?XFK|#Ag=iwvv|Y&AU4MzhJIGCitqebDIHcYLF1Mxy8EgUJFSJdO^Wu#s@Vi8wUb=HH=qN!WSJXnQ$bd88_EH)I7U?y6 zXK#2P$_X37RcYj|Kh(d?vy3+Z998h5Py z@nXpu9m6}jjxK^CB}$d1jLUMBxQ1a3tB`cRUaUM{wfk%a?i(HkzquBC17ZVJ{H)=> zvyf;K?%imb#3dZA3iTY_j#%X3vEJoTDupMPf-{s?ks`eenY~UT1snohkqGDMV;^tX zI!ggx2en3I{q&b$Hl#;m5rWA_bN`eG0oNm%5O}25H7f4bGpbQ*#;xkPXExuNi z((f#_LU#PB9W#32SzIcqR}px)2f{#;0*7>nQ4m>T{rci7{M&O?`N3u5MsS{(D)=N% zn0QN~NjMv5a$u2m3^uh<3DzOFV@N%J_PZVzu>464?Zux_VK&yyBJCKQvJ(2Pb!6gV zIQ+O-@tx>fsQ!5g(c$F`6=s8nBGPHSAR~@tcw{c_8Wv}Kj(#v7$|qSO2$oYXf~S>e znuJ!Vkv&nI9hvZxcXBmuS1odaU1ouI#ttC});f;h&Jr2~p&H@tB=4uarOgTtq^h5m zR)h9|6QD?s+G~CI`-vh(gl4k{2N^+yvz8nTq*i;l8qQy{X}{H7w?i0czJX7A z!<)W?{_gw|1N_r4y|gs*p@$rVf!fnhet7jKMykXjolo+retN59PCuqfX9oNu&JBEl zj1sj-$>6rn8%PW^RT7fU5RaMWu`HtgJ#JUuKly%*NfH=xe}lwu?ml}BqfTz(JJP+y z3%d7a#s^|_C|H#_N9%D1I7&>7HC%OW`vwvOjSno+oIV@Vt5(G{&dJxx$Mzzsy`$4BZ9L1LgmV3A&?lTD=M`jR6Pk;uk>uph4CUvCC@{jbrGhCp= z9+e{IAIt=AveL;wx}!m8*joROQ6nC)UJu-MX7w{@Gc?s$QoDVz3dCocS>><@f8V@2 z9A28-xPb?(OE-jQg}HN})E?EZ*EW4qDhxhy{~aT`?{>0$NdPE4-1eO zZboL>LJ(+TU<(Kjm)J}goVa61iVWI%KV|r7L1dVP9Q536Qyw$YBp&HC>1zjD9iLV| z!t*hMZH@`&ipN3u7#0%4>ZDiwkQiu$=8FioS*^7<<@y!iTP9LXp1WETf8D}G;|9BvA$5}G#5O~=DkOU-#9KkNX9p|>GA zBz`ah$0uoG5RmrJa=!Wzw|r(I{-r!i~~~h>P9YS16AB_wt^D2!u-J z4~2~AASB(@AnewwsoN?g2eU^1XucMhQ3^qnX1%aj#s~wOv{gDAv&VI>JKp^%bK2GQ zQ+_g7Z=jYD?_k!yx8iw8#*BjG*u$rnxP+|;<38u29CkXar$;O53v2S5Yb_Jz6`T}G+RVCBO`3R zaHP9rJf0XE!#Qv$J7FZ0&bWmzxD8ZlNhm#R<%;wit4(6%PfweU#d&b2p1cPn$)Zx0H0)J&T_a-8}PWfz?WxxIV z8mSH$ORi!25-3)3L`Lb3#fJ!qA`ROvCM3NHDtn0Ecyr!MJkXdEuiBb-qR+S%v(MVyP% zdE18{oF)~(*Sgh_CcWF=TFgk3_@vu#^}j9)+;{~aCzjcJ$-OY897@Pg%fDz3Y_dv{bH3E&y|?dbJOo+48cvBpEkK-^Q<2m>L1! zlA*3PST}XfW~53y(({MnpSw<(Z;;wq@~f7{YTpRRy-^JT_cC(8rahW(V3A(Qb@qpk zMf%YL*jZK?v!c)JYg$k?gUXAIto5&x*d$z)Xb?E0_kGCqr3yovKjJ~gVsqopZT(=c z*#8fWRVM{Pnnc6EB0b-b*8MbW=K-oa?|<8H&%DkVlKmU zu@40EfBlH>2=v@HHtV*A4&?D@hnEMWEgW#Y%2+xk#q&l^c$g_{2! z2?YGxK$8NGMRwLlKjy;w$G`OT{IQ}ddWGkoD>5gXo-ozi^LAPC@$sG)aS#NW zD)C9zK(mh-d*8S3!1ye~doGxIss>`iBm`l@J?n8$$W4R5B|QeZHYstPeMD_L))HXt zSe3Ev3YcCUk1)8nRx?|F!zDegl;&;RS^Q%=CI-(F0W&skdkaNMR5iV+d`TN4F$hQp zdufk%M%jHDz(3K)3Pxsyx_txH8a^UI*Y7R@kKxb>%^~a?oNm}1eeEc98P_3rFu+d_ z#6X=g6|H$|4atFqK}dX+uW_W~%iAK{vf7;d+gfZt0_rX~jWASSo!TJ5Fn7d=5w`p7 z?5&QP>~}CxQ=w6s@S+Bxz3mq3At_Bd?`-USD*;^LL$z}!`@CQ__{Jrj*b~O)G;YtR z!P#)|rq-th1#0Wtf8Wrga`i@UayLkv10E^SREhZC$KzpVul(s6Y!KkDOQ*6v&RTb5mTGd-uEvJXM}+Cw`WX%qTQ!ZsoJ4g+_a}lIFNIr3U4dd z2evZOBLQhTXD8kZZ_+NnV~m*Y#MZN!pdP6q3_aPR3`Q9ELc$59wKshKuMA-HQo9%0y`5E#e^1CO*SZSw!{!0uoZE{Cp-zN!rdpo3n30;NNl{Xa_BfZHS* zpLra@S3t!t72ZBug5QymsW$&IaHSQ>0xUpc*lVRC13{pfRX&@rP0~O3_<2@%8y>Fu zE5H4A&oqe9R7bk*rS%$+Ceft8CH;3R%lXuh?~GU8JkM#|@(4&A3x%sqNDPDbnz|Ta z;E=vZBzHt~*U32-XTy@*!{QbzuvN?vVHgp>3xzPyR7pfU5un#K@W%nE3m~C4buupR z0$Y@JBMkgyn;tQugOK!$$tJmDb#G$(@s!f%qVMdA!90Klf>7am>op@W2uPRS#6u#x z%g$0ueCjI#mMevTbt@`debe~FMuK73aFuk~N*rzO@#e~XJmj8RRJ`8#{V0gh4oD1d zH|91l(j*b-dpIq!ibszrv}48eHG}VG$-DbPA@_R(;r>)zO0!oN4CxcyZh zkH5qJpK9|gyYot9Au)_b7-9`y{lZ8LJkk?a`t{C>1X*=Bp)dDrwdd@G{F@c>Z%?<{ zgg_8z{!Jhv+*a=uBd6riBbBH>|Jxt821B959@V2{U*dm`83fWjhfZOezUca8;qHxB zZ}qocAC%@+MG)d`<5CzwARe!V4MisJv5*>WFdHv&b25W6#0Ch$NTY0K!%70uZIe#B zuhc%>Dy2x1zMN3nu>>+nN{G&rp1-MMRBYgrZaNfxO#W2$sSo!Iy)K;XiQoCpQ>;9w zR4KEh(n6^+Z{&zg8%BON8D+o5j2MGJbo;6>>j&VH?kp*jZCzKqyA|uoNagZwRxGT8 zz76-0Ds2(0sAl9EM5MP6>GvKkU66bUcMaD&g5BE8RG~c$)BvKISqivof)=l`)Cjvb zubqzjtMa074C30n{>o<)Aoo^@Fr?HRSPWSu8V0T!;Y>i7p5b1bxA=~9&%2B2>#M;! z^bVv-qjpzKfhbLPZyds1hX=w`%MbJo;cWOjQFFO_I9xwGk3j4-;CnIS18F(v|1(WB z)T0OgMmJB%&2&!$n{cUfZ+95@o|aLGiR-nOEtryoxePpH|^ToNe*l^gaU z44hBlHjpyWFbGL^$gE8>F;4IA$K`OqQ(N9o1UIEq%QM$)Rgi^9O=AR`^l9IgN7bRF zfA(Nshty{;riLz>19fK1KoCslHsv$YB|d3g^49C)Z>}zmz$&@CZG0=30OS)(x?pIGeCS8s0n!7_VY8DjneT&Re{Vk1u%Ra;Y;JBpQOVrHz8b0so z!EI}9+UbRtN}x#NE`lI;hg||`5{(QZ(sQ6``!9tKc}UgMwIg)?u2Too8R>`(zxPbv z$Or?Q^wGN5R&5otyi<78I$3j`>5zjwWLZBV3?I(?Glv-l(m9!ew1)}%b=z@9U&xJl z;;K0j!a%huo%%4k3c^5RG>ddo09ufi`sqLuj-mBdO|u(ZP^a$7`Y-67#mFkL*@Wjz z%G%SSyfpeTN}mb&kRM#{4^2^0<9nAb88TbsLwx_Ijn`oEh4m5uJ2-7LXA~aH)UT zFSXHE{kVa$;}T790Sk3Z^O2s(3Pyquk`_d4=kgARdOtj96~`$jYq*YqK53g%hYAUUWgS=?u&Oajsy1JztI!<#?WV&MK%`7w5~&PIA)>E zY>lZvKsc!(_v|a@h6&yiEpsbtw(CMaDBn$8(im-Mb{SG7niN>1R|a}D_u5(IXW^<; zy-oYPg{cduN>sbj*)c2RAWqXl4dSP+V*5>6dNRZ~h?7a@D>ZAuu=O`Yhv{*HSx~4! z69k{ME_pvm{PZkWN|*i`)u@w{G|U zRah6b@2omf#^wbY{a+^d|Ldy0+g{~;Jo9IEcCspd+g_#y%0T;gPCBMx@wR8QE*JAW~8|L^Yqp~2uhiu#auhHQ7uX9XV72L9_Ldi$ABk9Zf{A zge=<%{$D*Q@L!kmnO^fj$HrgY+7l3?4O_eCkCpnZ0|mz#$9hoV|MG+TzrHZ@XGhoA zn$`NN1;y^w<1;K9?;4bD(4iT>EL(TC*bcAm2#bnNB#yn+|9_d__^)4ZINJPUhZpVN z+atwumqi`ZKzliQtukR$n!;6e6Dxe)9RGO&Vx!5sF222E|GYWgJ}$I)j&@?DX!rKN zulLZ|fD>!p|F}+f-ZJGj-1y9D;%;^=nfv!AZ5dE1!IGu#+I-fKHm6+u$NPp>x9)9l zeY$?Z7O=0fs&IrJt@YJdKPwxm1)nXT8xG(H&wqWQ>(BA@;H7i+SI0_?h)`+q&78V} zlNhQi73fv?%>UJuJpc8BCO!8&cs9*ilTkqlE8n^@^bj zvu0Kk>!lI-p6G0VA?^9E>wrdEReSr_+3XSfmASjss4zi$>*u-hL*_|yU+B6L*x+*i z$3wbP&zv1+9{6ORSzpfIbE3zex-cuHzI7e?v9!(&I2!)z0?R#r$#=KQt%>#}>!Z0n zpT_N@eZY=hPOIL})BXQ)ga5yF!`Z-qH|;k){L3~i9UHl&*Ut93hztent9;Az|CPdV zy8h#y)T(X8jY-Dz?T*WgVvflTu5O5~8_+9MPkQ&m)qt)i!C-Lw*F`|bH=NM5$h(vF zZ*;161IAweNt>Nc?}02|9xe9&WrOFxuCM%|?}t10UE}83Ce}Zr*WEbaeOukffub2H z-zPq5eWUGr9~jY&|N1?Ub*F#7z4_it`$zigtV?SO#OtMcm>gsstvXZkM757wL)yO3 zz|Qm^XS2rb(*5g%H1_0%Qg2Eg{!p%pZuhfYSNxE)rswyWLyHvrD-jc`V9)M8QDM!gj_ic zOQULP(MR>4AzPX(ih<_x|Fhc&OM9$n9a3b?Cu_TDqPatEyo9Au2IA{mtLDqJ`B70D zc)=HPV<0T;u+oOQUnO*n^6OliMwGbOX&75`_#)d!=Z_ zU!Tb=YkOv+fu;Yx{1BE#^Wdi&!@q?M#aW#sD0p=Y)CM$1NSrz>jqdyuE1n~?fF@2M z9b+O5+AZWYzOb+%%BAnJ?t^TV@6sHx5C+oxAqT8sX_UWnp?SyrvJ>8#XwHyzby!+1 zMH^T3*n8Ot+kZf9V5pZ51jIi0XDN+oZS@#j9Wq2=Nu3|#8S%jR*){~UGq@RP91yzfqklK^SZY)
YA)47jW+R)I8CR#{%AuQ~af_MP&EGuZ&z8{ zR};+@QkyRMq;)*~S88|6WB5tBkUdpC{Op)l!z$lBIrwg7;-NDD(4~ zmr`9ubq`lXrVY+vqVb(6?TO|$IK0K8;fKCdPNadQyz35E%{HOy*%%fKT@XDN!oUTr zb5Iy$wl`>m?1JMq76|i%ym%ef1rF6{zy0j}EO)hWxedzxefcXaZG@uz@G1!E!B{>G z3a*yNK=X&(R1Hfjr)U)mU8^r!nk27*<_$@64NE&u!(eu~ZL*~|Of)AC(a;{|)Q|H* z52>(w%y*cyv0Vq%1CBW`m1Z0?ahhO!iQ0@@`ld}0+0aZb1I-tb(iyhdXvAM$7I%?M zdupRWcMEv`x%3*AMzN?anX>p~m#%iBHlVq{Ue@mTG@VnN~D_G-x*$j~ORdwEWc~q?Wx9IUmx% zQg6uR-mvX9NYUDSJ*fH0A2ZPcAw_P((k?36fZYc+$(D}EkJ`XeCy!jv4lCo7aGG^s zKt(plGclY=QDg-}_sFf(DwC_uk)>rIjO$YcG4@vWGg8okWv+RXsMNk{iygV93NeLC_9NZ$) z+7&g>JRx`g!)l}T(Sfb0LND~;2QY6j1C1ZXP(EPhAF6kerTt}tK?nKwnS!v==!V#; z5{Wbu($?YzX#p>rEa{rltlu9@leP6OVW9baZ1qMd2}?7lhT2r$yIY}>2AY${-6AM$ zU004CBY#fAmom^ie98Mp(bi_m^`~s#shDZ8_?@anuD^oOEww|Q-_ZQ z-YBs&|4;3LW!m&|25k=hkvXhr$(~K$DAVedH_)8?b4p|3dWrI(C8g6^ji!Esf>T#O z8d&NNNj3}HLx?tGNS(rR54mTg@x`D|^|v{@e45jkB^6N{^fxcxG@n%3me%U33C*^y zWS}|uCu_XwAxEOz4UHOOyXCBmG-x+RNQH*5?M5%H?TooH^jHCDf7obXsfRDPXn|k9 z_jt_?aAOsNwg5i}rzKM9;b|Vp{jEn;q=7ak?;-h>rNgRj(gk{}8E9TUztPV5+Qh`u z%z zYPU%bCkM&e%GX31c)`sBy);|y$^1#Pe2ZJlKy!t>+Zk3{6s0Z4^2uXlZ5K>5Hy>Ga ztbTBGtvxbrT5Xdy?o+y#ouOrd+A^(P9i-WO$`*qumA2%k*QAntnx?LS_U|JhVcRXK zYPa7e)P<|c*7O?`{J=&7pL+7LM4ukY(zg{VhZdN`h}5!r25syBWvWt^;`~_64AQ1P zvOrmYZ#`(4dh}70U2vuNKv+UqBzLA&`vGCjjuN+-H8&$WImYb($QY0z%MdMlZt z{hauSCYTzov4Q5{sWf!Nwz}lFL$bC5HX2y!;)gqQ{O2ro9cr+DZ?|DhP#e%3JU!~P z>LFDk{R-C$zthS!MH;l5i_eu=lurkzyx2&#G)^<5fi@vJOUE(&o*vSyw=URdpv}v_ zrgaqUWW%=|UihFs|hOQU)S zEuIh2#6mW-MQvcI5QqNfXyHI-&9l9rJ@yVQhk#=7RGi#Z9wzz?IdkIT(3UD^|>ExYnl zIr+P=tfxVnk4KK5t9Ba~Ew#qd_Pq==H$T3ne1zQh+i7yX^Y%8-Ts+Y=oa((<+Lit& zx7%Mf8uVT_&*KQE+U=KPYmds~bW0zDHV@Cd=%;9p5;w0bYwO+DKnw7|AO(A84fXDl zwH54Vp#58lFzm>p^T`xJ!E0n%`2I+PcJpy<6twJe$x&Ul^pK4Pgfb~Tg6-r zWNpI-7_@nL_+o_eLdn=irdZl=!BsxUK;w~P>byDM|MozZ7CRVWV5o3BN$(B~in%JX zOgnF*ffGC~wgaRzwH70Pt0?bvrw&AIKy&gzpIFfbOqi)Ts;@l=X<(^`ABUGvw1P7W zh9)4Q-+NpM=#0 z?dA))sTy`*(YeQ$Db0Jz+UNj7OLOrX3yYPu_9=%|l4)7h{H~=1_(GMUAq%5FYApA+ z=QbL6!4vX~Kv+vXN?W4fF-c_F+TjLmUcSKZr)X{3Y}zba`tt|_&F^75zzK@B`Nt$d zGR-^EKnw7zKs5E1Jk|5CZ0ScE4cg5a@~mpucAKHRaB0?sOBM|$q}`(o+W7jO@)(nj zJv-cj;ZO(~ZGd_BR+o~bIz3FVL0&f$A7h|-`5KzG;msG%fhTmWaUT>MeXNPbPn_wo zydtBbX}lII^2X!_GTrB5DIm z`RrCj!QR&l^tNEwd4HOOFfi25lb5e3+P8_nYBqrBCnF7{IYZth4C~SqinhA_g3#;D zsO_PR2HJ!e63rlklBatoTe@rtY6F^Z^NcK=Q|$40nbvkH(!f#|--c5>b^MaqnxvK7 z(@ZqJojj>5eH!7TSJw90MgvQQ3lQbiz;gE)^Hv@To2MJJdHw7(ysfe{&!RM z{(XBW?DRHT(L6P850g7@$^`~mfbZ#3DO#O5g>K8V+a{VPq!d_KZFD4)_2lK~GHu~P zgEj|`h0xaH$r^uO*$d5oK^k;7Ur5Efu-eKhT8`Cay2-R`i%c}0;6N3l11mpPl4&n& zH0U8dp6o+OD_76tZXvhZ`o*XXXkPv~rO5G=_`9HL?Dvt?b%}|_Z;R1$&9S0Sohobd zEkzo7foG-1SK8J_YMw`?eX`NOQaArB(4k$!ewj66VfQkFwtp)|h3z2}3n^H!+C^Dg z&~gLK!Iwz1S;&;PV-~B2;AB~B1=7IMke5utN}~{Y=>{jl$M^1&2yyON?Mw} zQ@hBtVKUu>a9Z>xWLK3%yc%Hq0>Q4v!z*&G;o2N$5MN#5#RoFhgGtr_iZ%L z=H~-}&i_{B8njcUE!lwDfEM7|XmMX)MB>GA2Wh<#X<(_7$Dk)FFI0S8EHrHhJ4mig zNCRy=ON|Z_H>KQJPL}qk4F=NuJPtBa(VE|_aNDAxv`w20(s+u=4F!u)$)`D)?6JiF zbMaQASvOC)-kKDXd|QzQhB`uCW(+$~##a5~*8=k#a{u^Zqk#|H{Kf($q!;d;=ax*{ zyA8D=jZbY99Y1>K?o63BXuE;t<>@cs6>WC!0K6<^&6PpHC3hHTZXO1Wu)(0&ygcW-k}~w$ zf=-&y*8DvNX~I{YLV{0Eu5BrI-e!9ZG%t_bpH-F~DHy$^Y-yH#2Ab2uzVoy%U9xF= zC=F+~=QbL&8<$4slDP}|HM85A{RU}ney`}EGIVZ<2=!z`J0CF6Ts#0xi=)TOzJ`AN z&`{4oq@kfKFZG?0wl~7A)3UVpHW*B9Ef!5p3Ldq6(@K*k5%DO}zz2SQYm%ZMWrjDJ zCTlxvqIvmxhQ2UM3+A{gyL7}c)CQJ%`Hq>c1Ux#^^@^;m!f~X5r2(FSv|7=QzdfVL z9*BDaX`s!)<2|&Gys`h4Th?~LM04|yF&$wwt#eD0&^z^{L7SgXyx9~j`wy;VvbMUX z3^WhlF`rjMq2-9A5#%p(s?$gVFSvMQtEBQmxfH0W<`emMNM@B{-WdBE%i0QD zL>gG?0k?#U8Mrj_{(Y0z$N9y5-qwEY^rc7B-_>xzNq;g=~W9sTL6CY@y385<4S zO{keVQ_&ha`n{0*+r+D=4QK(Lj=n@$dNktVqq4S|*9Z#OtTI^qb|Df#wN$E;sD{kM_;AHto_JVm&v}+6+W94See7 zx$@-|t>A;Vn)Q9>I|iDMN1!PvnEhzFp_Wf^q3XVCpz$Jen7_^Ilc$7O_wSO%;L@CYn$_c#)#LJbgMeD2P5C_sF2l z!Gjl+{IcOztt0YKsP-6XI28CIdVy-UBJK>DQ}x78kcK|xi)h*|)Xwp6f~@VTjRx9; zj5n&RRO-^Hwbod`fi?T7L0iZpf?-|SQ;pI--R35-q#^95X9xpn{JO#!wA`P0&$rIGlsb*_dvYzHs>VIXR z3FTVoe))*zZcQQ4zil+I)X9UN^OdE?3T6#0(u7Xf^V*<|?>i{3Vf4A<5iF0U{nr8X z6BIn~FB6Qf8Pq-7N^SpGwN$2+c!M-B)W;+DPDP9RtX!}>uA;p)(7b%2%&BN6GHuu{ zYddMA@rqBhMjdyk=Omdn?j34_?k3z-ppW0wcvEl6w5sn7G$)^rJc_op=8)EMyCwR7 zH1q<`YuKb{V=@%qA#1y8qk*LkUWuP}ST(%cLreEzf1CZ$pv@EVj$ha>3=OQHT@!Z5 zmj3j~Ky&hPjANBghZc()`n^JJ8U98ZSQ_A0bZO>ocW=4Ir;kiDFF#70rrPbzqpdY8 zOL5RI|7_6453%Stx5~2L_scGA_r(AU@TEO<-Zi7DYRco~`D&m!dEyH#?Yj<*mCn+J zhQ7AZp!4!E|4_l6_9%GAYBluerf(<>U~Yawe?b}A{Zc1Q)>hAO;q{jbgfby(m9_&l zYry-)YSR7ZPgRBuk2KKc&Do6BIl+BGO=3`S}urPU!1gPJdSp36_e4G-x&_&ID@&Ib8M{-a zJ-5-oQa|4lQJJjs#g?p>eY!T5L7Ri8r=3@p_Bz-(oUE{c-$!oZ_0`B43rwo@xuH1t9I zL`VZ^{GP%iW#`5|Zz{;GcF73iPkGR-zw6bfYRY;{PmI#Q&;Y+rOJ!@jt-YC0)>bcx zf#&3;ugRkeAJz!1B7@DAIw{hy*;vvAJ)zXW>F#0q06luw1_MKVJbR$IGPLO0e2HX3 z7bi1F^YeEas1k95PDRVev{uOtG&et$qzw7jF{h`IEzOYvX=o|Gk=RCAnrrAtcuH5T z+Wz?q3jV`J11I?T*N-Y+-(6EgbF*M$O4J54FV9aape%i}cB1A2Y>!k(153Sp7N=Y9 zy(j$|S{fF+TfWo=8Xxl0l(dxdHuz1ytU0e611SZRTE%Ea>WJ6N>6N>ek=Ys;h9Jtky8WzcGTFHh&`^Ji7oRC=nG z5n<41K7Q)AT{YVEwvG>$G&D3xCIijE^Iqu6L+t*mLc{DxyJn+-p>E!6FBPq8;c!36 z+U8_NZAjw-fwq1#v((jm{2FC3(ER*!MVIu##d^0=?jRYmA`QIY=RsMz{j)KB@HpAh z$0nMW7amBfXun5vXfk#fBY_Ep_BT z8nl~>m(8F&tFFxtX|j*r*l3{5#cy;`RiN!xN92<&-If!z0nNwv2~@l!`O>Su%9i%c zWuUouPHH2iEotJV~}kC0jbxh1#IqTs$9=LR&>ET+r<2>$nZHfN;Y@ z(IQXw9g;0g=`qkee72-3^ydnmdn?oK*l6Gd7yo9_98#ywPnwe4i@XMHE`G8@xlErk z^$U%(;}@`%&p-?C^*C9&{>);HPjmW_X0w##&e6@OyR#PzlzYe@HX8I0CtruqqNeqb zjl(S(E^0OeP#e(rr=B`*@Wiza*`;0c8DK7+IEXNBX4Ejfa-vp<)Y?R7# z#>mZ9su0q^qdtB%97}22H0Xt*s>ZHy2%<69Fgt^5~8@QB5F6i_%TeB!z z?Npz{Rb*`)OCb#`b?|XDMOnJD`xdcYAN5`FZi? zDaxnS=Z@Dz%667PZD47D=MK;_H1nRv(PSC-FKeK=crA&es@>KXeY!;ULeX+agLZTA zJ3wcYwv<19)I5a{xjfRqQYSAJM|0(YdcPI4e2T;Ln2iS7_(y?KZwGg*w9JBG2N_cV zr2)*x3xN$&v{yZ+gg%RfF`B9skp_mcuq@5HnbBT$$FOih<_iFDSiGw0R$zr<4b2+NwxH zAMj1gbk%Md+7B-+YkOd#1$Yt-ZJKYq8qz|}>RVb3wL!bNc#dFZrLD`s`^{u+t*avq zEcNg*2K1thqsqPRGA(Bf15F4(Q$gcR)fQ>Ocz@VvV5x`aKSx&DmaMI-i5YLKY0&28 z860$-w%3i7n$)@OwM;ag!9l$@*MXWh<^GnhHqyXSAOAE{-sjtd1q;cvuO^z1W_4Hf zx3Lla$}ZFP*D+{w@iWdK)owTLblWY{hSo(I^fy0W($F+MtwWkkR)523ylg$BVY{)D zVXD}$%a!+`1;c4PR(%7^!3RC9kJ{J#c1$+(jFHB#0#G*O9cNF?-K0qkP#ZK`fX6Fo zV7Z1)UnGC9YBfX}G@FMNMVmfoeodKn+eCBo$uhaJ z^g)q2n*G|sMyL%e_452Qx(m0U|5r_{p?PBi&CQ1bt?svvD6YwH&Dz93bMg;hcxCCi zueT4&?e^S6^Y8<LJ1X zmt~bdfZpav18p9jCh<&pAnl zw$(&=>vcdF8p<#IrBEHD+xgPzENR%?(sVS?Jp72hrP6k_NAxN(?Y@l$hWhzFw};YJ z_V3P`I~hwm8MOI%>Ns7qnVj~TCg-qCX9Gru!dyw!-5M;- zu2~_yHqqQX+Cb^IspdtiiiH>6>^@%tjHB200S++vp6~^ON&Lj`$5+B!bU?&d4()mHpEOd zN|SZCKFFX=xQ9h|#D09)L6e`|Ef{H_&BHS#=<;^?rG2)@mih-8XnwxOqFqtfwI4Kh z>pq)kPJUs8XelEUuO|22y@L$eoV>v7TV-kE8N)8imJS+>H0WgSHPQHj{EM>m{FQBe<#sz`q6xK9DP-AU*tGg`yGI9R6D9B!ZqwJ^6SOB;-P7Fy{L=eOh|kOn?=@KrBmE+?)rG>@$9mW>9M z3Kh3DC`*rBT$Wp=EgXs3fac^ii*_h&H!nZzEYn(yLK<4iKc^H!>f}qlM(!cmMV+`8dybL4NX&HNIt4G%M^H>AT&m$`| zBmFVG@-~^~9cQ39h4Vi}>w4#=W-NR((HwlM+ge$=G{(kH@~U_Dc!M@SpL;1k>UPT^ zKggC2oM4~@_}7^-=rUdItl89;n20p!yHk;c-|>6!MIv7GNM7|!D}rWvFK_%57|#hy)y)>x)B zm~NnX_)eGd(I4H4su}a?W*BHbehhm?d9>B_1qWqq4{S8(yTW5Tbc?=P>}i@~*kv;f z+Jw4z^A+t)uPIOD4$^j(ffn$ym!hb$Sk3Z@G}YpA&qf+r$~!N8|H{nYq^Yg>%0`3E z>)<`e4j$<(r7WGyB@JOWZ7}E{{G^leqdxulytf6zZ_NCq24yaO6Pd1dz1luLw4wyknk_TX zgi~0$ml!qU{_V21EXxfvAK%BESIt&y{V`1~pXW9jG@FZGHKo+$l10)ill$(P6{rnq z{49WCvr!K0*Tl3tuQbp+e3eR;E+4VHhOEuA%0P4RTEB-Ct!S_OnsS04Of*%D$zBD5 z5;^9@>7lvjv1_$Kn{et+JC8>TE1Z*8_XE}#XimOLrA+9R-PUNL_r=#5Xg+=xPG79u ziF0U5_C;G~qVe8K$BCbv$p*<|;e?F_vs-{qAyoG|*Vv1P3@!@s5!A&9o) ztmaLd>Kl*-W5LgF(o?(L9J*L@uPEt81I@>;7*IORz!m*N>xJWFdBa5G*CuBuY2jzz zx@b88Ve>YjG-x(niQ}MBR;JUAQt~KmvKe8}YEFJnnl>I);$}J^OUtwcX&{Z;SxR+} z_kq>*Wob`LFfU(%&>3vg74M^4G;Fn%TTvPq%By=*+--L%*Cn~LVAd z`7M(r4Zl~;?MQ=G6ZZ4e*Zx?$=Z-}~L*LqHU??A=C6u%)371y19E#Gm?l4I6@=(J# z)jjHu=@lAOL1}$<8fd&2=|pAcn+v%#=aPkXAq?zv@bi>S{LN;ddhqeBk1@ z#3<@E^?s#3aLqnH=*g@j%HP8f0hbnE|vJ}_suP&NsLe++$N?WAXy)^GgPv3{yzzYGsX4tQ2 z2YT%ETH^{Wt+yX(&_kSj*FiD74HKIdlY2<&14u({yjmQUN4|Nak7k#9&qf1nKEA)A zRb{L_`CrPGE)bs#CI0ynb@UL=!HwP$YF}3g1Aq}+o_|+Y^()O-;yB;#leHm%s1urk~Mv>IN`gDmXTl(Hc z18u@geqLGnq}NW(dG5~N4BDJL!-Up?haT+KtZDjRG0=Q`71B#-Tks*xEZNc`SCIym z26(M9iqZ5hKJ=YTi+s&QTkG0s&oTspp7SS^i!}@;U~PcVECzzcN1ag1isPDpgPD;iNbf4op8}c z18E+94E|mD=x^irFT&qc)`tc+j}Z)zxS$tNw&1@J)~g| z;l=DIC-U)-bcrl&*m-l`M;d73rGDwrnAjhtPLrj*GQk48Vh*iS%U&)X8jZrCu;~Fx z14F$$F_m_c$DUMfX&H*whkHIm8W_r|p-_f)rk#oITP#$T?~#Ee)GDL>+NR;RI?HR2 zuQnRkDLl-%McG+=XoMuP4-PywXmjv5>W_+cX_U8*tZnEMq=7aczXfzz(Gp*AYRZ0= zdx|vhfs^+(IuD!TJ=Mmt6uWNhX9gM%570%zOV36xkzIP$2;(VbQ5CKFo72rKY1ly~ zKQ~AdZrZd|hTd)3PqUe<^*hqQ2|~d*a%s`smD0-EQoJzGgp#CL6>Z;-m+Q$Lu<*#Trzox>atr?0*_) zLY@`9=JsRxp!l-37d9G<1V6tfO^-FdXnbLkeDiPpE7S%w;WlSpW$BpIPaesZ{`?wg z(A~WJ{v};~ztpE#OPS{V3u&m0$1W%0_Z&_Q=TLUe?tEjC}Lm|zkD4Kg>#oi$eyx`=YdCJP^6rq6Tixu@f(!dKI z9{tR%Xd4^Gy((LJ!bs!uI4#{u?98FLtuXcjY6D9heD_C_<;1e7p2$9}`q4o1^DC2- z!C3RbhApzCi9eZW{Js-a4&KyZux1Z_)kXs^czFdc$}|ox|BGfun)A0on}_!|IupxW zv7_epRHM%Znv1`MKg? zs$Tb=)k?Ex{>w%KZC<{1qZhV{9H_0imA@rCY6F^&ug0mc$H)t_`MROJ>Ta>x?9`O=i4X~C&_TR>cB7H7?n>U3mNx8ehio)#HbFFf#&AVPEkBN zb*q81tp0)8QpP|U^fn*guTd^jpAn6R%G&PQXlN-9HMCRON^VGUNTw}{Y0}2COVX?E z*75H7%`&ZJETn-pFHbL_)z+1uHw~=Li|v;E2c$u}1$evBw=~?VO<84aFKsl?=Hc@Z zJxEbG--wMeZGCKmHYY#lq)k!Ns-;5bBOIn(;~)*R@d9s@*4M;ytdiVp-nb?hFMvze z=m$4!8jubBWTJWa!8J{lcluOKWobi0cgHhm<7cL{p81-*v8Fmf#X3KhUzSYy%OvbO4p4KzPLmt3!CZoLs08lGb=HRDF&x8(7gQYkIr)!r7fhQOsPIi*=$U4XX7zT{L=)CDdzH3u7e;AD*8EJU4cg7gvp*?! zyk?iDN97r*S!SexrG9>%OZmK=)&<>_eVQ!`(m-2)-;JRRlWAXiYQE0D+i0N8#pkzz z%F+=Tr)ti`)@DU*K=bhk64kg#Ki#2;5d54CX<(^vn`NMCx7+XAYxW-A>;{^j-y@`2 z937elWs}G0M;i?+6>gf+ZQr0Z5kkw0*_M_$P#e(rlU*&8w6*EKXf9<8$Z3H2`P57A z5w3Z)FZ4bD4%4E!3^Wg4BGD6*BQsyoJT4R^H`2hRZhobfw&4-H)Bcd1aNI=m@Dks& zQ0>@pK^l2rjm=}w=H$V9dM@Lqg^_m4+N$J58n`sTcQPjwt?ahhni5`#97uz9bMoy% zEJYg=Sg%Rwy<($*HsNYaMnzi{>Gz6qyUlW_@{W1?~1DcPQMxc-L z@}@19$(FYD8fXrF-n>E4UiCV#OZGw@pNYm7T$EP!-dX&KOnYsjIr%Bvc7hwqcL6)s|@oZ8X%zi?vKs<8;Ep)A?jehZR6=Kobh^oK@QP96h25 zxR)=8G_cgk3pY@I>+HFqN%V1ss@~*p|X|9V5pOCJ*p~c&N$yRo2;T`4KzQm=JUIv#SGpyQEs*< z<&cJk@i4SAh1 zr#z^pS3+q36Q0w|sc6o7nHpODL__OVHqeBFCz?JstlaQkrlqQ4p!xadDw%4wwo%W7 zzHN`%?$~JPP(BW5hczVE4b7q0qN)aMPX4w~D@D7QA)ViHDQat34QZgw&o33Z6>Z0r zI`8Cm%Te7x^YS#G`)VLWY}&n@OnYgfxp}HYH>Isril-T5+WHy>Z2`Wjq+(C`%H0|+ zw_DemNQ2(%;FCD**YYi@cTLvjuVtd~d;~h^to0^YXh~fhrhnUL;8XtC%LWCjv3_J_ zS=#Q}C=Fmve)o^^e6B9dmqBi}pgIOxfS>5nC6DueRMJ#uDqhz_Il zTF*q|wJu0o^%{#~%a)!n()iT}isC)re)o>No*7r)pv}W?IntS~KX2@0GOc<81I@+5 zcvO?S>zdzU$UP)kLjz5CsGT10x!5H|Oqq7WMuUOn=fMU#h24I*lSBT<%=^ip&B-qn zRa4qxE`Fa_*4DTY(mPa4+$aqU9|!WS>my*c55dZce@@qO6czqxQy-X|84_8qZ9nJG#;S zN*lV`!Vlnk6HUlMdZ_x_%{tr4%G!1|M{VF!HxJ_-QM4^L`oEIL>3|jnnv2uujf>d_ zK6R3NNb#0P121^^X(Fw8Z@+&Nx`4)Zi`vRS3-BN`tt{7-NHf{ehM%nCCK^vdqD1Ib zjmKP;oiMsJN&_c2c!Cs_axM6C9$9X;8SPLT&>Z{(WtO5{Zc#n7@HM)$L3;y@&u+8| zxj#6nCdVXg2ZVu3o%|U=ii7lC7Wu6_t{#|ZF8(#`rkqf=S6R&sgXJAj8#J4rXVXv( zz{uq)-;tfrzLSCG;@`iQidH@K?T#|d(b+`f)#qqod1&61URHNQm%g>pzzaO~=~2z* z?K4|r=+-U;{$|I#^ZRc$?@PY7fT6Cpt zcdH7mS70V&`qu&p_ijYE=|$RsA)Zm0R}y z2!jsd=eMWmzEh>A^)=PPUm9sVxBZKvt-Y31bEv*y0BVDQ<>mpTYl`OBT&kPg-MR%C zXii@FteNT{O$t1lZ#e;nX&~4@)8v7DeD}GltnIUj=HVTLCZwFdmZ&Pz_6{^?6EX$q zz`sF-;hJixg9jlEdWee`0i+#PgjK(0k+qc?Y@qpgu9Z(&x~<>?O>isb5Trp5@$!3# z^qr6WV)I_hr#P@q+h|}ZPuHZ_*6fwnJIRKQA8L^1;FUONL!W!_n*x?J>~7VEAq}KC z`9pm*RkNk55qX3h9!N4AY0zvwzI3A;j>E0z-Iujpwb4MEP_mtl0VcIg5M^%{&Jjg(y}aQ_gn^+Ro(E0g@shhMYXY+wMj2>+UWK17V^w>ZL38=xk%<=I z$trXMDcSa~$whYf!%a-;XZ=&(< zANlltg;+nyw89gR29|nwdI?P-Lw9VRBGV#FG|-&e*Ob^*;&_j4; zUseUH(yEE3*wgSy25DYi*6N6&WgUL3gKTK|$w&ifPCk!Qj!&~Lje1&!V&{!B#Xt-2 z@HiE2=;ye!SEgMs(fmA=dQ`ded>)r3d0^U9)CL_yctV20yuE8Z)O5GH(~t)3CcMa- zLwO-blVFEzX{zZ+18rV@m2je>#lLlZvPHx0cGpG&ZTt{xl4`czmv_yOJIJCL25G`Q zAWE+s(>O+CnbvZqf#&5W9wn6%{+biBro6?k?(7Ze<8?0zW{XediM|`5i2Ac44 z0dq z9~etH;myf2>1An;j4+-q+fGS)aki@_U3TRblm^Wf;Gy<1O55O(n>NcGq~lhkfuUZW zphkHO4ZOSZ$Ta6Rq=7a!uiHSK_spyGd*lxC)a@MB3jDC+3^Taz*L<4&Z3HaE{4r=bw1Yx29Ywurls2HLzl z;zRRM#d{Go&!ZkO(fE3tnr-sZ6K+}B$lV5M4&Fg1ob7%&^^)w;ioYTan$6227w46> zb2IzCkhR6zgEVM17r%(?R8C0n*GWzBxl1ORmv=W>ymc($*PKhv*lW<{=EJm{YPa-X z6Kjt98|*_Gwj19~Qqo0>!AV1R9{7z(w;yTHZcZM#U!!P8XD$9F`}Bd4#tVC#qj`Mr zlew}_mmWZEV5zWpqol)0f0kY@YioPZK=botCfY1SiJq{qtS$E;q(QrR`K5dc(){>$ zRn0{H+C+2ky=gjSY2&G$X0o=;hfy1}n}^?*q`<8IQBZIB1K8^b(!f#=57ImdAB590BZ({K&}?;6pE1zf zJa$h>WhL|6FDsu+-ZRnsJi~;Ju_}++)LHIti_RLf3C};%t<~v2ZPOIFX?4y(6XJqY z&EQ(cahhD3oaaq6{!$;MaWvYWWR=`QUfF0c7JNMWg(9GROSC;D(>7f|Z9o$$El?g< z?oPLB$z!3%MFUMZ^Pu~=A5M;nC2K2i32D%K1N`i|pVD^mXwWB__RU5EO9MRMFh^-C zKJ!*TnYRD3NgE%hv~n0dzRr5N-G=;zG|=Yc%U%j1jms1`E{}z>R}3@{-|NzS@P|(Z zE|x8geHCfo1tBq&;`bN6Jenud&Y5Td9z>#A{0Y0emddor*9_VMeEmkn(Z9^k5_+o$ zSA(^#8)!n=N!omj*_bbxr49Gt$!{PHe9G(n1}P_;croO#+(B-bU;%zhnmWjsZKIA@ z($LTaHx1G}y!6X6WoS^;wbkYB*6fynCM;^`Xkk^A@|q=5*4s#f?&ji~w)u)S;jXKK zWhpx0xrxRP>1oxwJITgYvZ1T*pfvEPm#??dtKK$f^v4@At@B-^fuSD$99~96d-gS9 z0h#8xXQJ`URB~zBTuZW9&4wN1qm2fZx_RK34gmYayx7K~p%Zr9H)!K`hu?CHHlVRQ=n{7#`;qCHECK`LcXTGv?MwE}C!Bq6<)Muy+S}nkX7nBEfDQo>w zmNKN(eQu)ht?4l3(MculEVF26XR6-~GW< zk}VB>gEVM22hZCYr@YX${94UJ4JF8-UaZkX))wQPf#&B6x9p0R`KO2z zWZG#H&BGU!RI0k>58?6{k_d577=RHMRmV8)Fx%b{Q(cJtNAsr9U#KQ15NIV^Raz3oZUe znyvS;&mZ-WVS_frkZIXI8)zP$*;iiC`mHZqSEl`Lq6zOfQq8`h(-vs%z^?sb(B|Wj zSvuXRQLWh|S=-NFk%m2lA5Bu7vd>%p4t>f4Kd0Vr2AZ2Mc`GPOM+})5QSKps+i2iZ zFW(Y%QM5&m;%H8u_JoV5e>z6Et4DcdwVu?`WZ(`Ak2GjEp_l=kQfw{ht1nwxA_CID zQa`_dLR-lpH!G}{eHuNYf#%}7zh;Uy=gcY1Hut2BhL-Y+rc~f9YjA1JiQV`}25mlm z$#JsMRxjoHwpP30!l8O(1C8fv(vipQCwXI7FzmcZq96CK5Pq3uj6qd^C8@ngwK%FvX7hMMEGP03Lk(ER)!AzdkIoo03)SzC`32AY>AG*Ll` z%+9QtEE+l?e@X+52U6+8w0+EXnrZy23FhR|wkSgr$Ldu`?z{U^p)}}i4&Ha^;`^*N z*EDq&2B$XATs&0vM$xkG*)T!YRyvJ|#utK=D7bCXj$$$`W?BQy&972KQnVyzZX}m! zr;Rk8jYrX~)SaR(l4%ptp*HBeLc38oyHSxvp+!V-m{w13qVYQB)ZfOwFE(1%mNbKb z=Jc~bFYTJ!4@vNgH55?WbsG)(n~(QiD#|XXMkTWlDsezoMmCG8y*_*<40n2$N%6iXXsu5+s%{BK=bfiEBZD+9FW^1x7!C3&BssZ z<0#teh7C0}kalJ_Y2#TJ!&B5el6V1oJSu>OuDwTJH zR?om?$P9-;8xKNLGD4$;aW>1%R?mqr=x$zK>u`snc?$Q{RMAf3LK?VKxT8c@-`DPn zpIFv*-$e8C8=Z7nJypArHDuaSw?Uh5yhD@akR|`{vg(fB#XY6$lt;PF_1Ps-nf4l3&w9zS(GCsfQo3)l!x|tXp)soS1qb zpFx|CmmjD2R+^2EHDSRa`Asxl&w$=(=={2cCOx=x0i=PYF0PH1NI4fR*(7@*Wfl1(mj*E^-6UHR?v z&vLsJDT6c^rCuKCrMdFv@7-p~w8&)*G#Aelq^)k@y^-9qrN>M(H!lZG)$ZrzK2^q= zL9oA#E@#rl*ITqg8vFG5aM{u-~PY6F^^Uv&JaXwB9{iYjYsSjj}=mu=|g_3=p8$H-nt zR~c#0Zf;(Rm<|IvO+S%SraiRLz)~-tdTB;F9wA39+0x}z4BDK0lSLt^2r*`9Rw3=G z8fZSg0i>ebKR@fz-?9`Z@;uc{G?xEDLt*QH@|r2+wG9T%=HSvcDO!s%(KPqW!E6(BfvZdwf zAPp>a^D{fD$~~+>T1~cKoVo^@m$w@oIG1u{))a@mXr%FT54sbO;b?bFM#A)Zs14f9 z&F?5tz~QMkXEWIg_39%H+Ref9LMkd+$=@!elxe9OAPuzn_=H4vSIG#vknMZ>B0rHRIK<*6RW`Zbj`S6A0HHb`^xVM=vw8nv%JS$0C#CI*^|r<2lT z*&b%L; zy>eJC#ff}ybEJVbH{W|CQkEXh{#sLDvs4SDLFe`G>5YQ3vsyc6$l7AIL>g%GaZ4vF zZ9f!kH^S;6*m+NzX#DC2kN4gt(;Bxk(A>N}9!+jlxDCr<@)E0>;+lWT{p&E3gB z^YSkYC7B%P`C9WF-Uk!S$6Xp;(H0%9m{GQLXJ>;p58s+nfZ%h?#F|)H|1Jiai&yj+ zsC=3&-fy92Md*bhKO+r%>gOL*I*@5xb*UzJ5vi+*#)B6tl%=r~&ORZx+ff@0dWeHp zAfS)w@x~D}IV+>Op*Em-_^xO=wcCo`njmzg?nr}n6K?sRQQEGaI^10Dy$O04Xik1) zM^nhPwdF!@EZ`LKn~esR@}xI9^GIDgttNSSW>1s`Fb|){X<+pkR&$^{AvNe_p!xY4 zgswKHoK~)k+-&K4BMqG3;Tw;aO54HuJ3~XWI20b4Xf8e>(eyU6+b&JY%JM#_4cg7g zxAf_iwvH9%N0KdV*VjPv@(WoMSJ~2GUMZQDw;$4=-Bisk`vpMiZn0ZTIcN=2>~3#t zG_aJfXy_5{yjRLqw4@Mgwg=J|DGJw0M`#<(4g7 zI|{V{Ex+f2AWV(i57yNI$fVH zuNpp@XbyfcF^SSPze=HLGVRx~25lZbOe?D%(qPBct}<=VIHX|@;a;F@t1nacYR+Iw zk4GB#)XOUxP$9JlS37H}oW`1fG|=YeH-UyIZND`fUrg@3XKggl7T~9*G$A$c=a?_k zCQU?bKy&a6lVM6*xIX8!$tPL6bn-cP5&X5BU>{mj2?H2G+1b zCv2Z(&?ZC#X~I4PL6aQ3W-&?wCj@v5k5XT1cK=<|K{_u%8gvjhzez!db@_AE)tqs9mzroi z4Dw#lmR2gDNnHM9r17r;)pB)?h^k4o+Pw_5LAyEmhkmu9dB*B0q695B(1f{?E+fZ} zocV#=d5f(;8hF9UpQ53f@_X}j)TGQtS&1~T)XPtrX@T^0T}@3Hh+`(2n^y-SOJDcs zyI;0+%qrA|mh$IY>6XVAPhZW02$feO4J>u@(-=y|3yzzqjjS!f8l-_XH{a3IM1Ck* z3XlB7x@@C?HXpBRyiWDEp?xN43KY&bcSnB1L(z>D1 zmgSnqLDH``(1c1^byT~x8Wi<6S=(b94J`HXcqOg3!k>tv2}iBmV9@5|pM_RRTkof% zL+h*HdaJ`mq@gyR=1L!#eD$^ktp0`{8RsUXffx93?s)~96f`6BToR?dF~YoV`yPvy z(20Vcdu1nV-E5HN;nDH?WN7kO7iC(XEe4vK7iOaqkGCb`bhnxfEiJs&Kobi4Pg5?f z7Hhs{c^_dL(!iww9n|?0c?vmVYBeol~2^Dx~n0}hQ zN|Q2FVF%Jcn~;IqL(zV@H6n)P1?;?WcN%E?A_Xl|%hY*QLN@fg5yr3@w>)*?L)9o!thSlP6WDQ!afMeYxgskW{}S4Z53$XV1}z|M;4> z_sQDs7->A!xP@xBhVK>@klSt19@GXM#LurQ(2lKRr5`nUsV(;!Xik32Ia_HvAMJ2^ z%TnxaIrbq9+Km^nY^h+Cy7%uV8~V})Lqqx5PH9DZy1Am}k%0C4Q5w*MyyYy)rMZXC z)GVR99Y7iwDkR{BSF|iIF7A{q4IDJk+}G1^BrFB~>5G@765d1|BxhoIFpyxzaZ0L8R1jyOlU%p!xatZ@2GJVvRdy(#F$OXwYvwRON)Mt=e&< zflr-$LZT7`IU{$~+?h;r!a(!ztuEEku3vdW0@(}KY&7tKix*lirf5C(FVW;(%sFY$ z=Hn;fbf0s?#j+>mc58IXKy&e8LzE~O{ZZ1MvZWbMBMmKevhW3M7E*65T2I#Y*hT}N zdiiHzrLy$enM0b2;VaLeHlR6q+?ZA&6Kl_^ZCQ%v3LVZGXzb*gK7V&!Z`AaUJm(B7 zKi}w5@t6JOdTP>{UYlqxesWFc;F&5#C~w(`V}8qd)CL~)^MZ#oyUpL2{;f>wbpdJM z13wRcCRN&cMc#K;rWLq|G|=YZ1y&*`ZEsICzbDha*=V56!|MQ2;o40bZZDE)`!AWa z@k_OIA)x+&-M`8sVaR0zEx_ZSy;TpXv?G05i-t>@GQS}WEal zK=bltLqSCwHRfS_*{3aT8fZR#;g{}WMT)vkQ#3ByEu?`LynI1U%Z3iw%JsH}0=C-= z8x1UV@(GEe&|QKq9g=D5Z=*J#x%q@dH&84E+j}0^z-xifs?KUXUt{rlJOZmh= z^YPCqJ>gSu_3;O?rMGP~Xg3$n_@;Jyn4sPY*$a!F8nik266vv`MNgHWicD+u%s_MV z^cM=`8fX8jTXMVoX`?~!b@HVpMaX9k*srN=wfT3{hBTi3 z`AGTn$D_?h$UUUz3#5UiE*>qTw2(@JQf9GexJ1hT(m><4&S)sq$UADY+-zTLFfi1` z?};^4(js2?P{)#npRE0VpfsTQ`C5?nF~i2a3H>afp+o*O(0K5kz6zJ~6~86--BPa* z20jSzD*<#*EL^q{*)2nHixu-V(!fxb+(2cyn-w{9PWPGpvkZ!|r`^Ec9<-MsvK_=WPq*ZcKb$s_BdiRR|VSY4I2Px~)v_J6xR8?*&@ zl6J6ax6NJJOp@Cz=nK-Y-T1iz<#9yqR`jz>EB@6$bMR50QfZ4_r`tNY-J*Rn&^$bk zW2T}77wDN;rkya+0(?b7WsrIeDcV4$jSUwG-h06w!m~mmDs3@;8R?MQtx9;LffwAo zzftLz`E~Ycs*WUzV4(TWu#yiN#32*&(yS`+oj8x3jT1vkI(ONIM3 zwEh^Hrj0A4zf3fzJ@JBAt0y!Iy|;=B!OhVP%J|t1g`>W0ZlF1h=^4WSbMQ2u9LfdD z1353qovlDj1I^2)BNd^ll%{8#MRI5RW}*odm5Yru7zhr&9ABttj);q^$+XyUOf)`7>C`lC-8h3~ zOV8P8Fc6$PNJF2$I&=Hak+n^UYtZK5pO|Kf_GV66O*wY+2{CO#5J? zp`rX{*K6g`o)cV})8U=T4BFhhbkqx_Em7~3xnynqlOqkZxrD8P8l}@y*Vdf=6-i;B z`T25ujG_&w9A~=aQtTj+QW|Iheh%JJ(QXderpd-TYNGl0^9poxHCp2%x8!ykoywri z$M108Q9ez!e(OA$Rw*^opuY)E98wjCk{w>=m1*(Q7-&9zYb3I=^iH=3{bbrD8x4Ah zP%w^WxA2*6+>mM0(;Bq7d0I8)L@v&qRr3Hxy>teegNG}r{_4ltm4B4iG^x`YXfFQ! zqh#Zx+1GEBExm7}LA&|*aSW{+cC~Dw+5RobfZBlO;O{cgxq5+F-B-#Zt93>L&BMPj zH1&S|Uteb#o#pYg@lYI!TaZHW;CcLckfNc*CB@w>xCi(HAvhE%?hqhoAQUG+v0w=j zC|aZxD}fZ3V(-p-&Yg3vd*)uw$p^mt&NVxGKf60SGh1s(@&+1zddn5p(bx|9zH&m^ z1KFU9b(zw8n!&ybT^8ox`7QS&Wl z#=LiBZ8IvOHn7yjS7y4m?%gr_7(*L=^o=TMX#Au=(WpUw)pi;%{IGIVMi>qo|4fT3 zm-dRSUb zfw_4u9#vhB?NHdFwRDQw8k&<&w=iYsut5P9>EkC%G?*Yho&`qRt%z#bKFgL)`4P1t zjZYBjqjur1FEO%9>;Hr_aH)&`gw#^BtSOdtk!e}#XlQPJFr`(&zGJaP$R|NZv++O( zg;E11t=wyj8&04JL@t zCX2G5+g%*kU$%5m6AjJAi-3Mpv`Tr(TI{x5O?5P$!%s`h-8-ev$lBhUXfSzgd`okV zEWMO=l)RW82-aw`^X=AaMN4O!ot!;~J{|Y7hUVb2my!;DOrOT0WU^*6q=BVg-oqrn znjxvv6|{J$C{1&u!3+_eucN?hnc@S3WiOmI(LkG%pV)>eOUrg^=#jsL87)v7(0n|T z#-%J>mg%%bJgRX^q=BVwe)6DjWrlWbs~Fnw=PgGo4UJC_N;@pSD^)3Z*sf?{Jkgj8 zE!=Bq7MZrVwMLqo2MCHPTCJa#Sv1dR+eSkZdP{d!mj2o-V3e$_P+O#dOTGLvjZ(B~ z)p!4CH~~MbdnOvV)W$2DXQ|EOKEw)O2$8_?|hPArq6Eht%Mnyjr?d!&J-E?!jB zKzZTI%N`atMddmm4YaxWX>xTnI+~5okTizV>Uo!t7JK@J}NCRy)o+eL6 ztlUeVCwECkCuHc3G|LAX=pZ{KR_<6RrvfxS=$X04aUvJdkWGeR@of6 zEVhEnduz0Lc{V~rMN3^R-Xb2=v5$u4=9^whpR3dR$uGvZ;dCn&f;6y{U-;7n%J0`F zUXgc#k905_fAyB6-JgFm`J9W=w)E9V<6GW&3ReDhr7MP=_yf|fp9W^*$(2cJw)L7Z z%p!-w-XCfBk@9XA)PAn*m`ID8qBlC4n?F5Fuf8{)l#qOuL`(M#&}j4Uts51f%v>_j zq99=OK%~L^aPx#&I?$J^(7A=-1$1fEK^hv54p8!(-#q`)1`G}TW-!9Q2`-+BK%vy# zO;f&=X|X067;59U;6s(R#GFs^%3s2?AsTI7{&PgZ&xaq*m6d;v8V%LZeEese+FnoC zzh|**Y4%}A1516pV&tu&y%@fvfUNC`i3VP9@LR0Linj6PsQ{U_c(_KJmnUo5746c! z>epp2v>l%- zEPtCqQ5(=4{8~Lw&9@V+Ussha?KcW(V5y5QF|?!cE7A0rLBo&UK3YTLElw#>Vtd1% zCK)jN=--%NV5sU2U`~jn-=l^(7X4??P};sRC=F;l_SsiSTj|#_`Ns{VjsBko=Hox( z)N-U|w%Zo8YGXAtuW-w$Xh+`++$Vomsm37wAcuS`Gax=Td%6U4{+dQ?%g zug&*ZbRWN>qj~uK$#gYtv(q=T$cve&k7lpw*NBw?T{@UHC;n<@^1HZ@>p>I|fT7i^qHCyz!0 zJh=^RxGa1#Q$ypSd%9rTePl(90mGlS6DAl8o12GusbA`i_qQzKZc~5JNOSN@(_G4> zN7MAXAWx9`votgpkCf5nUv$0ycFR8@S!N>*EVc2_eS)HGxI4dLw?1hcdkYnbvnc(mWxC3DQ8DjbA)b%Ye8! z8!axLVs$h(PsgJa%alGV`p|LmcG|;5T|1Jlsx)`qc%qSXkP2 zrH1C=0S5~EwC?ZkCtLdcDx`r=UHqtlgW{cWOw7ldRQ+BlpDOj+IVDQ+Cr zuSRV^<8}1&m7%_{nn&fd>RxLQ28R0h19p_rRLpNqlx%332&92DAK&#-Y4dkOZ|9e3 zNjjRFXY^K6w0m)d<78U&T8%d01p{hUU2I!li;R^a>ohbk-_+2Dl`&vVS@~1&tk=+l zmyGFwGWUc7y<|&2>1b}AO%q47LLW{V(+#(lha*uN%n&=jEQ(b$|HWl3P74z@=xF?+ zvx%aO?LOb)nxghbq``di@+E7K`W6xfzMCMATZT{k{DFn^7APp=Pa&wZ@?2U-+`cxh_|E)*^ZB8fa za!Pl)wi;QIA9=$0cGE-yZ4SOTw^g*p5e2`MwXKTMX!G)>0XdaVCq{m>xNq*V4QZgw z$#X0z^FDUh)G+zWDzP1DIBxt~pwYY&x?X-{-C55HTWpk=Y6*|r+vhKo#8v_>0$ ze}i_GFLTaoV8GC&19oU&9{zqgb@sn^(4I;*)bX2+#*g8&EG*s{eM#2#PD|q-J>8qu zDfeKcOxwQ`wZQ~&^PnYV`eYmbmqkB=F}pN07Z21>RJ+uln=PhWwcSXA>E`0u?Yq9mPGQp+QheWq?s>d=(6aij?FBNe|2LuEFa&{P`8$?H{YEx%*5%D z=_Jy?OgFy@p!DFj|1`K|xBv$&!9;`afG?#l6zu-(4LOWKLuvC)p)`Owcw#CA1z&wV zkjIdQw3erl28KF#|7I%l*fPFr17q0G(EMjKG=9aFSsA)K*Phw3p?7pJp`!%F-BQ%N z^IkSI;;crR(4L;+AiHBnM;O}B(C%?M8hd7h!fw^y-LlBxFBOk4@Tiw(anP{+Rwrz< zZ0J)H4LmB8<?YK?W zHa0;=<1aN(K>N}9GR#OWqphE;G9>H z2ID3)AEy=-v$FNG=(TWFNAvKD0P<;?A(t$2-j-g|X!G!TJ^JaLcwm*qm(~6{(qP=& zJR6-NJ{{Ngt}V}yA~!TNC$D&_t+X}CXD=wvkOw-Nhu4~BP_)He!&AxHHr~`|bMew< zD#5hbYlOX!(cC<5h}Nu! z2RB$WkJ^13wZRN=@fkwD+# zrY(4&(I&+1e^;~(tq%^9X{{e34Yb+#p_xkTcBkrR(SN+)Bcy>By!<{ULeaht|LBpm z{biz|HlA-qnbmclZ(btL-gS>r8_BHgKtr9{>{-t$k3}yE1La zQ>392_(ql5wtq@LrKLP>o@W}Ghleic;_1oU&xK@dA5Ao{)XO7`v@BG~v3!b5JCual zfac&&iczWb!}Eo=$d-=(7ilnVE`H_l|DCj>v>7b)W^Qsl7Fs&zC2BKS%9<1=DO!<#Ut3&- zH+zLNw3Pq6MJZagPPr^Hr2JoNXhQE#$_1NxbkG-h+-~Y6lpT3u{n@d{?=w@3po2n%37MeBU?%olmS6@RCpxq0*aj%vQeXDDp(Sl?q4 z4See1OZ^_DZDOG~i&uHKyhm+7v++9*3WuEi+cs0SwEqXB!MNFY&v4pW<_bA{LZ;dO zLmFsv@xlOVw~+Do*A{Im-k4~h&B-?oBbBz#pWYXdweA0?(I&iRMg6G4D-X8FLK^c4 zX`s!)Gs|`OU)O@7IRsk}Xa31!Bpqk&^$aoJ4(%vwU5eLc%fPbq`~a< z^5yh|8n?f~lI|IwDf%>3Mx?@`O4CgnXe_kMT#H&NfQmU@el#IbY_DkM`f2z z`&K87@1dKiVfzwwaF%Rn!%Rp6X&zorL1CZDuE<8RwrrU-G%pVfexqog-)FWs$^4j)Xmjy2 zwTsHq!m+I%%G$=3(9rDsHk|riWNdWb;+ex5C6NY}dU^Ps#w{#=_U>{GRoVaz&BmYW zqp)DZpDKMPTY6eY6E-z;nrt4vW3Q}jMk$Rpp`|%xt-L+mB|_HLu(XC|<7IIrm9|wG zKc1Fp*~(~WZr(17&VRG}_p#{oeOX8I@slpyvemv{%A(`KqOzzBzAPKhfuV5={G7G8 zY-!taNQ3!i<9Bv+Q{OOXhy|@sc@53QSHM(?7G1J>6It6mEsgISXpeMm=wOdbTUPi2nhbNS#QrdcN&RJIe?JZ+N8fbI!Qjc(@tT@wtH2_0frDLbRymAhroP+CM~lm;{&Z}|UqGM8-034RFcRs~^T zCvO1LM%kHjREvX#2k>kf@B_j?nTKEQP#7=d+1OB-_EbybiTrf&^lpiNO_{d6sz#ge zbO{BdHgxLy&X^u(>5ys~nuBMS{i!Bf$Hp-gWSXx!(!dE09xR)o#x1yGNsD0W7ZVM< z;NvmqJj&8cIf9?c+K$%HXmjxf3B45U$?%~ojJb>BHo2yTCOo`DXZm+jnp^Dd>()XV zSZd?ptu$)f9_9UCtUN<91!-tbo=!s#J>AKC!J?Y}qKO7Rb@IxQ@=9Awe7HsQVqR^H zHlZ2PJ~eJ9iZlq4clWJ+)X;3a@Qj`|y|ic5N!h3Qf6~xAybdKq(UQ7MwfO39>u5rk zO^U4a?lgCxtZhvljW!>zJR7KJxlc~8=snr3u7>92Uwt-3yEt;@LwUZHs;8kj`N@MU z{ZP7x#lG^Hj^^VjQm54H%@Xiwqdacg>!UW9y$*izAfH|;m+J?aHn;)O;5+s3n7?8C zWYRjB7O$h(`0aIfHE!2aF3Td*W(T7-7&i}(to))Z?Ov;5a>5mEk%E8L(D+ABRl47v z?^{E5Lat^A11C6mu*|NcP0n@sygWf}=xD-g5)|q!)UAod<4h}>qc#{e7q6zL%E>pK zb5=04;jndXp`r0+fD|7{is>3Id$f2<4b06Gq`p_Q6XnyVHKgG#tg|^ecy!@;{ zosh~bT(MrJRcWuGx%qF~2xaKZGe5UBT#APJbx1u}=qw%Q`oT6NXY_*D@Vi`~xC zAW8N@fo@1cpYmK9x=d_!|8Qkl+g%;a!QaoO)oirXC zTK66rnvZ8#(&f&hytih{v{F4aG%w$dQ-I*yp5n`4)NAF(If8yx``?7)sb28(z4Z{AG>rtD!l0CNu@K?=C&GQ?@jypN8h< zn|n%4eN|ykTA7xvzlJ7s&7n*m&-Jgb4H_<4XLU55V{%%-5+jEtC#m75Fmr%T8sAoK zQ8Ztt#KW=^nhey?Y`kug($xA^P6{y$MQynTAq{?z?7S-`-RSOIIoT=GuIXqteoH@2 zO_2AC|F=Q5bm?H!29wv~wz>C)+^1w(hapGBK z&6VN&D0$o->S$hmqNn}%BX@i+!&02Q8;7Abu#^{>&sByViz-mZkcP03;Rr)R*_JoG zg5?}?X_cW2XIuFZ2m@sIZzvb3EeQ5x9kfoOh?JEy|n{A(OPMxljE1J}yv==;`YKxghQlqc*XsOFL-PhY%`{3H z>X#;)Pu7-ctcGUi6;J0BZCc;IZ^|>|f|kZF66wIUa`3oUGHu>C)CTj-%`Z9Ws_0(7 zpc}HKEyp7b=NnIBq$|@_OBSD&wdD`f(7b#{lR{~my4L=q96!2aqJgDCdK87-=8k-s zLe{o+0%`-AjeCK*yuJRlSn^_uzm+}1kp|<&kAGDCUbJMK+(nrdHcdz4 zhax(#J#JR2ygWmKrXvkzh=Uix(vkk9f8!Ujw)8WQ2D8`6wNW|pf}Q6E$+S2V4Yb)k z?12y}e=qoRE{l#Wvu2_;pt*Q9~q*?5_89Go+Z;Z{fgRv zCRB8mQnZ?Wg9gg9zVkFR7tdIkqsA?tt4NZ(oCeNE8jPEb2lAdMpLT9n$zq1QG10(M z2M>_bCc0tYe);6tyLW*`n}d6Sy0aa;+4YUb`Mf5CesgdW7$h4}9G&DC4 z&Qf^mX})>i$zJ$oG19;b9{z?}Z$&GAF4J{++)nCfUVbo&QeLnf?Nw2xO<$tXX6HVo zY?`jN@2<(?)@Z4Q=HkC0)0G!4O&MeH@_6=TNCTe=uR79Ohub>evuN*eMMv}UI1R1N zK?Uo*k;iSxa?}Pswee%tbv17OS2J6z3+-1R4J@_ulD&nBHs# zsGCPtD5Gh0o6<96myTGgp?P?wJjH23R-d%UORc;PX)tVj)M(pqq0OT(+0d^h7#J!v zb?vWc!BKN9ZcvV{*GTj6PDoS~SG(7+$%aR9woQyg8fbI!A6`m%>!0+dfNW{q4H}w@ z2chX86A_nSai-6-5ozEA;ekk6no~Yr@sB(~F6d|uek(>lmAxMxij*y#w@Igs$KL25 zlXS)3g4SX)(!dMCbIWuL-|=q7ud=p$TaX6h=HVG#ED_cuzM^ZS(w@Ak(&QM{PiJ^9cDOrL9Kbip~ZNf5!($YiPU+D@~A*)9Mc} zVE7Z_+M$8@HUdh@H{)XCs=HQl6O+eU(qx)pq zxSdEtC-54~?21+|qQ6DmSsE27~ZE1JwXgmN)Cy%6irC-WFmS=P{ z;ep62$_t5|Zd&9-{;~(Pp%-|QCdx+qA@@F{ zflt|85k-&=FFtA!=)GoQft^CXb=qvTJAJ91;ZgiZm+wbqK;yrZbZMH{In<&QtHS{e z%+9Yl>4vSwy0j@hJ(hgJm}*3;-|7ZWY_~8j9+rnez#`b$QOn?@y96gAS#1F z^YE7Ufr|Fwf-g>{^*N-WxxFliM=$s^Eg2ap(<&U+&|KV7dNHc+xli94!-kf=GSR>X zF8DiT)~zC2I`Rn8K%0~Q>?SE~Um}v;%Css+H8cm$ z)*P;Aek)zuWLk=2NP`*T;|okDMRQkdyh$Fn6FQoghXkn=)!$1OT9mU)Ij+&>;VF^y z19JM=mH~#P_ybb^goehqsKb=BGxaY$l?}}jtAPm>N>t;&c5X+D%B}&vwKS2Q#`PY=GLXqPAd{+&#_qowf`kb(^pFQxTc{AUA!o0Jac9ni<`;P*O3N36*4cv)VR5~PTD0~`piTF zOMSev2XzuXF`|AC`4=hr25JMEaL%Qa?@i4+)R46eyQ!ghxi(szU!U2sN2XQ$6KODR z9-j2}qtaHsOfQRGLtjiZu++ov{3+T{Vc3vK@(ek4OQX%rleg+9ZKHcNxFXXg-A0;8 z8$0PzLSEW7-Dk-@t#b!yFm5)UKu(9#Dd}otmA#PpF491okeNz#Xa4)XoR=+4FwsDp zn|EuWKyT}S0l_kD{$Cnx!uue!?=7C*Iaj8&yoWT2E&tydnwRIl z1SoCkZgeRvd*QZ;23~OU^^^{jW#+%BE6rTAKIv&&o?FaR*@}zYNCOqK7KVxt8=Gs?>CUOML*JLbMhD? zT|MQ_yvHlkhCJ5LY&`32o1#rGRJEx*Lp=ZJXuQ`D?UD98M5V37uPdI(mY&nm9K7WP9mI!B`tXyiZB7zu11Gq6Y7S-L z{yfGtOxD)yU!;MhUapNcTur`Ku((b1e~vWJX6FUOo0O$*GhO$|mfkecK%0#xUQl}9 z#*OJR%e0j*P#e&M_u6U6D)27%DdSVX4StuGNCQi4JiTv*vNT_=mS+qv;D;6P3TdE? qU;ph>u#ufIt}|dL?THpIXIe literal 0 HcmV?d00001 From ca51c1a2aa200fd403049756a0aec9e6b3a35526 Mon Sep 17 00:00:00 2001 From: Philipp Eisenhauer Date: Wed, 25 Sep 2019 21:46:33 +0200 Subject: [PATCH 12/41] edits to prettify figures --- python/figures_application.py | 19 +++++++++++++------ 1 file changed, 13 insertions(+), 6 deletions(-) diff --git a/python/figures_application.py b/python/figures_application.py index 736e6ad..0f7e735 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -76,6 +76,7 @@ def get_probabilities(state): ax.set_ylabel(r"Probability") ax.set_xlabel(r"Mileage increase (in thousands)") plt.xticks(x) + ax.set_ylim([0.00, 0.80]) fig.savefig( f"{DIR_FIGURES}/fig-application-probabilities{spec_dict[color]['file']}" ) @@ -101,10 +102,12 @@ def get_probabilities_bar(state): ) ax.set_ylabel(r"Probability") + ax.set_ylim([0.00, 0.80]) + ax.set_xlabel(r"Mileage increase (in thousands)") plt.xticks(x) fig.savefig( - f"{DIR_FIGURES}/fig-application-probabilities{spec_dict[color]['file']}" + f"{DIR_FIGURES}/fig-application-probabilities-bar{spec_dict[color]['file']}" ) @@ -161,6 +164,7 @@ def get_probability_shift(state): ax.set_ylabel(r"Probability") ax.set_xlabel(r"Mileage increase (in thousands)") + ax.set_ylim([0.0, 0.8]) plt.xticks(x) ax.legend() @@ -206,6 +210,8 @@ def get_probability_shift_data(state): ax.set_ylabel(r"Probability") ax.set_xlabel(r"Mileage increase (in thousands)") plt.xticks(x) + ax.set_ylim([0.0, 0.8]) + ax.legend() fig.savefig( @@ -492,7 +498,7 @@ def get_performance_decision_rules(): ls=spec_dict[color]["line"][1], label="actual", ) - + ax.set_ylim([-60000, 0]) ax.legend() fig.savefig( f"{DIR_FIGURES}/fig-application-performance-decision-rules{spec_dict[color]['file']}" @@ -572,7 +578,7 @@ def get_difference_plot(): else: third_color = spec_dict[color]["colors"][2] ax.axhline(color=third_color, ls=spec_dict[color]["line"][2]) - + ax.set_ylim([-300, 400]) # ax.set_ylim([diff_costs_95[0], diff_costs_95[-1]]) ax.set_ylabel(r"$\Delta$ Performance") ax.set_xlabel(r"$\omega$") @@ -629,7 +635,7 @@ def get_out_of_sample_diff(key, bins, sample_size): ax.set_ylabel(r"Density") ax.set_xlabel(r"$\Delta$ Performance") - ax.set_ylim([0, None]) + ax.set_ylim([0, 0.1]) # ax.legend() fig.savefig( @@ -658,8 +664,9 @@ def get_robust_performance(keys, width, sample_size): ls=spec_dict[color]["line"][0], ) - ax.set_ylabel(r"Robust beats") - ax.set_xlabel(r"Robust strategy with $\omega$") + ax.set_ylabel(r"Share") + ax.set_xlabel(r"$\omega$") + ax.set_ylim([0., 0.3]) plt.xticks(keys) fig.savefig( f"{DIR_FIGURES}/fig-application-validation-perfor" From 93c4cf5e968cf599803e2b6d5d8db66f21bd9f89 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Thu, 26 Sep 2019 10:07:30 +0200 Subject: [PATCH 13/41] Added lower data in df. Adjusted length. --- notebooks/03_application.ipynb | 116 +++++++-------------------------- python/figures_application.py | 10 +-- 2 files changed, 30 insertions(+), 96 deletions(-) diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index 574f1ec..7785284 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -32,7 +32,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -44,7 +44,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -67,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAbOUlEQVR4nO3deZhedX338feH0FgXBJWUGgISNNpi6xPbiPWR1r0GF7BVWlJqxS21NdpHbRW74JRubnWpohUtVVE20dqoqalrFS2aaLE1UGqEICMoCQKK1iX4ff44Z+TOOJOZO5k5c2bm/bquXDnL75zzPfedzGfO7z7376SqkCSpbw6Y6wIkSZqIASVJ6iUDSpLUSwaUJKmXDChJUi8dONcF7I+1a9fWBz/4wbkuQ5K0fzLRwnl9BbVr1665LkGSNEvmdUBJkhYuA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPVSZwGVZG2SK5JsT3LaBOtfneTS9s//JLmpq9okSf3TSUAlWQKcCRwPHAOsS3LMYJuqel5Vra6q1cDrgPd0UZs020ZGRkjS+Z+RkZG5PnVpv6SLJ+omeRAwUlWPbudfDFBVfzNJ+08DL6mqD+1tv2vWrKmtW7fOdLlSLyS3DU/mk6+1wM3pWHyHA9cMzI+2y35MknsAK4GPTrJ+fZKtSbbu3LlzxguVJPVDVwE1UTpO9ivhycBFVXXrRCur6qyqWlNVa5YtWzZjBUqS+qWrgBoFjhiYXwFcO0nbk4HzZr0iSVKvdRVQW4BVSVYmWUoTQhvHN0pyH+AuwL93VJckqac6Caiq2g1sADYDlwMXVtW2JGckOWGg6Trg/PITYUla9Dq5i2+2eBefFjLv4tMisvCeqCtJWrgMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9VJnAZVkbZIrkmxPctokbX4jyWVJtiU5t6vaJEn9c2AXB0myBDgTeBQwCmxJsrGqLhtoswp4MfDgqroxyU91UZskqZ+6uoI6FtheVVdW1feB84ETx7V5JnBmVd0IUFXXd1SbJKmHugqow4FrBuZH22WD7g3cO8mnklySZO1EO0qyPsnWJFt37tw5S+VKkuZaVwGVCZbVuPkDgVXAQ4F1wFuSHPJjG1WdVVVrqmrNsmXLZrxQSVI/dPIZFM0V0xED8yuAaydoc0lV/QC4KskVNIG1pZsStRAdddoH5rqEGTFfz2PHSx871yVoHuvqCmoLsCrJyiRLgZOBjePavBd4GECSQ2m6/K7sqD5JUs90ElBVtRvYAGwGLgcurKptSc5IckLbbDNwQ5LLgI8Bf1RVN3RRnySpf7rq4qOqNgGbxi07fWC6gOe3fyRJi5wjSUiSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBlQPjIyMkKTzPyMjI3N96pI0qQPnugA1AbUvYZHkR9NVNYMVSdLc8wpKktRLnQVUkrVJrkiyPclpE6w/NcnOJJe2f57RVW2SpP7ppIsvyRLgTOBRwCiwJcnGqrpsXNMLqmpDFzVJkvqtqyuoY4HtVXVlVX0fOB84saNjS5Lmoa4C6nDgmoH50XbZeE9M8p9JLkpyxEQ7SrI+ydYkW3fu3DkbtUqSeqCrgMoEy8bfdvY+4Kiquh/wYeBtE+2oqs6qqjVVtWbZsmUzXKYkqS+6CqhRYPCKaAVw7WCDqrqhqr7Xzr4Z+MWOapMk9VBXAbUFWJVkZZKlwMnAxsEGSe4+MHsCcHlHtUmSeqiTu/iqaneSDcBmYAlwdlVtS3IGsLWqNgLPTXICsBv4BnBqF7VJkvqps5EkqmoTsGncstMHpl8MvLireiRJ/eZIEpKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRL0w6oJK9Ksno2i5EkacwwV1A/AWxO8sUkL0qyYraKkiRp2gFVVc8BlgOnAauBy5N8OMnvJLnTbBUoSVqchhpJoqpuBd4PvD/JfYFzgbcCb0hyPvCSqvrqjFcpzWM3XfxObv7Uefu1j6tf9rihtzn4wes45LhT9uu40lwaKqCS3Bk4Cfht4H7Au4HfB74CvAD4l3a5pNYhx51iUEj7YNoBleQi4NHAJ4C/B9478HgMkjwfuHnGK5QkLUrDXEFdAmyoqq9NtLKqfpjksJkpS5K02A1zF98vTxROSd4zNl1V35mRqiRJi94wAfWwSZY/dAbqkCRpD1N28bUPFQRYOjA95mjg6hmvSpK06E3nM6gj2r8PGJgGKOAaYGSGa5IkaeqAqqqnAiT5dFW9efZLkiRpioBKclRV7WhnP5Lk6InaVdWVM12YJGlxm+oK6r+Ag9rp7TTdehnXpoAlM1yXJGmR22tAVdVBA9M+mkOS1BlDR5LUS1N9BvVJmi68vaqqX5mqTZK1wGtpugPfUlUvnaTdk4B3AQ+oqq1T7VeStDBN9RnUW2biIEmWAGcCjwJGgS1JNlbVZePaHQQ8F/jMTBxXkjR/TfUZ1Ntm6DjHAtvH7vZrH81xInDZuHZ/Abwc+MMZOq4kaZ6aqovvyVV1Tjv9tMnaVdXZUxzncJov9Y4ZBR447lj3B46oqvcnmTSgkqwH1gMceeSRUxxWkjRfTdXFtw44p51+8iRtCpgqoMbfmj62XbMyOQB4NXDqFPuhqs4CzgJYs2bNlJ+PSZLmp6m6+B4zMD3ZYLHTMcqewyStAK4dmD8I+Dng40kAfhrYmOQEb5SQpMVp2CfqHgI8FlhOEzAfqKqbprHpFmBVkpXAV4GTgd8aW1lVNwOHDhzn48AfdhFOR532gdk+RCfm63nseOlj57oEST017e9BJXk4sIPmLrsHAM8BdiR5xFTbVtVuYAOwGbgcuLCqtiU5I8kJ+1K4JGlhG+YK6vXA+qq6cGxBkpNobh//mak2rqpNwKZxy06fpO1Dh6hLkrQADTOSxHLg3eOW/RPN50WSJM2oYQLq7cCzxy37vXa5JEkzapihjg4Afi/JC2ludDgcOAy4ZFYrlCQtSsMOdeQDCyVJnehqqCNJkoYy7PegDqMZV+9QBkaHmMZQR5IkDWXaAZXkCcA7gC8B9wW20Yz+cDFTD3UkSdJQhrmL7y+Bp1bV/YFvt3+vBz43K5VJkha1YQLqyKp617hlbwN+ZwbrkSQJGC6grm8/g4JmiKMHAfekeUKuJEkzapiAejNwXDv9auBjwBeAN8x0UZIkTfsmiap62cD029sRx+9YVZfPRmGSpMVt2NvMlwC/xG2P23AUCUnSrBjmNvP7Ae8FfpLmAYQrgO8m+bWq+sIs1SdJWqSG+QzqbJpHaxxeVcfSjMX3evwOlCRpFgwTUPcGXlNVBdD+/Vpg1WwUJkla3IYJqE3A+KffPh6Yn88alyT12lSP2ziH2x63sQQ4P8nngGuAI4BfBP55ViuUJC1KU90ksX3c/BcHpi8DNs9sOZIkNaZ63Mafd1WIJEmDhv0e1MOAJ9PcwfdV4B1V9dHZKEyStLhN+yaJJM8ALgC+BrwHuA44N8kzZ6k2SdIiNswV1AuBRw1+KTfJBcC7mcaj4JOspbktfQnwlqp66bj1zwKeDdwK3AKsr6rLhqhPkrSADHOb+d1obowYdAVw16k2bIdIOhM4HjgGWJfkmHHNzq2qn6+q1cDLgVcNUZskaYEZJqAuBl6V5A4ASe4IvAL49DS2PRbYXlVXVtX3gfOBEwcbVNU3B2bvyG23t0uSFqFhuvieBZwH3JzkGzRXTp8G1k1j28Npvjs1ZhR44PhGSZ4NPB9YCjx8iNokSQvMtK6gkgS4PfBIYCXNCBIrq+ohVXXtdHYxwbIfu0KqqjOr6p7Ai4A/naSW9Um2Jtm6c+fO6ZQvSZqHphVQ7bh7/wX8sKpGq+qzVTU6xHFGaUaeGLOC5nEdkzkfeMIktZxVVWuqas2yZcuGKEGSNJ8M8xnUf9AMGLsvtgCrkqxMshQ4Gdg42CDJ4KCzjwW+tI/HkiQtAMN8BvVx4INJ3krzedKPuuiqaq+P3Kiq3Uk20AyNtAQ4u6q2JTkD2FpVG4ENSR4J/AC4EXjKMCciSVpYhgmoBwNXAQ8Zt7yYxjOhqmoTzYjog8tOH5j+gyFqkSQtcFMGVHtb+Z/SfHn288BfV9X3ZrswSdLiNp3PoF5Pc9fe5cATgVfOakWSJDG9Lr7jgV+oquuSvA74BPCc2S1rcbnp4ndy86fO2699XP2yxw29zcEPXschx52yX8eVpNkynYC6Y1VdB1BV1yQ5eJZrWnQOOe4Ug0KSxplOQB3YPmYjk8zjIzckSTNtOgF1PXvepXfDuPkCjp7JoiRJmjKgquqoDuqQJGkPw4wkIUlSZwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLnQVUkrVJrkiyPclpE6x/fpLLkvxnko8kuUdXtUmS+qeTgEqyBDgTOB44BliX5Jhxzf4DWFNV9wMuAl7eRW2SpH7q6grqWGB7VV1ZVd8HzgdOHGxQVR+rqu+0s5cAKzqqTZLUQ10F1OHANQPzo+2yyTwd+JeJViRZn2Rrkq07d+6cwRIlSX3SVUBlgmU1YcPkt4E1wCsmWl9VZ1XVmqpas2zZshksUZLUJwd2dJxR4IiB+RXAteMbJXkk8CfAQ6rqex3VJknqoa6uoLYAq5KsTLIUOBnYONggyf2BNwEnVNX1HdUlSeqpTgKqqnYDG4DNwOXAhVW1LckZSU5om70CuBPwriSXJtk4ye4kSYtAV118VNUmYNO4ZacPTD+yq1okSf3nSBKSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkrSfRkZGSNL5n5GRkbk+9VnV2RN1JWmhGhkZ2aewSPKj6aqawYoWBq+gJEm9ZEBJknrJgJIk9ZIBJUnqpc4CKsnaJFck2Z7ktAnW/0qSzyfZneRJXdUlSeqnTgIqyRLgTOB44BhgXZJjxjX7CnAqcG4XNUmS+q2r28yPBbZX1ZUASc4HTgQuG2tQVTvadT/sqCZJUo911cV3OHDNwPxou2xoSdYn2Zpk686dO2ekOElS/3QVUJlg2T59K62qzqqqNVW1ZtmyZftZliSpr7oKqFHgiIH5FcC1HR1bkjQPdRVQW4BVSVYmWQqcDGzs6NiSpHmok4Cqqt3ABmAzcDlwYVVtS3JGkhMAkjwgyShwEvCmJNu6qE2S1E+dDRZbVZuATeOWnT4wvYWm60+SJEeSkCT1kwElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReOnCuC5Ck/XHUaR+Y6xJmxHw9jx0vfeys7buzK6gka5NckWR7ktMmWH+7JBe06z+T5KiuapMk9U8nAZVkCXAmcDxwDLAuyTHjmj0duLGq7gW8GnhZF7VJkvqpqy6+Y4HtVXUlQJLzgROBywbanAiMtNMXAa9PkqqqjmqUpH1y08Xv5OZPnbdf+7j6ZY8bepuDH7yOQ447Zb+O22fp4ud/kicBa6vqGe38k4EHVtWGgTZfbNuMtvNfbtvsGrev9cD6dvY+wBWzfgL9diiwa8pWmq98fxc+32PYVVVrxy/s6goqEywbn4zTaUNVnQWcNRNFLQRJtlbVmrmuQ7PD93fh8z2eXFc3SYwCRwzMrwCunaxNkgOBg4FvdFKdJKl3ugqoLcCqJCuTLAVOBjaOa7MReEo7/STgo37+JEmLVyddfFW1O8kGYDOwBDi7qrYlOQPYWlUbgX8AzkmynebK6eQualsA7O5c2Hx/Fz7f40l0cpOEJEnDcqgjSVIvGVCSpF4yoOaxJDuS/FeSS5Nsnet6tH+SnJ3k+vY7gWPL7prkQ0m+1P59l7msUftukvd3JMlX2//DlyZ5zFzW2DcG1Pz3sKpa7fcoFoS3AuO/rHga8JGqWgV8pJ3X/PRWfvz9BXh1+394dVVt6rimXjOgpJ6oqk/w49/9OxF4Wzv9NuAJnRalGTPJ+6u9MKDmtwL+Ncnn2iGgtPAcVlXXAbR//9Qc16OZtyHJf7ZdgHbhDjCg5rcHV9Uv0IwS/+wkvzLXBUkayhuBewKrgeuAv53bcvrFgJrHqura9u/rgX+iGTVeC8vXk9wdoP37+jmuRzOoqr5eVbdW1Q+BN+P/4T0YUPNUkjsmOWhsGvhV4It730rz0OAQYE8B/nkOa9EMG/vlo/Vr+H94D44kMU8lOZrmqgmaIavOraq/msOStJ+SnAc8lObxC18HXgK8F7gQOBL4CnBSVflB+zw0yfv7UJruvQJ2AL879pmjDChJUk/ZxSdJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgNGOS/H2SP2unH5pkdK5rGpTkyCS3JFky17XMliSfSnL/dvqPk7xlBve9I8kjZ2p/XUvy1iR/OY12n01y3y5q0t518sh3zW9JdgDLgeVVtWtg+aXA/wFWVtWOqnrWHJU4LVX1FeBOc13HbEnyeOBbVfUfAFX11/uxr7cCo1X1pzNU3nzySuAM4IlzXchi5xWUpusqYN3YTJKfB24/d+X0R4+uyJ4FnDPXRSwAG4GHjRvlQXPAgNJ0nQP8zsD8U4C3DzbYWxdKkuVJ3p1kZ5Krkjx3YN2xSf49yU1Jrkvy+iRLB9b/apIrktyc5A1J/i3JMwbWPy3J5UluTLI5yT0mqeGoJJXkwHb+40n+ou0W+1aSf01y6ED745J8uq3rmiSnDpznG5NsSvJtmh9mt0vyyiRfSfL1trvz9m37uyR5f3vuN7bTKwaOc2qSK9sarkpyyj6c21Lg4cC/DSwbSfKOcef+lLbGXUn+ZJJ9rQdOAV7Ydom+b2D16nbk7ZuTXJDkJwe2e2aS7Um+kWRjkuUTve4Dr/0z2ul7te/pzW1dFwy0e2372n8zzaj9vzzu/C5M8vb2tduWZM3A+vsn+Xy77gJgsNZD2/fhprbeTyY5AKCqvgt8jmb4MM0hA0rTdQlw5yQ/214x/Cbwjuls2P7Hfx/wBeBw4BHA/0vy6LbJrcDzaIaAeVC7/vfbbQ8FLgJeDNwNuAL4vwP7fgLwx8CvA8uATwLnDXFevwU8leYxFkuBP2z3eyTwL8Dr2v2uBi4dt91fAQcBFwMvA+7dtrtXe56nt20PAP4RuAfNkEX/C7y+Pc4dgb8Djq+qg9pzu3Qfzm0V8MOqmupzv+OA+9C8xqcn+dnxDarqLOCdwMur6k5V9fiB1b9B89C9lcD9gFPbWh8O/E27/u7A1cD5U9Qy5i+AfwXuAqygec3HbKF5Te8KnAu8azAUgRPa4xxCc+Uz9roupRkm6px223exZ5fdC4BRmtf1MJrXeXBYnctpuq81hwwoDWPsKupRwH8DX53mdg8AllXVGVX1/aq6kmbk5pMBqupzVXVJVe2uqh3Am4CHtNs+BthWVe+pqt00P8y/NrDv3wX+pqoub9f/Nc1v+RNeaUzgH6vqf6rqf2nGvFvdLj8F+HBVnVdVP6iqG6pqMKD+uao+1Y5C/T3gmcDzquobVfWtto6x87uhqt5dVd9p1/3VwPkB/BD4uSS3r6rrqmrbPpzbIcC3pnG+f15V/1tVX6D5hWHYH8J/V1XXtuMBvo89X6+zq+rzVfU9ml8oHpTkqGns8wc04b28qr5bVRePraiqd7Sv3+6q+lvgdjQBO+biqtpUVbfS/PscO59fAn4CeE37/l1EE3aDx7w7cI92/Sdrz3HfvkXzmmoOGVAaxjk0Vw6nMq57bwr3AJa33Sk3JbmJ5jfWwwCS3Lvtbvlakm/S/CAe62pbDlwztqP2h8jouH2/dmC/3wBCcwUzHYNh9x1uu4niCODLe9numoHpZcAdgM8N1PHBdjlJ7pDkTUmubs/vE8AhSZZU1bdprkafBVyX5ANJfmYfzu1Gmqu5fT3f6Zps++U0V00AVNUtwA1M7314Ic15fbbtpnva2IokL2i7OG9uX4ODue3fxkT1/GTblbgc+Oq40Ll6YPoVwHaaB35emeS0cTUdBNw0jdo1iwwoTVtVXU1zs8RjgPcMsek1wFVVdcjAn4Oq6jHt+jfSXJGtqqo704RX2nXX0XT7AJAkg/Ptvn933L5vX1Wf3qeT3HO/99zL+sEffLtouu3uO1DDwVU19sP7BTS/9T+wPb+xB0sGoKo2V9WjaH6j/2+aq8thz+1LNC/PdIN5KsOOIn0tTaACP+q6vBvNVfa328V3GGj/0z86UNXXquqZVbWc5qrxDe3nUr8MvIim2/AuVXUIcDO3/dvYm+uAw9t/L2OOHDjmt6rqBVV1NPB44PlJHjHQ9mdprjA1hwwoDevpwMPb3/yn67PAN5O8KMntkyxJ8nNJHtCuPwj4JnBLe/XwewPbfgD4+SRPaH8zfjYDP9yAvwdenPZ7K0kOTnLSPp7boHcCj0zyG0kOTHK3JKsnajjwsLlXJ/mpto7DBz5jO4gmwG5KcleaxyzQtjssyQntD/TvAbfQfCY31LlV1Q+AD7Nn1+H++Dpw9BDtzwWemmR1ktvRXAV/pv36wU6aoPrt9r1/GgPhn+Sk3HbTyI004Xgrzeu2G9gJHJjkdODO06zn39ttn9u+f7/OwMMAkzyuDcHQ/Nu7tf1DW/8vAh8a4vw1CwwoDaWqvlxVW4fc5laa31JX01yB7QLeQtNdA82NCb9F0+//ZuCCgW13AScBL6fpMjoG2Erzw5yq+ieaGxTOb7vPvggcv4+nN1jzV2iuFF9A07U29p2vybyIpsvokraOD3PbZyWvobklfxfNzSYfHNjugPYY17bHeQjtDSL7cG5vAp487ZPcu38Ajmm7F987VeOq+gjwZ8C7aa5e7kn7GVzrmcAf0byH9wUGrwIfAHwmyS00Nzr8QVVdBWymuVHlf2i6577Lnl2re6vn+zQ3l5xKE3q/yZ5X/ato3qNbaMLsDVX18XbdCcDHx55Yrbnj86A0r7R3BI4Cp1TVx+a6nr5JcjHwnLEv62p4ST4DPL2qfLrtHDOg1HttV9lnaLrJ/oimm+/o9s47SQuUXXyaDx5Ec0fdLpquwicYTtLC5xWUJKmXvIKSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi/9f5nDCgyVhGtDAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -79,7 +79,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -123,6 +123,7 @@ " 0\n", " 4292_0.50\n", " 4292_0.95\n", + " 2223_0.95\n", " \n", " \n", " \n", @@ -131,98 +132,31 @@ " 0.391892\n", " 0.316527\n", " 0.239203\n", + " 0.185077\n", " \n", " \n", " 1\n", " 0.595294\n", " 0.665835\n", " 0.736000\n", + " 0.782656\n", " \n", " \n", " 2\n", " 0.012815\n", " 0.017638\n", " 0.024796\n", - " \n", - " \n", - " 3\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " \n", - " \n", - " 4\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " \n", - " \n", - " 5\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " \n", - " \n", - " 6\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " \n", - " \n", - " 7\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " \n", - " \n", - " 8\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " \n", - " \n", - " 9\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " \n", - " \n", - " 10\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " \n", - " \n", - " 11\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " \n", - " \n", - " 12\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 0.032267\n", " \n", " \n", "\n", "" ], "text/plain": [ - " 0 4292_0.50 4292_0.95\n", - "0 0.391892 0.316527 0.239203\n", - "1 0.595294 0.665835 0.736000\n", - "2 0.012815 0.017638 0.024796\n", - "3 0.000000 0.000000 0.000000\n", - "4 0.000000 0.000000 0.000000\n", - "5 0.000000 0.000000 0.000000\n", - "6 0.000000 0.000000 0.000000\n", - "7 0.000000 0.000000 0.000000\n", - "8 0.000000 0.000000 0.000000\n", - "9 0.000000 0.000000 0.000000\n", - "10 0.000000 0.000000 0.000000\n", - "11 0.000000 0.000000 0.000000\n", - "12 0.000000 0.000000 0.000000" + " 0 4292_0.50 4292_0.95 2223_0.95\n", + "0 0.391892 0.316527 0.239203 0.185077\n", + "1 0.595294 0.665835 0.736000 0.782656\n", + "2 0.012815 0.017638 0.024796 0.032267" ] }, "execution_count": 4, @@ -241,7 +175,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3dfZxWdZ3/8dfbQcwb8iZGN0AEFTdRFGEw/JlpJor6C/OuBd28lzTJ7hO3Fl1vWktXc1ey0FwNb9AUi5QUKVvUNEDCEAhhEWXQ4iY10bwBPvvHOYOHYYa5ruGac51h3s/HYx5zbr7nez7numbmM9/vOdf3q4jAzMysaLaqdgBmZmZNcYIyM7NCcoIyM7NCcoIyM7NCcoIyM7NC6lTtADbH0KFD45FHHql2GGZmtnnU1MZ23YJauXJltUMwM7M20q4TlJmZbbmcoMzMrJCcoMzMrJCcoMzMrJCcoMzMrJCcoMzMrJCcoMzMrJCcoMzMrJDa9UgSZmZ56jX64YrWt+Sa4ytW1xNPPMEFF1zA1ltvzdNPP822225bsbqrxQnKbAvW745+VTnvnDPnVOW8W7qIICLYaquNO7/uuusuvvGNb3D22Wdvdl1FUdzIzMyMJUuWsO+++/LFL36RAQMGMH78eA455BAGDBjAqaeeyurVq7n11lu57777uOKKKzj99NMBuPbaaxk0aBAHHHAAl112WZN1LV26lClTpmxUH0CvXr247LLLGDBgAP369eNPf/oTAKtXr+bss8+mX79+HHDAATzwwAMAzdazOZygzMwKbsGCBZxxxhk89thj/OQnP2Hq1KnMmjWLuro6rr/+es477zyGDRvGtddey1133cWUKVNYuHAh06dPZ/bs2Tz77LNMmzZtg7r+8Ic/sP3223PVVVdtVF+Drl27MmvWLC688EKuu+46AK688kp23HFH5syZwx//+EeOPPJIVq5cucl6WstdfGZmBbfHHnswePBgHnroIebNm8ehhx4KwHvvvcchhxyyUfkpU6YwZcoUDjroICBp9SxcuJCePXuurwvgmWee2WR9J510EgADBw5k4sSJAEydOpUJEyasL7PzzjuXHFe5nKDMzApu++23B5L7RkOGDOGee+7ZZPmI4NJLL+ULX/jCBtuXLFmyvq5S6ttmm20AqKmpYc2aNeuPkTacHaPUuMrlLj4zs3Zi8ODBPPXUUyxatAiAt99+mxdeeGGjcscccwy33Xbb+vtAy5YtY/ny5a2uL+voo4/mpptuWr/+2muvtaqeUrgFZWZWoko+Ft4atbW13H777YwYMYJ3330XgKuuuop99tlng3JHH3008+fPX9/NtsMOO3DnnXdSU1PTqvqyvvOd73DRRRex//77U1NTw2WXXcZJJ51Udj2lUERsVgXVVFdXFzNnzqx2GGaF5cfMrZ2o7oy6koZKWiBpkaTRTey/QdLs9OsFSa/nFZuZmRVPLl18kmqAscAQoB6YIWlSRMxrKBMRX82U/xJwUB6xmZlZMeXVgjoYWBQRiyPiPWACcMImyo8AKvs4iJmZtSt5JajuwNLMen26bSOS9gB6A79pZv9ISTMlzVyxYkXFAzUzs2LIK0E1dQOsuaczhgP3R8TapnZGxLiIqIuIutra2ooFaGZmxZJXgqoHds+s9wBeaabscNy9Z2bW4eWVoGYAfST1ltSZJAlNalxI0j8COwNP5xSXmZkVVC4JKiLWAKOAR4H5wH0RMVfSFZKGZYqOACZEe/5wlpmZVURuI0lExGRgcqNtYxqtX55XPGZmZbt8xwrX90Zl6yvRI488wpe//GXWrl3Leeedx+jRG300FUim3OjSpQs1NTV06tSJhoERSj1+c3moIzOzDmTt2rVcdNFFPPbYY/To0YNBgwYxbNgw+vbt22T5xx9/nK5du7b6+M3hwWLNzApu0qRJnHLKKRtsu/nmm7n44ovLrmv69Onsvffe7LnnnnTu3Jnhw4fzi1/8Irfjy+EEZWZWcN/+9re5/PLLN9i21157MW/evA22HXbYYfTv33+jr6lTp64vs2zZMnbf/YOHqnv06MGyZcuaPK8kjj76aAYOHMi4cePKPn5zuYvPzKzAnnvuOdatW8f+++/PSy+9xOTJk7nwwgt5//33N5qX6YknnmixvqaeQWtcT4OnnnqKbt26sXz5coYMGcLHPvaxso7fXE5QZmYFNnv2bAYOHAjAY489xsKFCwGYN28eBx544AZlDzvsMN58882N6rjuuus46qijgKTFs3TpBwP71NfX061btybP3bB911135cQTT2T69OkceuihJR+/uZygzNpapZ/8KkfvntU7t1XEunXrWL16NWvXrmXixIl0796dv//979x+++2MHz9+g7KltKAGDRrEwoULefHFF+nevTsTJkzg7rvv3qjcW2+9xbp16+jSpQtvvfUWU6ZMYcyYMSUfXwlOUGZmparCY+HHHXccN954I/379+fqq6/mmmuuoa6ujpEjRzJgwICy6+vUqRM33XQTxxxzDGvXruWcc85hv/322+B8t956K++88w4nnngiAGvWrOG0005j6NChAJs8vpI8YaFZW6tiC6pflVpQnrDQylTdCQvNzMzK4QRlZmaF5ARlZmaF5ARlZmaF5ARlZmaF5ARlZmaF5ARlZmaF5ARlZmaF5JEkzMxK1O+OfhWtr1ofaC51wsEbb7yRW265hYjg/PPP5ytf+QrQ/ESGleYEZWbWgZQ64eDzzz/PLbfcwvTp0+ncuTNDhw7l+OOPp0+fPsDGExm2BXfxmZkVXDUmLJw/fz6DBw9mu+22o1OnThx++OE8+OCDrb6G1nCCMjMruGpMWLj//vszbdo0Vq1axdtvv83kyZPXT7PR1ESGbcFdfGZmBVatCQv33XdfLrnkEoYMGcIOO+zAgQceSKdOScpoaiLDT37yk628wubl1oKSNFTSAkmLJDV5R07S5yTNkzRXUttMMGJm1o6UO2FhSy2ociYsPPfcc5k1axbTpk1jl112WX//qamJDNtCLi0oSTXAWGAIUA/MkDQpIuZlyvQBLgUOjYjXJO2aR2xmZkVWrQkLAZYvX86uu+7Kyy+/zMSJE3n66aebnciwLeTVxXcwsCgiFgNImgCcAGQ7UM8HxkbEawARsTyn2MzMSlKNx8KrNWFht27dOPnkk1m1ahVbb701Y8eOZeedd2bx4sXNTmRYablMWCjpFGBoRJyXrn8e+HhEjMqU+TnwAnAoUANcHhGPNFHXSGAkQM+ePQe+9NJLbR6/2WbxhIVmLanqhIVNnbxxZuwE9AGOAEYAt0raaaODIsZFRF1E1NXW1lY8UDMzK4a8uvjqgd0z6z2AV5oo80xEvA+8KGkBScKakU+ItiXrNfrhqp17yYeqdmqzdi2vFtQMoI+k3pI6A8OBSY3K/Bz4FICkrsA+wOKc4jMzs4LJJUFFxBpgFPAoMB+4LyLmSrpC0rC02KPAKknzgMeBb0bEqjziMzOz4sntg7oRMRmY3GjbmMxyAF9Lv8zMrIPzUEdmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZIuSUoSUMlLZC0SNLoJvafJWmFpNnp13l5xWZmZsXTKY+TSKoBxgJDgHpghqRJETGvUdF7I2JUHjGZmVmx5dWCOhhYFBGLI+I9YAJwQk7nNjOzdiivBNUdWJpZr0+3NXaypD9Kul/S7k1VJGmkpJmSZq5YsaItYjUzswLIK0GpiW3RaP2XQK+IOACYCtzRVEURMS4i6iKirra2tsJhmplZUeSVoOqBbIuoB/BKtkBErIqId9PVW4CBOcVmZmYFlFeCmgH0kdRbUmdgODApW0DSRzOrw4D5OcVmZmYFlMtTfBGxRtIo4FGgBrgtIuZKugKYGRGTgIslDQPWAH8FzsojNjMzK6ZcEhRAREwGJjfaNiazfClwaV7xmJlZsZXcxSfpekn92zIYMzOzBuXcg9oaeFTS85IukdSjrYIyMzMrOUFFxJeAbsBooD8wX9JUSWdI2qGtAjQzs46prKf4ImJtRDwUESOAwUAtcDvwZ0m3Smrqw7dmZmZlKytBSfqwpHMlPQ5MA34PHAbsC6wGflX5EM3MrCMq+Sk+SfcDx5Akph8BP898sBZJXwPeqHiEZmbWIZXzmPkzwKiI+HNTOyNinaTdKhOWmZl1dOV08R3WVHKSNLFhOSLerkhUZmbW4ZWToD7VzPYjKhCHmZnZBlrs4kuHIwLonFlusCfwUsWjMjOzDq+Ue1ANo5BvxYYjkgfJHE+XVzgmMzOzlhNURJwNIOl3EXFL24dkZmbWQoKS1CsilqSrv5a0Z1PlImJxpQMzM7OOraUW1BygS7q8iKRbr/HsuEEyhYaZmVnFbDJBRUSXzHJekxuamZnlNqOumZlZWVq6B/UESRfeJkXEJysWkZmZGS3fg7o1lyjMzMwaaeke1B15BWJmZpbVUhff5yNifLp8TnPlIuK2SgdmZmYdW0tdfCOA8eny55spE4ATlJmZVVRLXXzHZZabGyy2JJKGAjeSfGbq1oi4pplypwA/AwZFxMzNOaeZmbVf5cwHhaSdgOOBbsArwMMR8XoJx9UAY4EhQD0wQ9KkiJjXqFwX4GKSmXrNzKwDK/lzUJKOBJaQJJBBwJeAJZI+XcLhBwOLImJxRLwHTABOaKLclcD3gXdKjcvMzLZM5XxQ9yZgZER8PCI+FxGDgfNJWkYt6U4y8nmD+nTbepIOAnaPiIfKiMnMzLZQ5SSobsADjbY9CPxDCcc2Hr8PMh8AlrQVcAPw9RYrkkZKmilp5ooVK0o4tZmZtUflJKifAhc12nZhur0l9Ww4l1QPkntYDboA+wO/lbQEGAxMklTXuKKIGBcRdRFRV1tbW0b4ZmbWnpQz1NFWwIWSvgUsI+mi2w14poTzzAD6SOqdHjscOK1hZ0S8AXTNnPe3wDfyeIqv1+iH2/oUzVpyzfFVO7eZWdGVO9RRqyYsjIg1kkYBj5I8Zn5bRMxNp5CfGRGTWlOvmZltuXIb6igiJgOTG20b00zZIyp1XjMza5/K/RzUbiSPjHcl8+CDhzoyM7NKKzlBSfoscCewENgPmEvyYMOTeKgjMzOrsHKe4rsKODsiDgLeSr+PBJ5tk8jMzKxDKydB9YyInzXadgdwRgXjMTMzA8pLUMvTe1CQDHF0CLAXyVN5ZmZmFVVOgroF+ES6fAPwOPAc8MNKB2VmZlbyQxIR8b3M8k/TD9NuHxHz2yIwMzPr2Mp9zLyGZBiihuk2ShlFwszMrGzlPGZ+APBz4EMkY+v1AN6RdGJEPNdG8ZmZWQdVzj2o20im1ugeEQeTjMV3E/4MlJmZtYFyEtQ+wA8iIgDS7zcCfdoiMDMz69jKSVCTgWGNtn0GqN5w4GZmtsVqabqN8Xww3UYNMEHSsySz4+4ODAR+0aYRmplZh9TSQxKLGq0/n1meRzJ9hpmZWcW1NN3Gv+UViJmZWVa5n4P6FPB5kif4lgF3RsRv2iIwMzPr2Ep+SELSecC9wJ+BicCrwN2Szm+j2MzMrAMrpwX1LWBI9kO5ku4FHqCVU8GbmZk1p5zHzD9C8mBE1gJgl8qFY2ZmlignQT0JXC9pOwBJ2wPXAr9ri8DMzKxjK6eL7wLgHuANSX8laTn9DhjRFoF1CJfvWKXzvlGd85qZlaGkFpQkAdsCRwG9SUaQ6B0Rh0fEKyXWMVTSAkmLJI1uYv8FkuZImi3pSUl9y7gOMzPbwpSUoNJx9+YA6yKiPiKmR0R9qSdJp+kYCxwL9AVGNJGA7o6IfhHRH/g+cH2p9ZuZ2ZannHtQfyAZMLY1DgYWRcTiiHgPmACckC0QEX/LrG7PB0MsmZlZB1TOPajfAo9Iup1kLL71CSQiWppyo3t6TIN64OONC0m6CPga0Bk4sozYzMxsC1NOgjoUeBE4vNH2oOU5odTEto1aSBExFhgr6TTgO8CZG1UkjQRGAvTs2bPlqM3MrF1qMUGlj5V/B1gNzAK+GxHvlnmeepLRzxv0IJkyvjkTgJub2hER44BxAHV1de4GNDPbQpVyD+omkqf25gMnA9e14jwzgD6SekvqDAwHJmULSMpOfHg8sLAV5zEzsy1EKV18xwIDIuJVSf8FTAO+VM5JImKNpFEk03PUALdFxFxJVwAzI2ISMErSUcD7wGs00b1nZmYdRykJavuIeBUgIpZKatWnSyNiMsmsvNltYzLLX25NvWZmtmUqJUF1SqfZUDPreMoNMzOrtFIS1HI2fEpvVaP1APasZFBmZmYtJqiI6JVDHGZmZhsoZyQJMzOz3DhBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZITlBmZlZIZUzo65tIfrd0a9q555z5pyqndvM2he3oMzMrJCcoMzMrJCcoMzMrJCcoMzMrJCcoMzMrJCcoMzMrJCcoMzMrJByS1CShkpaIGmRpNFN7P+apHmS/ijp15L2yCs2MzMrnlwSlKQaYCxwLNAXGCGpb6NifwDqIuIA4H7g+3nEZmZmxZRXC+pgYFFELI6I94AJwAnZAhHxeES8na4+A/TIKTYzMyugvBJUd2BpZr0+3dacc4FftWlEZmZWaHmNxacmtkWTBaV/BuqAw5vZPxIYCdCzZ89KxWdmZgWTVwuqHtg9s94DeKVxIUlHAd8GhkXEu01VFBHjIqIuIupqa2vbJFgzM6u+vBLUDKCPpN6SOgPDgUnZApIOAn5MkpyW5xSXmZkVVC4JKiLWAKOAR4H5wH0RMVfSFZKGpcWuBXYAfiZptqRJzVRnZmYdQG7zQUXEZGByo21jMstH5RWLmZkVn0eSMDOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQsotQUkaKmmBpEWSRjex/5OSZklaI+mUvOIyM7NiyiVBSaoBxgLHAn2BEZL6Nir2MnAWcHceMZmZWbF1yuk8BwOLImIxgKQJwAnAvIYCEbEk3bcup5jMzKzA8uri6w4szazXp9vKJmmkpJmSZq5YsaIiwZmZWfHklaDUxLZoTUURMS4i6iKirra2djPDMjOzosorQdUDu2fWewCv5HRuMzNrh/JKUDOAPpJ6S+oMDAcm5XRuMzNrh3JJUBGxBhgFPArMB+6LiLmSrpA0DEDSIEn1wKnAjyXNzSM2MzMrprye4iMiJgOTG20bk1meQdL1Z2Zm5pEkzMysmJygzMyskJygzMyskJygzMyskJygzMyskJygzMyskJygzMyskJygzMyskJygzMyskJygzMyskJygzMyskJygzMyskJygzMyskJygzMyskJygzMyskJygzMyskHKbsNDMzNpGvzv6Ve3cc86c02Z1uwVlZmaF5BaUmVmlXL5jdc7bu2d1ztvG3IIyM7NCcgvKzLYovUY/XLVzL/lQ1U69RcqtBSVpqKQFkhZJGt3E/m0k3Zvu/72kXnnFZmZmxZNLgpJUA4wFjgX6AiMk9W1U7FzgtYjYG7gB+F4esZmZWTHl1YI6GFgUEYsj4j1gAnBCozInAHeky/cDn5aknOIzM7OCyeseVHdgaWa9Hvh4c2UiYo2kN4CPACuzhSSNBEamq6slLWiTiHOwmdm3K41em9I9v3ln3gw6q+P9z1G99xmq9V53xPcZ/Du9GR6JiKGNN+aVoJq6gmhFGSJiHDCuEkG1Z5JmRkRdteOwtuX3uePwe72xvLr46oHdM+s9gFeaKyOpE7Aj8NdcojMzs8LJK0HNAPpI6i2pMzAcmNSozCTgzHT5FOA3EbFRC8rMzDqGXLr40ntKo4BHgRrgtoiYK+kKYGZETAJ+AoyXtIik5TQ8j9jasQ7fzdlB+H3uOPxeNyI3UszMrIg81JGZmRWSE5SZmRWSE1Q7I2mJpDmSZkuaWe14rHIk3SZpuaTnM9t2kfSYpIXp952rGaNVRjPv9eWSlqW/27MlHVfNGIvACap9+lRE9PdnJrY4twONP6w4Gvh1RPQBfp2uW/t3Oxu/1wA3pL/b/SNics4xFY4TlFlBRMQ0Nv7sX3YIsDuAz+YalLWJZt5ra8QJqv0JYIqkZ9Nhn2zLtltEvAqQft+1yvFY2xol6Y9pF2CH7851gmp/Do2IASQjw18k6ZPVDsjMKuJmYC+gP/Aq8B/VDaf6nKDamYh4Jf2+HHiQZKR423L9RdJHAdLvy6scj7WRiPhLRKyNiHXALfh32wmqPZG0vaQuDcvA0VRzGGPLQ3YIsDOBX1QxFmtDDf+IpE7Ev9seSaI9kbQnSasJkmGq7o6Iq6sYklWQpHuAI0imXfgLcBnwc+A+oCfwMnBqRPjmejvXzHt9BEn3XgBLgC803H/sqJygzMyskNzFZ2ZmheQEZWZmheQEZWZmheQEZWZmheQEZWZmheQEZRUj6UeS/jVdPkJSfbVjypLUU9JqSTXVjqWtSHpK0kHp8r9IurWCdS+RdFSl6subpNslXVVCuemS9ssjJtu0XKZ8t/ZN0hKgG9AtIlZmts8GDgR6R8SSiLigSiGWJCJeBnaodhxtRdJngDcj4g8AEfHdzajrdqA+Ir5TofDak+uAK4CTqx1IR+cWlJXqRWBEw4qkfsC21QunOArUIrsAGF/tILYAk4BPNRrZwarACcpKNR44I7N+JvDTbIFNdaFI6ibpAUkrJL0o6eLMvoMlPS3pdUmvSrpJUufM/qMlLZD0hqQfSvofSedl9p8jab6k1yQ9KmmPZmLoJSkkdUrXfyvpyrRb7E1JUyR1zZT/hKTfpXEtlXRW5jpvljRZ0lskf8y2kXSdpJcl/SXt7tw2Lb+zpIfSa38tXe6ROc9ZkhanMbwo6fRWXFtn4EjgfzLbLpd0Z6NrPzONcaWkbzdT10jgdOBbaZfoLzO7+6ejbb8h6V5JH8ocd76kRZL+KmmSpG5Nve6Z1/68dHnv9D19I43r3ky5G9PX/m9KRvA/rNH13Sfpp+lrN1dSXWb/QZJmpfvuBbKxdk3fh9fTeJ+QtBVARLwDPEsylJhVkROUleoZ4MOS9k1bDP8E3FnKgekv/i+B54DuwKeBr0g6Ji2yFvgqybAvh6T7v5ge2xW4H7gU+AiwAPh/mbo/C/wLcBJQCzwB3FPGdZ0GnE0yjUVn4BtpvT2BXwH/ldbbH5jd6LirgS7Ak8D3gH3Scnun1zkmLbsV8N/AHiRDFv0duCk9z/bAfwLHRkSX9Npmt+La+gDrIqKl+36fAP6R5DUeI2nfxgUiYhxwF/D9iNghIj6T2f05kon2egMHAGelsR4J/Hu6/6PAS8CEFmJpcCUwBdgZ6EHymjeYQfKa7gLcDfwsmxSBYel5diJp+TS8rp1Jhokanx77Mzbssvs6UE/yuu5G8jpnh9WZT9J9bVXkBGXlaGhFDQH+BCwr8bhBQG1EXBER70XEYpLRmocDRMSzEfFMRKyJiCXAj4HD02OPA+ZGxMSIWEPyx/zPmbq/APx7RMxP93+X5L/8JlsaTfjviHghIv5OMuZd/3T76cDUiLgnIt6PiFURkU1Qv4iIp9KRp98Fzge+GhF/jYg30zgarm9VRDwQEW+n+67OXB/AOmB/SdtGxKsRMbcV17YT8GYJ1/tvEfH3iHiO5B+Gcv8I/2dEvJKOB/hLNny9bouIWRHxLsk/FIdI6lVCne+TJO9uEfFORDzZsCMi7kxfvzUR8R/ANiQJtsGTETE5ItaS/Hw2XM9gYGvgB+n7dz9Jssue86PAHun+J2LDcd/eJHlNrYqcoKwc40laDmfRqHuvBXsA3dLulNclvU7yH+tuAJL2Sbtb/izpbyR/iBu62roBSxsqSv+I1Deq+8ZMvX8FRNKCKUU22b3NBw9R7A787yaOW5pZrgW2A57NxPFIuh1J20n6saSX0uubBuwkqSYi3iJpjV4AvCrpYUkfa8W1vUbSmmvt9ZaqueO7kbSaAIiI1cAqSnsfvkVyXdPTbrpzGnZI+nraxflG+hrsyAc/G03F86G0K7EbsKxR0nkps3wtsIhk8s/FkkY3iqkL8HoJsVsbcoKykkXESyQPSxwHTCzj0KXAixGxU+arS0Qcl+6/maRF1iciPkySvJTue5Wk2wcAScqup3V/oVHd20bE71p1kRvWu9cm9mf/8K0k6bbbLxPDjhHR8Mf76yT/9X88vb6GSSYFEBGPRsQQkv/o/0TSuiz32haSvDylJuaWlDuK9CskCRVY33X5EZJW9lvp5u0y5f9h/Yki/hwR50dEN5JW4w/T+1KHAZeQdBvuHBE7AW/wwc/GprwKdE9/Xhr0zJzzzYj4ekTsCXwG+JqkT2fK7kvSwrQqcoKycp0LHJn+51+q6cDfJF0iaVtJNZL2lzQo3d8F+BuwOm09XJg59mGgn6TPpv8ZX0TmjxvwI+BSpZ9bkbSjpFNbeW1ZdwFHSfqcpE6SPiKpf1MFMxPM3SBp1zSO7pl7bF1IEtjrknYhmVqBtNxukoalf9DfBVaT3JMr69oi4n1gKht2HW6OvwB7llH+buBsSf0lbUPSCv59+vGDFSSJ6p/T9/4cMslf0qn64KGR10iS41qS120NsALoJGkM8OES43k6Pfbi9P07icwEgJL+f5oERfKztzb9Io1/IPBYGddvbcAJysoSEf8bETPLPGYtyX+p/UlaYCuBW0m6ayB5MOE0kn7/W4B7M8euBE4Fvk/SZdQXmEnyx5yIeJDkAYUJaffZ88Cxrby8bMwvk7QUv07Stdbwma/mXELSZfRMGsdUPrhX8gOSR/JXkjxs8kjmuK3Sc7ySnudw0gdEWnFtPwY+X/JFbtpPgL5p9+LPWyocEb8G/hV4gKT1shfpPbjU+cA3Sd7D/YBsK3AQ8HtJq0kedPhyRLwIPEryoH3Tw7oAAACsSURBVMoLJN1z77Bh1+qm4nmP5OGSs0iS3j+xYau/D8l7tJokmf0wIn6b7hsG/LZh9mqrHs8HZe1K+kRgPXB6RDxe7XiKRtKTwJcaPqxr5ZP0e+DciOjwM9pWmxOUFV7aVfZ7km6yb5J08+2ZPnlnZlsod/FZe3AIyRN1K0m6Cj/r5GS25XMLyszMCsktKDMzKyQnKDMzKyQnKDMzKyQnKDMzKyQnKDMzK6T/A59bFpAsqAV9AAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -253,7 +187,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -275,7 +209,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -287,7 +221,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1529,7 +1463,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1541,7 +1475,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1636,7 +1570,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3dd3hUVfrA8e+bTgotoYUWegs9FKXYQAVU7Iq6WFB2/amr7lrXdZctrri6urqWXezoKqyuBREVWEFApUrovScBAgFSSZs5vz/uZNImyQxkSibv53nmce659868XENezr3nvEeMMSillFKBJsTfASillFKuaIJSSikVkDRBKaWUCkiaoJRSSgUkTVBKKaUCkiYopZRSASngEpSIhIrIehGZ79juIiKrRGSXiMwVkQhHe6Rje7djf5I/41ZKKVW/Ai5BAfcD2ypsPwO8YIzpAZwEpjnapwEnjTHdgRccxymllAoSAZWgRKQDMAl4w7EtwIXAx45D3gWudLyf7NjGsf8ix/FKKaWCQJi/A6ji78AjQJxjOx44ZYwpdWynAe0d79sDhwCMMaUiku04/njFDxSR6cB0gL59+w7dsmWLV/8ASinVGKw7cJJrXvsBgO6tY1n8q/PO5uNcdi4CpgclIpcBmcaYdRWbXRxq3NhX3mDMLGNMijEmpUmTJvUQqVJKqa2Hc5zv+yU29cp3BFIPahRwhYhMBKKAplg9quYiEuboRXUAMhzHpwEdgTQRCQOaASd8H7ZSSjU+WzPKE1Tfdt5JUAHTgzLGPG6M6WCMSQJuBL41xtwMLAGudRx2K/C54/08xzaO/d8arXyrlFI+UbEH1ddLPaiASVC1eBT4lYjsxnrG9Kaj/U0g3tH+K+AxP8WnlFKNSqnNzvYKCaqPl3pQgXSLz8kYsxRY6ni/Fxju4phC4DqfBqaUUor9WfkUldoBaNM0koTYSK98T0PoQSmllAogWzIqDpBo5rXv0QSllFLKI74YIAGaoJRSSnnIFwMkQBOUUkopDxhjtAellFIq8GTmFpGVXwxATEQonVpGe+27NEEppZRyW8XeU592TQkJ8V4JVE1QDcj+/ftJTk4+6885deoUr776ao37T58+zXnnnYfNZjvr73Ll66+/plevXnTv3p2ZM2fWeNyLL75IcnIy/fr14+9//7uzPSkpif79+zNo0CBSUlKc7cXFxYwdO5bS0lJXH6eUqge+KHFURhNUgDHGYLfbvfoddSWot956i6uvvprQ0NB6/26bzcY999zDV199xdatW/nwww/ZunVrteM2b97M66+/zurVq9mwYQPz589n165dzv1LliwhNTWVtWvXOtsiIiK46KKLmDt3br3HrZSybMnIdr735gAJCNCJuv6S9NiXXvvs/TMn1bxv/34mTJjABRdcwI8//shnn33Gf//7X9566y0A7rzzTh544AEASktLufXWW1m/fj09e/Zk9uzZZGZmctlll7F582YAnnvuOfLy8nj44Ye5/vrrSUtLw2az8eSTT3LDDTfw2GOPsWfPHgYNGsT48eN59tlnK8Xz73//mw8++MC5PW/ePGbPns3HH3/sbHvttdfYtm0bL730kkfXYfXq1XTv3p2uXbsCcOONN/L555/Tt2/fSsdt27aNkSNHEh1t3d8+77zz+PTTT3nkkUdq/fwrr7ySxx9/nJtvvtmjuJRS7qk8QMJ7c6BAe1ABY8eOHUydOpX169dz/Phx3n77bVatWsXKlSt5/fXXWb9+vfO46dOns3HjRpo2bVprT+jrr78mMTGRDRs2sHnzZi699FIAZs6cSbdu3UhNTa2WnIqLi9m7dy9JSUnOtieeeIIZM2ZUOq5bt27Vej5jxoxh0KBB1V6LFy92HpOenk7Hjh2d2x06dCA9Pb1a7MnJySxbtoysrCwKCgpYsGABhw4dAkBEuPjiixk6dCizZs2qdt6aNWtqvCZKqTOXV1TK/qwCAEJDhB5tYr36fdqDChCdO3dm5MiRAKxYsYKrrrqKmJgYAK6++mqWL1/OFVdcQceOHRk1ahQAt9xyCy+99BLXXnuty8/s378/Dz30EI8++iiXXXYZY8aMqTOO48eP07x5c+f2hg0bsNvtJCcnc+DAARYsWMDdd99NSUkJVdeHXL58eZ2f76qer6t1Jvv06cOjjz7K+PHjiY2NZeDAgYSFWT+u33//PYmJiWRmZjJ+/Hh69+7N2LFjAQgNDSUiIoLc3Fzi4uKqfa5S6sxVrL/XvVUsUeH1/xigIk1QFdR2G87bypIRuP4lXqbqL3MRISwsrNJzq8LCQgB69uzJunXrWLBgAY8//jgXX3wxv/vd72qNo0mTJs7zAVJTUxk6dCgAixYtcj4H2rp1KwMHDqx07pgxY8jNza32mc899xzjxo0DrB5TWU8IIC0tjcTERJexTJs2jWnTpgHwm9/8hg4dOgA4j2/dujVXXXUVq1evdiYogKKiIqKiomr9cyqlPLdm/0nne28PkAC9xReQxo4dy2effUZBQQH5+fl8+umnzt7PwYMH+fHHHwH48MMPGT16NG3atCEzM5OsrCyKioqYP38+ABkZGURHR3PLLbfw0EMP8dNPPwEQFxfnMpEAtGjRApvN5kxSdrudvLw8bDYbn3zyCbm5uZw+fZp33nmHm266qdK5y5cvJzU1tdqrLDkBDBs2jF27drFv3z6Ki4uZM2cOV1xxhctYMjMznX/mTz75hClTppCfn++MPT8/n4ULF1Ya2ZiVlUWrVq0IDw/37KIrpWpVWGLj7e/3ObeHd2np9e/UBBWAhgwZwm233cbw4cMZMWIEd955J4MHDwasW1/vvvsuAwYM4MSJE9x9992Eh4fzu9/9jhEjRnDZZZfRu3dvADZt2sTw4cMZNGgQTz31FL/97W8BiI+PZ9SoUSQnJ/Pwww9X+/6LL76YFStWADBx4kT27t3LoEGD+MUvfsGWLVtISUlh+vTpDBkyxOM/W1hYGC+//DKXXHIJffr04frrr6dfv37O/RMnTiQjw1qT8pprrqFv375cfvnlvPLKK7Ro0YKjR48yevRoBg4cyPDhw5k0aZLz2RpYo/smTpzocVxKqdr9Z+0hMnOLAGgdF8mVg9t7/TulMa3xl5KSYioOS1aurV+/nueff5733nvP36F47Oqrr+bpp5+mV69e/g5FqaBRVGrj/GeXcjjburPyu8v6csfoLvX5FS5n+2oPSlUzePBgLrjgAq9N1PWW4uJirrzySk1OStWzj9elOZNTQmwkU4Z38sn36iAJ5dIdd9zh7xA8FhERwdSpU/0dhlJBpbjUzqtL9ji3fz62K00ivDt6r4z2oJRSStXo0/VppJ86DUDLmAhuHumb3hNoglJKKVUDYwxvLC8fuXfXmK5ER/juxpsmKKWUUi6tO3CSXZl5AERHhHKLD3tPoAlKKaVUDT5cXT6p/oqBicRF+XZ+oSYopZRS1WSfLuHLTRnObV+N3KtIE5RSSqlqPk9Np7DEKqHWp11TBnTwbuVyVzRBKaWUqsQYU+n23k3DO7os6uxtAZOgRCRKRFaLyAYR2SIif3C0dxGRVSKyS0TmikiEoz3Ssb3bsT/Jn/H7QmNbUbemlXNrOl9X1FWqfmxMy2abo3J5VHgIk31Q1siVgElQQBFwoTFmIDAIuFRERgLPAC8YY3oAJ4FpjuOnASeNMd2BFxzHNXi6om5lVVfOre18XVFXqfrx4eqDzveT+ifS1MeDI8oETCUJYxUFzHNshjteBrgQKCub/S4wA3gNmOx4D/Ax8LKIiDmb4oIzvHiPdUZ2jbt0Rd3qK+qe6fm6oq5SZyf10Ck+XV++iOhNIzrWcrR3BVIPChEJFZFUIBNYBOwBThljyu7ZpAFlfc32wCEAx/5sIN7FZ04XkbUisvbYsWPe/iOcMV1RtzpXK+fWdb6uqKvUmTt0ooA7311DUal1Fye5fVOGdGrht3gCpgcFYIyxAYNEpDnwKdDH1WGO/7p6Ylet92SMmQXMAquaeT2FWu90Rd3qXK2cW9f5uqKuUmcmp7CEO95Zw/G8YgCaR4fzjylD/DI4okxAJagyxphTIrIUGAk0F5EwRy+pA1A2MD8N6AikiUgY0Aw4cVZfXMttOG/TFXWrc7Vy7qhRo+o8X1fUVcozNrvhnn//5KwaEREawqyfpdAlIaaOM70rYG7xiUgrR88JEWkCjAO2AUuAsi7CrcDnjvfzHNs49n97Vs+fAoiuqEuNK+fWdb6uqKuU577YkMHyXced289c29+9FXOLC7wYVQAlKKAdsERENgJrgEXGmPnAo8CvRGQ31jOmNx3HvwnEO9p/BTzmh5i9QlfUzahx5dy6ztcVdZXy3Ns/7He+v2tMF64a3KHuk4yB1y+EN8bDqllQnF/vcemKuqoaXVFXqcYj9dAprnzle8C6tffD4xeSEBtZ94lHNsM/refhhEfDQ7sgMvZMw9AVdZV7dEVdpRqPdyv0ni4b2M695ASw6aPy970mnk1yqlFADpJQ/qcr6ioV/I7lFvHlxsPO7dvOTXLvRLsdNv+3fLv/dfUbmIP2oJRSqpGas/ogxTZrBPDgTs0Z0KF5HWc4HFoF2Y7RtE1aQLcLvRKfJiillGqESmx23l91wLntdu8JKt/e63slhEXUX2AVaIJSSqlG6OvNRziaUwRAQmwkE5LbuXeirQS2fFq+7aXbe6AJSimlGp3CEhvPLdzh3L5pRCciwtxMB3uWwGlHTYSm7aHTOV6I0KIJSimlGpl/fbeXA1nWJNumUWFMPaez+ydXvL2XfA2EeC+NaIJSSqlG5EBWPq8s3e3cfviSXu4PLS/Oh+1flm978fYeaIJSSqlGwxjDjHlbKHZUK+/fvhk3jfCg97TmTShxVIxI6AVt+3shynKaoJRSqpH4ZssRluywlh0SgT9fmUxoiJvVyrd/CYsqFJseeIP1IV6kCUoppRqBz1PTeWBuqnN7yvBODOzo5ryntHXw8TScKxq1Hwoj7q7/IKvQShJKKRXESm12nvl6O68v3+dsS4iN5JFL3CwJdmIffHA9lJ62tlskwZS5EBFd/8FWoQlKKaWCVGZuIQ/MSeWHPVnOtq6tYpj1sxSaR7s5uXbefVDgWIqjSUu4+b8Q28oL0VanCUoppYLQ8l3HeHBuqnOFXIBxfVrz/A2DaBrl5npp+1fAfsdK2RIKUz6EhO5eiNY1TVBKKRVEjDE8t3AHry7dQ9lqSiLwywt7cP9FPQhxd1AEwNKZ5e8HTYFOI+s32DpoglJKqSDyweqDvLJkj3M7ITaSv98wiNE9Ejz7oP3fV+49jXmoHqN0jyYopZQKEqU2O68tLU9Oo7sn8MINg2gV5+ZE3Iq+q9B7GjgFWnaphwg9owlKKaWCxILNR0g7aY22axEdzutTU2gSEer5Bx34AfYts95LKIz9dT1G6T6dB6WUUkHAGMO/vivvPU09J+nMklP+cVj42/LtgVOgZdd6iNBz2oNSSqkg8MOeLLZk5AAQFR7iWQHYMtu/hC/uh3yr2oQ/e0+gCUoppYLCPyv0nq4b2pF4dwvAApQUwoJfw/r3K7df+ITfek+gCUoppRq8rRk5LN9lTaYNEbhzjAcDGgpOwJyb4eAP5W1x7WDyy9B9XD1H6hlNUEop1YDZ7YZnv9nu3J6Q3I7O8THunXzqILx/LRwvX7yQ5Gtg4nMQ3bKeI/VcwCQoEekIzAbaAnZgljHmRRFpCcwFkoD9wPXGmJMiIsCLwESgALjNGPOTP2JXSil/eWXJbmeFcoDpY2u5JVeUZ81tytwKmdthz7flZYwAxv8Jzr3P61XK3RUwCQooBX5tjPlJROKAdSKyCLgN+J8xZqaIPAY8BjwKTAB6OF4jgNcc/1VKqUZhyY5Mnl+807k9bXSX6hXKbaWwbylsmAvb50NJQfUPCo2AK1+D/td6N2APBUyCMsYcBg473ueKyDagPTAZON9x2LvAUqwENRmYbYwxwEoRaS4i7Ryfo5RSQe1AVj73f7jeWc5oZNeWPD6hd+WDinJh9pWQvrbmD4pOgOvegS5jvBbrmQqYBFWRiCQBg4FVQJuypGOMOSwirR2HtQcOVTgtzdGmCUopFdQycwqZ9u5acgpLAWjXLIqXbxpCWGiFqa3GwPwHqyenVn2g63nQqhe06g3tBvlk6YwzEXAJSkRigf8CDxhjcqTme6GudhgXnzcdmA7QqVOn+gpTKaX84tCJAm55cxUHsqxbdRGhIbx2y1ASqg4rT/0ANn1Uvp0yDYbeCm0HBMwzproEVCUJEQnHSk7/NsZ84mg+KiLtHPvbAZmO9jSgY4XTOwAZVT/TGDPLGJNijElp1co3a5gopZQ37DmWx/X/+tGZnEJDhL9dP5BBVZ87HdsJCyoUdx18C1z2PLQb2GCSEwRQgnKMynsT2GaMeb7CrnnArY73twKfV2ifKpaRQLY+f1JKBasdR3K54V8/cji7EICIsBD+ectQLh+YWPnAkkL4+PbywRAJPWHCX30cbf0IpFt8o4CfAZtEJNXR9htgJvAfEZkGHASuc+xbgDXEfDfWMPPbfRuuUkr5xo4judz0+kqy8q3FB6MjQnl9agqjurtYQmPZs3B0s/U+NBKufRsi3JwXFWACJkEZY1bg+rkSwEUujjfAPV4NSiml/Gzn0crJKTYyjHfvGMbQzi4m0mbtgR9eKt++5Clom+yjSOtfwCQopZRSle05llctOc2eNpwhnVpUP9gY+OpRsDmWeG+fYg2MaMA8egYlIuNF5E0R+cKxnSIiF3onNKWUarzyi0r5+XvrOJ5XsedUQ3IC2LEAdi9ybAhMeg5CAmaYwRlxO3oRuQ+rWsMuYKyj+TTwZy/EpZRSjZYxhic/28zuzDzAWj7Duq1XQ3IqOQ1fP1a+nXI7JA72QaTe5Ul6fQAYZ4yZiVUrD2A70Kveo1JKqUbso7VpfLI+3bn9p8nJrp85AdhtVnI6ddDabtICLnzSB1F6nyfPoOIor9xQNiE2HCiu14iUUqoR234khyc/3+zcvnZoB65L6ej64KI8+OQu6/ZemYt+HxCVyOuDJz2oZViFWiv6JbCk/sJRSqnGKzO3kJ+/t46iUusmVY/Wsfxxcj/XB+dkwNsTKienPlfAkKk+iNQ3POlB3Qd8ISJ3AXEisgPIAS73SmRKKdWI5BSWcOtba5xVIpqEh/LqzUOIjqjya7q4AFa9Biv+DkU55e3n3gfj/tjgB0ZU5HaCchRqHQYMAzpj3e5bbYyx136mUkqp2hSW2Ljz3bVsO2wlnNAQ4R9TBtOjTVz5QaVFsOFDWPoM5Fao6iahMOlv1sCIIOPRPCjH5NjVjpdSSqkzZIxh3/F8Vuw+zmfr0/np4CnnvplX92dc3zbWRmE2rH0bVr4GeUcqf0h8D6vGXpexBCO3E5SIvATMMcb8UKHtXKwVbh/wRnBKKRVsjDHM25DBi4t3sfd4frX9v5nY2xoUYbfDurdg8R8q38oDiG0D5z8Gg6dCaPDWW/DkTzYFeKhK2zrgM6wh6EoppWqxdv8J/vTlNjYcOuVy/y8v7M70sd3g5AGYdy/sW1b5gNi2MPIXMOwuiIz1QcT+5UmCMlQf9Rfqok0ppVQFm9Oz+fvinSzellmpPSYilHO6JTCmRwJje7aii+0ALJ4Bq1+H4rzyA1t2hdG/ggHXQ1iVdZ+CmCcJajnwZxF5xBhjF5EQYIajXSmlVBU7juTyt4U7WLj1qLOtJTncGL6M22NXEi+5hBS0gT2tYUNmeRXyMhIC5/4Szn8cwqN8HL3/eZKg7gfmA4dF5ADWSL4MdJi5UkqVy88i78hu3l6XxXuppyi1C8MlnZ4haQwL2cGksDWEmRKrUBxAwTE46uJzEnrCla9BhxRfRh9QPBlmniYiQ4DhWCvZ6jBzpZQqk5cJy57FvuYtYk0p9wH3Rbg4zrhoKxMWBb0mQP/rocd4CA33UrANgyej+CKA24BBQNnTuf8TEYwxwTN1WSmlPFFyGla8AD+8DCX57j2Ubz/UWgqjyxgoyLKSm90GSaMhqqm3I24wPLnF9y4wEPgC1x1SpZRqXLLTYc5NcDi1UvNee1vCQ4XW4YVEmGIkviu07get+0C3C6DdwPKDm3fycdANhycJ6lKgizHG9fhIpZRqTA6uhLk/g/zykXnb7R35a+kNFHUZx+u3DiOyapki5RFPrt5BoPGMb1RKqTK2Utj6GRz4AXvBCQ4fyaD1iXWEUwpAiQnlqdKbmW27mMGd45k9dVj1GnrKY55cwdnA5yLyIlVu8Rljvq3XqJRSKhCUFsPGObD8eTi5D7AmfravcEiWieP/ih9glelDv8SmvHXbMGIiNTnVB0+u4r2O//6lSrsButZPOEop5UOnDsG6d+DQKmvEXHi0NZLu9EnIO2rtL8qu8fRN9iTuLnmQDFoxrk9rnrlmAM2aNO6Rd/XJk2HmXbwZiFJKeVV2mjWoofCUNXJu23zY+RW4OVPmlInhPdt4dtnbUxjejEuGD2DEOWP4KjqS2MgwRMTLf4DGR/uhSqnglXsUNv8XNs6tNtLOXQXh8bxUMJ73bOPJpwmTByXy54l9aN208VV28DWPEpSItMGaqJsAOP+5YIx5q57jUkopzx3fDbsXweEN1uvY9rp7SF3Pxwz+GVmlkRw6msWxE6cIjWlByzadOFjSlAe+zMA4ZjddM6QDz103QHtLPuLJRN0rgfeBXUA/YAuQDKwA6iVBichbwGVApjEm2dHWEpgLJAH7sZb3OCnWT8iLwESgALjNGPNTfcShlGpginJhydOw6p9gbK6PCY2ANsnQpIX1atGZnJ7X8vx6w7zPMjiRXwy0crzA+rVSQFk97JFdW/L01f01OfmQJz2oPwO3G2M+EpGTxpjBInI7VrKqL+8AL2ONGCzzGPA/Y8xMEXnMsf0oMAHo4XiNAF5z/Fcp1VjYbbDlU1j4W8g97OIAgc6jrCrgfa+wEhNgsxs+XH2Q597ewamCkjq/pmtCDP+8ZSgRYbp4gy95kqA6GWM+qtL2LnCE6utEnRFjzDIRSarSPBk4v8L3LcVKUJOB2Y5VfleKSHMRaWeMcfVTqpQKJtnpsP59+Gk25KRV3td5tJWM2g6AtskQGVdp9497svjzl1vZklF5EcC4yDCS2zejb2JTcgtL2Hssn/1Z+bRtFsXLU4bQPNpVYT3lTZ4kqEwRaWOMOQrsF5FzgONYa0J5U5uypGOMOSwirR3t7bEK1pZJc7RVSlAiMh2YDtCpk5YUUapBstvh8HrYtRh2L4b0tdWfLcW2gUv+AsnXgIvbcHuO5fH0gu0s3la5UluHFk347aS+XNy3DSEhevsukHiSoF4HRgP/BV4AlgB24HkvxOUOVz9J1eoEG2NmAbMAUlJSaqsjrJQKNMbAjgXWsufHd7g+JjoehkyF0Q9CVLNKu45kF7Jw6xG+3nyElXuzsFf4DRAVHsLd53Xn5+d1JSrc2//OVmfCk3lQz1R4P1tElgIxxpht3gisgqNlt+5EpB1QVvgqDWvZjzIdsNanUko1ZHY75GbA0S1WBYdDK10cJNBlLAy9DXpPcq4yuzHtFIu3HmXbkVy2H8nh0InTLs6Fq4e05+FLetGuWRPv/TnUWfNkFF8z4JfAYMqX28Cx3MbFXoitzDzgVmCm47+fV2i/V0TmYA2OyNbnT0rVM2OgpAByj0DaGji02hq+3aYfjJsB0S3r77v2LIElT8GRTVBaWH1/RBz0uRy6XwTdLqz03cWldv62cAf/Wra31q8Y3T2BRy/tTf8OzWo9TgUGT27xfYT1vOlTyteCrFci8iHWgIgEEUkDfo+VmP4jItOwCtZe5zh8AdYQ891YY0Fv90ZMSjU6mdth8Qw4+KM1fNvVsO30tbDzG5j8srWw3tmwlcJ3M2HZc7hczS8kHIZNg7EPQ0xCtd17j+Vx/5xUNqVXL0kUFiKM6NqSS/u15eJ+bWmjk2sbFLEGwblxoEgOEG+MqXtMZoBKSUkxa9eu9XcYSgWm4nz47q/w48tgL3X/vEE3Q/9roeNIiIj27DtzDsN/74QDKyq3R8dDy27Wuknn3AMtK1dayyks4dttmXy1+TBLdhyjuLR8wMSYHglcNbg9vds2pVvrGCLD9PlSA+BydIonPagVQB9gY72Eo5Tyv5JCKznsWgRbP3c9lyisiTX4oG0ydBwBMa2sW3H5x6z9qf+2XiHh0GEYpNxujaQLqSUx2O2wfjYs/F3lYqxdxsKVr0GzDi5PKyyx8cLinby9Yj/Ftsqj+CJCQ3h0Qm9uPzdJR+MFCU96UK2xbqutovpyG3+s/9Dqn/agVKN2+hSc2APHdkBGank5oFIXd+w7joSJf4VWfSDMxfyf/OMw/0HYNs/1d8X3gPMeseYiFeVCUQ7YSgBj/Xfla3Dwh/LjJQTOfxzG/LrGxLbuwAke/ngje4/lV9s3oEMznr66P/0S9dlSA3XWPainsEbN7QeaVmjXodtKBarM7fC/P1irv54+Uffx0Qkw/o8wcAqE1FI1ISYBrp8Ne76FnV/DvuVwrMKA3qxd8Mld7sXYsitc8Q9IGu1yt81ueG7hDv753R4q/nu6d9s4Lh+YyKXJbenWKtbluaph8yRB3Qj01JFySjUApcWw4gVY/hzYims/Nr479LjYGuzQeZRzyHadRKwRdd0vsrbzMmHNm7DyVavHVJeQMBh1vzX4Idz1cO/CEhsPzEnl6y1HnG2xkWH8ZmIfpgzvqHXxgpwnCWov0GAHSCjVaOxbDl89AplbK7eHRVm9lZZdrcEHZa+4tvXzvbGt4YLHYeQvrFt4Wz6zqj1ExlmvMMcIOhHrOdaIX1jPtWpwIr+Yu2avZd2Bk862MT0SmHnNANo31/lLjYEnz6AeAq4G/kEDXfJdn0GpoHZ0Kyz+PexaWLm9fQpM+pv1PKi223YBwm43LNx6hL8s2M7BEwXO9mmju/DExD46ACI4nfUzqHsc/9Ul35UKFIXZsOMrq7ey65vK9enCo+HCJ2HEz2sfURcgjDEs3pbJC4t2svVw+S1CEXhyUl/uGK2Lejc2niSo7sbUtNCKUsqnTh2yekvbvnDxjEmsQQ4XPlHjcO1AYoxh0dajvPTtLjanV352FRMRynPXDWRC/3Z+iuFborwAACAASURBVE75k1sJSkRCgTwRaW6MKfJyTEqpmthK4MdX4LtnrBJEVXUfb5UgquXZTiD5Yc9x/jx/W6UeE1iFXG89J4npY7sSH+vmoA0VdNxKUMYYm4jsBOLRgqxK+Z4x1jITi35XffBDu4HQ90roOxniu/knvjqcKigmNESIiwoHrF7TG8v38fRX2ypVGI8MC+HmEZ35xfldaR2nZYkaO09u8f0bmC8iL2JVEnf+WDWUQRJK+UxpkVWVIeewVUIoPMoaSm0rhaObrAmyx3dDQncYeju0H1L9M+x2axJtRip8+yerNl5FrfvBZc9Dp5G++TOdgRP5xbywaCcfrD6IAOf3as3VQ9qzaOtRPl2f7jyuSXgot4zsxF1jNTGpcp6M4ttXwy5jjGkQgyR0FJ/yirLF9A6utF5pa2pYfrwWiUOg0zlwYq81yTU73XWFB4DwGGs494hfQGj42cdfi51Hc/liQwY/HTxJaEgI0eGhREeEcrrExqmCEk6dLiFEoF2zJrRvHkXbZk1o2iSM2MgwjmQX8sqS3eQU1l7Xb2jnFrx68xAt5Nq4nd0oPmOMDqFRqqL8LEh9H9a+BSf3n91nZfxkvWoTEmatfzT24fqbu+SCMYZ/rzrIez8eYMfRXLfOqbp8urtuHNaRP0zupwVdlUue3OJTqnHLTrN6R4c3wpGN1oRYWw1jhiTUWoK8aTtrkmppEZSctpauSOgFiYOgRRfYPh82f1Lz54Q1sc7vMd5KTC29++9EYwx/nL+Vt7/fX2+f2Tk+micm9qFHmzg+XZ/OvNR0svKLeeSSXtwysrNWg1A1cvsWH4CI9ACmAO2BdGCOMWanl2Krd3qLT3ksaw9s/Qy2zoPDqTUfF9XcKhfUaaT1atXb/blH+Vmw5RM4fdKq8pDQA1okWQv0+XBiravkFBUewkV92jAhuS0xkWGcLrZRUGyjSXgozZqE0zw6nGKbncOnCjmcfZqjOYXkFZWSU1hKcamdc7rGc/PITtV6SMYYTUyqorO7xScil+MYKAEcAHoBa0TkZ8aYGkoaK9UAlZy2Jr6uexsOrar92MQhMOxOSL66xnpydYqJh+FuFlb1ElfJaVL/dvz12gHERLrxa6KTZ9+nyUm5w5NbfH8BJhtjlpQ1iMj5wMtYy68r1bCdPACrZ8H696HwVPX9IeHQ+RxIHGyVDUocHLDDuj2Rfuo0j3+yiWU7jznbJvVvx99vHER4aOCXRlLBy5ME1QFYXqVthaNdqYbJVmot2LfmDdj+ZeVSQWANTOhxiTXHqOcl0KS5f+L0AmMMH6w+yNMLtpNXVD7STpOTChSeJKhU4NfAMxXafuVoV6phsJXCyX1wdDPsXAg7v7Ke/VTVvLM1Ym7wLVaV7iDzw+7j/PWbHaQeKu8pisAdo7rw2ITempxUQPAkQd0NfCEi9wOHsBYvzAeu8EZgSp2VYzus0XFHNkFxnlUWqDAbTuwDey2rxnQ9H0bcbQ14aACVvz1hsxtW7c3i1aV7WLH7eKV9XVvF8Oy1AxjauaWfolOquloTlIjca4x52bFZCvQBzgHaYZU8WmWM0TWiVP3Lz7IWvrMVQVw7a95PiyTr2U/Z5FRjIP0n2LvESkLGbtWq27fM6iG5Ky4R+lxmVXRo09crfxx/Wrk3i89T01m45ShZ+ZULy0aEhTBtdBfuv6gHUeE6F0kFlrp6UE9hDYIA+MkY05Tqz6GUcs1WCqFnMNUuOw1mX2lVVKgqItYaxt2sI+xaBDlpnn9+XCK06mmtk9R7kjXYIQhHlR3LLWLGvC18ual6VYsQgeuGduT+cT1I1MX/VICq67fHHhH5G7AFCBeRO1wdZIx5q94jU4HPbodj263eS3x3iG4JuUdg41xI/QCO77IGF1z4W/dHux3fDbMn15x4ivOsoql1CYuybtP1nmSt3hoRY72ad4aopu7/GRsgYwyfp2Yw44stnCqofIOjdVwkl/Rry63nJtG9dayfIlTKPbVO1BWRnsAjQGfgAlz3nowx5kLvhFe/dKJuPco5DJ/dbd1eK9OkpfWcp+qyYRIKQ35mFTfNSbPqzIVHQZtkaNMPYttC9kHr+dDSmVDgeD4SEg4j77bmJeUetoqmVk1cUc2h10QrAUqI9WrWwUpOQZ6IXCkutfObTzfx8brK1+nqwe25aUQnhnRqoSvSqkDk8ofSk2Kxi40x4+o1pHogIpcCLwKhwBvGmJk1HasJqp5s/xI+vxdOn/Ded4RHww3vQ/eLytuMgVMHYP8K6zZgh2HQZazXC6Y2FLmFJdz9/k+VBkC0b96Ep6/uz9ierfwYmVJ1OvNKEo4FC0eJSGQgLVjoiOsVYDzWEiBrRGSeMWZr7Wcqj5UWw66F1iTWnV9V2CHQuo/V+ymrvt15FAy62RrUsPRp2O/hY8uoZnDTR9BpROV2EeszWySd+Z8jSB3JLuS2t1ez/Uh5cddrhnTgD5P7EetOJQilApAnPagNwARjTMAsWCgi5wAzjDGXOLYfBzDGPO3q+CZdmpjuM7r7MEKllFJ12XTrprOrxUdgLljYHmtOVpk0oNI/u0VkOjAdICpJ15tRSqmGwtOJugAzqrQbwF8LFrrKupW6hMaYWcAssHpQvghKKaXU2WvoCxamYVW0KNMBawKxS/3i+7H21kY0SMIYa1h2zmFr/aK0tZC+DjK3QXEtC9GFhMOgKZB8DSDWqLzIptZ8IXeXkFBeY4zhma938M/v9jjbuibE8MatKXRtpUPHVfDw6OmpiIwHbgRaG2MuF5GhQDM/3uJbA/QQkS5Y61PdCNzkp1h8qzDbqryduQ2Kcq1XcT7YbVYpn9JCyD9ulfhxV1w76HslnHuvNVRbBaR/fLu7UnIa0yOBl6cMoVm0jmZUwcWT9aDuA+4H3gCudTQXAv8Azq3/0OpmjCkVkXuBb7CGmb9ljNnij1jqla3UKtsTFuF6f9Ye+PBGOH4Wa0VGNbNWdm3VEzqOhM7nWovlBWFFhWDyxvK9PL+o/P/7uD6tee2WoVrcVQUlT0bx7QEuMsbsF5GTxpgWjmHemcaYeK9GWU/8Pg/KGGudodyj1sTT0yes22nhTQCBjJ+sOnKHVoO91KoL136otShe6z6Q0NOqMTf3FtcVuF0JjbSWHk/obpX26ZAC7QZabZqMGgRjDGsPnGTWsr0s2nrU2T6mRwKvT03RGnoqGJz1KL44ykfMlWW1cKDY9eGqkqw98Mld1jMgdx3ZZL3WveN6f2gkXPQkxPeAyDiIiLYSXkiYNXk1JsF6dqSJqMHIOHWap77cxsq9WcRGhREfE0FhiZ2th3MqHTc8qSWzfqbJSQU3TxLUMuAxrAKyZX4JLHF9uHI68APMucn9Xo87YtvAjR9YPSLVoJTY7GxMO8WGQ9nEx0aQktSSxGZRfPJTOjO+2EJuobV4YFZ+MQeyqj9DnNi/Lc9cM4AmEZqcVHDzJEHdh7Ue1F1AnIjsAHKAy70SWTAwBjb+B+bdCzZHRzMkzCpYGtcWouOtZ00lp639LTpD0ljoMsYqbJqRavW4jmyynjcd32UtP5E42CoDpAMZApbdbth2JIcfdmdx6GQBJTY7pTbD8bwiVu87QX5x5XqFLaLDOVlQ88o1EaEhXD2kPXeO6UL31nHeDl+pgODJMPPDIjIMGIZVPPYQsNqYqmtkN3J2Oxz8AXZ8BTsWwIm95ftiWsGUOe73erqeZ72cn22D/GMQ0zroFtMLBsWldr7beYwvNmSwYvdxTuS7f/e7YnLqHB/N01f1p02zKLLyiskvKiW5fTNaxUV6I2ylAladCUpEooHfAsnAT8DTxpjV3g6swTHGqlX3vz+6XiyvVW+46T9WL+lMhYRaPS8VUA6dKGDWsr3M35hRay+oovbNmzCiS0uO5RXx04GTzh7V1HM689iE3kRHWH81u2mNV9WIudODehmr1/QV1vDyeKzbfapMRip8/bjVc6oqPAb6XQmXPm0N7VZB5dvtR7l/TqrzuVFF8TERnNs9gUEdmxMVHkJYiBAVHsrADs3pHB+NOAavlNrs7DiaS1R4KN10oq1STu4kqAnAEMctvn9gDZbQBFXm+C54e0LlCbHhMTDwBug1CZJGW2sfqaBitxteWbKb5xfvpOJMjcRmUUwe3J5J/dvRt11Tt9ZeCgsNoV+i/uNFqarcSVAxxpjDAMaYQyKif5PKGAPzHyxPTiHhkHI7jH0YYlv7NzZVr04X23hv5X42pmWTlVfM4ezT7K8wwi6xWRTPXDuAUd0SdEFApeqJOwkqTEQuoHwiVdVtf1Yz968NH5avdSShMO0ba2KtCir7judz9/vrKq21VNHIri155aYhxMfqIAal6pM7CSoTeKvCdlaVbX9WM/ef/Cz45ony7XP+T5NTEFqw6TCPfLyRvKLqz5jCQoTbzk3isQm9CdNSQ0rVuzoTlDEmyQdxNBzGQFEOfPOb8iXPm3WE8x/3b1yqXm1Oz+blb3fz9ZYjzraIsBAeHNeTfolNSYiNpH3zJlqgVSkv0rWg3fXhFDi8wZqHZKsyv2Xic9bEWtXgbc3I4W8Ld/C/7ZmV2ju1jObVm4eQ3F4fwSrlK5qg3JV3FHLSq7f3nQy9LvV9PKpe2eyGfy3bw/MLd1Jqr1xA+bIB7Xjqqv40a6K9JaV8SROUu2IqzJgMj7EKsbbtD5Ne8F9Mql6knzrNr+amsmrfCWebCExMbsc9F3Snb2JTP0anVOPl9nIbNX6ASEhDKXd0VsttnNwPiJWY9HZeUCgoLuWtFfv453d7Kw2CGNypOc9cM4CebbTmnVI+ctbLbVT+NJH+wK3AFKD9mX5Og9Eiyd8RqHpSVGrjo7VpvPi/XRzLLXK2hwjcd2EP7ruwu47KUyoAeLrkeyusJdVvA7phlT/S4nAqINnshtzCEiLDQokMC+FYXhHvrzzAB6sOklWlkGu3VjE8c80AUpJa+ilapVRV7hSLDQeuwEpKFwD/A/4KfA7YKV/+XSm/OJx9mt2ZeezPKuDA8Xz2Z+Wz93g+h04UUGKr/RZ226ZRPDi+B9cM6aC9JqUCjDs9qCPANuAdYKoxxrnqnojo1HnlN3uP5fGXBdtYvC2z7oOrSGwWxW2jkvjZyCRd+E+pAOVOgtoE9AdGAHtEZKk525EVSp2hwhIbh04U8MHqg7z344FqQ8KriosMo9hmp6jUjggM69yS20YlcXHfNtpjUirAuVNJ4nwR6QxMBWYB0SIyF/gAK3kp5RWZOYX8dPAUm9Oz2ZyRza6jeWRkn8bVP4+Gdm5Bl4QYuiTE0Dk+mqT4GJISYoiNtH7E7XaDzRjCNSkp1WC4NUjCGHMA+BPwJxEZjZWsFmPV5VOq3r2xfC8zv9peZw9peFJLnrysL/071F7hISRECHE9klUpFaA8HmZujFkBrBCRXwJXYSUrperN68v28tSCbS73iVir0XZvHcsNKR25NLmtc+E/pVRwOeN5UMaYQuBDx+usiMh1wAygDzDcGLO2wr7HgWmADfilMeYbR/ulwItAKPCGMWbm2cah/O+N5ZWTU882sZzfqzX9EpvSt11TOsVHExmmgxqUagwCpdTRZuBq4F8VG0WkL3Aj0A9IBBaLSE/H7leA8UAasEZE5hljtvouZHUmDmTl8+OeLOwG+iU2pXc7q1rDj3uyWLDpMP9Zm+Y8dniXlrxz+zCiIwLlx1Qp5UsB8TffGLMNcHWrZjIwxxhTBOwTkd3AcMe+3caYvY7z5jiO1QQVIPKKStl46BRHcwvJzCni4IkCvt99vNIqtGCtqRQeGsLpElul9mFJLXj7Nk1OSjVmgf63vz2wssJ2GuVllQ5VaR/hq6BUzTalZfPB6gN8nppBQbGtzuNL7YZSe+XjRnZtyRu3DiMmMtB/PJVS3uSz3wAishjXZZGeMMZ8XtNpLtoM4GqssMvhXiIyHZgO0KlTJzciVZ46nH2a+RsO8/mGdDan59R6bJPwUM7tFk+TiFA2p2c7e1Sd46MZ36cNF/Vpw4guLQkJ0YEPSjV2PktQxphxZ3BaGtCxwnYHIMPxvqb2qt87C2v+FikpKTrBuB6lHjrFM19tZ+W+LJdzk7q1iqF3u6a0joukdVwU/ds3Y1iXFpUGOWSfLuF0sY02TSN1NJ5SqpJAv4cyD/hARJ7HGiTRA1iN1bPqISJdgHSsgRQ3+S3KRqbEZucf3+7mlSW7sVWZpxQRFsKk/u24eUQnhnZuUWfSadYkXBcCVEq5FBAJSkSuAv4BtAK+FJFUY8wlxpgtIvIfrMEPpcA9xhib45x7gW+whpm/ZYzZ4qfwG5XtR3J4+KONbErPdraFCJzbLYErBiZySXJbTThKqXpx1gsWNiRntWBhI7fveD5/X7yTeRsyKt3OG57UkmevG0DneF3EUSl1xup3wUIV3EptdrYezmHt/pOs3neCRduOVrqdFxEawq8v7smdY7oSqgMalFJeoAlKVWKM4b8/pfOXBds4UWVRvzIX9m7No5f2pldbXRJdKeU9mqCU07HcIh7/ZBOLtx11uf/cbvH8+uJeDO3cwseRKaUaI01QCoCvNh3mic82V+o1JcRGcm63eFKSWjC8S0t6t23qxwiVUo2NJqhGLvt0CX+Yt4VP1qdXap96Tmcem9BbSw0ppfxGf/s0Yt/vPs7DH20gI7vQ2dauWRTPXjuQ0T0S/BiZUkppgmqU8otKmfnVdt5beaBS+9WD2/P7K/rpPCalVEDQBNUIGGM4VVDCsbwi9mTm8ZevtnHoxGnn/hbR4fzlqv5M6N/Oj1EqpVRlmqCCWE5hCbO+28vsH/eTU1jq8phxfdrwl6uSad00yrfBKaVUHTRBBaHCEhvvrzzAy0t2c6qgxOUxTaPC+MPkflw5qL0WaVVKBSRNUEHEGMM3W47y1IKtlW7hAcREhNKmaRSt4iLp3TaO/7ugO22016SUCmCaoILEzqO5zJi3hR/2ZFVq79iyCQ9d3IvLByTqGktKqQZFE1QQWLDpMA/MSaXYZne2NY8O54GLenDTiM5EhLla31EppQKbJqgG7t0f9jPjiy3OCuOhIcItIzrx4PieNI+O8G9wSil1FjRBNVDGGJ5buINXluxxtnVtFcNrNw/VIq5KqaCgCaoBOp5XxCMfb+Tb7ZnOtkEdm/PWbcNoGaO9JqVUcNAE1cAs3ZHJQx9t5HhekbPtgl6teOXmIVo3TykVVPQ3WoAoLLHx454sFm49wtIdx7AbwwW9WjNpQDt6t23Kt9uPMn/jYZbvOl7pvGmju/DYhN6Eh+pACKVUcNEl3/0ku6CEpTsz2XAom03pp9icnsPpEpvb5yfERvK36wdyXs9WXoxSKaV8Qpd8DwTH84p4c8U+3vvxAHlFrssP1eWSfm146qr+JMRG1nN0SikVODRB+Uipzc7fFu3k7e/3UVhid3lMUnw0l/Rry8X92gDw5cYjLNh0mCM5hQzu1JxJ/dsxsX87Eps38WXoSinlF3qLzwdKbXYemJvK/I2HK7X3aB3LhOS2DOjQnP4dmrksPWSMwW6s+U1KKRWk9BafP7hKTv0Sm3Lfhd25uG/bOssPiQihmpuUUo2QJigvKrXZuX9uKl9WSE63ntOZGVf00wriSilVh4AYmywiz4rIdhHZKCKfikjzCvseF5HdIrJDRC6p0H6po223iDzmn8hrln26hNvfWaPJSSmlzlBAJChgEZBsjBkA7AQeBxCRvsCNQD/gUuBVEQkVkVDgFWAC0BeY4jg2IOw7ns9Vr35fac6SJiellPJMQNziM8YsrLC5ErjW8X4yMMcYUwTsE5HdwHDHvt3GmL0AIjLHcexWH4Vco2+3H+XBuRvIPl2+UOAvL+rBg+N6aHJSSikPBESCquIOYK7jfXushFUmzdEGcKhK+whXHyYi04HpAJ06darXQCtKO1nAH7/YysKtR51tkWEhPHfdQC4fmOi171VKqWDlswQlIouBti52PWGM+dxxzBNAKfDvstNcHG9wfWvS5Xh5Y8wsYBZYw8w9DNst7608wFNfbq00v6l1XCSvT01hYMfmtZyplFKqJj5LUMaYcbXtF5FbgcuAi0z55Kw0oGOFwzoAGY73NbX71Jr9J3jys82V2q4b2oHHJvQmXis9KKXUGQuIW3wicinwKHCeMaagwq55wAci8jyQCPQAVmP1rHqISBcgHWsgxU2+jdqaRPvsNzuc2z3bxPKXq/qTktTS16EopVTQCYgEBbwMRAKLHAMJVhpjfmGM2SIi/8Ea/FAK3GOMsQGIyL3AN0Ao8JYxZouvg16+6zir950AICxEeGPqMDrFR/s6DKWUCkoBkaCMMd1r2fcU8JSL9gXAAm/GVZuyFW3L3DCsoyYnpZSqR4EyD6rB+WbLUTamZQPWaL37Luzh54iUUiq4aII6Aza74flF5b2nn43sTNtm1Qu9KqWUOnOaoM7A/I0Z7DyaB0BMRCh3n9/NzxEppVTw0QTlIWMMs5btdW7fMbqLDidXSikv0ATloR/3ZLElIweAqPAQbh/Vxc8RKaVUcNIE5aFZy8t7T9cN7UjLmAg/RqOUUsFLE5QHdhzJZemOYwCIwLTR2ntSSilv0QTlgTcq9J4u6duWpIQYP0ajlFLBTROUmzJzCvksNd25fdfYrn6MRimlgp8mKDe988N+SmxWDduhnVswtHMLP0eklFLBTROUG/KLSnl/5QHn9l1jtPeklFLepgnKDSJwzwXdads0iqT4aMb3bePvkJRSKuhJ+dJLwS8lJcWsXbv2jM8vLrWTdrKArq1i6zEqpZRq9FwtTqs9KE9EhIVoclJKKR/RBKWUUiogaYJSSikVkDRBKaWUCkiaoJRSSgUkTVBKKaUCkiYopZRSAUkTlFJKqYCkCUoppVRA0gSllFIqIGmCUkopFZACIkGJyJ9EZKOIpIrIQhFJdLSLiLwkIrsd+4dUOOdWEdnleN3qv+iVUkp5Q0AkKOBZY8wAY8wgYD7wO0f7BKCH4zUdeA1ARFoCvwdGAMOB34uILtCklFJBJCASlDEmp8JmDFBWYn0yMNtYVgLNRaQdcAmwyBhzwhhzElgEXOrToJVSSnlVmL8DKCMiTwFTgWzgAkdze+BQhcPSHG01tbv63OlYvS+APBHZcZahJgDHz/IzgoFeB70GZfQ6WPQ6WM7kOnxtjKnWyfBZghKRxUBbF7ueMMZ8box5AnhCRB4H7sW6hedqjRBTS3v1RmNmAbPOLOrqRGStMSalvj6vodLroNegjF4Hi14HS31eB58lKGPMODcP/QD4EitBpQEdK+zrAGQ42s+v0r70rINUSikVMALiGZSI9KiweQWw3fF+HjDVMZpvJJBtjDkMfANcLCItHIMjLna0KaWUChKB8gxqpoj0AuzAAeAXjvYFwERgN1AA3A5gjDkhIn8C1jiO+6Mx5oSPYq2324UNnF4HvQZl9DpY9DpY6u+RijEuH90opZRSfhUQt/iUUkqpqjRBKaWUCkiaoFwQkUtFZIejxNJjLvZHishcx/5VIpLk+yi9z43r8CsR2eooQ/U/Eensjzi9ra7rUOG4a0XEiEhQDjV25zqIyPWOn4ktIvKBr2P0BTf+XnQSkSUist7xd2OiP+L0JhF5S0QyRWRzDftrLFPnEWOMviq8gFBgD9AViAA2AH2rHPN/wD8d728E5vo7bj9dhwuAaMf7uxvrdXAcFwcsA1YCKf6O208/Dz2A9UALx3Zrf8ftp+swC7jb8b4vsN/fcXvhOowFhgCba9g/EfgKa87qSGDVmXyP9qCqGw7sNsbsNcYUA3OwSi5VNBl41/H+Y+AiEXE1ebghq/M6GGOWGGMKHJsrseajBRt3fh4A/gT8FSj0ZXA+5M51uAt4xVjlxzDGZPo4Rl9w5zoYoKnjfTOsuZtBxRizDKht5HRNZeo8ogmqOnfKKDmPMcaUYpVnivdJdL7jdjkph2lY/2IKNnVeBxEZDHQ0xsz3ZWA+5s7PQ0+gp4h8LyIrRSQY62O6cx1mALeISBrWVJn7fBNaQPH094dLgTIPKpC4U0bJ7VJLDZjbf0YRuQVIAc7zakT+Uet1EJEQ4AXgNl8F5Cfu/DyEYd3mOx+rN71cRJKNMae8HJsvuXMdpgDvGGP+JiLnAO85roPd++EFjHr5Hak9qOpqKq/k8hgRCcPqxvtqorCvuHMdEJFxwBPAFcaYIh/F5kt1XYc4IBlYKiL7se63zwvCgRLu/r343BhTYozZB+zASljBxJ3rMA34D4Ax5kcgCquAamPi1u+PumiCqm4N0ENEuohIBNYgiHlVjpkHlC2SeC3wrXE8GQwidV4Hx62tf2Elp2B83gB1XAdjTLYxJsEYk2SMScJ6FneFMWatf8L1Gnf+XnyGYyUCEUnAuuW316dRep871+EgcBGAiPTBSlDHfBql/9VUps4jeouvCmNMqYjci1XbLxR4yxizRUT+CKw1xswD3sTqtu/G6jnd6L+IvcPN6/AsEAt85BgjctAYc4XfgvYCN69D0HPzOpTVyNwK2ICHjTFZ/ou6/rl5HX4NvC4iD2Ld1rot2P4BKyIfYt3KTXA8a/s9EA5gjPknNZSp8/h7guy6KaWUChJ6i08ppVRA0gSllFIqIGmCUkopFZA0QSmllApImqCUUkoFJE1QSimlApImKKWUUgFJE5RSSqmApAlKqQZCROJEJF1EzqvS3tGxUGKwVdRXjZwmKKUajl9jLRD3XcVGY8whIB/o75eolPISTVBKNQAiEoq1avEbju1WItK1wiGlQBN/xKaUt2iCUqphSAZaYxUpBfgVMB1ARJpgLfsRrBXlVSOlCUqphqE9cNIYk+PYvpTyhHQecBJY74/AlPIWXW5DqYbhBNBURLpgLYoYAfQVkeZYS4z/vZGt2KoaAe1BKdUwrAHmAKlYK7ZeAZwL7AJWAc/4LzSlvEPXg1JKKRWQtAellFIqIGmCUkopFZA0QSmllApImqCUUkoFJE1QSimlApImKKWUUgFJE5RSc1O0twAAABBJREFUSqmApAlKKaVUQPp/oDaosWn+MNMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -1648,7 +1582,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1677,7 +1611,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1689,7 +1623,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1706,12 +1640,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAbj0lEQVR4nO3dfbRddX3n8feHIIiCihKVp0CoqESlMA3o1KmIokYdQVvU0FLQwWHJktoOWqXqgEbaoo4tPuAoKhWpDAqONirIWHnQUVFiiSiM2BB5iFEBg6Ci0MB3/tj7lsPx3mRfcs+5O7nv11pn3f149vecm5zP/e29z++XqkKSpL7ZarYLkCRpMgaUJKmXDChJUi8ZUJKkXjKgJEm9tPVsFzAKS5YsqS9+8YuzXYYkqZtMtnCLbEHdeuuts12CJGkTbZEBJUna/BlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvbZFdHc2EPU/8wrS2v/7UF46oEkmam2xBSZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9NLaASrIkybVJViU5cZL1JyS5JslVSb6cZI+BdfckWdk+lo+rZknS7BlLTxJJ5gGnA88B1gBXJFleVdcMbHYlsLiq7kxyHPBO4OXtul9X1X7jqFWS1A/jakEdCKyqqtVVdTdwLnDY4AZVdUlV3dnOXg7sNqbaJEk9NK6A2hW4aWB+TbtsKscAFw7MPzjJiiSXJ3nxKAqUJPXLuDqLzSTLatINkyOBxcBBA4sXVNXaJHsBFyf5blVdN7TfscCxAAsWLJiZqiVJs2ZcLag1wO4D87sBa4c3SnII8Gbg0Kq6a2J5Va1tf64GLgX2H963qs6oqsVVtXj+/PkzW70kaezGFVBXAHsnWZhkG2ApcL+78ZLsD3yIJpxuHli+Y5Jt2+mdgKcDgzdXSJK2QGM5xVdV65McD1wEzAPOrKqrkywDVlTVcuBdwPbAeUkAbqyqQ4F9gA8luZcmUE8duvtPkrQFGtuAhVV1AXDB0LKTBqYPmWK/rwNPGW11kqS+sScJSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXxhZQSZYkuTbJqiQnTrL+hCTXJLkqyZeT7DGw7ugk/9o+jh5XzZKk2TOWgEoyDzgdeD6wCDgiyaKhza4EFlfVvsD5wDvbfR8JnAw8FTgQODnJjuOoW5I0e8bVgjoQWFVVq6vqbuBc4LDBDarqkqq6s529HNitnX4e8KWqWldVtwFfApaMqW5J0iwZV0DtCtw0ML+mXTaVY4ALH+C+kqQtwNZjOk4mWVaTbpgcCSwGDprOvkmOBY4FWLBgwQOrUpLUG+NqQa0Bdh+Y3w1YO7xRkkOANwOHVtVd09m3qs6oqsVVtXj+/PkzVrgkaXaMK6CuAPZOsjDJNsBSYPngBkn2Bz5EE043D6y6CHhukh3bmyOe2y6TJG3BxnKKr6rWJzmeJljmAWdW1dVJlgErqmo58C5ge+C8JAA3VtWhVbUuydtpQg5gWVWtG0fdkqTZM65rUFTVBcAFQ8tOGpg+ZAP7ngmcObrqJEl9Y08SkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplzoFVJKDkyxsp3dOclaSM5M8drTlSZLmqq4tqA8A97TT7wYeRNNh6xmjKEqSpK49SexaVTcm2ZpmfKY9gLuZpNNWSZJmQteAuiPJY4AnA9dU1S/bTl8fNLrSJElzWdeAeh9NZ63bAH/RLns68P1RFCVJUqeAqqp3JPkMcE9VXdcu/hHNyLeSJM24rnfx/VNV/WAgnKiqHwDLRlaZJGlO63oX38FTLH/mDNUhSdL9bPAUXzugIMA2A9MT9gJuGElVkqQ5b2PXoHZvf241MA3Nd6BuAt46gpokSdpwQFXVKwGSfL2qPjyekiRJ6n4X34cBkuwA7ARkYN3q0ZQmSZrLOgVUkn2Ac4DfpTm9l/YnwLzRlCZJmsu63sX3P4FLgEcCdwA7Ah8Cjh5RXZKkOa5rTxK/Czynqv4tSarq9iR/CXwP+MfRlSdJmqu6tqB+w3397t2aZEG776NGUpUkac7rGlBfBV7WTp8PXAhcBlw8iqIkSep6F9/LBmbfRHNqbwfg46MoSpKkrtegAEiyFfCYqvK6kyRppLp2FrtjknNorkWtapcdmuSUURYnSZq7pnOb+e3cN5IuwDeAl4+iKEmSup7iezawS3ubeQFU1S1JHj260iRJc1nXFtTtNF0c/bv2VvMfz3hFkiTRPaA+Anw6ycHAVkn+I3AW8MGRVSZJmtO6nuJ7B80NEqfTfGH3TJqujt4zorokSXNcpxZUNU6rqkVV9dCq2qedr43v3UiyJMm1SVYlOXGS9c9I8i9J1ic5fGjdPUlWto/lXY8pSdp8df4eVJJnAUcAuwBrgXOr6ssd951H0/p6DrAGuCLJ8qq6ZmCzG4FXAK+f5Cl+XVX7da1VkrT56/o9qBOAc4F1wBeAnwHnJHldx+McCKyqqtVVdXf7XIcNblBV11fVVcC9XYuXJG25uragXgc8q6q+N7EgydnAl4B3d9h/V5oh4iesAZ7atUjgwUlWAOuBU6vqs9PYV5K0GZpOV0erhuZXc9+ghRuTSZZ1vn4FLKiqtUn2Ai5O8t2quu5+B0iOBY4FWLBgwTSeWpLUR1Oe4kuy1cQDeCvw0SR7J9kuyeOBM4CTOx5nDbD7wPxuNNexOqmqte3P1cClwP6TbHNGVS2uqsXz58/v+tSSpJ7aUAtqPfe1ciZaQEcMLftjmu9IbcwVwN5JFgI/Apa2+25Ukh2BO6vqriQ7AU8H3tllX0nS5mtDAbVwpg5SVeuTHA9cBMwDzqyqq5MsA1ZU1fIkBwCfoRlO/kVJ3lZVTwL2AT6U5F6aFt+pQ3f/SZK2QFMGVFXdMJMHqqoLgAuGlp00MH0Fzam/4f2+DjxlJmvZEux54hemtf31p75wRJVI0mh07epIkqSxMqAkSb1kQEmSeqlrTxLvnWL5aTNbjiRJja4tqFdMsfxPZ6gOSZLuZ4M9SST5LxPbDUxP2Au4dSRVSZLmvI11dTTRQtqG+7eWCvgpcPQoipIkaYMBVVUHAyQ5pareMp6SJEnqfg3qPUm2h2ZspySvTHJU20+fJEkzrmvAfB7Yu53+G5pBBU+g21AbkiRNW9fhNh4PrGyn/wT4feCXwNXAfxtBXZKkOa5rQN0DbNMOs3F7Vd3Ynt7bfnSlSZLmsq4BdSHwKeBRNMO1AyyiGTpDkqQZ1zWgXkVzS/m/AWe3y3aiGchQkqQZ1ymgquoumhF0B5ddOoqCJEmCjgGV5GzuG0n3fqrqqBmtSJIkup/iWzU0/1jgcOATM1uOthQOqChpU3U9xfe24WVJPgqcPOMVSZLEpo0HtRI4aKYKkSRpUNdrUM8aWvQQYClwzYxXJEkS3a9BfXRo/lc0LagjZrYcSZIaXa9BLRx1IZIkDeragiLJI4AXArsAa4ELquq2URUmSZrbOt0k0V6Duh54LXAA8GfAD5M8e3SlSZLmsq4tqPcDx1bVpyYWJHkpcDrwxFEUJkma27reZr4L8OmhZZ+h+cKuJEkzrmtAfRx4zdCy49rlkiTNuClP8SX5Kvf1v7cVcFySN9AMsbEr8Bjg8pFXKEmakzZ0DeojQ/MfHmUhkiQNmjKgquqscRYiSdKgzn3xJXllkouTXNv+fOUoC5MkzW1d++J7M3AU8G7gBmAP4A1Jdqmqvx5hfZKkOWo6Q74/s6pumFiQ5CLgK4ABJUmacV0D6qHALUPLfgZs1/VASZYA7wHmAR+pqlOH1j8DOA3YF1haVecPrDsaeEs7e4rXx7SpHFBR6r+u16C+CHwiyROSbJfkicBZwEVddk4yj6bXiecDi4Ajkiwa2uxG4BXAOUP7PpJmYMSnAgcCJyfZsWPdkqTNVNeAOh74BfAd4Jc0Q238iqZPvi4OBFZV1eqquhs4FzhscIOqur6qrgLuHdr3ecCXqmpd2zntl4AlHY8rSdpMdQqoqrqjqo6iGahwZ+AhVXVUVf2843F2BW4amF/TLpuxfZMcm2RFkhW33DJ8NlKStLmZ1pDvVXVvVd1cVfcm2TfJeR13zWRPN5P7VtUZVbW4qhbPnz+/41NLkvpqgwGV5CFJ3p7kc0n+LsnDkuyV5DPA14GbOx5nDbD7wPxuNGNKjXpfSdJmamMtqNOBFwHXAIfQ9Gh+GXA1sGdVDXcgO5UrgL2TLEyyDbAUWN5x34uA5ybZsb054rl0vDlDkrT52tht5s8D9quqm5O8j+ZOu4Oq6qvTOUhVrU9yPE2wzAPOrKqrkywDVlTV8iQH0AzhsSPwoiRvq6onVdW6JG+nCTmAZVW1bjrHlyRtfjYWUNtX1c0AVbUmyS+nG04TquoC4IKhZScNTF9Bc/pusn3PBM58IMeVJG2eNhZQWyc5mIEbFYbnq+riEdUmSZrDNhZQN3P/lsvPhuYL2Gumi5IkaYMBVVV7jqkOSZLuZ1rfg5IkaVwMKElSLxlQkqReMqAkSb1kQEmSeqnrgIWSxsgBFSVbUJKknjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXxhZQSZYkuTbJqiQnTrJ+2ySfbNd/M8me7fI9k/w6ycr28cFx1SxJmj1bj+MgSeYBpwPPAdYAVyRZXlXXDGx2DHBbVT0uyVLgHcDL23XXVdV+46hVktQP42pBHQisqqrVVXU3cC5w2NA2hwFntdPnA89OkjHVJ0nqmXEF1K7ATQPza9plk25TVeuB24FHtesWJrkyyWVJ/mCyAyQ5NsmKJCtuueWWma1ekjR24wqoyVpC1XGbHwMLqmp/4ATgnCQP+60Nq86oqsVVtXj+/PmbXLAkaXaN5RoUTYtp94H53YC1U2yzJsnWwMOBdVVVwF0AVfXtJNcBjwdWjLxqSb9lzxO/MK3trz/1hSOqRFu6cbWgrgD2TrIwyTbAUmD50DbLgaPb6cOBi6uqksxvb7IgyV7A3sDqMdUtSZolY2lBVdX6JMcDFwHzgDOr6uoky4AVVbUc+ChwdpJVwDqaEAN4BrAsyXrgHuDVVbVuHHVLkmbPuE7xUVUXABcMLTtpYPo3wEsn2e/TwKdHXqAkqVfsSUKS1Etja0FJ0jh4E8eWwxaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplxxRV5LGyBF/u7MFJUnqJQNKktRLBpQkqZe8BiVJ+nd9ukZmC0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6qWxBVSSJUmuTbIqyYmTrN82ySfb9d9MsufAur9ql1+b5HnjqlmSNHvGElBJ5gGnA88HFgFHJFk0tNkxwG1V9Tjg74F3tPsuApYCTwKWAB9on0+StAUbVwvqQGBVVa2uqruBc4HDhrY5DDirnT4feHaStMvPraq7quqHwKr2+SRJW7BU1egPkhwOLKmqV7Xzfwo8taqOH9jme+02a9r564CnAm8FLq+qf2yXfxS4sKrOHzrGscCx7ewTgGtH9HJ2Am4d0XPPBOvbNNb3wPW5NrC+TTXK+m6tqiXDC8fVWWwmWTacjFNt02VfquoM4IzplzY9SVZU1eJRH+eBsr5NY30PXJ9rA+vbVLNR37hO8a0Bdh+Y3w1YO9U2SbYGHg6s67ivJGkLM66AugLYO8nCJNvQ3PSwfGib5cDR7fThwMXVnH9cDixt7/JbCOwNfGtMdUuSZslYTvFV1fokxwMXAfOAM6vq6iTLgBVVtRz4KHB2klU0Lael7b5XJ/kUcA2wHnhNVd0zjrqnMPLTiJvI+jaN9T1wfa4NrG9Tjb2+sdwkIUnSdNmThCSplwwoSVIvGVBT6NA10zOS/EuS9e33vPpW3wlJrklyVZIvJ9mjZ/W9Osl3k6xM8n8n6Vlk1mob2O7wJJVkrLfWdnjvXpHklva9W5nkVX2qr93mZe2/v6uTnNOn+pL8/cB794MkP+9ZfQuSXJLkyvb/7wt6Vt8e7WfKVUkuTbLbyIqpKh9DD5obOa4D9gK2Ab4DLBraZk9gX+DjwOE9rO9g4CHt9HHAJ3tW38MGpg8FvtiX2trtdgC+AlwOLO7Ze/cK4P3j/Dc3zfr2Bq4EdmznH92n+oa2/zOam7Z6Ux/NzQjHtdOLgOt7Vt95wNHt9LOAs0dVjy2oyW20a6aqur6qrgLu7Wl9l1TVne3s5TTfH+tTfXcMzD6USb58PVu1td4OvBP4zZjqmtC1vtnSpb7/CpxeVbcBVNXNPatv0BHA/xpLZY0u9RXwsHb64Yz3e59d6lsEfLmdvmSS9TPGgJrcrsBNA/Nr2mV9Md36jgEuHGlF99epviSvabu0eifw2r7UlmR/YPeq+vyYahrU9Xf7R+0plvOT7D7J+lHpUt/jgccn+VqSy5P8Vhc2I9T5/0Z72nshcPEY6prQpb63AkcmWQNcQNPKG5cu9X0H+KN2+iXADkkeNYpiDKjJdepeaRZ1ri/JkcBi4F0jrWjosJMsm6x7qtOr6neANwJvGXlVjQ3WlmQrmt70XzemeoZ1ee8+B+xZVfsC/8x9nSyPQ5f6tqY5zfdMmhbKR5I8YsR1TZjO/92lwPk13u9VdqnvCOBjVbUb8AKa74eO67O6S32vBw5KciVwEPAjmu+ozjgDanJ9716pU31JDgHeDBxaVXeNqTaY/vt3LvDikVZ0n43VtgPwZODSJNcDTwOWj/FGiY2+d1X1s4Hf54eB3xtTbdC927J/qqp/q2YEgmtpAqsv9U1YynhP70G3+o4BPgVQVd8AHkzTUes4dPn3t7aq/rCq9qf5fKGqbh9JNeO6+LY5PWj+AlxN0/yfuFD4pCm2/Rjjv0lio/UB+9Nc7Ny7j+/fYF3Ai2h6FOlFbUPbX8p4b5Lo8t7tPDD9Epre/vtU3xLgrHZ6J5pTRo/qS33tdk8ArqftrKBn79+FwCva6X1oAmIsdXasbydgq3b6r4FlI6tnnL+czelB07T+Qfsh/+Z22TKa1gjAATR/bfwK+Blwdc/q+2fgp8DK9rG8Z/W9B7i6re2SDYXEuGsb2nasAdXxvfvb9r37TvvePbFn9QX4O5ruyb4LLO1Tfe38W4FTx1nXNN6/RcDX2t/vSuC5PavvcOBf220+Amw7qlrs6kiS1Eteg5Ik9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQGmLlOT6tqsnjVE7/tMzN7De34s6M6DUW+2H2a+T/DLJT5J8LMn2Pahp2h+wM/HBvDl8uFfVk6rqUtg86lW/GVDquxdV1fbAfjT9C/7VLNczEkm2nu0apL4xoLRZqKqfABfRBBUASfZph5z+eXtq6dCh3Q5ohx2/Lck/JHnwwL6V5HED8x9Lcko7/cYkP0ryi3bo62e3y88GFgCfa1t1bxiuc7J9p9qvbWG8MclVwK+SbJ3kxCTXtftfk+QlGzp2kl2SfLodAv6HSV47VM9/aIcO/0WS85J8MskpSf4yyaeHtn1fktMmeU2vTPK5gflVST41MH9Tkv0GXtMhG3mv9mvHsrq9refBTCLJDu17edDQ8t3b399IxiBSj8xGZ4k+fHR50PQ2fUg7vRtNx6PvaecfBKwC3kTT6/KzgF8ATxjY93s0Qwc8kqbzzVMGnruAxw3Mfww4haaX65uAXdrlewK/M1lNk9Q75b6T7dcuW9nWuF277KXALjR/PL6cpjPinSd7jnabbwMnte/BXjQ9UT+vXb8NcAPw5+379YfA3e3r3Ll97ke0224N3Az83iSvay/g5+3xdm6f80cD627jvt6tB39nU73mb7Wv8ZHA/wNePcX7+VbgoinW/RJ45mz/G/Ux2octKPXdZ5P8guaD/2bg5Hb504DtaXqkvruqLgY+TzPY24T3V9VNVbWOZliAwXVTuQfYFliU5EFVdX1VXdex1gey73vbGn8NUFXnVTPezr1V9UmaXqMPnGLfA4D5VbWsfQ9W04wPtbRd/zSa4HlvNWMz/W+acKCqfgx8hSYQoRki49aq+vbwQdrn/QVN6/Ugmpbsj5I8sZ3/alXdu7E3Z+g1r21/L59joFU8Ick84Dia3rJJMj/JXgObrAe2m8YxtRkyoNR3L66qHWhGZ30i9w3ctgtw09AH4w3cf3jqm4bW7bKxg1XVKuAvaP56vznJuUk2ut8m7DtYI0mOSrKyPW35c5rBE6carG4PYJeJbdvt3wQ8pl2/C01LZ3DIgsHjnQUc2U4fCZy9gTovo/kdPKOdvpQmnA5q56fjJwPTd9L8oTHsycCjacIQ4ATgWIAk29EMLHnzNI+rzYwBpc1CVV1Gcxruf7SL1gK7Dw2FvYBm+OkJuw+tGxwZ9E7gIQPzjx041jlV9Z9oAqCAdwyWspE6p9p3qv0Gh5vfg6YFdDzNAH+PoDlNmeFtWzcBP6yqRww8dqiqF7TrfwzsmmRwGO/B9+SzwL5Jngz8Z+ATG3hpEwH1B+30ZWw8oDZlLJ9dgduq6o52fgn3BdJBNKcVr9yE59dmwIDS5uQ04DntBflv0lxDeUOSB7XfvXkRzfDxE16TZLckj6RpWXxyYN1K4I+TzEuyhOZDjyRPSPKsJNsCvwF+TXPqbsJPaa67/JaN7DvlfgMeSvOhfkv7fK+kaUlMdexvAXe0N1ps176WJyc5oF3/jfb4x7c3YBzGwOnCqvoNcD5wDvCtqrpxA7VdBhxMc61sDfBVmtB4FFMHRZfXPJV1wMOSLExyBM31tEVJHkHTQj1tmqcVtRkyoLTZqKpbgI8D/72q7gYOBZ4P3Ap8ADiqqr4/sMs5wP+huXFgNc3NARP+nCbQfg78CU1rApprSKe2z/kTmtNMbxrY72+Bt7Sn1F4/VOKG9t3QfhOv7xrg3TTB8lPgKTQ3d0x67Kq6p30N+wE/bI/7EeDh7fPdTXNjxDHt6zyS5jrdXQPPeVZ7nA2d3qOqfkBzY8JX2/k7aN7Tr7V1TGajr3kDrqD5Y2NlW/+hwO/TXJP7Jvdv1WoL5Yi60hyS5JvAB6vqH9r5BcD3gccOnE6TesEWlLQFS3JQkse2p/iOBvYFvtiu24rm5oNzDSf1kd9el7ZsTwA+RXOn3HXA4VX14yQPpTmNeAPNtSSpdzzFJ0nqJU/xSZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXvr/Ww5AOAKfQuYAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1723,7 +1657,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAVXklEQVR4nO3df6zdd33f8ecrdh0yIOASo222kxhwWpyCiLiYai3JRpNgWmFDG4YzZUqmtBY/0k4KaATRxdhoGgRppNK8ETexYFStgVRVb1tnGT8Sxo+Z2jQhwZ4cHDdKbt0Nt85gKzTByXt/nK/J4eY6Ocf2+d5P7OdDuvL3x+d7zivHP175fs/nfE+qCkmSWnPGfAeQJGkuFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSb0VVJI1SfYl2Z/khjn2vzPJ/UnuTfLVJKuG9n2gO25fkjf1lVmSNH/Sx+egkiwAHgAuA2aAXcCVVbV3aMzZVfX9bnkt8O6qWtMV1R8Aq4F/DHwBuKCqnph4cEnSvOnrDGo1sL+qDlTV48B2YN3wgKPl1Hk+cLQ51wHbq+qxqvpLYH/3eJKkU9jCnp5nKfDI0PoM8PrZg5K8B7geWAS8cejYnbOOXTrHsRuADQCrVq167Z49e05KcEnSxGWujX2dQc315E+7tlhVW6rq5cD7gd8e89itVTVVVVNnnXXWCYWVJM2/vgpqBlg+tL4MOPgM47cDbz3OYyVJp4C+CmoXsDLJiiSLgPXA9PCAJCuHVn8F+E63PA2sT3JmkhXASuDPe8gsSZpHvbwHVVVHklwH3AksALZV1Z4km4HdVTUNXJfkUuBHwKPA1d2xe5J8FtgLHAHe4ww+STr19TLNvG9TU1O1e/fu+Y4hSRrNvE6SkCRpLBaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkL5ztAqzZt2jTW+I0bN04oiSSdnjyDkiQ1yYKSJDXJgpIkNcmCkiQ1yYKSJDXJgpIkNcmCkiQ1qbeCSrImyb4k+5PcMMf+65PsTXJfki8mOW9o3xNJ7u1+pvvKLEmaP718UDfJAmALcBkwA+xKMl1Ve4eG3QNMVdUPkrwLuAl4R7fvh1X1mj6ySpLa0NcZ1Gpgf1UdqKrHge3AuuEBVXVXVf2gW90JLOspmySpQX0V1FLgkaH1mW7bsVwL3DG0/rwku5PsTPLWuQ5IsqEbs/vQoUMnnliSNK/6uhdf5thWcw5MrgKmgEuGNp9bVQeTvAz4UpL7q+rBn3iwqq3AVoCpqak5H1uS9NzR1xnUDLB8aH0ZcHD2oCSXAh8E1lbVY0e3V9XB7tcDwN3ARZMMK0maf30V1C5gZZIVSRYB64GfmI2X5CLgFgbl9N2h7YuTnNktnwP8AjA8uUKSdArq5RJfVR1Jch1wJ7AA2FZVe5JsBnZX1TTwMeAFwOeSADxcVWuBVwK3JHmSQaF+ZNbsP0nSKai374Oqqh3AjlnbbhxavvQYx30deNVk00mSWuOdJCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElN6q2gkqxJsi/J/iQ3zLH/+iR7k9yX5ItJzhvad3WS73Q/V/eVWZI0f3opqCQLgC3Am4FVwJVJVs0adg8wVVWvBm4HbuqO/WlgI/B6YDWwMcniPnJLkuZPX2dQq4H9VXWgqh4HtgPrhgdU1V1V9YNudSewrFt+E/D5qjpcVY8CnwfW9JRbkjRP+iqopcAjQ+sz3bZjuRa44ziPlSSdAhb29DyZY1vNOTC5CpgCLhnn2CQbgA0A55577vGllCQ1o68zqBlg+dD6MuDg7EFJLgU+CKytqsfGObaqtlbVVFVNLVmy5KQFlyTNj74KahewMsmKJIuA9cD08IAkFwG3MCin7w7tuhO4PMnibnLE5d02SdIprJdLfFV1JMl1DIplAbCtqvYk2Qzsrqpp4GPAC4DPJQF4uKrWVtXhJB9mUHIAm6vqcB+5JUnzp6/3oKiqHcCOWdtuHFq+9BmO3QZsm1w6SVJrvJOEJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSWMVVJKfSvKGJO/o1p+f5PmTiSZJOp2NXFBJXgU8APwucFu3+RJg2wRySZJOc+OcQf1n4Maq+lngR922LwO/eNJTSZJOe+MU1IXA73XLBVBVfwecdbJDSZI0TkE9BLx2eEOS1cD+kxlIkiSAhWOM/bfAnyX5BLAoyQeAdwK/MZFkkqTT2shnUFX1p8CbgSUM3ns6D/jVqvpvE8omSTqNjXQGlWQBg9l6G6rq3ZONJEnSiGdQVfUEcDnw5GTjSJI0MM4kiY8Dm5L81KTCSJJ01DiTJH4T+IfA9UkO0U01B6iqc092MEnS6W2cgrrqRJ4oyRrgd4AFwK1V9ZFZ+y8GbgZeDayvqtuH9j0B3N+tPlxVa08kiySpfSMXVFV9+XifpJtksQW4DJgBdiWZrqq9Q8MeBq4B3jfHQ/ywql5zvM8vSXruGecMiiSvAd4AnAPk6PaquvFZDl0N7K+qA93jbAfWAT8uqKp6qNvnRAxJ0lg3i90AfA14I/B+4FXAe4FXjHD4UuCRofWZbtuonpdkd5KdSd46xnGSpOeocWbx/RtgTVW9jcElt7cBV/DUjWOfSebYVnNsO5Zzq2oK+BfAzUle/rQnSDZ0Jbb70KFDYzy0JKlF4xTUS6vqK93yk0nOqKo7gLeMcOwMsHxofRlwcNQnrqqD3a8HgLuBi+YYs7WqpqpqasmSJaM+tCSpUeMU1EyS87vlB4B1Sd4APD7CsbuAlUlWJFkErAemR3nSJIuTnNktnwP8AkPvXUmSTk3jTJK4CXglg7uabwZuBxYBv/VsB1bVkSTXAXcymGa+rar2JNkM7K6q6SSvA/4IWAy8Jcmmqrqwe85buskTZwAfmTX777S0adOmscZv3LhxQkkkaTLGmWb+yaHlO5IsBhZV1f8b8fgdwI5Z224cWt7F4NLf7OO+zmBChiTpNDLWNHOAJC8FXjC8fnT6uCRJJ8vIBdXdCeI2Brc7Gp6VVwwu20mSdNKMM0liC/Bh4AVVdcbQj+UkSTrpxrnEtxi4parG+fySJEnHZZwzqNuAfzWpIJIkDXvGM6gkX+GpOz4E+NdJbgD+1/C4qrp4MvEkSaerZ7vEd+uzrEuSNBHPWFBV9akkrwUeq6pvw4+nmd8MXAjsZHDDWEmSTqpR3oO6mcHU8qO2Aiu7Xy9kcIcJSZJOqlFm8b0S+ApAkhcDvwJcWFUPJJkGvg68e3IRJUmno1HOoBby1A1hfx7466p6AKCqHgFePKFskqTT2CgFtQd4e7e8HvjC0R1JlgLfm0AuSdJpbpRLfO8H/iTJJ4AngF8c2vcOBt+yK0nSSfWsBVVVX01yLnAB8EBV/d+h3X8GbJ9UOEnS6WukWx11pfTNObbvO+mJdErw+6oknahxbnUkSVJvLChJUpMsKElSkywoSVKTLChJUpMsKElSkywoSVKTLChJUpMsKElSkywoSVKTLChJUpMsKElSkywoSVKTLChJUpN6K6gka5LsS7I/yQ1z7L84yV8kOZLkiln7rk7yne7n6r4yS5Lmz0jfB3WikiwAtgCXATPAriTTVbV3aNjDwDXA+2Yd+9PARmAKKOCb3bGP9pFdpya/r0pqX19nUKuB/VV1oKoeZ/AtvOuGB1TVQ1V1H/DkrGPfBHy+qg53pfR5YE0foSVJ86evgloKPDK0PtNtm/SxkqTnqL4KKnNsq5N5bJINSXYn2X3o0KGxwkmS2tNXQc0Ay4fWlwEHT+axVbW1qqaqamrJkiXHHVSS1Ia+CmoXsDLJiiSLgPXA9IjH3glcnmRxksXA5d02SdIprJeCqqojwHUMiuV/Ap+tqj1JNidZC5DkdUlmgLcDtyTZ0x17GPgwg5LbBWzutkmSTmG9TDMHqKodwI5Z224cWt7F4PLdXMduA7ZNNKAkqSneSUKS1CQLSpLUJAtKktQkC0qS1CQLSpLUJAtKktQkC0qS1CQLSpLUpN4+qCtpdH5fleQZlCSpURaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUm9FVSSNUn2Jdmf5IY59p+Z5DPd/m8kOb/bfn6SHya5t/v5RF+ZJUnzZ2EfT5JkAbAFuAyYAXYlma6qvUPDrgUerapXJFkPfBR4R7fvwap6TR9ZJUlt6OsMajWwv6oOVNXjwHZg3awx64BPdcu3A7+UJD3lkyQ1pq+CWgo8MrQ+022bc0xVHQG+B7yk27ciyT1JvpzkDXM9QZINSXYn2X3o0KGTm16S1Lu+CmquM6EaccxfA+dW1UXA9cDvJzn7aQOrtlbVVFVNLVmy5IQDS5LmVy/vQTE4Y1o+tL4MOHiMMTNJFgIvAg5XVQGPAVTVN5M8CFwA7J54aklPs2nTprHGb9y4cUJJdKrr6wxqF7AyyYoki4D1wPSsMdPA1d3yFcCXqqqSLOkmWZDkZcBK4EBPuSVJ86SXM6iqOpLkOuBOYAGwrar2JNkM7K6qaeA24NNJ9gOHGZQYwMXA5iRHgCeAd1bV4T5yS5LmT1+X+KiqHcCOWdtuHFr+e+Dtcxz3h8AfTjygJKkp3klCktSk3s6gJKkPTuI4dXgGJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapLfByVJPfL7qkbnGZQkqUkWlCSpSRaUJKlJvgclSfqxlt4j8wxKktQkC0qS1CQLSpLUJAtKktQkC0qS1CQLSpLUJAtKktSk3goqyZok+5LsT3LDHPvPTPKZbv83kpw/tO8D3fZ9Sd7UV2ZJ0vzppaCSLAC2AG8GVgFXJlk1a9i1wKNV9Qrg48BHu2NXAeuBC4E1wH/qHk+SdArr6wxqNbC/qg5U1ePAdmDdrDHrgE91y7cDv5Qk3fbtVfVYVf0lsL97PEnSKSxVNfknSa4A1lTVr3fr/xJ4fVVdNzTm292YmW79QeD1wIeAnVX1e93224A7qur2Wc+xAdjQrf4MsG9C/znnAH8zocc+Gcx3Ysx3/FrOBuY7UZPM9zdVtWb2xr7uxZc5ts1uxmONGeVYqmorsHX8aONJsruqpib9PMfLfCfGfMev5WxgvhM1H/n6usQ3AywfWl8GHDzWmCQLgRcBh0c8VpJ0iumroHYBK5OsSLKIwaSH6VljpoGru+UrgC/V4PrjNLC+m+W3AlgJ/HlPuSVJ86SXS3xVdSTJdcCdwAJgW1XtSbIZ2F1V08BtwKeT7Gdw5rS+O3ZPks8Ce4EjwHuq6ok+ch/DxC8jniDznRjzHb+Ws4H5TlTv+XqZJCFJ0ri8k4QkqUkWlCSpSRbUMYxwa6aLk/xFkiPd57xay3d9kr1J7kvyxSTnNZbvnUnuT3Jvkq/OcWeRecs2NO6KJJWk16m1I7x21yQ51L129yb59ZbydWP+effnb0+S328pX5KPD712DyT5P43lOzfJXUnu6f7+/nJj+c7r/k25L8ndSZZNLExV+TPrh8FEjgeBlwGLgG8Bq2aNOR94NfBfgCsazPfPgH/QLb8L+Exj+c4eWl4L/NdWsnXjXgj8d2AnMNXYa3cN8B/7/DM3Zr6VwD3A4m79pS3lmzX+NxlM2momH4PJCO/qllcBDzWW73PA1d3yG4FPTyqPZ1Bze9ZbM1XVQ1V1H/Bko/nuqqofdKs7GXx+rKV83x9afT5zfPh6vrJ1PgzcBPx9T7mOGjXffBkl328AW6rqUYCq+m5j+YZdCfxBL8kGRslXwNnd8ovo93Ofo+RbBXyxW75rjv0njQU1t6XAI0PrM922Voyb71rgjokm+kkj5Uvynu6WVjcBv9VKtiQXAcur6k97yjRs1N/bX+susdyeZPkc+ydllHwXABck+VqSnUmedgubCRr570Z32XsF8KUech01Sr4PAVclmQF2MDjL68so+b4F/Fq3/DbghUleMokwFtTcRrq90jwaOV+Sq4Ap4GMTTTTraefYNtftqbZU1cuB9wO/PfFUA8+YLckZDO6m/96e8sw2ymv3J8D5VfVq4As8dZPlPoySbyGDy3z/lMEZyq1JXjzhXEeN83d3PXB79fu5ylHyXQl8sqqWAb/M4POhff1bPUq+9wGXJLkHuAT4KwafUT3pLKi5tX57pZHyJbkU+CCwtqoe6ykbjP/6bQfeOtFET3m2bC8Efg64O8lDwM8D0z1OlHjW166q/nbo9/N3gdf2lA1Gv23ZH1fVj2rwDQT7GBRWK/mOWk+/l/dgtHzXAp8FqKr/ATyPwY1a+zDKn7+DVfWrVXURg39fqKrvTSRNX2++PZd+GPwf4AEGp/9H3yi88BhjP0n/kySeNR9wEYM3O1e2+PoN5wLewuCOIk1kmzX+bvqdJDHKa/ePhpbfxuBu/y3lWwN8qls+h8Elo5e0kq8b9zPAQ3Q3K2js9bsDuKZbfiWDgugl54j5zgHO6Jb/HbB5Ynn6/M15Lv0wOLV+oPtH/oPdts0MzkYAXsfg/zb+DvhbYE9j+b4A/G/g3u5nurF8vwPs6bLd9Uwl0Xe2WWN7LagRX7t/37123+peu59tLF+A/8Dg9mT3A+tbytetfwj4SJ+5xnj9VgFf635/7wUubyzfFcB3ujG3AmdOKou3OpIkNcn3oCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqCkhiV5YZK/SnLJrO3Luy9TnMhdpKUWWFBS294LfLuqvjy8saoeYXCbrVfNSyqpBxaU1KgkCxh8G/Kt3fqSJC8bGnIEOGs+skl9sKCkdv0c8FLgzm79emADQJKzGHw1SJ/fViv1yoKS2rUUeLSqvt+tr+GpQroEeBS4Zz6CSX1YON8BJB3TYeDsJCsYfHHiImBV9+20HwJurqon5zGfNFGeQUnt2sXg24bvZfAtq2uBf8Lgu3i+AXx0/qJJk+f3QUmSmuQZlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJ/x/9cjPTK2PWHQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] diff --git a/python/figures_application.py b/python/figures_application.py index 0f7e735..b70d2ae 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -113,13 +113,13 @@ def get_probabilities_bar(state): def df_probability_shift(state): dict_policies_4292 = get_file(FIXP_DICT_4292) - # dict_policies_2223 = get_file(FIXP_DICT_2223) + dict_policies_2223 = get_file(FIXP_DICT_2223) return pd.DataFrame( { - "0": dict_policies_4292[0.0][1][state, state : state + 13], - "4292_0.50": dict_policies_4292[0.5][1][state, state : state + 13], - "4292_0.95": dict_policies_4292[0.95][1][state, state : state + 13], - # "2223_0.95": dict_policies_2223[0.95][1][state, state : state + 13], + "0": dict_policies_4292[0.0][1][state, state : state + p_size], + "4292_0.50": dict_policies_4292[0.5][1][state, state : state + p_size], + "4292_0.95": dict_policies_4292[0.95][1][state, state : state + p_size], + "2223_0.95": dict_policies_2223[0.95][1][state, state : state + p_size], } ) From f906ae235d7971430f1726bb36db1f7981eb7c4f Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Thu, 26 Sep 2019 10:11:17 +0200 Subject: [PATCH 14/41] Fixed threshold plot. --- notebooks/03_application.ipynb | 4 ++-- python/figures_application.py | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index 7785284..2e26d18 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -1288,7 +1288,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1305,7 +1305,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] diff --git a/python/figures_application.py b/python/figures_application.py index b70d2ae..8a94a72 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -390,7 +390,7 @@ def get_replacement_thresholds(): if color == "colored": second_color = "#ff7f0e" else: - second_color = spec_dict[color]["colors"][1] + second_color = spec_dict[color]["colors"][2] for j, i in enumerate(omega_sections[:-1]): ax.plot( i, state_sections[j], color=second_color, ls=spec_dict[color]["line"][1] From 8152a9f5f525b74d0aec13448041ce3cf30efcc0 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Thu, 26 Sep 2019 11:03:18 +0200 Subject: [PATCH 15/41] Adjusted single bus plot. --- notebooks/03_application.ipynb | 229 ++++++++++++++++----------- pre_processed_data/demonstration.zip | Bin 924 -> 768 bytes python/demonstration.py | 15 +- python/figures_application.py | 12 +- 4 files changed, 159 insertions(+), 97 deletions(-) diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index 2e26d18..0c081c3 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -67,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAcFUlEQVR4nO3de5hddX3v8feHUBQRQSWlQkDAxtbYWjxGrEesN2gBNdhWWiK14oVoj8GeaquxF86U3ry0te0RL2gtikLAS22ssVittqJCExWtgaIpFxlBCQgoWsXgt3+sNbLZTDKzk5k1a2ber+fJk3X5rbW+a+9kPrN+e+3fSlUhSVLf7DHXBUiSNBkDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm91FlAJTkuyZVJtiZZN8n6Q5N8LMnnknwhyQld1SZJ6p908T2oJEuALwHHAuPAJmB1VV0+0OZs4HNV9cYkK4CNVXXYrBcnSeqlrq6gjgK2VtVVVXUHsB44cahNAfdrp/cDru+oNklSD+3Z0XEOBq4bmB8HHjPUZgz4cJLTgX2AYybbUZI1wBqAFStWPGrLli0zXqwkqVOZbGFXV1CTHXy4b3E1cE5VLQNOAM5Nco/6qursqlpZVSv33nvvWShVktQHXQXUOHDIwPwy7tmF93zgQoCq+jRwb+CATqqTJPVOVwG1CVie5PAkewEnAxuG2nwFeApAkofRBNS2juqTJPVMJwFVVduBtcBFwBXAhVW1JcmZSVa1zV4GnJbk88D5wKnlUOuStGh1cpv5bFm5cmVt3rx5rsuQJO2eOb1JQpKkkRhQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknqps4BKclySK5NsTbJukvWvS3JZ++dLSW7tqjZJUv/s2cVBkiwBzgKOBcaBTUk2VNXlE22q6rcG2p8OPLKL2iRJ/dTVFdRRwNaquqqq7gDWAyfupP1q4PxOKpMk9VJXAXUwcN3A/Hi77B6SPBg4HPiXHaxfk2Rzks3btm2b8UKlmTY2NkaSzv+MjY3N9alLuyVVNfsHSU4CfqGqXtDOPxs4qqpOn6TtK4Blk60btnLlytq8efOM1yv1QZIfTnfx/1SaQ5lsYVdXUOPAIQPzy4Drd9D2ZOzek6RFr6uA2gQsT3J4kr1oQmjDcKMkPwHcH/h0R3VJknqqk4Cqqu3AWuAi4ArgwqrakuTMJKsGmq4G1pf9GZK06HXyGdRs8TMoLWR+BqVFZE4/g5IkaSQGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSL3UWUEmOS3Jlkq1J1u2gza8kuTzJliTndVWbJKl/9uziIEmWAGcBxwLjwKYkG6rq8oE2y4FXAo+rqluS/GgXtUmS+qmrK6ijgK1VdVVV3QGsB04canMacFZV3QJQVTd2VJskqYe6CqiDgesG5sfbZYMeCjw0ySeTXJLkuMl2lGRNks1JNm/btm2WypUkzbWuAiqTLKuh+T2B5cATgdXAW5Psf4+Nqs6uqpVVtXLp0qUzXqgkqR86+QyK5orpkIH5ZcD1k7S5pKq+D1yd5EqawNrUTYlaiA5b98G5LmFGzNfzuOZVT53rEjSPdXUFtQlYnuTwJHsBJwMbhtq8H3gSQJIDaLr8ruqoPklSz3QSUFW1HVgLXARcAVxYVVuSnJlkVdvsIuDmJJcDHwN+p6pu7qI+SVL/dNXFR1VtBDYOLTtjYLqAl7Z/JEmLnCNJSJJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQPTA2NkaSzv+MjY3N9alL0g519jwo7djY2NguhUWSH043j9OSpIXDKyhJUi8ZUJKkXjKgJEm9ZEBJknqps4BKclySK5NsTbJukvWnJtmW5LL2zwu6qk2S1D+d3MWXZAlwFnAsMA5sSrKhqi4fanpBVa3toiZJUr91dQV1FLC1qq6qqjuA9cCJHR1bkjQPTTugkvxlkiN38TgHA9cNzI+3y4b9cpIvJHlPkkN2UMeaJJuTbN62bdsuliNJ6rtRrqB+BLgoyReTvCLJshG2zSTLhr9Z+gHgsKp6BPAR4O2T7aiqzq6qlVW1cunSpSOUIEmaT6YdUFV1OnAQsA44ErgiyUeS/HqS+06x+TgweEW0DLh+aP83V9X32tm3AI+abm2SpIVnpM+gqurOqvrHqloN/CywFDgH+FqStyaZrNsOYBOwPMnhSfYCTgY2DDZI8qCB2VXAFaPUJklaWEYKqCT3S/L8JB8D/g24FHg88DDgduBDk21XVduBtcBFNMFzYVVtSXJmklVts5ck2ZLk88BLgFN35YQkSQvDtG8zT/Ie4BdogulNwPsHuuRI8lLgth1tX1UbgY1Dy84YmH4l8MppVy5JWtBG+R7UJcDaqvraZCur6gdJDpyZsiRJi90oXXyPnyyckrxvYrqqvjMjVUmSFr1RAupJO1j+xBmoQ5Kku5myiy/Jme3kXgPTE44Arp3xqiRJi950PoOa+P7SHtz9u0xFMzrE2AzXJEnS1AFVVc8FSPKpqnrL7JckSdIUAZXksKq6pp39aJIjJmtXVVfNdGGSpMVtqiuo/wD2bae30nTrDY+rV8CSGa5LkrTI7TSgqmrfgWmfvitJ6oyhI0nqpak+g/oE93wsxj1U1c/NWEXSAnPrxe/itk+ev1v7uPbVTxt5m/0et5r9jz5lt44rzaWpPoN6aydVSAvY/kefYlBIu2Cqz6AmfWigJEmzbaouvmdX1bnt9PN21K6q3jbThUmSFrepuvhWA+e208/eQZsCDChJ0oyaqovvhIHpHQ0WK0nSjBvleVAk2R94KnAQcD3wwaq6dTYKkyQtbtP+HlSSJwPX0DyO/dHA6cA1SZ4yO6VJkhazUa6gXg+sqaoLJxYkOQk4C/jJmS5MkrS4jTKSxEHAe4eW/T3wY9PZOMlxSa5MsjXJup20e2aSSrJyhNokSQvMKAH1DuDFQ8t+o12+U0mW0FxpHQ+sAFYnWTFJu31puhAvHaEuSdICNMpQR3sAv5Hk5cBXgYOBA4FLpnGco4CtE4/lSLIeOBG4fKjdHwGvAX57uicgSVqYRh3qaFcfWHgwzdN3J4wDjxlskOSRwCFV9Y9JDChJWuS6Gupo+BlSMDAIbZI9gNcBp065o2QNsAbg0EMPnaHyJEl9M+r3oA6k6a47gIHQmcZQR+PAIQPzy2i+RzVhX+CngI8ngebGiw1JVlXV5sEdVdXZwNkAK1eunHKkdUnS/DTtgEryDOCdwJeBhwNbaELlYqYe6mgTsDzJ4TSfX50MPGtiZVXdRhN6E8f6OPDbw+E0Gw5b98HZPkQn5ut5XPOqp851CZJ6apS7+P4YeG5VPRL4dvv3GuAzU21YVduBtcBFwBXAhVW1JcmZSVbtQt2SpAVulC6+Q6vq3UPL3g58jWncdVdVG4GNQ8vO2EHbJ45QlyRpARrlCurG9jMoaIY4eizwEGDJzJclSVrsRgmotwBHt9OvAz4GfB54w0wXJUnStLv4qurVA9PvaG9k2KeqrpiNwiRJi9uot5kvAX6Wux63MZ1RJCRJGtkot5k/Ang/cG+a7zUtA76b5Ber6vOzVJ8kaZEa5TOot9EM+HpwVR1FM3zR6/Fx75KkWTBKQD0U+KuqKoD2778Gls9GYZKkxW2UgNoIDH+p9unA/BzCQJLUa1M9buNc7hrUdQmwPslnaEYmPwR4FPAPs1qhJGlRmuomia1D818cmL6cZugiSZJm3FSP2/jDrgqRJGnQqN+DehLwbJo7+L4KvLOq/mU2CpMkLW7TvkkiyQuAC2gGh30fcANwXpLTZqk2SdIiNsoV1MuBYwe/lJvkAuC97Pqj4CVJmtQot5k/kObGiEFXAg+YuXIkSWqMElAXA3+Z5D4ASfYBXgt8ajYKkyQtbqME1IuAnwZuS/J14FbgZ4AXzkZhkqTFbVqfQSUJsDdwDPBjtKOZV9X4LNYmSVrEphVQVVVJ/gPYtw0lg0mSNKtG6eL7HM2AsZIkzbpRbjP/OPBPSc6hGYtvYow+qmrKR24kOY5m9PMlwFur6lVD618EvBi4E7gdWFNVw3cNSpIWiVEC6nHA1cAThpYXUzwTqn0S71nAsTTdg5uSbBgKoPOq6k1t+1XAXwLHjVCfJGkBmTKg2tvKf5/mquazwJ9W1fdGPM5RwNaquqrd53rgRAa+V1VV3xxovw8DV2iSpMVnOldQrwceDXwI+GWaL+aePuJxDqbpFpwwDjxmuFGSFwMvBfYCnjzZjpKsAdYAHHrooSOWIUmaL6Zzk8TxwM9X1cvb6aftwnEyybJ7XCFV1VlV9RDgFTRXbffcqOrsqlpZVSuXLl26C6VIkuaD6QTUPlV1A0BVXQfstwvHGad5wOGEZcD1O2m/HnjGLhxHkrRATKeLb8/2MRvZwTzTeOTGJmB5ksNpHtNxMvCswQZJllfVl9vZpwJfRpK0aE0noG7k7nfp3Tw0X8ARO9tBVW1PspbmCbxLgLdV1ZYkZwKbq2oDsDbJMcD3gVuA50z/NCRJC82UAVVVh83EgapqI7BxaNkZA9O/ORPHkSQtDKOMJCFJUmcMKElSL40ykoRmya0Xv4vbPnn+bu3j2lePfvf/fo9bzf5Hn7Jbx5Wk2WJA9cD+R59iUEjSELv4JEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF7qLKCSHJfkyiRbk6ybZP1Lk1ye5AtJPprkwV3VJknqn04CKskS4CzgeGAFsDrJiqFmnwNWVtUjgPcAr+miNklSP3V1BXUUsLWqrqqqO4D1wImDDarqY1X1nXb2EmBZR7VJknqoq4A6GLhuYH68XbYjzwc+NNmKJGuSbE6yedu2bTNYoiSpT7oKqEyyrCZtmPwasBJ47WTrq+rsqlpZVSuXLl06gyVKkvpkz46OMw4cMjC/DLh+uFGSY4DfA55QVd/rqDZJUg91dQW1CVie5PAkewEnAxsGGyR5JPBmYFVV3dhRXZKknuokoKpqO7AWuAi4AriwqrYkOTPJqrbZa4H7Au9OclmSDTvYnSRpEeiqi4+q2ghsHFp2xsD0MV3VIknqP0eSkCT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKknbT2NgYSTr/MzY2NtenPqs6C6gkxyW5MsnWJOsmWf9zST6bZHuSZ3ZVlyTtrrGxMapq5D+DdmV7A2oGJFkCnAUcD6wAVidZMdTsK8CpwHld1CRJ6rc9OzrOUcDWqroKIMl64ETg8okGVXVNu+4HHdUkSeqxrrr4DgauG5gfb5eNLMmaJJuTbN62bduMFCdJ6p+uAiqTLKtJlk2pqs6uqpVVtXLp0qW7WZYkqa+6Cqhx4JCB+WXA9R0dW5I0D3UVUJuA5UkOT7IXcDKwoaNjS5LmoU4Cqqq2A2uBi4ArgAurakuSM5OsAkjy6CTjwEnAm5Ns6aI2SVI/dXUXH1W1Edg4tOyMgelNNF1/kiQ5koQkqZ8MKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXtpzrguQpN1x2LoPznUJM2K+nsc1r3rqrO27syuoJMcluTLJ1iTrJll/ryQXtOsvTXJYV7VJkvqnk4BKsgQ4CzgeWAGsTrJiqNnzgVuq6seB1wGv7qI2SVI/ddXFdxSwtaquAkiyHjgRuHygzYnAWDv9HuD1SVJV1VGNkrRLbr34Xdz2yfN3ax/XvvppI2+z3+NWs//Rp+zWcfssXfz8T/JM4LiqekE7/2zgMVW1dqDNF9s24+38f7Vtbhra1xpgTTv7E8CVs34C/XYAcNOUrTRf+f4ufL7HcFNVHTe8sKsrqEyybDgZp9OGqjobOHsmiloIkmyuqpVzXYdmh+/vwud7vGNd3SQxDhwyML8MuH5HbZLsCewHfKOT6iRJvdNVQG0Clic5PMlewMnAhqE2G4DntNPPBP7Fz58kafHqpIuvqrYnWQtcBCwB3lZVW5KcCWyuqg3A3wLnJtlKc+V0che1LQB2dy5svr8Ln+/xDnRyk4QkSaNyqCNJUi8ZUJKkXjKg5rEk1yT5jySXJdk81/Vo9yR5W5Ib2+8ETix7QJJ/TvLl9u/7z2WN2nU7eH/Hkny1/T98WZIT5rLGvjGg5r8nVdWRfo9iQTgHGP6y4jrgo1W1HPhoO6/56Rzu+f4CvK79P3xkVW3suKZeM6Cknqiqf+Oe3/07EXh7O/124BmdFqUZs4P3VzthQM1vBXw4yWfaIaC08BxYVTcAtH//6BzXo5m3NskX2i5Au3AHGFDz2+Oq6n/RjBL/4iQ/N9cFSRrJG4GHAEcCNwB/Mbfl9IsBNY9V1fXt3zcCf08zarwWlq8neRBA+/eNc1yPZlBVfb2q7qyqHwBvwf/Dd2NAzVNJ9kmy78Q08PPAF3e+leahwSHAngP8wxzWohk28ctH6xfx//DdOJLEPJXkCJqrJmiGrDqvqv5kDkvSbkpyPvBEmscvfB34f8D7gQuBQ4GvACdVlR+0z0M7eH+fSNO9V8A1wAsnPnOUASVJ6im7+CRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUZkySNyX5g3b6iUnG57qmQUkOTXJ7kiVzXctsSfLJJI9sp383yVtncN/XJDlmpvbXtSTnJPnjabT79yQP76Im7Vwnj3zX/JbkGuAg4KCqumlg+WXAzwCHV9U1VfWiOSpxWqrqK8B957qO2ZLk6cC3qupzAFX1p7uxr3OA8ar6/Rkqbz75c+BM4JfnupDFzisoTdfVwOqJmSQ/Dew9d+X0R4+uyF4EnDvXRSwAG4AnDY3yoDlgQGm6zgV+fWD+OcA7BhvsrAslyUFJ3ptkW5Krk7xkYN1RST6d5NYkNyR5fZK9Btb/fJIrk9yW5A1J/jXJCwbWPy/JFUluSXJRkgfvoIbDklSSPdv5jyf5o7Zb7FtJPpzkgIH2Ryf5VFvXdUlOHTjPNybZmOTbND/M7pXkz5N8JcnX2+7Ovdv290/yj+2539JOLxs4zqlJrmpruDrJKbtwbnsBTwb+dWDZWJJ3Dp37c9oab0ryezvY1xrgFODlbZfoBwZWH9mOvH1bkguS3Htgu9OSbE3yjSQbkhw02es+8Nq/oJ3+8fY9va2t64KBdn/dvvbfTDNq/+OHzu/CJO9oX7stSVYOrH9kks+26y4ABms9oH0fbm3r/USSPQCq6rvAZ2iGD9McMqA0XZcA90vysPaK4VeBd05nw/Y//geAzwMHA08B/m+SX2ib3An8Fs0QMI9t1/+fdtsDgPcArwQeCFwJ/O+BfT8D+F3gl4ClwCeA80c4r2cBz6V5jMVewG+3+z0U+BDw/9v9HglcNrTdnwD7AhcDrwYe2rb78fY8z2jb7gH8HfBgmiGL/ht4fXucfYC/AY6vqn3bc7tsF85tOfCDqprqc7+jgZ+geY3PSPKw4QZVdTbwLuA1VXXfqnr6wOpfoXno3uHAI4BT21qfDPxZu/5BwLXA+ilqmfBHwIeB+wPLaF7zCZtoXtMHAOcB7x4MRWBVe5z9aa58Jl7XvWiGiTq33fbd3L3L7mXAOM3reiDN6zw4rM4VNN3XmkMGlEYxcRV1LPCfwFenud2jgaVVdWZV3VFVV9GM3HwyQFV9pqouqartVXUN8GbgCe22JwBbqup9VbWd5of51wb2/ULgz6rqinb9n9L8lj/plcYk/q6qvlRV/00z5t2R7fJTgI9U1flV9f2qurmqBgPqH6rqk+0o1N8DTgN+q6q+UVXfauuYOL+bq+q9VfWddt2fDJwfwA+An0qyd1XdUFVbduHc9ge+NY3z/cOq+u+q+jzNLwyj/hD+m6q6vh0P8APc/fV6W1V9tqq+R/MLxWOTHDaNfX6fJrwPqqrvVtXFEyuq6p3t67e9qv4CuBdNwE64uKo2VtWdNP8+J87nZ4EfAf6qff/eQxN2g8d8EPDgdv0n6u7jvn2L5jXVHDKgNIpzaa4cTmWoe28KDwYOartTbk1yK81vrAcCJHlo293ytSTfpPlBPNHVdhBw3cSO2h8i40P7/uuB/X4DCM0VzHQMht13uOsmikOA/9rJdtcNTC8F7gN8ZqCOf2qXk+Q+Sd6c5Nr2/P4N2D/Jkqr6Ns3V6IuAG5J8MMlP7sK53UJzNber5ztdO9r+IJqrJgCq6nbgZqb3Pryc5rz+ve2me97EiiQva7s4b2tfg/2469/GZPXcu+1KPAj46lDoXDsw/VpgK80DP69Ksm6opn2BW6dRu2aRAaVpq6praW6WOAF43wibXgdcXVX7D/zZt6pOaNe/keaKbHlV3Y8mvNKuu4Gm2weAJBmcb/f9wqF9711Vn9qlk7z7fh+yk/WDP/huoum2e/hADftV1cQP75fR/Nb/mPb8Jh4sGYCquqiqjqX5jf4/aa4uRz23L9O8PNMN5qmMOor09TSBCvyw6/KBNFfZ324X32eg/Y/98EBVX6uq06rqIJqrxje0n0s9HngFTbfh/atqf+A27vq3sTM3AAe3/14mHDpwzG9V1cuq6gjg6cBLkzxloO3DaK4wNYcMKI3q+cCT29/8p+vfgW8meUWSvZMsSfJTSR7drt8X+CZwe3v18BsD234Q+Okkz2h/M34xAz/cgDcBr0z7vZUk+yU5aRfPbdC7gGOS/EqSPZM8MMmRkzUceNjc65L8aFvHwQOfse1LE2C3JnkAzWMWaNsdmGRV+wP9e8DtNJ/JjXRuVfV94CPcvetwd3wdOGKE9ucBz01yZJJ70VwFX9p+/WAbTVD9WvveP4+B8E9yUu66aeQWmnC8k+Z12w5sA/ZMcgZwv2nW8+l225e0798vMfAwwCRPa0MwNP/27mz/0Nb/KOCfRzh/zQIDSiOpqv+qqs0jbnMnzW+pR9Jcgd0EvJWmuwaaGxOeRdPv/xbggoFtbwJOAl5D02W0AthM88Ocqvp7mhsU1rfdZ18Ejt/F0xus+Ss0V4ovo+lam/jO1468gqbL6JK2jo9w12clf0VzS/5NNDeb/NPAdnu0x7i+Pc4TaG8Q2YVzezPw7Gmf5M79LbCi7V58/1SNq+qjwB8A76W5enkI7WdwrdOA36F5Dx8ODF4FPhq4NMntNDc6/GZVXQ1cRHOjypdouue+y927VndWzx00N5ecShN6v8rdr/qX07xHt9OE2Ruq6uPtulXAxyeeWK254/OgNK+0dwSOA6dU1cfmup6+SXIxcPrEl3U1uiSXAs+vKp9uO8cMKPVe21V2KU032e/QdPMd0d55J2mBsotP88Fjae6ou4mmq/AZhpO08HkFJUnqJa+gJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRL/wOaqo6kcijCYAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -79,7 +79,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -761,7 +761,8 @@ " \n", " \n", " \n", - " months\n", + " months_ml\n", + " months_rob\n", " opt_mileage\n", " rob_mileage\n", " \n", @@ -772,357 +773,407 @@ " 0\n", " 0\n", " 0\n", + " 0\n", " \n", " \n", " 1\n", " 1\n", + " 1\n", " 5\n", " 5\n", " \n", " \n", " 2\n", " 2\n", + " 2\n", " 5\n", " 5\n", " \n", " \n", " 3\n", " 3\n", + " 3\n", " 10\n", " 10\n", " \n", " \n", " 4\n", " 4\n", + " 4\n", " 20\n", " 20\n", " \n", " \n", " 5\n", " 5\n", + " 5\n", " 25\n", " 25\n", " \n", " \n", " 6\n", " 6\n", + " 6\n", " 30\n", " 30\n", " \n", " \n", " 7\n", " 7\n", + " 7\n", " 30\n", " 30\n", " \n", " \n", " 8\n", " 8\n", + " 8\n", " 35\n", " 35\n", " \n", " \n", " 9\n", " 9\n", + " 9\n", " 40\n", " 40\n", " \n", " \n", " 10\n", " 10\n", + " 10\n", " 40\n", " 40\n", " \n", " \n", " 11\n", " 11\n", + " 11\n", " 45\n", " 45\n", " \n", " \n", " 12\n", " 12\n", + " 12\n", " 50\n", " 50\n", " \n", " \n", " 13\n", " 13\n", + " 13\n", " 55\n", " 55\n", " \n", " \n", " 14\n", + " 13\n", " 14\n", - " 5\n", + " 0\n", " 60\n", " \n", " \n", " 15\n", + " 14\n", " 15\n", - " 10\n", + " 5\n", " 65\n", " \n", " \n", " 16\n", - " 16\n", " 15\n", + " 16\n", + " 10\n", " 70\n", " \n", " \n", " 17\n", + " 16\n", + " 16\n", + " 15\n", + " 0\n", + " \n", + " \n", + " 18\n", + " 17\n", " 17\n", " 15\n", " 0\n", " \n", " \n", + " 19\n", " 18\n", " 18\n", " 15\n", " 0\n", " \n", " \n", + " 20\n", " 19\n", " 19\n", " 20\n", " 5\n", " \n", " \n", + " 21\n", " 20\n", " 20\n", " 20\n", " 5\n", " \n", " \n", + " 22\n", " 21\n", " 21\n", " 25\n", " 10\n", " \n", " \n", + " 23\n", " 22\n", " 22\n", " 35\n", " 20\n", " \n", " \n", + " 24\n", " 23\n", " 23\n", " 35\n", " 20\n", " \n", " \n", + " 25\n", " 24\n", " 24\n", " 40\n", " 25\n", " \n", " \n", + " 26\n", " 25\n", " 25\n", " 45\n", " 30\n", " \n", " \n", + " 27\n", " 26\n", " 26\n", " 45\n", " 30\n", " \n", " \n", + " 28\n", " 27\n", " 27\n", " 50\n", " 35\n", " \n", " \n", + " 29\n", " 28\n", " 28\n", " 55\n", " 40\n", " \n", " \n", + " 30\n", " 29\n", " 29\n", " 55\n", " 40\n", " \n", " \n", + " 31\n", " 30\n", " 30\n", " 55\n", " 40\n", " \n", " \n", - " 31\n", + " 32\n", + " 30\n", " 31\n", " 0\n", " 40\n", " \n", " \n", - " 32\n", + " 33\n", + " 31\n", " 32\n", " 0\n", " 40\n", " \n", " \n", - " 33\n", + " 34\n", + " 32\n", " 33\n", " 0\n", " 40\n", " \n", " \n", + " 35\n", + " 33\n", " 34\n", - " 34\n", - " 5\n", + " 0\n", " 45\n", " \n", " \n", + " 36\n", + " 34\n", " 35\n", - " 35\n", - " 10\n", + " 5\n", " 50\n", " \n", " \n", - " 36\n", + " 37\n", + " 35\n", " 36\n", " 10\n", " 50\n", " \n", " \n", - " 37\n", + " 38\n", + " 36\n", " 37\n", " 10\n", " 50\n", " \n", " \n", + " 39\n", + " 37\n", " 38\n", - " 38\n", - " 15\n", + " 10\n", " 55\n", " \n", " \n", + " 40\n", + " 38\n", " 39\n", - " 39\n", - " 20\n", + " 15\n", " 60\n", " \n", " \n", + " 41\n", + " 39\n", " 40\n", + " 20\n", + " 65\n", + " \n", + " \n", + " 42\n", " 40\n", + " 41\n", " 25\n", " 65\n", " \n", " \n", + " 43\n", " 41\n", - " 41\n", + " 42\n", " 25\n", - " 65\n", + " 70\n", " \n", " \n", + " 44\n", " 42\n", " 42\n", " 30\n", - " 70\n", + " 0\n", " \n", " \n", + " 45\n", " 43\n", " 43\n", " 40\n", " 10\n", " \n", " \n", + " 46\n", " 44\n", " 44\n", " 40\n", " 10\n", " \n", " \n", + " 47\n", " 45\n", " 45\n", " 40\n", " 10\n", " \n", " \n", + " 48\n", " 46\n", " 46\n", " 45\n", " 15\n", " \n", " \n", + " 49\n", " 47\n", " 47\n", " 50\n", " 20\n", " \n", - " \n", - " 48\n", - " 48\n", - " 50\n", - " 20\n", - " \n", - " \n", - " 49\n", - " 49\n", - " 55\n", - " 25\n", - " \n", " \n", "\n", "" ], "text/plain": [ - " months opt_mileage rob_mileage\n", - "0 0 0 0\n", - "1 1 5 5\n", - "2 2 5 5\n", - "3 3 10 10\n", - "4 4 20 20\n", - "5 5 25 25\n", - "6 6 30 30\n", - "7 7 30 30\n", - "8 8 35 35\n", - "9 9 40 40\n", - "10 10 40 40\n", - "11 11 45 45\n", - "12 12 50 50\n", - "13 13 55 55\n", - "14 14 5 60\n", - "15 15 10 65\n", - "16 16 15 70\n", - "17 17 15 0\n", - "18 18 15 0\n", - "19 19 20 5\n", - "20 20 20 5\n", - "21 21 25 10\n", - "22 22 35 20\n", - "23 23 35 20\n", - "24 24 40 25\n", - "25 25 45 30\n", - "26 26 45 30\n", - "27 27 50 35\n", - "28 28 55 40\n", - "29 29 55 40\n", - "30 30 55 40\n", - "31 31 0 40\n", - "32 32 0 40\n", - "33 33 0 40\n", - "34 34 5 45\n", - "35 35 10 50\n", - "36 36 10 50\n", - "37 37 10 50\n", - "38 38 15 55\n", - "39 39 20 60\n", - "40 40 25 65\n", - "41 41 25 65\n", - "42 42 30 70\n", - "43 43 40 10\n", - "44 44 40 10\n", - "45 45 40 10\n", - "46 46 45 15\n", - "47 47 50 20\n", - "48 48 50 20\n", - "49 49 55 25" + " months_ml months_rob opt_mileage rob_mileage\n", + "0 0 0 0 0\n", + "1 1 1 5 5\n", + "2 2 2 5 5\n", + "3 3 3 10 10\n", + "4 4 4 20 20\n", + "5 5 5 25 25\n", + "6 6 6 30 30\n", + "7 7 7 30 30\n", + "8 8 8 35 35\n", + "9 9 9 40 40\n", + "10 10 10 40 40\n", + "11 11 11 45 45\n", + "12 12 12 50 50\n", + "13 13 13 55 55\n", + "14 13 14 0 60\n", + "15 14 15 5 65\n", + "16 15 16 10 70\n", + "17 16 16 15 0\n", + "18 17 17 15 0\n", + "19 18 18 15 0\n", + "20 19 19 20 5\n", + "21 20 20 20 5\n", + "22 21 21 25 10\n", + "23 22 22 35 20\n", + "24 23 23 35 20\n", + "25 24 24 40 25\n", + "26 25 25 45 30\n", + "27 26 26 45 30\n", + "28 27 27 50 35\n", + "29 28 28 55 40\n", + "30 29 29 55 40\n", + "31 30 30 55 40\n", + "32 30 31 0 40\n", + "33 31 32 0 40\n", + "34 32 33 0 40\n", + "35 33 34 0 45\n", + "36 34 35 5 50\n", + "37 35 36 10 50\n", + "38 36 37 10 50\n", + "39 37 38 10 55\n", + "40 38 39 15 60\n", + "41 39 40 20 65\n", + "42 40 41 25 65\n", + "43 41 42 25 70\n", + "44 42 42 30 0\n", + "45 43 43 40 10\n", + "46 44 44 40 10\n", + "47 45 45 40 10\n", + "48 46 46 45 15\n", + "49 47 47 50 20" ] }, "execution_count": 9, @@ -1142,7 +1193,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1154,7 +1205,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9eXwT1733/z625QXMYjbH7BAWAzYYMJjdGEwWIGRPkzZp0qbl19w+XZ80SZe0vff3am/63P560zxdaZM2aW+TtiEhJKEkbGbfTAzBrA5gzI4XDLaxLVk6vz8kTyRZtkfWjEaSz/v18stzRqMzX4+l+cw557sIKSUKhUKhUEQacVYboFAoFApFIJRAKRQKhSIiUQKlUCgUiohECZRCoVAoIhIlUAqFQqGISJRAKRQKhSIiCZtACSG+IYQoFUIcEUJ807OvnxBigxCizPM7LVz2KBQKhSKyCYtACSGygC8DM4EpwHIhxFjgOWCTlHIssMnTVigUCoUibCOoCcAeKeVNKWULsBW4F7gbeNVzzKvAPWGyR6FQKBQRTkKYzlMK/EQI0R9oBJYCxUC6lPISgJTykhBiUKA3CyFWAisBJk6cOP3IkSPhsVqhUCgU4UAE2hmWEZSU8hjwM2ADsB44BLQE8f5VUspcKWVuSkqKSVYqFAqFIpIIm5OElPJlKeU0KeUCoAYoA64IITIAPL+vhssehUKhUEQ24fTiG+T5PRy4D3gdWAs87jnkceCdcNmjUCgUisgmXGtQAKs9a1AO4KtSymtCiBeAfwghngQqgAfDaI9CoVAoIpiwCZSUcn6AfdXA4nDZoFAoFIroQWWSUCgUCkVEogRKoVAoFBGJEiiFQqFQRCRKoBQKhUIRkSiBsoAXX3yRmzdvau2lS5dSW1sbcr9FRUUsX7485H4UCoUiElACZQH+ArVu3Tr69u1roUUKhUIReSiBMohf/OIXZGVlkZWVxYsvvkh5eTmZmZk8/vjjTJ48mQceeICbN2/y0ksvcfHiRQoKCigoKABg5MiRVFVVae/50pe+RFZWFp/73OfYuHEjc+fOZezYsezbtw+Affv2MWfOHKZOncqcOXM4ceKElX+6QqFQmEI4A3XDwr//+7+b1vePfvSjgPsPHDjAn/70J/bu3YuUkry8PPLz8zlx4gQvv/wyc+fO5Ytf/CK/+c1vePrpp/nFL37Bli1bGDBgQJu+PvnkE/75z3+yatUqZsyYwd/+9jd27NjB2rVr+elPf8qaNWvIzMxk27ZtJCQksHHjRr73ve+xevVq0/5uhUKhsAI1gjKAHTt2cO+999KzZ09SU1O577772L59O8OGDWPu3LkAPProo+zYsaPTvkaNGkV2djZxcXFMmjSJxYsXI4QgOzub8vJyAK5fv86DDz5IVlYW3/rWt1DZ3RUKRSyiBMoApJQB9wshOmwHIikpSduOi4vT2nFxcbS0uBPAP//88xQUFFBaWsq7775LU1NTV01XKBSKiCXmpvjam4YzkwULFvDEE0/w3HPPIaXk7bff5i9/+Qvf+MY32L17N7Nnz+b1119n3rx5APTq1Yu6urqAU3x6uH79OkOGDAHgz3/+s1F/hkKhUEQUagRlANOmTeOJJ55g5syZ5OXl8aUvfYm0tDQmTJjAq6++yuTJk6mpqeGpp54CYOXKldx5552ak0SwPPPMM3z3u99l7ty5OJ1OI/8UhUKhiBhEe9NTkUpubq4sLi622oxOKS8vZ/ny5ZSWllptikKhUEQ61lXUVSgUCoUiWJRAmcTIkSPV6EmhUChCQAmUQqFQKCISJVAKhUKhiEjCJlBCiG8JIY4IIUqFEK8LIZKFEKOEEHuFEGVCiL8LIRLDZY9CoVAoIpuwCJQQYgjwdSBXSpkFxAMPAz8D/ltKORa4BjwZDnsUCoVCEfmEc4ovAUgRQiQAPYBLwCLgTc/rrwL3hNEehUKhUEQwYREoKeUF4OdABW5hug4cAGqllC2ew84DQwK9XwixUghRLIQorqysDIfJCoVCobCYcE3xpQF3A6OAwUBP4M4AhwaMGpZSrpJS5kopcwcOHGieoWGgvLycrKyskPupra3lN7/5TbuvNzY2kp+fb1qmifXr1zN+/HjGjBnDCy+80O5xv/zlL8nKymLSpEm8+OKL2v6RI0eSnZ1NTk4Oubm52n673c6CBQu0vIMKhaL7Eq4pvkLgjJSyUkrpAN4C5gB9PVN+AEOBi2Gyx1SklLhcLlPP0ZlAvfLKK9x3333Ex8cbfm6n08lXv/pV/vWvf3H06FFef/11jh492ua40tJS/vCHP7Bv3z4OHTrEe++9R1lZmfb6li1bOHjwIN6ZQRITE1m8eDF///vfDbdboVBEF+FKFlsBzBJC9AAagcVAMbAFeAB4A3gceMeIkxUVFbF161Zdx06bNo277rrLZ9+7777LRx99pLXz8/NZuHBhh/2Ul5dr+fV2797NmjVrWL16Na+88goAX/rSl/jmN78JQEtLC48//jglJSWMGzeO1157jatXr/qkRvr5z39OfX093/nOd3jooYc4f/48TqeT559/ns985jM899xznDp1ipycHJYsWcJ//dd/+djzP//zP/ztb3/T2mvXruW1117jzTff1Pb99re/5dixY7z00ku6rlUr+/btY8yYMYwePRqAhx9+mHfeeYeJEyf6HHfs2DFmzZpFjx49tOv49ttv88wzz3TY/z333MN3v/tdPve5zwVll0KhiC3CtQa1F7czxEfAYc95VwHPAt8WQnwC9AdeDoc9ZnHixAk+//nPU1JSQlVVlVbEcM+ePfzhD3+gpKREO27lypV8/PHH9O7du8OR0Pr16xk8eDCHDh2itLSUO+64A4AXXniBW2+9lYMHD7YRJ7vdzunTpxk5cqS27/vf/z4//vGPfY679dZb24x85s+fT05OTpufjRs3asdcuHCBYcOGae2hQ4dy4cKFNrZnZWWxbds2qquruXnzJuvWrePcuXOAu/TIbbfdxvTp01m1alWb9+3fv7/da6JQKLoHYSu3IaX8EeBfC+M0MDNcNpjNiBEjmDVrFuBbxBDQihiuWLGiTSHDl156iQceeCBgn9nZ2Tz99NM8++yzLF++nPnz53dqR1VVFX379tXahw4dwuVykZWVxdmzZ1m3bh1PPfUUDoejTY2q7du3d9p/oATDgWpdTZgwgWeffZYlS5aQmprKlClTSEhwf+R27tzJ4MGDuXr1KkuWLCEzM5MFCxYAEB8fT2JiInV1dfTq1atTexQKRWwSc/WgABYuXNjplFxH3HXXXW2m/fTQKkbQfhFDCFzIMCEhwWfdqrUI4bhx4zhw4ADr1q3ju9/9Lrfddhs//OEPO7QjJSXFp4jhwYMHmT59OgAbNmzQ1oGOHj3KlClTfN47f/586urq2vT585//nMLCQsA9YmodCQGcP3+ewYMHB7TlySef5Mkn3eFt3/ve9xg6dCiAdvygQYO499572bdvnyZQAM3NzSQnJ3f4dyoUithGpToyiQULFrBmzRpu3rxJQ0MDb7/9tjb6qaioYPfu3QBaIcP09HSuXr1KdXU1zc3NvPfeewBcvHiRHj168Oijj/L0009ra2OtRQ8DkZaWhtPp1ETK5XJRX1+P0+nkrbfeoq6ujsbGRv785z/z2c9+1ue927dv5+DBg21+WsUJYMaMGZSVlXHmzBnsdjtvvPEGK1asCGjL1atXtb/5rbfe4pFHHqGhoUGzvaGhgQ8//NDHs7G6upqBAwdis9mCu+gKhSKmUAJlEoGKGE6dOhUgYCFDm83GD3/4Q/Ly8li+fDmZmZkAHD58mJkzZ5KTk8NPfvITfvCDHwDQv39/5s6dS1ZWFt/5znfanP+2225jx44dACxdupTTp0+Tk5PDV77yFY4cOUJubi4rV65k2rRpQf9tCQkJ/OpXv+L2229nwoQJPPTQQ0yaNEl7fenSpVy86HbIvP/++5k4cSJ33XUXv/71r0lLS+PKlSvMmzePKVOmMHPmTJYtW6atrYHbu2/p0qVB26VQKGILVbAwRikpKeEXv/gFf/nLX6w2JWjuu+8+/vM//5Px48dbbYpCoQgPqmBhd2Lq1KkUFBREXUl4u93OPffco8RJoVCoEZRCoVAoLEeNoBQKhUIRPSiBUigUCkVEogRKoVAoFBGJEiiFQqFQRCRKoBQKhUIRkSiBUigUCkVEogRKoVAoFBGJEiiFQqFQRCRKoBQKhUIRkSiBUigUCkVE0mk9KCFEOnAbMAXoC9QCh4ANUsrLek4ihBgP/N1r12jgh8Brnv0jgXLgISnlNf3mKxQKhSJWaXcEJYSYIIR4EzgKPAbYgMue348BR4QQbwohJnZ2EinlCSlljpQyB5gO3ATeBp4DNkkpxwKbPG2FQqFQKDocQf0Z+C/gc1LKZv8XhRCJwN3Ay8DsIM65GDglpTwrhLgbWOjZ/ypQBDwbRF8KhUKhiFHCns1cCPEK8JGU8ldCiFopZV+v165JKdMCvGclsBJg+PDh08+ePRs+gxUKhUJhNsZlMxdCFAghFnThfYnACuCfwbxPSrlKSpkrpcwdOHBgsKdVRDnRVhJGoeiI69evq8+0Tjp1kgAQQmwFviel3CmEeBb4NtAihPi1lPKnQZzvTtyjpyue9hUhRIaU8pIQIgO4GpT1ipjn3LlzrF27FoCWlhYcDgd33HEHWVlZFlumUASPw+Hg5ZdfpqmpibS0NDIyMhg0aBBz5syx2rSIRO8IKgvY49n+Mu51o1nAV4I83yPA617ttcDjnu3HgXeC7E8Rw0gp2bBhA1VVVVRVVVFbW0tDQwPNzW2WRBWKqGDPnj3U1dXhcDi4evUqhw4d4vTp01abFbHoGkHhFjIphLgV97rVMQAhRJv1ovYQQvQAlgD/j9fuF4B/CCGeBCqAB/X2p4h9jh8/zrlz59rsdzgcFlijUITGzZs32blzZ5v9drvdAmuiA70CtQP4FZCB2z0cj1hV6T2RlPIm0N9vXzVurz6Fwgen08mmTZsCvqYEShGNbNu2LeDoXwlU++id4nsCd4Dux8CPPfsygV8ab5JCAR999BHV1dUAJCUlkZeXp72mBEoRbdTU1LB//36tXVhYqG2rz3P76BpBeUY63/Pb974pFim6Pc3NzWzdulVrz5s3j7i4T5+l1BdaEW1s3rwZl8sFwPDhw8nOzmbjxo2AGkF1RLsCJYT4Dz0dSCl/aJw5CgXs2rWLhoYGAHr37k1eXh4HDx7UXlcCpYgmLly4wJEjR7T2kiVLSEpK0tpKoNqnoxHUMK/tZOB+YD9wFhgOzARWm2eaojtSV1fH7t27tXZBQQE2mw2bzabtUwKliBZaPVFbmThxIkOHDtVGU+AWKCklQgSMVe3WtCtQUsovtG4LId4AHpFSrvbadx/K605hMEVFRZoApaenM3nyZAAlUIqopKysjNbMN3FxcSxatEjbTkhIoKWlBXDH+Hl/xhVu9Hrx3Ql8zm/fO8CfjDVH0Z1pbGyktLRUaxcWFmprT0qgFJHKgQMHKC8v17JD3HHHHaSmpgJQWVmJEAIpJdOnT6d//08dmW02myZQdrtdCVQA9ArUJ8BXgZe89v0bcMpwixTdlpSUFL761a9SVFTEjRs3uPXWW7XXlEApIpFjx47x3nvv+exbvPjTyJm5c+cyfvx4tm3bRn5+vs9xiYmJNDY2Am6B6tmzp/kGRxl6BepLwNtCiGeAC8AQoAW4zyzDFN2T3r17s2LFClwul8+cfEZGBk888QQ2m42UlBQLLVQo3DidTs0TryMGDBjAffe1vVXOnDkTh8NBYmIiycnJZpgY9eh1My8RQozFXVYjA7gE7JZSqkdZhSl4u5UDJCcnM2LECIusUSjacuDAAWpqagB3rN6yZcsQQugeCan8e52jdwSFR4y2CSG0O4cQIk5K6ergbQpFpzidTuLj4602Q6HQjX+s3vz588nOzrbQothEVyYJIcQ0IcRuIUQD4PD8tHh+KxRdxul08vvf/57169dz8+ZNq81RKHSxa9cu7fPap08fn0wnCuPQO4J6FXgX+CLucu0KhSEcOHCAyspKKisrOXHiBF/72tfaTO95I6VULrkKSwkUq5eQoHsyShEEeq/qCOD7UlXZUhiI/zTJjBkz2hUnp9PJz372MxwOB0IInn/+eRXYqLCE9mL1guXAgQOcOHECu91OXl4eEyZMMNLMmEBvsti3gdvMNETR/di5c6fPNMnMmTPbPTY+Ph6n0wm4R1HekfgKRbiQUpKQkKA9SC1ZsqTLD0pVVVVaIO+1a9eMNDNm0DuCSsbtZr4DuOz9gpTy84ZbpYh5bty44TNNsmjRok6nSWw2m1auwOFwKMcKRdgRQnDnnXcyc+ZMjhw54hOrFywqtq9z9ArUUc+PQmEIRUVFWhT9LbfcossDyl+gVOyIwir69+/PggULQuojMTFR21YJYwOjNw7q30M9kRCiL/BH3OXjJW6HixPA34GRQDnwkJRSjXVjnKtXr/pkJ9c7TaKeOBWxhBKoztG7BoUQIlEIkS2EKBBCLGr9CeJcvwTWSykzgSnAMeA5YJOUciywydNWxDgbN27U8pbdeuutjB49Wtf7lEAprOLChQvU19cb2qcSqM7RNYISQswD/gkkAb2BG0Av4BzQ6d1FCNEbWIC7Mi9SSjtgF0LcDSz0HPYqUAQ8G4T9iiijvLycsrIyre1dWbQzlEAprMDpdLJ69Wrq6+uZM2cOc+bM8RGXruLdh/o8B0bvCOq/gf8jpewH1Hl+/7/Ab3S+fzRQCfxJCFEihPijEKInkC6lvATg+T0oOPMV0cahQ4e07SlTpnDLLbfofq8SKIUVFBcXc+3aNRwOB3v37tW8SUNFjaA6R69AjcM9RefNC8C3dL4/AZgG/FZKORVoIIjpPCHESiFEsRCiuLKyUu/bFBHIihUruPfee+nfvz8FBQVBvVcJlCLcNDU1tUlpZFSyYu/PsxKowOj14ruOe2qvFrgkhJgIVAOpOt9/Hjgvpdzrab+JW6CuCCEypJSXhBAZwNVAb5ZSrgJWAeTm5qpg4ShGCMHkyZPJzs4OOn5ECZQi3OzcuVMridG3b98OY/WCRY2gOkfvCOotYKln+2VgC3AA97pUp0gpLwPnhBDjPbsW43ZbXws87tn3OO4iiIpuQFeCG5VAKcLJjRs32LNnj9bWE6sXDEqgOkd0JXuRx2miF/CB3mzmQogc3G7micBp4Au4BfIfwHCgAnhQSlnTUT+5ubmyuLg4aJsV1tHS0kJ8fHzIqYnq6+txuVzYbDYSExNVoK7CVN555x0tHCIjI4Mvf/nLhqbXam5u5vDhwyQmJpKSksLYsWMN6zsKCXhhu/o4cBFwBlNqQ0p5EMgN8NLiAPsUMURRURGnTp2isLAwpMj71jLaCoXZXLlyxcehJ5SURu2RlJREbm6gW6KiFb3lNl4XQszxbH8BOAIcFUI8aaZxiujnxo0b7N27l8uXL/PXv/6V06dPW22SQtEpmzZt0mL1xowZw6hRoyy2qHuidw1qMdA6r/ZtoBCYiQqsVXTCli1btJRGGRkZ6ouuiHjOnDnT5Vg9hbHoneJLlFLahRBDgH5Syp0AQoh080xTRDtXrlzpUkqj9mhpaaG5uRmHw0FCQoKa8lOYgpSSfv36UVNTQ05ODunp6jZnFXoF6qAQ4ru460K9D+ARqxtmGaaIfjZu3Khtjx07NuTR06FDh3jvvfcAmDp1KitWrAipP4UiEKNHj+bf/u3fOHDgAJmZmaae64033qC6uhqHw8ETTzxB3759TT1ftKFXoJ7EnTnCAXzHs2828D9mGKWIfk6fPs0nn3wCuF3KjZgmUW7minARHx9vaMxTe9TU1FBVVQWgZepXfIrebOangM/67XsTd8CtQuGDlJL169dr7SlTpjBoUOhZrJRAGUdNTQ01NR1GdARECMGQIUNUqRODiOZYqFZPRyOza/ijN1nsF9t7TUr5inHmKGKBDz/8kNaUVPHx8UGnNGoPJVDGcPLkSd544w26EgMJ7pvq1772tZhaA2xqaqKiooKxY8ca7k7eEdEsUJs2baKsrIySkhJWrFhhSsl6vVN8j/m1bwFuBXYCSqAUGk1NTezdu1drDxkyhN69exvStxKo0HE6naxfv77L4gTuG+mpU6eYMmWKgZZZy/bt29m1axcjRozg9ttvJyMjIyznjdaM5t6ejk1NTfTr18+U8+id4mvzCOwZVRkvmYqoxjt+BAgqW3lnKIEKndbM3OC+OQ4bNkz3eysrK7lxw+0XFUvrJdevX9ceqs6ePUt1dbUlAhUtIygpJRs2bNDaZno6hpJY6s9AFZ86TSi6OY2NjZSWlvrsM6o0ASiBCpWmpia2bdumtfPz85kzZ47u92/YsIFdu3YB0XMz1cOWLVu0z+ngwYOZNGlS2M4djRnNS0tLuXTpEgAJCQmGTeEHQu8alH9Abw/gUdzZzRUKAHbs2EFTU5PPPiO/dEqgQmPnzp3cvHkTgD59+gTtpRaNT/udcfnyZdNTGnVEtF3TlpYWNm/erLVnzZpl2BR+IPSOoFoA/0nrC8CXjTVHEa14T5N4Y+RUkLdAtWanUOjDiMzc3jfTWJni847VGzduHCNHjgzr+aNNoPbv309trXtckpKSwty5c009n95PqH+EZYOUsspoYxTRy8aNG7VpksTERO3LZpZAqRFUcBQVFWmifsstt5CdnR10H0lJSdp2NNxMO+PUqVOcOnUKcLvPL14c/rzV0SRQjY2NPlPECxYsMD3cQFcuPinlWSnlWdyjqMGAOU7viqiktLTUZ+1p4cKF2rYZAiWEQAgRkidad+Lq1auGpJyKpptpZ0gpfUZPOTk5hsTqBUs0XVPvKfy0tDRmzJhh+jn1rkFlAG/gzh5RDfQXQuwBHpZSXjTRPkUUsG7dOm27V69ejB8/ng8//BAwVqCEEHz/+983pLZUd2Ljxo0+mblHjx7dpX5iaQR1+PBhLl++DJi/0N8RY8eO5dFHH8Vms5m6lhMq/lP4ixYtCks9Nr1TfL8FDgFLpZQNQoiewE+B3wEqIVo3Zvv27VpJbIBly5b53MiMXqswsqJpd8DIzNyxsgblv9A/e/ZsevXqZYktffv2jYr8e1Z5OuottzEP+N9SygYAz+9nAP0+qoqYw+Vy+cxJ9+/fn/Hjx5sqUAr9BJrGCiVeJZqmozrC4XBoiYt79Ohh+kJ/tGOlp6Pex9FrwETco6hWxhOEm7kQohyoA5xAi5QyVwjRD/g7MBIoBx6SUl7T26fCWt5//30fb7r7778fcKc3iouLw+Vy4XQ6aWlpUSMfCzhy5AgXL7pn4BMSEnzWBrtCrDx4pKSkcPfddzNr1iyuX7/u83cp2mKlp6Peu8b/ATYKIV4GzuIuu/EF4Pkgz1fg5/33HLBJSvmCEOI5T/vZIPtUWEBTUxMlJSVae/jw4Vr0vRCCpKQkberPbrcbJlA1NTU0NjbicDi45ZZbVNLSdmhpaWHTpk1aOy8vjz59+oTUZySOoJqbm32yGnTGsmXLtKf/9PT0iKr1JKW0ZG21oaGBvXv3ajFy3jgcDks9HfWmOvqDEKI1o/lk4CLwiJRyc8fv7JS7gYWe7VeBIpRARQWrV6/28aJrHT214i1Qzc3N9OjRw5DzrlmzhnPnzgHwhS98geHDhxvSb6xRXFzsE68yb968kPuMRIFyOBwcOHBA9/FLly6NKAeba9eu8cc//hG73U6vXr34+te/HtbzSylZvXo1Z86c6fRYKzwddT/WesQoFEGSwIdCCAn8Xkq5CkiXUl7y9H9JCBHwrxdCrARWAuqGFAFUV1drtZ4AJk6c2MYDyazpIBUL1Tn+KY3mz59vyEjTZrNp7v0tLS24XC7i4vQuYysCkZCQoI1crBD9srIyXeKUnJwc8hRxV9DrZp4IPAHkAD459qWUn9d5rrlSyoseEdoghDiu10iPmK0CyM3NVcEvFrN69WptOy4ujrvvvrvNMUqgrGPHjh3a6LVv376GxasIIUhMTNT+n3a73fIp1qSkJJYuXar7+EgaPYG1o1KXy+WzvjR+/HhuvfXWNsfFxcUxatQoS9zg9Y6gXgWmAO8CV7pyotZ4KSnlVSHE28BM4IoQIsMzesoArnalb0X4qK6u1hJFgnttw/tL1ooSKGvwj1dZvHixoQ4q3gLV3NwcdoHatm0b6enpjBs3DiEENpstLAGjZuH/eQ7nOtTBgwe1um2JiYncdddd9OzZMyzn1oveT+4dwCgpZZeSw3ripuKklHWe7duA/wDWAo8DL3h+v9OV/hXhY+vWrdp2cnJyu3E1ZgmU981WCVRbvFMamRGvYuUTf2VlJUVFRUgpGT58OJ/97Gej3gMvLi6OhIQE7X/mcDgCPvAZjd1up6ioSGvPnTs34sQJ9AtUBRDKJyEdeNvzZJAA/E1KuV4IsR/4hxDiSc85HgzhHAqTuXjxIocPH9bajzzySLtrEGYFdaoRVPtcuXLFJ6VRYWGh4U/jVrqae2fEsNlsUS9OrSQmJmoCZbfbwyJQe/bsoa6uDoDU1FRmzZpl+jm7QrsCJYRY5NV8DXhHCPFL/Kb49HjySSlP454i9N9fDYQ/Q6MiaPyLlGVmZnbosKKm+MKP93rC2LFjtWBUI7FqBFVeXs7Jkye1digZMSKNxMTEsDpKNDQ0sHPnTq1dUFAQFlHsCh2NoF4OsO+nfm0JdC2xlyKqKC0tpby8HNAXD6EEKrycPn1a86wUQph2A7dCoPwzYkyePNnQSs1WE+6y71u3btX+dwMGDCAnJ8f0c3aVdgVKSmn845ciKmlpaeGddz5dHpw2bRoDBgzo8D1KoMJHoBLcZsWrWDHFd/ToUS5cuAC4s5RYldjVLMIp+tXV1T5xY4WFhREdKqDLMiFEQOcFIcRbxpqjiETef/99n9LteuarlUCFD//M3GbGq4R7BOV0OttkxIiG5KrBEM6y75s3b8blcgEwYsQIxo0bZ+r5QkWvk0R7jywLDbJDEaHcvHnTJ1HkiBEjOh09gXkClZKSQmpqKjabjZQUVZYsUGZuM+NVwi1QxcXFXLvmTs+ZnJxsSEaMSCNc1/T8+fMcPXpUa4e7vH1X6FCghBD/4VGYrz0AACAASURBVNlM9NpuZTTuvHyKGOatt97SPKeEEDzwwAO63meWQGVnZ3epGmyssn//fq5fvw6EJzN3OEtu+GfEWLBgQUw+lNxxxx0sWbIEm81mWEowf/yngSdNmsSQIUNMOZeRdDaCGub5Hee1DW7niHPAj02wSREhVFVVaYkiwf2hTk1N7eAdnxIrma+tpnX97+zZswErCHsn+MzPzzfd9TqcRQt37dql/X1GZsSINMIxZXny5EkqKioAd+zVokWLOnlHZNChQEkpvwAghNglpfxDeExSRAp6Uhq1hxIoY9i9ezelpaWdHtevXz+mT59uuj3hnOLLzc2lrq6OQ4cOUVBQoEq2dBH/lEa5ubn069fPQov0ozubudmGKCKLM2fOaAvv4F7bCOYGoQQqdBoaGtixY0enxyUkJLBs2bKwlOAOp0D17t2bu+++m7lz59K/f39TzxXLlJSUUFXlrnKUmJjIggULLLZIP+qRRBGQNWvWaNuJiYlBTwmYJVB2u53y8nIcDgfx8fFkZmYa1neksW3bNp94lcceeyzgonZKSkrYRhdWPHjoccqJZqSU2O12HA4HcXFxhq5D+ac0mjdvXkSmNGoPJVCKNhw8eJAbN25o7dtuuy3oWAn/4EOjSjPU1dXx+uuvA+5prVgVqJqaGoqLi7V2YWGhJdmk/YnEmlDRTnFxMevWrQNg+vTpLF++3LC+d+/eTX19PQC9evWK2JRG7RG5EVoKS5BS+nhO9erVq0trG61VdVsx6mbWXeKgNm3apMWrDB8+PGLiVcwWqPLyctavXx+wumusYlYmifr6+jYpjby/P9GA7hGUEGI87nx6/vWgXjHaKIV1lJWVaXEnACtWrOhyX0lJSYaXZugOAhXJ8SpmTvFJKfnwww+5dOkSBw8e5P7772fs2LGGniMSMStQd+vWrdp3ZODAgUyZ0iYdasSjt2Dh94AfAocA70cbCSiBihH8vX1mzJjBmDFjutyfGTezWBco/3iViRMnMnToUAst8sXMEVRpaalWa8zpdJKenm5o/5GKGde0qqrKJ6XRkiVLIjqlUXvoHUF9E5gppfzYTGMU1uJfwCw/Pz+k/swQqPj4eK3suNPpjLmy4/7xKp0l5Q03ZsVB+WfEyMvLi4g1t3BghkBt2rRJi5sbOXJkSA+aVqL3m90I6C7Rrog+GhoafG4QRhQwM0OgWquothJLo6hoiFfxv/at62ShUlxcTG2tux5qSkpKTKY0ag+j16DOnTvH8eOf3q4jaYo4WPQK1PPA/xVCZAgh4rx/zDROET5Wr15NQ0MDAD179jTE20cljA2OaIhXEUIY/sQfKKVRuEvJW4mR19N/ijgrK4vBgweH1KeV6BWYPwNfBs4DDs9Pi+e3boQQ8UKIEiHEe572KCHEXiFEmRDi70KIyKyaFeNcvXqVM2fOaO0xY8YYUsBMVdXVTzTFqxgtUDt27KCxsRGAtLS0mE1p1B5GXs/jx49z7tw5ILpSGrWH3jUoo2pDfQM4BrROLv8M+G8p5RtCiN8BTwK/NehcCi9aA1xbR0neeGcriI+PNywOQ42g9GNVvEpNTY0mDp3Ru3dvevXq5XNDvXLlilY6vDPS0tLaBKGePHnSxxV60aJFYcmIEUkE8uJrbGykpqYmqH6klD6lSWbOnElaWpoxRlqE3lRHIWctF0IMBZYBPwG+LdyToouAz3oOeRV38lklUAZTV1fHH/7wB103krlz5xqWlUAJlD7q6+vZtWuX1l64cGHY4lW2bt3Kxx/r830qLCxk7ty5Pv/XoqIiLl68qOv999xzTxtX59aga4DBgwczadIkXX3FEv6f5wsXLvCnP/3JpwZbsCQlJTF//nwjzLOUdu9EQohVUsqVnu2/4HYpb4OU8vM6z/Ui8AzQy9PuD9RKKVs87fNAwPzvQoiVwEpwBy0qgqOoqEiXOCUlJYXsueffXytGClR6ejrx8fHYbLaoCzwMhHcJ7oEDB0Z0CW7wnZIK1UliwIAB2rpbNC/mh0JcXBw2m01L37V3796QxAncU8Rmle4IJx09Kp/x2v4klJMIIZYDV6WUB4QQC1t3Bzi0PRFcBawCyM3NDXiMIjCVlZWUlJRo7fZu6ElJSTz44IOGumybJVChBA9HGlaX4O7bt6/uRfTWUive/9fU1FTd7w90w0xPTyc5OZmsrCxGjhypq59Y5Nvf/jY2m424uDhefPFFbX/rw1gwDB06lNmzZxttoiW0K1BSyv/02v73EM8zF1ghhFgKJONeg3oR6CuESPCMooYC+uYKFLrxjocYPXo0jz32WNjOrTKad45/vIqZmRPsdjvXrl3zCYAtKCigoKC9gtmB8R5BZWdnM3ny5C7bpLcAZqzT6rVYWVmp5cFMSkpi5cqVMRXnFyzt/uVCCF15MfQcJ6X8rpRyqJRyJPAwsFlK+TlgC9D6CX0ceEfPORX6OHToECdOnNDahYWFYT2/EqiOOXfuHMeOHdPahYWFpk5x7dmzh9/97nesWbNGq8LbFVTCWPPwLhA6atSobi1O0LGb+a+FEOuEEI8IIXzG8J54qIeFEOuA/xvC+Z/F7TDxCe41qZdD6Evhhcvl4v3339faWVlZZGRkhNUGJVDtEyhexcwS3A0NDZq33KFDh/jkk67P2iuBMo/Tp09r27feequFlkQGHU3xzfOsHX0FeFkI4QTqcDs5CGAj8Csp5bpgTiilLAKKPNungZldslzRIRs2bPDxcLMitsQsgTp//jwXLlzA4XAwYsQIhg0bZljf4eLEiRNhjVfxd8SYOnVql/syK76tO1NXV8eNGzeUQPnRWcn394D3hBA2YCzQF7gGlHl53ykiDLvdzr59+7T24MGDLfF+NEugTpw4ocVuFRQURJ1AOZ3ONkl5zYxXMdoRw6x8fN2ZdevW+aQnSktLi/oYJiPQGwflAI52eqAiIlizZo2P+69VC9EqDiowJSUlVFdXA+5rZHZKo82bN2ufhxEjRoTsiKFGUMbj712rRk9uuvcKXAxy/fp1n4X3cePGWfYk5i9Qrd5qoRLNAtXc3NwmpZGZ8Spm1Jby/r9G2/WPVPxTiymBcqMEKsZ48803tW0hBPfee69ltrQGILZi1M0smgVq9+7dWrqp3r17k5eXZ9q5/B0xJk2aZIgjhhpBmU93jgnzRglUDHHhwgXOnz+vtadPn255VmhVtPBT6urqfFIamV2C+8SJEz61pYxyxFBefMbjXeK+d+/eln9vI4Wgkq4JIYYBQ6SUe0yyRxECb731lradkJDAnXfeaaE1bpKSkrQkqM3NzfTq1auTd3ROJAvUlStXOHbsWMBUNa2eh+DOEBBKgGtnmFlbSoUPGI93XFp3KdSoB70l34cDrwM5uNMRpQohHgDukFJ+yUT7FDo5duyYT/bjgoKCiAjy604jqKamJl599VVd2cHNTml08+ZNUlNTqa6uNtwRQ42gjEVKqTnNwKcppRT6R1C/B94H5gOtV3ID8P+ZYZQieLxLFvTo0YM5c+ZYaM2ndCeBOn36tC5xGjNmjOmL4KmpqTz++OOUlZXR0NBgaG0pJVDGUlVV5fPdiIUEyEahV6BmAsuklC4hhASQUl4XQvQxzzSFXs6cOcOFCxe09rJlyyy0xpfuJFDeaWrGjBkTMPYsOTmZ7OzssGTtFkIwbtw4w/tVU3zG4v25gcj6TFuNXoG6AowBTrbuEEJMBCrMMEqhH39PrZycHCZOnGihRb50F4GSUvrcaObNm8eIESMstMg8/K+/lLJblskwCn+BUqPST9ErUD/HnVHiP4EEIcQjwPeAF0yzTKGL0tJSLl26BLgdIxYuXGitQX6Y4ZKckpJCZmYmNpstYhaUa2pqtIXuxMREhg4daokd5eXlDBs2zNSqtN71i8B9Q/V+EFHop6WlhfLycq3ds2dPUlJSrDMowtCbSeIVIUQN7qKB53BnHn9eSrnGTOMUHdPU1MQHH3ygtfPy8ujTJ7JmXc0YQfXq1YvPfOYzhvRlFP5ZqK0oW15VVcVrr71GWloaixcvZsKECaaNbBITE5VAGcC5c+doaXFnjevXrx9f+9rXLLYostDtZu4RIyVIEcSaNWu0oM+kpCTmzZtnsUVt6S7rFd5JPkePHm2JDa21pWpqati/fz8TJkww7VxJSUnaZ8+o8IHuiPeDjVWfm0hGr5v5F9t5qRl3qfY9UsrYvftEILW1tT61nkaNGhWRwX3dQaCcTidnznxagNqKNDUVFRU+yUbNLp+uPPmMwVugVHqjtugdQX0emI3bWeI87uq36UAxMBJACHG3lLLYBBsVAfBOaRQXF2dpSqOO6A4Cdf78ee0m3bdvX8MCYvUSqLaU3jLsXUUJVOg0NDRw+fJlwO1xOWrUKIstijz0CtQR4C0p5UutO4QQ/wvIBOYB38dduHC24RYq2tBaD6mV3NzcNskmIwWzBGr79u3cvHkTh8PBkiVLLF0D8Z+mCbdH2/Hjx7UUV+GoLQXd48HDbLynhYcNG8bFixdpbm7GbreHLRQh0tErUJ/FXfHWm98CVVLK/yWE+C/gO+29WQiRDGwDkjznfFNK+SMhxCjgDaAf8BHwmJRSPY51gndKI5vNxu23326hNR1j1o1s3759WgqlBQsWWCpQVhaZ868tNXPmzLBkr1cjqNDxf7B5/fXXNceTzMzMiH3oDCd6c61cAe7y27cMuOrZTgY6CkhpBhZJKafgTpd0hxBiFvAz4L+llGNxF0J8Uq/h3ZUjR45w7do1rb1o0aKISGnUHrFeE6qxsVEbzVoxTfPRRx9pKa6SkpKYP39+WM6rBCo0/OPmbr31VnVNA6B3BPV14J9CiFLcbubDgCzgQc/rebin+AIi3YWA6j1Nm+dHAotwj84AXgV+jHtk1q3Zt28fJSUlPglHHQ4HdXV1Pvt69OjBrFmzrDBRN7EuUN6jpyFDhhgew+J0Olm/fj0NDQ089NBDPq8dPnyYdevWae358+ebWlvKG1VyIzQqKyu1GYDk5GQGDx7s85lWAuVGbxzUh0KI0cBSYDCwDnhfSlnd+jrwYUd9CCHigQO4M1L8GjgF1HqVjj8PhF6sJsr5+OOP+de//qXr2OXLl5tsTejEukCZ7Sa8b98+iouLSU9Pb/Oa99/du3dvZs6cafj520OVfQ+NkpISbXv06NHExcWpEVQAgomDqgb+0tUTSSmdQI4Qoi/wNhAoSCNgyVUhxErcQcIB85vFCi6XS7c4DRkyxNQ4F6MIVFXXiMXfSBAoKaWp609NTU1s374dcHt8Xbt2LeD6khCCpUuXhjXJqLqZdp1r166xf/9+rZ2dnQ34XtNISeFlNXrjoBKAfwPygQGAdoeRUgaVx19KWSuEKAJmAX2FEAmeUdRQ4GI771kFrALIzc01pm54BLJt2zaampq09j333ENGRgbw6RQfuDNVW5VKJ1gSEhKIj4/H6XTicrlwOp0kJARVhiwgkSBQ3umNkpKSDKlW682OHTu07Oh2u71NWqcJEyYwdOhQevXqFfb0OGqKr+ts2bJFm6ofOnQo48ePB5ToB0LvneK/ca8XrQJ+gtut/CncHnidIoQYCDg84pQCFOJ2kNgCPODp53HgnaCsjyFaWlrYsWOH1h44cCBTpkyx0CLjSEpK0iqGNjc3x4xAeU/vjRw50tD0RtevX2fPnk/rgt51111t+k9JSbEsb5ua4usaFy9e5PDhw1rbO6BaCVRb9Lp/3QfcKaX8JdDi+X0PUKDz/RnAFiHEx8B+YIOU8j3gWeDbQohPcLuxvxyU9THE+++/7+MAcf/991tojbHEakZzM7MAeD9lDx48mEmTJhnaf6iom2nw+AdUZ2Zm+ixZKCeJtuh9lO2B23sPoFEI0UNKeVwIMVXPm6WUHwNtjpVSnsZda6pbc/PmTQ4dOqS1R44cGXBRPFqJRYFyOp0+WaiNFKjLly/7fB7MTlvUFZRABc8nn3yifWaEECxevNjndXVN26JXoI4BM4B9uNMb/VgIcQO40OG7FLpYvXo1bk989wc3lkZPEJsC5Z/eyMjgWO/A23HjxjFy5EjD+jYKlUkiOFwul8//dfr06QwYMMDnGCVQbdErUN8AWuefvo07VqkXHs86RdeprKz08QTLysoiNTXVQouMx4yb2YgRI3C5XNhsNkscRvyn94wa4Zw6dUrrO9BTdqSgbqbBcejQIa5edec1sNls5OfntzmmT58+3HLLLSQmJqrs8B70xkHt99ouw+3koDCA1atXa9vx8fGsWLHCQmvMwQyBGj9+vOb9ZAVmrD9JKX2esnNychg0aJAhfRuNcpLQj8PhYMuWLVp77ty5AR9C8/LyyMvLC6dpEY/uHDlCiCVCiJeFEO962rlCCPOzUsYwp0+f5sqVK1p7zpw5hni4RRqx5pJ88+ZNLl50R0QYmd7I5XJpOdgSEhIoKNDrgxR+Yu1/aiZ79uzxCRGZPVvl1NaL3jior+Ge5vsjbrdwgEbgJWCOOabFPt5uxElJSRFXrt0oYm29wrv205AhQwyrwxUfH09+fj7Tp0/nwoULET3N4z/FZ1QAdqzR0NDgEz6Sn5+vksAGgd7H9W8Ci6WU5UKIZz37jgPWzbFEOefPn6esrExrL126NKKTvoZCrAmU2UXmUlNTLZ2+1ENcXBwJCQlauXKHw9Ftb7wul4va2lrN0cmbXbt2aVOg/fv3Z9q0aeE2L6rRK1C9+NTNvPW/YAPU5HMX8F9rmDhxIpMnT7bQInMxQ6AuX77Mrl27cDgcpKenh230GSgLdXclMTFREyi73d4tBaq+vp6XX36Z2traTo8tLCzs8CG0vr6ekydPYrfb6dmzp5YCKVKprKxk4MCBpp5Dr0BtA57DnUWila/jzgShCJKTJ09y9uxZwP0kGqmeWkZhhkA1NDRoEfnhXKQvLS3lxo0bgHHpjQ4dOsSQIUPauB1HOv4ZQmLN+1QPRUVFusRp+PDhnY6Ka2pqePfddwF3CqRIFqhLly6xatUqxo4dS2FhoWnOPHoF6mvAu0KILwO9hBAngBu0rRGl6ISWlhbWrl2rtadPnx72EuHhJlbioFpaWti0aZPWzs3NDXlatra2lnfffReXy8W0adO4/fbbw5r0NRS6u6t5VVUVH330kdZOS0sLuA7Xq1cvVqxY0ekaXTRdz9YZoLKyMuLi4nj44YdNOY9eN/NLQogZuLM+DMc93bdPSukyxaoYZu3atdpTZ+uieKwTKwK1f/9+LTlsSkoK8+bNC7lP75RGly9fjiovzu7uar5p0yZt3WnUqFE89thjITmKRItAnTp1SovdNDtWL5hyGxLY6/lRdIH6+npKS0u19ogRI+jZs6eFFoWHWBCoxsZGtm3bprXz8/ND9t67dOkSH3/8sdaOxJRGHdGdXc0rKio4fvy41i4sLAz5fxcN5TZcLpdPPsGpU6eaug7VrkAJIc7RTn0mb6SUsVugyWBiPaVRe8SCQO3YsUMrhZKWlkZubm5I/fknDh0/fjwjRowIqc9wEy1P/Ebj/7/Lzs5m8ODBIfcbDdfz8OHDWuymzWYz3TmpoxHUo6aeuZtx5coVn+SiU6ZMCVt5bquJdoG6fv06e/d+OnGwaNGikEtrnDp1SounEkJQWBh9yVmi4YZqBseOHeP8+fOAe5reqIBq/8+0y+WKqNATh8PB5s2btfbs2bNNj9VrV6CklFtNPXM3wz+l0bJlyyy0JrxEu0AZXfrCP3HotGnTos6DD7rnFJ/T6fRxlJkxY4ZhiYKFENhsNu3z7HA4fL47VnPjxg3tf96jRw/mzDE/R0NHU3zfl1L+xLP9H+0dJ6X8oRmGxRJlZWVUVlZq7Xnz5kXVYnio2Gw2hBBIKWlpacHpdIY8AvG+fi0tLaZlMjCj9MXHH38c1mkSs+iOThIHDhygpqYGgOTkZBYsCKqgeKckJiZGrED179+fp556ipKSEhISEsJiW0d3Se8U0cPMNiSWaY1tAHM+1JGOEIKkpCRtDcdut4dcCTbQ06YZgaJGl77wTxw6e/bsqI0f6m4jqObmZrZu/XRiad68eYZXNI70ooVxcXFMnz49bOfraIrvKa/tL4THnNijuLhYSxQJcMcdd0TUvHK48Bao5uZmQ77YZguUGaUv9u7dqwX69uzZMyzTJGbR3UZQu3bt0kJE+vTpY0rm8e66rtceHc4zCSE69dCTUlZ0dowQYhjwGnAL4AJWSSl/KYToB/wdGAmUAw9JKa91bnZ04O+S2adPH6ZMmWKhRdZhxjpUfn4+UkpsNpvhwa3+nlpGlb4YPnw4Q4YM4cKFC+Tn50fUFE6wdKebaV1dHbt379baBQUFpkzTjxo1iv79+5OYmBgxqaPOnz/PkCFDLAmB6OwKl/Opq3kg6ySgZzGhBfjfUsqPhBC9gANCiA3AE8AmKeULQojncKdTeraDfqKKEydO+Hxx77nnHgutsRYzBGrmzJkhvb+hoYGjR48GvLnW1tZq60TBlL6oqanh5MmTmlNFK3l5eSQkJDB8+HCefPJJTpw4wdixY0Oy32q6k0AVFRVpo/X09HTTcmfecccdpvTbEQ6Hg9LSUm106P/a1q1bGTp0KEuWLGH48PBGFXUmUB8DycCrwF+Bi105iZTyEnDJs10nhDgGDAHuBhZ6DnsVKCKGBKqoqEjbzszMjMjS3eEi0jKau1wu/vrXv3L58uVOj9XrTmu32/nTn/5EfX19m9emTZumPXELIcjMzAze6Agj0v6nZlFZWUlJSYnWjraA6s5Yu3atTwKBQJw/f57du3eHXaA6XAyRUubgrv/UD9gBrAMeBhKllE4ppbOj9wdCCDESmIo7I0W6R7xaRSzgHIoQYqUQolgIUeztDRfJXLt2TSvxnJCQwF13de+0hZF2Mzt48KAucerZsydz587V1eeZM2cCilOs0l1GUBs3btQC7EePHh1TGezPnTvXqTiBOzTGiqTWnU6iSilLge946kAtwT0t92shxCIp5UcdvtkPIUQqsBr4ppTyht6nECnlKmAVQG5ubqfZLSIB75IMo0aN6jZBue0RSR5fdrvdZ3Q7btw4+vfv3+a4hIQEJk+erHudyPt/PmLECJ/sArEYVtAdBKq8vJyTJ09q7WgMqO4IKSUDBw6ksrKSoUOHMmxYW4ftuLg4xo0bZ0msXjDfmrFAPjAbKAGCcmYQQthwi9P/SCnf8uy+IoTI8CSjzQCuBtNnJON9sxo9erSFlkQGZoygioqKOH36NA6Hg8LCQt1Ptv4luO+//35DFqS9/+f5+fmGlYKPVCJtVGw0/o4ykydPJiMjw9RznjlzhtOnT2O32xk7dixjxowx9XzDhw/nK1/5CgcPHmTUqFGGBR0bRWdefP2AR4DHcRct/AuwQI/nnl8/AngZOCal/IXXS2s9fb/g+f1OMP1GKi0tLT6JJLvz2lMrZtzMampqOHfOXUezoaFB13saGhrYuXOn1i4oKDBEnK5du6YFcCYkJAR8Eo01Yn0EdfToUS5edC+7G5nSqCPOnj2rlYhPTk42XaDAPUKK1Eq/nY2gLgJncAvTHs++MUII7apJKTcHeqMfc4HHgMNCiIOefd/DLUz/EEI8CVQADwZhe8TinXlACGFaMa9owgyB8p4205vuaOvWrdrNdODAgeTk5BhiS2v5AXA/kMTilJ4//gJlVjYPK/BPaZSXl0ffvn1NP2+kB+qGm86+RZdxe/F92fPjjwQ6nb+SUu4gsJs6QMyVk22t9AruzNfdMTDXn0jIx1ddXc2BAwe0dmcluIOhNXkodJ8y8PHx8cTHx+N0OrU0VtFSbLEziouLuXbNvYqRnJxsSO0vPYRjVGq32zl16hSZmZkR/0DRoUBJKUeGyY6Y4tKlS9p2OIbo0UAkCNTmzZtxudw1NkeMGGFoHNKKFSuYNWsWp06dYty4cYb1G+n4l32PBYFqamrySWm0YMECw1MatUc4akLt2rWLrVu3MmTIEG6//faIno6O/XmIMFNbW+vz5DNjxgwLrYkcrBao8+fPc/ToUa1tdCyLEIL09HTS09MN6zMaSExM1AQqVqakdu7cSWNjIwB9+/YN63fY7BFUfX09u3btAuDChQtUV1dHtECpuSeD2b9/v7Zts9misoyCGVgpUP7eWJMmTWLIkCGG2NDdiTVHiRs3brBnzx6tvWjRorCuJ5p9Pb0zYgwaNMi0jBhGoQTKYLxjJrrb03RHWClQJ06coKLC7XgaFxfHokWLDDm/IvZczbds2UJLSwsAGRkZZGVlhfX8Zk7xVVVV8dFHn4auLlmyJOLXxyPbuiik1dUYCLmwXSxhtkC13lT88S8OmJubS79+/Qw5P7j/lgMHDlBbW2tYn9FELI2grly5Ynjtr2Ax83pu2rRJy4gxatSoqHDmUWtQBnLmzBltER4wzIU5FghVoKqrq9mwYYNPQkvv7ZMnT/LKK6+0eZ/dbqe6ulqzwehaXGfOnOG9994DYMKECTz00EOG9h/pxJJAed/Ax4wZY0mgtVnXs6Kiwic2M1ryCSqBMhDv4XOPHj1ITk620JrIIpSYGSklb775Zoe58xobG7Wg3faYO3cuPXv21GewTryzRwRKlxTrxMoU35kzZygrK9PaVqU0MiMOyn8NNjs72/SMGEahBMpAWpPDAmHP+hvpxMXFkZiYqH3p7Ha77hx3hw8f1pXYtSMGDhzIrFmzQuojEN4CFQ1TJkYTCyOoQLW/rFo/TkpKYvr06SQmJhr2gHvs2DEtTi8+Pj6q1mCVQBmEy+Xi+vXrWnv27NkWWhOZJCUlaTex5uZmXQLV0tLC5s2fJiuZMWNG0AvXcXFxpKenGx6jU1NTowVz2mw2hg4damj/0UAsCFRpaakWuxhM7S8zsNlsLF++3LD+/DNizJw5MywZMYxCCZRBXLhwQZvi6N27d0THFlhFUlKSlqRV73TQvn37NOHv0aMHixcvjpgqtN0xvZE/kZSlviv4PwDNmjWL3r17YQUVCAAAEX5JREFUW2iRsbS0tDBq1CiuXbtGUlIS8+fPt9qkoOh+3yiT8J/qiYYFyHAT7HpFY2Mj27dv19qRViJdZaz3/Z9G4whq//79mgdmSkqK7tpf0UJSUhLLly9n1qxZVFVVhS0jhlEogTKI7r4WoYdgBWr79u00NTUB0K9fP6ZPn26abcHicrk4c+aM1u6u//NonuJrbGxk27ZtWjs/Pz9mHZsGDBgQlUkDlEAZQG1trU+y0FivA9RVghGo2tpa9u3bp7UXL15MfHy8zzF2u53f//73OBwOhBB861vfMtbgDvCf0o3GL78RRLNA7dixQ3sASktLIzc312KL3GzdupWqqirsdju33367oXF70YYK1DUA//RG3b16bnsEI1CbN2/G6XQCMHToUCZMmNDmmPj4eGpqaqirqwt7qXX/6b3uOqUbrW7m169fZ+/evVp70aJFbR6ArOLUqVOUlpZy8uTJLn+uDx8+HPbvhBmoEZQBeKc3uuWWWyy0JLLRu6B+6dIln5Il7QUVxsfHExcXh8vlwuVy4XQ6w3aTUVO6bqJ1BLVlyxbtAWjw4MERlfUl1FioyspK3n77bWw2G3PmzGH+/PkRn9KoPaLT6gjC5XKp9EY60fO07R+TkpmZ2WFMWVeKFhrBggULmDlzJgMGDOi2DhIQnU4Sly9ftjylUUeEKvobN25ESondbqeioiJqxQnCNIISQrwCLAeuSimzPPv6AX8HRgLlwENSymvhsMdIysvLfdIbTZ061UJrIhs9AnXq1CnN+UAIweLFHdeztNls2pfY4XCEbZF77NixhtaTilai0c3cOzfjuHHjGDlypHXGBCAUgSovL/eZ0VmyZIlhdllBuKb4/gz8CnjNa99zwCYp5QtCiOc87WfDZI9heKc36tmzp8+HS+FLZwLlcrl8Rk/Tpk3r1Pkg2KKFCmOxcoqvublZm6bTS0VFhTY9q+cByAq8P9P19fVazsmUlBSfkZ7L5dKcPKDt7MOUKVOifskhLAIlpdwmhBjpt/tuYKFn+1WgiCgUqLNnz2rbKr1Rx3QmUB9//LGWLspms7Fw4cJO+1QCZS3+U3zB5FgMhfXr1/s4OXSFnJwcBg0aZJBFxuEt+ps2bdIyQfzgBz/wWWOtrKzkd7/7XcA+4uPjLc2IYRRWTk6mSykvAXh+t/tJEUKsFEIUCyGKKysrw2ZgZ5SVlfl4yqjpvY7pSKAcDodPRP+cOXNITU3ttM9wC9TZs2dDzgsYS7Q6qgCao4rZVFRUhCxOVqc06ohevXqF3EdeXh59+vQxwBpriQovPinlKmAVQG5urrTYHI21a9dq28nJyWpNohM6Eqi9e/dqaZB69uzJnDlzdPUZToFyOp28++67VFdXM2XKFAoLC3WJaKyTlJSklUhvbm42NeWT/zSWzWYL+nxJSUkUFBQYIgRmMGXKFE6dOsXFixc7PE4IETAzxLBhwwwvK2MVVgrUFSFEhpTykhAiA7ja6TsiiP379/uMnpYuXWqhNdFBewJ18+ZNduzYobUXLlyoey0vnAJVUlKi1ZY6fvw4t912m6nnixYSExM1gbLb7YaXNPHm+PHjPpm5n3rqKdLS0kw7nxX06NGDRx99tNPjBg0axDPPPBMGi6zDyim+tcDjnu3HgXcstCUopJQ+WQ769u1Ldna2hRZFB+0J1LZt27R2//79mTZtmu4+wyVQzc3NFBUVae158+apgGwP4XI1dzqdPh54M2bMiDlxUvgSLjfz13E7RAwQQpwHfgS8APxDCPEkUAE8GA5bjODYsWNUVVUB7mH2PffcY7FF0UEggbp27ZpPJo7CwsKg4jYKCgqYM2cONpvN1DICu3fvpqGhAXCnNsrLyzPtXNFGuFzNP/roIy3mMDk5OWamsRTtEy4vvkfaeSnyfDw7wb++Sl5eHiNGjLDQoujBX6CklGzevFmLIxs2bBjjx48Pqs+BAwcaamMg6urq2LVrl9YuKCgwvLZUNBMOV/NAI9hoy8ytCJ7oDTG2CPUU13Xi4+O1BW0pJWfPnqW0tFR7PdIi+lvZunWrNn04aNAgJk+ebLFFkUU4pvh27dqlxQP16dNHjWC7CUqgguDGjRs+oyf1FBc83jezf/3rX9r2hAkTIrLIY1VVlU8w9pIlS6I6dYwZmD3FV1dXx+7du7V2QUFBtywO2R1R37QgWL16tfYFTE1NVU9xXcBboFqDcuPi4kKO6Hc6nbS0tITURyA2bdqElO7IhlGjRnXrxLDtYfYUX1FRkTaCTU9PVyPYboR6DNHJpUuXqKio0Nrjxo1TT3FdIFBF3OnTp9O/f/8u9bdv3z4++OADXC4XM2fO5M477wzVRI2KigqOHz+utSN1CtJqzBxBVVZWUlJSorXV/6B7oUZQOlm9erW2nZCQwLJlyyy0JnrxF6jExETy8/O73F98fLzmZGG0m3lSUpKWSDQ7O5uMjAxD+48VzFyDas3MDe66W2oE271QQwAPTqeTkydP0tjYyKVLl3y+aHa7XQvQBHepBbUO0TX8BWrOnDkhBXZ6e9MFO8XX1NREWVlZG2EbM2YMvXv3Jj09nc9//vN88sknYfEWjFbMmuLzz8xdWFhoWN+K6EAJlId169b5LIa3R0pKCvPnzw+DRbGJt0ClpqYye/bskPrraqCulJK//e1vnDt3rs1rjz32GL179wbccW4qhVXHmCFQUkqfoNzJkyerEWw3RA0DcBcw0yNOgKFrHN0R7/IZBQUFIZcn6apAlZaWBhQnRfCYMcV39OhRLly4AMROZm5F8KgRFL4FzAYNGkRcXFybm50QgkmTJqmURiEya9YshBD07NmTnJyckPvrikC1tLT4hAuMGDGCfv36ae1ITSIaqRjtJBEoGN7MLCGKyKXbC9Tu3bt9Cpjdf//9EVkjJlaw2WzMmzfP0P5a0StQ+/fv5/r164A7MefDDz8ctkq8sYjRU3zFxcVcu+Yurp2cnGzo50URXXTrKT6Xy+VTgygzM1OJU5QRrEA1Njaybds2rb1gwQIlTiHSWSHKYGhqamrz/1HB8N2Xbi1Q69at8/H8Us4P0UewArVjxw6tTHZaWhq5ubmm2dZdMHIEtXPnTp+URjNmzAipP0V0020FqqmpyccxYtiwYcpLKAoJVqCysrIYNWoUAIsXL/Ypoa3oGkYJ1I0bN9izZ4/WXrRokQqG7+Z02//+W2+9pQUAAjzwwAMWWqPoKsEKVEZGBo899hgVFRUMHz7cTNO6DUZN8W3ZskWb0bjllluUQ5KiewpUTU0NZWVlWnvixIla3IsiurDZbHzjG98IqvS3EEKVSDGQ+Ph44uLicLlcuFwuWlpagh75XLlyhUOHDmltldJIAd1UoN58801tOy4ujrvvvttCaxShIIRQLsgWI4QgMTFRW9uz2+1BC5R3Ut4xY8YwevRow+1URB/dbg2qoqKCS5cuae28vLyQg0UVkc2ZM2fYs2cPTqfTalNillDWoc6cOeMzo6FSGilasVyghBB3CCFOCCE+EUI8Z/b53n77bW07MTFRfRliHCklH3zwAR988AG//vWvOX/+vNUmxSRdXYeSUrJhwwatnZOTQ3p6uqG2KaIXS6f4hBDxwK+BJcB5YL8QYq2U8qgZ5zt8+DC1tbVau7CwUCV9jQGampqor6/n3XffJSEhwWd6qbm5mStXrgBQX19Pnz59rDIzpvEeQa1bt053bJndbtdmNBISEli4cKEZ5imiFKvXoGYCn0gpTwMIId4A7gYMFygpJfv379faqampKsYiRnj11Ve5fPlyp8fNmjVLpTEyCe8RlHfdtGDIy8tTDxAKH6wWqCGAd8bO80CbMrVCiJXASk+zXghxIsTzDgCqnn766RC7iSkGAFVWGxGBqOvSFnVN2qKuSWD0Xpf1Uso7/HdaLVCB/Ehlmx1SrgJWGXZSIYqllCqFgBfqmgRGXZe2qGvSFnVNAhPqdbF6AeY8MMyrPRS4aJEtCoVCoYggrBao/cBYIcQoIUQi8DCw1mKbFAqFQhEBWDrFJ6VsEUL8L+ADIB54RUp5JAynNmy6MIZQ1yQw6rq0RV2TtqhrEpiQrovwzkenUCgUCkWkYPUUn0KhUCgUAVECpVAoFIqIpFsJVLjTKkUqQohXhBBXhRClXvv6CSE2CCHKPL/TrLQx3Aghhgkhtgghjgkhjoj/v707i7VriuM4/v2ZQtQ8BQ0lPFRC68GQIGjMGjwUqamlxINKBRFTIkgTxDy9GKLGaKKGeKrU2AcVtFKiHmhvE7QlWlpiqp+HvU66NU175Rz37Gv/PsnN2WvtffZZ55+7zn/vs/dZS5pW6lsbF0lbS/pA0iclJreW+v0kzSsxebHc4NQqkjaXNF/S66WcmEhLJC2UtEDSh6Wuq/7TmgRVG1bpVOAgYKKkg/rbqr55Clj/R3HXA3NsHwjMKeU2+RO4xvZo4EjgivL/0ea4/AaMsz0GGAucIulI4E7gvhKTlcCUPraxX6YBn9fKiUnleNtja7996qr/tCZBURtWyfbvQGdYpdax/S7ww3rVZwIzyvIM4KwhbVSf2f7W9sdleTXVh8/etDgurqwpxS3Ln4FxQGfOmlbFBEDSSOB04PFSFi2PyUZ01X/alKA2NKzS3n1qSxPtYftbqD6sgd373J6+kTQKOBSYR8vjUr7KWgCsAN4AvgRW2f6zbNLGfnQ/cB3wVynvQmIC1cHLbEkfleHpoMv+0++hjobSoIZVinaTNAJ4CbjK9k9tn9XV9lpgrKQdgZeB0RvabGhb1T+SxgMrbH8k6bhO9QY2bU1Mao6y/Y2k3YE3JC3qdodtOoPKsEobt1zSngDlcUWf2zPkJG1JlZyesz2rVLc+LgC2VwFvU12f21FS5+C2bf3oKOAMSUuoLhOMozqjanNMALD9TXlcQXUwczhd9p82JagMq7RxrwGTyvIk4NU+tmXIlesITwCf2763tqq1cZG0WzlzQtI2wAlU1+beAiaUzVoVE9s32B5pexTVZ8ibts+nxTEBkLStpO06y8BJwKd02X9aNZKEpNOojnY6wypN73OT+kLSC8BxVEPhLwduAV4BZgL7AEuBs22vfyPF/5ako4H3gIWsu7ZwI9V1qFbGRdIhVBe2N6c6mJ1p+zZJ+1OdPewMzAcusD34aXT/J8pXfNfaHt/2mJT335mufAvgedvTJe1CF/2nVQkqIiKGjzZ9xRcREcNIElRERDRSElRERDRSElRERDRSElRERDRSElTEMCXJkg7odzsi/itJUBE9UKYa+F3SruvVLyiJZFSX+39b0qXd7CNiuEmCiuidxcDETkHSwcA2/WtOxPCWBBXRO88AF9XKk4CnOwVJO0h6WtJ3kgYk3Sxps7JusqS5ku6WtFLSYkmnlnXTgWOAhyWtkfRw7TVOKJPBrZT0SBmyCUkHSHpH0o+Svpf04n/95iN6LQkqonfeB7aXNLpMkHku8Gxt/UPADsD+wLFUyezi2vojgC+ohqC6C3hCkmzfRDUM01TbI2xPrT1nPHAYMAY4Bzi51N8OzAZ2ohq89KFevtGIoZAEFdFbnbOoE4FFwNelvpOwbrC92vYS4B7gwtpzB2w/Vqa4mAHsCeyxide7w/Yq20upBiwdW+r/APYF9rL9q+253b+1iKGVBBXRW88A5wGTqX29R3VWtBUwUKsb4J8T2y3rLNj+pSyO2MTrLast/1Lb/jqqeYo+kPSZpEsG2f6IxkiCiugh2wNUN0ucBsyqrfqedWc1Hfuw7gxrk7v+l+1YZvsy23sBlwOP5pb0GG6SoCJ6bwowzvbPtbq1VNMOTJe0naR9gav55zWqjVlOde1qUCSdLWlkKa6kSnBrB/v8iCZIgoroMdtf2v5wA6uuBH4GvgLmAs8DTw5ytw8AE8rdeg8OYvvDgHmS1lBNGjfN9uJBvlZEI2Q+qIiIaKScQUVERCMlQUVERCMlQUVERCMlQUVERCMlQUVERCMlQUVERCMlQUVERCMlQUVERCP9DfELKPAMCwYVAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1288,7 +1339,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -1305,7 +1356,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAdv0lEQVR4nO3deZRdVZ3o8e8vRDBAbCIgLyAYoshgAbEoA0lcJDGKQhNRH2gQZBJi4xNpQAFRgWA34sCgbTsEmWQ1AYkyRHkOCAnik6ECSCdIZDBMiZBIQBpUIPm9P85NrFSqKqeSurdO6n4/a91V5+x7ht/dVOXH3nefvSMzkSSpagb1dwCSJHXFBCVJqiQTlCSpkkxQkqRKMkFJkirJBCVJqqSGJaiIOCki5kfEvIiYERGvjYgdI+LOiHgoIq6JiI0bFY8kqdoakqAiYjvg00BbZrYAGwFTgK8AF2bmTsAy4OONiEeSVH2N7OIbDAyJiMHApsBi4F3AzNr7VwAfaGA8kqQKG9yIm2TmUxHxdeBx4K/AL4C5wHOZ+WrtsCeB7bo6PyKmAlMBdtttt73mz59f/6AlSY0SXRU2qotvGHAQsCOwLbAZsH8Xh3Y571JmTs/MtsxsGzJkSP0ClSRVRqO6+N4N/DEzl2TmK8CPgbHAFrUuP4A3AosaFI8kqeIalaAeB/aJiE0jIoBJwAPArcDBtWOOBG5oUDySpIprSILKzDspBkPcA/x37b7TgdOAkyPiYWBL4JJGxCNJqr7Y0JbbaGtry/b29v4OQ5LUd/pvkIQkSb1lgpIkVZIJSpJUSSYoSVIlmaAkqQlddNFFvPTSS6v2DzjgAJ577rn1vu7s2bM58MAD1/s6YIKSpKbUOUHddNNNbLHFFv0Y0ZpMUJI0QFxwwQW0tLTQ0tLCRRddxMKFC9lll1048sgj2WOPPTj44IN56aWX+OY3v8miRYuYOHEiEydOBGDEiBEsXbp01TnHHnssLS0tHHbYYdx8882MGzeOnXbaibvuuguAu+66i7Fjx/L2t7+dsWPHsmDBgj7/PA2ZLFaSmsm0adPqdu2zzjqry/K5c+dy2WWXceedd5KZ7L333owfP54FCxZwySWXMG7cOI455hi+/e1v85nPfIYLLriAW2+9la222mqNaz388MNce+21TJ8+nXe84x1cddVV3H777dx4442ce+65XH/99eyyyy7cdtttDB48mJtvvpkzzjiDH/3oR336WW1BSdIAcPvtt/PBD36QzTbbjM0335wPfehD/PrXv2b77bdn3LhxABx++OHcfvvta73WjjvuyO67786gQYN429vexqRJk4gIdt99dxYuXAjA888/zyGHHEJLSwsnnXQS9VhlwgQlSQNAd7MCFdOfdr/flU022WTV9qBBg1btDxo0iFdfLVZI+uIXv8jEiROZN28es2bN4m9/+9u6ht4tu/gkqY911w1XT/vuuy9HHXUUp59+OpnJddddx5VXXsmJJ57Ib3/7W8aMGcOMGTN45zvfCcDQoUN54YUXuuziK+P5559nu+2KJfwuv/zyvvoYq7EFJUkDQGtrK0cddRSjR49m77335thjj2XYsGHsuuuuXHHFFeyxxx48++yzHH/88QBMnTqV/ffff9Ugid469dRT+dznPse4ceNYvnx5X36UVZwsVpIGqIULF3LggQcyb968/g5lbZwsVpK04TBBSdIANWLEiA2h9dQtE5QkqZJMUJKkSjJBSZIqyQQlSaokE5QkNZnNN998va/x3HPP8e1vf7sPoumeCUqSBqDMZMWKFXW7vglKklTawoUL2XXXXfnkJz9Ja2srV155JbvvvjstLS2cdtppqx17yimn0NrayqRJk1iyZAkAEyZMYOVECEuXLmXEiBEAzJ8/n9GjRzNq1Cj22GMPHnroIU4//XQeeeQRRo0axWc/+9m6fB7n4pOkOpg9ezZz5swpdWxrayuTJ09erWzWrFncc889q/bHjx/PhAkT1nqtBQsWcNlll/GFL3yBffbZh7lz5zJs2DD2228/rr/+ej7wgQ/w4osv0trayvnnn88555zDtGnT+Na3vtXtNb/73e9y4okncthhh/Hyyy+zfPlyzjvvPObNm8d9991X6jOuC1tQkjSAvOlNb2Kfffbh7rvvZsKECWy99dYMHjyYww47jNtuuw0oZiX/yEc+ApRbgmPMmDGce+65fOUrX+Gxxx5jyJAhdf8cYIKSpAFls802A7pffqMrK5fgGDx48KrvrToun/HRj36UG2+8kSFDhvDe976XW265pQ8j7p5dfJJUBxMmTCjVJdedyZMnr9Ht1xt77703J554IkuXLmXYsGHMmDGDE044AYAVK1Ywc+ZMpkyZwlVXXbVqCY4RI0Ywd+5cRo8ezcyZM1dd69FHH2XkyJF8+tOf5tFHH+X+++9nzz335IUXXljn+MqwBSVJA9Dw4cP58pe/zMSJE9lzzz1pbW3loIMOAopW1vz589lrr7245ZZbOPPMMwH4zGc+w3e+8x3Gjh3L0qVLV13rmmuuoaWlhVGjRvHggw9yxBFHsOWWWzJu3DhaWlrqNkjC5TYkSf3N5TYkSRuOhnwHFRE7A9d0KBoJnAlsARwHLKmVn5GZNzUiJklStTUkQWXmAmAUQERsBDwFXAccDVyYmV9vRBySpA1Hf3TxTQIeyczH+uHekqQNRH8kqCnAjA77n4qI+yPi0ogY1tUJETE1Itojon3llBySpIGtoaP4ImJjYBHwtsx8OiK2AZYCCXwJGJ6Zx/R0DUfxSdKAU4lRfPsD92Tm0wCZ+XRmLs/MFcDFwOgGxyNJqqhGJ6hD6dC9FxHDO7z3QWBeg+ORJFVUw6Y6iohNgfcAn+hQ/NWIGEXRxbew03uSpCbWsASVmS8BW3Yq+1ij7i9J2rA4k4QkqZJMUJKkSjJBSZIqyQQlSaqktQ6SqD1Mux+wJ8Xkrs8BvwN+mZl/qm94kqRm1W0LKiJ2jYiZwAPAx4DXAH+q/fwYMD8iZkbEbg2JVJLUVHpqQV0OfA04LDP/3vnN2rRFBwGXAGPqEp0kqWl1m6Ayc++eTszMl4Fray9JkvrUOg2SiIiJEbFvXwcjSdJKpRJURMyJiHG17dOAq4EZEXFGPYOTJDWvsi2oFuCO2vZxwARgH+Bf6hCTJEml5+IbBGREvJliDanfA3S3wKAkSeurbIK6HfgWMBy4DqCWrJbWKS5JUpMr28V3FMUDuvcDZ9fKdgG+0fchSZJUsgWVmX8GzuhU9tO6RCRJEj0kqIg4p8wFMvPMvgtHkqRCTy2o7Ttsvxb438DdwGPADsBo4Ef1C02S1Mx6mkni6JXbEXE1cGhm/qhD2YeAQ+obniSpWZUdJLE/cH2nshuAA/o2HEmSCmUT1MPA/+lU9kngkb4NR5KkQtnnoI4FrouIU4GngO2AV4EP1SswSVJzKzvM/N6I2IliWY3hwGLgt5n5Sj2DkyQ1r7ItKGrJ6LaIWNUtGBGDMnNFXSKTJDW1srOZt0bEbyPiReCV2uvV2k9Jkvpc2RbUFcAs4BjgpfqFI0lSoWyCehPw+czMegYjSdJKZYeZXwfsV89AJEnqqGwL6rUUw8xvB/7U8Y3MPKLPo5IkNb2yCeqB2kuSpIYo+xzUtPW5SUTsDFzToWgkcCbwg1r5CGAh8OHMXLY+95IkDQyln4OKiI2BnYGtgFhZnpm3rO3czFwAjKpdZyOK2SiuA04HfpWZ50XE6bX903rzASRJA1OpBBUR7wSuBTYBXgf8BRgKPEHRGuqNScAjmflYRBwETKiVXwHMxgQlSaJ8C+pC4KuZeWFELMvM10fEmazbM1FTgBm17W0yczFAZi6OiDesw/UkST2YPXs2c+bMKXVsa2srkydPXq1s1qxZ3HPPPV0eP378eCZMmLC+IXap7DDztwLf6FR2HnBSb25W6yZ8P0VrrDfnTY2I9ohoX7JkSW9OlSRtoMomqOcpuvYAFkfEbsAwYPNe3m9/4J7MfLq2/3REDAeo/Xymq5Myc3pmtmVm29Zbb93LW0qSNkRRZnKIiLgIuCszr4qIU4BTKebh+1lmHlv6ZsXKvD/PzMtq+18D/txhkMTrM/PUnq7R1taW7e3tZW8pSaq+6LJwXWYvqg2aGEqRbErNZh4Rm1IbVJGZz9fKtgR+COwAPA4ckpnP9nQdE5QkDThdJqjSw8w7WQQs781SG5n5ErBlp7I/U4zqkyRpNWWX25gREWNr20cD84EHIuLj9QxOktS8yg6SmASs7Fc7GXg3MJriwVpJkvpc2S6+jTPz5YjYjmIgw28AImKb+oUmSWpmZRPUfRHxOYp1oX4KUEtWf6lXYJKk5la2i+/jwO7AEOALtbIxwH/VIyhJksrOZv4I8NFOZTOBmfUISpKkspPFHtPde5l5ad+FI0lSoex3UB/rtP+/gDcDvwFMUJKkPle2i29i57Jaq2rXPo9IkiTKD5LoyuUUgyckSepzZb+D6pzINgUOB57r84gkSaL8d1CvAp1nlX0KOK5vw5EkqVA2Qe3Yaf/FzFza18FIkrRSqe+gMvOxzHyMohW1LcUDu5Ik1U3Z2cyHR8Qc4GHgx8AjEXFbRGxb1+gkSU2r7Ci+7wC/A4Zl5nCK5d7vBb5br8AkSc2t7HdQ7wSGZ+YrAJn5YkScSjFQQpKkPle2BbUM2K1T2c44zFySVCdlW1BfBW6OiEuAxyiW3Tga+GK9ApMkNbeyUx1dHBErZzTfA1gEHJqZt9QzOElS8yrbgqKWjExIkqSGKDvV0cbAUcAoYPOO72XmEX0fliSp2ZVtQV0B7AnMAp6uXziSJBXKJqj3ATtmpqP2JEkNUXaY+ePAJvUMRJKkjrptQUXEuzrs/gC4ISK+QacuPkfySZLqoacuvku6KDu3034CI/suHEmSCt0mqMzsvMSGJEkNU3Y28xu6Kf9x34YjSVKh7CCJid2UTyh7o4jYIiJmRsSDEfH7iBgTEWdHxFMRcV/tdUDZ60mSBrYeh5lHxDm1zY07bK80kmJevrK+AfwsMw+uPfi7KfBe4MLM/HovriNJagJrew5q+9rPQR22oRgc8QRwdpmbRMTrgH0pZqMgM18GXo6IXoQqSWomPSaozDwaICL+X2ZevB73GQksAS6LiD2BucCJtfc+FRFHAO3AKZm5bD3uUymzZ89mzpw5pY5tbW1l8uTJq5XNmjWLe+65p9T548ePZ8KECauVzZgxgz/84Q+lzj/wwAPZa6+9ViubPn06ixcvLnX+lClT2HnnnVcrO//88/mf//mfUucfd9xxbLvt6gs0T5s2rdS5ACeffDJDhw5dtf/CCy9wwQUXlD7/rLPOWm1/0aJFXHxxuV/5zTffnFNOOWW1sgULFnD11VeXOn/48OFMnTp1tbK5c+fyk5/8pNT5b33rWzn00ENXK/N3z9+9jrr6b7QhKPUd1HomJygSYSvwncx8O/AicDrFSr1vppjjbzFwflcnR8TUiGiPiPYlS5asZyiSpA1B2UES6+tJ4MnMvLO2PxNozcynM3N5Zq4ALgZGd3VyZk7PzLbMbNt6660bFLIkqT9FZjbmRhG/Bo7NzAURcTawGXBBZi6uvX8SsHdmTunpOm1tbdne3l73eCVJDdPlgITS60H1gROA/6qN4HuUYkXeb0bEKIpBFwuBTzQwHklShZVOUBGxM8WSG53Xg7q0zPmZeR/Q1qn4Y2XvL0lqLmUXLDwDOBP4HfBSh7cSKJWgJEnqjbItqH8FRmfm/fUMRpKklcqO4vsr8GA9A5EkqaOyCeqLwH9ExPCIGNTxVc/gJEnNq2wX3+W1n8d2KAuK76A26suAJEmC8gnKtaEkSQ1VKkFlZm9mLZckab11m6AiYnpmTq1tX0nRnbeGzDyiTrFJkppYTy2oP3bYfrjegUiS1FG3CSozv9xhu/zc85Ik9YFuh4nX1m1aq7LHSZLUGz118f1nRPwFuBKYk5mLVr4REcOB8cARFHPz7VvXKCVJTaenLr53RsSBwL8Al0TEcuAFYCjFM1A3A9/KzJsaEqkkqamsbcn3nwA/iYjXADsBWwDLgIcy89UGxCdJalJln4N6BXigzrFIkrSKc+lJkirJBCVJqiQTlCSpknqVoCJi+4jYp17BSJK0UqkEFRE7RMRvKBYtvLlWdnBEfL+ewUmSmlfZFtT3gJ9SPAP1Sq3sl8B76hGUJEll14MaDfxzZq6IiATIzOcj4p/qF5okqZmVbUE9DbylY0FE7AY83ucRSZJE+QT1dYoZJY4GBkfEocA1wFfqFpkkqamVnUni0oh4FpgKPAEcCXwxM6+vZ3CSpOZV9jsoasnIhCRJaohSCSoijunmrb8DTwJ3ZObf+ywqSVLTK9uCOgIYQzFY4kngjcA2QDswAiAiDsrM9jrEKElqQmUHScwHPpuZO2Tm2MzcATgFuJciWX0H+I86xShJakKRmWs/KGIZsGVmruhQthGwNDOHRcQmwDOZ2e1zURGxBfB9oAVI4BhgAcVowBHAQuDDmbmsp1ja2tqyvd2GmiQNINFVYW+eg5rcqeyfgWdq26/lHzNMdOcbwM8ycxdgT+D3wOnArzJzJ+BXtX1Jkkp/B/Vp4NqImEcxzHx7ipbQIbX396aHLr6IeB2wL3AUQGa+DLwcEQcBE2qHXQHMBk7rzQeQJA1MZZ+D+kVEjAQOALYFbgJ+mpl/Xvk+8IseLjESWAJcFhF7AnOBE4FtMnNx7RqLI+IN6/xJSpo2bVq9byFJTeess87q82v25jmoPwNXrsd9WoETMvPOiPgGvejOi4ipFA8Js8MOO6xjCJKkDUnZ56AGA58ExgNb0eELrczct8QlngSezMw7a/szKRLU0xExvNZ6Gs4/vtNaTWZOB6ZDMUiiTMySpA1b2RbUhcC7KJLEvwOfB44Hri5zcmb+KSKeiIidM3MBMAl4oPY6Ejiv9vOG3oXfe/VohkqS+l7ZYeZPAWMy8/GIeC4zt4iIXYDvZeb4UjeKGEUxzHxj4FHgaIpRhD8EdqCYGf2QzHy2p+s4zFySBpwuh5mXbUFtSjF6D+CvEbFpZj4YEW8ve/fMvA9o6+KtSWWvIUlqHmUT1O+BdwB3UUxvdHZE/AV4ql6BSZKaW9kEdSKwvLZ9MsXURkOpjayTJKmvlX0O6u4O2w8B765bRJIkUX6qIyLiPRFxSUTMqu23RcS76heaJKmZlUpQEXECRbfeQxRTFgH8Ffi3OsUlSWpyZVtQ/wq8OzPPA1bOaP4gsHNdopIkNb2yCWoo/xhmvvLBqdcAL/d5RJIkUT5B3caac+d9Gri1b8ORJKlQdpj5CcCsiDgOGBoRC4C/sOYaUZIk9Ymyw8wXR8Q7gNEU0xI9AdzVcYVdSZL6Um+W20jgztpLkqS66jZBRcQT/GNARLcy0wWaJEl9rqcW1OENi0KSpE66TVCZOaeRgUiS1FFPXXyfz8x/r22f091xmXlmPQKTJDW3nrr43thhe/t6ByJJUkc9dfEd32H76MaEI0lSocdh5hGx1hF6mfl434UjSVJhbc9BLeQfQ827WjM+gY36MiBJkmDtc/HdT7HExheAN1FMENvxtXFdo5MkNa0eE1RmjgIOBl4P3A7cBEwBNs7M5Zm5vKfzJUlaV2udzTwz52XmZ4EdgQuAA4HFEdFa7+AkSc2r9JLvwE7AeGAMcC+wrC4RSZLE2kfxvR44FDiSYtHCK4F9HbknSaq3tY3iWwT8kSIx3VEre0tEvGXlAZl5S51ikyQ1sbUlqD8BrwWOq706S2BkXwclSVKPCSozRzQoDkmSVtObQRKSJDWMCUqSVEkmKElSJTUsQUXEwoj474i4LyLaa2VnR8RTtbL7IuKARsUjSaq2tY3i62sTM3Npp7ILM/PrDY5DklRxdvFJkiqpkQkqgV9ExNyImNqh/FMRcX9EXBoRw7o6MSKmRkR7RLQvWbKkMdFKkvpVZObaj+qLG0Vsm5mLIuINwC+BE4AFwFKK5PUlYHhmHtPTddra2rK9vb3u8UqSGqar9QYb14LKzEW1n88A1wGjM/Pp2rIdK4CLgdGNikeSVG0NSVARsVlEDF25DewHzIuI4R0O+yAwrxHxSJKqr1Gj+LYBrouIlfe8KjN/FhFXRsQoii6+hcAnGhSPJKniGpKgMvNRYM8uyj/WiPtLkjY8DjOXJFWSCUqSVEkmKElSJZmgJEmVZIKSJFWSCUqSVEkmKElSJZmgJEmVZIKSJFWSCUqSVEkmKElSJZmgJEmVZIKSJFWSCUqSVEkmKElSJZmgJEmVZIKSJFWSCUqSVEkmKElSJZmgJEmVZIKSJFWSCUqSVEkmKElSJZmgJEmVZIKSJFWSCUqSVEkmKElSJZmgJEmVZIKSJFXS4EbdKCIWAi8Ay4FXM7MtIl4PXAOMABYCH87MZY2KSZJUXY1uQU3MzFGZ2VbbPx34VWbuBPyqti9JUr938R0EXFHbvgL4QD/GIkmqkMjMxtwo4o/AMiCB72Xm9Ih4LjO36HDMsswc1sW5U4Gptd2dgQXrGc5WwNL1vMZAY52szvpYk3WyOutjTetaJ0sz832dCxuZoLbNzEUR8Qbgl8AJwI1lElQdYmnv0M0orJPOrI81WSersz7W1Nd10rAuvsxcVPv5DHAdMBp4OiKGA9R+PtOoeCRJ1daQBBURm0XE0JXbwH7APOBG4MjaYUcCNzQiHklS9TVqmPk2wHURsfKeV2XmzyLibuCHEfFx4HHgkAbFM71B99mQWCersz7WZJ2szvpYU5/WScO+g5IkqTf6e5i5JEldMkFJkippQCeoiHhfRCyIiIcjYo1ZKiJik4i4pvb+nRExovFRNk6J+jg5Ih6IiPsj4lcR8ab+iLOR1lYnHY47OCIyIgb0sOIy9RERH679nsyPiKsaHWOjlfi72SEibo2Ie2t/Owf0R5yNEhGXRsQzETGvm/cjIr5Zq6/7I6J1nW+WmQPyBWwEPAKMBDYGfgfs1umYTwLfrW1PAa7p77j7uT4mApvWto8fyPVRtk5qxw0FbgPuANr6O+5+/h3ZCbgXGFbbf0N/x12BOpkOHF/b3g1Y2N9x17lO9gVagXndvH8A8H+BAPYB7lzXew3kFtRo4OHMfDQzXwaupphaqaOOUy3NBCZFbajhALTW+sjMWzPzpdruHcAbGxxjo5X5HQH4EvBV4G+NDK4flKmP44D/zNqkzlk81ziQlamTBF5X2/4nYFED42u4zLwNeLaHQw4CfpCFO4AtVj7v2lsDOUFtBzzRYf/JWlmXx2Tmq8DzwJYNia7xytRHRx+n+L+ggWytdRIRbwe2z8yfNDKwflLmd+StwFsj4jcRcUdErDE9zQBTpk7OBg6PiCeBmyhmyWlmvf23plsNW26jH3TVEuo8pr7MMQNF6c8aEYcDbcD4ukbU/3qsk4gYBFwIHNWogPpZmd+RwRTdfBMoWti/joiWzHyuzrH1lzJ1cihweWaeHxFjgCtrdbKi/uFVUp/9uzqQW1BPAtt32H8jaza9Vx0TEYMpmuc9NV03ZGXqg4h4N/B54P2Z+fcGxdZf1lYnQ4EWYHZtPbN9gBsH8ECJsn8zN2TmK5n5R4qJm3dqUHz9oUydfBz4IUBm/hZ4LcWkqc2q1L81ZQzkBHU3sFNE7BgRG1MMgrix0zEdp1o6GLgla9/yDUBrrY9ad9b3KJLTQP9uAdZSJ5n5fGZulZkjMnMExfdy78/M9v4Jt+7K/M1cTzGYhojYiqLL79GGRtlYZerkcWASQETsSpGgljQ0ymq5ETiiNppvH+D5zFy8LhcasF18mflqRHwK+DnFSJxLM3N+RJwDtGfmjcAlFM3xhylaTlP6L+L6KlkfXwM2B66tjRV5PDPf329B11nJOmkaJevj58B+EfEAxerYn83MP/df1PVVsk5OAS6OiJMourKOGsD/o0tEzKDo4t2q9r3bWcBrADLzuxTfwx0APAy8BBy9zvcawPUoSdqADeQuPknSBswEJUmqJBOUJKmSTFCSpEoyQUmSKskEJUmqJBOUJKmSTFCSpEoyQUkVERFDI+KpiBjfqXz72mKJA3WmfalLJiipOk6hWARuTsfCzHwCeBHYvV+ikvqJCUqqgIjYiGIV4+/X9reOiJEdDnkVGNIfsUn9xQQlVUML8AaKSUkBTgamAkTEEIqlP5phhnlpFROUVA3bAcsy8y+1/ffxj4Q0HlgG3NsfgUn9ZcAutyFtYJ4FXhcRO1IsjLgxsFtEbEGxpPhFTbxCq5qULSipGu4Grgbuo1ih9f3AWOAh4E7gK/0XmtQ/XA9KklRJtqAkSZVkgpIkVZIJSpJUSSYoSVIlmaAkSZVkgpIkVZIJSpJUSSYoSVIl/X/Sfj5gF4Me3gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] diff --git a/pre_processed_data/demonstration.zip b/pre_processed_data/demonstration.zip index 731e93396d621387a5da0b33165ff9c9c436016f..07c921308fcc8e1b1318e62970386b48dddff1a2 100644 GIT binary patch delta 699 zcmbQk-oPdi;LXe;!oUH91>siy3{arJH&H^S{!497tTPaU=+X*q21b?_%nS@*;_B5% zf8j)t_K!35bb=SW`Q7Jz_tm-;D>&BmgsqK^)!Mey({o9|t1pYn??6g`Yw3&ZyxRJ>Px@t4c~fxzr8HyIA71To8^0dUwt0E z{+Er<1R~7Up}`r%VYPXOTHe}ToaESIg_uu z>(4K%ocg+1eRuQaF2{U5_GQ86AA7^TJkEG!p0(lLrROP^O!nWGL^S-2h&V1Qle|3}DhPhi0F5#KDH8J?wpGEaoHou&?YlC$42Jzn;@|Xa z2--hP|I?KDr|a|&UgH@@WlnXdFRrf7OulU>?SG2JaCT0}8J~|?A!qumR69a<+9|J>xHzSh>Ga}(3%Ly_lfRo{5 VZ)OE@6aWYS2mmW@IZprp00000004ankr*6*B36rCMOBMkB36rC zb$AN^0R-p+000E&0{{TUl-pC&KorJP+EQ5VUhsk!yb=T>1yoQ}1aA4LI#=lxO7npH}oq#XyL%-=}v-_R1`F=l&UYGiH8X8_FU`EJ-CJV{u zR8X7!iG?2a>2_Iv(=?|}ImN$UX!@K5K5d0YoBFiD0`YRwZ?xD(tK)syN#_Wb#71R( z7yG4`>+CxV4VQ+DI6nL4Y{fGKD<>`ssNZ13ihr|p13etn?UL~3(>6m=OMHf$1{{Y> zEqN01P8WyGdiIBPal|Y{2RLfs7~REj&yU*Oz4WAZ)Z$Hl8U%EYI05rIe#nE!;{+$t zRYaIdp5i%E+sE^p1s5+I;zbK5b+cgB_wiD;u+I0ojNoOvPn_CZ!7HX_77p>Mg;Tm& zv(2Qwv^4k`98Dzqf& z(fJig;6KJf;}o34oOG*m!P;Fb=g1|sqxk`8IWZ(DeW_VBJ9Z@OSqmyIgk z>*4(r7*r4iXP`fM>c+4NQ2=VThY$2*?kjCYV#yqTOxm%Fb|Y}asu1TrH);w@_#p{f zO;3dUp~!YUPPbv5}Y>UG@dveGUqNuz`;kFCuBZbyIBv#Z zd6S0i?FnIfXW@GRmJc9kvZccetb$1Ab`MP*=3pJ>;g|>?E!;_oP;;RQi?9SD?jRC= zfS-&%P)i30YC%Yc$N~TWeF*>nP)h*<6ay3!00;mG04r}fPijF(hsXi|0DTFQr2;Ao ZB36rCMOBMkB36r&+5#X3Cj$Tg002ffgCzg} diff --git a/python/demonstration.py b/python/demonstration.py index c9cebd4..9e616f6 100644 --- a/python/demonstration.py +++ b/python/demonstration.py @@ -1,6 +1,7 @@ from auxiliary import get_file from ruspy.simulation.simulation import simulate import pickle as pkl +import numpy as np init_dict = { "beta": 0.9999, @@ -16,5 +17,17 @@ df_ml = simulate(init_dict, ev_ml, trans_mat, pool_trans=True) df_95 = simulate(init_dict, ev_95, trans_mat, pool_trans=True) +periods_ml = np.array(df_ml["period"], dtype=int) +periods_95 = np.array(df_95["period"], dtype=int) +periods = [periods_ml, periods_95] +states_ml = np.array(df_ml["state"], dtype=int) +states_95 = np.array(df_95["state"], dtype=int) +states = [states_ml, states_95] -pkl.dump((df_ml["state"], df_95["state"]), open("demonstration.pkl", "wb")) +for i, df in enumerate([df_ml, df_95]): + index = np.array(df[df["decision"] == 1].index, dtype=int) + 1 + states[i] = np.insert(states[i], index, 0) + periods[i] = np.insert(periods[i], index, index - 1) + + +pkl.dump((states, periods), open("demonstration.pkl", "wb")) diff --git a/python/figures_application.py b/python/figures_application.py index 8a94a72..98baac9 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -317,15 +317,14 @@ def _create_repl_prob_plot(file, keys): def get_demonstration_df(): - states = get_file("../pre_processed_data/demonstration.pkl") - periods = np.arange(0, len(states[0])) - return pd.DataFrame({'months': periods, "opt_mileage": states[0] * BIN_SIZE, + states, periods = get_file("../pre_processed_data/demonstration.pkl") + return pd.DataFrame({'months_ml': periods[0], 'months_rob': periods[1], + "opt_mileage": states[0] * BIN_SIZE, "rob_mileage": states[1] * BIN_SIZE}) def get_demonstration(max_period): - states = get_file("../pre_processed_data/demonstration.pkl") - periods = np.arange(0, len(states[0])) + states, periods = get_file("../pre_processed_data/demonstration.pkl") labels = ["optimal", "robust ($\omega = 0.95$)"] for color in color_opts: fig, ax = plt.subplots(1, 1) @@ -334,7 +333,7 @@ def get_demonstration(max_period): for i, state in enumerate(states): ax.plot( - periods[:max_period], + periods[i][:max_period], state[:max_period] * BIN_SIZE, color=spec_dict[color]["colors"][i], ls=spec_dict[color]["line"][i], @@ -349,7 +348,6 @@ def get_demonstration(max_period): - ################################################################################ # Threshold plot ################################################################################ From 3f8f747f33a7ef8930c0d255a414c64d64542555 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Thu, 26 Sep 2019 12:40:47 +0200 Subject: [PATCH 16/41] Replication script. --- python/general_specification.json | 19 +++++++++++++++++++ python/replication_script.py | 21 +++++++++++++++++++++ python/simulation/run.py | 18 ++++-------------- python/simulation/specification.json | 17 ++++++++++++----- python/simulation/worker.py | 4 +--- python/solution/specification.json | 16 +++++++++------- python/validation/run.py | 9 ++++----- python/validation/specification.json | 21 +++++++++++++-------- python/validation/worker.py | 6 +++--- 9 files changed, 86 insertions(+), 45 deletions(-) create mode 100644 python/general_specification.json create mode 100644 python/replication_script.py diff --git a/python/general_specification.json b/python/general_specification.json new file mode 100644 index 0000000..f6bf2f7 --- /dev/null +++ b/python/general_specification.json @@ -0,0 +1,19 @@ +{ + "num_points": 100, + "num_workers": 100, + "num_states": 50, + "sample_size": 4292, + "scale": 78, + "beta": 0.9999, + "threshold": 1e-1, + "params": [50, 400], + "seed": 123, + "buses": 1000, + "periods": 70000, + "sim_keys": [0.0, 0.5, 0.95], + "runs": 10000, + "strategies_validation": [0.05, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9], + "trans_probs": "../../pre_processed_data/parameters/rust_trans_probs.txt", + "raw_trans": "../../pre_processed_data/parameters/rust_trans_raw.txt", + "raw_cov": "../../pre_processed_data/parameters/rust_cov_raw.txt" +} \ No newline at end of file diff --git a/python/replication_script.py b/python/replication_script.py new file mode 100644 index 0000000..d36d60d --- /dev/null +++ b/python/replication_script.py @@ -0,0 +1,21 @@ +import subprocess +import os +import json + + +general_dict = json.load(open("general_specification.json", "rb")) +general_dict["policy_dict"] = "../solution/fixp_results_5000_{}_{}_{}.pkl".format( + general_dict["params"][0], general_dict["params"][1], general_dict["sample_size"] +) + +for dir in ["solution", "simulation", "validation"]: + os.chdir(dir) + spec_dict = json.load(open("specification.json", "rb")) + for key in general_dict.keys(): + if key in spec_dict.keys(): + spec_dict[key] = general_dict[key] + json.dump( + spec_dict, open("specification.json", "w"), indent=2, separators=(",", ": ") + ) + subprocess.run("mpiexec -n 1 python run.py", shell=True) + os.chdir("..") diff --git a/python/simulation/run.py b/python/simulation/run.py index e2194b0..4c85124 100755 --- a/python/simulation/run.py +++ b/python/simulation/run.py @@ -21,10 +21,8 @@ if __name__ == "__main__": - grid_omega = get_file( - "../solution/fixp_results_5000_50_400_4292.pkl" - ).keys() spec = json.load(open("specification.json", "rb")) + grid_omega = get_file(spec["policy_dict"]).keys() os.makedirs("sim_results", exist_ok=True) @@ -44,17 +42,9 @@ task = omega, 0.0 grid_task.append(task) - # Nominal strategy on varying omega - task = 0.0, omega - grid_task.append(task) - - # Robust strategy with 0.5 on varying omega - task = 0.5, omega - grid_task.append(task) - - # Robust strategy with 0.95 with varying omega - task = 0.95, omega - grid_task.append(task) + for key in spec["sim_keys"]: + task = 0.0, omega + grid_task.append(task) # # Optimal strategy with varying omega # task = omega, omega diff --git a/python/simulation/specification.json b/python/simulation/specification.json index 2278b68..ef54ba9 100644 --- a/python/simulation/specification.json +++ b/python/simulation/specification.json @@ -1,8 +1,15 @@ { - "num_workers": 100, + "num_workers": 2, "beta": 0.9999, "seed": 123, - "buses": 200, - "periods": 70000, - "params": [50, 400] -} + "buses": 1, + "periods": 100, + "params": [ + 50, + 400 + ], + "sim_keys": [ + 0.0 + ], + "policy_dict": "../solution/fixp_results_5000_50_400_4292.pkl" +} \ No newline at end of file diff --git a/python/simulation/worker.py b/python/simulation/worker.py index 5ff9d35..ae7cb7b 100644 --- a/python/simulation/worker.py +++ b/python/simulation/worker.py @@ -24,10 +24,8 @@ comm = MPI.Comm.Get_parent() -dict_polcies = get_file( - "../solution/fixp_results_5000_50_400_4292.pkl" -) spec = json.load(open("specification.json", "rb")) +dict_polcies = get_file(spec["policy_dict"]) while True: diff --git a/python/solution/specification.json b/python/solution/specification.json index 4a4569e..9bd56e3 100644 --- a/python/solution/specification.json +++ b/python/solution/specification.json @@ -1,12 +1,14 @@ { - "num_points": 100, + "num_points": 2, "num_states": 50, - "sample_size": 2223, + "sample_size": 4292, "scale": 78, "beta": 0.9999, - "threshold": 1e-5, - "num_workers": 100, + "threshold": 0.1, + "num_workers": 2, "trans_probs": "../../pre_processed_data/parameters/rust_trans_probs.txt", - "params": [50, 400] - -} + "params": [ + 50, + 400 + ] +} \ No newline at end of file diff --git a/python/validation/run.py b/python/validation/run.py index 691c7d4..e226852 100755 --- a/python/validation/run.py +++ b/python/validation/run.py @@ -32,11 +32,10 @@ # We now create a list of tasks. grid_task = list() - for fixp_key in spec["strategies"]: - for sample_size in spec["sample_sizes"]: - for run in range(spec["runs"]): - task = fixp_key, sample_size, run - grid_task.append(task) + for fixp_key in spec["strategies_validation"]: + for run in range(spec["runs"]): + task = fixp_key, run + grid_task.append(task) # We wait for everybody to be ready and then clean up the criterion function. check_in = np.zeros(1, dtype="float64") diff --git a/python/validation/specification.json b/python/validation/specification.json index 81d3a6e..39cba97 100644 --- a/python/validation/specification.json +++ b/python/validation/specification.json @@ -1,14 +1,19 @@ { - "num_workers": 100, + "num_workers": 2, "beta": 0.9999, - "buses": 200, - "periods": 70000, - "params": [50, 400], + "buses": 1, + "periods": 100, + "params": [ + 50, + 400 + ], "seed": 123, "runs": 1000, - "sample_sizes": [4292], - "strategies": [0.05, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9], + "strategies_validation": [ + 0.0, + 0.99 + ], "raw_trans": "../../pre_processed_data/parameters/rust_trans_raw.txt", "raw_cov": "../../pre_processed_data/parameters/rust_cov_raw.txt", - "policy_dict": "../../pre_processed_data/fixp_results_5000_50_400_4292.pkl" -} + "policy_dict": "../solution/fixp_results_5000_50_400_4292.pkl" +} \ No newline at end of file diff --git a/python/validation/worker.py b/python/validation/worker.py index 48df2b9..eb05484 100644 --- a/python/validation/worker.py +++ b/python/validation/worker.py @@ -41,10 +41,10 @@ break if cmd == 1: - fixp_key, sample_size, run = comm.recv(source=0) + fixp_key, run = comm.recv(source=0) - fname = "val_results/result_ev_{}_size_{}_{}.pkl".format( - "{:.2f}".format(fixp_key), sample_size, run + fname = "val_results/result_ev_{}_size_{}.pkl".format( + "{:.2f}".format(fixp_key), run ) dict_polcies = get_file(spec["policy_dict"]) fixp_rob = dict_polcies[fixp_key][0] From 1828bc5f553b6c3d8b49dbee8f9d04b0328dea86 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Thu, 26 Sep 2019 12:45:40 +0200 Subject: [PATCH 17/41] Removed old data. --- notebooks/03_application.ipynb | 4 ++-- .../fixp_results_5000_50_400_4292_full.zip | Bin 14645 -> 0 bytes .../validation_results_explore.zip | Bin 537941 -> 0 bytes .../validation_results_full.zip | Bin 545318 -> 0 bytes pre_processed_data/validation_results_old.zip | Bin 545891 -> 0 bytes .../validation_results_small_omega.zip | Bin 1091850 -> 0 bytes 6 files changed, 2 insertions(+), 2 deletions(-) delete mode 100644 pre_processed_data/fixp_results_5000_50_400_4292_full.zip delete mode 100644 pre_processed_data/validation_results_explore.zip delete mode 100644 pre_processed_data/validation_results_full.zip delete mode 100644 pre_processed_data/validation_results_old.zip delete mode 100644 pre_processed_data/validation_results_small_omega.zip diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index 0c081c3..8629a28 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -67,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -79,7 +79,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] diff --git a/pre_processed_data/fixp_results_5000_50_400_4292_full.zip b/pre_processed_data/fixp_results_5000_50_400_4292_full.zip deleted file mode 100644 index aebb675e04378ff033f4b1d94404006efd4f58b5..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 14645 zcmc(mcQjmI^yo!PL<_>`q6NW>-b(}#ogji461~Rgov6_XV)Wj72}bXAbfT9b(M7M( z-uT!JSk5YY+M zy{^)zjOk;+A*JaEYC847W(^Z(IypK5R}GW9dr!^ZAw~%S`1wyDLx-ynif0>6DqyIP)?1%IXQLBXh7)dojy31(A@ z2X2Gi59?2>2Ffd`6U)Q3l+3)0PlN=!G#Tk;ct!6w$v+xy)#QAuVi3$n{;I;cHxM`M zcsVRCIgUY-k(b8x_3yEckX68P-Iquw{{5MTinup(cIvMhCYrq#k{vzA7Fd<*I~;u` z+X^n53vBT{$M%+uRP0Z-TItW~k-F|vd-{nR3ijIri7scaY@&&CE?u>ad0O#Us~OKK zVp3!##MflSYGcy%lcGvfD3uOpB2JUePxZTOcNrn(TJ$(P265FH^D(u;ynCM+Ms3fC zNru~yO;Piu7R<>}Kf{baTuvU1`th|)V}tYmYzR-r$b7iKTC0Q>g+*2c%FyPo7b2(L zck9XZIH+I$GVawM#ZSGe|}_&{yzRz?vABAul?d3cxSS; zFMIkoJ0VC(>v9aW`Em*|qUwJa1*=Mb^=(DvJIRUf%FgW!=8W%7L2*TuotJq2hb}SvvY4B$e?te{ zXW#6ug`5>J_Ul*gdILUjr*4+uc304nmKW&en(wYZ``B3gTWw;oN}xS)o-$X)^HP@~ z^>wFj=>BBE>_V#tMXLen=4f`q(fD&G&($*={c+9)=I-#7rI$K3o)EiCOWDI+yM`n| zVxjtcgaQ4?KK%ryIim3>*=KLE&vq$F#@vkDY=66)jIMisgg<<^0-|GlVfR;eSO~72 zL^rK#b|Kq)<}5TCAFT7>h*4UM<3jI zqU^*lN1Y7Max7+#d6mWP?$bdVof`>rCx0m6YuZF3GjBobcjMy+5G*iToZp9c*a%zE zDC$C+?Kff^I(uT8aEH`Pro^XU;#)eW^6>Fs=g9`|2+xdTQFC1<&X}*tpBMT5j&g3l zX@YGK_pbOWAAkR0P}9-tJ9#`o5ezh63DuQ}!Km#ij(QbTOD-%pUk z%@Z7ceYZR5z;*or%X*U7@UW%BDjdegPtfH_?{CY*_VA|b=|39?}T@J>zzfA*qiz4nUBDP zEwbxg{1d^>xL8}!wvQ19j~)B#I?bR>Q?PP=z#fBU=Ft=AoND7vUT(N(eimdY3f%MC zaE<&g2BNGWXe$N1-n40K&f4@0a(vYW+@waoMr{{9q+EWbH=_#$>|NpMb-fiA(t9z{ zUN#e<6J!6&Iv4-A#Kr|i*0GT|jp|fH^JzIK6_YeQJN!JH(+P(kN9wof;zNxC&VC^P zQER*Bs!Scd<91wrPm#}OEiXK?@sGsf)M02a zxW~!Bx5I%SnRIYwBu)-Zv2!fxnh18scTzI92tYAkj)D5WDi>do?Idr%X(5ZySNMwo zTDem9cG=t-Bq#OVej~AWQ%XDIA8~f~(|-s3=I`FL_*X!y>oni*0F-~jaf5S5Z#$E> znglS?<^lts<_@!{9eOhzxL&IcZyy~j^iuoWeUlol7%q`4P6quVXLKqR0`5Wi7#VXs z0@H1lSka>=pT{ns12O|yGeV|o70W=^KfO#P|mMj(qbmYIQ5P zgKC*Q18}<{#)_oY^-x_+sd*&GWxN|*%63JFNa=;L&2dn+sg0vEXYr)g zHCFpHL%<0W0C1=Qc#pVdtNaJ=EdbtI0DdfY-;CS<-$#JPB#m5Yq=wqSZ`5dWuCUTT zM4i?IT|oN5KP$%xOU6o6p75%&;Q%V$(Rw>T5>o0JC;oPT^9X#eO}uxt%$mLSkx|{@ z{bn`K$A~_rI+ZytVadJsA9W7%a@9XyV%P0keJ!s#x%kEYdUQ*#RO5Q8O@5a{p6%D5yNM{<`qiS!x+@$*rW}YaG-+y5%CWBnc=y_ zMcT^LNnq4jh3ARkyTi}Kryo2`5Z_u&?im`RFVEi6_}J#^_Uvyz_MB~tvoD;j9uJ(a zF5nm*Wgq?gq2XGp*5J-2xm6eZY35+Xz+Bg1F-dUc;rqM-NIco6e0sz-Xqe5sb(HXs zJ)hpZxY1}PP1&L4{&|Kvz5!Ar(GSLExgl(SB_=a3@90u2AysITxLh}6kCRpve;@s} z^(u*VxhEgt#^SGhTTm0E4<~t`75Z#W+!Q-n&u_0KfTU!>R>bSb|MXY2u>OlPBP{)o zO-vMey@21bNZfG&M)|b^OT7P4h(U@nxZ=n zCn1=li3-WQvJC$LmP{e}V?czZ(J2!Q&XJnP^!=I$@I$TaYWJr|Z94k7FT`NBls2Om zwlbi}U-tDYt6uSAjTbsIh1}?xj*%6`HWJvo{?(E-2M{!FDgo+;gUDZ02yw6m@MvUX zG$i>H%vxgRQH~~knR?l(zzU28S}1pX`MgsfT|%~yD+1ni~M_!T&KtU#pP8z}0_12rtP-%dlj9TThtlD==mhDy{9-B|!JK`d>${Tc_FptdN9 z#0Ps%x!ujGXBAxKCx#Ar3q%v4FCjgtzMGdMy=c-g9d{2bXvq(^)E%@3 zqhXi(=OcXhu|~XQI|10}JQA|g1wge>t6cF1x~8hcdA|~!^U~o{85aPuWxa8cAslEB zZ*zg$S5#QXU8xulZ*o8i43@ZvZe@a>;IGOHX+9=Kznvo8XTCK2>*?G;mw#_nI%;gw zsWtY=Id-b*sU7ES$?FQ-8+TbzTf*Nmo9=QwrIdj5MA#`cyHk!vC_1a#;2>$i7jeXW zm!NeROp?3z$tcQ=_-W8F+R?FcfL#}mE^UC?*5HmR=Q*dZ(7;7O&0{SDWBA9W`ZLi~ zgy5E2B@-O?)x&u^Q~H3zo1WBs$VCkZ`kY>aS-sn%dd|W|CvuE;J@{NbQkob{XGU@578%4gA}ihXC9qqkuG9izAb)+Uj!B0bcng ztRQa&=T=f`eQ?^yYTandNkmLoT)q3IO%9%UlDq}{LVB*b*7DUX4-q=_NmwjL@`k0x z8_fj{{xG{I*^!LK_*CKra_a*hi!C)mNePF3^0Ua+&LtG7Hos$ks*tv|sGpwd^pFv8 z>33>Wo?p7^x%&9#)LY5MJ`cM~Qb=IWtB&M=_eT-G`M%E_jte!B#LsA-*UXA_Tn#HJ z5wm#r?U;MmE?69%!!7}lrKfw?=UcOQN_2EJMIVpD<# z58Lg&S#8|bHysV;>%9d|>EG(JiI~_3rg9BrNiAMUzIq)hLzlD6y#yxMJB_3!8hdj( zwoSMRG0~V!TO7;b=*mh2|7>#urAUt}zx$9N6Sd06{T%ae-Ooe^;(t5n&YqZY`VVAd zpm5$I{(f$^P#LzZ3Bo_wrCejG?6Qcmltc~x=nUFQJz|(K2iy|t>`M8Uw&3;+qhrDD zc%R}%Oei>2>Bsn2DP()P%Fkqzzn^nJPFIDbu-Z#6`iYlM(|YB`eq15QM*0r*I&VEk zOO!TeM|>(@dKR!0C2q5p1{TZhMGQ&3@a%XMKd-ZMn4E6iUKYKb#F{cJWob3K50dpt z_VKP1u9ZyZ7(SpNFuw>jXRj@{?Mk+jjrvso&V!{^yex*tpyf+j{Nv5kH$-_K?+w{3 z<)0YDa|i+EI=B$XG-CT`WH}(E{bbL^S^8+fEV^Os%V*+QIqJ2lUT4%)T2y5)5WcAMvNe6J?ewIOCajI?TkNrO98zH z?(ZQG3=0wd=%#W6ePVk1qlC+M8TUln`%6*tWAHE64-JO_$~y^ojb7BiAXAl0H6+(2 zon)(?K<|wPz5Kx_O$OoCCcPSDQH{T=!96Fw*twCsmW$Fu=OnC& zK}Em8G}sz^TAdyvs|*sg3;iPo1s?((xURO8rW=cGC}s)4qIh_q_Z{-a->ROmak|Q+ z=Wsm2!+sD-wEJCp9=d@e(JrX zJn3=F7bF8?-kuZ(DQ}P8;R@{sNO*U0{E$R`7~qi4O3b9d&(Ek=rz5|j8oKwi zb30fUR<@^C-P>M_ecY4x5koGKigYm$gSonDS^}v@xbMV<%VT)j?_>otAACVj-oLxJ@Syr(2<ct?B_a%sD$#&!(G`(FB|7hLrFYN47b$z7_EQ}Z|dl8Ja;=Es)4RW@c~ zdrcD(;$aZ@fZO(4$Hpy%>;#2`QS6q-u)?o&UCX@OdNxs;Pi?0C=@mQBP?&~-B>T=X zDg1bRN}o?J@_#69hsEIvP`o<~p!i>a;`eJuy30Y6G^A$g621N^4!5mp<6$3#8W1Y; zmp18Hr|o;#u+3S#rZ|o-55TFrS+Pz|h->ZJF#aNx=dSY-3+41iDX65F+d@MjcUVjz zOOJpip_Y|ux-1}4aEOy~n%qp*9zV+-`eXSOdv8{WDud8zfFY%)-KpTVxH7jzbJo-c zx|5_JskW=NCk+CDyCwI&oqU$Ne>Z-hvSAh5ym{I7zg*c+GU_XAJFi|B{&a0*e5Y{%lMyL9-dp!d?r#Gc3 zKCF#D*E7!Yca7^+L>cq(LQTv2DYgqyfdDnims zXucRRU)!3QL?V*5pHzsXywv zcK1Tv4dCJYGJEd`CV0YCYOoj0CoI);SV!(ELr0%`l8Ut>5NGWKR^Ug@<-uGxYdXM1 z%&wj-`9#pAd)qB4#!dX2QR5~&08b|G6<<-IC!s@!FD>NQTHSy5`^bQrvxwviFOyi2 z3E=UeV;sbUKbH$DH!v^UL^d%g0wQ`}|J1`rI!A4drFYxxe*e~`wSL4C^_H*l@A-G0 zkcO{14BB<^eLy(qy_8cVK|YtuSB>jnwfh?(9o`FYHGxyu5Q2-ybc_CB`v~C^C>3SE z3b0CK()ytU6BJ!NB&dY$G8%PRFv9_QXlizFAq2nfX#D&4J$$EG=Qtm`vRHv0FTa#< z86CH(%vc+M(&A@37@cGKJNJaX`9(~SO8X!P zzVpj+W*-aTcwL97Gz4@`=r|&oFUec#K^R!S})Znt}+>0cf3@Y zo%vA74JZT|s)BdgX9D`8$&u(lhm8o_G?)S+N_hNRgQtLKg?6ue&Q4VbC+u4;IW$O0 zN~|IZ7Q5w8oUKWmh5&i$%QJN3rx@FO1em!saqd&e)*;VjlGPmzIF!L4Et9E9P5{f(S1Lp zn>x(e8~n#fybWXf?-uUwU&D8xN#k6YnTHLRa6F90LkW86u%+ss}k%p&m^9 zC6H?Vjty^NbyKNt?3_{k-C6jnbs{Wx1TL-Bh zvuUvdNWy)F+9dkU;om-khkMto#^Vm;=AZdk{{W{#?)BLQ;@ti!R}chR|1slz&WXyZ zaJ3n2NHEd36Ln!h4Dc5jtxk;`zE)3dWu@ZiSZICIudX_-j>V~}Lr$elZo<2Yy@o{JyA8W746CaOIqm1pozb@8tH^R}e zp^2j>yf6NB()elRoMX`+GI^SlF(hxZ#=PeaOFUF`&RwHEBrpF}L<7oLD>) z;`Q=Br#BaGd-|!~`2#_1FL_+@ay3Wbe73aO$b-QeSFI1hDF5P)E4cP|_({^Tv8(^Q zP3h*1&!M+g7beFVV5PUuy1ttZeP0FaeMXRM#3n+W%GT)^^!DFJ+8smHg7_KgzVfz& z@JhYuuwM^N2R1BGrf>0V>~TQ#!t3XR9Ds8arI19rp^Z89q)&07KQX^t^ko1%<{!S$ zKEgvTHIv@@5I_a`1EpqO0)8>?QD1l_gdEl>JwDZ+RJ>kAxb5}=u-989iACUmFQti1 zD<6T_=r;!YECHv0oDNz0beg$qyVgn~KT<^5HiM#pfbl+Y@dFk#D9xr(%|8N(br-hF z2nf%QeN=wTY?&t)ovW*&(FLHl?YyZjJ2CiCw;A0X znlGNYIIoQk(6M+CwI>vSa?mHuC4?I04{_~Hb%Tqvys}%nDWUJ$@T@k_HNrg-iPivj z3pcC0i|CN; z$DxwnBL5@3nu;JT)Rnkxj~EjXLU-XXnF!pm8pBN6a14ZNob?7HoL4HpfGhwOYjG1F ze=vcLGbZ!tV}L&Azf}&e#y>G#_9-NP4DO2g2&TnGFpk>JS^%V$+PqA9>yJ7;7BXCK zY1#a3@IVM8{aaN^nlF$=v(n=)H+?VH;@^^92}Tc)(KLLx5kVHE&&yrnA|@}PY@7e( zw?F=v==XRyczEiEi$JaqArkuE#_&%>_*T>#10rCkyU8c;&*FS3pMwEZSFiuH<3~D8L+%B0BO&NSIyDE-D5wzp?m*2dzVDE*75{_d(=%QP~GhTv{Xe&Sep(0e+mx#in{sKRVt;1ty zxh3Y1JPq_vWN=`1)pFatk{+U!-1iwHhFw`Uk;_bxeeqpfg0psFURi$JzTVKJ3`@A} zXZE}|32)@`%CgfE8TT}Xs@Z-en<^)oras*4TDJ{fT1ZJ;B5s;C_YOT*w$e5wh5zvC ze7>sb^uW8-p!!I##rn5n7xnh)&h(F_wy=F>z`R)SYD{Fo{$6gG5bg8jRvf_5D$ZJ* zo~MEIX60RCj?&N%oIGrl+wzj?qj@Av~LM{vqSDv$OxGG zHo-|6-F~BZZ*RrfC>wd$uD;<3?zV4X=K^gXD9^o+sIIhCO*bnoQC#ktrr#IT9=Ic~ zmuuQ1wh4B2p5Y|nsYom^U5N)4=wx~CzH%OKYaEpiC(v(pC7hM9d|7z+Dr|hsUxpfz zo%y~?+ApAjG^~Xm2ew+dI#`n-!|BPC(u>z>EqO;L{ByY14&k2tFdDhqO}so}x>1Aa znYIWu#As5ec>qtmFZ?h{QqHQNNgniNL0 z$kav*#w7klk#s)leZzpz&e)4orcq|vY1fjB|-tBm~%9=LOIt>va8 ze_ZF!84F=^)+kY{=LuEl;5}Zw1O4D4r`}C1129rfpr6`N?_5)gwsL>8JrJhRZ>!Sg zAdPh1vfnzvM0|)6p0CFPs8}G_X!q~$cEZSzWA$o>S=XN!lwUBw=g+z7htW6)1)P-T zzvZ7pY_78lK!$*PIPoTjXrS`(%ZCMQc%zd~x^DqKFlCATRwx{BK-sg^#mDHAqq3Tc zaG*{?_e1r*A6T2m*44K|j%l^xkvoe2EsF20%{m3)VQ7zrUzpHc0(+k;hyQGK{;xHC z9_`o>8X=DlmGZvZ{=OLjbX+Guu;LjMd0iK&-N9Ni!F5Vy#hbAyROp{?Ert3M(n_mO5 zli&HcR24lb-c}z*42?{4{!v(kfAZwXzOEM*_|%}Bt+BKByexH_S;=O?B{q<~zlz}~e+%DPAD=ZM0>5E~g7O1^{z6qrd@o6$ zUm}~i&2SL942>*FfQGVRuYIX(r-}x|?GaZ!f6?ooDUVy} zprb)y8_3U~KgoABAA24_{}4_^w_zjZawHyE0TIMN&m8*}?Q6ARmZ2N$m3e+mTnhF+ zWR9`yDa7J}8wzc_oLB4cAZdA?wiE`$LEDW3gCPQN%{rY_Jlb&t{kO&tPy*dy!*1y? z+s}udYr#c-=8k+P1BRmU-W0-l8?9cUrL)V0B!JQs-gO*yzfg~;>Kh^wffx_{6{|+q zxOii5~%&%b4&a-%G+HxyDt)khkBD|N=Jw{Feiam2nE@ajx zW1^i2ep}e~T*G)P0@(%kmucwoOs9ZKu^SsBc7Drx&)Z2o8mgZgVKGEEMLd?a0z_;Z zsyry&QrkJ)Wqp(Gjhv_a9yK~UcjFWstP+of_$|HCKF|&MQ|Ob#i9Kl*mi`kJN*zd% zBAAd%lrHJT(uL8KP%-OBsek$}9BQ*I@U}Ng^6VsU^^52m{``=SqO#w-g^8qy=qS@# z_OQ>kc`vr)5SP<hnk?r^u3Jf5yeTKbjy%2qlvK zol4MF`>A()(=XTWL|e(Ce=x2{J)yJrL7Mg7#VvVFl(}@QkB!_F)r7M!VU2w$-3zbu zTizN4@ufjmqjlMf9vkVJSqT1%=8qc^^O(spriX1*Dz0I!Pv)b8@ynHrEO+f7)(Zg1 zo!^Lb2YGJIrhO{V+U-iqYCLKn>R)yqy3zGKtW4j|O$r+zaJr`mjuBixa$1TN#{kdn zPL6GUMP-(!HQ$Q-Hz}Oj|>U}6kRXwm`Y0gC9a5xb&mV+UxaxZk;aY5qXE%{ag4L$w59=uTO@2tYLz)(!580t4Foz}8Ow z803m5=ceh9&$&sr90r#DVm2YV_3Zu;eN=bfn9%DC=eJHfvOsemCtpwlu&mjT)C0ps zr;F?)^?_xHg;z^p%1fk*biHT)Q}BWoHJyL&f41_mCYi-SR2o|0I#s|AAx~?c^!sJt zdPtE&=1nlbZnBQ8n+u?O;g68?5wfE5GeU_B<8D1k!`UGH15M_0rp#Cjgj|vu)1nGh+si?lW_8Gf$&r2MZIiB0KWIJAB*~m`g7JB zFS*SKtcFiSxOx#_->gl^lV5G+~l6h9`L}_v~RsC1N0@T|9O~S zgXxHV=j9V=V4V?IIFJNEQbIiUXK}#y2Q)c$fOWi;)ut(DLXs2ei`a~hX!$=idd}hj z(uD;EjqgCvD`0;e)@hd2U?cQ93jVIk8r7X}!C zrBpxf3n6QQ3={PN9D&fw_z_kQ)3T#W(4S%|lhtk*(-i0S*7|$H|4CzBXg~0r;vp0h@50f>V{6_FLNlctBRg12r zx3C$2-24juS*@xgNdIcpDL@`*%cSUGALrmrU z7@oPCYIHP~`jj_5Aj>{`KE;f2RkH}G>(@pWmW3JqD|B3TTf}q^SufYQoLkpo??o*= z4p8TEv#LrJcwdFCO1y(Ct-$eyg|~)U`A0b zo0n-Z{`_z&+u#?Yzw#F*SoSq0hF7uW8XhV8R*#Kp_Ey2psF>ga3NKA%-x0h-(ykbl zBD3~QY*hMF&?a_zThVX^MWI&o+31tEnR~gRcJch`j=lWQqWJmK*%m@%nuxQr6dhFi zts^;B3{ZVZc0c`63r41`7@J=_hxXhIFJ*`WY;80drf8&q%89T$`Jj#S>m2Sp4S=bp zPoV-lt>COwjECmAq>_ZevepvbN-=CVg@` z>KJ3QW%?htD~0TzV}gd1JH4#8ZrD4y1;aO>fSTvNw$|-0-xRvLLl%EM0;76Z*o4&3 zejnu1%QE^bD9}un5HCfcq8Pru_p{YV1|UiS4|8)Sq9?_UyFBQS(~^Eb`VN$|E1L%S zq~Xm?u@bhK0zYg-&x;Dh>`mb-Xh99GPsM`ge;h0fFF z1#rRd3z?ar9ldVXag4RBK=YY%?Z~&V)5&7A3NnEJ`{P{)c)+9*^3$0V`lWu4Q!GGv z9dZ3c>vjwCJKOO4l{*?F+}qqs5$R1W!j%Bz=Y^7`!^XJK+aS>eyG}C}?cFI80I{|9 zy`+VB2L`Q&IeYb@ zHHq31WU_h3u&`5JU~vtPy!i#O{l|~JBFMA{b8;JE@Ug-VoP2tx8DMR!T5 zN8mK-#rpmKO7gzD$=#Yqt&&aOsNq5s_EN~FB*4^~;SFQMG9gjp!6PCtj+)uKY88N1beTp_LJ|n*Jk%>}BkpE6q8W~EwvR!TvvxWTt`J~1(AC6$k zAmfUmNh4FCOCyUMFR4$bolrWO{Bjf&(sCy46ad+-ZbXE%L;`^!8A$zWae)t^hv-8F znfJMuS{47u^mo5JHRRc{4#!rm%bR2h(d_Sv=^B%x4-;}zVrz}px!1>^S_`Gf7tCGW zEX(QU(;kuhB`;1had~63LyFG^H~A&uL^5}A`mRu_s;;DXVfZ)CrLH3+1}71G=BS51 ziu!~%-5G3MqgB_@R4s1vvy+&M)7ZIF(*To0vTD%0;1k(Zd^@Q!gTyPtzV8=bU+|^7 z+HI$LE~wmhRE>Os#Ms1JL8wc`5UwffKUsewo)@rSucT^ES-K zX_>NmBiN+ZHwDabA%f3QjVi(AX69A1HLM^%JkJ!BA%TgE#UdUofY8ci0axQ;4^i1C zjSVW5?ai67Oj4k!GhHHotm|DyLdGI`H%GHwvuwE;s>u7i^J3i|Qqv8KHL)Khe+^Qe ziNqk^cC@}ae|dqkgd_MpBo#I$i%@JEgh_1YIR4CcjUYb=NP!SNwHq2|of%?ceA=Xv zPI@l&4;yGsQ@Pxo;fb4*K8cNy;~JhxpA0=0{o0)MmhnO}2;bSEzJjVM2%PUwDcXpO z#J65hf6y>~4O%^EZOi@5&SX16P#E?KX!ri3^v~su;`(p4$umi35|4#ifh{z+NYO;v zIQ3X@z1x5EXMuY-JSM@8ZaMIwEIg&RldSAc_FWf?pi+a7KhxDC8^R0n-{2y~{cE$5 zaWkCW92HUy<0jL~{rF-ezT>`Rpsp-}L5upY`Ww(pXJ1j(b6}_uc7e%{vm@4dla<5A zdppwfPWj2)WTIx{i5U;Zd!^=(RgYH?&J(fbm6(9^BMY%Dme+`zr^g4$PyfCT{!H_A7co39YPjGhx%d-pZ`)V^|t-pQ;vuKl+_M_|%S5J&*{ zUKnO>_Z6Jd{I50<4IWsF*i;&Lji{&nohvq;|5hsGb3pS8HpLP4TuJOvRNX#f-#BYd zc(W9Zn~Yj-0}V$F+;F-(Wm+&RBAjjZl=dKimQ7950ob!uvN5_#AI~qpdE-ZN5RkU9 zKPB0ZZjmtPND*adf}hOSwO)x+i8f>Xe!uw!lzF^ca3=YZfVjFbcnsfh*U18wfd~8I zA-R~316#)}d3x|0JWy=Z7%)$8h|-XBX=okKKPlOqGz36p7OW+Z3^#-_6Og-Pp$O|9 zn`Z-FFvJEW{2l}j{y=*CZ=Chz$yeW}Krd_rH;nFf4*%>@>UeFRRPBrGtOPY@nLq4; zB*AdQH*J@0O0tMRRNJ?fp4GvDscroy2(fw~f}}-?rd^nIvP^Ux zzcXfgFBkS@uY{i)u>Stpa*`fAW{_Mg#I0XTu0P;26Be*@z$PP{oBi~FS6I)fw;LYA zZN&ay#s}*cS48*k+oiqDl7Y_$|~LT4x5 z`;*fF`U_T}RLlXFW_2YE25c=5Q3@*q!K0f1+O4OE{KT<$UB(CVlhkv6=RMyh7ixw8 z!$O%%4M1dA)~fyW8u8lVe-YZIiXXZ0ImShQ+_;pF4eGH9$#}m13Okj$nr&@W??pey z?1pg&gCdK%x>9EEeWcf|E>P9UCa-)a!8SK8D8ly9`@=m*L-`S=G}iy^MMW0iRmK1Q zUVP2-|L^$!_S)i8j2Hh2V?4s3#K2I|3tMvh^$3INDcS1(anw-8!TsMdk1*VUFNMI% Ikr){N3&&ISHUIzs diff --git a/pre_processed_data/validation_results_explore.zip b/pre_processed_data/validation_results_explore.zip deleted file mode 100644 index 08db5d0a356efc2dc2f5dbfbe217ae17963c5665..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 537941 zcmcG1S5#AJ_qSbaSkdtvY-2+dAw98RSFE5|q9~xE!H!@FeH=%{hS*WD7qB6MU;q&t ziiLXyRam_jYAJ)Fv7rDsYe)ierx4Xs6maTd;Yt~Gs*|70a^AiaZ zvi~LjyveUW`8lp~+PZ#=&8lrSCL?(!Hco3?R@n&oGQN$(L^RT2-THO5bJWA*i~>H) zR2$Dod~Fmr?B%QxhBIzu8_t>YX8MS)hIW6)I$b?BzvmT4J^oY^o{7no#Xb1W0;M3V z7r(7uu)R_+&7{SY4eb}#*VR2}XxZGic(uVWyP1wT^62444wdH>ZQCcOwwL|WUMBd1 zFZYwJeQ?}HwPSL4O8fAg?VVHFJ6ANb`1OJjm7E1ULY0Vz94f<@8cgUbCP#V ztPGpzePN=yp^;m|di0Q3YIPm245yyU`X{m<0@96!L- zYQQv$0g5)0+UytXDfyUv#>#QWrKKBorA^p1X2Y%rF8}!o>&8jV%@Y3ldpG1Oh@?E+ zC#WtD8G6<6TQ&PD=uXo~;W$6eVa+*q^0W7Y&jiz7U)AftPDm?Ef0la@WrdyYwgQ^6TBP z_XxHA<7>lr?o6af&?Qr;`2mk1e}cF#m6_mj-|U!XlZAe9-G7y!!x4i;Rs*(M3^2DE zaHsEo1ZOQFJ#G1W80iu|vJnk<|Io4c@dudTm=nS2>)Np|NN``y|?PVE9 zaM~75bxSGlV(=<)VQioIu?Y)fZ?^pp`*p}0PK>#92PXUiA+F>|qZdrN_2f4X5O~Nc zBUIXg;sF>pJa6qdG3W^rF|q_@?%UVv?JZ}Q3qDb|eFg^j2zCzG8FT9Cf{c6RZXGO+ z-MsBHI>5*Ow$Gx@|M?1$#Co2;X>=TPi)?@!8`$>fKRQ>Q+5b1m& zG6uDGnj2A+Sj_@(RNqxjNRO8;n+PIZz{ghGo-=ZmTGYeT)|J@(DPLMlgvmS~nd@F- ztzZA|cq5DJ1UBbvuA2Sl%)cqHxerlWjnN_-ko%PgWVo&?GvedrsG=+`ZZrL>ph(xP z1r0VEkk4RyG^Z8l4SX@O`%O}P|J>oI`Zi9K{&4JAW;DKo$E1 zG!HP6F#oS5al=5iNFYIGzI{V+rqzpcxtu(T{K}-X{O!#t{`WB9zGxKxB#8S`A+iqG zs*1<2`*ac(#W2vJ=d!IMK&12d$fQdzj`RGgegGpqg>e1nu9Tr#!Rgmj0#1rdd8Vi2 z)07j{Y>`)Z@6We>WfelhZH(>QzWd1>?F;%h^#UPw_@&ygRWrUYAq^X9%gghPxkSa(xRcF6)oyj6ZSu{@3{!Ze(b!b{mOAcf-Pli z;9y3=1(QS|BC&+B_N|ImGE&bPJr3yuQyMzBgXxL7p@_zpEj(gr5r90 z(VwvR(_k(4xt@!aE|(#{K-ztjNYO8sZT4x*KSkuGZ_oT+lyf~6i*l(L+38CC>x_+p z8)2CSJwp1l>_sqhFBBm|WD{=>h5I88$frT%Dnk0k(K8A`BF~c`XBzBJ%}p#eDQ9zC z;T?Ee@23AWTADV2h`g`Ru)9{|n-m;A4;kfa23A-ae94Ac`!&Si{IrUV0dZd@L*~9o zs_B$9#vFB3>kq4&Xf!UImMp0t+<&%HWeMWGK!lv8EjEfO3Exx?Y56-6d0oNoEKrB++Hl(X70uzMPm-K(R%*jBN9t6KkS+^3L%qiN+_ zhWA(go^>6>du$h*H~ow|KQ5OY*V6pdR>FIcS3E2aA`v2sjf3v|@22(DY(GUKJ&urW zZ0-LHBsSQTD=%usEVRmuVK-rT`*&^`dR9rZ@x4e;Vpck|9uyM_Ot7JuV8WDw5B_Xx z<0rG`Hzau$45Y<`{fVpfoqM}8D6og2d}N&C6*b0vbK)WPSD@MaE`<5RYXeL{0wk6pYp+FGa7me>kxjav%wvIj zQBvQIv}!~*!v6L@kHFA^5W6a5UlBa^okIc40+kT6UvK%e93(jc9x}|dRgZL!Oelfb zeMW8P-~JocLnSdm&ZKE-Z;h!{ykcWCwf-A({;1vpn$!J41ZUXP)nl~wpR2bl*ucY% zPm0eDyKnCOTQ<42_o9uX?$WZ!BJven>Oa_mo*>13LcqbKi*LHH^O>ZmdurB`FK2k; zDP^p9q62fyBGW-Sz>{K|pri-S9lv&Y}S%zrg+3y5?+b`8jEMobIs(Lh9uGNckvlm|D!g;Y zyz_rsV5t0`#Mn(ezT$;k~zXf9TM2t!N_Dm8e03B7FwvGw`wBpv--z%xeBy6+Lm*#pRt_ z(a>iy(E|UmMw>wflrKUC&?YN|izPdOWtBEWf?DrgI}&7s#MrJ^`XKtsm$DeP?e~*? z7CAjjv}sP0APXWvJ%{@L07;NgiVT1(L{Z}0^KaPjL9Kt@`1vs3m$drI1LDVe-PRI6Oq-6q|`!wvf zkO)rEiv5lt!I5DP4_Rb8*Ns{KmM!yYeVg}U|1Ce;(oD|;VtV{HrY#1&LC8n8{L+vW z@7}kb&c>for^&TZ;Y$ze(%}Cf@`k`Og1aE|DZp-rv3Eb!_*L(>nv09kdEK$CXi$14 zF`w$}GtIP0z)k&7B>|gJN`CSR|y9?qk&jhKhl#d)VO2=50 zxeLnJ#!{`XFdqK7({d{0XZn#2zCYCk#D2aBa_lbOYPx!21qXD}U{3;(oRvX4o@vvy zOl!Rvz+pbk;4rP529w5r0g*1n&UBi%TnbxWvjfI;CP`?MwC^5> zbRKpOnEjf~K_^{mSmTP+A<<8S^gl!me}hQpW6#%^)u)a-n3ckgQD}kT86q&F6N^59 zNS9)(sdQlDjBl0cFo9uuVFGNb(m@`I?B~Jl5tn<~)O{$O$&IQ;+_y6pVLSL&X-K?#RfXMmJIEJ5z7vOOUT z+3?YmHLlotI%PGIkZ|9&ZHy6!`vPnSZ1A}(M>O=e)bhFpJ88B9%>j=fPq;L+VF>IA zLgb$2E~aOCdS2zE*A(93!h>seAElM2?-K!Xo}s@GBtSCk6%7HyEFT7c1qLzQ3HQef zZ?6Y&pD#l0FEJa|&UVF^Dz5szda~@v@VB%bmkRQPz9#>B4|;+Ky}#k~qigQpIfK$_ z{T&@{-8}V>R-Il?p5PR5*B|x->_oq9tx4jfhTj^52e_y9sSBj3@nfO`#sRNX+9&iS z4P(@GugGGQS?@gk?|1oZ7^l!(Y-4#Q@*&L&@X0sO8#*9d`+z3#gg}a%H!PNiML6pv zaI?10yQO!S?Mt&m%oyXYfu*BBc1R#Z4##}n=YL)@vX(U-Ld^r|5$->pHrElveLl7i zR)%kU_;JQfb~1%*3l4u8DM_N)q1{9Su9fXr4C20&hn)M&biP~rS(wE}bF`E>GZqqi z=D=DI=|b!!ud(;nh#JDO*y>9Q1560%C)%!pmAFI#_&XhZ zT$f=N)otIL+w`pD2aNR2gmh>5KdB(n1=w3fRlyJQAC-P)t1C^`Lx_>oZxi}!j)+?x zVzn}0j}a+vRDY;i{h1xL(-O{%c|ZD(mmJ1)0kVP7#MEjm+Z3@q6pi#*L|*I$-#rT= zU5q_^>6NK^sCkeFBmFcXefQ_xuqkz^1Q{131wUV&GyNdUtluXBGpK_UHg~|o_DD%# zq0=^nXTW4VhHyQ2yMLM%4>SoUk%3HR$;d@ZjJdh}7pD_iEWDph>l|m+_6;dL@)?xd z5nvA=*w$B8O%2Ou^Ion0+_f?;tctp}-imyLDWxu#VOon_O3&O^7#y{#9EK-v5z>vE zj=)NyGVH!1os!5$PuEq#NdHK*cJ@ovR}k0v*k)e({(R#X?`0%$nWp6Kh0E63ur2B*pJPb5G#^S<>#nTKv`*j!iZ&z#fd#-_Hk zCQYVOxn8QS)^fi|WP=_3`3ClL+P;&M3#7pVhVt?;<9dN8$5vK@5K&@8Z*~%j8n-g( zZ<{CcqCsX}gx%YlxoqrA|J-V>nSY_~yQDFHFm0>E08&W_yEk+N=nWDP@_1sNue32K zrk>jkP`B*#2}^hCrG_A4d3Niy)z?Z8SAAKiUWP6F^24KNyFWe$3rLz1_AdIZKI*QV1FPdf?sH@SYc2XS8_Lr(uCtz7qM%v|8^xQm2z z{YmNFK%`5t>sLxE7su6$IXI1GHCqwEIsD-HJCNRrv6p#B#c!Qm$24+n&&es0%CxT3 z)&*uM!-Smb+n_f{dB|=zGbPTUW^)nu4G-UDOT%VUVKUPoKJ0Zm>_`s}`$j`vbd_Ch z_aaz?IFd;J^3x+=rB4xhgy@=mGIL1=%xp3_%MQA-u^`123Xvtpw^9?@{nI`e>3az2 z3mxxo2Mu*gv4@&8jm399-CxCaxYVKUl|*4jwCUI%!EB`-lb3;PjsQKt8tAfgMoB5x=1h$0e#dYbb*yFy5uxm%6H-9ZFBT(L z&6CDWcs;)$J%QD>Msr(Cq3zil57b{mxi(L!jL6qwI>3T-tuX+!tR9o zfmeWWF8XGP%;U+W!+uo4xX(=Do|<{S9wa#Et-rQTks*F7U$BLrCOD4>>D7NvTM8nb zhka2_8R`G+p0Wl;IL6#%|hL#TFp7 zeyLTCY;-xT&0;nYBwp(ku-PCncD}*(=A7_ek-$SX6NmtLPAtv=xm_uCqnGr(n<`(D zTE=o&YW?A+Bi;MFppJ4gr$j$RP4oeoASrggUGdr2f@(K4TY_lTlR4yCl-f}aVm}{y zXR(>=;v#<8ZwJBFZU6b8qMmvQaynsuhrZR&G9q%Os>|lF4U&I_}h#PVyGtjMoKh z=~w8c1{v)(UPkl4X5oY}n0`-Ly|_wPrR5O<$;V29YkqJ_(a2 z8QZs?$2T^Fqt&+R3F&4lbGCp4hmW0a2&yRi>?8V3aE^a{qZwvNE2nQE`a5T>X(~*A zvG+#H^EKNKPv&5Mwf@jUeTSRGQip98klkLgv5mEz(2a7&auwl!w{1nfAQ2K_&ng-yk^{sOGC8)#+a$DlX-OR|XlJ0avw6o~ zjbBZch{V{Z*z&BNUQN1Q0c#2PKqBACk2m)O*&aT2;F6a-C|Nj;vj~P}dzfVg%~n|l zf=Cx(@6XCJb6a)Ohdty}~0p^$j~@d9m#Llv>}lCVIH3DK*D7 zntTSq_N-~3H=s{3DV1O2k5)_0_5CkQ-kf8fu*k3M$4HtDG9cf<+;!nFkRl7Q$0`lB zf2>=hPmu8dSE~WjECwjrOlm`g4oewDZe~3Sqy;kUaY~J}YG;>86xkiMJ< z&ViK6GMM0CPu7?SI*lz2<6JjWcpKk+8~INPEz7_x(pu@0(Yb@}<+H;)yp zOeZZ#n@nW>+?93CTJCc(Cu_}>=P&l~w*;fN^eS+l|94GSOfY_!79#myYyNA5rM>Xg%U)Q4hLq)u8&&Me7| zYhy&qPBDE|4+d>31wBEA?X!}GxD|)^aZdE8^&4g-3c4rKB6h}i6|9}Q24+36ujnef zS{nAP$%e(fS;Ts}-HH%^lz@l5vQ-s4zQ*`9XM>iX>`7J88T*K4v`su+$QuSbkN=f* z;3@&D1zw1q-wZe+-}Y|-XCDh4BkdT#;3I-b)-?k8(V`M7VRRZH4^i5KJz?RR+m)V`rf=#Smb>|-I#3|{t) z9WpAsqvjs18oP+9y~X4S$}<*|KuUlf_L@1zjr!u7%Ql{BebcS~q*aZj#g0r<|JvE9 z4KO9ZJ}=s(rYtJSo-+wZv;Q-R{der#>WEf=xcbY2&qC~;eyQ92&Hm<3xy>vj5l!LSFY_g4>GcYy?5$z9n%0+3IF5K-`yM@5YFYZw%bN z_O~%ER&W@u7U~8D1ZL5U`L2nRYLx11-SKQ5iG$e4^t40`$^Fzi^Z4lGcUq0kd zPmlr&g~)Ag@hj60C;0+%whZ`ryZp)jw4^sF{4!+94Nhk$?ic)k3IA=v^!J{2&$N_t zO%F?LW!OyjQDyjVt9k|_ok2a~ts7^9NS9(SAkQ-zz0`V011!rtpOAj!(R+Uo>0<0w z?4-s88=bsA!nmGJNYB$>^{YC>6?K-c!k$8iy_FU?#+_s5)%suDj%J*EL+t~rBHB7; zWHVT#D8N1mX)x2bF}LGu824id_bvMucF@}SCb^HDA2%y$sIHDHW#`BJWPv}sNRI@! zpruKe9KYVPKWad-&%-WLsE+(NTc$~eai6&(Jy|+E8I)$0nILD#rQ7o6rCvS>oEyDH zXum7m5(#2EdWuJLFZ1xei$4 zEo>mLET*%sIVh|WVNZ$5M;wiOFsXq}x7U2ioEcLNFza!y$%MR@#$h|~A0@LncM{V3hll;G@dlMHKU;A1Z-FDR9|}SW66`yz@+!gdqBRw4 znfH^08Gi`Y_;;eE@+T96f61shERQC{9@2FPJh$SWa|{>lL>i|A&R*7z_J*TG3&vQA zuY$BdDniaiB|QnwTYC8g%;L`?>@SGlZ3Yq{A$l5fctrls(97%qOX@VsO|NK}D>c5Y zBuFi-&&Pux_6xALiYpyMWCiNo{vabXlQBZpFDpTCM~dA6mYJ7EmQ3WcO}|3-;(@~2 z;4!o|9(N)^4f{Xu0X;#CU5qoi`95m!Mt18d=|u7y9rAHO__HXhq`QQa;y7A1oa+dV@1fUWc9f=HKPdoRu1HT&8m zgtEOCEx=+Hd+6%(dVpkJB0&b5(rsIsfPd5cj20 z>~&gwojk6+QNy^;Biz5WKdJ=ev!vL4M-C;0r`%lMb0Ndbb1yyZeB00w#PJ3CE#EElhn4dWtZQ?K$c5_FH-FR)kHQ(B&Up=e!l-jl2jrgkCmJQ=T zddtT~J910)=rwaWbqKZob@NY&UR!9LM;*u$Y(Ktu2YZ4LIk%%pG?neEdczg|d22t; z=#)zfTbL?zKo&*^t+h=WAaAKP?>uPAssg*9}xv%{D&kYQlSa@OLxv+`WW1CsbY}u*@ zp;xC_D)G9vY`((sn|$p32Jv;ZkGB^df`Oiag!z9RN__zW4CozeI=Ss{dY%Jbx+^7I zeCC2UlZY5td!~qo9Hi(3X65)T2X^Z)H(EOlG01>{9PHl4q`=TkPpxa& zdg><|5`HY?ZX^w-F}Ydqz{3`xCrGfNrmAkhmZ+7S4mGvDzNl*L$JMm7NOSTPriL2N z2f1B7_IQo&$BM0Iw{iM=$p)&A=Alm4ThL}y3WyR6eBe_FdIJx;+fK)|TBG{ez?Gyi zANtmKj@F^YicH&GVR1(>$n?vwx8QXdUAg-B2~LWfhTL`$((N1%F9VS-#YS#A8LPG_ z(}7nLnc2Q{*Kzwmr1P-Lxb{|CE$*%5OlZ-#&LqS;$_n;^NEcvN<-9z?rJ4J4*fAoF z^b15_E*h@v0U}+B-PjwSGT+H%O&lyXoJL5WvFCaih;$M52C4v6Mome^Ubd;Bsyi($!nA4Lp0M5#BtJY8K#0wL>5_s7&9vXHc+7k~$Lv)oEf8N$;MsTc8GnH! zNQS+zM*8YOLD|VvZj+9_?<&uquf|?5SY$O|yTt%=s{wcV{s*8fByae0&E9(08~Dfy z>|458mili8?i=R!+IZSCw;OH89piAHw_g7lqy^}m`AN@1oHi_~gE`!fM1eQ%``H;p zI(jb0K2J}6sfL4(Y4zqj!u4a`Iyv1L!$CP%Hm z`?h7@Bv0z10u^C@p;=TbknNF4kcap(&u(s<+l(VZH0;LgwaysP;n(r0Cd)rEWWkZI z8nbez8D~)ejdDKG+oH)IUV^Nq6nn=)Qu(x-rE7lMFY?W%XQ;vbmQ()koK6&xn{(l> zMgrvqIU$m{-7UB%@(mj})3`sIsO=rszwAM3D-t_rcdFlXaCHtA~pY1U~ri)8(1 znEw%Bf2wJBa~S)vFMrvmzHuM1iE}iR#(pMRY_aKG*5mRbhNRW)mE+WK6&=* z?alwt`tqg30eBdB6lmp$s{<@Kl3;i1C@)o2y-!te1FoMNU7c+|I?;m0sYH-IIV~*$ zy+I&GZnq2AxAjc2XD%DKDZC>EzK4ud9cbWl4EYW-#yc(3N>Y>GL5gjQ;^XI?H>}9y zz9B5A-JH9fX_X0P)3V>^8A005(4;b;pK^`fn)3Ew(Rt2#dg-J1BYzg_(VQ7G?bj;2 z^EJ>{5DSqpsM)X-$Gt*@J+BV*#8Vj)(OT<@L)TpOxSq$kYDr7~GndSQz9hB=0Xi{uAD-N$ z&Z6*cHQSj{TL_tU_n)QzgRS2YNswa!vk&3!FN%Tf?o1GAxJ30%YxtWKdZ`KWjI?HT z%n7&EDO@mWt|+Z8Jl~$?e|r(dy*YL5e$X4xOO48lgBn&;y<^ww{A44Bc-(97)Teo` zt>g`BZ0?N*nSQYeG7hq>Qw^}nPT`vVCC8%{&DuyyfinBX7qsd)TKj}1F@z9#U2)L) z-g)P4{?=hK@#->#$9LKbdXtafyIEhNeL<7TAVA-Ww59X;GBwu&c)x8}aWvbA1|gWq zxs_$MuAnDKvE?XM&-7@q1^1?*CiUS+E@ z&52bI(p9HR;y{*&hrI>QVb$U>o^hOkS3lWW$H9dGY0YT;v`i@Q-N5D7xveJESc(jz z<%aRk6Fj)9yLF$B&MmC6raoaYc|y&fuM%Jqgx#4PG-_$xtGU2qh4zH>`XN2-L8MEt zH~AT)eyzH(>O0#H&{A?=2GM6_V zv{uywlAMkmZleMzF(11ataMv?P_eI`{Q{a2yAcRgK0 z`pK-L4xF>u(uRhm9f$xGPF$P~!ay?Yvz-Qe-#hMgD`Vv#$i5QiAq`izXVChA29nQU zXcsmR^aKI+(hr^5NB$KK4Qw}{)}K4q_2=MTv`i4QX>O|7x&V+82!+U%Rh=?l<0E&0 z`wu!00g}#a_Xef}*m*eLvfwX)k8#bcd(u;|-9AX;bzO`jxqgMEv#Q)giIRTox-+rc_XXoLhPHv6& zRG~j4v@SlTI6P|2w}&9v=L?XNS^@P6RpJTGrFdF5&{x8J|Fx52wcw{o?qer#r7zU0 zEiP2E_V4c(?5SHiu%*O@(gkWpJXbr@g({E+2(dS9<;grZ&RFzYU&PT~X?oV3Xg9M* z6D1D2GZEHLEEOP!z&_6Rr``_dEXP*pD%RW$JHLRY#7r6Hc}nDTkOqjbO{hFi?jfF~ zVMj7F4G~UlibGsto!y4 zd-}pp)^lO4Ca&3D$51`TwtA)a^h$p;|4#rplssYge!~GE^_5_+ek$&DFlD}PDa-c~ z12pvMlaTyi+7grP!~*p=FuRx5fpOsjt1Uu|JxpzJD*A$r!*B7U=$AK&!jg!-qyI(a6^~qk#pRB z3OdjtNXC2~>#~6dV!sG`OSbA>v@COG5&I1^@XQ>}b2*j@!~HVsLCv7(D@W=!euI&o zN=O%co#v^PoF=gk_QE`Sr99-Xx!lr)ckxO|FY_+cMrZ~+hi%?}SNnt}Z4VE76e%yl ztzzb*4{W{llT|8ayAPJMqzV6ff}Ri0=<5Iye)MTJRkp?QlIjdt=K)?;_Z?S)}*Fcf%)p=z@ zTHznGroOf0GkmP?wNe|zG^qt55%ON5pz3jt?HkT>KZCTRdTQIhDU|?bdU?wSPdiXI ziU1o!6sNjsa&}E(N5Rx?6sEB?x}m~oPqY8O#H~p)ioNN<_p+yaQ{s7l)(Ehl?B8>K zBczYZ39$RWX9-Qn8?sM#h$$|xsD+u#DZ616UWIScqJ$%Kk zE?2BgvXePo-GiT>Oo(_w>)>E+?%wbg{R`qg`dE)|Nu21;X5bye)`a^LcYc@*;=Wjj zZ1<%XVumFpG;o8*#o7DjzZ*$&T?)c|%bxDxAj2=l-nfzUaQpjYOFiH^z>S3VvZQ=i z-duv6xAL8PMOB%3lI?bBLE{tRZ{Lco2Y`g0hh4XJIJZnPyXt8IXuV7*;d;iq*)V;T zVPBb1^))iQ;aJKxIkZ$8vn+e?%70sd^p%f2#Z#Q2bT^$@%Z?S*`t>&EyJcHxh0>wq z35t#x6(Dabz&@oHyCHPe=j*?99eOOkU2IMBwoLcx@!~dHK_5YY-GN)YXnTRY^tVd` zcRqVu{OL){Hm@ZraJTt{XCUpB@R9AlZ(~sLzOo{i;bF#q*QpD?YDwpUWmc^byJ0Uc zw=wGC#|oJ8+7V~_XFowADAtu>n@nY9)QXB5W$X||>f~pXx@Ns|S6Zz5fN(!0GOAq5 zeQu!0;yw?1h*s(PE^B{49Sr6(Jw9S{$G#w-z{l=((>b%b_Dik89JcbfCowtm2X-t6 zi4Gt8;IyXFximjEk}Eo9sXq_LMs=oT$eA3&8kIN*WHv?E;_vhMWSC3(3%1SilQjgi zF)eIMt+kLRnEWdjfIfo&J5pCh=S(^??-SSk?l(Fo&-l@r)@D*gO#iT3bx%QW;9>7i z@Vcv1t$I?){S0o&I}dy=q7E~UC*L7|YPb~i1|ha8OS>PnbquR!I{}4v>xFwHM(e0e zlMduN%$jsL3uH;f*gbDvt39GtFMG$9C0fOTSpsq8rwVp$MkYnBbvdLD`QxIbkYy(M-K#C0BEVj6R zJE~XB3figNR!ay3N<7oT1H^tQ_C8+CmTk9tfBJ2SyxqY#Ia$g@GoZeN{q0`&ht=yO z*wZcnIWC?ChrU;{GFCL{FCY*o^5$dFGJ<45jpRjE|E#JVb_|zF{ZweB6 znGAViGbus7{@iv>o{+}%u0-hfY}}j)5_&OqgPv;Zn}*GcIV+*HY>Q2d5`Gf_F4*W`N==ST|8)E`(NYnFQ(V#tzvh17yO zJ>pxHb^GV4*p4`Tg=Ebuj43Y%5@LtMk6iU z`hzfiSGyHJypNsqS2|CKw}0}OZS`rW?G7P*%I9r6v`puUJd5d4>~x_|x|?ahY+zS& zIU)U6)gLw>U&|9CM_I}$<&&D+dF;BP)Tyqr@JPrB>PQh2sDJ-=+B6XRW!RCTvRIH* zeY=WnacDwsMo4e|EfLrckFKvhH-#+u&Y7p9kVROU0i%pPGdF9XZjTa!7S7 z6Ih)yftej4_6)nPINGyxAZH5;X(NpEc=qEatv7&KDYj|L_Lf@dX%a4ou{-f}y4r+^ zN{iXCA*jEDj0t`z%vj@hgbZ@p3vP7~pzYge;kMw-)%K4X4djqh#%Jwb%s z$E>qFDK^rHvjjn{|7z6#_J@C>2~ZpnpoUIYbhS@tQi-ug8I}G$%7gAzak5mpd;Lp0 z6)vM0P-Y*esG_#>T;hUypOaeF!hNu&u;{Sv>5%YwpmtA zq)Tcx`w6sEtp!nmWrr4A(#j9l0I{5a5IaF`k_Yn;%zTGdF)-JO2RN;J@7T+b@ z-yWR`+u|U@-m2PVewy9)ks28O8B9oTwmCu#>d+8kcL*p)zo`0l(wW`mK<(jYHcF=a z+c*m(^djsaT}LRXHwXg?J+r+bUfFRph;$)(Ql}(#MPS`&7}#f~4nm?=tpJfO!d_wM zlXucF+_Qk4)2Er5a)OkH6{SB^#ZONFwkk*CD z3_LB`GNb}zECtwSoHd@+6;IaK0PiU9CG+dC!V@3Z+;2Vo*v;EM zqXT^WZ~H9j{GV}q3nKd#-PKB<>?6nMnHI65=3isGS2FCk>C?yEs|V8%LPzohql`Kp z=m}!%{FHL_0!yc9zlFNqof-!zC(}l5m~wPy!L7ESC-6ncr4(uO(C4FGarVWKTM(n# z_AYXvZQEipCFX_(zs@&uLlstP9DDPG&Z%uFv38$ep>7>vQ~qfuL!#ZKpA|w;q7BiD?c?-nL%h@ zdHXx;;;;xiNn&y4o|VN0;Hr#vME2XMJGavcPLts|ANy{LT;sAo_^^g;G}Zc^Zg|$n=P?qb-NS;^Uv{f!&)%1URfacj(u?_$Jve!M;8g5WB=PqrRA3 zPE_lkoR^<8>kzGhVIkrEqv0_6T8)q0yyI1) zTKVUB4)YBawG>CNcVZZn~gD0f| zAW|?Q)^hevlLa88AmAZy#WPEb$UhME+nv&~+C|f+sA%eHLDV&RXi6seLD}%1G!oBqeSwPmmLeMBDe_c z{f{AWr72W|RzTQ4agRm`O7QT|7YiljF46DTz%ukCPTyBJ@A`FGJ+~A23WM7Yhjjyp zc_t$r)~#P>J4Zb{&M4r+OttZh#Mee~!(PrBVL0Pfw&9#PZ>EpDA@bt^6u9MJgMO%mKEOHtv7EYn3vroQ@5tkq6fhHt-3X&I zI;YmHq>yVuAL@HF@?DH+b7t+x8`LY!eYGmkq1&Tz$o&BvyD4mfSw=~AR8dxZ?ct@BQNH1R%_i@EBUd%J*`sFg*;(=UiTv)NfKi_ zGL!Q@k+au)VcSr({*-lz;|i^*_udAPHyB9TMS?zqSc;r9mtRZkW*S<^#zG3++z@q` zI+T_%bSD0w<->!+wAPfX3@mFZ!S2lqaKCLhx1<3!cMwTJn3wh^et<~lVOJV`499G* zjf`hY5X}=X0HU|0&aY)3O>$j~eVkNzq+!A|-WRsu&;mzhRKia1RSDv{On?mE%pMLc zk12T0ww^SuCli6W*zevT5b1pEg}`3t9hdk_Du;2sn2>JPE%zyibb$$S*M652 zt#2Ax+oC9qx>JH_9lW^opI<9hxNw;T__4Pz%eR-@NjqH49ruu{T+O{sQB%wPiJOhN zQyvV03KHz(X29vUF{Sr7EhP$X^Wlfao=$5=OOMYaqSWEZ|0+Rm5Mp=qNUMD;a|^z4 zfwTS{p@*pl^|1MRB1+~fw>$!AvIKj@nQ~nIYir#zY}82`*y>K$&rf=O9)#5R*wYhU zQN0_#oPAWr!TjCtFKDZ2Ps9BG67HLw^B2RoFGD_vW-?}MRpXUx825J*()WwrB!Ngr zZzAvV&O54x&k1~KaL1AePTzlR2Z01fC_^4ik57uT4t-ac%$mzp=!RwNuhu_H%T_TP zdAglSzYXHP1UuR6oAWf(!r=)FC(DWDH@Z+Y2V^y6*!Pp9-+R}4d_Kjsn&mkr=L|=+ zrCI*71pgRjEPSqIKi2`XA}l_3Q(>|1%@30~eGN3(-$4ZDR_6GRTFRS@QY6@^{w^Ei zEB(Y@*s@O}eG4Jo`s11}Fw(KR#eJgnwqKV43oILn#rb*a#|Mzb5n*#(v-RBc;#mc3 zbye%%>Dh*FD5B+dn7oKtkRlND1POLzu4!CUd(53Pu;>)?5XB1{wAp zF;$M>vSoe__cOdcVH%aVnfe(bh!YERD%u3Hr#$Suzp9}=vuCG^Y)4Fk{tt*I_xP~# z1&DMR_L?f+n=ziRhS$No*nL8Jmj^~;V5DOY4*3SZ8@AvQut|d?A!DhcVSJubqoF7mLK1V|s>ugUs)j2&qC$qvjuYw9|L=Dljj6aKJS;}7c+ z!0u@Ck~ePK-zC3{6Yj3*u=xEO+A=C;0&1ec|6r|EBJ5m4P{tqk=CAz9egQ4bEGDGS z>h=+~Oh|-{J!40AbGcSi$+q`2(wVx%g@A8IL0XI6o1vK>^kd`LMi|#W64KAk5uMa} zS#Frc%5!3OE_-FXiZWDjm)Cm_U%zg0kvVmR95XsG`>6e6E%&)kU`2}9m6iCkZi^B} zSHQ{>&j|B97eD!|wKrVKSb#gXbvA%tw13=cmV;oX zM2K8a_u7<@efX#QwhKN{w|xc%_y~3m*co%`@}WbsMK}7xyLZ4SMyv`C9pJI^Tf3s6jgH%9lo`Qkda%Bc$sG z&ozdTj=h9aHLh_&<;<6C%s|7(%<#dc<6&#Ha>M01OLzI$%Qxef@xJHH*u^H@PxjgB zk7qw#(%=r$m9(H@%6-riWZ1^PxZ~ohch7UOJqmBb*9sRkb^oJ15uiKomF-~yggy3Z zVC}MTb8H1$eQ5%;n2@fM#(ez*e3@k8bA+Jn{iv=My>>E9r zsNi+say8q^tM&i<)ADWHOKN6~iLYj5Wz7H?93J*oE#JH6YNO?8Y@Dpt-?T5k<&R6W zs?b(q_8rW<_GuwolV)Fp9U>}6taQ)2kidPy*?s=!DtA&&qb?^_zeWG)PFgu?@&z(6 zawk$!iNE|}IcIQ4tsh+Ro3|&Xc9~=2|W0zJaC1V(bI8@x|F@3--FPa3|Gv z9w4L(EaX!`q@(wscGjp7}Yeq3la} zRHy4l1m~gMb!#o@O*&l(@_Gg{uQ|g5mQ}-A*_h>JJx4g)(^B4~p%Gx4`+yAhYnctZ zVfb-Oh>vc8xA1D79*Yd|(qhMhZ(FKW1(dOn|xjTPRP-d0DS zbD~AGjG^haqn*E&`%M}e?CMFETe60kgEX+36$6bA?&&nLu zaJ3pR&0>I}&7?N_1$*|qOE~XtOoPUZgF08-e6E)HP1;H^cGrDy1v8UP|)hJC^;Qzu-|_?>e{k(L2rE~W3-Vj~5S zF2x?~v;Q9XX>e#ROkJ5v>BoLd`V$mHiLv{`^Oi|+i?X}3cT-B8{_PXIJ;Gg|miewH z>~B3b?Fz``@Ud^F#CG4O^2khP>#JHn@Y=fY4(Dn1zLq?ppL3^F&}ZOd4@JxCUdHWS zp2&T|^U;A-dAF%ak?kZjnQ!O(H|Pyw>?)8l^qW&yavU4%_{mmBN$mz~X-N~MzsYyd z^Sus($r5aYZ@bj+WwhN3_IIFRO{T@Ya#!U65c~Pq8Dx3R;44w3zYSF0sA@>FaBV^B zl|4?_FRTelhZ$1r{dd0gUu$(|*XFY3T4_Fj87{MrC_DfnosZo$qU`T?Z=n5qnB=@A zT=$8R{_1h(f=yNh2)kdwXRlxB=a1adxo*Acip`%pX=CZv$qTwa@`P0mW!QsSUeR}- zJ|D`N5TbP|GtsS0^&nf2+=#GqQ4XQY9$l)-gJFjrgmfpP+pweQ=rc{qd3rCmS=O`T zEE?Bm5o7t|?c=u~$bi0*TXieRqTZBq>X+Po{NKy(0|wJ3w+|EU_f~~m1PP85yIO7$ z(%tsJ`Epq8iV>U_Gj^AONEc$G9fPimy6{)Jz$%8!NN7^M$Oj}iBJ4AdI-9;6@Qo;C ztE)n{I{NU?;h$)278}SDf~!`K0|5mQ_SOQ;Dvw7$&c&Cp@@Z=QszujUxpk#p0An^S zuip>|3l;^~HD?Q7TZ1gWMwsw3ixPj#y4(gN{37geES0C{<=}eGo=_Ub8AF0aotLp2 zK{Z1ucDX#DbDrs~;T5d>H(5SqH2i7g9$H)JK*IcieM4c(28GzWU!+fkCEM&P*|JZ= z_d^Kj7ISt#1IZ2g4G)8d!tEIcAF#tKn%pqi%o}&Q{%Qv20!&tw6Z`r|!0ql^UZnz; z7i=IBe^Iv|ESo74BJW*Lp1vEmZuf76{%I!zN3H7A?c3Vn*}8_=Yldehw*1d#cc#C~ za25YC$lUX>7qeP)^zh7n@`^1tezJdFe=_EWmS*dt6lP| zSmvG>o)#yso>|?7mf>Ogb$EFVDy{l9sRP((Ewg&tI?u0H*k6IBz0AVCtw-zYL6Ap` zeF8?gb@e}EJu}%hQ?0*3a$32l6%F#Z5Zf8y-~qd?EXJPV?&9nhl9u-f7MwF?KfBEv zE3Mo#S&R^3kAo)F-yNp8oVlNc)@UA!0ck(q{cr(o6Bl3`PhaJlRF`iX*tuouHt{2b z?VD0E^g(QwV(%QW-58$NFu9VA^J%f|1HyJAmm?Yw={zy=eq0m3(8k4|!(paoHR1X{ z#%YH^q)V`;J#D9V9R2us1Ix}+TSGn&((O*gT57E%*S@ooXxN8$ipL#Gebc*=MLF?M z6CQr6Dx5}}+Gg%$y$ueW4Pw3!JG8YOJ6t?{{x_J&Um>I)8YtWdB3*`kBQz;e-5CBw z4HJ2L0&S)TA6lZ78?Jq4$qoA10%gtD>NjN~wvlW$rBh?trcKnjB_{RV`tPlj}HYJMCSFTlhgMTJC!dk^P41 z6N5n9m++CF;9L7L)O_0xLvOS&eDx)KID45j)!Z{7t)OPauSyly z+_OVk3FVRxA-{SUxdw+tIUjp+Ag@c$S)S?=80pM1h`f@L zsi06+fStLNN0iSiI5C}VE2U0Xiq{zLJxwifrV({jxy>1>wK!bCVcB~bvaK{&;aKf< z@3%X+>3xy|Z|Knq5ADfU*w8Ee4d^TI1;{xOgLCQpxdqj1gQM2BdK1!bgd26GAX7Z) zGG^(orA$pKffRdM(&QHJ{t6=xSl_)FA>I7PI9T0BgdNMu*B=fnE(F^9Bw~6Fy&bUt zWbgSxlw1b4}e^oqp0L8Kr>?JM^t`ABxtG~1N0a0VwcZBwbjaTeJ zCI@>?CaCzxT6HRSWMEHq#Mv2NYiSr~H8D9u>$Zh}OpXXUlMsJDJ?O8bY<6g(@LpEb zV`D#)w)-4I^&H#kmEO}U{n7kCdDvv~71saR-&y;HCJjIKE*Fh`)X|uNm;_cHN3E}S zCRZI**^|~Cr6f;Ss91Odq`wmE9+%kL@f~^TY)PV`9;TiBUVmNKkg80KYiPCD zT&VCqvL>c%5iM_jn{Yozv=EjRkzto>rBzPXkLP>mf`VH{T|2bz^9M+9B-k=Y6 zPj)&SUR83mlP3&eGAF)<{=B*YBsXI0fh&ubHjY8racr%nl^n7O>HPZv;UKx;Vc&+6 zSJyqRFgeB6RzF#qbqD*nwtFc!fjNY`vun1!7AG`mGezjxv_G%ni z?!T!u4eK!N>{}|^dcZz|2zgg^X72LxLt#pm@W-6mnd}(c|ELjdN|mX*NhbB_15yH^ z6uF8LkXz+!yBUmr*6(2M{N(1~=g!^_= zrl>$lz~dncke5ZBxa=(_rR*oGDVn2@Dyg#s6~qBNi@swF3K<31eboUG+wwl{>tNow zNAP_;$5widt4-{Js3GG@B0_pSt9yVH7#(x^ZvDK(_ILklUU504@;hx`zKGb-vXxhX z5W)mG(`Gitu_!j@1UuQ_Crddnw=m2=>xO<3g$Y$PEcno_a-Y!>?kG%VVji2j|U-B*J|pD#t;DVTIGWZrC7&LVdj z=}ZKWoIq5F*|Hm=ngpB=S!ys zTI|b=*T@{ZNnjrVdyY>k%Qv$Qe!|vTwZ32UoqN6irYx6Y_7A^E{0_UeBf?(Bsyg>- zYi2QU;dy%^KS|w8y+QIL#!maFoQe*APdvu;TSDVwL8BG4R-~_l`wI?)!!G6Wc*wv< zY2xX8bwMsye)7*IuT4y)Es>Z&zJiW>)Bw;|kczOaf9S2-#j0xV6J!O4iZWWzG7%}{ zD_D0DwcXRKSu=0)4U2%q*j1OzLv=5HJS<~F zAcgm$zM*|Oxzb{<@kD>^C-gWE;=Ty`3BIc%e%$H}#Lj_)^wXN7V?m_Lu+>&$cjauT z40yC-4pG|{H4~yiYAZzN`rNDsspGzL;G6e}M^?tiy3u^sP{Mur`ko&^nJXc7Gqc&) z>WaL=@9aJ+YUXMp(c64sft6LyW+ zu9rJP$i zVpERY+3D4AyLv|2H@4-WMeUu5(VRBYDFS3P`PlQ^0XM2#UY8efy=~yKeIx1`X+~2( zWWRZ1`DoA+q}cm+EH+#}u{@Mr@Qpe3bn4oS^l&vTY@bZN!qp*xULe~k#Ljri=azq) z;$6drYij+{LRpM1Eq8K@D6i^i>=LaC^d(`7<0_}E>$ljf+Gb-ilBEL3F_%g>bMeo2 zpV;PymTYDwTy@u)y1`hFy-_^Rndd*guqcERYz-L^9`cr!G1*35aG`!BY=xQF1i4Kq zNjSXt@#$1HXplOsA9vW;y?!LE=)07>p>ABwZjcU(u*;5QkzfBu*V$_&Naa)$vhdvW z=QJJmB~IXKP{)H>4QSE{NMy*3Zqju>w^f!D!UA4nLVC-?QzAg5i}=V3-3=-?*MtUe zx;$zAD~gbw{OnK;h;$jY>y6dq)%urn)R%_Y<`ci=dS01Yq)5$1Ot*v${bd@1(8tMqt8*0*OGnAz_|437C0>0yw;;bSj0(5XFPI_?eU z#InNM=bt>&VZEs5P014`oS6*Vh=ko<9xEKPC~0Ilr{MA;Blz^-)70ZT-H8AVj2Lno zBtYmjBeMjXvysjfZ0AeUUS{?(XVHaf5b5aGn*ucPLP=~64D)X$Tvt6j1Lf;~r+ zw0U~T$~l}lA{y5%iOo##`(Xl$bFn>D(%4A_DaSi;u}<;5`?=;x)YBuU3H$e){RdXz zl47qqHCuk)y~;5kCiI;N`y*YxszFv$%tOZcv7=)2bB&8RQ@eW_6XJ@bF|^z)Q(sJf zv*0F3_(j;GuU-+|AAVb0&JML`!q3dkrS+e)9z?nnd&jsY-BM-fnhYa-1tHzL=jkj^ zViSFpjl9As^}Z|xIK{=F<5_ldmV?+X!d|bOX(x*sIIEG}7feIPuL$Yq!>@e>kuJk- z;*rX8V;ro3>sgr^=!?%|mTA#3Hyg;RfnxV!SS0EkeemVCZjzmKhpzObT{fLb;MphF z+;Whs5@O#*^htKEYgYS?4UYX}C)z9)6phuTt^Z-E1|9CI7Z!S^(!W$aDq$X%u&(nSJfCu-Yy;5o$u%HlUp}Y9`s*0WGJm}!Zb<^cybB0id!lYk91hKex2twgZh7jHsXNVdIjrC8N90X1kfb*_+#5Tn0&!5F6F2 zoE*L!dAWcMjipY$zT0N(T1e{}WD4gU2AyjQ(ql39o>?HIenap0Bfvq#cwDQAsT&x#hZzVC=v^8<5 zntd*gjH9QPT_9fWK`^=htQBziY zXLDVx-&S_&ym|>Wv|`>c-`i|G>w^1`qRiZw2qxzB0`Ou zcNv33h$lmSLzn%hJnSrAv%do^m&Vwfn0dMhv|tR(q-7|Jv1wBEj;Fs1xqn73nr!vc-Iyr^djuJbZN}} zf|oD$bBk92Yj-c6VMD$D!o1H((E#S=6r{&1=-KO}<)xo#I?lj9Yt};tnEj z5H=eFjNSRjojR&xXSRp}ew#3u_$fcb$%O`)4-hTbUmSP>qy^|B()JA|6?5gB{Z2H` z`xi0&_b!(F)W$1KntloPE<%$PVV=3s+_Z!4U5BExLqE~tT_)oeDMlf3vl^|Q(w^AL!*^3*O-2Ij#!NHWwyK?N8exI%V?z3peV;{IrgLp2 z%h1TMCqWI87gdj6@)M@6j|l1eB$r_`5i;z&lviotshgvKrRP71hf*7a9f5f$?0XFI zAqfNQ?v}6%a0=bKYqnjLji%v)aH6dvR|mrGGVrirT9W4a5LwkTHcX@811lmpliI|< zmM4lO$mP$xccU)^UjVMaSWE1D%TwZJAi)t~uW9v4dVK0t0Jn>Mn)&I^%LLtNO{L6| z>%Twi!}fEFuq{r&sWWaa2Ww!0vxumzO~aFaK-`yMuddYTHFME1v8&4kpQzhD0|R^n zI|uBHIkhszJtli*7;T1NCV4`M=cgy2CrHtUQNGqLi_!n>D#puvS%>5&G|MxB2#~3r zC2W142z&dNrexT-37_iO*(n-OV6JTPWA(j2Fb%!GPUlRhM&0@(x0jGF@D8L>-%zWKA z{6`e<7&_DGf(_ctvsgS=3_pj~t{B>crN$yJ|$R!}vx{z~&3xT!UA|ms3{~jCy5*z{c z&Aa$=pL)-8zz9V_xSo09SvL^r66`zf8e{iGMfs0m`FmzBWvw$Gc11;sJwjmSmKM0^ zp#~Px4kr#O=XmW-5I*2buvcn^m`8q_P{PK>YW?Tt#v{zGH=~tonZ=azEwkhxgek@z z8uQ&cA=%QA)3Bh{kKFg+Y-@j-$=OamLtWgCiJ&Klu+#TamvNKi&kNZSr0`CzI_R&L zLffs$JYkTLWE=1a$W}8+Jz#ZK`ENP!#zU`OWLeWTObsW3bfT@^N02f|un+hZt2Qp) ze3=ubE4<6X%CT*@+&*`UWyrYdZ_=e)Hqt@O{&96o^)Nq=#pGec+PZ8 zO@3|&Yx0#~hv)JKF}8QUrL);j%PcTe&kIMtxP!RP$KDX+n^l+gJ^l%d>&(ojV2aLK z5b09v=r;a{j_R-S8km)AL-h6McI94>zKXHu3mnpJMHa2i=ECJOF6MQk{@0RL_1s6; zpE$q!B^dkp$dEtD=z)QHMGiYcr&)UDBF~^c&CY@_CXbI?N0FE2UmalnTc?iq)e~V0 z-%-=yXyUQi%-2?OdPZcn0Sx89V zVrb<8(pw%nx>;)ZN4i@kJB_LEp4oSux3#nlO>dcvd^&^M*n-$ElpxPGIUJ4ZGH~lx z_8Vw0hZ)N%nA~d*NN=UsU4nT&dlyDO;3P;Cx+S^#uHAdl!rLh%ILY??xfb*Uff#us znOCfi$KX0nW=-MUJF)l1QX5(si%C;mJm>^F#U{m`NzpkqlE3I0@PyxZ!u`#`^KXN= zFT}=}UK@3+LqqG>5MSYa+`4j6?n#;eT_M~bYW4qU`>v>{vZify44443zM_s9Go8DQ zV;aGTxfK+1V@42YL}11+X2gt$;22Rv5R@#82~ea3F@R*rA~`kr-{)VeXU#c&n^iY; zaqjo7Q&qddQ%^<1$irpmU98{?&*v9_iFpu-HUG$STnh3$JnUFgI(6UP;Q23M5kqGp zbwy+6a?sHQ*qhhNwjaOZ?NAFt*f9i}pEqr92hw=~cC4A1;qQOTfP-sPIPboYSW}%x zD{Dp(>HB53|CfoC+dO2=@nMh7>zeFdnmmv#d@>K@P<&->{bO3V#`MoWObi(X3LK=^ zyi(?2FZOLNxx-Gg++`&;am&*k+R_sAe&jDW6*a?#It19{On&OniBUFh*hvd5;NM8Z z-}iXs9Z*S7hTRlO>U*_+T0WbtgN(8cO!*>SNgHM55i2f#bg~affdtrOj)uuT6_$m8 z?4a3QHmmP5vq3=vX$r&)XU)*MI7s7(S~X*AM^q5M^8T~bS`I^2r<6{)Uk3D|@dC6Z zdSviq$SKfY5Xq4D_XTI=tyovhfwwE1?|8Ii_id(5CT=HxVaJ=QAE2j9f(;gzC%lo1 z3qQfkIEMrf8P3zLfR4_?M&RjxiSNjem7`{LQ>*GD5F%IIf^WXtudZ!j3*TLqp8DYGjHBfwC;Pt_;VmO}JhZ9y zHOK~J*xQ5j?e~?KJmYvzmEO{x+ZM$Bpgm$tpDT52A9IZjaQ_3_2C!kM^59Z=#hYgK zf1nw`b|U?XEY~2A7sa2Pc&6T;*7zi!)gyA3{V#H$kF8-R8qB0OF#|2zPNP6(z{h5e zbKM$qXH8=zyZ)xoj(S$!+_@WhA1Djq$CFFEdsKM?^dkh=`HZ~g(N){eSJ^t`E}Ja5 z?EPqRCt4v?Ka`cmKqYObumtnsK@0M2+TfUtm@cflaMamRb_>zJSAvq0-xyGN@GGK*h$0iSqCG^(}0xgb;gD z)JuCt#=)8-w)9nc(_XKZ-MvoTD8xL*LH~SOp!p5lM}YMk1R~^2#wG2*i^keGt^uFE zowJ| z+jk1*;iprkx~9`mZheUco!pWc54wT?JB-jT?^z^`$mL$4LmzFc)3&r)`Z98bt*Zw9 z0Wt!i1bO6JnQyIp9iGhPm%II_;^C?59cZr@6U~*KD{luf0wH!kz-#)rDOc@*jP(K{ z{&Pj6D_|OgO=O(8+N< zbYF-)73liV!s^)HQQSbK^i3HVdnyC{qGexRIz^pEsmZ>9+p|ru+t3>z)J2%0Q1ybxJ#(ewx{3bDHT7ecpj3Y;H>aTAC(i`;W z*KlFO%7jpk?$eIW&{Qc)Bmc!PajOul8YniIfNRoao4EOzFrWFD2>rv8ms3GPmtjK? zwY0s1r#r;KjFoA=7!I2BT66SPg^qpl;El^d#;>Sj7d~m~!km1i&DH^+lcV#l6iu(S zEXjifI1FUcdB)onpeI%;L?&dj$ZmF@F`Tn@LgDNlmfEqyQd)S)Q0eNJSRK*`pIfS8 z*(x7Bz$w>{PiRboX}kfE{)Y&EJ&^PzGGvUrJkM&O-QWLIayIBjOqy(Z`zWnr+DQD( zufcb8K>-e*hYS~X?Yk?&Iz64O`|h&AqdL2nX6VpztkEP$>-=k5CFnQsrO0(2{re`R zb{>_SC_%el$)t4)O=(8JQ2dSYjXMo80v>jZ7N2lkc_$wD)?OhRR5-T?7U4*+Lu93- zuE&+j-`Pe$3on`JsJ|u~^FdNaSN_bY6a05B{R}&LA(6UU*UT(UWXyeRSp|MpZ*?)kW^)@ftB;FtEj+q7w;)ut!8z({SO8%Xv- zY{ZN~$pZeAU?A^GN8)e(vQIn$^O@L3m%q0yjPG(GpVOvJ-QgM6yq#K?Vz_8iPAn9H z?jXV55@v2^y5UAWXYsW{`+l^QwrD!FQI|$k=xNnSIp_{N>`8@qv#=4;;w*OLpwb&T zL+N;RIu)+R?4k%d_c#M&27K&AP)VlhkGslWvEN@>acvPX1O46Y{s$7j5Sv3FxID#c z_3={9v+KM)Qperu8?`p#PsHCS5B--@o$E$f!6$a3-6Cwbz17<+nDp(4^e4{uT>=Vv z#Mlf<=3388wm$j^HQz3*+Wtc~TI{)q*zY^X%Jm@K7h`uE=BSgFck(zhW;FYNvM zNzli@_ImK_pRbwhiY6^h4CgxNk0e2|1!FEFrozZU&zVF`R>aB=?f1#8;=S0cYS^gxTa(+c~cLn zU4bmd*a4+{@+G^^)ts%I?y|LEedb``_tu~&e4WEsofll=UUf9>+ELuuF-hTk%=*5@tAjwRT2S=R_JCSGjqhkX%)dz1?U1_=w3oPf8qn{r6(h78R z5q3=M>ZH1TD^jc8o1`cbT4T%vi@JEm{@)6M1*r zM2(sO5@gYY~cu-sq zI=U3Q2;%1)xUzm~E$rx_L}8|Fod{d8!oyzn5x>?kGWa8quYM%4SGzNwR-orqfPM6s z$p(^SKaSKD+LuZX^*cJ679sQ@S1?(+q6oHWeQ zGMmG!NGrcGgJ#n`ee*zX79Shk9$X&V^!PPr*wtP3>WQz#lGHY|H%o_TP?k|QSSLk{ zy^B`rmsx4HFOvK2s*;YZ+0%_Wrm}^J*mf*@3Q{34_DbfMU7l`DO);={mucPZl%>On zEv4AVUipDJ!9U&sfiG`~;eNFUj|WMehfTtq84|L0`2!$M%9t2#kBA-mAkQzvMvWLh z{EL#AsbiRHs8_vk~e>PWA$-e2D2vpS$Ox4DYAoWhLBuoY)A z^iY54=e=KhaTg6mZ<|;+DLIP<7GXHll}6<=K%QTWJrg7kwa70#y_!4MbR?+6)S_vC zF{Mh_gSehwB38tL>{rOget1ol$kErE9&8Ibx)d997oWW+Fwz>Bc`-n>NzOyZfR4_? zK6+XBRVN=sGA!D8Nu<8es&bLWZn-TL7Gw&W7)j|KaBJA<2DZK^w4ZfdV79i5maViS zo@bg?vySEl+y*G?24d{x_3`8TTobPOiQm$_ILf-?CfeJ@^tH@$9>37&5BDdq02eZ3 zsAhb_k9v_6kYvu8sL!RgHw2oKbA``3xfJ`w(p~Ht;5MclR_S5r3A-%X3`B_wke9A_ zZS9?w-HT0yaZ1oh=U&>2nl`kEb0HJ9HC0UjslF6jar9GdBwm^MY`>$@+tuxaAkL}n z+>ozbLJoJa``X2>`ag)rUgXgYmnFt)Ae&qTVp%U=j68>xR2BVbmT3{k0Xe5#xha*= zhMAaZ$)Ae{j0Bkg54$TZzd1g8REnBav!bFH7{9Z9_u~@H(OdO9V(e1Y^CW>?+*x*^ zftIkWC7M6Zzt?b(=F3FLF4N^qxOwzFw$Mo{@y*xb$AV8ZpjQ$R{*9w&Dm239YCg+# z^09X^8@{o)xNv)boWg<(LAe-3YY2RgbK8!i>|?7@%+ zBiXo2>d_hQrtr_P|5lW_K9co7VGCUuP+h@qI>b#1_e^l|-)u9TR#sqEsLvT0d>tlz z>^m3~C3|d1s;c^JsJ+S1dB#H(9cOo>N`EB@57LvXJAra?A-1`?w0xO-#pyLS!g=F# zz3=X|RJNK*Vz(Ea=hTA4FW?~$#97FjmJY4p+=14E)+L(LX?4|I(9wn1M?cP6XPr{T zSsFt-Iy1|$LblBuq&X5Ha)hAt4lzs2Z%$;v994Qd1G`3e+qa{2f|!cb)sgA1Kz9&e z8*UQME;+xzh)baRQ1;o!-*zm``7i9z4b}%^s*r&qlq0SyUSEN`o*oS(xvejGok*&(esKmmdt&| zSkWf-NOaP^^wP$eh3qTPLVaDLKuzx_90w{8GKH>gSoDmItKM;+0KL~0^{+eA6sS8< zpov+%*Jy;_YN#*3PIC2acf3(P1&;OU6E`aNI{p!)`w|gys2{(iVcHt|1g`XV4ajOy zji*9qnU(P0g|5p$;uoTKboH&*WS+^aWIYA6SL^{f`jsQ$`$0#SVNV08cU=w3y3QG< zryZSvVnnr{-~h8*336q}eAl$GR#!PBFAD9yU25mONT%V&848R$q2n4f(r?viVlVj4 z6ol6P6Ahd{XXcsIr;q*tIyv^vC;9ug@9sa#Vpr8@Z6GG!dj8k!e<}L7GH2&o*eKJ zX3+s8Ws_}Qg^%a*n`%3Lxo7WjkA}Zv9xQRfW!Sni2{u2Xt7)lw-2{&6E1aJg)xB7< znWjLO$zOPDa|pHyTPi|^0T|2d{vLOP^A~8=%b*{fCr^cqKTEIyoUR+oZ`i~>WXGBA zGMmmPt`5FNzE+Kf@fux4mAi5JWaI>B6yK!98=DKn5H^?%X=JNjy( z^J!JKFh*tcdDi%SE3;4Rb+q~KROsug!xQIPXN8DqecY`iRQ^jgMhr@_MA%zm^c!l` zmM7D=W*el^Upyg@$~(eTIcIg5B>^eFfQS5OB@Ok?X->j zuGeJMMkLtdD(Yvu=2btRz=jU~N&~HJAgVLwX>txIViRF|{P21CC26S>hGL5xC zb4qEfssh%KTR>D^)O7h@nYXI)BJAe#hTY>A9ls8wUZ^5M-|h65w?^o#9$kRV3KzU< z%GKBFe!#*rEh6=!;*qe-P=JlkKQ67yd*8N}9UarEuuKiDtbM2MAgK$nN9YY3ZOcC{ z2!S1);a-@iAMzY@biM%D!MF~*?RHU*y>fxt{@hNy`|tImC&9csHc@g+{XnyX4czsi z(GONWR(zJx^6@T2aXP+z6abRG0DFI>SBtUe)N;-$W?C}K5al0;JUSAzwT#C{u3#!_ zGmX-ow{Y8Ujq->lv;NuS!7|-_G~Y*nq?QW89gF`*>mf2Zq2-3-QjiYGu)9~m`{TX-*~j6`r-cY@NOscys?{Zs1*0Qh z)G^JxYRjK?e~Fh`CyolDS#UU!e)k z*!0_KvCmcS4IctnogbB6&{?DAE*>3eAOI0D;G4<=C7?S9uvxN>yH?dHn||c8#>&W8 zioGJa*^>%^VHzoKv_gF~D%5I-k4^ldZivlVw*t7sm^rz!<+B2Ga_pUDS^-O&T$izN zrqtMh*`8imGwOE`vRZ)6_n*}Ah+lo^r%uYG!~MzLlsW%5Hk{e=QhZ1mrICHBk-iX{ z&sS}kw){v)2`tiIM;y=AK{Gyp+`bGuzw+Yc*6);XO85%xQ#bfwrHQmI#AI>>`#*hQ zo3EwlGok*AYhBH`TnzJ~HcymvR?sR78_5+O%aT;UzknS1$4}^&Xf};mv;5ypDcbfW zZ-d%4(V!z|i49z9@(KafrlbO7@Ssxp#-TJVn;pJUYf}u<;H?Z_SCIY6un9?m(}R6S zx!1DAPYWDI63rQtt-lAPITCclj?F%k3)i{BLD8Oy_X}I7Tq+%i|KHSjQvtdHPmCP+ z`}NGY=`yg6QyGlDux8cHuyAYe#}}2Lu^XXL4z(cUOOdl#?fhx zpP3Vi-kk$;{9Fyxb zTNZj{An524?6tnqsK*DEt}A8NI%!36rd0K2!IUqcS66^tW%FuQ-(EkQLz1g-4!`^H z{n0nHJiUxa-y>;2G3W|B>{nN-^ZOaP1KGp5#CU5ui4$#)(TG$MiSBpXbIA^*KzwY1 z=z?i|Tt`=xC9|p}w3mwkjZf4G`$gkAx%Fk1=h;(J5W%#)k1w>&(nD_rKpZrD|l~s?!%?Q^3UZT4yU-%_Th5 zK9%lm-Zri$DdY~}58uO}`%>(YU6;bOb@ONaq)GX1>ppaUL3;+a z5<9-_)a5hCj>Q6G6l7WKp1AOFm9Y3BhaCN0!aRjWgIe{W*cHzts}oC~WOF9XRC<4{ zRu~2rQ!%I_qCl3b%U5Zx(5fqvVq;KaKAtjjXsls}Kq|e#w$El*r&I4Rf&7M`Uq0Rk zX%KoQqr7>c&#gkB2IZ5Z2TZ-41rk3xce*rStC8%1&L#&&rYOVCUoy{{ zZTYBQ!-{(dAKS~=RmT#)(L%RP^@UWOe2xkd(#*uIKG;;Pd7^N?y<%2*m? zLqZan#eum!K$;}P=D;?X{&ePxJNfJkUg6wQd0ywCJ2jCRPkzJtc`7OBH%PFD=z^^T zPt*$&**-|6*VEfO^!!@dZ}^S;hV1%Dzk#lR&YEN}dEoa?2AnxSg|=v3WS;X?nlUhR zF`LZ0!I%%QX}997ga4QA%kDu^BZ#3ye=It7c>=Nli4YmIEf0G-$-JS8n+PA7733fC zzWqrG6L~Co%qDcZ>ZXZ;T1~~UuW&q0XUcB6B2j7pp~;2zQ1^b3KviyAx3`= zbhbAP@CJ?-nUkZZ=#Dx8J32O2RV(MB^B4VtEWRr0lF{De=x2rn>;{FNLTuoM{JgsK z6m|3LB^+U+{B7NkNl>^4T`)xfICt22Nq#H8+99`5=KdUnOw z4KS^q-5z)!Qs|VC^RDXI{0xQeaEWut?o+nVmuUBf-XOORb+(#&-V1 zEnnTfa<@xr8`?BD)52@+K4t|-fB5KISbki3va7s^9sJOcS4_}+___9D&;uaEKDw6M zy1^b1)g1kCZtyXS7+XS(+qM%8x>k2N5Trpe?66ta!)=;xcoz2#W=(x(1U;pp#~5Pu zWb@BkU{^q=qKF+cy_nA-0#Rstx?Pz+vn$Pso+3_EXO{aAkP%3*D{vbYq?;`p2JEHw zCr6igT>#FuW78*P+9o;%SH5Q_zqBeAL-%(p%}oxnUq1FOir@@?`R@5|PH{%<_=<_< zo^fqy0o){VhYbcp?}LnrP5g>4mW%3_VoemqF}d~A~V<4)I1eLO3;0}B~JmFwd=Mjpw=GN${HPdv zmmNa5%W4)HC-;3vtw#4HS2$I2Yyiv%u*ZH~4t#I&kEvq6!?Z9un;iZ6#Zh-P(r-14 z=3!?5@v$Z&LbjH3HRy`fm0FAOR5xl*te`7zR3DHbi?Mle45#P$Jv!4=#{!Zmv?Dh= zwjFCqtA8>SjLN8OcR(5>ks|YGlOQAd^mBAOuMu+s>DGMEvrnOQ8tJ$C0$`7vn(vf1s|Ry{#45dwr)5tgs4y&s z2Xo+o9gZLykYF>n=xZ;ZXms_b@y$22(GH)NP~Tyuppvn5>u<0-U~@Q|FYj$K!Ks4% zh$)g|?4qP^TafSt*tJA`&*xG55;@cZWG`mrxW3K)R3uq!WSEam58(^mvP{%xmD%XM}=kyeZ|BEDyhW#K2y3&1@(3r{b_CaROB?iNl9 zCy~D( z-FgSc9VNvc$k2Tly4GfCH75#kJ~Bl|uI){`0)ywfX7}nZ;9o#qAL3G;U3M~(U5g{Q zpdHJf-wrRLDH4NftyjI70lNZrS5NLfaaCyKPmK-l%5F7(f1+K%gecN=#enXh-i!== zMY5~qiEA^sTb`X;Qbv!vHAB5AIq0VH2$=Q%<6wb^cFZ!DaiVgNaE$B;G-ZD;G=`0)lIHV&-~ag znY(OH?{s}(M_Ol$+572pWj}0DH6I&RW--;I?oms1BI`Mz#iGni>eI*e=Rq-$0J|il zte;i);%p^5p{K?`%t-mQ6w_-OyX6KFEV~tB6PRvz)?2r7b0xc+MHBlua&)U#BNl>= zF2x1{xjbFJ$z>gI6qp$R*f}V2Cg|uqY^eulO$vN9m4gGN)gG7)GmA0;q>OSh3l9qd{-^;uOXR|jR(a#=m=8^yHpaZzumO96s%VqI zJII?A84(5R#K^FFc?EV3<=MGvuD`#jX!Ll|u4nF!aXH#!bGDDm`Si%g0`x7T?tTV~%GQ z_X<JeS7MPLMMz5KHda>48*8hz(>dICb#xWO**z2xti;!y)*`x27E+41-gPjh-|>Y-nkc@%(xY2=RqZF1s-o{ zS77S3vf}tb8U^AyQFh%2`3Cwk!nV16%3|9wt@X8*sQ$1H^FC-!-g?CfdjiJTBxUNl zLmcLIn(8y7k9QR%rXanMV3+v~x0pO%>%bxKQaGR3G=0x8XPVxuA*#P@QT;&B6-3y( zSCa4S)nEn2b7(vwgb*n%cB*CU5)17KCZTPR; zUYEAV*?Ws7Drg$CfM}3pkOuXpquMvAe zM!>^YJj zFM9j9O!0EL=i{*y1O( z+VW&-Zu;vo(%D;WGSt?1=n|8mzJvdB2~%PY`M+O)^&v&r1GO9KvhvKDf65}m`ke0c zYCWwK$Mj@Q`@H`F3WTKCFm6}xlp%TFx#+QIAG`2fHPdN<&~EY-uN6&ET^57H-;zfLAwGI%k@9f(;ajL9(GMvd9NZ*Kj0^3P{$J^QzMVk77107 zm)X#2G>qC>fIXKNTt2M!W<)*vX`lraxkUN{PaHV{lRoy*<>LiYR8~LrCHDq*80RXX znejkk##t3zI>R0{?7>cT`L^>RNkQC4EimMVa!6fU8W4RDxkHU$tOWEMB-l%&jjg7+ z4jA{-aO%m=TemM6K^sn8My?>MPre9xmt{O;T!C?fxv76$4%-M+dXutKDpwt%Y-dh1BT83J@6(wUr7}~__eV|J0*Wp80^}~Ah3eD6 zqDIbKn8NvVc5d?gg=EfwLQuAfI3;;=`fE_8gWl#dZ?3TNHRsT@(){URa`bSc+Q*=y zOR(3X>YHR4f3o@xYi%&BY6Srohl7BiVm@*#A>A2XSNDA$a2Tc^Ir}U7FxXZqp$Pfx zN{LlM-N6+08$hc_FlfsE`ITG-X$%j0sa%qNK()`|FO{G=&>G_M(>>Zg1HHU5?9k14 z@!A^emp%%P!(2Zxe&3>y?lgzFoM_JI4mO8C;um2fw}TU!Rm-hD!^A&}h`*;-^xq)y zOR*WHbZ3mQs$5&oKDtUT!^CZ{(;Mm-sx}e-`If*qkobkzJK4%=58Bj>$zb1s=IXbT zqhAe)KLa{CdNIYNvu(+a{Yn^><2Q2j1y4`Gx)?m{S@d6Ot#cjdiTD|!bL}D z;U-gmxbBm35EL;Bu}L`0<0o}r{m70b{nuA-jdRR>(q||_!B7N}AI=TSc^^}pyDX&iRxR+55g$01Y%?bDhplJ(6SlW zhA}2Sv(1>XuxgWTtqpdlFXmMN*;jjzNYicg$2^VCOQRci|aH8D?eUudZR@P^qJjRSAWSp0203#yE39q-xHZtap4{-S)rwfHRR~c1GMrr z{=QZ5^ROu=EqYsToodCIyijQ8>x}$RF^^Uv4EW zJ5?J$xN+dlG>!j2gg)8u)4!=L_v9>xBS6Lr$X|r~;j_0Xk>%x8dZi0|cTM#lL@VhV zkjM6sV;k7IG66Qy-?-s|TjlOA?3YTV7hYNyRQmN7n$J8)e#38{nhasOkIgcs^>EFt zN`20>0xitHO^*KZk{}OsbQw0kRg9_so%+B6nAw&Rv#t5@-56Ae<;##eDay={{n5{k z0t>M{iPrCnIadXW6!_R|0`YE_Yj-pp;+6#SB0f6_ta!9ZyIVwc{;_S&fT<2PN>~|` zmb<^|HTw=Uzxjw9eLzAR*m_49_HGyRi=W-?OiS4jerpD+B^y`)lsdB32k(nX+%o}K z2d^duJEfb|TF}u2*sSIo(!{$ray!s8g<+cK<|*FoK=vxZ4$QpPl|KHF{(>9X?>N2b zXze6w4cVF~{l>aKW`o2p5hC|I)e#0a7T+s}DLoVCJhku|p%H(paSk>vQoi$&%fJdX zyNsrAE*6A-aGp*D^Q*}fI*dph4ogmC$TW<>{`23u&#hofU*WvQTJSN_kTw=FpFCOv zRbOH0tq^-C$9zlk+HmvF+)(X#zSZ5@cT`qnX2VhX^Za$N-+*1)k@x+P{NyW_Q_or7 z?$ePoqiFSTW-Hvdz|B039dnI=m1$vj;*`PSk9R)+>VW|c?Y@!AA2}fp5U0&9Q%|V^|;Fpw40b0kV^GM zy_v+yj-VnAygZ!_VcQql>XCCGyhMp7uGM^#rs^3G)J28?Aw@<`9aIC&M?avs`<} zuZi;zYisvg8f|i&<~^Bu!wA!Hu(hB93Gx-<54J2)Kl_PXBeBDbY1@CHvFNQMSI8*u z@(lzb6k>Ct72J2(;I+k`)6>oV$NG{ajKqW=mkAP%)i%IUN+~#{6^xDd>>3sA{)8wTEY7P}$r^87`#git| zoaRWP^yB_0eFl=g5W7gLjQx>aGQEYJywK_;N6FDG-cN?HFiNrGHLnA`t}0Iz!j8U_ z_<5aMCn`aTgTF;;&w`T?U%4EH(f-qB^qkv3129Y?(%)~IQ4CTX5q6!^cwv5X;5i@_ z-Boh*{B=jVfsT$o_M}c#@+|JPz$)YWh{rKC42I=dGVBylTK46K-@Ha{o|WN$_L0vb zYNEb{h~Mb&gFivy7h}5|ec7;&JYESq)TFtbVDeU34zq#{PxG)5;^s@0RzKAD*(oBe z&iRZ;UH#`dU|}44dRMovlwYGVn z2qQm#rb1tup9QrV$0`vpk;LhSC4ZpIJG?F-7d@*gn6X79M}R2^b6^ZRZ4 zKLAB+BJAP5V5^xWXO6z+-XY=UlyL1eG~^&N-RJhec`WD(LTu&_>G?+ayW7p|cv+#H zapioS&r@2q;zF!osBYvb%}dZ~ZBU90el+*FczT-MceXd8g$_(@FwH&48gz8A1R2qz z-qQ58satd<3(-S+#Tdn@OjVo16bGB`J}F||#<#Q5xh>L~D)&uZ?P!IyMdS&%yDfD9 z$OTEU*Y>(@tGDeL8^sRX+-1#=ik3Bnb*AB|n2`hPKV%z0Pk;cMeok&sT6q6iIuI4Z z5MEv>e=7uOzYv`@a*0WNzn(zORA%S!z?EiiK{1?&hYWX5n&21v!M&2}HlNQMIQs&v zCd(vTkFzGi;5=gNkz7ONvuyjOzuC%9%UXt$qpOzJ?uY3Oc1OiLbA#!MZMCdP59*i% zv(zWt%^bE}j4wrQN0{$SEO@l0{M&Cs?M;TxGajnwIJ@I1!LjbP1HSllpgp%EiPv25 zYD_-JYf8k(L&egs5!JzWe_~vJy1dpYU^z8#+eLnZNLSSedb~u~r2X;MLCMpKpK}8@ zt61ycZ-Z%p+h+0`W=>u82k1A*uz!QRz~Ga3douS5^-ey$%pOtm7d|oMdehCmAVU^m z4|xX*BjcM>GGIQ4iQL}SJckWPi?QQoxzf{jU-J{#(Z7(8;l%^Xy&$Rc1;~tf$D2xD z?QG<9b!qXk8nmS1QLwT$NMS?vA|Bz`_Nr;z;DM|EYNE7^CT#S9iibFTa`1~yeJ z!7ewbGi0Yc!#F@Nn$ou=n$xy1=~vKW#pfg2tNu>M16!}WV|UM0de63Xis-z6w%dxC ztUp+qZ~$}#9(JK5=E9QN10jX%6kXwbV|?xG^(nMbEnRYj@Saou-KyPcl|hJ2ix+%5 zt~~3v_b}JPG$F0ZBQK58eR}PD!o10#qf4+i zdwTUqd*E*$2aA4~3c36BXjtGTz%DYxt1B-U9R`BgK9ZxmebRv)osUgJ8@w~jFEjBN zOxL?GK~JvHIgr8#u=lB!Ei+teYFEyV_-XkT!w>Ly@GX1I(OX59V8=Z1@*!jU?E?~$ zFo55w*(>j8PTp#c!pGi%CRLUx-k4ouQ?=53Bcm_E-3cC`qoeQfl!rE}%#Oz7gL0I4 zBrLeJ|2HjAFGz}wZZCNMEW-0O$H6GHi*8KW^z7HAj{;|v+?eGNIBWg1|FG6ulh`a( z5Tm0B3b=a14hpavadP{XlOK9{vxV<2Q=j#{pVpSPhBt_){@u$_wIKaLUt(Cm(@%Rk z4(M;%6V)$!B+&vLUBE})U1jj7W!mPb&oD2~u+*EbvFrkhhT%kSD`^Fj3&_#qEp7n!u4B*Fc=efPd1fPUMn#wS{lA8ePXZ~97@L1e zXi>(F;fkw$S^4Rx>+TK#mdH0vFzN)Y^rN38a)x@kS= z(G_6BkEBB)7nL0^WFK9nC+>L3_X-U}JB!?4Ys&mAkopL*%lcaGp+TcIrf_}d!$xO^ zSX-LkQ}$GVGkZY;X3%&tF?O(^}E5wDQwpb!eLlZHXfN`b+RJ&=o{{Wbf~?va;6h zOEU`&L#l&s-tFvl`6*42n8f8=_Kqx#AL0g}tnqF>AGt)XHRXd#S_7~p%|!p*dmcXt zlD-uC?Ui48RS+`c2RqSKI4^omp))z5iG!;x|hjG5L| zuO>(DSx{Feqjylw~JP!wI@oiy{~uyNa|u4GN!@YH7wWt5O8wB zpB!CpMU*S(=rU}jPwG9nJY5jWj+$vzT4uUlt@jkR+(U}aZQwTaQf^#1>$#=ARocYS z|8}lN3CPj&u^EJpx0E{#cB*E3NtNF7o{76(7ttU{%wnNpPct8ox0GQ+2n(h@t-srp z%k`Fl`(OF(Tu%kVFx|M_0Uov>@-swi`!{5K(j2|jVhJ{h zXpD7Ov7j8d&QeYk$5Q_-G&SRXWMbQ_K z#}Q&%tF$q%ra^t5Jzy-gQk#7nqkWya8G8)5!_BncVJnf)Jx=hZv^wK+oP9zHXSWTi z!?JK%eV?hbO@3Kp2l@>X8S==DTD0V4`t}-bvGeUVr^}Xc)L9S4dv*>vVWF{tR=p?o z;8U3-xt}7V1{OImu1Ds^E7zR7b=QNP<*HlcyYDTCVn+_N0RR7|h9!r81sz?24WCuM z2=g;fxeW_7nbu;ut8YE%&EjECb^EzAY_VU?0qiTBRoCv@K6p*5E%YK+_)}|^3rPAx z?8MwZ*1be4n`NfeO#t^x!m({S*`P*vUoelN?~;M_<=q=D$Q_^;5p3>Kc(2^0Y5)xZaRh zLB`D&g`hhKu{$eL`4pp9B^;6=0&l2USQy&apLPck`47Fr&-Vh|LCQn6b!84^G zk1E2R*DZ7R`#QF{fE`7s^p?bSFbzISYcw*XoTKWLp&+gao&dSg7`)vy_b~Zre zLR~_{|KP%Y7zefxdsmzOsxLiLqqyXX^SsvGpMWjk{KlQz#zuIJ|t?|$$CPRG( z|0g73*kUFJxCMg@Sc*MG=Mqz=oGNH!r|}ByJjwDt@)xuMB9qCCF*q|96ix^w$a!Re z=g6ro#UZdFN^fGn?+yfY0ZE^aUH{STXZmX&lL}Us^ps%U>VHUS_l~prnEsE_#`tx!FUxK7B!QQQ?KQ$?T zTmz7Ykf{^C9*_;g-$}6jd%+~$b(t)e9ox`!o~bK;+*BmhNWIm%GBzWO{AuO+Wu}}m z1MOuhBSJqBbdv#R<8dg@u=-_F^Q7L^5)zhE1({-8#GTCMKOu-5^*L_`?fF#{5h8r=T=PNsxRp|v?d7uBV6KxRP zk4S%|sv~TgTZTRRlzHH7MpI5+C1`kp3FoJrbb~F1;b8+w%;nW9zE-8NrB73w1tbga zXK0!SQXDDvu7hCyNV`DG9QM&wdUkuR4eR%cRz_oBJneNR%>fldq+(?2GGru)mf4l^(vO_g_3pC4{-sSlru3opBYq{?-*uGV zPLKhMv3Xz&8we%q%53K^u>%c)%T`)`W)SjBFR z(xT-tMEbe@Uygys<|Npo9tIw-r%T=yumgRC^8`m9)!E-}n(jWDI`in%-ABU@{HF~2 zClUUb?Nif0!k1t_02{U~D%!d8pv?`JXFe{&y<7x`haRRj)tOl{7o~qV$b4l6$mW~W zQd^ZES>QQHf6Lx+Ia*_L-ff84urE(765UvD)q&QLW@u+URZ+0jA2RGBrmIO=Y5emg z+)Dn(vi%386$5B4=pXU|7~Lr!22vrO1o;70Z*rUd3xd`_OId9zw2%|hnvHVjv) zoG;S*a{+FW%Od!YNRcP}l9Z<$?r-Ky_^I?pjUCwX zY87qD=?eJ=FAw!U57K-IHVRMbQoqZnBoG#Hb|%TL#jX?jAnEh5k>h3kT&G7a=I&T= z9;6Ce-k}dofhLkGtnio>1bVsz*e=sGrLq3-?~UwaSEVn8^9L6?vB!hZd=$>uB3mvrr`O_%{8=QCqstXf7OrGApMbGch8TX>9O|tn-)&7 z^VqlH9lV`>rSLp49God%FP#Vd1fdkU|DUw(ad_3}1}>BIsiW6&Z27cjz=~YK|4dLj z&=o}3;lJy?NA|gQ?{VYLIXu^lQtH~F6k^4FmX2%>@})fN98Aljs?fG3o88uRm!&WM zav;lL2rY!}MSjEE4mGfL9Ur@frQFdFS-vWRTZZ$5fSywX8w}>HL21Egsje6AiDigIr-$;PKNiFN$4DiLvD;Hl){aukge3{@xY!G(aaa zT6$+(w*Zg{hn#JSD@*BEiv03!jKUl>GQB( zF6E@O_=(mWbfm&r@9do^n@ecZbvudqHYBA0H|SxbAEf*>DjQ!8B3Pw&X1-wdG;3N2 z+MZk?DnQ)>6a(?GF(?*NpM;QR4hn)y747b?z0#=-Esk4G?oeturWSMup$yrMU7tF= zD81K<+fqu}UoN6*$n6;U_KAajWveM z1s}5N>ewv}t0qgf#e1?ZQCyc3122b=FhWOnN!$J z2`oV*lh@bbP0qitTW&{*&DbeIc03k#E#-S2#KT_SLqzH){xR_x7`zGC;O7r$iBf!JtOa$n~5@5&u z2Jf7zFV}JkKPo-NMU&AdBB)E0s)z>tez2e%bO#=`@~d-t^s3KG;QIY8i6bIorco##TpMi_yhD5@Wsf8tb!>&&V_mcS2H#csc-J=1skbG z-}R&GYo_*&E90V4I%H(*iWO0PP&E<%lCC=ULE;x+kB`Kkylx#(@{#RFX(>FT^wCkJ zFbtUpy8&kWxNPf++Jh`G0TqU5L_B}WkYTwXmm@`|JeCG5DBt#qEp?UNd+lS%om+*_ zcOTxd0p$6m*nzXl+P&%ikw4YXO)gBj?Qow;2*NBfG}=DoB1rjp*wejoe)f_N|7&2s zUNk05ChZ+`!S|g;gIZ5}kxRG7t>drPM>KL>&xwkAOF~xA(q0D9xBQukuTh{@5q-#c zmwrRzu!Y~>aV_Ba^lMHw*Qvgf!E)TWybHDyRwzX#V>uoX6FO>tej+FRJ-B+#>Z%gz z6vvmkrTc=ruq`AsraB z-d-Ca4D5p+?tHJh-lML99dptg{w8wt@rrsFD~lK#>gJc`v|{6%bN4{2ZJGK=sNQE- zguurpEj*sFV@RD7FhUqg>^9Er<7AN6lwdR1W**pKKUK_$5ERaFm6eqTd(m{>gqZE! zGjo(6*CWCvl*#;%mg|(2QppMNyH;dtFKN`G)i)WS@JP!OHlW|Y$IjGa7MhIt-`{22 zabKgQr_x6cpmi*!5KXGvyB)UVR*Fq~8Gpe3lBXSqVuo;4gh^_anCZ}d1GD07M)N^O z*aM6WRni?-(=#OC8_az!BpNif-;FAe1_`mL2DD1XemZVo#|eM3pJ!LZw!2FUe;8({ zj>9%ofut|tA?NBY^WWDuXH>$ZpG=N!U1Iz%Os~~a4>rA$S6WuyL*m ze>xXOE>8OqN?mZ+msmmR{Wr@%cMxDB1!5d7Hc3~N)crZDCUBPXjajO0e|77taDKDY z+h)lsDo&DFbpAf1aFE6dxX&01u7o|h>G!tYKokiKf9i-4xE}2AH_QmI7w711nVt~( zF_R;G?Gwj#yl*&7dx4$F6>=BuI;0Ukw}8bGz7)Iq6Q3jaTGYRsg>j&gR;(mPk4ji@ z3-o%4v5Cu->ZYjV0ouUVi{biNIc01d$ZjRr@ED8Kc#FSsRov)dz^al{qtd8dt^i`U z%EwVBG^*38-D2+rFPr4}K6ZIMOmhYh>7Q&9DF)dsddx33R}GWNYPg>N$!h!V{YKIz zEX>Ijqz-ZUpeZ$UCS(hF-Lfp*FYNlmZ%Z#--}@q%_WYI-^$Cg5xvNp1Ry_|ox=N`R z8TQ0{jumYq%=%^}Po5tqfm;W>)66ii-Q%X0Q-)A1(UmFfR)kwc} z<3%13Ofqp?lK(XtR`)zegkRh6cs9s&im`)cdGhia%ceWrz<>SG^yR@8RF8JW#>90#QBS=g^}^x-)nU%P}H?qc_~i(U19sNOb^zo7N{yCKX3 zu=&y~E(h!7m;N;7-ccIQQ!`{Qz5Nfq}E4l&98?CME< zgU68=$gEVSm&S}+b)x7qMoG_qU48c>drp=bzA@D+S64q6;R!y*>cHD?iQE2W*M8h( ziz`aadUfxayJK9A_Sl^5<8nUz@*g8$rj&ae{kt7VgJjqkNmpN!@;BR?xEhqzbDlbV zH+AN3OU)bea<}z*x_oeHEcTN#htPC@@aOP$3OOP)Tps!Hw5u5Ps zg2PW$=;W3CggG={q(}Zjmm|VApeslO$f&nWV_w<)Wn3J=>R&A(mbdd%hKP zvr%IV+=zlT|AM{J(IDu+O8d$;TwCz|{<%}98B}jNko<+E<8}LKuE6!CtSdDW^Xa4_)3mTEP4#pcLz-|X?*<0^;^!hA2o_3c>uPK_!#IDDw;~1P zbEMccM0vvN;4>>ZD~%M+vM{la<83OCU@Os_XV*@)1&LpbP5h<~&v9QlAe&u`plQxa za`b6+hyPvl()z1~>@6+Q9GaHee@W!PIL@rk&C3`?s|4L7y5Ih6z+sK>xi?@{aIyWp z)+y70b(gDQWt7oG_CYUSBx_F2eQsGN7fO(YZ$74_#yUTM{oK;Jzcb0vkM<8xgN`o3 zChc|kdUJ2kD-KsXt$4+NCKGgr{|$0DVr+E0`su;!xL@wD%jQz6h4qi090_Yjd#afE zochNDmV?C4Lw|02NdMPoTT{h>j^;D_fn3ZCOhL|*FGL;@3?8^I)#CYiwjI;-XFpN>{EU1((9tE>Z0*wV$wA86 z3->^(&oo>{mCpWmjU(52vVt8cGAE1r+riHdt$>VZJ&DR!o9P__8Lb$bhA3&v7Ps8s zYL3s;{@Y{Sof*GT_R=sRPvFa_9FW%+3z4g9%5O12vm3v2Yg3&&RW0&JZxtnzlyK+Y zg@Uc>4>pm5R>dS8&jw)Fu#^~W;KlqUAfpvyW3)3(N^;#zft)_J_7ZQI)%nPrF1Vkzwxepm?r1EMP$ABiem`M&f$TT&BXg zxOU-b@lG1Ae;1-kNe10+rtKblK6PyQolShR!Y4{hA77 z$ujI(gI2Pe)z)=!m8?P!&61f``wG`du(g^ZY$9O`{l*Iet~Yao<~OB1idsg}G{}@l z|B#miIO2jmChH>Zvs`3t52GQvN{&9cFbuZaNQwp4-Q{+CFj z)npf+!ojq~tM*kKJJ5HR=?z-tz9p;!?FmREVRKgZHD5t?%jY4#z~-MzlJ$G5VJJfb zqB+`+#VbKa7h&@_yQU=FT0fi(k*5}^m=y%Yr`ucxJz65{gx+GQ`eA{9YZM&w?~ajNQu(9ul*`@%T?+PsQEXQ*)FwOa=q7U0~#v0n#8D zcFJz(@v`xt=TCdk$E`0-4O%*oRw(a9?qE5rYzyc&NU-Na3bw~7L!3&vp)Bmig?8kc?}c4& z(%h*Qxk6)hGAxS}V?W69$dUHNxrez0iKKM9)uB}eG>qE~5{-slo)W4tb&BWNnf9#!7NyW*N z8;XkVf%+B<#lx@}N$Ww1BgCee*$^9&xV`r0>VJfX*R2fN^D85|zuq~f1at){w%NwN z>ya=q#-4)@etD;1mO9jw#&g18^U7>zodqe75SxwBFVNJKt~r~qq5bva<7JOFN8^5K+HBrL`rt27phDban2c$oI?EPuR zrqNS2MwYT~Ky&wMqWZtCem57SKRhXNuic{eQ^S@)Wvtb`WceiTeanv?=V+zFC~}3M zfE#x-zLV>BSRgSTa;~MWwz_t@2Z#AsrT5mVwDeOyDuH=NVgh6Mx*a2*iq3h2ux z{l3`;-Pv2uez{b7yYHQs1ghH6_NOsqyh}b9!ARJp*z*V*lHnQVHg$E|BQ&=_;82GARi>d&KQ#>%4Z~h;gB@a zp5NX?{4vL)rhFlDT>{xoY2h5(}@q-TAae;@o7G2D!D>o^aB{bq|g8vFSg-o z|H8My-`K&A!nuP^z9eJ4kb}?mX0HFdwr5CO-wD(=fJp%oZa>-xvH~G??O(a$nUS4mB|C^v>D|kD=>5=? zR`NMQG{`2y^$|#eB-nFZ=7yz4-7MH+vD8g2ndIo6&MC(<(r-10z}_7teHiVw@p=W< z1ugq?_um}`&|J`0a)Yj;n$~H;=vHrl?f?Cfr|;u?HgVNwDBt$Q{+Sfm=Ne)Fz3hH* z)BJ)~gCLOs@;GmN?`27$u|MrXNm}C1TP&vigT5q=J3Ap^Dd-9k?7IK)M+d66-RIPO zRC>IjZ>?^c(yDK^_M-%yy*_?=-4CeUY(7Twg+>lifB>XFyepG^y^@gQbO#a zdBGKh*_5lm0Q4F;`ewzDQy{5Jv6EoeM(co-g@N$YC3@a9-O-w8t@U6>j9j(SJ$bR~xOjG`{QBzV#i_SGDSo4bYmbTW zcb@+I@7ii^yvb^kViU*&KMV>nKF>jn(O#-A+drBPYJqZuv}e&?RnIqgofl}m2A%=wK7d!Ehz17c+uO(Wr~-} zJs+3VI{zU<8%Q+C)9qk*H|dC!jp3C-*EFqnWc_n9c{LkG2)%yDp)fj)Hj#eV>HLL{b|tA(TlY%=L52L zbU6r{4Ph474bVx50v(-)?e~@C*%9~manQB2HXW1FUW`f3107u;Kn@p@F0bAd@US46 zMI29iZJFx+^p-3bBo%!zxHP)KqPSVa^_9ZogB*H28BD`vGlQiCzc}{;iC-c@-Z~>6 zR+Hb&sh;gDX`1s3Ir^uK4+Ws33$W92-7HBLX$)|zg#iNpVSfpRZ4hFEnT-P%f3J_L zXL-p}f@AmAd{{8bh88IJ66qiF88`Ngsv83?<|lrKrCVO)+5IbO;5Lo|%-;Xhe#C(qTnt1i-TVSf?5k?x!RZ-IeZB4HI6q}UBn^+BVdm7X8j zs!w}#w~(X9zn>3t`(kVmt!r>;@XWeAn94IXwX&2||AJ^+Re9_f*`ld@ge(qN)?rqR z^{m&j0;#+ZJ0H}25IAK+D3_(*IWmyHSSN@!JjXO5em$!XYoJRd$S@K^>u(?Y9smdL z7m%a>8B~y_ah0uFs~8)#um8v<^S%OHA*y5Z zH36s|D8|Mu#CzTpZoZbo_K_;RpP1wj;J7JFg@giR-UDULT;7i4DwxCHMUEc#=Y1u}aM5d-^6Jq;cg7ut z9eoth9Q&q^E+CJOUKOz@Sl2M}Ky3gA{JwIBV%+XpT9DJ9NPp4p0nPu9wkwayar^$} zSu%5Fo|36|eqZw}bEbsI5Xr0zCCWTY=8$=cNC+V^%M>CSM5bg)%1|o(&bfWx?z^9J z&htC}oYuPcUF+VpK5OrN_TJAv`|N>B`YO@2j~UULk7Zx2=94}y`0d_#E$6Gb=(s*2 zV9MPVj&RToGl_|BRpkr)4B~P*TG5?Cwst#|>5*%o)cp-V>N#JsS1@M<{6>LVfj#w$ z@@bCfXMYmjaca6&|aR`0WRcZN_D{YSG(>CS1PbIb`J5k06`r>@#Vo^U;={ zS&>=HbqQAG(O9pK4cK;1?$u0$+&+HHTxrTcoN;CyW8Y}=PnhdFDF)F@*6JoIw}m-O|b%Pj(8a}U=^ zy9LcQ(jx8I-0#n)vZTKUNx#z0?;rT2FM29-M%_K?#g8S0nykl&`bhdKXSP1Z<@j}4 z!6SOC?_`Wo=012Li5Q-&J-2GPH?z?OzucZ)>zBjDgUVX4^1HhyzdXKq;O^R%PScvc zD`EBS{-}siGm>I1&ON;CZv$3dyaD3ja-Ty@_;^qXj+d=H$A51;>#fuZv;%idt{h*6 zRmX4unSq&AmYT~93<|-u7%^$~NA~_rhCHx7z_?*Cd*#(%#=ft3)Rne7%Cd3>_lruwf}Xmb&Yl!J%BFD@2!<+Prj0^v;$vh_Xme zLQ;R=c{G0{q%;`|`$7eK$qY|d@3SB7O0OwtQ-_3QoGHe7IyXa}-l64Q2d;QWA^IUA zvH#H@=@q2YJjQ+u@|ogzgY}F!46!h_;_8=NA1jTu;Gn@g^F#WW(FxGeM_RPY@^9Z_ z8gp-?0cp}I@AbvGj6frL`?}xgh`^ZroR@XnRkoqN17}iP^lj04J{|5q@X&ZeatD#{8|+;BK^CM9o1FPwXNBi<`XO_CPFb z9O}o{nywce?1%pR)#lZC!Uz5Nmc7$rcv)7YmW4E^lfH0gu3AUo4F<^-21K>`2=~pQ zLXs&bhdk-!YdK_i-8r^(`wg#qqL#@i977x|iY@Vi%X|%@hw?{URAp|P^Afrs);A2# zLK@VxH{WehE!qZFOuR$yN{lE73hV66HpwuHRf^PPx zTrP-}r^2htYaTc`go_28=oLN_{%#C;_%uzL?8!X;xzxBRtj{lgkuI5B(8s9z(jW-b z0f-JD>^HY=IHHAQg%8X9<5e12e%66T%4M%vTD9O_%HXIU{toUx`MzA%DCV)W>equy zZ&boZ+RPewJhm~ss-T$+hfaU)^64O}8~qfLewzZl7js>54Z=6)g^xb-evPE?lzGX; zQ`q``*fNw$bA(6D_RhaELvL>Xz%_voZ_N8UFPU$tjah99UJH>py#)9$aBl~2ZA%82a)XxLy8-(`{ zuTO26HQ|v|{6pHT+p)YDs|&Ow^7n1egxBZt_riPP^q-#i2A?461xHLfeZSpi*0Y2P zox+aWb&DBoK=u^$q9+%my3ekk{&N3e;4}RVzr3HTXSg%h5B)+O$ZW%5zE)_J=#6=) z&d%GenE&Bx#@&hR_oscKbgoa9@Xgo}!+y+K8+#2Vt60UdxJTkq`}xbbNLPt={237^ z0uBWJw{orMfpNAEEGPA? zBFzk5kN$jXZ6nsL`~}jRQ3Vr<8l9%>SJxo;dYIZi(DsaF8jKg5eJ;<+3LAHwb+^J{ zenab$7mOUp`b?GRk8beJ2{RJL#Y=Cv$GVmsy|6Wlg|_Grwtt_ulgoHDqL=<<1bM^` z{dfbiz_NhXi1fpW*DV@G2i*TzCV(F;RWN5bCIss3w}qBc$MBHaq~4k*NGoh{0a|?;c}fy(bY%h zrBllI+onq!n|gIw^0Nxdb>hajmJ3((=M%o@4ruq$PBXt=eZr?VEfDFuHtws$MY=|` z)rRih9PgC;0|=ja!A(J=SFkIP#HBY1wde=MO|cW)vWT@3Qx1MVez7BC>IiOxwj3MM zjZ63{(S_DA?L5XhIc4*C`#vb%sZeokUB3H?=qcmLmv*=_yls%nxo$WNTt;tJDA7lcX z>+j^7a;gk#$X3j7T5r`(`1R?&}PK-=X!dX7xzw`HoNbwMcI& zdfP|y#hIdYKXvHbw|lmHf#2Fli>Z^M=IbI@>4o)3`nQ{OsmLXLz361VWy`kn-fYj} zlRh2|>bYS_aiiyvy{CwN!W}hYM#|D#m*Kb8-_Tp_^DuUP0ah6auGpUv@`rD`pH_6i z;3LJ*iV4%-N<-x>#k=>te}TCl8_yq^IQ(V-E)7zMj@klz`(7BPlkDbU<(L1R&FWtB z4wwCEMAw`?I`^R8`!yaQIg7@Xb&rhSey=3!rh+4fL)S*|<)>7lpU~}J4|X)Kz}cXP zi|?LVzP-$)IKm&}Vj>&dt8g|4DnCnc@IzL5YONVuq$@;Ek%%bY_j~ZgbiULYUP*hT zk=Hmbo!9FGr*~|p-f>Ny>NR7J@1^6u^#goWi|a1Fx$W)4tQCKpXR&l1f3p@wM)A$9 z(Tk4vt=E0oRr#AHwZYcpBp7I4d{gBzFc#h&517NTg ze8*ieqwNvTVM)@g?BFtovj0Z06lXY6oZPY_k8(+0s}tN@77!b{F22X_o1j0A5xxGm#EuJnKSdwp(|J5w)BMKi{A|8#E?lh^oDa-!tlP|WKT#?bdGmFZ z4bd#c!3AqQuIatFoTfqaLzZQ;=41TBB$LmbebR^aTzSZomCo;rPNCXJe*+f_YMtOy zu$kS)u|cEXAiIVNkG3u?-ooY%>n$D6lc@N(!ecJ;)rnrFZj*JoPn6YPzHkjMQ7@Bw zfv-Q#AbN03ur}e`&rdg{SH(5Ys#|=zT!>ZeYlp-ivZrD&SKXIZ^piwJ<@U4ghDbIS zGwZ(2AllE)9(jvPbqu1@;t@YD{z&+l`~>6(S&vy;5$SC%^jX10x?Z&JS#k1QTKo~t zNAy0(=PX(lc8kyFh$el)r2bo1$4hr!+}?4ec*k=-tUBNBNcx-RKe@preT_lz6nFQD z$vIj*XIC74gKp(!eT+-`Dy`t5M}DVU*9|`W0lG_PpDJE+e9l#5m71oYaCuRyT6{f; zO3|5FbFYitI`;YrV@_7Uh8IAt`MswKm-H3l2at@*K7B|U_4o{QJu}Zo!-{&M5DOa~ zz1eAGK{mZ9dVgrfujda=27Q$1kD1xeJ*}4yW9d&i(x20|J43jvS0#E`y5Ier-u(i< zLl#*2vjqv?FQacT7wI~^;2QT5B~NH(+H$_XygRie{sz9({KCV1WByPxCw@QKsD@^um$tOb9m9x2*~-1Cm+BmEpw7@M($ z-g8M^A$+}8zcVileSYz|`KIV2yRUG`wniT*d$|?98$GdXsc#e9zk@t1x>l|B@y)$( zg5@L|qPxkn0@fpquUN7y=tTQ@`@Q4t)XYqWPSV+DRpYwT&gC*^-Bm|CR92n%$#o1m zrQj!AzpIDFd)lTz4RSU+^KRwO-A=3vI^JB9p5y(R>lic|!7PNn&&@ef;x@G3NQ=*F zn+Am^GRO6~ARjbva>wgjhO84kh{5-A&X+FpU#D|jvlb!JgTnkf@{umOYR$%L_OJQ3 zSMhzc+91-ejp-52MY=}x94i*$wPnX=PkJO-qOeB#q}d^f53YD^fHw^V2ZPuQ70@K11J!b52`YP^eA z)6E50!_WPZ^qqZc_ccmidN+a1tAh2${;~T<{qQ?axE#$lMESC%g_;>Dmws*m=N5!Dc{`+Ur_oS>cS^=jZSc=?DsOf>47ZHA$PcFq0p(me06pP z(fdH{>qpeOm7MyfLtW3|b-UZvbuQMq7)njm>~XSw*fZAm7S|l<2Ons|t10b=?b`S|fc=L|T+> zs{J!eyLDSq& z2yT?Hje!By;xoQOsqN^9|$A?Y&`uIJxT4t>vULxLZiw~c^Xhko8 zNzJbIN7pZvPhSckXW4g?!*4D}qZK_9G{ey9VHQeq{aEHR>x~}U<@=E zj}GBkbis~Xaf3#53>x70$YbW!=hFBs=tR?mD(R(Ju}@uO3!nXN4db!}omz16!M63# zHy)P6Mxp&To1Yt8id9^Kmm+md|4@vJ1%>Em^$6cx?{gjBNNu4*;H=t*Y*-$tBGRPD z9^d$COO&Gb<@#j|c#yj}Me0A0uTdq}EnZ!AWh3z(B?YUUcS_|&L49%FH zbKP^;!*Z2QovZ9xq_XRHYo}nnTeGsh*7~v)-cM}$&dlnaOVfAJg-vW=3}V6TWFIr5 zFO{`ojp!Yh?r)S+E<|TZo#~QSfhp&Im1j9qyhq(*$ol+cx>gaZ# zZ$e{W+3{UO`mIJsKk+3Zw1Uf=_4eV{v%cQ?0P=FIIYT(5cx2ALI4;f6i+)RT-}pOc z^NsUT&Dl`8bm6HZ3$X45dc?znv$oCnco042$^Q4Jgg-qtO3MeVLxNh*A8W-*i(W-4 zRQqz-{D(1VRt4N`1UJIkhb=h$Bl?;26q?2SIo);+t0@h?VqbQ>aFxpj6rx8a#oP=} ziwu0jX9M^>CM&J>7$fP@NECP;(KnjphrLR?nDvD(w}R{T&Yr$`&Pche&s2&2bY*C| zp72_h!x#JDwS=A4#=PMoT`785iDkUGVgK6?eC|FG+3JB#6^9yQW~sgaTNVBCsQ+{7 z;VB1c$ZWP_;6GUdS$PO0V!*9nUB2;VYSFuHthdI+Hg}hFVX_K-8lp(2&E&)lT)~=3 z^g?6%jO2AIRzHRsA8E02{>_48ma(2K=3`gizWgvQ&DV*Z_~EOu9kRNlJD9Ikw8y5v z?uMwSiNZw)jv~^a*6Rt9Cyi46_K71^<2@_=c5l zn2DrcXxY+uF6rw;m-$Cnd1Xx*%^Bt6J;v=~Zk^|ozEW_V-Xqo1C%JnvKwk)|U8>=e z-af^Jm2>NfSn$ep{fCPMwdjeuzOTpe8`xTG?O#3{5Iu-Lb>>h-_fv2AR)yjHY!h>e z{4kO(4ShhUEPBdWX!{w5LYJq*uP^J4jwesF@N+!KbxBl-e*Lxex|sWUc{%v{t9Q%Z z6%g0xS4mciWD-&w_v)4T3bl2@2cz!Dick9c8D0}vc?R5*Y_;)0C1cDiy{UkhStYs? z+`jtTx*x5HE`|HqKP#N6!x$!wGbQPd%sX*89=+(W->?6ufQF58CBv$g=a$SF*J%|i z^286Q9mizWHL@VJUT_GaKVUWyAH(JiA;v8JEj#k!jhQUhiNpV`fps)S4&>EHA^7z% z^lbcv4@VN91B$e88*J60OFS!Mj^od)=gG~DE>y|_aG@H}-{6e5`|C$f%mI4DY%j$N zKq`FrzK4r+mFPY-z4K+=bG@X9fOT)g+Yp`=*mH}^|0qP)ip7-oIOji9(y8F=Gybvj ztrjf*QwI5;kIn83;rf7S^`cdOM*lxo&U}3ht7N*dSFyxR>h|o zGJy&cTm9j(UbVI07xxu?N@V5U;2cSg_eCannit_BU8@k?Hun^MvUiQO=@oBy2PnG?doQvh|5zmU3OV9H1 z%`CvudOQ;0oyFw*_&BiOv3m zU4QxolJ0Ew;kxc@A2qXP4-c=}72K&jm*uLh1%I_xRQa-Vsw3yfFnnX|>T$Lrm-eef zzfh#UPSJ<7|07A3_%wD@c}-bWob@z{U*)>FPvRR^s1QBC=h69%trPlwfGWh&{tQI= z)TWn8b7_uB^a!ZX&;M+D*b?qNW5&tO$Z+?Wl}zBer5HqS6L62p_%Qk)aZ6eHB-FLV zaMmrQJhIzCU+nvENnb7cu4p;-LfjkoWT^Zs#lfTgv|R)8+v{XKzEX5~=Y%H8fwO%* zKuHqweWeO=Id^(@Kh5QGl%kVV8J@|xO)iJRM|2cs&RE^fz7{jg!~=Hyvp!Db;z2E1 z`AaBzowt6Q3S+fMi*n8_TBm(2z^cY@KnDC|(9h+31}yr^JHb6*;N|rnq1$veTQ)QI zQXn(QJPI8{*af967Yl099Y!%(4SqCV93?%5t6{}HSJ=!-_H;xn^mopx#-~XN!50>N z+T+1v-Vh_94kb)*+>pU6m&bKIf%869Anz zzf$yInH48IT0i-kcv|w(a$5Db-OAR?*&2_L_`j(aI2)}%HsdMUj{Qb&NmN{t4Doa} z+oG+#`r~F+&bB!^g%O#pt8$%!@GvOgyyN+w8Be93gesnWqfYE9!@7edqf z9uz9U*LNHL4I$4x-b*zp$1bpieGu~^gI~UiTsLoPG-RnJfz*}g!4(nd!-6&p{0km` znb9atI2TcS_BK*38xLvJf~!-_cUjD9=f^qR4bSdeHgQ`|F4A=h!Ch-5`VE^Ecsm(> zhgnf*L1edPc6VY-mg8^hZp8)%~S^Q^`k+WdxNG=>c{e+l_;b5rTu_2jD`GQL z6Yoh+Iw!FTl`so$tTTIYvLM*;+n@ck`A7Mm(x_*)%e;1jOR#!!Mj+SIC%f2OF4v<` z3eJ35D%yLtN&G1ddURHrEe zoALE2Yea7~41S(5@m!-c7&T^iD~?8&96j8p-)!)EotD zO0!@cSCNBGbTekeR{!97kG@NE-p6g-y#tk5oe4Ny5`L;@WiH_xL>D>e4{xb6EQNEi zSVbiK*tur*T>f4sdM=>5i|_tZIoVQwfBWU|OQG(}9?Szs{1<|!g>yYt8$_1~gr=wU z{v9#}7D+N6s~02Mb9{C-=29J<=w@pD#Cx+|xp2;)wn3_+KGxfxE85YEez6EhsN~)< zTDtAT>~r+ZDa*WAX{suSg(h=d?6_FaiC*EXA8ut|*+IHb&&Bm2uq___5rG}?V}eRHo0tOBbZ$Ox+6wBQ?wrnMFvH~XbzgeUdn z+!cijWv+}|JCVzNHG09Muh{u=c+0fkd{yxZM0&~9W%y>1YD5pvwsop}IV&O)CQ4X$ zMN1SW5AL!43YXogM7Qmh7@qQ8`#$4|B*{NF)?;>`53G(5JYekbAw^j(yVZ(rN^sYy z+I)FRG*8c)HsYjvNLiNMK13Si)xFVp<1t9H%OG1QI?~sNe;nJcU$QiIn0j+x`ns;H z{_oc46siUsFJRTXb*-AL*itW&Ac&@JR0@nX1ZqX2c$-e$B~4xD-bvdaT>1Xt#KG zrNntU`z(H*cI>o@^-z5rNx%5W9U3m_8${oBgIiTP{rmYH7&)+RySO~^{e~W$xFUXq z=%7dMp8g^#q9$j=kCTLT!c#wSX^z4m*j`JluaX+)B#k+5uRnWYc}hGh#e+vr#Qc5K z&!{=F1@VGwQ}uy!n?Lz;7rK3x)ndYDjCcKRBwYHz0?(nMo2V0yxeQNh%$X#KLt1m- zSCRY$;8M!Lr&e@{m3!)yfx*8e1sRbRbw4-A@bqRqYT?3+KKG}laRodo(W^;AgW_iB zC*?x5iL@A2``q_=dgca#D@cEme(&KMnWPZ?!OHktJNVce&f9uJq(Grl`ehnbUmEEE z)mMwoQH|0JHhZh~%un*H`uG)PKY7Wccltl66hmXh1xSYLK zbTxMH-&4aTr9FV(SbxKT*(DQpmSnvM;prKVuN6PYm7dj$o_&z~U`M6t!&9Z{*`)&; zMCGv3vv!CBx1#s>dSDHrtAaCzXWvTkCYC7N3Lmp6Nz1yY+(*`1@xas7Mm>^s|Dvzz z!Bef)_dPxz3}3mqZGXD?lkVRdvGP>$*meH$2;ehfo#5wPoBM-zc}`AC2Um8M5syat z)5PgrA*1l6t`mHF4I04_o9*m-4PN@Er)>MpS<--KCOt28ldp_cCwktoee$~+ z<_@WR<#+g-TfawqB$w2c8o^^@Y%(iNy>>8@k90h1Wx8@S-@I~z=#;GQL_drB>F=Pf zJNwjZlHk3y4Rg1u3I)qf)rv3S3zkK1PVlSYc4$s~rZjHYb=+>q+i+&EJQwj$vHi52 zTy9e<+HgY$eGL3_QnGf**=Lej6|0|pSh=-OWWZ)WAO7UB0)yx+?0y+m@28yOoYIUp z3|rm|Y|ABmrRe-}@Q4X@%g5yc175A_KKa4IPhWblq+boOQ1nwz1s4k{h2Rq4(40-j z$48x!8o`!lk?k@IHMkpX7g2Li#1p%Sz~UyO=WuIOvtC1c^4YQIM$(vBK3DhUUWHee zNQ-j^rY(8k#jJzJpMr<$CN1YO0;TBi$2vVk`!Q+$j6J@Wj{DXR@Kr6YyO`OTb`06C zPWN;?7wHDkCHw(>+t$pykOn^mtS7Eti1dc43Lad_uMoYhtHi_%&s}FeLeiamj-JhN zJA96HY1x8Uh)Q^RhfDf;(J{oRd0A7ZWlF|RuoBF;q@?}v0-d=M%m&e}$9>NGzm-qi z=1ef-IjN~-H+pf2T`jtXKf`g0<@%RDfahm6eOyAM|5Y8k#YMV7bo18qkhr;;y^>r5 z%U-RJr}uXFHI&O+}NXQkBrzjl9ay~ude(%D8=WcNYX2R3qiCG78k~-cZ0<+pd zRuAtmX9B-Nf!Y1^4t(~i&+527zd;Ml1jE`C0*Lg^Ds*k(giA!^|q8p3@R+e*W zKl3l2(tkyy$2K>pxE#Gg^g6VRCmwTxqTfQP`y14LS#6i>Vg+WnD|DgaPkwKuG@A_G zf<({5w!Ry(IosnKpYZXFlB{oS9k|R^_%_UdOgBrL`B74{eKl#Ditk z^Z+ge67Dr^V_mX4=%x87v*AnEZf|^zRXXw$*}&Par4qT`gcPD56ITSh)mt{q05wNw z6T8pWHCt-gFlNG6M*e^Jhp%6`4nZk;BLAZ&bM8&K<1WeR*PoJk=kHb*R=D=>`lRur zlela_qf)k*K56o#QGFwuK4>2Bv{z)yp3(Q3KWK8NcQdP=$KF}>?R&pRvo}^w3nJVO zZW>hOfNN!CH*1Bp^?{+4lpZQ~)!C}b;+0QLa94G=F4T2Osi8U9*`y|h$lsq&t_h_OfS3Hp=`G+&y^r9ev2{fahsCcdn<f529+5$E)7T>EfqNOFs@{$LoDx!XRNH9 z)!xC#f;0vKkGi5a3r}zJY<`08x0}H6IQtAKo?Gg?D{Gr7?mFxDph5m8Oj?BpI1t>Z zYd@h;>%na#H(qBS<+mj3Bh^@s(ie~ctPW|^m&*VYqKmH|jolD_+#qQnVmW_2lf1uE zsWx2NqZIt<4UM0eX7_^F#k=%i@5|5cv-%G@p#Ui5+8oXcu;{7$6G~+7I^-^Gw>P`x zyVY^`i(;%sZ#8m5kuDCqjHe)5n4!}Nexy!rYdt)|>yPv{@Hai~=?`a?5f4EuOrN9X zybNdsC$8K-oyfIYCmD6=?2{IBJZe!G%acw-wy-8_l@+qCcX9)_RJW)Jt5z3bMIv7Egu(w_roPF>}?1Zeew2Q_D8 zeTYBdmHPoK@$@$YRrPoomdu>J_!}wEl@9wnxp+{BjzVL;#Le-%wM`mHM~+{Ty;5JC zb*abWs_sASZ_i}}8qw}_)ccb;ZYL$~l=Usc*`SjlovnGZ$_ zP=i=mL_B5AteE$7F8{9*JtsKe`MDh@-brg5ZhsAG{C)RgRwiXKVqr&9#Sbps*NA>L z^4oCYwxI3ojIl{l!dk#boB){1VBDlzg-(@^&)xL}V}Uj7Y{ex$=Bz7S3!dQzTy`lt8Z z6Pm(Z8+x~6fjejXO68NiK2M2;*I$;5|&6;q3Ten}lR_voMm&Sp{< z^tsKQd%ZGOz@`zsN!#AiRWW8XF(X?Ompjyn`2yJyN&oWZBj5NOj_Aq8CGL%L4E-cY z{jhZ376l4cPj5fwlD5CryWa}_%=cV*l(0*Cc$AQA@W669oCv>8}RJNP!H6BwV(?Ph*A{`f{ zR$lvYBVSRfXwowhetv&+ya@~xm~+nFqEA&J#R$$^zv#-&WUC>Y<9Be*~eQs z=Tdf+L2w(wqbVPD{2nez_Oqhmf3t&6znU38v(l&-d}f75#TgCec|Ci0P+B6;d)wfU zalcBjLQCu}l}~=p;&Yb@!5L2TCp|~a=>r$z+}u`wY~0_Kx9+gA3$aM~Z}pjfh)aW% zqARjjto-~+<9waZU1H^LI%Pet@(Y%}`zgyGxellKvV-N3;xr0ueuyi%uN6I4bkrs1 zP=|rU^3)gJ6<7PQ8rKgZ;n!X?dMlUS7(|E3ez~s~*L?c|CI?xm*&j&dTQ52Eii>oW z==v(Zd2Ztdj+aFEtj{bCEl0#P<=Z%_5#4#CKec$YUCS&!Yu$-RpAuT{0hiSEqF+)H zUv0h=G5r}I>1ENKq{`rpaa?X*DSAt@<-MVUTrLpx#oNcvx#($;fH z-yr%v9+MK|f2d6kd`)Bp3IT}pi4P8q<0D;k8I}FCV~w2d{di+~Ct;RR;VP0f$KCU1 zI!R+3kh)ihzK2_fXWNf-=e!9vMLO@-sMbxc@JuPXQ{6UF=`}W0l6rFXX}x21%gi+9 z>{dKnrPl)6XIyrx7p?Re`mc+kYF&o`g1=$1ZuJyD=7bwO8c7i~VGx({tM!5d{N(eA zzH`p~=CfNoOs?cLa|dDHoiPmjX*3{7|XUF+4<;3}*cu2_TC z>AXhrX^=s1DVx3B=*;?OC6i&CedY!>^>G}|DrLj7@rK=B(cQ>`Y%*DNGeSl~UHDp+ zWI&9wS!L(vm7Aus@@Y7;^Vs3$J}w(Dh_->$ORuVap2699SrU={({acfF49$^Q-P0k z_Pe7mN+#&Cf*$;0>rto7CZpa+BL|QjF^I0l-!FDDCvTL43A_5U6DGy{IRoPC1AfAy@fhGo6oP!KfWQnfQ&ET}|Rk63=Y*evIX zq;ksH=hEq|jdv7d1^#&D+?~Sec3doIMK@w*48GJg^>RG?ghg8HbZp`Oxxh--GnHM7 zS56D5oc5`p$)J*Q=oBVaUdTBvMsz9F3LEd5IUjFJS-3F&(&Q)Mtggn>D3G{4=Twl< z6G=Y<;36P;+>p(V4f6wovY{!k91(5-k6Be_g^_ZpBLb9bL_a}i_zgXp)A%cFMqrWN z5|JL36UDjzKq>eoH|Ftgmt6;cK)qq*d2q>Q#gDgg`J^s-EaW5qfx#_%rN)955SG-( zAcyl~^V*VJ4#yxmMU^^jP_Fej$-<0Ci|(P#iY_|K8V8(&to5CB<;`5uSBQR9@lA8- zr;kkqub|9~0}gpSqK6jeB3&iCTCL*DUmb04@##EXcvHXn@={!iqZ7R*Y{mAhJGq02 zbx+OOG(W6sz*3wSNcx8@t)?3qc*|a1~HfCd|J6FReI;LJ3e&6`^rUG#o`Un z$2K#h1?O}>(Vr@NkFaI?f5bllZ_tqzKZo3poS((y0k^-td9GZ^^}3=l2tEhfz$!1w zH~THkJZ#Hu;@sWWa>($yb8PGO8(#NBEt8NZ3Mo=<+db=ywjirWqIU?y)V`?AO8a56EAES?bVa>Wg3r;X|db{& z?3SKaKEsQNvrm29rsk{Lvhq`Xko51TZ{5ZveXT-pqow`1m>cz8zdH>+Sga@?KSY;l zJ;{=bbd~54uIA-?`?=NUOs(Pa-Y=hBlt$8J{fyvgY{?NxHs^my(weO62~O$X_!{SK zBwVWTz(FcSPfxToJlkE~GX-iqi*#(Pzn`>dYK$(Wq(fsBz1PX!d(%ay+kd3t|2zh;C+@{yp~k<@34l3+3$7yT{^zryH?yIlU1Jt3107;yMPs z=-Xjx(+e%K&U})xFlUHa?bufZSW*5FWCcyrMg|(KK-PQ($H(qh($lPJU*~H`DUF2h zH#PGvS7@&losmt=jk+~0gUHC5Pc9 z*j=r5n{DCDhdCVaG`#-W$EZG1PXwH(M)Z`njQumOHy!<%@0)uAk^Z<*pqJ4BNi`oh zQNeE#)}t?9y5*1ry}z^B@v;YBZGOjklW2o1px}|nqDBU!vWE<)1y=+-(zttHYWP#? zekLq?d8f@#*2_>JI)gFORqMS96e!?>{*kf()JJ$zZs^R^LD6RuVCgTjSbQI%z1H4T zzOmhUgW#pQ89S@AdA~h@PxW!pX`QDNs&Q$KR`hea`N=o7Ime`v@wyL=zR`ZtW|s0# zK`fN~Cn}4J1%q1f1=l>+F?dNI$DsrET%;>Sza{#{Jqxu;+ zl@rg>Cl>s=mZdmtQD*i}aou*Vz(Fng=8|kXVnjR7d(zD8?WDG!>@SyQRrF+|W0=@A z^&%G!O3|sc;5b7M-Q1hddq!GJt~lN^Hi$Xd32!fPp1I=(mk&~kUhu7d6YAdm-u4fY zA`LQ|@U{$>6{tlQG{h*J z*A4y{CcVh}jT<&3djxZXk`1!t*`KPraeWK4)`G*(5>IkYU5ZZSs|%=!NFN(9n6IE* zE&2}WesI9aK99b^O8_ec)CiH@`9pFrm(+z1Bk>z?eq&bI&*@yr&cVp%^nSDZH<#Nq zh#tjeJ@2fuVexmEbcnP#)iU(n+MlfGGY$EipON1^xumZWy{XXN|Ek@$W`FrYx6$}n z_xjydTrNi=TKeuD^S&2}{Umic?RMq9(4R451rLXj@|O#mHI+;J2GP@mY*NnHzqybB zZ@w(Mor=WYvz`s#Vs(v9@U79lfAaMP+p{F$=kjT8nIb zKQ&`wM(*t!P=i5Z3VXBRBpnu`am=vk=xF|ntby-kx|Tqb4J((bxgh?Vrmt=`8LMc(C7A*Due z$QID@anH-!Ip3*=Aq(FBw0bYD;6Y<8I@-U`A=GWvU#a-NJ#QF4vl{Ed5{0BcV)3w5 ze9{*^T4jYYZhB)c&emPLwe4s0KYSAi)uK1P2DJKGz1`?>RS*JsCaxg4G7d{0KGd-RQu;k#>^-f(9mtr+%uM#}m2 zte^ppXehru@e7yuRiZP7=0`Lmb_M40Ma<2S_+OkaQ-aIo2-lp5=8;}WH?k!m+wC74 zoh{l;XZ3zGK`fkhKQf7r1<@ZZzZ+Ap$DJjfiZXuXmR>c7#XRJPOD$Xezh^or<=~}JbXlAInLE8_Ptxn;#Y|F|Dn6J zhhx2OL((HH){g6Q=+i}3!sG#Bp~j(Gsm4#3tOkjGbn&yCb*RTQf`i7}A8rndGh+qK zcn-qN8pSFaS&%&imFS?kMA-Z{Bab|noN>_IgPEmJ{yAa9M#$^oXqzKYICp?<}1|VRk)zWsS7=EGrm>#GhT*T*K#s zM31!e?cXvir%fVX-fA2oefrei#rQ}UU2I~0E@#gB=rq3Y8Lw}%*jlqT7wKxz@9Y^3 zUj)v~z5@-H<@xd3%I47VUARcsh@N%r7gZ@M<^bpNp$Ule^m`}xW?kzyer{ z>noqG~$w=*z`|N+-BPFD4+QbM%j|&~76w{wcQ2 zC+Hi?;fJD-f8fl+1Gwy0A^H?z8Z?ZX`G~XK8Lg#htPove9#gBu)eD0qpIg=& zOC_ZHi*sjhUF-kLmJTvlrbawde*=byChjF%iY%f#>Ee3 zCHwL6^0^~_+~%@hrRd#lCGO?gw{(QBb{gD81)b=z4JG=;@BGtGvUk_nZ1eK-xta#7p0uIJ2%O?h z+~s0HBYI|%-^++oU9L-}wxKffZH=?x7T`DwV=H&%Rzr&$}{#?@6i_W+`dKmI$cWRPE`euE9#eN(9iq+v2fTX`=T2y~7 z=^I3U!z|U8Qc`xorD06n$7PY`uY2y~B3&VR`pT%w;kvuMKV^alf)&5jLsCDq&Je&w zx?1$mgHX%UXOFCwEWBiq-UE@ITykA0F48py!4(eHVX2k_uV(T|9S=LGSnVC(vJ$=M z_G!zgQY|h9Wb*lW7exBglXLQ4R-~y}@Uo&4ZKf;E2fI$2{{r3=Sx(X!ImzjTqxo|C z2GL`BMuoOp`rx7@P2z0!xyjw--)6C#B;K<=VOj6STz=jlI;m_MyHnTshGe*+vroH~ zJ4U?O zJR&u?@|t(^f8@d&Bg<*NM&|o4rOt4p^kwh5qGw~LlA<|DiQQXhkz~@)H+z{>91r*Mf!DWYO~6n<*Nu7+iPA zpfaikL|a-=hBiaqkP=h0N$56a^Q7Ja)5MUGyafww3dx{p^5RodG@KzDGokiV({KHM zXk`jRH1G{l3-Xe zZVL0NK-z%VwATNY5}Tq$BHFG@s4|33TZgI;4RER;!;k`qw%M)s?xY)5mIMvZrX(Gb zJyH<>ZpghIm=H3IZdmTsAsV1fulx6kVv2?fC_4^)-q1)J zRNmJAKr|q?ycrgzVA~L*wW@s12diV$T=ctO;ZHd*eO{W?6s;7&CL*0UF$dIPi z{M%J+iiRfxO>Ny1ih;c}!ghpzVKC_D#_aA-OsB4_Qh_ zb4L2YL^CMFGSU9GsLvD)EAI#2J^34Cpz z`nOia6b*m;3Oo5OGM)jn(JGA~8aM-8-sojhG`#AeX;wfxI;W2%Xn<2~-k>5=G+aMd z>dOX(Rc&r8Lz|k6QNJT?%Ncn62c1(}OBpm(UTL!_ZTJ)h9bdq>HJ5Gz(Ez79YvLAz z6H!gNjc;RAH+Tw>a%c+DQ)&=xb90`KqNA<1lA%pcqCG-#>u+;0fiAZ}O(7c45Jlcn zHdDFb8`hw^17_0E$~BWgQ<5<%9r$fm6_`h_BylbP6Gf$L7*$Thm;I zHeKFhkSV8HM4L?ktDbaQ=-vXN0orurO#$yfnl|G0B|2@TTS7E&3WmIrWK-IzA~dgW z--Arcu?zg~Z^6P_a%d{@JKr7ox0c1Py{B`!$QsfHI8~EpitinkK?j@BY3rtdXn<2i zUJ-yPr=78eDBglmIsb85ND0vZZTh@b!=`AR5Zd!Tj*M{prYxF<2rJ7Yx&3uc=t;NJ zl`0w9lq4GNtv%ef`3$;-^j1SOAUCCk@JPiFr$tvzY(YQM;u?qs5Y(M@NozosVhz2>$8;oO0 z8y-+r>hv{6JYH50(Ex2qGFOHpq)nZQgc~`95mJO48hKyCyC}bnS?x+^bddp)1{gJv z$<&VMNDohaF_ezht(6R#Inu<(m4?vt=_&Ys_F1OBYAsRRZbzY&6 zDW|wW?vTcNzfo>bL5jDNK_m0LICY_|a?C424+LHE= zG=N5V-C2sz)*h+>+IWqpx?o}Z4l-zZGK;4}rZD)?{$BJ$_#;6BhoH}!D`LtizUQuu z+GbAY^m0cT+LU=?sQ?<{bZqd#8^)Lh9;rtshz4lOE2c38!`r(16;YL-lh&#;1Otbl z(Gwr6>xj|yp?zl2(SFLIDe^W;n$m_7A(ovxyr!cCcafn@PX-}4Y;cTO6+%aw)Kvye zL0-Y1BeZIozYFMSjk?L8DaqvL4#a8e=x@*IXs_ka^yDev>tulA?*zK?`ge!40R>T# z=_p)8vHxu=hUXn+BZFoz5Fs?a$gE$p`6}HX)$bvLMkYV;E~BJ6(-+dg-phgI6*!q{ z8=l{>#cToN@$Ya?8Ok(d0KF2CmUi_(dHRV?>IKn&UFpehsWU_OU)MT(V9?@31LPiJUk=8N#aP+%i z;i$e44bWyFJxB+1rl&U^sY~ayem@yBHF>742rb^B-Dx^)ALP(9q+Q`NeX@T1E4ti{ z+CtiZhWxK6-c)36%lP6)W;{&X*)DfhBl>!cqwv5Xtk{WiK3&q43a_9kXNk92+i%n z$-{KCW`pI>$k^>Fl3UAwyZM79Y5`mLCWl7wiCfkxH?Di0PFb*>3}ye@I&7+KI61zw zep)N~iMkDeXy8OuYT|-b8PRsNdw*9tZ7u8}8qi&3UVDfsZOf3<4y7*~N~i6+1P#!p z&+E7{MZ+n^h#hMt($S6$g|q=QHCg7^M0+$k0aSQn9*iT(rWTPTGJG zGGMB_IgzGf>x~$7YIt%d9j)w088j`KZQqX2mc3lYc#DaUL(}Jtz%!-o9OAS=X+0y0 zx7bmJHU+7?HxX^8<{W-uG%V;q+Kqx}z_17-#gzz+(l)%Le@b)ZuvBCYZ#bf?YueoX z^fS0V8d3(#N=sg1jv=(>ZW|b(z1J8SGy{3deTL4U&z;aWblMDKWzdwQwmBi%LOXjj zrlb9kL(}H1dpFgO3Fs7h9@zB2c%pT{C*gz>qz#;?CU1C&DH_fm<>(_bjkG}{bsY!M zz$uVk9E1I6)4nPltl4-OF!Bs=sO5NVKsa67k|bb|PqK8NE($8ohBO{SM?2~aNdsuQ zymis0QVT{Wx~y_>3nQcO45m(iXh3QPQfvhgZFWKBchOI@i3>ynv}wswmBom*X`U}9 z&}sW3K?Ahu@`f~+a=I6xS#(aQKu0?~5z+?G^kl$W1aZ1P>=tOdHLCA|g<~c`Gzq6f zK!e|~IwoZvr=Mw~$uekq1yT5dGh0pWB{1qpKS|I4rwX#JuLY9Z=6zkY8avl>bG(q~eb7HpduvRSLDQ3I*|F#pniVTk zhpxTPC1~JG4P=U@A+q{3uP$H;>wg-ueLAEKpi#c_c&5#}#vSA6avM1VqJdM;YKcn> z4xn$`_hM9~R(FMHkT&vSS`pC}bb$3$cp*Upv{7Ef@SDQ6Ub}PXoNjf4v;j0q!siM? z%UsaifsQs{rVN^btb)cBLvxlp6rpQK*;x<`$W1}UNBxk#Es5Dvg^u<}4oy$`x4Gy{ z2aIXDfsVFuwhV3m+tO)jS$NB*qUab#D%EZdL<6TlslV-rIQ8z7nnd?+<=r6~kei;o zg5#?D=a)M9($6$nf(B^Qlj#B65%4X(j6Iz;Uk@4Dlw`>e?o2FQE0YnA51I?n0Bzd5 zzI4-5Xo%3RTLm%7e9C#spiyf0iy=;z#Fpzw=k%@w4V;3KjB0T7HqCX#89JKJJV+Zr z(~waw&VH7iq1{N=UOd^wvrXeeuh9KJNgmped z|DIM@2+@GtwB*-$9HOnl>~DT_P9r5~fKv^bAIBcaqhFc)OE~=2uU{lbTi(zLQ_Fga zz6)Kh&Zt5^)830^(3E6X5q@|oFm7ZJ9j!Qe++yn+`E-rZB5Jzkzk@?gugRk6{$0Ul z$|ou(H9{MTFNB`NBHgF1B@(g35Hyg}5aVk?LkHC)v*>f}9EKs3OplB8_~LeqEc z3$`Ht7YwRb%Ao1<_L`W|Rtg=dUu=`T^dtQyK?9s>$)Lsq$*te+;z4w@Q>!3t5RJTi z{6d_X*B?}ZehRZz%b+R9La^3|Hr1TB-RWqCH8N(qf3I#^CqRTCGtqg4jGTZKnXsb~6AfrUv6Wwl@hNUCxgYgw`+v`1D>6~iU$)G97 zS25hTy(VtIfzIi72^!E41DOEDZ`XD!oWQij|7;<|SB^IFlNF2Pw(Gzo44fM7sDRC%)%P0bYNKkfHV4W@rhzsR9cVjA2td01!Fn{EmL z8zF6wQSwL|A~d@z3P+>Zpean=B!@<3K=I8vtikLwI$F!kGH3?6@_wDz&4sSKX%aMW z3W~fLZKkL27AeTQV;59(xgFmkLz{xEelbUA4Lv&Kf3cw4W^9FMfHpN5g$zJ)i=Dma zD4n)ueh>|usez0_<|EqXlpMpT%t@7?0orur-NOO7-lH#-&*-!TZj+&nQjfk5*}`1E z>iG>%wTu>zeitm9wjH7Y+K9rOrbue{IxS}OhFb1`SU_qzG7F7wldqi{g9XDz;ub9Y zEI|X5QEuTM5t{yNW*l8=hx}z|Q;?5hw-H*Yg#Re}b^MwZ?8Ldxb^uE+)>qtL7ZcgxVGCR1J?1f-J+YICjn+pzTirB5CqkWY_(~!OmXWo7^s^LvP zgp>OqZGcgA-tcHsPl;{x;pl7m^L?P$ChwO)BU{dnBhsS0oo>)cYji*kj6xbh)6SaO zhmQ7I4oy$iZ4E+b8?Hnhrla{El%Y*arlau6jAV;(`7tUK+mJ&L4Jrun67Uf&;*@^w1G3#l5;rljmYy_ z#m02Ynh_#{rX%|Sx*&bq*SsL(JFht-gQg~56*eNdwHc^ANS9lt1P$n$K5s>esq5{H zX#4tTnGK!Okh5~Mkuk_GWD759K3hwt&HWri1GK5g!mVETOh?}NMYmH`C`1EiswZ#Y z^AV?iSHE0NNBbp*rX>St%<1r#y&10x=g&jhB%BgGXV^~bmzXz_F1MK%WYE;)y)*=& z)txn*MHw^$slE8U&dfqli7vNK5;SlMI&vlr{?zvxv~drew&P(kwCVF!)R}6p z0?~GC^`-B0?VWH5q5<0U_GN0mTm6;G$;=Ne#)wCkD-Z7T9LMvLUu>Q*T&UEhXYhiKpw z)Z~i?E^SYbj$@o@%^NakD)Ny6C)@w5i+hcpgedhdiE?NPa=KVNvV~)gZy0gNzMGIX zaHdM~-KjpJt=_u$+jPqsaZ3h`a;3+s;IC;0U!`9cs@;}BQ<3S0od_+t{Id~8G^Ovt(j8PYUlz=b;k$~LlmMK{x)cOV*2H_F2#4r+XY*4xt2%HEYh z(~&NuAfm0?nU;g-rtnA(O-Uv{zaqKS5A$WTB5%4ULz{x0AxKFrqou2x{e6fAl-EEO z5a0$(C)f2O=x7xm$e`&-qsOl?37+l2Dq>`@|Nbpl7%7LQAg>EJ3@Kyy%IHyA87V`X ziVULnAWrvMjjcrIw97*oG(DO1>5kBPEMp8f8Ee&W0TCIN6oXY5ORM2J}rqj&tpb{$v?Mt+NblLV!8^XAdf9G=UdDap}Ae-Lf$ z?9S|=``)TC5DnOZlFXN3A2RUmI~|?2cnKQNUKLrIgR}Qr!_R>wIRE*#EwM7RsY%*K zBdh<|uV+0vr$ggp&0K-vHr<$IcpXxntiJdW<)h9p2Vpdkt}<$w!)bVrIX>Jk2V3DE#; z8f&897+)yURZkcVH_;L_K%0&%INpkAOPE}q@de!WN`^MQmMD-^mobVhC8LNp1Z#0a`R=nzhL)|)^-gwpRI8lX*0HtbzN zw8gip$e8W%P=W?&BP)clBQJbl^ljs9p^i~#=y$=wRqr8f08L3c%SVW|hou|*F>(rz zv|AEH1DuknyuL_m&Q;9L(rv!v2N^ImnW(|fMLP`+(sA~g|t=qB!i|WPZXCR`M>NL zY@`i}EmjVVYzn|h?IP#P9io%w|5=7KE!m@MgV2usdA^p8=J-VhjndGG(=?4Lc@(6Z ze7&y_4H$xkjE}I%+hn}TuiS!%kRU+=hM*=N#_)S{V3U#E=(O!gk)h2%Mq9YpIQVsR zQM$0SX#2Y;U_{1 z-TwUn{YdNlf@t7K6=V$o_HG|7=jIpm!b5l`hei&w8;ZdG)VTYE&gkLakTl3BnU9)) z&~h48VKj)2$&f+Qk#(uB5!#KfMUK(44K*_%8WbC;Ab5CUV&uxTbhKA;XnOJ%(;cBX zCPvPuAL-sdGPLQ*)ND6|ws@d_eL8L9vgFXn8f`ofETXAnDE&+uXG1h_rb_arFb|pO zfhw8qbWYz$(7-8Z$rTsV5vM7ghQ6bl>7g7*8$dIVmGbowZB|Za>(kL({>q@K$R|7e z?BC61QUG0U&2k|ckeiw;Nx+L}^}R~or_1ew1PySiC8H3WLFzyDsu!KMzyby3s?mvt zWPEGhl=U*dunfB1@dahj)a04s2+98Fe}l3hTHQhr4RT6mw{YXx$bl)jM!8Acn;aUM z{=_$hRxa-^)5UhUFeD8eDP>E}8${aSiCrR$W(r9gQv{*`M#+fA2I+3ec6Rymcc9ej z7nK21lLJ#*qcb>rq7x(IlO%_xCr1(Exbjxq#U6CA9VrHB17g#V`k_H+XygO&9CW6Y*7T`r)LnR{ z2TRJ(rX}AzaQS%oMyWmNr{GcwqJdM;k@LkyA=>T?@7HWX>+Oq z(Ex3fOBmxg z9!k)_DJaS8XJdrsT;|nJx-D#|0cithDzda1=T$bR7Mn%akUvJ@`r*!hZH4;M&<{ckSWxtt%|0971q>(qye!RNCm(pN!8I;eh`A9PM{OV9wPN^)Kc{$ja= zYJ=$tvbrv$4WMaAxnbqCUSiMaa_n1A22DkNWbmAuCdaa`(>bkBUj|K)w|Uz15epBl z{oL)mo{siR4oyv-!gNGi@6P+*(oJD|14tXt5K8kqe#JWQC6rOIIk=$=+W*#sn{tZl zjSG!kHG|Hnc_WAh&QwdD0v^R5wEX96I;T%1Xn<1{xkhjpveW1tg}msrt!pep8)a9m zAEK?~y*i8#dY~ml1GMSLjOABkr}397Fbbs1n#iCj$zBg!6jGw`gm!ef-H}5xkb9ZR zBe^Y~IwO%TwJ-XG~G?hV9YKX)N?z^5hq!y#Ty>v4fGz0m@ zRu7@I7}>N7ozqA;wEr#JmfAwi6)WyAKBvuPXw&Acem6zK^Uta+y<3KUrh{5QG@x%< z^8F9zv@K^`&mU+2KY-<0LNsuuWK9UZH}Be>!pK5DmVg1$D9f=j5L(MIhs)CyWR0~9 zX$o@I`Z0v&wP+lp8lj&8q5;|rWGsl|hQ>){{~8YgimjAV4vlEptATJHIO!drXf8qjzX&0tv^Fox0zaq1~}D_r8Jg^wk6-4H_$oN z=^z@QO-+XPxUjlw{dFDaXlZh28uEF^32|!WyElQ(>2W=z4RT6$vSCwry1YXE#3yJ9 z(+v;}a7t#|aR#Z`kw^J&MG(xY6$AsMk^M1k5uY`8Su;-bvmBV3e2&2n;nQZ$DNH|u zpw^Hyz^9f>5U9`>#zuXCvDMV24Mc;ClEt6+L_J%coI*d*W^HBAG-L+p0pj#;*#l-q zGjv*L zG74Q~%MK6?9Dxr3lwu z#4X9~O_!TXCmA#inIFKfSdZMxw5Fpq=q!V#CcmXPk9RtJ+!#9AD>*a`S=@jJ7d82M zh;fbC-bIEs6&Y3zM%p`N)@oCXd3ckic_;g zW;Xgs*N`{~8qg3G*_naspxXwNctk&iE!`n)5RH6Gv_*2Wtr+P}ms@`uh$fL6F{Hi> zLTmmiTR}&w)I$bMOMaU1#iN|+SaCYqb2&66Im8lw{`y&2=GTuyXSuy6qz%Z8d=$$@ zrm&;@N=Bl0P%j7u#HJu48obx^vW@05{Yb0!hG>8^%7YzN-pjA{zNU*UN`eMx(~xBx z_-0z_<+?-0xUv>{5itHOSh%?lqz#}E^-Qf1*0PYdqEtUa%kl9a7iS!l9A;~8u_eaWD@}ZStaPSEgL99o07arV#izl-Nfy5w2p&h&{SkXyE)R3K8vjf)9or-f(A}OMGkDS zMW+zn_*)%1ZQ+AuXw#DVhPPbwy|FNjjyBg$4voC8O+fnQSFT|)-4--MAR6G5QkeP` z(bj2shCBUZnkk1yneAT|(blkdQ^uX>qP+}lT5`63Z$w*z`I+_Ua`PGr(V#7mUEDVj z+IyR7GmIJnKQV@35DmzUeDTNMt8txIEi;k^!LlS^fHbnj13yegX*cFm20h4`;WCsN zNYe28$;Hk4oay@E?jVOoUL{K+w8*jj7&DjKjF3U2>c9BpL%Km&wksVjMrPTMj^IW%%rp9j*m!k5=JF)9e;w8toj1{6d` zW(RP?@0|%-KGD&NjFv%Dkl{GCtLg(wJmJA*I$EHU3~dVXi!~N~ zu}*j?83j$_$3ZmUk2GXU0M0h-by$@DmIxh^)p!{+vI40NGKHHbew?DakgsxJIx+~s z-JGSb{lnzY;r!8HA25BSL1mInLt2Osy=x9L`A#DInPbRkpB2H^98P$N!smmmY1~^rd zgF^75X@zYG$LX{+n+(waZ8|bQ!t9f!X67`VC4*)l-?RPUe+TPi6w2_mI z@#LcTN_!avU>+b<+gJ`4=!Li_;fcG2er!Zu$3>xLe_6(uz?5oLNnE_pI1y6_uPJv7z z;X78JjT5dKNrPa~5-`9h8CTvwlz9)m_R@Hw5NzE%8Oq3UPj!*WFPisfG~I#N&X)nx zk&}jABhr@E9@yN721%>vC4)wS;qO)DoMlR*(BStfS^@@yrX%05<{>nTQ~g`g(R{rj zX%LO92f$L!)0qszd+ko&rcks`y=jdo=3uVv@q_W}GzY|gJrRbbK zmY_jS$!7rEmRKTb{!=>InnjQ{fJRv&KO3QqUF7+bj@Es#44RG%ps`sED_+#ehz8ZI z&=MIm@>7aS(GPTe5MliIL9j3h7(7y9RyFpzz2Cm=Nk38VrI0cJrXb&~aqIB(ek)cP zEgouHr)4r|8q$a3Au@&P^l&pW3ek!zmqDY5eMj+wpf$&k0 zj&$0>R>{ytsR8pxoL+W1GSY|!m3Pi+88ots9>1wqX*NCN|M+^xXvvbN?YnK;w#!v* z+qUg#+qP}no}PA}#dK&{=+b)@8cYSgr=<00{K(jQWodIJDbgH#_e`<7 z;9Xdoj=BvdBMqbpZy7f+v>N4}Gzl7t;g)2IM&oCnYYeUD%<^ev+C_~fG{&RSn8Do| z`DNOKsfso~KhLJpm}xJHC6`y;GSiR-0U|uE@XKh6Sm4$&*{3n5D>Nss#QI@qse8w? zc`fmrO5^t(RDM~#dGA58rPF38+Pr*|I>=~CIBT`df>e7Z(jeY^e0igTvd_amkCU~< zpM^B=f|Ku$rWupM7 zhR;*9x%sw|n!vv}d+@A0u?o*enq}D7FBUx$kaXA9#j>U07a$GB&Cfq$$kJnFN7&R6 z?$c;)K27Q1{@O3kB-zs53sDfwp#^qj|*FD(nn6D$8BjmEE?DF3K^hYdChd6>mW zgK=~5^b$&xcu{_7B-smpYc%1(RcewI<;3xh@`k*}64VCc=I8N7?V!`A+HRBD;9rU~ zuvF;wl*!O4R~&Ifw)BHa<2j793t6)Bij@@=R#5R-yU%-5-@-=Ik@&t4vF=PN4~}x3)Ce zhUC6AS*BgpXg+>$f636A&puu)7$F#LQ`Vz4j1cw>PRYDyw`{O^P^|g}gh7C~`Hup< za4|8xyQ6Gq?2QU7z;o{DW%V*!Ce{rair)$+Ei^FH!(B?dt%!pnzm>I(-=t`B@^<0$ z^S5F8*JQG`(wmWn+W51`ZOpj+{x&0ntS$N$q=6TFyrB|hT}-+#v$jkN(P$2SElEEL zuJ1WQ_q-TxgSRT$`0xB11M^+l8hUhrF3q=1fjRjp9$kn%d;h+q{G;&MLIWqbxHf7z zva4Uk%t4o;p?kKYHlXoZ-)Kf!hs3vS+EDe|p}>Tfv1nTvCx89Wt6?0r!aI=$@!{uZ z?Nm8c=|v%%P3jMgCOi;+&A4>p*&H?GXxp(%(dOh$8^#-L={|*YmVXrf+O5!h{8sY3 zq3!##thMaYoO_T4F6EB_wKOix{IkbaIojT8Fc1H|qSDLu$(lFY#{;f#kcaqem ztY)j4Yh)kv*o!cT4l(t8#fSnB2#XS7GXA{ zzcIJGj4wNe+Q3p5KaHaD{)CCX**wG6_&CzQ(g0sVJSIXuG+S;nvC^MVXl`EB72jy< za45trN5~V6=H<;$Mi?&)dGgVw)OYns)CS|`=bfV{ZTW2VLlb3f&HqIjjGLcdE6{;< z*x%z4$+XO;6q=W>A+)Wme0Qa-W5nqk{GHGWHZVl6w3(g5bR2Mc*2tTNQW7!F}G@6fFN{63; zF7bS_wuR?3ZTvi&@`a9Fer}US+T=XazzZIp`4Y`odM#eT39_XrE+7rY&C7pHsfTEd zal37574B*@2Y;N5p7Ds%{~w$7l}j!v+JtvVZy0S2V|pUXeeqgcQfPe3d)dsZR9VAx zmxDL!WrTqfoZL{VmOS?-^w%U+m! z9kqd_Zmun}(N?>CqD%5`bHf`*154e!4w?FU&s^K6gS>QDy18rV@%-g_dTXmzx5_wNE^OmAb@B(e2uY8;sE2s^BvFhDM8ffF!094?=XM1#; zmy8qM(O~=_B(@2VQn|YBkptwMg$7P=^6L}oP7(IcN1MvfsdrHu(1b_-=mqHInKsz8 z)~tC?p}F}cWSw!suEWRc2Az;9%>Vrj8l2=l(!dFhT%Fss|Nr+=qFaDiZ4363L-)Le z1$Mf5-c}DoTlA}$&7Jzx2dE5a-aPC(x4xnMEcAVZ?9o~e6`IfrdX|Z{<(p!R4~`mc z?vp)28jPBccLJj(#Nj8G*dx;}Yc!9OwFsfEK-Z5i9U3T%q?zn zojdj!Y6F^wA8t_-{`7k?t(PsW_#A0qsjy3>v-T&o7JZXxQC}!DA!GJ0qixsT7B-J% z9MNb#{%mM96CoGpy~rc~C=7gw+F;xQJbLFCZ6oIovDxz$dxbO@H$Tr-iEXs~-RHp> zIYNG0XrRr@%erVke*097wXzouzE-q(_&orfLElPKvAs;|_eP=ldFEDALz|Fj&O><< z;(M#mglkS(k;*r(*hJR$L8Ezi2GU7GTey3LO`Yk6cZ#+E|2C!F{jodw8w6J*+%~j% zk2LTp|6rq<#H)RuhL%g>LZ0nE1?J|-YmU*zTO`UQAw%qI^Xf zM6Qe1J4zIL1ftr34b6BW`dXJ(YVdHo$%)G9$Y`r(sLFXc)`z;!03`QeZ+gA4<%yk zPWg%2fX4GdsQ9GAm?&jsL#zKn7#Ql~*Zpe^ZTGL!VPsnD-wG|jdwbIsq{WVXe`MN8 zjppRXN7O85`Mo|iPd*I)gW6!&e0=LhwCWQ|x0kmdWx|AmSA~$q+uJ-fmj3x`xJ|KB z%&fm?cD`Ir-_p38O8=r81Xg zZG$5!+5-HjoxT)Gq&**59=H6FkcLj+moY?pysY3}nHDCpM&oD384S%GCcn*Z%n^;| z;=P%uqG;^94Kw6%8yN+)flq}C59$NGZSnh8@~=YCs7Qlx^YP3E`l0{Zbt`mv!>JH4 z8qz=;|G}b@)RFPKERqe~ufd$Wr3W<#**q}YT$$Dukasmrl6wESel3o)}1j zVH28n(LK?e+Usuxwc)URv(RAJ_=cB?ohEO-Y4er4H6}^}n2Vo-95l4LWA1o@(r`WM z7)zlE74-C0^BCV!n-jsTu~i!Dh@RZU?wKq*rpU4T$U*}r_;_C5ZsUYpEjQTY^{tGf zXmjv6U(Z-tEYeY%Jc*`p6`I$_PVuO7bNJcbFtVj7;~@)jbOh zBE-WlV`>>MH2QsLh^%dHd_`M;=WvuWwD$wA9+GJd6DTx4Kd;PTEG^i)noTl7+Js0$ zOZhc8CCNLFrx+zq`dbznctJQFAZ_nY`{TOaIkq zE}l_M?@ryDaU`Bh8<9fO#y_zrhvP?Yr%ifgk(3I}&kymko8Wyi{l`#wV*Rwxzza@Z zJ4HDh)vG&tdeQw$LDYg~N8Yu{3h;m2>0;X;eBzn~UcR zQM1%+O~c9LlkGiWpq`*EfXSJCooPRO(a8qLiw#gZAH z9*th2t?bjj8BrTVua75~&(z3G*1cHA!Lqgv*^vg?yxgbcg=jNs zwv%aDaws%E|D1edXx*~a>mz&Np@jxsaPWCb=?GCWMrtf;TbWbQ=H|^;>8SU0@x&wL zmAq*#q=7a+KX52vR?A1TUfHzY$(UQAx%e}E^y|EMd{>*?@FMr#dGTyV$z@;vJKTO?x5{>$>T;4d$^(xu|e52|xPI$jzOhVbx z20n%6;+Yq8)LSUZw3I=Yq7%~k6&n9l2x|<@vn};lS=vJt#*4A2ysqtukFVs|T^T@W z-~=B(-+E-`)!hjNX3Dgtc@>(29})PCrM3UwkVCdKWj>_AOz`tPO?%_grcWX-4>|$& zsrNOS@X`x?>JIFaDPho3bm_AEs13%ApSK?~PKY_Jp-p@=EPyaDl-C#JGIn-Ja%4a- zWftvBQ&54qctKoMcwQ>)d2eM)Xj5~&st{_!QR4?I)TZ;l`?Ge+ z@zJa>(qPyE{KhVU8Mi1sBWIGwEprit=HyrYISlR8h7UH)QeSB_7hft}X55CRIK3(u zZRpcYMNu1!n};WutT41Ob262dY3+(Bv;dDcs<}Q_qGqn37jPzIDvmVp0>4c3nqh03 z=A=!g;ByV;=7;w*6?PuDTrMaLhi!ccMVgBjJkjsfuZW$_$iwzmNu+@jTs%PNmfkx# z-g$XB%25hwFl@pr#`Ny+nCAD+$+Wi`&BZ5HRYPl0Gr3LIqAjHrZEhcXq=+W{yUFjv z$>Y|e4ANlS+18hsiQ2?VBB0hX=tp`cJ;^ZNwT(&78+>t^Xq1M2R7;O z(Ys`A8_Ox$eB2AQjHP{NrC%>cZe3wceY`Okiv*{?hLu7cXYQm=zGXewZ$_v3>N zf8-r>x2i}3OMU!9cec@%r(IKqE z7{5%UlZy$3PF9yE!t`3G48p_DYy2rQCw9HALxR%qr@3}*q(OK%`6SI_v|ZS@C55al zejTKNHsPu9pT?tUb}f%1Ptq$I&B-5A$!w;4)HGpjUi_O=SJCF=C6knokagqfaq_q| zsE0HdHwT~cGmWLsOT4t1q)F;4G#@`7r<2(cc`Ms=#=EG|gmHUrw9Scr?|yJO!kI9k z0ct~^vfnG}<&!a%+va7mN(~VP!{+9nl97x{NA$foOb(D}jgSV?oSa6vG&e_=cgwUh z8qLSEgKry4w|^W{Tc%BEtY~xaLp(|q+&OvkT{+xpHbEMUo0DhFRxsn1r9-%6vbMNQ zkp|=D=2vW6jJBV(_k?DGVSrq=&_Emiis@~n2W81~eF4>rAg zsy0U&Nb~Y-B{d6wo}lCy*$FXQC^R46f>4Tf-#o9L2WdEL$2A&1C);hL)t~8$9faXB zKBT20Ex@m?=|`c@mK9B9T7gyy&B2?fwKdva??_|QIqIuM^YH|Nb%s{*=OCM}n60f9 zZ2`W2rX5K7dN)Ha70?MC+bA?X<*yo8_Kknp)DCB9tH2!m7pAV63H`p#vPl|xXraL* z_3#BGrlIZ6^VQ~#enmUf1~eycN<(F0YljSMCePBg?KK)tQhRM&+VfAPgfcB>2ZiR~ zcQKU3aq-LglXCFBv(RA9`}mHAlC63^T327Dt?h`~fac{*jcF<@^0$j2(^_`YX#60g ztf7s|c(|)fOWRqY2@l>DF+PnS=V?9pN8y%*1`*=s_mWiOA0{MIAz9m^zZ7jwo>oR_ zj4>{>>LSzXbx~*me%4McmCmnu{avOd>Z;KE{O6CF`WI-C%O=J0yhd~IG{%g^3%$oL z>?+TNaotcGc)`VK2@S1Yt#a38TBYs^&B=cjd}f0*Il~g0$*t z(-&zFy>9+IIBj};|2l1UZ!!8I4aQBl38-m&`uuKQn{?x278+;^@b!%{!FrW>Z_`_P zOn=k{G%r6)jca@weqZ%}gB1>BMq%#{eEF(TDidr&CgE==$k(GgtS>@ zTBIQg&B1AhjkfY#KU4^M0k@V1Ei~`~zt9b5Tv{N?@7O^Y?(c^VMQH%@^4cBR^|pSr z`B2bMlvZ*W(!dG)J(UT@&go$nxq>j17G}5t^YhrH)P`skn%SIg{cWLvp+a~1@-*jv zeGGm73$+axf!dJ9Ev1JV_69DV3!a1^t;k4)=H!L2^!qosV$zKAxP>2uG;o50e|wNi z+jQ9cCP+hmTwHwz)&Zz z%;;~zZQq5>HcRDajppNxhN#)^gkBY=%i1=N)wJ;snbU@r{9zQEcR|{ZQ)mvZjSepc zr~h?I)|Pp^Li6(PX1X5Ud*$EI4H5>(0}Bm&%B4|xO!17n=F8HSPtc@sS`9O=?p*(5 zQ~cL>BGN#bn>*oyal*6-#lOhfGE71mgqw@^>WpJ7ja=*F3Ym6Sqq#Yaju@*4TH18} zoHH4VkT|Eu8flv9BM;v45ud_Kv$%ZzYjxcb7lh^CTG=}E7pP)`q z8m?}cW*`lux%iJl784+~SB<(P58HhU4Yc_@tV0tO+q`hksw!(+K2y===C{LZ3~lDH zz1?J5<5>zVzz8KApHo)5bIVwisd3MG|(2{cNElIY{a+5<7G=@E>UQHo>5I5mmB4YY~$188qLL8jRQKQDuzh*NjkQIIniCQj~f4X9rcmb{IHft?bdRs}-7y-}gr`+J<{G z+N|Tb)@U?->PA2F?;=EwDQkPK(cJuQhixz}jBb108Z zH=joq8fxRIpXrUZGa)rk%j33iv!cz%Q?00T{*qpO-pI6OTNIj$UtQC-@Dk+~u&E1B|z@skSXn|5SUk~XO5|oB( zWrOWVv)IX!e5j{!i{PX}AFPRH+~)pTwOjsWZn6t$Fm8U{3z||JmfqbsOZGy_-3l$h@BT6xOS3-A(oy!p zH46>A;Nu^r5ly@`{kf!-Oq;t0wE@lHWx1NPj_1wY$>#j1;onGuaTCf5C|#v@!Kb19 zcQAUB?p0_GemhJL=#I?z$tJV!l13A{g;TcXtByMk$?MU?e^48Yo1Ygb(e3brJvHab zv%cCsh34YPFF(wIn&&Juu++)(Rp`+8TkJg* zv(Uf`E}o6h)_CFFo|(yI+Sm}(1~eZpeV||G6Xo(< zl~>D>$B+hIaPi;zcShTSYe`?rw5Z1wnuE`Ui)P$nbe!H>w)B*R29^rXwA1lcuGoKv z4@L;?kVc+RwDFT!a>AZv4IaqSN}og+Nb~WIx>RYi_~fr!L1`Fn;r~S%IKjg&CaHIR z?^Sh&%MVV4bz zc189=oHIxRFL-&$B(=L(dA?Muprsff|5|9^1-=WReotL$y{{RBp-U&6MQH%@^K+G) zM%vEsmsZP$Ry~I_FjQD8pBmcM{LAjk+G3tZ8fX*pz~UH7`-WWWBGb-mG%r6`p}Xb{ z6PDZbS(ttSwSlD$o*hLEdLt!#9!s8Bl`kR8J~t-v(BdLWbrFVgK-ne#A+Mb zA)B1?Z_K|cjn7k`Su88=cpO)b-U-(fZ9=JO4x_DMsWX0A zTh;3d&BsrnsUOP2@3{-hw1hVlnsB2_HY@`Bb>|gpG|>o;@b!VJH0&Gs1w!AIGIMvEAIuB z#t&8!7~1%BTRX@r$oM;oHaAaKp@Q&fGnd=+jw*8(X)sG2e0N{kL|c>f|Jl^D#Js1_ z+pCq6=LV5yVm zSJHYk^kA&b@}w{O7-?Xso71Ql$J}o-LYwE~?_aDZ3N64FBuWIk-ug;&dECycG=3{a zMgFmi&Py$i+q9>s4aUvKf9aDLT42>wn;V%*&lH-A-|131!qVGwY|8bbJx3aN!O1fP za~oRYJZV?U<90@)x%e$?W@Bj!|I}>qxJ`b6+F;z={Cta^eZMrfVGdba`IksTOLG0zcALVeX^N9(V5x(b z(vwgBxxD9FP#cEZWeW{_%1`epk0W`Xwgcp0oB08y0nEp56Y2NwZi^O$Wm>(D8jU9* zEjGiJaA@|~!C^}k=KuZ%4Nm+=4n@fW0lonC&zc*~61vTJ$11V;_0e2T9M&B+_%l`$Tz z)8+Z)V6Y+Ws)YuY`uUwdm6zB2p6`uJoAV8|0nNcHlyVzw{uaw^?uQ$ES7?4-g5Rp)QReF?p?#>VSA#{ocsWZ^5oag z>}FHsvHA~c14Ets6P%9jw{Pw{MV_Y3!-R*&g@ESbzom46GWTZvxj`r3#7YxZp?P_V z$z((8dL%=6nRZj735{Xt;H_QC{Y7NjjBtuJ2iHako1L0$y(R~5mGDS|2yyU4FiQA- zwsp{FIYQz`P-w!7^leS_?%x+;v#q?M(E@w}O&99}7lqg)`pk}q+8{#w{3^V@p_MMy z+$I&QdL)JBx>WJ|AFXke*OqeS@#gC6{{=@&jF zuA!h=qiFN;*f2pa9mDuw3bDNV187jm^Z{Z-yKBuK5$9Q>P& zb|KMQHfkiNkY7=0{N$~^8Mmh;r`qhu=cZA#dH7WT?JUQwKWp*UUC4O)Jx*HkhX_ehB^8XiGkN z*f3dJ(+o(1=yh-!y>fW}zi3hA=*^f>p$Xm3QX1N4S2mxl?YT~4>C4nqKJfkeGYWGzU*#u4Cfu&VsQ2$a7&~4%7xSE5K)cHDhV!h&_hL zUTBsRY2XD9Ka(nIw8dL>Y_Y5@RW77~Hb1{2j%Bn>`LpA+tnGn?2HM;_;g}u=nZ5hm zc$qdoH);c#@C!&~Pvy3cwb>2U&Vw|t)WLsc=r?Qr`kVda6)Cwxp}F}j8znew^t}Hn zTYASr14{!u8Jd#8t|oc7SEkK&qBfwpxKFPdZJFApJ06S>{4lESLK=)4zj``mV2!Is zOcWe8ge7(>FrLUrWxD=IBd5xCUbn!&PCrl6{%%ICd+mNU*Ui&BC=F;X-XDQlf`!SN z&1TU0b3OTRd%4TJZjg$CMq@b)m$!et#&G6+Ly!}6gtfC+USCm#Lze3}8 z*B6YmyrnOP{w5&on*|1=#_QFoTg!$4VQlh)_ZC292;(Pj{fxB2mw(y39W$sP(s0!H zYDBNP9iHxbBKsg;A%zy;x6SnO?dMl7D$5(1&l=6i-vf$g#_g};lRpNRU5t+{g;5)f zo6t#gsj>7x&)+tUw0jgm8jM?j-%V~Xw4~?5*kq79ifS~TV@Y0!5=j1^?1fhNjCf^3x)b3;|fi&=f&}yBg z>Gsa6G6c2ZG`(-3fi`}2@zua0X1Hk6`)pZBlm;*dfB2SOElGanhRtt6t5OP0=)gm% zsdo-OZ6L4W*-I-lp)WV3E@$7-%n=L_9JV(W8aRP(pR*Z5%P(n?Ip_nNrK`#)(p)^F zm*)J)%%4xmwDx5cnv>rI&>LWVe?*8P4_lsc3eCkoi70me8q=hGaM;k&4;C5>n^3P# z2jn-09;_|XHk3zgK=bmCW(v3NW$M`E9k!`}GzeZd?=MZiSQ+YPx5<>xQBk3}c#9^g zOuYL(+5`Ep;jKn<^9Z32)0g?nG?2$_b0yRUHtyv1HR`hz^{uUcqesgO0B+i2@n z|L$wq(m6F0Z62PoGTYFeHW(H|rq!sa(1fGezl=}om)>Qw_Qt7&G_W+lS90oBU1sQ- z!LqhX78>}}%Y8~cb-SeNYIEr^u{LT0nu8y1{bRI!9X#1)zg4!5LJRPV1-j{s-Q#QV zpr!Z&7_qKG<2NYuo!cepXTQ9>?YF?d32uJpPZii+TiQ7LZQ7s3Zj3Y-H{sQ0+Bn>vx3haN zcySwYQloi!Nhh7%f4KFvwQT9|Ca4X@&CT=FDwud%(ehSOIo?V)RcL-*ut2AH-3JAl z$nh4V8PZ_fT>RFb5;XmivCL<^*WrCxroklxVFRQu9Rwlqvjg(lp`P(JD2IjwC{g#WhCz)~lFqKul;R6mmS zsT?5#TA??O^FfLbMWR-3ht_oIBu7Z0b_&hO+sVu^+AfWm z*FvU!*Jyt3h1SNWX~IPbBS*;g_NWaa#KZ6D$^wil{I&)A~ zn_CKZM}_9&zgc08rD1=b@Eyuy4~sb_Iw|iwxttl1Df!NK^#Nd8!vxo z;Rr@=_s&RzadYz=0@@6&b8fYX-aLOPGzae>9K(#;kH|$T%MtR@LIX>ky!QxY=WMzh zJGUIY8@njle7vb$X0wKrfBDU(h`4Q6q=7ac|8%}*w2kwu%_{peS2u;`;E#<^CdcEX zJEF_u_Fkh2Zw6O1v_F0F+aw=u@2+Tb^KqkF*cM%qHJ7#Z>Y>p5`~c&S8Mp1Pt0V}H zTdFYs_cv&8{+>auwW)Q_iSG2kK!-O=mdTfku({Q%@1dYZgJ*9=TPF?l5Y-#L?NCQiKJa;R+iIB1TirYNb zchW)wFL?Q$hN@v}$Gvb~);3|1qRq+AxBfGQsjn9{S}%WjeAQ?He%?TP=nh*K*fc}hI~}z_^t$-n0^QViYkc=|(5LtV*mH(L z<5?!uH?B*T5gX-6@0f`&7`6aE3dv+#y5#S~1%uLXA^&KhfuU}GWJ#&e4Zl>}A=5U_ zLTy0vy7E|;-cl4GonKy+UD|dw(!f$TcLG(}ExBFNCebz59EB#hlz!^-9{${0*7jbb z`S?o)6d+M|kM0~CHw=*Nb5R?N8$X*Rmj>oI-Ungm(oXXfn4AA9{BIq9Gc=7%%Qj!3 z`S>XfZOHG;+W1`#-p3XixYWV(Kk4C&!BL9ZG__l`K+)#rzcJxVfUG<*=$5Rl*+Qg& zHlb#Zo-B&l>G&==Kr$^-Xny`VNzJmF{Z3}{WYG%?4FW_+<)HG_I8Sr;m$fZltZCy3 ze$*oG?vg{#Wm=mh3eC-Tmee9P!QLtHWm?Xq3eC@}#fbLe$#a|P#P=#q$m2Jbw%t|4 zrjh0LWr{WrzgeKfkWAlt?UC=rdM!s9_|(B4YN=$jt(n@*CP~V@0%;JvZl1kN_4En* zm$A9_|6-w`Hhx6##zgPisHZx}KHaiX(dOW52;ENR-8v`qMK)aDdaP1tetrr~t7X~{2=m1$$PqBNj+_@-u;(bjW!!+t?Sae1q-4Qa3- z1$YTWX+zsyD!NUbL6q$Z&BH%+iy2Gfja(OBw)C)t29~;cHrOVkt;U&1HkT+Pb|~6} zUS71kW8`AiD z67;jMqGK1E#E_x8kp>asR1@~w)entG<_%z+KoR?%vzgcKtse`xC zNMpt=dZtb7WH0>lH);c#mtRg!HQG)W{wuaTvj*)&8jPEtXX0ix+8%GYI#ND}&i4<} zK%0*rGY&S|vbM>8Th{i=LIZ6=k90aZp44m0UfBz~_9@x|yfBUuY8IXeu}Nm^w_l_2 zZO8!=Z)KLhPbXVi_yE$tQU~wKnAeP3+elr`%CsLE&CQ!ql{K_`QI6Z(KJ7TDX!Gz0 zIcR9VC)d6hj9$FH{_7CZAVOT$vk*FOC^BF}y&wyJ6`Y3^me3-0rcriyNRlb?sC}}~ zzz05lL=e^dDs*l?I*Y7r(-B3Rlb>(pGPLRoitdzSx9d@b=Hl@|8>FGGi(TYd>I>0m zJmHFdO`F~i=_QZbHwz8M&C9R-GaGGNcXUfFkK49miZ&iv>ma~K%0wy7E$w&{Zq?dl)W(UjHZqE>ZJ(rd0SPNX~oVeG!OsCqT{l`>0GI0 zFGN0vG_;hD8?7PbFZE0yh8hF9QuP3vZar^kZfK9sKu=A)5Xg>ZDBem_!v}4pb zd1jTmpwI&R_m9r+muHV*)3!6(MWn&Fd3lv+Gc#@@=UlL9#B#kgZ>BUIr?4O`$pY7hp9*d)p?kF@L|C*#dbkumX_@I?7d7Id{3b{__(=^rA1mlv^gR#abKbN`977_ zqgB5vr*^y6th}t0DJp7lQqW9;J zHG|}MEBi>HIeGKcA4XfVsH<$QJt96v8bpYYQA+(FDn*ZNQ#*OWLIX=({FIT#?O4cL zo3HR;Pf#1sJbc$nZzJ4Ho$j&h(?U;?29^qM0Mcn$%=D3d$nh5LnMUI)5+#0@X_I=I z?9&hn4J>u=s|EU1NI7-msi38}^bUTmXyg4!>42cxKWCglL-By1*b4>5YR~9{ZTXD$ zHdO%;Un(p&FRi8i?YDbv|0NIF2@4Gd&CeG%dbHuegEJL^cH+W2?3JP|z!N#z8*P!Y zW}Pl;EBzX2pv}jto^G1(xV9l-8JQOTjY4zsjP#L4+l3phQ!;IzM)ULS5j9Cj{N`Zj z^Vu4y!ENIj^V{js%wzn1y`s&_eHwulka-lj4fa%xe2dp*eYe19kg8J?BzhIYKgi zMjCj*$9rJcGhSFRzIZR$r_VH+hu=-op-;vxqkG8O)_qa5Ir&daK4a;(PHk+;3_5*P zXnvl_LHWyte)k(7uOY5)NJF3U4_&GZ&z5+R&HG(%EHvDZ%eYqWnkXiS^7v18qXXSt>JsUaVmc+0wOPBEUmKK=bhw0xE%jyZS^` znbs++LKBMisH)}c?&m3kOwU*5ExYbN+0w@r8aP4tYNnZx=EsojL2Wn_Rz=mcvDBP?M%tGjn~TZu z(KH&uK$@2?NAxgW+_|$R%1+1>U7`8-0b^sMEy~dsrR8CJrqP6cvy{hJGR`iWJ{4WZAkwwRN;}7pTEc>)u9EIlMPR<5f7}CYQY;6@M;e5i z@b-9OLtEG;e-}A;^CwVfF5a^&nQ>``Ck<@whrd{85WFt_sSwX-E7$3wO>^$Q6Dr!= z{5R&gSu4w?DDX|Tv_~R^=Hwr2bW%3WQT?XuQ%7Q?fu(-FZD?UE{b%l&u(GyK78?4L z_n|v%Xa&9v4b8E{;N6r&(Z>4*EHT3tVdB=IL1_rvM0p}C zOoh?_7T`{xPs!<*;@Kn$HcO2(7&Z@2iKOmUn}?r1An!p^r9m2K^YF8V(#Fz-Nj5!{ ze_`%vG@(lqrIJo+l&8KNAWPGtHn7ymU-al^#_j3dr#6r5HB6__d^{11ww0OQ77NWE z#{fy1UZL@a2jZDw`_w4K5ZMVAEiiC`mtVlrEZuQ9kp@oSS6Eey4|Ys@T1ob3{7eeW%g>^E8rp)0o!-f`GaAk3VS9VJ`b&RfdQN%R zMrTHCFl<8Ibxq?0SB)h$b!Qc_C^SF6tRvc**CkrZ^D1sujm9rvqZv!D_21h?w)B!l zbMlTpbVdK~yt!v&FU-n@+8{szyypdd#Z;e_+a|TWT6Uy?7d$-4r@qlPWR=h6v@%f+ zq=7as&y%3Wx_O`fZIhUKUZeT>sY+hs)6t*5hTgB?kLkFas0}O?Zn3E6#r>FdZpdD! zoC|4SsqiXn9%E^&&E6U^EqZQ+=HUrQls@-*T$mYh^oCeyV5x^E^in^LRDQ-nDemqXqSRc-ITq1iRp$BQ; z1s`AEsD)I&4Lw8TaXV+Bffqb{D@d)ro1OA@mMxv;MQuQH^J4lK#tStkBt9wAYWWnJ zm)HD8F|?l#uiLET$^06P&jqSt+cP8Io}d@-r~ZzG243KkK8KOE_Ub~Lc0;oQiZmZ@ z*s{e)yYTpA%HT0CN~@O_X&{Xseo|?dzg%*g%KSw66qwY}$HYgvLf0C~9zAcNVSMm= z$$%NQh7*q4^c|U&AGHC^&z(TW1Mhkkofz~e{>IcQfHW93H_w!yy6b~$$~Km1@d_$5 zp?r!`h6cYq)?cQb)@Uw%8s#!xc;xB7UY_%#3ZXU_Hy1x1m~XUYPSbXEP#cC@`NBwp zapSjjbaGLy?FpO4G?9uZFfU&~5*tH*+)hzbQzs~@pnI{C|ESW(ml zv;bdt>4VMV&H5-fY#44Oiy;k%jc1S3V>xMRohl()8n!snK%0Zt*M%6`&aI1<2Ll9M zdPJr9tOZYz%&?`nf9FFGhK7zTp-2-_(J3#d(uFcMNnqtlA`OPk&kymaxAD}W#Y0~b zL~W5uAq|Gj!>=W&zP$3#h&J6nPg-c8Ex?y?>OgROR7if=rNc`r+MIj`o!`)&A6sLS zby2#ELUZ%C0$j$@S+PdWmV-A&S)_rbZvI+8|q6u{_eiQXfC&rT)PSC)^C}-G>t^Y6YZ$Hh%Ya!@#0v z`qdz~9wF>s4aTFbjv2N1y~EFuM{Qh1MVW_pHcn*b{KTB+tH`uUl@ywf@7$>4;qL(@ z6U(%Cl@*$o7bwwh>4(f;ZQ7h(w$Q+%F8)PN#Vr5LXlm1Jc2X78hBST|lg_yGc9w58 z2eaj>Dl|7QP?~FK&03|ldFLWhHHGHqKMJ%~9&7g@n>-Ctr{JCf?#tFH&5Nkis>P2HO1mT7mMmO2)12mFIl;nn(kmdU9wL;1BNb@qSy zK4vs|)IMo2CqGIpX$+n7bHV~S+BVfeX<(?EH=v`lhBl5kN#*$HR#%}3uQkx!@cB6J zY<^*U^%Rwlnh34hoYm}8*d{%^UvNmT!g(mE1C<{7i?DHWq?X^a8@OYzNg=xpHKapvx8Y$Xb zyz3Z*!{BtTECcdWG^6I=g=senMhdTjnN61E2alUh955yrErgvd$&b9%wY7 z2$oKK2KAk8^NBUTDQW{tg|-bFjkb~NlZQS8hVj<88PdQ~Ki`kj*;duW38KogK6!Jb zfi@4%8G3BA)$Kmvj!e6w(Hwk5>Tk4_ESNoxOk3PS)5dpiv5mGSRW94?8=AL78jPEp zujH%DTo@6Oyk#&#@Mj@)D}~0>mgyV(ALw~U_K<2ep zqzUzK^vu(_vt@03fu}^01wFF$u1WN06vMzpzAh}c1) z`S`aaHN21Xd#+2~Hyp6gVBEa?6RU;^-o|GF=VaQjj;IZ2Zf+@cIej*&zKx}&J0T5c zDSvi=s;5p5UTsq_8NRbZ6Luk)jHP{lU794v+dc~oEERtLsBJ@q4oQE@5it-(3}LE`E1S z6-u?MH_IV=p+`5Qfi^d9_jKHhTiJt?Y;r;Z-H`_I7U1tSP-gq?*kx_rv-)VEfi?%9 z3!@FKZ_PP2?Vfh_P_+4ZuURUSep%<`ae3Uj^h6qH^9x^WMq7gU@1M#(_4Gm-jGLe5 zAf-3jMt94%PL8*C78+>t@h4yCYhmm7S-)i3w%(`>XfFOVeFj6@S7Aj~nbxb1M&lh= zmzi;kmFl;|!Oy|(X8e`;qS2f@A7Qc4HX-KXtFpGO{Sq$n_|A}J50!rvZdqt(C{L@VTl$JmXVj4`oi!G<0ZmwtD6RT;zh^dS_tnNJG(TV7=uNy| zaf^lK`JhWH-h%}HE;I|ai!m_~j{psasi#kc638&C5qiyc7w2|bWm{S_f&u^aSEt*(U zR@&ToOqz_^Alh6!t9rii!l&BdKFG0KZi+$^N=E2Z@LZw(BV<~nsS3@-!|kWBbX2J# zHkKaLXu=!Sag7)H^;%d${)y=~4Yfgpc=??__1tP4_IAWzgy2*tI9;LfVm(^iGUkc8 zCkVsf4KqW52~S29Fw*9{?>Ap|!eI*y0>s0UwC@|*%6lzsrow=kiZ%y76r|wI*wL_Z#;u_L=5z=7XTzuRn8*Rt3 z7LPA$%f1+Cpv})WZXC$cA=UiZn3P!6*Iy@?UzTw5j*avJ7dU&BM=CXkx86)WGJq`K5&h+FblIhRz2r zWqD}RFm=Up)P^*^gQh+2hj*#|lEAY*9fu(-FywL%{L(j@9vbH&^6m1^9dz)^w4Jpv8uRLxIRwE6yai5YGemA;p zQ;(HojY4zqZ3w*s_NH%Ro7oZ)VVK7!+8Oj zHf4jRjd!4P3wR0h^*~|g$9-i)m`-Qk+*A}b+Wc$+Z1gs-Vu!6(jAgFmCXrx zsqIJuZBD+ap@j5tUlt{jwT0V(G#EDrzX7~pXj9HTm>;C!Hsq*APD5&wegdzt@A$`&B>lIrwq^!zXsly zwYl~wG!HMrq&9%n+842TDDI1e26Ms3FS3Rh+J?RJipW0QvLCe}jephWH?%`d%hCcfKruN)x@4xu)P zHwSO%N?izAO-fxcs0|m(CWny*Uf>m-)UIsA@NhYTFq{g>k0>xFUqa|~_Ez4yQRLvg zVxfVdLYIpAhPEn0pV{)T%{hwNfad033v-R7wJYBU{boxQ=KuZ%4Q>#EG#EBk^K`&C zG}4{>se;OomFO6&~!{m$6HfPSZfpV-}ve3W>!WR~48%X^bUcQZWTA}&*`2a1H6;>3t(RM#wmgyX@0aXEho>rJ-D!u~9Sq3eHko+oGRS zXu?Ktj~TZu^(Oo)`}B;326G|6e-daBzw>Y5&>9q6#7Cb;Z9wBG-&7P(y+A6PWUFEq z6qu7Iw^RPW!udZ>$WHiep@B>N{0g?LpbP=^7jW=#6Wn4P&Q5c(dXhvL8 zXl`yPy~MVpL=2Ctt?Xrm=Hum9lnGrWStOf|y0NY(G$*%|F2d8a-1|!oxAPVn1W16V zM@2QX9>e?C?Cr;0MQuQH@q=Evx<0b2Q|P7vfBs5cQ)nJ*vhiM{>{P*JspX@FFxM4U zfPY_6K}*3I6Kw33paB@ z|KPZx6DHnMwDEUi>Y8CYGiY8G+0d%@6@uy!BZcPT?{HIT^PJLq z3(2%3j}@9X59*t$PDjz<*qjC1+b9_Xz zxNegfTYm!64EWY1nM@1+QK7kcnHZ&4o^D#l zC(}YSn($fL){NWCNaJk^yGDOPZQxTMPyM8<<+i^fd<=R4r)lxe3XR{W(`{I;S&c%Q z7U6pI+X6!;@DGJ{#?W3#6WW|b9r~h3^YL62x}L~3^>l*ZdW72ge?=N<<5ws2Naz28cz_0h91#iE?xpeE69(l&vFLi z18F0Fpfrd!51$E?!5Hu9`$aOX=ud^_;>X35iFYN;q7d1ozbrIxse^xiQ>(-0IZo7) zcOd(Jp*Eli&wtTlD#yBK4!z;T9mvq%NP}@>Hysg;vifQK5q4m z7cN%+6xxyvEzKTXp$SFO)RKGe9%txV<4Aj>(cJtTwTPirY4szCZ0Y70iZ(ZI@J-*P zYx})OEJsN9m`H;N3Gl02I?dkFIC^_oTb@`*v-p%wksiO1DE=E@Fq00 zRXy+2l4)HNDKs}fi`s2y^H!F!`CiMFSfK@YO6qq*>+~`CKG_S;Ei~|{lUH05?LnSz zGyB{ma++DZOc+A+5)_lD?Jf#y-%##a=bN4 zjWpE8QxT|j#-2@`_RHTM>C+$$;w`|NHc)-iuL<)r%a-2NXg+@9QQBDQURQpeJWuDO zMQvcIP^(9+VYBvWQ&XljNT<+zyeOlXp`8i$d#3D#H0c$ZP^(wQj9b#9DQxc4A6aPN z1ut)cOW%_R8jf!(dtqS))CM#UZ}H|Zw5Vfa*rb=#&8X3Ma#R+xBGo7}`GD+&gqe^A zK6UYX1-b`cxxx`s_QExdCOlPi)>t~ARHl|eZMa36ms!!qmp6LRJMpUZVS+H+hBVBg zz=Ric>A+$2=N98-m!{2%G>c2w(MnN6i#=rdT$y%DrSZ>6a%uXM?QI%L%*=+`(53v2 ze!bBax#3)otgUW#q=BUY{G7mufuDJm~-33Dhk2e0s;jYFFK?_S70J#V3br4F9q zN|$2SexIupv=k4^rsY($vFkcw{nfI|`ydNLw?Zz3#cw=r7&DiBjt~+w6Je2aBMi*s zAIWR$5BNL?fjw0%jFHtU>9lw znx9`g(MxAtBmQf14^Ygl&;tDE{*>`T{AHKM1}(*Ki{w#g{P*Q11<2>#t7MlRx473({weCNxg$V`%XUb($|n$ew(PHZS+WF5`t*pU!@g$E|;Uq(OuPcvTD) zJ!Cn$wt%e7UjS(^Zccv9nZ(c{z9{REX+JcYi?{Njli3{Q>Xeneu&)lNEi~|ggXi*6)!&8N zmrlsq{w|_u^YfWSUw?(xhbbm+k9rhUXaVk1%2#<8bLs$Do3ofgbMuq8e+=!nYn@GT z?rV(};N>UTOuP-O|GAFrg;m8-8+gIV&!eb9?Aq%QM`cUfl|UNAn}-+Y7B;lkqhijG zX_-o@G_gr??>M)j$h7+!&CAaRs0HquO;yiG2P+Q3o= zPc^2)`@xRyq37+mMXFv7X<#W&kD}|pA8!lPmzUmHHq9~bDQ#$*_9P-UY=n|FIJ|C*{Hnig$7kL8c*({ z7k8?~8E(^YBz0A!fu&A9t)P{3`PkOpc z9N)cA{U8meY3=F?jaNRj|Y;~P+)ni!A50&W4C1rt<1&mn41q09 z-c~GI&J8s)_Fx2{;?tr>}(Tm4H1S;;8{NH4Q+0A$47bC?rJm--=h{aE`3ty zXMb7S(ng9lKmR78)o5|$5ovR*?&t!SZW6Plt=Gqg9I zN7*D;HfgEQ{5-XR%0fSkIv={VM<=9crO^1TMSFX@WGb?yq}hb01c@y+ZTx^b$H$NjU!b zRQXUPdIyCT;IxM(cEdRu*lgX7X*35v2BDPMntvABwA~rfQPJk&ZJz$OYq<2ccR51Bc2;Ns-msS5{0phje}x<&M=UgmUMD|{qH)XKVY1D*4g3qW z0Zk~rq`uOb*5+Ix@7?ltK^l%5PcK<+w51->WTtHCPYVsS1$bLAdRI2zuoZV@+Rm=1 z4QN7{7_A`Cza=R*p=?ItSx7Eh34n`%9v)gOjKj)4LRPPS!mz| zCojv`VYIz!{@-L-+u9zAwgCT;S!HN#Pp@bp(^~e_X#AU*KL5t8?-hDGj9Z$ty%d^* z|H@EJ(X33Vj>_AuTNWCQ8&5BxyTo#XDqoSku&6g`1Deo7hHi8n7g|@B$E{f(q(St$ zc~5`3?~i&YP6}CDs=i1AZNl11=OATApC2k~yKkX^HYcxJePpyX>ecDI?1g##G;O>v zgDjos8_-a;v~hop##=#C0zutVqe=y7xJ61oK%wzNJo-63U;pS5dDtFXU@&X}K5W!) z*MtCQDv7V9EmgxUjEzs#H?W35mq6(Q%RgPnsc zoTKF@DlB1FNi)9EnB6;NTI5Lz&BL=HlbG;WakJC5phHpHAqx%XfpD2?w4M4e)8=W5 z;gc0@UI$x^=({6EzIIt;OAAj?XfB@mLMJ}2Ubb-tY3R`(8jUr+rG49x*Ef0vSvYFj zrYg#uJV}Cl@a1AIn@)nArXdY|z_VrPF}KfI;)Rtx>YA?6__1txLmSh#MD^gxhL(QT zXnwwiuQubB{lA85gX4xi*fRsQ!Hj1YSkaBLSslNfloz(HGm!|48%CMH<*CTqsae?^KK5*(6zgRB604iB43~ zTxy*}wshk>)Q0iFzh62STGV70e#o>g^A%cvzn4ZU+mS@8KFjgpS%5ScHy4jKy8mu> z=&enEkarr*$v5IJj2G(eihV=2bnQaa2IJ=7DS}kq_&u_3jy$hAE>dW2zEb`)+S->tx{u@upkgdAS{U}@dS*7v9lME(8hG)EN^QpFbiK5NtX1{$@rBKHAWT`x} z`YlBoM2Lew0ZVOsVzqu4LmoH(GNge|-TdRKwDCfZ7fHLy(fiXv18rX3K_;c4H9KCz z=3Hy%a?}PiH($py8CtQY&upGR=(0ki@r%D2#;4^UEc_xzNY0f=gK-P+`}zNjPd}Y` zZ}V!;I|~ggb@6huCiIzb_+(z$r)yU!+B{s_N;7V;H+1hP`?S+)q=B{ozkcm#w3SU) z`h`4h+14Np#?8aqBG3y~-`ll1Bx`$Zp@B9R*G3&bGggXJSsu4lYc*}WrfZNHw`WH$ zhqjl+U%>Y3kOta({DQuUiMNnJ;Tp)=GOtG(j9Y*=k)e8#pJAitlW8wCnwRIQ(Cx{( zA!km?Uf8$+wSlEh-lUV>!&-VNX*oGU+HOP|SnAFY#tGKAk!F=XKeq4Ywc-#?8lnPw5UT z?wotCWNqoTA`QmP#di)=B7JLjj3}~CZ(C@nja!=4(6;tk-A<-0+J@SY#-sPPv2;`H z%DaLzJh*7KU7_&}IVB7oPL?WJaM%!*aRzUVj_Dy!^6*T35E+9XVcb(2&+}7t%nQg9jV63{Jix~(;019TA#co4_ouUkp{!& z;CwM?7;kD^V; z)TDjo^j$5B%e3126q<);-nKTh5C3ko$&8A>U!nPUMIx7q_^ShL*{m~k8Wr^jsB3lk2bHXJwJEQfNlled``nyQHlQq?00jemI1 zTUhrKAGW!CO>k6$@k2bSW9ifI<1yI@*DN$}f|EbENJnMm=4E;*2guYAMVpsz$CDXa zpe?|omkuxD+%G#{rcFJC+JGk1H>NY%R!j`6l4%uBD>OI1bfUg0&!SF@ zCexyxQD`3CNuDm9;wO1zlMs1Cqy4{GU`}{s0!_QJu^is6M6G1%&*O2MIc6+?Hgy#+ zU&YaSv$}w48cGVW#2g9%ZHvih^HIm1-u~h>4Re871kkkhmEtF{n|9zLKDS}E$3Z7+ z>a%CyNFmLaP)$QkZNF*tpW)QmF@Sbz-zf{KEHAR&hyyAg|!8XFS?DJfeN1T0bs zrMo-6cV95if4}=%Jp1OoI2Y$`|DLsetJivUR}UOCp2< zH}tdKWn;JB)_B(;W920Rfw9dV$6dyJu7qnW5Q~>s?c2Z4L_0<4EE+d{(10Mm>E3de=yua7}EY&_ns97iG)uUgPve^ zlm3qvIEL!ik4OAc8#JM4uTr7x!oodDh2IAL4~FcOVjYbQzhqb$Bp#ozCe>b(MsCkL zjAJOy*)w6$K*%8FATiwO-!>hBKr=`jiGZva(mp&`uj1T_k-v^0~Bc$f}pc8>tA*d1VXY>(9)IFQ*kK4 zA#BlBRTmAN^Wod(#OWIozidu?F!X=8V2KoIN5jWo5Cob{67vZwQqYz!7doC5;fi#5 zrB0G>!~j5%P9q4f?v@N>2Z6K{^lq41yL8>d=^WsH)+J&rBn54xNRo^#?BWZ7m_t~R za=TO1dOqNav|e3bf5Y!Ud|`+Xm|p)>%*s0pxrEv59pSvmH~l&;gh_=(6#@uBBT}QD zX$jhp8qrKDSHvYNgT!^CwtaPL#F!u(=`wFbr+a^Z2{({qb1Klk4?&=jnIj@>k4_C& z4K?rZ!G&Nuup{p==-B!pJ$kc$tUd&RE(IRp7-@`Th3?Q!q8>{N&&P;YvB_6wA;EkX$H^Ytb` zkv0thpF`Lli96~(x2QPwg-sbdsK{oE!4kyKRyG0F$vV~1Z4iTxBMniO_$w43{ zoGmE!Jd&?>$-^;txlVmo0~*yjB!drJ9^5>AV zymvd!K5eRj0*rx33Mu|0S3-(JGpc+pVKR7EEr{$W%*FkJcSDu?Vo;I7P=K*Z=6VJs z1R4acGT{It@#3ZK8TO1ADY!OTO#=Ca8%PNL(^7vyRG=Y{hzVO&?{DGXn#-QxLO3&T zsq0vmX^KG3wgzDswA@yYl@vtEge_9-h}unRPMx@KTTqd+-3+2a5F+!O(0ivKD$s1I zm~<_#)~BP*Bq;!wLag4>L9v6ODDNSHaPi&FzaSydA&_e~4k4i1BhnF4Vuy_&-985w!g8~p;Y|>Nbc8^8|4nDe zqSA=K5fF~FqntamUnhUTgNtJ$I$S#(hC>#0Gr}Nki8O?$K$C)yv^~=i;5`aiR6Vl=5*2diut00kFokq|BoUpomxKof$1 zv|lsdm>Kd%K|U^odjf9Ee5ln)h1sVp=lu&IpvizkI!GN8s;D-{iqYNC|EP3e1;pil z5rVHH|DDVZ0iQ6Jm7nfvooS0F3hvTC)12v0qM(nosI)NJ7eYYOBB3&2x8~tybnnGM zyny8XW9`t(@{ks-K?u5zmkC%IBY}``vR0eqqgNc)fCoqFK0}v9#QXzv71kjL7JnDd zWF-UvX(7}ub6qL4tiY+Pmb-6J;8DP-Q5CT9!TejSguvqvHm4?@U$Uo$_25GImYS<_ zOBQO>Qez7ii?sY92sCRX5D~5(d51RW`IkrF$=Z!bpZ&wZWX&Au(M~TnV+aDB%%oj{ z_Yc)-73V~o~VTGhH_u$+e5EW=r5RsOGa{QduFI9;+75tN3!;+yy;V}}z z^E10_Ap|rbh$V#Wk@-EldcDC$@YcGNseND0v=7I91VAn@Z zbvTuOv?n=@gCZlU0=dy(-$aN8G#%oTZgG0wyxMH>{yl@q3VC4(vQUJ58$no_d+fh1 ztpX+jni6pdC;TQ^VyEpHO*jH)i`2l}!4QH|hz473jxz04qTl*LAQBQz)RdPT9A>N5 zgB7wh&B9BE5A^_Mz}_PS_dM@xWQ9N?CS1s_E!5a{%dQe5g8RAiZr|QOL>`N@DF4>p zT~N(}Mg#%r3aWV1?9Fxu+Hh0kxKyMN9XbH2S&Ty%wjAtd%8JYa4q+=`}@*xR*EDN6ZQzYcBhk-G@39fywmjb9s3>167rEpm=npH;95n+pZ%6^=qno}yygmuQ%iX$oqp8+-%{y`X?$}Ep!MFp{laN$MzTk^!G zPAxcw&K*A2W;j7f|950lO?UqB3Q{B*6?j6z;e~hbqTQF{+A&3v&2So}qyZ^XBSNq$ z$agR+A@E6;Ez(ptH%}CF<3g~E|7tl5%$N@&2=;bXS9&4faW+i|q_fR@u{1lQhtV7C z5S>;12F@ycL`)bkVO%0RHuDLmYr3TqqT3H9;X-J7w{6C{AK>g!9Kx_cHS={Z6>urg zERuvUnQM(5ucUS|oWeDyZ0_hIK>3SmZ%$s4UD68xPj+Z(Bq1H7DtpEE)RZ2@gH+kK zgG!VjF4rRjCoYVwh7iz1z$HD{oM!Wr&->Ai#i*KB9)|4{X#qocVF*FgAG5AQRHh*y zz3pO>8?im>;San&o2;j6bfrHO-%)LT9lwlKtPqf%<Ap{rAub*RufXgMEt7Uer%3iUb z(c09RCFd0iF}VdH_%+e8ofQH;>CR^DGF3PImsz+i3N7E^ISfMZ5+SJ6yvAjPfGZ;0 zObF4E=1#U^bk%I;@3CO?w>cRz%HW{bF7!fB3{)`m_WJAAO*eehNFyJ}Dk zwGtuF+j4(guPwqo8XW@xGe-(amG^&q9jijmW&< zVC8QR0-8(U5U)Xob&d~w%`it-EJqaXfqI)22*J&A zvq(Z7;TmMV<9g5frb65zg%|q==0RS8T0(uXtuzG^0!@*`e8P$}W{s)jRybqn>&CaU zOOppd<9Cio2$GByrL2S?;t@{OG9wI19J9XRdc^hr5q$~jiBQFO=j<&!NC-4F5-XDq zE_5}5ZpJe#YO!5SaW2?TIF9tlMD~v@kPzs4MA{&wwdIC~v@nibs64F5zR;IR^)Nh9 z#L}b^c5Bj0NzRp>^|%^!E2PKljQ|@{iAa%N-S-ZJq(D<73F%xXKhZy{#0fvt;XWj< zW{ML;g&O48rgZEwf)LR3h)23lo~A!7+0(HZ&(^xEYur~r+1d+)AZ$apEJS7+0xsz? zuvK&St?>a0G-?h5Xg(wbo6H_(<`^}tkDaXaNJ#p`h1LUGl`GbG*6;pCwXSj>6r}z@2<)maH$e7?#$_&-aCp?}Ja0vv;RHfb5YJSyUa7 z>k)_wG%1Kk*Ivei8Lj*Fv;(t8?yvW+D7vQhJ8=8x2NJ^f9#=I;k!V8TlAalf3Xoi` z$-Ip_HuYwW%-V)o&^9w=RF|KA;Q@((j)C-wh3>`R%7ENgplK3MK)A&jC0GB&rh_pE8T-tz{N`wALE$7aNvns>0t+xSDM(1KiDcS#wQpz% z!?VtZ&my`rtf2uaOC$vihpUm0U!X}rNcxDD_=Cyj_%enfxgL+yc?xB0R4sLK(*Zk3 zk7z>R^9bvajI4i*yBlNf#Xemln?De8&eRn!$G?+T~n{ z5EE!7l|%YWs+B{S(7mV=H>n1jb8|!u(;$mPO&=Xn>2`pmK*PWj5-x*@ZwGq`3K*I5 zy?2t4Pa!?BLR=m_-2N{}3N$VgUuO0&8@|UWl#wmu7io@msO%4ou`NYh*gV*wla&;N zJi=@?7caZI?%+FIlQI(K+ZaGxpmP6-hRdF^ijah)4=d*HQHfjTl7S=evaGVa2iCNy ztAuM}H@$&`KvN_E>2q?e)8p^0Z>z>3td3b!5ex}|B6FkH(RzpqbTW$wmoLnH)$PYO zT*bqS&4o%2UF;@9<%>~Bk#cu`YGj3hPdr3&D(}90#K9uvvdmfHqPNMSP-cZ6r8Khu^uE*@?O#1SXiLUp7?KX^c;N!lJ<^_Wz z=HCz*-h7y*zzPD7OE}?CEK7@UO2Dhy?)tN)U7nT>-Fu<*X!Y7{P7oL97KwD)+3Lb6 zex7p`*P}^Aix&qbfVW2c5Qb@HpV>_=h#=s3n3=Zq`>D9 zj`H-JOf^3h+{C?tYTG;eIt^$(_&rjj+iIcz?Y#74`q`_IPJOogWX*CGTXb23M<69Vaqww0>$y{0_IB{p%2 z?^+wsGao_0MM11gPcIj6w?@+=(xr>c#!KPp1>f-iZ2Uv+gAR+7*q_6JybTu$kX=$pSoA(GP=cJxUc|1xZft479q>ZXn znb&^mYa3pS{Oo+jCn5mM7O2Tc$*rO`NDMSW^GLgAafqAI+YkPDsJ+J5qvew=D^Eo3I9q zlBhRc&nNxTUJ*?YHjzd2M>ibiE2`fJ1lmDavqu{36%+(Byr_^ zyPegCaVgw*{nS?-YS>01AzT$avV*ulvq%!s*A~2+4z(YznTS7n;2{j+ohw3h#E8m&{5EV$$oiGQSja0$mub!b|ruJTswYC$*Ytv4+F0Q^+B$M_R54R*Q4K<9Z}- zyt6U@yb~FV6lqhbUJyG)BK=%YYoUB|bQNQ|bH-}X47p_^A)`ul{>|$PO;{-spY$Ol z@zU^`ZSPOxVtBpziBJ=&3LiiS#vIHjfTTb(NMh3cS}RV4Y6tUv^XH7EuN^GFl!t0k zc~0J7-;1Ho8U}}ONi`~coSI5uJzm2o*)(-l_qG90kB7R#BYk;kZ7&4806-Iigmj;( zv?jLM-K+-3kept(I^ z8X!W`yqk!0_AE8#f4SbwXm}>v@hp{t{PSIeKxy|Xb^{n<(icd)bMn-Ti_39M$}mb# ziFW~4{(nap6pO!AmthRK*DNt}VaLla7Ygc;b*v%Ksqy4T3-;G?(=5 zLgpN|dp|0E;$k>5diMNka2hEU@i{-~3bGTNV`$?(z5|F09`_(2$iFIHd3VDUKiB)xEz6=fb-w>y3v#1RXSWd!bHg9;z(3w>wXHn%b~Df8vp9!Lt*8qce(bN^(8KtNiLbX!v-tDSz~ z2o~%scYg{sJ*hh?YZKbfvNA{_(&I>_A-ajqPK^Hlt|eae8&jc!+G)rj&HMFcF)J!? zNnbTjbA0UE-NI;9Y24}354M^C4V|ArVpuvkX(=l)2uYt@O#HICv$=^8BN=H-EL8)K z!BEHY8nlai*olGk?7uX$<&RaL8TTUwh!Rz{1cFHq^@LNw+sQ1~@`Qww9%Yf+q>!dY zoX?w@<+Z_6Ds4y#PVpMTZlUZZ063&mp4!wRhsjaD@L+rXP-7pNszFc@ zgW|JF1NRdvF>r;1+a%IN1^=iWA8{^>d=Wk}eIHbx--pDYdNlnsD+prJ)$O!hXX38J zG5T$1TO!m2VC#7WvPc^)9RsJ%X$gaX^ejnjX%&v!2HjlirTpHOBcs zNDD@1S@pRcMJB*C7|JUw^&QD>QJ7EqCUu&n%&^bPTJas2ACiK1@zeT2_9z^w(VF9J zl3p_7bzwRa2oF_7&9HRn$zV+9o!Jn`PX-;^MucGVu8-^<=_KB?P1Jv+7HG$KDAreB`KSY#{h{&2A)wuU|CSxit~# z!$=-mjYrV#BDhPE(z*8n{jzSju9O^1&3@`|*)T}+s z6rc@NYT`MD)4}oua0%gSbFJ4SSM5n3#G3vhx#*)EJL;9Qd(7do6S#Y&=5nWYV2| zy+Y{Iv++cPGk@>&!X4%)eoeVx>J{iftZ16$wDS4VX z;*-9XXSHER)IJ-=e5As9SO0C045)|Lw@IcYL&**efl!(7}>ZiMU;GhX8Hs={^f`YBayhCEcL%R;`OFcs3BPA59An z|LF>zn5X7=E|)fVvVtHcefiQ{Oo3P=nzGVn=+H5^B%q|Gx!IX*QORcbG)_(v4S8J5}pY2cG{_? zQ-2Q^!?@;pqi2JlRix!elg=j1O@koN$RHry>9q2R>5;2Q#~~D-(O9(*9M^V7QfQ8! zT?qvjG)0n-ZY(4^e#~1R##n00dl#{}5SpdBjfC)foPga`XEEtZb5T*^koP@|5!ILr zDGmDITjtY{5b8%>$b~EtO$Y)3;V3n;MlMXNkg>&66uCqo=QjkhNJdBupVX{O*u@v5 zA9T_S-Mzu{Id+2dpBu?@dAU%_+#d;H!T3;chKD8u3F$YeL$Y*lFLkZPtHF!k1`BIa zpn0}C2*TdUd#3b~x$l&daN6(T@_c(oPd1+H_$D9!Yb#WUq-OrT&4ldUxfBr})qd~W z>HL3kLw&itb+bVCpJFs^sH->Eu(739KIB!m$uF`BICEFqmMWRCr9r&~T_ zfXC@<`kDq%k0>c@4Ezn(oM3No_%Xi6*{n*5q>})%G>*iU=Ih!H`cP0tg-Hsss z439WL?=M{|#>|3b$d85dI-s1BdTMd*^DcG`bDoHBdn!{U;b(IN3;^Q6I<`HvD8T|fe_~%{>eTGM*pZLoZ+6Si{X55TaTwQlvA83n%jb9u6rI&7w+3cc?r* zUAzCt&lQ@i5C}*g6q3%g__(D$ALD|1+aK$6mP6?d6{OmaJe+X#|F(u@32sxB?9%hDgJpeQ8V`tr zVmzu#D4KKkG%Eze*{qcttpB8i;n`wt9P-=)^%bac>Usa!;AL={Z|0JI*UWpGG{5Zf zFWj>&a{n%Hkb|zwtwvPXUE%}o2Gbx2h_~3n%q}fUVoY@k7it)Adt{)r*$;`qt=~a# zCXz-43F)Vt_1ZXp|0-m>oa#E!{Ioh)Lh?ppFj`o>1#-?bF^EaOBCO~3a7Fp|C%9Ko zjm*}Ofa4=KkQ5#iP11ynDqRYsYmw5oudlZ6X3WZW=?7YRRfF4vhf(5OkbmNHuNd%@ zhlYXl(nZK7?WQ92ZfqRy-D^MNd8zKuh%;qW_hj{ea|<*CLed9RGH<-M&8qIkU0aFl zlGgo0peU~$38C`v+y}iv!1Dzf1U~6CHgk!!L*BzbajRPU=#)hsI1NU%iJ&WU)I#U|pZn@rF@Z}u z($+il-0f0zHtrR)*JP+)84i*852Q!$#FgyYghJBS3QP>!^Pk@vfh*GYTIXtykq`vx zCFenNj_+nA1-^jr@{X3kbW~^xa&|!@x}8aimDUtuH9=HAsDW1u^L@uprm#yqcP4I2Rm^<(DKGj)p3# z$B-E6N{jSai9tkKlg5nmam`O-T%|4^A>$tlmtc?>3a-U|hKwrBIg6DEx7n2MpZ0fT zmLq+qM=f%Jl7DKb(B7$bE-N93NsmR=8r@m8xV;qT!U4}n<40iIpL+K~<{wEJD2^8z2ZYn<^rG4cRJS*`MY)jH$?+CIy>m;L9D+2!e*|=arC6r9qI8-t*VH zR==vYgVE}o)b8B!9e(y=GtwkZ%+wR?xIo&bM%DP&Deh&Yo#~DVb0v^LqMY+=*;;E> zio_$$W-UWowVyvQMe>u#e?5NC1w0t>0YNzX=2|!_2olnR3uD$qKiS&F7~)xOV^-Y^ zuKFh;2=6}qagH4X((O*Mhtb@1(fA^pyZrP6Ms0S#12-eQP@sBmpH=`wXPQyvC=(tl zj0z7;%Fl_$jjHW&k(#v_43QcUolnj*WVemS6%k(1PV0Q6y1IyQVXkxPU+zj!dxSb+ zTVFKA0y0Q6qbed@zG&Uu)>-~(C!X;<%#4d1wdljQ&56@DCVttR_+aS&tmD}s1bhCe zcn#?h9RcYW&wRnwMyHqExE`ehyIPsH_lHi*hae0&(|;XdB?SrT*Qi6@UmkDbh~H1q z{Pwf$@;JyXP>n*92|Bk~86*zrsX~+OS|642>ak+v(1u4Rd{qsgob3lPNbz+;g^&t-_RjkqjBf3Y#Ssed zP9$}l&Di8%90Y+T1R?1-HAJ>sUCEL0%-=Ax;zbX@<7_bq!iuV^;$A)KyBJBh0AnJ5 zsaoF(Kj!3qHr3m$87kya+ri^gJK4RcMcgMOW;*bk-Z2&;bM=&Z;P=3V2tw+uTS2`t z=(GMJB>jF()Zz`s*J2q5cqcZ0KC%GnH&YYBSLYoBC#h&e;E`@nX?ZleZg%d(>v*PF zH?lrJ2>g&WD)=Bb9-=bMF^fq*2_`n#_oe6OS3K_@v18&_H84{UA_zSfOLADn7JSlA zcBW;789O&*;t)E6w`5q)05`N7ks{rgrNHhy9-s7)!dl~6t>p#nI0mz;svY3G|51cM zdw|iZUNYkbl|}_I;Ub>aujoQODdREiw~fyq`~flH3j*MDPJKf!fIh7ekMzll(kJJ) zpH{FHW6^`A=>T^Z{N zC2K|PkF@Vj_2_T&TH} zr>Q((g~f3FuFlTb?t%TiYj-OyFkNk3oTkA`$j@N(bdOtgJZevM7*(=;0*}9Gn^p=4dwHpxxweh@3kRs6_2uU~mLk?Vt-(ZiAM7r;6 zQPVeu6v-EnSs_x7-63s>kg#JGCwTm5%gMqkFA)NxA9V_lMWwpsP6x)kgY<}IkNAAT zw_nDnymx79V{~@7B`(2Z!BX%M1fk9J@qdp*_8A?Ko-#Kdnb~&Z7vr-3j1lz%eIbiV z0jNt@w6oV9^$CD@t31xtB)y6;Ks8M~ey)Xd5@e2UA_%X&XZ*K()MtQ4{Mdq6epXs% z=_fqKu1WbG&{#AR8bCUN*xYKiJBJk&#H5$NyfvDBPc4bVO=@Mewxa4#$fQOgF-*!o zU%(0imvqJ%75-04(tR5og5sU6*Q&wd5w*tF6cG2{-V06!npYsb>RWKCAsZB>o)89_ z6vU)QYo%7kVGWH8F(k|DaduAw-&de2sR@Tp$3yW2&9wOuDRE3RnM5B+FagH zVFtw)od|)}^|mVz0-6+fq&qt%uC`%!Y8c%$xx?~27igJ~8XOtiyr2d`K$C%lbk3<9 z@U7*G1%nGSy65IJLI|j1m$7m~gV~u>0pS=gYMxv`l2s{IhLk-SG~pBciZ<2mU-RnF zWe5UIjU=QElKHw!>!W6j{iy?*ks6!9g$ruZ|Bu@x|Ba2{UV)}Ze8N1?NUx3zBGPsSneFE%{MW@PQhdwb zeP5i;mN@uoM<~KDNxUe66$T0E!?jU@Uuk(NLj$HOnp!Fq$}B8QHc2!&Se&2j{PIEN zZ&2dA5Mg*W&GQN57-(|flYT-=vCv*7O^grkyu0u*_FVvElb$04b_E-ULN*wXQw8A*(_EEV34urYc8ZL((uPS% zs6eww9MYq~-oLI!ZY^M(D15R=Gd0p5d_(IH@(i2T{*r~HK*Jy=eI76E!o&9cPWZ6} zS&{n8u{`LW7IilDOoHSlgn&i`4rwZcY<|4ZGPVU90vnnnY0z2#A=rZue6U@W43U{G z17*TPV0!iqxsJJAc&J_amucWC(6e1c&iU9hJF{LP;P

5D2H7ijJQHpA|DMU5>u- zb@F~3J%oUIO776;DS;3TXfhCz4)B6JO4K!q7}G~K^OE!|2A{SL zm$M!!SN~M5zP$hcOg4W)LO7+sf6yxgJnN@H5ECAd&)nYgj#I%X;Ek;+o+=N;6%Gi1 zo{4QDE0-oF-K7;f-BvVcVk8O$9Z9*a>I0!fK?h-&DK#I_D+HX&G+RV`acWHGwU)aj z3@NBi*>_F}>aV3DYkJT9+d+s4Gz47IQzPQedFx6t8Anr6caKMIq25$9lEMe!`#e?7g2Ac8?sI_AT%y=HHzsE zHOv1(CUv7yR~G>SAsE%IvVs)?;!i7h7b(^2 zGfnEc4H_RdLT*hDA((j9c@AV!X)+L!j_#xy1vT{^qi`nhA4at(o6d$3W@;j}>DZrF zSy6#cdK@y-ElU3avnvv#Hhr`acn5quGDyzbI{usS@6#&?NIx=Cd#Y&P=V*MQ^Ifs$ z(a$ZASD<3l2T42ULqeb_l8CfD(wgvb-Aau{EYZ=7|L6Fb#_iD7)LbNl)nkVJclD)j zAt)0zsUCaQ#kcKY?1}`p$~GEj4THi9Kg5NWT`!Cvi$rtI91h`ZP3B^Oxoh|@ybifZ zP03maStKgZ{yK593xt5CNW^cZBwjARm>I`dwRpYN$8{)_F;mT{Rkq(gKsJ>w1JXN3 zt-Ea3zo=*UwVLAT`_jbVp-yT!e$m~=o2=+8A^k#XRFZmyFpqJPEq+CyfD1M`)ewaD z2FXUOAP7i5hu6x_c<<8VgO3x+=T@D$2Tt$QB8#M3cshU;7r3P3)I`7Cch);FcE9$` zOTRP#ijb&%;FYrvOkpJi5$RiCt)CoC)*dw&GJ{ML3oj{_> z7YFYSTg6U~NMFXw*YjF;+ktU#WVT9h>Orupa2n}R{9Kf6#QY&7$@9(WYM}92mv+7rn>a(fL_0bm$YdX zm2}dnx6?CvMJe;`soMimTa3V`ZLqeb-5Rsnr&z#<4R&=rf7lLYW zm%^bbkPsTE;KFlMHw1yEM_kfWkhZ+fYfUb|L%dtY`#f3T~DEL6#(?wL(-5^ZG11=9PR%D*Ct<6Q8=yRvnIyRJWi zxKNFx@YCGlUsj65kq~~i*~Ggc>+_);JYj1XJ>#(xc#Yi*K@f$$RDcwTPG>P;2;!QO zc)Q|DI2V@W8YbK~UjVg7?ja1OV-I=uDiR(e(a1ph@ut#*w6M*Mj5#pDmyfcMP(}C| zVnVo+uo%)Knh?08M=x5rbBpVv88+2wO@QjUX^>4liDZzzL=!wgO@km&CVcNAF@Jq# zL<8fsmuW+*O%1^o6_s;ZW_>n*q(D<64(W63-uoh+o4#dSar)~@jcL_DXaHs?ije*q zr`N&?0`bSQ#oe>T0x*?ddZ@RBiDe@Q|R_HO*jw&P5A!91~Coa*I-KW-@-@&40l zYba%-ZWD4345?-%1PSR^*iT7aHkrI(9K5)-CHPb$nD1mDgY<2M3cJ}09_h}4G+Fp+ z-o6anv5ibHGZKIi(o-abkdk$4SxG@GAlxU6>RxsGbU`u>K|i3a(@h83-5G`;%o^N( zJu3)2(vD5W=Y3pVN;S@A@yn9f_`y&$wH_(bt0nR!tilVPfN(W6Xj7iNN)=-?b+c;t z*%m+Wj5c+G`a_;EyEk`4Ji;N8hgRs`A8uuM8Ek&6P1T?!kS0-Yr6_Fc9K%YJ#1g_} z$ZY;Pi&OX(C&O5;)Q7rYvy(?b$Q=+3X%fvl^F@SLI<*2SU7VWSaWXhgpIG4jfc&5%*XT~w}Ye~q z@ZDn?0xs!bTUx7aZdS>7e!4g}s_rP*b5=rBFcVL!Vnqc$X~z&!l)!({$T(Gy;V{{t z3KD_~Lg0}4#~oHSRYdyoh+f6h>g7p{yZ++_rRcxF=BEbq2&{>KM}8z2&yOii9WsGzCx2hQ{J=EBLV4iPKkl}?GIZS!&K@jbC+0xu{QOHx$MdyTUHQ+q-(;`$Y7<7RoS>6 zS%gm6Eeam6B076`^wHrC*~1;0{%3V$0-}P(l^PWY0$q(rLy!r(FiLFASZ{u>UE)~- zMo3hvaNP$d<6a1TGJ*6hC#gfg&FmeF;m(FQq2G8AfjJU_>-yvWU1r1MBbpFIq;KLU z+HaFfw8y(6?iv;2*Cs=`e;8uIE$yC>y)wWN(4tf^>2sY?KfUuMN)IG=$4~g0NQAXe%or2uN2WWk&4qT9nm;FOOv9 zgc*T1<%b|Oa+$Ti6%qoC34G#@z2yAH|CPjOEqJe$f1m@-k5KQ7e5v4o0TNA*NOL(v zy2L1cZxSA*I!@DBJRuT_QmN;^SLB;bVC58qq)%#%*;^+yaAx@Cyp9Q1yuO1cFR1cM z+0rux5EW>OBp^L7Z_;V9xYVT^cM4t)mkW+V8QU&|z;e9K8CD2Hqzgz^b=$)-?HMhq z=}!XGHK7F_s=qU_*%o~Fh$aK#ZxZTea*Vpu7(>q0Q#CiKf@DrdLYQqHbsZ7{jm#X< z_iKWTm)K~RGe*ttZkx{?0(JeV`*=@k{2sBgsAAHuHn;Y?Ezam*EI8ZN1|5Kp@7g1` zRy*VzyEoWH9KshD#6c5w_*pTQ@lq@kIzK}J-e@F*HU8G@#{C7vOQ~CmVlC?#_srwN zE%O4w2h6F7yzAGSH?h(q5$UCi)&fh{s-KKPI88Z9cr~gu&K8r7;Z&8(QRqS|C%s6^6_j63=Du@X6 zNCYOf9iySpf@V*-q$g7oAFb!*L|0%Ua9^9(JkgR+3U-UAePa%+=_V*6- zdKnzaxcbT;cF!r*9(r|p4l=0PYqjpNk^-McctblxvCV#2XBHl#W=!3E^`X;nDC?*C zg+8->0qGqu?{%-Pb(Iz4inQm+vQ#}whzo;} z3=IDMeKG`rrbooD@3uZwKJ-5FD6U7-GN&}y41j8>qm{FU^fIAOMUs#{swLgI&3mqO9qt#h-L}tjhFtS$q(?(H zrM5!|XnG_eJzeWPHOs@u5l=W}i%KZ|voQkBe znNRxVAej=4j@HhPxEQP>E1x)lS6_D^DWux$-pWb}BGOg7G~YXFmOtBY2q;>ti9&*n0>6QDv$IN3n78;tRGmU;sM4!d*#fN(1teEVLQN4 zFJpy3LVEwmd%S0Bs0Cv$^+4X<@lKFmpq^HoJz*4RkZ3lQCm=i%DPC}p`@HEjE&~gt z>byl@%b%)fr;Ok|f~Y`)AS9jn2L*d~tf*%!`pd?zj8T{Y4hU0cwalipfP1Ml3TWlVP z3|FeG{=0_M=M7}SL)vM^5uLA6D{uhbAM^I)4TEOosaKoLT;5#hl>we}(qtee-0&CY z&DM`}eua~Hgm99+0_d8bBLw4{?K@bJnJXgPs7?FQlo?XYn7erC^;#qY&s}69CU^$F zIR<$Jns4Ta3ENb2EBlR^AvIXOBYVE^EBGMn~i9PK3qPd(4 zTVoR`6Sha@pU#IA$2MaP|C1LR(u)Q|Y4a;2gWvCW<+36(M?(0je5vC$Yx`72(y3=O z(sgPL7^DtGRPec_xs#P1@kx`pwdd*AJIuTC2Wkuq;vh0pj~-XVZk`KCfo6^b62e}= zd(xq@PpRi|zgEiQHD~Pyr9eG!>3K5p9xEvbN#E0M?VhiZTE`eOU)-S3>F!b6Z0XqqJC65atTwTmhY zsb;Ln2Obezm;=?cr3gW_ewhR0*yspI-zreFUgeU15Whzy`|-SF?zDIR0F$W)5fu(E z2?k$Fp(&D>bjEh7{cV)v%QC$FvQ;6h@Fe8es0}cWgZg0*6=*^r?wU;k^t*drT*DFM zCMb?{dLj?)j8OL$W+Y|~hNwW30+;mUg;tR9foR7bJVNqKcF5iYxrJ*8fk}47G*$>W zqz5lTS_?ZjG%==M7FpNiG(qcAV-T4;KX%JQ2xxl56B3TIgFd-7Yr0n8G7vehdL02d z1?sgC6PHn!dJ*9H8Vvzy&s_Vx)9_jyqvhWf5%cG3NCZ@CM_y6=A}cCONN1coralX}U3S5j$YAlz)0 z-b-oqC}SLo^wKK{ISVy*t|Ky+A1!F;{eIjh(7sP&5`HBXNuk9p@U#^kr1LKZDUypflvCum)7{z ztqE!8aR~cg%ZBZO(oO2=?5T=fV56BP1TN{}ov2IB>jZU-q(5P+OKu?8XpTb=!lS&| zjRtcCgy*yM%;TG4x*5Il+=r-1#RjI(yk)CFOV2$MpZ=m87-;X zRljB0>tge2jzOU+wMy6# zdcGfofTl=d(m|4-2=HPm4FPF3m;MYaesqv= zlPyoZ!|WW?F5iTdXjzyoMKyy!q?A`P^duUTUWqlh=v%PuTMT?PuXsbr_AI-A|l1&8#pizp5IZKoQp;!f?5 ze*9HmtI1F)mFkv%OgT0hGDtL=${~G7+vLaH^)}UvCZW@zFk3aSxkK%+g^k;GiWLMN z>3bbxQrg>7eld>w%@?`8{|VNRnvfJ+tMoxW)1<&9oi=-H`nk?Gg2CsHDt5QLpzw%# z`Y2vkUlX!OGz7%Q|wV)Xl8B-Bi;tsV-U z_FILdVBu2mCqxA-ydb>6mZs+RyfPh=!aq00brelXf$mUIQx{{3)P6yFL_;7U{T^QH zEsMKP_cCS{wyNvf9ew~!;!#UG6BCZvvl4=U^zCEa1tqJ;ENjOHwEvQ3l#8JwPC>{X z?L6YM4iW;*Cx}VEGg9jm*>(CwI36DfBYFE>z+{IS9J#b-MiB&orbm1Z;a+p%h>MQK zR(Pk@UFT#*oemftQNztGS93yG>5-81UbBg?#x&EF@rv2a>I&ECP_96gUgmdX7O=9Y zJi=2Kx~ko^6&H-~?o_RF^Z5I@U~7l!b8gdcdd5nRxTGIeNNhJTX)3S9bI!xY+HOjq z9#IwfEl;#}u!0~VJ=}cC{AXmh72eu$k4(DY5(l!GN;=~s|6z9xOhS4}URQNM?99b(ew zUd7I50|mbr7i;~>d*)w-GKJ9y!JmaontJU~pOsV|>1<8ex1r|XuLxX?0<@Ow%ubjN z<^9yVM^E0*8wg>bIW`{Y>&+fM`ztz&7|Rwb@krAX@Krmp>s zZy_Pjf;8gC~ zw-KUIYMofRqj^=cv0^=x?o2=k#_eBupOp}Jqywa&wK84LDj5wn-#lL@1#rNb3R7=o zYQAUX6}Y5dhY&jyb=Opw1z-ctL88ZPcO1dpDM}2g6He-~QY4;;aJpcgUTA8XTZbvq zJO1wA4Rw%L_=co#e*bCkF+93&CO&5V?Pg?A?rA)}5GS1zE&-DT>VETI$5gc-F3=%x z2)B2n3*9mwA7WI&=EuzYejc=`)WKA(l$8O!5c;g+kw)M>;n|n6q$ju#{Jbnmzso`< z^*TcECCV9`aHa`?LweNTWP3sU)+qe0ocl!Qbq0A*q}_~M^XEPCuUK)JOS-k=?K%EQ zMg47D2;Q%Jciw>zP*dg`=hprOSyY;5=93;jisJcb7#1;{!kgrZ1a-9`P@j|9MlH0v z#BO+pOL{Ro(av-HH`Q+3qMAx}&zk|c<}9Q~%W50kdb!+Z#>Q19T+sH8w_X0Qit)rq zck;JLb8u4r15%{$K<_!MAV^3*Jr(sa;_}LRM#2^mX}rx5ydU%jl0uZ-qbm>unmrPd zu4tP-G5pf<^8+4eUr_p*ZUOqW$4CkZW9FTJAkgS6CVeTwO3<)CNzqw<6I@>vQJL4hw z>4773vY;*hE+m9yxjwrfMWP|#lP+Jh)=7(2rQgKcBa0HFGxe+oLDfiVd#B=4;$BD! zG_xuZ5N@+cedgcJv}wmC7i7&kj&9>YvlrBh$7kIqv+Is(BOrs+h4kp3TR-lw!ocMbzK)kE zH|6s7P)6#kbkbE(U;(~kHWJC-QTg1bou7RQX<4GubOQ036e%_V8YsVKq+v$e_)r+}*vTHeWNT2pkls4{q_iHvz27djFZ+pPX{0hWpdCQY_kQiu2 zRY3Efmo21893d`ieWuX9rdNE~~)joDNkVPWG4U*RJo5hl!?Kq)hX3R_3 z1==Jv1fk@TwJ$p{kWSh>;@^iG)TiMP#viql_Y;FFJW_;VNXESBkWr$kl9;qnO1u^+ z&3OFC!xQ_J5Vp4n~!~_}y3F(Tk$u_5d zt?HiPQkWpMnO6+0rRpFqcfZk}*Q-XjNu@aj0qIVmUb}Me&JT=v`Ql^K8ydkdTMQAe>R)GYf)1(<1?C$7W)XBNt`EXtI^K zE-LvBwwzUw6vqF#oew!Sx*~B&zZ_JtFjm^hXm#cV+V}WLWuTn%cZ9)s!nim{3^WXU z((_s$b-fO?57t6SimwsX8$g@yqAsaEF zpW|L|GnFO-F6mBZ>n;C^CbJ$~k9J%e#oHtcO(Ie6$wi0c>Gay8K4U!6JCUanC(1j9 z;z_e?;3ZX`cS_KXwgd@b!OZkatjH`B5S}$Z)f3g!RL6Kpe*a2w%iNu#p_aK3qQc@Q zbCe(qG({5f2-oHHT5}JzH;l(iV0y_9MtP|WgCmy~tqwKB;5tl>ln4E~LCdMV? zy3N2-MMqz%-*+NC-40@Ja7=MwJ>A zrpMwhT)HPMxIeWT8safTYLxqrr!y-ABGN&gRUt1rx|H$G=;NW^0z4rE;}L>knKc_B zuRxc9kZ=Je(|N(3xjl^amkAd%UE`$_pnT^u!f?Aj1w1ZKqXLKYO>nE6-M7117$dgP z^N-Y6fE{N6V)J(0LY3YSsn7ZaUqZO!Ebck5>1aN7iN{YOA7kiR2rhQ6MN;_HTFUN; zOA+Zss*q71!|T4|cWmATw*P6S3Yk=Ds8GH0iWejV8W)75@7Q?g#$>0uF|HtAwLCK` zQX9I5M4eD+yK4O3Y;FXkU_PW>tw38ie*Yp=^* zq=UO7bUBbNs7jR*Y~Q9T;c4e7=SLa|6QK^zY~&YCpT1Jg$|4C!KTmi{-PU8*yEZ)E z2~Ba?z6tE`Q2CBvD(12>N#yTR zd2RSH*18!>cx2C42CTgg<;`0Wf_}rb9nC`bnh4G7ggdA)@7LPP4Vv!b*RQ6O&UM^=E2Kyc9h?gg1e#ZnhzJ)i%%3=4jm~F;+M86TUYR`_%A0+W6g=~E^dK(Kr9gU; zDk|boTX*C{{KZ$R0za`&(Ksk^rm{}chv~k(&bd!Mi%BQ{A;SvvzlSrns4i~Fj`xSW zvpX`X_qGpN)2m3hYokelbbKUM{rLEM5#zxB-%e-320w=MCTaAPQjN1sq z$_Gu8Aw{BDB+|Km>4f`Daxu+V{YCR-@-FAIpdwKNFn=2z((XlolbNPSBGLvaf1{4$ zODSW@`Gn_Wzp3DDcIvR!%lr=&y%73jGwC4jRKQLBke@$s$CeYTu_PF5P*L+Q9z)l< zK~$irkwlqrtR1zpw7s^A@tWE0(<$ZOB;e-D0i;O21`62_2AU#?`N~VI_U+$iqMf4j zadFVs)hSC?eM?&Wal!jFix#eWSh!GIJ9*`zp9@X@Nwm3rWuyEpYdP-U%BWs&OMe2_ zfhXlfOymxg3pJPWG?fReuo$l2)!7-_J+Qxb?QX>drmL-sGyRmelz*$o>1;b=sM-Pj z{!k5R5yJ4-&&gLI&ql)_R3@A_w?-_O6;a8kgMDgn2nRQusdu!WdcIl6N(y|^?;p#2 zsf@8LVGJ&GuBx~&&kwu;Lt$_~BTeY#bDt)OPx>6PUTE8=mU6}rOyQ4Zo(f=(ic0?% zb@Rc=1sb7=_ZG$&w3dJS6^Ez)L4^mNb%D>BPeV58`$PW^kS5U}5Pxnoae|kteL3Te z$aJR(ce*5_AwE;*{#iF3A7#SG{$I2$DQJNDY-5lJ_8Q#|>ji*&1sVXJi13WCbiLryi!z2iI&q;eIveVB zDkBlBcf6ts@qiv(kbaK6RwK4JEx?7rgY(}ELc!hOvq%VXU0G9E2|+}9rciI)``Pt1 zjO(MDj%fp|czAQ>0ewnGSLLXeQ|v57m58O^VHiDwHZjaT`cf(m&Qf(Q@W@sMMt zBOqN)m05K_{a_uV3U++J>eMF+;J`l>;tlr-pTPksPL9oic-!Choszk}wmkWVFHUFimW6}UAudqWi$#SSX7(cJ(BS0Dh?gB|i$-|X%Mfcpd*6~v^QBg(vk=^at{^;FsPlaHn)Kwgcy z+Br+3d?AE@=G7#mD@b~tYQN5XW4zzIf8xo_$Dn&oEl38^>-mo$D$@`UpB-tn+aHs3 zkCClC?69&uk~!mF#VrOi?R97B7|aZw(NA~vz(EuG_3J0o?=-@oUHS$*=S>^{*s~Rij%a$slMr?Z(y064&!vn#w!_f}`;WJWit@1tg69h5Hda)SkUq|qulua+ za>W}ww)njKf%YS3Stw#B|UWsg-+aPCjs6Vil8jILm8?zvkl_qgWk40LY_7{D0{Dy1N;&)rB z$LWDj6lNj}<$9&7*3#t*h8w-xZT?uvL?kczt(gByAajM=?jCl;<2GbKg>JQ&u)rM0&}8sX>?Y z&%E=vJqmE27VBE34z<9zAPfZov)HY37Li_h=@qiEImwqX;~bReremiG&IczV46lcI zE`lr)&8U)J#?$rOZ&eH9t5Eo8-xfb8^`wr1?fiFnC@YJ^BmFm$xWKZ+NE2_rNbpIh zdbijEN*Smj?FnijdXNxkMwR&emmsmeeewHyI2nExrTP~`LZFr|jLbNo&?5vq@uVRj zK2W$h;R(N!v4uDO_1wnkgHBtAjeuxG3u$=NY1!UwXbCy)>%8!N%j z9hwkCr0c089j&A1wlgx$rS+mBU#Ol+4Vj-<+9yb)jqVL0v)b{xd}7Q)6BjwCrcF&P zcm;6Z^(a!Wj)C;tMdAdluWA#$`U~|Jn@krs&5_9k@lc$6&6IdV7~d}y*FE%r#T!3GXL+02dB61Z-F4t%n^@toSNU=oT**NXvkZ( zY{}4)6v!v6LQII7ostac5e+aAg}sU?2~W#ti&5NJ#g zkuHHr$J-tBFJlxhX6|zt@fA!K>X9CmPagLB;7G6Lh$Gp^A!Z4 z-#RmPt=baO5k^FI$H8X}j8#0_!oH1nfOb+*Ip<2=EpX)m&7^Y3ySA|Q?8gkZFtskb zV%IRJl(z(NVa?7yBUy1lz$4t}EF05$esOmpp76MpJGsaEf>)?VAu*hLAI4Ly-KH_ zxKW+Av{LmbRDq$ogl{&67(jYN69R{{ThM#uxa&eAV{L?NZM?)~I+XIHBM3Ln>Zh=> zNF36$!P4MrLywMIc*>)E~R57jciKzMT*1c9bWJPG0P5oz)cO@|K*2x~)CI~2jp^CQwES3jTrtmw?)5jLt` zoAZ%kmvqin>J=UScROPROmghO z=@n2-m>M(RI^DyI6#^mY-qaPf*&AO}FlMy(1twKiLI^}iiyAiG{+pFk;ByI&`j=)G zwmVb@;!a`X*TtKMR)S7JhV} zB6W3L{&cH9l(J8#kyBVWk77N6C|_#R2oUu`XcqEt1+=D1Mz%R>d#5p1ePK% zA~llNSNVN%M6pkwKGu6}>`ZNU?6u#arb6Q~;r()H6%(}Tni(IR-iiUK8N(qSyhbwc zEIlWJWI)p*4(Y3M;;A`VvUbMCh$npm$6Qf>hB~R9!qj7T=dyBZBGS2zr>2|xmU>3I z7Us&GR|H>*C`EcyIcxeKkQius#3NlnIwe@#ZqezFThwcO^S$2SMr~^(hV+v|Z?h7E zkn|$td|9cq>Mf)CvN^6TSINFF)K%Dq#4x64&LIc`O$>Yi;X3IriTQTq_&+Gt|n5%2CC zkyZDqlTlCg$&-oCL80~_M24`>l@*X8(ab83^yo;&_=@g3?u<*?3$#-=m)3xxHnrJ2 zHTIvn9x33RR5T2vz4HpsYr}6aulwmd88s~xijamOA-FA>Fsuhaufeys4` z4ikt98VJE((tmzJ2xt~nKpMdcb06n~PDYrg`TpAlH>j10>T%YS^l5<9h-Qs=q%Xgy z<&MAC$Q-Nn*V7sn0J^n%$gN#^=_7&IOcMf!^!U!Hf;~E2ws>ejh))j}2pVF1(tyz9<2*NNq?86Q&t2 zg`_}3z$5+1CiYWasJXiWFJJIfVmI^h20^YZhDsMk*GnKN&Xy}H9w<$T~acgCK) z5dAtQN2rU(3rWHMPP8XvRcQz$Lc$dcnL$&#!S^tn3+IlMl;wiXISElAC+G8W2m(!! zB&3I5lp3R^XF4(tX|FkkyS{METfN3gAmXZiATDmdMeH!R;!kA;m@fhFzgXz zRH;$(`?9~|AS%!dl92Q#l}zPJ?aH?Ac$7E0?WAIM6u8i79HPSfC7vT#QGrjqi6^1j zdgto`JVr{nU3SrH5cJDK4MjfX`S$C9fS2-UibPrpDKXY?XfNbg=B!z)>4a->3nIj@>Q)LrBUA!Dw zf*YidYwn!YgUZ^*hzfsx-dqVufv!iS4U(+s^6j~$^|%ynrSAyJi3ew#?;OTJX>%wWrW(+(4%u$K0zF#H2lQ zkkQ5)Z3h|ugiHH*r{sZQHuc}Ua@PG_tQ3hWAZ$-%iT0n)FbjEKUK{RfgBpaXC3z-0 ztN!d!B%I4Md&(tT(pIw&$g4kRtbUzmVV=r|E0G4sCA2Qvk=_FV*CQGPA?drdr3V+c z{>*!cbK#u)*a|yE@bC*Y`!e)&Xd^2O0@Afe@$-VoyYm^f$jycBiOo6Sn*Zep!>Ven zi4dP@auASqZ23Pz>#75*@Je2-hPg{^KPb|cAT}IS(gP0^(j0?ONVr|zYyLEocIHjC z?YG+={;25>^}rM$435FY9<0Q`C4GWN`g-xKc}73*ICZ~j?zVN{gfKOPc_kU;x zPDN6q<{IHEeusIuU8RvhK)Qw`ccJ3PKBr1Xpt|^~`V}ZprRKCWIyWL2B%amV(ZhsZWgsHm@~?Cw@3ORkahNS{%MdMRaENLb z62f%vDRUtRG$9B{hZqqNcdFXs8*sPK5#c9(0N$)+KT;`T_{w`#2il<}k?02!0cFY1v& zuRekFsZOI`qK@a~j0q&~J#)6Fg2TZpkrrkDA$`$<0OvA|2*kIKL_7_8u5Vg}%RnLN z&B3GJp>}g>&)+wd^~R7vrMU$1+s!Uc&RrPWjuF9Q%IOW;BcX4F1SEt7Cu##&IcDMm zNM7A3ng{C`$wHSwdlBwQ4=$$OQYx>p8V`MqP~Xk&D`t;^`~r>664KE{gjH$H zr}V*${bo}dWe($^4wyve8YxC`S4R#Ym~SU-KcON~1G}^v1Fm~*=5cT zNCb2)lU}&sRewpxtBKK&H}t~hJr&Ro)pevq8k;mPK~$zI5$TTq#41TZUNEji9+Njc z3Vvhw-*tguORE1_;v2SPyXOC#-=SK~3un9<1qp!$LC7VnM&b|i%oQD~@hEleBdz(< zpztUS2_ZeME{_!gF6rhM&enDj1Z<6&BA z&l(sWVV~o?iw7WE^add)N=q$d72ruo8zbG^YvV4v)Ztq6dczg3JVUUMO0AbW#<%W- zFwmGFAic~W7${1TOV$a0}pP6tNDB|THAw-pL0MDh; zAaF^~jijj>Ic~DU6My;hLFt<=O@Qib}|O#-85P+ zhJqthuaH+*HYhci6%)9mEmFkH{LlLtR~9^cpIy*Sf<6@*5Q3BfHFl#rd^N(^T2Rid zhkA~<8hP;M7OL)rs(92u6F>;LhhInJ4TneVoGf4T?Ob$C$;+3ciT2_ zj}VQ^9Ma>>8CP3Rh14^qQYTDb7~wn#O4g_r?SZZFQQ6&%u&BO^?K+ zf0~tACS>`#6=IIrgEw@p*JQ{XDI*!!9;ugSCj$xTri<6F6QRT8_c;P!-Z1>5-cCrK6A(XnG_foipowH|+S{ zz*w_5n0Gv?0SfSzBPpCdu?DQ*(ae#MbZn8h!?t@_5~DBmZq4ZrAHkJc)R~CMvZK+E zBGH7vC!I4Jcl_g)Q2i7CA{-TG(wVy*%yy_vi(CKH{|tEr3+G5s+b-+f z501?N53*4W&Kuh&X7+Fa4^nBGM7p8S)2l8-R?QfCnfbyx)B?);sdmC|Ig>B<0Kh#n zT?V8l*z~sLj_)k5!}X~B^{`Fg6)I|8WZIImlOZj_L_oN+cBHb|LZ@KHe!Tq;FK;m0 z3{5s4NA~FGg+E_GLZCsA5KsFZx$UFBF!q_B(Gf_`K)-7(NC^GYOziaW#DDUy)%h`hMwcDHLnB>pv}!i#oy90E(4;}(lKO@ko#8%)^=vt~E90d7=rAP*QrlvNrqO*YX zk;{ln(fQ4{I`OUxOP2}7x1IVxbfymDWxtI#gy>A?0_la|#xkcugLk30U${Hxy}b&! z{pBGNgT>dZdI$oI3S!cg$l70q)z9}g;8gg~w5n!AI20pMpM(cb9s$`*lY)@+EwKEI zaUbg|GjIqFvG*?7L!tIfB!rCq5jR;0K}347ne@Y+xP7gRPPS`%4lK-;gW`*uNC-1l z1dM{{OcR2HbenwI*S+n}T^ZZ7e{@Wcy+{Gw0=1T%n|SX(kWr;!;E-M-?5XHCTJa zTYD}mDM(01s`*vfSuwxLaXJqfvc)3VsQC3utkgjP5ZEsNz z-j#%_(KJDwev1WYkhn;Z5{s+4ATiJkl8{HZ{Uswz>TI9tfyWp7oF7=$fJ1EmAP8mW z6xvupAl`eSb}{x>xjmzUM-;9zJq=tt%0m!>*IvKR${-2(q{~P{lO?xf@MR0~_X5xE z9}oTSJV%ag!R^&xk2Xz@IHV_cl)`_!sf=pDvxO;xd`$j=@*NYz=50SC9a*tiNSe*M zZc(p8T}yB_@4soGSf4Wx+IIOIVQ}zV{}!SG%{hxnhZlO*MwvH*cjFmP%*HD*}`Qc23F35V{l&$tF9&K-!%#*+`3KnQ4L=1B;5Q7LV=PA&fTJnj_2wuWwe3#B_x zkqkn%JowO~MZNwkh)JI(Sm7Ez|J(i=oXpoVyH0-u)8=)E2$q+|E3guRi1bxIwJR2@ zC2qJH$uBJ!ksc1Uzff2G!fn;YLI`L?5RyiaQ8{Jge0RnYq!XFT$F6~VLMkFcPOyMo zbi^ZlC^dgVhEKb@5LCPN5lQs9!l zW#)B1>bpTFqpS0BiCnW6WKpS|Z0?h$8nQybA^oqgVvWZwGaE)XUQ*ur<{-$cQNPVC zqrN0T2x#U=K)QZpX;+c5XK_7Ndr2^ij2(Oz(jw|QL3qPmTL=M7i-;e3EfuE)XViSf z&C$VObH~1c(u5Pp8maq8_pw4C;SgTrWF)6+lPu}LW#DxDoO3%=d7$zNXqCjcvx<#)0@96aG5hm|mW;uZgsI#AX*|e< z`XQ-V)T!$e<9meAYm&er9bs3LHg5~X*9Oa1TnVl{4OPF=5tH3gvkD;@(3s34{>ACs z=%HJ99QVo_Gsi1l0LM6oA~pJ}q$C-FKqCT=^zT|?o5sTYy7xE)uSMx8af6{;vjVA+ z!rvNEJ!;fzmcZo^F1sY^l&IUC2WmO?W^(F#@N*%KOy(*gf1vDqN3BE)AYvl z$e>p(;)@BFQ1v$H-LWlxk9%dE2k|Rn!CZ4VMFe+iMOH}ypHJAJD#bYL%02NH?h;HJ zc1JI;nFu8bnFzzG;#cgNQaK{R7^LB{U#~Vy!9S+FEOu%-{G9U-ur~N5atpze9Q|0y zfq3&yP*lg(#_uO^J}b+#7JSN+gKCi4hz>z(SAol$X?{UKI%k%a9*u-B`Bn4{NRenl;7N$z zk-wDLXy1<8Bom8Cb!)QwLW)F<9!ZDv*~kh5hxBl{UemI}RymAS7g{;DySLj+fOa5x zAwo~t@EG(BG*#k|&Uf-P>>pQuX9P*66H;Q_MndCL)Lp`;+YOqK7-$fLq$~248+~=V z%^1I&^SgrfWWn8d)X|+^vz~Dw3>X~_}v)h^w&Dc{g?L04B;|E9w8Ir@3Al^a9 zD$y~JzKJJ`dr?#yx*xYnjWzo^BEXr{^GFO~t~0>C3mOCw>Fs#Nn{$#MNK5fg!VRg~ zs>`7o5@nO7&YjLK`{$7Ee#!XO{b8mB!>)!ni=Pxj(P}k9ux{3uOjc^dAs(#;WVroI zX55~3xzM8OH4sYM)DeV@7VDa!l!0!MNN;6ROETyA)vN00E-lg0!w zX`hfdPOrMlov}naSm#0X=dk|3VMPjp`cy4;+iS$6r`U`(*oI_UF}ioU3mU5TK^B#A z%#X#|DK&9s9ruoc-(KzzBVtrT@Sj&5c*t{o+|A`fw#iWl0jr7)BzDs--f$#H_>QxAYCrEkzCd3KStwa}A9TJL zQY0FiiC0wh?zQA8?`5z#{a3NWEl`neAR+v;KJ*TPKof$Pbm}bC-{{D1Vk~8gy2(?m z>2umTbe#3zarH08)tC4EpM_vn2twT04|=R12uUyP(EDaCsmNi>XLGsc<#Aw5m8wX7 z8u#XJRuK547pAIxFH6*qVQfK)f3(u~^OVED4k2pKrONf2?0QFd0>T-aU)x-#*KLds z^Vks|_Ul1aq-MnCWcOTl6Pd(LYVz$-WmyHQs*KBLsO4FV8;Z~El6o%m&UK>rr=4lm)U-aEx7S@2!c?5 zW13SG0nkl6eL>|99C)z{f{UhDSR#uJjcqn z@kNCDJJSp;0bKG;DBXnsM!B^++A@Uyb6iEhF=RF^;f z7Gl2%+6Nwjv?z7#UUuIjT+&B(PYL6;+B7k;Ho>>a<{zPG`zb<@ak1?SJ99+5l-F*a zo8aw@xAMqT@+{jGp$=8*1XYCX(rQ-bh%X@Q*7Vlh&~@G4f)n9*-?RIdRf5a3DKhWX zZF|j13lu~EN zDOT?f}Mqg4(WNqj45L^^z#`t)x}{onHCC=bGAcb;0`Fh2N_jbd?6MP zZjqEFeHhu?@e^mm;=qR?PawCDfe`E*JIer4B$`{`2njb-=|wrLsjr&FNEaM~>W-wW zgHj$UL<+YF{e7FT*WW@Rmv8|fq9OiyNfYC!+`egYL*l@`wg?2_#;nYa9xmXaHcboy z!p=FuUbErf53#ruq?%hUX@Iq`y9j|+TGFE)MN;h3r;qhs8#`0m9eeF}sHxBp5C)L3 zy|uZuf-!rsVoOr1o-Y`sen$wNkN&F=A~OvEhjfgm78CWcv6QhgLUB1y`#Th+QuWAB zcZ|JRA>fJ$lUW*eXJuY9!=kqCowIc*6d{Qbf`h(}Yaj$PgDNC_JzMv@Uhu;T#`fCL z-ABI6f@(;65CWS)m)PAW5RsnHuDxE{EoGi>irVMu91qQ2P`@Lh6aLE}8PIqjBpn`! zle;R*?{(tF$TV8ZLQC(8|5MLJex8q>dTvqppRZ2J7MYcGUyPTvlO&u)DU@ow{c&WI16vfHqnIiV`>-IYI} zoSB-VN>BCi=usm)uAtdd(ml>;n$|(8?Tr0?a~IXbr-MYGMtJUY?Fxsqh=zbqx^|?L zoo}vdgP$kxkh^m&`=TpuPgi$T*jfsqtlth% zx$#pj*vv+=Mk3PJQl$6R-{y8R&VP>@)6f1JqE^iR1I?c(7Q)Cf-pE4fcpnP7!?QF&bAKEH7s$`ZySDg%qUO^^7bd$cVdi)U@Jkzpev^5;eG90DPGMBRIN zVcucFiU~r}%`Zl=O-W{%jD-;kymC!5!I}j%5P9ivT60g$qF2vMe36rEmYZA7Q%0sU zp#7a%@Ko^L%U_7iTk{``hcM7>D(N;Vaj@R1BzMM?wzjWNbW!YBXvFzngu(O3GXsbW zGz=2bMaWw9`q-o0jJid9zbhB?pfc($gn(Dz-OUPtm~;UzaejNUG9yZrU)rsDc_x(W zPzWL>C{(i2BQc-w52xVC*%UlPA63FbJBg4MM8)UHI@Q1c63p zG3oP1Mvgua-eM4+-+@EW{~l%60wp}g zNC@gdaaOFjAS7*(GS-(zuIOY0s;XIQTemL;yCU@whJ@jl`?0dB#6NbV6*t|M?_?bI zi(9U+XCowqsYs7PQf9n_5MW^*;fj2%=^nky4vfj*W3$I-ZGk-78p@`|J{k&8RNs>*?!sf?O@J!38~RdoeQQA1iC#^BRq4V*RuDB*H^}9urS{IR22B% zPen)(`=VyDf*>IcL20c%ub`Om#VHFMYvTqE?@$*m11|181W|z|1rh06Bf6*Rws8s= zf939D2HtIfzSn#Z75ayIJb@6fJrSPINe!oe6%Y@4-w?T?ZX;>et~2_qXJh*xT#ZapLs*RRvrG&>8)2Wm;)K41|)-Rt@i0XGQcZ&G%ezi z-oR73#>~plm9cF>X@ctGBMtvu7Z|pr`ky7fVN14a{!i1wAOzv)#FMWe2s9z^N&nSm z%(N`|_>!>)X@TpuU;Igs9$iBaE+!3Pdvcd_c(K5+lL`3 z6%&X%w%UT!7k)W-m;A}ws26*;4ZqMASYLAw31MN!xTqcoy*f1x;n^>lu*u_3=5>X*<%R9j!F-cyC43S* zXA>(m5()@^b4K`W$-ZOFD81YZJN<1LL}khto!mBS85G{pJc5MuO0$TDZC1@E8QW_E zGOFzJy49dvRK^Iy+8RI49zDVxGYx}?^wtrtyi3WS!dvn1?sQDt&uRLHfR!Co(mX$S zg%v9ZeA2%Po)^MnqMAP7QMN^Be3u_s&Ne^>sqY52#Dj+(KLFmH z`_b2U4Q$VgA1+CYz<&j*0cP*MBpnC?O$=hvzdITCTz=Z-GB&^FF58fok$A5t;8zJSpmt0iJf!5C}*o|EF4WTptuN`gdwB zG~{domlUQUHOlHA{5K>7ni_FQZ=%-SIDWXoqAsi`Klt9|;#C8o;iE_-gz#@sxvYdB z;Sp|r30mbDGs7A0arS6?v~SvSd8iEbH)6u*hv9Az1ey?pBEkl>v@zIR;=njod+)e~ zN++1K9Y+x4`mYkOf*>YczA$QC-(69`SQXK=L*@MUGTm;U?{jyxB9JgfOb9aq^$yUBGJUTBJt) zuC4qY0KI!=(p)zB)O97zicyw#nbCZF!AWS0?Hz(}bnG!-RuCklKbuDetSv$_YrfaxOh_Ky=^p$PY?P-KUG4}`W_Pki zLV8)}$ae1SMTLyn=Hn7q|AkOZn`+*=8m8YJCy8RCzI;Wj~5(f!^hCoPq5>FPgx*)8DQ9#;kKGu2|`0r1xl?&6@=g5i+ z96sT!)6>1v^h>T8UW>e9;C66#$TX-obpjGYF0XqFD>3j%pWYGgtkP|-WGoN9u;II@ z54h3nE`qRDYRPUcRZQBsDLMV4;aI_}A;r~JT~{9rRpzsiDm@KIUd2k4c%(NV%OW<1 z7NqCmd=7}**ZCqF#Gr$0(t_uE{UKGNxdsvGJJfou4Rr~7!||P?y1om8A54YPwlJhh ztCOlmurjL>(luc(gLDUhRX6USJNM1raUC+N)c=T2)XU%N{qUrRE(Fr;REY(bi`!k= z@Gh9wiVj=g3rN)Nj{D1+wzCp~fb?dzQ*~+1S8eeS!{fz}qR8h^I~8??YS!_N6ReoP z;}K4t{pMwjE(z(zg`jm^q1vPc3RUkTAslcH=np}lxo0uyWk`Nyw=`RRFpTOY1x~C1 zxX)Y(LHM_MnFVB1X%P6N_u?zvEd0<>#BgoPmrhYR<2winRW~3y+b((34q>3vnNK*} z7Pnh}iyk}$Z@?HiU%ghzWfs(!*GR>x3PT%NsS=m;vC*_v;Ya&&#y6E>*Vgf2V3V(o;x!&zk~rg9Uh`XRu{Vpm)r8DAJ=m!|ci?A4m*zRU*BNC&+N7 zo2-^Gn=1Xw`>5juXq651-x;*#m3a?@UTaCDo1HVbnbFlb3`H6cKHsn$9LS^k+BV+N zRe%(UCIkuT_66y~HeW+`Mj@v7V#VFODlmN>jWEQwmgzwLnTA0?dOcV~XkfhkcSdph ziSkCh%}|i!iu9=aSMBfJuf6IK=}J=2E@5Jh72~VzeC4kZ!=T;;T_l2nCS7$_A`tNi zfAXxbk+k|%*5h%i^3&_NeCXT!9bU~xVQsgdMp z?psy}xTKTLG}l?xHyPt2^5ZMQ<0nA&l=28$S9>P2LLeZW`TLzwbGvL)jFZ_Q)x&uc zl(A8f#UGy|jBn^Rtv|~uSVIO(ODi4oSFHe~BC>gY? z4hVw7)EVIBP8tLemv99pDC>4?S{I`u?82mwqk)Rx87fbNLCN%VF)K2N)d<%k^RqVC zKWA>e{Bxed!^zXYb|h7V!LMIQ04of9(wie9X1g|3rT)T8Fab3iVxKzqgGw;L2*Z?T z+U&McOGs}ZkvjPKNlF+uN45xKMXq4O_7~*dzPH7lfW$yc8F-}EgUOm5kMC||T#I=4 zE!Cx?NDPG;RLU@DUMbjgPQxG|y%kALer?umJH{fIH!Hipg0l-=NRj&aSI&U~ZkkaN zlfFY$dLw?DS_>oT>A2?j=p$6YNJR+D+WWCP*&!i)0;x7SGBUA&(Nnc;zRLt-DCyaV zv?x2|pEr;UXj&v9-S{7LqwCqfRg8hKMX%Bm>!2D;6XNpKi(A+Y7V=4dv}I)P3%XF1 zi+ktj);|g-LRv)CwEb7jyv52I2_=LloyFm4&l*2G$D_QIKRQl*mVgNZwG!z(m)8!( zNHjg-NC>Y)%6}{@a&oW0ljpaeG@qXfhuTzakr-ywj_PDZ1u^M?bE9_Ck^hf{i#8ea zl^;P=p!)t@9NXFcQ4y|$$vG~vs(2rQM;9^Cu6skrLxav#8;t(K^2v}M(S3q|Fc@4#gyYl*UQK7%mISjKz;g&cAniG~o zV#wP0Rh5+(c%-woQ|_^U-tA^AU%1_MZ0%F9uZ^nBH~m#L1QG+LNrcH@x#>mLPv#-; zYYXqVt8NEREFMFuq`AScoSjJ$6J|rLLU!i!@0I6sgzW z1=2&p(qA!O!)?=X0O2C<$qT`Gu$f4Y>Rp-__8{mr`{$ERcOqi;{2cW zUY4U~NNTl8z#SemDhNnV<*Du15NeVB05_@u!tCegz*gZ`2trHpaaUGsmXPjt_7dtC zrMGC}t}Vl7flO@2no4d{zOhsZti{Zo;A8r$>6VNThp_5|#axR!7%j z0~pIY?@ihat~tAi06bYdZF-MW=oJ9zYNTK8Mcqv6PCU||`&cV1c?jh@qmU31M!S813@Tj+YJ`){ zQ<{c)FI^a$FV9Y|HvI-hske|28l&G1W(9#mx-jo|Ew|b2br`Nklegp<#3@4g4%Nmp z!rZc(6$BBFaF7~tH};`wQz9PYS)^O4h{0*|O~@iujy_@yL7)XlLN&q=yj+9tls3M{ zrC?jbeb5Q6zo70QMVoxKfFRJhK)PEyBBoU}`~#ygGEV!M)N}|m^H1$8922_hIxB<3 zBi&Xg=9Vb#Z@7g^!PKi-TmiKragY$Uwmx{rN(e&I?F*;&M;L3C)#6mx|5h=^30zI} z08zm;WPJxD1R52@q-S_M3trUgsN=)h36UQz>^KIMQ>idJSLFh`5)zMe?}D^DxTf;r zJw~dqJ#s@VIKh*G^oYOYq7y42a7dRT)6&;oX{%-Y?UWBYX$>}~svranLme+b2x#U= z$R!-(jT{{pCvmL7nXoP(Z{Y-JVIft~eyeAx&k6yD^ajE(I|mV=`SF3#kQ&j1z$Klo>6z}kQ{-HUr)!Hn1Y>?dYZv5^42G2U z3uaY%;gMcsQ<}NQ&9VCf?v_=QBUH9U4260YsQ#A`bET=QFbGM1D@eyI&RgY@gPWu4 zU(FYHhJvFnRN*4d{K3T@P3k@GC)^rYyVJ!csk#w|P&Z~#xHXinwIBe4-=Df; z@JXNFk=}kHHmhNTs8ZATrK(_*U5OyvC|k3#M+Uv-%*100PxF#{icZJqU0a&=5$7 z_t#2We#||36p!yJ%Y$vyz^s1(f^claBajI+2z=80M?sFN&Hrg<_YbqfKw1paSzgz= zT@vu{=!3pi86XIi{sLxg1hikA>gFBj)tfYa0aOs zN#WU#dJRYlG_SxVJ#!&@@t@LH9~u44r6G&kc36V_%~1%$n4}Z;dNANppkW{lA;Q=; zY*i_v^<}I7(_#&{8;{x~Jmji5c(;}YLBb>4?(Z3qC04CsOx6~M7Td%df&?w}+KKgJRvOwfYG8{xT+Kot_gsS%N%CKt;2t{n>KVAC6KBuZCtIv5D{+&g z8pz)i2nMQ@dmj7k@TQ}E`t4FS7d%IPNQpHlhMq|Z>g^BHN; z{&VjWddS=>03PYhU}|la3o3FM-8))ZHohrRIjDF+B|PG1+sYse7@G-)dE)7*DO^X! zT<8A1&HEm~!+7>ck*-gz`3Yg5D-!AL>|P6ZYAj{W`dc)6RmQjuf#lGNbgA&+(<)XL ziBFo((zcbIyW1Gywub7yvbRtL#sx{?Tu0MM$Rg3CAQlkb^%qpCbuniD58NWfRs5A( z1IDV-3^j}Q35OZvw@f5*LRbDS9Ui=5E! zH%CKi6oU}dzQ1YMgP_+)oAgn$h)RoqPj-wIc?t8b>OX^Wf9k9G%d+`l5D#cf=8FxYVu@qk%`~ap$9|)4`$I zX-En$AB-~ZQ6oIYqe+2Jx(&?I+vd2WkTH-NWe{Af3=!c2LZGE}sDYIpNd$x=yo_x1 zmfXr&jFL9@vS%-AgpnSN&u#L9Akh4>gtT9daDO?ktC`UdDbI5#HwQnP|AVBEJ54!< zl^zjaK4N6GNHaG7Gaem%`QZ2foFt^0!1|RhyunHc0@4+vjA@siG}beI{Ff>}wa`$2 zI?QCrw&k!U7WLRyjh(wa2*O^mVNz+DFWpMawZ z1CS!swe)AVN{COoku73z$&WE5mvNiA+DTDV^)EPvr-m@h^N8vTiGij_Lee!bBc%=T z9lO8a7Abkx&8e4#{eg-w_33YsI<}q_7x=_WkuBc2VKT=4mlJ&pG^apiya2?7l0rcZ zBm^24#KcP%V+|(PGr!E||J+?<2d*6bzbXG$LxNZtRT1gD-_N+y?otio*MFwN!>yW< z;n2i|9umXQHB+RJBGJSkB>iU|k!&me`xm1wU$fMPzX(#K|J$^9w(R%71s-bC*i1S? zk~Vv9Inm7sFD@53RcwR+P}hUYfBfCRN(3U(mtRUlTbvuZ^KoB5EainiLsRz`p{M<;xe<23M>a6EDf?@gAGDg)9?SMWYZ!fvxfa#pi(4NlkW=kvFh;(c#uj{BO&4Pi`?R@Ta87GAob&N@A$>B za*$InL_#PZ`L=}>6NFsCLeOhy?Oggp8xN4=oENL74TDA@sRM+=j&ku{d;nILd zsqR;o7H}aM>_ak`nXWDmk(sVVq(7+iKK(mevz^&Qm9CPxa}Y%4mx#;(mGZwgApif6 znecSE+*YeQEOv}1idmA2^5aL}Ehqd()BVjo@Y{sYGL z>C;E9PZZ*^!|jzx5CWPEB&1hG)M_krUgh!{4^mqe)hv&MGR`_AgE12Z7_dUX6%w8q zF*bQ#<`LJ7H@@6EUw9V0ut0sVnSY(X1wufxMgr2;QY`b0T0FDy^UZ^gs-GM_2AW45 zinORvsvQ6!plK10^tso3gZ9j#TE-G8@n$FS0jP#Y)xZ3C!e&+;K|uPm{FGO#^V?r% z@$fEr%N5d2d0!;`KKH&)UR77jzn@$D<@%YDnYrwvdzYv7=Rtv8| z5h@J=aVDfGWN%y-hDR12_qq)|!r>cWW(dR52-$5`Vi1zfH#0hH3trr1OcEXo@O|3` zZi>)F5DwOt{w!>QIH6`WQKg42KY(7fsuF4uU|lsbbP~NSUDQ z*VHCMoX-oQLp6eiK!pqH@Xjy!)5$#$@T8drf%GbNul8fHivLAI zn3piu5~4E=fq?W5>e>yRDhphyu|&b+_~#umUmx(&2=%$sPi-i>ZR}#w-FQJm#(H(v zGAgO+SwGI2Lv_e?NDBMIynaH?nI;7h>F^>yd0Wf_X#*bOncQw3G6@RtsGl9<0Y{Zt zA>fhT=`Sv8Ykib)2hVk$1Y9d|hQf<_gkXElrdzBK@HvEMr)ocMQHgeA6d~^}E-T*w z6(MyH59AG>T0jWsu9!i ziQ(UqonRLjO$-tN;V@OqYyTPGeGpOS^C5Ep0=IHYHGR(MPp zF4Vva@`EqD30XY}O8Y4USNlIPWyJ*!>2znLhL!YiCZiO*{mjCvLEv{kHAPsMq5X-agZv765cttkFL!> z`$24`CZ{%L&Z=UCK|p*Ld%fQNgqJpWoIN#BKGwB$0fgZP!mwh~oDmQiXs(S*y47E; zGOF0Ug|T&{__<-dzX~)WPqkfy27H_bStJ?+9%=8KnDy*-OBn;g&~ksTYfyybjSwsk z?R?Ej2x8(3ctR|;HHPwVMe;Myc*GqBxdkbLaNc$-hm{aSq>pEd9RzKWZH%$twL?Q^ zXF{ohDPqDw>4-j%5NI}4Ou8DZ7pxbRpB#vXNCOS90}GgoGHKHq4Aj&1TpD~wqJh9O?@eTgx#ZTfAVx+u#jhmsPH0c z-(7Z8Aiew8$R|%#T2qV%s-1U#*xiS+1rMZ0N^vT`g`kMOORV?W*qPey*lWK-O@&4U z!oO<~VU3wOuV3TVsMOx<)_rj2t}+tAtEB1~tVBS3usmqJw^QCv1`)jbDPQ%42FtY( z4~oY01^0B)L?9xqMB+rPZ!;SifBgpAoY!85?CCv(;P2~)%UCg4LVRY&x}o7?K4VGg#9&$@3LTH(J6^50LS9$p3gGgAm=nC%|UN{{#w!ljFRPNrQ!1tYR3oUPx= zSLh3j?5sxSsOYF^6f1KiAUzr{7c$hXUe=6zgxN#)otO`KgwvEyt9Smr!U|@qRj2AW`$ zeFZ_-x+i}nD+prJ5TwnGSzAu`$6fP^kk0Qn`am)2eMIL?kJqd8Z~>1kXi^|t01H~7 zBo>*p;7pjVJxxIXxwS0h6P}n|e*uYr=9qb;C%;|^+Igu!lX+C3zD6{8BS-|QerKVP zHWGqBQzJ3yAqBPXRVw2n@m|Q2L8~eg7H&BVc(od&N9+DE@M5J$e9}pO;z7evS@w+c zYi}zy?GJ+Vs1*re;2V7(2m#HYa!Ieb@U*_!s&kML-)%lwctZt3Km|vC|8U&PN{xi1 zr@o}cF8gv5O7IYSb>tPT{Sv4nbq*qPq*1pSD*N4Wob9y&t( z{|@hFAR$D3%9;uxpmA9sB%CH#Zv9Ve%}d4-^NDsDk>wDA7KGrZ+8A)5ADsxqs}|Ba z@tmeCJkd#6>ALcEAhbAWAyT8V2VJg^5NHtiLc%kgO7pYBa*7!{kGV;Uht7v`HEQ*d zh3BqXc3dWX7ga3F+Ei7;Sbel-O0bGAI47cygz)`E)D#E;O$b6R;bOe5*7L^7`*U$~ zd2pge4cCPjXWPVfoS5;M5mgk4TT+r5RLe{CdU6n7h=A7T*Tv z`Z)-~UqAkS!%7N#G2ue6u924Q;wHwvniC=N%j3cA-_&V~*yBrzSwRp<2)9B;RJa{| zZp$b^?r57HumOY+i)^YHS1GoK&3L{^QzX)d6pf2g*Ogrx0}%*`VAUy9WMv7y=Y8*AS`&-9y9eGk-*aYt2alyt?-g32mOU;IE?d<4?>FVFtt9GB#ygl01 z#d1Srx3Ajb<#>6UmWu5a(1(ILLQt}FbrM7bnidI2xA=Qqb7~zv%=jW*#(NWZW92bI? zvRv#gc<&MA)dp;p16OC$#K0ka5Msr?1x||g^|((E1p6ply9I7BqjH7zwwSG~R7of% z93PcR-+b6)#i(6m7R)JG1J*96jmMk@DJuY}~;gRz2!hr`+ z51R}r(&l%!!PzyMBJtD+w;oBm9~Na*Gg@jjHtjCkYB>Np))a!I@L|gJ1FX^=4(Y#g z-F2S1QnxbPId9XRoSLFH2ugQ^lpMZ2-or|hgrtYpWbX`JZn@^+7|hF~UcQGkDGW&= zZU@%|qBD&P95Ladys^B%yxX2}USv`DzS+;f{`f&i2=?S{TzJu_|X2O`x2Os)0r6)?Mh~ zGM@0z>=Ehja-&-v%hy&ilFprO<5mxW+*$+@fRE|L6FtEN4uGaaq-RCMbqiM%e!+pYbyVEC3AbU#nEI4|dzS<)M z+^f+La7Bb~)5^ZS*<$1J3y+R?H)SSs%)z2O)n2}T--sv(1C0q131JLrdE?xSyU*ZK z=*X^m^dVVkO3?Gn`0&8Wd-3{Z3k1b^A6Wwjgyo!_B$uQrLaQT241RB|PT(Tun0j81$U z=$f;U5bjG(>97(4k2Hit?oN$xS4KBpbIF6?fh|zq!YL#Kch|qgtRP5;&y~Nnt~i~= zScN|)Oe4DroFZ&S5O}B0e`Q5yu7q&;LN_~pt78LWque$#chmh6FmVn>&P@ zG3m0lY}C`IlHHlONm@4UM~#NQJmjDo5gY!PEC+5gqnjks6-lY`FRdI`#?^1-5eg0= zQ0u~BgkZs-3%^5c+#=BtsFD5P(beuM?6zV6_>yGbG!Z^qPDR=)_-2+peC{>UCfxsG z9A~rV-DAdPLN(tCc^B}^F*R@T>DtEMsei9BAYDPKjrp13WW;D@o1OaPf@L+h){olx zQhU-_yC+-dJ>V^q(;fBz3o^D zfg>jD*G{GTeUUiU;6iwQt|HhC5(3p9{NdDNu)~>VPlcqL*`$x}HDqPC>22ti-7i|8AD|R-G_D3#x)`K{DvO{>f`r zR1lGFi4;4VygnQ|7vIsTr2h8#`KCXht$s(56m)${^H@ni#3$Semhs}f<<nU+;ftPt?j2sisD-q?IoIidtJsq*e|x?y_In$ZG;VDx}}FWLDu(qql1 zMnyyfG=9e;ysg7(I@G~6T2#i|@7&OJ5Cob<<&&O;%Oy!+*V zm~i;sNpO1*-5!ztSs3|gLH+7X{JzNYpY@NU+lA2fAZp@b%g&HbkU^qB;BW|c@T|xw z4GOPm!xibz@iu{Sd0-dP1%#ol{q0VO&NNMukT$AmHAb@LcE%T*``xNxs*qbyM+hFi zh?&g_fspiK!Zbm5`SS)w!WQ`clKcN=iSc#4S59%q(-K@Vy?3i0`XD8jMzBG zm#1TKlRB}iSW&$nw84og$yfdr?#~K>ghRLmDL?vSSLuf~JXbgpuwhOPcx#%v*%T7C z&mAH&&7=}f719psNxsP#KWup&^ScwE_~Cv6i16%5|BJm$K`8s3&t`;b5rhd$`-fk;qrAJ)S^PHa6 z--d0suf(EMkD9j7^JWl&BS;2vk7xYew15|oXpUJ(I8i7avZC}%b|bbvD4~1%$?%;J zfKUV=OUPySLC7Wjt0U`f{#t$@0Z-SYlkazQ&4b1jq7j5SM`FMLk0t{S>0{Z_4z2jk zk5xFA_xVqnBF*i42B=)5APk!S)$R{5frf!gx`3qQ{mp)pQwbiV`hRVDH5(c}8i_2b z@AL?NRu+{<`cU)8>v8rbC9Sv=au-}P(uwT@eQ_Q@7~G~TH-=m@&94#fZ}waK{n};A zV%#3RJ}c6U84N`i>ByuG9We0&q)0Rf91-E@Ligi1Owtr_DD#o3Ms!5s5R z3J?Ms6~v^6cY>7nNX^{KaUsOaH{}e4Y%2B7+>zJtdkqw8I2KE^PYseNYmOgXFAsS)YE zTD_K=v)|W$z%iK3Un1=FqJoB;kjG96q&p&I*EF8C6fowRSJ?-L46N!8`Lz?sq6XdJ ze}pj5%#n!n@6?J!xh|hM~RBD15^N`?yt?Qk{s$0L9btg9MXZdxVvE0`*cPzIC<@& zk}qrB$=2igDtlQD;j)YVHUq#EU>;C@83{V}*fBdbyvT zohaVC;yWIuUK=p`>`DvJs8U5RL&XrVj7O7$nDjM5OF75!f5b9AcM=w!-rx_#cqYg# zm}yP<2$6wikN!W}t}`gA>+KtjN-Wql8cXabC~RYQ6(RQC3m^z678I1GuyjqLq8P-E zO0kQIic$omSfV0Gu>w-1NbkMB=Z1IvbMD<|=YBcNWc-ksXYOyGdY-CII!ZOMyku4X zjk$Fs(V;DOH1z6JLrnO%-1)H7Aj#Edb<#CL&rR2r99vT8Hnrt?<}5qNB3(tQU}v`R z8!H4H(sTYMqUV`StqiZQOK79?FBGTRAu*~x=E!y{8{ulX#M0sppn=9r)RRwAjdoGvHZi5iLwolUM!mnhJzDuYSZnTq9;N%VgqK9 zxN3w`kpqp>N7+;{vPiMRSI@pa6Ji6kGxhN1S|wIil}~!Uyz&w!Bc+(p6Zxk3UGyWU z&>4iR>Rj{Nwh#hLkhr89!928h`8_%qXHq7-yCqD6f;{R>@Y%E_jgS~&2n3}2cSH@L zZU5dJMmI?BQm1I#=?x_>s9fZ+!sS-1m>?qEcVQCsXzk)16?APLt{oi*9wwmDFW<(i zJ4g}84e?0(HP1v}+bOM#U7ed34;@hjJ$7y)0RQ@K50)BKxd2Ev?<^@FVdH#&k;7~1 zdn=M7>J6nXsKqar^V-+3QUu}`k1X!p33tkQPnV*jeUEGTgX`FzAPC3(&uwDG1=7=B zNyZMfMXw|2$(L~VpUr|p!83Rp5Cos#5O!P;3J90{Q--t&|ENu%b79Dw?~Xwr7oH&q z`YM-xw8_iW1=96$QP$&xxrK!c1j53e0%&aKUj!ih#)ue56R^mFLt2|F9j=VGtYox9 zM$O=8{s!K(q+-R2378BMYSHD{zE?*} zby+R~A?eoO#t-2}9lr5&zije$Otw`zc;2-LMMqPn&VLOF5*AzVgoNAVMQf6cn;RLW zS|9r%&G%P9iz2DTyTVBmJs>tRc zx~cn<>nrKL&1L_u+fPEz9cstoAJu0{AOsi_)JeDcr=%Hpy0kMcmrq`N?=L=-$WuWG z{KJ3RzzTtY^bVoWtZ_+=+Zbz8sxRG%(1H+9r;fkB>bsnkJra^`(M}4|I#5@`C{OvA zshA|p`2~6{%tTz6-S5wXthk^~ddH$dpB%~g1I_dR<8^h+(o`tGxPiFvtZv>Z$f9Dp zEF#_i5-_LKYF#-a%3Cxux#0mgkXnl3ixXoFxU87KBfYyO^hR`idi5u|IkKynJ}U=m z>#Rg#G`FQYIN6Lbfh!;!A%#A$sNdhhXs%6gd@oFQ=?m4Ts2bZfo2hoJ)S38|4nJqV z-)Gk_MhV>p6hwS`3id5*M;H#&1Vpn^2I9LGD)lCR6W1{?I673U-Uc4IIE*0N8}d&I zD+t6ls;a1rQcx$s-eF; zY=j%BdLu5pxth|8oidQFETruJW7&eDbh=3ruIum;I}V2wdIiGZT9IYW3WGpMm<`(jb{y0YiAU6&ODCn_sO zXn_I7VI)WjF zB=_wJPcIKJ1XHTifyfyzng&aqGaUlv7f45W65WT*7wewUeW~e>MDodjCz@>j| z&jk<d>H4l8F8>GCx_s^Xk zap;=<-oxp04{Pi_9AV$ZFHj*~dEG+LB4IX_LwW&>Qj~M^w+hDD9e%z3#b?&w*&XTx zm3<>mjh!Hg2)k#$Eo+DQ9H^tSLBZR2?=eUfrX$bBQiyGB|QEjTCbKrtbuVoC~xAw4J+n= zM zEpVsj&>go?CH zZLA>hNp~+SvAeAyG_Rqn^NI5rqjK~P0^ZphStPA5E9XHFFpI%&_atw?VRZn^e^ z<`zN`g5z_`FR?-(Chgcf|4q26Ro6&Y=7l3~3ZtNgwlzo*rW|?M!0ORSyu1_Yyu~Q) z?>4$cE&OH6HrH9;Vle7p?cD)C^<@q!&g5 zY+0$ZNJMz4Q>9L32&XQSE=g%SqqKhQ2B|Z3r_|gn{e7NaZ$-5dU#>4 zF|NcHYzVVLg5>A?tQJyd%&`ecA8)Qqc^A6gq>9djHk)Zjdq8jhYQ%$eX(vmiJfJ63 zF$8?lsvxPm_FBo9aYd`|t_WcfSSNgmAhfto{+SgMIHc!;3sXjnkE~%N=4T!2?N$Jl z7Um*dPWx--ONa@WUlWkd2scg{7C7IUaZG-^PkjyVJX9uJfFLYwT=Wn!sW=4EA)cD9 zqe*caBhda;tIfMeq6qaNO-I^XV_IeaVZd}jKzfKr5`1n(X>~E(Ak{9sy+?c>EG~o~ zWw2Rm@HZ=E;F7NKNG?PxC4FOb%pY4RoL~%DBoUG%1K~ddAq2Q2kxu0m`e{rpwyLJ5 z!J>+)wlqO$ut0?1S*(r|D|Hr=-fkumTL0u$@|G?~?Zc;CHUuA?X-JGdS=)lmotP?c zNkXRzFhqlqZB* zsi=Hv+uDU3$RJ^=z$abpl<2>F@7VN?9$pML+|}3G3tYEIjheew=PF3qAos*2;kn4{ z>hGq`HnlWmRy_G);mUPypyb7Q1mMG~!fR3haw8-$=@gPkWmKc_mveM&K6_yJP;+p> zKXqnw(Rxz{b`Xf)tCegCtxPPUL&*I8WwjNk%~Z)*bMS;GkXOL8Sw#94Sd!zOgz@!^ z0o&dAV{61v_XUNZ@J>-*RtSWo>x7}si%v}4%Gd#O|ARs1Dafz=cR+hj_%X;FVLafG zzS7xf_CC{jH)HR`1^p5F9+}|Qg@=d>Gp+9KmU4mq=EO}Z;cPVp$ePCcR^(wV<4~ly#v~%ut`PHg-+nmItT)$3&a<*OP=a}OA6AXr@^-WTTvneO{zEI z!n!ucS_lHp1=1VZQVs-nyuHkLvb_tqAbQ*l8sJGrT*%wG5S;A9xWFU5OsFwxisOsN zPINA;SZWZo&Rh#>M520xw{N~t0I>nXAQBKxH4NLQ-LR>ML7DW1(l6`{fFFE%-Bp;lMb}J*+Sg5A$L+-*DKQ+D?y=UaU5- z*X-y9iBbkqhZ?7u`=!oJZm7y7osP6H(*1Xf3u7%(&$KLsn@}cf7*d8QhGmmkDT9FY z3FnwgPu`k*WMt<5HT2We86YpK-8;tU2NUQK2By!Xi{{xn>xv#VFq-nbbId1dK{YC> z*IYg6lG$I~x^;6$|H%bFx^H2PoAb0g!L&o>R|<2ImTrW?RC^>tOB%H{v63MXm#{S& z=qNJ2Tg7(z%Ol{b>z`)r@NM$o>;65QNLQ*Gv1gSA^ROOU9 z#uAv4m*?Bhf|5k_vlSj`01YYzfiEIFfm9fNwQhC`VZBWB zJS2%4Ti@TOM|c`TPe-akZ~xgy6V~*fo&_-h3oQg9!rg41b;j$|T8_{WBqVP3)B_ir zuSZOXGIp$H#RTHpgw`zgIIw0m{h(Rzm*G=PwW00u9#nYrub{sa0X?COF@bPZLCs~1 zhGmI2odvC>CFa|qKCmz7``>Okw2ze#@i>Hyk;!?xYY`TVEZ(TE&avSwP)hzdg5Ww; zdxsQ)Tow@SGGCIKV{hP+M$dpHw)^i9fT@=c2*8nXTQ#LJB=@1lBVFTMVy$_5qir_L zr77O)xZL0gNfC7^b>j6G7o`Z~J`zYD0<*Zczo9&`oj$e`_HCl`6iAJ!S59Vcl|ifk za0wTt{4VX>u*-?DPpi<@EVu}I=4?ckbluaHx1~xzmm$oZ2}oZ7Gl{(ObngpBT}orz zL(gDv|4ugILGG)QJ`e=ll#(7`)44LKW@j#A1~1e<(svFRU)LfCEh9dHaS;ZAPx_^1 z6ny#foFc|n{0G*nokGAK`N=4%$oTm23o9-NNb9ns&g;PX7{;mB)~xD^deEMpM!GP6 z#+e*e?`0wB&YepA!G>q-=_CG%-vd?qtHQ@dl8_|Ts1Ij%=7K9GoVGB^)2)2Jow2S{ z`LOy}L$INfx|Dh-<=u~aDRP~Hh;U?~)K|gQDWHVz)lTiUKK`pM)NyeD3DU#MduBm#kNy(678Yrf(nmroi6`F$_2Ta zKze7Yu(ZpE8AblEf`i93#Aa~s(^Vmk&v(;c?NyE?jCcB{?ZA# zS=6>y0~92R4c}jK45hA3E*nT6KT6@a?1_94NQaOkys)Yg>@cTJECiSF+4U=szMicR zE^xAZ$+#ysbk=>{5~%IP4C%7M)}`5y7-3}1r3l$0 zsvA;tf2j{-k1$o>@d~++XnZbnhwwy1@_2eJP?q+i02tMc5+zxce)%Mdr`8h6>O@dE_CL5 zZPJ!nBe@opLwapW%?+4t3n1CS= zkY4QX`Tgwym0Cty@VLa|t_h%9qb#cAMIKmL!?c-4dM8^_b-+2*$OgJSdNZo*Qi(0J za)eq%HO|iH$D9H^w!pYRI!0Y1u%8)K$5{LFeV$-I2UJZ6Mm(67dh#`-2pA7Iq*p|S zUVk24ThA!zr0c)PGJ(9>HH1Lgk2htfSxEGX?$YBsAN}@-`+cAeHg}}U zlT!@}q|Fv|pMXh`kaT@ECGlm%{A`*o|M9-t#~BYHW3&YUc)I<|Id<_K>BW92JFE2! z3mJ#Ax4hAv+&%`JQJ}U&_~u^(H}7CfAa0E;l1i(Fr_hU1ZyJPw3mYI^E=HOVmvEik z@oygK)XSQ-B-P1P^n!x>kWoixRzaO#Vq{LYf1W>sl{F&XYmwA=An215qdoqW-p)lf z5Dz{f1UW~qoPewmCPf?p;TT(|_5F1JTE=YuqDv<)c!O@4YJzk*_odCo!Yr0GKY-=Hy>9cE_kWzx(TT>27yaDz{}1***7th zF?|=5P;OiSB~qya=113#2BU0DjyR;R5-3I7414sAaf1EHyb*gdz>b$^2!f6M&C?JQ zFbG`I*&~rs`bbGFV{P!OdAfR=pa_rBgoh<>=dm(K#Ctg{1Rb|)_a)L_{aFba8+Ux| z3uTX}oiED+B_J0tRS=UNQc%j1p5; zjg=wSn?KOGaI!>G{Tvis)F1@>O-EHBO~81-B|UKzAfBePE-0T~6^XC7xIG#|Koy!t zSzfGy5a2xE5-zU!d7iP56fipD&!;*X{4_j&k8+;k^t|25d7pc9+0og6cwpNw?F=hj zCZ0QzY}0(Wwu)g;eT5>Ync-kTVJN~d=*GH#*l|IfbUSU8eN6FwMw~r5)oav5D34l) z`I(JsOAm$TpKhjB^(!9U=H9gS&zBp{7(mt@kUl(CG zHmGngD>kTe2vc= zRcoeE256F~Em~vVoMg8}i}bl2NraX9;#9`8i|C2rNimp_-;MOSpns1-hzpoW5|U1( zR%#XNS7kFUL;7Tmb5j@#D#KEQ!TjXK3|5Xoopc^A>8->uxs@?k9-i@=0k|KM+QhD- z6#JGH0+E<-fT0sS$fT35N9g&qskTEAm+f_t!%BN6G&W(6PqlVv%KF^h^@ zWyXe%qoM4@SES8D=4%gRg@MN-9AGroRsMCRJ(bP{N&3ym1|M(-6?JFi@AM5U?~IT> zt&lAaY_5syOD_`sT%;A4+8de`DMq4Xs(fiM#0D(H;F8|c8Oks5<|n_Rvq9s-KWA2L z0k5z4%&ZDXuL5hlx3keGj?utlcHL@22h?P~7a@ptGGI6PB_iFmFi<%* zW%2<=v>o`}(bpP$IU`l5DvG$nDn{b+32*C&apL7B)Wy+Np|sA_vq}M~P*L&4rHx;= zOI3kh=fuQFNI0wQS?y|AmdbDo5%sH_VjTNHMwL1Yxn_(by9^AUbUw9k<(ax;n)GV( z;>tr6-9w;ee^aChPZTVzAvwaBAR@i>#pqo)M^M1XSdTen^?O|UBFg&7? zNNzv-gBci%3w+WwwnF_UTB2sgeuCcLJC5*I4{OjV)9$5ba6PFHHJ6?zAz>pqB|b%S`ob{Ch)NYjzm@U z=@`PGUw4Atenl~9&!83_7PHQzgDy*V63@p6g2e?J1YyC-;-!#t!`UDp{Py?Ij;Yaf zE~Y!T*%dD4o52N0RDGm)zMU2X0oQ2KZ?=J(+VZD6HP9hEUNb!5zU@Ka_Eafy4U>N# zRLIJ#@<wEXjVV_if)L2W#gAT``tTMw}TQ)eFO z`E1E3mFN#8j0%rx-oBpWK#Md4v0+ojR!>M5FgEZ=M|x{6W(zBxGaQ4?c83TTD1ku< z(m?ykUm+&o2#Bwts+p@hr-1SBTzy+51ehxb(N75EC#t;;0d>IqOtjUCOig zNcU_i>RT@Jpd1XfK`7a%)COV#hJZ)8?^7=?vRi^{&FfSU@aZmLPP4(yih z@=2EpQ)W*qNqy3T{`%L*c=6q7B=qK?F7D`^&-H@j2vY?C=}Mu*YjC=_hOv2M{jCE- zwIOAGi2@|YNrt1OUV)wm!x0effk{a$Gk;vkn5xzPIHhixH~3soMG$Vc`9EZ(3hHWv z%e4cG?_2Gh%{X6vIQOa6RClPG>MfF^yZnn^rCgAkgAtP+9Vyf@e;m1$v3JDw{6pU{ zkH$d-p09`vUnj1$V5JKj(r!UgsegM?JL3-9vk5k*U6itTJAd5#;DhZ)~CHY4!#zsbHUT@XYGNs851N9 z>0+l+tHCRYJ$mOKF5P>0^xVTvdrvlIc{vtbBG&qQV~ zU3>AjN3<2%yA(HO6m5I}<%CU;6vdxz9wh}JR}loH4XRSV$kV$e-{@~nw~l3$}tN`Uxlm; z-F$k2GlK^`Zu)L8hvOs4G3T~Uw`C-l^luqgp)6!hOPCxQy6}EbJU2l zt}o(^5Mb-N5&fSmx?NV_ho{e3zSJR-^3G2jjCL?ASBI(HI8a_9arbmqtp~L(?=2A zA*(tES)|5(RRNGBVO$W9&Vi+zaVp9yVH|GKiEp{|&iXg#xs!q<>G96SeUMGUFz`tC zMOJcGrWn~3(!F!yckQXeplLR$sqkHl>W?+xa&>|9B6BtE454;wDLumTjvH~ICj@{x zo^{~rmL;q-K}0(H;u<#RRYmawdVI0&)|ln#zd)L>13~zZt;uq82kAZ}zoz=ay61n< zl{siqS=tbL1xOQekT(B0(it2b!J<44>9de)F1uLOS1hMvC{gUt(vR@pg!w&lsic z=E`{r)AQaL#TZ$Bcm4jzaz$1jD8g_;7~J#MU0|iqLgKrqwFSAcv2JupviRH_p9yy5 zQ31w6(gTP^Q_U%Ssjaq_4;;o%K83 z-rPucY>|DG4K1KzEtR{-De9@t3IT`on!?6mj*Ixa+vuKceQ3mNTj=5Z2r0s%(b21< zQY1IV6OlfXlJahX1Gk0IYW^hoZM_D#Kjm-41m#27jZ!AaR|LYFwAXy`{W|1HE?tVE zLPu(xhYTu}Ny-^SZ%qQ?k zZ$lCpYh+z8W;F0z$ZTD?8MLR95rh|Q1GwxU5O)d2DnU!PGDhX2rZ)6~2b`%*+KVF! zC$fSdBz?Sm%@#8+gJ?!3^344$LnhZlqw>#@GEW{Nu#_q@-5z1Oz$FbK`-78zg)`kJ zC<+IRe=`Z{i=2p>W4=Mc6>9+nSvYN{BkA_sg?xu*{|f+2$xx5D~I^9$Xg zV%kjlzCw0UT|avZdT*-Y(SkjO=Mta;X3r6VLZ#}5tYTCS>56~lC!dFHB@B}qSHDv7 z#;H5>+NnesH0}>Q%nAdSv`tNVn`-^ulCcd*Rp+6Caw)iLaTdZbG%=$aqzsrktE&@k ze@UsiRedJ;4*lWWuK98QR&WV2mAoh(x;aZ~k?6{RK_Fe{ObWA4T-VY{5AjZXw!UQo zB`>HK=lq8f&>-OeNKd6o>go*Q%8co6o$bS?Id2AcMyx+Iy6hGIL1Z*%jF|Z+iZBJe>(k@@HHOHSG&^ znwKC9!F4L9SaE^NC+yi`!Y(EnOBlm19lP4ab@Ei@8s`G@~`550E&>)sjGr#IvhFkR+| z3ExzV3A!++&8~oMProgDxBmT+>Js=2}7zs%aAn6Qq;@8D9)^>bZ@*uNv zG}QaD4O!I0n@d6<2pAXCNxybH9yU8$e`Zw7-H(~rx`6Ng3Zx3NUN3qFLBP1cBVF`2 z(tX~1(TUMoo3?NBJ0I}aG1Uj=v{9;Lp#lJ45Vjw8iVJ?P29nFH$PIo?{aWq*w;Q`fAz8Z+Q+W0OAl2l(&ix}hJu?@ zFje4?j_^`G-X9-Y#(1#hzvey}4mpL<2*JtgIzg;7K|p%nWus)7q&i$c4=yYgdF|Fz zfXY+UA+wcM%IsSG`Rat*gF~G&i{o-K=nx`mGcL6agG?$lSu0vH9h?ou;5Op3UquPP?J_v1CXFj9E;Du<1;g`Nqk5rSBS{P(QvsgU%! zU^NHz{I6aw>Bgw`)zW*a;KGaT2triWU3*rMg-}Ge4a~xM`u(xaj1|bw`s*3o-qH)2 z&i;Tf7;SjG8p41H5{LBK)W%@zxcA<(eQAYei}H*&FGBl5NxUS4K{u*`-F7_USHQA$ zTvivSG43||tKVA@4R)p`q5yA-me+Vz+Q3sIoO}@tvtQcsKAfJz+cWsDjI=LMRUsWg zxUuW-c}S8lqsrqE-gX(YHNEZM62|nDsjq65ePMSf`{IExyqRtFBfJ>fty?#%9o7fT z_8ac7F;tt0VIYja!^*ws_h?3y)BNzl`(vSZe+l~j>9OK`$Sq*s&l3@j@L~ea>qKTfu6Q~CYTem|g4BY$-aR2MU>MX%p8;!pv`M_NjG@c= z?mM=*LtLP&Q5x6A972F=0_mY0iw*YP#*gR^1x5FQuQPa1h_?sHQ9*&_RaP!RM0y#x zLZ%ldvE~Imhqt=>xCVGh!5;`hW3yf{D<%j?zt)V(me10EN-rt6o4?WUJqkss)YOjU z;KpUFlv$nh#u15y@OxlFK3$o;cHP-$7WFfv%wrISz?>7{tzAr+iT5_A%pBcxuYz$e z*lD45`c9~Usy~vWX;-I!+eR^E=9A6^D||_eFPPO%PsndO(w;vYGDlQ#Z9r<>b4U{~ z9tcS9d@X#m?3jqT)9m+*X)8}b2&h)bz84CA6h-8gXh|o6Q>^C}ROj`eKi8IQ;C`}# zRGAuhNlg!*%1V`aq|d!bF730od3BYp%Kx_ZcOE$we63M+@~pNVHBvE>%LLL1Jc*%a zd|D) ztHd0FfT^;Obh|}kZcA&%;S#zg1TAuOZW{+>QK_M9)rl<^SwY~FF7*ef`};)aF#0Y2 zOi+HP0d|b6Ll9IZEPc&Nn+2pNnwJE&Ic3-|njxF~Ri9iM1I~WEK*~^o-gpojFtBhQFM#6>cPE8yI&zm+KkvR#WZ*?D>kUB5iT?B=CwF|ALZ3zeC zqa%n7#Sdb>vNEcqdkG~wPDfwKW*pHPxpnytC+MZH28Bn;uOG5p6G6P=qV0O4$h3w2 zQuyfm-R1jF(2fNvadG4Q$pNfXfk%3cwh2#vYD-5s9m0fP|=N=IWxuXBthw$b{hxo>(x z_GlAQh2;^ad?6-aCRIqfN?W*jb+%4){2j8W7y>?N1dXcN zlNv3O>6(!BD)MA(DHx_cK&r68Wjwfe7YmVyuS?CYQqOO=n;Us^f8WzmM~}2yFaQ1Z7Q_Xrqm$obj14OU9MT8|#+l!- z4R4~S!0sD`9eoN#shbf3bsf_XNRBYaCM13Rdree*az`Cwjh4;;RgF{D;Mt=vqzlu_ z4>v;?FgX&Fu1;BqW5=AaW^5dZxH&a(>{D>-t^(r2?)rQkR&Ie$x)sl3*1q8#C5+9% zcaGZbjRf5Sb*96@)}LKBA@NHi*`|h3@wtq{M-GWUTR(v^+Vc^DkXsseAa%x+L7lWZ zE9Go#@vz9D^-#GF4)Z`EU8WWjqVmaeLppS=m+&f zQVY$-E$R3%YeCPZVh~6d%L@<0X7V~1J*me=T)(~wlA?G7!29sL9}P%y0gz7PnY4T4 zymn+HQ=M{ec6=EPUU@x?#OPah^AuJVRY}S_IF!MUv!Z&ChW+xVkM|+LCucZH?PNkihdwAeG! zU_Q%^zM5nUHAGS~!3Q`lwGaf14Pw%4P*UH&QaP)N_GCNyZPSi9U%dZV`ygaq`IUJ- zA@dC8bQ#;BhVbS*SY*cvf=G>UM`UA1-p=?C9$gt)eeCAX9t35CKO#Z8kaDsaf`B<^ zG4b9JtIWG~_KZ=;-naIe*@JOv0D>@ak*gW>Sim8W9#>GPHaq7QNuNhu{J`W?sv(rr zo`VqB#i^OFLLlH0cFq>RY_`0(wSt}n8<2O;{1((bLT#Zc>y`5W5+h8RIizpNDMbAq zAjxGcSvapUe3uV6;7^?ke)&^K0xJk&(!SZ#AR(Z+n9(M$Zff9jX8`2c<{>$nv1j~` zHB@rFf`D|7`M{jyc0GIg`Etd~f1IPg$djYWy2O7WO~B=dOE|{!yw`quX%%B>%EhZ~ z7X(lqPlUv1+3zF2uo5HUy}_Zr4+}oq(U;=6zg%3Q@6!_!qXS5cxW6A!gCJlARYcy%huUUhjB<5tb=v1zMz3DH7J+r$vBu4ayUJ45l zhI=Iy>Z~vbNO$_XzK?3pj$_nzygKGIh2-{vGDyP_hNyL)Z?nR{C*2kq>em*!v_6F{ zOAf}y8w|&SYpAF#m&-K2O<`qJ#l+tVbIL-ev@rHJpS`#$-WS~8OqB^;)_JaG1%WFf z{PtJd?)|yiGLFuMzw*OIf7U?h)(|kiJN`Bu_=;;apEEP$|BCSfo1wiZ4zf1eC z&2+^HaDPxwq|5!azO$U%AwD*unxmp=$~c8L%I(~oeNdD~4H71D4k|&e8M8(_();jZ zyz1V@HGiP{gec|fgSGU*Fz*q0a67F1Bdj*W{-bTpX)@`(v|sh%gInp=-J#0 z$&vY~FMqRA1>$Gq0-|lcRyQ$P<;|9>ED$$9>ELk0gy*BbN3mi8m-M9<*U0TLxh{;& zeoxy>6D~kKNYn&XrpnhwNENWx0*`bSFSP!$UiCM3`fK4&p9D3Fv|pgt0yVuev#bp~ zQ;T6B-i4&&c}u^lhLL}1dG-C36S#KdD1vaPUGn4Vk=)=yNct*4s6;EY^&?}Dt=(KX z&`Jxu&~XjvbG~&lSE>y3MGH6^W?Gn!GB_i1^8>ax#qGvcScU7<34nSb8& zRjb}DRmqvY{a}ps&9fVZ->@3SU8KfQQ@f!%lxxS6@Ipp#dk=eTBH=Ao>%MSrAKkXr z)`<2VKY3Q}RGPMZxz%?gx00;}PK@rCOHS?6z~JH};=%HkJ8PxiFP{gbulY&NKlYnl z%b1`Vur5AR8QN#2fDjn`kyOA60gv>#olvj(EN*oY-LFkpHGNJh6ryfGGPJC+C%Xf$ zLekfEmXuEmmPi=wFZt*8uAdBE3U)+3fm^)ET^9h&Nluqhg9&gE5IAR;# z{CeC2$gA~7Vzks~bsIaMz$d)8#&73}i=Qp4X`zLC?^e@&0bXDa(h4LNq z>)fH_Xw`EkhzFQM5Rq<(94Oql#l(j3S_|eaf1(FH6gDC$Qq)}R2_e9EAQTYp0#n$Q zR&^tnv9BX}#)S9_5CUrN@i^YpxsWbn2zaEIn0vP5rTKgHq`x;;*yahh=_^3--E|~K zxtx$cr507LV-^VsH?rvnO)vTu`_N<5QL0;VOu%E!cM*gh>BH}{gFt$%+>+U|vnKA( zrz`WN-e=7X!0BwN4eU$g7Ir=6BGQL;MMVLQcV94;H%GbpH;?KD)d;CAmv7w5Tp%uB z${->g;i(Drl{}*vt^R4dzJJODvyi4pkUnRNH6VS)Y^u7Da5{U*Kb}Ell_7Lp`1B>> zY|U42THzUD!^^fad!%fjM@Se3(n&nOSuOiQN*QezV@Ii+{|KscGD0vWz?|LQ5so@x zzu?LJ9Q}Lyce*-PjQncu90_uPS{R{rIS1UzhH-%}Bpj$N*{YiFs?kAjWsCkdDm)*0 zEa+3Z&_55ngNGqdCtVi_{k;E5QURmcKYn`4&;?M8Hy0s@`)l=KD89fD2uLqXjVbH9 z;>=UV5~R83l_K{;U0?#F2_F|I=}UE)?wc`_N_-#wKr7S!nas1Cs)?%F<9b1R3aBFI zy?qPcLJ%+}h)Azm2yG9x`5w(^h+MH>l-ckL)DTJSm76y`paqg6j0+;t%`a=b?9)y- zG|=r)zhB%geTFpQPlRB>+$aNx2{;1M%d~WI0+()UX5=Av9y7=Y83-|fN(S3;W_z(> z0*CZat*3+K$JZwq+mHQjI5ed|j|IvlSPZzeA3}g>0$-hQOQ+|xsQ4+xg>*6U-uU?Z zH^?QFAs&3Hjroy$k!y~4q))J!WLDm4e_cfnj|N{7?2G{8Y-(($@Tda#RKPSrC?w1T zza0(s`zslx@(Ftn_u1GRniw%ga^$wib26mNm>j8d312Tudib@}H=MEXHF{8b`l`zi z1ggtX0Lkc)j1ach%hji0|#f;kEVRIOfHurUk zUfY|4z>-2L0rU0S#au`iaD66Ss;!Kk`F5uZ{YHoTvtLvi3=MlgrwOQYHAABx?uRg7 zy1*x$P?hB8-rB!|vDVD?!i|R=|T}Z1f&Z*p8kGedCwRbm=i&PA7(<4>SH8FK5<^dAOx5kiAdK8EBmeX z++xirQQaQmd0hzAYG)w?=N4qeu|mKn?b$;0_T)~GFb0EXzqK#&fnx0&$fRnoH?D_t z8Pfv}>9o8@z{8AtR*cQHJCuLRGcf!KvPXLn7rMI)sDs=BCP(U|-)u>`%{doZn&|Px zi>P-#Z^6mn&q$g7j13+Fu>pg?5fJVu)M-hpZS~zkukiRU+nX^e^fzdi6E$`bl6PvX z6ocIOf=f7^YT`VrY-y;*g#kS#$Bz-RlP!Ch1+Ivbh`7QurLHb7oEY999U# zq<71$>HoQ+BC?+LYJ0P&%B8IY%7am3Y`x8Imq;~%9;aerBvd0@>r~TnA8}UHZ!^;&yfXR`F^m`|uiXY?_L7y*w^Y4uIH*OFQ zY7q}c^|t=bN)x!Gt&wM_zQ+@5#^6p#^C~lbS|6x$!2@yO+^>VYScMlt(tFuFLrhN| ztYK7Zw>jm-)`dXLU>1lC*FHP~n=dd`5Ru+^;c2zatsp#-9$vT}s~1Fo)!JJK!iL(J zSEO8!8(r`SXCv2a?E5Lqp^E-qd#P{#)2a*5(_atCQD)BN=~4u8y@ERF^PEbTQ;XB~ zGoGAZ^U`!15};Muxrhlx9Ud!LK_K2LzodVnXM`zZx&OH6O=i=;77oLTl3OA4( z4d3VT3uKQlCWuKtn*%J88w0;Hb`|XUzSr{u_+Fzn@Dx7`(SRUeF`j_5S7;12I^Z0~ zD2}XBOIL)~AW>&7CM_ytcVLwGdORK5NsY0wbLi1U`kf8U<0D5v$%`=v!@D(G-bvM& z?wm165~vei|Kh>7v|UbfP?-i$Rr*4?a~)k7k&w!F$jFp z-P!|3T#U>zWo*dPZuiwn2Nzx{BW)NxGz)C{#~=tu&!rl*Cr`B6|ArnVwQlA#4}c-I#!ccG)?=a%R(V+elSz!>7?l*7T@VMHy zoKfK!ex!1*#Az^OSE-951KWoD3Mm8T-bAG1Z5{3XD_n9;(fRP;{@RSk!=aY2X9$AT z-&;FaK@gKJ6{c`Xcm<_xboUlBDfoad*p5W)PkB8mIs%d;j0;@Sn>##~o^GygVKmte zc<9}F$7vKKNgELx9Ddy&%L;>lbcd(T-LR7Qid;Gy(jPpXI@6&$grNlS;nV`7fvjF` z90B3Rf64nh;i3*kVmRvX?k#DMUA>98u(%^)2rC34b;1ZL@Ag~oHm8=BoL^kks;s>l zs+%80JQ$*|KLbL5`8E;hy`xE~$>pU1^t7;hW@c2>V5nWY4*52NZx=uwU~> zj~2!;Pb`MJ1YdN765B>divAt&iQU+OI_VW{18e>K`iojTqz6>xU&W~6 zDJ!QSAl*%sQnNQVe%Ec^F-qIbmGcy)=e;wEF|z#bR~=D&rM2MP2vb&UP$#_xxiK)g zb{=!lpO1Ht?;3D_Ep@m?%W8Q7D>iUR>w?5)o=J2DV|9n~246jks^6jJh51OI<5&4i zWu?yo($9a_;;qUhk*zeNy7Ia#2k#mMdFB`-M7d)YSxUd3p2@?6NX#SLN)=<;H{xzo z2_3)2@Q=RL zA5vvZiuk0bvFDRI)oXA1!?Vj!6h)M$Q~{1r3{`Z zz$A%Fx(P;Y_$7}C!Hl_u+2b@HH$q|RHpB(j9(R6R1Cwi!)JZ#L(G<(I+rNFG`-Jv) z<#xj!_lNYk0db+9@9t@kGGJWblU4?WT|<;R91G}H_0`Bg!#QB(pBlYbAMX*s3WA9A zjRMb_6#Msej4RrqpJp_Bfq8kVvGAR)KDbT@Gf6@15)!B4?o~f-Fz7(q1 zQb(Nb_^CNdEt1^IKk13Q#+nG_y*06PRT!#hZFgU{Csg^rf|w9IYh$n!f?RbLaR~2R zNO7L@+%mVEj=`WTL*K@F0Q6R%wk`G%oN8tjB#}SIp8fTH@D4_SXYI~y8ZJ|z+$Hlxch?Yf^iMg@R2e>t{jn0 z2NyP4FZ*1^IGQp#GBxck^knluQsiQM{6|@Y4gixP(ot&4#3_M#Rg8_7cfThZE`w?c z)X5aL)9=88wHN@>VN$G*<9kYbQ)j!3T`Sz{&=Ew5$VVgH!8#V5M#XDGg#hD0eQ z_UK7g`phStNnO%9MEA2Dqt|@&gDJ_^`u+i&xa1-TXX+(uq+F1z4SdpL7ov$zUVqME zymjndrj`z#^)vKTID{lgRrk|2DI4TU66vuE$@mw73k8gP_VoO_GYj0Ivo$3MfoZPC z3szQ@N4f`TVC$1g>yP2|$4*L4V_GKk;-nh>i)Q;Sfe>I;l|%Xnc+x;;zws`Nfyf5u z-@N0X@aP)iL2y=5p;U_Knt*#Yb<*R6Dqb~zv@?2BH=c9u`7r?!BkD}VapzGShzS@3 zK4~#(eEnK&V{58dOPrxL-#+iS`WL-2 z5)-gsoHn@omD*wRc!bGCR$Sna-u)_aX{vs$`^JaXIFd5izPx5R)PM9d5~MzPm#;vc z8CPZ@;Vfh$zvbNg*NlA&)dm5z-depO&wK^3;U6OpcC8~E(({CkW~TcStQps*P4~4L zuK@Ge)CS(-4JS6TvPc}_mqtJOoha69qdj=ul#Td!z8P}ORCx4SMdyJOf!y$jbOOxt zv2jUjHlw4{Gid290rc)afmo2EQ9qrJb~X*4 zgXvzub7a{mNw6Z6NOeOH7H1{KN>xE_j3*|IAv-2?hqpcbW{Uf{7wi8W2PyMqBuKr_ z{Ja*@1&j$o(skNGGwX1dO2*z%MYG56M}o`Qs8{oEf}K{ZAn-|_eOaOzpt7xsadkID z-=Qs}4>YVmEh{J}IyMWEBb*DQ8`(tBuMIdIjQdB=wT_FOpx2HU(u4s+FNH{zS-vKa z-bj@sacYW;XH32P8f0agt_dD9qpIbq9(x=iF5nRo>F6RL)nS%F8Kci%qpYB|6nZSY zLvr+bhuM#1PIN9{awI0c*=$E!d~?Qk`n$i6^_M#wGq5j}TFn09fi*6ZqfB<~!9vnQFG}LGcHdhV>ztcMe~EDfA8k~Zw)62Gpm)Y3iTI<<#Od9}_aThT z{B^hf6Y8N&g;WA&-r^^P>?{)LIXsDDTGPg7VRU`|FxKyr8o5PV5 z{lhm~CbdR#18vfq*>v>YG&sdGgy>da@5~ehXg%ILgy1i&Pe|{kBtNiY%35KZd}&$kwTyg z5(Ys?Iy`FRYpvW|&vlDR;aC@R9|Op#YCsv-sL6GLDr`5R$%sl+xJrsV#6S zeJI$(M|`+q05p&KHxi>m>HHw6GRyS|>Vy{{do;Zau*(RhheruIjbko^f}3mKBQA7X z^q~^c1k4_B_=GL0i9|hhGIQC5wegwi^^hE`L>4tOQUtDyr}lO3%vk>tf`CbqI_V>w zje@cl532R(^{Gbl4c`SI7lt80s&-uj_6K8ewt)29j?t>wBPH#OPPWy%(zBla3ROmI z5f>IKoM~mn1tIC~T8r7wpI@?M^ntwyj4n3^GpW=uFt5jdg9lSEE{I4kT9CwWU(Waz zLpQ2nq451sO1y59F zmG_3?3ujo%HeTxv7>perUy=i&jt@d5KL1& zPO=K}cp}2BwW0d9yu4;cZK{2CRBIxa*>LUpI!F~TgT&zy#!xuaaO`di#;S#y z#+4r@L0*BnS+l`#*^f4P`Jp!P`Kfo0=YRjoSf;&m<*^a1KSA~=6hRmlH|x8U3G{a} zrV9eX?`E|QKPP@3<4mWbv%#4%hzFEgegmja;k0Fxpi>8WNlx2Kge_9fC|i>FTN zw~s=3$j?X*ngXvRbP99b!KXXlex>Ni>%BM@yd>0 zzV9&W;&wU{&hU#vBA)UJ$(;jwA{B*6jX2C8=7K^ zLwxw%e|9LO445{HNgE`S!0@ZO&WyK0=HJ?v$3e<)0VzXLg<~&PT;Qk?R)&;_iRFIf z?er)$WVdRu_tODTPozGQq&vY299dxylHQHC#BIcRohOW>{8Q7755xC?+iQ9tN%~;( zc@t!mFiGN)PDbi{&dseWVk{B5JfbM70(>n{p5frC2jDCrrqDtTVNsGi-M3}!H%3la z|I4S2~#^a!>R9P&V>C(r0hpL=h`p;1VC8 z$_gv+ZDS1YIPP<*>Imx#>9Z~pq-VW#bRjO_flEvvLDlUgS*( zt)adC-LJTrdxKjRsRcZ02VNIIT)+?rNvE||WlJBPl1%ajD9dN2EQh3|4 zJ1Y$2&#_B(&2T7Yti5niX%|280{d&JH9}`R{xpL8Go}q((%R7I^qHS-R7K~*){uuT z?LDDvo;DJta}T<)JFy@T5FW>KopI(xJZKMQY-Y5hS_KXAbGacH{aTO%=%x=)P@mqp>Ql z3~YjVfiS3LSxO*%#<;*GJ$Vu8ZN0%Mj`3zF_bm-eu;~WH7`KrmjpFz$mP(S`JPhe6 z?MAIrCHgsxYg$(8dt{hHA;vMpgwopkr4Rs&38dS2Lf^%Ba`v{-HNo52I&>`b@}!2S z99@HsLlzbDY{btWxel8XW?jIzDrdv@JmLjD7pPYAq~+!BAP6`QNQW1Vjg8lhvmVox z`Rs3|sw==!;WGrmNnIPSZ!uFZJ1Psm(%ac8Pwfailhs6Tm+$ENy&(;%b`C}e#;y{0vO>U9C)^?&T6?@BF!wp# zDMa-7oU0C1oF^bnsQoZa2SR}P1c8t+f;GE``&u_Ja*_Sl@1NWOMcLaC4<@V&9tE%>AtEoN63wC?X<%pZ+4Ti5J3 z5^`%F5fh%c-v;Y!7!!z3z6{*1uW4D&IC0_Jcs#ibY-j6@AXxVBzrjk5c%*wfO_Yl+ zy>y~aP`R5%TjxxMtWg@$<+C<-(^>fh4(S%2(Ajl~MHlXwaP>rT!R#bn9%C31P;DnQY0p= z%Q0{B4FxUD^cQoS*NJVh5EH1YkhzaV3n3<82)Lwg)#~WAt!k=dM5qy8BIDD+`&lN4 z37n>dvssxVftYX(vN46fb#4NqJf$cps~MWs0}4@(AvU;tbB>0b0u~;LNhcxK4BtFt z%z;|EHY<-m?gmccQN8ll{>%lJMPLZH>V$XV>qIZwb2+AnuFbbr&-70MQ!f!nkW9<0 zN3+reF`w|V;Z3I$%$nE-PK&kUnAVX;r$SJ~4ytnpezr z);8Fw3Js2=AxV1kYSkYQ8!$=Y2?#$GLLWPZKYPGfw5YQsBCG8;$T_DY2zv8)!&#{_ zm-vA84&IEjS&a2~Z6n4VPlfzKHbT%+>Quvu3B-GxB^CBf>x&tFp?$kcvqLY43Dl|D zll^{Sx%ZWHK3?gUA$OiKZR+0PLxMIz54J#LkRHY-JcpQoIcG8H;{*XNLw662q&J$o zXXy7l;+FgqaA)Kef-p7eK{r+gNkn>IXSRa-YG>zCx?|hDUKp=D3moeF9bwp*_~sld z3_KBG*H#&Q!J_pI<3Q(^5m6gbZGVN{JNpraqsuedZK5W=tU&GLF|7*wGCCjLos8Ay z(k;?Y-G}xV+O1nRg>G|@b9>+1wyUc;p#SmT-@!xFKUO=e518#Y++ky=HWPCb0?~hO zxHZfFN39q7MK2hj=i9iQU4dPxQQPqy zzUkhTO>IwKoEpZ3|G%f*m0CB1^p)8lUD?!T^uwuPzZm}PF1@_0k4X4JmZ`7vHB8^wrnuPyZqyvgLH4Ldx{NK`q zuHUADsNLo343%w>gahPI<97~|bfwmUkoKEVQzDyMi#%$)&PCTx26ohtj={v0HS8n^Q{Lsx2x(6dr4+YW`R$+EvKP98O`+JB?FU8zy)UA#vp=F0xv z{z2gd7&(YLq^ZJabeQqJFc>Sw;{uEYM3sF zn7-a0Q9Jdo+IRZ8?STFtSiz_=y&^jQ|5Wu-=_Dg z9BQ1-CX24rToJXuUd{VMHnlM$acY>niJ5x(1yNHoyN=C!{Ew$uG-?tm1Y3-Ka`zz`$*evcFAfG)@is z-2`g?<-EF5i$&kIa>Ljn+0;sC)Ua<8Gh_1O=-X2IpS6;W^uZW8-zMh$H~i7{+o)AG zr~9n@RW>yXRPyPn_1L!wn9@sGBvc12394RkB|(^*Q5s-8;!4jzi7QNzBC5m{1k!v;Om5wd@^ z<5Tf3!)WoD5&2C-O*QlHAMriaxhMTQcxa^(P7TA!WuyqGK?&{a{kKbD{w}42{ylhT zz%)6;gq=+|U4JxcWx<{Ew>HS8_Ff(}vFN`A;a#Z>LO`=`?AakZq&YJk|2FJr6EK62 z!HAl+Ww-6JnV_vKk6Pzd*RJ1o1|dy~Bk_ zQNxh(I_pebskx(XGp-(SLN+zu8FIhvzuI9}YTMB7W^Zp2E1TN3nK(7<+k{L6^}>H4ct;rPgzUkjwfa9i0*BZhHQ%(NiYh}w~pgUV%7i&B^K zX2idpTIjO`(p`h|ms=85DGW2P>OkaYaoKEz)( z&Y#6NG3;04F;ivKK-npit0!brdo7O|x3f8=D@Unz!Q2t%&9bSv&XV(Od}c6C4fvEU zzQmPHZP{!&)VQ77O1pkr5n{r9#VcmAsrA#qsbPx1?Yu77m0BsHrlWm#uvABJ*-em3 zjmPlJR1N-Ky=5QSN_uLJoNwcFPRMorHtG?RcTsp#Hqwona;OP9FZgw(=83p4&9d}& z+0;g8;nXmB<1nKJ>OkxDK}QN@BTbb@jVEF}nyKXdfPRAevbo^>2mWn1Pt_Qn*$Dk^ z!!w5_$wq24R}MAx&i%e!e>W=K{@kE2LH4&zn1@rtem7C)Vuh~M?9sQ0lNVwKG5%*l z@@dpCq{7a1rCq5}(U#*^ZJz9JyFDNOHjJ96bNNPBYE)OAk>Xr!*}vPK1voVvDU+v^ zgm~y5$(Jo5DhuUM<1u627=-lYT~A-x-&RSZh9MO*tz`xJwoxrRw#cUTc#*tsV?I2d zBWi)`gB4|SVgF(|)VR!uhAJ#l!tiQ&BMc3HqvH!)YLoo zX?CSXU86lvex^n?Pa~G%--dC4+u6C+l^S)E^i;}HKu-@Y!>M8N#$hHKBuGM53!VRz z{kzRuj#In6b37L27xrgj;dn=b3GmS@`vG6w_1~FiU2LCpU8n1H^VpnR<(eGCC z&CypXA$Vk|yB4R0A!X(SpP`>^Y&ZpAce*tc<*eIeA-)Mj?Oo$POWunGS*j2f?V#eG+#7KjT2 z`q(az{cRT7I5iBZjJkp<`rS75v}=|9ZG0V^8uo4KJjQF1axx?IX9dYt(|Wnom>mgJ z55bCvjjv>XTbM5XZ5UEP=QggczZ=Dc+6#YG%l_RQHsjPVq`c0aw64_pBcz!--`C2f zrllu`8lS1B)ZV?zCJNYQqW=YhJ@j#EI8tWSpW^AmacvJ|bKw<@8irJzSvRHD8or7h z{bNc7w@9vA@NdJY@jB-yyZ&wz(&Z}+9Ay7)%MEa9G^7ld<%Ot?-t_@^7!5F#L+$@( zg}Z(mRoz*8ucxo<-|an(8ith145Fzs5HHh?03rEVBRSv3VFp}J(6>njXj#ktHtnrA zHT>H;+giIKJ%y|1lgiNLg||e6 z7}3xytqnAODoUte9WTy)>2(1vt0z7%aHyT{c{?dX(;d14?O*=)0a@9`AkF!2GnoGx zx=+!vuP!!2*4DADf%g9&8UHWsoT6RX-$rvWnWvqJ=44C0fEu?d+a4G7&NdvkcRn;2 zHzyCKQW{6G7exxn6J%?9)CM#cUkOx5HD_1tt@60_?tnCyZdM*GtE_18Zr_M6Yjbx* z8fxPkq+x1dh3$>?*E?=Fd4HN{{P&77U1#na3GaIRZ@TU8gwnuJJ9ol+WoYL|JuY~q zp-Tfh8)#O?|7BYLce*uD+Efd`F7mLI?qZ-h{_TPBUm9f|Zirv>fUGT6R|Cz-CkTZb zJjG!8%-SZd?>cx{!X84jfyEzh@qdKqZ0f6E&Gt8JvRwBy@zPTA7O zJ~Xh@#dCToTYlo{M@41Y%HF6AX#c;DhJ z<}0hJ8n=Li{!Urj6CWCAbMpB{H-N|DXU-vOTdn>Ptu`x9?xT?9kp})HWm?D42AYFg zN_TdZ5BwM}`!vrO1I@(`r}XA))<>avP<&p4!^HXbaaWYVx>sWgG(g5!|}^UcAF&%P^d1NN7Ox8VM#?Y9pN zwAp!zC2d36ttymN9=C%NP#e&ke1_0nz?~smG)I}?6Ojg%TKLzJyihRQdQsL^b`sJ+ zo7Kr~!|Cm_Lc_0(m1%K;3^X_2B2i&n&8Z_a0jaY-G_cgc4{g-uuZuMt+Wh^`r;{g} zwDH?;%BXQoYkE|DWFx6Tiu8{crTz{LtTDwv`~Pn&{dea;^DW=Jc$&)qzo`bAou>|M zSC&>9`Q7970&Z%q`_ORQ*jcxhg4Jn#R+B+KXPQBpu)n9X?mtJCYN`_(PDdI@bMj=t zHcH!-%SAPlH~kEx!Q^%Ei&J`Ut@G!C)#Z<6m=6uK*?1)zg?;u|erjqnmd`Y3bN<`Q z>c10&HiPq?`MvkL6sKFeSq7SiS3M0^UbvV#$|sqYYc|rrQkR`oJ<&@tcY0QuDE|Py zHPJjg=bJLC^S@g6!|Mf{yqo42wDHTLSV~&J-q)Jqot|?|Fn;Obr)Zl~uIT8MhE8zI zGtpdZN4`1 zV1n5BJw26;H1VW8BY!K4E-=uX|Gx0~-=#qL4dq`?$|O(TNDGk$mRk8fm5!6so`=tr zX-7;nH_w*Ht}L~8&ooG;jar1-aNPL8nSw~Ib5W_1Z=>G;$B7i8MBrKk6NCQhfeD}6oX)CtRp~>}0xg2Sr&CRdY(<*Hr;|1N5eR|u62HG6F0I;#r zcCm1`X7b8fxWb^#$ummlD{VRawrI|i%~m1}w0U?11hqcwkg9z|Q)2v(XI_Og7&jgP zrD)mgwoXmj_hTOzNOSQR(p5$CTe?AWd%a?{L7IgdN?kMxY};5uc4_-H2AYk3datX` zTilq7G*xkV)*=loweeqi%Do>mY@_BU>%9*RoM8F4^ZtK7y~!0VNB-8D39@aSL7Ri` z8|YGZTAAGu30F8l`m9G9XyZ9_N!3btcq2%YS?1YbfZ2F~=nN$-?zuf>)$;XfB@uHyLO`mL+A*`XBtQIeC=Yj5M&+#w&{` zBQILbYS-j(i?s!5;8G_~YMP>GsT)PDCXd@`6V2se2bnXOq+Q{0fZ9^K2o7KU7|7a_TlYJv@AqN~gb)%jUv+ z>|S|816%Jl(fFsbgR-<~>6fWxOSA7m8ca4P54_Ra1BWk`zbbp-wTULAke655l0Pi1 z>2I}RuR)uG-*nOkq))uS)3T-A_8Dj{-U*_bvh?$;l9gmj?fa1iK6UYNn*wywOgq8vsVSnB3w0o1W&?UR&cu*@ih-Se)M|u zAMco{ze594oUHa8D8P(og;p&m^~#{B1y2IJ=9Ik0xXdZqY zL!FQ;d(w=OeOl-u(s11P4577U8WtngxY}S;fJCV zigx^BaZO{15tmIgz9XNdz9FkSmRlfuq3ji;!MIs?G3+Phh0z%sX~M>FuObaBwelij zN?G~%Bz0%mr)Nzx7yrrXrD*MkzB(#f8g$K|P3We!Nzrbndo)beR`a@n=Hc}Zw1;k% zwCZwsh9tXTpjmi;fXWH?e~9UnwcYTcflsZxT8zRCxBsNBBWs&`)1b}C>uu;NylJ!U z`(#?zC@04e^ z<%RXiM6>f8a_Wk*BvS^>E&ay(s13%=&NB#xD_WH(jVs6#r27K{jdv-$tY8Bs6oD6f zz1zW|fz~hs%*L;==uAIr?PyI$;!h@;hu1t&hp_|WTHlmi8uHMf&A}6-9LlBj-ra$B z1^#Dg|3^rJ31a7wl^jaj{j%3IwTXouBMn^Y;7fsO?CSQ}|K00S+*$rH(QN!zVS=)B zdBr0A<;i>S32FmNU2fJ1klxR$KX2Fo*$X3{8fZd;pjwJn*w3cvD_HiKfhKg;ou|Bz zA*7xr2`Tn-q=6SayvZ1yJqC11bX>OdjEQFFeFcXp+V@r)BJ#BHJ0A4Hpp6Hl2=?JX z?v`GcBCOg=1B{7P55wv-Ph zhRL+KuMOJ%{|ih1-H%hC_w#~%5iv#_w#ILe1}lL_$15t>{CU}F{vcKQVW4?#;u%8wGr+S2?n(A@lzo^nFQ9q=rb zX?J~SFheYS+}bPJselS+WG^iIYtqIm&!|diMA}|$z1q@yH{(7+avB16Ffj2mm$ zIZSzUUdkhTye#}_&J-D0V5f_p=U*#36CVBxk6(Gk4Gny3qFMPqkg|h&CrqvBj<6z% zL7UJigt{Y)$zWgWwG@A1+DA3e+$^)bpMuqE7NBW~nKK%~zy)refK*k{GWKm3*DDR3 z@YX~VLaFD~^jJOVYIk|EZHjKtX645t!E4a&B>E|b}4PAoG0(gG-pf$ z&B|L;lu{FO*g<0a<7YTUlIKBTGFs~q1zv+xE|^g+6kqRt?Bz9me6 zG_X{-u%n;93ISJ7$us1l4-I^3;lWS3K*_!G(^A+E}*L zQl;%k`^NQTS}Q*T&CRzBlquMFM5RgcxMfdjpxJo9a*3L64c1a9YhlcZwdx2^R z?+#9+sfk;k47CBx%9~zLU%}v(zcpvmZpo1bD@*9MeqH%=Wyp;5^0?Vj7-$y0v83Ou z?ki(gkjL$_4-GBl*Yxy)`hNd8hh%L#QyR1hz1wM>hVIH4Ce!+-GSGyUc616aly7_# z@9f1bQlZpH155dboO*@q&A;W1JZyhWFdM)98>L)Y`{_Q-P0`^r25D}-6c#IOOV1a7 zCTkm+)%7&@BAKMt9e# z2e>p3U8Kl}G#odc>GM`;d)ThCrZVxS4-G7}@bVbyvEtftID>3ya3+H`;c1H1iqy&%d}LIdS7K)hpYygP)b2%jvZ=U(VQ0YWHZo&ngB{5uy%>@ zR@U~;NRx|3u9hySIc06hj@rPdHokk?rnGH(R=u*Utyd1DffwAo6;ffeq@fV+4TnHLv7#%2e*`3Y_?xeNK<4`J->lwmWtzcfR-vd4^mw(OmqNjgprKHjbH5_QD)1YJ+hT`qb0Csegx;0bWb-N2amOK;s21 z)K@pnozy2~L(|(42E*pyx3E;{k)Zsl0GSqMqB;4VCaD^>qSN0MlxfQxs11hA!D+OG zu6}AjQ!fpNt*z5Q4(V&edF_u$?4q7`?)9)gnk^$!6%@Lw2X${L1 zOC?WTS7oGup+fo#b>KO3bZ;q{_QQt;PO$L=x|52wzI>(_-eJSvt9?~a8_+!bhIp*9 zG-mDdKV;gFsz?J%Jv^>L4KLzUeVRy~AjPX0Xf9rYN%iG5FBe!Sk6ZNW2AYSb4N+_E zt*0Vsq75f}XfSSep0C+LX*=JuO#@lm_!VzX+aHlPWGj+9oN zIca>2PwUq)&}_Uf4Q-Il#kH-M$1QDL1I@{QV(5mrZR)R@aQg!j&A|h`l;7aUmZ+UP zLzdPvY2#j)tj2Bnn{E;JrkI-3roM@mw_C?f|IH<(YK69gLW8`@@H3vRfq~^_^_&M4 z%Zm z+~zDRt9f9re^Ud^&b>hO1+Vtj@t0>vp=L+}OC7u}ky5^Ajt*HZdm&PDq=8R`$Jnl@ zaZB^=@fBIyVH3?}VQZnGvNUMz3d~OKUVp1RZfAXHV5zVc=&C6Fi5t=7ahuZGpv}r_!sjYl zvsw@Y8$UMB__=_La%A z7nveEVRk!%G!OrfQ%yjfY$2M?j*Z$Q4JL?(?*!8*+ORLHGrYVArCXr?7aGc%KVF;^_wfxmUcvK;8Nl0I+?O`$M8d%HlXqRNt!NzzJ=E+gUz=zyzUX%;T2sffh(a;kgKX-8+F;yR2^-bgyc`~; zc_*M-R|Ct<_s`VVI92i3=j2bNwHwmF2XvmFVt&aVVDj9go+?K=bfBdg^i$9FVQ8?1c+HG_X{76PMypsYr)=r8 zz9wz_41Pn6+u4wir?REB`x$69zOs@lZL@Eb&@|0S)!#sK@Dmo@nYMmX@3O4zjt>pS z&BgOvDJSGhw=5;(aa%M1wE@k_e-$VM{d3F2NHVR(K%~KZbMx;TT_xUVTqvTe5^h4W z3^LHT6KX3%)1FVIX@dL22L^^Z_=o(qGBj|0|6qCYt{jZgfM(@C^fMK$%E^+eWm<;$f z2ck593H>ms?5tEQ=WKZ;^c;pXFx1UUcj#OB`Ry&u5z93kX`s!*FR|$0arWGZgtAM2 z`p`g|g=Zj9oOf%ICSzpU{t>7RXf}Q&_E~8g{HDIf3xOjIG%NpApybc})#__n6qX!i zpb4?9vWm8JW0!XF42eG4Ky&clX4*kNY3%4IkK1t*&BYfMr9?g{yC}O%8#l(F&C2&Q zw6J~@?Huf#y|}O{k3|~HH{MgJf|AyGP?+Y?okZgdFegt&rz2LPCxsu$hF&t!JUrK! z!j&lwjOZh~bjEmtHV5y;xJtRS<*+%`Wo>mQAPts+(Ab|2Y*X8(e84%jUl+9JpRv+{a9+HKX{ zT&0Cf^Pg;>d3eZ&zT^8thH9>wpZn0jr5+yKx}+=}(>dXDS=*W^25nY;i#1hgOEjd4 z=1#2hRHT76H_tCgsAwf0=l$$;DaHr#O*7DhXXz>TbMwipQDs`V4-F=-jc56EQa-Id zxz7W6@`g-DZ9sGLJ`l7N3OCB9i8l0`VW7GAxKSqQ?@phN$=V9dL>hR(!)f##ua@|u zCgb~$iDu!Uvg1nI<0;d7$@A^dER!~V@}Q=IlLr(!E?YWcwt?p2`z@-UO46zP8d+PJ zIR=`IuT%PlEW1(mq&(kZ&qW%{5G&80BW;C}j@EQDKkGvSp9-DUuPSX5JB`)k8VAiY zXtVKn6s7r;8d0d6JZ?3DO*CFLNhu-a&Xr%_rQt7qviSxYhb>mH%R2{Zfiy4b(BoYxfE%j&CSc-k1B1)ZYQ(Lv^OT2g`dJFD{Vtso`@^YkWI@>+W13C zl+e5ObLM3-EnvBU=HY4g8`ON8+3o8M*;4lkq=6SKJV%@I4tMr{aYJ5NKTR|j&#?Th zv=z8Fr?qV9zLf@TcK(w^Adbi!JLHV5Bu zRa3N74clwpxv#R$MB_1}-^$XV%kHj_XGoIu2AY+Z?!;5tmRA`#QnvJ(iDu)`GJ3dc zQuRpx$h6rT4BG7ctV`k4^M{9Sk!cM!A`N`%;9(!ys74n#SFgO}!0;P`N} z+qvcWmVK*%COr5;Z7QbRE2%jyy!N4iPc1yLthDk%@~)#bFVk<_hT4GUd=GHDq57<`y+Z~;kI|^PNc!?<)M}G3f3<2^cM1>FTM+5=u*DnqPN(>>)Rq; zl}2e%cOwm?@x~+cYg)ZP#e%Z5P!r6R8>y+6Iws3 z*HGNj-14D;6C8XCon6tMC!V-crp-Tu+JI)~KYx@>b3JTMCYjdkFw(#Y4nBDcDQ$iw zo7?42W#%JD18ol861te8HBFjipRDbfiDu_HCUn!eIe}k$*{5rcqBgM9%@;jo8~6R& zx}2L zo-xp@{G>}4r;lTNS}ALba~5e}sfE91HCl~ZjjyRSzcFV_G-2;Xw?zvtG~O#~3p$6| zVBG9HMBYeQdT;2=fikW7c>~SGdx=s@yVy70)sp9%-vtBB&O6gwQnckC&uP-PuKUo? z3p}Zb`sX*V_E=M4KKCMO1Df5#9*3kifgXK(uF3jtd3eN zMH)E4&4aT&6>agKKbj)loYxFA7ypf^uV@*I%$g%l-q$9Yle?7e0`|1YUR|bbx{lgl zf>`-kfs*A59J;0n3kKXk8jPEh??N)G={9!k^p~i+8jI=nm(3}c#r1Dv>!e+ z&}QMgH_FqFACmo^{6X4x3$+1FxYcc-Xp!QSi)c5C3v0-21I=k+osj4-*}rhEZ(eP< zu!`R?(6|#Qd#l#sxM$>Hi*nZl<6G$6iq`f+z7*c+hSEZfG>31^(+34x+t2?WS=yL; zCTaYR?Xy}5dGeOignTOAM;gpFJAWvZZaU+!^VGM==4{n zaqlYLQ9~cBeP)p6;vS{@;lmG3z4FpfT9@Yr8ej5s_?sNF@(_8{^1nbB*y-V&*69(j zc?~n%l4+lOXfSo%yjfXpMJx3%)eL#+?tF>bfac^~AgGvP+sx3MvbO%O3^Y4W$0ORL zaeWVXoq#Sa^4dh>Ns;smllzZdb0&)X25I00Ve6Jw`Si}Z`I<(_M@=*#9i8s{2M1hQ zCtEt^tw|ft?h8@l7A=Wg6R)iJ4r$<1D?by_`wHV*f4e7ZOYk0PFm5*9`*XLVWj{G8 zyFA}6nrK1`f}LvIq7Oe%$4kRyI_-l&8$Yg5xn76H%eQ)AINfS}G{9{98I=4=T8;kG z3(3QlJRE7@1ShW=8LzY@`+YNwtnH=`4V)l!AfV`H)2Ht>eIVw2GH4U3|A@9@a)6(_ z=o^1F(fA&O7JZyq+tbUmj9&~iJMRch<;dw~q}Fs@eqyBY%tQLY%Kf-zM4cl}x0PQ} z8+d^yf>Cl`@)@CRWS6%4hA@~QZoUzuyo*dlUuueNa(+h|Nb~R?Q)=PWcku&FbA;C> zns8jBwj))ZhidYCHvK?tV5!H#wr-mgZ9uYvlf2`GPU!g)X<(_Hy_rE7Z;AW=)pYi- z|1!XAyru45MVnbV|95%rel^iN{2H9TN3KdmV#r^RJ-YQ-e7%GHQd#D>QbTrL-L!H};q8g=$fd29~;c+6CQ-HC@v()Vmb$7t1dy z(mKQ(mw%{jb~J-F2d`aiuV}NsSJ0&KH;ite zxp`EDp45!|ykaMLzNL$SH1L9prg1ud&0dxs6Bb&HEM95&Y4gW_c0Dtz82OS8r^z=X%u zDMl0XVbP~vX}GRFnP?7vt6ogeM*Nd-ySx%Y;v2L%cw%Y|<%IF2(sh?D9gqNN-~X|srL=i!z1Hk25Bt!-QWxKa z(1pjSqF>s}mX1hl(B|a14S`DA)aZ6yO1pjuj(8jrmqJ`Wq~W-+ z?G}|QB;WOGw=C_f31;P)Rvu;Oix$1Q%d{y;Q5qO(=bN_@$_b^Lch&UFshtdIV5pN{ z#?TJB^`;~e-0gcsJ^_gZkuQ>9&4u~*0roJkIUmWKLu(7OQqKw zm8Iu)9MFWvo2Nt?SZd+9#uRv)z0Mj@R)o_nODd#+HXg;J9&f`>jJPWg+Y=*<2as|o zC$#E%YoknCnHr^mp?1Ez@1SV8s~+1Zule?A3^XT?U0hScHnvGy%{vmg(;^Lq&BnhV zRJyv`|D2{={hf*C8Qpn&6d!Q^1}LIqPh7p&8)`l#`RH}t`htIL2WQ@!c7rn zl||o>K+^|lSVj|#$5p67eR%9cnqG{hG9eATVCVO_w5KV)aaBaL9eo-zvw`N|S04Km zt@5z2OY%BBbcdat4YdKyVPip` z#7f(QZO%LLxHZa-G#ob`EIXuDea|`#Y%(oF4g<}~`$|v=O6+PYBd)P<_CEBXp{1Ng z*A$VzUei>YF3*YDfM(?H+uVM&iIDsE*EhE!5=P_ur@k0Nz%F;orf}_gckbt}fnuS;Tw^G`^ z59xhg*5=G-pgDODo=l3ixly2|KhSp*&CY-8w<|BK`_i+BZ0Vl-s13Ye<=_UQAKwvhe>HQ%=}c7rwxzgWMeXlESbuFGDi=rGW1{I@>8^1}Ya(f`P_ z_)esu7x?`Sopp<~t2j{h!g(JWc)`h&NvUH?f`)k`QU$TE;8YiC0~*WoIii$Jem=n^ zE34^77T9Uw>A@5sI6q=ZHu+nb++(1*__y-8vh#K344UHRTRt?f)5d>Idnj$!N5@$x zYnxxdpiO8^^FwL#dy;jiOlw{cX`s!{pJk#DLGhjAJ+c@43mIra_p?`ub|Zboq4L~) zZlc-v{a*|^-{JupWyxQ=n+ogzs#uq|dC2eqt6q@JS z^A$C~gvRa56m59AfIqUKA51hi&kCXXx)+BZYaZ*{UJSLt1aa`}1}ay0?mzmgci3>d z)wej(zzG(9kyS|1O7>m!P^J|qfixd&tTib`ed>84h0Bxomk$lJ*?1P?QZ;#}9t!rz zUN}(Fpv}TVmf=cU^|MJL(#mk$hL=JbXtVN4G5U<}JRNvR)>fu8(qP=2`~r|#tUON_ zzqag!IAxFq+JyY^A4*$_bnP^6xSlc5Y<$zZmp*SvK6+$rlgpwuu++-0#bzsQYZvdC zEYFY{+qlSHYl7m?2cJFyP^>8}fW>T+u+Y^M@++6%I?rmzmh4gyzMz(ZiWz+^V;Q&ZKGPSCQ_mQ=AtYV;fcz1tFNeJpQsmkEZc*g8BxUjaOq)3PJZ|(ffN>0`5XCnP_hAQaUV@&%8|2f?!4i zgElKKZl;U+j?Lc`_fB4PLfwW)g9*YPV{4>l+xId}uX|x=XzE4=n3E^oQ;adr*zKQW z+C3A^!M6=%6|KVCA}M7jENN`eCOj`oMY392c#Kl?O(d(}%rm%cX9_{oC;A$97`)D*vOXl9UR=Yd|j^e7ZkE@H{!1nJQn zX)tUKUUp5_6a(KC`zWt@dkdt&u(^4%Aid^zVtl=(-eE&+Uwmkw&Ba4yEtIwl^U`FK zX}ek)v^n|0s-Z~MpDv41jOwAuCN0|9K;yX*7ZmJ9s)-RrwK&@% zwK2f>)ns{P=bbElx5;)MHo=4|HoEh_nzx3giSx*|C=EO+TwYVzS?*Eq*U6uwvh9!t zvrPzoQl0dUVFSj?w7Bh&2HG4vgW#~D?I{^QqO=R0aNdUo+W41}4$V(*F3^ zoZ#Whs-U9f&6)DLOq<^swE@k++dWZo-}KqXGz|}%bwL_=C$S2P`eS9e2gFm4u}k3heE2dji=K5iYmBMrul zcgdot%C~8j+w$bi-NOL0@r$Ba%Fsf!3s04u@YaWhhVn=mMWY^PJgn)!y16H61Df!9 z8g*#8zW>90+0vc?2AY+h{pgq3??dD`GR@HoY2XAmPxLveXiqMje=INhuO^y@`;@NL zN7#G(mT7x>qc#{f2fu=)^q24F-ky~$9n!}@b2-_SKULTTo;+RPv$^9*Ww4=H}-$dW#E%`bhXVMqgQPQJ1zgD&;A;d^9DpZL%~o1M3-rfh`z#T#DoE_(bRtsaird}u5c znj${6ex|(X9XI@hbQ*y)uv88YT)mrmniq!B@{B|nO5;&p3JInwF+R0y=sO>pk2JS$ z`;3vwrNe`YAC|Rk8HL(_CRD$FRob#m^V7T;95C8Iv-1rSwXl4(IIhN0_ZS1s$?s37 z7gec*0h;z1KTR|{Khe`eIk5saUXUm6zOkqcd@8(LLQPDfWPYaU9u+vwK(q32cn((|F;U4-K?AdD`q;rR_%4opa@H$n41mZ7zOyJy&VVSZ-Znc`Y=Yf;7<;mI^~cO7Tr`|H+1pv}X-A(Tw| zcl8rZ8e`k(NCRzFz8S2dEM0KN87BKQ#|#6_!80!oE836h^@hvi_S!`A@GX*6S$g8> zn?JI)O*2s&%n&Dk6Je2}y_k^jhfM1^%Rm!OSvE!6Qf1aM*{9Cg2AY$1Zr`kCZ|;Sa zG(n_qCYptZEITSMGozrcLRnjd1xN#JE;)BOBp`oMnHFy$(r|)s8Z{=pyTzedrssTU zpv}g!+uJHjCuc|$Tb{gA7NItvxwseTnTr|YdTUCEYcEC`SZe2|EJ_=S-1VTQhAPDp zq=7ao&%vde@FA(vHkQ3`(?qlI?Hk=DeocJ&v`m|~6t#h+4*qjWX=)+iOEeF9G+u@@ zuvEyEAEkU+Ah@rlrX|C215J2&j((gUm$wJYmWKJzz)}~_m5;Az-#vRZjZBuVKy5&? z@fNHUaZg+0!~w51{JgbUX`u0DdsOH@`24NM@|QQ;DujU(YsO;Tpjmmz`u`oAo7nq#wc)UJU4t~Rl&5adnf~+I)|yV* zmbC~2X?9-oL|>4H>FR0TL=QL8cwdQlG;Bk9XgVS7SclrcP&=Ib@~VZlJmNMLqd6ZMF=W-RSDa{ON5Kf;5;RPJSCs6*AXvra$i0hM(T7JCO!HNRY1%j+K7iVQ=HwS+ zv~jqY>}V-j+sK0knw=+xP`X6kS#vch!o z(zf{>SzFWNNCPi;_@;(_vTohIH%^`*nNJ`Mv^ja?m>PgqNOvpZ#diE!J~7ekJOlKk zvh={{!D(bmSD!>}Xem#Yr;FIh<7S?gX`N3Y4J`HWXxVV3?P-;)8Rgk)IgK>X=CZR_ zh=;0G->$;ph`JH{ssH3d18ux|m6ClL+4Q&xYWT* zMCt94^GRE4_JYGNAPu}=<%#_374629AD3mHmcD49S@=&qrKj!;DE(IUX{<{In(z`B zd7*W+A4gltIJCQ&WNZ3E54uPJCJ z=o+9c#I&X^^n~jzOD;YomKp`{ib7yps*5ZnwKg18r9R6XT~W zJs7>5refW8&p@;BdwNRn8+i7B<~H%O4-I@O1f(dMdi{KGM7a$vtC0Js4QM>(LlMix ze_Djd)2-hF1I*5UOH(Ua*SmLf%1$U4W}@-?m|n^WpDy0h9K!$j(7>fGo_pw4w4Osc zmXIwy_z<-LO-P)jl$Dre`f2hahdnaTEIdF!yN2X(mYkNyt@L99&A|`4yVL}ko+134 zOpEmdX)r;o{9>JY0XFXK8X=F{X&)Mln~V46POipnOQBYpbef4z4cZ+1Vm+>+?W^*u zsjRKqGXqU1F{ez%ZC!qKl*cW}a|6xEOFAj0JvH#c7w-=ievqyjX?zb-QhA~NgXPI( z+ME}t4ZPss2VHt>dGfH0jpT7_{L(=4@LdDFrDO}6_gAK6cx9lu`42tOcBV+EsYebo z()eRJbcfQ&uX9Uz+?KyKXtQviQpRz=7_;8WGo<|+q`}G(ys$}Gdd<0FxJ=9a7HQy9 zH;=bdDu0Z%vo%@d?|f*W&CO39?Uc3xoAzrO^=^J=(B|YmrPu$C$D0;Ko*}*7n`nGr znO0f4^<2h7GR^e?X<(_H-|x^vn2q+Wj3ayDyNTxF>048krE{wWb&_d&KcY7DDKF%v zb-J_7Zp};3L&6O-p)8#8zSm7@t?8^(;*){q;^~6HYTTl3pR`8yLbT6F121@ZkdcBu z*-t--LLRvZ0l}A`A?5^1UEE zI5J^IuqJ|(;2Y9Fnuiz0WmMV*#q!s*B);TB18oi-d80*t#+DU}p9^)4)QX_}t~8qa^B`klZ+#V^a!?)t!B*n}F&3 zEl*^m!7_F8lMJ<~$nz`NZZ8cd?|T!CSF%xrV9l1Sn$BBWqM$S|)X6(&&?$U$gUn^* zH6IYwK=bfnqh>Ny-mTK~%5q0D&|LhEjeZnzZ7J8?J8bBLpC+1}Z{DcA$M3_hipdjX ze{|FaE*0KQyr@1QA(eJrlxag_APu}Al-bd(*y&?_^<_&-#6%isv-6H+qt&=AU)JD? z?9=G6kOtb^yc)KSqE&m?S(C_d(nNFdJhc!tZZ8(3Z!KFoA+|xAmA6f$-@lS?n`=th zs>U(U96UuTk)pMmUS0FCOdQul;~S(&%BQgx?sdyvxa>m%pSrlEBNgpx&h47!G_&HN zHl*=m5w(Rr>zt`6jB6O*K(p|lQ~Hp5T3yU6Tbe!r(qO&`&zREzuyvc$Rb|>k9~xNd z<{L}OvTXh?il%a8MM8r%8}IZ+w6%8zsk8V`GfSv2L{6?bcLo?CQDO}cFBfrOoGyY=HNdvRGxn;>XuTnwjO>+g9#!$ zt+GpL3%R=co~+HD6ltK%!#h@&Qsb6nMaW>8_SJ_5+Jq)_R5}?eY6XW(+no%x0nN>S zvgm5z$@8EaGHp1bN_+zZVGag>w>n1^3u z4O0`O+5DOjcm60X)Q1Mc#*Zw=GsBuHPy}KQyW+g z?tx>9HazKw1zu&ip^2BqK=bgE0u9>fKeHol)p5|y`_N#}_>r0NB${r`sY!{Pn${$Z zXI;=qvUZ$2E#z-_t#k&O@ElEQMcaF-nP!QmOmCpsczB#T(4~#PK9cN&+decHHY+a) zIH+i6cdgKr<}b*A+I(p2I+reBcQ;?5d0?T%KL(nUm*yW+w7#bopO-(o{uz-5pAQTF zP_|cIxG-_eetF!UnP^TPG^R`S9fjIxs@T?KLTxZ^7T&Kch0=D<_P4IAtxIO4fu+L3 z6iXDXO5bjpV7n!Yf#&9qDcw<)u3vYig1iZFrK%3MEUTJGTU|m$1HY$ffo10&o(nC)Nzm(}J&yeyt4KzE? z1FNaL5Kv;Jrr$#RTu1{;T|5W(6MaJx#`z>$deMglUa<0XblO&q- z4j}oz{v0f8tCt69Xeqy%q}}+Y%7?pnY4~%RCa;0UBR+HlueG>ZLfNHvjWC{$PK_rI ze1B0@UJ8rz8KgP*ZSx>y=-)^0BT`Jz(3bfPH2!N!owUO~SJRYWX0aGxF5cZ^shS^e zCmr1?58G288q5#j$D+ztUt)9qd+zNgJ=Qqh*!l($10cvg+kD z(0DBBrh*MS(`%pX1eePIv+=q_dJ=EOk$Jae+D{YB!D9nd%7-+&OrRz2Sp#^KnE{#*rK;ujPgp!uB z#HyiQ7;YNQm|z}0+xjS4pR^e@Sry>?km-fKVhkCG?If}*GmeoAfp-kQE{F>*ZD z#G+ahGteCT%5=7}G|Jl7S><29EX9!qOTo>v2hJ;6=buqDseMmPG!IYyq_)d3b8+!h81xC~XSaDW7te zHPGC=qg{5T?Vnu%J7h2X^r68Fad=ofDwfiAtNE3DvKJ1NGibB%Z!c}PK9_u>>Bcdv zyn!Z^D2-5-7OvU&rR>u(6_5s&x_NiwKsDc5ez{fCYbkEtVpTNI_$@#tW$4F&U-Eci z_#<=52L= zw9iLNlU6a%Z2Uf#%GC=;{}i!#L)vv88o1QLPgvyACC7(GBnqNS=T=2+K;s8fdPi_g z(R3NSvkhSls~KQ?+dx@4t`0Xf3n6WFgn>sr{Gky_P>Zy_gXT8(fe#Jrbnxf^RdZ(U zw=}xfQ1rpl8mJ9uc7F3m{ezDu8LTM+YF*PnbMTTP>dW?NPiRbeU1hIjpjr5Ki_Vhq zyL9_2(_WcqE?!+%Tlw^Ll3_h$+J@Sw4See4HI9_}xu@f$t}?BA9i)L59K7QpWe@mm zZ!t^uslBd&X5--ji_%vA`*Ka4^cNG&$xlVp2zSud8oy+1yXv7f7&kXBB&6@ry}Uu1 zAJYN#4Ky1MtDIAo+DlC7FKa8(z(BL`Z9`r~3y;$;NTx+3)f9FVPS;Id`W_sYW-W}*oX zEmJSXrTMdID&Lp3HfVG5JQ^xdYF_Sdb*~f9rLEf-Xu_*1bo^U1X-jU|((G-K26NZN z_q>$Y9<%z@h?Hv7_R@z26U5DTg0u@s-074{UZv~X8MHZgPYI&!db})9rgd*`qH%4s z=Kq-xy4C9iTndg31{yzMy;ssU-u_rfmiE;L2E%6MVZ7an=68D3QZEgq?dgcpfW~2z zMiYBR7fs6j;7$gZhnI;3t5J*o>anJ*xkP8A!E6%>;@&AkJ;i!%@%jK~TeL1n14FI+ zH-T0{(yM{BhewJOX_ERMX~%tNpiSuaORwv-opAEF*9k})(-pM=P3Y!B-%9t!1}|h< zrEW+AOFg_+p|`ShR@!$DWm=-{NCRy`hbAiVf4pM-8~F=z#YD4nFAP-LCj9z5TK4J8 z9tLf02Ya`fE-9MCf3Epf*6(ScIe1noeaGkJNo$iWO&fqT@Pd(tKx zv-4B)DMc$%WN5f-Xx{z?nuizHEmnpmzxR2SO#9$NgW2ZcE8!od?OwW^cV$br4KQdE zZrJG59OY%6IkL9i1Ca*W9Q?=Brf73QduX1~^$ar5oV>jzwfnsuwY{b&@wbU)74t|;2V&Rrs$fDxSCIma1j79R4UyPeOCQ)$NSwTb5DdC);>+(P#y(%jN-7?0Xu z++4hZ`;gKWKBn9zdA{|SV4w*-b?Ldji;2cfmsgf!qJie&32$^&)V09EI5O?4iRR$# z=V-h2XM1o&RX%<~c1<#9je_XPAESOX)tUqzD+%(oUrb7f{4T%bV9u82AY*$JY7-RPT!6hktc|>^FB1N zRQQ5WOWj75>)B z@&`X@)7#}ruDY_N*L`Tm3>sSCU3(wDbjGE)4FMP)CX zH__bu6i(69S~oMlk!jOb8MHZgwiWeaELS^geEIWMcQw*r_6lul>5#R3-Pv^VT1dUd zK(q0+Fi+9SZvTBm)^^84bMw2&zKS+6AgM*xws5UMn~T>{bW-Eip>KRmWn%MnNP~6i z=9`-LYWAkfTIjcIX_oZ{nw>wNn&gK=YTnCDc=4xfITQC5~`6S6>=aOXj9Ts-lMtjW80=R*T! zf}PYxrqry!7qUk;Z$@oE^YDlz^$WM;eVfj^=5gB)u*E>*JHdEL+O;C~h(rlIE4a2A zV0NBBK(vgVTgH=*B-G7H_%)> zf1G-;wO(dxH)pm}H{dWeDM<}|9Kuf4iPUhh)CWp%5mcOOBmb_(x33WS^mii~_`<=2Ag7=%G@vS|* zCsy_5jzwNW(WOleAPt9&cc-8q`L2a7B$8~CjTTdpHW18sI5 z5~K>H-4}1Am1%E$XrRr(AJP4)XbA(|618r{p*jXnQLuO8&yJO)l|N&ES^4E(7iH+? zZKcb~w0LI?G$(f{-N3$&H8DW`p+E0KgQdV>qm-d5qHfLLh2gKl)N?2eU_xk%_D6G5 z&s`=PTIalhX5+hYiU^LaQ^Dq?p+{3)Fwl5o>0o7OrHT^^dtqqkZ6k~i8(r2_Tu|_V zcd{XE!9|n?i`2q@V)Cl_ktM;>%`&aoB?C=(z95yNjnCG3lT6EW*+kp*$F#k^~v zS@`okF_gC6IhJ3LX{SsyJGYeD=~h3HCE{d?AIpjN4BFg$e^gr04o_XSS01&aW=&`NaKeF8rvSxFZ1qdA0kT5@Kc%Y5wc(<@M8z{L=WyXC8B8q!tVLN zz)T(vJfy}f*Ow2PWbeg~Q5nEIJc36jqJFc-&X8Ap%O?h!)y1ARq)1fTHt~1Mv}{k2 z2BYTTy$9$`Or++U&e&l~PqK39CkYjnJh% zo+Ayk@%eE_Nn7R_Q&pB`e}OO}GUrjU*zw7v-XtuEvH9e|#zeH_d zsFn8xqGl+LOCW%{=m8bwAD4>n z5C+1meD6$eHGfV&-XYWCzcR0lGAKIMUDyti*=0qPBcZI>I~G zaM*4dVf<=-k(zC(H?1rpyEOO{N&`cMukLWAZR-0^E4+rHwkDqqG&j$yq|^7Ctot<= z)|tK-Xf__Spd71n+k(5vmOe4j9Q<%a5w|3+0Xt;c%CD#mTJ?tf>Z*?1Xen4%?#*5;5rdpG|u zXtVOmboxn%G9iwp+$`WH(qP=|JeEyG>VZo~YwkB)zmNvw=Hxp!ir>|3zV)K)(;p_9 zg?Eh#QnU|0Lz~M!-Txc4fu%xmQUOITlaZKMyUz1X|esROzV>XX)xVf@;>!mnTMLYwSoze1}?R5FHptKvdL+N zcqcEq^p6h>wDFG{g+Z>ADznP#1cV(-gwg=UGcG8NH`^PJrtfNCVuYcc{BzV=NeiA> zIkN17Qb`OnVJEm#X$uQ`|3Rk3@-xt^{H~vVnH#6ys`;HiW1_iv`ZKi(=v*YtS+7U& zIZL{)|!9oT%eR~owXfe#G~wOLr`bE$IajdqbDqDM$ulG>on!j}SV zkIp}xq=|&INrN;WZ7djdL(%S+J)-H%lq0QyX5qUAYMKAMv0c;0;I$78y}*-bsw!Ge zXX2CcblaE?wE<0deT|}9A@OQNJm834=$RgAFm6^}{zJ(iBO83mF3%8W1_Moa;&Ypt zA;r6{>?6~@`Ov^pD?c_pt<=Gi+=yY zGCBu%X}IW%WySg?JEMp}7)gn=}nQ@}w*Ym|F#L~IL3EnZfnfeZMll=b4ul6kVM?WPY6oM7kY(m+M4zxlmgrp?cZ+JGip3olmV z)?jgU!El2}xHhz!zURhfF zXB5q~g4>ET7&j|#nn7FMCB3t0-Z=YZq6tZTtrV?S_@)E$xE-_^vt3we3&B|+#X)}28MWQoaFW_b{Pf?`7I_2F)C^yAjcb2pg#((O(Sf=$XZlF2%B^LcEoX&UZkv!WRC6ETA zCUgq8th5!1-8Pxm2WaUx6HR!bVYAYZG2gSHYfk`(yq62`pggH`Bu3c(qO&`m!`Dl-+nHw@oA#+2AYLm{!vP5 z|8KVZvZYsiXfQ*BA{(mRwmJK1uGME&Fle*$Ryh=<*?DVDpgeB%E1GCLm6vky@}&Rn zC)3haLK;|VGg^>48Gy(GaJ~Z&Dh4*Wqm`|?iiF?alSX$Yj&B0S81}WOdLfz8I zmbR{9pt*S`ums8r$^8e;m1)_lA`L9H@t)Vz-Spk+#E?W}3g=HauKdc|cOb>yr3CGTGgY2XE6XGtmdYZ69|Bh!l1 zHqhMsBt!j=4mV5KNA^OLI!FUA2yGK7dAwzx^ZUFs+#-eg(7;ljzu!X{x@z#jPqGt6 z*F|XnbMem`wLhwHJLt7n8g4_%*E7)UeAuYi>E|T>XtK6=^$j!&zX~X>oN#-1UQNrF zb3Qb1g79=tDMc&)t;|Mwf=p?E+K|QFkxENC%l#qoaW)Ec&}@+`^su9(A^(HHnw!ox-H`^`oILlF&fw2Sebvm596by)J1>!@d#o)l{WVSVU;EHt z?mGCkvXIg?wtnQ4^4#6f)1b}4E1r5PTH>uQ+sm}>0S21zSToVCy$Wh8uTpz26OEt# z3aW9d7C+~GS=$#M8jc(9z*tjh+uw5FM_Jph-Ue;LP3L4 zX^%pK7RaPFvMuzg;MAjZzOY(CqxJhY^ZaE?UeSvbK9Bnv-7w z&>~$i^=&b)HXOD^!%-Uy8_x%!a>=IeT58@~Y&pUJbMvl*B<<-DOH=RMMQPba8fZN2 zlak%Gzp-mhLoa+_;89*dK~1}2H820bJ7_pP){H`B2;*@|3NpCYmtP<|w99CufeUOx zZLXrlXjwV7Ov^vUK(q4hr#1l(|44WEcKu#|s4sN5{a&7foQu$7vGFpwscsV`Bq zTuV<}k%uitkcr0Mo0_DY;D58pGw<07r`t&%8W`&0+j@G)W>2eYnqDL0CZjf>377qJ z;k59{oc!{*RheR-*||{XwpUJg7C-89S=w0>OlU4!UeUS+&ABU2w<${v z(u5|5lxI~h`>B&Mt>!WV&CUA)(Ov)8!rPNY;H%`%7^!n3LcIno2s10Zy zez`^u$G44}cf3sNwcbFp^WYX0U#9(#x}i*SZ9p1~n}wei{!z4KFHZ$|U5aOq?>;oJ z)WLU16#eYfEFh=X3phdcZA5KAjlpsd$jLt;#5+yTwp9#hoql{4^B8>L#mFGG4eZF_Cv+sZRpU?AMYwdl`K5MVN zc9^0Cw@7UwkKR?k>9p}vVzd-Yt^a*(nbvm?(l84A(M#vy$_9RNUmhWq_96|UVCPAs zCQ93mfpv?^+S2@Jpv}pXA^8+7{d~LYa!j}ELv28F@Kf|;>A!2fcp+;Wx*utNma<+3 zd6l*fH+n6Q{pLD=G|*<}vz{!?{lBsavbL968ZV7npe)^$_Gvy@+unny4JYONG23y%xr{yAHWV={A&B zDo#V=TPS0dv_n^0ua;-R9W9I>Iis17{HD?f+0b>TG}45d2FfUHp_gi{kZJu-YiJJs z*}P2AvR;k#we`RtR5_!edHC@p`q150zx4yzZ%=hJJO5aqE#3UhGWu$kF{C@sqBa<9 ze05JD9n`_@Hpd4VI^rC{V6?fpw9i#YU*`C0t88fX^GE|}PX1=TrVQQQ=jA{-r0;Yz zJI^*ye&E!}YR^m>y6w;fjW%8wMFpgn`>U{N>kM(JtJoWw9$3d`Uxd z@lVs+DhT5XkFiJ!X1%PT8N8=4RgOp23L0v<4F||6KN^J8%RfzNUm-4f)(Clk%)Fw} z=H&-NM=RRQls5C_D73k%p}Bd{5Y4Lw0}hNZX*fXgUqc#L%Gb}Y73@*1*PUgzUDd%H z{OAe2u5Lfb?2>5<<2BL@UO_-7hZ`0>*wQoSzWp-+!oRyZ)&XDQlZ@SEJ3wd+Czjeri*& zsZ48f4`~omFK_xn+fD(qQx3_r?DsV^J6~1)_a&MCqX78{a@vmuQ80KrCE8$%u6!nw zOpAD+(dOpK&o9*oIlH=Xj7)2riZsyX;?GLDIk)=phNom&frm(gDA@T|41F_4O$~c2 zkGFUoO;{f-QnaD<>TQziqZX%Wv>7}-9$cPVn}6+L|L*Q4YWCUYZXe}dm2~TAzQlU32H+cAH8(UrsgNbPs_A^ zPc<|*e~?dBe#`P{7K^uOrN58{e)IA(rj#C^S#Qn}SzDTx#?P424qKt}eKX3m&CgI9 z_)TaFLpiH+W3-&5{&WJ_mr1|kmLu0AlP{kBYk-!zRmQvX(&otolzr= zzvpQ~EHUMk#ckPrGHGB!6DqoKIP-*ugXEb|@k6A6p>F<(MLQJLO21wx)6#S_2k$&U z?Ix>~YI0l-!j{Y$ZBD+Ya76j-$*Vw%7NSG5APvTcP)XB8X)8Bi*LSiuR{+w$Z!X^R zWwO$iy7^>+JV4U@XsC^)e5fZ-<>Ol{Hl6lnMQH#N`fAb(Yt{K#x#Wxlg zK#863uAFHoe(2Wy2x;IpC*S&`50CIE)91Z65wWqK#|Mq*~i#TF2Z-18pu|tyxuR zOW7FSMfO|aPml&taPTdU7fM@}u&`)Z+YKGf#^(YhFC3YQg~_y~c{JJ#PV1s*u1*7D zWJ`PHMH=|c%@1b$ruUOLZx7RMT=QebG;mefd!BT+FU#evC404<7;n`Ee$G&H1r!^SklgQiN^1J zi9B3|{H>$$FOSm-ws=xK-W4=|6jk#w0C|qh^U(%wV`8Yxu2zfWzx`Xhdw1*qv&t+PhK%{{-ub@rQKHuE% zdzqHMq=x3NqEr7g`R(_Q4(8x5<_3zk@!=DfO#7{}Mw*i+$_gmjfi{=d%Cyl{ zG&BeAy+d^pO=~5UlgCHh&oneIf4b57IlRq+Rx<6wsv4Tjfnk&4!#&$N;bS5n1(9rC>3~ZaC4M@52uk5$$I-0@HD$s%OL6KJ`%6?no)Myh*ga5l~ zyy)EnvbJ6>4b8@D7%7)}vr58C`598$jWig&cK)WPgk{x7Z|}*L-qX>9FViWCHtyX> zU+E{#tPLKGHaD+PTcM(mGW4p=^c!vz4fN`0{?DUXN?Ehl>%TBrsH|#r9gCl$$f{^P z>YTeL)1K;R!uedfRF}Bw8gB`kQyJPM zq}5w_u(>}+7!Eexwy3!>bXMaP0kYd(`_a%){=%ZRs}b=wi^ur>TBr?ZcD}4!PnNbk zJX+QkUK?p(sfVW;=*qv3Yc*OR)9Thi8fX*lk*2zw687?Sb<|2_X|fSB z-W(t}6;Alk&{EzKmfF&1x?W(DOq*U0wIPk~snb{UmHpiUkl%sIbj|P^yc;hp=cH`*VIsHv-I8Em_Ky5(d@A<0=R&47a zi~Y6E4K*->H{zger=Uf*Ew;gnHPX-=Znj0=jog;=PG@;4BGgLa4LM&1ZgnbgfcK%k8d2<;18Krt|`(Wq#j<3N1N*PDs6o& zTl&C{2HHIQ>u&C3f+XuM6Ed%`O}-rnhGLVkeuPdure=E}4q zU!XRyRJeA7N@@07uQFP;baERF&BmW0>lH2h-113BY?aI<6aZ&kYT7n-9EETSYtFCDCf)nFpT2v?01~doX zS6HP+NXNEcy^y2OqchULZw6m)eW$c#4A1qCJl;xmK^kat@kj4v6@~G!yYkA~Qgk$f z-$p@syqG(Y#Z4Mcto2z@Y8hJM>k3u9fcuPNG(VHY;YA+6S3Lo;|* z@URNP&A+dIF4O+f(Y$abz zb-S?rl;^Qb^M)V|2CtVtkk%?~)gq#%%Cy&hG#I?X9o)~Awju#T@5+AL-wU+?&BkLI zp|s5_^huOF-o|~Yp$Uh}2P-$O`@nY2Y^x-^W^`XziX?U1n;-i52iQ(!f$X zYueCN8G7^fqDm$Vhua@In2T4BCo5?W-bb{MX)}6jqzTC_s;R!b?}Kw@NYT(%eKa(_ z+M*A((8Yz<$)hb#UkyyS`|?*MZPtzqz6vCic1cI$o9d(0J0bU$TNz|K=l4TtFg*Bi zINC}4GODA+)2Pcg2!qk#;m=*VB&xu`@N9BGi}ptvNb~Yn0_{ttZi%TW(-Qq?pv}n# z8`a{KX?WkF5Pih}jW%J6zL=t&YTey;=P*u$KHq9+PJU9IPJ>VW^p`7UNRd|QI}Odw zt8(@$TIlazTfF@q>u5H<<4;Z07B1~IS&qWCff{WNo6cRA=z&SLQxxxUJrjB9a6L* z6MMavY2$`yXkLCOpZ4pH7dg03wlsLChGye?V(pc-9|{eNm1$XrX=qNKyP!jkk-`7p zeH`b)DILw=UDQ@9ZH?aV%PT*}XAakB^YB)#blfR#)?qhfTI(>R!Sl_-t2n67UXP^t z7TWTR(9j&bs5(Sh`g^WR7MZt8el!?wF1`~^pD|TJo>=q%{COm51Dep+e~6;B%wO=N z?6=O}YiKU+H|q72lxkZn&xKF_hct+SgV$ZqvBce_UTl^}?@d1%SZeTnPO5SZo>y>y ztZl^)8f`9KnL`zkwTCo2BWvqD3TdEC=-O9bMd5VICFSKPR2;3LIr&?Lda@<_RcD)Q z=|e4z@4^0}EPYcyaG9)a^BB|yG4=9;8MD<0DV$~XO_PSZe}ls{GIP(<6Q~uv9p#_pj2HW9c^)Wxq|Hq|xT!exo#A+tU$SWm=QT8k&dKs8N34ROfCM z8=X0(APp>a^TRPzO1ges&=_;{;&;p$9gQcAsSnkz>g{)#FbqQERE;zbZ`nu12p>5k z)8%Q}ewv0R92ucaiuP&s+;R{KPDdIJH-6}h%DqPhck{KqMzi#=&>+no(5*;pQV%~dr)I(V|ldI`59^8HiI9@pksf# z63^W?4Mn$QoR2gx)Nrx%GnLLwA5+ATwH?#Z9Nf|yinjmXk9?<)QQMRSs0}Q&@$MzG z=d^BMrscAwO%@^zEOqik*?;?CbB|cO%#PazQ&A8Q?=G&F3OJawL(S88ZN->4|%w_N#tiIL~kQ$HH|jql~sM@O}Y z{uYNNcdkNhKy&bUbxK)!y!W@h-B)~8hOI^#3^y;|wWdO=BlCM)l`XBlMniM*u4lA* z4xV{zrX16EI-1aSoT@9Ah1|4A&>UWi+Q4sao?fKn(U|F(Eat+*bw~rh2~S>n|J7^s z>wS5=HC&H0(B|MNqi4iy?h&BkFxY9 z$G1(*nBoIz#zxczG`TSjYO!YhVe%@@0R#>sBWvk7Ss1SkKR|5&;0 z)#CfLOha*EUGk%Wp?1C_Mpf-GTc6aIY4bO0w0ZeS1zL{Vo;Mm`PE!m*mn|9^k7#ox zZPlW#OH3FVT5PKZ=H{0JOjXi;uK)f^GYFW#OVZN(%lBy;@k&&9by?Z+ZKw=F;N*pK zbSd?Vm7jDom7$%zw<8UPhmAMkxTk2wXEDQNTKOFsnw@WP((w2&;Ic36iP|3MXkMN= zqB4ZzqxZ+jgKgtZjW#zg`=nO7PHgK1Q#;-d%ucT#Yc;Tt+HX{aM5K@D8 zAa0=sNKAvl7PIPa9Zl%$O|5j>oz8ACKw^H?Xmjw6`Ly6ox->S_bQ^|rpv}#bDpV~SwSA&R!D06ONCRyizDG1b z(Qfv>V^J4;T1zun8#{W8w`%otjBIJd0gX1{+;9~|Yx(He5t-KZpoZq;`+l?=cDcve zf%2>`a0qD-1smV(p!D<5Cg~P6^4D}U5C2s7L(%&6-Bm)i^q0dLZCdS566Diq`22n70Ds{J_m58f; z*VKlug*CsUHlXpd;52w`eWUl7FqGE!7{b6%H{Vg9E7Q_*=e;F|wBm6M&2D2kW7>Qj z6kcSZ{2)*BqoJXES=mfk`XJ}+MKW#c35_-vPo>5wZGq7>cFTSnb`oiz&C5eNU-|9a zlTle@ZLU9%22n8h^;+GOrR#SEkCJKWI+~kr&u3DWUI@F~L5}HxSkwlV+W5kO#@pDI zn=Mk%Odwaqw#+Q3qSZ-UcV&cJESFUhplXORY$+WGpvm5RcF zq`@8JDC9ebG|=Ycg~7Bd88rO(Jz3io9nH;`NR(}GuMN#8(|$Rx(I%W1p*_wy5#vMT zxzOVR(!g)RWxO4grSmptC?wNLUPK!Djo&Iuw}V$Ja4>5QC5DcaqtO4dhGye=ytT^GBF2(Nrlt4-ta=4$;5WWWF-=KJ zd%h`6hCT6vp`ok`73ES#P2D+Nj_B5_8f8M^CuO6~HG6zYrVYJ@G?d2Y)geV2?doVz zl;eum(1h!iX%W&sZL)89k1=@ZM}rvfM96IAwsY@?SPYLn2`CLPKqu=ibgf;)93MCl>Rd+}Xfyb_a-*`e$?h_Z<%y8-hKAJc?GlrPJaN{nVQpZFYXDxs>wT^9vO_$=aGGA`PP8%X_YntF6{2QQJz?5{Ai%f!HW^7PuZ_C*IF!kBa<}RgbZVVqJ?IPUL{-F z?zV@9 zbi49^M?;IsetYak!zl2RbyUQWtAAW)*>BrYQ5(<`7r(lj(1-=nytXs^>o|1E1v*V7FDtpKXHpOqtpjuXJiP28P|@0-Jz;U}VwR^Gnw__# n8K!7cn%%T08j97?e49I&vt&@ea{=c9CWd6pFypVx>fiqX?8O4x diff --git a/pre_processed_data/validation_results_old.zip b/pre_processed_data/validation_results_old.zip deleted file mode 100644 index b93a4553e4beb122c58fe54f335736278c9903a4..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 545891 zcmcFsX;@9`+jnqC$XGb0gM-ZNd2f}DF|&;AR5C}QR2noLLyAbI6eV*-C8BvS7mXy9 zW}1}dX*a*mdarAr>#S%0@2>Ub`LI5$kH71_fA{pCSsJL!7x4_t4<6rVz-5cr1{@xLzNzsc~v=53X)ex^Je)UZKKLQMs=(nr*|e=7f!5 z4^(`1z?!3}(s%h`d7ZA#&Y13gzj@Z}SDv+ZjaivwYgFOlRYmVkENKZ_;&yvU>X0)- zlnmWA2i+|=xcl#o!C^~kZZEkNwq%ETAFY2O_=toX(lu^xmqM6~LEx$U2Lhik0(btt z(i`@Y96ADp@;4c3-`4kA9{Ei^@|3*IH+h@p{~&N)DBPftI*BVqfD3_!K%}BVRtVWo z-9HH`^FsSM{W|P4VX>3ls9W|HWpSBJl)-r4Ui(xhu4+ z8&@Qj)kE)`rU}X)Gq)v9+>)5FE%EWd|6q_uVmM~@;5>wZrb#?5m#i4FW6Lai@;PY= zqo0K)NRe;v=|PQ&&ib+os<`G z#u_(HOpWF5G1=d7Rg7#W;Tov%-uR{%wNkqAP2 zo=eYZChm>JGhcH~+^r2O%NqEjc()+RLc;AV;6H38Igg*A{=k~Zx7j( z(#pf*?L;|?XYsl6P`s^!jMAU#Bbp#F(2SCRL)bqLkNN9p#?%Td#BiJA``XUZ8PX)G zilJxs#8e6a_Y5=$Ji^{NyDaF4LtQ7%g-4H1OWxE#q3R_>=iPsq+d_&&vq&rz!p^NC z_kL2NMHLR=M$$B2n?lg4ene7mEq-6&%p}5Kvq_tzt-9Uim1%g^6V~y3MF(q)T#PA>iJP#s)Tr zv|asm{km3jx94>Vokl9q$; zkGh|G#1)NLs5H``KYM=(6z$zXVvuatx0FKY)hY=HR{@0X`VO-ai!m3iu&X@B*fAO^ z(@#fah`+!7--iZV2sASAxTK?u@0LDY&l+>ET1-LaLXNs06lEMjLh!SYERqTVhd|RK zkqY5pPx$0riq4j1tj3)%$fJG3>NQXTT8F3*y01|Txo8>$u7I$MmNOAqq}NyDbS@8` zlhXdC5#>YLx>KyQrfkri@?_F~e1jH}!>cJ1Y#GTxs6yDkX?b+yMe8+SY;e1{&LdDs z3CbIy5QJ!*9(hJ)l_ekyL0nbv@o>b?pBNh&2aU>ZnFJOBY7quu65j$61C7xfE@7kO zvfx6vU0oL@28D!8V~XMq~`U&tt}{9K&M2m+6Ew6`+W>}@2!6*Ec-J8n9qwHZT< zK7=5=JmIs9ktPX5gpHE&$fOT>)lIljDtF8c(~}1ihvP_-8qePHgD}vnl88gNq%=HA z(k9s^^IWpS$1TiX@H-S_3_)_3TGI6t!a!pKam(u2a9^@4r=}cx@`<_|`>;B9Fcj?R zA`JZI%g-3mLBJ(ko)m}Vyf=4i#l6F*&29m+mP26%m4n_dzCD4F7}zYrrGSvx-G59A zYsVPv*6O%qOWNUnkSbk6PWq|4%QgrDjSej0VwgHx5@MH$i(#-D*q@3Zu?0czEy%WLc@yXFRXR7!m`W(JF*f(4rfA1EN}9;$pDz z%GZta0WIqs%Cc_w&<_tt&?;?kbR3DKKnz+V1rid{Y^7;&#kV2Oelk+x|D`3jj@C@ zi6#V*h_H9?{PM@H^v3U)gLC`Z_|5BUVA`lNeC|xxwURf#yyrMyqf{=6ycOd`U zSJSOOaMSvy&jW`f3&=|!MG#yq`)p(efpnYFO8Xb8mR4_ZFa31jDT|=b5Cp2P;kN$! zFewDQxJOeZ(*7+(+x_cVEk|U0VuReL`MYyYO*!?>YpKC!>plL1p=!MgBEuz%ba^R) zUfE38sIK%+we$0A!%|S^c|Vlud5RF5srFTG{y%3Kv6;swoJ9)*9+yUR%lJ0eb)i?6 zMfy%wF8SY$lPpAqEOUM*WnZ5 zNt@M(#s-TQ;%?lx6?1AkCMx%V0@gJM!}>+v^dM!T$$>8*T+UdzFWTZlmCW0f{!azh zkvg|PW%^7xXzw)}F56bA6wnDi{7`KHDS!J`OU)8)Sm}Zw z94AT4>kfzgQ-iyP?SdivWjat>z!IcNgHKLm=AikcpRQJJ)pZCv)__CkEc3eds1fpR zdnv2bWVD!(A_)Y91Esq7dt0uBb>o3jMVhw!uo^J+p@O}y{=@G>7-$|^#3#(?^v5@j z+eQ7tt&-c#6hnt_&?-?q>1NYs3LvXQ!@wbJmHgcnhDo}8{jdV1(%yu%-o|yvdH?UH z9}W_Pt=@$yDWma#l?H+@BK&R=G55XQtGGryVC_zy-!E+(6lzdK*1R=OuR^*+GfD!| zF}Jm($GD_66K@%tdti)ZN9a(f!(<5(gWT``C@>O(fJ3-Y?4lTxF<#~+RP&v2!h;Sa z=rQ*rqQkjke;sB7fx{yF5;~mU9x`vCOxK&~BA-bGb8jpEZ!%0nQm8yR>k}gge9~iM zE<1K^zWcBTi@P=Jenr&ziy;U(2!iv(*DD|hG%|2V5APLuj{b{P*nvBTvi4D`RrjC? zjXw|s)y;h;L42m0Bo)HGp(xwqZj+VFc*9I}M{)J>{?NnEDTKkO`z=`7qhSyU37b`A zJDW~_->^Zvtf+Ogcw7ob2#}qCKiR z(rr9Jm>E4Wxf(aACC2#PUyInJH(x5IdU=^Vt z!?|hfI!FvO415mZpj$a7vTVNQJ6w~tcGwMz-U2!3U?c{~gZ?dy#K2+^ZZ8p*HGcOh zeTFBX*}>w{*!(__O`4CyknMQ0o)HF~kZ=a-vOlTAa&LVGR;iD#Ju_iMK|ctCC6dF1 zLj5F2m1v9>u}L@X*)+BnBD;KIz7EapLuvk)1L{ zC6i!fwM^@wkQfFc4C{T~hB3mx;}EV;`gi$;r{9rrZxu@$1{(x}4bfDg`%U=7QYi+! z9z&M{VWU(LGp*~u=Rlm%!oT<*p4Ng*Z+#J?XAIq9CWU|}pftnECCvumYmL%~PxUy4 z@8v1&?iS;q?Cm5{rNHHiV9-qygNRQ!_1Rf!Q*7vu?`m+?YDk&4c^VXE>_ZT4{wlc+ ziGc<|C?NdgP}g%Om-j%X1@!ls^S7zNMWrCb2EQ4TelaqvY|3-kZ@63 z<5YDLB!<373>J^iUtm;I;*oxQOP@Cr<=%;vm0{jTtgg`u*HLniRB^sqU zLc(;AOd20FhSP)PpbBaC6{BZ70pmTYHzT%g_C7`!M5L=3=@(;#=CRdyycZs{Ah4iv z2;|}FkQ~aBK88Sipv!^u3K`||vk!)u+gZ|6hc`#Rd1oD545bb=2*T>Naqf)7z#%>4 z;AyvLbBk^#E`|(k-;W1ZfiG~^ky)}yoBS3M1I@Iu1cU<(&uuM!({8q5ba0#5;us#P z15L|>Au*^L96A9(plK3|bSXd>bv`BGRx@5D-gaSNSG*1MYVsaI7+2{T$_N6RbXCc8 zbY8wBrVfWNdHaKmBV(Xy2IZr3m#_T=k%6X2LO$W-N9C7I-6{b-AK>;ff0RKtY*#4^ zUQRk1%rKCCG%3~EvNl|m z#Md``y!;KatI0?Ve%cnyhR4{X%NZ*bzH4Mw26||ilSp)TX6^p4lVbF90Xr-M&YPYyn}6ezP8<@mcX-v+R^UaYK?UU(YvSdg zc$MlI`*vCBI#C}2 zWP;Y~HX~gt|AGwD03?Pv0aq_D6a!%h%AKk5X62u2;S>4<7+VPAq za7Y`bh|q|V4IUkM7P{u*BHv3T;HyJD;`B7bQDO)K%};YlznsY3nrv-Wd&Uo=gGYt+ zm&fs7tT6$};g8hdiHz(LpG{hqY-`46H~hde>CnL@VcM?hpo18T2$6MZdpINrnqA_l z5N`GH?DD$ay!bWlAa0HM+F6zg7VWK&GBvN$S}MhWx2MyTiEwj+aC3NG*{|1l*cv8h z+!=4yAELAelEV1UZeZ9-lY)r!v%1PT$w*GEOdsf|Q8h*@3&60IdcjI88xR96prlKI z^je~bv~KGUTTn$T?6gl$8f%0l{BaYSA#ztEN3JJ;uU-GxN*-j_NL-uV85H|+cFt+ zaN`gLbEO1u_KK!TJkraFhqvb!JQR1~V|-`6-XYH-q z^Me;E_u$2`gn`zrg$qD7P|IZ4OLLPMVPKJ7m~LG+ud7U3X7$9$rY66b(V!}&BGbCD zf81;c15K4Uq|+a3^J1$F$8&Hx7|+)W_Yw|+ob*g&l}=CivJ=8U(Dp3Ac3scgA2g}BWv`5Xlk3)e{WF?tg6&$Z1;uMm{3ky@!Wzz(q^<{0T^{tn*&R$Crp%z0q?n@iGg$;ZT+HaL$HlZ zOYtiMhoj5Npm)R)j=(a~gs`lLB8vxId$) zy1uQ|S!R~fNnY2!|7nN|)bhiWz6nA`5QL;3)s>%j$LT+iX>HKEWVY*sCDa$N4MAv+ zaR3KqXi^Zc346EfuGb$|34dWVCAW(=T4FRWLsFn>^&j3SG24sF6_T!V@6CVlth@yG zZSV8fW)3TWCIrqPDXcubiCKMBNIFasZ|qKJ{p5|OZXeU4qY8BfL21tfgh74xmgkK8 zGmmtikLRwSxlMb%<6;>6Y?xj)XCRb9Q*Y{=`ZhI)&@{8kBi)+5((*&k*O}Bb`hQcm zgx~=McH_rDgytYIl-(SkVSeT?RAoslHB z7MCssF5wpwxz45)XYAkOnl$NL=ZJH*kWDf~5DYK4Fq=>pl70iNuzu*MY*CYeO80GONokHiN78=~5uQGf=2i?S1%YC%z;4!sDiv!JT0CN%494yYJH>GSD%Q z-Zwrx@_|>uUc3~edDq1?<&Fx(XDVfw$L*TH2!eq0iQFQW%|2pNd_2HSb(Z&3?HJEWzYiBLrdaPNkDmx%wd*5+f;{$8O`9<_bNn(i*l2gsS=m;nl$&_@;%#% zWo~w@PWwH6^cBb`QHvYr|2V|#q$Y>-&90qETUDDheqpY`?SrPLMavkd2+#+4x0#1l zwn1#5c{eU;qm-@o%IwiXAf11zt-b%(&86uYNNhFC2nf`?dBPN z3?nhH*`()8%`HcVPL@&HI>TvbHc%B^K$8d#3JT-K~Fi;t8nek(FRIABvQyEol+!=jk&N1D|vQ zsQ>!N_~u`+c=mSab(gkIEcl3f7BPB-Lc%qv7<#SKlOEs;30u2PRl5ayv(oH5Tc}#A z4MiE0cbnUqRRT$YW|N5T@=!12-zX6yENq_@0fdqf-eyIz8uRo?}-gd=u=S2dR-4C*)3|6S^f*SKkH5Rl%V zd0<~|M}hTEJW%4>`8dSQgaRc2g7E(Oo3B!n)H?*yw=}ZDF0Z=YDzjR-c+vLrnmZty zv>oyJ#@uKS0*wm-F5%g3tyK%l%?j{60SXs>q-F2_20@_4)4Q(ivxcNVgTNtuGg>Y% z@{M*jm8Jc+B<38H_cpJeI`q=;07>ES1m_KmAc#mmSrv^8Rj9SJ$0ob)?f-c9%fVL= z1gd%U?x3<=kYk|HnMZo#VMRc4x^9+CVe*X^$Ix^x`1r{~Vo*GBVGM+Urb&F#54aUR ztc~>tWcCs(O=0&uOa==|_6UQK(eoFKR7uDq+*RW4qqHc0!B0F|UG>>~+;(}$tX@J8 zUi>}gA4U*F9KtU?2VB)^ESlbBVEJe9&xNz?9HBx6mAkD-v3?I}5{(UP7U8GEl@+=j zX0J-{fO}E=jxV>Kf=>-zh|!rhGcu(ZdJVWqKj214URd=lKZ!#ynmjfvZ;6G zw{#aN1l&Q>2+bqiVwJrq_IS>)Fg%4$j_ux?QVbpfp_ZkamX3M`)h1~e_@o~XUA*p( ztLyB+&;|*@#!DllP<|(*!B@Bh4jEx9E>o(DGDFWQR z(G*EY`i7wUH`bb;SBe_3KlCLH@1*;+vh9s*s4IhPVc;I zY+>_756C2qM-YMz-}%T$3dH-ki|ob5wE>+t75eR0tkpOHL7>9bQ-4fpVFZCqn$01m z#_AL2;9StGTjKiW=L`q}rAR(Y%iSReG)3Z&?sQZ6B%E=;zX5m8YqpkLbi4sUphm6S zA9^!ehRY${+f%e|rCqaOIUXcg-3spNZdZodK9i9q{p{Puhr~cLNyKkni!JfMIi>)_Chn{o@tuI7m|K=%czcM?e@SEpWQ!Rgd2Pt2DQ2wBUSqA zmBvp-Vi1xZJX|?i>2vi^yr6Wdb!S)3n-qu*+Ytngre-oT2&B99B&G9X9PY}Tl!*)) zzhF%^)C+JKk-@qp&==Aq8W~um+r&JRnvYkWOv3lBj7`}Vuhh~H3RbCy^nWsv!Rjgv z1M$InPkr-a;qzsh0lF3C-w!Z?G|34OdUV3&KOr&D2rVSNzqF!!lWOC!pLm$$_%J8F zCvGex25K{OE>FcpS_Qy^Rhk$`Psdo>u6|jO?~2=`sYXfN%1<@GO&QcQw4cwS2aFia zCw(6`F;K6k!a^qfd@Y(Y_OUrsnxv*bS!eydAXTD?fls=+Dvn(0qdL1BZ%|srpK~$( z3Aki@9il_Ss3Y1C1{xjsBEliJxcF(DLCFU^%(xQ0d9ralh+#OwFjapXIQ~h)z!egH zhE~aN?|M~@$K1}RoxM7r4u^^{=MenVp^G_@K)Ir-}#Mi5w}n^z-}H(kHI z4L`K(eE#qEyB^9zibOr6R|E^~AU@MDst@3C`!)9SUjUI(f*wtwtE; z1g$#83u>2zkW)PKI0q)w-&_e)AVd3N#2T(lzc7IW@)C*$sGU@{dcNN@YW#sF}o&z1T~eHclBOL|AT_1D@< z!)x2|(qv`$Tm4acAUboA6einwm@$GNAU(4uNq)L%SKl9au-a<%EZg`4^nM$RAoM(2 z7$wc1@y8OHBC$yK0u*Wck5KJu#VnFSy&(F*NilqMoLbblvAQlxDu-SdH4>g99-b?H zd;M?|PUi_p(^6Isg6K>o(Cptu&!lw5r9iVt#5>U=8X`)QI?8a@wj;&Ds7(YO_q9Pn zID7Mmg;WT*NupsOJqqogqpce7ROZlFZGvv>$1KRT)glCT5w57;{saxfE@m*Yz927f`IXnZ4deq{c zX{K+Pk%3Ek(8|R>&92F&4Y#U>o#nw%;5FLp6ZQh|%jCmj1iZ8aJynO(K2qK-g2ax;V@Q zC-gZ7yK=!ij^cqHD5R&d(_3W~03AB0aJ5hPB$($0o*(J$46L%ghJ1~6Y z!Dv&k1aJ;v*jK!+P>P{fF_7LIE8G_3ThZBq^EsRoXL-O5tiNVCCT zF2DQOmmgNe*wW5BoF5OFRqB|j#_^7xL-&TR~S>avH`0LvO zApiUug5Z5zw1yD`F6q%vYr`zz^3v}aSeu)Y^SRGax1i+H7(w{dUwsy%Y&ba*nu+*LtI`;{I+gx-SWQ0ATlu8g6@7y{B)10&w}Pq02JvjS@9 z{7bDK$>2c1Duf|7*vnYzpm8zKFz`v+)tzxVH4evmaPQ_8I(p>S8W6(`q)JXx>~}~p z^crN4o<|q^#T@;-Iv$Vp_AgJEl%)VZK~t5CLswVnNFm^2poQFg(l<2I9bYt@scyhA zq&~FMe`YZT>ekzURH^5VDYI^R;$=PSR`KJDIx=@adDjM;IDP`Bxv9~TpUF=Q8F>dj z=^@+*&h$;^bc!$^?Z!Vf`k~)cs3?|>R4GAy&EZLpe=*>UrqO}46tX9W>24^>4#j-*K%U9-wpdV;sMS65)rHK`1}=;A z++lsp?Zo@7czN}lF2Chd3#3Vpz>U)VUsm-l)u3Ue zYTV`i-T#(jde0X%b{s>3n7pwn-uLZpCn};9K1k=2s8ZuAT^`K9nL&T^`^h zh0v=au?ffAk{u7tDxwPTILZ97V9Ob6D21MbEK`!jwi zIE3zZ9U|+A(90p!#%?U=6r*CH%SUBgx_5Hgbqe}Iyu5#IV z9g+f#3VhP_Ve5|@cPyO#9ZTL6e(rygc^+)0r>X#c>T_}!StLH`9x>0jYI%d4EJLgo z6Zbf1zjYgUJ%+kWT$W~$%}5L)((AaDFZx<;fKkKvE^L1dsBd-7h_b0I0vAaF?!>>coqovNQuk4eGJ@GNK8 zz5$SXrdDL^(J25AywM;CNoQ`>cDGB0G}ho`*b$H)B(?zW9nL}+W)J1~GZF)jbc>kF zXC3o)uVy^nUQ%qo{rn6~X^pyKLn;|*SKnO^eS3Q-d>K&ckf`ceu;QZp=8YoOU zi6E@esYTG%i?!WmRV#q&@kuA zj?G{-Mj281rTpt%kQiuYiBEbzpu1vfmwvjWiJmw(XaAM6wi{gQria9EqD2+FfkP96 zfb`8qxwW3br7|mHoI}ricyGXhob*-%;n)Q87Dk#RAia_Mfa*u?!A&x!OGcP)F(_OK zI)@shNs~kgzeAct69b1wc;HQCSCLPg8$OfnR(Un`w%|1+2FkFq<7WCiB3hX%K|LND6U-#Hx%S@JL_iwzgfdBj<2F?xMqdz3s2ghsrV3 z{nDTHyG}Kp!GaO6>O_k&zf!r27Fp52*hLjQfOZQm|!4n~^ua1wAywUY<9bhRB70}` zMfYTYY@k}jw4cX-dopMkxTGII>vU~nmIRmJVrXkg8rcOF0<@4(`n<$oJful9qa-AK zN7mXpaGv9^4BR(t*xH$~R1vbPYY_zXl4kG;mj*#Vdh9T9v%7u4CYde7ohyPbdxN{( zsp*p0iBrx<${(rDW_GkuK-#^D$MyVm zzWy5??8S>MAAc6*(xP$1hm^%$zPDiH$ z=_f>Gg=g|5J`ybX(d-NgIDVlKdNZNkqQ!GcFENq=`GXAtSAl^!J_D){7m$Bxu?7Ue z2SL!xOnD+DG#+Qrq`)WK?3R9G2fwhQ0JllJ1czL|%-G4xF(miBU&o2JO>`c0d^hqdxorJo3b7d~QA3nb#D4K8WrG-Zyi8^xV(^hUY5G2!e!?lML;l}&m|Nh@w)*I9F!_`-aKx{CuF+n5^T5NURND%kH*Z)G)#>HuVzwPCeMHR*q0F*M5N1-!)JMF zM5b3^7!-1XSC!733b_R#l7ewhj7K7Ar-e-GG)mT=UX)PltLznjUWuK zTysLINVrL&LEw|lc(h__?T#d!#{-O8e{4xE)93>QNplf~r0LHh8Hs@}Ae=C`Y_ANN z5`r%VP`IfYEN|!mnN{k=>f$@=D-Z-apGjXM_6+*`>q}GvMh3TNU!yWg{1oE>ubvN z!R914WRuP;9sX|(19uH{o5Uvk&QP~0M(4*1nau!lLnphP9t9Da%G(Zo4`61K_@uYq z$XQib*=pe>NlibMguM^gkS1M6WN0c2-zwFlUL!ryUEJ0Uw#Vz6W~B`q{VZJ3tiPh! zewDo;LUaFyN|zU@V80}_#cHGfuh$Tt>54@9^;Rs>xVmn-%+O)YrcUL02aQ_?(zB?b(?$&D91*{^!R3bR~UdsH3KP< zWu_^!#q?~_BMrjGcOE@7Xv1C@5*9qnJ+WjWB!(wQ3~#n=y)0FvUd6yBea}jGC4F;> zq0C9H$G6jclfaYE6c=<;u69Zx^vVU&Ga3G=IT7EMRkmT}yiobt>O*TGgR~Io5ifCF z79%bQNRJSQm}Dv2wpHT>Y4)n5PWD;EkjQWHk*DNszRBA(|7VE1zeG6 zenCjOsv1$;^!!fPcT5ZlH#@B6KHLh`B&oG}I$x(2Ga4%)zGE`t#a6X7bu!aE=TmFB z$J^lTNz{{J+wRq~80nIT^iqKA{Ux_Dvt(L6mvu$9E;s@<0Z?_xflfv<8R-&_^o~YP z>zRMuY?YY?Fdjeq_w!&6_Xq?*zvW#eBM4j};ml3$O4Ppa!djftG3hbUs^1~2L@iIs zoYELCg@D^t8ly=kZo-*kX1q9um-O7uryEb!-3#TO8xVp;Ig^%15#Tn77GnrVKe&nK zbgJv8$xPG-MJ`$AHV*R77m*$fTam$RHG_!sY)B9^I`B!?B~@0bgmpV~;x_4G{`j=_v7l=( zN6Hki*ex2uKof+JbSs0k?ZT!Q{S2HB3;d#LQar&Dw>t`0KQDdwl#y9tk-l;uzWnWF zVnibzDh+V7zmqZ(@(rJnD%rd}+J})C*radB%6b2YTGu4AhbwFFU*&cY{h^lz>OT58 zu{Kx|qtSswx&=B!CvN)w<*AJrr#rW=QQ&7nWdLd#!25Q?a7dGAY~YeMttumau8+On ziPZr#ubt+$YOI4wV!IH8=QB*16=MW^!hzE8Ip1FV{X(XmwB9mpPl78%hD`{_Git;`5$CyBhbO-U-;yJra%I98VJgDJqzP1Kl~NFEY-(xaRaznbnXR?S;M->zf)Hxkw2l!OxGIE?$M|bEHrdw7Tp`l&o46)b z32FqmgiKQI7LOAU1ezv^IE3Fm{WC4U8cJmDqK(N&`Lrn>@@-j&49A}2k7fjcEg<}E zs1A zN7!5|DTH24l7RGfLvj6at8a6D;3jF2V}9zppWu1AeMpm*JXxp+X%fvO2}!TV7~Z1x z`QZEpY(rzh$o$*um(GIxa~(2C`ld@(F@nG)y-G~{>D9{#FPpG%J0U+>U-11JR1%}E z$2JW1oXkveTm4Fc&e*;N`DcznX)syI*bcG}KzJW^7<5w0|NA~;X)f^>=gnsb}iFYg54GcDygf!tu%ei)SInKrN)Z zeN$^UBPj?-?}|y>aIquYvKHrp_8|w;b!y<;Y9!)9t}#m@l|rwY#3H@CcX(6alNTNi z*!k6a%krCE9hweB+|*5L1&6?Y2Ul?jG)3Z)CWG>B$F?=zRoGLBo70609Y$Lq*HD8X zSZMSyfTTc&K-xk3M|N(y?~5-^Qi${KJl!e}k%4NAxiND)vr>$ZbRA>m7Ofu@v7I=d zeXeQfpO1%ndz=uT`wVG$%!toI(sN=eX9q2cZ*0T!odaxILMGV%%~rBu^qQbCkG_de!KyNdVeAazxuJj+io-nJmTwa4(dJD^}v_jI=_oK zIDSJpq)8MRX6tJ0hct=CXCdj@s-)Y!>*etRJjSSzk5>&}3{D)DBMdi}I=^A0NgUGQ zYDie#t+A#u4TnmqCdD6GA+t)Yb+_2}j@c@1j)3q`hRSxI_&Q6O*V``L8Y@R5u*AIz zi6JuQ>_SGWBq03)9nn>L;9MP$`79d z!GYa)P3(l5)1kBpPzt>hiD9gg-&#fxgru*QxGZ#-(Q5q?x2si~Z(d&Z2!gN{+12Zx ztCJuIG`q?t{eWBXy}9RAf=p#nY5&a|BiBQr-U)VK(-2&j?mAp;+>i>+>`}V(H0=Rsl`vf*Twb-_{mr34 zF&CGEZ@((1h1QUN3qqpi`)e z6hf~BV$x+jEia|;d~OXEC%KKfJf^(v8iauIZYM53VKL(~>BWZPz`9wv4Ki_3EkAIl zTNk*H?lHn}X`k~5sT6wUGmG?mOroM|RKXjW+)Y8Dx%TNf$U|>IbdKK}&9E1Mbo%MC zFEmf1O~ymN@^w;b>H^CE6dB%Ye&tG4saGo2>7Z}k&Kzb3^ z&K93LQHIsHYiK=e-)zYGpPm{O_hkhn(y~vq)8moRw@0LcvIsdnX@Z<^v=hO*#yN&B}kKY zCaHpbCA5&6OM0VQk?pH4jgLRDxeSHtbB_5MCqdcUY9s};Kp4aZnjF}qTVsZgx>YEMZpQ;w#m%SQp6r0wFci54 zC4N4$#XVfoayVd97nLfKIZtjwP$*udw$e?HasUq<(iBNR8p6)eg-510L>OaqzS?ya81L>W~F`_Gl0| z0>aUrr)tu4*VtAp%y7HiwyRNl14!va#D}L#em;aKP2&Scg>e2BB5v)B^XNv3|Ld^R zgvCzYs;<@7QBu4T&KQiDAOuZSfErXkuV<2s;O5U8^RK)&p+lUD>I@|8izL~A1xGI@F z>{73<$K6hKs(}=#8bR=t?3*BEGj5V-io_wU zNZBts&wHNi#J$^zN46dgTfxBwPeg`khh0`eVxVCVkzPXVek5q~IgJ*q&q}jli=k66 zc$%AP70au4+Ry0b2Z!|8l8EtkT^?0A^kT+8cNY$x*7*c#U!8%3VD|RMUPeOT@d!U2 z`bTXYe{^xzJFKv`%JsR1$_FS+QbiD08^2pJfEyb4wa@isbP4ecf|SEN|hbpascX-QuAo_MT{_r zNUwI^**QI``Hc^b;l9Dag9Q?B=&cyJ2DiSAvl(IFknUfNI22uS{!2BE;jh&3v7VCg zP$}ad#D~11W3dnh8XttDYs4K%GbKuKFx zQ}d3dpIujRG3-|LIXTh_dOp045X5j)N~H+!SdYeN7U@`TC$Hnky9k+OT*r@%AL08L z3RkHz_u*|lA0S1dLm+*NIKo=l#Pw`5u1MESIE6XB;BElw22K&%x*EbjBZG+apig3_ zF!soYJGdr&9QKDM%LgO_6=!hHc;07J$>5RhNEgqs7yl}Gf@8>Q2=(NzQrFN*%-ohZ zaZ6&xw#3H+|5GHUnxSt9BELg?pb0`qx>&#Sf=Aizk@l9i-D88?r}?{cPE9%W&TG%v zifPT8hC&(WU*Z2i&YWM@GQpsW+X00WB($@~M zj~q^a^|ckBpnNb?FCiuzN*p?nRl4KQ4K_~FtP+>Bi!5($yGoqShbU_wa=!&XuZXT^543h<-zg^r^e>J;VhX1Rn8?C5@^1 zQw?QC>jQrc{5$FuN;fMt^p#E%c{1I2m+5rzfj z>0qo!7X#^u=!j5_B`uQsxN8s=c#EG~37`t`IAm5&IQT0==Z1H3uIs=ftkiIQ1E=*KBM3s$T}qOSu@3&{ z@eWpnSqpOXHjaa03~FKK$-kBfq!4;dd`NS_UnDW~`9r3qenEbI^_NnpRgAjKz2fZz zHz@)<@uBIFh;%cz@KAd9)lV`)xa1tSc+n*&@wtN_*jU&*FoPf<{DiwxvM}F!V>jMq z_1gDW{EkOZlvIWE=u5H2NC*PWF>twr_vjk6-@x=Ze~#u>HP+hThaTI3X|~&W5z_gJ$H716QI;GXuBbLOQaZjHL3!_ zO(l}5I@_ly?{ElT)v}L2{W%Q^lD;A_{PV>a9C@QzRko0DD?pv7UBfZ$8;)W0JQ1m5Xm9OYS2aq1I;K2 zNjF)ANEAmTw#)QQ>IC0dxw*I;I+13D zUn@ZmpdXMJuKxLr+4&VVi!dE_>UDkp61{l?cEL2H{(6YN8aQs%2VvMfw#t!_DiP0n ztlu;psD85#&p-cqe7tP7FW3!Gi!7_Y-)v@8ZZ7Gz$qFrZ(Mw~Q!ynhb6dSB9fE*lk zA#I{>-?@+&Xl&pL2zRfFqcq}UEfVl5x1xuJui*sHvd%;pX78E$7K-+07NmU(AP3ly*_AvR=>R=vY0hvt#K^lt5SykSqN%xdvX?aeXzI`HOFcO-{D z+_vc#`)LO zIisNR>S4s^Hh(p9hzvBlDpVm2;Z{P+A=e)Kt>L@jq8!hGP^2^gK?v_Yb`?@28U!AT zaPp&dE6nP(w#8^M`?Cpti4ezLWT44`^hPevV^?j=b|&MRR5f>pD)&9)p{XaI{ncKdr3mo!jV1-2 z3gMaV5c_+F)E>)B1*k13H+V7zYJ;{z5CUJwGgBnuOX{`O?cdRA{}q=)XUELAt2*FL zYh^^};N(eZ5E*ES#1oM2{q$|A==ojdER>S5eD#gV;3B0f2!k`{h7KbPBGS7{)5T@s zdOewV%~KSwcj&Aq6Cw(uz~@7%J~?=z zE3+#sY|$CjL20^>Z zBCx-Q>S?feB00zi1Do`{ck6na_xWwMC{v?#;i?!P|LJKt0Sfmh3={e;+sw$ru}PN# z{Mm9g-kvf|4Ub+ln{T&;ni`ssD(&)e{tAhK<{daf!cKbUUfmCt<)ye~ZFi1~Ki&q0 zN|cAYHLZhL&mM6`C%QXS@y);D7}QLbO{!l2u3q6F3~{P_@WwSw4m{GYpw{6>)*UF9 zS*hHjQhWTMl{`d;E~HDJvm@*vI?yn1Nk70vG;U44)|ijWA$IOMJv$BPF`63nIpTa> z526FjIdDj~ux5Yno>5(U8c(D5#_#Y|j+_XIfx7nge2d9xMi{unO97VA$G$r!;uwNe zcN7~R1nCfgR7wA0mXKGqqL3W&zm^__Fwk|0bX`fjE6SigE(1J%-PD)=K9GOaXSB7frQ z^Mc%0iS_stW%1HcUN>h$RaR>IXVkAucSaD{qzg;_hG#z?E2ehp(HgpcoZ!W=Za@&I zlQ`$TgfY8w&E*kpk`X&buV$$|(er~Vl0$K`s+MZ{E!fZ& zT%AcRN-s2Y8p=qQM5K#ja=-Ry%{IcPOn#)*7F-#V1<`@JKQaC5QLuB5=HB?EYciht z7Mz9eWp07$KG9C=)Pth#?MMpm9nN?&l7f(QKXjdT&E7<`$>;AWwz^X^wWb&jSUSL! z<81t>;7VW@WLGIR6!4z)FoQrk$jCMqUtV{n7Ha`jxVL?d<%)ICOD;8m_(9KX3nK_D z(snid^M{@>JKHfSBy4{3AUviMQY32xVNdp}f0xJLk0!J*iS)@j;f zQ~uFWH=5+2>~k>^!)Ar+;5I0l82F^C04go+Yl7z4V4WHF4z zeN{QiDi-WJq)IWXZa?Qj5NL|TBHd{v{#9y}8`q85RfS;Vu4{LqAw{C54;P+nP=)wR zgTPZE?A|<|Hhv0Nl3I>EA3BV!cFRr#x0X8`B{&Xd+FzVc&8X5(5o_fb{fX#6&G|X!&DK?l~y{isEps5mz`2L$uV`2iWe_=++&E@&M?H#wEh5!?!N&Qc_7chb#ViERk z;!XPt#+KA!shj4Wwins!MnHt73X>x}O`kzzph-bU`ti`kCpXM4Gmq}wyhTkZ8L4s; z!3hl`4AiQzdCLw?7ebVv*|2rSY! zx>O83cZWvHOydSznQ0Y~0v>LNMi^fGn7@+|1~%!IbaBhGmrW`8ewd5ypA}OyxD7mU zbq8U1v03fkwVAyp(WE_ew%Uo<&;BwAsMFnxMp*)=E=hHBzk0U8QYr-;0gce4mk`zE za(8`BIg95#fw5D=iaO^*6)|celk{t6E=HaeFK9`_aM!aaZ>4E*bLBqK2hNH+siRH>_! z*T{_eC=5v5>eUGL#(YL>(0=+M5)uQA4IBaCGJy4ETFC)*b=wfOHzlN8KPw9 zc39gk>f<3O^Pw&Wu2?+TpBV(wBgH#C@>kWNjtwS0)b>)} zVOGperW0Qjn9WIgX`oeyuT);}LjhFT1<$6QdVg zHt9F31Fja$;f{^?8lwFJR$Mb+BgYMZppG9tJ{Am)`jm2r($or^PWHG{5T$8(gNSs% zYI?KdRMMXJI0V-@mX*H@`a)uug)q!>`|=Lr0}TU@bWN$K^>MOIx6DDDF?R>|pYc=; z?5n4`4&|cK&qIQs@j=KZJnrM7(^LB+z6+1LSEl3&^V>#1&ps3%^3Ocj!U%(a^qFPP z#x~QU3+6HyLUQ)S+Jf7ysg1-ZA34}aG4z`Lun9L#7F9&uXlty)`OvtgZ)&%LJj4et zB!=I-3%)=QXnf!j&VJm#FPw1Dybbr#$M3{ic@%(;pl^{BR+&a=GP0~}5#h~T>6afz zysN2`dG_(1bSYB=Rb;5=^o_%(zhNW=(u%Y)vUqQ#iOk*i@fZ0{?T5i`ZcSuZTSY;7 zkQ8Wx>1ebhL5_7$op?7yv__jW&#?6c=VnFF;FYR{wAK~f04(wR%xs;XouIc~d( z7g!TqZ*2Z*^Z?Q$YP2DCA}15_ZZyZhCS9Bq|FC)2*y+NSxxPhHVc91Wvw-Qw=b%W5atyUk;)|pZdetP-fs&+5<+1H$ znPH`7-F1ibc0(-<%aIVWNBgapTBKfuz$e`_>FL-N@7N|YQG9xGuEWaip^$I8h^(sK z1)G06aB(TnOcIN#B>fQWULbrCYF>i} zt8KQ6Dhu?$9NHLR2vBonHb5y55sp@~^CR1`wNIfU9&N0fA6vBG)*dhcO+a)|cz)*J zCzDBhXWj%xB(Ep%Ko76?)a-eZqM7lny9H&>f<8B-FobJ4QZQ{rH`H)$9jUc?SisnNQ zXkuWKeol|buRZv1js#152ENJM{Xp|01c92(cy@WuQphUNr9gU%kIMr6yiQA*D~6lpjVdoT^n6kVq(%b~n=fo?_;)m;SDVV? z5bm3dII8ufQ%|N&A6eKTZ}}CP%{YZ1WVTLZxWR`s6T~e`+MX>-$E8r%WpckO04&AC zAPnPU4}&kDG=sz<{ahk>EwnnK*@$B}lV$ikVJ&!VoC>)E{c~HTbnaD^*rZ!|71-PWs{quD%=dr<@G21v1CMk|y>R-Mt%{~U zuoAbzD{*yo+c3zkQlrGdtgl&+7-*h>MSdndrYo(i1Q$d1afj817J&O2S0OeyZ@bE@ zIYvO*y(JFvtu7kdh&$+G+p6r6c0&%Dy7hLTHAlW3a6B|S0ba$!t_yM8AY=xL@r zc6MEQ6DsRbZIk6?@4+ct8U(fq;TpH_u8k_ss1SDz7v32@_^|=%6dQ%4kWtdj?4g19 ztvBoX9hJ-1*5jUG@~9!-9j-wTR1k!ijLGT{pJ`Iykq$D_hj(g++R7|w80vdI{8%;U zp!XmQAsbh0W`se&C*AC}dqj8HiZ{3>9XE1*xV9SX@1drx{KgA%7(JJ8xP({vs>tW; zi)^pYz=8~e&Lir{!>J|3|NFUwD(o4L8}GwN5X2V+9tbcITXcWGK@6TcA?u7i=p5t_ zh7%84!K<<~LU2h7BGJ*}M@0Q2yeQ^zf1a0_?O>=3Kt-(jrYD0TInbOmoAkm)cm62v zsd^oFr&Y$9%EGK8pd9p&9DIK-9}Z!l$w5Fmi_Z4;8r#`iiIX~cm~N_f)bG%%4|O7H zV?%8Mari6v$WBObiNryJag1REAvYD4~ki^R~f<&YHwfhGn%>3L#F&~$@I zS7bUGPTZTdd!7xH{7?f|jkad}AWfo4fp`w;8NY39>-PYh(aAv@o_gDYnZswKNfkEH z;5I9o7}%t@$cnG<)3$Hy!V);Qs)0Km-#3C1IO@gZT}dpn60v}EeKoPpjJLYc5$no$ zlXzQ_*ZwCIb=x2*+>uPa$w-q#9Kudo9Ak0N((+d$=A>h^hv_Vu1Si&a^PY zz$V4O#PvB0^h-`Lv0#00oBMhrgYl1!LG&ZpKgyoRETWs)Xw9It9=CxC| z63n4In%bH<^3Si#-h8;EXMKj}RhLSl8gN2)`s(GY#X@$K>J*bpPfwS+2E5EolLG18 zr7qTEwc^xew%?@neA%2<231(?5rT=oU22vh=(VyZBHd=?Qa@s)#J(7-$GFX#92MED z0gb&)Lsr#5@iz;I&NLzLNUwGiZ}sEblwHD|o07Nr1&QM%Xx~RG;)49W$ILdDa!HTL z9Pr$iW%)y<%W7o2cJifm@P^|&q)Ky~=5ir9(1Hv;>1m~iI|X@`l`VLT7}0@6x-UaTBQzoPc@bul6wW41JvyrzvPsL37&LRYtz#qx0qKL|J7=}s zf5ewrnR)QeMZSF=s7ln1gL@wyWk48cl;)DY$}05z)NC{B4IX9W&Mh>k-V0`L)<_P& zZ1gf2sgj68xZzE*LwEoE;SG3+_42RAjblI$Og2e*n*jU~@r3XU?Xu#%24JdgeLJfP$g?x9b#D%{FVrn)t>b*ETqP1&G3<;kS~ z%ut3QRa$nY?-)jmW|1DZs;hd`8CNKiHjI0{e9gsds1EQqf{^LTw`C*;0qO0l!w>Ch z+R;{pM;Tc+L}|M{cT7+&F`84NFuUa7oRZ9b|B=I21VSmBeS(o3*rdHf`s!%)>B}oI z5N@M#`zOyH4P~Iz%8zUO6eB5wUi};CrbFRFqwJB_y0I6;go1!lKeHqV!DVEXGAqwN zWMq{@r1u1h-z*9}nqPzahLav+4E^ELxC0S}ElsI=rBdkKvJ%hVDwDpN&chFOyLB(i z@23lj!4N4@@g94y$A^~s2uXL<7hUyF*P|4*Y*X-=a~^FY}1-cio! zoJNHbDWniehE&?-W@(TnLqctP}AJ!l6 zTKD+e!|VR&qSP3EgaHWP9vTD!Ve3<0%h3Ismx4UGuHy7orDB2<;WC)V1;2ZM}_ z@&pFMO`6;!f&+=NRVz^lq?=v!{ z7YfnJgd$y#tE!-;P^qxU|S@T)#=E~`#k0YOk9vka$y%pnL=A>bbW6fT*+ z)Aqf@?4)}|jOByt&?A~WZ#6q%QVT5z4BV`l{B7Q?hPNf?-46S?{M5JrMK^LzNoAiN zi{%8$v^SVMKhM{dBkvBnC=wV`8uCRmF5JX?cfs4_6MWI~#9525L8ul*+b)Rp}Ko zIJkF}gtf^X_qru0>J-1P>X-#{WhfFDp6nc#OG}kFxZj`3SFT@mxQViIc@DR{b+_CK zvS_l~usTj2JQPh)B?j){82+w)^Ed4m&|Gi7XPRqQ4HL@s$fwWc4YR6fnFF7PxtYFe z=Tvi!c_o^2PjmKnReS;74J1#==$1uAL#jlP17Co7da`JpvRB&|2V^c|p3b^e$;qHa zs}k1m)cPbi??w&LEX=tcKiavuo>PyilEn=hGY?;o{f0cbcWmPwdMP&tcW~fmzYeMx zFLB)0r)GUijy@C|NXn0e8a9JzX%dTxnJTdHndj1mvl7>>?(KfNvOor!@F7`b=bxLy z7eg5E{fYZLaqP3;LRXsxG|Na$th_S@9IMwLY=IXgnkq&x@S6d5#_e@riJkOybQ5=N zarUGy`QX5wA7KiL#_RpW5Ktjd%$bFmT|C9%AaD7dnp}jtbYEEi-s50wBX@~C=e0ee z6&D29=~uI_$J=!Dpq0tyZFjB1)P_RCt9J+tqjyDY z4X8m=AnCRe{l~ zcCPrJw$(-=IE>yGR|@G8#iqHqpA8}>FO}YLg{Urh{P3&~ybV1Y$Os*gqZ}fZ0~#DC za^PX!>$V8oKQo}QAALhVI5oUEZJH6-J-kGS;lw|mav*!4h(Un6>5~&zlyLKH3mP6K z$*L6|Dw+j7eaPw0MX%=G6JtQ-K*4~!yxOSewyXEsJT&DV!O6-mbQlhqG+9$B+>@LBPEwW1D^HY;CABaw^Tl>Fg}c zEh>;Ak;_W{?0vtpy#eDJ6Zg@*U5ZWtD?Xs544K@|HaeUVNDAEqgt;zTY#}L7d=guL zd)jTw^xgCF(1l{Dysx~^rshzInB1Y1vpDWAcB`lqDCW$=Jy;UUH>~;b+z7SjoEZv< z_g;~6eE&TiLo$pzdF(z-OAbujlasNTJ=ve%7NIYPl6?!FYc@gQZ9gH0HBqwfAP7`B z;O4VB^IYy$i%KyX-)vq@U!Zmc%J$|Gk-?_;>oW)f#TvNSDP#@$gOyyH(T9Wa_3E$v z9njVrS*g!C+G;2cZUb6_0Jk+{}b(;d&0(k($nDapsvIQyv4(4U6 zDyM9#Bl`+aA%sp-N}F8=E{y#_DALKDCIU#2C>S`ndC|t5>yJLI-HQf>p@YJ;D_21| z2KnwOa@sOWEQSFU2{)0FmdlEV6+II7>SSaa8v+iFgYs>%KHN8b_W~%#ph$s*d-br< z#Gm^E1~Rj6m}YJO`nb1mdqBMAuVqKlc3TcT(Z19!hcD>FNBtEjIU z={MZFHP|TLFK`xA=&m6^Fkg)a@0n6Suy7|DBA5QZ&R*+9qcp2x?WUy%!0Q>61cntq zlOE9$1dD~a6CLb5vRJjbAJwH(6?K0**TM0Dq_sMBJRY2QqX>c_z+CI*hu_|P-L?*W zzT z^OY6|4sOc*l<}i4uj}qXIB?e9>2690`376HF#+Og{EOF6vO$#u?xsUdd+hpUhwITm z&68^`|CtD$mMtTq+{cKT2wD+>&BScgRkfG(=f(G-R{dAx3>hg!=p9PZDhIYd`Ur`E zV$(d_x+E$IeaJGYK%Hxh%(AWq)ge&wy_8TT_uTWEw8X&0UMVih$v>=6jrt|IrXQ}I zc2FnuIRRn3)*~)0F)(m#KXN-to7k(!OzrwWVw6o*&7zYCl#Tl16e5^ zZZu>qBnFCOW#VR#iG6bV(z~kHsAE-_xgbfy4SdCsG^VF~%kR*_z{7p!Dx$b;xD{`YlR24N2Onq${MszmXu9NbH}RjK=WO#RSlrDU@PQ&0b4&?}Bi z__)*m2ICtA0t5Gh!2jjk`^tT9Y(L~fW1~6@xl0$-9cBR+&xd}SJpQ}aPI9TA%;IP z&(TXWn7A)2rR*9ReZ%<|nkjK?0zx0egOyhD9;mKebqcMtn~$5yAXLd?zBfJU4<7ERZsFcIv*$Ho=#1-Uj05%JYb^4!CvilcC>!?W)C_gV=yxG!g$po&|LRm z!k*7A%n5;vfnv{W-1AmmwyO29)ir2v+x*?3GtdBh`jBI9gSkGxXkp;6F&9}INA^Bj zRw8jhu({63z;$F&)Em_31%q>MTr7asC#~yTp-VMhI z2u8PuCO~4KBpCwSqXFYQ;}Sj|lAxUUqF=UBR}O4or4bl5#NH^UCkEV2X|G2G)_SrM zrJ%giWoQ?%;SgS_R03TSoWc@;Y0by{S!T**f5`f5IVF@ z1Cjy-0vGpn9}7co#Rcssua(TOU)r~v5+P$C`Ni5U^c|)JfrY)K)LMLGziB<{SN$*8 z*>N5~QXqRKr#G;t(XwX_?xAkq&k=``YCobGx8iIyIo;<{P@Vf3fgxwwAHPr64d_-G zxDUSxUo^gy7sOQ}4^Ywkv`}e7Xn>NO#l31;22So#A_I?$*`E0^&Pf3W+fhxD-uO{1 zsRGg@vMBb@#5@?%BnkuuZgw$Wr?Ll$op(@8x}E4Z>SPi~+ZaV)XmWTH4;eHS1MX7& zx^YYTdY7WtqCIQ!3J-Zsg1Gj`vjH8&xJcTO08$7 znCCBH4E<+?AueE=w4D&cu#KZt=+*UbhlU(qEyvwmZ%_=c;}hHr_6P~`fd8)R-68~W zX6CP1v~)?p!(8X~(yHBGJ<=JWIxsQORB^W$0qK$sAqV%$C3+A9N}|MPV1^*P@gvsg zYZ+Q2{^_)5)KqXkz=uebF5UjLoR%sva7*FLzD~!+x`GEtgih_*u4p)32$qO52stFB zB!erhl;FU`T~gY0BmQUis}HC>a2N4X83seo+C7_WCpEeG>Ez~`LI1N2N=AnRoP2up z&`jK?uDsUuboK6PL-UNNi`Hf-*-+9=p3xYj*EWCK z+#q%b8r@0`E@6D%2EBZa5sLIm-VbDwrI-Sri@7wZ_cHKM&t{2Y%(fQ}Ax<@rM=GIdQ@A$-SH9LX#HB<>igCP=DiX2$DAE5k?ovh|4 zq+jyaW;KqKp%XMWNsh(@e9t;hOOu#9%o}|C1J38lHz!mg3HRU!C)ef1K_zYH(-K+dm`O-{Jv3o{WZvnh78wlURrh^*uW*F5S1qIg7Q3y9x-wE(JeZcyM4aW zh#JG-bJnVvR$xhN3n2#P*nWB=8GPKFP_cR4rPUp$(EjHcH|v%wD&Q@XIs(I}W3iVZ zYoItK7Vb>XVll5I>mj-qeP>^KD{pcElqQh`X>}`(XNw^WXbrgIb50Wfq*L5$G&0Nx z(9<{_3`GWV!YVDb@iAl!6d?$3&#vYyD}Vc~ryNc6sz>>Xe)WP4Tyi2qPpP6!i~&9C zLosN~Gh()`$`{f_5_#T4mf}_0ez2%V@^a0PUV2N6V8BF=hnsUU_8q6w`ME@+foG={ zvgruuR&Nj(jvcrfA;vJEE#Mv?ZVcbisN2_rK0Qa7b6xywXF;!L2f`RmHP2LlG7O3_ z@NpmaZESM1N;`-$jC&fM>zZ=<=)eCx#;rggV3sV{DRxMxB2f@v=bEt1G)&)Dh#q8h z?^S$KIr$0nVjy$XsF0`*S`hfSYZ&8XWb_+~JCHs@a>xCaE#@W=glU8+SW0~!E;a>J z3RH)LJ39L&`W!g^>N1*P^t~OnGjb(JgG-KMoLZJolkx-iDEhkfVOa)Q=;6S%9+&^R zvuXzPaI+vFe496iPfHAZKJE%YdvK?L$(Kxo^JAjFPfy>oDUeHI6Bu6PY;T9GfvQTl zNuhny7WRG&k|5=Z6cideT!k8kr9^lhVq(9a76dkK-b{;@aZAeis833MaI>~{Ya)~- z9VVn;F{64OEeHbK%^tm&zPN~AT~vcUdOPW&ZZJHl_kw`1T>a-6$QUS*fr0()8RbxM zRof>}Zn3G2eA$SlWgmB?>^e}vPcqxw-u3`Wx5<%`<#+XeKw_X`z)jaUF8^^~K)D1P z6hqT_%-lri{Y=sjZEKzORSW^mk|_4f!JMq_(%pE#cd3LeZ2t1;kHkNqB1RN}KqvC7 zmKec+!Hvnmyhd!Xa+1&XD}Bf)!`d?$y|(XmKoCe)=-da(=RvkW5rP0WomGbIb=Az` zZ1mmsN$I=c87FX?n>?BR^_S)fT4KO{bI;;S_6W8mN~mm7?b93(S_=h+V*~`}wcqFs zaSL!CGu2zvy`|!d1eMb0IE|eCm484(+@u(`>fDo|r%Jf*T(2{!kxe+*j=rDk+Yj0+ z^^ArvkXsqG&x?zo>M+F|IBd*LNmQ!1J*i9L4$HHG$MQCemEgfTlGBQ>EHjN32o~rXk6bMNi3i~ci%c!}yEh6K)o#}+hu1L4Ur0=P|Y*rg& z)JKWu+c&!zqaX;B7|q8%Gr7;ddA$xgK7bs!w`D+O0E#^@nV9b$ z6ioR!hbT0-D4G4EOF zg;(faFCcFz|1W~%#|f4TyH8ZWL1Lg_;NqrtvuHn?v+{GtJ1U`-%$l&kw{z8?REexiu32z(A+7kv!_8JQ z&S9?err0(#zNu6O?GH$hhThOw1P0~xr(QuAC@zVKdze8h^6_@ z!Y@Pbq3zF~|5{0J&;{jCPQ-?S?XepmIZ#ZRjeGo7xwK6;!x}xUWYSdQUMm|8x}{_S zLv+4t6U|f!^OY{&Iaa0HdnD)$uKJ8MQoBSB<^J~w@eD$lZoKKTg?uYTnK-z)Z&D0e zT-{H8LHiAJ7WAin=RW|`7iv4H0nXD`Nk{wfDX3OYUOx=oeIc8cK{IfZqzk+L zT6I%YgX)og%t`eT{h(vrK}camxjA?lm*SN8xCt8gIh}vMGtWaYJRBb4+tvW3d*n{~ zrnfGjIa49Bku_!H#h;Kzx=lzSaM;#ikTFoqnSpz)KI5Uk&*8%or^b%YR@IFO1dYL;z>saW zb*C7^fG!F5yMe!B?x6?y61ROncZVwp%E5vRSz;|cDFt%KQjCGg!5pA>DH?CI%;`r7 z#a_)SS+vsy90wq0R~>_gwb4s5a2J*M7EAaK>LkW8+D{J}b&(0zV-6E0y}@Avcx9Pl z4}9E=#8uTRKPgw2WFj5JRZ6Ko2`RuyZ55v^8ip2IXpj%?$F33d4OiWO%eu=sz zGqp-1mKu0Mqk+J%Rj$y69tI9(*SfB0ac{)_0#pvQ20C9WXM!_6WasByP>zE*JfMDw zV$`_zlyc(B978r1p<+lJbjh-C8`v*#DEBJuS46` zt?1sqFCBGBJANh2&N(s?s_m^JjKQU@d<>*WlnBjbW3JW5cJEEj+S`EoBxltcdDF=< zkWU&!U|4x<{3)>_4d|2DxS4PCuD?idv6na*ke-_VSP49KP0rNs2uWTCiGgCzOx&~F zzRs;_$GSHVw*jJJCfg02Y-gry8o@t!sBe4eeffeDaJ-y<+| zX0gI)*@FOkfb*BtOEGIhx>svGZBkkS?4eo!Y0{_l&d@YzWy~yrMa$IYeW~n2(u}pA zzxZBjnF}>?Q8jSPBiiE~D ziZS3mc(6|O!QSWVO3~`%w1O*U!>gfI^kxDY$9|OcvRjQ;ya;tk>L>a?eY6Lw8NCFC@E=p@k<+npPjp*6 z3%Gn&sS|NY?(Y)j&F}`N8h#KE7|+%ohQvTM1_5SOO38OnKA`)u1*v81aZ8k*H3C#6 zQ^KtptJd5U8}xvg5_YD2UnP~8qL7+%2!`pKYL*?`1N9q7qW#YHo!fTsKKryBXty- zux>5mST5@aOWiy|m10+vfs^$Vuf)Y&kI`GCU2){21kuDE#*;~ft06Ivg*}=2XD`K? zgk~8OG2p&QwAg!uAm~L4sz{;BUNI_dptcV=SAQcU&lXZ7iVzrV%(lRfa8<7xbPTm; z$MBgx+m!}E_Dl}#DV}Uq6-xmP4HPLbl`)ryQ}XY`d{`;L$2H41ZL|=4MC%f^Fh^&Y z2Q+s`5d#l*x1p$Y%;z+g8#4X*#?*gt?HI4c|9$tJi}B5IDG>J$eyq-bP3? z-(U%6X0f)pEc3WA}JXY9(&CT_F|owbK;#}>6*(= zGbgNo3dH2;`Zj}jdXr)t+!=b)RuhY+N=*>W8tEXQ)yG9EF6L($D_Geg> zQcNl0lVqmUhjtg#LgDQ?A%zF$e#DCH8BLTZwt)NchsCv`{BP0dz@E&jB|Q5kIgodC zF#%z-g>kzW0_s&Mip0gu_o3I-@$LMw!)Vt^LD;inv-w=83!O}0SbXM#HKa)tF)(pI zKdV~o^z4&+kc8D!_s!Z`KPyO+NH%CwyIn#^3=|0X_duhgqUyffN3#qwl|tiys8LYQ z%7(z;!pM3_3j-hb##QVk`|6vEThOvzPshbt>k`l$QV6H?Rf$E9=#a(0+_cKjTangy zvl+$kaii+3av3PPk&ADR+seVvKv5+g?sAgvVr_#3c0Gt+^_<;&OTI)23JvmvLCYH- zV?dfjbxK^!Qqan?chOHH@5bilNehlk3s_T`dN%|b35M~TiWWdl=`w*~!q2>`VhjVu z2HbQRBDc<;Sy8W12>Ca{W>`G}Yur}|V{pul_k;W@MGOqw#TehbrJdR5CGJCu=HK6| zR1W1yUlIC9i_vYaUgO4%aSbeBVTJqtNjrJ%= z3gmt3wf#s4duR;tIxy-Qq_zfz^Kwf_MU-RwPnj(3$85y<|#0ZKYn zo2~;tArKU6VBogsUF%gM_r32$L9j0bCI!vu0zr`Ur3$Bg=$*F0zULEcop*ShrNoHR ziw}MqE~rD%p^|`*y6JHvEqlPu2DMAi_9K&po+I-7*LrMv_$esoZX#6a&O+615Cn=U zv2l~s#Xj3o>%6M^2|DX`D|zFjDbP~)R>Gv!8-ia!5Ge7Dhnp;8oKkkf)rk@v(0{!; z76_I=nNlpFNTrO{eYAoD12-G7UPa#GB72GE;oH;U+JS~(h#o{>_&kmO`{{!Q2Z|Va@v=+gc#M+CYe5LOU~=mKfN$ z_k2XYD&5Vk>rpXm&G+j&oU8$vw1~iPB1+YfmKfN$DV2-Vz1L50MF~ukt%JHg*8hS! zCM0uA)BgJokQgYARe-ysWWY6cbb11igMp zo`!$e&L<#MqKJWoyGX3Z+7zo?`w2}mv_Cp8soS+ki~tSM6h&g=4$&4ag(8J`bPQT%liDj6 zpZieXY6TJ9D%loOXgz&+xQUd`Y*X#hX_eR}-fPyoM1O#>Lvk+TVnx(^TGqg1U>-Z< zE2|lo=69m;ZR7anFq7qAiFFb9I{w(jv1SMaQ_ zF9G762g6@12-Kvh27y@)u})R>tDR1u0d61nQ-0U0K~QiQP1tnn$Io*iIZz?szB88b zJjQQHRcR*jfP3%cv*vEp3KgxCEZvk@TT?Q1Q$nQv=QQztLJsvAhv*#|6X2fcwlM7I z-YMOIM!4|oP=yH@V0c(h2;$_~r_X3PS1#_;2RUUiwnpW*E0N05>$`!U^G8l7-zQ%t zv$Slld|B3z{}BU8J88&`SArl=qBNU{dGL^b({;PyxoV_fFY_+VY}DJyP|iw*xX(>< zlf)MN{|RxJi`^pE`z;;b{-|rMTiJJUQ|ovrXWd6&kkR&C0EvNO(mdQbYnA?zr>`t) z(PU}4;l&r{#zHk2lJ9WvFo6mr28t#zaFh7txEU9`zra9e-s05`rQVAl3VBwNslkTX zO^@E1jr$VlxJgECJwq~4rxgDpX5qAh&|)_kq{kkbUQA02T-?*pRl7!sdX^WXHJS7f zF3YeMtSgaew?@g3hhhw9jHaj(?mlSF;p<-_{PS^AO> z8x@vr2rXNxq49COLdjCoqbUdPUEMn6uH9tj8fAjY`0n;eOb3>b6)nq@njB>zWUW;m zyxK~7dv8xqeBY2kzKv#!mzb*CRao@eIi`PIf<7Eme$UwBpR^(qso1uRsWA60i2YW>V1G-@8X* z&1PY?hsFYqiMvJ>>Xrlt(oPx7gK7bT2nZ^>V;gAc5}ScJIOOy)bgDl;LSyvTuW!s} z=77A)BtP14e{FC+gJKU%+-FVCT-sl%oQU$Ht=(CEU;08EG-BdSh{4xvpAjuF2(WXd z+h#Z%fA<0vgN*r78^O~dP%U6OAqM^He}j{66qDxS-lSB{4)M2tg&xTDl-knp+Nuc> z19^^e^Z5-!AcLkr5a7P;lhTz`dPw6PYS2pDca1srP>d#4|mT&_*yw` zZGRIQ9Ma-d<{x~2QffA32cz~EyJ(flW_$8#3?JU|ef|GaU6-C3|C^OeBhYZNJ?vm_&mQ1Xv~b*ltPqzD6hiU^ zN2d8~sGhNdkbJy_dUg<n?49RLO;q!?%>9T@VCnzK45=vQho9akdT0^Jdci z>*4P0Pap^ZgcSb0{?i45K$QaSRLR!<^BxBQdV@knmlgNTs}st)$pYnhukDevtbvKU z1E=S-T>pMe2b!`vna6GYz7BS*&fOLu6%+2hr2%-f+fP1oAD{JFY zwftsetJVEZci}9{JjkLi6A&iZvmVfcfV<_e&Of>5&m4(*{kAzOC(2Gh5cmXy-kXcQ z(t^OnZ47$j1lk)Gq3m2TA^t4puhY;wnrx|Gc(Qz&7{Y)pbspxVTPw^>HYy$^oscOw zy>`%(MG%6cgf*wtpL$QrtqQofCzTFF=HIPqN8PGhrBuNMb8;2vzmLn3ZuLU!xn!{z z2JF9an3!wbvHK?#&Q3!a#@ycv-kZx`gN&hu(4?bM;ah1%2JBU0k!f1>l*_$HD>r$| zxmx$18sMQ~az8qB^G14=ZWitd6JMr&^~>%O^cB4^XOB(L5D&X&lkKD?H$R=+Tr=o@ zp3yf62$zako5Y%g8Z9-1!f*#RxiO6u`d}ls{fg%MC3$s)5ZT_B{rSuC;G3Lc2X?QAv zV?Of<3^jd|ROw;Be(8$c+xQ@A2>N=o37|@`(n0aKX##-q&WRjcQ6#kNc*x`vf6QM?K z8-bwX-pkWs1gH=w#=yc&tsD`-)US(`AgpgRV;wwZ0_EG}6-O71(dM*lfra}Vix$7f z>`j<9Y73&e0-;I!WN76_iooE`*jNFHf%lpkGJ`Gely~eWZr1bdZ9lU(xh4f zg6x{RU|Elj->Q`8nv6=jE?~KfQ;|mjJ9jyy~InrXw?R3Ntn{zFE4?2VKa zDfW!{gvR2t<~{L$N|3zujeGUr$~nlIZxU+cH@x%r%GH3TAizER$sgB#pwjys>QqB( zcRpDql7SKol5;<6vB6rg5C+D8dq`=-_!3jK!&SM*R<%d3^1Qj~)9BNqr_sx5=E6}p4jFO^Y z+SA!kS+$oCgHXqp3yFcEM{H%xkxjWd+{jJh7K^9aTm!WoAk*G%LJaHvtZ}0Sfycp| zY+Fn;TJ&1jg<7-6l6+5{ZICgLgP&z*4u63lP>ccl70oKuN+sR7Xk|G0vhl)e_Tb?L zGO*2guQ)+$4Csr83ITIXGInuGQNhF_H`nJPv2~cz<$+<_~a#|{u!hl|tg?rqP@8`6vtL+9_3wy2Rzr@M_ zoPu6WxTN^jVsBctVICW^D*1l3mP>C#Zw7d}s|_CZQyOOTWfLGKzb>M;K*__sKM0&9DMz-Ifv<78(t?L<<84cgM%~U1rbwa*5@=CfO<1Hzt9c8PWs>-7$aU z&|{iDTzW1;OXuPkYA!;U@K$xOC$UPrph%*oZn-W|Ls}NB(f-=ZAFrE@j4HUrzZ&9w1?wN zzZ4oeiO|gZRKE6k*(9)GLIyeW7gr2v*)#(;`=p5d&&qP$6g24@J(#5=ybIYh=~~@S zL`ln$ZMuGOViV!=KvE4);= zxD^~<-9+e;$EnLhXz3Cc_ejGTznGHrN!QQ_CnG1lEsF=9#<3$X+^rZ(k8pyIec4BU z>yrwRU_rx(GTmTefzC8WbDI z&F+{rJOf&q#K(QWUewfHck!`@L|vv*aYxSraMgz#@HthmDH8HZ6wk`SeT=e*|LWxx z6A?N$xk07ByKNz)Nu~sZfY0gl=B)S}%%dfGj`=m-T^}V3+QxUA^IkP5?bat$Y4Ndj zApHtO3_K3*x=dhAwI-@9($(NJ#b2i+)gj7QkE7&7_h|0!JTyb8qMog5cZ*B&{f#UGM@#G?2!Yko9v9_ z#TJcXC$xsNLyo_81&0=ecR zZ5sxj?4}5T$;8}HA2GJ?tD8`Q-&*y)x=7y>%Jj%?bV&BHT(J-av}PXe*cN;^Xr{d6 z%`}&WYZF(uL3+d?^r+_Z@(fyUH|!1djIJ$Rc|{UqRz}gIJZz;`s6kw~gN?g;L)*f8TJBr+tQbITnr0B6Pi@Akp)@jH%`wz7*>Dcnx*`w2PYb&W zo|mNr2QKc0bnM|JCognJ&}I0|h-)k02hN80ph(X8)0Ssxp47x{4@b5=zaAqoGNv)3 z^G#hP6dp*Xy;ZCQ^yV|L^BpdpRHiRTM@Q0SmSl~QuJ{5adt|26V^?xkYz_lvN_@;t zDVDYO#|51QXf?+7oYLshWgt5mX$^q~SJpzY0kHTdk6L z!5g%ak;DJ&q!R`2rIV9BcYQ~ zXHR8`4f_9+bz?4y3AYF>!@hk(<)AAtD)fmN0nLDt%SwkPL^q2u4Cs`&m?7vnu76u+ zoQ9?u{x(es4+B9;;=6cDml}xYmrmdFWKSD*KTju5L7>N+iAY zoK2?v5C)1@V&UfSS!~nVlMvsAJ{)q5vceu4g13q_300aY*h!DHgs+TQm&Q5&*?o$K z9ubteCHrHM$$jV@El)t$JNt$cEirI$vy2ys_`NsIm!RgLS$99*bTs&WvnNz(A#?Ep zF$UD4sj7szAfwm6^S1WaRwTZ8TII1l3!8>Q*Sbh1C96^G;1iSrfr(oTzGck6o43Dd zLAY?E4bMh-XhZpGG@(gTMmwy8!W*S5#=srkMyRXqKlrW}F=&~UeZe~E#ZbQbgMi?_ z?}tFFNCWy+7Vh-`FQpH8hDi+w1kY`miPsYIWuUe0RszG)q^L`@#K6McFyUWnx^sN!X2{v6pkMJEjJ8Nu3>8 z-M)s9OCmQYcl~`g0C&Wc%`ns^5i10^!>a0j=X%l$!z-5OCbsC6;zdq#kD z00qLW242qDOG^w~+%EDidz%#y!{+mr{?#v5u6nxy;Al1)xXK0&=5^EY216=T2pS6&MYA(+y1xvmdp+6SYbaN ziVcc{Ijp(3^bw>=6m#I9Oq0ze1Di5o_?AY&^<%f-w{uNC+#Hp1h=G4Gi3jAG@+-SjGLVXvai*Z^!Ie@$g9c zAB0zW8_)dRiXPA!IJk-4g^tcsPpDRLldpr{fLcXhH+ zaJ@NyhlDEi$;%oPnef@RflCxtpNHpucqkROTK|NI~J6iW3BZqDUOvilp~&LQeW& zw4fy87kh8H2RKvpPkn;fdUzLJH zN)##ZaUb~2NvjehZ!gKEPFcx3k@hZ`yc3Gg=LuUdW97R+k%3|h0^F3DBGHD(rnY`G zPipRCO*V^w=Q73+AVRK&Xwk~K*&NIU9jmRPxx!6?p)Oo{+pmj1{(wpu6A26*D(k>p zk0J;*?lQO6%COcGwGvB|W6at@Cn`d78RQi46DAkr@S#B9;Vxw?mjBuQRvBFjknz?` z4>|lA3ebLpMQd(kl!~1aT3w|;z&&#q9O?AK;ZqBeVtAHJd}r0-0tGjct#Q}wvCkk| zp!g)NGUoZ7My8su{d79|{ycIqU!i6USmS;{VBn}Z--0kuq`<&^Nt3U~n|JuN#9`UQ zGqHtE!pTtQ&4w_B@c0Q+Xkp+pF}F)1ED{nbay?PU>KZq{XZ>=p^`=c=n6>|`4lNA$ znGSv)Q2M7)VmhYz@aN9JB(Ro2K7CHfmh6HsQ0#$$d;L()e&@p%t#xR=s&ZX*-l7C> zN=cQF!;~wh*FYF3_Q1uR?Rh1&A1Y4BLR+8)4rNYrH_B ze1_iV9P{)8HE6E%Fky@K=t8JePo{f*BR7a>LEz)AP8PA-FYJwULuwgsv}^-?oaCTd zhB={0W5QP@KoBUJ#KUb38HGwtAJot{wCC-F3ojfzpp2Cq6>Gj;_ZKY)Ox!o?gdY-C z-8|Kg#^{gjRj1uvLlC402;;A*fPR(YlQ_7UOGK|74=np0iavc_8|7cztqqf`EE{|ua<}isruPZDrqj5Ffbz+H=*{*qe}F~ z^1PD*z4L3qowrmXxE*LVqj#{5gpi1B%ETUVmDa6C<<(`4P! z!8FO1a7n?_b(yrpAYfqbyzP4WFh1gYHR@G^%dRW+f{Q-nFu+yg)n93efrY!Qr^Rnb zZ!`XhW_pac2X)UArJ+{?S=alw&a|DD7&y39DZ^oYTWF=k#qke6yIy-dfS%CgfKt;1 z<7?uI68eOu7&Pu~NsjZO%Hx-9By!a*eXoO?$+@Ml=v56jR|Q6|+PUI?jyC*3SoHl8 z`MtDMiH*P2a8_llYcHxw-HS{YMbv?h29h42??R6Tq)L=jkB^(Qq^P`j<@de{)S|66 z+}<}!35w9`i9h$8`5E-YfIGZ3e)TK*xgEXio7`Jov#Q}S z^mZdR>!)vui=qWVfP3UnSp21Sf3?I~x>|U|j~)xC6ho4(s0}KfN(%x@fZ3jHwSr~` zkC)(Rs2Fm-WbbZB3Nr}^Ip2E@LdHNzGPt-`-b79X&L7@|p^?FLc7VT5;&{lbk}scv zy2ICLVZeUFBx1$W2G`_J6hpfbGfFKU5&MDXLMtSruong zsF-nxfG|}-YBMc!z)ndlJh06q!Kx8`H`H3|-QB>3(hQQbWR|zb6j~72xO;Ew(jD$R zo+)vNr7m7kwtP8c(VYYY)3BjZ^dJZ@w?LJ3J?f?eqWl2v4RG$5`MNGHvF?gT zeUi6A>5f3Uzx zfxyE(9Mc$Tv?sbyB=Pi7n7dM40V*l^6H+)>W9KT?qygWbxH-i##>cz3zI%r%lB%)X z(!N-*T|x%v7`Kh|5>^IoDWqie@4I1#5*&D5=DExBdO=dLrvwJG^&=X@Vi+(}V&ZNd z^4m>MKdO0+%3(@yU7T~pVyFR17Kw+vJFpJIK(PiE5A$AnY@F$!QiI4!Wa{uys!^Zc z+yQ9oYK7L1CwcqfscDxNzae@ zxU}IIs!Dc7t{R~$#z66HErH>&*S}JYUy1NSpJSSfe5k1t9J?QTBmyZW_}5QGVY6#U1&@1UhgY}~vnBD)5aN+o|( zlYZpf4=bnzHA#cO;BNRQy-Oxs+}03#@5rxpJsl_p_K_%Nx*2>jog@}p%UHODmLRye zZ-Mfcr^nBWFGbCvz-GZzO--;1N}ea4mts$ou#tti#+t$O&o>W7E8XsEoWrxWSVE5< za(1$st6&P5G$p_>a3@P59X*4ZUX%<<=E?h0hGS+!>7E7wVa@lfnGgg@eBD= zymxi$l)HA5nQN38%F1`QPhvW-gsf;;rqtvp3n6Q*^5E50(%XA`dgA+r4DxL>TfD?n z-L4`waesf=-WN(T)N?X7G%MQTZV!h-G?{f@Xx&LqlNi{Sao;K=9WZ%|)?(lJ3eQ4X~-ueX_^Ru83O;SR8?DV=LhJZfbC=hU; zl~rEp)9`k02fBP1_K)s6MFE7MoIns6rey@#0tEpZcb+7a&D-o``nd&JdQ%U}w)){V z32HZdA~5W-+Ip211{Ut~P+s0m_S@Xh9Z+}c(`5$*_lft=f0Jd91nFkeR)GTn6ghBk z^C;=Pw+r9gSA*K~zHJv4TDpRVSc(Y@EcOv__>&SEShx?dh(tBEPq!tb82;9r!2O^B z4mCs(x>U_R1fCkB$bpGFyfv0-+B6H%3%~CFhUfIye*$%B5)t2~MKm$QUJ0#cP~^bI z-A}i07+3z_nZ%{&de^KYW!X@zelnp-@0T_UX_+(!_q)MY?y0bPeG~D+bMvGH$E5|V zsZ6~a0_TM+9V-?%rbI4{`R`@=(Gmj>w<`I*()W%DL$7JdD204K%bE^_=&OVn#;n@! zAr=D~-zb{I!o2Ad>~>I48dZ%N^oKfDf4@E0dpkxzC@uS!-Z>lr?)ezLqqqE{g(%~P z=ZsUTQYWGyDO3>_N+?U@oa@*3w=d__I_a^&*DI2FjX$E;{`Qwk)Lt+T1 zB2nBb3v<(_Xpd<{LNH3Gymr$*@5??csJt3LShMKsyR~8j13Fa!?mNrAs!3{_{wzm@ zaAVnh&FM^NRBR-nM;lxo9H2E1z`;H3=Cwo=AJmqPn)7r;jonT{m=e01&?IiEV=OHY zYysxS8$UR*?09z?T2WfA|3Epu46Z1V?}oN($3w)*G@v;MF#FYAjgIp16|Y;6q`P_U z%*`%5NSDSD=3qPX{d`Cal*quw{q%_qxAx0#>ql#1Q@l@)tf_-}SC$bV3>GhaEDmo2 z+BAoUc~3^zQuU)fZyCyL?d*3s_rMcyf|Vo|d$D1#tXP#$3>44G#Lc%KEB~tSnsp2E z26aDi)N`%NQpmNk3BUAp?6Mb-7$^|9xC;R(&N*N1b|J?nZdQ3*^-CP!sw~MN`$pKj zf|eL~xZRR6d#r<&9(qnD`Bl)u;e)`I$shv4-S-;vX+hxNo>E$u_h@U7gG6yMz{Pum zs~Y5$$ic&&QB%Op0E#BD7?^J#+9o`yk6kC>ScCMvbvO7x{lnvgPg*km`){5G)SfAh zm5glecjVz`;G# zV8K}&82h>yh45?ms3V&`fUh@S(i$E)(px|ja4;LR?}{fEV`^TbDXUuS%E0P)a6slW zA&1=b_j{o5MllB_Zt9gY*A}k`n2z3_NRDig`V}ezmiEYm^+&k+?>o^0Caky*H&_HP z_jdnqKoh0V9p6I=pALtr#N=waoZg?{;XtZ6;C_QDpO2OAeb|mTR++UU?W?7Fp;t7S zWH`C&9*2@{3Ismx0;|y0M$KvkTqfpHKx|8$mrc6F853#Eo~n$TAy6Ne9K(&a4q6Lgpauurd4{qjKXF%TGiuVe ztyPxzSb@`%WN?r%yY^O`D-9SNa94?QuIxzaANm=M(PNvrQ&sYyc7qQg1?3!d4Y3qZ z1QaRYc1gbNn%mCRN?a$_37Z(+x&lmC$?ZMY%L<3Y5C(Kf0zT%1HTG5Ei$l5+rza|X zW^M}H3LaurHa2n5re3CjL2CLi{d0JxN zVxPi|?yes6U@W@ckdwBe%c)uls>ehTV)&6i59Cy)SOWw1teEKMN}qGZ-!qX2J*9l* z*hkNUWQFg@q?;Hm`b5tw@o^LGTTH&-pkIoP60Z$(%y?g=1wpt;Xwseh@ZVhZ1I9Pp#mTBH ztt-`LPQ(Kt;j!1eU@z8*IVaxvnVhO^@>7k6{3?06e&4;nydhhl_#_T)LSms8w>!HPmk+5DMGidNDR)ljk(*q_ zGhaxREC~qXv%e_PQzhJ-%2hFa@lEQVP%%77a+cm>10LPGM!40RrTM>ya8Zk~$$s_gxhN;G zjORsNbvHH?}U;$KFU;k*Z0U_mx`jweIc9M_udGm;+YVwuAYe1%bePye^NH5cs%r zrFB*MRTh)bWgqv-C)M(|o1q|0GM8+$pjlC3IO0X^TW z2?+5O2OdLGpy&}F_X~8fe)|uPUky)?%AP~&-RXqzL=b&B?d0;HPDQfyp=JxI*?Yh=OUdW{cWvK$Ao-1 zs89O$_p$B)lWu`BW_mQ?ohaW+_au_;IBkiM1N)B2gh=_G z;8&<7nMG}ysObj{i;*KfAGJ33K&c)jOX6@bXGx-GA!}^vC1_-&gRFwazaz^u|DCU% zBtXm+P8tDO0|kTtcTq{}l2P1cfrKhO+Y*ywbO^Era%)WSn1LfL2u$3WUPJ*e^1}Ka z#Gqx~3+``LZ-b&+8UbPMw+n{i6k|Yx#=c}y^i)6GwL*epJiKPx&-mU^kY6P;J*_3N z2DC6R7?@*&$Rg8h^AWTlBNNj-_Lr11IBB(-hz-88g6Um+T(>n}Yj!Mp|IoAW z^NSs`<-o!iIa^|w^dW|p9GJM7OJbYXI4>{ss6@8+46+k9>~tCg=@MCF?PQGYqvcu! zxR+(Bs)LdP+N-M(4xETRJ~}@iu29iR$se@X!X1PGl=5f8&iw`*0nza z57|3_*T%>Qw|ABQzw~qo_ku%2Qe5`_Oo_R@9=ZAJHLkdVb9<`@K?KiPN%K?}Zqh^L zJjEzs=RNcl8dk7HKe~(y6)DO6faRgN_h|`&g*!la#YDSUb~K;bcp01-fR{`!#jd5Ytt-ikfNJ+!}XKhE%iZ-aEL9+Vl+Sk$Zt!&&^yNh_wpQZll zM_+LzKL#n;C@1kDlO|bMRF>@k8Hp&m#Kt|zS`=`oz3;?5wC`Y%THn^=H~~tSItUC8 zG*#){5M<+iPB&J*cx9_8u`!e2q-t#|f@(`&36o}eNP(R16mwwWuJ8pXTrK7=L!WV; zwWn%-@NYxUxW@zpj%SoK6dWiJus?w^Eaf?B+gcG)rL_n4w;pfZ0u3uYCKPGHu!Ut1 z1d1^*nV3sU${T7MG6X1{Pjcmz!4J*_L3J4(;a6WSw*haCQKZ1d%`g@$JvqNWpS%gx z9=*!*=BiJlPmi8r?%7qiW9}MV$gh&s?!E|JY4Otmtp`vbuyL1`a$NTY+&7a5Z_8W0 zyZYyVO$SnwnvXcYrl(2DxZe)#{KAO#1#rPX}sVk;l_}InE0p2vjlPrV40u z4zA$7sYNtNhIe6+&Zr?!vPWLhI5uvn!$Os0F>vXb+2g1jpE z2z@tV28Wh0@YtBw5F?7>n%Vm#CZa8OHZ@$02Xnm$A~KwIx?)ZX0|WPIRz34s4gH-G zjDc}#^Fwruz>2*BfuTEiXbOaZqDoxcs^rVDdUz;b;`I1blV1&8!U2nvyP_Y?6~BE@ z$4bG#U}ByMXnd-{%XgJv&N#^Mp1Wfs%$%{EFbIniQr{s#P}~v^_s&nz(*P5;x&-z9 zf+QKk9g1LdAdB{c(#C?L=@daQalfO3Q&pd@W=m9BKfM^{)ZYf>85V>X9IMY;(h~#j zlU*4Bt*)QC4bgYQnb7C+9h#;>H5sxNuv|Y@APx@$)&g*oTPly6Ul_hrw9pPEpBBO8g6kJfS_MWWaO z2lqB;h6}f&EL}p8wmO%)^%sK|;7dtGnm+m)Eevc1=66HYjduHji)ConA#|tckbyk7 z#YZlwx2+j#FE)k&Rf&V$8uI#A=>*pxl`)yD(QP6%btv8QA$*ed=$l|Wml7HTxHo<> z4(Hj+$A}OJp4~NB2iYL)AxS9Pvp0nv2`CHqj7g5r_IU7@PPEi*{jH+vtqV96tw@NW zXWjlR$QmeO;NT7ozB=EhbvjDa#m0UPEQk>*L7{={=XTu)rAcy)n~^9YwfB2^5P7MN za-Q{kOJsO#2xJXM2nct6di<`(3>e*TU+yl_-ur#2i3_@U^$f+p zh7^es8nB-QO?lKE-(XvdHsGZ6H+?cP8U-~G$xV$JrLGrfxm6zS#o`p_L*{)ZZD?rt z`Tj%a;^$ByAe>O7HS>cbX^DY}`mpTp=AR8nfR?#5wZqy!o)`NFYwqE1p*WI z3Y^6*Lnn^uFH{WKKCUCDt^_0W4MGfGN4&QZs}dR-D5`{;Q1;BT#OLMVStx{Jw~D&- z7LYC7oPeNd@9IKNld!WLG|%bM`=bNJaBSJ^oTMB`lhzRss-J006iZ>ij2rtALDB2p z@HLJ3D1^YY2|iO?K}}jjI3>k1*TME7MU(KKO>;0bQ0z|6MCN>!Nj>$`?E&ZB1`!w* z)qjhFREdItjk}$0>rmqmyg;H3aJH_ad`&TwDUBx}biZ6qkMNz%!#vgyYnrgjdd3@6 zl}@i{5oM2r23g5u@2t8$z22Ju_jYu!Lq*%?gkMN#@T@JUHfKjeH8Jv*;|CQsy>RE^m~NFktXs2pSql<3CCU5y#nU3Xtm58X6zfApog z`Ed*M?r|q7VK&h`X^JpbMEp~ygm zz`|VCOHqC1B9rzM&A9Dn8yft2F#^iC4-goJ$E^Y@8B`3o32}YfT(a&|n4ksX#s=SC zKCa*-E}82+dAB(Yk^{vWn7C8!l!?B~Quj*Kpt~V4xK>5rRNbB^C?wu1QtfrKI}nO=vOZl1G$k zS`_4z{vjY7d3~QA1t1h%ZbDp$o+%J(}5yJOw?&*~fn$~v} zDg%&>Xt|hG`n1Hr#r=eiNMzMkpAJC%s<3UTV^lu)cncv^>Br}H4I_5Ah35YWA73IxpjXud&udhbF}k0f>Qac<{=Pf(6Q zmST#UpMXx40)UTu%8LIovak7F4_cU<5Nx1iw#)S)Q7AiRbTsa#aSO;8nsyisiMCLs}u&J+j&+^b3%*QZ5R{K!II zZpM`bf`xs5KuMA#;Z`+Y%>7f00j&;GGzs^nl9pe^lfD882p?^-w-)pcc%#^1eA6sQ zlMo1)^Smm)!raLfBIL#3Zu?y(`X(Q8NhFsNpVN^7L7-?7PZ@KHkz@AA(Cx2EBrwRZ z4%)bFcYz@6B3x2!u(YdKkERF?E1T+&{Lt>@`YuHx?Y2$y$W5e2!Uj~-{$-H(($kjD`In{9$THulfu)I?e! zxVQ_G{P?-=m6|_gBIV)P@@i{Tq}9N^?iB=xa~H}dK*~h1X&w_Z(E(qz`1|nn*U%U} zI4)CouO7;j))MwGR4Sq$a!VAG=HhOD<}}$YEsShIl}TZL=#ALch0wEstV~)jQFnwe zP{hE*opal&?s`$&RDk9g?3#1^*Lp#cI&$^U?r7FKS{T^4lWt*1U_z;X6Y5%PCv)>h zZUol?UJ&L`QmAVSVW8*|19#(1sQhYaYS)Jr#HL?-${ib{3ifby2@Fin`C7D0nvebE z@Ls;V$GZ@fL+E3e=F)gcHJF$i#H8tbBscTBSEMf1Ir4}C9%PlPO* zJjYW1=jmix5SZAPSmQgM#a(PcYht{?d+TKHL5@|Ofbg=!+JaVq7>k{;aOve8^N?Q`DWO!)F5?U6`!@c$iagL=KI5R&9RfBVkX-Soor{OY#PBoXxg(r@nsiSs+S_aMVVN*ryBkrZP)o#)%CPZjIjn# z>@~(HC{k{}S1E}lR=|oNQfwfCf*@TWu~)uDba?XB?Q#b0;ylMDt7=AqZhAc;#EB^h&miMU!yq7@ zSvvM2E^`{eNr-|o3I1QkI$5d@9kx0R4C(fGh2eN(eG(l%8-#)n9ElrDK?^DHty57xD(@?KaF$l{GZKMH3-Al zIr5tsVc?Qp>MK_me=g6m7Y~>At43D$HG#uE)QEA6A>pcnzWCsqaIQc8 zi|d+Ke5@|`M<`&TbV>F_YY9XM8mHN$t3PSCTTf^8=HZTd{K@va%PalCTT#>`=xvV| zzKjeLoAjY2;S2wdKmUjyDH^??=2Gy6&rsA?jSSN-Y5UJX5NNu@Aw3?T_Qkd&_mx!3 zScl;$l?CgdL?yM3Rrkbf1qlQ^<4uDgBAg&gWBD$flh=yxB3gaYv#se3RL!NF^meri zQH;pI;S#R?1lde>vlUCVbjx?YiuJLB_gd{mVi=h#Hjs#6_JC8|Axd-Bd|i4=yVGe<~xDq4S6>E_2N(E3w2j3&D%qBGWq%r7E z?H;IH9EV5TJ13McXj%+)9(p1O0Z(+2Au-TB1L^fKVt(KIr>S{pQ4B4sg!OXPsNw4Nwn-?h#Kb(Sp zqIso1JJf1{$-PFz>A{L!2N=Z}T+%x;(%cFMOjhCj4W8RaSKXTpoV?*iG zpTTwM)DF|p_AB}sVPKJt_r`P#C@kSi72yhNjKuSlK}yd?a*#2w4}<7HGfOj(>hmaV)h16d(vAkrc+?JI`W71}ke(gtTO z1IN>8n#3dhbExf|=an2)iHqUmX;1UZQ=zO_GlIb0{{BZsQs9u5g4k%YbM5?8Tncua zV)@J#ND8YF1iuMxYas|UDF{g4Sz24x^(EL2U#C=&64<7fq7P;EbP$A)qpwPtK_ETN zs_4m$Ph5iEAD7V>^!;j(0yze12J!XXGhK}GVjR*3W((RyD;nPPp-N$4(KylZaU#xi zw*DQ_lWTF#(^|B^D;iWwvH0xw2N>B^A?aDrf+5qNvfdWpsep`|KGE~mfp?bjkuII; z%)18Z63wo%1%$t#v9k|%_gR0$8U5ZvU#1hxu~O}amww0u+oEZV=8|6V7L;_glfQTn z^UyMV7d_8i0qNj?AcR}={Ckmd*gQAkb-wy8w|D29eu=kR-5L7i*#3_lWRoZa!B_U} zlyG6#dI{-82eEhLHG|a#aNoA^W}vyb4p?lUdeeuZjF>G6V3FPooi?y|!N6cHPK8cE z^*gQ@oR?8TbbcsWnhVjH#sxm5|H{cg!lFY|<^! z1#@oqYVNATY?9~T)hQ(__>hbKiXe0seKS$Q=wXwST+;Q1*rgF&tur&HVJ`ZG+29r9 ze`KL#eK^vk0}3-tAv(~!8;f)ev_N_2;I|vKvd+cM$~E$Ol`QK_DF| zg)Mn@cZ-QsEqyS4@s81nTNR@dj%*37>}zxk+Du9}^v2`qHQi6GCcym|ML<7MS9;LW=bKRL20MNHi&k z)Cjj_c>jF!+0%Ve)x$6RTld;BA*-58LD)FKLm~w{Ormpvc(tVYpD1NZsk!0{p?3R9 zKZ91)2Vq#WF0oyL0oNoN1|H$18EQ{1P5k^(s?bn;NOk!wZ7@Gf)jty+i8+ikiBI~P zj8oK_F1<5dc%*kH@WJ?gKj`B_4UXM4H|U2T(4@c?5l(Rnl_tH+x5bax%Y2@Z`sj8u zlpk(GCdugv2VBcV<1?2}xB+)lR8OU4lvG2*g%9bEJYt|?Nh6ZN6qnh`jHE#PaD$Eg zhGc~ucq4b}oBPVIHwHsLx1%UX@}8>?ZjhlVl8|)qQ=cVRR(Y}w=Ysn;U#>jc2|>7o zAb4z&^_EzqVXdl&^nSO3*b|3(x*i2$pU)3Vtfso(9tV9H%n^pqr(&6%&kzU+^SSnO zuv?_Z>j*57@$6dRijT@*FTgg0Va)E-5=Lwgum}@6EWl-D*kh@FhC8#K9m|u4;_WhI zlV&`P34kEbY!Zj`<@5t(omMIdeOR2drXt})$-F_Ri&z)gq~8uVsWE~eAPu25{;+-b zsuG;g^IcThO9hZw9fcIB%>G+92m;L}aY+w$$3Ex}+jCCp7U)cs)tY~3LN`MoChk3PZ>dAksk5!Y8z}{pN;nr zdwzX0_gVaTC`x*RAoS>O`h`(?m_s@dkXK-^ z*AChLNe@#;_ogp-8Ue|H#s&fD9RX=QauEZ6RO7CpdSKN0%S$1%O64UJ%+0{Q7#akY z8sW*qu&}&mX%nfHJ^y=HY0axOTZc+ap${~*rcT}0;W48igGV|CpznOPN9SH4ZdT25 zn*BdVgASVdy7jNR{cq)P_^%t`(qWo>-_tYg9k?P*e7mDP&`cizNTn995iQGdgq3sL$EqJze(PX!VPcp;r;l?bPk z4p=>l{mB6D)suN1y21K^1SmaB zZK|Js)8|i#5b)0%jSD=|Sv{wmxsyvC;1PGK<9Oe?fC?zephn)N&tKZZ2m(h)I3*Tz zv+s`9`xd-@+pd*(Fa9&6NqZ2R-)?%(Z10MIPk5?9zpXx_QbQFD(9=c_3ntw$b?6)k z#j974ChhMj`S;q}u-=XI?^EsKA$#6YSFBWW@15d$_rIn=2&fG{>=ET787Y#8^j?4h z>!HZcPANE_)l0&ETB8Gf-6+@g=<`u#?S?GUJtcAzOO_4AeZa${%LYZVoxV_BQVDTk zWMI@DMpl(adQ+fN+RyQKH{z2eGUxm*%M9HFGu)q$CS{4=f+wPBo`HDFzQJU+GslS&J&iqjO85aM&Kk9ES05T@FwozhFgWrX?-nz~ z#rrncRu@G4$f~n$#v#mU991v-`>Ow5d*g?MaQnNE5fUy8Yg0*YHVE<&40WB9I_D#1 zT{u0<1YC4zgM`2vxuhP_BbpF|q%W9wZ`T;`SSyuG3Q$TnpXvaW4X+`iYPtW!e2Elr zJ)*@(EYhcNoLu*RN>O#jdp^^KI0tX|$v_G2`$!DlyR?h1c6pkkTpu^qR(HpxqsjwCTu^t{<1$f{F#FY@mtsVDhLCO5FFBVbnh;c z?%SiKPIRg21?b$^0dC`3f#k4DFnT5FVH!PXclelgG~}gXBQdB^K$FSj)Ow|qA^kPG5Z;e&_H1+>?dODNN2FGk z1P(sQiZ%qpC29b)=T-VGNDwqWa7b@DUCNit`0Gprbrype+Naq$?*++UvLPQ z=3R=29pyhyvGSl&rOc8_3#H1uk^fUqpMlI$?oqYbCr12tR)z+GCnB8dZrN9;k+Pwi zp04*gVE$pNBShyLND2in+1`xk%pyIN9_zp8;cZP^3Z7egW_tV(4P`W__SG?ghmSxI zXk6fsu3WVo+xyD(rPPE>c-(`jV|AdA^(ul8^t{eo;uwYvl}PtZiuGcwS7b-v&don= ziC=%~_fYL^IkHH84evflAmEV_O$vO{eO5tLPU6s`J$Sw0n(K>2)}O{epPvZ`gNMod zSBx-lNjnCwoyUH&>pG6hp}I*}bvO=`!*Qfa4z`NmIZ&EK5|LiEKc-xzNKUB-|2X`{ zN*7pFLu{b3_4j_6H~@)(4uP~$6&pua?1-zyRmpDBoswW1aKJFKO6T_LNqNO(sU^T&p!T&xp1qAN-_eqb(SSgC0%#nS(fDD_3ecZH8$tMxrfDoOs>4cw_>C^_cC*HgHK*_@Xn~HV z-Yv~pkYhNDtg63qv=1Z(TEs0R-4U=hdjBrB<+V7W3&WSS>;48=RqFVm(fcFTj3BW1 zr0a(}({CljwPFxtrqvj_Hbp@YA`pb-)0Q$!)RR8%n-*YEyX*l@2AR@@Gm38UA+t*5 z0Ln_2yoIDdGf6Dc`QcdhjiUDG7kIq=Ys#&uy<(_UER#~C+|jO3GKt0oHt9V5fi&%k zU~wlFtFAfLWOk)$0*al0jVm1p#2A*>zeguY9@z>(pb?r&y0=8FC`WHgU_Zu&)T*>bpV1?sTDk*L zq^0|H1dJTCi1ZF(Z*d{t&^;HoNwd0-xjnX-0Xb+M(xf{-yaC(MX_~|*T}w9&Hs==Z z!)v&s(?bt<4s=0$rlx$x8ST=LhynjI&>)aDtHNbRR?m7_hzH!Z9ah?oyTINU>H>>O z)OU*^GSDHAzP2akW_@+KRE2BO?ir0mmz|*)gHojV7QV8KAn-}I9eSOs6D3xr;}Bw$ zM3(7;5QGH?!m4d|su@AxkzR2to*g@XN2!#S%IX8)2~6gr`fq!@q3oePXYR9blQA zr!|w^ss=TRQRSZV&s?J*G0^zTCcWxIf642*qRs7?7|vu*K9S~=2U*o05QLiw>&`=B zplK41M|in`{tQRc_gT@nSv}matY~*EcwJc=5qhxAoY{f~KI!%zwVG>9+w$>kVii}D z*H3%Qf;1@zi6PO-u#b@@u}GWM0;fi`Q0@2aSavx6)y9PrmOzC59zhU1eK`q&K-VPF z&aF)U-Q1*yQs>3)z4+rr>Qw0WNp)jniL<|fAkg?MBwer)D-I0S*-G8Ddi7OzL(yXh z0yQo6BI&?h37?0Jl1ML(HBIVGQmy!ui|J8S`*h=TN#HCr_4mAVeIqj|5bwswHZl5e zU~(U3Ra0Yr$z6PNEM!&ZAP80;9Ir^EfIBxD7x<*Fi;cOH&>me`j9XRxq_isE*`OHm z5QZI}RcAsNXk=iMUX@uEH+{DAfYfPd-{#Nt+0I}Uok}NV4a#Ujgr>=XMf#GgxXseg z{jUPttg6oZIqT>Q=mSmlV@&mJxhWCDu!JUkwWsHZ7$C^Fu1} zOpNY~<;vx6p_&`jwpw1|`#U2D9MaCMc8lFv3psp{cx7_;jnnazOSaGgo#w${I1%I>Ja)&m}| z*|nLy3p^xCjn)5Ccvw)H+Su(>^p5frYE1i#ZBKi{begN)DAbivI1d z8deUZt8QwaOj_>g^%c_7Nir3+-UhrY5F4%|1S%!VKT0$Sx2tq9kUrugbZK_j*>E0L zrAeM)Ys2Qc|p3J2XrD-5Uq<^4tyQ{{s-COZ0^vzs9 zy9HWM)#?=W_jwlM!$_Azq>sH9?5}$m*(TK)Be1%irRN47+Ur6XS{-lCW+Vm<@nsp~ zwOx*-)Zo8pi*csP}aA+mo>&6v}0= z5ro|GUkf2d(;)Ck_YW5+CwG20h;&PXQ^U-vTm5~wX^lJ^WjO7t#_~;R zd3tGcwx#9jr9B?~KVyf~F5)eP+F(wGrcE5u`{`_guR32lDmAsI9jfQBAp!JpYREmL z?Cj8Dq)a^0*#Pe;N6U8QNbQdKd&Zn`?#IB~7?md;v1rRn2?jjmqY;8l_$M8EHOB2m zjMP?^ce1@zU7TC?l|MQ?v0ho2G)_IpcEw) zdF#k~_ewC}VxVClJ*Xt-v6Z#BOv+1de#g$ym{ApKn(j4hLsabm|+l--a;hKv=^smCg73xvOw#l%eiwPRcb{TUUVLb zgF+1&qdBC{5*K_Zuzh8KFKqOjc4*h)`h`$NgPIGt>3x{l{#BunaCeD#Pt+nuXQ^(n zjA?Cy)^|Wvq89DNJ@E;YFdC-=O$;nS}2DwtRdofQ}ZwzUL{&3Tg7?d1uPh%8!6JHg$Hr8&7MV-{L{oa+fX6IWp zz^z<=A~~FlJF*(mB^sqgq_=acjnjzjTAzheI>svNrbPxgjN5_)(R69Y97Y&8q{}~Y zdS*5|`=!=pWT?ukexC@gB$h*Ri28N*OGaLrDksIbJLN!OQfm$vNv=Jlr4@z zF{|0zZ^l7lpqV8$>6vJo&SeM1Po+BdET?7&N|u6RScFtb?eeO1j4<%IYGl`c3KKS# zJXXUu?a4e}sO#<@0H(aHkt*5Vm1||BNJH-WrhFeT#R#XEkJ6sjluR z%MUOc4`7ilO51F$TQ*qSjc4uGJ#${8%8UqyG>K+dxqQN!q~CDl`SF1_ zxM4l>&d6+Z0@%Ap)z$sW#(?cgG)A*XW5}L-+pzdKewgS?lOONFC^n=?R8?KqMle+( zhT%Wbgd+vfu>0u(z}$@cDDW!{k9KJ*_V}G3oJ^32JELGoAl!Q!`YBo zr9t449uH`F>mfRKO=`0H@!P!Kt(DL}npz(7bVF}66tU855{vXWuBp0x^6tU_{0};) z((SS6CAA6Uzf<-(2t-iX4Fg7WV3SVS$2u4|@9+3fgEcJayZ+r|e+OLm9*QtbzLvfY z(j~ee*o1#S!jCl>+gsW&|0ZMLThVR+782hf2rYBDPKdw+YObiam zt?AJf9%$+He{Xw_KxXOc^?&Li5HwD+Ne`Qdr$3%vIn;v5!E^tqw(WO@8M2Q>lGuK= zql6J5Sj1!)+AuZQbql6C+g;k^V|MB|mA5$$X4EYH@Y@(w$YsC>n3Yev6nsd*%n(WpWYj9iZY%}5L!(j_c!k2e;chx*&GF2pU3vpzPi1Czy6 z^H_t+xJE`|V3A%sv35E8&8MhxObjyZ<#p9|;5_A0B!-MD55cVyG(z)oNqAFBoXPzJIo-g=B<4c9<-jEHrv?v9ylmK&1={?yZ1tx zMDuS#(!Rmw`lo5~yYOs4>iO6Hv({XIMoxAjP4c~-cLovzO_PMAD<{IZgU4@{ci};6 z$@vEJfi7?zZZIPBI_;-9kQitf*rZ#do#fw5xi5#ix6w7x)i;;VfRZv)vrozBDv8L8~1DS8Z_QsMX?94+lp%8`)jT&GhGsp?xb|uz5K|Q`n$M~j`rBl zt)~u#dsKJyPV4C-AYGzSnn$|ps#a}7Wvmsxc_KBgVaP302GXVRNDKlmrC%TjG&&Gp zOYCGe_oaCG5a!=Jw_0>IA2)+COH__BMQ!A-600<9j#5ClyTR$lu=zOxsr6hJE}56A zD1!gD8%U8v$5*~!bjwl1Bb@E_DhzcCHG6|cO3Bq>eFevXTaMJ0@t;Rr31Os1BGLu8 z0&$-H`lSQ79`&kxshK+fQ9%hom}6fuixC7q>AP=Uhtd)+@v z@!vOcUn30DeU>t-Mzcw;Boe;0c=4#T1)G^Ub1r+CLgQR0v9}pP@G!dpPI=Qp3?b=E zhJI|zip=p+hfP18G<>4&3pNGVA_tvwr27QK23n*iB%SG&3pHA-#_GbYQbNPVX*Xv> zVt9ZcG}-wVGGYVq(Iv0MET_Js4S0;9yG14Z$$GF=iE<8?H)t+~Fwj+r^!0Qb@76;f zbG`6SgG>ILF0EYfpeD5+`uu{m%oZP#U#@(3y6?7XsXV}<_>pI(#Y6ekCgkAmz24UV zv4JKAE|+k~y{YlCQpW^W>@@3w_mz_@^+rNjZfd<1YlUn&^g**KB!pA6gArPDH&7HtV4nhv$qi-$6j=w2qH}=q%9(XGF?6{Pi3XQ={Mpo%m zU>~zJV_edwedIPA4oa}>!u;Fl%WGdH{BRhGSg8xSucOW#XJnMPq+PU=Xu;8!-G}f= zzHL>fz8hZ*rn&h@lQQlnDKWwzAUz{3eEQ_;qaV|8=MY-$UzNK9bPm+e&(AL=220p5 zY#x9|c+4Wo@v4t|O~IfdQNL)P;HSCF#6UXO za}tH-)-2A)$xxr}YP5?7B?73;O6!!XoFND__r@nZ@{`TlJ`}vUrJR1I_)LW3y_AHb zP`pYlh@SYzmo7#Sc%*xY)eP^+mp6+s2&sW@cC^LZh6v8>xU5yb~5!Zb1&A6m8YTNIB zH!4vsnls^hW;cqtq$|;5td1T1M@u@(?O&B190&zU)DipLOL@x}8CEXoP2FQOd)GCz zUdO*aUCSFyY<5qBf^JHe?k6t-*9Bm@M0ne{{uTG`;K)qeus*X$Rrq{l)Onz8wHTSD z^QX*5F*8e~v&3t61&Nf|Qk?Ex{xpUU7EI)kS(>R+=m$ZdiGfFYXz9TC^&Rd0c+8#Z z@j7mMsRP7@)d)hq@-rbLHVC+ce?G!zUHc9fXW(qurVts>QUEq}ha)x!U$=p&J(?KU zq%jm6y$}=Sjh%`%_q;Jxy?^3Y=<7orW$9X+%d9&_M7klM!1yLd`))b@0gb<G6pB9`fAfpfB&A$RpL~EJ6lTaGleDN?#~UI8E!g9d?wpMM zeAptXRM9#q9t*qf~6B68HX}4sg&U59!k5ta5Eef?$*GBTh^7E8)9I zB{OD4m~qVKfWaOM38LWCgYO}$L=yy$^pY-N*~~AG7Z2b^5KNk9Ty{`|A|)y-w)@h( zc@ka1DNXZlq^5w`p7?5&QP z>~}CxQ=yB2>`-x8)rA53$R-SeXSt(bQC1_^;6v?eSZlf+Y>%NK5RuLi>u)uAr+-N5 z^4m+Jh@Y0bg83LEgy5p?w-QCd4J%EN_@sx5#ZwmbiBqMT>c0w76UAArpi!dE*X^p) z{wyIh&IXzsNavKiw-jvJWrY8H*4&b*coL@#h1}FWqRNsWc?lPAG0+fjNME~hGIKG! zXP=J;O5J%Gnfqb0N{yJb55-TDNCC${Qzedouz$S>=MBPq* z^2a`H2^(-lqCp_NB+W@LEb8shdt3^y2agBdRMP^Nm&hPh@|zOl1*sAZ1CR8Yv;)f* z$6Iy3z{9=cnn~fuY$ikNxv1fWZ&sFy8L1MVbVq<`UQ48jlT^JSef!~>>&cLZrutW- zUmv?C5yP;mM0)*7Y~SI=M*DPpc2D0mCax`I9poFR*@j=cKZ93(X+}v%I!+P~>ZyHN zJ%r~0tT#437WhJ+Xo?IG>y95|q)0r{ij=nY!nLBXb{xVOi!;%EYoMYJwQu6Lq+QIi zF)Y#*P;aH`#p!0boZ7foxh%ldVkQ8Wc4-x|{#$b`&h6L|T^O&cayu40{pOx5#Q68qu5{4l z$uaQXLm8#-kLEHv;vnD>KAje%KXhU7o=p4$YGG^qW}Y6@MNEC&PR0MpEXv@MK5Z)8 zF=b!YB&iFtT{mjxW+;K~jp~Fpy?^jG$ga}d8<$JC>2TAXoBA328q7DyROdK8XqSaD z8NVShY@W%U3$cL)LBJ!dNwMPMrEZtXaZM_k6zJYM7VOv?hcNi;JNX?WG4QyAca{jv z5`I6DREabCR)wL5f)5mPe@2?bVy|#v1c5{P-j%nVhVp(@sU_WAv#ghh!8)`8vPm%s z?aY$g#IM+^U9=85Tj7Ly!V-hM76f^5PRu`%;&acu^F}i&p==I`UeWaD3jgR8#v1=~ zM}vnT{Cx65JVXXsoWv)+-&%Mh(p^w0wc%j4ZTxpy{@|K%Dw9#281xvzKqEAdv|Y9F z+pg($y9g(Ae*VVVcW?!i`hnUQyLB*Q1L6t7at0dkaD znR#d)=^}2+-rKH8l~P?9GumFa1vEph!2v;dJZJ3RkQ8Wa5R&dt@-8|U(_)o}pAoeF zc}3FKDNv9>b$)L6$TBE~t(uaWsb@gd;vr{AIEo#Alim zSfrP`i6hOPhptKWpR2gfTB&l(lFAIzG}9y1o4j-QyX&-}1Ti%d&7SXj6v99g1Div5 zKX=gD&v)xwr9N+^&2E#sG{I(oW`rSQ`ZQ)UGF;M~CBk}@XRDpR;C8iscJp?Bb@14g zE@JdI^7RWKInZ=TK>7rq)7IwLz-4&6>N&Jr+xUqpcqfY5LiCH=nsX2anl2Ha#T7nu z5Ez^0;&KQ#x6=uZ1y3&jgD?c`Omu)S(B!}(-7Dr)k-V?-YJ{%r9sw`3CCd-h(hie|I>Hk!cl@-Vk8gVVpg?oT~i08qQy{X}D9j9-%u{{r0C3CHUcgCGFplk+p&T)OqAhj;zQ@hLgwnGq~sVzhYbM_5D5NNJJM7lXf(eSFl{l+fLB&ELJ zuJCi$8tB_lk02PY-d6@eph$tUe<$ z2uOE+W?K&JXV(|wRyBW4<*i30U}BHjH1YN7z&uC{G))qco{?Ewa?G+?J{T{U?3}gt zs#1Sw4SBz_j397$guATt9j;kAuFAp1&}#VB>7yg`0iA_3sXA-^6GocEBR!TL zD-LV+NtHSv7~;Fc=)5tw_mf&H_VDRDGfAfyZdPfU#3wxwU0{7PDyTLE7elXKaC~4G z+$vUwKxFSVVne!wStY`gdus9(N0v->!BTq_4UKszf%hS+Gy&<-X}j70M!Li$?Hjy9 zo1WGG@}V6YWbM3Q57|{3p^4{Xg6vg& zV>e5!3LKCfICMfCBEw7sVNcQ9K}HbxEW$UU(jqv~E$VoNH8rvzcg>y>DCRaruHoId z`6-OZARwLD+q6M_OSrjI3Dmd4ywb=IbPX{`45#L0WI|%V$UwLR8tZB%v*unmPUzo$ zvfFaKAJQbMe>J^=bqRt%BLj<1*sQj=?HRniU1}89!jFA7R2zao6@8{yC8t0TXj0&j zK2t1q$TuIYD|HWaoHcj#cYzQYT96dR|I^{hC|>1~PEE#^-n4mN`5_mJldd_t&7Lzo zV2)ztL8VHWC6yLRm3bror;h84Hk`&1*uXw zlEX=LJ7$}?Ii&9egc(gt(6W=NA1=x-h`iqoRj#6tO%l(y8Og}5vPg$|;s?SFd2MYG zm@37;P<=g^FcQj&4InXy@1L9kX%fvS5noVO5E=L5>s9#lq0GwM(B&5gAWf=85T3cT zuplweA&}k*Z5sE?A>u(FE{2GG?&-!#VDXJwzW6q?J1GN@YM#wfs&f8MuY1ssZz9|na0(o zOz79J4k2i|?JNlVTmyVT{xk&nnH83`a!!&{h^(_4>OEcNe>1H9|qePw3>2hqiGn>Zx}1e)ztO`y#6Y#SWvPGOjYhAb;$27^F-z41CfRM17X4<*qMPc){V5=1JdY zCE(tYRupI`THgjIWoQ_<^?%Asdr|AyU)iK>VCcnDboCx-aoKsT~5g924B27LNV5 zo7O-e6b&`3C2o3HQVU2sh_gbw>swQ$4n|Moo1IP@19iQ*BIA0$W+}*NnsF79&MUQ) z74k$LQh6nhLeJ7NlM&GWCk650%kidiMq*%#2v-s1)MtjKPr^r*Qlo6AUXzW2!lfHX zlN4kMwo52IY`{ml_t1Oj;8uOhSMAs@G{B=NcHcB`S0H7TE@|I>A%QR~8Q8>&h^k$U zJcXAy2GQl}M&VDRAx+wj*f1E9cp1_p8XE+puXeYXe$bre(~A{;&b&8x`Z{tCL};oZ zTAdfD3yFaSK}dSe#QSP`+t-x8aKpMN?$~C3R~abK_!eOp5X*pV0W=I;(lzz4Wj1SE zy8gy7tZ2)9x1<|t3!rvd1xI$Dm52c+G|j(}9zm2d2zM@ezX1>TW;@4LR^((sHt8>9 zlWbob&w(J&q(FMBvaqc6w*Am^TnPHFBD$spfGskVO?vg)eSL_}G%2t}gwyq#(zmdJ zo7}KT(29y{?Qe8rpj>w~lEQWKCyf#*;AWL31>(CJVv}6zPG1$*U}MoG$^!ivSI0nR zbra(Aj=%p*gv3C@z$bk{Lv5F{t%H9L?ivPfa{7A@L20F_NDMB9ip+Mf@<`9Vd40Y1 z)n<852fdScOu=Dg^Kx3wHO&Z3x8uTGtYubR~wKfjjWah z4`|TDARv8)@@!sg_%;P8GSoei-|EkWoZD|m3X1p3nYG6dzh~N_KD{7*Z&d{L?^#{H z!LXbUbt#=dQfOVjlFNt;BGO&B1+ib7dtM*M{qx+n9=37^!OB$z!ti*6<}C;V%_gx) zlfiqosrkTx5?l;zL;RHOAt0ftCF%9OKCd7QG&YDx4}y+aJoZ?rqf}>xYQ5~|qGNNQ zf6qEZhhsSd8z2lcIq*p*C*}6IMBnMD#O08=HN#BN7?i^^BnKs@)6b#A9t{JF^tZwL zRmkg*fiHE~aKP#97QMDl(0>THpdpV05mI%=nUNs4r0bwg5std`ZFFE+Y>o;uF5qwYIj{z)imn_i%GIdptX)4OOqGxiOUwzF>Zprb}Ek!gbKt zj83)FSuH3V+!ejT^UoET6HZTh2M9twlERF%kTHzNz$Q+Ht3!&fE$eWrG-a%oK)DD!5p@?~(0Frc3L^|G z(n~W6RA)vEcJ$-P44Dkyhi~F%Lf(P82l}UXc|0Rk;*uVI6Pjk(sC(nh8J_9ScjkT^ z0|iUb2*OX#qvkS#z#^R%E4w^&wD^hCHBbYqJEtEsLRm3tRwldpwJ)Sev^axLy0Ibl zn!~xgx@w#a)_*H6y*vQU`@BUMZurH%WF!VQ=}drA%YiH2s|#=pn?s5o2XBE~1J#Jz zX0EvcfyUffk06ZKt-KEf ztTas$k{-HJ+qt8qyI<J5cnLz-yXTvj_W2q_^i*GyZhF~rhsQo$PZLy8S*19A%)sS=C$>XmTOl2R8>?j%Dg6&GM}b$b;&i-yta+d^~w6Ba_4>eKWnK_pozLe?M-LLbi4#`Z$h+%<4%b zhUNL2*E14>i1gkPr@|vazh$)H4m#xffnw!F&x)Xa$LZrb!~wE$Ly8KDX^U zIE0H~$}$hXMe3ku5Fu4cyS8j9^k<+GnzSlq@37sF+}n*Oxy#R{To^wJoyh?P5UDF5 z+{=PpjC6^kMmSOm6aH*-X+IXOX3kE|JLV#94b=}VUai7p4ycMqHv_E+t$ zc#o&`GH-W9C8~oxhc!qHCVO^{fpm$+2QG*3q)fpU|17&2shy3o);IE+_Bey%4b&w~ z-&rhsMuK3Ip2*E!oS!(Q3~!uFeQwfyIA8);xq5;G;kd1E8-#%-2sY_zgLmS}0FOmd zZS@|58@rP&zlS=lsMd_axQu*8oF+c+FX&ogsb~UtBT=V)Q6f98%rlHMiATDQdp2AYmqXxZM z^PotB8bSOn-PBKlVc0$;A>ke$rys){b+X>!mQ{0LuboyW_y?tWaA&Oj-9}9(x`y*Z=l)N-7AlR~CQ>vy;kJJe_h`*5e#F_hyLnXtL{$LGQsujQU!SWZlJWlFHmPd*h_3 zkXfbnO?2O$zLF6J7U}T}adbzR-N0uY!~MW<^VU0qK?c>59<=*Vx5Tavt4kcxX9H?K zA8|6FKAeWM=?D3(4U7cA6A`XCIJMgt zzj`_iFM~$@J^I$XN-FL5-{ajD2*g)MdwrxU5%%53`=JiZAx;t%t;*g2a&U z?j*AoP#)>PJ3HXsGpFab0b` zrim&BJ$TN3TaH29v>$;(Q3sG1a%28Xg*1tVKtTG0{aN?ro!u`ivakaV>X*9W?C1Xc zHcu~Y&bG8%y|l-p|L6B(g&;KTJ;yBK6OvBJI7J(1U$Ky?B5qy9?Ko@=t}mhba1ZXj z3ZD0&i9y68oMu%__lZ`j9>fEUDf1?{_8UX4;Ru2-HT8rRBfBaj9q`4fM4i0nB6Y5- z=un_|@?0=wKM`Sg?|iA65e6>lqPq8y_OIm{ESwFKi*B=@Tm%tV5&rT z(SagY%lu&zUd=sI&5x?J{{!+3X~@0FD)v8wj1nzS;*hSXi$5#x&z~lhD86bCEbBcJ z%4bkUDOY)lCIo>d1p(=G6D?J5-zMeYiyP0>OfJ$pZ46a&sRf$HXZxE&WS~ibOL{iI z#?19dLUTSIt{QGEG-)0J=Nm>K2W`9JZZaeW8U`NevuRH4TJ8GB-{Tl2ERNg0Q4=CV zBof08tMs23iGfY}*HCaYt@V0gBmR*NcN#T!?Ev_FqjuKEENeIdVW6>rOL`bo{Id7! z%htzu%zbS6bSF+T4?2xQ#oSvi&)CT53rhUo5N6zW=w3qr9a1MEYeHT#0Qit-^8@y zJ)oK5D8H|_poS|mM2EtWcVr<5G&%@~H{xnF>=L}M#d5`-VUH7h8Sb?A2C{ci$XSjtN0#V#zAcONJ1FT%<=6vJS0a#Agoa;Q*(%oz<(_>v6j} zxW2XENd;U|XCpD3nerhEGORTJ#wY!YRxEZuwYp2HUCEc1d#%(BOlDBiZ}awVo(N%} zsS=Mxx-EUH!OSahm6$GhMxMHS)5jXzROf@_(79)_sszKZbl?z9Ppa+hdtmZGjID%9 zz2GrgH=q{$f>Qm5O$qx>GBQeh(%l(q6AWkY3h_BgnNvS#whv@Ll>QMxNKqL(S|WvE zYYsfpT{8Omwp;te?`p7|(rlhi+;S683{)9Wut)oy1Ou)~G)8j?-vX(%+Ld&k*M+-= zB6H)=v#KB&>=7AU4F58bK)}U7gCJrNPG-ol><9i&P|voE}2 z#s(qb%-&gTjetrUe9}bbWv|=V#6XA*)b^6}MTd_tN>1`Qgzc($qFG_UtwAg~Ir?Sf zo2GG4a+2!J*nZ;VIEfI3=K^7?>b-w<`s5p848R#xk3QMUCvUP+jdF}(y)3&ya2js(7*d&I-Xp0eKBuW!!sGEXKy?rv*P&f>kBy`Ti*po z9R!2b1jGiLnEGZ$7+9n`0)%mvh1ZNS@eHy4((y^|8Q^>Xb;N$O=)hJ+Mu|;&?5e=f zz zi)Z?QyXw~>48A6V;B*6x3Ui3)~(Dy@6)2KNl7a!<_Ot^sM%76f6{?!qc&nnZe+ zk~sNc#kOrNID{DoJ;(j_5GpiKr_%#hT%6Ag0`UQjmc$vkqGmkC*eM&lcWyl-gC0<8g7e|itQecY@E@(=_jrh`~>+1>d;lYYRqUx5ZI*Ge|o#;zt3GKHKQ>U_{e-o zB*bWHGqj*^s6zq)Pi4@gKzfnv+0ulPK!-tG2!8`B z%RR!nEzL8czv917^Atx1XKOG!`~+bT?XFK|#Ag=iwvv|Y&AU4MzhJIGCitqebDIHcYLF1Mxy8EgUJFSJdO^Wu#s@Vi8wUb=HH=qN!WSJXnQ$bd88_EH)I7U?y6 zXK#2P$_X37RcYj|Kh(d?vy3+Z998h5Py z@nXpu9m6}jjxK^CB}$d1jLUMBxQ1a3tB`cRUaUM{wfk%a?i(HkzquBC17ZVJ{H)=> zvyf;K?%imb#3dZA3iTY_j#%X3vEJoTDupMPf-{s?ks`eenY~UT1snohkqGDMV;^tX zI!ggx2en3I{q&b$Hl#;m5rWA_bN`eG0oNm%5O}25H7f4bGpbQ*#;xkPXExuNi z((f#_LU#PB9W#32SzIcqR}px)2f{#;0*7>nQ4m>T{rci7{M&O?`N3u5MsS{(D)=N% zn0QN~NjMv5a$u2m3^uh<3DzOFV@N%J_PZVzu>464?Zux_VK&yyBJCKQvJ(2Pb!6gV zIQ+O-@tx>fsQ!5g(c$F`6=s8nBGPHSAR~@tcw{c_8Wv}Kj(#v7$|qSO2$oYXf~S>e znuJ!Vkv&nI9hvZxcXBmuS1odaU1ouI#ttC});f;h&Jr2~p&H@tB=4uarOgTtq^h5m zR)h9|6QD?s+G~CI`-vh(gl4k{2N^+yvz8nTq*i;l8qQy{X}{H7w?i0czJX7A z!<)W?{_gw|1N_r4y|gs*p@$rVf!fnhet7jKMykXjolo+retN59PCuqfX9oNu&JBEl zj1sj-$>6rn8%PW^RT7fU5RaMWu`HtgJ#JUuKly%*NfH=xe}lwu?ml}BqfTz(JJP+y z3%d7a#s^|_C|H#_N9%D1I7&>7HC%OW`vwvOjSno+oIV@Vt5(G{&dJxx$Mzzsy`$4BZ9L1LgmV3A&?lTD=M`jR6Pk;uk>uph4CUvCC@{jbrGhCp= z9+e{IAIt=AveL;wx}!m8*joROQ6nC)UJu-MX7w{@Gc?s$QoDVz3dCocS>><@f8V@2 z9A28-xPb?(OE-jQg}HN})E?EZ*EW4qDhxhy{~aT`?{>0$NdPE4-1eO zZboL>LJ(+TU<(Kjm)J}goVa61iVWI%KV|r7L1dVP9Q536Qyw$YBp&HC>1zjD9iLV| z!t*hMZH@`&ipN3u7#0%4>ZDiwkQiu$=8FioS*^7<<@y!iTP9LXp1WETf8D}G;|9BvA$5}G#5O~=DkOU-#9KkNX9p|>GA zBz`ah$0uoG5RmrJa=!Wzw|r(I{-r!i~~~h>P9YS16AB_wt^D2!u-J z4~2~AASB(@AnewwsoN?g2eU^1XucMhQ3^qnX1%aj#s~wOv{gDAv&VI>JKp^%bK2GQ zQ+_g7Z=jYD?_k!yx8iw8#*BjG*u$rnxP+|;<38u29CkXar$;O53v2S5Yb_Jz6`T}G+RVCBO`3R zaHP9rJf0XE!#Qv$J7FZ0&bWmzxD8ZlNhm#R<%;wit4(6%PfweU#d&b2p1cPn$)Zx0H0)J&T_a-8}PWfz?WxxIV z8mSH$ORi!25-3)3L`Lb3#fJ!qA`ROvCM3NHDtn0Ecyr!MJkXdEuiBb-qR+S%v(MVyP% zdE18{oF)~(*Sgh_CcWF=TFgk3_@vu#^}j9)+;{~aCzjcJ$-OY897@Pg%fDz3Y_dv{bH3E&y|?dbJOo+48cvBpEkK-^Q<2m>L1! zlA*3PST}XfW~53y(({MnpSw<(Z;;wq@~f7{YTpRRy-^JT_cC(8rahW(V3A(Qb@qpk zMf%YL*jZK?v!c)JYg$k?gUXAIto5&x*d$z)Xb?E0_kGCqr3yovKjJ~gVsqopZT(=c z*#8fWRVM{Pnnc6EB0b-b*8MbW=K-oa?|<8H&%DkVlKmU zu@40EfBlH>2=v@HHtV*A4&?D@hnEMWEgW#Y%2+xk#q&l^c$g_{2! z2?YGxK$8NGMRwLlKjy;w$G`OT{IQ}ddWGkoD>5gXo-ozi^LAPC@$sG)aS#NW zD)C9zK(mh-d*8S3!1ye~doGxIss>`iBm`l@J?n8$$W4R5B|QeZHYstPeMD_L))HXt zSe3Ev3YcCUk1)8nRx?|F!zDegl;&;RS^Q%=CI-(F0W&skdkaNMR5iV+d`TN4F$hQp zdufk%M%jHDz(3K)3Pxsyx_txH8a^UI*Y7R@kKxb>%^~a?oNm}1eeEc98P_3rFu+d_ z#6X=g6|H$|4atFqK}dX+uW_W~%iAK{vf7;d+gfZt0_rX~jWASSo!TJ5Fn7d=5w`p7 z?5&QP>~}CxQ=w6s@S+Bxz3mq3At_Bd?`-USD*;^LL$z}!`@CQ__{Jrj*b~O)G;YtR z!P#)|rq-th1#0Wtf8Wrga`i@UayLkv10E^SREhZC$KzpVul(s6Y!KkDOQ*6v&RTb5mTGd-uEvJXM}+Cw`WX%qTQ!ZsoJ4g+_a}lIFNIr3U4dd z2evZOBLQhTXD8kZZ_+NnV~m*Y#MZN!pdP6q3_aPR3`Q9ELc$59wKshKuMA-HQo9%0y`5E#e^1CO*SZSw!{!0uoZE{Cp-zN!rdpo3n30;NNl{Xa_BfZHS* zpLra@S3t!t72ZBug5QymsW$&IaHSQ>0xUpc*lVRC13{pfRX&@rP0~O3_<2@%8y>Fu zE5H4A&oqe9R7bk*rS%$+Ceft8CH;3R%lXuh?~GU8JkM#|@(4&A3x%sqNDPDbnz|Ta z;E=vZBzHt~*U32-XTy@*!{QbzuvN?vVHgp>3xzPyR7pfU5un#K@W%nE3m~C4buupR z0$Y@JBMkgyn;tQugOK!$$tJmDb#G$(@s!f%qVMdA!90Klf>7am>op@W2uPRS#6u#x z%g$0ueCjI#mMevTbt@`debe~FMuK73aFuk~N*rzO@#e~XJmj8RRJ`8#{V0gh4oD1d zH|91l(j*b-dpIq!ibszrv}48eHG}VG$-DbPA@_R(;r>)zO0!oN4CxcyZh zkH5qJpK9|gyYot9Au)_b7-9`y{lZ8LJkk?a`t{C>1X*=Bp)dDrwdd@G{F@c>Z%?<{ zgg_8z{!Jhv+*a=uBd6riBbBH>|Jxt821B959@V2{U*dm`83fWjhfZOezUca8;qHxB zZ}qocAC%@+MG)d`<5CzwARe!V4MisJv5*>WFdHv&b25W6#0Ch$NTY0K!%70uZIe#B zuhc%>Dy2x1zMN3nu>>+nN{G&rp1-MMRBYgrZaNfxO#W2$sSo!Iy)K;XiQoCpQ>;9w zR4KEh(n6^+Z{&zg8%BON8D+o5j2MGJbo;6>>j&VH?kp*jZCzKqyA|uoNagZwRxGT8 zz76-0Ds2(0sAl9EM5MP6>GvKkU66bUcMaD&g5BE8RG~c$)BvKISqivof)=l`)Cjvb zubqzjtMa074C30n{>o<)Aoo^@Fr?HRSPWSu8V0T!;Y>i7p5b1bxA=~9&%2B2>#M;! z^bVv-qjpzKfhbLPZyds1hX=w`%MbJo;cWOjQFFO_I9xwGk3j4-;CnIS18F(v|1(WB z)T0OgMmJB%&2&!$n{cUfZ+95@o|aLGiR-nOEtryoxePpH|^ToNe*l^gaU z44hBlHjpyWFbGL^$gE8>F;4IA$K`OqQ(N9o1UIEq%QM$)Rgi^9O=AR`^l9IgN7bRF zfA(Nshty{;riLz>19fK1KoCslHsv$YB|d3g^49C)Z>}zmz$&@CZG0=30OS)(x?pIGeCS8s0n!7_VY8DjneT&Re{Vk1u%Ra;Y;JBpQOVrHz8b0so z!EI}9+UbRtN}x#NE`lI;hg||`5{(QZ(sQ6``!9tKc}UgMwIg)?u2Too8R>`(zxPbv z$Or?Q^wGN5R&5otyi<78I$3j`>5zjwWLZBV3?I(?Glv-l(m9!ew1)}%b=z@9U&xJl z;;K0j!a%huo%%4k3c^5RG>ddo09ufi`sqLuj-mBdO|u(ZP^a$7`Y-67#mFkL*@Wjz z%G%SSyfpeTN}mb&kRM#{4^2^0<9nAb88TbsLwx_Ijn`oEh4m5uJ2-7LXA~aH)UT zFSXHE{kVa$;}T790Sk3Z^O2s(3Pyquk`_d4=kgARdOtj96~`$jYq*YqK53g%hYAUUWgS=?u&Oajsy1JztI!<#?WV&MK%`7w5~&PIA)>E zY>lZvKsc!(_v|a@h6&yiEpsbtw(CMaDBn$8(im-Mb{SG7niN>1R|a}D_u5(IXW^<; zy-oYPg{cduN>sbj*)c2RAWqXl4dSP+V*5>6dNRZ~h?7a@D>ZAuu=O`Yhv{*HSx~4! z69k{ME_pvm{PZkWN|*i`)u@w{G|U zRah6b@2omf#^wbY{a+^d|Ldy0+g{~;Jo9IEcCspd+g_#y%0T;gPCBMx@wR8QE*JAW~8|L^Yqp~2uhiu#auhHQ7uX9XV72L9_Ldi$ABk9Zf{A zge=<%{$D*Q@L!kmnO^fj$HrgY+7l3?4O_eCkCpnZ0|mz#$9hoV|MG+TzrHZ@XGhoA zn$`NN1;y^w<1;K9?;4bD(4iT>EL(TC*bcAm2#bnNB#yn+|9_d__^)4ZINJPUhZpVN z+atwumqi`ZKzliQtukR$n!;6e6Dxe)9RGO&Vx!5sF222E|GYWgJ}$I)j&@?DX!rKN zulLZ|fD>!p|F}+f-ZJGj-1y9D;%;^=nfv!AZ5dE1!IGu#+I-fKHm6+u$NPp>x9)9l zeY$?Z7O=0fs&IrJt@YJdKPwxm1)nXT8xG(H&wqWQ>(BA@;H7i+SI0_?h)`+q&78V} zlNhQi73fv?%>UJuJpc8BCO!8&cs9*ilTkqlE8n^@^bj zvu0Kk>!lI-p6G0VA?^9E>wrdEReSr_+3XSfmASjss4zi$>*u-hL*_|yU+B6L*x+*i z$3wbP&zv1+9{6ORSzpfIbE3zex-cuHzI7e?v9!(&I2!)z0?R#r$#=KQt%>#}>!Z0n zpT_N@eZY=hPOIL})BXQ)ga5yF!`Z-qH|;k){L3~i9UHl&*Ut93hztent9;Az|CPdV zy8h#y)T(X8jY-Dz?T*WgVvflTu5O5~8_+9MPkQ&m)qt)i!C-Lw*F`|bH=NM5$h(vF zZ*;161IAweNt>Nc?}02|9xe9&WrOFxuCM%|?}t10UE}83Ce}Zr*WEbaeOukffub2H z-zPq5eWUGr9~jY&|N1?Ub*F#7z4_it`$zigtV?SO#OtMcm>gsstvXZkM757wL)yO3 zz|Qm^XS2rb(*5g%H1_0%Qg2Eg{!p%pZuhfYSNxE)rswyWLyHvrD-jc`V9)M8QDM!gj_ic zOQULP(MR>4AzPX(ih<_x|Fhc&OM9$n9a3b?Cu_TDqPatEyo9Au2IA{mtLDqJ`B70D zc)=HPV<0T;u+oOQUnO*n^6OliMwGbOX&75`_#)d!=Z_ zU!Tb=YkOv+fu;Yx{1BE#^Wdi&!@q?M#aW#sD0p=Y)CM$1NSrz>jqdyuE1n~?fF@2M z9b+O5+AZWYzOb+%%BAnJ?t^TV@6sHx5C+oxAqT8sX_UWnp?SyrvJ>8#XwHyzby!+1 zMH^T3*n8Ot+kZf9V5pZ51jIi0XDN+oZS@#j9Wq2=Nu3|#8S%jR*){~UGq@RP91yzfqklK^SZY)

YA)47jW+R)I8CR#{%AuQ~af_MP&EGuZ&z8{ zR};+@QkyRMq;)*~S88|6WB5tBkUdpC{Op)l!z$lBIrwg7;-NDD(4~ zmr`9ubq`lXrVY+vqVb(6?TO|$IK0K8;fKCdPNadQyz35E%{HOy*%%fKT@XDN!oUTr zb5Iy$wl`>m?1JMq76|i%ym%ef1rF6{zy0j}EO)hWxedzxefcXaZG@uz@G1!E!B{>G z3a*yNK=X&(R1Hfjr)U)mU8^r!nk27*<_$@64NE&u!(eu~ZL*~|Of)AC(a;{|)Q|H* z52>(w%y*cyv0Vq%1CBW`m1Z0?ahhO!iQ0@@`ld}0+0aZb1I-tb(iyhdXvAM$7I%?M zdupRWcMEv`x%3*AMzN?anX>p~m#%iBHlVq{Ue@mTG@VnN~D_G-x*$j~ORdwEWc~q?Wx9IUmx% zQg6uR-mvX9NYUDSJ*fH0A2ZPcAw_P((k?36fZYc+$(D}EkJ`XeCy!jv4lCo7aGG^s zKt(plGclY=QDg-}_sFf(DwC_uk)>rIjO$YcG4@vWGg8okWv+RXsMNk{iygV93NeLC_9NZ$) z+7&g>JRx`g!)l}T(Sfb0LND~;2QY6j1C1ZXP(EPhAF6kerTt}tK?nKwnS!v==!V#; z5{Wbu($?YzX#p>rEa{rltlu9@leP6OVW9baZ1qMd2}?7lhT2r$yIY}>2AY${-6AM$ zU004CBY#fAmom^ie98Mp(bi_m^`~s#shDZ8_?@anuD^oOEww|Q-_ZQ z-YBs&|4;3LW!m&|25k=hkvXhr$(~K$DAVedH_)8?b4p|3dWrI(C8g6^ji!Esf>T#O z8d&NNNj3}HLx?tGNS(rR54mTg@x`D|^|v{@e45jkB^6N{^fxcxG@n%3me%U33C*^y zWS}|uCu_XwAxEOz4UHOOyXCBmG-x+RNQH*5?M5%H?TooH^jHCDf7obXsfRDPXn|k9 z_jt_?aAOsNwg5i}rzKM9;b|Vp{jEn;q=7ak?;-h>rNgRj(gk{}8E9TUztPV5+Qh`u z%z zYPU%bCkM&e%GX31c)`sBy);|y$^1#Pe2ZJlKy!t>+Zk3{6s0Z4^2uXlZ5K>5Hy>Ga ztbTBGtvxbrT5Xdy?o+y#ouOrd+A^(P9i-WO$`*qumA2%k*QAntnx?LS_U|JhVcRXK zYPa7e)P<|c*7O?`{J=&7pL+7LM4ukY(zg{VhZdN`h}5!r25syBWvWt^;`~_64AQ1P zvOrmYZ#`(4dh}70U2vuNKv+UqBzLA&`vGCjjuN+-H8&$WImYb($QY0z%MdMlZt z{hauSCYTzov4Q5{sWf!Nwz}lFL$bC5HX2y!;)gqQ{O2ro9cr+DZ?|DhP#e%3JU!~P z>LFDk{R-C$zthS!MH;l5i_eu=lurkzyx2&#G)^<5fi@vJOUE(&o*vSyw=URdpv}v_ zrgaqUWW%=|UihFs|hOQU)S zEuIh2#6mW-MQvcI5QqNfXyHI-&9l9rJ@yVQhk#=7RGi#Z9wzz?IdkIT(3UD^|>ExYnl zIr+P=tfxVnk4KK5t9Ba~Ew#qd_Pq==H$T3ne1zQh+i7yX^Y%8-Ts+Y=oa((<+Lit& zx7%Mf8uVT_&*KQE+U=KPYmds~bW0zDHV@Cd=%;9p5;w0bYwO+DKnw7|AO(A84fXDl zwH54Vp#58lFzm>p^T`xJ!E0n%`2I+PcJpy<6twJe$x&Ul^pK4Pgfb~Tg6-r zWNpI-7_@nL_+o_eLdn=irdZl=!BsxUK;w~P>byDM|MozZ7CRVWV5o3BN$(B~in%JX zOgnF*ffGC~wgaRzwH70Pt0?bvrw&AIKy&gzpIFfbOqi)Ts;@l=X<(^`ABUGvw1P7W zh9)4Q-+NpM=#0 z?dA))sTy`*(YeQ$Db0Jz+UNj7OLOrX3yYPu_9=%|l4)7h{H~=1_(GMUAq%5FYApA+ z=QbL6!4vX~Kv+vXN?W4fF-c_F+TjLmUcSKZr)X{3Y}zba`tt|_&F^75zzK@B`Nt$d zGR-^EKnw7zKs5E1Jk|5CZ0ScE4cg5a@~mpucAKHRaB0?sOBM|$q}`(o+W7jO@)(nj zJv-cj;ZO(~ZGd_BR+o~bIz3FVL0&f$A7h|-`5KzG;msG%fhTmWaUT>MeXNPbPn_wo zydtBbX}lII^2X!_GTrB5DIm z`RrCj!QR&l^tNEwd4HOOFfi25lb5e3+P8_nYBqrBCnF7{IYZth4C~SqinhA_g3#;D zsO_PR2HJ!e63rlklBatoTe@rtY6F^Z^NcK=Q|$40nbvkH(!f#|--c5>b^MaqnxvK7 z(@ZqJojj>5eH!7TSJw90MgvQQ3lQbiz;gE)^Hv@To2MJJdHw7(ysfe{&!RM z{(XBW?DRHT(L6P850g7@$^`~mfbZ#3DO#O5g>K8V+a{VPq!d_KZFD4)_2lK~GHu~P zgEj|`h0xaH$r^uO*$d5oK^k;7Ur5Efu-eKhT8`Cay2-R`i%c}0;6N3l11mpPl4&n& zH0U8dp6o+OD_76tZXvhZ`o*XXXkPv~rO5G=_`9HL?Dvt?b%}|_Z;R1$&9S0Sohobd zEkzo7foG-1SK8J_YMw`?eX`NOQaArB(4k$!ewj66VfQkFwtp)|h3z2}3n^H!+C^Dg z&~gLK!Iwz1S;&;PV-~B2;AB~B1=7IMke5utN}~{Y=>{jl$M^1&2yyON?Mw} zQ@hBtVKUu>a9Z>xWLK3%yc%Hq0>Q4v!z*&G;o2N$5MN#5#RoFhgGtr_iZ%L z=H~-}&i_{B8njcUE!lwDfEM7|XmMX)MB>GA2Wh<#X<(_7$Dk)FFI0S8EHrHhJ4mig zNCRy=ON|Z_H>KQJPL}qk4F=NuJPtBa(VE|_aNDAxv`w20(s+u=4F!u)$)`D)?6JiF zbMaQASvOC)-kKDXd|QzQhB`uCW(+$~##a5~*8=k#a{u^Zqk#|H{Kf($q!;d;=ax*{ zyA8D=jZbY99Y1>K?o63BXuE;t<>@cs6>WC!0K6<^&6PpHC3hHTZXO1Wu)(0&ygcW-k}~w$ zf=-&y*8DvNX~I{YLV{0Eu5BrI-e!9ZG%t_bpH-F~DHy$^Y-yH#2Ab2uzVoy%U9xF= zC=F+~=QbL&8<$4slDP}|HM85A{RU}ney`}EGIVZ<2=!z`J0CF6Ts#0xi=)TOzJ`AN z&`{4oq@kfKFZG?0wl~7A)3UVpHW*B9Ef!5p3Ldq6(@K*k5%DO}zz2SQYm%ZMWrjDJ zCTlxvqIvmxhQ2UM3+A{gyL7}c)CQJ%`Hq>c1Ux#^^@^;m!f~X5r2(FSv|7=QzdfVL z9*BDaX`s!)<2|&Gys`h4Th?~LM04|yF&$wwt#eD0&^z^{L7SgXyx9~j`wy;VvbMUX z3^WhlF`rjMq2-9A5#%p(s?$gVFSvMQtEBQmxfH0W<`emMNM@B{-WdBE%i0QD zL>gG?0k?#U8Mrj_{(Y0z$N9y5-qwEY^rc7B-_>xzNq;g=~W9sTL6CY@y385<4S zO{keVQ_&ha`n{0*+r+D=4QK(Lj=n@$dNktVqq4S|*9Z#OtTI^qb|Df#wN$E;sD{kM_;AHto_JVm&v}+6+W94See7 zx$@-|t>A;Vn)Q9>I|iDMN1!PvnEhzFp_Wf^q3XVCpz$Jen7_^Ilc$7O_wSO%;L@CYn$_c#)#LJbgMeD2P5C_sF2l z!Gjl+{IcOztt0YKsP-6XI28CIdVy-UBJK>DQ}x78kcK|xi)h*|)Xwp6f~@VTjRx9; zj5n&RRO-^Hwbod`fi?T7L0iZpf?-|SQ;pI--R35-q#^95X9xpn{JO#!wA`P0&$rIGlsb*_dvYzHs>VIXR z3FTVoe))*zZcQQ4zil+I)X9UN^OdE?3T6#0(u7Xf^V*<|?>i{3Vf4A<5iF0U{nr8X z6BIn~FB6Qf8Pq-7N^SpGwN$2+c!M-B)W;+DPDP9RtX!}>uA;p)(7b%2%&BN6GHuu{ zYddMA@rqBhMjdyk=Omdn?j34_?k3z-ppW0wcvEl6w5sn7G$)^rJc_op=8)EMyCwR7 zH1q<`YuKb{V=@%qA#1y8qk*LkUWuP}ST(%cLreEzf1CZ$pv@EVj$ha>3=OQHT@!Z5 zmj3j~Ky&hPjANBghZc()`n^JJ8U98ZSQ_A0bZO>ocW=4Ir;kiDFF#70rrPbzqpdY8 zOL5RI|7_6453%Stx5~2L_scGA_r(AU@TEO<-Zi7DYRco~`D&m!dEyH#?Yj<*mCn+J zhQ7AZp!4!E|4_l6_9%GAYBluerf(<>U~Yawe?b}A{Zc1Q)>hAO;q{jbgfby(m9_&l zYry-)YSR7ZPgRBuk2KKc&Do6BIl+BGO=3`S}urPU!1gPJdSp36_e4G-x&_&ID@&Ib8M{-a zJ-5-oQa|4lQJJjs#g?p>eY!T5L7Ri8r=3@p_Bz-(oUE{c-$!oZ_0`B43rwo@xuH1t9I zL`VZ^{GP%iW#`5|Zz{;GcF73iPkGR-zw6bfYRY;{PmI#Q&;Y+rOJ!@jt-YC0)>bcx zf#&3;ugRkeAJz!1B7@DAIw{hy*;vvAJ)zXW>F#0q06luw1_MKVJbR$IGPLO0e2HX3 z7bi1F^YeEas1k95PDRVev{uOtG&et$qzw7jF{h`IEzOYvX=o|Gk=RCAnrrAtcuH5T z+Wz?q3jV`J11I?T*N-Y+-(6EgbF*M$O4J54FV9aape%i}cB1A2Y>!k(153Sp7N=Y9 zy(j$|S{fF+TfWo=8Xxl0l(dxdHuz1ytU0e611SZRTE%Ea>WJ6N>6N>ek=Ys;h9Jtky8WzcGTFHh&`^Ji7oRC=nG z5n<41K7Q)AT{YVEwvG>$G&D3xCIijE^Iqu6L+t*mLc{DxyJn+-p>E!6FBPq8;c!36 z+U8_NZAjw-fwq1#v((jm{2FC3(ER*!MVIu##d^0=?jRYmA`QIY=RsMz{j)KB@HpAh z$0nMW7amBfXun5vXfk#fBY_Ep_BT z8nl~>m(8F&tFFxtX|j*r*l3{5#cy;`RiN!xN92<&-If!z0nNwv2~@l!`O>Su%9i%c zWuUouPHH2iEotJV~}kC0jbxh1#IqTs$9=LR&>ET+r<2>$nZHfN;Y@ z(IQXw9g;0g=`qkee72-3^ydnmdn?oK*l6Gd7yo9_98#ywPnwe4i@XMHE`G8@xlErk z^$U%(;}@`%&p-?C^*C9&{>);HPjmW_X0w##&e6@OyR#PzlzYe@HX8I0CtruqqNeqb zjl(S(E^0OeP#e(rr=B`*@Wiza*`;0c8DK7+IEXNBX4Ejfa-vp<)Y?R7# z#>mZ9su0q^qdtB%97}22H0Xt*s>ZHy2%<69Fgt^5~8@QB5F6i_%TeB!z z?Npz{Rb*`)OCb#`b?|XDMOnJD`xdcYAN5`FZi? zDaxnS=Z@Dz%667PZD47D=MK;_H1nRv(PSC-FKeK=crA&es@>KXeY!;ULeX+agLZTA zJ3wcYwv<19)I5a{xjfRqQYSAJM|0(YdcPI4e2T;Ln2iS7_(y?KZwGg*w9JBG2N_cV zr2)*x3xN$&v{yZ+gg%RfF`B9skp_mcuq@5HnbBT$$FOih<_iFDSiGw0R$zr<4b2+NwxH zAMj1gbk%Md+7B-+YkOd#1$Yt-ZJKYq8qz|}>RVb3wL!bNc#dFZrLD`s`^{u+t*avq zEcNg*2K1thqsqPRGA(Bf15F4(Q$gcR)fQ>Ocz@VvV5x`aKSx&DmaMI-i5YLKY0&28 z860$-w%3i7n$)@OwM;ag!9l$@*MXWh<^GnhHqyXSAOAE{-sjtd1q;cvuO^z1W_4Hf zx3Lla$}ZFP*D+{w@iWdK)owTLblWY{hSo(I^fy0W($F+MtwWkkR)523ylg$BVY{)D zVXD}$%a!+`1;c4PR(%7^!3RC9kJ{J#c1$+(jFHB#0#G*O9cNF?-K0qkP#ZK`fX6Fo zV7Z1)UnGC9YBfX}G@FMNMVmfoeodKn+eCBo$uhaJ z^g)q2n*G|sMyL%e_452Qx(m0U|5r_{p?PBi&CQ1bt?svvD6YwH&Dz93bMg;hcxCCi zueT4&?e^S6^Y8<LJ1X zmt~bdfZpav18p9jCh<&pAnl zw$(&=>vcdF8p<#IrBEHD+xgPzENR%?(sVS?Jp72hrP6k_NAxN(?Y@l$hWhzFw};YJ z_V3P`I~hwm8MOI%>Ns7qnVj~TCg-qCX9Gru!dyw!-5M;- zu2~_yHqqQX+Cb^IspdtiiiH>6>^@%tjHB200S++vp6~^ON&Lj`$5+B!bU?&d4()mHpEOd zN|SZCKFFX=xQ9h|#D09)L6e`|Ef{H_&BHS#=<;^?rG2)@mih-8XnwxOqFqtfwI4Kh z>pq)kPJUs8XelEUuO|22y@L$eoV>v7TV-kE8N)8imJS+>H0WgSHPQHj{EM>m{FQBe<#sz`q6xK9DP-AU*tGg`yGI9R6D9B!ZqwJ^6SOB;-P7Fy{L=eOh|kOn?=@KrBmE+?)rG>@$9mW>9M z3Kh3DC`*rBT$Wp=EgXs3fac^ii*_h&H!nZzEYn(yLK<4iKc^H!>f}qlM(!cmMV+`8dybL4NX&HNIt4G%M^H>AT&m$`| zBmFVG@-~^~9cQ39h4Vi}>w4#=W-NR((HwlM+ge$=G{(kH@~U_Dc!M@SpL;1k>UPT^ zKggC2oM4~@_}7^-=rUdItl89;n20p!yHk;c-|>6!MIv7GNM7|!D}rWvFK_%57|#hy)y)>x)B zm~NnX_)eGd(I4H4su}a?W*BHbehhm?d9>B_1qWqq4{S8(yTW5Tbc?=P>}i@~*kv;f z+Jw4z^A+t)uPIOD4$^j(ffn$ym!hb$Sk3Z@G}YpA&qf+r$~!N8|H{nYq^Yg>%0`3E z>)<`e4j$<(r7WGyB@JOWZ7}E{{G^leqdxulytf6zZ_NCq24yaO6Pd1dz1luLw4wyknk_TX zgi~0$ml!qU{_V21EXxfvAK%BESIt&y{V`1~pXW9jG@FZGHKo+$l10)ill$(P6{rnq z{49WCvr!K0*Tl3tuQbp+e3eR;E+4VHhOEuA%0P4RTEB-Ct!S_OnsS04Of*%D$zBD5 z5;^9@>7lvjv1_$Kn{et+JC8>TE1Z*8_XE}#XimOLrA+9R-PUNL_r=#5Xg+=xPG79u ziF0U5_C;G~qVe8K$BCbv$p*<|;e?F_vs-{qAyoG|*Vv1P3@!@s5!A&9o) ztmaLd>Kl*-W5LgF(o?(L9J*L@uPEt81I@>;7*IORz!m*N>xJWFdBa5G*CuBuY2jzz zx@b88Ve>YjG-x(niQ}MBR;JUAQt~KmvKe8}YEFJnnl>I);$}J^OUtwcX&{Z;SxR+} z_kq>*Wob`LFfU(%&>3vg74M^4G;Fn%TTvPq%By=*+--L%*Cn~LVAd z`7M(r4Zl~;?MQ=G6ZZ4e*Zx?$=Z-}~L*LqHU??A=C6u%)371y19E#Gm?l4I6@=(J# z)jjHu=@lAOL1}$<8fd&2=|pAcn+v%#=aPkXAq?zv@bi>S{LN;ddhqeBk1@ z#3<@E^?s#3aLqnH=*g@j%HP8f0hbnE|vJ}_suP&NsLe++$N?WAXy)^GgPv3{yzzYGsX4tQ2 z2YT%ETH^{Wt+yX(&_kSj*FiD74HKIdlY2<&14u({yjmQUN4|Nak7k#9&qf1nKEA)A zRb{L_`CrPGE)bs#CI0ynb@UL=!HwP$YF}3g1Aq}+o_|+Y^()O-;yB;#leHm%s1urk~Mv>IN`gDmXTl(Hc z18u@geqLGnq}NW(dG5~N4BDJL!-Up?haT+KtZDjRG0=Q`71B#-Tks*xEZNc`SCIym z26(M9iqZ5hKJ=YTi+s&QTkG0s&oTspp7SS^i!}@;U~PcVECzzcN1ag1isPDpgPD;iNbf4op8}c z18E+94E|mD=x^irFT&qc)`tc+j}Z)zxS$tNw&1@J)~g| z;l=DIC-U)-bcrl&*m-l`M;d73rGDwrnAjhtPLrj*GQk48Vh*iS%U&)X8jZrCu;~Fx z14F$$F_m_c$DUMfX&H*whkHIm8W_r|p-_f)rk#oITP#$T?~#Ee)GDL>+NR;RI?HR2 zuQnRkDLl-%McG+=XoMuP4-PywXmjv5>W_+cX_U8*tZnEMq=7aczXfzz(Gp*AYRZ0= zdx|vhfs^+(IuD!TJ=Mmt6uWNhX9gM%570%zOV36xkzIP$2;(VbQ5CKFo72rKY1ly~ zKQ~AdZrZd|hTd)3PqUe<^*hqQ2|~d*a%s`smD0-EQoJzGgp#CL6>Z;-m+Q$Lu<*#Trzox>atr?0*_) zLY@`9=JsRxp!l-37d9G<1V6tfO^-FdXnbLkeDiPpE7S%w;WlSpW$BpIPaesZ{`?wg z(A~WJ{v};~ztpE#OPS{V3u&m0$1W%0_Z&_Q=TLUe?tEjC}Lm|zkD4Kg>#oi$eyx`=YdCJP^6rq6Tixu@f(!dKI z9{tR%Xd4^Gy((LJ!bs!uI4#{u?98FLtuXcjY6D9heD_C_<;1e7p2$9}`q4o1^DC2- z!C3RbhApzCi9eZW{Js-a4&KyZux1Z_)kXs^czFdc$}|ox|BGfun)A0on}_!|IupxW zv7_epRHM%Znv1`MKg? zs$Tb=)k?Ex{>w%KZC<{1qZhV{9H_0imA@rCY6F^&ug0mc$H)t_`MROJ>Ta>x?9`O=i4X~C&_TR>cB7H7?n>U3mNx8ehio)#HbFFf#&AVPEkBN zb*q81tp0)8QpP|U^fn*guTd^jpAn6R%G&PQXlN-9HMCRON^VGUNTw}{Y0}2COVX?E z*75H7%`&ZJETn-pFHbL_)z+1uHw~=Li|v;E2c$u}1$evBw=~?VO<84aFKsl?=Hc@Z zJxEbG--wMeZGCKmHYY#lq)k!Ns-;5bBOIn(;~)*R@d9s@*4M;ytdiVp-nb?hFMvze z=m$4!8jubBWTJWa!8J{lcluOKWobi0cgHhm<7cL{p81-*v8Fmf#X3KhUzSYy%OvbO4p4KzPLmt3!CZoLs08lGb=HRDF&x8(7gQYkIr)!r7fhQOsPIi*=$U4XX7zT{L=)CDdzH3u7e;AD*8EJU4cg7gvp*?! zyk?iDN97r*S!SexrG9>%OZmK=)&<>_eVQ!`(m-2)-;JRRlWAXiYQE0D+i0N8#pkzz z%F+=Tr)ti`)@DU*K=bhk64kg#Ki#2;5d54CX<(^vn`NMCx7+XAYxW-A>;{^j-y@`2 z937elWs}G0M;i?+6>gf+ZQr0Z5kkw0*_M_$P#e(rlU*&8w6*EKXf9<8$Z3H2`P57A z5w3Z)FZ4bD4%4E!3^Wg4BGD6*BQsyoJT4R^H`2hRZhobfw&4-H)Bcd1aNI=m@Dks& zQ0>@pK^l2rjm=}w=H$V9dM@Lqg^_m4+N$J58n`sTcQPjwt?ahhni5`#97uz9bMoy% zEJYg=Sg%Rwy<($*HsNYaMnzi{>Gz6qyUlW_@{W1?~1DcPQMxc-L z@}@19$(FYD8fXrF-n>E4UiCV#OZGw@pNYm7T$EP!-dX&KOnYsjIr%Bvc7hwqcL6)s|@oZ8X%zi?vKs<8;Ep)A?jehZR6=Kobh^oK@QP96h25 zxR)=8G_cgk3pY@I>+HFqN%V1ss@~*p|X|9V5pOCJ*p~c&N$yRo2;T`4KzQm=JUIv#SGpyQEs*< z<&cJk@i4SAh1 zr#z^pS3+q36Q0w|sc6o7nHpODL__OVHqeBFCz?JstlaQkrlqQ4p!xadDw%4wwo%W7 zzHN`%?$~JPP(BW5hczVE4b7q0qN)aMPX4w~D@D7QA)ViHDQat34QZgw&o33Z6>Z0r zI`8Cm%Te7x^YS#G`)VLWY}&n@OnYgfxp}HYH>Isril-T5+WHy>Z2`Wjq+(C`%H0|+ zw_DemNQ2(%;FCD**YYi@cTLvjuVtd~d;~h^to0^YXh~fhrhnUL;8XtC%LWCjv3_J_ zS=#Q}C=Fmve)o^^e6B9dmqBi}pgIOxfS>5nC6DueRMJ#uDqhz_Il zTF*q|wJu0o^%{#~%a)!n()iT}isC)re)o>No*7r)pv}W?IntS~KX2@0GOc<81I@+5 zcvO?S>zdzU$UP)kLjz5CsGT10x!5H|Oqq7WMuUOn=fMU#h24I*lSBT<%=^ip&B-qn zRa4qxE`Fa_*4DTY(mPa4+$aqU9|!WS>my*c55dZce@@qO6czqxQy-X|84_8qZ9nJG#;S zN*lV`!Vlnk6HUlMdZ_x_%{tr4%G!1|M{VF!HxJ_-QM4^L`oEIL>3|jnnv2uujf>d_ zK6R3NNb#0P121^^X(Fw8Z@+&Nx`4)Zi`vRS3-BN`tt{7-NHf{ehM%nCCK^vdqD1Ib zjmKP;oiMsJN&_c2c!Cs_axM6C9$9X;8SPLT&>Z{(WtO5{Zc#n7@HM)$L3;y@&u+8| zxj#6nCdVXg2ZVu3o%|U=ii7lC7Wu6_t{#|ZF8(#`rkqf=S6R&sgXJAj8#J4rXVXv( zz{uq)-;tfrzLSCG;@`iQidH@K?T#|d(b+`f)#qqod1&61URHNQm%g>pzzaO~=~2z* z?K4|r=+-U;{$|I#^ZRc$?@PY7fT6Cpt zcdH7mS70V&`qu&p_ijYE=|$RsA)Zm0R}y z2!jsd=eMWmzEh>A^)=PPUm9sVxBZKvt-Y31bEv*y0BVDQ<>mpTYl`OBT&kPg-MR%C zXii@FteNT{O$t1lZ#e;nX&~4@)8v7DeD}GltnIUj=HVTLCZwFdmZ&Pz_6{^?6EX$q zz`sF-;hJixg9jlEdWee`0i+#PgjK(0k+qc?Y@qpgu9Z(&x~<>?O>isb5Trp5@$!3# z^qr6WV)I_hr#P@q+h|}ZPuHZ_*6fwnJIRKQA8L^1;FUONL!W!_n*x?J>~7VEAq}KC z`9pm*RkNk55qX3h9!N4AY0zvwzI3A;j>E0z-Iujpwb4MEP_mtl0VcIg5M^%{&Jjg(y}aQ_gn^+Ro(E0g@shhMYXY+wMj2>+UWK17V^w>ZL38=xk%<=I z$trXMDcSa~$whYf!%a-;XZ=&(< zANlltg;+nyw89gR29|nwdI?P-Lw9VRBGV#FG|-&e*Ob^*;&_j4; zUseUH(yEE3*wgSy25DYi*6N6&WgUL3gKTK|$w&ifPCk!Qj!&~Lje1&!V&{!B#Xt-2 z@HiE2=;ye!SEgMs(fmA=dQ`ded>)r3d0^U9)CL_yctV20yuE8Z)O5GH(~t)3CcMa- zLwO-blVFEzX{zZ+18rV@m2je>#lLlZvPHx0cGpG&ZTt{xl4`czmv_yOJIJCL25G`Q zAWE+s(>O+CnbvZqf#&5W9wn6%{+biBro6?k?(7Ze<8?0zW{XediM|`5i2Ac44 z0dq z9~etH;myf2>1An;j4+-q+fGS)aki@_U3TRblm^Wf;Gy<1O55O(n>NcGq~lhkfuUZW zphkHO4ZOSZ$Ta6Rq=7a!uiHSK_spyGd*lxC)a@MB3jDC+3^Taz*L<4&Z3HaE{4r=bw1Yx29Ywurls2HLzl z;zRRM#d{Go&!ZkO(fE3tnr-sZ6K+}B$lV5M4&Fg1ob7%&^^)w;ioYTan$6227w46> zb2IzCkhR6zgEVM17r%(?R8C0n*GWzBxl1ORmv=W>ymc($*PKhv*lW<{=EJm{YPa-X z6Kjt98|*_Gwj19~Qqo0>!AV1R9{7z(w;yTHZcZM#U!!P8XD$9F`}Bd4#tVC#qj`Mr zlew}_mmWZEV5zWpqol)0f0kY@YioPZK=botCfY1SiJq{qtS$E;q(QrR`K5dc(){>$ zRn0{H+C+2ky=gjSY2&G$X0o=;hfy1}n}^?*q`<8IQBZIB1K8^b(!f#=57ImdAB590BZ({K&}?;6pE1zf zJa$h>WhL|6FDsu+-ZRnsJi~;Ju_}++)LHIti_RLf3C};%t<~v2ZPOIFX?4y(6XJqY z&EQ(cahhD3oaaq6{!$;MaWvYWWR=`QUfF0c7JNMWg(9GROSC;D(>7f|Z9o$$El?g< z?oPLB$z!3%MFUMZ^Pu~=A5M;nC2K2i32D%K1N`i|pVD^mXwWB__RU5EO9MRMFh^-C zKJ!*TnYRD3NgE%hv~n0dzRr5N-G=;zG|=Yc%U%j1jms1`E{}z>R}3@{-|NzS@P|(Z zE|x8geHCfo1tBq&;`bN6Jenud&Y5Td9z>#A{0Y0emddor*9_VMeEmkn(Z9^k5_+o$ zSA(^#8)!n=N!omj*_bbxr49Gt$!{PHe9G(n1}P_;croO#+(B-bU;%zhnmWjsZKIA@ z($LTaHx1G}y!6X6WoS^;wbkYB*6fynCM;^`Xkk^A@|q=5*4s#f?&ji~w)u)S;jXKK zWhpx0xrxRP>1oxwJITgYvZ1T*pfvEPm#??dtKK$f^v4@At@B-^fuSD$99~96d-gS9 z0h#8xXQJ`URB~zBTuZW9&4wN1qm2fZx_RK34gmYayx7K~p%Zr9H)!K`hu?CHHlVRQ=n{7#`;qCHECK`LcXTGv?MwE}C!Bq6<)Muy+S}nkX7nBEfDQo>w zmNKN(eQu)ht?4l3(MculEVF26XR6-~GW< zk}VB>gEVM22hZCYr@YX${94UJ4JF8-UaZkX))wQPf#&B6x9p0R`KO2z zWZG#H&BGU!RI0k>58?6{k_d577=RHMRmV8)Fx%b{Q(cJtNAsr9U#KQ15NIV^Raz3oZUe znyvS;&mZ-WVS_frkZIXI8)zP$*;iiC`mHZqSEl`Lq6zOfQq8`h(-vs%z^?sb(B|Wj zSvuXRQLWh|S=-NFk%m2lA5Bu7vd>%p4t>f4Kd0Vr2AZ2Mc`GPOM+})5QSKps+i2iZ zFW(Y%QM5&m;%H8u_JoV5e>z6Et4DcdwVu?`WZ(`Ak2GjEp_l=kQfw{ht1nwxA_CID zQa`_dLR-lpH!G}{eHuNYf#%}7zh;Uy=gcY1Hut2BhL-Y+rc~f9YjA1JiQV`}25mlm z$#JsMRxjoHwpP30!l8O(1C8fv(vipQCwXI7FzmcZq96CK5Pq3uj6qd^C8@ngwK%FvX7hMMEGP03Lk(ER)!AzdkIoo03)SzC`32AY>AG*Ll` z%+9QtEE+l?e@X+52U6+8w0+EXnrZy23FhR|wkSgr$Ldu`?z{U^p)}}i4&Ha^;`^*N z*EDq&2B$XATs&0vM$xkG*)T!YRyvJ|#utK=D7bCXj$$$`W?BQy&972KQnVyzZX}m! zr;Rk8jYrX~)SaR(l4%ptp*HBeLc38oyHSxvp+!V-m{w13qVYQB)ZfOwFE(1%mNbKb z=Jc~bFYTJ!4@vNgH55?WbsG)(n~(QiD#|XXMkTWlDsezoMmCG8y*_*<40n2$N%6iXXsu5+s%{BK=bfiEBZD+9FW^1x7!C3&BssZ z<0#teh7C0}kalJ_Y2#TJ!&B5el6V1oJSu>OuDwTJH zR?om?$P9-;8xKNLGD4$;aW>1%R?mqr=x$zK>u`snc?$Q{RMAf3LK?VKxT8c@-`DPn zpIFv*-$e8C8=Z7nJypArHDuaSw?Uh5yhD@akR|`{vg(fB#XY6$lt;PF_1Ps-nf4l3&w9zS(GCsfQo3)l!x|tXp)soS1qb zpFx|CmmjD2R+^2EHDSRa`Asxl&w$=(=={2cCOx=x0i=PYF0PH1NI4fR*(7@*Wfl1(mj*E^-6UHR?v z&vLsJDT6c^rCuKCrMdFv@7-p~w8&)*G#Aelq^)k@y^-9qrN>M(H!lZG)$ZrzK2^q= zL9oA#E@#rl*ITqg8vFG5aM{u-~PY6F^^Uv&JaXwB9{iYjYsSjj}=mu=|g_3=p8$H-nt zR~c#0Zf;(Rm<|IvO+S%SraiRLz)~-tdTB;F9wA39+0x}z4BDK0lSLt^2r*`9Rw3=G z8fZSg0i>ebKR@fz-?9`Z@;uc{G?xEDLt*QH@|r2+wG9T%=HSvcDO!s%(KPqW!E6(BfvZdwf zAPp>a^D{fD$~~+>T1~cKoVo^@m$w@oIG1u{))a@mXr%FT54sbO;b?bFM#A)Zs14f9 z&F?5tz~QMkXEWIg_39%H+Ref9LMkd+$=@!elxe9OAPuzn_=H4vSIG#vknMZ>B0rHRIK<*6RW`Zbj`S6A0HHb`^xVM=vw8nv%JS$0C#CI*^|r<2lT z*&b%L; zy>eJC#ff}ybEJVbH{W|CQkEXh{#sLDvs4SDLFe`G>5YQ3vsyc6$l7AIL>g%GaZ4vF zZ9f!kH^S;6*m+NzX#DC2kN4gt(;Bxk(A>N}9!+jlxDCr<@)E0>;+lWT{p&E3gB z^YSkYC7B%P`C9WF-Uk!S$6Xp;(H0%9m{GQLXJ>;p58s+nfZ%h?#F|)H|1Jiai&yj+ zsC=3&-fy92Md*bhKO+r%>gOL*I*@5xb*UzJ5vi+*#)B6tl%=r~&ORZx+ff@0dWeHp zAfS)w@x~D}IV+>Op*Em-_^xO=wcCo`njmzg?nr}n6K?sRQQEGaI^10Dy$O04Xik1) zM^nhPwdF!@EZ`LKn~esR@}xI9^GIDgttNSSW>1s`Fb|){X<+pkR&$^{AvNe_p!xY4 zgswKHoK~)k+-&K4BMqG3;Tw;aO54HuJ3~XWI20b4Xf8e>(eyU6+b&JY%JM#_4cg7g zxAf_iwvH9%N0KdV*VjPv@(WoMSJ~2GUMZQDw;$4=-Bisk`vpMiZn0ZTIcN=2>~3#t zG_aJfXy_5{yjRLqw4@Mgwg=J|DGJw0M`#<(4g7 zI|{V{Ex+f2AWV(i57yNI$fVH zuNpp@XbyfcF^SSPze=HLGVRx~25lZbOe?D%(qPBct}<=VIHX|@;a;F@t1nacYR+Iw zk4GB#)XOUxP$9JlS37H}oW`1fG|=YeH-UyIZND`fUrg@3XKggl7T~9*G$A$c=a?_k zCQU?bKy&a6lVM6*xIX8!$tPL6bn-cP5&X5BU>{mj2?H2G+1b zCv2Z(&?ZC#X~I4PL6aQ3W-&?wCj@v5k5XT1cK=<|K{_u%8gvjhzez!db@_AE)tqs9mzroi z4Dw#lmR2gDNnHM9r17r;)pB)?h^k4o+Pw_5LAyEmhkmu9dB*B0q695B(1f{?E+fZ} zocV#=d5f(;8hF9UpQ53f@_X}j)TGQtS&1~T)XPtrX@T^0T}@3Hh+`(2n^y-SOJDcs zyI;0+%qrA|mh$IY>6XVAPhZW02$feO4J>u@(-=y|3yzzqjjS!f8l-_XH{a3IM1Ck* z3XlB7x@@C?HXpBRyiWDEp?xN43KY&bcSnB1L(z>D1 zmgSnqLDH``(1c1^byT~x8Wi<6S=(b94J`HXcqOg3!k>tv2}iBmV9@5|pM_RRTkof% zL+h*HdaJ`mq@gyR=1L!#eD$^ktp0`{8RsUXffx93?s)~96f`6BToR?dF~YoV`yPvy z(20Vcdu1nV-E5HN;nDH?WN7kO7iC(XEe4vK7iOaqkGCb`bhnxfEiJs&Kobi4Pg5?f z7Hhs{c^_dL(!iww9n|?0c?vmVYBeol~2^Dx~n0}hQ zN|Q2FVF%Jcn~;IqL(zV@H6n)P1?;?WcN%E?A_Xl|%hY*QLN@fg5yr3@w>)*?L)9o!thSlP6WDQ!afMeYxgskW{}S4Z53$XV1}z|M;4> z_sQDs7->A!xP@xBhVK>@klSt19@GXM#LurQ(2lKRr5`nUsV(;!Xik32Ia_HvAMJ2^ z%TnxaIrbq9+Km^nY^h+Cy7%uV8~V})Lqqx5PH9DZy1Am}k%0C4Q5w*MyyYy)rMZXC z)GVR99Y7iwDkR{BSF|iIF7A{q4IDJk+}G1^BrFB~>5G@765d1|BxhoIFpyxzaZ0L8R1jyOlU%p!xatZ@2GJVvRdy(#F$OXwYvwRON)Mt=e&< zflr-$LZT7`IU{$~+?h;r!a(!ztuEEku3vdW0@(}KY&7tKix*lirf5C(FVW;(%sFY$ z=Hn;fbf0s?#j+>mc58IXKy&e8LzE~O{ZZ1MvZWbMBMmKevhW3M7E*65T2I#Y*hT}N zdiiHzrLy$enM0b2;VaLeHlR6q+?ZA&6Kl_^ZCQ%v3LVZGXzb*gK7V&!Z`AaUJm(B7 zKi}w5@t6JOdTP>{UYlqxesWFc;F&5#C~w(`V}8qd)CL~)^MZ#oyUpL2{;f>wbpdJM z13wRcCRN&cMc#K;rWLq|G|=YZ1y&*`ZEsICzbDha*=V56!|MQ2;o40bZZDE)`!AWa z@k_OIA)x+&-M`8sVaR0zEx_ZSy;TpXv?G05i-t>@GQS}WEal zK=bltLqSCwHRfS_*{3aT8fZR#;g{}WMT)vkQ#3ByEu?`LynI1U%Z3iw%JsH}0=C-= z8x1UV@(GEe&|QKq9g=D5Z=*J#x%q@dH&84E+j}0^z-xifs?KUXUt{rlJOZmh= z^YPCqJ>gSu_3;O?rMGP~Xg3$n_@;Jyn4sPY*$a!F8nik266vv`MNgHWicD+u%s_MV z^cM=`8fX8jTXMVoX`?~!b@HVpMaX9k*srN=wfT3{hBTi3 z`AGTn$D_?h$UUUz3#5UiE*>qTw2(@JQf9GexJ1hT(m><4&S)sq$UADY+-zTLFfi1` z?};^4(js2?P{)#npRE0VpfsTQ`C5?nF~i2a3H>afp+o*O(0K5kz6zJ~6~86--BPa* z20jSzD*<#*EL^q{*)2nHixu-V(!fxb+(2cyn-w{9PWPGpvkZ!|r`^Ec9<-MsvK_=WPq*ZcKb$s_BdiRR|VSY4I2Px~)v_J6xR8?*&@ zl6J6ax6NJJOp@Cz=nK-Y-T1iz<#9yqR`jz>EB@6$bMR50QfZ4_r`tNY-J*Rn&^$bk zW2T}77wDN;rkya+0(?b7WsrIeDcV4$jSUwG-h06w!m~mmDs3@;8R?MQtx9;LffwAo zzftLz`E~Ycs*WUzV4(TWu#yiN#32*&(yS`+oj8x3jT1vkI(ONIM3 zwEh^Hrj0A4zf3fzJ@JBAt0y!Iy|;=B!OhVP%J|t1g`>W0ZlF1h=^4WSbMQ2u9LfdD z1353qovlDj1I^2)BNd^ll%{8#MRI5RW}*odm5Yru7zhr&9ABttj);q^$+XyUOf)`7>C`lC-8h3~ zOV8P8Fc6$PNJF2$I&=Hak+n^UYtZK5pO|Kf_GV66O*wY+2{CO#5J? zp`rX{*K6g`o)cV})8U=T4BFhhbkqx_Em7~3xnynqlOqkZxrD8P8l}@y*Vdf=6-i;B z`T25ujG_&w9A~=aQtTj+QW|Iheh%JJ(QXderpd-TYNGl0^9poxHCp2%x8!ykoywri z$M108Q9ez!e(OA$Rw*^opuY)E98wjCk{w>=m1*(Q7-&9zYb3I=^iH=3{bbrD8x4Ah zP%w^WxA2*6+>mM0(;Bq7d0I8)L@v&qRr3Hxy>teegNG}r{_4ltm4B4iG^x`YXfFQ! zqh#Zx+1GEBExm7}LA&|*aSW{+cC~Dw+5RobfZBlO;O{cgxq5+F-B-#Zt93>L&BMPj zH1&S|Uteb#o#pYg@lYI!TaZHW;CcLckfNc*CB@w>xCi(HAvhE%?hqhoAQUG+v0w=j zC|aZxD}fZ3V(-p-&Yg3vd*)uw$p^mt&NVxGKf60SGh1s(@&+1zddn5p(bx|9zH&m^ z1KFU9b(zw8n!&ybT^8ox`7QS&Wl z#=LiBZ8IvOHn7yjS7y4m?%gr_7(*L=^o=TMX#Au=(WpUw)pi;%{IGIVMi>qo|4fT3 zm-dRSUb zfw_4u9#vhB?NHdFwRDQw8k&<&w=iYsut5P9>EkC%G?*Yho&`qRt%z#bKFgL)`4P1t zjZYBjqjur1FEO%9>;Hr_aH)&`gw#^BtSOdtk!e}#XlQPJFr`(&zGJaP$R|NZv++O( zg;E11t=wyj8&04JL@t zCX2G5+g%*kU$%5m6AjJAi-3Mpv`Tr(TI{x5O?5P$!%s`h-8-ev$lBhUXfSzgd`okV zEWMO=l)RW82-aw`^X=AaMN4O!ot!;~J{|Y7hUVb2my!;DOrOT0WU^*6q=BVg-oqrn znjxvv6|{J$C{1&u!3+_eucN?hnc@S3WiOmI(LkG%pV)>eOUrg^=#jsL87)v7(0n|T z#-%J>mg%%bJgRX^q=BVwe)6DjWrlWbs~Fnw=PgGo4UJC_N;@pSD^)3Z*sf?{Jkgj8 zE!=Bq7MZrVwMLqo2MCHPTCJa#Sv1dR+eSkZdP{d!mj2o-V3e$_P+O#dOTGLvjZ(B~ z)p!4CH~~MbdnOvV)W$2DXQ|EOKEw)O2$8_?|hPArq6Eht%Mnyjr?d!&J-E?!jB zKzZTI%N`atMddmm4YaxWX>xTnI+~5okTizV>Uo!t7JK@J}NCRy)o+eL6 ztlUeVCwECkCuHc3G|LAX=pZ{KR_<6RrvfxS=$X04aUvJdkWGeR@of6 zEVhEnduz0Lc{V~rMN3^R-Xb2=v5$u4=9^whpR3dR$uGvZ;dCn&f;6y{U-;7n%J0`F zUXgc#k905_fAyB6-JgFm`J9W=w)E9V<6GW&3ReDhr7MP=_yf|fp9W^*$(2cJw)L7Z z%p!-w-XCfBk@9XA)PAn*m`ID8qBlC4n?F5Fuf8{)l#qOuL`(M#&}j4Uts51f%v>_j zq99=OK%~L^aPx#&I?$J^(7A=-1$1fEK^hv54p8!(-#q`)1`G}TW-!9Q2`-+BK%vy# zO;f&=X|X067;59U;6s(R#GFs^%3s2?AsTI7{&PgZ&xaq*m6d;v8V%LZeEese+FnoC zzh|**Y4%}A1516pV&tu&y%@fvfUNC`i3VP9@LR0Linj6PsQ{U_c(_KJmnUo5746c! z>epp2v>l%- zEPtCqQ5(=4{8~Lw&9@V+Ussha?KcW(V5y5QF|?!cE7A0rLBo&UK3YTLElw#>Vtd1% zCK)jN=--%NV5sU2U`~jn-=l^(7X4??P};sRC=F;l_SsiSTj|#_`Ns{VjsBko=Hox( z)N-U|w%Zo8YGXAtuW-w$Xh+`++$Vomsm37wAcuS`Gax=Td%6U4{+dQ?%g zug&*ZbRWN>qj~uK$#gYtv(q=T$cve&k7lpw*NBw?T{@UHC;n<@^1HZ@>p>I|fT7i^qHCyz!0 zJh=^RxGa1#Q$ypSd%9rTePl(90mGlS6DAl8o12GusbA`i_qQzKZc~5JNOSN@(_G4> zN7MAXAWx9`votgpkCf5nUv$0ycFR8@S!N>*EVc2_eS)HGxI4dLw?1hcdkYnbvnc(mWxC3DQ8DjbA)b%Ye8! z8!axLVs$h(PsgJa%alGV`p|LmcG|;5T|1Jlsx)`qc%qSXkP2 zrH1C=0S5~EwC?ZkCtLdcDx`r=UHqtlgW{cWOw7ldRQ+BlpDOj+IVDQ+Cr zuSRV^<8}1&m7%_{nn&fd>RxLQ28R0h19p_rRLpNqlx%332&92DAK&#-Y4dkOZ|9e3 zNjjRFXY^K6w0m)d<78U&T8%d01p{hUU2I!li;R^a>ohbk-_+2Dl`&vVS@~1&tk=+l zmyGFwGWUc7y<|&2>1b}AO%q47LLW{V(+#(lha*uN%n&=jEQ(b$|HWl3P74z@=xF?+ zvx%aO?LOb)nxghbq``di@+E7K`W6xfzMCMATZT{k{DFn^7APp=Pa&wZ@?2U-+`cxh_|E)*^ZB8fa za!Pl)wi;QIA9=$0cGE-yZ4SOTw^g*p5e2`MwXKTMX!G)>0XdaVCq{m>xNq*V4QZgw z$#X0z^FDUh)G+zWDzP1DIBxt~pwYY&x?X-{-C55HTWpk=Y6*|r+vhKo#8v_>0$ ze}i_GFLTaoV8GC&19oU&9{zqgb@sn^(4I;*)bX2+#*g8&EG*s{eM#2#PD|q-J>8qu zDfeKcOxwQ`wZQ~&^PnYV`eYmbmqkB=F}pN07Z21>RJ+uln=PhWwcSXA>E`0u?Yq9mPGQp+QheWq?s>d=(6aij?FBNe|2LuEFa&{P`8$?H{YEx%*5%D z=_Jy?OgFy@p!DFj|1`K|xBv$&!9;`afG?#l6zu-(4LOWKLuvC)p)`Owcw#CA1z&wV zkjIdQw3erl28KF#|7I%l*fPFr17q0G(EMjKG=9aFSsA)K*Phw3p?7pJp`!%F-BQ%N z^IkSI;;crR(4L;+AiHBnM;O}B(C%?M8hd7h!fw^y-LlBxFBOk4@Tiw(anP{+Rwrz< zZ0J)H4LmB8<?YK?W zHa0;=<1aN(K>N}9GR#OWqphE;G9>H z2ID3)AEy=-v$FNG=(TWFNAvKD0P<;?A(t$2-j-g|X!G!TJ^JaLcwm*qm(~6{(qP=& zJR6-NJ{{Ngt}V}yA~!TNC$D&_t+X}CXD=wvkOw-Nhu4~BP_)He!&AxHHr~`|bMew< zD#5hbYlOX!(cC<5h}Nu! z2RB$WkJ^13wZRN=@fkwD+# zrY(4&(I&+1e^;~(tq%^9X{{e34Yb+#p_xkTcBkrR(SN+)Bcy>By!<{ULeaht|LBpm z{biz|HlA-qnbmclZ(btL-gS>r8_BHgKtr9{>{-t$k3}yE1La zQ>392_(ql5wtq@LrKLP>o@W}Ghleic;_1oU&xK@dA5Ao{)XO7`v@BG~v3!b5JCual zfac&&iczWb!}Eo=$d-=(7ilnVE`H_l|DCj>v>7b)W^Qsl7Fs&zC2BKS%9<1=DO!<#Ut3&- zH+zLNw3Pq6MJZagPPr^Hr2JoNXhQE#$_1NxbkG-h+-~Y6lpT3u{n@d{?=w@3po2n%37MeBU?%olmS6@RCpxq0*aj%vQeXDDp(Sl?q4 z4See1OZ^_DZDOG~i&uHKyhm+7v++9*3WuEi+cs0SwEqXB!MNFY&v4pW<_bA{LZ;dO zLmFsv@xlOVw~+Do*A{Im-k4~h&B-?oBbBz#pWYXdweA0?(I&iRMg6G4D-X8FLK^c4 zX`s!)Gs|`OU)O@7IRsk}Xa31!Bpqk&^$aoJ4(%vwU5eLc%fPbq`~a< z^5yh|8n?f~lI|IwDf%>3Mx?@`O4CgnXe_kMT#H&NfQmU@el#IbY_DkM`f2z z`&K87@1dKiVfzwwaF%Rn!%Rp6X&zorL1CZDuE<8RwrrU-G%pVfexqog-)FWs$^4j)Xmjy2 zwTsHq!m+I%%G$=3(9rDsHk|riWNdWb;+ex5C6NY}dU^Ps#w{#=_U>{GRoVaz&BmYW zqp)DZpDKMPTY6eY6E-z;nrt4vW3Q}jMk$Rpp`|%xt-L+mB|_HLu(XC|<7IIrm9|wG zKc1Fp*~(~WZr(17&VRG}_p#{oeOX8I@slpyvemv{%A(`KqOzzBzAPKhfuV5={G7G8 zY-!taNQ3!i<9Bv+Q{OOXhy|@sc@53QSHM(?7G1J>6It6mEsgISXpeMm=wOdbTUPi2nhbNS#QrdcN&RJIe?JZ+N8fbI!Qjc(@tT@wtH2_0frDLbRymAhroP+CM~lm;{&Z}|UqGM8-034RFcRs~^T zCvO1LM%kHjREvX#2k>kf@B_j?nTKEQP#7=d+1OB-_EbybiTrf&^lpiNO_{d6sz#ge zbO{BdHgxLy&X^u(>5ys~nuBMS{i!Bf$Hp-gWSXx!(!dE09xR)o#x1yGNsD0W7ZVM< z;NvmqJj&8cIf9?c+K$%HXmjxf3B45U$?%~ojJb>BHo2yTCOo`DXZm+jnp^Dd>()XV zSZd?ptu$)f9_9UCtUN<91!-tbo=!s#J>AKC!J?Y}qKO7Rb@IxQ@=9Awe7HsQVqR^H zHlZ2PJ~eJ9iZlq4clWJ+)X;3a@Qj`|y|ic5N!h3Qf6~xAybdKq(UQ7MwfO39>u5rk zO^U4a?lgCxtZhvljW!>zJR7KJxlc~8=snr3u7>92Uwt-3yEt;@LwUZHs;8kj`N@MU z{ZP7x#lG^Hj^^VjQm54H%@Xiwqdacg>!UW9y$*izAfH|;m+J?aHn;)O;5+s3n7?8C zWYRjB7O$h(`0aIfHE!2aF3Td*W(T7-7&i}(to))Z?Ov;5a>5mEk%E8L(D+ABRl47v z?^{E5Lat^A11C6mu*|NcP0n@sygWf}=xD-g5)|q!)UAod<4h}>qc#{e7q6zL%E>pK zb5=04;jndXp`r0+fD|7{is>3Id$f2<4b06Gq`p_Q6XnyVHKgG#tg|^ecy!@;{ zosh~bT(MrJRcWuGx%qF~2xaKZGe5UBT#APJbx1u}=qw%Q`oT6NXY_*D@Vi`~xC zAW8N@fo@1cpYmK9x=d_!|8Qkl+g%;a!QaoO)oirXC zTK66rnvZ8#(&f&hytih{v{F4aG%w$dQ-I*yp5n`4)NAF(If8yx``?7)sb28(z4Z{AG>rtD!l0CNu@K?=C&GQ?@jypN8h< zn|n%4eN|ykTA7xvzlJ7s&7n*m&-Jgb4H_<4XLU55V{%%-5+jEtC#m75Fmr%T8sAoK zQ8Ztt#KW=^nhey?Y`kug($xA^P6{y$MQynTAq{?z?7S-`-RSOIIoT=GuIXqteoH@2 zO_2AC|F=Q5bm?H!29wv~wz>C)+^1w(hapGBK z&6VN&D0$o->S$hmqNn}%BX@i+!&02Q8;7Abu#^{>&sByViz-mZkcP03;Rr)R*_JoG zg5?}?X_cW2XIuFZ2m@sIZzvb3EeQ5x9kfoOh?JEy|n{A(OPMxljE1J}yv==;`YKxghQlqc*XsOFL-PhY%`{3H z>X#;)Pu7-ctcGUi6;J0BZCc;IZ^|>|f|kZF66wIUa`3oUGHu>C)CTj-%`Z9Ws_0(7 zpc}HKEyp7b=NnIBq$|@_OBSD&wdD`f(7b#{lR{~my4L=q96!2aqJgDCdK87-=8k-s zLe{o+0%`-AjeCK*yuJRlSn^_uzm+}1kp|<&kAGDCUbJMK+(nrdHcdz4 zhax(#J#JR2ygWmKrXvkzh=Uix(vkk9f8!Ujw)8WQ2D8`6wNW|pf}Q6E$+S2V4Yb)k z?12y}e=qoRE{l#Wvu2_;pt*Q9~q*?5_89Go+Z;Z{fgRv zCRB8mQnZ?Wg9gg9zVkFR7tdIkqsA?tt4NZ(oCeNE8jPEb2lAdMpLT9n$zq1QG10(M z2M>_bCc0tYe);6tyLW*`n}d6Sy0aa;+4YUb`Mf5CesgdW7$h4}9G&DC4 z&Qf^mX})>i$zJ$oG19;b9{z?}Z$&GAF4J{++)nCfUVbo&QeLnf?Nw2xO<$tXX6HVo zY?`jN@2<(?)@Z4Q=HkC0)0G!4O&MeH@_6=TNCTe=uR79Ohub>evuN*eMMv}UI1R1N zK?Uo*k;iSxa?}Pswee%tbv17OS2J6z3+-1R4J@_ulD&nBHs# zsGCPtD5Gh0o6<96myTGgp?P?wJjH23R-d%UORc;PX)tVj)M(pqq0OT(+0d^h7#J!v zb?vWc!BKN9ZcvV{*GTj6PDoS~SG(7+$%aR9woQyg8fbI!A6`m%>!0+dfNW{q4H}w@ z2chX86A_nSai-6-5ozEA;ekk6no~Yr@sB(~F6d|uek(>lmAxMxij*y#w@Igs$KL25 zlXS)3g4SX)(!dMCbIWuL-|=q7ud=p$TaX6h=HVG#ED_cuzM^ZS(w@Ak(&QM{PiJ^9cDOrL9Kbip~ZNf5!($YiPU+D@~A*)9Mc} zVE7Z_+M$8@HUdh@H{)XCs=HQl6O+eU(qx)pq zxSdEtC-54~?21+|qQ6DmSsE27~ZE1JwXgmN)Cy%6irC-WFmS=P{ z;ep62$_t5|Zd&9-{;~(Pp%-|QCdx+qA@@F{ zflt|85k-&=FFtA!=)GoQft^CXb=qvTJAJ91;ZgiZm+wbqK;yrZbZMH{In<&QtHS{e z%+9Yl>4vSwy0j@hJ(hgJm}*3;-|7ZWY_~8j9+rnez#`b$QOn?@y96gAS#1F z^YE7Ufr|Fwf-g>{^*N-WxxFliM=$s^Eg2ap(<&U+&|KV7dNHc+xli94!-kf=GSR>X zF8DiT)~zC2I`Rn8K%0~Q>?SE~Um}v;%Css+H8cm$ z)*P;Aek)zuWLk=2NP`*T;|okDMRQkdyh$Fn6FQoghXkn=)!$1OT9mU)Ij+&>;VF^y z19JM=mH~#P_ybb^goehqsKb=BGxaY$l?}}jtAPm>N>t;&c5X+D%B}&vwKS2Q#`PY=GLXqPAd{+&#_qowf`kb(^pFQxTc{AUA!o0Jac9ni<`;P*O3N36*4cv)VR5~PTD0~`piTF zOMSev2XzuXF`|AC`4=hr25JMEaL%Qa?@i4+)R46eyQ!ghxi(szU!U2sN2XQ$6KODR z9-j2}qtaHsOfQRGLtjiZu++ov{3+T{Vc3vK@(ek4OQX%rleg+9ZKHcNxFXXg-A0;8 z8$0PzLSEW7-Dk-@t#b!yFm5)UKu(9#Dd}otmA#PpF491okeNz#Xa4)XoR=+4FwsDp zn|EuWKyT}S0l_kD{$Cnx!uue!?=7C*Iaj8&yoWT2E&tydnwRIl z1SoCkZgeRvd*QZ;23~OU^^^{jW#+%BE6rTAKIv&&o?FaR*@}zYNCOqK7KVxt8=Gs?>CUOML*JLbMhD? zT|MQ_yvHlkhCJ5LY&`32o1#rGRJEx*Lp=ZJXuQ`D?UD98M5V37uPdI(mY&nm9K7WP9mI!B`tXyiZB7zu11Gq6Y7S-L z{yfGtOxD)yU!;MhUapNcTur`Ku((b1e~vWJX6FUOo0O$*GhO$|mfkecK%0#xUQl}9 z#*OJR%e0j*P#e&M_u6U6D)27%DdSVX4StuGNCQi4JiTv*vNT_=mS+qv;D;6P3TdE? qU;ph>u#ufIt}|dL?THpIXIe diff --git a/pre_processed_data/validation_results_small_omega.zip b/pre_processed_data/validation_results_small_omega.zip deleted file mode 100644 index e56af68266b94a321d672c4ab318f6f34b7d3432..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1091850 zcmcFsX*|_i7w$G`)T}wpM8%oUN$FO%C=IGxNN7Y!rs8DmHffYbQ_@UDM213cBPCSI z95PGh%+tHi2luz_|GWB~FZ;v!;N#<2&zk;gucfWkr|;-qy?PDk^>&4D-O1)FXO5%4 z+|X|d`dRO`Ik@kD(QaEK)%mJIBbz<;yN$SP5gYw!X|~U7+uCI1q331N-cYJ44=08gtBbK_|SeiWK#1J_X*|%we z)CpaEmOsrJ^z`VULs^3kHT2T{55SMVgzE;?H4C}{OeF!ZF#uc^n=XW?(29XJj$i8g z9RF#4eA1HR*TxSSKR0>Oh~vIn;$|GawblH1&XVH`&5y^}V-QAb3fFm9cSL~@a1Quf zK3xdSrY?0$3f`E=49d(NBswxk#2Lrdy(Vh49rN6<|H$IK%0;qDMSGNszV^W&Xe|@2 z3%JpL>C>@0Cbm=&cI0L@H2QP$bD7iD;bW|2#?(C-Q}^Q! z48jAX1eL~J=ei+GB_VJz2qIO=7_{3)T50ZW2_pzxZpIS+mLV5AQp zGNfI|sop$v^G^^0?o?T-l(mp=(r(A)wGvv8^>Wf`Y>4j#Xu$&+lF)4MK&hOnkVjby zA@)Vif{HdWIxCdKc1~;=qxk;o=7hYi1 z%bLQ!la{n8XU`h%dyrF|D4`*^Qbj5nxLnGyO?8w*?9%2M62h||3QDE&y`k8afz;4^ zT-F}MfUAKkqAX}}ms*9zyLvK9O73jBU*zz|Xdq2WMDf|~wWatN$}J>m(r-fpOTeP* zl(t={+wwfDsHJDV?bdojF|xlq;8u$f0@bZIvZN9No6n((AWH0g`%wY|K_B)KtBALd z7>rT6{XXsLN6?V)3`0aa-4=g-q+grdMv^cqEjlu$2^7N*B}NEwg@90Q9(IY4{v zd{m?5|C7X!Tz4%!{S1_2Y()?nM=VnSA>eM6&!g;d<^SIH-g_fB({i4 zSI*7W_oMjS4kE>H3-edG9Iy+@lJ+1H^yYKJK?pbrEIwr^By4R|v^&^DrWgkEtS_b8 zLUv?|AiVQ@l`kCx+8Kse9Q|iQV+9%78s+V`cJ-PGBuN&?ko{XL5!z%-X?^TqJXrhk!ytFH0C)c&cb#EaqUVG>l1+I2 zOppfLBMJDFGmQL2a?e)2{!Tho$6?Dl9Bd&yOBw)?9r}eJ1e^wefO4*CS#d2cOudxU zbH4UY*@mr9;kH#nxK79NRfQ{*BjKTqOWTs7%-+>qXzEHO`Y>TC$>JX`+mW;V|JA2A zG9@Dq@eq&)+?0fT$~)w#z&6G*1flxP&{3eGaR@xxYEbmq-znTv zK-LV=d&g#+SkoV>8784ruX#ws-yjXREeSZ3^X;f73wJafX(S!%zPT!CYPL{#8;=y- zRI|1Ogn%oWC!p+<#2)wUwy!ECX*jbcCdEewYSB9)MUQ$SP690nXMs;UPZIn6YARcm zO0v+oT4)@ww;xowT|^;T=}hULAO<|kVAJlb)+~q(+E@97#IQEONqj+lDAdR}f-n?n z4&MNpQV$F)+8KAax<{-@8)-_z?%6f8_c{eM>9--L)HT9tHwXcDN_-(@K?}uA)^UZ| zBn@uY7RL)mK$(&jg77@nMO!)us+3z|+qBD1&IuP=-EfZ$a-R|4&N({m=o_zB+q3+S zdaQ;%SPe&R_3*#igFrF#5VVML6X0ZRjd%F|3eu4BnsOV|V<$smxQA$nRpRGJMT3xb z$gQqDGi7f#gx_`nX!j+X zf9WaxEd5NnB)OPpI<@^FmlTQ+jIw@tvKs-T3xEd(j*#+)2BBKR;WMV+>WP%Q!hUVQ ziZn7)~C$!0JBFxCmKsig0R1bcDo`hd}l{A!`m!I+nG2nt` zaVe)s8FTL(sI+9vGDPMn8_PfH1=Vh^(Fa`XvUf{C40z$g7EBy=~oS7 z!hLqm8Vd377V)q?YxZccmx1%Z5m0ul;*f3S^Y@%6C2UF7L*AgGp$jSf|4(GBKxu}7 zYVKN)2wV_c4&^qtV&oxvr><`#5xGGl?XR@-g0j6b0XHR)DrHT3#^spbZwMt#$#{|C<0_+pkfv85Q<{JL)KL%v?w15?$_*K9K1XDe z+)mQaZ)LSzCkr&C4=7t2`;C2As_)Pu0p%E{>6@OOSyzZ05I*z{@ zR?QQ}W26!Thef%H)*QZ?+cvhDm{5{QbV_wA{{yNULJ$dlrZ$_UBY{IXIOHEx`~G(7 zF9JgRn~bsXIe!8q%#e815hKTd2yiLzRVk+#`F7WMnMcYAGm;G}ihP^`A^3(kX!*2p zQ@0uYwrmhlrXZwQuJPuHE>g=j9haiFHbcFbn}~z`+vaTq5#W)HMcJe3W_LXco>oR8 z2uqpnbEpqA2+)iWSWM{X0<8!~z+qFa-GqgAX8HU4B0r;h`*|x2hMdt(lpz(29ryTE$3n~afaC43`$O4`p3HX%T+aJB`^Di~k`xD7_^49F&rhA#n2df6-qHCKio0{gn;Xr&88fnKbCi~j+!KsTF6!kO7rap zmCkO+tvVlm@fn2B!>zJtyQBxnbvf#c)~Zb!XI`8JBi4^Lm;mz`Sf|~-~{RP%%@#3Y-^wS;Qhr~!X?GuuTT+sg+ckY1Z<(f=$1&1OUfqAF>mp6gw#9_so6rId6-mc=I|*u!o;?ft)-I~wI}xg-_iZaA7E!2 z8Peio1#mMDk8J`DWi143|GC@7uZ6HA*HiHvzfl}0&kIIL(&#_e@09LK5A9S{_n=w4 z|M4!r$%?xyl#2!^6@A#2u+6H(bN)oRlH?kM?Eg=#9!4Mx{#Z00lmnjWv1vbnjxwwq zli<@(Ks@`bUVr!Pn>~=CvryHO{50!HHw1=H>Y-@LxoXX!SshUe8p(E8$E7K`-@$Jr zmr$bjC1&XxsX`lz_RMNo>jP!0r3?r!-|V-MKMaJn5ePxm=*hi71h^UTMU>mZmg?`H za$Xb?B*?m*o>Wpe6?lXmfvkxCch|daD`Lb2JhF-Slo9BT98sl~-bo;Eo7YqtnAaED z$go|~lPnorB2`@A3MprK0dlgdi$pDCqS|<7)YvC};43#iGNd^{pPE4$a6=N(egGYC zA*^WT1|i^vB;rwSt41{@ z7tB6WLK;$%dTLNnI0Qk2Shz4_G!JyDI13yR8p6)Wa$iv_JG?*``6E>KCLPz zKAcZl6kM$^0Wzeihz9=o`bZE0Zb)p}VjCD>axz5z<|LXlHl7k+dD zXi2zJ714e#IbdlGpCe#xV$JH!<>8MrUjeE6XI@YFhm1mkJ)xXHUrk zG27a`#UKPc#bD8PtExWx_H~&u9#=Ig&+y$1K10t(5azA5_W&&khrpxllA>bMj@uPR zlWuiw-Sw8v&5-|gkY9r zbl$Kp^uf&%`PETko1-8LxKHBIZf_6pur+Fq|4BfQl{uK=opkkgq2Z-Z5?uD+5V*9n zRq^As>kS2rnV#3YA*UmELOF(H&a*M?2G)uo`K>DnD@@=#ubkmHL#V=gW>uT63yN2ouk#Ju-aX59-h>q5xevXHmLT)u(_@ zxtnC^wS9(S17j`Yxu9g$Mrb;0Jd(5hsVEz%GYlI78ph zZy_x#zv|inLg=9d+OwX+2Rcpuw5^W#OcMXnMoZ6s926HMjhOgmmH)PT{#MQ++D=us zHT~k_y$xg|#-?)T+Q8mWT)Kft%1b|h%s zqbb3lCE*CT)E}*W+7)J(WpzlZb2I6y%YlT~!%a2fSk^#|>I@UQ- zDjKM-iP8RvjE&W+<`19Gn0J~6f|BnaA*$>Z(I0D$wir5jN!KHoY|Vv zWl-TG`SxkEWDrX#2wX1ZVT_O7xzUM2^16iEEC1PwiN#R9>VsHtRLO%`z}>2d_QGD_ zQ~OgI=}Dv-+#XL1h4a--C^EFWe}{*wa6yYWlm~~KqcoRsMU3*Z?5;sW=ToSUF$Wpa zjUlgAgL=lbz@@#PL~-%u5fR2+WK(ZXWbj?z?7>irTQa|Wd}P!t5Cd*WEZU8XfN%c# zjV5nXiH{|+XO`=%`~a@glMMF!buQ2y6f|y1d?Drc7y+jpZT7yZB-OC5r7Px|EHoCg z0kr`-EPD$;8t~A-rM(ECIaKgXxs|aA-NVlBdg-CjP`-K?$zk2?%e_Dva5)HQuLRUI z$h*d0QbRP9WINj}dOIA4Lc>%Pp;?pPP6qQNoCX2y0yKoLn4B3w9E`bP8ue4TcqrtP zo}$Pg8hP$9Xh=8-EZR+acejnPqpTR8tWL%MmFFN2>UlL{LBE%)Kq?l5v_IflHs;>u zy<;?2+ZQGdP5cvhfi5|0Fgfw7wNz5z@+f~QQQd399=ytt_QsB_elA4vh!w*!)kxn%*=bliHy>PL1!vDXKp^Yr*PuAOLDWgR-GIy><>j~9Ylm6eTE6BXdDBN_VjbUmebu-hdL6&rrmi0&J^(B z>QUsC0?fY3f{Mno3=!=WpSo6>T-%mp(wK6ZjYD=p!^71`(K4+CKc!-UMf(6$)P75T z*Rn=3*URg>*7sa8c!o<0seu9)K2aih3pP@*!E6wExOvwV_a+B$=bP zx~u-*S-s!R#ZYgqD!+eVQPoMblj3(?$~63Z9SYD^2*HqRooE)M2`X_5uP@Q)E+4AOvO5YT=AEqrgb^@)qQ&_ajGlWC)~ONozGvu(DnH3wHeOOCB@c5GPQ z9oiTk2`@fr4<~tc9%!A^kwYRFy?FVG2hfYp;mC~qJk{q&Wkwv@vxb%?G+2O;1bumqIn=yiQm8V$ZPhTJAutuaQ-9iX&19~S!+1x3PXC%*@OkiE%ygvYoTHH%AO>8`9O_$QLd>!sL=V1BJT?@D zhntxc?0`&3fO4dGrO)c1Dd8A|v{y1%4p2X&Xv8?SBAfhHYso4o!)QWk(5^S+f)H?1 z;?aJDE)F@ihi&qUjBSDEa@CY?Lm9@uNDYAt^5nanDq|i4uNT;~7Xg|EBnn!8G44Or zD}~2>gE|1mkXNm@9eNnlLXY4~yN4mPj(rqn!T5y!J#~W1w=8hw@NiVMafk%7y*0z`km&ffzWW`gkxQc7Y z?FY40S0XtpWqv!|&BAXJ3?Ai|da6dBbd6&e!;+`GLMskIBp4$AS)+eU1EqlbBNpxA zzghp+O0HQ}81ac=)JByYWp8k6)mLOl;tA8{cKcKY33ynbJ!hD3Zc$vZ^$!w)Rzzac z-zLzmq4mh6ewn-LUN-`UOT}3bQD0{`)plcR`e!mxO{>)~F9mlENdnvPtmcK?O86}V z9+&d8XY;5FeyQ&mgN9v?HbrznQQXd7OwUE3!XE?12px`TOkhw zzO_zoNv||P|B=Ai3!F22jA*#q{02T!g2y)z?KwkD=X#4SyKs_+ds{P}UeW=_ZeJnK zy0dBIm2Ok|ZI;2IJ&F;KyXEoC#x9bFiqL!eqnd_6wp5FFsPwjT1r?2ZB^K?XLA!Ec zfI~c4G{_3p&t5J&5o*NDm9zlz&1*miJ>)>U1&}dQTxykhn#@->c*LEY+aG$8F#)k) zH*X;c8<%TB;fAJ&lLxyR89J?!gFx`EvDdpcrrn9NKAy=R@&={IBJt zpp(aV?%QewzP){el5REcrT3)5z@ps`3-AgEJCIsHV&KPyG|3qaf`$M_As!~Z8vIf^ zQ=&blC%pAoY1hgk(kazWIHRtw0nMz&BN|==85Btcfkk`G>bA$*wY`JLEW211HTFOB2})Sk zBSG_4M_iRk4SWvenN`mV>0=Y}yU5<^&)cCDn>wH-{RpH6ts%U_AOxHR>g^ca3pSM& zuY*WSirH%s=sf@$Cy~6qon`*@6(|NgPvX$N6jSrbukCYbD(O~tx0#$++zPIKE=T#Q z`Jfti5CfhlQ9p?8K7Zizn~iPc?x$n(CSFhI1iKkukSR^IGb;lz;AsYRLFX?{jdf~? zARTLI90^09BJ)f_h>D*CBDmt)o!SzSZ;ETgA2*bd&i~DxBSby6IpxvJgsokQU7oAT` zOUkA=?FesxI;@iA&-*&xkM0J*s6TO^B&1z6xCaHxJ$*xt^=NF;3QODTuK54=^=6>( z9KAapzK?+i2I`~3`5)J1O-$<`Vw-Ert2g5vowhcaC82hV$jBUnVHgWf2!7;r8grTqe215`7?o`>d-;@k6d%E-a z4@Qo$Zbn$Jc{`Y6Y(p4olK=j1?3Uq^a9a}4?(2!?1gIa3{7lBSX)Eh>G{AMS`N%2V zpY^;qsAwDlhxP;FkR2z#UXgWj?zvL$mH0x7)jz|bme_IRl=SUGxS%EBPKix>)=+$V z&XlH#%v2)7n0_|9$=T%(sB}AuXfRR?%Iv0r5uR}xXg2{Yony+HL$8q;M$ve?FIS79 zje3$7&?(}!;BEvAE#P|Q&|YZ}P%WBx;Y%YC-Qr*PrZmY#g0lb!0zd4ZA7F}slOUk| zAw47K(2do_j2m3lx7-dafQD8j3vcH-4}upz;ZhLM-gcwAFFB(?P)~kH4;hyJbp8=w zLx~LHV0_>Ac2aS`qkSn>Ro~s}QD6s=sJdmSthjX%N>t4ef-kSGNcX5mNc)A@$uZg2 zmAlAy^s?Vyv6TWL1e;O$A6M!s0y)4_Z7%IM=(>*2XIF;Sl3^{z%;9Go^ekx!LZEtf ztEW^5IDE>lNyMSWC(V=2k^Yq1&nLGW(m@dlYS-C|W`GEACG%)UgqpIPD-oUF!ib=z zF!*egGsM9(hklV&7GlcJ2k{0FDvqX8`&w|>hc4<>1pd|eTiW((!m4yb)}?#Ubz5CWdv3248=Xl@jIH0j8EWDolcZH7Ok$M=Ci1L1$Z4q1cOuEcCbYoCm zUu7tQqQVW7;JwVXozU%)7*PR-K>aC9j9y!*OBrcLKDLWR_VXq|O?k<;|F;87lEJuu zLtybJe`eGDQQ1&e|CG#+et4}`>V)D#D?%_w?e-T?3OE7|?U$;$K5-fexr}8PGnPD^ zl(H3SrY=Kj-WX~P}4#moLHeUg1UxSCXwA!UCG$?i5J zh8B8cNR;;&x)1j&QcP(l98!GZsyOqPP=?e8kuY!VrVF4Q;Uw^BH;;5Jwi?{pM>geU z^sl7YOa@27!Vm{OyWW5A=73>GI0qcsw@I}(*|!Sn-jELIsr-236;RvaEeZ-VFT9TG zRszF{a1vKW_UEiWhg z7IRek4BHHmFbCBNdwfN3_X{^8fhy$}RW%FR%2OuSmlBW8w|stD5(!nDzDNkRgWkr0 zTE-D@Xd_Ux&bd0HvxVe9zFuW+1UMThxf}MU?zy)h1l)``wBJWszAImSa=w_@khJWt zAf<;fuJP(m@qHYR&I1D!=fsir@nlZ6m4mLSte&I3J zc)+}K;HE9f+qPk$Rp}rNI0hc={eNX~)-$4RmJ^LI*}SJlJCAuo3%8>X4VQx}D?tdj z7TB~uHfIzTJ7;K-hdpKEzg0Xp0*@t2W}W}h7#R<`B)n*2(e5INt6h>;Ju4(waI0`F zSzTKRZu9U)x$1_GDexKz9D|T{8%fcq^n;0EGg*c+1^qpcZfhLfUT^EO!nZTDgaD2yn&jpD#<~ zppL2tXaIsUQa2BT=7!`8dQO@TWYZrFwT+w8B0&a2o6vGNogY{Su`zB`%Nh(}k0j z`_OKYw69hx&N0}mz$+vLo%_<~y^BAT=~*EN zCm$cv?6xFE9|reHEXuw4jLSE|s;l$JK1^fZ&LW0 z(uH9$Mzy3Nr4;@cmZA(LdesQR(CS@(fQHmV&$LSh-Gj^D8k;1LZgqc-;RU;wP=@gd z8PcceUx#!X5~Bxzv%sOfkhEq&%L~K$*CYfp3%RfBgy5s?G(^M0KCf1TSyB%gSd^Dl zXVk@HnAs=S6Se0Gg|9=8LmP%9z3r!C3p_y<@ZiR$JCw1)-d>O z;TFFz{~^dikHU@iM4RXH!s@C;d49z5Jk^zUeuLzS_bM03Di!TfF8bQ1m$p`)zN35f z>NTL(6I3uL&fic0vVhx>i1wp%@ua%h2U}i~EZhqpuM~H!FXUBwBTGtGO#E*=m7(XJ zmPEM)p!z+xPVX@JwM};XZG~`sJ;)_}MlPxOV$z?WSH)ctn|9q6km=}^6y8RLXMW+{ z`Ziza!?P>$NPF#h@Hs{t0`;XT!W}brZ2r5}x1eF$!b>7Xyd( zXkpZ2kHl$ijPcG{@wW1h!3QL!NDHE`=31bhaV=0^3*(uqzTLm^7^&yL!N*;$`+;Ap zb|Vbu_+fCa+7kn1Ju5y4wzpNNAsaEtV@w9^SPErHE09}_JH5$3Dof(g-WjI*;KTMQ zvl_@gO#A7k3tulndX_-&*li`{M3Rv5eqLerSNTKrjCu2>iOSg<{Gf_K(hb{kvDOC^ z1FmNw?a?+(efz5Ld!NZf&*8b#p_IGe5{W&iH|$s5d>+Jrrx+~SkJ_3)IJef;Hjp2z zxULbto=^UOKDtTn+o%L44FS_6oCg-|W5XGbpLp#F%_Ec5VKes28ABgR{zUP4+q^AX zK|SLvP`_E7&@n>Z=~5RFpJkIY;tPWMLMcWxf}k;HAN-L4kI!t{?QPXV&wuXw8cRk7 z*|a%=VDS6%4y5N7ULT}8!@yUi?2__7c0Ai2luzn;=}^wZDW@QpBso84$-Scn8WJuA zF73b&5c{v0?V}39klgGK)w;y1L53uGtetZpaA!9JMjr+b&$I`_qONbM2{}c6>2dqE ze*L9ROK6Fq4?@5-oL>z3RGb8%fO0EIIO~^jeD1rHVWUGM$5{6rV{NRuD@17H`0GsI z>g!<9BWZ6heKzhq=u>eyvuKCse6#DX^k0$Fw()0+&P7x}4S)y~6{ZxKPVZ)cVMjO% zw0mJfr4Mt}R2a+izsaSTv8vT5KRRLiaTVx|a0+Pm z^731~?Auo}W-yYssC;eP0r^ud@wI2}#6Pdqyfl|hWz@fdY zEh3E8kcX;I>cMQIQX;dE&0Rcn%F`^U z>to8b=Y~uS1 z&s2xykUmx6mb${43*h&W$*7ZOc5Ib5C}_M?5O64W@;RbIQkWKBJkVElo`NSr&Go1|iaO?&b@<1y>g67d~UW5qW%~P08?$>hFDtx(j_IT*y!eGS0 z`=GRbpjXAUz^1(xNtmMl_~X1vB0jsd7*?7qO$E+Km?9G5$9ur@&NvAy+OOI?_b*sh zV)>J7zqCAhx9<#8?Ifb;oT%FR-ysY}iqwMx%8y9O1X%~{mSmFvJdB=JUi%E*cRGm7 zX!c9rji3^62z*t_w+r&;Ic8l8{Z8gc{|-8Ld#MlPk0eXZtiAjH#{wfq>Jiy!e>HD@ zQ6b1H>L6)QE*V$r>DUX(kp`p4);B|YDVSmOpn>-F!jR&W2%G1OU2~-mzt=xE1h)$R zjnuH%z^ocHB|Nn8*_6lHLgt+JzUf#?n361SN+V~C2V_c;+dStD_$5+7UhLCPPD>8&TPo-sl?xS`zM6MXHn`D7N|dYKJhscFK>sKHFw4n5+6D zOA=38q%9Q<)G_G3{Wm^%5u=4MdXrIRa2WK(_8(+P*{-i&fe>(~B%=LrK0y0mr~NO+ z4vA9Rr1orCXyRG&sgT353I!qHmPCD7dqC{lmeRxJWW{jerHQ&a_y(gEvB2FVf*VP= zOX8@~exA4BkdAv}7MZFpIPzd*P#V+$Fhv3S=yTnvpq}x_Kz*ff#zt$?yw^v`j|;yH z)$CcFy`Vi9k|)oDCf7a%EeWSVMEjwqX5oF4;^rcMf*TfMoDef#TLfNvreC8 zPjNMLd|?aH^P4HzGGNhzdsTsua>iYwZCbRs%8__6d|S&l?b9Ww=qW{Zw9aE~1V{pI zM?5}d1o?_Xs?1f$$2`ka=f}B*_l3qUBvsF{UxKD?kM!HBhxSxkhLvJae*O{CrzWom zN;8ZGH+l3!PIZXtwsw#OTncR3FC@hkol53mU&+uWQ2#RefgU6UWyHet<3qQ1v%si& zaG%Ph{i!Ws$f3?+aU}`C#VGG*V*uD0mQ-#Ht|xYZ7;riBXuo(?y;`r|VwXZzZs{KC z?YYroAvFXbLE99u{{S)Ig67cfZio0TOi@jJ_~*8OQ=|Nz}*Mgn2F1&e|_XOLEXx zSa)tdSoO3a3_}JU2?bfeF>q<$!ql~Yw<^-IiNr8+kotubs2}Ew^t@TkpB*>8JQCN8LyyYec0S^m2A!P^|!sw)8+cZ)O>Kzs) z`X*3@5sDzx>`3zkeJT!tLwmMR-0<+hfjEXg^72m+S=56Wh9a^gW1TMe{Q@oqKJ6#Z znuViwsD+Y|&CR5elWMF2_J)m7T&P^OZ9W(ma2`ao_d5&kj(Z+;nz2>o(!Rc#J*vu5BC2kSvQw z!`XI^42gD@mv1nop(Cl3EPATGu&YkBfusLZksU3HvM-g&B?)MI)r2NJ-Erev$rn|d zJoM&m6het=J%aGhltUXpDd2ME(jJgBT`By&QIGK`%yObhf--a$sSrsat~D5bnTLy+ zdV--l>#b-`7b8bfk*g9k_lNqzlIIuS?`XXP?Fi42ShRiWwnw3|@0uG)J326oFcq3>>xSTn(r4W))IO@^_^75igN@$Q84{}Jw$c_w`&t!ol;C95LJvJ}& zo;x?!w2LHROY^CJcga8#3`39|IaVb4fe>&p^JsrBjH-%SS5nbI`qT-bi!Q&M0wt;f zKu;(jKac z^0n*8HD;W5{#z(-^lg40=*hNZFl^H4#}QzvitCxrr~I8qsQ59;x-zzu;Ng*=(fpa? zM5vLp5XnJ#P*-26-|L142fkN;b? zyldN}RZZr3hPDI!cJzUqQUhY)wfoGsU}V698;AB<7)@?RjHr$gpJS3O#$1CUgXEx1 z$1vk^skFeQeZW(Dc;55FEnicKRUWhLs*?-adqH}Z93fp&x~U8_B%B2S?Kcc%tTUsy z-<^r?JUh*s{MI~kga$oVq5$2?EA>A)GkRfoXrO)4rYx^6qav3vB$>z&q_|TVU$x>C1 zm)_D{QWel{hLyE-7@0aH)DtdAOD`hNXD}p&NCZLa^+YK{8|@)O)uym$&q&5`p^E)R z{1|W;<_v{1(sRJp_4h_rHxY$f{JR8R%EUg< z7Y4~2$$q0tTDnR2ZD^zYCQ0mb=h~}U#U> zNt5Pr3K^a4z;}ZA4eelO`#Vy?uL|F}QiTOJ?Gxb%AN>w>MKeYiPRH;671#^9@MMi3 zoLy674AOv$nfg8z&xl)(e%)^*zmb%t_cL3U4$>gmUpQ>`4k`DM(*EXI^R#YXm+^Tr z!?2B6c;Nea0n`DI97x)|>cZh}Q)1{D4-B+t&!Z;Ay_%ibN#=PEv<4fm5JH8gxeP<*pv=dHM!aAuv~T`)Sq`n8HPvQDp?Q$E(SL3m)lWQUAGoRHjq~@ew&rEaU z$>w&b^WsDGWuqXkT7WRrsr$l%o;V8}A?3gzeCd$B=Tse8d3ux>I4l?iJ?J@r3~9vC zS)V`}a0o)$V;BJ)Z+O|Oi%2b;8#Z+Qyy4(^o^`0`*}xqk2K9_*7(Ci17(?PL#(XZQ zBOU<6zxjLr!`sPFKd&#M;dN0VJkW#Fz*D6>(BnBH+UDH82GWv-^s~BnViN>mBVyt5 z(P7J_Vu4Rv&Fc3p$$)xcs$Ba3=?)77?oMW7|-i_{gqyQ zE;QTr9wiv#3SQ)Z(HW0zT-s_DznM9!i~T&)InkntvykaDrh7 zDm>+^IvL_U&yRkSqx<}Myown=DMlyU=}&+BPPl-n?x`=X)^_AoZ9 z%(}0~J3SRxZWE12VBOHE0u2c#K}7qm&G3aIBU9T7NkcN)oObGvGk9w&8YM|O3Pa$P z?LCtu%3q$fx3(P9`cY5nIemuO_|U~r7e)a^w_Ba3q&s;={RD&OPrgf4Vmw(d{9JTz zcv1T#XfRBoXBq3dFzNKnqWmUFd@0t#!K1aF@JTY)8mqVWfxh(YMKr`ruXF>|fJZm# zn;2_ilEXW?a>%bFYt!nkN3rE08fp*?3E8~{Nriz$d*ar!_WR-Y*MiFw?8xjV2f<&`0*hDAO_r)sDJAT zG1%?2d~YX-VM(5wcctL~2*U^DS?^cP>IX`?hi9dovF4w((Kg(~*tY%8{nANcd!ZKn zTqFlomephs0v_Oaw6lx>kJKDb1d|IfWXCQtPcmzO`WTY?JkJz9se+b-L*UTvhj||S z6`6VU9I5E7-adB0CZM7ZAWOo1d@b<0+Jr!C+iM#%vB zyywpFlNj77acS4k+Gn0W-MhPnjBk3@7aunEhtiA(NDN6Y_M8J*z%5Bc+poH}j&#@% zMUG0!%HF(xrRf=@=M-c}13q7bUq0i8#HIagSoNCa!Owr4FC|7LOG2~^jKG1_wFtss z?=7j_EHFB&I0OOZ@16;Phpf!6q?3VR&>+XjMllcxn~)T)54i(x4Z{(LXn#QuS>Ncm zp!PE zg-c4?7lIIQhs36R+%{yfrRt?MWkhRL_N~vTeftMN6SpiB+P)P1)CBw6I0QbIvKDkV zMxU{HcasbY%^j=e&W5_f7AVbAvCH!UNx|E*eqxt3PmYly?J!<^Gin?(55qzb zzD+&Z3(PNY2prl`VVj6`u+w!9BfqeUKGc$Y0K|Z_aO+hFeC7%FNCN7^o+Il*A~eV} z&#kC4O-pYOl;%k$B`^1F`EOqp!z1CrnN2&tXijRVZeDhjjBHWOPuG28gEKwbQG&r) zJnauq&o~A?pK=diTg9TuAHutc?+k7QoIsT)OMn;jGRTmWM^!|Ddd3ZjPkRSI#<-mL zA3>eJ{+#BZKTSh>no0j<{m*dXeeVzZ%PSlTZN3OX^!dvF<|G-0ggaFh^^ea7jW?|J zEhH0+A#$PdlYJow_Yj2QEz^oX7J5LST`nYe)yxZ2WNZ!JspA!HbO-v{a~8?@k5@^s zA>j~2v}eOY4DVLGR%M)%__MV7d7=Zvg5(xv^!2JdsnpD){jsMxZkn=rMK~FqkM$Mn zYe8z(M+oG%*4u!gt%pCN{q0sYvwiN3)-M7)iXo1TpsG(l+nb`pcvpmb2I0m7J@()#N$%_ zP-0n@KI-o=hpcY6#|F922yo{dop$t%SK)i_&uy;YInQPU!C~_KP|%WaL9=Nm7`pZA zUcIp?B*hSY<)NIf;V`JHD!Hv9x?40uDhw>z4SI`rF7 z4?}&@fd4L&OzG9Dm-TL&gZmB`?Y1>iov(^JCCVeW1KP{8w>=5wZQl)<>th%<4CBW5^nL&Z=k6mvB08z=qdl3o!Qq9p=73=JaDV3z1~15tj$0Pl2wxY3Q*2C3-lMmEY!>B zJXJ)7W(PADrE$>xyjw`lQ(ujhZh1b3LwUIEqw1A8+pao0_sox$9XGe`7dIM;3PC8h zNGj1B)on-&Dd71L_4WU{wXL7!-jH_G8L@D9p$<6Cqk-&5sca5>?i{xxA?@^NTRF$* zg-HuJ{{Ok)hN`VH)QxmRa(3K1R=?XJF=BHM7HDUwmOi(q?zL|r+hCWu*S9t*L)}Qp zBaFMt%uh=NflvFcs%C{tlzlMcqNhytu4C^KAg3CD@{1ACyYoSZgr|6H+E3d;y2OWH zh#5PQ()<3f9tUMeW(a|ay1^un1U$bG(SB1^qh()_e2v`y7k}?Z;-xwpsD~t(Y#Sfl z1~=w$HFIcxDik-=1ZcW2u6gJgzuV!v9FjsGbWAqsh+aAwS zvVE%z$yri$j(RtO5BgNxkf_fh4UcFJS)5!?d~IW8sE= zzm3f-A!Rk!gf5)7s5Fl(c#NieC~n*-Ie7E`ALs2ydY*p$pWyB^j{yRwK}7p=XH8}D z@Te&AJ&&7zieHF~IXM4ch1BpMbCN%Z0e7n`+HN(&@PJau+;p;DNS@=upPvsdJ(EMm zRCed}RS*N7V(?hBo5H%*ORD@Cqv!9uO{!K~f%&%N5@Y?;<0C+?)WeokDSxxo?0Ecb zcWiqY(E*qfJ4b)%XehkxMi7p$1lm%0B@vHu;U*Rf?ie&Och9kHi%&zHq%|l_lKF53 ze&~sdflIqJFANjSE#xMWVwhhw_sFfOz)KQIWSBkch>}zsaA?c9+5F$!8QCr5ZX4r9 z?$Kfh!73!?EY~gjK?Jy%sh@54Olg^E&Sp5IpjL<2U?{fTM+oBXx?Jp*@^7nu+D4?A z+hMX~b}DH^`}Ct0p9z5m!uBHsWEJk^G0svO$u!o(k0 zJHvmzC;LcZ`P$??GSFKdNuH-Sj@JgVfJ2}@ajrPFq9nbQ+_e=S$$f0&0=^29d~%*! z@Mk3`20SQ;Xun<1&CwUzclwYl7{{LKdfzAqO)u<6S>6(*d~c~}5YWz$v`3vkpljby z-gA$H?AVs7B%A$E<#`T4sC+QVLMjMC7Ui#<`3qt=E3_DMwrQItgpEH2m2Kyc7-E;q z`T|10Lz{^9?mYJ`U-xENle;iwE96Wf{@n=`&y$cC1RLvAKnS=P1hgATo(;iKua`6C zsbW`oxADe6Ec8K1-fKgbY^n6jqCK!JW}AKAZTq;C=)zP@a*ps`0>1L(B1?+DmEi-@ zfLjuuI)$%05ew_LP8tM?0cU|n`{Y^Fj*#u=d>J1}&fVYa zYFz}C&XVu{)8)o|1;v0v;L@Iu9Pnu27hYQ}nQ-r3XEFb$82s|AjY7kU$Ow*9G>B+- zFlv6SYD<&vAWP4zcM0bztstLt8)>1qrk4W<0oQ_1M0t~hZh8CWm2Rb^TUCoUIDWns zN|Vl@Cd}n{*S#PFJTkCovk)*`<=f1kD*3 zLtPhDwU@aCBnx96p7D;-AjeI>THpDLO*BuO6UMb3;?2TciA1Dp2#eC@5a zbLNQ{hZv5%E*`V@F{Fl5k_!5ankyKeaR?&X??`Hje!4x%B~JjzxODNSjD?OE%twL2 z=gbs8kOVxq351k0JxlfLe5(`h$V_kgkMJ`YNl?x30R@JI6*W8%0v;Gdw3|tqm-E}c zsF#y2DW%8oUWTKFE> zG;47kczS+53Jf|m?O`AWT+bZZW0D!KUw?XR`i;aOvwu%Q$5wEI9y$-OPEqYc187RP zps9~ZMqSLaIbicMjOcJHEgn2CX(UuL7$Y^Tc^J(DX~0d1dZuUE?$dmr;wl-R9rLaq z*p&fZ8J1j!eY7WkYBvqP{ZvBRt=62aO>?+Pj$*iexR}&iArxZaFk)f$lq7ih9L@su z@wT!B-zTT~kX28-T$tZ-zdwPuwvwsm7oR?E@8*Eo(a%-z?OUenED00V(13`ocI+&3Jeg z(LPEte2Z~Q&GsbHA^FW7ulOwxoMGsPENSNxt`SHB?o>I{chBt|*Rf8cq^0Lq2Dg4= zhK+i^8%p#{B~EplmN%Gf!luIih)>+KUVncsm|+Y+6~pyqui;xyxJ%;mC|3;md5??g{Z9K6EqcRe zL853qHKfAl58v-Lb z<35S@R??GKqnmDOH<3lpa2F3(nO~5cC4&s=yrd{l3^)QIZ9_7ZRZCk?{EJLgb*B6r zR<#K1t6oJeDNSSLQxF4gNNn1plHw@khO=20$vn^5V*dS&hG3reH{xOcoM-BwTg7=0 zP~Rj`CeGLs$1tT`l@4xqrvigjO^5}Zj&X}Y1UL)S_as|tK097L zLmt^Af^31|FyBI1sH-{%VOX|H^I*46{cW~Qeb-i5&0cd4#z2fr{E_77Mk6Rym8?i& zm-K;;&*2#co3>L87<*u)XBQdS+)nB~ooJT}eI?n9AS7+P2k$S$wIHB<=}B?Rp~$9l z$z--2-f&B%wE<#56&aH8y()O`Tn{nO9!t_3a?RT6NGBskiAz7$kS7Hx5yyBrr==nlhfgdlI{Xn4sJ zj(|nG?iALUw)K6kL$31hw9vb@bqI7Zd^f7v3@X-3H|oi!y_-k3E}-;s;R`a!`><-> z!->Nn79{IPJt|+Rf%yf_f{3;uWxPmMPv68ar19&mCoY6KVcN)!Ca)X4uN%Q{l|cJ> zo@Y+QFM(+n85G#pVk#3M0Nap5?c+XuWVe)mn_N(Tfl=dhRb=*M#M)lsJSe{iv?W=ma`Iv*{B9msfspoP-h{Y4 zCDkzvq&t1;lX^Et00}t@QBW5$(-O2I90HH}{6(YHcX>Av=}yP3)o&=_LTB?N*TTLZ z*xLj`z*AHa?GutUIluJ&-9*-#vVM1+{Wq6EENnz6>gLfWwt~e@j}(>m3e1}GHH)0` zf05oO`)XUf?KSY;`AkGZW8j%3XC4X+{KIpefO^Iu z2x*UmdA5J3PHU_tz3Q>?t^RXc!D}jw$dZ24bifa7aWSxjlp8S3HqIwrI3|->D*IKb zd}|^&?<~2fTH5rX95f|d4J_JqvoLY*=$y~Z#F%RQy<4A!*|VX=HZKtkA9PPl?#_`I zX&w$iL|Y9BB2#`+S0?FJXKfwdwgc+qDWee*iw&XnAPKl3acDmkZvI*}=X+Qk@o7O; zCHJ9h+h(YRBq=)YYz->`Nx=2YqP?=sa!t#lOvMIrLDGWtF3uciF7F3IkmxQO2aYJy3Y^3LoZu>;fso^A7Jzecijz8G8Z5985xvG0jDbHJPP zl4s{C?I!=NcV=`i@Tfq$^Uh4Lwuk zBM9E*4{m^Bz**qa-Y%qQKg~RP_jfYQi&hh`?Nq>;#|{+?X8PuE&4UYCM0=-gl=79x zmeUQSpbH+#Rru>ep=}_dq1o!}ebB4oH1KGjA_;kXm48l;(URm zM0+;UveDI-hTxVe9D;!M9t_n_8w%ESwGn4XH11i{b=V9+m7I0>7;Bj^bx+3B{rIDo zwpO3Mqmk(h=v9HVaPsWE57O~K`^omn_rg>w@6tEKRNke@`;``6gUWx&kZoc}2Yi$V z*8-dNaHP<7S7gIoFS2$%nZq6wt2!8pZ9?Q!wFf8m25G>ZDxdZzXZK;(zK&**`wL}R z1G635L=X)l5rpOXiQl`uDx>biA@FGT!W2)(s%x|}>dx3hDf0&`0^Mo|QiIv3AU22r z&ys|+M}?!J+HTr?KSs7Nk~ja1^Hd!OnbK0k18;5bw;%?b2LW|C1iqf(;PjOYZ|gX( zDyjm(G-*7-Ft+aq2dOadgp}(Z;g5q=PA3_YdFgREh7H<-ARZKuEg4O3(E%lm+Y*;{ z7b8G+Q+DB8vXvy$wJbgJ-b+Z*lGS-fnqHofF4f~xo}6zke7(bPG^2~by?w`d1=Pjh zAQIG!o7RGcgp+X1|q;+5|4J()BHJXzKX^#@*Bg+V}TA2pmcQ+ zvZD$1aoa%zJ?x0~SCS}$TMDJ_D-$m8ay$wu))r@lrvczWYBULOo?hS2NKUc3YSv5=Hw#9}K-vGtAGm;J>nm zQF`J^pgrj^$%Ogl5K`ZI9@s2dbf6s*)8L5!bKDgK-(Jow>9>QhDCoTfgOC3F(cDX0APzdkx(0 zl#lG_YIJN2hyk}F4(%5(y6g2?o)u=17*aE{ug*3C3m(b+g^#mS13{OHV_?(Hk1RzW zgqbUwNi96}+4$k-^25NBHe+N;+#$CMK?t}h@n~-%`M6J8E@mR*Nn3UHVnO6<=!NQ6 z#KNG9%i*&;I13!w3!ZedtA4$0FCr}|u-#u}C8TG`KGo}gob{B-Be7{;I@7({{`oJ} z3NkdG_!2PhEtDTgJkqNE0TV$r<7ULA9h$}U^_jl%OUW-Jqcctac9a8GoxhbNNbHnL zpcL>dl|?&C9sV=sXHX%TrOGU;iVKQ#g48TIau z3^wJxe`Qx3M>s9`LBs{w3qKNnmS2FH7m}U%Q3pqS??%ArN8$)Xs+6BPhh)uf6Mbd4 zqyhyKL(LYbT8Ko3w9jCl0tf-uvxs*8rOe(exI<7#vT)_!{Ye((5DP-&R_ClPTMRCRmgQPY1hTFAxi>A|sE35PGn{q1=qjSR7or%PNhG&Ni2- z{X>eN1fv~kVG~cF33?|s*Tz@q)R z&GVw1dd2Ox^~5a9{A}*v0v+5u!gRb#IF8N=bw z=)48e!jrAWu$*x%P+u*aFYJuG{P;VW=gke0`Nlg3d89AMj>^S8m!-2K+9z!@?wIbg z^kS@o;lE9aUpp9z3r~?9mCN)=03qO^jrvyJs3fr=KfZ~K3kHwtA5}X-dENw+=ZP0S zy#;zCJT3@mKaCs^=)S!*l03`n_R?akjzv~)=(YAM@#(c7)lWf6a7!Z ztN(Eps9#5pYN*TQM2{su|8Kpp`(Z11%3~aINtbxjFM?vgA@FEVwh3q7d|LdigZ%8g zmj6uGTnsK#l@tsW{f$p{Thea}2HKw&n$r%}WcXN+<+HAuU(mOH&?{R$GNg!UC*?pE zaIY%lP+lM@d}F@Z`ffSlRo&(sQSgu3-}f{y&eMu8{5|3~pGa^^;_@lKIM>{t^kdzo zL&SOHSI^$?GFFd)zMGdIF)YAMCE+yis8`Rduj-O<<}_Zb21oTJl@zVX`Gbx_YO zcq*`;$_L4Lh`9|%Dg+`COylU*WQaVB;UDL)<~sh7VU0cz=CI)WpRyUV7rvk`PJ$R_?Sns z0h2!@bSG#?c#g!PJuW=pblRG{2jqiijijOHk8OgaAX)B|&wcnWXh^u21=P#`@BE;D zSsjEFWEV|dQqgrEG9+E(k4lCQ(gz{nBv3!V7!qp{S^oSL=~Blmzv_B58*-_}NX}8p zV)#WB9u-8izqYw&9dNRH)Jj5_JTG{p;2|`PBtWgONwaDmfpW%MVLaNONZbnwv-pXO zX(WaCdW-o2@V;{`lJnbA4=WG@Zb>}a=OaGmUCpjDD$XRP|5Yl|r<~ddeyN&;c=)nE zc`oRZa2}|aJi~P^pBt{?LPY06FIUY3WoSrMQg|l$FI_Gb3qsnD&TFEc-@9D+iVO_1 z{f15EI1Ph(VKWd53-^ql4*H}XEYNNwWo$pVrEPC3iDBZw2MZc^L4v-AAS`jw`By4K z64KtutL@|WD|9t+#^XlWw8Z7Eo1nULC_T!-#ByecIB2m3=KfU%&21$bN0y(2N zE$B;C4Dv`f?S{a1gnJ||?L(fP^4})ay=f&ql2%q%ZV0$ZqA2m7KY>XR4Z? zcdgm<<{CM3KD(~XAk`NQs0j2{$7S?b$rlQG230n@dRu=?Za9mc3`b|GGJ0 z^4|%mn-d<&U=JjtP`zMTGU_a-W<0R5R4I3b2Y9#He14uzeqIQ)a5vb|(I0B5icq#a zpnO3vhyl;Gg)GWq(CjR*4|_qrE_5qDe|3&}BbchLLOevQ`vrSd+?43w7XDCw!?7}u z?1gPLar{y52YOY>$@XV`3gN5sxGiyLFTvDJOMOy#BL56A!m#(BQx{DRK`F*YWJ=-F zU#@aKFl@y{9T5ST{+* zvWyIFd!vt+>P!YFJ#$c|cY!+=9?!#RpgmQUKhNM*!~9B;1^?X>B8)adEXX25(rX)i zq&vf4d||*5@M%BsEceYX@CITEgB0p(95o>r@G zEWSf-k#swrI&NHHDi3F6>?dBk^O3A~r zdLk~^ZS30*T&c1K<*I#E6c%)|@Y}__l)raoG|vy*SUjHxbTW?qWyOz)z2pLwo~{VO*n3;HNCiPeyKbxTifsLGwv8-$ z%GApb)%J(#HeUom%hYmTH-z6tXBOoL48wCS+U;>->r02QKSI zz>orNM?%`Ewr)26A5ICQn-}hJE-44xk1Tl!BfOWUC6z~F(f;@!W!3bx(QmBZWW`+; z%0&Z|iau;h*k)BCo)}nu{eQH5_g~HL|Gzy#X7-*b(%I)o#>*%pMdVO~D5N1tySJB@ zO|qlRml2^sd%cVlO_EM~s%V$?`d;UIyXAIuJwFe(^UL+a^#|NNrfZrSzyz484`k0JXZ`V63zuKi}D>3)#v)wyeh^FhO>%kiDNLB{a-bQt-o?b5Y%gX2sQKEQX34fVCV(>-?M(&L;0EK|_na!q*KwRFKy^1lyAYbgc{mf-8NC=upkF3Q#-MhHJ2$FC; zqCSt5TUStS{Db_ds?D1G$?z&TY%86STsU`6Y8M1Xl!QAs5$)dj2>Xqx5J`frJ$V7w|8fc}<7U|J0hY1zT8~!~*p2Cp#X&f@q zZYt2{sf9ueL%oT?G9eIfDHmdf6+J7?_)tx@ZLioA8x#j2NI?kftA8#Asesd&O*`oc zK5TKebfa-m~k7Z89?8^7%W)d;78koMwy)eXTLW-)F^oO=QQxb_G;wVrWjWJW-~*NaK}bF z)J{$*AH`E6*LcQU;mx@|zYkPMdV&x{?vlv134{JUmCdirD{3-GDdar$my@JHWZs8L z+h&veU&*9MBHF)&O>fJNwEf3e%=_L!bT|AC7$HR?w_rX0zmzV6^v6h*MVkzYH(w`j zyG>do`Dt$wS6+vl^CD!CPA*vkZ*9XZ5|8$kD%<*Z+cFL_M)OYe%?%2g2d);D=AG+Q z&xL`Sgga+0?GVYm{h;6R=BH%Nvo6?dfx_J$(3GbUB6QN)yo;b`z)cd1dXS`2dSqwH zHImQ;*R+m?gC|wmkr-a-EIt5|p_>?J6S`V#DEVO6K^DV&G_saN9$OKTAs2F7&MrgF zt{!U)vq1>%?cX=JO9%|V&R()KM-K9o<^a>){Yx85{48N)RbPy#~`OaUb7c3qERgq>R2zMNnc7Y}p*CQ_N zUR$BXW~=7hYotjXU%W_tyZvzJmnR09R1fuSJdg{xCUI$NQnK93m*s~Xh$)igMyEce znSAPCP5(`rCH>gE+#l;>23dB!SPrR9-rZKA&nxAP&J z+7sn$^8ZBZfNaL~h^013 z!K7^yl7ixpUH3sQ;5Jo6d&iUS)7A&Y8MQ==cWOms=G}J4rdlH*Ot*GhB$E(?w8vEU zef)XgTmiXGWqHwt%Yo_ws07m=Ip@yT=asvt@W=RqL)#z;=h$U8boi6GLWkN~UXo!? z=x^aYQY7Co{wz?Da4t~4U0`c6-R0H~#(?AqIrRe~NRccMg5Xc(CZH6$QGxaXhG2)Z z{J1kAq($1-77!^G4uwLbRum$+PP<WDa*5;9K$-Oo)p)ZHJrZq!N+lx?~w>D5eNhS!?*Hnr5>17Wz z8AX_*Ywe1!-hkQ**CIAdcFU8KNt1-M{j>P(k9twXTT+wW2t=v;+u%IXcw|?Xs`$2o zV(6Ci&}Kty$i&(;M;T|fcGZrbZEp&VU>GAY95Q+^8idfzDAE4p@tvP?wW8%0dBD)) zkYCoP1yIHyoeERpetHXP67CrU9Lm9}cuH|d&5skLcPlWP9HIx(UjcM_gGD(3;o6k-2t$r35rjvYr9Q2J7p$B#( zjX`F$*RLcGnWP|~oj_au;7N{h3P?@T^|@G74M{;d3$x_sL_bgpxK(A-{^#+^RyPYs zd`wDVeE51Z^{8=Bv?~32PIC=Y?y^XXya(qqoAxb?eUAU$FZtC#O5t#ad`-O%?K+aoa16LfqJ62V zX=cZpgO^W$coy zojCgY1v7{YKaeKHKiLQ00L1ys;ZP1Snu5z~B9kSgO$vN5?EKAf;37sxB!)Xpd9_`d z#K?PayDFf4pVxh4A^S{48mUU!>esV^+QCUlYgFQXcmC-+5Cg7CA|Yi}lC*`bH*GH_ z!T*tRP&+s#_QhzB(if2~vG|G& zAO>8QgtYfnDJn1Ub#^Q!&Q-g%#@sy^7YbHaZzE2x%+#L+R%38EuxR&tHtD`N;(Mu+ ztOIO07A0Q;%>fi3DJVwAt_Bg{Y+%tIy49&E_q6-POHu z;CjTR9j{8Vo<35YRz=F7Wr3+_U=h^UJiQaKJ8@;nt{c)uiG+iw@tLWecA4uM7c>(fgTHKQo$GpR@$ zr(}JtS<(**xTPC0oW$*L83R`&j)1az_8Q`%+&Qh7r1Rm0H6!^ep#AfY5d^#8#rHr> z!XdC|-)@(9?6leRZwCoM!EB34#y6;rk%8!3IQpM{AOzeZv1kuI2Tz;6Jv5K8yzSLL z4KCYyLj$+BkzaUyVG{i3hC>k2-h1XAxv`=nZV=fOvqVV*d!BOxa$>JG7KD6hG0OKcg~swX|J@_Khb z2k4-?`3Bl8C2qG_g<6LhyU*r?bz*rr+U*JvNoKd+m-;AT}xf5<=2MP_xoWNr)? zW8h|$OM4Gsa6C65-?WM3b6UMhOu}g}Sbd1R+oumr@m(1H7;n?QGZdT{w$9|;-6up7 z`tuP2=ZYq<67w91A!KTJ2k04aF^FjI0aP_FwA=b0qy0H|{oyI*;6_R53cAAT+p;wR zP`^yFGx*6KuNp=Z`p30*o}G#Wn_|u)4BM~N{ZA&FB;r%{Zpo&0f(^!ueo51Dy@I|$ zHfap<&pE@Q$AJiNo5ZHgXVptAwI=)aI-)vkaKEha1mqXukZ0?8vP`>+&40{#xU>gW zlk@o%!auHy!#w zO)=R>4&K>g;9)~N!k~V$O49x5WFx-)CH|7&Sw$rbI-|_ z*RN3xVf3s@T88>fgvwztD8LYWh|>UNfU6OU^0Z`LX}DwdtY1X1E$`=DzC~*~)W~od zA(&Tq;a`xV9ab?qryA+Axo^eIuizxRcNmO)Ru@V@k3_t82m%3&& z^mY3Txdpdrm$E=j!r4rHt7p^LkiCf;5=hS$`d4FvV=B1T<2|xSKYsWw1u@`kV9}mI zm+uV}!Be zR2szXgmZA65UrAOXCG9f&qIcF(}16LAOzg7@@SuY_If!u-1%-JVOU+C#h6TJYl5OA z=|RTRSEd{SA>fSW(Dn^(KeRv9MzjzURx$p`Pd|JRKrY$>LHJ*reF#Vf9D;!Mk{Izp z;p(N1=_DCGI0}mU&j(YtV~Efm7B9DViGdNU;)JGMm2C2}itgEdkIdZ04w0BgpMrwb zUx*7Y>>PW8Qs~A75#=wp;2l9`?~dIhUBi2m%96rceW9}CDpba(&p96iV!&Mk^)7%W zR(iqCuZ*r9+l}L*s?ESTw*VxEp&u{K?9wDgq=d_XLwmL7&Z3S9V|TR^zdagv-t+Ga z(t{!;sabXGQ}g?D*dHPA*p%Z{#Y3JuNB<(z2G_V-N6**Yf!H7o_7>Nr4gsZr^O>zm zc~;MDjTO(Sfb65!XtS$aY_bLVbCb@+*l{yyCpp02~9C zcEhK8*x}6jsrh8qu%cyR&<&_I%t1yqZt=ELpcHVU$`Md5#Kbzj*Kuh1Ovc-}Gq!h> zE&}tOQY3})>q@^nhZ$VJG0V-K3yOxfP@O*OlE*b!?sQxkbEio8jfgIX>-p^v%MR(X#{O z-4wUzPdlnJO$V|N{;LokJi{bpe&o4m?xMyQ=C_88O>(>6il0TAu;pLRAj*)evpen|36ktp$ zf4ij%1H&S9(f#oRu3V|-v3WK~BZ2x9|}lyymgVO4PmT-rC>#Lu4VkLNPZR?m8JW6P8~;H4f1 zWRrqKcLPB&;F=_)J<6bX*m0--I}(HZvbq2E(p>^+QaU2^D}@PgqajXc>bC&AhUR&S z5=aQHiPw%qKZt~K9v0H1V{T{SKq=sw#G~z>s|PMNhzKK{oBY$fwQ^~3P$|h6DN@zY zj;kPqZi+;^8m41s@ghs5k;pt_{(8E$;L08-V_1s3+YZBg*+L8o7yPhZU>HI4GRZb=h%I3eqTMmza+8CxGI{zF!xUowLe|8MCcYFBWQo7!d z*+y1|dv9+KI*2%eB_5M`V;YPesjOp@j&Ng7gqz=h!*%AQNyYuxWpw`zA}qf6ygQ4aK}! zvS9qxTF5IbM+PZvP2FIb#K5I32C>8EfFn8OWDSNt*+h4v2N>m@N6tBAp7Co?47hU^ z@hRs#d0hK_dH2ZU;r&f_tuE~|1Y(2qNNkmVPCUqGJVfHto~;sp7ASKYD@fP&cD!@z z5~vh54JB<~gb&<6MZ&p29f7aSVyD@9jJ;bIEI{gYbLz>m_?T#@aF7Qwf zBEzs`9mg&Vj4%%u1MPko-@RKSEpiyso_7{W?nSiBfIPzu1mR_Zax!R=a6SuZcj$>T zi-LC*WRhi=4o5?iFa4mBr1Yn%{9x)H&?Mo6=FzSsSsE4WxYV9URKr}uqKaHsK_=-3 z5<-hZUwA;1-Ebdlkb@wd-|3>lluqT5xj5hXM$Kv^C6R z;O^~R2I-F(4~zB$y*szCEwZwnG^*>Ia~*10`azmxfiR58+;srNfQvy$J8N?v)%NhX zQwy1S=J(S`G+ht+=eNitJy1XK6~us>Brff1fNncCF8OKsgYeI;yv77&V*{{2Z-b1| zh0GpsoP>J@>PKQNB}XbXvKY7Y?7z5LR=R^9w>3zY<~T~egL1$zuxa;Uh(A2@Z++WN zdN*@*&o}oPdq7o;e#o-k{p$@}SH&$WpZ3zHVFveo8!gjGKD?^)an$b%d1&ch&zvmt zWuRrn>A<3$eyZBpG`45ik!ES%>IP?nK@f!DDE;iMGT;^%WZ+U@)83clm6PhcHU1~T zX!+$QZtG59Fpetl`_OPPc~{Z6cox?9qJhl&UUuG;a9%N^vQpWB^C2#*YkGeA1y zLg3N9T_x<4tb1C*Sf*caCf}zcydQLwaTvmI^^K!3CX?{xcaPNvejhLT(Fr$`gMCLdDoyWF)&g$ z90Tn?L)%W138%!273jqaCs*CJf=a^^k$>(neD&-u1b>Y6xU|vcX^*D@tA;ipHIm<9-xEZD zdp05M03-I0y6hp>XWjuZ0Q37vlCg%PAoDz5pIw5lJr3KDE;-0IiMQh_J}2< zT$A*5wu}|rW-KQilW}ySk3ZxVq=Oidf;4jm*)LiC-FJ@@qWWnddO&ocR&=TgeD1y+rW6qZG{ALXlUv{@&$x zljI-0f{6C6B(X5M{Oh+dWT^e?<+p|Ey=Q(()r+09DK;|@Dxw4{xQQe!5W-CTYJJh3X>V^|V&xfcil7XqL5 zZW!@TrM-*vN!KhtW~g7~zZ)Tg^gra-G&*BKL62NT>iK<$~3ac`l$^=*|VoLsjly z1CQAi-yn-fqZKQXvg?OH7z&Xb{I4nf{$XHf5{`j(m|CiEd9c`{gQWB7Yv$LCo*LkCF2pb#8;*cOJLyzhr=6NQnfv{7tBG_${>`Z?8?!DzeHaUo90m=Wt`0)L<-nzV zU!_#7(y1jjfMmnfbLO2<;0%K)g3z|xzFHGTJldO*bhfwe z)rz@IYSObsS6BFCfz`ZmNDNZp5e_8l{t{LN2(8nN+p)iRo2HlcXI0Sp{LWGD(4YU06J^xZzlR=PRNB zutd)=y98`vC`4pv2(4Hx6B($Ng@@U{+MiK&j?CL88W&h!4(S6;ZjV41Bp#+MpcruP z#-sgHC3$(EscH*j)$p;Fn+u+KLz*-j#d?h=Ru_Po8%_oR?dp7~;r*j7_E}`Snj7{^ zth*Gb=S3ikq%Br}TRm|hQ2(gXN#D?tv7?O)F<$7-Uwe2K6k>crbUqq5+XfT@?%TM0 z%4K2k^*6g(%44C!S#l1(UflR<%n~?VEb76JE;qZNJq#6a?RG#U+ z8xleVBJ=hU_ZP}$kf=`#Z*?q`{Awe;^ZU_Go(@3+psYt4tLE%b{RdPeoXs5C>o86W zb*;81lRLLuTWXt{*FtO_gb)Zf8goD?;0Rc>hn`P|iV}*epOI2HYf!MaEc%&-1-P$i6E1`)UH7_B;^7J%k~uKFP96lNk9kj)6`2;#2U( z&6Sn=$a0uQe(%(!^P!R9dSsEBwv1E(EmAi{qFq&$SY3?MPAwhHth)j&1)k96BV5ZE*x*JXxm!w9ZLUCAUfY&Q2r4#NjRMawCP-$UVR|6 z{a-S|5cY12yx|D8c}fpHIm`|A0WowF1MMiuopVlc+0>3eKn*?15uDPSgWi8WCNah@@QAL-L8*Xmmd6s zfZ$qxxM5FK-!oPL3Re9UYF{hV{_Ker=%o{Svz$4zWP%`~{d2p|@x|A|Qqm-8NRpx_ zMNNV{Ltm6K6#hzurGR?|HtmlRONFSweDO_F-iUBuC)YoqNx+w0cawoH%nB%cY+T%w+WH^g7i8qq>0fc~S67|a@ zrz?sp77uG7K0Y-n)Q)|h@HYfOIzcaSI8i85l*DIK{(jcH`FYgScjVvgsTH^*lc9dR|jyg{@s-&=caOhxL%QExv8w z4*g5WJNF+|*a8|=Jirjq#$emJQ~Pt+0`iljyyLKqwglYh8II_z@MZ1WE=~G#(nI?k zgU+rOn-1M-E$_b5LnF%X+O^h2Q2OkLR4Fl>vk-)U8&wg9a(kQRr7MokPso8=`P50{ zb8SXJJHu3@>2nVyIS>NQX94YfTTM+*=hj|HCchX~X-~1NI}L5<*^S7+nLlzA2mvR9 zP?fS2gg@q5KU-Zw+N76#zUhCmhvGb`W4K@9yIdyMCgM_dZNe)3%cYyh<#VTY_=g6K z)x7$DH}pvJ1yA#j_hk}-i1t^N&ZuB_<3}|Fn`4ZgUN{;Y07a^^P^5ai!G8q^0jC0+ zcCbC5z&5_LhWs#eopt_kdypa2Jue+TU$E=meNc~Z2qM}xRWl$@{rmhHBFc-opnImR zbs6w$`v`f3(UyS{(6iwo5{LHTaIdFpGLxDso4arHbWKR;L?ZEF}Fs z+U5LTjnEf^w6-0WmI~Lxa0nvWE5nE7hX0z_c)o;)^KznGokysH-Kv9;Royl$tN~;L z?%H@P%6`E;po-_ydX?0qti@Rdc^nXfJd%S`q09e347eQlLdx!0Q$;`Ub8}@1(UY{r z{B*9b?O?E>2l?m7Nh|C?3^=3d=M2~Cj&)YuC*@$j*YvvGWbl(A9O;tx=HMg{10JkW z->o8N}2TY4Tu5PB`)>)wtw8NpD$vxhmP_OQn2cy zU}dbj$5(jRa_rj07i@b%y7V_n8h#v|#|OOwE(d{-@>q{zfzjbR_2dA(>x7)*wL&n= zFhi=8%nA7i6a#LSgtY(M+--Je#-+SSBE)d8)3WVNgfW!6ZA512c#QQ}5Cg7CBHCF) ztkaR{_pLsViO*urYv;;aLm*YsMsip#{-g=25-tb6i1Ns)ZBWFa2NAI(hDFbB*3F8B zf^G*CE0s*OSO-GDEh}4F-A02$1&$xl!`Dlw%y^|c|9F!2H19GUHuI(z1H3R9pR`Ssuc06?un_{LV+Rc?TiorOClLzh<`n!$?D`iZ^K`_k_$+oYY6B zJUR%90rw8n8&@?IoE(nCq>_~GGiU$I_+T*ok#0;18T8giCNT(AX?wWxZNnBkYa)t! z8i{8W78HS#F|&}9j*Mu%2SUKbz~xhpy7T6R{`|D<7XcyWahmQR+q2Ne)hc9I$2@R0 z0wLgrRY=>xl|HM_$R1NqLikuXT=#JdRFfHlr0`(CE7^`?a%r~@i$@lyYnU-E#ireG z_g-`xymosX5nA<@-$1a&iu(o;?ZXnb<@*xm29s?iu74#h?YkZNhW0}UB1WEB(`Awv zf4Ddo1e6Oh!A|9cLAoh-CMoW*P%avvR2086cITnu*k)@L9n*f$wqEH6X!JqzK-q*K zp!^T*YxdnWag!r)x@yKs{pmNyKv_d5vZ>**n+Jky#?^>Td#Az9bn_8!vO0-Uy+%#w zm!WSWpkJ$f2*SF&GqN>gh-jZoDjgX4rY)M$hyGvoo9WunZ$mF+kBs`yfrp22CU9sA zL8mFXT7M>EE{1!t@6ADM$Sdqa5Wd~qTm$M64uMa5VbVU&*=}A>TL`b9vHo>ty3$ey_^cSMvaHEo(2?chhB8J0Aj#120rb3fZ_oA#E)stWLa-f;{3#_ zT5uh}c4?^kzJCBn2ONWl_A)@PEn^0JXSooLVfo6bDrINJLB378DyIC6^Ii}Fu1b8` z6H39)!*p%l_>hGRB|WDtb9+EZPdb7yKmV(J7X(IxfrqNJzpXS4Vs^J=GD4)&4$ES! z=RL#ltB9?KLY^%Pu{mVIfBGO5aIe4>QTEQ7g=@^7OBmUIiQ4Y|Bl%EA zhIAC*ecHcoKnS>35Kte;Xb#Cu-T0mSzO4@Pe`^57dD0th_Nm9$c0pjU8J7a>?WB1T ziv2TL zkDOjlR6O3JM-Nx@7!bPY5$zI;+XAtPZYW`q?v*CVO`Z!?FSZ~6=Q8`O2kj9KfX|`K zWt|;%ep{=)lAoTrEfyZ(OTdp?dGyZ{t@j+BHN;&rn|8lvlVSCPs3q2nHG|AsNydgu9OKb>fs?dToBB;BNLxFLdw6- z;-l3ymDb`RI(k>AtU3>HV^_%2NCTC0QYHO zg-I{c$OZsg?z~SP10d&?ilp%R?GiC)lW&>s=9_3#~qvq6#%3g z8TzkZDqH6;oA$r6d+V#Tj+mchq<7FpLr&u*IR0#mFj#L&@&Ngadj=Nmlp#1cWTSy) zNea=yeaoaX`#=^LaZ4*nzs^X8f@Hukh-lkY$&O1`8`~MtYHdS?yzXMC80L=1Fiy4X z8z=@mN)pjtMeiOTG`}de+=Tch8SA7SVJGMhxdwNnO3U^K|1JzOvQJzLY}(5`1{_`( zSAUPJV#vGN<*#{Q1|`sQP|h&NFFhU9B;2fWIFy@VnkI!RPkqH$IJ9Kq-h8F`5QJij!Rq$0Ins2QRD1u{u&1flKz132&L27&gP z7~ABxn*ysDTo{xa(6q-H{CggYG-I(9wq@p}hKk)d9kPNwy<8pQxa(4CD@-1CtRmVEEi$RlwBM{JT zCK+bFyQxs3SCqM3IW$6>i)UuVRj{Z7UTc?=~k=lYoN@{ z2?=3}>kc?`!-XKCJ(+ZR;geA=i#tg*YBUXOx6=dn0dkQ=8hL5+2$?Jr_0<^FxntDB z${E)^7pCY{gu9G^Qii?AB6(lzGabZ$YZ8n0GCg7r(P}qUq8#Z-3LHDX1a2k^Vwy=_O*?|X9z8k4 zXro2_Q$V|lYZ9M!Jt@yUMq*aaaBlxZ&t6s!+0~Uuk77pktCvZSc(fzEV6}k!J)4q9 zE`0BsJIm)6REgP!gz#E_PaOyW7lM%X7<#qUpoPJY+DX@NJ$riik}#;hP1l73ynIS?u863+1H3`odL?YU$ zTj)no%Pz*wUOBs0*W*`%C2nnmA;HzW64WFdgOK)hhUBtj!vm@0a>i5leYPjPvVk0Q zf8?NJovR%{=Z3omHtnffiEW{MQFt)vpcB(eC4Nv*Z#*(do=y9*Kq25JiA%e0)!lg$ zcU3A`5p(T0F>(sO6{2$ng7C)WpWpkd8Tm6V1lqqn`zn@{Jpa*3bU$mz*EN@ncZR+h zq&C%X#qp7#8sP>>KzpnwS&rSX|BEv*9%f`=`OtU~v}n}`5h2w*8a``?%YetByz@!* zIw!c}eG?hwy}B5&DDfr~BNZVb+!5+Lmx&2%+MUB=~6+ZQWvSM=xl=O*)Mc zczO1AP>*mjQ`aNaf||yWhPA}hZOq(rAy;gd0qvfDp;$Y5+_)rA2)G^zd6Y9A%~4gK z7upt*H4M*xMkd?}g8mq!R}GytR>BQ2I0O!Dx29^CJ@0|2nWVzjsO-hxw0fKc?yPtq z*ZjiTF9!@SaD&9+QWk@)K)6B=3}lf*%6xL>Ju7!(7pO4OGnSzbsFO4&i)qj#M%vcA)4WN%27 zyis*K@upu0Xp`_Lk4^jEGuV8-hiZB`Nrww-0^<)t`M>leK$z#~exM@Z2)Jy@Kewu# zT&K$QAITt3{zlDSuhmd#xDxTXU$53#pd#U1;L=`|l(%2}{_88o67gJhC2gOVU`_HM zva2nA$+Dg7;Rz_$hIQJ479DN&pGBDqUKf5yDi&0C z%XtRrysmxYqx%<>^1MMpIMcip?qk4(AfnxJE1nzM)}+Yzd%iK2|0L1`ENxpLt2%AS zswrKH#7I1Gt4jNDE>yp0M)pW;W^H&E0>*zE?%H@f%4yqx z^cfrLbV^C*9FTrL;LBS`k))G`Gi{$}fe>&-;?XYV*_OSCd09lJ|1pi#`aW_IP{ttr zU|2dSVj$?9aW;!+N86S<4Y5lOF&2|V8J}udG8yDT1B$lurx*?fG2mk0&<>K^lav!9 z1KLPU(su~%oTmbYs_zh=E4B<5fmRjgGn@9br0tUfsSn=OcC)JII2s9dNrjK0P*o9m z=cgm1RY5Y~n#7?^2Fbn={&Vj9AfzDw?s-elr+A3ZLPUnW7rf!c9ykOcn{s7alA>Pn zu2(S`=Cx@(zq6zSOrKXEG5j;2X)dTpI0i258=t`=k{;G<%_GII^0Q;_fl!#Y4mpOg z&y%lrDH6lA;f{fJH;h=%Il#syn+%a=IqK=YD1(gZLu8P$jUq3086*aRZU%|6XVb|M zR#-M(Br6zqCI)uQX$8lU-XkHT$9%m6su3;(F70BNYWVET;OYue3Lit}1U>v4Xc=}x zLO5=bxEVx%TT~J4&Ebk^)un!I4MagwxqXfr{` z-ul4$9iw~xfX&R8-{J0g=|R9jzTeEd$jrciQ$a}kz~{cQ_>49d`Nt!l-uY(1p2JYW zBTfEiA9sUyJ>z2F(H^3Ae|^bYCG{6!QC<6IjZ}*Q{}-O1=)zC=`f5-LI2Ty7Gv}Rp z0>L^xaye|_rZdUKGvpxOJRCvT^Tg#jNCw;>@rAT|d9qXv{b)=iee>BH#_RTGgFP7Y zkR}b+c!2CmoodN{j|7#j|{@^YNg3-FkMba9wr$Iq3ZD&caVe!beZ zkaOR=DxY)=u33Be2^S$k#~_#6xELred(PW8 zyr@vu$>yG0#0$3>UT&P@(~d{qJRV(Bcg5%y#DxhcP8}I_NVa830ybqmk{mj4OPttN zLX;!d?O9mXkO1mYPlRD=aK1dqXIuz;4rM+I+4U99ag117Z+>;LBo#a;Ax)kqt!(#~ z34@UKwV_zyL_h1bjPAU8toZQyCOL<(Xq_-qU^*K5^OUy2OdgO#PXRdLrQq`jrb{g+eB`NSLKExprU`4bGBzz{=vH~Ia+BL-b$ zU`PQc1LaK&)%#Oa-TX-3w*1?9rw>jJP+2$+u{pt5`5`C-JYk^T)+TOwyL;o4b}~ka z`7+x!*B@LDa{&oq?7-^^AO>6rEZV<3!4Fww@7khBI=9_=R4}y_To8K>VemS7Y(p0Y zMhyeUKs#gby7ake)+=)0*45oGE!6_vCNT!?$Ubqd`r=rNE}WIDDsRv(@)^ zIb?|8Um&pbF9)yPwj)hCVA&%O#DE)C4(;74wn5i_G`2R9Y}n_gqIyf#Kb743xc_d%#jV?SxyT6t3!SwYcR2O5q~bGFwhe@~=qVxy_a^0T z0HuIK;L*0Kwt`mtTzUew3LR7cgR1C9k*$;yP)g)w9or276bWwqkJ>zVqeS%K%c5&mi;kjhWGrgwP zOv4T$GauE3+s`Hq>q5Zr3pfHH?W(GKl5wW!IAf{jxJ!ew?IciD^(^wvb;{X2WKtv% z?fvcUj)MLEg%MHYF8bJU>isNhE@jnRb`H(Fxhz(yf++|f{?aRl^nX_UFG+Kv`A}5q?+G^zIjp+ z6M7|crpm+w4u^7c-p)&dBsDy8kA!Q2#jB%dAlIyq;-mL+@>fA7;3kzzJ7u#?sa7`s z7EU_0jd}*J?ZMkB8b}BZ!TaDgRXjct(jHWGSJUD(-A^LbX#2sq8xtTkdW#A$;z3)i zK_TD>xU|b)zGosmodOthZT}vVJF{UW6r{dET>hGr0$(M?Q#KaufoCzR>~2-&J2Kr_ zG(UfchixAyK$0%#egFFFEzmdPT;R}Gq_ULGx-DeddHSZ~Wv6-`^i?%L8mOM~Ob0Cz zu1b8`OV503cNk9#Ye_%$S3}@muJ`^*9DH){XcPG%4b2M1kZ&G=G-=DH-itvp;9h~p zrrZnT9+v%e9gi_O|8+>N;n_aW?}9RlQ~UJ)G7p4+E0RD++bx{GxzD$bamL_SRra-z z#ZW140@9=VrgKJs5O6&b(7w5y$30zT0W|w35<2My$i!>m2^!Lj5Eks%S)SA2x?@X2g zn=n=*HEI*8!QUge8c{!R>&`b?o;>9~Nd*JtoR^*Q&<~F{f>0x`{{>_M&Sp04Y3JnK z3;oV!XZD9OUz1Rw(eBoMluEV1gO4|0L z_+nu20Qjs59$$!P_nq7FUbR;ri(v%Y30oxdJHcSP73DlEvw|bCDH83uHpQxrr{5sICjI&E8K)%M7>STg`MXot=5}G({1%eU zPwxATG+qg%3*ktQw? zXrD2(TkO|@+H?Xv?RLVuS=7@gj-?dIjszPc^( zU$8`8$U_Z-|Yild;X5H zXS2~;e%}mZL`gUX>IXgCSWzFhC6X&uxJR=q26dteS&$$Rf%2hkrwzlzU+azJCL7jIg>cNMaJ`8gMBHXtP1gFHuSB=S{NVZJ>6xRmy0{y-5!ZSL#oB1=>|S zP~y|B=`Um8yyArxe`_KsHf{G zyGgl4CJ-4mAStZucmDSd1BOk)r68ca&O^AhMI(G=AsOq%jma>M-wZBQ8He0k+{S0E zARBNGEnrb@ND}8B%73_k(T34#GLe%J3l1fXM{)=Yo7)Crz~#WBoqxtIT3EO|9-X&e;8L9^_BejT-g$5>a!Zkp>HDR;PYtt5ip0wAqe@De|scxkJL6hF}9MP zyglvjD^R~J7ZLi(f1-(ynjYE{xV~D`!;1)_W@6`3N3xS3*MgHbV*CtBMPO zE26y7GuZoZZsgM{GURU5ol`V^9k>qD3t`x?enk_m2wj8?td!e=Sjw?;in~g z^s0Qp`Ew(rN@8M zDA|r4`)*MU<3em(Rj5rMw4)~)8P)J1QEy~YBo^&BNfJ3vwcu+G>D=0uC~oav2?iNM zkaJT`d=U!TBwPx7+GT*#FWiK>4L=D&%kMXP=NaY$^?I&H;cD@WUG|_Da0p!5>uuf4 z^lQ|bi^=+MSWwLmWw=rDk+jA=@3KEA2HZ7pc$5poULud^P*EKbugZVxTw?Tv1NE!= zAvXL^Gh$a41V)=7ZdPdz8S1DGS*Q@sSjAYY^C6A57E&bXQjcY$j;YC{NPODqr{r7c zukVMeN{H5N3Hzc`dlfiA{|Y%bZm#K|E-5e)A6yF5H)00gu?wm=l|_=_?`1ax6O^IB zs-1|>y?j;Xf)Kj%netgr9fRg8uQt|^Ch5?u%m?-MkZ-d@T&UPQZxsjuPkV&4$>4TW z^vp(&QBKON3jCM@)`!<1GPD_3B!UodDF|s-#N1sBSMRC(mvnCKo8!y5Q=p7Nx)9Uz z+AG;sp9yF$tny`tkI@%5lWjdFF<)D?O(CNyJ>Om%-Om^_Nw{BN(Z1d0{%G6cXonvp zofq7-*tB^&xT9wtidFZm2+RdF3CAFyy~x1U@9q7pP3@#_yQHC_Fd-EZgLJ>`KJO_N zAOxJxY}#p0?1o@{f30T1B)Q(u>L*(D3^Ga5^6kIkEF2CJ<}7E055O7su z(cS`(SL!}l(U&pe*3szda8m&Neo9xw{ury$0z$y0z~)e%S9OzX^R}MBfY5nG`)i*^ zP_TLmIq2{0%WXgixJ{zITg5%{bH1cFk0e9lmN8o!PeBmIA#Vd2JT}p!d^G{@wZj1=e0wLgv#G?J(Ut!LG~ykrjH!i?=)Pf=Bf3A^)t#-QE|3fGZM<_Ed~*pt<(m z(+zP%*Q)XN>4#@OgDlb)L}%ZG)oc&~PG_!=vPBY>e$F**Va%ViPO|U&Btap@Tf~Jv z9@g+`Qe2Tlw0ECrp4s(tjiiD2fR6D_s*4XY2hRYUL1Z}7=WZ!j8^$$BM7y#oZ2RwE zP|YdQss_%SnJEVi>fJz!q}tE3@OY0NJzUXagxk0xv1xl}absu!=VDQJIxpSeFlDt0 zbjLt?>UqW%&!Hd_a1jVOlp|HQ&z~D_DmM|y^Qn&4&4;s3KulPQm|&M8w_c_|mB*+2 zS>?XDvp^CvpA7QaY?3>ky&eJustZt{IyL3>B~T2wXA{s4k%aTYXF0eqPHxT8f7mxg zA9Bvohzg(Q39o}>#;L#&P}U^h7aQ3_Bgv&<{YwTtc~rLym?$YiiZplXmy0q9fkiua z4jy^6ea-h|vI=A97+4+&e%ziw5WYvbd;=liUO^zDyl~6bzgF{rV^eo~lsNITeQwpv zlaOzIiu5QnPkj>zp_?AjrnBVw!*Z_?ZG>af@Nc=0n9>ufU`WqZCp9MqfDmw_D&SLY zL9gDbJZ;2F#&A{irK^i(C_uB4ib#>(n!K4RlTqc;o{0$#xAEDN_)iH@!DwhQOFtSq z1~RHoQJ`9NxuyZcfQx}my8}SS&W_!t{f*>viA|?XLlU^9SK5^{Np!CaR3+Roh-lj+ zp(Hr{(M!hgGrw8EAZQTe7^G{4l2UH|Zk1&G7~&APl-;vrf||GgFUDe$J8|FteisEL zZLJ8w!qvN#WD)}P%Ot@MES=ws&L+u_GjCD-69uS@q=`&Y^2MN4pm)Z(Kz;jMvSxKa zs9X2$ZFIWr@t33%>QjM@TVllKo}-)GKq26MK}0+GulA^}oH{0rbZtAHo!_-U2t}&9 z5SdM1TCM{j;7ky4DbJJmHlFzro=%2HF^@7jb*~3N-Z>k2=gI@-J3$Dz6nL~Z0PeIE zt&G=Te39tCdKaAL4K)p0BSrGnsmcMVfI|?`Zo)X-G{)kCV*~li^IGSO!4@cK(?kW; z$Nk23fQ}8_i;Il?`3qVUI<28L&*O;9ll;B5c4-j<0L}#3UcvXJ_)Str zBk2`#)Ss1Y?SLFx3-Zmo3bw^`iQtdsh);VPrdz^OMcbMt5(0m=x7lDQ#v6#3oUu6s zzMqHFfKPivk8g&rUB>bYWI=d+{7b{<&-z1-O&$@!Ag9i>OOF^*=%z;;${iTVHzKPy z6fhc|H(sB2_%ATu`5(%6HkfWc1VX^METDaEOY`QXrfTn8GI5@>==jE~y`fOM21y~z zs2Q$n;}F=i{n~&#R!O^8GYhH**$VKQ=L3ig6#;VxgHpiBAQDj?3={5s?=dN{nQY~` z74`J?aPTmU^pJ!=F{%#;0S~p=w68G4iaVXZeYi`O=6#jI{1d^os?o?TSW4E&w#R@? zT?%t-v=dwyrz9sI7@9kOYahrYwIM#cN7NO9V!$1TJYX9T8%O+n4fWp)shzwU}u-AhSa4GO<7cdmp%`dy*L9RWEd6Ly0F&aFS z+<+W|+=0o_AOzeoaA>!LNjl4xZPqFv6P~kQ=E<29K)!7?f{?Rf>0{Y)Hrkze`<}X2 zKP`-5xM%Z_c>9h?P;Fkiy=|eRHpkBVoy#j^^%bNnJ<2J+j3)9V&%M ze|bDV-uMiL+jyWSpuMF>IJ(Tg^ivEOtnRTln$s8RUig3ze3>)x_jw*h%7b%3NI6o~ ziQ}1s)izHDJ}vQZF_1tzdXcXF*&*5s{c2q%FF{?oo|4W zg>!~-MW8*!g9{Ol@-JK7uq6k}jH-z~o|xBn!_GEoLH~qOCS2W=|NH73V99vG{7rqtgpo*%Ebmlh zfKlygP_`pNVwkf_uDvTj zV$c~E1CRFlKi{06Tg=*8NeITP&u#I5;)~75FPN8#Gi4HjfOf04;)ucRaj6X7ykSU6 zw#!dQ2z+EyS))$E*F12W%AswMV(-q`bEt)}d|~{l__du`z0O(%C|LDZsC}(a`?Dvu z{O>2?LTPWgiJ&6kT;S67ZK}#!D}kckQ`+8dJd#te^YXOoMCtyJ~V7E0VANQ?fP63}Q12vAMqH+j&q5I0O#u=FU=&S1YE@ zBsc%bN2!G^o&|3H8;)$M@?(8H5CTqS>RzE~{?@q_FYAad;h2&+BY1Z;)s!&SG`}jsd>3QdEvHYC}vTmo6gcMZPNxLB-|be z*_3~%R2`~IgQ}CrzR1Np3Z3=qz(VADq)7k9-4V#7NCGb9UTt@uqwSNUYDt^=;+(>Y z%U7Yqc_5q1_(z6V>f-jkYi{_32qYoIdND#V2mNBW!w5p?4M?d0EfZ~cdDos3%^u5m*af_u(d zkYh8i4uBWt;WD7^o2y&xw`CcXkXh$9kE)eE>EM!TJw$~Ae~*JhZ5#uS`W?^x6}ICo z81;+BZ<9E#9#H1o2SJ$YZ&E57o7t3uyq!iD?0g^A5c!V$p}+?>ythFH$rEwmn7U~K z=ofJ3%%Z)KM;Nj{{r<~G?~e3(;qiOp?t@amxj=ny{?3}YLD>yOKZq~3%@e|-o`r);Jo_UIwnbw% z%Y=bVdzWfyXJfl&Nmycer+mZn;4)hqg^R9Wa+Y*u9l3sZQ6gp3(_+ z*cKq~cDAfwX_pijB~_dawEMxt)w=VXqOXykwRfyLY~O-sZR=6KaBT991)xRhrbo1W z+v#CD9b!5=2*=?1sQ=1skDx-B0LkFtzXQK_$>7hWJld_1?o-;=6kYy8+SF4ETBB8Z zK(`ClA|Y%n4PVq{kQi!&3xPv9@+cmHH@Q5V#ac9Z6x((^IFrApBVh zv^$-ftef`d6}}@c^URA#4==7*27Qo>L0Q{BC%8c%2HYU=_>@~0G;`Ef?|H_Ub1o6O zgm+E{7v`-*atKTe3Is89D{RxQ<_%zF>G)R_k@0rNNS8b3)WJQZw-6mhZ%u)>Q{i-A zizsK$)$={wA32ngHff4>!-CrW5TjS3)N^mY$zwpHggXYID&<`;I|u)|GkXtNoj;ZN zjQ7mrJQQz#Mecb|^)UFn5Y7fR?RuU#B)Xy4Gl`71;}tL7^=Rx1#oMk3!^h)MKf1gd z!?5BQXkU;JJ3QN9pvLG2D>I&4@(yxt7Z89XPUNvJJ^CX6+I6JZD2H_Ky00XgSH77Q z^w)YQ^9(^omCKv@Q6_`Lq8;T43(FTaC*3AvB)yyAHrnCfB@!LPW@r0<;Q7>UY^J@C z$K5OMU#r>VN?!R3H^Q8FBcQtQcH|ds??{2~o#B3gPkXqZ}ov%4Y^1cVX^%JWMTvLgD_t1 z%I+qw866C-Cn;D=Z-59boj4EsbW=$tF>q;L^R$h9wPgRdc(OikV84R@UAsT@|34C8 z7!fh~kxXJ>(;iW^^u1ZAu1o$syB@Z)*nHtUWRzl&QL5gg{`<}rBgW`vlqk2_1~2Yx zJTxYfltOVs)XgUgdO)*C7AQ>mR6FeVNEoBb6OZ#KS5+k{+xNBCCz5o&(x4RN1FpX` zMgYoQEr+*+;VF-Z_D7HJ%h1%w2bF|xb9I%ob3U~V%AV&TgVeUZSFub?5YTQq&nvSV z70D?hAsEiq7;_iAA=v}DwgQKNztxBlVc=@SWl>H%ebeTe-x%sZ6jhDRwvK-Mei$T$ zUPzHt{X&aDn~EzEpZ3l_Mdugs8`Rp#+&Sx%?u5=naDyigi6L|PNx0=17XzPm<{4WQ zzTa*JV*`dr6g_{-VaTQ$ATb;@*jC?_crr8z7lVjPd4!}obk4ncJ@SU6{FTecr@Jf# z_7;XA1P#H30uTW%1UBvOHrxFh!~FiPC+R%FaN}Rr%K!vb$gfRu>2#6FAhBrA{fm8e z?)enPC?n0df28j14QLw74hdo7x~;$4!Wga@7Xs}bjM#{OtDF<7NixUfpS{}`3@+qQ zd}P)1UQ;F^uxYP?t^OsixUIaMY$M^lOfe}4hYDfF$Q->Iwto}|0T%-GhNR%bwZYbg z4Pu89|NBI>bP1_jFxR;Y0z;4R5Rdlig{JraHK;FQET?)>wMBXSENEMv zCDJ43XsvY6ui*%I)UT-6jWPP{lt)tGRa{1k`9!c+*b+(Mm(J3mAO<{h7SO(zr&wd? zR9k(V%>ExIm<#8241g-Cd_;zM;+|Svn#6EyI2rhS%70bC7T@m9touRy|H}`5wM0wa z5c17akr;MGsc}FExEQ#!H+b5zvbU@<@2n$M&7Zh6&BeMA%AD;HgheOMER+cX_5MO} zwMywx`vTG=8IKQaopl+K!Zc}ovGa}zNCrGY640J46wfGl^naWn2~b{tWWNuX{7Yx% zM_*U-0mXomLBOV*I;*PjPIZPPlA1JR+l3bjp->ZsK7w#Lems0UvKs^u<&P>=&&6-_ z49Tu-*KgVzCmh%eX_EB2(EDJKI~b|rn#86J!O|%v)Y`d*B!k(?F&;Tko9979XQP4h z;C5l$B2gcZ^v!)?9NADyBADKoE_~nv`Df{_Ijv`J?}1dn{WJB|&as}iW9?i2BO#=G z6ACElkW^~$B!G$b^WuDSCDVzo6ZPG;~eI|Uq1o9bIBo^&bm}SN8w#R;q&4qzx z`g^~rfVbME!!Y~LA-dm_nosgC}rr zUu*-H{udxR4BhV)0Aj%Dz^2`0C=Rq4l2UtubZ^zSI}q$jx#c1Vq3vpxAe(Uq&F9l@0qEFXlYOs(bZ%y9u_4NKgCOT7 z{wgWp&x`@ZfIBxf?c)WmBX&m4Ec-~N(A!c^&D;W30mSE>-In&31G#`}5|_4bbHDm6 zH7bs=asD-@#pMlDiVL-3wS_=H!ii?u+cV9GtOu!KcM3jHe^UZi2d(V^0 zwp>ii&vZ99Kz$f15QLZW=B7zxkOXYX1}S{&=eyQF7ze8C^X9RJwEhltRgFLxP7ImV zA(0q(Y|5RUGRleSU&r+2o`lNV;t1)FrmQv)0&Y`zv^7cP^tV}+2gxPX zam}q87Iv6;fwcw zA3+GXQDt!`pR_SFK9jHa#f~f{eTuD&dK&_zJRJzaA4f`A5<%e5-b#|cFrudNa8DU= zy3m3@)_2_?=+jUN`32nr-zI_(@IaMMJ9*AbyY-{z&MPv^OA0P3GX@7GJcskfeK}}P*?02t60!P#;J?u|L!%>0AjOvQMgwWcOVD> zmx7Qs6>P_uZq0o}O2Os5mvQ4aC5X+xBPr~*kcS(qa4B$T&oHR$U7%4=M!JO=%3HUd zIxYp3FU*m1Ub)!g0?6h*&YAX-XQ8u3+Wm|YGEfcuq&75t8n8RB3<+U!|3z66Az-m7 zvpHXBNc);fW<$h6(_x(+gp%Z zcxu8O43YtN3nCTDd8dZMm?UfFRbf^CL@(cNFlm!RV$kFm!n19-7`U{X3~kTPv2#xD zV30xf>BJT%uu)Q6gehJnsE|yRXfGIc-xmB}{f~4q!Wd&yHF|Y_Xv9!Fxcz=7{}c!T z&)Qfjlv~4E-#ja+T^=Gw*rdnKE{1$1sE(wM3ftSi_^V391{Q5ia$Ta=VfgMo=^8eE zRX#N)dN@?VFh^prv-1AAevZ+J(MJrF{d4&2OU(xhzm*YE=q{b(wFkawdm2F)^PB6x zpcwiR$qgOf^V`Ll4s@a=>EdZ)0Z`)a*vtA+$d=cf8;e*+-i=MYtlDI} zH_N|=3^G=8_)}wEiSs#4?ddie)77=72gqX^Zhet^OUS*G4YC0TK|Ra}SL@j9Q1Xg2 ztm99FP7aR+=K%gg&LKMa`*@HIc&NnYQ2sMKzp%Q|?8Il%DkW^c9a;j#t6m5}zwY7F zK`Gz}IJ8&v#4qe@H+*xMltQfW+{fIT;8l`bgu$~uK^tT=j)6z}AcjJaj-PdDH)&TZ zryf)u4o*HFL=XnZn{Ss$kyx~kR1dz^p%k>XoHR<~`FA6fpcMKgvPmbb|MCG5;B=C#;0fN9m@nYhzc!828En7UCGpl_Hvl=MJkUhW0OcSM|SYbbHK{*XJk`d ziWYt7Wiunt!+jg=|9`Eh4b3UXMv{JE>*TrWHl4o=FtS}W=Yvw{6JXHZ0pR|$ZAxW9 zJ{hbo*0I_>sUI|F=#Qi@eaoRFiKrl?ef&?QWmk!fZy`ZuX{FkW$CDu{Y(`|>tZX_L zM1TuHAfWtJ^&vT0K5QrB_TM?SOVb1>%IiR6*6eB73#t+B6Zo`0+v=V@_YkgYCuI;e zA@9oqu$zaCgkY}M^sbl8j3^Hm0-sBHTeXbMk!RPRF%Arcg~jrx=75VB6;ZIQ_Vqy# zCm@ZWdDv#|nhI$ypn$$EPYCI^0KAJ?k>)F<(;={qLgXB)n z!)u~vR`JI{e+*lY82<1-JrBfyi$O%YJ5R_dN~+D@K{|%;oQ-mZ?%@9Up$J30?b)Fc zVc^rwJkPh5)|orClkPe1THa8ds~{adBT5gO;|gCq?-L}^-dCL&@}I%dxcd)@O3WMm z1+DqEBOqP+f-vazT!DLfa13nPx>Oz<`O2>59T{z#W__D{CJL;?Tt=M!X9njJ=-+To zvuVpgXc?jwdXBM}q~gWw?irAW{vEO5&vDz!Bx3{ZIfiiU%BSWLog^DPc1t^|YzKdP z#9MmO^=G{SodYff>f0Fe=V#t68B5N%xjg>pHbna_^o2eag?h)953>TrfRlmCrW_~< z!(J*Dm7OHh=aiJ^p)I$zAqmg^ut-JHIZZ0rX$ zpU*^Oh#vU-=do=@q=dUS0qwj;;j#W!HBB zOtD(uhH)V#V7XIOV-5IW^$b~6wY7hXB;qrNc4bxX`nPeZ7k`k7G-K7PxA(R}!Jhcu zQ~leKX&?k#li0NRtYQ9seX*%C(Pmh5BS0tj_C^STxcj{8jHL?*p|44z{O1<<-26ze zEn|#cUzsZ%av$pI`4>5cy4&Y|?zm-?F>s5-r@W0JysP@@i<873`fn=&f zkGxsNJe53u%;Md8xzf)`Kg zBOYf>+WS?`hkvXLdB~U?uD<<2p_$kZb8=-nWIms6M9aYCshfZVyC`!C`rRH>gLrN#fI9$5%}@5kardz z8V>rtelloNaqrA#QT{-856QMj^UGrt#4@gw#k7OR+oh3TaF+T<3REQAAn|E$(GU0T zjLb{@L6nExx`LH$c0eO~;%iA6Gmh|k6^Rie;Z&f#S~c^2WN3sLV|n|3^P?60JD_zE zLS#}uSq(hVi{O`88;ABiiSW$Pw#!w&lVsj#=l1%jIb>2B5S!Wkx7+kWUnh-uGl>O z4XQ|ruRSL$tcJHS;#6SK-maSI{>J&xDFzqx+l)p&Ylp-z0f|AY>7*_w1{{KbcH^^| zmwd#LAjV0|fWtkLdji0oTWe%fBTVbz5(Z8N5$!z;tx?)LVp>W_*EUDrafFEj_{lH} z$-!46u>z#FuCQ8uZaPe`~IfoSAg9vc%%%UCTxsQEf z*KEZo3|~sj;#xzVZ6Y$ND_4K?>@}(kzktW7T-r@lTAq)ipPgzUe6zH@=JAc@i=i6K zRTOHkSmC=wA|Z%q-=B-$eMv`Op^d17t=jS6>hgt<8g(Ecym88J0}T>RW)|({bDzk@ zHCs81iyoKGuA5`50RAtWMpD>(D%xH$DbP;->*7bAPAhgK2X0sVTXMw_`sER?pCA6O zLLevwoXl(<ri{LA<*n^+62hRI?HE!drN*eZ zULi0L;EF`MwXH6%Jvj zd8_O_i*f9gDl8S1dppLm?KrlaP&u~LxFADY&MKAPR~Qf7(bd@*-QB;Rd!4?*-2Lk; zN@Xg~xrLWD5LA}RSXf&TDGz0Aj}QQr$sIqB7&3^^2LNS*nt!w1yV{9Se(~B}s~Y(Q zN);TDFv;VIlx)dvIZMOFD0MQdyvS_v}5UC8KOSF;3+ zkb)2!g8pn;*DHr#vOz%kqpj7cV8zFvBvO^SIfHfWua1Dk5RLr8eWxe0dOaH>TfqGS zmqmHSklBsK#)7kp$kw)htCgdif18<*zCC`**7#4`<9(&DNti4Ip>u+8r$nxeOM7*D z`N16Bu*MH$l((#7`{%V#Ra?A7BXxz6uNAtZCEYF8_RD*);chUJ^PN_y$c;6fiUQ2%BV*6O@` zJ%Qvx=Uknrw!HOFtSv$q^gqNr1~K4fl~4QES!-0thYY_CGW$O}V)s<9ngP%`%w-5e z`&wHCkPbKo0qvox@P$clmn&kEB3~5 z-JYZ>`2=;a%>P~<@pWj#@u7BKhuSq`R#jY5HF@z4-k^^=1_AB9ZP$=Awev>pgnxD^ z>UTZIi34##T-biI?rb@zM>qr)^-rGYu5I`7zmWdfsd9yy(@Fp0|J>aE%OHt%r>)`jj+#9}MrYo;WkV+^ z*+D;T;=jU%gPuRzFBk}LJ)+$?Uv8CUr24*&FsW{1I)-{rfZ~e`#O1Q-!){3A6gaeR zBx~r-4Q;GTBn_(8x%Io#dwz#b^0O)U6J!GJocSEetw?&JSIXA8WbcA>-Xx{R z)iF@}g#se;5cB{31tIhyGwuIQy$`!RbNtCOhO1s5xBRrg2+E#a5EatfjAcLwI2G8` z#|vB6@lW>DkYV23!&0(0!Mp9vNRbxZQkLxBoJISNp^snN_!-WOI+FU+y(@OLfCdSD z6&~;$5ATu06-h`t|Ichqwrs3yAo*Nsw98@cV92q}MpCd@@+Z972B$NZwiIOM#hNX7 z!l3iXzZXi~T>ym_+mKZq{Ktc>pjE}WAfmm^)4e96vF%+mDTU9+E=@7j1yi20NDL>W zr;Y(J;9?NczC16qYx|znWkSZOZ?w1ZZ#04Fg7|b>%G^lF7H)A=D3>r+nDlIute!-50< zk|^b2)9zmg&zYm2+Q#_uj0=9|JP>M9)k2Z#*0$gO0fo>f?-WvQQq9jC$0{i*BJ+id ziHF&jydfc|Ae$65^~`+`0&bH8wEvxjw`VumSyqtWJOah#S4=KL5X9SgloGQ0No11P zwENl=vSWOYH#0tMS9q;-dENz@Bp+l}6+Yf`2E~AzRT1s&wt*s>yo|Ywf?g|W)Zb`xcY%K- z2a#vPFqG1!K1c5qE9Nen5K{d??5JMkbqTLoIe8u&Pu+1jrFl1!P?2|R1F5N8rA5QHPAUyka9!1!apV+UYPZpDV? z+doJ#$oWl4sr>>b4SW=2jA@L7r^4_cL&%~WC!K%PW?mGY(Ma@?EOrsPnZQXyve-Ff zp9ulo8%}8!?M_ugoq~Pd4UL3*lfE1Gcts1eF-&~bbL|Xe$6oiw(4;<6puH;Dwj!{w zdq4#lt!laZt6WWhLOm|BNh77@xgdl-Hi`C8PrdaGT5@yii9XM`;>5{|KVF2Y+anQ# zXUauZ5<%co?*W(^9C|CLfGiFxU6fxj>^oFVN~yHJcwir zlJEj*ji1MihN{EjqTZxqzH22C1B>=b&&STb?4l-;&yn7tS`De7gT9AU$>?Q`uS6I)9NIm4?ZS|jf~zEk&d*o!lCr_M z?M|_02;{-{Fmcboq5bjsVPsK}k+D57!!V<)p+w^;m^X+W^zk!WB-`F5q`h>zT<=-B zqAYnTX-09u*+WK~pyKLEWLJmTTf0j{Xd&%SH^c3Iwmr`oM(Nhxl*h_E$Thr0HmPD& z?a$?HjA#}2ZnQhA0xK?heR^F-cIuY-;H^iN7b%5R>$_`%TP{KVSsG=~zF!;R zo7=b^v1zw4sN8JWz|yKALkuf}*uz2Bz?7jL8Pz%YPbWzv1`h3lShxc?&lN(Bi_cvAfo+arLjxzd)9VFJ;|w{YfQs7h|l8vdHJFNDH2J6 zMY}o7C-g@6zrLhVm98{OP_Fic_$-U0kTW2I146*1AfSC+C2*s@-NE{N!X&v(eNy5t zmEC8pbo zzOJzEpUs70Bu7N&nP+^)fi(=gmL#HGTFrNEdsY0Hac1}_f6~V>Pz_@?qQYuR(*{ro zI28o6sok8mMy zXfL)IymL#B!VJb|)xW+u>+;GVdvpSkdC>XIhe5Bj91i6#hH#_MXNGPsN#|@d!EvnB zdPoY5NRhI&tq*|~3Fk9UNV$DJFwm;QatR~KI~aU1S{7=#J&4@GnOEl$Kq24=M6~xv zn4R6XBh2wDX;U?mO25np8ztW%DnutA{<%Q^msFtr%cIehXYs`3BdJDibE;eXy}_L- z6$par#hZF zdj5kTjJ#q3=l(bZHtiEhJ|2N>m$JP`w;((>`Np%s(3GTjo+o5bqP#>>5YV1TI{(Oe zTg7F@`ofwA?9?Hfq4LEe1fk1mUM>g$rvi(%BDn?{WH}gpBQ27g-K)=AWT79=g(%^P zG?g9+Lck4@fc9=)m9`TcX&cO z<6PJjBlQC{;GHLT1VMUg^kRu12x&)o<(sR{dR-wGF|69X#jEEcnERU|E-2VktATC- zw@4z|rM$YQ`*ghODhapXCfmJ5=>gPjtAr2?uDu)}5ds09^6|gA{o1(?jua9Iq(i>^ zwQ)A&*uIbs*Nr|^YZP9Kaf;^Yh zTuxrt7pRC7fw*8{b(9Bk0f)e*y}vMju48@Kr&>~z4!>Q}5ejXc8-avy^3AS4BoYFT zb~jS^=O4yVNgqiB--5sG>>L9{NCk+_=Wh8+_G`|gy>$M(Ov-_qS#@MLlFnb(5<{Ay z2@ zmXz|mJLk)Y>HmKp-BOhbQV;{KNHp4Br4gyRV6*K(`l4%)rI zNw0KzDruBz;+o&guLm*ALl~wyw!%Y6xEutuHw<2Bw5HG|0 z`^T-RpcrsQvqY35y?Ei%wp;rcmtj41V;!QECPGD3@gjz_0bAC9{td^#rhS}8qrBZi zF{6nLGJ+rO-?wKNbf`*vBzfnvw)dbIa7|*--X)R$Y?r-(`bV-3Gbf|cYrQ%c>xqvH zk1kJc1I2)2pgt$*GfL3js8miQ4Q^I;yQdD6f?_=#q)8jOcd9`#;F`pvU6X9}4XxY1 zxquWy&s3d9ORkNCzW>cow3o1cuPP`8+^`A-lo>tP^SMWMJ!3HGRoa%+T(G+R7ZOA4 z&c&xe2)G!yw1-Jnk3Chgpv0d1|9^2QFXm_`6zz%IJevZ4iw7a#WT3ut%k1O==j113 zbvy3VhQrE9TcO^z^GK1l`ONPGA>fK6qTN2PVi&60P*P2Lw>KumPR`(p9`QYo3gt`i zCIcJ-oAy76S({(m(X?YE1fhOS(sLXN`n{q>;#`&i@v31(X7AQ`tP)KhJwV8f^{w-bUOP z%6;CtZ0B~UK))3kq*Gpd_J9y@HVcH5#jrZL;98U%x%Mn>cx~eXxz~_Q-G?AVo>>at zw#6X`X>;Lx%$x`IPW5C>PpTwC=aeq^amz)T^kvpsGteU8n#7@Pkz_c|9=na&$y$u+ z(`!KqP;s~(+0^SFEq!|F%&4s5Qs8nZS5{Y#aOTv9y&%K9^jK|auTfyMeE|JdMSYz0 zbK5fm11<#-ZP%tSw$ZG($%%-OUbj`JNvX#`WDp=RtTbKg1u7D5RfV*V+xVOsBP$m` zUL@U@dh%pkEL2(ThY&m+l>rL@N5H4uBN;CLwerW}P9o)zwtIVSQpR$~sESWvj#S$= z3FHC}flIsl-#tjN?ycVoGDKP))S|9F0=&)}jKt9Y^_HI<&kQc$d}hyP~QCLD+(%F!R4D z<3I?wCW&aT8CK~uo?>RtxFr!Z|G(I)p3wif1CqkK?ZPo21Y8ON70QbY!^;b9zM8@a zRj2RHD>xVnNx>3%=UvG%H$VuuU*OSR(WCV#Pxt<3#_smVe|_>iuoLnNmB=JLy|+0> zBEP^BP;N@nkohFI;z52I#wp(a?fMQVz!2x1>fId~pi%8(kZ3RHiO)&0yWZffor@Su`3s(;KiaCV2%g_9`zPn(k<3o-$hfrxgx@WI2bF4CWI zz;GBhWp2oOsO9+;VuICGqhTNfoC#doLNILhG^)2|G$lnn)cxw-AF8OfBPLkc{5?k^ z=gg(u=NTT=*HkNNyED&ahocj z-ELcV+A;Xa9I~1x?HzKiHWh62T!YA9BVb*ZNDO@H14$_!UBMQOWGT%4(#GJ5!=Q6M zf`aXqVR#OS(uuHs?~MhWAN`>rMa*-(UW0r}@V*_2(NBH@v$kVAPICOomR zx%rX4UswU*zoL(uzf6usMpzfeEc_#~Wx*1E)CM%oTTT4N$&kK-eI4J-1H;Fuh zfObJoVZX=o?um?j9)25m)itjm&(Msl>L%r(mq9Mz7Ku%JgT7hx)0%L?m7@XK!=7VSxlc-|V1fC@%WmFhn` zIG=Vw6-n{FF!S;KM}jsL7Xq919K(kWe+Q@LZql;4b&Du`GOE}q3(|EP*4oGLE_OqSf%wep!(~7H_4^pIbB~9 zO`4}b0fzW+n4f&4pG0Ed&@LvKIeHzLd9R*y&y(NPE^zjM*w7*t!*~w^5CYBy7VVE7 z_ty<;Yt-||ieBZ9b-wR@K;P$65QI3(o3}s+xF&IFXP$$zy4n*iF+$ZR4+jm{wjV0# zjY1Iq>sNSKBJa$l9jWFk^3+w$7;)Yh#rM+2P-WN@AsAA3=A}eJpgupJ`F2!XttP`U ztgX--=5!U(qcLK~kdf>LLcpoOroF+il`Du*^=8Zr$7~6ixS$TwBWWZB-y2nl5*bx4 z?NwD;bseQsGwzVSP5{rM$P;|pcrsfV$&Wp)M_qqH;d08#nAasUDm06AVldSNR`URPlOLL;;JOz zQZB?O*!XyE%Kt&MtGcYs*xoX?2Fjn0BSs&7(XXmklNhNRo_*5Z#?b2juDD&Hfh6>T zwE627r$Gqxk$a1IsCNcbB;396xRiIdnHk=A)udhbmgqiji;~N@SpZJmdLl)dFj`aC zD+NaSi7S$jcC^}h*UcU1dmZ}n?n}q*bLy8Q7IU3 z<7D8|{xuxj5t*jyP*0{kit5&r8lc}QaXGAVG#6g1iW?*@?G1YQ9~S!RP9=wu;=&#b z`j#mJxi&+jNBRfXM}Zaz*CRgdlbE)L8x8#}x=11DOw~HK@d>!O{T>p-n+so-_Hu#Y z7jO);J=^)*riwf4Y!ZTL%dFH>zeD5a3&m;AUvt)gQoyOerQMYj{=@lov7HlHh`C&u zJnVA=80SSGDVU1F;N~z~3M@9|0K@0Q(Ts}M4Mc#ks`bM6o(^}Y5F?&%OX->1uh$|m z6bbhWwCS9gZNTfOV(how+cM<+9LOMvZ}iT*?`I>C9`R_;&&PX3CKnwpB&qP}npKR~ zwcnt;EeGk*;~k5~^a|mZ@dbj%O zr#;Yz6abJ~28*y%2tBQ)xF!y6fKdE>P|u272QBm8TDNDgKpL z@EY>?kz@!c_mQ~IF1?u~*Gc-d6$4v5bEZK--gy+{eO8g(3sM1h%>ohSv{P%^!8rMd zQZjQE@Dj^%wZL+o4l=5DALbnd-2!e@sW%OuKbIevHi{hdy!&H7#xZ%Qokv_$y^-g= ztyhnJZBuEFVSLESk7(SHLON%uHfPgQ;6@T(q(~W8{#ytN0aqju?HEs`XLeAzeJbgj zUs^9p^@O^4I7p3p&RER?ser4Ikanc4ky#lTWcZ0h;Jo>&rMW2>X-gp~tbKiLDyT@f z6gaf^BnwO4#cgfrCM&9Wc^Qtz;60CjP$|#(NrPgq7#LmwcWku1f^DnWw*t$4WWEy} z^U(Ci*QroJ)dNXERD9pL7XpLMxD==_7!npVE&pD{Sh#)l%2Cr1ky22s{S=v`k6r(o zftrMec^ul^F!`O)2Y&pBA~$+;Uf*JFDZl!%uitr9pYsp>&TEdu+VjMOX6La^fnw-O zXv)4VGvxjqlQjh-p$*PGcRU&eez$E#q3R!Mu|M~!FjNW0z!g%iM+${jEicD(cu(y+ zilNfEXOxPg09xH9RwdWk`e4aaNl1CIiq99_pk^;d>Ur~-hrHQb=;!t$PW%X{sW^Bx(PwEu0o8^AztSIq$dOqeNuj&|U#(yUX#C_N5lWGq{cE z`4)Pk7|eM#AVpF?^Y7+fMPj%H+$Pbk&9|l=$gZ)>=9I1zVb8=gSc`ub2dW8Em5$zU973pZbg}!9N zvvkH+yyXQj`6m=;9SJN!z>QTR{l86xbrl5CV7FG;6yQH4=_3WX~eU-#0=(wwnAJX%z}k@+@8_u}RPJkYpG*l>ZoPWed&s=G`N$Qclgo^+P;{ zL$xH4xQMaks|Sbyrvry}CyCj*FP@hI$+X99L21Wnn<{XdX&PAV7j?3=p1ke zED_}`0ET-mUfMgkU4(u1Z;O}elV;=)`+XM6vK&|W$- za%fzUxU}o4wq{*FF14J#Nv!D!4^>O6sTvJo5HDAKR=xgD$;3dL&+gw2UNTN)j14z0 zEuAtZ3nGKKrdOonzONSo!>Zz%M0=Q|JYcnsre$#j(YS4~?f9@Yt00Rc-WxXJfI2+8 zjVqFf_LW{&j|-FYE;bT$mU51$8gpC?(xVRu!oM8B=3Xu^gn+v?+T|pzCCw*Y%fFMZ z?a=T3?}qt9Eab48(AE$Q0~tgp|IDubHC9w0hLubWrdOJ{~v#p%r9QvR)SuX(=NyP)+G zQH&YcGHHXuNN57!H$;XRqZj9Z5O6+oXwQQ^OaB9;3VN#Lm(hMjJ!-lh(>Z*5JA-DfG`!*z(l^ z{3*fx0-tu6mtVe{ceXi`EQtAD_M0(mDX>^297&;Jz{h#Ldc=?dPG;&~&xW5Cj=rEz z#@bTZWpm2T8bcA19P$d!-b(d=5O5)|X*V&fZaV55#v$*XN#8xFJ~sUo6e3L#OW~XS z0g1T4qy6_B&fnKQJhYSyFc!Z{-P8UBJWFy1Vc=hzcdl0q44aB;675k{cfOL}9+MjK zm*LUGJANBP&@aPEECN3ebq;f4GJ4)F<_j9zRLbUp=FY( z{r8HyJ{47gS0(q2re(Ggo0+;gAQq=_EVl`6ZyFz+dnL+gghR?w>A zauCs;s}gGG$Vbd*CBi(n4Yzxgs{RD5>T2Yjmu+#CtdBuRd(BY%`s>?eEUJn0-_1%_ zK4~e`i6OoXQ!ZSi2kH?XAqhE@hpJrL0xLV!YDhhb-ngq_$!lJEJgMJZD5I*BSb*61(TvG2^5`G2m2SsZg%w1uiKL4ZqVyQlUdr zxxL2}tZmOk7^K{T`5*?|B=KqQlCZT~b+EnkKT?%K73AlhG66A6Mlpt7x`$-zVcE3J zs!Dg~$`?;d2subU-Et!-&Jzlgjv+BznNSU9p12sOAFR@_-cwX^$lm(a`53?RGknf- zj!!@S_WJ7|exCbvRUzm0J2Fa>j$Ql$Y7$OpKJ8^swsno2cW10rmhS7IZ+Iz>D%k`6 zl3YPz$otW74aCq#3_{9`R*8z#Z7aK7M*Q@+<@ER*G?#%o&_fW0H>;;U;*1iy3*EH>p<$w2iO3Wy^%oAOzes2x(7BYUQ*p;^nmyCduvf81J#l;PLZN#OKJv*WjaDI2YI) z$}RLhJNNs}+F4IbxW&y{WPE%60Vrpfj;O#ouzwIJ1snpO_W8EfH{E=v6Uk%+V4X?p z!Z}&cUsWcOf@hgNe1aZ_z~NE0NUL+-w%_IcAcNIO9i=@jr@(zxI!Fw+wr&3dOc`(t zLfVJJ47=r=qRVITVxhe-n3!;*nAGDC}wk{@oX8q>K8rb82} z;G1Ih>jStn%mUH5`%CT5c27pMjr%s*g;lMb(00ww zjI$n-<${)|fA*H#g&!u7^Z9@+03*Z-^~eQWYN=%9`By05qz7FbF9RF_gb|nBEcjopcK+ zky9;IeW7BW_`t2D)3TrKJin|*@@dau1UfzPjdN-zA#@K!Bl-Kxz zS3Sk0dH>*T9GBmI`^^nKh9cooV9^dRY$uu7rJv{_^PK_TyJO}gic9wY|Nh)#q)K`g z9ujs8vnbbvGbh*Dd)Z4!y;1#s<*D5GZ%z_J2x(yG8bH}2Ve9uD<`<% zrhPiPL2D!=h1*Dxv<5t#CRt6D_Pnar?VwJ}q7*X5Fqt{Xb7BqHK7Sg8dU>Cf*Y>6i zzbwMg{9a>0~zsbNsUV1^L*%RT&gpGO{rs}=_=tqvdAeZYFR$^w-> z2o{(b9X8V2n4*+C-{$)iSv`^zF$92aqW|0#f=-2*32tZ-2ZpH<^9WBW$#&x zW3NyV)y(Um7FKr-0 z|0a+LxL4qbD5wAKK~+889gE0xVeE!aLEWFh1-;i0hClw(=>bz790Qy7MG~zEvAp1t zyibH*i2EUHe}$!{su7>QJ$}m8_)pv8eWkF%uqE;gr#`;_0_qa(8F;h<43&D3vY{Gd zf!;OUH7o90Lb_y%_jS*LEmI7_t2?)VS zxr%C#4Sg&Ui*m*jzA2Xd^2jIBCS58VxjHEaykhVN!k`jbR1Yc=E(HOfa^tpE%dv<5 zobDp?1)kps?Tx|EpY0^X1+}!QLQo7i7ueKSpNTk2j8Y$w?%Bc1+2o)q*n2)7Wu7)M zPESEH;Ht#uQdXt-HT8Vmdd3mJOV69V4?qcnJ3_Ea_9J|53r8TL-69#UZTqGvB#jKW zT{?<<SWU&duNGv_213FOxIESv>NNm5qPG?~ILGlWTo3|IX#s5rGT-X?5i@JZTFl*nmeylu zLXlD?l7i4W=QT(NTnb#;hk7)+L+7hCF>0%t6Zw3zDPW0y9GG)O9X*S`|Gy+>E6*@pUG>_s}dG8KF*#GRk+0$Ze8Ttel9X#)G=@=P`_nR z7x=X^&YQd&?sos+(AtG5J$kF9q4K4 zhefozeJ7)&=V;0z3%vDw4mq|Oi;bbZLSQffhajSTm(=$A^w&-=8J`TNYk3a)eupwQ zMMUQ5f33Fy9UD$&F74v*>H^_|@PG<(e_qTy%LTcnV9Fqa(jL>B-nF0@@Hmf6n+)+y zA=&f0$#xhwL&q&{%I6@1bQOtV{@TO`5{W@b+q1QHxc+s-kx@+gxMX+3?s;H*Azmiw ze`?FmO^ggS;6{~0y9m&#AM{5><~cIlRLRK;Olj?VKlpeErEc(gx0GlSR7 zp4G@$;I5qItho^kw&M|m%GLgc5<%e7zD(L0+Ocg*O*JWn#oDZ-OJEm3E`o6Gk{Wy! zvyT*5v(?2B%g;R!hL@Yv>?DdXIJB2~Xoc>Tb6NU1nD}(t z6yqJM4MiAhkyTYpnhy7d;Z~K)qdZKa!2URHsJ<;qlkt5RcXwFqwH`YI3bqBvsy>SM znF4YFcWyk|UBgrEyS{bOePM@t&$TK*xZG7(&`7B?Dt_1Ru(} zL2_Yh>Y!%}JO)Bz&*IHzm$jZoN`yf~yQ@d#X4nnCqBkTL8uOM{WRy)ztiO|U>3q*yzb@H*GYs0OofOf~NnZwLcmuK~mQh4~G z_OvnN+G-GjFU?ja66q0(cC_u@q*1jgs+sf)UYpz3UwZ;24C0*Uc*J!HdjR;98TU{P)ZaDP3~VWUF=8DSX2wl23?4^}b!P?R(} zN(NqIfXjjQ4gf>pAI-G_MhE=~)q8#|!BBvak1BfAw$krFKI5?}hju%OZS=D> zh`fzop=JIJ91jy;hske^I}Jj>g}|bH3($Sm9__B_odloVK3_>z>Rt(ThrLF8R@<|z zS|SJ{4&~ox6}zybYhEyZJ>NV?-L45*RSuGZGb`}Ta27PLU`HR3|QJVgN*B;gR)wEI;vzg4nWr^$twZbmhw+44|-+usPmv~|xe z_u5oOx_~2~z1wDRglU)I%LoRUkFHF*?jR2(ZQ_pGNq;X@>J`E-JLoC*+iKMd8xCn^ zl2P7{#r4;2{0aPb4nS1CZ>yu+D*^@&aBIY&-K$!cIl*j>K@I8F0%RjyFQh)3)&|!HP$$A z9oran?RoP)pOA;TB)1|NT&b8g5Jb>N1_H{ZJonM^k$-8`we_7Bb{l>>tMKErP5z_XfIW9RghaBaHE?{cdSCsm7RjP%ty^gb-(Y+ z1G$WAk&yP%IolVr9IPt>NPFu2W@~*;=Lo2fXN8zharu@t7+T;MsBfwck2y8HL@SZB zM@hE}A{JCb^_TyUBBdRl!;(mm*tE&KT4sxE##i!EvPLvB7N&w03AjoYy0;e0Uj7vBr>4)$Ktt4NI40#_t1WqTyda9|s*Wqkcl z%s%qN0Sr+OB09^w)85gGfZ^6~1k{hV1?pT;tvJa@*H-qA2~L?k7cJoDd1e-(yq#X&?#=$dBIrCJLb9F zlLOUI1BMVmn6WryxkPm4)BbYSc;xNlXi!1g)OFq2otnGAy|#ZNqxzTkx~q~IRodQp zaGAT)k$>Khk@j2Dg_p9SituS{{5;*x@NKvlXz$KbXfNH_SpSmbv+;Ask=@Rq zCM`lz7;tkXTz|pYz@vV)ZSc*BO)nWM44rPC+bJIlNkQDCsuD1&Kj;~72prle&)_3^ zIdXOk&u}q4Dz6r7Msh@+VbQ$PpFs$?B8g~w2I0iXhFLM>ktFG4x|JxAx{Pee17)XcLVj|!kZ9`U;KD=t075kx!AB!zQb)}|l?TncPH<*IhR`m;Ty)lS6U$nib7 zzaM-c5B-faA_(5G=3c#Cfk9^+0+;qNlGfxOJl~8ak_*YPMp1T9F;D!vQ+`xevWYh8 zd#Zd!hF$o4jvPcPs!xoa(!2=@kT}R7Z85*O81!s76@;`sTiskcyMl%e(k6$R3 zYY6neV}&B5ZM>Jh5-F09cB61+v)YW(g`P;v4 z@51NJ`8gz?ALOk`@rnfR=KY2+e4l?C-nNBfVADPp7Pxqa&A|p=62s!I?(;@<6Cs;a zgj8ul;7d5r!<`$4_M~uKnYO*(rvk#cxhct>oi7KLB0x18I^VEEZlbjB65ycH6vReM(12cqu7`D|t#|5|yCB@ExQ` z7tN-GOXS>Gw3BDU&+nTImb8*zo=f@C&#dj~i@6{tl;)zp%N4Z5+IJ+k^ z%bt<_YcHHv<_!MwTte>o$HILHy$BeQD()9pv`6MYB<3(I`kGhVEOGM+yXgyh!+O`vn`1A%rUkNfy7b_UIjq+?TiXr-tW``amtkZ~4L z;~JigYxv#|Yr&X+;ymr~u?3(Q`mmXH)>c>Ud#&haU z!X`+o&otGCq!56((D2*w3B3>){hhcJD6e={7_Oyvr?j33kX)|hjh;P29b$qil7Y>C zDw}%&Fyaeb2144a|6E-!Z~E%hLa5QId~f&2D-lo~sQ@uSEnGIG7Xl;5!y(Xi&hehp z0}m<2k=cLVhy|`eW{?(jp)hq()pSeHE8vceOM6Xqrqw~0#?k4db3SIjasI+bUxGa#iboJ`h2~zCNReo-gQ*iK$Ua|3 zhT3i`JK`p(jfFC{0mvM2I-1}!p130MXrFiXae6ZP`bUz@Qh7-yo6{CSY@Uy}5Z7J~ z-?YIK9s%tkVZB`kQ{VJ7kWS&6r~F!PFlQ5Q7M|3mUev2c44aBeflu3}`tW(#rc21` zguoHV)KJbrF%dS#I?_ z(5B+{NXVtUWn1VGQ)1}+imYpUie|_UC?C@I> zLvStkh?4&RC~5l}$sxsJ!4Z%QxEutuch0*O&dtxA!Z>xl`a!w&aa$-xT8Cn!$%>Z_ zfe`QjLrB{_3uleWDf-|6w_J951c7-1f6RcW7VQ*mexJ(v(i#z>_D6mv}aL%W@3At98CisyiI z?jr>1bI#6}Dl!%_J{P_=X||;X_Jio$iZE!|sMLZOa4xWDA7Iq7Tw__{R+c()Y*5%Z zivi;-^i}o;3N4cYW6c-0Pk@Rr;-z_Jjt1}$39d;(+BMbHIo+A6Psp}5w*jX=KWPMq zNW{krv%HewJD9jC@kNyVb8FD~x%a#n{gJ5`&w5yQLMG{&I97f1n`B9ki1vuByXUC! zhd7Kg7|I*dAG)mvM+-+G&v54N49U8A_#)athM949ySfwkYdhG66=yyG8rH5wW;L&0 z9Q@UWlYvWnD$LC5!_?cV9fWg}o|IAe>47Db^<*FjYAZha_j-n3#@ig)d%{$jIt`{; zRS^)}PET3$N7y;2vn>)q(7s(BD-i@X?R_v>b=wyC+r*KP-W+44)-5(r5u+da@ch)Y zG9QG1dj>Y`W?|dbSDtax>If-FUu`-)=;&?8B%MW8)z{}D8-##cRqEY5`Cp?IZ{Kev zq9kdjl>P;tlsm;uu)8OWRsTPin8^)e~h^ zms>sS!*Z-4P5O>Z(y6LdOCu1Q?lBUQqV;@E@{C(DRkDkdTpcM!BcVmT7R_brKQ zBtjsdJ<6l<)O|wYBgUldo6z)|Hz5S~Q2{`HZsjqM&3FNT!=?Onp4pk*T6~4Et8Jcc z+r0|u)tCSO^@uSjMDo_0Iu?Y0y9GY&-~aF}VYdoyFc#V#-4s>TErLATDZ~UPw;?|d zJpVfLq->9Tc6Jwq?Mx-@(bCgd%KqR|A@M}mu@Px?y+ZgU0@^G8Z7;Q_DXw88JagB! zbG{vdWN-^1_;c~#UA+i?8RM~NPcMY)D#U12Gq%}IwYsa_rVhn;;!a!pDI2XpbA*$b z#iLASq5k{XDKX!P0LiUIb64nW$Q+65k@j0}%Ys6{5wN+GM@VFDm~_6ZNFkY^lM!~q zOA5LO`xpfm@t+>qNfca&Xs?cR?^gW&U;bILjP!Zt{t|T^uvd5xinJ#Wd^i;p18!2; zv{(Lph`PvrIFGy?AwB8ZowB2kpcrogqO-jDRC9^AAYfCrsdd4JN-qp0XGn@J?%v}h z3;DGUgg{yUCj8&oCp@BE*EZW{rJWX&PqI11xy)~uEM!yPATC@#vf%)zM|hAbqFo33 z5Od&#O&;R{rt;7wiq9h;o2rK(m@FS;DG>xd?F|w>a^F7KPa_9;+_HzAiHscpK@fkC zcvoz{Ady89&>pAy@IiZqlf}zV#Pq_s71w54D}zcR5@(Q(+gTNrh9icF?`#rDkF!XwGf}jp?t?`Z@)}X z3b;w4-!)$?I+#$KKxS;6)uU%0(S-h;rBJre&n)d4NCw=s@o9&7t9Qjb-0#dd<2ki4 zCFbg5uqb>BiDAe3fg^jxzzDW+vr5~wg`4M2d#6KIBc&_eD(Rc8g%s%?qO+=6+X&D* z;|PSb=^S`5?G)>48`0OcDsXe+YvXCawzkK}JEvVeFWHJJ>cvQRc2qepBZUm}{GU|i z^*BpG-&C?lk2+5$FYMK$U#2|NujOfVw!aDJ65O1ku-{avc(7t|l3u)?dFh8Oxvd8m zLP3(aao%Ll!;K)FaYf?M4wB-}xwb!dX0(yW_N-g$qzrbQ2O}}4ZNBlKR}8ofW1+dcS;)85a7K*+G2mhl z(Eg?pW13>`b?$jq@_n%7 z`6#NxoH((;7sP;*flqtHGjOLge|B2hrgp zqQkNHQTY;yfqJ}}8M=sD5tmGgA*E*2!q6sZD9l)f=n%2?$Td(5I32jO7u$YF4vcJF z$(TEzb7ORL=_yDIbC4MPCU-Z3V!*8upZd4$^R7dMLD8fbzD;q|>RB`uVzdRquz62q zibNQMv~SM4M_X?G(GefL+!o}wQI%(&vzno6!o`n04M`oi+HpH zz5LBONgsLShnw4(fm0s-J{xND6#w=7X=OGD^a?naMYQ|E+>b2TnP2*)jOgZ>`0eOM zg{* z9^pUeTmj{V;Xt2|?0`Ez2sX#vSX}vb&orR2>WH|Yzs%>JWL)4=?g1DaIoiO{pqi{E zdGGx1aB?N&n%5yAbUhO71N8_O0`2_;`IKTMU>C5~pk_mzG zzVJZ4*Aj#77}BcllFt~-%>|o1(-5EQr25D8LSTeRIG?$++rwN_1v#zVbtIpadVC(2 zP6gY;wj(}UcFgtzy&KL20qv|uPi=Of`r}se%k9pZSC3cThbqJ359s34oj;chF~op7 zXfExcq&y1f3Uh}w(q|pER->Z8yiD8j&2(*{yuig=~@kp9KNrtfl zm*3T`2L1C)B!zpI->HC#ghSxcZuk5UsO@PcB3tOCFY!(-d0hy_+X^UHwIB3(0BBV4 z5Q9y7k3roj#pbS2WQgIS@g~+y4_c}kii~RNV(yS$Jz`J+XEU2ad8=xCL~Fct!PkdG zDXAuOT~AL;Kd27#53;JFEoFxgU%ET}p!h7eIPemJN}eIU^OZX2BOz0Lg3Leejs zSTUwH`U<$;rX8821^;GD2QlD$X3=Itc|=%Y@l#)NA%@oVtqN1a2S9~YW8@j$b}U*8 zV!#;OCSj1;&9Xn+3H^Z%n$-@lV~sK)iYAI%5r8b0dyI0qP7J3 zFqB3$j44GIpY;M@xMy68__S*ngC99eXjHEuU0a*d_3$z%Ytuk(;oQY?7Z5=o5zsDS ze8_9mv@vHK=WVeU=>|dw?jR-NaE~a0#t28i;ZW{K(krhw3MsTBHdX&s_d0vX7(1vU zX^DgoSx_tw`UD(;i1rnU@Zh?nVU>*EHiz9^8u^(#s1~M#{F?jR5_lyE?$`LVcL4hA zE(~pQPa^9`Mk%ayf&{2rH4tgicJ(G@iMYU_y?f5ARO^=fvqmyRdYpSYQX8^Imyi%% z&Ah7$asd|tb)OKJ5?J$P zoU};Sy-!J}LUdk*!V7~FCU-$S!et<&T?otMt@|FDR!!=WuE!Mni?&iw_TPY{aB@Yo zoMcj<-F$Al@7at^1&kw%XU7?cbe7)PWqcxM=?OLC6VXSpj-+U0k#@EZ?*S3uY-VvN z@BjPI@klAQgfXq!bKsC;I)q>t(xWvAGM7NNfa?*T_Hm)QwqmPHjYiTfD9;}>Zs1PH zE##mO>E^%ne}WKjx4@x2-Bun`wYzx_W3|npJwadR@SzIK@5rK#w_XCz&*M^H(GIoi z3QlD{X<{@myxd)V`q*x$4z>kJq4Lq-E>H@%Nfps9A_)^3b}3(~B_kxQ6C0hj^n>Em z<%kQTUh>pH2)Go4wEuWyLL;=?r!|xFw$bt1qBOzG-wcHp*G|rO1wz0Ll7L0|uTZZj zY>T}!!!+}^sMZ&qjp?wv0^*mSh$7f{U z{9UKnahK-HLVjT`vPk>?Dn0>1z%3GAM7bZSbxNgbZF?vgBJH=8b4VTtt*T}t2zC?d zV2gx95YR5<`9wOEH)n`QF4)eyo+9iI^&|a{wyS)rI_uhwqhbwUV&|wB2%J75FzVQW zi69CXgbJb{UC-z!ScpvtqnIF}NS6%?0*W9Zp&%*U{qFPOcy0FYU0&zQ{;>am`&#Q> zwO6Ph2!l4w&jUjw9D;yNSqic{!`3ADGd5wmUGDa@f~c?x8Kf^o4bMS6!l@wOQEp#| z+EYAbtS7mKL2CW0#4B=7peoV}6lvevn*A2Eskjh0v^R#ehufx|(QqU6Xo7H4p>r;H z<5|=O<7n6iH+kY1gtS|Ea-2+B7 z?Atx|X|(+iDDC7R=e)do{XWnl;Zoqzt_r)#orzdtPp)B<-rp7?mk1pT|AG+o%x;12 zsrIu-l!H9igKHK!hcN)W2~$4Nkq_z7PDJJp|MQ2pZQ*((pxtPz6&pOu$p0f*fH6JX zmzW}A`M&>1(%E6tlsx&+K@gqGkx6oxds=qWz)Ek~XSO$g50y9b9<`Z=} zajq;BBc&oX#9pz7$IkHz28(veBmb^DW?lig{NGJ3F?g;?1K6c1YQPw>;NuQZm2jJ+ zOgnjAvozW;X&Pg)Ev`GUR^=7ANg^82;i6lg2Z#ZugEH*_!_Dzcb`L{xNUL=CM09Q9 zc<_T^2Es6I)!zFc9dKRZ(*7_Eou3nXY%jyIK3R6KZT%R?Ifx2+qbwF(mIwlyL)pJ2 zvuhRe4wDPRlk(387JZxo^^k~WVHSG|y+8;!8+f!0Yp7l8nwkFOIFDPR^>(eybC47+ zBSkW*_m~TYNw^{jX;Fw^VKn#F#(V7mnbqq(~>rBwP;5qh7_RFxkRdT|w3W&L>*O z?>hzAq)H?Nmiy>=pb&7Iq)hv+s(xT;?3YZkb$)ed<~{EXP(|+rLhzU!_?u*ofp(0P z6EQFE;X^XsmY!dIbLZtQD8M*{jOvQt514~Oz>O-4_E4Dq+c?{{aZMzfPj8&~V-zF= z(X#6DoQLN@dxUeDE2LZv8>%-etn~8>GWT4(F>Fz|pA1w25Dmh(U%&K1A`BerWsKyQ z9p7F@ldf%i#md4Psvw57$Rc&R&Hn?$fX8{%2N-OgT}wO_&bSzEDU&!=wO}|ThcU>v zO>0U!3=$eQNh~hqPlg;_kI7-7y~O9Ubc59}jXp!@^Z64ZG^g*-5s3)Rp}n4`;(MyQ ziMt)KsA_*^id@w=h|tA|4CYf@Mu-)OQQgLcz^A;CB+9u+-LB>f$%TlJNH4D0OlZ}X z3*y4)f_3nrC!7mH+MiWxew5~D&h92U090LlMvnL=xxAxr!Q&p$7VH22X4q<^N`5KY zZzVEG0@`IscgFzlIdkfX0(Vl~mozW1i$MV)a9=IFEjCFEG2mq2({9^Vayn|%+3Z7V zlJCX_ZwJN6PNKdmtpjP2@8|2WAOzeqaJZB+Ppz`@#H~p! zWZtHFFn;=LA1H5IjLfRy{Q=$*LEzDD0?4u1mbCvJqYiT{Ue8|O8ND3Q~6fWha!(VQ=BJnwt)1Hi??CQAVnPlQ7 zvr_TTLndGu#uS;PjjZMp(5&JnNk}`~7A$nGEnjq#G^>*qJJw}?2LG#0pm=-q`R57} zIXC*(+Yakw9S$X1ZrwDEJPXR95rCyA#@M`Ifg?x;TnZf8#jv5hdn3QbFpdBOM=v`k zqXSu0Q4OHsN_!Uw0e1{s+P+PG?K``Vwd5DNOOpRa2g^-Rye-;oqka6p17Zk_tOw^a z?NU;*arnaH4dh*t+3Ffq$r|dAcXmNc=*q7gEEyAM7cpdOwQf{3GuFcJt>QJoah?){ z;KDH5Fwh?1Zh=dCm1JmnVjI_x!34FybUT$`@Kkji!jK!_ttk-(4(-lurA=O4m02gr z^jWaMO})zs+<873`L?mErau;Qfe~)wT;S4PFl3X}VSc;uD~aJ8Gkdl=jEW;sWsEtm??`4kdDe(K@bVg$bwf{^x1Qn9|Op~(Sq zU6{-HN&Cz9{SHCsLR_dCf6h%Ji^QY77RG&C{kXCk2O{O!f5q@?T^CdfOG1wA$$!Oe zVm413FkpbWfrX{XaXkYoJ*CA;xNoNXYpcIDCe**Fm;9zml+ooHIt+kHs#Qph1e2F^ zh!HT<2zSja+FX`T9N%rX{}mahY8tM;UNaJ0{`U}J_+ayRw3rGEGUFI%UrEweYKnPQ z)=AbcUg>F0S6>1R!+b>M$V2@mT-e4fDvNeeRmpajN!&8VPgU>wCl}f*p@c^pg{k-d zYKAACaVl_Whp9H2e4~(-H>6Y8wS1H7moMPT^IRkbmU_8lsWbHgM%1yM^pCS2liP(H z_Q!a{4}y9OV-Xi-Zkshl%!Oa_nfij^;(Csa?594WE-d9YwW;>MGf=4AiKMXllo32) zh?9Z(+Bx}JfoEH23GvJ0wzji!ib^c>ZTk-Sg)IvCKhH=oED}xz+Ldjs$1l=j63Ph# z(!R9{?`DpH5Og2}WBb&WfqH}^P^P`tCg-byjsHeQA*?#7_Eim7oNq@|@X`Et85myR zZh=jERMn=<_DIIHX0m)yIQDAJ_kVy(7_Nv3=^1VB#m zJ%UI4@EHNc7u6`na}Bet0`;h0&c>&_I=?vgPSqVRaxTo}YhUric})-%8j%#Hti0R+ zLcpcK;ZUv#%a3qyXnk0Gj_8n-Rup~@7i|nalByp?JVh> z|J|@4=gBglp-S|((5vKeP)vni`ZYG~zH_b5&*jJHOo zmq10rZ7QF3Q<#V9w&ORxGtSN(ShV7H>=CGvC+bI9EvsY#iUC(77VVzx_OCnbUfMN~ zDUV|BJk1-5pcpT8w}}23!gP>YoeidRo_&b&^uBHMH3M+6-ES(TpHe{!qvU zA@nz@lv{b$q3OoU2zmS{~U(TJwC?aL2 z7(FQogB0l%qQam8t?!^;z(XV^a{M|F;Q^_Jy(u-@;3j!d&(1{F^{L5PhB@+Ve z2Fa+WbH2?s${_0(;{sVWp9VrgNJepL^zee8op}sfo#qLh^gIxRfV(y>?Ubh? zRwe9uI640>y|ePZ%e3#16hzHPN1i5J2g!hkNCGzHCeIw@x_XzU-DDvwYMATQ_r>7# zg5OX<@~*@2EQv6%Xcr{gb6WrW=XnX)%Ck+%X|Yc+IH@W+^6dXRs)h}aq`y#!a`x=H zR}d`RLoOJS&Km6!GX^~JycgM|+twj}fnvaI5>G&x&^hr=*Sc#5lXKgpgNCpl>4JNn z3{a54Y2pNdVG?eXlxc7D@Nm4mMZhWRpM3sjY@EI$Nel9BhRCd*=9XOm6$wWmq}`fV z@pzoqsAnC-AIa(qUwLl_Pl3Yiafk~guBO942)IpR(XIe^=sdkOhu_m*2u5xj1K({j zJ^+35m?Ay8YcSzAkPEmJl=+nRFxXfhEIK*+IcZiWjE~c@=M9DWR7;R1X$LP+2DyNH zH#Y4ZhFZ3Bo-bZSdN;SG5erW2_zNf{iFVHaeO&#jSdkdw{*P0E`oy#RupPVP99qZ{hNkk$rg@Q2MUso$g7ttQ zlR+xrZh=Gl$J4{9Au74HkgP~9Nc;2D(pvCX*g<5Gax*qMOC$y^?Pg)6FOyohI~jxL zMqT9-J-~(MStwRL?OYxykr-IC1B{_%IoHje6q82v)!U@$rdptP4n!C}-_!ot{m6pguLY;o%l{}@U|+*u8P*4B_yqy4-y*p z3~bsBhEcc88eg%$6Ks&yu6nlDMd!x z4qo@HYv!)G`u~q3iTtp|5WiWcbIPK~RUNR`-1l!x=QinbmfT5@eF}QG~I~ZuvY=3jNX^ z+C_{gt;o=z4IQLsn8=%!9T5Pz=WQs^Q+*Ko(>?#vCh=&GZC6BDTe|HkA}jR1$5@Bv zgPmc+kQ6%XWZr=V09*<@+W+Sj3)J!#MtmhagPUo>+g+=n0zedEbK7I*PoPEW=NM?S zS-^@v-t$$4bkEJs8~PS?fNPRPN81PHxxjO6c!G(N{Zd^2gbb1dPIlQ-BH>&R(C(9bV4dPUt(ja4v_{+ifJV<+grK$R@4aF!{L(G3XctwZ*wt+( zL%xw@=9Sr}Xjl%u?gz95GP!v?Z~5h!g?cX&6bN1CXf zw^(M0xflUM3OE-yLdwarakyiIL3I-uZC`dA%%5rxc490<7$&I?gXej04Adi4L0!Ns z{?`{|fUzv3*{}ybkURuoxU+jer9^U2=233NuxV<`&nwj-Glnk-M_29o`WqCho<@vb zY1IX13^*HvEXqH(M=#hscJO{hHVyB#TCID}75c3bwPKunX_^9t+jzzxpuHw}=(g{v zIiDE^F+K;Sw$0iDdAEJYL5DYJtAh}52TeUzjr#cc%H;=*#J8u*X8p9wx$htdq7}m@ z!g}OD2soj6N|edaUee%ucRl0M_Ji=tP9b3Tc?9A@MZDc1F$6}Whf9I>?7Y^3eG|8} zGa7E!Z@Ra5o)gp$BlxipV7O;o2z=Uyo?M;O zYzOBv#$itU8#&kRJ-Ci!FbcP~F0u_0Q-Oh@ADd}kozF2ZHZS~o;swergofL)kq`!1 z4LK~45ZJV*VcgYwZaoPi_mN091vKr!HS=F^^@7tHK>78}q=a^czZ)vvO*Lv;QhvPjA+KHEqH zfknHhniKyv&d@TC%z08<5`M&2LQ&oZ1VQE6Avv*c`(=PZyPB7CIZiLVx|BpPvGQ=O zxeusFqDs<~gyFYADd4V+dd3q~7Z~;_j2zpR4l=tVh14BPP)4tkneAL0wyz4R{YFBNg^pw z5A;HgAUi%e?UZ8;gSLHeavpxu#VbEqixTvJ^pk+hANH!a<>PX>xF?x0BZyq|&} zs7H8w!KQ6f^<_Qt!?SA1d|~3-Ev#Ws9Z6JC<$EUm+^X_RufU}}CArzLEns(Z3F+6k ziVKaboWRw*VMq!&RvIfnF7%TEZQqZ0Iw0C~Yc%5U@ISF^`KBT17{zHqvsShDTH zeA-7CJo=hb7boPB&e?d-G@-iLV#qnqLViK*lip-d47h9K3Mu!6*(4tMR{6WS-_-uc zsy)gQJ8P`n<#+1LwB9^ZLuY2lv;mvf|2}B!fB^%B4p@%FFu?nQir6Imk`2`Tf~&Lh zomdA(l;`~}niY~Z=&X78ICH6SjZeolR{e%yIF3An*}W-0%kvBjxM$$gKHDaE5#7AK z@;h0dAFUqGITQn)o?{_Z+BZ=E?>xsJgUMZdiHyAu1dP$TZy-ICG=rvfV|u2 zG4n2is)QRQA?>p2=B3WJb-s6y?#(Fj{USxjVbCT6(Y~tTe{IV3dKgflK=WfRgpzrkXs`zquqOo|d_>445)(KsL!n?)ojzHT26pY4cfrd&I70 z7&iYC8X=J)arl&X^yGYP&{s`ioKlX*I z``m3uL6L42)ZexfA+VgP^K(Nl!$J2$z@gk(m2pV5^!*I74`cPKChm(fFQ5{D8L~(p z52Q{2`HWj60qv%w487E+`Da^*ik`I0%SyFxsSt#{DAXIWODzM0fSV*C?au9DA6Di2 z$6v_O@Cli^8#>_UvuNkmKUyc&OGE{pfU-$4UVE*^N3n}+=y`vF_jouIZ!4qh(|zY7 zdC(x?LZCilnBgt=jMv7vw=FYz&hpPo!Esdu#D(42|M`Q8gmZyMJ9QI`iRUcqdPf@7 z8!In+`jWznLi+WRp@DneeDiEgkHKIfFDQ{rbXVAfItf5^^XPR@XdzdR@V( zfmj2WB$LiAUk447hz@!vT|0aYM1Z?C>gRbvc{VY&v-`+|LGy0py*8+>Dyj^3%*a0m z>JgqV2)LA&J$Z1xU%k`I7&1)YZ@O934sIn$L3(sMX5w;C3OEL3+Gkbdzhv9$t^7_@ zC8aCh4l&Y%+F=eMgLKDz4Lnwb>yePUXX_gO#&$bn;daHG3z@pmZ(9Lkg87p-he18U z5pZb-c{x9Q+13u$@peiey%rtX%#pT zBf8M@WxAsf#DG(pM|%W7>+>tilFk%T4vTkWb!RybhO%cXhe% z+!F0JU!q1obi`h7PPrOX4l_iQ9)HshUS)urB>{`FSsHrL)kCMdjVLC$*)5#yx!)No zCf!D=w14fzrJz;9Rf$c#Dw)6Cv^0^?b8C?`@qAq?WR)tACgplPPY2n6TP5m2M!SD| z_`cc;BpV)$j{S7x3)s}NA7L1^`g%Ml20T#W2`GP}+Z=na`hSrOO**w_Sf6DVq)DRN zZIk{SvblK7 zmDwxK8W=?Y90F|wvfWDInev@v(r~6LA%89ua#tZX-#up_SushOwo%RL-j!`+P)1V0 zd0=^=<7IHi?I%P9&&lnuMe0Wd7VS+#Iw^Gxsl`NL)$Q<*W5Wj9K~#uD?zwjH>Or7I z!i}mj?N!4zeoxiThqsdMS;g=8blngzYxs(|5FKW$ArYOafA)C1%pdz>QV&^KP5l12 zZNzQJF}y}%n4vlSKM+DcF>ok%W4LY|r|&hko-8H>`P^`hKM75g3>5Vyp7~mx&3a*JhCrI)^A43=en^_&XbS)f>gn%Euc~D=NG8^His3Zw<_P26GOL!@hWMi zvEWV&A7qg_mbkQvF)#uQTn@C^9QFNv{DG`Mk_(25T7=V^CqcgqT}TW+N_U5VWWdEh zeNnHw-L@vPv#Df=F-BouQ3_Pweu6yP!}|?2AObwfW79rzQ#^F>qXWI<9s`%|QTMV1 z(4S#7qVv$jUU_0Q`lVM;rhSgVruCGy&gEWG25JM7j;LmW@r4J%aKdG%Er#x-6)I@muvcp>6ur0`R1S=-+d(`r|eb1I`5=Z8->(8#|4Dc2 zHxR>K#D( z!$7+LVEm!)65pVXEMb`LN*o>325lx0?a{a29lk{}2(&BoHg>iv4U12bVz4usu-juO z)QTY*igC88_<1>;K?a=9v@ZdKdWE(nzjGw#0F+oyk3IbXDpG(bR+TcZ2c>{RU{T+3 zd!@7K<&8(A6ka*KwU;V|OwwB97g{|B*NGu8q=5Sc+D!mjN!PUU;#$dC*ku3HNxKh2 ze!(44Vbhn+VAQ41qG`h8X$Sw=>kQRFe>@o16|`xK?~F@9nf5Bf48JdZ z-}K&+8N(zq%|gLWa0@^*!mu&Tr4P*8`eEQxUMZ<{|IgXMecieJXXvF@1{yiuoB?dC zI)f0LSv>a-F#?87#Szfnlq6rWr)BoBbW#XreaiPjp}y_O2tZV+M}rsu!=&O)f%;%o zaY&A7oozEA0=M(YLwfxn5s2Eh(HY`5AOc(j0@{@@tt&-iG%ZL3(j~Kn}-Dx3CB#Z3^_195+c9W<>NFRbPE0a8k;he zk9Ngnu8d*K&;Mud$38b1atflG+s|&#fS1qXRG@x}!6xT^$amicVv9jiUe&V)D%y~1 z{u^o1_xr1gKq=swM7=a0RlEP@<-|Uc%^SL2zTPMWNkIkuF8JOtX$1Wmu1Fl(tJ^d5 z8l1OT=8+~fbH%BP&KtlA%qnD(Y91uO!!Wo>;?wTiwrN;@w|hk^i6JoVeB*RODC>+v znxwWy>Z3%OB&6-xHhWhcwaN7&^BwaiK^Lk&LlCl2zO!q&d?E+|=QH(X&st5-16LF= z`jG~+Oh#%rKnc$Tq(}t|H?0B5fGZN0HW{M250xlPWOV0E@H?2S5e|~U9%<4NJ+F}< z2HYm`X|K@N3SHUuEmwiD>)9?l;pH(YC~G^3FxZ~_Z?R+;X#YD$>BikUt=&!L3+K$d zi*}C(%k#e@!^)qp51(2qG**%yM%GnP-bU-awqxo{PC4a z{uL-%O+pC1E*hU85f_wcU+LAFUz4!Ehw=UY^vOy^D|N86{RV}4F7bcDoo%>XWh+t6 z|BDrC_wKE?Ar#5KsrP%kdM(6-ttjAr?0bL`m?Q`IReI#-bs5;b?;$A z-fafbBvZf4OCSVX3S8PZF^z4FwmuDnB7TY@J_AUSok{1dvKBf(WH=pC4O+b5Z zn8)kZuBOJxcE&8PD)J_I^%GcNC_J9fWa1`gYU6=q5>EVun#irbz zmvca^#q?_tnYn4rS>b!P8;n&aBMcY1|AF^C_rpNDxNR()qSm5SNZQqX@9)a&F^4?E zM8t;wijHT4b`{S)`Lq*gS&h#Juk!4P5TnGW>D|Ggdr*k+3Xx&o=wm$~1e^>)+VgEW zS06O(J6BCgA@-cxJF|gjfW2YgP>Av9(9xfVNfhrpt}zg@q@=U&`Aa`(A(*2zmR zTwXwmGz)P-_WIU=pcHT}uxU?*8CM)y$D2=ndagKayD#V7KFBi&5rl+CL!L>Nx@mkt9J0AFsTu7;q39XKbz+nF$OLL0p-SXkLsw}%f3Y<70%y(qG8_w zA+SSK_%V1htVejDNBw$x#V5I_*P}Yg{C{C!>yg@_kRGi=IZw+S6Zm?2KOxW#w>>i1 zl|glxq#iX-OxTm~8`KIj4C#?#h&dk&l5m5>rrisZd^x((KZ?BS={9wGm)W`?@UQ0# zDy;VDei{p6z+D@Q_P1@l-a_4ukY*xCa#J{*s46WF272p}Nm{=;LS7=1#G$?Hso18t zzAL1KB=qCovMsz#Ajja22<>F-;0Qv%2`!|36jQ!)yW#A6TQE7_OD@Xqh}rhDwB{P`|R zGkNOvjq;C1`_N{hO3W_-|H|0Vj4Eqt8&y6n2 zkq80xBR#U|k@jEilKb2N?ko<&%pcCaX8FXwo6O^ehC0Sa3*LGzosYVyhP5XO_D_BVq{gD)8UxH`naSSZl z%_QxXcOD(gODAKbUABQ?+1=m@0|${RNu^8XoO!fYdOnZ|=u+NNLaNfsuOmn1KZR=!a2DLiK7$b5yX? zQ&amOl>Fa8YBXLc<`wAKa55{iDLZG`UE181GRB;$+qwj!CU|lC4CECitN%3}#DI%| zO?w{6qjj@R$4ka_*uq{@v!zR?L$kJ`&+|7!1&$yFoD0KN7AeAwk~jtd z?cei?*crYP!^z$-=@ri#Q(UYe&ybFC=Sck&JBma;Zq*Bl`Zc&%-PsQSS9I= zYlB0rp^V`HBEuM#eT!I;e(4xEl$$Wxv)?v1c0MQdC_%5TWb;yRg5ghOlg(axRQ-;Xx2_OHwBKf&Op@Nl}X_eSuxN+S}(@dO8!*grEc;5LaxJ67Fn@hIpJ zkI_}t=KtUos7RvY?W&c>M~WRZLy>SQ(EeVq$r^3*REx3k?273!)6dONy6_w!kWcUp z2lWU?z@fb*xqa?eeoJqY95DhQ$ZY>KT@`Hf+=^`Kg1ug$Vkt262*)6#-BdO7n5n7O z-X7wEVfBiawMsj5pis3QQDNnc#t4b1z^1)PGSv6@`uqU$q=#FaR7zYG6syJ}1dA&U zTYy5q$*fE}buO;7$n_5FBl-(n63eHSoC0@k-9`{TMLsqWLtwBOhrpuj*8~OypXRFc zkS6uTodF@|*idDDGh)J=j7{308ue!a<gUzEHX}k6rzjUGgii4mse$@a>2VGv8Xx1+6O120rbSP4Ga$x;&(f%>ES? z{;k&r-7xqUA-I3WB?lw}j)3}Kp&(9|TYT*si6Bwqxb3z1kV%?|TpQnPQU)jlT#@)J z%49fNlOw#fx0ZxZeq49`wO`F_>wTD{4hjJeFZdkF9iFZijk}NRZ6ISj|JW<-lPsV> zn~Nf(yDzf#gF?U|2xtd+`fCn)A5vxbg*cB$J|Ft9jYdq69&%(FCus%ris5JEpD@F{yXn^2{WTW=#t&$i)q*pBmwP!Vho zg0M2-U_PivI0PZ>!MtSQ!Uf%)4IM=N#pveJbUsApugEv=U)FM0A|WW#9teAoSTM;; zzKzhMB)#Z0>m3asGDjdP{5fdLeldh!CTz5uwU6pH@1G-8LK@V0ky6eZq@Xro(GAJC zjE|Ci6bfjMkZk5SM8wT5Bg0hR!thS1Z%~*jnnap5p&(5x1V(&>duCCBi@b-6ZKR+dsx>Iz5gu#l z1;v1SHV*CU!b)-~))8qPq-UGnA*?P^f$A4+NR#%v+=U0ia51oGFACRsmQa)57C^=q zT3!KuK7ru*!XAWS$<`I0B~m3e^~3Xr%kW$h!=Yu5#uaUV{zs&d7?Mx_aSap$Zdke0#lWj6cv-IKH%h5 z6$&zRrR$e~5O6WDgp@PSVud}Hh3mU2`-j`ox2F0n@0$Rn|8~f(dcJA63~CZ?S9!GW zNY?B0bX8o>Cns$e#g#QA)+~nBk%$(Cjh?ip0~73DC65caO^+PyYo`4h6lI9!om~%%g-Zaq7&x@oks9YT?G9x(keW0s_HKyu zpO8%w-Got?L3mAV@_wRb|*tir5x#dtHX33z-13^CH5cssShT@w|4OwalI%s1fGt!@Q?rDKHS= zk)D8ZX|r>51kH& zm6O40<~%9;=}lmVJjaa=L~OS>lNnJWTe`lF>kt4;$W!LwhfW_Owx!uVh9Ww;AB?j zQ4UqL4!(+*-Ij2CJ+_kZ28`b*!JMAXfefRqr)&Je@ z*ea*xi7r2t9$Hu`y`c2q!qTkYvC+JAB!{3#Zly#>k{2B*ttsdxD)cUmTW$`&p#TLKqU!|<^An7~$|??l zrA)aYsr`1w!>8elB~PE~pL#k#y}~1q8WncFGX;f!Q-S&xjGPI))s=5Qllj8Zv_kzw zgP>0aQ^e+=ecwlc5O5*zg_Org_OW(tELDO4lZmiW8pI}ifyo4K@a3%Tz3v%SuQaqWyXde;ZN z+fb|>f~26bc@XT{a486=@6BsJXj#%-NOGb1bLib;)4^W`X_WHZ(KmrN+v4t-MLTQL ziV$wlfB%uhu%WDVY_PU8lrLOCa!}2WISqywxE!dr^9+sIp={=sN%}TLcAZ1eQBV#( z$TJKYH23G8XGWxl8zt)Zkvy#}lbj;U`$ZT&!Z@`F$^5z7$xC+<|tEk(4jd6 zhmR!J6Ma=l0dMlcvY{x+0U;>eZypXR5{`gRdj(_0$X%}p=9dU5l4vz= zSoNbBpd#T0iA}p7CUj5eg84`CNkwu?S5HgJ10BP8BnFT6*QydJl7M!&?GYQM%B$}p zF=XFcUpN@*N)p}jEVkKG2ucB0BmtMQQMKu-TakCem-Gwcy$dy*i-tk&Sv2D*r{w_` zhH;Z5pnZce!`AFd?4C|CSoJMkKkv{1=$Aw^AsIhrwYFFc4DXDKflGOYp`CT`%=GG1 zGDte`d)nZ)>EKk@cBDyfy?;9*kxAmw{v{DOpA6dU%jjcp+usQ3{eReE2c zekPT6DJ(R6cS~7CCg~Om?@V{t+dBw~^41~@M-%3FgU-1h1|H?lHji1d&NG-T!!3`# zyjTcT=gp8J{k_)P6hwe?fzP76fI)t5^JS&{2BILD^y>36^&?PtaS&w-QavLqCDJ2h zF6CAjkA_B-qJpcWL3-DG#Kc4c?5f&?q_Ann#xo!WTnaqeD+2_b(5&K> zBxTxWb@LYMu@{#xHs|$jYTdY68fuh0jp(pq{uyad47f>R(cU^=|E|ls$)bqN7s9WM zxqhk!TnZ~X!l0zl5-T=Jj8GLTf1%X&AI*B|U@=eh=Q(9iT)bpd zppD_dro5L&vl#0OPS3aS-+mLSZHqFV*j24;u@o2)2Chaz+NCh#Cfyx8)7PX$Dlglu z)w6#h)SkB=i9uoVd3O*)KhHorO0s!-MR@C514-xi^NwuNY99(kNun0RFIQOE5@BG| z9_rD$mRPx_IEnPo%{=32Doqn14F4gM^uNOJYLE`NE>Z6c)3*pn@X2c;Y?6yj?b&Ow zu@D_(5gn>0JX;_U1TO6zNrE;D%fa3+Nji*Ns*qdI3jIAFMVj=@#Qqxy0cQiB`lzS= zaoec6_aubiM}xl%R)h)wcaRjWSSSBn0l;t#I0V|gs)F|aIctZ$CHcI*eaB!e zZx7P9jh3@b*gXMk4cms~;2CvzjyT+A#7TI{Af!Eh?lHAt%afBm9sMUU+<4~(4zqHX z->Eaxdh<*TotYuiuz0&3A#f1d90a9+YZ8Y=xk1m>GOJgu?>WhaF)PDzHx+B(?TVZ&~=bnbf0`H+Bx6cnw-sCE7~Ty){4^gn;W2pLTw6e zI(X%zXG`pw`t8U82!g2p-_ND_=kk9B6>#UwqkYXY+1}l!n8j$rm>pYIv>0rYynsyV zyPL1WKq=rRRX}?TqyDYc#};|=vuc0SXF1(@jS!ppNRfmmts+6shAWbQcEaH5F|+t+ zWfmD=Ogqsr?|K|Kem)$D;cusdBS4FUi-AphK2J8Za0EQsQiyuoQK0>~f(*8uHojG_R~!!&lJ=wQdC|$pw;&mCO`?7kRx5B{>b5w> zO47a|59fSSfynRxiJ?tyn>WB&kj`gefw*sz0S1eh`j9nwyz)UIFsX_mE$hb621R3IRu; z%%}YAsikB0*=J!bfxyi_W$v8%*HC-jFeC*3-iEy(opA^pF6H0zWKYZQI-g#UbY7}4 z^?J76An3Y~ES6l|gfOCOOdkv$O!8Wc?jZwq+yRNz`4Q#h%Ba5`jOdpOgaEnC! zjHH&ope5^tS2@wQ9gsV^ym2S=>8XVv6y;BS4r&q(fy1Fp2KmvdIoF)Xq|L4BqR~C2 zBCwLQ0I|VGbMZb91I`8>?P{1uK~U32^C~jLc)Q?BnA`>sLlD9cv3>s=F&h|}C(Z`i z$2|38g9>YQl2;^MdenNaoXUcJ803*zy>xC&q8P!i!)@AU+w_GNc}@XeNGVw8T6qP^ zLuPdsid9#R_t6C*;A9ZcJ`1b=c2C!a2*#@CS=WkXjMhUDhBkt5^nXbYC4wNN{m+w= zQZ%~mU@P(4wtDr^M`^paL0=5BMb6Eo1`d+?(OHRhzwOoX$`C6?oaf#xwV*EqN(JW~-$Cw4s)*P6y8r0_C~rG~`0SS@ER_g@fOhu0#wNY`J2v%!hpMxX96qrPnQNKys)?a#(zLQy_=| zH%ctpc~5bEQ`d+4DWop#HZx^^jt2M7i}tH3$j2NOQ<@Pb;Z}+EK@9or8}+syCvN~s zcW|rzQ4EG+jNgz^+FiB|o`=Duz@|M-Qeog$TpnU`>_7MTAotl1+}S5*o_y`O;=oJ0 zhMtvBq*slEz>{y|gNlR;flWJDH6Cv%wC`iY+gx4KY7Jd5-i|_ISlD(j2gHDjK}fqe z?AoeO7~Nb(`i9Sc51yu;0QTI9?zXp-yZ`LzVUVF;ftzybmJ?MLS-HK9%sy|=mD_$O z3UY6vpW9kt+|Tnc3G>M7Lww6-{x=m21E3wHTF3=)E9Y1mK`?h6nC9wzZ=&q-D&<=xWrVhl308u>*_ zmqSMNIg-MuZ{L@L5O667Y42iq!0VV>{hUmnlcFEh7ED_TDUxW}(~c{D!W(*UGSmL_ zY{oDd)@zKL3hxIq5Eqt%=;M4jv z#dTRJ3h(E?-LPoEx<{o8Hf>5>yXf131OH35xO;W`_&es~SgVxK;{7|?V_CLr8+L>o zOKRK`V;lBrrGYC=himtAcgOYq{+ma=q5S*<>&?q@!g&=(UNfdi8XLFWO@}^7WDpVj zJmt(lEy9VwqkTqFU)S@=P9?^Nq1Tu$UZVj-1Qk@yE8V;Ot3(huw9S!gk9AyF8RN`z z`m2GtE2cvg$qeKZ+`2EdO5~ZTm*+iE7L-w@N8;n{G5B&0p-S-dv5WOr{3;n}2j zym5?HfjT`8A(MLhMb*!X7{5fIOnb)gLD8ew0|xa?L}QqA(RN+?(-5E6AR(A*`I|^2 z1Oe^dwhFU?)ch)PtV+t+?%Ep;)L?iPQGuIsy;>qF2x;d#?M{|SeLIhkS!Z`{!=Bf# z#z2|#TBJx$$^o5XDKI=6P6gVX=SrhvzAW6zSV?+r*x5f6AtoF|ZsDV}9ehm!_iS9+ zXGvs#+_a7Rkwn^~m<#j0cRNE->LR2^;dK$~LC=PpR37c=ykafw$Rz)2qNFNaa5u|b z`6d+NiMHqc(QEAwLcpU`Hka~Z*r@cS2IH;UNh$1fV26G2hb9=dA_##_rzEQ(QQzBM zVU)ntZf7h22t2fB+EFL4*H(0hVVF=&1{4F%W*+UPZLRycAFMXjlaB4P*?Wtye<3l* zBR)6VWlGlN$>vaA4AXwK?s{S>MBsK&&hNr;u&n(8VdxuK zV=fUDIJDQoMCm-wSL*+2#h~pod$Y&JA7DUa&GRYCP8#+=I{C z;30;P_TF~Ef~ z*YL}{jryi1k6BL*-|k`Tw<%rm<cY0q{Eio z+0M4$34k2r8(s$gBUwKWm-fZ&de6vPpp%9Zy%J#%^cX^hLA zFvvp>M!~AWmmoKg47g`t(Oyb2G%@x;anB`E3c(K!PCPpm{4Sh`G--fkv#ms8;L~2L zTA>sEu}!V7i6|v~S844Q41hFA0f}Lu)`jsP1Y8W%w+toc?}*B?W|W3!S(%j<$U%Jm zh#Yh`*X)8=lNfav90K)i)ymdqC)Wj%iWG5BPNC8c-1T%Eg-P41I^dmKI0PZ>4hGlo z>RolARb<57%QXw>)&f049U=pN#r0R9CgEn4Lz~dX996xEPiu&9RXVp~%;5mAH7pZp z()y5{*lvl`tO)l4Ow@H5+Sl#BBa$n8%}C#K;&?)MB;n6=_q`yCY1SM}pyY5W=8z zQuT~jj~EzmDzIp8w+-FPFD+;!zyGECn(o!I!T&Z<;x=aPx(HAV{VWpg4FF2n_Dbm; zjH;xw#=CR(Z-NQ*BqRo}u{l5K%n$<}CGk0wTZXk}y*y@eB$td;EliGU7J|pmryvMh z-{`=jp8X)u)};2v7b~*0$UzM0OKkg_smG!Gc?g0K_IH|O+vj<-t*XuaGV9HnLRNa+S4=pzVU^W%1l zZPG6x(5_o0gHWs#{aOVQq&3xPE>G%6clBZ|(#!;NFcx``q&b z^~7z*UWAZ2LxR!7(2zbbXUIb}y@7KiJOe=es)xt^M7;tNMmNbno*Lthz}+OGQOU6$ zVLwwh1|4uYP@nenD6;>a@(-6hin&3(J6Ln?9BA~p6v^Sty*Kc&R&=x~|q;tuSPNE3#pYf|$rydvR5B(FO!rcKc;6nhoK~koD%P`}u_ooTYWcKM+ zy}IX)+Z1q>ArD!k7jxb^fn>m?z^46;F6*`6&XXd>J_)1meUrY8hr}Sd-e&$(=jVo7 zM!=0*B-*Rbjlb7Mw%_R__EoKJPCwPlngk&jjHuw7^8KhpLg3QwpKo_qe*92C7Fmi( ziJ5Anpa3PGqChW=uNo|oMdHx@>sj;IuGzWsA!(7~cGaa?tAgt!RgfZ`d*k8^V!$1P zfI~TFXt&hk+GnSb7-r2)<3~3SgskcUBnQJ*qgIJjiTZronufR4fdS4|{pZ_CBEr*$ zzcz%Nn`o}exPIn#v14HH85aZX;q7GkKQ7kkwGezx%4A!V4S@oT$H*@vu6?Kn0>J$O z?H+*kONl9azh5NPXu`P`)lJYOhUmLZerF{-KaWd*PrI4qsLJ!Ql5oH2`PkxFN*1|e6YIRjKt7A`j8jMW!$lGIJB!_ z`dOpft~n92sxQ}kOtXz21c@ONQDIV0X#xlVrvi(17lYQ`?KjO5$$gk^QfD>BJA)Ui z?;|NBn$(R3H3^r3GVKnxp`MQFN76e;P0HS7+!3`0EYSaj*kJ4xunNS0vw=gqy6ti7 zL-U5uG37)xETVkpAyd6SpoLZXNDiw{=R1nfWyOmMQQJWFbOQ@0Cg6Ist zZ;%j-kq{CEH8vobaUlqmDUSijZ;1)5*w{rD^xoTzaeHI}4kwAOCB-DvpyB8N1KiMK z#M?Lqwi4xd`)J%%+xM-EgHLm1?oF8HJQ8wkqRAe9!|!nViE9#{_67H&TGlh>S-m9P zGrKiNH)7DA@3J(Lr*2Qq)JzVP!uWg>LD*cQ?kDCmqZ-yPX`nn56Lm8y)o)S{u~5>* zn(>BqqB?dQ>t;SI~@@VF$dMgrPXw^4n|ip%{Ukr;HH zw&)q&0K*FnWL2%$zE35xNCMgkgU1`21G?`SlMG9OgSX~bgIfSaO?vG|mi;VlGps63 z1|E+xpFI@E@^&ujBz&86^~(J27$`(qg)}L1>oE8lBd$qY+Ka<&4%@ZV8>W+*G%)0C zSxX0$JugKz_3g6;xH$~xGxau%2L=8SrZF!__v{>}GDbZaYQs2%jB0hn892#@J($GZAS44&2vU799et|&+TncR3*H!eF{@JoTq>FS6rWgO* zI7S7Ut+GUllz(9FbcrHW0qxqb`_QdpEV~$gRX==96GlKaNzv8q8N2uV+#1FZLO(sC z-G1)DPEvf&99W${$0{HNLLh_GX!x>v70@f-2zaz7F^+cS)E|E1UryAv+k^C+t~(Be z;#ASy@J*9$_KNlBmjMRt&1ddsd*k<%F>YcW%zPj0dE)Qryy4L&huh{2w{5|q)V~k_ zVW4mW$YopzeA-KfGxF1)CNE$#w#{C(GT&o1R70{wel2g=+d8of7)-$Z8jp7Gxj=q< ziD^CQncdve-^g@AOgMrvwt&S=1gix8VFD2hvh+H8lMWfQ78j3A=NR1Ya zIxgYpIqmO4LHqW0L0}V^uc=;)(VGPQ{VzobR^HKp%Xl~u1hhNzDxw$8er)xQ3@x^* z3^a811hZx(6lZhS2k!;RjO!7f_Wy{iRm0}py4~dN`2!v5+eR;h$b0}f=2J7bM}rXX z*g`<(^2E0SGQ#`h zb7SSSXer3A86i#T8aJ&16a$VyNc*m;jn59FMSHr5x_nY}ZRX;s22l0F4!MQ@7Un2| z5OBA^r`?3H=7;6SO(x_Gz?XBH1by%9psxjM1R?wRRyf`14}tP(Sew0;ch*1pLFAln z!*|{sSC<0uS+otq@rG$HNCw=ja%eYs3Ung$4l*YU`?%L@%Y(rtjCLf3O*{18fEaKx zDAPXBD|m7|d$jj9at7n7i*xomHE^Ei9KvwgoCVL3;Ho50rab9ce<5dIT-^uKuGXz@ zeWUIO&d(1+Mk!pv|ay~ix08s1PP6kflGUdo=0Du_2{A|QVM4cU&q_@g8jnYC|(V$)ff!s40xcVOk0y& z6Zt)-?CQvP)jo`8{RE1*MT?U8E|V{TQovn7g)6aY;9tE zPJQ)ZM^&LEZnGkrWjF z_jI6Gj~F!!oXvdN=Om2{`T~s_$i<{?M+3i{HZy}FJ<$fe!gBA^pd#TAsIT01=a%b^ zZ>S`L)yu9IEX<)YjOcdz$YUG zt$g8Gk58=W5S>LBmIN)I3v!_!2HI=Sa$er#eRy0-a6$UQjSV_}&?JdAQlvPx>{So} z&St)la_Z@k7*)OY8e=W#9!s-;@lbf7h1hK8-S!8lM>v~>w0(2bBJ-^sJ{hEMmdYMt z;Cvm-JQpJj2`wKrKsw_X__P;#6fbn^s=m}s6oyx4w3JNdT!CV3(K3t+%Z5Dy#eh>m zK>I+?(9+H--G~mxXJOY#ewYb3YdaZ5s(%GUjR3`fM|spo=N}Z7mmUo&BQQuGy!Mi{ zFc7k;jz|oj=XKhH5O6W@`IOriB5Kkk*Nc(Ly4!Ti)7B4$2UO;I2i;& z%2S?e4%=TlcD{s=f?MJwwwd=)XhDz2CjDuus4Wo$A?=G8IUY?d0Z$p|t2m!Z8Top1*NI_$@<62v?8~D>?s9rhEGNqa@B0cgJQrj@L81UTz~UPr-4Q- z=@wRLsC(;zt9i~MGMG%3eF{Rr$)HSo5k`BIO~gC@SN&6-|J`o7aW+_E;92wVapqFv z8lR49tojXW!bnFZX@8>AS5T91lf>dt_G~uR4vh|7-}*!F5e|1&_#;vQ+@9BfF#J7u z6}(dg$G~Ax#-QZ2Ie$*VSHe3>2hJ|itI-92J;x#p!xw#@56S^oB_8csm~ppYzS^NG zk`2|ZHXUy@!0vwo^uwSS9Vgi(LoRjq*7)RU2HZ37DF2Z}HAma}mN1;#zk3Fj_ktICccCb$Cd(pCjDW#r z+#m^QPr_8J_eq)(_m!}z(vdm~&Uo{n%#)9}Fe=9WJE%zggg|>rRf(nAX$Y5>S(HDX?fCl&r5xywO};7)EsH zop@*6>X0A4NWI@kuj>Yfx+o8XzPsly*JfA2l z5dseF&2#dNuEI-v^5(YmDM!883m^nD5f%Q*^a}#nj8lP4yCcb?M6pY6c^_d^-EySQ z@r^D(0Y(f`qwVUw9v}qVs8YYsqjW=Br+Xdao2Rc!)vI716sU?uw(aJa{4ItsZNPv5 z<^~p)Cdc&*tn`!?E8%RWeOYx%&I{#bjYQJsHrn&#zOL6$VcQ4+__losJRgb6KtOv@ zbxvG!s&3XCvN>;&R?pu2^D7}Ch)!a5ExueO76K!_z|9edwsRK5e0%;bZ#B6>VvTca zTmA^hv8_c^XcpwiNo0=%v^Pjp1UBWfdRj=YaBjV})jTNS`GOF{^;W>QFmOd;)BgQW z*1ue*8sA9TqmxV5zk0tDsz|Oz0h0C7Kbt{4!pY2~{X=rpNzQ+~T^$J_L1tRkSsBQr zW+5u*{}?CPm@P+0Ia?6${9D&<{7%MrSBkEkJq78}0ffL!c;<*iOi)&$JanEhj@^)- zMV_8_`CxE;&}8WJ{67f6K<}VNFv7#l5sUT=hM+iNR?NYdqzsl=IAuHU0wcVghzfek zgB2vA0`;@!p)6UWcHLIu=RE1I;hT;7?m}L{3>l;yt!Y087#OY@H%OE}Y?YSou-me& zl61{3DH`e_L!hPkcaR>Pnrp?CNRQaGqwFz6T%Rzm(U?&N8>YSf@*ic8SNI>&Bfnu6UyC99vi?H*r_Cdwy}Z)Gi42hb zd?&X-{&z@`M8%61$I~l8MZ%fDqg@boO-!h5O*lxlggpw)pVVf(1X`#nS`+5C-R7G_ z7}&IX&MOXvH}2{oYe;U{7pf!PcY@Q-T?oSzTR$n#wc&E$&|Z*i(^8bN`b9;5oAjUY z@RuKgPD3_T7FF`{^Q%)qDd0&bk9Lq3W%>2v_-)l>8EkQU?vq3Jr$U-!h}dw|X4`xh zl&bx|`<-wp2xxC?ueY~osZDSuvjv}zMk+tvwWFqhojNnEH_z12nHe$-`||vNe8b$- zPvM{-@EC*o`FX8vhaC1_dqMh!M5A}pJ%d3yd_^(FWNY=oVhjw!iYpWC7Rfc|bZz_E z6G&a^^i(|NoC}6Y#)#38(}$IbeZwy^Pa*BJZK&VXFSVr|M404qzoj?g@HB|hI*8KE z8zLmDBMAhQKb~a+Rh-ge7)2O`K9{!p*B}qAgGynmo(+JT^KeDt((c+WPPyV4q255` zZPGH&xq9ceL1mZ&ND8Vx@9o4~U?>s}K}fs5P&RE(YD`;GCQ%ihG&wCnt_R#}+l6e> zrT6XAK@7M};?XW8X;~|^^_*-W!;ByAQXRr>B_nyVj*10qU zA#uv*R51jG3~(;cR-@vmU7ae~HT|O`Be#_I7dt-3Lf_8YP>6BkdJ;VG+)sHND+ESsxdYZ0^83_*j0L*UZh!XW4i-+H};F>31^;~i<103KmXM`Sp^!hM|>!!OA|d$3Iq zuC`@sE_tTPjepTieGwOKZ9`&s6XP`s)Fj*_v4oWWo!cLEFMc|YQ5jx(J@t>bAD|#f z6Gd9yaoRnc5Jj zSygoYZ^{4c;jXHF7^t&hyt99i3L{wcz1zu}KObU)C`kHr!$eUm28K<-?JDh&BpZvy zp4ybDWJT;pXYBsqWs{*euMI&MGs7kXBs30zdLzkEpUh83Je$eHZB?Z~6Mq;ag$>B8 z4*oyduKS>wT^J8r%L6$^?OWx2@i$b!J68dt%}F@;6oK zrhCBld36M#*DIr6GC`o;KEKh0f7mXPObYwWnMQDQ_Y(hLnM2Ld7m9V;FMtl!+B)9UA}s6gdhcsk~|QG{tnvFGKoQjcG{EfRB3-l z^o10|B3U zRw{)*Qh`U?x9Qc##I{e%Aob{->UafDeXs^|0Er=stzsmT7*zO_*E|_zcE!8SY9N9n z7oC)NLmOWxx9;>{sz550wq(m>=JMp%5)1~mx}leo0^w)Kmuc^@&Qnlwra z-Jb*n_5*!`q)9Jm)9tySCgB)3e9GZ!lG6)ayMv6)Z9`+O31 z0`BEV3j3FhhVMw?eCE?uB=Ok#y~Vy;$Pe_LswFce`gD@CGo*yS=0wdnWF{sd9hEd(3?V!4(j!YS*#g+YiDHDpf zeGr5ZNvq-UHXH(*b}z}sboq6S?QKM?>a5q|Z|e?z^z1@zLCNQbY|G~av^B}xZ$!uF zFw(Qhjc4x)P;7&wkcr$v#gtZf83rC-uxU@kl&*0cYUj_m7*_63d)wF_id5GkMY^YU zSwqTaMj-}QB-*~YS<|EI!}k)>rbgYGKXs%dnDY!me!=>~)@vZ0yZZ&o#UxS0t(e8< z7~^3lLc`7z31SC~cF} zhW847tddC#EZQqcvOmO%-t|l+O8{Eeb{(+o0ezI5Kp|4(Fa>=O0$!Em(>^|z9onMr z^^9>AcD0-4lUVSE!G6T&e_w>{10mpiR#BlGVpNM`?*wTw4#Qm4@5^~|4KhjdkRsih zJ79~9WT4z*DB{jCsx4!DGK}i=%02!OSW6Nj&v4#6+zrHli-G=`XYQ2d;*2RIp#x_f zIGDC@0JIrqERw^b21M}TYn?EEsalr-y5)J{ttq(}}(3YU85WymB2A?=UP zkZsqRO_~`6y*Fd?ceL>#2&Rb6yt;L8!{_tpXtI!*p9 zoPBm9H0?3^^vp`9^zDqj9-jSK+iSqR9+D5}I1e*pPzv3g8|@u{{jQBH;~j81a>q69 zvFj8+SN4fXCtlx}VylxBU^osktC2{Niux76eb2Ze33-%%+_b}z=U)u3CjE0u1=n#` z3j|?0l0vloT0Urzx=Dd{&LA%TX_;D@N`4y7zZG|~a>>1&rl)e3o>DbE6>Eo$(EmU- zmFu=R2Gk?mrgEw4k-o#x&7s6L21A!6LEE3Q!9$Fv5d_8Ufum%Cz~WG@Vw@SwbGwDruCoy+$TI;?t&r(TL2UjklVJghBnq%Zfhw(3Ig_B!r6&)x%^G z0-JUxhTyYq&9wSlk_m?E*L9@~fod2=2*RAT;Z|Unhf_g?_P?#UM{-Tks}^6P*>iD% z$nIBmZ^*OBp^BdWl53Yh47g|G(Y`XQoHF8Dc-b>j3^DH_T6YS;1N61XFW7Tq;-nZD zg;g8_?UCE`H1~urB69b<+~rjzHr#JuwA~lwZOx~gp2)-o9_{Px;_&rf=l#wm#V~w| zSN&Qr^{hn@dL0}DpNGL+8;4Cfdp3%hVskk864_|j>;1mwo=(t@+jnGDhtKF01xf)A zFj%x(==HeKHGxwYx1J7MeX!H>BUI7TKoENGb`J$1;8NhxzDpts{kpi;{S&E3#z)`o ztJ?>C^%x?v`uBz3@PuABvr2mr;Kr6MFP}y;>Z-ws3d5SX&?mzSWRZ9yN_v7)z!gbI zyD`g`iWpI?>?MXGv83Tn|4Tcr>fJq)-MDF2dZhZSzPd4REQ`%%<{ z37()mlBCWFepd3@xwBUX7R_G2K4sP1!rA+dC0Y4g(;WH0 zas+FovWl|ugYEyYY}q1qgaWJYh%h4&TV1)w3ey4GJKEc0JA3}^QEf1D*1k2C#eVza zkL+2OMY@HU@Ziv1C6G;hiu6d=PR2FELfV52+OsFth}#$m!+iEZ)wSS?o;}Dp&&j#l zC1ch`c|=dFROaJ-zk{fRsc*P4Hf<`DwMiC}8f*962r>aDvkL8zVRL&0g_o0C2?U9( zt+X%uCtzNNG2n;54gFx9W2wqGNdR|yZX3lSqA5dJ=0de_%hzX%BssC*N z{G&zX3Mi|QDCCR2#fLI7($0!=sM}LE2Fg2!A(N`SWK|gG*>ID}r`?j&Z{hn6$Hu3m zXG?X6aN8RX=AE;U94>2p)d%T}YZ8Zc?rfB+mvp7Mjr?ruyEbz4NN6_fJmNy?t_|?$ zIqnsNT*_VB+DW7QgE|=ZFfBe0@ok36k;%xf*%jp-0cC(AV9{Q~AV{-6khtI!sYgXt z5BvUtrk-Pv4EB~<{kJIjk8DOxmac0ypF6v}GLl?Ka(~MQyQS{)pnm6-5;BXpaNdlQ zSwOp8SpIP8YQ0oP;%`B}s#nVf-&)8kd`5cI@NC31saIe~0oNlooATd6^PI40j%JJi zsd%JMWL+5K79Jo7zM)>Oph?9csL;N_D9UeNqSL}yZmVXQHce3%oIU@6Fbuu*4PNtv zV_?(%?-Unlf0frI>)OuAzNtEM8=z!CAMrVZzelz@m_UX03jKvMYk(KGT>>akamw`b3)sbc`x0_0K?H_P}+7ms5Y;Sd~;2N6BmSl`(_^P zu5CYst6f$mZ^(qFR(I5hRs(2>fe(^`)68smI1lH73X8IH7U|5bHEFp;O5x^bmX8_O zBDn%dL90tRQ6?!+UnS{bzviIr-(Ty9jh+MJeJ5-Ho5C(2Ir5Z)-0z;<26zym$D3gv#`Y%MqQ5QB0O!JN@E)>&o$4fWbKBSKGE zc6KnBG2oto`s}%O@|Mx}3!BIi#`9%n3&BfCTagrg^{)yCO%g5z>Un4Sy9~Eq3v27U zPi;GEtWKK{$A*HWDaa(;CXn_ zO5<=ARFNz|T$nRPu?~cQbAd~{f1&w_b@ItRE~H61GGar=f}T^~W@;sk(@e_HN($(U z_2!L4b(nYRBXdBjiaQ2A?Vc)+sV#y!7FJ?hO(gWldUhU8+1r-T5NdnrtBnxJ{pJNx31wH+$+RQyMwom~e z1aYA%cD;-<&$KJs=HClv{dDRiB8$+q=DFnt(6>gDOl%2E4W_i>3{4kQu5f*Bi+Wny_%vvOb zi4(M}r3e^RRh$Yu+P^$!L~ku#vdN8Ma%lxlAAP_+7)g^S&tuX<5CSd)>Zcg19a8n} zr<52+9Q)Nz|Yq zsl)%_4$v*&n#86(L=rN1u0my$V3b=FTu_zak zHf~z@V02A8>DYSLd<}jR2bSj#AwI{PS|!`mHjj4mzgVlrvi15WGDb>`SsBg)Hvo1Z zGW777IvwOQ9;tF@A8r$?^24J)GQ<$W?maba2h<630CC~tpq=otY8(Rf*?Cczs^PBG z8qzT|=Bc$i4Ar<6@Yr>spR4a<*KI?vNYwz5;j&fuB~S`D8HBV~NqP+ZH7i+>u~elv zr!8as3`hzCkRnaJvr7)-Gj3IRv@MdjFw)uf`zw+QSz7jrfgXQBwXm;<&oc-Attk}) zBf`MNKzo3}W8^cZ5~t^6jFgi4SaJR}ND7jEXWyI^@Z>zs1s?5nVMdj1A!$3vS)Rl$ z+ool4;Qs#-B!vI{ZD0&45-tQ4+K!=L(36&X@nr7o5^;kYz?%myhLP;fGhLb3DODs! zpofcr`q6DsSjEe2+kcZ}5apTNiWvqa&n#3`eV~&L-)_gnz^1*QM?ST)qL9Z}lH@#P zKL5%{=%Yt6v;A!9n{A*J@E}P*yPT)IPwUHj9=Y9C?*3Q*reP%z1j+ROr(el?K?t}a z32Cpk@w12uO?&=>jFPtO@v>m;hKj1kP{uIS@^b^oXWTKcXg2_epO{>~n-%U$jD?MN z_rLBWl7k$B1>!TOsjW^LZZjMME(Y3Ts@YRBx$cq8q!dPEJh^xTD#A#1Rd>AVI0xzx zE(8_YCx$(omQ1$VpF+B}6>p-qE)9kBNV3`X>A`6oGU<^}NVz2`y=i->+Me$j#OL|f z&3nE2%m>%PZbNaN1K%I6!r(?#NV}+7J)Bi#w~LJP66L(j+qQ%KJWCM-%a1*Nf|`Uw z5YUDo4&5DIcl#%)NvU5djE9>-1pvvq?S(JLz=QKR8Q8SryqSd~e|wH>CcZq?b1FBS z9^Mlw=Shwvy_f3)XU{kU71{@Svm0&Z>A(L$<~$MS7Y)BC>H!(mzmad7(pOCh)Fj-f za%g|_^m9rby(gW~-1hM8%J7Gd&?m_nB!)V%{=ZTP48MSjfp$^VqcUyg6dm%QN230m z>*IP`LsnG_g?aC1#`lsUU_`1oojF3vWth_X%p|crBibHu`}K~xOVEd*2tgPXtM}g` z$v;Bi(w^}&67vk3p4*VUFk_pW=3lE@1hotc5eAV_=@ihp;bLIZJ`J<+XogPx?*h`Q zzW0_}ywI^1)XyW2Jj29|njdAtz@t5fG4tGEZ_xrW+;(ZIa*I9l7EIi1ksKCy?jIl% z9eA`4G4@O2J!0RiA?m8?r%xK({WTV{NgELas}ob;+wHh2arl&fdPGV#O{S&6q-z*p zXudNW+=eOnWVqd{d>E)nxLH-9eH})i9p9du`7fD1SMXyU3U3X8yxS^?Yq)9pU&rkq zT?3EuZ#u1aj$m6(uU+@B^+jYJQC^VaRd+_Tm|p5Y`iNj}->vTf*P z(e9uZxN^VO@x4eon0zz-$*YCxVRMis?Xgs70yPQu41C&E$?S&-E!hcANwXUG#BtUW z^KnqDCm9c$`en}=P?K;6EudYaZyr_geb%^6BK>q8WuIM@I0>?=qYxP!4@a(-*2Dft zXfExZ9@n8>3HuWm=WVk5&%O?uxG5-N+3!2cydswEUWEO)xuV)|#lV`!pd#UP7SP^> z*_>o~IDbw&$px10{-Axs!6pD9lESpaEO?v*H>*6_my$~_mTM>Jlba-+&zLu|cvg@} zl3ZhS+fee4RFVGZplL7k=(jt5k4wm_I-;f*>6;zSg2q)PUxx1%4~PZ=n*+SZ7 zZ4IxiCZz|zh?LVM(b&r=-3W9FYf+HhzGBsOsT3G`gmXbaJ2q;b>wTc6i7{L_aNvl8 z_d20mrw~!$NdspLC(X*AuFORU%c|^;0t)6a!8M z4(;o_%8$e)VVf!mRg%j~uxjTYgxD|-E7*LGn*ko4#(C)T%OU63%Gam3eum&D&z^i^(uMX4`=pE2w`#1qmT2=93SoM>rSQ zw2Ru!9jS}B%ZrE*N$&BuzlV*zw*<&I=OBwTPp3FgDuX{-BtGrFwxop3*+1kN*&2Jx zOG8^|+u1#&MUTEm^a7cHYY|(Saw*ayuIBuU+r^|ox)9sd>-PchJdz$Vs?AG2js-E` z@dc0e#B zeT<<3jASj0wF8eW6B$%!dxmtU_qD&C=aNFG-LN(;)NCx*xZc+H(u5d<>gk#`R{;^foUwi1W8sq5Pt!<{~J{m$b49V8ER@;|PKsMt>mCd1? zdxi`XJ^wJ03^5W{DE$_5pb$d|xwciodgWl8ha;fwp3N7vZ%VXf%;u#&&x?Fl45e*6 zB!pM}%;8I6IGF{sn-{d79&X%hl~qD`XUAkyFOL^sYo289+}cM@M`aQN^&3?hopr{F zZK0%5y)evW-DYs#`A`&YXV=g8C6h(s)1F82nDEr#ojqgtUye7@d65MeV6-7IL=>%n zx5DCV;Lu*SrRVT|uVrxs*%cOe(H0_517611;N5isg`I07#1{le)A8rL2*Ge&KF zjgD78m;jX|C4(?mC+yIX+9L)8oC$0W<=wm?)-x}3gpyKl2^<_ApEws>kR-9Gi%Z8? zOFbJyk-A}^%!MQc&Te;$3PO=w%>K1JS_L&=#3IL*6{X}33ITU))Nk5~t&4NEKTJ#; z@=sXg2+Lk0EDe zqMmwYTmA63;q;4i42#0MMsl`6zimU&N6*mf{B{rmUW8%MUe1$VZW~qE+Dc~6i_fi` zJ0HwEc?iNh5ofbZ5ZG+WCMkQqQ(DKyYElZD+qT4AnG6+@B#WviUG%sjHL489fGZN0 zcH-&!@uTv^Ch}n0%hK>7o1Rd*@DN#~xqRRIQXw$h0*-*TXUiU%P#OH}ENPJ96@m;s zz#$mP0>-?7Gw*^jz#SWx_T4|dEjjxmRx%dn|L@`LXYZh*uw<*vWZi&ApjW`TETp{! zQ}DF(+{s+VCePxv1Lj_XH+gPA7+&O`zabL_0qqeI*99+HV^tWvFsEk3>2|IGW9^HG z&8A21n}M2yb3s7+=ULQLaC*m*>N=v!wzkjf*jz}H79f-Q-M?+5Oj2Oep8Zc6Fevx3 zGI?4^&Sj1Je4SKqwD4bKk-GM5x&%rAk1vGOM++C%28m9$lTxViSmX_!=J|#!lAXo| z+16lkX|FpM?QK)uH;d6z#qQ-ZY;7~-*d*r*M8ooIK}G5&1lnVHNhR+Dx2+iC&fhA# zE_K0ys^qe8y1$ahc z5Tdk^#Sb-^=)h%B9$_e`n0+QLvWm#tT-;}5$DM3~8n?A2sb|SwAs_@?3<54?I%H?g z$$PQ8o@g<2)_XI##p)DPN~%Uuc=*EQzcCVqQNm*k7VY!G;-S`B<%K86yzO_mo5AT^ zkkKn86+M?Yc~A^E1}^QMVe|gE9kb)fD8r>^&A_;mzC&}2YdR@(O(CR!c;=)1A$KIf4z#;Hx3qkao*CPfm`ZVVHQG7}ff&L^YQA?Mf=lp#fmL~Ks$H+BxFNI09RuX*+xCa8Y@opJwf z*5LX49%;}9h7*X*3j%u7%OnIAmvVi+fc53@hGmTI`K_tbeSbiS+ft-Pr$_9%Z5}*U70_mLX}J4`1o3wwzK{#A zQeSMM11=+Zg}6|xy~S862F8COj)C$u64xpPry`>|GQ8-#zHSg3T-o*o>Cp|dK$a8$ zBfP*(Dw}q3zCdi}-16*vcRf0GZ`~H%F$thWm24x`GHHDWlDV5bqTM~8zOb%dJ%TYa z&pX?v?kf0Gh0IapzrG?60ZwL)3ZL$2UJdP6iS_CwBokKZUw<+hGDl|-g2o2>c`_kj z@hJz|MuYTRgWAX*PxW)@h1Kh!x^_B3aMyM75|9YpWWc9vPzzc{GzF@be(C;8<&yU1 zL)yT9q4kTBRH0|UE<-Rp!im75T~ZB+Oplus+DJfk^?FObjxqh39U;a}cuE?o=5>Y^$Rq|1oAMG2jrvu$3&+%w@x?}U zwflRNAqbKo&&6){4xjkzufJT-W5gG@7^si(C`aU4375BbcWrk{_a-)lL+4aZNjzKC z%rP>_fJM8hE&EWD@+3ZaCrobsw_qRs7RVsoMt(uN-^>Ongg<`Ss!;wm581KD;IbAO zr6xv&ANr~o03n!;yuzBVk?<@Mu0?#>z0Tq(oV$nH7?()o5{4!1w(bG7@<=xFgpA1l zDw7mw&qtXFAHwLG46n4Mvq;9hF(}X$eA-^U$@6?ILSn#uJLHS3*LNoKmU%;v6B95cssWgjX9znLeA@MKWPk z^k$>`Js_{@R zWFd}0Nc;9;`q7B$>nUy|hQ*aCXBRvj0ol}Zh|iW|^V6hqV0bp1&$PGYX*V=P)qaQ~ zOWLv8h4Uvb9s)s-R4+I|W1fR-=q3i*10>pehgEO<@q?@f|GYKt;FLV5n%V~uy7Kn= zLsBXH(W-K3UtiQ%yl{U;`*~6fC!0+#wAze^#IP2HdB!fibEOy zG$eS9o4L$zy2!9j~S@=;(d742BK#>P~L7{$4@25IY=1Y zI&~p@qpBODX8Q{dNW+RXSr{*b@vgaJ$N)y@S`yeh8J3nvoiXt;w4wn?<7Ce&H8&`@366 zBPoRPcg?>3!QfsSJ`zLY@8L&e5`%ztZQjGw{%S@d5!gdkL*C~57Q(w?9ca0o2g@wP|%(Z=8U-eibjzS}FmdJNQmVSp5=^3qiJg8?_H zLfR2VcKw~Gmde+pNxHXxn@Y$okk99k7&NsvHOgd@ggnX-hIZJC(*erlud|E77_;@e zE`XmTtB@S-51$<@lXDZ${%zanx$RcRvvSg|K66UjZ4K1`fAl(;2+gLw?p)Bg!7e|+ zo-AV=eOt+@v+D;f!jSw{<*Ykv4YC1OB^K@3dA<1u*QM8p9PhZsJ$9Yq=gK}Y>BQ?B zQ|8sR#UHeR3fz)U&$%{z>|}z#p?wF_uPe+rH6@%B!>7Xu`Sru0IEjmFlI7`|9y0l7 zKJB%z>1XEOuFR_?D%^=*O!Bn`L)|ck5Essl8Kx!^7pU)4)t*+rAUMAD3(*bpa#Ogs z*&}cUL!wB@2ggj4QIRP3B)Mj~Byamo&f5O4Shge5kPnrTBuiC=BQ#4u2)I?{(f)DM z7!mES`;2i1v-Oc7FJJ&Pg0T+e&yVzH^aM4jTN#7)y0C(>=w0$GM!c;w+->CC3UGem zClZ7Gt!E#ld}b7faSXJ3B&)Z6)=X$5FNL|>cTgW}3{}ILkU^5K==Den;LoLD+Fx!V zi>4}m>L?@W>}WjNyD!vWDA`6DIOpDXkO_F0M|}_GnOz^Ij>>5wT4DMo-n`M{V;qz) zWFvcYFYQwf2m$xaT-trA&A*-6v`*BVC#HqV0(u*>N?cyV4b{V%^~4*XfwO$xMosywdi9WiRV(qxph9> z&NgTEYN9X9P>!1rspxnPs%}f-3;8|w{<~4lFsisFacDbddA9Ib^q#}!Sc(AHJhyag}gaXRV zZGt`13+&3?k?kO_1!eJ`T1UBuuu&8X9?E!nn4$N7`+7ZfbPy@h4 z1VPx@nILrw3?|?ZRA_&;Y4hurejl4imcpj@SJS-pYY>z<7a)T)({tr(&>-Q8#G>6- zmHjkhamL3QqNXb6WmwTUrvhTLBI3gRnhS+8LEz9nFXR_(zM<)DJ}HKeat;HOdqQqu z6Ow}0rIHIWX%e6I()keY#=wq-Pb36E#gT(1x4?a8HxY&nel_`042+pDT$3m}HbL!G z-QrnIq(N$`ijQ-=FaatHZ$oZj=jhDOpd#UJfkS%;Lpx@{fj6@{N{AR~>|leepJ1dq z3Zg1c6U`0fTGw_AME+$>T!m>rdZ#ralxZgry)lPikOgNcHH?!8T>jCNi&h zZJqxwNrkc)~xHm*L_NG8t;Kc|nq`VqX=J_woB zksEz^AO_s5vS|O2_}vUQD>wK;GWxbvknXC@Aci-H4aIqhNm5N>IJa&X=nkru7OLL2 zd;Wt6l3d2s_Wk5*57i?L5rDZ-o{CZc3`N4}O#OU;IP}H$z5Y3*e>PP6pL>%LRE4oa ziRY@WGgCnbc;cx-yY0Do*OZXRvM+UnMGAXyMUCqPN#PDMNHLGRIzR}xK~mvTPCQGE zf3d2P?T&Q+r#kWF!@IZazEF^K13?%Yy5k_2d3J+9yO4Bd+pdi3ciM=Gq;uER7p|LMYEZy#kf5K>6=IWQ;wRwESS4MmDnrjjyC>YEv1 zDy~R8+ASnvgWa_zSy5!JVCjE!dWkpKrpiN_bZm|-yfY7X3tSb-t+pOMVVcDm;UtD5 zoFiu+LUitdyn>tBeLqkNxFYe`l(&&&2M2boD}O~Aq#Ez8d2WK<5E=HMY$2IHdWIAO zgU`4o(H4TAXHDnp6DeePan8%k>z4Q55QG>6Va%nNVyRpBBN^DVck>9$zEa?y5q+_?Fm5W2CMcDr-+_r2nVyNq=tOFg@;RPBI-V1e8M>&bB*C5>%yj#2WFAwi;J&Uuv?bg+i7|#cj+lr(^Ii_*ecbv2*H4hI;K*S`bReNXg4qD zxtg~h6)|SEZM$|q^#0NdvZ+caMoL&Q5#D!(yEZoMiD#qu%*oc_wPc((Iw7F9z!=IF zY!L((-XU#}3pfNG?Lk}Z>(3J`t;xS4c0QKrN%5k@D&!pq~0Si&{4RQoKP1d29c- zuUA4cq(+it;nKjO6c7T=1TO7ysxxJQxth1h%(?H0@I!B}^nhwe8&S5PKKk_&5CSd* zA?-Pyev6G>N9$#h*+TJ6&s0ayqzVy)^f&qYK+lFl5YVot%C`i+w)(|rr*iszsc}oHN`Fq;C>JpF z*g3nx?=XhW^BcQ-pKgT;7^NuG_D-q(2ucCxGmA?(`4@LhEpF*NMUL^bFR)z1aa4iE zFWQh4hGv|Cf2nZS#-r^RuG!5dw$uVqWo(B-OMWOE>-dU36Ze^@|234dfd#crYPulfro;m!)qG%fk6_^1%V3X zQdq&+=+@6U2*brY&LlObl#2V zp3tYWABvKO1!oNa6{#DYX)or@&fhw#+^d27F zvQdHd5KPE`OC{fSc9K*$t1isDG6JH)0_52mI@)F1MZ%+7V73ysF0mXp(1vZ!R-+w=~`S-^iBHLgRo9Y);So0t;j6q_^JiX*G2m#Ok zxwKF6_~mu5K7An1Q^_fO^YvAAfJ$NZ2!g#~*eaPI2xuFmjXM+UR#y3vM)jeONwrfi z=p2k>OSS1E*Z&5E{}|@cjxV%R-i0r3XJnp*w|WinJ=z<(T*yX7b$NY}2$TZO1?nqd zvI9aJ-YI@7A^PU+Ja^ab2IunBkyX{tN-F@pGag`YX}A6hL~qmf?s!SoR6ifeJ2KA? z{C6IV#E@azJ4`0;%%j~aEZ(}=dY|<>5<`{8_!tYQGw&#hk?fw-^#&CQ&lk9~yOBgH zlagAO=8y*KYkGi+gmZyUJ9qXQp&MKM+LN?M(?6fLvxn~%zCdJH zvgbw%s7N>>XU%Yi!Ltuses`oUgw8N2;P06eL9>Dcm`~^*^J^$a!$r#-i<=3*7S# zJDq2AJ8xedQ>>N+_IR#G5yqI*kD*d2Fj~%WO`=@QGdCTn`s@f}`NEn6_f>*pK%1>3 zXFJf@?2H(gU%-kX8yxsXwG4DEpFlpen(Xv6{P;Ls-^L*%} z|LYz}=H~39x$E4ZX>A?~FI+!8gl~}IOyJS(A@P{^=JU=?^<+<2%d3xF_g+JBs^q7Q z)9c^_Pzv3MK)V4WJEi1RV*q3A-|)Am*JxQozdZE_LU#U!?J_~&(r#-@>atkqmPSI5 zJKr>|>6|JQYL7;WG`7nCZaK#liOZ+V1@Zovw(1x!k_)#ljyaUw1aaX!qO;NWqTN!9 z%J2%fMdAx7msG2}{5J@_uUteh0;XL!drasD0ltORuepgi!p1cQC&N>{5M$Fbtm<^;sqi zY}z*@vd4Cmm$|$kF$|mWdeP9ipejk`sg5r`_FwM&#|j4R9#1{D55>ZGMt|gn@N$Kp zW?$i&q?TM42l7F4LsV3r#5e0#nrCkBpci;7tLx91D8lh zf((A)^e&miAfVkOsXe-NXQVT^P{n10dhr6dJ8u?(VDZ1~6*58K@F-_)1>(_@H4lj z7vrruZVraNJOdDh@X0YgGGP$Xj`gye8|y6%?~*3z(4&U^^Zo%n!$L#`k46=^o`;ix zL%U)4jCRmV^AC(x)v(7Idu^b?@E#-ujX{6K$s`3H?dt_1f%Ul%+b*&&?0aPV!LPaC zLKVrz_TFFDE&ws$;VOrA4WRiAzoj~Gc^Yx!$?x#a7TdzVpw6)UDF3{@{qAm=%&L%f zABIO&SSo8)0TE-!)x-?`_71!jJ`b5yi;z((K?t}Qcx=kao9nljoNWicl19noQhdAC z-%#SS9kF4L(qmT;0&Z7%vbxSNPCxu z$fL3HiP3kG&oJqgR2I7@P`1+UJGSlLzM>I#NUEk;{f{U1$6uzfg;8s=j~Ie3=k%Xis^XhbLTa zUe`p#NOBP`zdopiDtea4H=9}1?UIQITp{Ic?HY@Iew<{@xCnDPY+=>D-%xRTH7e-Y zi6SzkLSW?o-Lf{yKUID^hPy`XV%(^TxHa1B2sEYo4`TAVp?~X00Wj*qIFos_7gV_x z>mD#jBJ-WT`m^spo~&^#;IZpMKUd$!uG@xSO<_|J4;*{kgCp&3BB1@(rv1?-y!k;X zX--SVkAH7J6>Kh)Tz5+Hob@-z1RR5a_6LLC&(^pZugNG?Zt1Ld`?t)6QZ^2PFhEhR zMJ5Q;M=(4l@2&Hi(?zTnlKZjEZ9=C4MCQMcPtd7bcu%${m9|ePy_OT1WB!5EB$IGU zRb3_U=X?u_k9v=}a}&hSEk2@syRcu%z9G6{@1v5vJ{CJX}V zrLa(wI(4UqB}7lv)Zb29e(VDa!!d{smj)TajK<>&7VT|kf~e|~4MN5~)lt)fvYkdl zCvDav2&+6V!4SF`CE8-Bt|`2_F5oD!u0Ol@Y9{-grWM-@W8YagCPj3P=t|oeYmUCLH{wrpuM9yM7K`kSRDCpD;KJr=kB}f4Hk7?Ob;qVl|t(`9QT;n8j`)UGg@{q0*9*$FfE^^NiI!=dJZjjit=`8+fGHp_ED>+4S{FwUQTRR~#2vO$TDJ;e+EO?$?(IYBo& zKdOY$vz1CqB1-cW=H@FR1xH z6=A3-W7o@uflt{cCB@psdfU{Hu5I!|`}Ga;!8uiJq)NL6M8KEAaaH2dX0%4!+n6f1 z8q%(wmYX0h9u4Jft;i^qTU~}P7ve^VN4qkw(O&zdvgtPYPnA1zyLoT8gF&(tMr41s zLMBz>(LT#tps`aarK^lcpIy!`9irnB2mZAcBE!1K>f|EODs?lg)U8tG(1be8Dv}Og z+Z|#|+90bWITcnDeqxGDQ3mya;SjlwU0$D>i9pG@WLJdP5t{OpwA%&`pA9!K;AG&^ zZs*Z1f7W_DiZORybA8KlSyCRLB|sQr3O(RLv=kG^)>o*6$zE2x*cee^zI2{4Em%HkWeyykJDE z-oh@%QrMtg@jqhvLzAjUP?YrPj{1KGo)|?8JWArxj*>jAoL0PaFC+QfSi4>`u>KK<3FDwKh;GTg;dsmgl zs;w;7?Tpk-r*Hr9F4G{JGzn?ahJCSFAOu{Ks5j6jEsA|6Z2eC1`Gal5`>0Ehb2CE_ zZaGs&;$|Sdc>jKFD%yFxo7m3 zHqy6Qx2KBP6M__H8%KT1i6n?uJ_-` zLlkWw2p16q73Y{vnIH&xl%u@nDVCMq+Y3oPFZ*c2?=uyed6sOEI5tfHx7y--rrunb z6#7=kuc{;!DRY5teL@0Q&oe?~=rL&|JpPYkP@&z>(_C}3)p=Ye*=k$;D_6~M!e3D1 zc{?&nJ3J>$1C0_MV5rcpVKm=zZx75T+hJU0IXQaXFa)FRO-PrvCKfA$bim~xpxyE; zsQY%%bP{8^jg`*%(YwPTMz2C~Ua084i%eqR&|bsXuP7#T@}bWp9i|Uy+;OW4q{A5` z2G0BceV2-X5hvk>mG&4$`pw}FjQ4hsf!?_w(+pc3$h&<+cJ=dvhm#I{5Hc}?;_ByzC>aO==FM*Ok!a3C|3YHj#i&6 z?Rk}~VvKZNTe`3>REQafT!W?HawrG^X9Jshr)2R>H67nyMD8h9ckJrBs4-B;JsLsy zs4Cbb69f+R;kMkHuNLH!5L{lL9-C8>3KcOz5d`@HnL=lOplC zl=t&yKc7AMLowOi=G>5*eJ%4i1Yr}hs@KaOyMu)o+&%MYkMnpW>{d@Ac;LGYa&4JNj|>NFnJ5(kBSyl* zZQ8kKNS=6k{5tZKr%NwS-!ZBNQ)XC^p68&fSV%~+GlO$7dP!$Z^@{sHf(Wv zG<_sgN?L%_D00QBJ0Ju+LK4unsNzjy6?Z5xE_p_dTe*113aB{mjG_xq@AI-n7c3rS ziz+(!LcDfAqc?2LV%2_);93>Qjp~1vUoi%y(2dNr7YytD?tfl1zLjta>MrKCCI$j% zOw|{W+3A-&eB=q|f`Im-Cy$?zrCz-m+dPN75AIU|?vdPw6lu<5FSw5c=Yk6D2EFDN zyPg(YU<^natc={929Bv-K#DZZ(NJD$QW*(PH$|eo2}A7oT&wY53Rw)RwTv9Sa0zhm ztQ-m9wP4I35CJX(F713r@SUAlVpQ5a`Csy3R9nM>Jy2}11|cwM@BQDEZH8OJ5zyYX zb>{KcdvVptqzE1d`}ZC<9&!p6NQ){it{Ny!{TT>wEuy~h?CHJAmaS1_x;B32`wiL? z2STMhbL5)0@wH*UhC>k0{wow`bUDw_A=l=+Ov`ZN?*z@!dSp>gXf!*3Ou#KFkM^4C znKd!rOsqmcr}{hI)SGdB(f!1>+qVP2 z1J4JL6ef;aya>dAOM$OUxtFJ4p=HY<1IAigccoElZ`=k4+YFFJI&h%rGN?(oMN(0w z93g2(SM9&>F^w$ct<4KtwGhg7%#aj*XbmlsO$sWMM`5zxSWQc@dD-17q>e4=H0Wx` z?FX48iEr*@H?vZT;g438_PX=t`kZyYGaisuH9MkTn95qP@mz9@r2n@O0x(X+6-hw* z*S6WQ<@Lbh!^vM;(dbXPnP8~h3qe@?VA%wjxWJ>mrAl;H-m5&XgPg*+urP9UCTLaB zaN&|4szX5`;Au0Dc7!C(on~;am0SqpQWbmYVMR}9o5}%XkTm|8ep*TehGW3>NQFar zoTu5oBSdEI6)=tQAh@^vpe8oDy~O- z+FP~?j7C)H?Pw?S=Eu**2&=%pyg|sbUC=5R@BG(af4QK?kOCfGaA;rh6pIt81HLEt z5<};lqa&`Qc%Y@jMF-~;$;~c0FsCT9C$=ydyzB)%H2prnEb5c~UmeM!Ia9(&w zfWM9+REiX0bBQtu zfknGtTYK_vTf>M3(k}$&zF8V^1fqf!a&7MuHCSMLf!iZ4?ZSM&y*`4eE8CqH zjPwRONKB9-)#Ubo7xUtD7SP`0F>|+SdE=!*GHDx`l3?W#JP5iWxeoaSpHmkUK~=)# zAfP=wAF_k{W4j|`C9M0w>s3C}p<37|B!;P@<}3vv;9}s?c5NYQ(HmVNi-?bZmqA(I z!q14Q%8y$TaBD5rTuFXolD|!Wgk*q4w3=qGmG}>e2<97yNZ`**Y!MAVR~xp(o?rb4;no;b*xiiw0F+`Anztw z+3q*tXD|o>_s@LV5V8eTH&*ZbK)Qx}#hmk%AfL^V6a;=J)`AdlDR60b=A97?w~D`0 zOlXqa)}LK5Lq0=Rbt57}%fUWy-#JbO0iSYXo~w0-f$A^D27?%r&%fXGf@&Baks{3= zbMg~tlDbKOatTA=)3*QJ6CJV?#yK6jGbkQhw0#9RhLs!h>On=qrJy3Dj6u};abd5MQM=I1c?}7qVRp-iOQhUUx z!E_6eXm|1`s|l?h{+&Vk=B`DDnt~0$?SdDwD+gDf12J!6zA0~ zJ+Adog0{kHAOus77+jDdU<9f-nN=v8qmAMN55DD+dpr_v*lZCSKwGa4^v3=&0GxDVEQ7P+MzTJ?sUd&D)sr1?D3sz<{kY>%3(o$*e-V z3#MRLl7C(hWA#Gr{LGBY2chDH6=HMaexu`35imS64uMBI^A`!M%7(0RDOxB1;y9So6 zY4!a>Ss7VD8e_9yta%`4jkJ(!HY(mR4Wt6@6*#o-79>61sH1OQPUQVAf zHB$s3CvO+Lxd4Yiy}Q#RVyg1i+$I8o-2A1!0fv(Q@xf#!8zNN}XCypgrN9$Ra(Tuo|A1$Mr}+dk;xc^pRA<*U2Oo zOkx`kwb~AVvV~3Pr%-=)vOZ{4aXt&!lncUwir+`CL>3cz3nL@Fp&)e#btE3nnc623vs2K~1;Q$hY#sAjq0Lg%35YpZr;Ww;h%#3*r zL;)tT>D96~^PoU)5h6qInqdP#MZ(EIz2{soGxSN^KT;Tt z!qs0xy`l~egSeo8_*}Hg;xVX6I0P2$30q~$Tm{8R)kJfl^XufnBWCS|V$~uf1>2Kn zcE|)lMVa!?zeb!=i8!E|-0plX=5|2E9H=GC2f62lh`*kL76}h9RA_IUlP?mR#Dp?- z@-%zSd)KiPm}rx1Mp|UAv=>Bx(^-Y~6pZ}M4xQDujO&+IR|_1jKnPZ&An%fxuMGC6 z;xgdVK4()JlO8*>wJU@8_MdRo<$rC;Y6~|eWojjj(@e_HN($(U^{75TVz@Zf9$tTe zi-FCi%mtBe#L5SI8EtKKhQX`s`a!k4uZRmLtS7z(>5R*PEucJ$B%h^oxcX}(=@>SmfjN(4gQRKNPkj&r zE(Rf&ay3j8Q~&=>A zOk&`&C^K4n=gUo3nG0cGT}m;&G90SJSRe@AlLOUdgFyR&gnWiafkH8&OKs|bVLNLAo<)&No*DC*dOw4r;$xs5?JyB)Fj*{u{e|iCBKr2 zL))(~T!Y!}Z@N>Ut2PQqlhXBiJOrhHBjB?s|DTt#4URrNz}WEAdE9<|@_f*$PD7gX zX_n7^5Cg7B92Lq7lEoJJ^Bmrt@Fl*VwKbQieT5q_B%P{mF?KUS47eOrgp@HT&-VUu63`8@X`^@GP^_yLkqL-v+ zQS7=Q)K%OENIWoRaK&;*sVn&?XH;LYS`Cd!%eapxt9Ay1U25u=o)vgttn+TVjSl zC!R;35aU~vmMKVQJj7tpZvXfD!uy^+EwO|!Nj#N9CaLD2S(Qg(IJ-YW2JcIb#f2z2*W|d1=hU+eVMo*q?J)#uOlm_m zwJmG{Y>;r9%41XR+irgC(A=5FIKgPC>Yc4w4E1dB`Tenz zmq7@)YomS$Q)C@^piPmn^eo5n+;oS&&_t4?d;Y^Lxmua%%vGlBo%?O$b=`eUhTG1C z#X37DL5Z7WvhAAl{tuuKa6RJEK5Ub1v~O#5)Gs2;lS_NLJ^9;X=*#Uj(xZPytr^#S_5cyqn0T+G=`i z2QlD^B%pn^U3;SHfzJEkWC0-X>@|+qP7W$1tw3aW+guL!R^f8s(>`A)zt^b!X({9D z^QXJxc>}0BY!NCAmxoM%$Axi=B%u9IA{PC+v13&usY&zaAu{MUr}PDl zDlP;TpK=vO{K7xTLF+qdk+NQP%-Vk85kM~CP9GL;E}fc7^@^{QVr^Do#t-f@k4 z>^jBIm3?B;iPtwyTsFPFXXhZO7FL4j95h*7w(c&2kZ%b~4jXZK}1}Fv` zgNlH1!>YOP&1c2(8lpQavCvpy@L>mt3nLMo%U?S70L9Ra&b0FdL2`S?vDzxK3Ui^; z;fHF&a45nsl!V(0_GN%#z?~bPc9c}AR@hQ$`kFMWm+C(EYTX90VJ9+4TlZvdk&5Au z6MB?GRq^4nHJjgD^d(ARC)X8Qw#R@wk|l#lvx4#jQUnZ>gmZyIdt9~phV_-Y_t!~2 zzfG97_)0AJ-!>m%cv{~S1u7Dbfz6{GCGkEaPkzf-0N6io)h@>fDC_BuOwy~B@gfic z?itwB8&-8b{hIDmM|__9$j zCd`YLgQBDrNDPhc@7rY(1DE=^r{S#8H3dI1h;EXjCShvP2~dn7Spu-~q;8P30Psgb zvuUq}&CZM}SZ$nMM?kQN-F)OJR2W`|5Ll}@TY^Hs>CE9${xCdKz1>#nQ46U^b6WDR zKiL6QB<+wMP1?QbDF^|lGoLmD!9ZFf;A5BK_!6m;*}nt9B@?<(*7~j zi0jg=&}J-SD8A<&_?Zv!*%yTv{cAPhX-PcNW7A%GE*?4Sn!Q;$$>*JK%=oIgJs`7s z1x2d~>96;JHVKdPRA_(oh>FX`yHBhqyqo%-6S@BPCjwhN)*}S_Ot-B86$zJufJ>PT zr3!;9KFT>Fwa2R%KTZm&%&y8qJ-3qowxtDr|82KrI0hU7kG5kFjheQX`<1bK{z{|9 zjrGeR2wRX8EGITM$s`4#3gs`uY>Q0?-Y@bYv!3zBUQM;&>bb|rtUhcg90W#5-OMWO z0Wq=SlOM@L8%YRbEY*$*o`HW1LX@}-dz&~G6a!9Y9&Ir+i*A*7Og~Lx_&wb|C2k1R zN+M~w{Vrec0Ez)81Dj2`j3KT&XdRm!N~S#n);-DUSUdo-s*;(8bvIfT0csKsK|uS{aAshHAkh2=5$efZoEIq+1w$qJ zuZRp|ZkE3QA>f2&(Qe*Onzv|g+2h6Ve`oK3Ay9o=vIt-bt6zvr?pZ*)1`u+j zH97Mgx%fQMH=uBt0<>wU5Fyz8a>*+YK{p}L?)B`KIy>qq; zIYsq7igjj)rIdPDzsle4PO_=*-Rb6Ogo3|6(Yv+eB+e4aSx|M|F-TZP}S^ds{l%& z8x?5xwh5fxgtl8U`!I6XoOAmhdr#(vDM;ycIV+{n9{iLC(3}X8ncTP+eFuL;wElia{U*TnZ|* zC(yG^>os3hRD=@+$tun8@oJ!Fll1choV0l=bqkEtxf>UFlt)QK?L}9M8}!Mk;fie4 zgrJgskS0}1Ff>;CfMUQkNrm=`8;`j8R|7N{i^IbFo}7wZ32D+r1Yvz2$NM0JZepN) z-A1GT_E}p(OIwHz0CR;8pGFUa{%vcJNjiT0LWWG-ybH0AXjWt^&+DR^3IZ2J3ZtaJobzmRSs<`cpNFr{yOfBlH5OGks~a7jj%LO z-WMXU5~K)no8SBeCI4ekq*`?KLKJ9K@ko_R`vRbH47Z^%atfnM(oR0{AA4|gdjZ1m zqW%lKQ4+_%qrJ;eG|}e>re1#o51qj6`35M&@R?+LNhUT>-?~-cz@C@?x{S1{ zO2Z$v_SyjjdRB-H2ZHYZx3P-hpK&&*@F>@X{jy^VU*5_lGf$J8c-?RpFmKaC7>*6? z^MBgD`m5^fd*4yV7BLVDTSNtg8{B&Z#ReM#0hKU76a^HKh8Z2jL~KxE#zd4xIxGZ1 z!k{IjLrS{8=YH4Xy$&8& z-5TclXb0QU_&q6xBoE$HLujL<7IJQpgPldYsv@BM&7&2++iamUnLUd+U#nwFgL#`0 zvPd43n_j_s>N$|Aa!-sYs719&OYFA>eH0u_*U2 zSe?v0sk{3h z!UDIa8K6bN6-hw5!!Y|p`du5_CX&s?`^~w1) zC1^<=0%RmSNxIp_3WBRfxuZ(WeFE~q# zd{%v07qUqIqSSNxmWWP}&Uos{=TQ#xWFlH-@3X8RjcR0T+|v3&u*2{!!eCTJ63z66N{f#_OXzPAEZ@B;nAVTE#&d9d>4rVhGcy z*qS>Q`sWEoQn)aD^E?m&E(HPYcAlbWS-Yw!B_xEo<702G*aAfu_mN3D_ojR)NCsRA zY}&UB%wqjw&hYw32=NQ0O*-BUhdLO9mpy!aufR9MaNnj#yX(2Asp0O<6ld>}? z7SF=jKwlUODbmt_zMG&Fa7E(Mo|0@2vdj6nDW-xL0eC;S@8{M`a07rE@(efsoh8~h z3}1nAb=yqiXk+wr@=TA@D6izH{`yd3SOp@(<3T#RKtAJS;3`ty#TXvnwae=62a*h{ zm36m|^MPs@!kr}L$481bC&}ed?l4UEchqs4*hCH`{g_=V7k3D%tNuie!Dd)>BuECF z&Kw2Ga~SE%)pxUc825Qcjn)lpRR+%(&OwC!SL*N@P?K;%b2yaAU{rc?^JquL=J1$A zvEY4ekQk;SP3lnB$pInYV&Kvq(NjCb+3K%Fb^xeqe$I;fc?E*tili`KQJ@ZL5-tTk z?WSjbSB+%y7+=z?9)BjMb@&Ci1V9n7;jbMMq8;9%KKSf9zw%B{Lw7Lo@9FGgQF{$? zZW|DS+nt-IgNlS(RX&$87qmK7z3ytcM5dmD4~0tE4}}6f;ni~)pY3o@5}x(26ey2+ z@1Mr92yD}hIs3C#fxT-xU}~?TUqq3 z^J=(4dgf#G@`ZeG0>ct{=7$0G1)vmgdqjPRq%zCBJF%;l43G3muYC_GgiNaN5QEON zhG(Kdpx(^0-<$7b`Qp!@{@}6lfQPWqSGb{>?t5QC+!mwDm86uH^MY{r{ZszP3*i}Fp)g77!&n_#2CwgunF^s(yl`m3^#Ntujs!|m7A++dr zN)usK9s0&in*z09lprY#k$N*-G%3*j<1uod+rcjSN=o5FbRloP16T*Ufz0ZlNv-N4 z@tH@vnP)_s{TIP5hFNvKbSALk36wA7APD38B5w4H;kWq$?OogLtz3((b=A*^()`{1 zwr_95j)a^W7X?Yz3<5`hQow^GHlKD;cx&fe#|7) z1{Q5ilF@F|(kNq;Fzi)o^^SRgha@CW%J50twim>J6Pic+phrMQPIW+PJxS<-1=IaJ z+rayCW+;E|d@}|^kB>k(;EWc~ z9!d%~{v2jx-bMx)Vbd(THGYCwLpb8Y#-;ILpmV@6DA2wg?tLw%sm1mSiQ%nnr)9@{ zXpCVRqQgAh%W%u^06NgV5Ze%G60q?{1{o<=SEN*nkb${n{wDGfE5YzJb`aLM_yYmw8S(&`aplSV0+M2W;_>a!&3<4qmq z`l`vvs<=R zS)d}}2oz~c!A!Q?aD_j^J$H6VIY)1T+ErH|At+qiRSzl>4uQ?3T-9?a2>Vp@wv#lg zFa5WCjt-v;B@J1K&*vlV$byQ5^O;S%uBX;Br%J=3l625f@jA~oLuG)4h|V*PDenap z2}htvJN=Yd-o1BoCfN=n_M%PfZthY@ks^=~{y6yWU6CNLXg4yL>3WO1&2J_9B*hkf zjr%bHf{=pzv)a1WVf|eAZDEr3?6#3>U*)%jsU#H~dSn~S%0Zi2hafmuD^C##0_`|2 z`&apY4}WHo5k}qd2aVOmijZp)j;sD?8fM-Pfl(5}xu8Hh=iz&Ggjzi5Ce!Daoug+K z-U5fiz9TW@2KvSKTcqD=5}$I;lYJ`WN?Idv;&#>Nje47MXF}ECE+mAL4nKa0#AXid z12-2(rQ9g#B)gu6tF8*!l4c6&(QxFPZ`-nef)H@erbzqqR!u9%BS5v32rrz656{ps zxdN48ggMW{_o@>8YQ&(zz?_HjH$&yG$QQ|Hx(UZ7HuYm>o7d`x`%j$zzWTiKiSyAm z*rI1sjQ?lt2md_j zO#@5x-w=kf9=UP-eEzLXrQLddQ9JM6%dTF63(gy2tnYDGLfv7)X_)fv#{b;_WJm$0 zGxZfc>UV!d+14-$!&f72PH%?jY=P)(qIy}bUj_^WI2HJ`mlznypOL7!Z9^3E-U)iM zeP(ZjsBjfQXdJBnmq_7-fOhkIfJet6=aY=ys_E0Otz7XE{9#}ri}YpMH!TnYu1I{^ zSB6|&1-vs)ldll17)epjUU-}YF$_bAXZ(?>Qy>Q1J+o+kF<7bi9tx}}Cq2W=dXtIc z3&Bm#xk5r0el7y(fXjhHJH*hM`gWFyWG9*PJmU`ks{Ix!&-Wm!Ix(uU4TOM;L4o$C zVUcZ2*###?S5L*b?iY8#H3p9n8>(woi*}4rfp*^3ZX9td#ixSs3}T*VC;L7I{j)G_ z8y%^vA(|9uS5?(EtLdv~F%+r0eqV}-Cgj|HAt?-BnB>RO$zAIh)D#}Q2sxEc7KWE-7#Nyrjf2L|g+I5PnFWfV7;v*ny}QcWC#tpKek-X;=GOQ8 zdIv-EZNkMQeL;bVB0*53-F92KuiNtOjqjuwMk-A+SXTyV(lG=fvZT3QBnS#T%9>;p zlaz2wlAO3zHM@VtSWO)I=-GuJG~Fn_*bjlxMUN{I&VvPf27E-Dy_#)qxA+s zYUG3f{JnZogh&Md7VY`@1{=4jFC1zJ*XDf4EpXx*C}R*HlUmZC4}VnQ_K12H#zno> zO%|WC$f9buXH9kY&B4NH$eKy8xioZdm1;5a%T&bJ%oA>4?RppY#*; zPnOH)nay>~)q~O=;raFpY8ub`sqov(jry8le!vQyGaX%IxV@*=t>)ushzvgw8N8=* zK8i#JF74vB(f3OIo?b=~(s6{m z+80D+=Rc2nf)H?H#HL+DN^ehaU*OA_dS2g^$~RsQLAZ(_ELENw4eAjNL4kG`Ok%D{ zzEmaIL!z4e*zx3g$QsokCd@CgPX~p7>yZNO;rYbzJ%+J!i%BL-EIV4meh1|`mytPA z`u4mUgn$b{K)Zv)$o62%`Ss-_guF=BEX~c3J<3K9Og0B=fUyPc6Iisjg=sCZN$Wk5 zM#dJwXBOLg=7D?Xgi9C=Y=6OD|2PId?Z!NBep3qnC*wx4SE1G&ha9kYF&iZdX&Q+I zpd4^E@Ys}pJR3R#95**VBLnTEZEdn+dcnJ}jYtmnmiLSSZ4!<_f%ayYi#*%p@o&gw zm0s(=w=5-H_wBHUMD4}L9zoOI5k@Ri%3FHq`lA6N=cA*^Lz>Eps&V@38rU5 zF~(}-7@`O57A;KT2`D%7xJED9T7S8c{Ip%TPHC6KdFZq7Afmz+^}j^>@8r||TxejQ z6qw5~_F-&RJ-y)6F9?Eg=ef>FfA|0ZZdC=ef7)as=1*qrYatcsW#`)AN*WLZ;Zaro z)EV1AHsetei}prR8SN(4wU#_G())Ybk?asC^W>vC*oqwszJYE5k1sgXcO>ub2s>-c zSlbp^Am@MG6#OeRKrvDSt8B1HQlQ>mn7!|b_WaiNoPl*P=bjV$y;`Al7zs#^{#o=D z9_7LHheOr`W>(@pyQq|3=Y_(qjo;-h!Fihqju5MQ&kdos^qMTu`LF!yu7erX1Xu{FUhCF}*jU)~0JBG=Q-faUs?5u64f@ z7?mVklQ^`m^JE+8XxM7hkw#Tc<9eM_5|lm*x59Q#+Wo&XPYeinh{UHofx+KrX?%X! zS2Efju2s6`r7IL*7$Pa$8NCJW*~X=yNW1HtZ{vCN$^pi*ZTDRhwmkj{LHLO1ylUZj zHINKA1O?iTp*__#LiYq?d4Ai2uZAhvL!g{T*t8v3{G}GefNPR~_K6{xNQ)CSea&Rf z6Kl6r;C~l1tKLYJ#5Gk7MRINedCD!%MUlG?RfIN>&TV+=XPYBX!mtTx(y_Ac3!oJ6 zIFEW6Cfr^_m(|WVhS6Jd>#>S5*zvp%g-K_ZlvRRe6%UiRw6}((Kj^m4)#)QO>1Rd6 zwjOYsE!Z-!NJ4_^kwfD@WW zyRzzi!oozZfcz(M3b)X@_F*aX$*>p&8QO6_;5$jUCh>Tbi<07b@)3J~G0I_+-xLqt zCJALdyAXsaIwRMCQotbyXm3>sXqTMS6hj_|bw1yH;eh!|Sl7jmVac_~Nz^AQ9>0@GNS;zh$BaF?pDt9}$5S@j$p6y(c z4}cJGzrbNprn6O0n#0|7j32jaW0ytvpMkQTB;?v+m%f@0#(6jwShT-xU2o>TwMc0u zxxiLhnxz31G3t>XP3u~JTBHDjMLXKg_J}aftG-PZF$_y3y60v3S~X7ktSIv&rSl#FhG-NZ--S+jp)p@=?f;y7a`PhxTWck*#gGcLBpB$+^#%^+^ZvZRe2`d{$j`?&mY39EMAQ zwh;Jd=2SImHj)X$?t9NpgBw-k5P)#^oufb*;5L;5LmB0qqq}G9@EorA{-NZ9hEveBEX>uth=}(OK-4Da-}jD^Nc>m!0}J zaLejSlFoT9W2K{pLY}!1(K+|L$7PYYz@}Zk@Lqm$yTe1qr|pvMtojoTgQ0U6H<4d> zGD+17yJpI94 zBg=2qgjID;GvRfm?S&wOBM8Y!>kUMbf`Co={-0G#WprKjH!|TFW!{=%JQP|A>xPVK zmtF@Ps^VN=2`K-N7(Lfo;wjrfOe3k*M0=^`FMzmkANe+}ij-Kt6c}T+xFS&|v%2{! zZ-=(V9HJ5C;;O=^KrhHS3nv(+@1H9M+EhHqQ(#jbbvDy(ZvHPdjm$a~gBuE(d;f$A zFy%;(9tB+83`Tjl9&r^Z>yhi>6{@FZGQQ4N9=a&BEj?x=`!qpWjBS+`)GZ3mLV zN|y(7`_+iy6>v3Dr2Rb-P(D5)w}YH4biSQ2byss8WRE0}W7|Ebu~j4?C<-VS=0}XG zaEYD9*eraxu4T6l)G9m=6~Wqb14fEO1vYJq%6~oAEaK=pvX0lOIW=eLaWGEhAPhsU z$h(1xgwvVLqHK|@j5DJ0-ZQTAd~k_PnD!KkQ-cwk)sqhQfDmvtvuWSL%r+U{oivBh zX?vpf)aJoWkXJa1yn@2JXdVaw4^#!TgFGwqeU=+{iLb4YMH+#)@Q+h+4 z{49KrLX4<;!RPuFi9u)_1B>=Jl2uB! zySCe9cDOuVK_(4iliNBMZZU^aH{oa1&ysbpBH_-BMY~;?-`e-G;r(A^oU}#x{?p^& zQrK3+g_WVP`}&3OTP|>EZ}iZrJfnYILiuogM!n@?83-SfB<__QZ(U7RPV^qpbE zde<6rGZq9xMrj%{O5FY4DIx{jTt4ODHmz1!cmF&_bC}$vBR^zk16>S4Jxa2h@B^eX zE(GcqhAX`V3s8023!6@kia?rk)RD(e-3M2V%fDmvoP(N*JCOD|szM+%!Zs&tGuqR1CbY6fU6y#4|Ad)8WXt(IO zhO9pEb?zh5BB8x0HOXvnBk5Pf=j0_pji4CtAcG}O*)e4A=lVZStRuy+rnW_|{U>CS zTo9p^Le?%62?C#Xf!ioMeRlo<#{U1aYc44{$w8W=j-pk~@2&sa#PHjITcAMsA}PQ7 z$gp_{KS@mrz2dI4cNA1iGDC{=(frS~A~^;=?E<%z%A$3(Prs8jy{N%uyJS}bl^Edy zy(8x%@Cr%D40)aR?qpnoAiPCVFn{t6 zzUF~Tf%-KM7rmg0_%y~yl46i#{VpHyr^FSJp5Wu>9i=3Ah2my^s-NFU6$A0Nota%djtHgp=sXG`eZncfqKdx7Urd5X^Hq-{#2Z3V1A#iBl zVX(4oud5ne<27^O9R``+nW=6uBOz7lL1I|y-6|zgjKQJZ?&*EhcA=34Dx3Cbm6n_JQ?oS*q;qq>bTaa6J`}79)8~@<*fAnO;L&cn75{Q2 z@I`hn(Y)=Hc%x9tG87v26z*;tcOoJagn;{J>ISJOD@WS(3Ar0KVPw4^cVRP>J^z6q z1jwvf2$BJZz@}ZHw`whK3n@_{@AI@zn6m$S`*g@JJV1nw_<2ql6a!9ZHto`I`tb)h z8rm5Z`a)0p&;EZxlMIWIWBBX-1$Y<(ch8En_hGp9<<`d~UMDL6(tZUNH>IG8UJ25q zrjG&>k-8-n6exExsHeo_g;p`vRcVhNoBe%?r<6?Tu_dKqi%X9#Da{yy_0fMtA;urM zEO?_NE(bR4<0@J+D?i*ON4Xcs+>#3bb zzmUEm;qADWGOpltSmB=D2Qx1}0x{rbiA8(v)-|@p_hd#qnfXXJP7jpy0&A;mGuwdmJ%ES?XeQ8;Es3xN)lxEu$gzrF^RiS?$(Tq zQoKw7d`%KJN*oU5mQU~c=$AolWh9{s$8l8H;55KyWRsL+D*Hs@0*CgdUf0$mzn1;T zBc%|c@w|F#G`QIF9ddBHO1E6=S0qN2et;s;-Vy7X5ol8vdYQCIcYU@;gbs&%bUuod z1l=~VAOt*8;?h0^Aij6O;>SnYh?Y;M!f7qnj?LNd z+HafUiIK^$CsA7N`A`ad06B){vAeBBB7=bT7Co)!eE%$CM)D@6awcte9yl`Dgly6a z$qo9T7zWrRHf5XS8q)INl1&;(hMk99uV1l(>h%90O`0P4_Z(0RxF+#vkLwkE3=VHO z%vdYY=k@-CW2_Y9pJNcAOKka>qE%yPU(%B=eIV<%n7n|NU}M!b`~j!{)!e&u2Y>EYf2n1H+;Z5Bd=>`~q%N*|hicx_mCO z&&}u|3KOc_65EaIL8mkIY0S{FbXm3mAw{KBs)v6;S3{}o1QxjRR3tiZ! z_u&$2Jct3OGlxSt|5S@@C@OyzM}`D^GJSXO=@XGRve+!vG-}>hJ`22CmKkq~k zd}=3(7_8D>q!<3qD_g$j>sMkQqj8w^Ql*9=kYf->Y*?2!T^kg`05;IB#*Bzsd?ekh zg|Mq)cf!WIYx+U{Sq+h4>XyB!pl`#;ph&xp;qA5X(3#teE3rp*MZTI0t8+w_nd+0$u~0gK~!4lLtjx z;m)I7r+1Y)^u%H{xtyt*tEM=wY05DO~VpNGI-{FPxku@SUDtY1jsy;tOX(%;M{0$G}I~y z=sW)RHxj`WgCilqkbC}wsPO&IX-@rAV5FY78qs!b;haJl&nGA!fJzwNC{VpM?o(HPtj*9P90Bd}d_c9nJ zWKlIUZ(Tv@ZYauYMqGaVUrAa&6MkF5pq_VH1zX+!mUM{BJGFEgoFxTddHy=0!t?7* zmp}{ysKBP&){~ui=GKv;jJ6*8xI5B)a^Uu@he!^N*4cCVHR-o3x+l5Z zGvR&J;3`9Kxu+|FAU){hQ&0@JTVTPn{*43^|K~ik^sA(-y&6#T$_Il zG)cHBv1tDpnnko0tv9M8F=(z-@Yx7C=bH$@Kda0xiiALc_8K>}QkfCD5#$?OJ`WJEw>-Jm2=g)DY%A>7ES~=f3RE-%Y+%@F%Jh`&q=&MUz3i(>+IL1p=W`tO}GN>PEBtxh+u$gqdmYK?k=%R ztE`Xwta?0k=5T2!Yx|C(ZGO(^eINqdF|b&ahhoCN`7T$AFC&bqSmSdgp9rV{U3eqL zG;I}pYYqp`IaEZNiu9=FwTCw77H}qTX)goh=d>8#b*?1c z!u=&@3P(wTf$A6(V3^(UyAEQ&xxnUA&UuPH}Jli5|;=j%Y%W{CX4nO9=s zpeo@ul}mfes@V^lne!|e_mV&OCbwU`4lRmZjoiY^u#yFd}i9y>K#E=xa%*O|cWK&tRHw{%rJ9sTCAa9e3t@ZjSC@_T51qtNZ zbfzZH0_i-^wNVc9#D7N4uwT!Zxn*zF9UHd_81`I-5X>?DtOwE=M?n2#b$fke+gaT= zWPlNT%d;hV5lH7OWReuuC$U7rz@pvF!%wQI{m{Ya!D#vv?5}JKUQBv|_*}K+&U}yz z16&*JSrYk48#&`u$foB6%hX%8C8>}}l0m+$#CoZXNDvfh58Zm3Cg<*a*++!i3GPZS zmNwTw0Y(avLZ(|_0mx@u3LM&tZnFzdvjxjLh=wF*DM{m~V-TN(_f>Ppsc#nv0gtw8 zGs-z&yP}#gW>`N(_gDv171lx)De-`@C8$QYMN*{g*{rIME@rQ;AY>qR&+o-uOK@KG z8!|}sgRM(NGf1>=0jk-Z>W=@koe?9&{nD~*VMCec3xuK7anj%Y7=HU-NWCk}czd)% z-DlD-jJw)d*QGoRnlbD`Y(71)@B^qxIGYt&l*7D>xl?QH7m)u8&J(7Z-`e^H3NRia z2)Q~h;6V}`0-N@DUbwWfQ<@*6^ZeGtl|B20Lt&mU{nvfB+OJ=c7~h3BpV_qc0P-Wd zoFBa|BO_H^zZDL484}Rf^E`y%too!;B4OarUWw75*VhvE{wj%KZ`9d^7t_EfNe6}7 z^Ur_z2V}#55(e#6Luv+l3@cvQp^Gqh3&Wv|J8LJl}^YLcUGt7zWMRp(~OeQ4cZN zTei=B_=e0pot1xVjvg-!IfmEBBJ~`TIuD8gx2gi#|ApZ}wdp&b+#RS#?gC|#q4jdd zz@O)6B!CMZ^U$P-*dSz z=UFxU5eNa70*7{4SW7=t?@PoFGGp*RZ<}h!g*=<^>)iI;tZg8jaVb#WK`-y#c-+K_ zv32`bT!{0EWH7)eLuAM|1z2hao)h`9*37ygD3LBo^(- zZJF)j%1^B-ss{GwiPhX2=H4_5;=)Pf-S*r+au<{W4nd$u`I|)jxsL7ivKmqf7e=-^ z-id=Il7wN>$+wfoibiMJt4S}G?{I%r_LGD#PDjtY%?oVAxPq*ze`|CoD24%6l}q`8 zxR$L)*ovxF5<}k83(Gx*Kr85kgWJ0!d*_QJ1}^QDlCJp?m8&Bd^E^t1-FL6u0LzlX zq~WURcX(kkE(SjBUXu2G`=$2(Y9S(SXS0viqdo1wJqBhdQ2Nhl=KuO(7}a4M1MON; zc=VlJMmO7=h;G#fIk}-S8zDkVAq1-W(kDPN3<&jT55$b97QCy9tR|&!tfkn!Tmp(# z=OeQ^v2ms<=$>)2%A-B#DSp>B{kts2o@xRqV@ zxp>B}W+HKO-rS@q=(YoIGG0Lt3ePT?D-s0S>z>s;8fy%!f09h_i?ZArGiwMmpC{ZW zsobs{2T}niGn@8-Qu%#m6+JJ`lA-Fu;AE9!lF-MkaIeb6`19r<1U$~;(6*`JQ+`OA z&*>xCyhu(?val2il7!=J+q;JU&!jT`NpOS2rCm#M4b1)=_pY8KgYhTHA$NM9J-xzN z)tMKkZUMP~8zdIxMo-t^uPyB@jJB%Ql?S73U(SS9k}N_Ho-JHHRWwE7Q{D_?SI-7Q$kiOBS$?|*Dr6Hv|tDH-?j}wm{7dn ze|1%cU%*n%%A#$M)U@RDQ_|WA zHj8Bqi8Efe1!8kN62eWhjQ_y!0v7_C_O&E^x!n;-3p$9A;e?=Hb~&}PfwgUCkq~4y zIR3BClc7eq5U8I&xBF@NwDc3{*E~~<%W{W8pXV(|1`_|ScN9qmTrOpEq;*o`>(1wm zgc>`a({k}%0yb&^}Z;%ko9KJs9 zcWb}(%pBT&jjv)5S#l(=f*1<><@n5l9ROBTuOcd_ex9DwuSmb80-JILCg6U!gX7pH zGEAL%AU3WWN)=2I00ZCEGy8?`TL82>FkB!1d(6O^k*?*Q_%6B3a}d;zv=J3A-b_%2 z53Ate5r=le^N4QW0L>-jKb14ru=r-dM=0gIgu)|dgE{blTb#{2KIN7w?;Byq9cQ)^ zKEbKyVe(S;TF5gC?~*F`zS;sBqycV?M>$IM9<}S6-aPUYqiVWp-P1uQq43BCDbfU; zS@S>$xFRXi-h|okxmx?*ea(avRCC_so!If>oPSrzCyoZW}L6LTI9$)^3^~uV+q+i%Si`5!`0{pZ!MrO5b zu*Q851I`8kpYk|Q`gq&v?G4RjP1sm3uv1qVl*3kpA=BdQXpjy#20rbaO+0I7Y-wyO z86-u_ygzOb>Z#SR))pSK0NrqdKWn)s}!Fir`L}-(t^GnGaNIKq(9eGH8!&Uv#v#-#O|lnKF1iGh30D240}+LYj1|D(*FCR&fjp zv>O=OV=97kIuc0_J#%uT>X{9YS(QR&H9YH~11JVuk+`(yZLOkPTJDT>BLk)5OFv8c zCxSu7K_mvZjb%$fG2muZkw-bmXwT12ymyi@J-;&eQn0%iG~6~D@mY|clMF(@V+U~n&mxv66`f=;Gtoc31<>(AAnm`(~%<8=eHaK zrGP6Ehjy&$EiqEdGLErTb=UO0#hK8Oq}#|Xv>1#NZSx%URTA=_ml!6Ea3m&@9z9zs zZD%6ee+MsKhBl`NIKx^M)k_RWA=K?@YU} zY8Jd`zocyu>DinOD;8?DLQ!5S5<-69T?O#MEiMEF+P}8)u`v-3Fa01Pv?N_ApV=;4 z+N-&5j-~pX?fd5V&%`d=3fClA41Ip8UknT~;J%Gd`wBz0uW9s(J#{1qxzDo3-wYs4 z686rUT1|#W7;p$I>e04OdEs8eE|Lsx^SK?*!7GL)NR__LnF@b1;EsXMp&YAfO)ql2 z5lU`iaOO72-mz|j*kFdN>L@pM2dGH6Ri(Z&e1zeq&9{y_5Fy5)tkm3cIbZ0fWCRK^ zw)>sqgAi~+vuXbt@{^3UxpUfbh-lmMo!r@dzaTDLKwKy^jr;~e7{CSEhr=(r7)Kzmnpcw=Sbw&5ORElhf}zrmfsQ1`#^SoQfo4~zjLRh-Ry+A)&8Uv5LOLn&F3 zEc|oaewOoZYhja8Zd?bsfQvzq`p2iiqF;}=j7ElF-&=(rdJ zwA;4DJKAkCIFCq8x?7&TSl$()^DY!%q{KV?1f_smB!N8Ti=N_2O~j)`vy1NNm~_$;!TDgV@w=GDdQ>|2}d8^uurvS)@w}*7HCF1L6zXQJ&2G zSMOgYF?wxRiFI5#10fiTd~?9^Y5!|@X2hvDnc1{|p0(aK-8aA+?KOEj&w*sRh-)U^|moQ$8z3cz~g zG$e#!7oKkv$)xgVZ(-1PU3uj{t1|M}RzaLcncf*|wpn=A-nfMcV*o@c~<6^+^wMz8A1S&Nq41f}pVatj*e zo8abuoD8(9NHWI+ZF4IbXP(W^4xQ*x2NlAy5S=ykW{vBoGs7O?0TS(rZLJ4I9Vd$0 zNPFbG;8>klA9$!r*q=A&k0=#Tj|K>V`tO2AYasVIxp+?OitE)%_fwEp_y<9lohWD4 zF9n8k#@Q^Oopoy2CY_z9%NVGVy!X^y*>n&znkUSh4{fcx1d0KtGmArcWLy4v$mcAj zU!-&XGJoqI^^c(X1rLc~sNUYaAOu_tinRMkjJD;U{_wb*tY0j9Iqv(sYN%!SB!W=t zBj48_U;I{+sOO#hk^qg9pDP9u`mcw^JE!Nyg450jfr0g9cwHDS1TO76m{xNd?LUWx zkzFLW|9qfg*Dwrf&O3@~c^d-b{{gE_abx{$sY_DiyuWQuUA8GBSuSPK z$1SppH@z%fylva3jk3jy5C4^D{^a)V$&XJ-ur|mm$jd+0p2V_dTd_kWS;HlQjI7wI z@`Kl(7^U6Q-5uRKtwaX2ScN6Q;`&|rT+{9A>gi!N87bo1-9(*F#1MHA@ZxHwgY%9 zdOBne$8D zk^Kw%Z`?i>X(&-37##G*Zu)Ly8eVtuQKgs}6Y z%{|X6kbjOq&MmUVzCk3(}quXQgV&rpI8xIgFUgIpL8B+T9T;}1FdheP4C@9(%UaC@gn!FYi0v_ja*pzo9 z7p(|0vM7%lm^`}+nk9N2D#426AILA%`e&7b5C*1glpA5fWhw)c*YuKKZLeNlx^?I< z)Pj+TsGz-J!gG-zuxJNKiKcsO^rw+67zqm(NVmE2p?aPqqJp>7x;vmn!WD@}drg&k z*OFfb6}_Y)NnaT4T{RP20U(T3&#bx-4~hZDz^1*%AbqQK+`HHkQj?k@j$Z$n2WgTO z5`)y1pU3+lFpAr_QKh|`C*3?GHrBa{w5hMpX-0|#LeBXV;zI4&qf`13{Jxw=d!L8v z&b?tz*VYga#NKuOeAbf-B@9JK2(2?-YKa7aO?#qBhSxaRp`5V+!0Sf-dTmXJ&byFN zjh(g%-iCo2RYe8LBhQulJ{^8RB105O1E&E z(bvg1wxv^Zt$tH1c!VJdStReq$F(2^+#*rGcN4<25}XZe+U>$Jf+N}rzO|%d zs6QASkr@Jos)JAgK=9og{%^zCph)}cS?i4HkB+0y$>KJ@O}_W)W^hHaaLdq?&39LU znuN1KK>NawmRpX!!Z&gXL+pC8QmjHYls%t9nq+n}G#!M1YZ8z4=DGGKxvaKu#zxXx zOV5~FB|~+XO^DBX#q!}}n0Sc6qn$FepWLEi))_|Hq|BU^ue8TN)$Ij{4EL_7B!E)D z$-tvNBU$g!y!so-XR*c&1!|h0gBF%yPE{!05eWi|b_+mzYz4I+uN!s_VuYA#C$f~YJbiVZ>*&p=JIGwrjl+)*n z_LF+Ho%%vT;5{w4b;lFjkt{$M7MnSW)_TsRUEUVolyXdWIvMIEOv~J*cW)hJlI)Ns zUEeYID<}q>&s+iJXjM%-BRsC2vEAmXlkWCht4UC4SQ%l^*4YS`F>nkV+BJa6QTYOe z46-OG*4MYb?b}(1&|i>eD8K(P7qm$@8x&}F&wE##`JPnLLNrRM)>K_HshbI^C zITrR1`Li?kL*a7s7^sM`7$Mjr@k^&4!EZ|dinPahvh6pT9m%~-W(+nz$DBJa4aIrm zQG_wlWUmVd0cW!!ZKG-yJ#ns1eIwb2G3(WbkDpgUR1n@_R1;qd|5f49wjymslJ^S@ z*nXM19S(mH!;qumZ+bQq5~EwrBWIK~EhC;lw)DTo3{-1nT=Ry)Sub zro8ARyh1|YFYfuf)esdfAPBE`O?hB^fkU8v%Ol(2yM0dEAu@S>yhY2{vX~D|k}N`9&uT_ell(t zM(L^CB`3 z$jkJmTb|pJD3#M6EqphJjWqTI$&+2D-su|U+DFg^J!DsPo`}N_s1?v>43Tz zB#|EFtXKF6BEX|0E{}3+n3b}{;wyy=$B^`8?-X#sknn=x8q3q?`kBB;d2l`A$W!hy zlwoa(bx2|Cg*E76*UXB5yz>+!ghBfDRiX)jwn5@cn%XY!ttJgp&D8ckpF&+#YADz? zOvow(g@9)~eA@L3*AqAWJ@0lCk*d?bhhiJg&xh>M5@e6=UjMiggn;W2kM@1xqGQ^n z2X$M?yfd=lOZ&$=PX9jVNjH(h`6wK z>&~qp2HYS~?^QLk_Kvf5=p?xirMTVWwEPgrEm$D8ustuY0K|X?7(Ck7c>|7K?u_fJ zZ6bOM{XJ{P7}|r!^TH9MCrsS~Zy3VmKz%~*Vt9f<<7>te1K!uAODBSV&*liivIHl% zHw-sQ0_uC7!XBGnQz;}>Df!^O*y!QVW*FfJU|8tlv`D;{M|h?mY0zTE}7S?eYPFk&hr3a@OHU44Rmfen-#c} z^M9GR7(Y%uWXVGtEgA_#xp+Vj5;!BU(+&S}UH+m-a zC3V&26qA~?aO|oEfTQL%YX?3nEhyfP^o4QeL{T`8Kl}rX0aaU&gg$GTAf}|}d zSUqt~3cjm?vw=_hUX@vXUuVk7bEF);WoA0*vi^WBpB+GQP?idL0?Gk*4FcL`)jLVu zJ+?i8l*8l)(h?!|-~~NCvPxyE4o?Cx;Bw&5Zo~*TmT6iLPhRwJo~Ls6WuHDcqbH9r zG>%lS1I-eSfvrf{I}|nc<@_vbA#*p2&z(O%_CmSaF+_*z!fz);5`%#D!R_$AIlnxr z>z)y#lA#Nv3MQF@6RX0}=Zyy5!$C3Nbl}nceKu3GD03(zujnO=**c_7YAYm$JmejQ z&Xrr(4}nov#Wjicy(-s09r>nq^MLlfhz!Wkr3|N`Wp5lVAR6~_y+17dci-3 zs>GF$5I#+|Om3Efx?${)5OhanB!D>s?xK0LzZlGx=HB)=-9$8EhdVlgvDi1V2&v34Jg0AQ5!BIHrll1KRZq{_)`BKOQe2 zzyDtrHk7Za-U$_kg==AV)tF0z7;qj?|1Q+}6*#A<=^h!VI@f;d+}S)93buuPVH3`& zzv$=kZ=Hf7i}ET-e)ub|)rvKQCOJ<&U+c(bLu?*~V!Vf254ejY1{Uq+`2f@G_lmWQ z>v__bRgoE28jgVPg6g^29gn*k>1=@3xGJ>fceL)4JO}aiWs9LK9QlwQ#3UAF>J|F~~ z3tTqkZ<2OL>4J|L^@K@s?kWr)JkJh-ppPINt@~^s5(Gs>%Iz?&3fx7J?6RDJXH~?! zHb1Yw{uF9^7DIGi{(OQj2myBtTsGxup4z^oGeu#Uq$1tAd}Wu^D@Y2qND4(`4rupV zBu0pVD-w@O8A76xX+nHtJ#ki5tjYMEhNBedpC=*bc6nl27KmYhbEEB_!`mCzB|MNK z&FYNc97Frl)1lUFCuEbBr}#VoRSCCAEH350TdkT~_Aebilg`b&tZ;_GQ0U)N42j|C zCtnZI#K56Ep%;FjC$i&pMg>tAuC}bwHrNlU(tn5!7XP(YgJQtxz~@t*CP{2JvuK<1 zip(0`#!p)^gbOkHD2i6+DoBagOv0yJi&5|DI@f4eLu%56@AIE0@}A2E(UGx^l2p< zCB<%Nz7Wi^2W{#Bq()~QU&F2qkCOPbr=E*=={v`&FyJZEIscW<0`4?m77WY4yYU^9B*@L{2&jK0aqmIeb4Rw2g84TxlEFwJV@5v z>Wl=GF>FF&(49STl1O6U)BZls4lFY{vagc#&h>&m>)q!eGRPt^?2VB4-!B8hCJhh+ z^^2G>UEb!~>d8>mVeIzHvCYs#ObGG}$|u`fKq=q}gMjvMm`ks{;zKqW=7~A4z58rx zFhqurNRhH~|2zwl0XIo(+HJ!Z1H22DmoV-CT;03OIm2TZ)ZaD<#TXAeDyv1pz@=Tr z7@^R#*S?)`Q6lAmhRM=)@YK*k#D+uT-CRHn1K2>@ySc=6=#{V-|AwQ+9bx~R2(DL+ zM0BW{*9V_V8bAly0k^Ava9e{9mvnER^iyuC{Rx#Z+>k2qyzguWa|WCa0@{C{;V&NM zN$8Wi3{=mak3V%3${B>)7!oe%e-OzgacS3*)bHH3Ut-!w%wi;TE{S4;f_ zqoQZ>bpM!*$&hCdUbvmNqz<;Kc%;Xs{o|Hx9NL(5_XWvj<;liY;tpU#iLljk{sG^#iR4($@Xes8f($GZ-)8WvUd^wsuN5BHxq|9$m&i3&dH$fKZ1d>96&)WoK9gBin~yPSQ7zbJ>+hFKyA zWh)fnv7P}CXeT{Z+24YC%N~%qXX;_M{1si`Itk&v=i|<1uSF7rfVOYDsPmp%vz>7w zR(r0-uCu=&qbh9pOy2h2WiZ;t#lR6z{(jC*Y(G={=o;zU+^gk-bRtGVy%-$`L+ggu z9MLe)p3^gmXwO!zY$6?lb<`yHS&m@F(1U{2e+8R)pehXrlW1Sw=F2?!?_aGhGFYAZ zz`dqd1NyG=M`Ebjd3F`(+;CM=pnVrJ{7bA%&W1X|xrtRMN!;vO4LG+KNC-Yk)8~PT zgr{wM>N(HKimDp{f094wGAo;-It-RV^{}f5!>axFZ-R<600Zq+!xtS_9xadZBkk(J z>X5CcyFl-T9Q0G0(Gj2`;Zc$T?Jhn2ja4RB`3>YZ!?<`kg9*?$$vI)h@R$4=kr1$G z*M=*%ga>Y~PA8+J@*CF-_d^JVAu?ZNTiSzagv)^XS`YQ!JNIQCkoHLRda}ZedpVFj z+KV8ZD2jlu=;09fwBx*Rz37na{6?a)$~i~QU(eSZ+yfw7-WGkq3En_IfX%cE0P^>L z^r?sZBr$aI#?&+?LlMR*RL@H)E7%DdRot`jxs)@{5p}JBj*Y!UYn5|f)b6_bj^Joj zJW?fx-FLG=HsG#}MSFeQh@J8_w%+7Y3};VA!7Z^#P=%h4#L$!YMVOD&Tv`I2m}f>o6Bp9E+t*`$(&LR_W2fXlbY#HU~lI z6OV<R>6`h&g@{7TgM+qrXFe_IP#DI%|PkXtlOo^>U;pvpG>2JNxi${@7A4PVBO?r-cHfD< zo1h>m9qCcZ^U^dB0?uaz+ItMFH21Z}Rwk0JP2t(u-FD7Ufbj}h)z9;Hseur1MPk#A zk+S8!1R2!$lZj_qcZ2>3Tgcljb*M-0vVsSDk((d+jkx)9; z>O(FL7c03}7@Z83Fcu*`ANjj&F(?MyFDTMpWzf!jx5waZH%SJcyr)j#%Rv9U7h$m7 zTJcdN3_Jnl5jWSGWxbsl5ey6#<(n>eg6-#Tk$00)8e;}B8kYl$_9=kM2=g-Q)E^`U z>4Xlm7%5Un<`qg%I8zgpDXtVJ*>G_*hGX$CoHGbZ3DkO>yajvn6W2<{_I+ffh%;ZDi+!R)jB;WlFo0Ea-k z|J>-1y7;JAQV0nJ6?!WSp=jG41xZ&T3g>`oga=71dCI9Lzv0o%D<>IO^u{@FIeib@ z(ktwHR!WT&ZHFF@_PrMdz*)&e`QPqGM!;oI6hqQ$CQ+Ur%U%6d&d z6g(n-JwKg^_HPRc$cgAB?9_=p=%4#@Rr-Th(Rd($3A77* z^8m+2`w&3UW((!rZ`+9E*-1MnBVx8Lv@J;z9 zPEN=3JZonItHakLMKa*XWr?In)cb7%HXXD(Rm3Q(j?%7ssag;9Rb58zSt3?h(630p z4UuRsaFe&RVrzSrka}dE%x%p#1e3Pi2tul=-KKsBzttlF?c~|p%PYnr%ejIms?Jcn z7?&R<1@$Be+vi^$^AK%;yMT5zOv`QF!FFy1AqO#D=HrbIz=0SgWRk`=DvMSPMZ6%7 zS;{qJh@oN{r>Ag#EEHmdA`E96+hH-_7zA9(qt8~|k#+ay*N|11nBmHU!{i~)z(Wuw zJ<+QI%_w3vTaEM+O*`x(_pPE4oc%(;t6hnNBi+1Qo zhAQo9TQX~F8(7}XL2}r<^ZEY<+!!7j$3S~FEL&m8bIa84WJz*Tl;yooZeYMY5s4v2 zb+Qp?lyC^t%c@46>A}*E$bz2Om0(Ht_tnskn>q?IcE0z4msa7yDqlc(by$F_^^2y< zj3co+6-Po8av(wr=aNR}G>#Q1-eyy;#6-z=RxQ3m#z_ZnHmzL=?Mr@xoLlb(eW`vu zVo(7$NwoKd2i*74Nv$RmhJ>9b-?cpb1FA?~Kr$$nj)vnrT#Z;9%Kh`{8OI#mZ7Ybs zXR%A_{%cpaLG8A}O45ZB4GtpNR37bNlI*yLzw}D3k_PGFnDX!WoY7FY?Ty&HFaC0T zzalYG20Th)(QW}ybG56gDEmluZVye%+%pEOt4blaa5(B|8pvjx3mn>glJXBCWuo77 zlNp2g(`$V>P+!$?B!ms;p2>hhz_}pcQ;zej1kdb#)Hsq=RrmDlXLklc9RLYP2u(4s zqx!k<+a3Cpe>}rmZ4O;4V*GfT1niGlVmTgS!dqmJ-2Aj{`VlagfD3^`dl{pv{YL$K zr+QKdhdW}Qn|FXGt7o9_B3AzayozB!ctQQ=xsQL`EvT3bw(o}(zF+AA7BNzg9P-lY z9)olqAP3q%&*>H!FJm6|k)`3hkr$4P0*hgY3y-BDHh^@-4HB0}dl#e3PC>0DyY175J}8!aBa@krwG-jERHIFEJ>@FhW*!@V?Fzkt~vc zcEVuv>PFS^j%Knj?5uxlYST*SyX_zn!)TKe91sF721VM77{n(8?%Of5f#8B_x2Dp> z1uBpxbtAvP`jlVRZ&ZI9=qb|PCmG)AVvzCWJn0wOSLlVhnU9A$w|AjH@9oRWeIN#$ z&>Y&oRa$**IcMYVc}d9}HeFIWVsYsw{Y3qf<@`vGCmX64Lm1W~40F84!6%ajV4yt@ z!#}y>aZlgh&xqfuf=}OUZkf%17+s58gWh1a7bpju4lLUHp2ee5HRDXvNbi<+drxBK zPtZdP7e0UEx~2X<+Rie#s-y|S!7aGEyXE@5xVyVsAUFhfNN^T+*TvllzWAcS-7UDg zem$GL**@Jpr@lW))z)49JoWZ;kDQsF9&MM#>m*NPAC%NMyQ|309gpZLV_~&|&9lbW zeSMaKQ7N$EJAGkK>;{KlBrlXkSDl-w_rr(O4e82Nt5UFE z9~+f$Z*WBRp<(RG1q+{f&n~R`uDA6XvQTHjJm?H9TAWDfHG%B`U@t_n5BlDpVmV&s z$q|yPTJ?P91U7A1&s)$Fl24tX&!5K&JzHdtNFg(Re7IEoX&4!ioJC*8`$M}Kwg)D+ z6uocN_xgZ^5$??P$e!G4G`suy_jP((HNoZbRpL~=t=k!H174`~a#-U3%LGqkU-g`| zIk0$`^)&Uu^5WA99gC$KkCMQ8yIH`Nm)dCocjibhK<_@7c+a={`{`n}K(CW!cK*=r z!>IkRSd-)FpRG1TQe;0i)L?SaoC8k&qHeeyax~?P*V+@q?`o;{M?=g16-rKPBwy-j zux8^{=QVo4Ey3^gpI2Ca>OMZzNzdC_O($zZ2@k54$Ts22{bcW-^uIoq++uj0py1}& z3!>|GVva$NZdqjROsx%uaW%4&xBX5&cMq=4-l2Qmc7K(gNwlHlh9$;Y=Scl)!`Kgw z$i74WChzNQxp#dg-)^Hu{q?==jD))Ls;l6J*t-wM*Y*a38zQ@|hdZRjfP05RXpesU zWKYv=(RIn&!@z{CFT?72O<)^h*o4TgS^cK?m!dUa+@kBe%Ng@cxT($QIRbHXKJ@EG zZ(m>*;Hkk9$s`{Cp-%VzYsll>h{1UUA2--XV)L;&^ZaM+bb zTeO`4Pj8mU&c^uiqxFJG9oU-;B~R_P?jNZ;vf2SAOzF0yzBZ7s3D!touQuOYU}w8; z@5#VAFJHdum#b@c#MGUVk#qA5)Vcw8hDgs3YtaA1?{PB^Q5({XDg3SN4c%VM2>9~( z{UlglVHJP9S=^DFv)V3xad(?nY@PAp*TQW-qUb)NuRwQRT{ph|krh0wS|fX@)MD?( zZ`XQ%qQh$6#uIPszpE_;@C;jh3O@m#ubRTXhhI;Zjw?VyBv zgDbKx#(e31^!A4@t7$0R?)EFemn}(jE7p79h2-&e7V_F)`r#1S2XB3Qv}jqq`WZSV z?OrxNtl;0;+rtyVgeh4+yz!b~y4G_?_BHe`y&MO-HD$NNCf<2fvFJkW8)DBPlDKBi#bPfwBm2;5R-63S6Zd&chSdZGDvy1#Mf?{_pM(^Uj#^S)OFr+Wvp&r zFD{r+>aSWY{x1`puE9X^rG;L%-|Uo4@+Nstw(8 z?Y@w#q~U3`y~!-q(X$$QHoB&}p4)XLP+;rMXpDu=c|L z^~vLm?1F}~<|pghIrC>4N1O7NX)s}!=IQD#V8OAjQ}i2pIE-A8eRsHByN88d`>`VK zTf&-$WUHe6URVUZ`Ev9$`gh!MZ?;7CLv#(64Q#Xj$Gf&9A7g7k&!sWfX?Flr3Ae{5 zDy-CY2J8oGWJl7QBHQn-*vPW0hIILM%sETf8GeEZ@nYu?nde(r)Ro3)oZ=mf?esx7~*`3$p z?i?1k-}SitKBBXpn_$49k~1T|o!JTr&&`otZD?hleQmpUVt3GQ^eR5>)WR4#AE@2! z6ve)b(Z-RXJ4beIQr}Z8_73>W?n~~nS8)!W6Gvx5J^14B|M8%a)&}ebdt|@9^`ymI z+k=N;bV%y7Jg{H2-`dar53tzwxmj$Jc1XgDZAWC=Flk-2-eZyvAh!YhyWh6VY`R4E z`R@-V+`Lfos&;XBW6sRa$ts`^e6^)t zl2*Dnst2R$o^<<9Y2ye_3l3)_ACtJBt(`NVGJ99DY5KNnn(N}|8VssOHpD2a9gy&# zYK!bIp1b+p_X})wj;>U94!P2Kb5rfXZ9C}ApY0E(YrSCT&5@m3HK}NWn@{t7Ap4P{ z{7T<@*DsT%{#iw^pjX1)E4&u4*%@09*)K9|9MmHB;XSM%qqY6L`7Lz@6o%pG=co(% zr^9excH1L)Ky~Ly{P^Rfr(`p7LdH9lP8`&o@!W@1>Xe(QUwB=>KK*f5w%Q~4*6o}5 z&(glR!3wy2?eXRHF5M@aI`GW#sd{Jac#18sM79t9EH_;Zz*mJ9~`ncaVec$H=HqTn|ucz6^OWzO&k4AUxuw^lBS8L``>`n~rr zD7bu7LNoa8pPN7!wi+6(;HTE(vFrbX#f?T_cvSR+ACqBP9T-(B&ReryHuMao;b!}{ z`ZK1T18uisxJGzsMnfk@C)%(>!`EIIrgjl7wPO$%HuT?P98Aj#w4ue8 zMC3+i@}l53C^$t-6Pi7|6bPn$f@o`8?9Lpop+?#@O2f_e@AGSz)*9ktalgeSWZJw~ zL>rC|i{C#b#4t^5=D0h?iz5d}^Vo!j+sz$b%?s1g0L^E7l9{r$tZ__ecKbiWKc=Ns z+BUo_C~JFcPGeo+Dzw{|5eW=MX}oR?3SJ$TXv6Jh4?pzA+D<}O=yN!*FJ2=3N9z)g z&~Uq1!gG@_P1W%BYqIFN+-`opCNyh!YCfg~z<6}x@{F@`yS=A0+_5}-JbDIRcOJ#Kxnw#oZ%HMF-?t?b)WQ3<)s;ikfI3*4f`~_ zNC}3$0Vi}$ZW-!@8N2Ck3d7Q@o`24cFs(gEYgoX(O{N`8WFpPt{3p*J)6{3(@mYuN z%Cr%Q&1k%1bp=aT_!Khiy!{uv6_OAd9+2GO74WdOLEzFJ+wL0Phy9P{o0QOSySbeI z>||h?nqzkSZ2UmBG?db?Hdpx41=E_qzDoVTL(g&2;D6etz{*0qXs~lj=YXZnXZH1# zwbf5fXxLJBc)A1DRvKupkHk+ZchfW}OlS_?Zt0-YfAQUJxb*y=rMD>!cT-n*{x;T@ z8ocoNO|{3erHfM%ZP*Kr@Ps)`8wg%Vy0!0V+0xdj2n}m<@_sr6`a+(uVI^c*uGEBP z==9-lP+)CCf%c$6qFS=0FHC6`Hp#RApZ-qVt&L3EkcMc(5#n_JvlD=|RR-F=y+dlq zwC-umXyK*pF)a~9NYGz3;>zvjNJnS}FL?g>uEDhBplxp+=S^ALS4zW{y7_3C9U|o6 z>W24aZF|z2X#2O^6xNm=EUlNnRdZQe5PUgkd%cUtTMdYiYGX5W@Y0NvOlkP1frjIa zuNyW4ENSh*5#;RCQ_sE9Kug45P;j*@gofk8%6*{r)U4K(Yh_xJtb~TO zxos?V)oePr>=?rbu~%GB@MTKF9{qQ(2)El|Sl)Mka=etRZB90#4Ud)9@NzPkb`-SL zyq+VOJYzM>PH0%0E&OFvOjG9yP5o|HleJ~dL1?(${;kW1X-~kXODj*vEz`m%&EQkM zrl|()mh()pymGv)$w{V$5o3nQG;3}` z!#;I|U&O)fb_%*_%3IbT`D5V|rQvq-gx560w8ao16-EXmm)k8Q57CC(?cYaRFl{4f zTiC8gJz3j;yo6@Z7GAak)3T}vNt`6POe>m?&~Ups!;cm*?G|YJdaia|ucgM}?Kh75KJdqF6YJ;}u+kFD$ctLE% zk1y$!M&kuP520Z%IKyv-VOm!hLp~hYa#_~)-i+o5zx|479l_Gh_cJ7t$B-R`h&J4A zZae!b>HxIYle)B)z0j|)3C$IrGlR8l0$Q621^@KYjI%Y^jCs zys5HiVO6FNmT8YE4O{97zj=k*%>&vdXHDjiBV<*16K%He>{3h%0NSA0^@htn?O4Ht z=HOqt>KVIBed8GJ_WkFDf)xqPU@89!&ji|>6W{NU+wC2tVJ}$u7u#ltkm}op)sijU zR*7iC5#r%{+POg6t7nV8%G&x>CN!+g#s|yvF!VlqlW(A`twV$^F&B6mjrH|yV)_ZH54`vT30L1W3-tS2c^?`n3oRcLfJ;w?K%Hq)O6==6^cTZNAed=GA z&~Up6+YPy(FTBiM)KHw>+Z}>}bJim?+-|P$d{#V=r-pXxKPJTRbmf1vr)IQ&s~cn5 z5@@%wGe-TCeY&)Ni=vKOok2@QL} z#ur>KfHtIP^KCNi6QyAH~7Ez!h;X6GC3X+YcePU|+ywCGJuXbw(W0@@0{dt|5_`(O0_ZAP<% zzc7ZQH$P~*kaF-2S=-oVCfbAp!1h2}HTHQ+*$dU1o6y|h<>#=r7tpi(zh#Yh7{u5Y z61N~U+_N0~I597bA(yU38!20QiPCVqxp>b~*Tt?~v-XmE{p^-Ro1tg%jT*Hi?@=q25JO7|mn@A&)gk+a#?b{FkNq=2U$CSvlDvx%tMA+TrT9teDG7GkyZ53N)edWk@%G`OZsK$_q12S=T8HcLf(eTTq`1 zMe8p$++qB0TA1I>M4GU0SPR;YPu`+Qvux3w(6BZSKRN9RwBY8>zOtp+dYI5${A@uD zmKh&=G&w6_l!iN&FfFL$LtCp_Wxc^`bm{7zL>nH+`PXS8Fm&OpV!35QJN62FHIqnni<`wxc*dEYyJknDv6{fRalAuc{+C4!OncDkURvbGTe2n}m<@T}gl zpzUM4F`C1t@&gGCYjf~JVs!&B&$U~Bc(oZjR=h!kX7B>rISv5W^<>X7%guJm3})d| z%q1|iZ<@^cya8gAHfb=ChJ%;y5Y&YDxR|f?axcsnAGL-M7`D^HlL%Doj=27%h_}^@ zwB$i1w0~>t<34{L;^WiCF&Sjq6-vV%wS-re#`i%!Fp)^L$zuk6iou=aAQK4=K$MAUvtJAX^Lqo$5O4g8O|58lWO&xztIgOIRH<15 z4Qu1usTPnnFM1ix27!tj0}M-(PKZI;vM)z8*@8R3HwGFGUJu_OI0OOW|2fHYuc5|{ zHDENMVQn`4iS-t=y`0l$lesLro&^nhbc1v!z(PN1=OtbNhbp!^a!gES3muXeTnb0hJ zYEBB;(jAI-P_{JDcoUkPf6^ZVZ3osheJIl|n9(deFJuPLPMm-2ku9AufoQ{1vxgrB ztbhpVcRjn|4(@*u(rBUy&B9M76)k&*1e!DA43kW0|CD^d(OVO|;Ha{FhTLxVC=Ex5 zGyJwNrX_}UtL*Ctl4(mPn`jdzK(&3Jz4N6*vKQJ;AvD}iZ9J3lDU2bVxyB?}yYo^ zsxmFs921(0r>Cmo645i(Y9`Z8QW_37E8i7t0kk(~>O}0T7=1c%u9-GI)!zl5uFAeI zs_cbY^Gs+qeion}4rtteqg}Q%`FujdKDF{40`*=~^IYq$d9@k4!Zk`W_>|qUQwIy7 zeZOz;!i>!}cL9-xonYg~J2ipk+!Fju?pVzh5*n7~3NJx}$8nXjl5cQa%`t4IMTCZ% z&BKoqV}Z8R(NFY|wcV#Qtj!T#mlbR4477`frfW7Vmo6sSFzw&hYA{VzK-(WS$|GwF zSVCxcbhC%QjgDz0f#x@^$t;rWG!&B@Z`A42dhuolfK)1FZp_JV`2X)=RPqxDT3 zTaLH2ONlm2bMdX&N}w%QqU4jj+KgSH>oOA>zeD^Qr2R4U!C5cN*cJSi6Bu@>oi9Qh zFvlcyIcCd!{vD-Zm%4e{TMcmO4QKq}a9|S!F_V@XsPuJG^NsPD#Cm4cJDM^pBlq$#2OPC-(pnXF-K#!JtK!(g|#Lyi-X7gW1DY&>#RShYhx-*l=w0zqM4ST`Lk6=H7PxrN3Utf-pHK-6k|QpG>{DU4p%g?&qOZ$#$?X<=zOPH(PIGJ{m(y$ktd}>zv zQArwH(A-&{u#afNGz&jAZ3^wS>_fS4vQKO7Cp1I5@v|cJp*tYizzZ@h`Co*FBSiT8 z`v8^>-x1@a+-}z>4O?n=usxr7Ks)~Y!~&T%?*P$;X%>D1q8rdgZyH{~YpHPpY<|#; z#tP@mf@T}`XGYC-RF*>~Fc050RyE_}ziu5xHuMpt8Jxg}w{u|Vxh$7_y@nbmnU#l4 zvm&zRHLWq&m}H=6QxuH0^u&zNX)^RIAK7;NFwFB4^2-B3cqJxiz@r?Mgou08E5 z_tVs82@SWKh2IM(0ezuG{zgq?FWjIstWCH9u^VXRb9d4#-xi!B+KfGmjc=;LGo zn+t=qcztFykfpt&FdS`eK4Xmq+TTkgF~Z_37h4G8Rsk4H3Gwp=HPigrNPc~Gu!QzY2PRfOLOr9-LpVz8>@_u?1R16 zi8kD7!hNhjpjB*iCL)W`=z}3QOlUl{Pt}qszWrK9+0c?VO<)ebXWSZ`U_HC&h&OVL zPKbVs(6AGPd)#55t=Z#YOXOzz+l*%A2a_QXZTsJa?3K0sahqtvF17QaEk0c%)Qk^lLwF>>|?|-zPNe1qc74j|bXLth*dTj*tuw2o1N}zZLbd zHdV3gSn8RYJ)gUjhP7GvKJQ8B3n%@)MWo{yyXlgLX4+VSWiK!^$HDm#b(M@AtIZ=5 znA49POsbRX?sH;BNHfxMJtj0m@bd4Dco4kNuh!6%W_v+t*a=Ra2VDo6t$5RpujK&Q z7)G?=;1zDMsSL}BO`VTrT8}3tG>e;kHP?ob_sXaFd*mU+`IOLbfOz~EZ3S4`H*--< z;mL25hAkCn!C>i)QHKx7mhOEGwea-MM&N}b8E(Xq2g{^y2n|PwEBu{5JXnT- zrPXIv+b(OnL}}Pk2d}2B2FubPT%Wx@H4c`u-V$xtQvL}Z0|La?uf-2pTH|*nFe~5D z&I{7AjELXTE6q4qW_V9%I6#C_5NhcCIBH~TnRcJjuoE2oTwx_Rp~pk3rl#HU4@4Vw zf=~*nF%0BONmcmGTG$#rDaR=eIhh$sqhK@9caFBhHjR% zy)mQNdCK>E@Iuj&JF<8q#29XyKND@(r#vw=4+Kbt21zxi>OH@h!0i04X;l^*Vh({ok5>w=zEn4Y!+EG-(+KTP&%jo*ZZEp-VI0<_=^ z{c6eWmeePT@lpWxf}QU+Jb-rF|80Y2*Z2~pVQoUsQoDHfmR8o31)CLxXv3XexTK`+ z4~La6t|B%!!#?uK>QK39iEi!sNA!9#U?Zy zy*6HCQzb?IOc?M~ZZ}sPLc{H5=LzI09lc~&-6yi8-zg1ibMd{miqIE)W?zW#f^l-* z7nf)=^ab{*t3G7jzRUSemKGGx1ZLrbUm(Z|FEqwK+wk%hl>QY74 z7AroX;bs%A*r}|LnFr@+lG{&E8g4eBviuI9RX&_n6TIUS5N+5}E8ikm3YNzE`uVrq zZZ#4T8n)EUJH5(;esIb%LGB945)m5K=Hg!PfVTP%Qfsn8E>jxT=HLUl+S87a?D1Ex zHe>M4PE536FYvwl)Zm2HiyCT5!8b}`0uxFQ+=FKO@O*y6wOZrKGDA{A!-iV<&5Z6q z8&~zArcCcWO2bYN&g)bLLBbrZG-({ml9_4aD{__o*{0Iuh)YUFC$vv)LgO1!YGJvo zW-U!m$eV(|u%S*rmJ_1xU@rPr$tm~wSCoe1!^NkVHlXcmyDgehfSXd9Xmj(l>Nqf& zUVdM2f!s@brXn;vDLDC9Sq`+_N|I%{Y^ggnq2YFOS=cx}3i{Q|ca;*zwC|LL+s(?) zDawMjpma$$czda_E9^^Ss*N3*s%|=>_0=hIy9K2sG_1|Vule5x+Ph-&HMBJJS_V;SzE01CNwwy$f^!wWi5MRO{I{Nl!k{82hXdH4%!Yse4zQ9oRGmp zn}gr}s}0(w4NF*7j*yxe2@Pv=axatuZJ%3h{Upw2L9YFh(uHtPk%{U-k zp){ilYqyWqmG`|cWAM(-Or+s%>fj~xPe8{?b^pLkxhpiuLTEU6?c52o!O#bV z2SrSOMr|3g5*ltc55F|I6s0F*;cAX z)8^N`%E?{`$WCYmFYx2U8_?;~RP6mxwlsGRLc{H5;|b}$Fp#I{zF(6z`;yYIHYdMf z7Y5qS=d2S)wsccY6K!^$Sp5KKo16A%EL++$mkG_r@1Rr#pEm8WZ-}hTotx0GPn|qj zUTG^Dx=8a)|DDpX7wr5gu-%}|vZ($m+0wmvOtg7;R^)Ezr}cCCYO<|@^Aeh|pR&6< zIU#zN{2HT4!Yz}J&~StZId94fvAVz8B6}frenK;NfxqOz(6BaP zX?Y4FWYw$eF=Q{?pfp2-@G&GGw40x$TY8zcz(TZPpE`KYQaP5pa-LHKOMIZVf{$@t zXlXT}+4$t#6D+;a^Ibn#TXq|vVM{H1$6f76<=;10v&;B|(y&kM{8Lvw27UTK`|+~2 zHFly6x0_IHFBB||eSV7OY@v&T(6FU;ei~2>Xz}JWy5QAjT!vVjCNy4nQWXYbJ@(H?0o6K;1AX@;)A7Y@5X+tfTQi+Bw+hFd>3p<$O=dFH(Zg7@OX z7Zv0sQW1{{&1q*}GU^SPf_?7HmbLw&G;FDZcT)?{Ze<$nBX_I=g@`sxv+)5*eVr~j zv{92xI-)S4;c#>D?F+TxFfIDmh(leY7b+AXG~5-0J*1Y2_4 zZ5((Z%AwO5OH-CGp?Ub1vr78jz2May*$dYx4f|9moK5bEo(6CR13lQq1&SEWQYYIzbElp^+X9?Gvs{yTXvhLAjZDD3K;T=Ym zMX=^|1s|EVx(v~V<4q``sNUHdkbae>sCnnIgoeFfIj zn6iqciye_Kn8D}2zo6icl!krEt{9Ai__&ibvF5Jy_VPp-ZZ-bpu@r=Db`2~qcZ5C_ z2n-9e@#-%%LE5OznIoz(8V3+hMH8A(DfuvH+t=AXMh=hfW;8oLkEsMx%z$UkGO|PW zRU+DON3iqkE%lo2)3JkQdbJtXAVVvg(OCVAcK}<{G-gv-TA3;)FyVe^R_LSMPG>A9 zyEJxH6Pj@Rryi5YbSR}J73>7183Tmv8?S?2b^39Iq+Uyn%{IOo(T4jd&nqhrhUR&a zTXV~!Ms)(i9(D6BIuM*NutUnmUXL1MH)#z*Gf3mZhuX$lR=V>aGVQV%&B@c-S32<5^cE4Tlww3jzDW$tZ6z~TjN@UhF$96o2lv>JoWDHn#ERz+JuI^VB-sD zbu;nd@}HMvZTHM*PF~MEF<83!Q}skLZD}2%4O{Bu-yO5Tr;hV;H9l=ym(Xy8xOuK% zcc2xUe4>!7El)iYnv2)#RO5KkbSkYz!z=IxT64G0Zu6K?6gf_7VdE!_(55Mu17?uLYh_hX&+F~^&G;FC*(M~;~eSK7;E;8*nrC~1!7e`hBZU3?%Q@ma< zPBLSg5pB4iazncSEY;YwXXS9K+MK|!G&le57zxc*zkKT#UTMbQP27UeaI;x?DzvKT zb0_Xl%{TZ(O2dW<7qV2RZamnukwW ze?q%GdgC)drj_kPXt>?n{KBcaraSG}s17nMc4tDv@n+%L)N_JAk7T|j(@s(v9(!$k z5v@`W&rdpEQ})7yE<_vlf`cEjRRr4Mns&{irdC%Inw>x1rS^??WZPX#wlqZ`q2YG3 z@?5YnYF-#yc$C~1u9?w1d{?jl#M|7l85YXg=5{06aJvcDcTPdP6?y)~A=8?5Co~*y z!b6?!q1`IREuiVAnR^f#Za2XTD%a~_f7-ccI1 zROt08U4DK0yP3S&jElkTeN43R1y>MA%aP%<=48EZUjoC@gzs>*?Q`JV*_K{u#>HTv zeuRddAly#;2-+;uhdh^QKPe4sbMQN&lcCxEtodNS?1aDi6K%LFczC*C46xLHtG&6b zZTJ8}!vSLBC+q5hbJZ4==g0$6`GJInEftO_te~y=Ie*PtIdKLN8rJ6E&ql?D;cY?b z!g3gnl0v61Snu0=x!ooYCfcy2PF~)B6wvOCYxC1fGj@eKLkJD~lqYhi z@1kOk(-DO%jlr8D$OPu*hRy(&UM^p8ryOqADGeKHAvOlW-LSY36DHYrOI zuMdp!9r2#%zJIos}n=&>Z{=OQp@;>)GM6OiM6{&~SKoc$Ri;7(ePI8`(r2DbGVSB22Ibx=dtvc3q7BpB{HysBSo-YEPtE3i zo9Tpx+s(o&2&?S&u+OKS%I%hW2BG10v+z0LAZR<)V5H_j;}>Q$4{tYhO}A^U&HZI< z>t_;e*isuGLDVq5w8@so-Vww&9(9{VXxIxDeiZ%;XeTEn*e`3d%{HMq_%r5z04>Gf z9qD9kpUh~&Lzu0g-6pz59+%@SWDe1W+fBHecoU+xX1YC^e3gN72@Q`SHvXxgvR|^r z+}=uVx8n0mXb!&rsSZ5~{%9MK=VP3(qRuBY9KC$7bOLP7)76XQW;;S**ia`w>Ffi; zTgS$oHG}1t1wiJGY&SBk96xU zF`)^ssyv5g8$E9MDLHo2{Aoh7@KXx4t#WeXPfdp9ElR`fX62g=ZU~SX@lHmSwJlys zwBZ18@-KxXKr7q$Dd!gq_Lc^8{HOSR5{m{<`$I6}F zwTjRT+MKLpnGLiR4)|P6w)88dVQmin88ZN)cmA35Q)F#>R}*c<=w($8GlQjlvt_&` z(}t`eG=rsluq+Cers=;wqR^>vrZ2gc&RG_NkR;;VPe2in%ha?9;5<2@P8+)Ehdg zx~VmEs@!g2l!k{8;pUmj?@N<+U{6`w>K!K9oV?SkWyt2KUtBV+ONa^0!VB(IR=s}t z%cWjRjYEiaC!raN|MMWkUTc=-J1 zh5*T3-jX$^b1KO>w!xiy9h_T&#_7WN% zLhL+6SiQUx>YF2>tnDzRVQm(kz4ZOEtJx*r9%Eo8tC+Wi|kw?che~c zh&CK=F219E2qL84k(=jaZS@Wk8jcVvPy1FE;OB3?tGRBP`VgUEZ4TZ~)g|+^D@JQF z%WhH{)+SssNCiHf>d2z0$g%J+(S~V4aZ)wBJ&zeM+S_i%;m!XDp<$o$#hVih-JW@L z3fZOEkD9^wP1tWhtCLu_6nsi)*ibvaO!yd@tyGOCnvJ}*$A~uEv8;T1>oaKkqhTw} zhE&(T3C*aD<@7cMZ4Lf<*VF3+UH0igO2d|Vcv-Lx&`sy(o3435d&C){4ST`Dr+Squ z;q=|?FI!qM)QrYAYSba@UHh89WJ}|nB{b{>7oTJrfKMMMimSPCbB5Ber9x_T0C*uJ zZ(q%J>g01oo52hG3(y6VbGqzr*2{gN&Ur$^V~B$n(SHkGI2tyyn@me}fzYs}4xU1n z9kgBSawebb)0>orwF#r88p%(uC{EYl5q+PK}M>E3oTPW6^+gogVmFPz#JV7&+VX!d&FQ5ZJV!`~RX3Wk31 z46PtLVcT^g4by~z99KZwpBFM|K2H1IAT(^KjepdK!0;CMIO#aKD-^y-XgGK+ycm)P z2Bg?e3u&%B{iZZLAh~&|Q*}jVd-V^R06BDvXv3BY_X5<-kzLUqXzrnmx=m=fVG-KiQsA^HG0}(y%uE zsha={ZTLOeP;b97uHL5JBhoO;$+yVWW!N_rF4y!no3WSHy-#S^2`*N>FCN$#HfPWe zId)S%FoD^431Rgf>64Zz#>liAW;9_#N-ej_ZF^BoZnlLFi8dU&9$v_+DvTh}3+623 z)n?3pY59oIaD1?Vauvi{?Ua6+K|JeY!otd|@^U=SM33e*rN@+J2oGL&MAi2A7{9&d zxslajL>so#$#0G12Oo^jvU{jE*o>ju`3a$6OPy9$cuPH9nR0ofMl#LssR_-)$6fV~ zLFIOVoxC(-M|e+ZxFhfqo9YXz-nKZUy)dJp+n$+7bMx12)DEM2`DIN#{=Ux%4ZGCB zzhcz>c#eUGAITk|$O}TlPO$OoG3u4W0Dpgf+0tK>hMP?YkmsN+&nbHYZ?`hG+kuxR z+U)!$>{Rf=z@GOs$)6)$nb17k(r)lAIj69%CLf`~YeK_baPn^I1GJrMn`^3g`Mxos z3Ht+T@BUM-$q}VJjO})o(r`Dm^83i@3d+;4&6=Td>RX}>M~IzY-B|;)q;2*#kt3w; zI}@7lgiHmn6mDxryc%rmrm5Z&8n%@0eySbqLb+ROZn523v#ATjCu&{R+}zprjYz}I=H`iD3Bl0C z+t=QaozV9?pj)-_NW+GD`0`nmNAH>cuM1v}8VBAHzX%OG!NQxZ2)J})@k*M5@bbS+Xu^F? zHH=sB8@pR}X*{2(W)H})aPtQ*gjT*gQSMivl!jeu;l1=HXxmbwSO>Y?rbIE*#=X!R zXp7pn^Yv;ohFhJeW;AB#S8(a`)|bO%X(^%+7u<0m0w)-0ovN;SKi8&c8E=Ac#5&} z3s34%*aX9m)R4PrzBq)2Ew%D%{$n8Co^Kr%QT^K372Z%9*2Z&5%YdQXP9)9c?N`Rp zZA)At4Z~b~4N?cB<%-{OvD|FE;}IGT5D!0rRn_>j^qf>g*5>vlG_1|dx7uStSNOek zTwd7;-zg0Th>g4SFj%@VHhd8+Jqdnu0RVp@uID)EjR(88QP5>6n%$oIwAAo z*D|eaLKB*kr}^Z9;7xx#!#LRsaS{<44qhA2HZB64zVi0Qp)&218O_ZPbSp!#KmHfk!<)J{TZI6~~a-PEIa-TarNkS$G-l+ds?4_{ZRec3$r z69;9VUZXVJ7lbli)q$4G#~o9q%}++O8EAZ8Wj)Yl-6*oeYpHQSYMGqSaJ%sZQdr#L0~xC9Q;i@RUF~!-89|hZW=~u*a^a#w+v`2pZQdvtZh|F6K!^0OD!b? zNYoFZb7gIvQxO{0=Hj!0+F~sJEZrtqTfx+XhFxmqSDw_j!j%cT^LkxsoEF|w8uo&f zC-kaUs{3@^9xQ9yo`z_{0pjGRoGQU2U-#KhyjKj2;nqJbq2YGpiK!~fXYbAE9@)@h z=?KiwY<%SX3DRn8YOL9$iISesur%Qv6g9_839VgL)^?cEur{HROfWd1;@q{G<<_VS zL>qR3i6V=)j2OmeC27GMdo%zFRdgGgpv$IFs zwK2wSs2R=0H;~jzf*F$>DJaM8)XYR1ZZ;b~e^u8*OUyp~NVc?o7DB@=b@9WPGvLxE z$vhE>`HBBhh~5)Nznqc>q|Gj(4byn8=30=pGt-`5a=7(!o4`E$z+auJ zKX@}=^A+Rv5E^!ZkR|vB(3(ztA0)f?PC66d^R+ZVo%UxOxk;t+|y_vj-i!D4}6( zLRM-%=vYq^xo^wbPMXn#HE$N^SOMqf$CBf1Vlko(d%?-S71Z3EC*(#oFU>eN*D6kE zxGV5`J0k(M&i{<2Y+tex1csg9;d@)hpkuj?o-8j*yG&`=P+osv3c&I`82_j2gIOhs zG;F7v-(XY8m1X-y*Gw@@N)Z~458*av67Xp1=b0aS4K?didgPDOj4^ zKil83wgTk{4O?pAyDFJLTeZxEHKkwPQ5x1JY%t!12&ohMSwGpQ+sYGdI6@r!u7b*_ z9z8Wgob;mgdrx7wC)oG~V^W}{ z+TQEASDJAE*)(LTu%T|g?{*EGuqAm~&GtaihJ=Ql zAf%L8z|!DJV@`U9BcnE-Mudhfb?~kb0G7T^_)Bwv`w*oWEafwE2?*Y1&F^VC*2u<0 z8}3+c{@AA~IXNum&xlej#&E0HgwSxi@$7+^(C1SftY2IXka$fA3`?`}X+ASJ;aLh_ zO_j({O2baD^8+zu=({1+A{Nlby9HC45pCE|R>?=5_74wuzC#|3YBx7wIeFQa!r)Lx zrT+2cR!iQ3&~U4{`Mj)>mVc+pc}fo5Ym|oVwDQl6(%{i6mEQZx+UB)1(I!09r(XKJ zkS}1XtgS^WLc<-w!!LuYB>C5yZ=aIAkky~iaC|uVPHJWtch9?*Op+~qL}|F)1X^YA z>75NzHM_j4S`%#spYna#lb~(n`;d*YwoYvb4Y!+(4@bA4-4dOxG0;mhc6q-5Lc`kl zx8F>Ftv{XjtnAYF6o#E3-1JpT)EAvDwU%AFy)BW3o#5b8=~K}5Z9ojo$zR`ggoX{Z z@O`p|;8OqDX~)Qx7H)4s^YCt(2fD(~Wq;k5X}>59yVS|giPSf9+c>Q>&rBZZK(t{m zSorBlSD>Z5(XxX#K#a5Bh>nDYwYmAgt4b#>DLUe!Osm+5(6CSKJZ)J$Ej0dykEWZ( z?@VaeQXxtHEm)d!;MGU6wsU4QD^F{W2@$fe)B(*JWO^5(4ab|4pTMeRWzL&jO3D$^ zpev!_b`vTfC5C}KT7lS_mle_m5*pTK ztIas{J~yNB1#~*-3O_~A`N#1J3lAt0frXOm_$>`F0dD&VMB%bm8$x9 zf@b|SZ=qXz6Ph7Fc*j!Lx~^?)rm2zjfzojBT6o=0wTZVcbr((fk{x}BHf*VdUx!nb zqu%9s`b3_x`u8O?Y^hLuZXVEP=02KP_GyuRCNwM0zg4w0SEM`tS?*ZBDGgid-~;(C zh_@MsheT{P7~}0wf1(Y?n{d~69%x%+ZK~PC8#%y)#_!pv8SDM{gQI09R2WEL*ig5F zeKo5Ed8_leU&u~~JBZM5xViafj7lE}+c71oOgl|!Seuid{RKhrmjB(NjhAK|K_(3* z+AxiO{HY|t(61deR~2dvAu#MwA!}JRTle_+hRD&DB8bq8&BjuO9)PyZ)AK|u-i(G` zH>2?ZBnu266=tL<>djv?hVHyz6KTS8nmNFu{ah*z<)^aGJVIMg8FkT3>#Y>c> zs7%W?jL>ki+4<879f9_vRsT1#6T-}B4xYEA64Y7@^7|=kTQi(!!-Jcfe`2X?UGZN| zj<{uNY_~2W2n~mug`b$F25sldY|~W8vW_G)tj)#GV$^++7s=;pCex3UhP@zM3{~GT zH}CJ(JR1`-%0!#6qIm%A_G#D4in31!j3zYPZo-O2mA$??x8pb2r^Uw*8jfBEU!|(z zcZF;e8-#6to$56jUl(2`3;vXJxgiW z3pRd;6%T0cS^+jW-lj|-+Az(+j}_E6*5FQ=BDNchme!j{Xt>>klT3382hK8~Ik`6Vl!tHC=P%`U zD?Xdh@Idb1OC+^#oPDq@yG)BZ$AsqL%ljBGygm4ENu%uurQvuJingmanVwn8?~t{P zo=dbDe99BvYJj#|N1D}@eOh@QpA8M)6B`IXbR>eoKI-DF9<0}e}JWqq>iJq zrROOPTPh?9sxy?U14cZM`|0!rCfb}<_O%cQmd5-X_YYZH{e>np58oj;3YLE9x-f>9 zMkbj>goeGqtJAAvilmDhYG(SI6o#A4$!B`?dTXp?55CC(vS=}phC7yr(^RFyIyoY1f~p#*$( z7(#}9+FVAaeWWzpZdN`ZsZ)=FEf;C7mxrt%+Az(-BV-xGTZ+K#SLNvKzmm{!yV>}~ zjHy7Yy|mdO+0tUGOlTIqN1&=2hn!oe+1`q>n$WPN4qnYbEs;)Mxult#51Y|EJfq1M zBBW8G-I{wqqt_5^I6@r!Mx3g3IOxHUAlVC5))E@F)XA?UCV{@NFMXMQGA+?MLc=~4 z#6*GBp)&0vrQtC|IJ2t`KE06s*#Vh0Ydz71Ew%F{(oh)Rp7zP7DO=QJ1EFDU zF8-8pXR!3FZRc=VTgHuqhJEVh%idbx(_zPYrjlt7C=FZc;p3aStX{go2~8>26`M@7 zIr)X(0nkswGIgyY_tOrW2@OYxP>NBdh14E&`>bqf{w;)tyjXnRX( z*bBml^cmVM*{ROoWo=uxnrO4~9S8N=%iRmNH2GG2w-FllsZdZ?CB60CyX2Ovt;lv0 znup(|P`4kN#q3mCrupn3G~8|uKG){~FKoMAzlBUYOldemTzqG68pPYLd%u^-@isby zXu~usFEe{m^@R(|I?389?<6!FZ^CYfIyv1L@8AYmTf$w0hPAnQA!1c8eBa*hnk#na zDGh70^FpHKAVN|u8LX)~Iej`wq*Isevb4qf%%r*4?Y~_RAbb9< z8%GWh|NSO3D?j0B2ec}8$7sH?a{NVTINUru0W>PO)IU~E&2hjJO2f@&6SM*C^6a{A zWlPr_Alfj^$t$9$_lEQAqyHw_@OZ>`8Mgs!OJD&_Ds;u;CNSYcCJ@G>Yz^w>m!r-1 zgbB^fQ+;lN6LzNkOY@Y+SxUoBuzPIuReH5scKFJl2jpm*dXi|v(dObic`B#3|D|CO zMNEuNsCSCcur{8^p}yFfBu&*@mX_)?f#LY@@a_9RFm%w?bh+dQgKtop!B9T?)d$+x z8__k-n$9~zv|*Z)*MUd?>&heb)@rt)TZ9rCw$#esENKP7`>^H2_j0&pJ4YRwJ3|c2>C#1*b8oc?ypvYlcF!3Cb!%6i$ojt zf}8IlH2_QV$J?p-j_H4i(6FUWzO$m9@@N*=KvVLf*ku!%P%_m8wEH(3KazbK^$MY3 zpE`NGHHCJ&e*HirnRbNIaJzZV1`ONu z`m{{DLupu>gO5nPpxxd#Sfi zR-pY@yhJltcE4{%fu(6S%rD?=He>KQADGZw{LwCzlAd(-d(9WyH%c?OlwYP- z@4>E$GB27uyzPBRwBc~G^Rg1E%v-8~KO4wC9rDP8=Hg#$RX|&*T}3qS!IpYVXxLJr zD+~f{87DN;4876A2n}26;ian4$X`ZuNFcoUAY+JH~jOpKmIrj2_-v|&pv z{G>h(MDP0SQ|&UX##2JW+N`|V&>mPgENJ+7g6z{|&j<~7dJo^HQC|!5t0(O1)n*(* zu27o6Qg#I}E;zxzNGwf>`Z>>uG;FBwLQ7dN^jNZ(A7w+EydX4esDpR@zhPAo*sfXGiI9zJbDsQtHhmiY}hP63)?LL3#3Kds8Z6(u|zarXjR}h{~iwfb^ z;A-hAGOfdFLc^9?`TRElv|af#Z%Vn{3cMjStW8+Gc|hB#F`qQwMQ%7f*$w?rHEf|cJsQ|r`cfrawOmiBo^Xjq$vpFMqt!7^`=7T0B3q4$J_+s)3q zsS_-1zqU^q*{46vXimO;p}w50KEpL-mk)d(+HkuG$z^Ji$y4~#Y}wKg9|;Xx>f+y% z?Sa;GWERbKYK2cGG&fK2>kM8P)FfDQiz?n{Lc_zGhri%j9cZT~ba^FP8fr#!^TfAU z&=>w5{APe0y;HsrZ8+Yn{06+L$T9CrJ58CwI$sG5`_#^NL#_kuz>wh)sYAwTA>}th z!`k@DQUyr!GQ*O}hF+sELxAutOMhs#OS6t>(xK;mH<2b>hkXdz7PxDym0jBG2ch9+ zv+|7^wUf7fN{*(orI~-4&|KWoQZOJLNu4@W*7ktXuoHx9#3~(naQU*D55VQWh&D{K z@!*{cU143%O`2kA9exuU_Nj$mU{x=_2b}t@dHtb)Pc;4eF%EtrV}o{E{Hkydd9Zv- zY1mTX;B*bFkj~8Bv{Ux!wkSj!9zv{qMXr*|cF#)@Q}$_}s3tVKmF*nA0x!gj`aQdB zX`yI@hP`0t2dAANLcVP}tI4zcMQOO*9QDosuc7OJwp_cW zr<2=lcnm_r+Uz_%XB_m?vuDpHmucl=5*qIHZa?-qq%XwV!6sKX$(F{AMQB)?lV4Uk z0NTcUZK(M!Iz?$%n^1>Gz37oSez}ZZON|5hq}W6oju4)y_7z-OINQ5DUYK#!TPqHM zVV64i3kzx=I$PfrRb^W8xP*ocb?}*9t=>wc-y28n3Rfu&JHf*Tq)#v)-OJcqSK=d{ zi8dSWrmDFA%le5ua)7k(B{b{=A@@Q(gt98>5kI-zvcxAeY^ja6n;Y7#&GiRvo#D0A7`z=55*m&-{sE|}&EE3gH_;m) zMp*tt1ct+nSJ5~O%B~%|I9ayy4TWK4c3!Y^5=a}?^-NuvwmC78hU3HI$0h}JQ>kgr z)0)bYJ(Ca`jt>iOHkH2|Z{y`IULP3yygMnO;bwF5Byu&ygr^#+L1(%|HThJEUEv)Z-!z|wdPOKLKG%BCPR zY^jZ3Ggk-B&3`>BD_a^TC81$$!W9Tr(zVO9^$}Z^#pvfH_f@} z_*6uhfyL{|sB2G|LhdDyeNZ#C3C+n1HK{ovec7LzWm@tyCNwwC*i^e)Y3FSEDEHE9 zW;7>Xq^dU&DpoDuNA~F4v_u<@T^GMk(Fi=+eEbm2nQpUmgob;mljo4DufGhjb4Ap; zF~&!h^n`|e>ZZvJ9_UrUh1PD7eejU7aO4W_Q>!}$hdcFZ;%zmfvXvQ#GTdtHddyw$ z!0CXzOJ!y4GZGeVGvWJtJSa;QXGU_FmOm4rVPzJ+q#O&hm3@M1dTGYV>a7`#4{XU` zC|Z56+AA;2IIwNaOr&9V3fF3b%&OW}pGy>-j9!dVFo zhlhh7{i&<<3ZZ#_(bX6(FOA~xF3-Ne42@SWJ@SsXApe;&&r>3m! zj2X?r7Yy^jqaPkSJIl1mxlFWKoa}D%KZV(b9nowU*U3$2*rUQBKp(Jl*zLp@Wo;?) z5Sp>wSc#?;FzBv`nLnF1K8*e98l@Su@vZSh&~9n_j7urg=I15aaD+JdRhvvOf}~A* zI7qg%Wj;c~BZyFI&keLI*}r;ZTDJUVG=7OKH&~kUPwLUGeC3Y5 zm1(OA5N((yOv~!!v~RVpCX&6-u^^%02(j{|cql~3pdFoOdfUx7DHQZ0H0%YQ8tjDC z%+EhUHI+i%n!((B{h?mCc%S!{k8J2x3z3Em_3%uqiO_6qd%o7xW$SA-p;`E@MOM)E zqfNFK-exm)tU@*unv)k@J`PTJ_E*A)ZB(NZeo`8C0v~z1fV2#Q%W0CC{<51$bMyF6 z*LI?wwPliHcc{aJX5&Sb8bdEV95=x>+{McHRxv765S~0oZE>jxrrow|Nd0_~N9_xHQnKrvH(S|K` z@w#kj!P3PYb0(2#O^Og2w$#P%QLKS(dg|o0zA`OiQ9{E$b@Q!C^}fBU>?jtsPY;>xa9rW+nKNvap>(&ixvoy-m>gyxeLVOA=++PAfl8NDj1_Z+q{Q zl*6x-hWnL=Z$zn@ z5|+;Qd&!pWEkm>!Eae-#>Il5~>ds-Zr9ov)Xm0)lN@i%c++Q!&lC_m8M`+lm4!%L7 zzGI@C%%j;3j8Wc%=H~ZL_JE~vqXvGIL0j3F<08&=j6Qu!X;_=^%(5z=c(T@N&1Lm%HHkLd7hL?Z zUK-H0dv|WlLtFi75gOL!;3Ii$m=}DC?R+4QAw_Ew8g4faKWF{{+Dc{~^Hug~lsbfl zqgVJ^m<{o^VOeR-d$5PiXl^GvRIq~=re>I$U)DCVF42a);N~l&JfQ7z);yYgkc#yP z4O=SQ)>{d*X4T@~m%R|bz6s64@2&cSrO*C|s#*1(qcm)(hi}~flO-{`jZL1Nr!^qj zaD>?Te5y*5?uox&Qz)cfLqfytCOnNCAEGz!nRUBlpQdR@R!a zmKn{?b5&Fc9!tI{n`Lc_8xw8V3pQS`Q(dGFs<5}EmuB1|Xx)U+aJ%tMXmui1GFfn8 z+0YzK3Cz%Jd?4Qf!E3+MF{0MGaj<+wX;_+&C8286N8MN;x7Sc3ZCx`HZFZiOs;=n1 ztedZ#ObcvIXn3%6^LDEQ?e?Qd*E2HB)`HM*y9qBTsVs?k)3<2Otv{L3T>LawT^V_I zBxZo@)157eHXLpi-frq$({^RH-;pgH)XIeB;>nsSSEb#Wj4x$c34cPvUa<13&FcBI zeDmK#oYxs6BwA||n$yDW7pOWRwPxLzCu=)OX}I0oJiA2oh4M8QrI)=hrVY_%>Hptj#zsr42AI(7d}GiB@fKzMk>;|ciQ5vIA$s`^sQNs8f39X%nRb!Vu%*IN z0V==bX{rL>WZKMjCfcn0!jrmz`RHe9%?~i|DGhr;ctPe3XdBzEbbOiiXGfw9d%?=@OfG`HP}tryhD;0SL}=Jj z3*Tlu4_?@Kx}sI4@j4O?pE$CK)|Le~2863Xpn3nVnG&CM%5m4J5ZcOh;y zc|`g|X}H}S{JLI27(+5$*g9F(wyPV_hNIWT`{@yAw{!X2GvuY^pzef*+s(%BvpfV# zb7wj~QPx(x2ccnY7CtYi62g!654kMUqV^;-+-@#j#cLHB6>z&q7Bo8%UA#_RI!!jYFC4PCNLpU zumZUB?8F`AMH%K4qaNvH2;BwhP4S#e)a@QH`aK4TW+@;gG^{1{*_e$mLbbyruroZ?-NSH zmfHEWpmKexUW%1NrmY=JwBe3rv$0%`5@6}ndbcAImyL_Tz#)W&+fBF)h>+nohRl_H`kB&jySez;sjAH#I`6w?a^4k8v|*Z^?_a2g43dW( zuIP;rW2YZDl+dsj_!g*oS1kSJl?}ay8ev6;5g2YZ9&O*CC$zlZ=$KcT(WAd9413hc z(r^crf^Hev*!84TqY34>s)tl6<{H7ladT)Fl~muZtn z6K&Y1R(@sj2!vbU)k>NZo;qU)4ST`Lwfz7u%-Z|@fvhdnAB2W270ScT1xw$Z`@UVK z-Jmpsr92y~7WDbW6;?%)X$!`hXtQ&g5478~tk!BWt>rjE!`hsD#!?q|;&#YzM5bjM zPiQ!LZT!QzBG7J^DY0B0dBZ3T`_#oh>eYF8A^-TLWo>IF5N+5}A=^hSEax4csd>|* z%S1vmXyfOTM}c-eXS#?yOXFbaH;K@2yYaeP>YG01_amBz>EBTpHq^?Czo=V4DW`7o z_YS>AXl_;5`nG%QUh%&lIx z8QVPWLpeUaQyT8`9tXPyq?&D7oqG{E!p2OFebdae(IoyS5FK?Blo%>28#0}+aI0DQ z=}uCxGjPFc&87TOGYAda>EhR&I>Kla@_a}{R-|$Ei#gMTCVVtkg;qQEaY)1lk}=qh zQyTUt-v?1;WV+6?XwuZi&LYw;lsucuRWkGXUn)hy?xZ^giDl$wK@2qe_aT-E>9ZVki%`}ToY|BzJKI|0I?(+ zsY&l^G>_15xY@W*pFz7li554VY-xu1gofMA&V%QEP8{9#reWo<*Q!DqWdgt)g@CrrbcH6a-Xu~uiWwRW# zTasSUHSg69Tt;Zv3qlIPH;CRYZ?5DBVG^|bN3+mN@4ntFGMx>}KOlS_CLmnMy zxi`0cB75P88O_RXm#Zr>!9_csmg8;oN}>%%h=rd`E(6+|4KFoMURPOVM&q?VRWkIj zMX49d+7hfLH0%W-8BA5o>H9F1ra;AcGn(~(e4S&IT}u;&W81bl$LGX0C+3}KV%xTD zJGrraV_P@ojh%`0Rex*kS=Cjw`^WkFthdm8dUsb>^Rf_iMW+9W{WhJ3W~?RJaJ~s$ zPA{tLeG=8?RIJ|LgodLabPRY1**oUt!(vv3=*y5a>j(||jej+Ng6VB=y2knCVS1Os zG(&mv`as&Ur7>-q!!BA+q-lTke7B(@XbXO}w~&<}x}nWB5E|CTum2SWX|Y$29A&}u zRYo=LS@qc>t1Y@##mu*gT zyKE*j>^3LAELIxk@fOk2CAYFo_nT)6q2X*3+M!&5kVesPPxi)@$5o|W2AYGHZmA-*@BMDu)cGXXO=#Fs2Y>h>8bqP|$H$jtZI>wxN5RWy z5cT+bq^2)DR=VlqYUUoI4by}&Ms?t^=hW<6vbOqr4Kz3Jqn#LNiT0&iE^AA-&p>nX zz4j9j(|0ushZnl)1M7i_#$l>w(Wws!!uMtMor`7ri8MUq*^S>&V7=T@(&nJK#R0;? z6J>z!T;zd({;U$|iR`o-{}37usE_YOMS#?O*f(aloqBq_q%>@&n>Xr=1eOME+WkaM zkM#$MHf*VvANPAe+pSC^Y<7IQ93nKV&C4h8hM=uy!}>O@Gdzb04QmVVyIp&L_Ic+c zpY@lZ`|S&*VQo&n;C&0Jn|9!zfpScD9UYXu6?CC=F}l zr$n8=&;ds)-;i^6#0eq|!#up`P(3peR;^fknO5N>q2a#-AHUC{TCe7*8?mxwsGe={ zP7xY*o0ng0&H&n)94P3LX%{ICYjg9Gi#|XrG-7lCnKtb-(S~Wl=0HX@u0j^Hl>Juc z458ss>f`&*>g*)hjDj0vZK=-^8upuyKRD0;Xj9IlvZ>I%Yozg8{%ZNWw%y}d@(i;0 z9MOg?b#hueh(fcNd2F_5nw=*!Eed=~P@Sk(UUO)X?6+(e2n~+~p~NRP{9^_0&uQ}{ z#d8zQ%Zr(6LWcC7wf3;AZQVtp4f`#?&%+Xf-wIssP*kRMx%6(FY5>Rt~2 z_|qpO*JVP(+IXGS5-{{w`It*(X`d+!C$CVUtq#|sq`o*=9$34s5NX&@2mfnU`-`nd z-)$|^`d=k9Y^YEUqFQ_8Ke?loY-#apgoe}2#TOy!p}tBti}#haMY&FB*l$8(nup-G z_^nrMlW8X?4g1Z>cL!8yl>cp4n+7Z6{w3P5r2&4wAT#)_T*-{@WWQCrVW7GAUQ`HZ z8?kl9JK562Hx0A^zmBXb+w({Kd{3rbr!?$0;U(^_U}?hpStHAq&b?*OCS1~0F)jFQ zzRd#{jc*eg)+Q8PEQUcpvfA13>+1TSbA~&FhR1@7m*uFAU_}OAv$+)hkkWK*?E1SK zXxqORvblD){4UXk$AXtP&`@i^2i`3EEoxDIz-By@TJaTgR4=~StLc^B2 zdG@M$?|P-$+WghOG0_722FeGRL&nzckWALL=>gG({U&_ps)a+krT>J^Kgy#l{wOB22zG#mvVf8t4%GtJ-Qjw;ixP#V@I+}Dc)+WzX2&gNTp=1YS%;Rs|A3Fn`ku>{cKu+W1$Z@$I;J>T z-#bR8c|Q^wo_ifZtcYK|N?7~adYc=>-zW|H&A~104BC2kUl4w-u776j3o~hBb@Hms zY2pZ@hRGov^vML{U(N+#>aG8vk)aZ z{LMfU2G$5jx4mayq>%lV>^q_1baV0x>+^vY@pqhzvbKLsG#78HtM0SReSfNf9EEv5 z4B9;Wab)$FW0Z8AYs;4Y_0vFe@VgJH3*GP@C0EI`jK2sC$5bdn`U2V>x-K@BEqz33 zI0_zq0C)v5WaOj57py4ggMP(tq77#+|B_Jy>(;0`d1Yy>{}33S-8}qAW<5yDSfkAu z*=>0uMA4s)!EW>O%H?3t7M#DM&HDv!C=F}#@rI15^;VrfUz*C6Zj4B@;UEaz%$=aE zb4b`RD+v0a?;45Fur}eE`=Nim2voFQJm`=*X3 zuZCtlBIjGpn1qJ42^9%RVAKyO6}!8vEqN?L!%=Yam;cmNip;S)#gqMZi_-AO^6?|U zEa11jQ4fS)rO?Oe{MbYr_M4B-ma4wt{@gY;d&ePh2n|~*{K;&E3@KD$P(Y4Cmbiq5 zqu}Dp5LHe3{%HJ*GVLj)VM~Sg7uBBBuW?;R%Ct4{h&F7gn;#ergM53pcw%_XivE|? zK0cx0nDV}g&7dEwAD2*R+0*W$>ukCdhbfuD93hID(jJ<(N} zwj-fIo1fpG`UpX&T6RN1IS73d8E6h3ghxOd=P6}#Q@TiE6OC6MwudOZn3v(6tSv$k z1I@!9ntTfbYiz=i<7L`mO2g?UJjxUm(yd>q`@iKWWJFS;4ad~WYZBB6_M*6_Y~F1y zmyFP`HXpymrmh8Seo-lnoFTE36B-^0PTtcl9^~7==!2unmY%0HJQlpX7);fFUeDak zYehjHrjt_;ZP;(TFhn($zuZ0Qa0{l-yfso17?$SZHFO^!2+qj0ds;MITC!9I8s9>? z1u+;}-`P!$!M_xSW8mT~pVWngQw3hz)FjMHO{8J3Ie1}+>Umfhq%tK)l{Kdj7Y2@MA!z-yPYg0{8QPXCaz?J1>UOTBzSu8P~Ux5;%Xu|c-SYT;{D5-kLQ7Dj^ z&~Ox7e9^1EbbC8Gh1YWEgZ>w#VZZT};1Do0_s2cQEonOJKo%kmhm?PVtILE<`j6@< z=f~iz1cpa~gC7rOjiWU*b|{t(Ve#crIJ%^Z`%Ak4>Wjn#7=JvQv?Ez_#xBs3gP;VIZ1 zK#MYYlg(FdqFg2#KhfO`ZrfZetfHk&ciS~e!y({z^3^M~%Ln|O)k<7_W}BUxNW;12 z=55q&0PSZ=e|iTw^G5s{!t#y7v!`i(3JD~*7zE|j#L-t$VAOp?E zcT!a)Sm_ec@5wQJM`<`i0=yf)T7h)<=a@|;*k%XOhG{~d1+_XlQgQq<+0yP#1I@t~ zm6>3seDdylKAGls5t=qr@>zU2M4?XaQsL!R`Y`=LX#_T*| zm>h$sK0?!Cz}MocJ;l{;?QNbuIzegJZ9+E#b)BW~qWm@=9b^3lZ4O=uT@hB#E#{`M zDQ&0{Fwp#b6_^dQ^(zXf>N#dy#*JYM?5 zGHq5tgEl|EGomVb&*j{0b2!|v5TRjht{`@6q$T9r#{^#v$oZC`Frndm^YD|M*`O`< zmW?Ilx$+UEVQoSWq`EMJ)ch7H{0^HwvX&Pi+VD8_@f&eL5Ys*B$1RsFZB>-eur{Ho zggTeZed<<3Ii|Ub5gN`np}D5&w4USAvVpR;w(j>DfL>rVS}gXqu(`a9FjAi&{0xAd994p-dS< z)3wnaH!T3xZS28>7EB*kG0PGd9#?*Tol~`{PW*AV&93ZOO2gUacd&1wvntzejoT*Y z?&NYr8#YvU(pwdfSIC^dzm>bXr8UYEnx>7H<+vfF@#Cd)%d}(_2u%wqFCdQ(w5|Cc z*}PVC!$cE$Yo38IKeg)vuN>2P6^S-%shbZ|^-rIA$l40Br6H9F4O{BqRTt`J;{G__ zPs!RcS0*&9Ex?b7mVu>h558F|)1I1WE`BRty$w=(qsOM?du4dgNSWWgtUh_w6xDj)J2aq2Va_`El-1i0SjPZ^Mtl^(iFGMB^X2EdW-n zZDE^!Pur^#Y1nOEK82{gi*9YAy_F5^9c-Za_< zj@j>TN-b-PP?ONGr7r&0+#Et$w^j1+O*ef)I!tL;TYxW9)d~ImKopxB;Uj7pv^n@^ zb289&JIZyN3wz~j6B^d$<5hC>1vW#1mRQ|`RRgci{zp3y_j%qYiu4~5+vbN;) z2~7(Ecbht^tFUF7&5rR+O2hM!mzQX(RqDZR8%xNR&Tl}pX@281jB8*XKleF-%?X{}nPdA~Y=uys_0W(6+Pg*;R5Bo=}>mjc=x21ix)d(medC zn4Y|=8xw6fru@cJHkjR#-tMzfme%es1I)!+xqbvgZ#C%AMhu@7v+csGz;w55Z9=qRxAAr5bAT00Q(~(ut!GmcjL#tI@?YK4 zOG?XbE6|M4aJD&lXKB^7sNmq`D`agyDNPFkzs@okXz{0au=$HQ(41()G$*h8RQr|N zqMc4BYa7zSK=bk4Pt}J1*MK~CWLoJ^Lc@M@a7zooT)Dery!bLLMoU7&3F70GFWn(S zmaYo6xe|Ap((vr&<3(VzfEF+P-XgNL39X1WO!M_Bb<=6)#^=XI10iE z@g%Uc)~dWeWm<|pgoZ5*@N;@q+4nsERGagiTPB*5uLf0lL&Yn*?#nazg1!cAPJYVf zgpt*z>F(aLr6K(Y4bMozT^n`O`Doc+;rD>_WpC#GgodNQ`yIxI1j&1M-*j2p6AHu0 z>*S4YYC=fI%x}^}rmY@8q~VbI{OlOE8PIl*D{fPD-)^9R=I0AlH&}WtYlTj7NP`9u z8n#qucmEy|WcH=5HaAy4P#U(>&2MqHfQ9OwOIgDUee?~7?Sl>40z7$rpsh^D3iD-4 zdk-NroFKwWY!QLBDdBY+Z3TxKXkNbIpbEa@7pj$7{*(D_qPh8Q*%r_i`EZT!T_4?V zhlUYtI0{Zay%mIE+B@Z|>~i)FA5Lg^n7Vm!j=H0pWklMfGOgSQLc>uA@N$}dpzT;~ ze`1*ydnBP@Z9aYvR`o|{cs7B}>!If;4UYv6uMU0*G2OH*__myHlSdJ4*isLF4^K_x zRe%4uE@w!M(S)YOlpjt`23nzq#iPr9OFqUx6P~3|%eNAl6WWvt-Zar%{H~35GqstH6J_M7mq+i3WgxtRS_GC4!qOe8d{Ex_lu zL*TdWGwfcK&O3?Fu;1LgJor2Kt$WWw+2yhDj?%C;H{ZZeuVA)(6wju>Ve4d~4QGhZ z|3x*m>*;gMmbLYqLTFf@HFfN;VEWQ>^#X%5;mH?uk;t%~6|k%i4k#5t`;U-kRGFZhN<+vCXCMkCcW(>f!aNs&;l= zy4~w!Z95hlw7K}-=@+Ff#hjKhtG0)58}^%%ml4DRZENSf zIxSCct7_8AmfL8vsEMwVq2VZa`TY#_MrV~e_oK;{rd~s6*l$k06Wt9g zeU>7XO?CA>O2d}=_^l`Pz-+sJBEGUL)u-MiYl${IBk=>HP)Oc=D?`S~hBp73z_8nd z7p>-kp(zv9@mtdLft6z&p5vw%!nzuurt zczG@Xq+9h7g`db1Qs)hXhW+N{YiRY~{4$Z-rZmL0kaExEuiMglG)44()w*CFzhxr|2W+R(mDoq*nBt_ z+d^nqns7H!?e(7flP01SQr*zVTL}%P8;^l1<E0Wlf zrjM&p+lVyHP+pT45pwsF`@2nndxhg zHz?Trm}^#B(sWqL-6k08`8x?l{FR_&O=Yj$qA;8vKHiP75#-0xmG@f9*|u;Gk%nU+ z?9!+u$h>>CWjk`X5L;+b_mVJbVEe-JN$S$z-&$#YcWxqY4 zG;FD#Pe;)~TZO|j)615w*>BM1;^jGm;ctH6-yd>W+Vlize}K?%?(%G#1JVMImk+dH zdJuyCAu#MV;iPjDg!Iy{VVz_{!zc}h)WyI4R1lo^9Aji{I}Q?UdJx#QRKJxsH6d4Ao&3ju~LQeQ-a3 zbtqUgjs?>r8vD2b=HwTP8bAzuxgPeHy>`|_3-C?6>hK3MGxeSyvbM=5h&CKiAK#); z?fB1rd*0cKfo^GylZ1vN8sK{ksyXbdKW(bXmL@wzXn4#A_-52(u=M2LKfSWHo0Ntv z75w%O#I)`C;h$yN{L@4m&Ner{({c!6TKo5juQDy<4549d&H%fG84P}V)GqT$nU?u1 zp<%yy`2le!uyn?NAur@8JfSpfse_LNb$hk?z@<}VZEMaMvfe;B3Vn0oohx&TpVIj3|sISM;3 z5^XpNZoZ+d4xXxqbZsNk`du>7_;td7`p2qqbB;_acA3zy-(382Eg_7BkuhT0v>u6a zh0w62UT*1G$dE+u%O|t6=@a=0O4GElj?n7%&c>n_Z7K-HUM14-z;f}eEp^|fMaIrH zt!ArSGteBof*=9VUgqDsOHST|*9i@$n{a+|1QKLJk8TfT+7(K}L2&beq^CBZ4GV^nx>6MLH*M|YBZ~vMbi@`-Ax0H?+B{H=D01Y z+8j~br!Z`2fLHQg0NOB@FIdjqrMHMQoV)zbv;*YFp)*ZwCXmqE1cvj&&o_DV!;sIB za;fJnm;_3{zF6SRGZaw(5xsIIO5Lqfwb5Iz)=L$+-_8vTz< zEB1)cur??EBucBa-R;{#_FLq~gocCQ;a>_%faaZ}4QzgDdx~ zFH0N!ACZP(9&Tt9kQOa-t|>CD@)JVChPwIvm`$MVYvq?;>WJ{+%Bib|?zs0S(cwLVE(57=yz2^p+n}6l1p|C%3 z(s;7AG%pAZ`^~}oM`Zz8^jTYMZsy;oG#pbeFL+A>11sd}9GmizWiN>~ZD8>X83Nj- zr+jTQjkkP7Xjq$2n5r6Iryerpn(Vh+uL%vu)XNKLrh~S7pFhl$X>TY^)8-G*znE=6 zJ5nxfM|se1enYh3nDQm6+Fz{i++cH|rQ2Hq!-fj4i$D1$y2Xu_4> zMxbp`t=gI7>8;d91I^ECX4OPqyLMxnt*vNbgodNw;dS?gL0k7xIm^j@J4I>OZ$7@_ z9R=F1jCxR69tz_>8MFy|#_CFEuG-aq%YLi=nb2_d`uKjf`Y_G@cg3BurHQ{7Xl}l_ zrOp9@BcHZ8?!QK9czO%)7If+meDT+PX=H74z7lOXrapf0Y#7k8{d#88M!V5B6ODfp zb%7}SzVq1|JWcW^KI79dC2MAvY`(tOmiDw+(!m!LpN=-`Bzx}gGj>( z;^m()4}tc4NX9a9y0!XAXqut?A4}cA{HtQjXEH6^i^(6ZA5`%2&LEI6d>W|0Z zCD1EQ$h_7Rp!B<}Yh^M50a4H%7Y;6Vk#g3vCKX`$sa+JiI}I zD%QM_=I07ILyAW>(RdGdRd(NXK#B0LN&T-rN)!Xl%Xjfg!GyG9Uyw}{j#C=WUJozP zeg)dT`loJ^Egcippv}V%)zx}y{gzrT`Q5I{(FhG|bMTS11}qKfGRJ0@CQ)<)O}K2+ z6ljOGHoh)fdeuY|I<1!n+LPk*JTh%o41+cg@A>2fzwP<@YNg%(Q>=&poB7!Ih9r-%AW*qt|W zb=hhC5)m5CH4ksbF%xK+Ml|{(Pn5+H8)#1ce1W?8H|EmGYqF(LlMotCHV+?Fs_n?o zQBm_*Lsa+M2};A33a?$C0@~>0&uuQ!k4Z|jY01W40LuilpzV*|%a&G2Mrc@@kGHl; z4Sp+h@m2U+pSq<9lM@>Do6ycRFHGV+_YK%2`|T>FVN1RIX3Q+0HB5HNrowe*3Zf0u zgtui?zEy2CsWS+rmdt_0&s`$=a5tHfRg*UE^9{>9i>cZ0h=2rZLcjtyvGyZu?)_+2dH1$^dIH1J z-27XzA%t|st*8Cu$uf|E&~Um1_`p(~L`zrsnM_W%-;{=jg3wB>0wiz$6eHa-?O;Zt z4O{Bt-yQ#gHh+)XHtiFKWg;}J&CSaz^FT;@-Ag!19`xlh6B-^^Zhqe17ie+gPpv9j z8Y_!|=5w>^xkNx~bGJn$nReDhbMuSzs^orTx^EL@+N7)oZ9;|GaEL;h1`F!Qeyfp< z&~Oxl%~bWE^q(>>`dQlaft55nq2UbShZGk87H40UhZao#$GUEUxp+C#L`dE@U8-!C zX>)QIqzRq-azPL>maNoWo{t*kBs4AE_?jjG%#|G%E_f?z%b1JM@St~czs&$`c`KY= zA!~a~X;_<|C$Fk(SU;vlGg;fJ+(a8r5EuWCQG@<=qXXk)TH8DZnujmPPXO&@x%I7N zTE4snnw#H5Ru4)~oLb1H-uu0Y=HVR!)IFPn)eH5O2iCTH25l~WC{_V7B-fdYOJz%Y z<|j0qA#Q#V%Lf^<`oyZVGOa)mq2Ubi@J*U-FtSd}Eok%D$S+F6gWk_8wAI=5w7Q#i z%h`L-L9}67fIk7I$~E7eYravobhwkyu%!Wh=Ar5?o{#Mo{*|RqZ{=KshQ|Wm9&ZjI zjn^z?QCV6nH-X`h3PDf@b~k=^$|uv#QW}=#;N>b^z->+6rQ0tj?<5b=hTZ1lZE4;B z?b@gA9b|36UP8l`I{1X7Cd;9_X4`zoB=s3+PA@CWQ4`XejMbmY+HO!9_M32DQtf_j zIr!V=<8+>%Xu~uw?|9fo4bv?@+sZ@XuK=NGQQ)Wa>c!P0i#GI=X_*TU8jga8U-4fD z!!*&J1U82|Pbm#+uXxAgAgnG(q~S3ybVm4p&+xCu$I7&Jg$NBxbMV6D z!w`f*O-j6$Y55BqXaU|QOWmF7KP*@Ho{zq!`9NvdQZKJ~I}Cn{crTYv9;Vxh5N(*| z@+)@fFP=(AhTq6Qj2N>m#wsRtF$ZAsHNw+a+9z}T)^6bQlcUXAiw!gQy7 zrz{*$7vBge2qC!8_S#BInNHhZ+@Q?I_w7~h#14gqK9^~ON)Vbhs(7`xYCkvqd4{Mm ztwc#e!vXd2tG;t#Hp%8z~`YuwldvX+xQ5v??&kxnRgWsM{ zThv1yR%1#NZI~w142=LwFAmM_kS(oThS0F3P9BBDkh{;EU4F=x#xF}~I0_E_(uk^< zU9e?AdCO9LSY4(xY$<=Mp)~{{!LbJQESR3W)5{TQ7$y|+HUrv}{B>+TCF_ z-yQ0MzT52;;TJ~qLwAt-`*=$y6JA)Q=MqTG`_+39ddWWKUdDk`Oz#RU1^G0e(A4wK|OcHB&;FHmVlUhGXF3m)@17kA3S$$+U{K2~D?@l`vieZ4-a>=qS_T z)gd&j&B^cjegxWr{hjAq*``O~qKW3_WrAu^`K(W4x2$byU6VHc0j};L*XX>^rm*7 z*l$xu;|?J->^GtLz!I=@N~g3tG^It;w=Pn(AvEkaR^w9;l=U1D6l}5dadnHb zurfct1oQyBR%mCka~4e>@(bD$WtheX!Y`OV3ct$ORZg~$b_9k~*Ud|YhJv(X-h|mL zX}Y0V+7lXfn$Vi}1ke_3zcbCE>4rX~G;An8`BPWUTtC7FTQFVP>JCI2Hq^s!D&z&X z9smB!rWmqaM?%9hrH>y1s5+X|->N>6wdLOyE(o0A_<3<7QEy5#F7`>jw{Lc`j8 z{NYgbP4(-b?NB#^HsQXADk5EzXi0L5rVoYT-3bk6 zh>yKJoE4-!2|TvxTv@gUfnm3~`H8|;pw;ae^i~dO?4E>%-6k|CQwQ{&`nR;%5j;<6 z*ib)Tf~X4U8}rX@vfQQ*`YFALHf*WTN^qu{LRLqxnJa7cCN!)~c+@l@q}#Yb*KNKf zQ}!V=>^CpJB>ff= zHmSV0|3qonQa9g9Ed|;XfG{?{$$F z#_57O>66H`LPH4+=bM**#*6{K4VVz~jz!Za@;{WOS<2RxYF~Cp+>7sI*uh~$8iw(T zGSw-(SdkbFEto!64jpcS@qIV7tI{`Zl^$|L%Zwm290Lb`^;Rt#`qo^WOx6}-q=6>9 zNT_bvoVdKYw>+*+QyLyu0bbV-4d$aXQCFsywM`sFwBh`4^3#5GX*FHv^qpnD1&<~) z>^Gm2CCCq;5Mwx5_PKORrO!<~RP|90IfsrJ{9}X>-OB zZJ6fe$4+V~xZrv1$#P5^jWf`Ed@og9k`66){%=`Z#_Srm+Vt5i z-y}lAG3Cj-41!Rw(6_kqP5q~Uc zI_$tSA`RyU?=Y*nZC#6g#ikwUkm&@5?R4|2msufo-?$Pcw4~`VC^Li5urwcEq<#Qx z(K0z~zQJS7G|(KpfM0#lXHT-(W=HTWrQvMza=)qTYh~}u+GRylw{+4hq7Bo8?rvE@ z+n4HYo8~(;W*cZ8UbWl@{{Ds!ue?@{Lh?C;hNIx+b)V{kEyLlKHk~tWQ5wz=;iE_` zpf{a;l0o*{!ns5nrU?&cUjn}kIg#+bY-!VZ2AVK~lmNf&s?cqwtS#GoLc@L&p7+fT z+SaA{{YlpLoYHWHc=_VK3($g_ygVn<)-52~FwM`epX38eUwl||TDG+FLPEoqy7&Q` zst76BqP@+>qavP4$Vq=u$$%e&Z#F^&zBt2Cdy7ON+3K zz_6hnKIqlDvRL;{(d2YHOljEA0RL)MH}YrYNmbIK>4uJ6PPAbfKQcWFOScUl6O5N5 zT44o&;ia3KKTX{q+!k75)iT*_aaIzV<~DwdP_?=LwK~vDHuOBDVQu_i=OB3PeAG_i z8;ts2%#>9`8upsQ#Rh^CB6{50%H{@rtX}-FM+&*))=rV2LTA~fpJp6)VG0+w|=28}!*7R>e!%^_?sZt$F zuDca?la(NPOtY>dH0(DIuV7T$;9c~{$1RwiAN@8H7?$Sd-^{fk23>z-TPNpk zu`Ps#W8mXcrTSEOJoe`~nHG5~q2ZC>=6j!uL0jb6gUVT!>JdF=qVXcIEFf*!v|~ZC zw9(s4()h+j4wyjtM!OP4&W}pl2@MY`CqLRzUGdHramTa_)k7L@2ch90IQiw=!H^(< z8s#I&mR_PXoFGoV!Kk*jst*6Rh)kQllW4;{ZY7rtnEIf;VAg|R;qem`TU8tlVraw+e5VBq2S?vf0uw( zD&hX{X=~ZywKWuUX|E^^CkU^5 zi3fjIX&+75YQgl8ux>w*hVAt7zpHAHZ4;+F8!6K|9w0PL8vp880*1QW-Ezqhb^K$X zxp*(ZuApuAgU9LQYzs5d0=#rCH{|ZDod4aIwe37ewBg+K^7H&gmhDTG<{}2uqlU(aKu3K@;hDCU??=%x~_~Ig(H-P zhk}RiM)ib$g;MQL+cYv5b(Cn+vX>unK7%OK`rYo39EA$U2n|QU!8VPv%&-ofS_ zu{g&G4QuoBzvd61ZFK3q$z^R9C{5GGccb<~OzVG-^GBvlIYG4HC^-0?=Gb6q`BMp| z%K29FB%xtTy}VTOHjLAS!`>H@X~|C!8qQu9-{p-28Iqz$(XKM>CZ%C*!u`e?pzY=A z7{6rN{L@4mjzWO{o0bBp*dtr+npygtj)#C&mB6r}E`BM|4MU;C&x%duke0nh zXjqzuFKTWB?N{bcCuKupUMDmyq-@OBff!sIwAAKs_%wxKL;ZYPWd}%`+~uInqIcrI zL>e|Uz_U%g+!Na8V+=Xlf^QgTF8&1DQwV9lRC6v^Zqq}W>?WaMONA|;GvK#9Q~TPS zc-){g{Ey}2bEW#mik9n=P4}+(w}>_zQV0K6*ad!@IN{GM*>6p56B>?!gKt4+09w*A zO;*Z&%X){oPUBX=YI55ussAg=V_V zAquGqezSS9B+_F-!%^_^3%a?$(xFf63QUer8n)ES|FNEfHs_>7+2wp2`5)1SEp_nP zcGbyelWT26Ip4}ZAvA2M@U5%bo|TN;+~#GWI8O-;XNZ&U&8niIr~j_DdGGxkrD1Kt z>pg0hang**hvcy^R_XRUTsceL~K-GOhM=Lc=i?_TCah_NM!IuB{w}R4)h( z$JEImUc3TPaQ|u3LC%mnl!l|==0}tF!EasCjErqrs;`h1zBFj#eS=4W+Y;TWFhn-A z=_>-mZVT{bYEAfC2)i7*P^M*lO=#Fq;elm!)3j*am1|_$GfKk=B0SDg8A7^x!Mm<< z$H}#Ch&CKj;VhsmSi10Zy_0fCJG~_|Y^k3w9Mol-No4~zcWRyQ3^bvwaUuAVsh2rc z3E6L-DGggHbXQRiQ%6ts_`6Ko^`2t$v4j1EPIbq8n)EO-%x4~F|F(j zdt?oIec3zu6VZla8sHPs5SWk>jXRiE&fdzO2@P8+RP+{tkyR~MuKu#$;(sADtj*2; zoYkMq`>9`l$h1q8hV#wC`(3Ex#CqKpHMeN`WI6pS(T1bISG^;_Z9i^3w`p5c=No}( zZsY%0kAOBlX74R>NK<|{(1bQ2>fy8-Yv$ILX?ILCH{U}_4au9NO!`fh+w^o>{DWx2 zZu9V?PIb4dcPq2cZU#VUDn`px$f%VRK0e1RR7x-qebUWMsAuK!&oIC`pfp)Ri zrbL$4^bj~AMAKi5!8Bg`salTADmve0b@Y+KaCSKP5~LnXA1jN6*_ry$v?=eFr{I?@mm?+0G8xWk>VCiH*|PZA`QbF{4nt=xNTnTVa4T9 zRW2H#VYj*XX8R~`+xZJ$&RQcuH#AmsLc?z3e+VyOz>nI}`-N=iSqj4gUg)y$0i>lV zJ>|Vjn-s$!&CPH7sw+hyi9eK;-Bu$epjX|ejX`dZrb1PO^lXjmJs z0xJL^z56Y8JPW3~EmK?q!_xeG-KM(cKYx|?noRqT(s1s&`CF?A6>U$A3Nmd~JcBkb zzm$Ij+!p0d-T<Ya5@?aDoK*m{;w)avWaVTGo~~0ij{PdHGhu37A24#kv#zIj@KG z9i?Gy+|bP6wm8`f{gkC`NobJf<5j7Bz->jkWLz!hZjVHShNbyDL9|3|1JH7==o3fQ zRv@u~7T~)_Ua)j&kNmY|+Am7OK@eWjROOW$Qyp9@)BZ_9wBh6x=1TQh+F|Sd8M5Do zCM7gHO8xwyM0H7edB1K~Wm?%}2Ac4wp1P~BG&1}-M~Dz%0{rwrA3M2$=H}OPn?OvL z^xRNP)^?84aE5sO>};n63@rCY_d0o)PDw$u;g~x3kyt2X$OzAq@v@~gQyORi{yCo% z{Pt*6`>*5tn zs&uPVx1!T5OZ5pUBn_cqZF~!_CJcp(>-zMxV0yY`N=snaZNi~~2hy!)glIM`NB*NU zoNjKu9B&OFy>X%PKv~=BbOvo6zC&{rrjQW>pYD)D+AckzVQo%6u+{?Y`igqt`(%0$ zf-)FreEmED+*W&BoKRWXM-$A?7tmE8q)moSI4QerM@AwIht$tMa@E20{^MnG%CtV2 z2n}bOi(h?Ex9B@`zrNj~>252Wnb7b^;LmlbMQY{!lWYwALt$8&gO^&3gNWuF`Le7W zghN>j(uAXCbu(sV){yeDp(C;q8qPL;efv7VTsfBwwqW`oEtkyzbMO!FHb4swgqD&G zjh&s)a18u>t1>Fk8b7EqN~WDR(LB7-p*o>oa%S&K+0v;wh&Jptp@DWX$hO&0-8S3y zwQ~|0P7vXaSO|=(;(bbFm$jwLMQC_j3IA6$V9Xa@wI_Te=rO%bY1mRPuQZMc+P?LP ze@gymUYOgU&C5SLc0v@sY#Mk)j%kxTgod>Vj}EH~Bav>7wAtd#nwQXUzIk~QwV@Ex zwQVo|wzTOp$Ws%IPe-ah^3+P*Z2n=^_|2qHA>Hb38NcmuT0FG@AB+@`17M@qw%3U`3iTLb5QweVOpeRpw(!=R0I z$f^zh^7-Ny=wh*SWxbt*g}vtHtp{=gEmhH&HhYzYT?U#kfvA2X%Nj;_E^CYEHqadW zZruooLFpbpY$ms(l!hZJ^g>Y|SVIrDKP^v3qdY_#p4@~-fYfF1ZSU(9m1z~dgog7& zm_Sq+&5$j>lFPJsK0?DW_40nT+re+o_VsCF(expIkesZE#&mUeySzv`!hfVbp zY1nNX78|^_ra?$`d5qQ$5ExeG;(f(j5YZ2rt9-Yl=_4UU0Ybyle7uM>D$GW~d3xL2 z5xY%kS`7H@6ZP8BigG6+STWGGEi7ozCS2Ot3YLa7@D`D2O$!kk9tjTqB6SXkg72@} zedH))Elg-Q3U2-(c@4Bh=@G51tnDeKVQntHy{K9fPHhy=W_DXs#H5WEMr8zT8z0=u zDr@Udl+d&c;fE*ci3Uf>>%C-}qnLr_FE|yiO_Jm zdH8Pj7SQ%@kE$hQw`HkJXqq-Y6jHV|1WTKy^xKq0 zeWo;Qsh6L3w1DJIlsNko+0tFri8dV50AGZt)7)64JT}E3{eulO58sx(0hX@+YjI9l zTd^91hW+N`)!C_l=DS>^h&-~Q)Fd?QHxDl-dk-<~m3+oxIp2;^8qN?0kAhmfRU5o< zyKL#`T0|SRRA`&1c2ZN!Tbw|qRjzHI`FXoZbwaV`ruU=lw}f>FP0tYa@TIyL(>-m2 z@WK~;EL=9yc&De15YtP|&!mu}FrzNfhGXjIpQcS<)JLmd#O5wby?TU(V;bQ5N9u5R zaNQvlWxu7VPiWY0UVeYg0W6i45N+6RUOxAZ z083x@y`IU^rvCx9XlS6xi{79Gb)6PWPmmmq2n-t<;1yt_!O-(Fa@%w_eMM>5&;Y+& zu8R7Crnj9ghje{oq78>ssH{|Lnr|6yb(Ssd^cSJwK`%6II1QFA*`2b4tj!%_pgDNK zVH*hPvPtD^wo*S+8n#rp_^zI~?y~t(`Xfa7>*Z z_Lf)<@Y}?~-L}d@p;$8mP1u623{yyy;m!lHw#dy14QH>P@2sd@!I=efK9*_6O*D6a zO}(nN@^+36 zO#S?s7uD{fS^0^DKb9)J+-RH+8&!|F8&Aj4x+GcL7Mn7ZDm`c z4M#!fRHk-Tt_{EZ+nV3>Kbbb|3^e|4`T~Nmd~6Gwf79IU2}}E;eZ8%_`hufKf&Zrin`RaH3%JvtH^4uY_6k;8qVHxij)GG-2nU+;{Ck_Kvi+TjHca#Ix1H1@BYkER zc_C{X+{Hk1@UMj}K$}`%(Q`SbCA$(D_FI78RJaBC7X41b>M|{QH$v0$jZbgthX1z$ zBR^X-ePErYG^~vWLG^!s^|;{%*=-ZL8>9)fFPkBGSFd~@-k(WNkZL^$4JWUQS46&q zAjHTw=cZ+-PD|92&~Sn{c){B&pbZ%rqqj`EMrqh>e*WHoT9D@}y6KBdo70PE!y)x@ zZB4*$r3V$gWern3q>XzM8ulBnP;-N{SxbNPv0%E}GV~!ZO&aeaGaqQ9m-j1V8LCTr zL}}P-3z*D`G?Fu;Q85%muuFdR`oKQmQrT9O5wZX(luP#PZbe!iY*1gU#7 z<&K3iZU11R4ZBUy)>Mu7W7}E(30Oley3@@{eJ z8pS_LGT78@%@{?rVZRCWZl%D||5lc{Cu^%Wn$WPN!dj~!tlSnXYxhA;-ZWzf4O=Qa z?NkP0`g+xVn;pjcl!jyK;~PkO!O|k-qF<6NT{@O%!hzuEWGZ0ox_FMOfgoZOjsQpy+l?gwl+$_`llL!rKbMjM)WI(HyIc%Ifhy0*4 zJqqmpiF!TvL7rs$Wxws4Y|tj$IXecUe&oI^HlN^wrw|&}<_cn+#e!i*+O(j#NA_E( zsf3235a6fussmE{g_mt^utlFnXjq$v-v>||A#Jke9A#-Ee=;T-uR(eVuumzjcrBPd zk&l~hkmlwK=uSXuH?U1)E2O%#sxu5U-mz~EjH^rMVt%(^y0krE2fN%3YgmLwE zn@-_{f_jFunP;Fmd9hU{@LPfz!I5N3^UfzU90eEOm<<4J|KHL6k!kOYG_Fm(pfsji z`S86hePC@_V9>_fH}?Uzy^31R#?bBy2@DSf;lfA-m?}RlYiDy|#J`Bpu-p86K8gv3 z=HJl8ClAvfl!g<;#XtW>!y@EQ<10yI+JVJH8%|!K0enRWX~nYJZCZ#9T|#KsQsL!| zNf3nrt@`zs6Qs;iLc>uA@Op2xXIyh*%J9o|dV<7UMrhbl{)rU?A&oshPLM3^G=*V9 zeY|LBBZPFykfWJo+Jxmq8V+fI_okl(^U;UYD-+3Ukm@T44ZF?3FZ(uwAdF4)9c$SsMMk%}~g&hS0F3US4;h8j`x!q?}-7h@QNUOf-H@)EW%U>HKQ5fL^|q zNW%%@^Rq>&YC;@5An3RyP5+B&^*5p6AozG$S!+n%2|?d%E-2+*M`(DI2KZL{Qm}Nx zyc`d$^7k~I1^a9Wy-n>GHw4Rq78>scqvg` z@_3ymzs+vLkj(~~pMQ6phd+hOwJV2jN9oC1dW(T3ya~Aq{Fd0+_mgF*o^H{%5*qd! zzebn^LOO2k`pXtfmv)N6w2<;Yg%2RD+x~t|Yb5Bj3EK?PoO}jRS4Ijy?-t$|K{vG8 zc0$7;8dJxj>Hqe~x*jha?lJ!EBda|MS zDGWz6!1vno!c@5{to>q{wqy^HhI7})KVnofr4DnSov;kmbGP|kLc>7_@P;EEa9jF) zYtGBG?E44}PrP2fpy>~^-WB`VoD;n;(foWNI0h`8)HK(0S=+k(L>so$&zmhr1zOq_ z&1^RDIvp_3T)eePS(uNqqznl^b<(5Y{)f1=PYUZFs*r#(C|=j@c+N_VCb5)HP*>NNPddY zur>$Z9bch_=|9=h%K!8?C=F{9np%AX+Lmh0YO*LGXLe3ay zLf3|JFj)pVfBG$J%W{^`@KA8`8v$Ry(q2b3 z!6l$+Ge_1I@wzoBKjYkGm4uTmwpQozV1#GqTGZP6{5Zs_{EL>i8$i|;S00=3+?_P3OmAf4|SXik22SoNp4`~6gVS)1!V zp<%ZPM_BD42TpOR_)9uk_C zyS!9WwZbe|Es9O@7JWo$*l&J*Kpzig%4H$#Y>HJPKPEJsZbFOMsi3X!t=%K!fpwhH zur}daavtPclqlK4i+uDkKlVSO4abxhe!hSplDIvQ4(M z-g5)Z$7>N(<;#|re`k;_P4j}#a7bPJ<8K^joAvc*VcF9Al!h(!^9f0nj^FRq=&r17 z$xEV5qwx!DYIi(&-B~sZn$TB-hV#wOORCj=_P)er>si|Lp^)=6pD{}!yfx6+d02C>v*D@! zGh}71cZ7wV=H*8*<$$*7a^Sm6`)s0l_`<#-*cmx>-TPKR^?&AF?};`oJ@`L!d7yRL zpLMQ05c+>G(RjOnj$mo2@^jnEw4xsg4g1ZfjkN z0{m7o=jeE{wgg`Y4g1Z>%eGXtTTsT#1~+C56s zvW<^YwKZ^is`HvmTl#}&!!#G)tXu>U9dvh_O~<~LKM4(6Dts{~0KdIV@lP%}cXRzR z&^-LaR6W)FuwCDWGVL{`VM~2{Z+sbOo7(e4_*smeZX16SZJ5UQK+?j3H^#+`>t$(O z{ty_>T^FA~hJrNr$lf*w6rKpt^#@~c5CZ&wVhy;hZ=3ZO10xX{*5>B5OzNHS**n{2wWcF|n3jx8Xn1l9@KWA) zK;y5H_o8XgH=UO7G<66DnUqg!NcOJfslI6;KQt3I$aFto=G zIeA0l5E{1B&u6z-psmz^*0JT7=88*bSewwsK=r6DoBZBsS=%cU&C9hlgMWoQLwDG; zYu^};Xv3BYHS()K+n0J}N6As>8lTXxr9$P4dS4{)DQ_;>Z{7rirVUfxN`3|8Th`_N zy0W&fCYpn{1&RsUmi~UBnFz>?WOP8sJE5p)y~&crk$iT98=*zJ=G#|d(CFY zEWha!`S_$n8}=K&7n%bSWb)X=HkaY5CL=IyLgJ;o^8un)n-+v1*2hOZXY(ccTAL;u4N?*s4uY2t z)8!C_?ipt|WJ}YfA~dYc!7J|7H&)Mo5{1aL2b6}R;PA7}&%>bYV%70g<>XzK+MvzJ zX+t0i3$F$q%d}Q$3^d_3_*Kw$#T6PR)AFP>&|JJA@+D}?*S5-9nf8v-a7>+ivQz~j zd2{Rz@7}Br)2-=HgSx zPSBS7OY47S+Am7O+5&t{qppj5dO9imV^Vk9!Hh(kHX*TzS1s<}1onnkFzT?OnFtI^ z36cAi5rEk+hX!-Levce4+Iw&4%|DkU4@oTNAS!_-vCuAksa18izd<-O8;T63?tp$x9gKF6bOiMQQL_>V=+QQk%JIZz@ z%uZm~YhGTQt?s-(Zc_7sOuJ&Dxp_n{K(bBvIr+0Z4rb;c+HeenwN^WzEgiAujZABh zlhCl+{Cp!-eSyDDQFNvi1pSXWeJ(=75e@LoarNBMl0z@T%kXsC0~1YXnqLmIb*a0w zovdwHZi6;I{{$Zce)F83@ly6%XdXhtehcuKQuS3C;8^qB(xxYGuDpbX{l+(=)GK0_ z;`Om9oO?-OIC(w1L@*B+y6x@uigNO<&qt(TL%n>*Se?(u{oT{18ENPIgocyX#XHCZ z18wbq;Wq!I?jQqAD6&$eZZQKz;>(tPr8FD_FW)}O0Z|C+bJ=F=VvmDp!%=YYKA7st zPNLe&@5%`>z)5J>Z+vld0Sw))g^t+oyU?N6N7U1YaKcAIGY;4deH z^gz!_U1e>@C=DCx=6%P5!EGfby?Zay#(0P}oV>!WirS5;=U-t{3t7cWXgH(+US-t* zEOj(4-d5I@&_`(4QXg-|)(I?q-r(CEnRb=Zu%&)}v91ctmET+4wYg3-+fTIN3=xiB z)$Tx(7_pkm+8P814Qq4o!k2#`-wv-IZ1X9Zz5t!{^uiQwW}vvUD2RTsOnR@*-2(?37>a$zqPMK zXjq%DH~tv3jb3rgW^de4nb2?)ocvo-mD}IC_M^TW(=bZI+Pu7srUGcoTsrnsd9K`1 zg=oY1CcHqS%8x?I+>0q|>s^)5@R)b-%5n9+$kLj3ZTegkszzwoQV0JiQt#P>HZRss zwlqR@1I^F1sU955BOJ0RDLX`IIHnH%M4uO8dMNA30kYpl1RJyoO@37=Zm*ByU6a6Y5QG+GYS5qa6<#k7`g10ln=dO1f}vxNjT|V` zrqm+ZaJu>VUCCUaE%bBC&$6YpYZDr_RM_NI8>y|{WvpqXn;wLebqEb>;|CO*AlnX< zU;UR1yGda<+xSO}TJYwm^W5g_WNux9G9Uk3Q}3*H>N;nS9D~O72u<@Ek3kq{`Ju7HT{nNL@-nzB)w;(v7vcV+H0(Af|0GiVWe>D_n@F~FRRe=I2mb^w27YTb zXH6NI)~+F;VZXWg@+btfl^qh&)JhQj4=bn%y{ zZG_x-u-L}Z?TroE+1X^wEK~sPBgGK45x=jBZM_VVZ|8 zQwsy_U59Kgd7M^iW}ta_Ox4Y)zPa{Xko^|Fxq;^58zFhs98z*nQh6*~rZhYjeEc+5 zea84&7h5XRrney4G#WoBa>Bo9aH(W}WWUu3B{ZBNe!d4i8=`Qw;HgZqwp1+%4aYRV zYg}7_wgdjxz2qp|rZlWAz^~@2($C%dU-y-1i&_zFm?pH4Q5%-N_mOR8^5(4x4O{Bt z*G1+7t=j9N3#};V|IOLk5Sli>u>*SbE&0`1&nv^8Qy5MVUaG081fz`}96siCWoz3K zW!O%B<6Yg@nc4lI&3<-=b_9ma^z)7Ts*oN%Tno0!0d=+~G#pSrpWM{<{MQb}!$rNh;Bs(Gn}X_{9f&q;sfX7x6@v6Q`OkZsujalT2@MB9_`(_v`SEi5 zXqzElq!XcGOP%~2-~sq;{gbga4?jojOlVk}i(eb=4wl|(-Xy&|fgCZ>{Cr8HE>UD? z*eLv{S&!+6E<~GVDc_BX50=I%{;r^$Z{@lgXkNaHr>7+Q_2o3vq) z9_}`Eu`W--ZZ-!VNqQ0*wp8fMR0wFLmo>2YpTB0L@eg{{jMP(cz0J!Ob9xbN*izvZ za&s68!!y?0CC9W;Z$iTf;^+T_d4{wEOMfIy_e|FI*hCBP zy7oShZ;NvOn_s4_>`S!aeDm>dte!x-b}-mxvTW1ONMi*i>JY2{%=W)!zvb;uXgJ^8 zeD6X%U{$47$T6Arp3-m>9K3>mEYL=DaoTJOZW}6E&rgc zkt{=Xx78d$XgCNyUZ1Vb=_vOHb5+*d2#^vUu!rD4DE25KK6 z2-!YlD=8a#U^0=0lh@5F(RYHh0W)W}lxahz5E_=|=G~M65Ymai1K(s?>8XT<)6K)z zTah3LV*()~<>ZYqjnHsNg>r<{K)X?-S29`K857ONqc8^i)-H7dn|GuqPAA&1-yFPv z?mWb_*?|EMWJ`l*5E_oDliyW;542KI%h(*)C7WrWxp|+3BtVOm=f9k?wwsiOE%ow0 z=N7Pf%fD-{O(FDxSwtI-sfTB8SD;m07_E*R(jQ=11PSm>MjyB>;qJcw z$%bxQV3NkS+tp`Lh8Q($Uhe6=kkD`t{6Q?;DnRm9Um9eyvMjWS(6FU${#g_TmL{5$ ztblCkA4gs!l=!P1&Ve}}hC)Gdv*jL>lM3Kf>>n4(YCcBL$BdYhrMl!l|g z+9tLH*29_wZ1%J#EH@|?;rW5ys(t%b_TB?G#pVk9|@{4P?-PUbxKozid&gd4SGVU+ePlqF2Ibj~WG4adO4SAti;Zy~Re+U(vpT1{x0 z-}uu`&4D%{FuH^6xAbcaGzY&OGZ<)*=C1o7kNF2Cnv-wj)d9c#RbqW!*>B6&5^dOT z!Zi=oaI4nmbKzTW`bcQ?H=*H}vU8_pVCV2`Jv_3VIoA;uj)9BMMye(3t^+Gq%67h{ zG;F7XALtGOI~T^B7=Bkz|MT0po@m2%@)fW8yZY3BL}}U3E*lImFJI57v*v|0dp(qC z-i-#D@D$SzprwKTI5~B{n`mxcnUeti=5O74c}CW@cN5WuCvh*|x(EfoP3u)7=g0_B zPuM}52@MB9=$U^J(kSEXAvtQH8v>TL${pRHrxT@cE#H1mIt)ZZYbpB4F4W}EI z77F>%t^fRpa!4ERA}~B1dHLVfIiMX#bN!4()1_tHO=vjVxScg%Sk0Vq+~!c>5rt`X z@-7_xfaZNX_N^sNkLb!hL>i_E4QADA$o_|UL*y*Fi8K(v}%}4EBFtgVYdmjDynR`z@WZ1-?)E_H10PwNUzLnm*3K+ zhxE`vq7A1T-}(Fku*4a9ZIFX7{Ez`Ae5+N01c_QFNkFERJ8Yl{TPkIN7Uf8*@H_N+ zNMj!{(1eXGwWe&gxTMXY`Z-F&3F73lxO$2y!ODn9WJ@OG^|Z{pHID_8MA-g-Lkgi#|aH5h=b3SQ^0TSik28@{U_+!Zc-Z7=HSn-b%X!X zcB%T@lWFr#5N&v1dHAZ~5=7xetD=o$OB|^r9uI2euzT4&jUZmert1v&~Ox7 zUUp981ivjA{L<$CFYj4G)BMH@`yzt2qWk9A{Qte9G_1`T#Iz*My_PiHZ3iwAXKFaG%5w}a?aaSMv|*Z)H)py6w6qZ2We?QlKR}Ue>V5+v~0c&B1@M)rV}$ zyY!*qOugVeLc=3LsQpyE;$CI?VK~D2Yeh5Mu3J=OQp8It`seT9eWDHfjSqylkZ#@n ztNyPXgkcW|45zM}@7t$>bo>6QU=}$+$~?57Ie4Q(wW4X_eHbEZi~GoeX6L7CLtv0@ zOB`tE9CeP;@T$SXi-T424n7!e=;|@~G0}#DVB;OMRp*S^x#Con{Z{=6q2VYvxTQWw zw=o?zO_OOUpAs6@Cfrs?4cZEw_-nXdaGTPwHsKAtAQ)Ih%RDzMLKZwD+VH>^Zs3`ATr1LNQTKW>kC4|e)I8;?fpR8geZ+J%G#b&8n)EO*W>LV z3hs|L4845Tyd>Ii6kPnyi0c1dKW$w@iFU_Vgoek0Q2MF%QkVYOa!dYXIbRbR_M4l3 zWPX9Rxa}_+#=;j$!Sk@tH`Xjq$2 z&Z~Yb?3vLaqD`m%0WA8C&~SzbWzgHe(nqoG8Fqc5z9%$nsgL&=$_m5Ob-~;4aAJ?uueww}vN%hr&#!EP2!qoe1*nrKl+wM>pHq_1UjC=rEw6M5_ z8peg+h%_8hCvVnr9}**G#IXeoZP?pX zM-w?Rfnh^^eB-S#41}CF7XFpz-NTfI2ZD!dQ#BlIYQ;1(I2|6vLYs{@ftUld1T~^X zyyKy}EhMTHjpc4haNEZ3XCu!0_528kW&v~Yi>8SoKk^j~371F0IZDI%;o-l*Rcp;j zHEuSQgD@q!g*GSuB#Z&KovmNVaO6=v2BG1Q`goh66Og;TAKmFLYYU8NL9_FtqFtb^ z$+IpIWjT5ju2ULLUK@W9GFU~Sr_1n7m=lX=!%^_^U7D+4>F52)3>TXl#wIlEH{p5q zB|uxgao$8ZLo&v(pxJmu^+TW~ntj`F2K&T{=HR=ZO(6;wJ&g@t=9K{!+PwVESryP$ zpwOJx@?6YYQb1|zjc61rsa)CXgEXMd+weefm z>OH0!e|_m?ZCm17XcLMX#zGXzX6R#RRn{{BpV=2S zzCjc+6(1E(p5H=}5E|AdoOx6SZO>!BHME=zNJ?l}n=q4Sf|xG&R_ugq=~+s{F%@>9 z)2r<5KGv|NnVgJh!rE&mzTD00KdK6UD0r|&@MHhVQmh+Mp8H8u7uBTAx9x!8bZU`T)fe&`i=FY!ig1r zn!Zr|NNHFbf19j4NK2otMmIl9Um|TuYaz|emzHYp!aXCyGMUyh9id@qLREDeNRS3K z0t4lAE0ErT=HtH>R6*YFRmGqe>a1b1PS1>XRg{uAb8(PL4$UwB=q2T8CeN_+m zUBf~Q=M=*-5*pSf>LHsOeR9ZQ;3sS^tJ}SU5H!HP&X8i*@7mVp|k+M zP3p2~f}9~|DGmG0$IBbyfTfui)Q>M`$fPVp8_qX3kLgW_LbiC3tNFF*1FL#gLc`kl zxw_i(S$?CG;Rq%09|FTcaP!mVry#9lo|UjC(52QrtQpJ?I_scz|0 zO2bj`@k6$OFuf(}eD$-OZmV(w9Xfz zJeDo(mDhqMbmdk>NCgfB8BS0N<|8!hHwPc|s{Zp#{1}F>!e1+zjhFF9hUCo@vq)aq z(nB_)4JU|`FDzBxzK`3R4))XZbQ^9bG;AqfgVcaAeQ|yyvWF4qnEn?kJ@Xt#(1CO>tRhbMu|NUZ5@i z+~#p)ztwbG(Rg8XDA2kL$z-@S66CRfq?=O~{ME{^Be|XgH#FzPptZEN$F5@T+X;S1X!_uNu_eZ075Y4X=~!DonKD`N+#x zTk2X-|E}9A`oGNjeAK@Pq2VaF_;1OHu%dYt@P4gqY0;vDhNIx+r4l~SmgU$L!>(Yo zVuXgZx%m|XRaQN%($l1VOZA~}jMA_+eki8a&!-B<*(t+D7AMlQAh2R|)xh%ir;ibx z@${3#kP-xj?ex)yJXAN`s1qlj_Y2eG8Bo%K<>93WD}k2z)5@}bn(nhRl&1NNb-IWG zW;XZkF_e3cFGZx`K_xVnt_TsRaHQTNdB9f=CNwO~&Fha+!sq33$N014#7$b7&~QBM z{6lI7ZLTCYGWgx52jLo}VQntH-W?2nOO*H7e!r!95N4Gj+HiWfSP;}o{NL+QJIRLD z3n4HZ1Rq};m4~_LSE-QNerdX)>B|xtcAJ-v&I{{N(UKet2nTkL9thAp-6 zd{e(8Z_i9&m@Cgv8n)ENfBAg{OFQS7VCcd)p*qoqvsbuM^dHcscX|*}%%l&~sx>TV z{O+(i1^?0O&}KOZ$!Zc9cAJA=63Yw88?wGp#6v*(%zM>}CJY7D3;J-Zj)sESS+$5Z z90V`_J*3Xm%dZ^JSDug>)Fw1+sZf-f2qvU!pZ<9+r(1?PgoZ=v;Txao4$#&|r402Y zk10*l#-CJQ4GGfVV2@+6wv}~>HaxI|_NJ;-bH96-;pDGfJwn6UJiH=AojC>6^`4OP zEpL57!!h;o!;@n`>z2Fa71`4Fl!moAc!sF&pZ$EFgMOMmu(mX?(#8sq;(^-=u8C%- zMDN*b~7s)^V)7m+$%fsPM4*fq%fQvLcRS&h{5p_p>N2PCn4Exg64DEeQ?hhcJmJf>mXrsh(dl?HZ-wY1htA zB-JZ;xqCXR$h6t5h&D`f@Ru@Fxlo32GbZ~JL{GN{tqBcV>f)35GKgs|&+^57ZF;(; z53`{0M_^SI!kvI@3uS2!C=8DT7q3`WM~E34u3jmp+mbd!8g`qHS4gOq!3Xb-nJLp+ zwY8vm`EKAi2tvEQi#y1c=4wZ1I0#<;Lm@vT$o*A6lgrxPP#U(>!H;1ELrDKNt~^23 z7T%s{!^70a_ny@q`rc(K87d^Yb|5r8rmPL7s!r>f_)ag`Qcp)h)3ovJVs#hb%i_dk z{K=~ig`ZY5C;#|mgbe9Z>6YQ~_`RKoHXH?^A6q$~W!*FXiEQcM&K5K;&tA1>KcUV= zL)~X^7ed2Pu-RA?;zAT!b$VDt_FJ5;godNw;;&WKQWN>pNE>9@8A`+2y!;v1cc5+A z!SNCMfqG0Qb|c#G$g=a>0P2l~0ps^1l(kjsZb5VLJ(|N1g*Ho?8Xn*d>_KSQQYSBx zSHFoS_ugx0uzsD=a1X6V=5H*41p-*UmfL>tnD$SVQqHad!QItI=n=WRkF6_eTX(p z^YRwN>U^U5sbPlN%CNqKhUXA3&yd65wq>U#ML@oTJ2GUhNbcCZ1og<;o(<4$TLW)(H1Zv2I@uRIiClv_j^sBD{oU8 z9tlEwH&sIVJxT6|vbF_dh&JptH?MS4^@bm=kJu_}YciJ5ur?1bWKz$vbiR^dh&&%< z8AoV12p(QHw+Cp$66G*#KtH#l`FJ(;Xoy1R)OXMMwdo16c0AFBE#-&v>VxH67j!^& zTgM3mh7A=q1YHNL4uYMZaqfp8RGXJJyG%PqX*dW@J8NRDUN#I_btB?#t{#O^Q;9b0 zHyhZW7iYopXE^+ttJhU-Lo7ZPpQQaitgtk&bXdc^20M`6$+3!2c=L%ny@dHDM% z@>nRj*n;Na1t#js&ZwZoMP$FlSVCwx3PMSUvh+k)kl{A?NlL?hbMiLCswBjhteW8- z^0=iI+T6TQq5^yuRyO@7s%&ZKGD5@O1s^|aehk|B%-(;&9|e6;lXSTSjc+%oj@$`f zMO*2I>7Ucf6s8SRzUWmo9BXneGF%ItzJf@@G@(vHU20x*?$Ql8dF!ksG#pYF-wHVc zZaWfVVMO~9-EC=B5gHBxze1tTV-hybX;`M-qcBYx|DCI@p3F;reVlCQlGQ{SrrG%Z zKr#5n1Z;6#kZCQ~5E>4GhrdOr##O?`iy|&P=n0ZzEump;PCgP6!Y}&H;mfYc>Gqn^ za1iXg6|{P#p=-Q?t7O{xbwnGUL4;SX)jKbRCTuj!Af46|8upuTV|5(Re1HDzlgGSs zg9XjTSH1TjrrG8OACY7Fjnc5CcK%B@75HuO`>_vX+OCa68>TsVwPt0|HgCeyv9hK8 z!wC)h&BF_~W&y3ziuZT@G<|2b_$ETb+Stx)O~|%-DK8stf=Am-SUB5+2h&o(EFQoA znKQE2j#<$>{G{kK#2~|Gdql?ueL5Pw#X=iDx$X!~`|`7e;R;2CtptWc;N{D4_3;~g z=&a#LEYUVX!y#~cSn2o>^@ZuQy|CYHx}ldT4Qu1)k^{le@|726^k;`Y8%^I%q+ytk z*9*mk{74?U+%41U?jSUrAHrjQs-N+bJI9Xu4b?L@-A*eSJyU22tXwxqbQf+VIPY^w%{SFcuwv>OX0wLQfjCqqu4r$>-1cpa~5K{FfSqmcQG6^;KMQjgi}E0x}GYW`CfRV({4K(=x5+1wzAqbMbxDP?+9Ir#xcl z%3I(fpSdkJRngO2JQh_+y~MCSN1cFpR(ZrHUcTwyWL49|C=HtA3rpaI$&% z`;F?tPS~=>L(AFaMZ$o?8#C-^YE3RIu1*dd9>lk>8TaX z$M2M@{=-GOt~@Gd$jUoJo8~vZxtJf4_w(;xhQqbCcL@zo<8J;@P|wdis9SrftS#R? zLc@L&o_JBOWLzFzbgfMLNNHG`@XkOVp!I1PZg@v!>wTgP)4V*Us$8hu%83z20Q#Ws z^?=ZD6!^e$K!TL`^r)w7Xu*dBhTSHd`>BWCn_fA0&p#jOQ^;RR!_r*5)-4`ryVxsw zxI7dNJ+jc|<~uZfVVL&b{4u(0>9EIyhKH$(|1eDn+8X9~A4Rsb%o9Sxe)I5;g6jKT zwDHXEvZZmK5*qfKk5@qN1Z@k(RF6myJql+j4X2x(_j0TV11sq4g^hk~`d-xJXG9ye zl$~#?iMREiShM69RC!KV*iJ8R$ut#c83JmilxfLcSkd^s7&i>7iIKC0LsJZwtd_REF1thAnmR z-q~Xy3a#!xYT(ZgJ=-2p8jh)lzo(Z079o3=g@noDYS|m24UbZfoxR_vZvCZun#FJp zE9@Y%~{Bfbjy2dltGLeu=lLV6UWO?rAJ zjV$dCg=vQJ9l*$B!^gDD)oB%E+Br(Y!_>~NQ0#^T30vC4 zuqQbAn}s$T|CkO0OV_tA(pJupYTqqr9=;w|7w9)-+_hAurTAe%^YKAn0Q@%Ni_P$% zzeQ=-Z%)2R(-^dsi5qE;tZm*;3vF)RI$M=lMZZ}-zf5cLi_q}Ma`KX#<}i`ZslBj) zoFQ3%6B@Qu_>GktGNjXn6u~m>Ii+E3Zhir%Hu$Y^-nA2D+L}K^8y;D1{&7}UV9(z@ z8z$2_{3SHaQeFd{2518ZpD`R_*(1f)AB@2?5C2s(0sJ;I-p&yDu&{JTh%-WTFkzoP2}4GmM1}oj%r={nj%Ipi9^fk>d3d7Reys9rVxUGMbMTQA!Z!{}ueATO}NRQ9WZs;>PIJyN* zc=^N$v^c5af0u($DuxA3*u{$k=~nk+fkpBZ5-TR5X$iv9ttt%D=s^n%EzeFrij$t!46 zEq;e*iE7xpzd>m@dwslqQS}ZzH#Nyb|5(rm*4zLKZM_JGoG5Zru&K)q#}dv)bSvbLr1 zi8f60*;)C~WU#cwpB4q>HF>UXy6lvt)!O-X3jZ^DJiN|3!V6YMh_ ztS1k$pn06E@ zX^m1_&>Xz^KzA6Ymll+cC?nOsS((xh8Xl)^K2Ftd-BU%YjgqxJr8M1AFD>p<->gZ; z#ukuitI`r}cr3X2k!}XCv{JL(S7chdbcBX26*jm!0Bz2)JiX*`nlHTt&BcG6stwf+ z&+b)|X&)#JTk7OHHR{(w+i|`6`z_TMHJdXKZJ5TdDyV)r*Q@7@=&r6ONcW5chKH$e z$aV^(Es54>j$fKi^JOA5EX~P}?9_?Ouc76R%ER;*rQviFx;?3yCVS#+hPy2LGh1on z>6QrmcE9?FowB7vvJe{fn~R@Qj02if|V)!?iaG#|grqRyTMX7L)fR$~7{XgCVO z7J=#v6eUA)!->opE1He}o>Xt~)|s0wiyYHQ*@!kgOl|y=RT(U;e(Xs;ISSRY6B@SE z%eQ?(V9;;uxp=&+EkzDO!`hs@Bw-|IbDk*~aS2Etrne{!X9(ZPy8sEYxIp$Rvb1?Q zi8MSEY@BujLYk~Vpy4`PlU#&`-R8>2zNV8w+s+GEr(PLJhkk;fO+OXdo{J1D3&@L48R+hDO$ZJ7!^1a@TK%0JN zvEkI;p3j0NGz;$o$(zbH&9GO}2nJTpfdOyjC=_y7&}{rP;4)a+GEUX>er@_NjpQUW>^DA-9{@u? zFNwWJmUe)`aJt!e;eCEEbX%#A1u|`@i%7#m!OLsDRnzOa^T!wlR%y2d&CcJ+P`4kF zmY5vTIZ7W`aXf^ELn_?WTMj`O@I0ZRn)D2%VZV9#IczhqH0RoRhM#N`y+j-Kn~iU+ zj0H>6^lzEapCG!WRegk}S;~*HUV^qG-k`WLEm?j-!`fVYvQ)iX+y06kahXC--m6wL zenhMuFL*UBB*6cT(P1+S5NX&@etNC0V%7B2GURT(f)+3@UqGwpD29~z)=&0Yx-9+E3FHS%~OKV@Hatta#3AtE|WCt zaKGF1bo)VR*isvBO|M4js;!T+`L*dKO?yicZ8!+*BwUr1BOFJTx)buQRX+p!P>*VF*r68iSmPd*x1k)`& zNom+pFaLq{7$TZCPGBY3Z)3|4ZP-%b$Ddjqoy}e1luWA>LTFk<`4U8(b6%KU*3c~= zaajwRlYbMAgSJW=8bxdm=tKT8rQs;>n-r@2<$RRUhHiq>%UMXX+u8O}7f9YS$I95{ zVO6I*q2Z7UFH)=LO5Wd!Vkmz}TY=DU5WM_MOm(_gI&7@r-s%HN!`i(307bnbmN`Yv zVse5kt!Sam#glg&B=7s9PYp*!ttt^3PF_2|V5hzbAFiBT=#PS)AUQ(`4f~BB59b0{ zqk#5?YZ-4S3`_IyUu)4IK^*N18g3GXS0>VM5bV4VOjTR0NcY&#vaeeeLc=4$!)YBs zn|H;K@^VPMRS6AibMfEvq2RagVKEGwQ9mgS`_0R5s$T$0a|8{&B!_fwH7jlGfdF+Q zE;#g#p}Y5>>I88jwau_7yrsjt;BT*4SUVSKg?x-mbrV2v3{C9e_XPn@mBH~Aw8moKCdT-U}{|= zO>-Lm_Nf(!En9y>HB+s6gr*0Sor0^klRlk1XV^v!s!wQGo6vmVIgI%5OD$K)A-zLs zIHbah4>2J@e&@|%*zH-=fM~-sVLwpaL=Ie9WU4=;`Usml!i0J%PSFlki7}o{MjPYhPNWxaQ1rnX}@|M z=Rmr$hNF`*tqBcVDqPR449n-H4Nf$bGbC;pq2ZW%9qfD}3}U(zOk;RUPK zpsiEMa&=_CO=)AH&Bu?N3W49&mrHE8%~`!Ip<%xXTT!Yddc0rV56bzLq8*{(m^ygT z;SJDsC&7-bewzMizC~#`3jBtDAOzu2NGHRk#QE)sGz_!zP5Vb6t=G_zb>swT(!qiz zyfCiX^?lwN>3|&4EFB3A4=fu$QCH`sh5F=;Xw;$))2Eb%gJ9#ki)CTZPuT9sCvStS z>|~+M!|Nf{ouYA>`xp+e+IJ>2tj)o@YTg9D4e6Hth#Uo57ed2+bMRaAzagfZlFu-_ zk)(A${zZp{-?$<@_L1kPIP%jn%;+K!!dR6)06F>ZETNn`(?k??n`J`o1OpuQ-|Qc z7o3kJ)6(=KH0(FwotNPd)1qsh8s09rPiZ)&cK%GT>T7krQIut}w#EI4Hca#It2SA{ z(o5NwHkWBF2M`*z)X86^Ry!fncJ z)-ON9(-~q~Vz>oOXi-rBv^6;QqQ9KIF-BO>ynKFp2_tKH>q1%On4Y9G90j3H!UIt_ zGjQl6nKo`D(S|cbDEL(8%8@7~hf2t2)$erVbWodQB5*QAG zjbERd1qsrt+Kk#VE$ui$!-fi-TuXu5PJVl7_^tbZ(y%rUuYxWFi<*}k(iu(ymW(Ib za7ev;F}NT6*7V!ym~w)&oIq$;oA8)e3$V0n&gbo9T8@bpG%sHaK7}Z(%UIg*%lS2> zVM~P{M!CV#Y7dUZm$hx2M6}^_^YE!xZ5-E`+v}X4rYCRL$rdzTX*C)QZIi0*EI&;D zwcwsYU^v}8yec&bjQJS_JcgHGzf&4^o84ohW%8x6*bvdf!FvsTi$Z4-8qPKc z-wP=V+LF{y8quLb&)p=m2n}m<^6~-o`16+r!P;)ihkdd`D?mo0q?~9eVDcWuxs~8wd^i&Bl*C)UV0aLwjtIr?)qhrumKEDSEAFU)~w+?SyY6+OVZIew#%-URN-XeIl>2!-B@Q8`P`F&u%^(B?lqtP6ES0u<&2PNx%XSpe0;t23;Z_!^!WX96y8!Aj)I$?vULW(tuNdluS^R+ zK(uLo=x-$)E?YmqkENk-}vZC=1pt?4aD{#g;nf8m) zu-`oV+SL@B7%n(mWgfPL{RBI!0(Xra}vzGLUbR7o;=nGM=V1oNvN)tf%0&C6Ve^m7_4> zIMIgv=Hl-gs#CTnZDSiYwX2*UH0(DQzd-d0@~wA_7dvIYB|B+BbMp7=GC&j-q-j=M zw)8rs;V1|_15|h8@1gat%d|PCEVQ}!&hZS;mf7tKl`U;}n$WN|FW>i37xo5LPG%@~ z&2)y)a7=}xgNH+NJg&if|5&nkZx z+MFXaoNrFP+pF&ARxdkeoj<1f5-In2Lc@OJ+l;EuX?Ud6bNw*=Q~#F2G-><}<~c}^ zr}Lv+^V4)`;r|h7*loPbQoRD!pr~t;KihOz*9#UfUY)86ITE%l9$5~7=OTe&r+Ijx zn(DvvqG0+~emixqeYc`H`LXFQ(6;$S^R_Z=_a&lDivd5!QbWFE)gy+84!CSV6FLp` zfPt`R!`nNuw&GU^4M$Yi7F1<#^@H9mmub`i)fc*5ER@(T-ZwhFOH*VK$d6d?@MQB)? zo%a-c2->2iIgrXff#{<&&22){{l+q65@blEq+deiDBQQA3C&@z11-_t9fk)rm)s%R z@VMeNNG=$p2o8P?B?cH8qjD8P_3|4^ z!$ENHO~D|brQC4d@bce=`$U^Y6E@x;L5dXor=px7T_0G`?A+31Fu9#h*yoQ-^FAar z98wRj?&}C2g&zmv8fpc9Q5uedkN;j<4}LpU|HNWh+x|yH8}^&f1y^073dwV1o1AY$ zA6w9Dyz^NQ_$^a|(S}``(oYCY^Bb?0S9dUTAGoqkwlv@=p<%x{_<~0DaPGOsX4qmp zM`_xpnJ+?A|D8A2j>eLwx5>{ew0U{kzLpTvIJWk?RR>fnbSsx4`Wc>Bi6e#`ROf@bI1nn1pFUf;XCtnHZ<&C469soTx}UM>+$&bKvh zh&Jpu2j6*%1LO2w(mRHG{_Wpd(A->GA<$+USM{xIsqLKw&EaCzIaeVH!*)zHG{62# zX?jfAr~V&^Lh7)BhTA~f-V<$@=H@f`4$v04$%1KehV=emL9_E;MQ30vlqvZohTm`c zucAU92@S`TpHjR5SpQxHQ^>GLpDbW}-Jo{c?|+QZ#Shb$TZbqNd(Fn@%3C1q#>RC= z{JE>!IpVXGG&?PMQ_l-^>VN-(9D*`m2n0iAAn>Xob@S|fltu&Pah376117Y znD&lBXjq$2$JiKR+Ooim!Lqi(Q3(yl)Wt0=4wGg7mxYVT+9F4@pb0PHsnxwR?H#wQ z?Fgme3=w|msuQ-q;Tw<3w2{$?HcWH#jg>HSzD91goZ8k@I{Ea(V6K_ zs0FRTt`h zUFLiJ&db`mCMGn^Z~XXVG=#LkrIjyankNaNVQoHs-hT~f?aOU4JmB+#(r|*9VC&Q(Dlxya$1La_82H=AY$}l|0CT=HhiZ-+|USAoPN)?V1%$cu=Jn zuIx@fEFsQR7O8>-4Oq#-md-}stW z)wX+6rmiSQ;Sr_bacbu^9A5Y~7pj~kqD7%TlP^n4v|+zF`M0?_jMI1a$5CW$Vd)4B zYZEpIj)A2^vtKmqSLRA@K@+}ND}k2W+c@H`nEq{kXGP;}Oj1I+Re6)fa4|7F1CfT^ z=H`bxIlyga2TbcF4~6a-2@Si=$qOu1dC8BY)gmfM^^p295t^2~d=sw)Xqy^P-mru8 zi_)+*x0mfloq!+|{byJid3xKInP|f_8&5a2gS7F%g@`uVx}`(15E{1B$ICUO< zsi(Hx(Eep&Hlj_lly@vsMYGRb%|^@Gs%0lM90deReRrkL-A)|4no703NMOP z1zL*wu}jL@ZdlQL{J>6Kg}vOrMHQJgH>ZU*S3dURbR|T=@nw&p*+QdSgr-G-Kdz7r z^6kRY#~o#DnQ{{v&Nmm|7F4Yp-g}xE>NuWI8jh)px8iRD+U8VFxI)&pGLMBeFSk_P zSLi$ORAZUeHZP%JZBBmi>?CCG-aK0}%cDMTK0?EOv-1W1Td*|fXQ{68{Pv#Ga7^ud zMv4y^@-vcf7lSsn};^BuL>QTZ{-D-XI({yP= zT!e;$z#B-Z4XNNk_s96{)W2Az+ysWD+1;!q^g}Q-Ux!VGg=I_+p<%BHi?`ljXve^Q zKmCU4+D=;0ynNfZKICqhXS?3WxjW8Fv}tbR`Jpa9l)H4_E^DjoBQ%_CKHk$+T`~Vq zd)zBI3Q6-58rJ6HN3gXa3h}3OF!=2XrQw(g#li0(3O9z$9WDE9W&sOr4*tbbt+JLT zEj?fMTm6EBhPB!F4AKKEt=?eB7(Y!P3h4_Gnx1d;Xi_~s6?Nv$sIs9CtY9`?(WDk3 z;{z+k@JrK^cUfT~4IAp=58tYeb{(&mOC!@-7a=s9AWr^kQoS9MAXPuZc}%XN7Bt~r z#&)2cI$5f@tnIB8&Bw2Y&V&T{+3>qz3JEVpv|+#5dH1tfki4!UX(Afa=zI6wiW3_4 z8|$^McHUCe%NSqI4|fT|!b9H1?-V@&I~Q*lTTUMGKPU~`DZKnp8MGCiI6I>pgWV;G zHf*PxF9ef8?pBNR{)?<_Kq*4Q+T8qk>P+xq{&r(SY}s$cf(Z@#P3S=21X|QF`DV(N zMlWqe1M4~A^B9op@YX=BO|ZFo8ox=JL6PfV(@)eW?Y zA%uqg=HXR7vA}ObN4(f9cQHv+)`BK9tWE{mLSluMmo2?wMH9L)s%LLYmEL^RpCS4* zKC>LrrbU6Zs5lLnZ+B%m2+JxGZFtbTcry;wx^~y3Yaz0>)|D)1!uF>+Y`%Z6 z*CSb5?odL*$?N6q6Wf8d!~4@3EPY35*isLl-UdNT&zF7PS*F z+X`>pTUSor*fj|a2SI2nKMn?c!^v%G$+XjyhSSZ)y950OOYd!4`%wb)8uy$1GO|susH6YsXSa9%>6$*X}J(DL`rnPHGXjq$2 zcb^4lcW$RLyf~h(kp)dSo4g27IF&Q}y{zpMrQwlf=S@r|LKF&YE@8NJy{$3PhG|~@ zYe78&R`b@Eh_fPnBJbUV&~Oxd{1&Ww!SzI!=!UjRg_;r?&NnY#BB^uwmcw@3l>PRX z(lkr?7UKiRw?4UR8a7rAHY3`wr7m7Jn-k`cj-!rTleGun|4`x$WYx^ zrUjv4Z9;XQy2Je|+oUjATilj}rumI;z5Rfg7FZUvOQxN(q6wdRwY0odsdhJc4w>A_ zLYs?sO-%_=XxS>j@Wg$M)`W(mVCS@BFcyxkwka+FWlL{c z(VV=nT3zDKv*Jq{c_v@j#zLEu?_R_PZL#Y-zbaeWw531X_Cy=b5C`8*Ro{h&Z}-NPX&pLP z&^-KAO?4Qapxq8bw>^7DLc`-!h-qY?ZOB&iAK7o8t!NHjvoaf^u;bN`g0iJMIuUJJ zO!=xN2jttpS;GxGd3`$*8Xj40evtJLEd6-G*IwRnDAI+{a7={<-Y&w(ihRRvC~%0@ zmC&#@2d_TN4Ec7WMsmY*q{k@@YqRqVQ57(=(~dUW=^WdQXu}y|=iB!V$lkhXAKjEQ zB(yuBVQn5>Por*#zRC2_P+OL?2ccnYHeP(8>Pd$kX%f*BMgP%u)r!V920uYak7T=J zDAS(VlSsoM6?!+6gOC=;_Uy0hwtBq?4ZF?BD_{;m@>YFRew;k8()T7b>^2{-GPw=I z)c33RUYYig((o`98v1ktZSCe1%`VfH^|8?A=0BZPL*h^Is`Zln*19jDVZZtKIsHe7 z>FU7XMzXft{RmBqDevw$6f8{_C^2d2|f1(XX!NE(8 z`+%jJo0dN4w^Sbr-3JhwW+^MJR$Y2q+&enk57XE8-hl+BN#g}DkHKy6PRA=PyX_~X z;gH&RagO>`e{_^Rkxbh+h-kw>aPqdP`CtY~b}rB#U&^PTHKe|i{ z9ztl?QlYtH6`-wpoy0JO#2#uv6D}tv1izKMnX0y|?F^-9e&aW<%YfffmalVGPTq;b zh&JpuH~(U-g?yVDTGMb|RAo4!Y5B%!>h4+m*g40`8Io)Sq2Val`M3EH46Iy(M;KO? z*C`EKYUgb%Gr;tAqf-+@!PVT67TP>~y`@f0Z*F*ISZ_5NMQAvt!gC{vc6Ud6!&z3Q z(H1l}@9(ch{px?`e3ql|gwk*ngi^-j5YwJJTN!@UuNp(NVVa%aLs7TFdn9l)l(V

g<8aC9%f7Dk2Y2GS9D`Z1^OdvFzZf?G{vI3@%DG5&h^iN2-p}vV0G~O!f6U1Qu z!iVSlUemu=KPe2yK$yoTfZJA1_-N=nvTqWRrn$|*%8(X;wgJ7aW$+uSYa23|(6BZK zKO>$2w5*Xj8D5?Xo?=0>^J3_OU}<29+vDVr#`%}fu%&jsgjO#$3@zGmq)a<)MYC~B z2SU1)tk=tM*JJ!tq7A2;hg(`6XcIF$Fx0G6nPx!~PEpi1CjX>dhTo>irV|<-rFMRb zQWaUg*IWYwd+N(So8)|ZOley7@{@{NFd=!b2h^2m%V!g9IN$92xh+-7 z*x_7J!^MEsa|jKOdOJTlJqNV(|D-iET*x)of+nm5RV%=k`{&k{^X)CAVZXWf!GByB zSskaYn;_FR%_G{d--Nr@stI}bE%6h|+1q12q2ZC`;y2^ey{C}w0}U(k{0l5-UVf8% zE<|C)wbPsB4EarIIHnF>_N^|WOxQW=kxbjSkZ8j+FaOlnhL}bxHh8TZg+Yr54ad~O zyR0;UD3lubz%YlDT1;p-3Qm4!U7b`Miq_X~iV|xHp7n*M4O(y>2eF2 zoj(?^6r%9F{M5{{->y*_j)KrxDH~+(!(MrM%e2`mh&D`f^ZolXpzX@cjd$cIG+1dt zbMmqkRpEXkL1-nJmVT85&BL>|7R2;;<2F5HOCL}g&JZ`x-b)bEw^4dMl4H7bHPMD? zc3!}|8faezBpu|Z>5J&rYb8AN5R9Fg(s=mOE#1G7XwyCmyjHC^ zSeo0mC8_MULE(gkEp_rAMk?PTWvJXhwzSkHLc^8{18YCT^mkaAVY0SZn+XkPh;Z9+ zH)zX|O~Kgod>_`JzVs_~>&eT}3$xS1Ao^6H2%qgWqm<^gfX-oxPoC!!Z>W z(b>V$%OPp^$l4n0AT%6P4}WFo7G%iXtb=mMw2V6~Xf7TFRjj>sWtktcrB5ggN5RJr z#wtRFd|e%{rL1k`E}{)b!O1U=s7nxYH@z@445+6PlJGyvaug&{l2dpUkqhzm$e8b@37hHNTDRaLZ7jbLfDD zHZT9trdk{?9FaESC!oHl8FA2p#y_WN09LwDR>PYfA%_SIC$ER^GiHVaN%B5zY5B7d z_b{Phw|V#;`4G^y?Rt#m{vhavo~1M#Qhr7}24Hsw=gcU>CLJNtFpSswsQQM2-wN)N zldalO3z&l!rK>Z$kw=Dgk!gX)2n`Q;Cr=Nx*IVgl%!u^Rmozsh4M)_)Kc;HGJ?+Sp z5napl7|cCRwBd-_*;cQ*7`ObN{3&Ha8=W99%~1ZZm})4KHTFTn3OdtCLemW8+o=_S zmiR%Ih&70A=o2d%uRTZX6k{ufvJN4!1|x}GC6tj)=DS2YGJ{a>oW#Tn`bbT-VeAyXgCHQ{wAy{NVl!s zVz_!%{34;@7&!R*AicrT#P!n|9us2L`S1BQkRV^9RG%el3%x>U*l#}mpm7DDUFkMBKps~~uUgQ&eBM0( zwCmmLm6B;!DGiSVJHLiG5Ta1yNxyrtrL(RPZI~vsybplv?Y(Z;zcQ`Cbwa~YaPT9K z@j#1uALhDhag%7nesl6= zU;r%KuFNj-Qq~rBi_o-@#ao*H1WTtp-)HE;ljpVt&BlKbrGX6DesxiQS=)O`!) zt$WZmGvskjIeWLgPl0w|?f^se=Y+>Z8}^$}KrkKrHag(WW`9Wa*{$jmLc{st;|FZxz;8E0 zTeXw@7WkCVu-|OF&Q(3kyVv2m<ZR$bfm6cU&@fuuy||xiqLSn2_0fPLW0DZ>G&>Nn)fxK z;RF#XnqtAgsrD-FJkNS8Jg$?jbn%tMdJoCy;J`Eoj0tu70mI?={+R((H*8pg$mk{pR8Y->u<8AH4C%0@>1^l!g;T z=u8?3(k)S7{CRRr_eLh#aE3T|!JBFp@~7(Ey|Uj1MEI4bYaaS=vFiv}9BZ znuGsfdjOU;t3EHHnVO!xF{2S0_M4zhHOL!x{#CfF?Ifk)?Dg>Mtqd7*JN#}p*>B^b z6K&XU9zKsJ0!xpzPTfF`X{8v1rpJ`+L8~r26BeI*EL)l+CZS)c41VjIbi`R%Tm9IChPAo*4ZET+P9LS2 zVmKSl5QosPHeo+11<;}_?P1uld}Kwl^Zm~qki9!U_j@Pj+wuUS4d5BJD46WWOCnq!*bO4p3-m>T>LFe zAJB4i9AMay+LD%N(`bB&)E6wBP&vv)SzFI^godLa^g=2KwA%GU44Oh7x!v(pGtn3{*f7$kq;>7RwtnFtI^bMv#wL@=;ox34o%rp3ujXgH*9o*=5Kx=g|nhIQ&0 zO2ZS9Td)+8*L@{@etEq$F$>X#-R9(7?{7j#9}M4KOt!R2Rzkym6AFDoL0h|$cEj!F zWd9Hv)+SU-34yp|mdx&|+?Fo<+8FPBsf|PF_i>sx`+}d0$N)^bNBU z8qN?Ge*hvFXz{}O8kR_za#+xud^=UOH0au?l;Qf{6DyifU^x@~mf=;*rpO@Tga26Q`_UIP09`vd|`M9d`j*-eV&SKb)(%2@S{8$A5;abFpK2C)?zF z3-nmfgvaSs?Q*W;IY!8|>sB-u|Fxh_!yPlnu92fK+iRtbzv?j?Xe%a;43e|Ap^wmT zhS+%DxK2QeKBY#)8d`trB4d6F8Y`!14>QQP zV4+M{rA~#B5X&CNa7Q<+Afe%r;N`m)4?tUo7dK|e5zSMG&~OYKJU`0A4AO2~8bj&f z2TH?!^YY@<#-OcWn$1gPZCeWyZQ8iv`JrCcd|b4d;VNP8B7}yuIr(p_d_a32JM@hl z)51k9XbyhiDGdDf;_jt(vZaxWST;2x-0|rmXDYB~kZ;j4=8m}V zq%T577PrvGYg2E4v{`-DwveTjEkR&fy78a%eL-4-IG2yflUux!gocNLhp*kA& zA4gnm)|UeJDbQbe1UZnTPDO}l0PjqzT#vsy4=;edMi zy^M13Nr*D1bw58%4`}kz7BqhIU3L8ZF>$~-IdiX4nC3KIq^2rNs=n-!Ri@1@L!@D+ z3Cm~oqdD=A(AEAB=mBjQLTFf zgeR1SQVQp@{?e-ch%{BVjX<6GxE1J+KIhp#*pUP`!8Mn0}(WZrzpZV8?5x;bP zS;O7o-jxUqht$oNf$DkW0Z&`+_QzCDkV2srH2#&(2GaW1%a>SoTcpZXF#ZB#D@c&+ zyOSEa03M<=oFF#7pIsER9qeLXC2JdA#X_5lcW7z^wAOF_YcA75s#?(8yaAnh{wV*- z#A{_*+-ih|lh?)j_Vod6_u@7-bU`{tX*fZI_ZpHy@{Ue&?y5gQ^kF)sI?<*jFE7$o z-J|lKS!L+JTC)bB;h5U_JyX>&XW8ksb7gHoH3?1A#$Q-p2!89f@XHH13U??C`_0R{ zN4172B%>{j;n&*2T0|SR)aPZ@pX!Q#sq>=^E4OB~EodIT*Pt3DcbWauP-2p;js;CP zRZzXJFWybu%KxF)Gvp*Fu|(@6o6?&u&~#liHsl`t;VJ zo&}AUyfp?x2M^e9NM3t=0>i`9%MTT*LApf^`S4gyx6hP@-R9bMkbn3-XoNTEfqF=%7V5A>60XtwT)_Gp-s3SlMA%f*^w+_ z@uq7l-;~faZM@`rGvr&rPTwLPG}dVenh_e#Hy_`aJpqtL1>!a_|=S^;J4?Q{u=5()3ziu&2M}{ znhBPAR!lXt@VZZF*is)~k*kxUW5XL6I$JGnWueW*Kc^i)+a$-MNOJbJXiaEXo0qqC zi~@5=(2QlBWLowxLc>w8^O`qRc%Lcf8$*V?qBK0}g&HKab&>hfK*RceLmQ$E(>(d? z^mlU$ply8hdZcV=m$nu(AFqm3Eir@tKI}?0yj;%UqXj0$51EFDUUjB2T2hbiDavL@*i*>Z3@!3)p z`m`P2(Qp$sdM68-k7uvizBpBJ;b?hAI&MW19+v(Nv@gN?oic4~XA5mkzHR&)=8y%x zavnLRpjp>#d^^8yvpFBa`qvbnIJcro$ulgZsejAvtxJ*mi!-8h#tC|=P zg^`XP{bWn;SeWg3?%^X0#ak_V5tLXF+rFaasfXwjoMLxSYK|C=HJVAKzS2n*`5a zBr&X1clRgSFwM?;(>#ZnywceI&E*UkFo4jo--IU?3V@}X>^Iypt;9e=!`i&O?bcY( zHh9zTShC+@4k9$1Z$4fM76RI~T_0`8-V>CjY2(#2p|E~CkUsSsIeW(rCfe}G5_*ZA z2TRYad~{BxRT@HQI0`m?zN4O|_%CzSGBPdkP(s6&I`}y40+w$2C&19g>oTQbOI`fV zf*K3Irc{V2XUL3U7TSEgt*$DqPFQlYp~$4(a6-d=bMqaH>=1>PgTCgFwWS+DXgJ^8 z{Dh|t(E3z(dP1f>w4!-dpG4?8-N$l7v`CNvxcJEu7zrWtNFUMkbxS<#&Qz_~4G%i2DHp;~a$7@`fwRQLj_ z@`i6w9E1HclD=WqeXIqIZ%XxpVLE2VUBe3@o^b?*gJ9<^Sk=Z)fwMae=k!0UXdYfp zs+!PUDpA8Qh3p+~q0Pll?bKF{r{7q^d*Op75E`CBgwEV**Yae}`p4xUl$uCr*l&C{ zMD?1T+AO53oNX~C5tx>{ys#_~=E|u@H@%U^{0U0KhT8eVVkyCG8#`1hDQg=ynP|f_ z55Hud9kgZJ_b0lnEp&QAEh&=5^dU;XPr!{0qkt)zGeL|-Ozf|2n-wQ;~xdJ!L=o9 zuA$m0{d7XZ(tP~WtlG&WdSB4+X?{p)*log9|AG*Nl!M|Pkkf7145AIwy!_Lw-uHe} zZ2L)>)_NwPVN1PyNu$nA|4C5LaDbg_7NOx`Dm3Qa3beuRzZtZ>v!V$-G(12{y0qbQ zIYTzhw$SF{4fJzCOtbVo{Yj?vm_ukd3c^<2b%F2k%UVSJOm}^1fyR%6^+Md$M zTgf5)V+9k|AnG~!Du-7Yj&%>rBhv7|^78xiY6mpn`ulkDd^B{v1g$1*L2mlba=aWhPH91C=KU_hi?n6fFRU8 zGWv)d(g}-*Hatr0{Kj4y$hKy?mYtJ>P-QWpVYdly)3*g}!9$j3leHyXLTK1;KHjnA z7-;*rXa6q$xYA3(u2LHI8~Y}x3&bEDEzOD&W+c|}5M7*=~5%{Cks)n7(v zSeejhUA?Jt^W2*yattyoCp7Fe;R;GA@Y<3zJA&mHJft)nQ5U}nn*k!a>e`m0vfq}i zu+Zk={ixJ?wE=_Xzmv6vt+b#y_`JIehJ1s9iQ4$J=|evEDni4S^3F7cz-`$=!VE+H zofXW*ckzaUw48UNU6n(+X*H3C2dR%Y(yjp$$iE5m7|yY}tsyj=Zo-0QIas=~av#I) zr*|!(VYm7CsD!O} z38D}B!RrYPYjgAZ2KD&g!8M}|&-?~&AT%5WCokD70kjM&5*P|V<7~8|@g2t3kZ%p6 zI1C-6&QcnVsa-Dhx#XI8R*u5taH0+S&Bqsl#UZ90Lp~U4FRE`MG_1|VThyy(4qxW{ zP)*jBVl$!PD7g6P&K&StqedqK{WSd(bCc4rHuj|0Z5Rp3rc5*JY|Yt1l;JV&;1N~t z+9dCOyQW{6p1TdV5*m(yaN)N(Xe;}ANFte*ahnBAc&$A#%tsAcY%;VUcuZ+H214#Ni*uKj`n~R^HTmx;fb{&o<`>oGzLesSIGcna3 zZ}aP?HT*RF(_DCu1&v=BcYXsds3CQnfYgW*@SG*?I5l zE+DPV!O2VIrl}+L5otI-JbYQ10LE3}z_g|PhU#O!{C+~ih6**`>Ls>~iO!tx$3Ukg zJV0nzn}dH7rU9)*>$NdtZ5OR*!ULU+APO~|a}AHRPd`YsVM~S0$`&w6+pLOd==fXr z5TW7R_3|qQ>Q=zht93TXeoJ%Mf@b4Cu(knha;HT#Wxw6CqS^TjqILv_&(6_T*0$sb z(T4pd{AL~obLHP>gA6qxEsqi!{>Iq&3kz2v3ahHeGgKbtI7VnV--M@@UjVJesLT!I zk@d!s#;@B9gY11*yK!~-uYqrp#Mc-I0#;T-tiI)bvEnjl4<)-5ovf}3EhaNLP)m` zOKF&phMu;d2@n6N_c+;Z>$Hl!im<;=h_3!)KvKflIaIK|k>v(S~V0{uqtAtzLY8l}0kH>Uj&Ao8L86 z-S{t^2tDMd>B*b?KSIMpfv+0WiRpsD<9f*Hc8$Vt5QMWBwQPvHbm1CV+MEkS8g?81 znY#m|%^FzJ?uY5w*5D$6Y0~%+XBCiEd{}Nnaa4v&goblhX#Jwv;9gnY>7}ggA*Eq$ zK7N?1eu9^ox8|ZeRW7@1rHvO4v<1%A^4M%Wmd?3dq-(F3PNi~)nGFq`mV`x@@~3Dv|*ZqpT$fEzje&}YoPobY>(>} zG%qh1x&^dD#imDm74%W+y+LSrDDX2*wLVH-_}eJi(4Q2h1%dCX)PSk7>92=%WZJ%) z7Sf!&%2l;(h;*y)MmeNIZV?)uj$EA96lk|D7P}@7h2Yy3G#kJA-V!F>dcRGz#SyHg6vMc@3d^`_`5_KPF@$kmVX^Ge}R2=fkP8wxst74ad~Rf9Hk(ty_Zb%l$NcC|t3k@p88U5YpcxE*eT^ zr#~Rla7ewpyUGKYK_=fyY3Sxt`yrv>AlRMkK_Imp&-$fOJ2^p8J+h$LxHk2j|8Xfe zqUo0IwmX!DgTQNz1CGxPT{%<^2>%ce_}zi=VNX=3$!6k kRxX!wH``MST0|{+^ca!g-+}}S62v+XEz&FaKanE+5AMxY?EnA( From 131587b129462d53ae5f17f7917ff915aa411058 Mon Sep 17 00:00:00 2001 From: Philipp Eisenhauer Date: Thu, 26 Sep 2019 06:30:00 -0500 Subject: [PATCH 18/41] required edits to replication script --- python/replication_script.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/python/replication_script.py b/python/replication_script.py index d36d60d..1696faa 100644 --- a/python/replication_script.py +++ b/python/replication_script.py @@ -1,7 +1,7 @@ import subprocess import os import json - +import sys general_dict = json.load(open("general_specification.json", "rb")) general_dict["policy_dict"] = "../solution/fixp_results_5000_{}_{}_{}.pkl".format( @@ -17,5 +17,7 @@ json.dump( spec_dict, open("specification.json", "w"), indent=2, separators=(",", ": ") ) - subprocess.run("mpiexec -n 1 python run.py", shell=True) + + cmd = f"mpiexec -n 1 {sys.executable} run.py" + subprocess.run(cmd, shell=True) os.chdir("..") From b8f3ea5fbd6a84d7d25f2a61483d283065e4637e Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Thu, 26 Sep 2019 13:46:49 +0200 Subject: [PATCH 19/41] Adjusted scpecifications. --- python/general_specification.json | 4 ++-- python/simulation/specification.json | 10 ++++------ python/solution/specification.json | 6 +++--- python/validation/specification.json | 13 +++++-------- 4 files changed, 14 insertions(+), 19 deletions(-) diff --git a/python/general_specification.json b/python/general_specification.json index f6bf2f7..7e6a54b 100644 --- a/python/general_specification.json +++ b/python/general_specification.json @@ -5,11 +5,11 @@ "sample_size": 4292, "scale": 78, "beta": 0.9999, - "threshold": 1e-1, + "threshold": 1e-5, "params": [50, 400], "seed": 123, "buses": 1000, - "periods": 70000, + "periods": 100000, "sim_keys": [0.0, 0.5, 0.95], "runs": 10000, "strategies_validation": [0.05, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9], diff --git a/python/simulation/specification.json b/python/simulation/specification.json index ef54ba9..94e1bf3 100644 --- a/python/simulation/specification.json +++ b/python/simulation/specification.json @@ -1,15 +1,13 @@ { - "num_workers": 2, + "num_workers": 100, "beta": 0.9999, "seed": 123, - "buses": 1, - "periods": 100, + "buses": 1000, + "periods": 100000, "params": [ 50, 400 ], - "sim_keys": [ - 0.0 - ], + "sim_keys": [0.0, 0.5, 0.95], "policy_dict": "../solution/fixp_results_5000_50_400_4292.pkl" } \ No newline at end of file diff --git a/python/solution/specification.json b/python/solution/specification.json index 9bd56e3..d538c69 100644 --- a/python/solution/specification.json +++ b/python/solution/specification.json @@ -1,11 +1,11 @@ { - "num_points": 2, + "num_points": 100, "num_states": 50, "sample_size": 4292, "scale": 78, "beta": 0.9999, - "threshold": 0.1, - "num_workers": 2, + "threshold": 1e-5, + "num_workers": 100, "trans_probs": "../../pre_processed_data/parameters/rust_trans_probs.txt", "params": [ 50, diff --git a/python/validation/specification.json b/python/validation/specification.json index 39cba97..c414ee4 100644 --- a/python/validation/specification.json +++ b/python/validation/specification.json @@ -1,18 +1,15 @@ { - "num_workers": 2, + "num_workers": 100, "beta": 0.9999, - "buses": 1, - "periods": 100, + "buses": 1000, + "periods": 100000, "params": [ 50, 400 ], "seed": 123, - "runs": 1000, - "strategies_validation": [ - 0.0, - 0.99 - ], + "runs": 10000, + "strategies_validation": [0.05, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9], "raw_trans": "../../pre_processed_data/parameters/rust_trans_raw.txt", "raw_cov": "../../pre_processed_data/parameters/rust_cov_raw.txt", "policy_dict": "../solution/fixp_results_5000_50_400_4292.pkl" From e910ef39d3b19fde429e4cb99f6068d1dbb6ff58 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Thu, 26 Sep 2019 14:22:01 +0200 Subject: [PATCH 20/41] Adjusted replication script. --- python/demonstration.py | 8 ++++++-- python/general_specification.json | 1 + python/replication_script.py | 21 +++++++++++++++++++++ python/solution/run.py | 2 +- python/solution/specification.json | 1 + 5 files changed, 30 insertions(+), 3 deletions(-) diff --git a/python/demonstration.py b/python/demonstration.py index 9e616f6..103efa9 100644 --- a/python/demonstration.py +++ b/python/demonstration.py @@ -2,6 +2,8 @@ from ruspy.simulation.simulation import simulate import pickle as pkl import numpy as np +from zipfile import ZipFile, ZIP_DEFLATED +import os init_dict = { "beta": 0.9999, @@ -29,5 +31,7 @@ states[i] = np.insert(states[i], index, 0) periods[i] = np.insert(periods[i], index, index - 1) - -pkl.dump((states, periods), open("demonstration.pkl", "wb")) +file = "demonstration." +pkl.dump((states, periods), open(file + "pkl", "wb")) +ZipFile(file + "zip", "w", ZIP_DEFLATED).write(file + "pkl") +os.remove(file + "pkl") diff --git a/python/general_specification.json b/python/general_specification.json index 7e6a54b..4e5bbef 100644 --- a/python/general_specification.json +++ b/python/general_specification.json @@ -1,5 +1,6 @@ { "num_points": 100, + "max_omega": 0.99, "num_workers": 100, "num_states": 50, "sample_size": 4292, diff --git a/python/replication_script.py b/python/replication_script.py index 1696faa..1d156e4 100644 --- a/python/replication_script.py +++ b/python/replication_script.py @@ -21,3 +21,24 @@ cmd = f"mpiexec -n 1 {sys.executable} run.py" subprocess.run(cmd, shell=True) os.chdir("..") + +# Varying data probability shift +general_dict["max_omega"] = 0.95 +general_dict["num_points"] = 2 +general_dict["num_workers"] = 2 +general_dict["sample_size"] = 2223 +os.chdir("validation") +spec_dict = json.load(open("specification.json", "rb")) +for key in general_dict.keys(): + if key in spec_dict.keys(): + spec_dict[key] = general_dict[key] +json.dump( + spec_dict, open("specification.json", "w"), indent=2, separators=(",", ": ") +) + +cmd = f"mpiexec -n 1 {sys.executable} run.py" +subprocess.run(cmd, shell=True) +os.chdir("..") + +# Demonstration +subprocess.call("python demonstration.py") \ No newline at end of file diff --git a/python/solution/run.py b/python/solution/run.py index cfea21b..055b5fa 100755 --- a/python/solution/run.py +++ b/python/solution/run.py @@ -40,7 +40,7 @@ cmd['terminate'] = np.array(0, dtype='int64') cmd['execute'] = np.array(1, dtype='int64') - grid_omega = np.round(np.linspace(0.00, 0.99, num=spec['num_points']), decimals=2) + grid_omega = np.round(np.linspace(0.00, spec['max_omega'], num=spec['num_points']), decimals=2) for omega in grid_omega: diff --git a/python/solution/specification.json b/python/solution/specification.json index d538c69..d2295b9 100644 --- a/python/solution/specification.json +++ b/python/solution/specification.json @@ -1,5 +1,6 @@ { "num_points": 100, + "max_omega": 0.99, "num_states": 50, "sample_size": 4292, "scale": 78, From c4ce9903ef5c7fae211ff0c26ca8d9abc27a426a Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Thu, 26 Sep 2019 15:31:56 +0200 Subject: [PATCH 21/41] Added mileage to intro df as index. --- notebooks/01_introduction.ipynb | 154 ++++++++++++++++---------------- python/figures_introduction.py | 3 +- 2 files changed, 79 insertions(+), 78 deletions(-) diff --git a/notebooks/01_introduction.ipynb b/notebooks/01_introduction.ipynb index b0117fd..e9a5777 100644 --- a/notebooks/01_introduction.ipynb +++ b/notebooks/01_introduction.ipynb @@ -120,155 +120,155 @@ " \n", " \n", " \n", - " 0\n", + " 10000\n", " 274.0\n", " \n", " \n", - " 1\n", + " 20000\n", " 238.0\n", " \n", " \n", - " 2\n", + " 30000\n", " 240.0\n", " \n", " \n", - " 3\n", + " 40000\n", " 199.0\n", " \n", " \n", - " 4\n", + " 50000\n", " 196.0\n", " \n", " \n", - " 5\n", + " 60000\n", " 192.0\n", " \n", " \n", - " 6\n", + " 70000\n", " 191.0\n", " \n", " \n", - " 7\n", + " 80000\n", " 176.0\n", " \n", " \n", - " 8\n", + " 90000\n", " 181.0\n", " \n", " \n", - " 9\n", + " 100000\n", " 157.0\n", " \n", " \n", - " 10\n", + " 110000\n", " 141.0\n", " \n", " \n", - " 11\n", + " 120000\n", " 143.0\n", " \n", " \n", - " 12\n", + " 130000\n", " 131.0\n", " \n", " \n", - " 13\n", + " 140000\n", " 124.0\n", " \n", " \n", - " 14\n", + " 150000\n", " 109.0\n", " \n", " \n", - " 15\n", + " 160000\n", " 103.0\n", " \n", " \n", - " 16\n", + " 170000\n", " 103.0\n", " \n", " \n", - " 17\n", + " 180000\n", " 104.0\n", " \n", " \n", - " 18\n", + " 190000\n", " 101.0\n", " \n", " \n", - " 19\n", + " 200000\n", " 101.0\n", " \n", " \n", - " 20\n", + " 210000\n", " 115.0\n", " \n", " \n", - " 21\n", + " 220000\n", " 99.0\n", " \n", " \n", - " 22\n", + " 230000\n", " 93.0\n", " \n", " \n", - " 23\n", + " 240000\n", " 94.0\n", " \n", " \n", - " 24\n", + " 250000\n", " 94.0\n", " \n", " \n", - " 25\n", + " 260000\n", " 93.0\n", " \n", " \n", - " 26\n", + " 270000\n", " 84.0\n", " \n", " \n", - " 27\n", + " 280000\n", " 70.0\n", " \n", " \n", - " 28\n", + " 290000\n", " 65.0\n", " \n", " \n", - " 29\n", + " 300000\n", " 60.0\n", " \n", " \n", - " 30\n", + " 310000\n", " 52.0\n", " \n", " \n", - " 31\n", + " 320000\n", " 45.0\n", " \n", " \n", - " 32\n", + " 330000\n", " 42.0\n", " \n", " \n", - " 33\n", + " 340000\n", " 28.0\n", " \n", " \n", - " 34\n", + " 350000\n", " 31.0\n", " \n", " \n", - " 35\n", + " 360000\n", " 11.0\n", " \n", " \n", - " 36\n", + " 370000\n", " 5.0\n", " \n", " \n", - " 37\n", + " 380000\n", " 4.0\n", " \n", " \n", @@ -276,45 +276,45 @@ "" ], "text/plain": [ - " Num_Obs\n", - "0 274.0\n", - "1 238.0\n", - "2 240.0\n", - "3 199.0\n", - "4 196.0\n", - "5 192.0\n", - "6 191.0\n", - "7 176.0\n", - "8 181.0\n", - "9 157.0\n", - "10 141.0\n", - "11 143.0\n", - "12 131.0\n", - "13 124.0\n", - "14 109.0\n", - "15 103.0\n", - "16 103.0\n", - "17 104.0\n", - "18 101.0\n", - "19 101.0\n", - "20 115.0\n", - "21 99.0\n", - "22 93.0\n", - "23 94.0\n", - "24 94.0\n", - "25 93.0\n", - "26 84.0\n", - "27 70.0\n", - "28 65.0\n", - "29 60.0\n", - "30 52.0\n", - "31 45.0\n", - "32 42.0\n", - "33 28.0\n", - "34 31.0\n", - "35 11.0\n", - "36 5.0\n", - "37 4.0" + " Num_Obs\n", + "10000 274.0\n", + "20000 238.0\n", + "30000 240.0\n", + "40000 199.0\n", + "50000 196.0\n", + "60000 192.0\n", + "70000 191.0\n", + "80000 176.0\n", + "90000 181.0\n", + "100000 157.0\n", + "110000 141.0\n", + "120000 143.0\n", + "130000 131.0\n", + "140000 124.0\n", + "150000 109.0\n", + "160000 103.0\n", + "170000 103.0\n", + "180000 104.0\n", + "190000 101.0\n", + "200000 101.0\n", + "210000 115.0\n", + "220000 99.0\n", + "230000 93.0\n", + "240000 94.0\n", + "250000 94.0\n", + "260000 93.0\n", + "270000 84.0\n", + "280000 70.0\n", + "290000 65.0\n", + "300000 60.0\n", + "310000 52.0\n", + "320000 45.0\n", + "330000 42.0\n", + "340000 28.0\n", + "350000 31.0\n", + "360000 11.0\n", + "370000 5.0\n", + "380000 4.0" ] }, "execution_count": 5, diff --git a/python/figures_introduction.py b/python/figures_introduction.py index 6e85713..4d10894 100644 --- a/python/figures_introduction.py +++ b/python/figures_introduction.py @@ -14,7 +14,8 @@ def df_num_obs(bin_size, init_dict, trans_results): hist_data = np.zeros(num_bins) for i in range(num_bins): hist_data[i] = np.sum(numobs_per_state[i * num_steps : (i + 1) * num_steps]) - return pd.DataFrame({"Num_Obs": hist_data}) + return pd.DataFrame({"Num_Obs": hist_data}, index=np.arange(1, len(hist_data) + 1) + * bin_size) def get_number_observations(bin_size, init_dict, trans_results): From 57b7fc0eb609b07adf17b6b009430a7daa730b16 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Thu, 26 Sep 2019 15:34:20 +0200 Subject: [PATCH 22/41] Formatted fig_application.py. --- python/figures_introduction.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/python/figures_introduction.py b/python/figures_introduction.py index 4d10894..c03f544 100644 --- a/python/figures_introduction.py +++ b/python/figures_introduction.py @@ -14,8 +14,9 @@ def df_num_obs(bin_size, init_dict, trans_results): hist_data = np.zeros(num_bins) for i in range(num_bins): hist_data[i] = np.sum(numobs_per_state[i * num_steps : (i + 1) * num_steps]) - return pd.DataFrame({"Num_Obs": hist_data}, index=np.arange(1, len(hist_data) + 1) - * bin_size) + return pd.DataFrame( + {"Num_Obs": hist_data}, index=np.arange(1, len(hist_data) + 1) * bin_size + ) def get_number_observations(bin_size, init_dict, trans_results): @@ -38,7 +39,7 @@ def get_number_observations(bin_size, init_dict, trans_results): ax.set_xlabel(r"Milage (in thousands)") cl = spec_dict[color]["colors"][0] - ax.bar(mileage, hist_data, width, align='edge', color=cl,) + ax.bar(mileage, hist_data, width, align="edge", color=cl) plt.savefig( f"{DIR_FIGURES}/fig-introduction-observations-mileage{spec_dict[color]['file']}" @@ -88,4 +89,4 @@ def get_intorduction_decision_making(): plt.savefig( f"{DIR_FIGURES}/fig-introduction-robust-performance{spec_dict[color]['file']}" - ) \ No newline at end of file + ) From 5a96b7418034fa8a1a819ca35f430d9348bb8f3c Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Thu, 26 Sep 2019 16:00:40 +0200 Subject: [PATCH 23/41] -sw. --- notebooks/02_framework.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/notebooks/02_framework.ipynb b/notebooks/02_framework.ipynb index 8c939e1..df40b77 100644 --- a/notebooks/02_framework.ipynb +++ b/notebooks/02_framework.ipynb @@ -49,7 +49,7 @@ "\n", "\n", "\n", - "fig.savefig('{:}/fig-framework-ambiguity-set-calibration'.format(DIR_FIGURES))" + "fig.savefig('{:}/fig-framework-ambiguity-set-calibration-sw'.format(DIR_FIGURES))" ] }, { @@ -76,7 +76,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.6.9" } }, "nbformat": 4, From 8d10e6164536b6ba44820bead60e852ac59d7420 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Thu, 26 Sep 2019 16:14:43 +0200 Subject: [PATCH 24/41] Update figures. --- python/figures_application.py | 20 -------------------- 1 file changed, 20 deletions(-) diff --git a/python/figures_application.py b/python/figures_application.py index 98baac9..0d90bfb 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -127,12 +127,6 @@ def df_probability_shift(state): def get_probability_shift(state): width = 0.25 * BIN_SIZE - spec_dict["black_white"] = { - "colors": ["#808080", "#d3d3d3", "#d3d3d3", "#d3d3d3"], - "line": ["-", "--", ":"], - "hatch": ["", "OOO", "///"], - "file": "-sw", - } for color in color_opts: fig, ax = plt.subplots(1, 1) @@ -258,13 +252,6 @@ def df_maintenance_probabilties(): def get_maintenance_probabilities(): - spec_dict["black_white"] = { - "colors": ["#808080", "#808080", "#808080", "#808080"], - "line": ["-", "--", ":"], - "hatch": ["", "OOO", "///"], - "file": "-sw", - } - choice_ml, choices = _create_repl_prob_plot(FIXP_DICT_4292, keys) states = np.arange(max_state) * BIN_SIZE for color in color_opts: @@ -532,13 +519,6 @@ def get_difference_df(): def get_difference_plot(): - spec_dict["black_white"] = { - "colors": ["#808080", "#808080", "#808080", "#808080"], - "line": ["-", "--", ":"], - "hatch": ["", "OOO", "///"], - "file": "-sw", - } - num_keys = 100 omega_range = np.linspace(0, 0.99, num_keys) From 64e6caffe54db5bddfd216960236539808a35d27 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Thu, 26 Sep 2019 16:15:01 +0200 Subject: [PATCH 25/41] Edited figures. --- notebooks/03_application.ipynb | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index 8629a28..c1d6cfe 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -67,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAcIElEQVR4nO3de5hddX3v8feHUBQRQSWlhoCAja2xtXgcsR6x3qAF1GBbbYnUiheiPUZ7qq3GtoczpTcvbW17xEu0FkUhIFoba2ysVlvRQhMVrYGiKQQZgxIQULSKwe/5Y62RzWYmMzuZ2bNm5v16njxZl99a67v2TuYzv99ee61UFZIkdc1+c12AJEkTMaAkSZ1kQEmSOsmAkiR1kgElSeokA0qS1ElDC6gkJye5Osn2JOsmWH9Uko8n+VySLyQ5dVi1SZK6J8P4HlSSJcCXgJOAMWALsLqqruxpsx74XFW9OclKYFNVHT3rxUmSOmlYPajjge1VdU1V3QFsAE7ra1PA/drpQ4CdQ6pNktRB+w/pOEcA1/fMjwGP6WszCnwkyUuBg4ATJ9pRkjXAGoCVK1c+atu2bTNerCRpqDLRwmH1oCY6eP/Y4mrgvKpaDpwKnJ/kHvVV1fqqGqmqkQMPPHAWSpUkdcGwAmoMOLJnfjn3HMJ7AXAxQFX9G3Bv4LChVCdJ6pxhBdQWYEWSY5IcAJwObOxr8xXgKQBJHkYTULuGVJ8kqWOGElBVtRtYC2wGrgIurqptSc5Jsqpt9grgrCSfBy4EzixvtS5Ji9ZQLjOfLSMjI7V169a5LkOStG/m9CIJSZIGYkBJkjrJgJIkdZIBJUnqJANKktRJBpQkqZMMKElSJxlQkqROMqAkSZ1kQEmSOsmAkiR1kgElSeokA0qS1EkGlCSpkwwoSVInGVCSpE4yoCRJnWRASZI6yYCSJHWSASVJ6qShBVSSk5NcnWR7knUTrH9DkivaP19KcuuwapMkdc/+wzhIkiXAucBJwBiwJcnGqrpyvE1V/VZP+5cCjxxGbZKkbhpWD+p4YHtVXVNVdwAbgNP20H41cOFQKpMkddKwAuoI4Pqe+bF22T0keTBwDPDPk6xfk2Rrkq27du2a8UIlSd0wrIDKBMtqkranA5dU1Z0Trayq9VU1UlUjS5cunbECJUndMqyAGgOO7JlfDuycpO3pOLynBWR0dJQkQ/8zOjo616cu7ZNUTdaRmcGDJPsDXwKeAnwV2AI8u6q29bX7CWAzcExNo7CRkZHaunXrLFQszb3kroGHYfw/lebQRKNsw+lBVdVuYC1N+FwFXFxV25Kck2RVT9PVwIbphJMkaWEbSg9qttiD0kJmD0qLyNz1oCRJGpQBJUnqJANKktRJBpQkqZMMKElSJxlQkqROMqAkSZ1kQEmSOsmAkiR1kgElSeokA0qS1EkGlCSpkwwoSVInGVCSpE4yoCRJnWRASZI6yYCSJHWSASVJ6iQDSpLUSUMLqCQnJ7k6yfYk6yZp8ytJrkyyLckFw6pNktQ9+w/jIEmWAOcCJwFjwJYkG6vqyp42K4BXA4+rqluS/OgwapMkddOwelDHA9ur6pqqugPYAJzW1+Ys4NyqugWgqm4cUm2SpA4aVkAdAVzfMz/WLuv1UOChST6V5LIkJ0+0oyRrkmxNsnXXrl2zVK4kaa4NK6AywbLqm98fWAE8EVgNvD3JoffYqGp9VY1U1cjSpUtnvFBJUjcM5TMomh7TkT3zy4GdE7S5rKq+D1yb5GqawNoynBK1EB297kNzXcKMmK/nseM1T53rEjSPDasHtQVYkeSYJAcApwMb+9p8AHgSQJLDaIb8rhlSfZKkjhlKQFXVbmAtsBm4Cri4qrYlOSfJqrbZZuDmJFcCHwd+p6puHkZ9kqTuGdYQH1W1CdjUt+zsnukCXt7+kSQtct5JQpLUSQaUJKmTDChJUicZUJKkTjKgJEmdZEBJkjrJgJIkdZIBJUnqJANKktRJBpQkqZMMKElSJxlQkqROMqAkSZ1kQEmSOsmAkiR1kgHVAaOjoyQZ+p/R0dG5PnVJmtTQHlioyY2Oju5VWCT54XTzvEdJWjjsQUmSOsmAkiR1kgElSeqkoQVUkpOTXJ1ke5J1E6w/M8muJFe0f144rNokSd0zlIskkiwBzgVOAsaALUk2VtWVfU0vqqq1w6hJktRtw+pBHQ9sr6prquoOYANw2pCOLUmah6YdUEn+Islxe3mcI4Dre+bH2mX9fjnJF5JckuTISepYk2Rrkq27du3ay3IkSV03SA/qR4DNSb6Y5FVJlg+wbSZY1v/FnQ8CR1fVI4CPAu+caEdVtb6qRqpqZOnSpQOUIEmaT6YdUFX1UmAZsA44DrgqyUeT/HqS+06x+RjQ2yNaDuzs2//NVfW9dvZtwKOmW5skaeEZ6DOoqrqzqv6hqlYDPwssBc4Dvpbk7UkmGrYD2AKsSHJMkgOA04GNvQ2SPKhndhVw1SC1SZIWloECKsn9krwgyceBfwUuBx4PPAy4HfjwRNtV1W5gLbCZJngurqptSc5Jsqpt9rIk25J8HngZcObenJAkaWGY9mXmSS4BfoEmmN4CfKBnSI4kLwdum2z7qtoEbOpbdnbP9KuBV0+7cknSgjbI96AuA9ZW1dcmWllVP0hy+MyUJUla7AYZ4nv8ROGU5P3j01X1nRmpSpK06A0SUE+aZPkTZ6AOSZLuZsohviTntJMH9EyPOxa4bsarkiQtetP5DGr8+0v7cffvMhXN3SFGZ7gmSZKmDqiqeh5Akk9X1dtmvyRJkqYIqCRHV9WOdvZjSY6dqF1VXTPThUmSFrepelD/ARzcTm+nGdbrv69eAUtmuC5J0iK3x4CqqoN7pn36rrQXbr30Pdz2qQv3aR/XvfZpA29zyONWc+gJZ+zTcaW5NJQHFkqL2aEnnGFQSHthqs+gPsk9H4txD1X1czNWkSRJTN2DevtQqpAkqc9Un0FN+NBASZJm21RDfM+pqvPb6edP1q6q3jHThUmSFrephvhWA+e308+ZpE0BBpQkaUZNNcR3as/0ZDeLlSRpxg10mXmSQ4GnAsuAncCHqurW2ShMkrS4TfvLt0meDOygeRz7o4GXAjuSPGV2SpMkLWaD9KDeCKypqovHFyR5FnAu8JMzXZgkaXEb5PZFy4D39S37O+DHprNxkpOTXJ1ke5J1e2j3zCSVZGSA2iRJC8wgAfUu4CV9y36jXb5HSZbQ9LROAVYCq5OsnKDdwTRDiJcPUJckaQEa5FZH+wG/keSVwFeBI4DDgcumcZzjge3jj+VIsgE4Dbiyr90fAq8Dfnu6JyBJWpgGvdXR3j6w8Aiap++OGwMe09sgySOBI6vqH5IYUJK0yA3rVkf9z5CCnpvQJtkPeANw5pQ7StYAawCOOuqoGSpPktQ1g34P6nCa4brD6AmdadzqaAw4smd+Oc33qMYdDPwU8Ikk0Fx4sTHJqqra2rujqloPrAcYGRmZ8k7rkqT5adoBleQZwLuBLwMPB7bRhMqlTH2roy3AiiTH0Hx+dTrw7PGVVXUbTeiNH+sTwG/3h9NsOHrdh2b7EEMxX89jx2ueOtclSOqoQa7i+yPgeVX1SODb7d9rgM9MtWFV7QbWApuBq4CLq2pbknOSrNqLuiVJC9wgQ3xHVdV7+5a9E/ga07jqrqo2AZv6lp09SdsnDlCXJGkBGqQHdWP7GRQ0tzh6LPAQYMnMlyVJWuwGCai3ASe0028APg58HnjTTBclSdK0h/iq6rU90+9qL2Q4qKqumo3CJEmL26CXmS8Bfpa7HrcxnbtISJI0sEEuM38E8AHg3jTfa1oOfDfJL1bV52epPknSIjXIZ1DvoLnh6xFVdTzN7YveiI97lyTNgkEC6qHAX1ZVAbR//xWwYjYKkyQtboME1Cag/0u1Twfm5y0MJEmdNtXjNs7nrpu6LgE2JPkMzZ3JjwQeBfz9rFYoSVqUprpIYnvf/Bd7pq+kuXWRJEkzbqrHbfzBsAqRJKnXoN+DehLwHJor+L4KvLuq/nk2CpMkLW7TvkgiyQuBi2huDvt+4AbggiRnzVJtkqRFbJAe1CuBk3q/lJvkIuB97P2j4CVJmtAgl5k/kObCiF5XAw+YuXIkSWoMElCXAn+R5D4ASQ4CXg98ejYKkyQtboME1IuBnwZuS/J14FbgZ4AXzUZhkqTFbVqfQSUJcCBwIvBjtHczr6qxWaxNkrSITSugqqqS/AdwcBtKBpMkaVYNMsT3OZobxkqSNOsGucz8E8A/JjmP5l584/foo6qmfORGkpNp7n6+BHh7Vb2mb/2LgZcAdwK3A2uqqv+qQUnSIjFIQD0OuBZ4Qt/yYopnQrVP4j0XOIlmeHBLko19AXRBVb2lbb8K+Avg5AHqkyQtIFMGVHtZ+e/T9Go+C/xJVX1vwOMcD2yvqmvafW4ATqPne1VV9c2e9gfR00OTJC0+0+lBvRF4NPBh4Jdpvpj70gGPcwTNsOC4MeAx/Y2SvAR4OXAA8OSJdpRkDbAG4KijjhqwDEnSfDGdiyROAX6+ql7ZTj9tL46TCZbdo4dUVedW1UOAV9H02u65UdX6qhqpqpGlS5fuRSmSpPlgOgF1UFXdAFBV1wOH7MVxxmgecDhuObBzD+03AM/Yi+NIkhaI6Qzx7d8+ZiOTzDONR25sAVYkOYbmMR2nA8/ubZBkRVV9uZ19KvBlFolbL30Pt33qwn3ax3WvHbxje8jjVnPoCWfs03ElabZMJ6Bu5O5X6d3cN1/AsXvaQVXtTrKW5gm8S4B3VNW2JOcAW6tqI7A2yYnA94FbgOdO/zTmt0NPOMOgkKQ+UwZUVR09Eweqqk3Apr5lZ/dM/+ZMHEeStDAMcicJSZKGxoCSJHWSASVJ6iQDSpLUSQaUJKmTDChJUicZUJKkTjKgJEmdZEBJkjrJgJIkdZIBJUnqJANKktRJBpQkqZMMKElSJxlQkqROMqAkSZ1kQEmSOsmAkiR1kgElSeokA0qS1ElDC6gkJye5Osn2JOsmWP/yJFcm+UKSjyV58LBqkyR1z1ACKskS4FzgFGAlsDrJyr5mnwNGquoRwCXA64ZRmySpm4bVgzoe2F5V11TVHcAG4LTeBlX18ar6Tjt7GbB8SLVJkjpoWAF1BHB9z/xYu2wyLwA+PNGKJGuSbE2yddeuXTNYoiSpS4YVUJlgWU3YMPk1YAR4/UTrq2p9VY1U1cjSpUtnsERJUpfsP6TjjAFH9swvB3b2N0pyIvB7wBOq6ntDqk2S1EHD6kFtAVYkOSbJAcDpwMbeBkkeCbwVWFVVNw6pLklSRw0loKpqN7AW2AxcBVxcVduSnJNkVdvs9cB9gfcmuSLJxkl2J0laBIY1xEdVbQI29S07u2f6xGHVIknqPu8kIUnqJANKktRJBpQkqZMMKElSJxlQkqROMqAkSZ1kQEmSOsmAkiR1kgElSeokA0qS1EkGlCSpkwwoSVInGVCSpE4yoCRJnWRASZI6yYCSJHWSASVJ6iQDSpLUSQaUJKmThhZQSU5OcnWS7UnWTbD+55J8NsnuJM8cVl2SpG4aSkAlWQKcC5wCrARWJ1nZ1+wrwJnABcOoSZJmyujoKEmG/md0dHSuT31W7T+k4xwPbK+qawCSbABOA64cb1BVO9p1PxhSTZI0I0ZHR/cqLJL8cLqqZrCihWFYQ3xHANf3zI+1ywaWZE2SrUm27tq1a0aKkyR1z7ACKhMs26tfF6pqfVWNVNXI0qVL97EsSVJXDSugxoAje+aXAzuHdGxJ0jw0rIDaAqxIckySA4DTgY1DOrYkaR4aSkBV1W5gLbAZuAq4uKq2JTknySqAJI9OMgY8C3hrkm3DqE2S1E3DuoqPqtoEbOpbdnbP9BaaoT9JkryThCSpmwwoSVInGVCSpE4yoCRJnWRASZI6yYCSJHWSASVJ6iQDSpLUSQaUJKmTDChJUicZUJKkTjKgJEmdZEBJkjrJgJIkdZIBJUnqJANKktRJBpQkqZMMKElSJxlQkqRO2n+uC5CkfXH0ug/NdQkzYr6ex47XPHXW9j20HlSSk5NcnWR7knUTrL9Xkova9ZcnOXpYtUmSumcoAZVkCXAucAqwElidZGVfsxcAt1TVjwNvAF47jNokSd00rCG+44HtVXUNQJINwGnAlT1tTgNG2+lLgDcmSVXVkGqUpL1y66Xv4bZPXbhP+7jutU8beJtDHreaQ084Y5+O22UZxs//JM8ETq6qF7bzzwEeU1Vre9p8sW0z1s7/V9vmpr59rQHWtLM/AVw96yfQbYcBN03ZSvOV7+/C53sMN1XVyf0Lh9WDygTL+pNxOm2oqvXA+pkoaiFIsrWqRua6Ds0O39+Fz/d4csO6SGIMOLJnfjmwc7I2SfYHDgG+MZTqJEmdM6yA2gKsSHJMkgOA04GNfW02As9tp58J/LOfP0nS4jWUIb6q2p1kLbAZWAK8o6q2JTkH2FpVG4G/Ac5Psp2m53T6MGpbABzuXNh8fxc+3+NJDOUiCUmSBuWtjiRJnWRASZI6yYCax5LsSPIfSa5IsnWu69G+SfKOJDe23wkcX/aAJP+U5Mvt3/efyxq19yZ5f0eTfLX9P3xFklPnssauMaDmvydV1XF+j2JBOA/o/7LiOuBjVbUC+Fg7r/npPO75/gK8of0/fFxVbRpyTZ1mQEkdUVX/yj2/+3ca8M52+p3AM4ZalGbMJO+v9sCAmt8K+EiSz7S3gNLCc3hV3QDQ/v2jc1yPZt7aJF9ohwAdwu1hQM1vj6uq/0Fzl/iXJPm5uS5I0kDeDDwEOA64AfjzuS2nWwyoeayqdrZ/3wj8Hc1d47WwfD3JgwDav2+c43o0g6rq61V1Z1X9AHgb/h++GwNqnkpyUJKDx6eBnwe+uOetNA/13gLsucDfz2EtmmHjv3y0fhH/D9+Nd5KYp5IcS9NrguaWVRdU1R/PYUnaR0kuBJ5I8/iFrwP/F/gAcDFwFPAV4FlV5Qft89Ak7+8TaYb3CtgBvGj8M0cZUJKkjnKIT5LUSQaUJKmTDChJUicZUJKkTjKgJEmdZEBpxiR5S5L/004/McnYXNfUK8lRSW5PsmSua5ktST6V5JHt9O8mefsM7ntHkhNnan/DluS8JH80jXb/nuThw6hJezaUR75rfkuyA1gGLKuqm3qWXwH8DHBMVe2oqhfPUYnTUlVfAe4713XMliRPB75VVZ8DqKo/2Yd9nQeMVdXvz1B588mfAecAvzzXhSx29qA0XdcCq8dnkvw0cODcldMdHeqRvRg4f66LWAA2Ak/qu8uD5oABpek6H/j1nvnnAu/qbbCnIZQky5K8L8muJNcmeVnPuuOT/FuSW5PckOSNSQ7oWf/zSa5OcluSNyX5lyQv7Fn//CRXJbklyeYkD56khqOTVJL92/lPJPnDdljsW0k+kuSwnvYnJPl0W9f1Sc7sOc83J9mU5Ns0P8zuleTPknwlydfb4c4D2/b3T/IP7bnf0k4v7znOmUmuaWu4NskZe3FuBwBPBv6lZ9loknf3nftz2xpvSvJ7k+xrDXAG8Mp2SPSDPauPa++8fVuSi5Lcu2e7s5JsT/KNJBuTLJvode957V/YTv94+57e1tZ1UU+7v2pf+2+muWv/4/vO7+Ik72pfu21JRnrWPzLJZ9t1FwG9tR7Wvg+3tvV+Msl+AFX1XeAzNLcP0xwyoDRdlwH3S/Kwtsfwq8C7p7Nh+x//g8DngSOApwD/O8kvtE3uBH6L5hYwj23X/69228OAS4BXAw8Ergb+Z8++nwH8LvBLwFLgk8CFA5zXs4Hn0TzG4gDgt9v9HgV8GPh/7X6PA67o2+6PgYOBS4HXAg9t2/14e55nt233A/4WeDDNLYv+G3hje5yDgL8GTqmqg9tzu2Ivzm0F8IOqmupzvxOAn6B5jc9O8rD+BlW1HngP8Lqqum9VPb1n9a/QPHTvGOARwJltrU8G/rRd/yDgOmDDFLWM+0PgI8D9geU0r/m4LTSv6QOAC4D39oYisKo9zqE0PZ/x1/UAmttEnd9u+17uPmT3CmCM5nU9nOZ17r2tzlU0w9eaQwaUBjHeizoJ+E/gq9Pc7tHA0qo6p6ruqKpraO7cfDpAVX2mqi6rqt1VtQN4K/CEdttTgW1V9f6q2k3zw/xrPft+EfCnVXVVu/5PaH7Ln7CnMYG/raovVdV/09zz7rh2+RnAR6vqwqr6flXdXFW9AfX3VfWp9i7U3wPOAn6rqr5RVd9q6xg/v5ur6n1V9Z123R/3nB/AD4CfSnJgVd1QVdv24twOBb41jfP9g6r676r6PM0vDIP+EP7rqtrZ3g/wg9z99XpHVX22qr5H8wvFY5McPY19fp8mvJdV1Xer6tLxFVX17vb1211Vfw7ciyZgx11aVZuq6k6af5/j5/OzwI8Af9m+f5fQhF3vMR8EPLhd/8m6+33fvkXzmmoOGVAaxPk0PYcz6Rvem8KDgWXtcMqtSW6l+Y31cIAkD22HW76W5Js0P4jHh9qWAdeP76j9ITLWt++/6tnvN4DQ9GCmozfsvsNdF1EcCfzXHra7vmd6KXAf4DM9dfxju5wk90ny1iTXtef3r8ChSZZU1bdpeqMvBm5I8qEkP7kX53YLTW9ub893uibbfhlNrwmAqroduJnpvQ+vpDmvf2+H6Z4/viLJK9ohztva1+AQ7vq3MVE9926HEpcBX+0Lnet6pl8PbKd54Oc1Sdb11XQwcOs0atcsMqA0bVV1Hc3FEqcC7x9g0+uBa6vq0J4/B1fVqe36N9P0yFZU1f1owivtuhtohn0ASJLe+XbfL+rb94FV9em9Osm77/che1jf+4PvJpphu4f31HBIVY3/8H4FzW/9j2nPb/zBkgGoqs1VdRLNb/T/SdO7HPTcvkzz8kw3mKcy6F2kd9IEKvDDocsH0vSyv90uvk9P+x/74YGqvlZVZ1XVMppe45vaz6UeD7yKZtjw/lV1KHAbd/3b2JMbgCPafy/jjuo55req6hVVdSzwdODlSZ7S0/ZhND1MzSEDSoN6AfDk9jf/6fp34JtJXpXkwCRLkvxUkke36w8Gvgnc3vYefqNn2w8BP53kGe1vxi+h54cb8Bbg1Wm/t5LkkCTP2stz6/Ue4MQkv5Jk/yQPTHLcRA17Hjb3hiQ/2tZxRM9nbAfTBNitSR5A85gF2naHJ1nV/kD/HnA7zWdyA51bVX0f+Ch3HzrcF18Hjh2g/QXA85Icl+ReNL3gy9uvH+yiCapfa9/759MT/kmelbsuGrmFJhzvpHnddgO7gP2TnA3cb5r1/Fu77cva9++X6HkYYJKntSEYmn97d7Z/aOt/FPBPA5y/ZoEBpYFU1X9V1dYBt7mT5rfU42h6YDcBb6cZroHmwoRn04z7vw24qGfbm4BnAa+jGTJaCWyl+WFOVf0dzQUKG9rhsy8Cp+zl6fXW/BWanuIraIbWxr/zNZlX0QwZXdbW8VHu+qzkL2kuyb+J5mKTf+zZbr/2GDvb4zyB9gKRvTi3twLPmfZJ7tnfACvb4cUPTNW4qj4G/B/gfTS9l4fQfgbXOgv4HZr38OFAby/w0cDlSW6nudDhN6vqWmAzzYUqX6IZnvsudx9a3VM9d9BcXHImTej9Knfv9a+geY9upwmzN1XVJ9p1q4BPjD+xWnPH50FpXmmvCBwDzqiqj891PV2T5FLgpeNf1tXgklwOvKCqfLrtHDOg1HntUNnlNMNkv0MzzHdse+WdpAXKIT7NB4+luaLuJpqhwmcYTtLCZw9KktRJ9qAkSZ1kQEmSOsmAkiR1kgElSeokA0qS1En/HzhwUP2wHFTkAAAAAElFTkSuQmCC\n", "text/plain": [ "

" ] @@ -79,7 +79,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -713,7 +713,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1205,7 +1205,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1356,7 +1356,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1526,7 +1526,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1633,7 +1633,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1674,7 +1674,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] From 290bd2f4bc611ab7ddb6f0ed09d725dfbcaa3dc2 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Thu, 26 Sep 2019 19:02:03 +0200 Subject: [PATCH 26/41] Adjusted notebook. --- notebooks/03_application.ipynb | 301 ++++++++++++----------- pre_processed_data/demonstration.zip | Bin 768 -> 634 bytes pre_processed_data/demonstration_org.zip | Bin 0 -> 768 bytes python/demonstration.py | 8 +- python/figures_application.py | 1 + submodules/ruspy | 2 +- 6 files changed, 161 insertions(+), 151 deletions(-) create mode 100644 pre_processed_data/demonstration_org.zip diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index c1d6cfe..01bcbdc 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -67,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -79,7 +79,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -740,6 +740,13 @@ "execution_count": 9, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "89 89\n" + ] + }, { "data": { "text/html": [ @@ -786,8 +793,8 @@ " 2\n", " 2\n", " 2\n", - " 5\n", - " 5\n", + " 10\n", + " 10\n", " \n", " \n", " 3\n", @@ -800,43 +807,43 @@ " 4\n", " 4\n", " 4\n", - " 20\n", - " 20\n", + " 15\n", + " 15\n", " \n", " \n", " 5\n", " 5\n", " 5\n", - " 25\n", - " 25\n", + " 20\n", + " 20\n", " \n", " \n", " 6\n", " 6\n", " 6\n", - " 30\n", - " 30\n", + " 20\n", + " 20\n", " \n", " \n", " 7\n", " 7\n", " 7\n", - " 30\n", - " 30\n", + " 25\n", + " 25\n", " \n", " \n", " 8\n", " 8\n", " 8\n", - " 35\n", - " 35\n", + " 30\n", + " 30\n", " \n", " \n", " 9\n", " 9\n", " 9\n", - " 40\n", - " 40\n", + " 35\n", + " 35\n", " \n", " \n", " 10\n", @@ -849,274 +856,274 @@ " 11\n", " 11\n", " 11\n", - " 45\n", - " 45\n", + " 40\n", + " 40\n", " \n", " \n", " 12\n", " 12\n", " 12\n", - " 50\n", - " 50\n", + " 40\n", + " 40\n", " \n", " \n", " 13\n", " 13\n", " 13\n", - " 55\n", - " 55\n", + " 45\n", + " 45\n", " \n", " \n", " 14\n", - " 13\n", " 14\n", - " 0\n", - " 60\n", + " 14\n", + " 50\n", + " 50\n", " \n", " \n", " 15\n", - " 14\n", " 15\n", - " 5\n", - " 65\n", + " 15\n", + " 55\n", + " 55\n", " \n", " \n", " 16\n", - " 15\n", " 16\n", - " 10\n", - " 70\n", + " 16\n", + " 60\n", + " 60\n", " \n", " \n", " 17\n", - " 16\n", - " 16\n", - " 15\n", - " 0\n", + " 17\n", + " 17\n", + " 60\n", + " 60\n", " \n", " \n", " 18\n", - " 17\n", - " 17\n", - " 15\n", - " 0\n", + " 18\n", + " 18\n", + " 65\n", + " 65\n", " \n", " \n", " 19\n", " 18\n", - " 18\n", - " 15\n", + " 19\n", " 0\n", + " 70\n", " \n", " \n", " 20\n", " 19\n", " 19\n", - " 20\n", " 5\n", + " 0\n", " \n", " \n", " 21\n", " 20\n", " 20\n", - " 20\n", + " 10\n", " 5\n", " \n", " \n", " 22\n", " 21\n", " 21\n", - " 25\n", - " 10\n", + " 20\n", + " 15\n", " \n", " \n", " 23\n", " 22\n", " 22\n", - " 35\n", " 20\n", + " 15\n", " \n", " \n", " 24\n", " 23\n", " 23\n", - " 35\n", " 20\n", + " 15\n", " \n", " \n", " 25\n", " 24\n", " 24\n", - " 40\n", " 25\n", + " 20\n", " \n", " \n", " 26\n", " 25\n", " 25\n", - " 45\n", " 30\n", + " 25\n", " \n", " \n", " 27\n", " 26\n", " 26\n", - " 45\n", + " 35\n", " 30\n", " \n", " \n", " 28\n", " 27\n", " 27\n", - " 50\n", " 35\n", + " 30\n", " \n", " \n", " 29\n", " 28\n", " 28\n", - " 55\n", " 40\n", + " 35\n", " \n", " \n", " 30\n", " 29\n", " 29\n", - " 55\n", " 40\n", + " 35\n", " \n", " \n", " 31\n", " 30\n", " 30\n", - " 55\n", + " 45\n", " 40\n", " \n", " \n", " 32\n", - " 30\n", " 31\n", - " 0\n", - " 40\n", + " 31\n", + " 50\n", + " 45\n", " \n", " \n", " 33\n", - " 31\n", " 32\n", - " 0\n", - " 40\n", + " 32\n", + " 55\n", + " 50\n", " \n", " \n", " 34\n", - " 32\n", " 33\n", - " 0\n", - " 40\n", + " 33\n", + " 60\n", + " 55\n", " \n", " \n", " 35\n", - " 33\n", " 34\n", - " 0\n", - " 45\n", + " 34\n", + " 65\n", + " 60\n", " \n", " \n", " 36\n", " 34\n", " 35\n", - " 5\n", - " 50\n", + " 0\n", + " 60\n", " \n", " \n", " 37\n", " 35\n", " 36\n", - " 10\n", - " 50\n", + " 0\n", + " 60\n", " \n", " \n", " 38\n", " 36\n", " 37\n", - " 10\n", - " 50\n", + " 0\n", + " 65\n", " \n", " \n", " 39\n", " 37\n", - " 38\n", - " 10\n", - " 55\n", + " 37\n", + " 5\n", + " 0\n", " \n", " \n", " 40\n", " 38\n", - " 39\n", - " 15\n", - " 60\n", + " 38\n", + " 10\n", + " 5\n", " \n", " \n", " 41\n", " 39\n", - " 40\n", - " 20\n", - " 65\n", + " 39\n", + " 15\n", + " 10\n", " \n", " \n", " 42\n", " 40\n", - " 41\n", - " 25\n", - " 65\n", + " 40\n", + " 15\n", + " 10\n", " \n", " \n", " 43\n", " 41\n", - " 42\n", - " 25\n", - " 70\n", + " 41\n", + " 20\n", + " 15\n", " \n", " \n", " 44\n", " 42\n", " 42\n", - " 30\n", - " 0\n", + " 20\n", + " 15\n", " \n", " \n", " 45\n", " 43\n", " 43\n", - " 40\n", - " 10\n", + " 25\n", + " 20\n", " \n", " \n", " 46\n", " 44\n", " 44\n", - " 40\n", - " 10\n", + " 30\n", + " 25\n", " \n", " \n", " 47\n", " 45\n", " 45\n", - " 40\n", - " 10\n", + " 30\n", + " 25\n", " \n", " \n", " 48\n", " 46\n", " 46\n", - " 45\n", - " 15\n", + " 35\n", + " 30\n", " \n", " \n", " 49\n", " 47\n", " 47\n", - " 50\n", - " 20\n", + " 40\n", + " 35\n", " \n", " \n", "\n", @@ -1126,54 +1133,54 @@ " months_ml months_rob opt_mileage rob_mileage\n", "0 0 0 0 0\n", "1 1 1 5 5\n", - "2 2 2 5 5\n", + "2 2 2 10 10\n", "3 3 3 10 10\n", - "4 4 4 20 20\n", - "5 5 5 25 25\n", - "6 6 6 30 30\n", - "7 7 7 30 30\n", - "8 8 8 35 35\n", - "9 9 9 40 40\n", + "4 4 4 15 15\n", + "5 5 5 20 20\n", + "6 6 6 20 20\n", + "7 7 7 25 25\n", + "8 8 8 30 30\n", + "9 9 9 35 35\n", "10 10 10 40 40\n", - "11 11 11 45 45\n", - "12 12 12 50 50\n", - "13 13 13 55 55\n", - "14 13 14 0 60\n", - "15 14 15 5 65\n", - "16 15 16 10 70\n", - "17 16 16 15 0\n", - "18 17 17 15 0\n", - "19 18 18 15 0\n", - "20 19 19 20 5\n", - "21 20 20 20 5\n", - "22 21 21 25 10\n", - "23 22 22 35 20\n", - "24 23 23 35 20\n", - "25 24 24 40 25\n", - "26 25 25 45 30\n", - "27 26 26 45 30\n", - "28 27 27 50 35\n", - "29 28 28 55 40\n", - "30 29 29 55 40\n", - "31 30 30 55 40\n", - "32 30 31 0 40\n", - "33 31 32 0 40\n", - "34 32 33 0 40\n", - "35 33 34 0 45\n", - "36 34 35 5 50\n", - "37 35 36 10 50\n", - "38 36 37 10 50\n", - "39 37 38 10 55\n", - "40 38 39 15 60\n", - "41 39 40 20 65\n", - "42 40 41 25 65\n", - "43 41 42 25 70\n", - "44 42 42 30 0\n", - "45 43 43 40 10\n", - "46 44 44 40 10\n", - "47 45 45 40 10\n", - "48 46 46 45 15\n", - "49 47 47 50 20" + "11 11 11 40 40\n", + "12 12 12 40 40\n", + "13 13 13 45 45\n", + "14 14 14 50 50\n", + "15 15 15 55 55\n", + "16 16 16 60 60\n", + "17 17 17 60 60\n", + "18 18 18 65 65\n", + "19 18 19 0 70\n", + "20 19 19 5 0\n", + "21 20 20 10 5\n", + "22 21 21 20 15\n", + "23 22 22 20 15\n", + "24 23 23 20 15\n", + "25 24 24 25 20\n", + "26 25 25 30 25\n", + "27 26 26 35 30\n", + "28 27 27 35 30\n", + "29 28 28 40 35\n", + "30 29 29 40 35\n", + "31 30 30 45 40\n", + "32 31 31 50 45\n", + "33 32 32 55 50\n", + "34 33 33 60 55\n", + "35 34 34 65 60\n", + "36 34 35 0 60\n", + "37 35 36 0 60\n", + "38 36 37 0 65\n", + "39 37 37 5 0\n", + "40 38 38 10 5\n", + "41 39 39 15 10\n", + "42 40 40 15 10\n", + "43 41 41 20 15\n", + "44 42 42 20 15\n", + "45 43 43 25 20\n", + "46 44 44 30 25\n", + "47 45 45 30 25\n", + "48 46 46 35 30\n", + "49 47 47 40 35" ] }, "execution_count": 9, @@ -1193,7 +1200,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1205,7 +1212,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] diff --git a/pre_processed_data/demonstration.zip b/pre_processed_data/demonstration.zip index 07c921308fcc8e1b1318e62970386b48dddff1a2..82c0641ad1a56ce77174b6cefe5a4430fb3a4a62 100644 GIT binary patch literal 634 zcmWIWW@Zs#U|`^2$ewQH?_;~7{u?6$g98r(gCI~eB{ercuehWru_QA;Pp=?5=j|2G z{L29%ZHd--w~oD>bMEs2fn^5HjYeC0Oj!(cPAzismC~G=aVvR_YgvxhQTxa7j+gd0 zzM8luo2^sFqT43uk;nbL-*^9elhZX-H*D4J-&0kT@bThr+FVwVWiR1lIrVwOM9&Dua|Sa^Vr~NSGBC~ zSAVVlTfQy(wLL3;R@utxJ901f7|ERSShz)V@y)R3$ED`Ve@|^X=ReCzzPxw;@2svW zQC>}Biymc*u4IcoVT;aSi(X@k?qZ96?j0*)4hdHX`9I7&^GMRB`}qf(xC1hAN4zT} z*FOl|({}wM+r1;Hds??oEiYhw|HyVvKmP~Cb&sU%4juo&GXIfrP2cMm54mePE1zoD z^yXhUzWoPZs@9a3^Vk2F>2^20cIM)DpWnuP@A(ve)ppgh|F7@O*&q9T#VqO9`vguU uE&Sp-t;n7sz?+dtgc)}-0j3l%*wP51FcM9GH!B-Rf)NPqfwU?Uhz9^Zt|OBG literal 768 zcmWIWW@Zs#-~hsca4UZXC{W;IU=UL&Ce??DM~EK%+J#+$j%83;bma|Qri>j z48$P1w1S&~k>v$50|S`2dNtBtI8mhi<4irB;014f_j%uawQj`ck1}{ zQ}_2?^;tP(rN!x`HF5{KUHP^&rN6zHy?)vk~DyP0~R^Q!xxyvzMk9}G2`N!U{FOM@`nP+XdcjA5nRn>2#9`wKvGWfr_cRpl>6re( zDDL3u3f}dPd7t{uIT~Fd{r-W>y`$9?^3Ojq>OD}hJL3LBV*Z2Rnl|qjkBVy=IcqxC ze=t@1$h+@o`42gJjo=@G_7BtlG-dwjI{ky!c*aqgQyuDytLrn9ZyQScpJFkbofC4# z=VMmLnLg{d|5|CsMc4l~O>>vkPd>BEX6CtP^(TG)=m&VSb0i0Sov6dazyL~c0p5&E mBFu=yh%5(6j4-gJ5yT=nX$E++vVk-*0%1Im?gm=RzyJVRL0QlM diff --git a/pre_processed_data/demonstration_org.zip b/pre_processed_data/demonstration_org.zip new file mode 100644 index 0000000000000000000000000000000000000000..07c921308fcc8e1b1318e62970386b48dddff1a2 GIT binary patch literal 768 zcmWIWW@Zs#-~hsca4UZXC{W;IU=UL&Ce??DM~EK%+J#+$j%83;bma|Qri>j z48$P1w1S&~k>v$50|S`2dNtBtI8mhi<4irB;014f_j%uawQj`ck1}{ zQ}_2?^;tP(rN!x`HF5{KUHP^&rN6zHy?)vk~DyP0~R^Q!xxyvzMk9}G2`N!U{FOM@`nP+XdcjA5nRn>2#9`wKvGWfr_cRpl>6re( zDDL3u3f}dPd7t{uIT~Fd{r-W>y`$9?^3Ojq>OD}hJL3LBV*Z2Rnl|qjkBVy=IcqxC ze=t@1$h+@o`42gJjo=@G_7BtlG-dwjI{ky!c*aqgQyuDytLrn9ZyQScpJFkbofC4# z=VMmLnLg{d|5|CsMc4l~O>>vkPd>BEX6CtP^(TG)=m&VSb0i0Sov6dazyL~c0p5&E mBFu=yh%5(6j4-gJ5yT=nX$E++vVk-*0%1Im?gm=RzyJVRL0QlM literal 0 HcmV?d00001 diff --git a/python/demonstration.py b/python/demonstration.py index 103efa9..e0f4f8c 100644 --- a/python/demonstration.py +++ b/python/demonstration.py @@ -8,7 +8,7 @@ init_dict = { "beta": 0.9999, "buses": 1, - "periods": 100, + "periods": 85, "params": [50, 400], "seed": 123, } @@ -17,8 +17,9 @@ ev_95 = dict_policies[0.95][0] trans_mat = dict_policies[0.0][1] -df_ml = simulate(init_dict, ev_ml, trans_mat, pool_trans=True) -df_95 = simulate(init_dict, ev_95, trans_mat, pool_trans=True) +df_ml = simulate(init_dict, ev_ml, trans_mat) +df_95 = simulate(init_dict, ev_95, trans_mat) + periods_ml = np.array(df_ml["period"], dtype=int) periods_95 = np.array(df_95["period"], dtype=int) periods = [periods_ml, periods_95] @@ -30,6 +31,7 @@ index = np.array(df[df["decision"] == 1].index, dtype=int) + 1 states[i] = np.insert(states[i], index, 0) periods[i] = np.insert(periods[i], index, index - 1) + print(len(periods[i]), len(states[i])) file = "demonstration." pkl.dump((states, periods), open(file + "pkl", "wb")) diff --git a/python/figures_application.py b/python/figures_application.py index 0d90bfb..2a96b02 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -305,6 +305,7 @@ def _create_repl_prob_plot(file, keys): def get_demonstration_df(): states, periods = get_file("../pre_processed_data/demonstration.pkl") + print(len(states[0]), len(states[1])) return pd.DataFrame({'months_ml': periods[0], 'months_rob': periods[1], "opt_mileage": states[0] * BIN_SIZE, "rob_mileage": states[1] * BIN_SIZE}) diff --git a/submodules/ruspy b/submodules/ruspy index 35059b9..4b381b9 160000 --- a/submodules/ruspy +++ b/submodules/ruspy @@ -1 +1 @@ -Subproject commit 35059b95fba16d7a6cb2e343de076a4dcba102bc +Subproject commit 4b381b9bdb2ad5ffbe14e1de23c6970f42bdf4e3 From 3b39e2e54ff5f769f2fc361f1a1436f5c5f90194 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Fri, 27 Sep 2019 10:26:52 +0200 Subject: [PATCH 27/41] Moved demonstration data to notebook. --- notebooks/03_application.ipynb | 410 +++++---------------------------- python/demonstration.py | 39 ---- python/figures_application.py | 39 +++- python/replication_script.py | 3 - 4 files changed, 85 insertions(+), 406 deletions(-) delete mode 100644 python/demonstration.py diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index 01bcbdc..1d45a19 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -67,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -79,7 +79,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAcHklEQVR4nO3de5hddX3v8feHUBQRRSWlQkDAxtbYWjyOWE9rMQot0Bpsqy1orXgh2mO0p9oq9gID9nKqbe1FvKC1KBYB0dpYY2O1kWoVmqhoDRRNASWCEhBQtF6C3/PHWiObzUxmdjKzZs3M+/U8ebIuv7XWd+2dzGfWb6/9W6kqJEnqm73muwBJkiZjQEmSesmAkiT1kgElSeolA0qS1EsGlCSplzoLqCTHJ7k6ybYkp0+y/rAkm5J8KslnkpzYVW2SpP5JF9+DSrIM+BxwHLAd2AycUlVXDrQ5F/hUVb0+ySpgQ1UdPufFSZJ6qasrqKOBbVV1TVV9B7gQOGmoTQH3a6fvD9zQUW2SpB7au6PjHAJcPzC/HXjsUJtx4ANJXgTsBxw72Y6SrAXWAqxaterRW7dunfViJUmdymQLu7qCmuzgw32LpwDnVdUK4ETg/CT3qK+qzq2qsaoa23fffeegVElSH3QVUNuBQwfmV3DPLrznAhcDVNXHgXsDB3ZSnSSpd7oKqM3AyiRHJNkHOBlYP9Tmi8CTAJI8nCagdnRUnySpZzoJqKraCawDNgJXARdX1dYkZydZ0zZ7KXBakk8D7wBOLYdal6Qlq5PbzOfK2NhYbdmyZb7LkCTtmXm9SUKSpJEYUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6qbOASnJ8kquTbEty+iTrX5PkivbP55Lc1lVtkqT+6SSgkiwDzgFOAFYBpyRZNdimqn6rqo6qqqOAvwHe3UVt0lwbHx8nSed/xsfH5/vUpT2Sqpr7gySPA8ar6ufa+VcAVNWfTNH+Y8CZVfUvu9rv2NhYbdmyZbbLlXohyfenu/h/Ks2jTLawqy6+Q4DrB+a3t8vuIclDgCOAf51i/dokW5Js2bFjx6wXKknqh64CarJ0nOpXwpOBS6rqzslWVtW5VTVWVWPLly+ftQIlSf3SVUBtBw4dmF8B3DBF25OBd8x5RZKkXusqoDYDK5MckWQfmhBaP9woyY8ADwA+3lFdkqSe6iSgqmonsA7YCFwFXFxVW5OcnWTNQNNTgAvLT4Qlacnr5C6+ueJdfFrMvItPS8i83sUnSdJIDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF7qLKCSHJ/k6iTbkpw+RZtfSXJlkq1JLuiqNklS/+zdxUGSLAPOAY4DtgObk6yvqisH2qwEXgH8VFXdmuQHu6hNktRPXV1BHQ1sq6prquo7wIXASUNtTgPOqapbAarqpo5qkyT1UFcBdQhw/cD89nbZoIcBD0vy70kuS3L8ZDtKsjbJliRbduzYMUflSpLmW1cBlUmW1dD83sBK4AnAKcCbkxxwj42qzq2qsaoaW758+awXKknqh04+g6K5Yjp0YH4FcMMkbS6rqu8C1ya5miawNndTohajs846a75LmBUL9TzOPPPM+S5BC1hXV1CbgZVJjkiyD3AysH6ozXuA1QBJDqTp8rumo/okST3TSUBV1U5gHbARuAq4uKq2Jjk7yZq22UbgliRXApuA36mqW7qoT5LUP1118VFVG4ANQ8vOGJgu4CXtH0nSEudIEpKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwyoHhgfHydJ53/Gx8fn+9QlaUqdPbBQUxsfH9+tsEjy/enmeY+StHh4BSVJ6iUDSpLUSwaUJKmXOguoJMcnuTrJtiSnT7L+1CQ7klzR/nleV7VJkvqnk5skkiwDzgGOA7YDm5Osr6orh5peVFXruqhJktRvXV1BHQ1sq6prquo7wIXASR0dW5K0AM04oJL8RZKjdvM4hwDXD8xvb5cN++Ukn0lySZJDp6hjbZItSbbs2LFjN8uRJPXdKFdQPwBsTPLZJC9PsmKEbTPJsuEv7rwXOLyqHgl8EHjrZDuqqnOraqyqxpYvXz5CCZKkhWTGAVVVLwIOBk4HjgKuSvLBJL+e5L7TbL4dGLwiWgHcMLT/W6rq2+3sm4BHz7Q2SdLiM9JnUFV1Z1X9U1WdAvwksBw4D/hykjcnmazbDmAzsDLJEUn2AU4G1g82SPLggdk1wFWj1CZJWlxGCqgk90vy3CSbgH8DLgceDzwcuAN4/2TbVdVOYB2wkSZ4Lq6qrUnOTrKmbfbiJFuTfBp4MXDq7pyQJGlxmPFt5kkuAX6OJpjeALxnoEuOJC8Bbp9q+6raAGwYWnbGwPQrgFfMuHJJ0qI2yvegLgPWVdWXJ1tZVd9LctDslCVJWupG6eJ7/GThlOTdE9NV9c1ZqUqStOSNElCrp1j+hFmoQ5Kku5m2iy/J2e3kPgPTE44EvjDrVUmSlryZfAY18f2lvbj7d5mKZnSI8VmuSZKk6QOqqp4NkORjVfWmuS9JkqRpAirJ4VV1XTv7oSRHTtauqq6Z7cIkSUvbdFdQ/wns305vo+nWGx5Xr4Bls1yXJGmJ22VAVdX+A9M+fVeS1BlDR5LUS9N9BvUR7vlYjHuoqp+ZtYokSWL6z6De3EkVkiQNme4zqEkfGihJ0lybrovvmVV1fjv9nKnaVdVbZrswabHYtGkTl1566R7tY3x8fORtjjnmGFavnmqEMqn/puviOwU4v51+5hRtCjCgpCmsXr3aoJB2w3RdfCcOTPs/TJLUmVGeB0WSA4CfBw4GbgDeV1W3zUVhkqSlbcbfg0ryROA6msexPwZ4EXBdkifNTWmSpKVslCuo1wJrq+riiQVJngacA/zobBcmSVraRhlJ4mDgXUPL/gH4oZlsnOT4JFcn2Zbk9F20e2qSSjI2Qm2SpEVmlIB6G/DCoWW/0S7fpSTLaK60TgBWAackWTVJu/1puhAvH6EuSdIiNMpQR3sBv5HkZcCXgEOAg4DLZnCco4FtE4/lSHIhcBJw5VC7VwKvAn57picgSVqcRh3qaHcfWHgIzdN3J2wHHjvYIMmjgEOr6p+SGFCStMR1NdTR8DOkYGAQ2iR7Aa8BTp12R8laYC3AYYcdNkvlSZL6ZtTvQR1E0113IAOhM4OhjrYDhw7Mr6D5HtWE/YEfAz6cBJobL9YnWVNVWwZ3VFXnAucCjI2NTTvSuiRpYZpxQCV5CvB24PPAI4CtNKHyUaYf6mgzsDLJETSfX50MPH1iZVXdThN6E8f6MPDbw+E0F84666y5PkQnFup5nHnmmfNdgqSeGuUuvj8Enl1VjwK+0f69FvjEdBtW1U5gHbARuAq4uKq2Jjk7yZrdqFuStMiN0sV3WFW9c2jZW4EvM4O77qpqA7BhaNkZU7R9wgh1SZIWoVGuoG5qP4OCZoijxwEPBZbNflmSpKVulIB6E/DT7fRrgE3Ap4HXzXZRkiTNuIuvqv50YPpt7Y0M+1XVVXNRmCRpaRv1NvNlwE9y1+M2ZjKKhCRJIxvlNvNHAu8B7k3zvaYVwLeS/GJVfXqO6pMkLVGjfAb1FpoBXw+pqqNphi96LT7uXZI0B0YJqIcBf1lVBdD+/VfAyrkoTJK0tI0SUBuA4S/VPhl43+yVI0lSY7rHbZzPXYO6LgMuTPIJmpHJDwUeDfzjnFYoSVqSprtJYtvQ/GcHpq+kGbpIkqRZN93jNhbmCKSSpAVv1O9BrQaeSXMH35eAt1fVv85FYZKkpW3GN0kkeR5wEc3gsO8GbgQuSHLaHNUmSVrCRrmCehlw3OCXcpNcBLyL3X8UvCRJkxrlNvMH0dwYMehq4IGzV44kSY1RAuqjwF8kuQ9Akv2AVwMfm4vCJElL2ygB9QLgx4Hbk3wFuA34CeD5c1GYJGlpm9FnUEkC7AscC/wQ7WjmVbV9DmuTJC1hMwqoqqok/wns34aSwSRJmlOjdPF9imbAWEmS5twot5l/GPjnJOfRjMU3MUYfVTXtIzeSHE8z+vky4M1V9f+G1r8AeCFwJ3AHsLaqhu8alCQtEaME1E8B1wLHDC0vpnkmVPsk3nOA42i6BzcnWT8UQBdU1Rva9muAvwCOH6E+SdIiMm1AtbeV/z7NVc0ngT+uqm+PeJyjgW1VdU27zwuBkxj4XlVVfW2g/X4MXKFJkpaemVxBvRZ4DPB+4Jdpvpj7ohGPcwhNt+CE7cBjhxsleSHwEmAf4ImT7SjJWmAtwGGHHTZiGZKkhWImN0mcAPxsVb2snf6F3ThOJll2jyukqjqnqh4KvJzmqu2eG1WdW1VjVTW2fPny3ShFkrQQzCSg9quqGwGq6nrg/rtxnO00DzicsAK4YRftLwSeshvHkSQtEjPp4tu7fcxGpphnBo/c2AysTHIEzWM6TgaePtggycqq+nw7+/PA55EkLVkzCaibuPtdercMzRdw5K52UFU7k6yjeQLvMuAtVbU1ydnAlqpaD6xLcizwXeBW4FkzPw1J0mIzbUBV1eGzcaCq2gBsGFp2xsD0b87GcSRJi8MoI0lIktQZA0qS1EsGlCSplwwoSVIvjTIWn+bIpk2buPTSS/doH+Pj4yNvc8wxx7B69eo9Oq4kzRUDqgdWr15tUEjSELv4JEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplzoLqCTHJ7k6ybYkp0+y/iVJrkzymSQfSvKQrmqTJPVPJwGVZBlwDnACsAo4JcmqoWafAsaq6pHAJcCruqhNktRPXV1BHQ1sq6prquo7wIXASYMNqmpTVX2znb0MWNFRbZKkHuoqoA4Brh+Y394um8pzgfdPtiLJ2iRbkmzZsWPHLJYoSeqTrgIqkyyrSRsmvwaMAa+ebH1VnVtVY1U1tnz58lksUZLUJ3t3dJztwKED8yuAG4YbJTkW+D3gmKr6dke1SZJ6qKsrqM3AyiRHJNkHOBlYP9ggyaOANwJrquqmjuqSJPVUJwFVVTuBdcBG4Crg4qramuTsJGvaZq8G7gu8M8kVSdZPsTtJ0hLQVRcfVbUB2DC07IyB6WO7qkWS1H+OJCFJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEnSHhofHydJ53/Gx8fn+9TnVGfPg5KkxWp8fHy3wiLJ96erahYrWhy8gpIk9ZIBJUnqJQNKktRLnQVUkuOTXJ1kW5LTJ1n/M0k+mWRnkqd2VZckqZ86Cagky4BzgBOAVcApSVYNNfsicCpwQRc1SZL6rau7+I4GtlXVNQBJLgROAq6caFBV17XrvtdRTZKkHuuqi+8Q4PqB+e3tspElWZtkS5ItO3bsmJXiJEn901VAZZJlu3XTf1WdW1VjVTW2fPnyPSxLktRXXQXUduDQgfkVwA0dHVuStAB1FVCbgZVJjkiyD3AysL6jY0uSFqBOAqqqdgLrgI3AVcDFVbU1ydlJ1gAkeUyS7cDTgDcm2dpFbZKkfupsLL6q2gBsGFp2xsD0ZpquP0mSHElCktRPBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi/tPd8FSNKeOOuss+a7hFmxUM/jzDPPnLN9d3YFleT4JFcn2Zbk9EnW3yvJRe36y5Mc3lVtkqT+6SSgkiwDzgFOAFYBpyRZNdTsucCtVfXDwGuAP+2iNklSP3XVxXc0sK2qrgFIciFwEnDlQJuTgPF2+hLgtUlSVdVRjZK0WzZt2sSll166R/sYHx8feZtjjjmG1atX79Fx+yxd/PxP8lTg+Kp6Xjv/TOCxVbVuoM1n2zbb2/n/btvcPLSvtcDadvZHgKvn/AT67UDg5mlbaaHy/V38fI/h5qo6fnhhV1dQmWTZcDLOpA1VdS5w7mwUtRgk2VJVY/Ndh+aG7+/i53s8ta5uktgOHDowvwK4Yao2SfYG7g98tZPqJEm901VAbQZWJjkiyT7AycD6oTbrgWe1008F/tXPnyRp6eqki6+qdiZZB2wElgFvqaqtSc4GtlTVeuBvgfOTbKO5cjq5i9oWAbs7Fzff38XP93gKndwkIUnSqBzqSJLUSwaUJKmXDKgFLMl1Sf4zyRVJtsx3PdozSd6S5Kb2O4ETyx6Y5F+SfL79+wHzWaN23xTv73iSL7X/h69IcuJ81tg3BtTCt7qqjvJ7FIvCecDwlxVPBz5UVSuBD7XzWpjO457vL8Br2v/DR1XVho5r6jUDSuqJqvo37vndv5OAt7bTbwWe0mlRmjVTvL/aBQNqYSvgA0k+0Q4BpcXnoKq6EaD9+wfnuR7NvnVJPtN2AdqFO8CAWth+qqr+F80o8S9M8jPzXZCkkbweeChwFHAj8OfzW06/GFALWFXd0P59E/APNKPGa3H5SpIHA7R/3zTP9WgWVdVXqurOqvoe8Cb8P3w3BtQClWS/JPtPTAM/C3x211tpARocAuxZwD/OYy2aZRO/fLR+Ef8P340jSSxQSY6kuWqCZsiqC6rqj+axJO2hJO8AnkDz+IWvAGcC7wEuBg4Dvgg8rar8oH0BmuL9fQJN914B1wHPn/jMUQaUJKmn7OKTJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJo1Sd6Q5A/a6Sck2T7fNQ1KcliSO5Ism+9a5kqSf0/yqHb6d5O8eRb3fV2SY2drf11Lcl6SP5xBu/9I8oguatKudfLIdy1sSa4DDgYOrqqbB5ZfAfwEcERVXVdVL5inEmekqr4I3He+65grSZ4MfL2qPgVQVX+8B/s6D9heVb8/S+UtJH8GnA388nwXstR5BaWZuhY4ZWImyY8D+85fOf3RoyuyFwDnz3cRi8B6YPXQKA+aBwaUZup84NcH5p8FvG2wwa66UJIcnORdSXYkuTbJiwfWHZ3k40luS3Jjktcm2Wdg/c8muTrJ7Ulel+TSJM8bWP+cJFcluTXJxiQPmaKGw5NUkr3b+Q8neWXbLfb1JB9IcuBA+59O8rG2ruuTnDpwnq9PsiHJN2h+mN0ryZ8l+WKSr7Tdnfu27R+Q5J/ac7+1nV4xcJxTk1zT1nBtkmfsxrntAzwRuHRg2XiStw+d+7PaGm9O8ntT7Gst8AzgZW2X6HsHVh/Vjrx9e5KLktx7YLvTkmxL8tUk65McPNnrPvDaP6+d/uH2Pb29reuigXZ/1b72X0szav/jh87v4iRva1+7rUnGBtY/Kskn23UXAYO1Hti+D7e19X4kyV4AVfUt4BM0w4dpHhlQmqnLgPsleXh7xfCrwNtnsmH7H/+9wKeBQ4AnAf83yc+1Te4EfotmCJjHtev/T7vtgcAlwCuABwFXA/97YN9PAX4X+CVgOfAR4B0jnNfTgWfTPMZiH+C32/0eBrwf+Jt2v0cBVwxt90fA/sBHgT8FHta2++H2PM9o2+4F/B3wEJohi/4HeG17nP2AvwZOqKr923O7YjfObSXwvaqa7nO/nwZ+hOY1PiPJw4cbVNW5wN8Dr6qq+1bVkwdW/wrNQ/eOAB4JnNrW+kTgT9r1Dwa+AFw4TS0TXgl8AHgAsILmNZ+wmeY1fSBwAfDOwVAE1rTHOYDmymfidd2HZpio89tt38ndu+xeCmyneV0PonmdB4fVuYqm+1rzyIDSKCauoo4D/gv40gy3ewywvKrOrqrvVNU1NCM3nwxQVZ+oqsuqamdVXQe8ETim3fZEYGtVvbuqdtL8MP/ywL6fD/xJVV3Vrv9jmt/yJ73SmMTfVdXnqup/aMa8O6pd/gzgg1X1jqr6blXdUlWDAfWPVfXv7SjU3wZOA36rqr5aVV9v65g4v1uq6l1V9c123R8NnB/A94AfS7JvVd1YVVt349wOAL4+g/M9q6r+p6o+TfMLw6g/hP+6qm5oxwN8L3d/vd5SVZ+sqm/T/ELxuCSHz2Cf36UJ74Or6ltV9dGJFVX19vb121lVfw7ciyZgJ3y0qjZU1Z00/z4nzucngR8A/rJ9/y6hCbvBYz4YeEi7/iN193Hfvk7zmmoeGVAaxfk0Vw6nMtS9N42HAAe33Sm3JbmN5jfWgwCSPKztbvlykq/R/CCe6Go7GLh+YkftD5HtQ/v+q4H9fhUIzRXMTAyG3Te56yaKQ4H/3sV21w9MLwfuA3xioI5/bpeT5D5J3pjkC+35/RtwQJJlVfUNmqvRFwA3Jnlfkh/djXO7leZqbnfPd6am2v5gmqsmAKrqDuAWZvY+vIzmvP6j7aZ7zsSKJC9tuzhvb1+D+3PXv43J6rl325V4MPClodD5wsD0q4FtNA/8vCbJ6UM17Q/cNoPaNYcMKM1YVX2B5maJE4F3j7Dp9cC1VXXAwJ/9q+rEdv3raa7IVlbV/WjCK+26G2m6fQBIksH5dt/PH9r3vlX1sd06ybvv96G7WD/4g+9mmm67RwzUcP+qmvjh/VKa3/of257fxIMlA1BVG6vqOJrf6P+L5upy1HP7PM3LM9Ngns6oo0jfQBOowPe7Lh9Ec5X9jXbxfQba/9D3D1T15ao6raoOprlqfF37udTjgZfTdBs+oKoOAG7nrn8bu3IjcEj772XCYQPH/HpVvbSqjgSeDLwkyZMG2j6c5gpT88iA0qieCzyx/c1/pv4D+FqSlyfZN8myJD+W5DHt+v2BrwF3tFcPvzGw7fuAH0/ylPY34xcy8MMNeAPwirTfW0ly/yRP281zG/T3wLFJfiXJ3kkelOSoyRoOPGzuNUl+sK3jkIHP2PanCbDbkjyQ5jELtO0OSrKm/YH+beAOms/kRjq3qvou8EHu3nW4J74CHDlC+wuAZyc5Ksm9aK6CL2+/frCDJqh+rX3vn8NA+Cd5Wu66aeRWmnC8k+Z12wnsAPZOcgZwvxnW8/F22xe3798vMfAwwCS/0IZgaP7t3dn+oa3/0cC/jHD+mgMGlEZSVf9dVVtG3OZOmt9Sj6K5ArsZeDNNdw00NyY8nabf/03ARQPb3gw8DXgVTZfRKmALzQ9zquofaG5QuLDtPvsscMJunt5gzV+kuVJ8KU3X2sR3vqbycpouo8vaOj7IXZ+V/CXNLfk309xs8s8D2+3VHuOG9jjH0N4gshvn9kbgmTM+yV37W2BV2734nukaV9WHgD8A3kVz9fJQ2s/gWqcBv0PzHj4CGLwKfAxweZI7aG50+M2quhbYSHOjyudouue+xd27VndVz3dobi45lSb0fpW7X/WvpHmP7qAJs9dV1YfbdWuAD088sVrzx+dBaUFp7wjcDjyjqjbNdz19k+SjwIsmvqyr0SW5HHhuVfl023lmQKn32q6yy2m6yX6HppvvyPbOO0mLlF18WggeR3NH3c00XYVPMZykxc8rKElSL3kFJUnqJQNKktRLBpQkqZcMKElSLxlQkqRe+v9a80w0256ZJQAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -740,13 +740,6 @@ "execution_count": 9, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "89 89\n" - ] - }, { "data": { "text/html": [ @@ -786,15 +779,15 @@ " 1\n", " 1\n", " 1\n", - " 5\n", - " 5\n", + " 0\n", + " 0\n", " \n", " \n", " 2\n", " 2\n", " 2\n", - " 10\n", - " 10\n", + " 5\n", + " 5\n", " \n", " \n", " 3\n", @@ -807,380 +800,71 @@ " 4\n", " 4\n", " 4\n", - " 15\n", - " 15\n", - " \n", - " \n", - " 5\n", - " 5\n", - " 5\n", - " 20\n", - " 20\n", - " \n", - " \n", - " 6\n", - " 6\n", - " 6\n", - " 20\n", - " 20\n", - " \n", - " \n", - " 7\n", - " 7\n", - " 7\n", - " 25\n", - " 25\n", - " \n", - " \n", - " 8\n", - " 8\n", - " 8\n", - " 30\n", - " 30\n", - " \n", - " \n", - " 9\n", - " 9\n", - " 9\n", - " 35\n", - " 35\n", - " \n", - " \n", " 10\n", " 10\n", - " 10\n", - " 40\n", - " 40\n", - " \n", - " \n", - " 11\n", - " 11\n", - " 11\n", - " 40\n", - " 40\n", - " \n", - " \n", - " 12\n", - " 12\n", - " 12\n", - " 40\n", - " 40\n", " \n", " \n", - " 13\n", - " 13\n", - " 13\n", - " 45\n", - " 45\n", - " \n", - " \n", - " 14\n", - " 14\n", - " 14\n", - " 50\n", - " 50\n", - " \n", - " \n", - " 15\n", - " 15\n", - " 15\n", - " 55\n", - " 55\n", - " \n", - " \n", - " 16\n", - " 16\n", - " 16\n", - " 60\n", - " 60\n", - " \n", - " \n", - " 17\n", - " 17\n", - " 17\n", - " 60\n", - " 60\n", - " \n", - " \n", - " 18\n", - " 18\n", - " 18\n", - " 65\n", - " 65\n", - " \n", - " \n", - " 19\n", - " 18\n", - " 19\n", - " 0\n", - " 70\n", - " \n", - " \n", - " 20\n", - " 19\n", - " 19\n", - " 5\n", - " 0\n", - " \n", - " \n", - " 21\n", - " 20\n", - " 20\n", - " 10\n", - " 5\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", " \n", " \n", - " 22\n", - " 21\n", - " 21\n", - " 20\n", + " 83\n", + " 80\n", + " 80\n", " 15\n", - " \n", - " \n", - " 23\n", - " 22\n", - " 22\n", - " 20\n", " 15\n", " \n", " \n", - " 24\n", - " 23\n", - " 23\n", + " 84\n", + " 81\n", + " 81\n", " 20\n", - " 15\n", - " \n", - " \n", - " 25\n", - " 24\n", - " 24\n", - " 25\n", " 20\n", " \n", " \n", - " 26\n", - " 25\n", + " 85\n", + " 82\n", + " 82\n", " 25\n", - " 30\n", " 25\n", " \n", " \n", - " 27\n", - " 26\n", - " 26\n", - " 35\n", - " 30\n", - " \n", - " \n", - " 28\n", - " 27\n", - " 27\n", - " 35\n", - " 30\n", - " \n", - " \n", - " 29\n", - " 28\n", - " 28\n", - " 40\n", - " 35\n", - " \n", - " \n", - " 30\n", - " 29\n", - " 29\n", - " 40\n", - " 35\n", - " \n", - " \n", - " 31\n", - " 30\n", - " 30\n", - " 45\n", - " 40\n", - " \n", - " \n", - " 32\n", - " 31\n", - " 31\n", - " 50\n", - " 45\n", - " \n", - " \n", - " 33\n", - " 32\n", - " 32\n", - " 55\n", - " 50\n", - " \n", - " \n", - " 34\n", - " 33\n", - " 33\n", - " 60\n", - " 55\n", - " \n", - " \n", - " 35\n", - " 34\n", - " 34\n", - " 65\n", - " 60\n", - " \n", - " \n", - " 36\n", - " 34\n", - " 35\n", - " 0\n", - " 60\n", - " \n", - " \n", - " 37\n", - " 35\n", - " 36\n", - " 0\n", - " 60\n", - " \n", - " \n", - " 38\n", - " 36\n", - " 37\n", - " 0\n", - " 65\n", - " \n", - " \n", - " 39\n", - " 37\n", - " 37\n", - " 5\n", - " 0\n", - " \n", - " \n", - " 40\n", - " 38\n", - " 38\n", - " 10\n", - " 5\n", - " \n", - " \n", - " 41\n", - " 39\n", - " 39\n", - " 15\n", - " 10\n", - " \n", - " \n", - " 42\n", - " 40\n", - " 40\n", - " 15\n", - " 10\n", - " \n", - " \n", - " 43\n", - " 41\n", - " 41\n", - " 20\n", - " 15\n", - " \n", - " \n", - " 44\n", - " 42\n", - " 42\n", - " 20\n", - " 15\n", - " \n", - " \n", - " 45\n", - " 43\n", - " 43\n", + " 86\n", + " 83\n", + " 83\n", " 25\n", - " 20\n", - " \n", - " \n", - " 46\n", - " 44\n", - " 44\n", - " 30\n", " 25\n", " \n", " \n", - " 47\n", - " 45\n", - " 45\n", + " 87\n", + " 84\n", + " 84\n", " 30\n", - " 25\n", - " \n", - " \n", - " 48\n", - " 46\n", - " 46\n", - " 35\n", " 30\n", " \n", - " \n", - " 49\n", - " 47\n", - " 47\n", - " 40\n", - " 35\n", - " \n", " \n", "\n", + "

88 rows × 4 columns

\n", "" ], "text/plain": [ " months_ml months_rob opt_mileage rob_mileage\n", "0 0 0 0 0\n", - "1 1 1 5 5\n", - "2 2 2 10 10\n", + "1 1 1 0 0\n", + "2 2 2 5 5\n", "3 3 3 10 10\n", - "4 4 4 15 15\n", - "5 5 5 20 20\n", - "6 6 6 20 20\n", - "7 7 7 25 25\n", - "8 8 8 30 30\n", - "9 9 9 35 35\n", - "10 10 10 40 40\n", - "11 11 11 40 40\n", - "12 12 12 40 40\n", - "13 13 13 45 45\n", - "14 14 14 50 50\n", - "15 15 15 55 55\n", - "16 16 16 60 60\n", - "17 17 17 60 60\n", - "18 18 18 65 65\n", - "19 18 19 0 70\n", - "20 19 19 5 0\n", - "21 20 20 10 5\n", - "22 21 21 20 15\n", - "23 22 22 20 15\n", - "24 23 23 20 15\n", - "25 24 24 25 20\n", - "26 25 25 30 25\n", - "27 26 26 35 30\n", - "28 27 27 35 30\n", - "29 28 28 40 35\n", - "30 29 29 40 35\n", - "31 30 30 45 40\n", - "32 31 31 50 45\n", - "33 32 32 55 50\n", - "34 33 33 60 55\n", - "35 34 34 65 60\n", - "36 34 35 0 60\n", - "37 35 36 0 60\n", - "38 36 37 0 65\n", - "39 37 37 5 0\n", - "40 38 38 10 5\n", - "41 39 39 15 10\n", - "42 40 40 15 10\n", - "43 41 41 20 15\n", - "44 42 42 20 15\n", - "45 43 43 25 20\n", - "46 44 44 30 25\n", - "47 45 45 30 25\n", - "48 46 46 35 30\n", - "49 47 47 40 35" + "4 4 4 10 10\n", + ".. ... ... ... ...\n", + "83 80 80 15 15\n", + "84 81 81 20 20\n", + "85 82 82 25 25\n", + "86 83 83 25 25\n", + "87 84 84 30 30\n", + "\n", + "[88 rows x 4 columns]" ] }, "execution_count": 9, @@ -1190,7 +874,17 @@ ], "source": [ "max_period = 50\n", - "get_demonstration_df()[:max_period]" + "\n", + "init_dict = {\n", + " \"beta\": 0.9999,\n", + " \"buses\": 1,\n", + " \"periods\": 85,\n", + " \"params\": [50, 400],\n", + " \"seed\": 16,\n", + "}\n", + "\n", + "df = get_demonstration_df(init_dict)\n", + "df" ] }, { @@ -1200,7 +894,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd3hUZfbA8e9JpfciPfQuAUIXEKki1lXWsoprYddd177SFCvK2tay6m9xLdgREUUFpAgiShFCJ4beW+iBkP7+/rjDTAgJuZPJzJ3MnM/z5Ml979xyGJKcufe+533FGINSSikVbCKcDkAppZQqiCYopZRSQUkTlFJKqaCkCUoppVRQ0gSllFIqKGmCUkopFZQClqBE5H4RWS8iG0TkAde6aiIyV0Q2u75XDVQ8SimlgltAEpSItAPuBroCHYBhItIcGA3MN8Y0B+a72koppVTArqBaA0uNMWnGmGzgJ+Ba4GpgsmubycA1AYpHKaVUkIsK0HnWAxNEpDpwBhgKrABqG2P2Axhj9otIrYJ2FpGRwEiANm3adN6wYUNgolZKKeUPYmejgFxBGWOSgH8Bc4HZwBog24v9JxljEowxCWXLlvVTlEoppYJJwDpJGGPeNcZ0Msb0AY4Cm4GDIlIHwPX9UKDiUUopFdwC2Yuvlut7Q+A64DNgBjDCtckI4JtAxaOUUiq4BeoZFMA01zOoLODvxphjIjIR+EJE7gR2ATcEMB6llFJBLGAJyhjTu4B1R4D+gYpBKaVU6aEjSSillApKmqCUUkoFJU1QSimlgpImKKWUUkFJE5QDXn31VdLS0tztoUOHcvz4cZ+Pu3DhQoYNG+bzcZRSKhhognJA/gQ1c+ZMqlSp4mBESikVfDRBlZBXXnmFdu3a0a5dO1599VV27NhBq1atGDFiBBdffDHXX389aWlpvP766+zbt49+/frRr18/AOLi4jh8+LB7n7vuuot27dpxyy23MG/ePHr16kXz5s1Zvnw5AMuXL6dnz5507NiRnj17kpyc7OQ/XSml/CKQhboBETf6e78de8fEKwpcv3LlSt5//32WLVuGMYZu3brRt29fkpOTeffdd+nVqxd33HEHb731Fo888givvPIKCxYsoEaNGucda8uWLUydOpVJkybRpUsXPv30UxYvXsyMGTN47rnn+Prrr2nVqhWLFi0iKiqKefPmMXbsWKZNm+a3f7dSSjlBr6BKwOLFi7n22mspX748FSpU4LrrruPnn3+mQYMG9OrVC4A//elPLF68uMhjNW7cmPbt2xMREUHbtm3p378/IkL79u3ZsWMHACdOnOCGG26gXbt2PPjgg+jo7kqpUKQJqgQYYwpcLyIXbBckNjbWvRwREeFuR0REkJ1tDQD/+OOP069fP9avX8+3335Lenp6cUNXSqmgFXK3+Aq7DedPffr04fbbb2f06NEYY5g+fTofffQR999/P0uWLKFHjx589tlnXHLJJQBUrFiR1NTUAm/x2XHixAnq1asHwAcffFBS/wyllAoqegVVAjp16sTtt99O165d6datG3fddRdVq1aldevWTJ48mYsvvpijR49yzz33ADBy5Eguv/xydycJbz366KOMGTOGXr16kZOTU5L/FKWUChpS2O2pYJWQkGBWrFjhdBhF2rFjB8OGDWP9+vVOh6KUUsEmeGbUVUoppbylCcpP4uLi9OpJKaV8oAlKKaVUUNIEpZRSKigFLEGJyIMiskFE1ovIZyJSRkQai8gyEdksIlNEJCZQ8SillApuAUlQIlIPuA9IMMa0AyKBG4F/Af82xjQHjgF3BiIepZRSwS+Qt/iigLIiEgWUA/YDlwFful6fDFwTwHiUUkoFsYAkKGPMXuAlYBdWYjoBrASOG2OyXZvtAeoVtL+IjBSRFSKyIiUlJRAhK6WUcligbvFVBa4GGgN1gfLA5QVsWmDVsDFmkjEmwRiTULNmTf8FGgA7duygXbt2Ph/n+PHjvPXWW4W+fubMGfr27eu3kSZmz55Ny5YtadasGRMnTix0u9dee4127drRtm1bXn31Vff6uLg42rdvT3x8PAkJCe71mZmZ9OnTxz3uoFIqfAXqFt8AYLsxJsUYkwV8BfQEqrhu+QHUB/YFKB6/MsaQm5vr13MUlaDee+89rrvuOiIjI0v83Dk5Ofz9739n1qxZbNy4kc8++4yNGzeet9369et55513WL58OWvWrOG7775j8+bN7tcXLFjA6tWryTsySExMDP3792fKlCklHrdSqnQJ1GCxu4DuIlIOOAP0B1YAC4Drgc+BEcA3Pp/pyco+H6LwY58o9KUdO3a4x9dbsmQJX3/9NdOmTeO9994D4K677uKBBx4AIDs7mxEjRrBq1SpatGjBhx9+yKFDh84ZGumll17i1KlT/POf/2T48OHs2bOHnJwcHn/8cf74xz8yevRotm7dSnx8PAMHDuTFF188J55PPvmETz/91N2eMWMGH374IV9++aV73dtvv01SUhKvv/66V2/D8uXLadasGU2aNAHgxhtv5JtvvqFNmzbnbJeUlET37t0pV64cAH379mX69Ok8+uijFzz+Nddcw5gxY7jlllu8ikspFVoC9QxqGVZniERgneu8k4BRwEMisgWoDrwbiHj8JTk5mdtuu41Vq1Zx+PBh9ySGS5cu5Z133mHVqlXu7UaOHMnatWupVKnSBa+EZs+eTd26dVmzZg3r169nyJAhAEycOJGmTZuyevXq85JTZmYm27ZtIy4uzr1u3LhxPPnkk+ds17Rp0/OufHr37k18fPx5X/PmzXNvs3fvXho0aOBu169fn717954Xe7t27Vi0aBFHjhwhLS2NmTNnsnv3bsCaemTQoEF07tyZSZMmnbffb7/9Vuh7opQKDwGbbsMY8wTwRL7V24CugYrB3xo1akT37t2BcycxBNyTGF511VXnTWT4+uuvc/311xd4zPbt2/PII48watQohg0bRu/evYuM4/Dhw1SpUsXdXrNmDbm5ubRr146dO3cyc+ZM7rnnHrKyss6bo+rnn38u8vgFDTBc0FxXrVu3ZtSoUQwcOJAKFSrQoUMHoqKsH7lffvmFunXrcujQIQYOHEirVq3o06cPAJGRkcTExJCamkrFihWLjEcpFZpCbj6oC92G87ezyQgKn8QQCp7IMCoq6pznVmcnIWzRogUrV65k5syZjBkzhkGDBjF+/PgLxlG2bNlzJjFcvXo1nTt3BmDu3Lnu50AbN26kQ4cO5+zbu3dvUlNTzzvmSy+9xIABAwDriunslRDAnj17qFu3boGx3Hnnndx5p1XeNnbsWOrXrw/g3r5WrVpce+21LF++3J2gADIyMihTpswF/51KqdCmQx35SZ8+ffj6669JS0vj9OnTTJ8+3X31s2vXLpYsWQLgnsiwdu3aHDp0iCNHjpCRkcF3330HwL59+yhXrhx/+tOfeOSRR0hMTAQ8kx4WpGrVquTk5LiTVG5uLqdOnSInJ4evvvqK1NRUzpw5wwcffMDNN998zr4///wzq1evPu/rbHIC6NKlC5s3b2b79u1kZmby+eefc9VVVxUYy6FDh9z/5q+++oqbbrqJ06dPu2M/ffo0c+bMOadn45EjR6hZsybR0dHevelKqZCiCcpPCprEsGPHjgAFTmQYHR3N+PHj6datG8OGDaNVq1YArFu3jq5duxIfH8+ECRN47LHHAKhevTq9evWiXbt2/POf/zzv/IMGDWLx4sUADB06lG3bthEfH89f//pXNmzYQEJCAiNHjqRTp05e/9uioqL4z3/+w+DBg2ndujXDhw+nbdu27teHDh3Kvn1Wh8w//OEPtGnThiuvvJI333yTqlWrcvDgQS655BI6dOhA165dueKKK9zP1sDq3Td06FCv41JKhRadsDBErVq1ildeeYWPPvrI6VC8dt111/H888/TsmVLp0NRSvmHTlgYzjp27Ei/fv1K3ZTwmZmZXHPNNZqclFJ6BaWUUirg9ApKKaVU6aUJSimlVFDSBKWUUiooaYJSSikVlDRBKaWUCkqaoJRSSgUlTVBKKaWCkiYopZRSQUkTlFJKqaCkCUoppVRQKnI+KBGpDQwCOgBVgOPAGmCuMeaAnZOISEtgSp5VTYDxwIeu9XHADmC4MeaY/fCVUkqFqkKvoESktYh8CWwEbgWigQOu77cCG0TkSxFpU9RJjDHJxph4Y0w80BlIA6YDo4H5xpjmwHxXW6nwtX8tHPrd6SiUCgoXuoL6AHgRuMUYk5H/RRGJAa4G3gV6eHHO/sBWY8xOEbkauNS1fjKwEBjlxbGUCh1rp8JXd4FEwB1zoEEXpyNSylGFXkEZY7oZY74sKDm5Xs80xkw1xniTnABuBD5zLdc2xux3HW8/UKugHURkpIisEJEVKSkpXp5OqVIg4xT8MNZaNrmwa4mz8SgVBIrVSUJE+olIn2LsFwNcBUz1Zj9jzCRjTIIxJqFmzZrenlap4Pfr63D6UJ4VpWsaHKX8wVaCEpGfRKSXa3kU8DnwmYiM9fJ8lwOJxpiDrvZBEanjOm4d4FCheyoVqk7uh1/fcDoKpYKO3SuodsBS1/LdWM+NugN/9fJ8N+G5vQcwAxjhWh4BfOPl8ZQq/RZMgKw0p6NQKugU2c3cJQIwItIUaxbeJAARqWr3RCJSDhgI/CXP6onAFyJyJ7ALuMHu8ZQKCQc3wOpPnI5CqaBkN0EtBv4D1MHqHo4rWR22eyJjTBpQPd+6I1i9+pQKT3PHW50ilFLnsXuL73asAt21wJOuda2A10o+JKXCxNYfYcs8a1kioKl+VlMqL1tXUK4rnbH51n3vl4iUCge5OTBnvKcdfzOUrQpb5zsXk1JBptAEJSJP2zmAMWZ80Vsppc6xdgocXGctR5eDfuNg6VvOxqRUkLnQFVSDPMtlgD8AvwE7gYZAV2Ca/0JTKkRlpsGPz3raPe6FSnWdi0epIFVogjLG/Pnssoh8DtxkjJmWZ911aK87pby39C04uddaLl8Let3nbDxK2XQ6I5tyMZGISEDOZ7eTxOXA1/nWfQMMLdlwlApxp1Jg8auedr8xEFvRuXiU8sLfP03k5neWsX7viYCcz26C2gL8Pd+6vwFbSzYcpULcTxMhM9VartESOt7mbDxK2bR482EWJqewZNsRrn7zF/afOOP3c9qtg7oLmC4ijwJ7gXpANnCdvwJTKuQc3gwr3ve0Bz4NkXZ/BZVyTk6uYcLMJHf7D53qUadyWb+f124381Ui0hxrWo06wH5giTEmy5/BKRVS5j4BJsdajusNLQY7G49SNk1ftZek/ScBKBsdyUMDWwbkvLY/vrmS0SIRcd8WFJEIY7QMXqki7fgFkvOUDg56BgL0oFkpX5zJzOHlOcnu9t29G3NR5TIBObfd0cw7icgSETkNZLm+sl3flVIXkpsLcx7ztC/+I9Tt6Fw8SnnhvV+2s/9EOgA1KsQysm/TgJ3b7hXUZOBb4A6s6dqVUnZt+Ar2JVrLkbFw2WMX3l6pIHH4VAZvL/T0hXtwYHMqxAbuuandMzUCxhljdBY1pbyRnQHzn/K0u98DVRo6F49SXnht3mZOZWQD0KxWBf6Y0KCIPUqW3W7m04FB/gxEqZC0fBIc32Utl60GvR9yNh6lbNqacopPl+9yt8dc3oqoyGJNwl5sdq+gymB1M18MHMj7gjFGCzmUKkjaUVj0oqd96WgoU9m5eJTywsRZv5OTa90069GkOpe1qhXwGOwmqI2uL6WUXYtegnRXxX21JtD5zxfeXqkgsWzbEeZuPOhujx3aOmDDG+Vltw7qqaK3ujARqQL8D2v6eIPV4SIZmALEATuA4caYY76eSynHHd1m3d47a8BTEBXjXDxK2ZSba3guT1HutR3r0b6+M1f+tm8oikiMiLQXkX4ictnZLy/O9Row2xjTCugAJAGjgfnGmObAfFdbqdJv/tOQ66rCaNAdWl/pbDxK2fTduv2s2WNd+cdERfDwoBaOxWLrCkpELgGmArFAJeAkUBHYDTSxsX8loA/WzLwYYzKBTBG5GrjUtdlkYCEwyov4lXLEzt8TkS9u5aLcQ0RHRXDezY/sdM/yoGe1KFcFjfSsHO7/fBU/bUqhoH7ZWTmesRfu6NWY+lXLBTC6c9l9BvVv4AVjzL9F5JgxppqIjMd+TVQTIAV4X0Q6ACuB+4Haxpj9AMaY/SIS+KdwSnnJ5OZy5su/0Sp3j7Ui+wIbt7kGGnQJSFxK2fHBrzv4YcPBIrerWi6av/ULXFFuQeze4muBdYsur4nAgzb3jwI6AW8bYzoCp/Hidp6IjBSRFSKyIiUlxe5uSvnFqh8m0yo7qegNqzeHwRP8H5BSNh09ncmbC7YUuV2F2CgmXNueSmWiAxBV4exeQZ3AurV3HNgvIm2AI0AFm/vvAfYYY5a52l9iJaiDIlLHdfVUBzhU0M7GmEnAJICEhAQtFlaOycxIp9byie72/7Ivp8zgJ/lT90bnbxxVRm/tqaDy+vzNpKZbl/xNapRnxj8uISri/J/R6MgIIgtYH2h2r6C+wjM54bvAAqzbdFPt7GyMOQDsFpGzQ+D2x+q2PgMY4Vo3AmsSRKWCVuK0l6hvrFLA46Y8r2dfS05kGYgue/6XJicVRLYfPs3HS3e626Mub0WF2CjKREee9xUMyQnsdzN/IM/yyyKyDKuTxA9enOsfwCciEgNsA/6MlSC/EJE7gV3oFPIqiJ04dphWm952t9/IvpaTtm8iKOWsF2b/Trar8LZrXDUGtantcERFK+6of/uAHG+m2jDGrAYSCnipfzFjUCqgkqaMpzunANiVW5OPcgY6HJFS9qzceZRZ6z2DAI29wpnCW2/ZnW7jMxHp6Vr+M7AB2Oi68lEq5O3bkUyn/VPc7Ukxt5GJsw+QlbLDGMOE7z2deq7sUJf4BlUcjMg+u8+g+gMrXMsPAQOArmhhrQoT+74aS4xYD5eTo1oiba91OCKl7Jm1/gCJu44DEBMZwaODAzMbbkmwe4svxhiTKSL1gGrGmF8ARCT4b2Iq5aNNiT+RcHKeu5078BnkQPDfHlEqMzuXibN+d7dH9GxEg2rOFd56y+4V1GoRGQM8DnwP4EpWJ/0VmFLBwOTmkj17nLu9qvwltO422MGIlLLvo6U72XXUGk+hctlo7u3X3OGIvGM3Qd0JtAfKAmenA+0BfOKPoJQKFmvmf06bzHUAZJlIalzznMMRKWXPibQs3vhxs7v9j8uaUblc6Xpuareb+Vbg5nzrvsQquFUqJGVlZlBtybPudmLNa+jWvIODESll35sLt3A8zRqwuEG1stzao4Bicm8tmwRlKkH74RDh/8kL7Q4We0dhrxlj3iu5cJQKHolfv0a33L0ApJqyNB/+jMMRKWXP7qNpfPDLDnf70cGtiI2K9O2gJ/fDvCcgKw2WvgU3fwEVL/LtmEWw20ni1nzti4CmwC+AJigVclJPHKX5xjfc7fVN7qBHrXoORqSUfS/+kEyma1TyDg2qMOziOr4fdMEEKzkB5OZA+Zq+H7MIdm/x9cu/znVV1brEI1IqCKz/4ml6uPoAHaAGHW8Y63BEStmzZvdxZqzZ524/VhJFuQc3wOo8XQ4GPQMRPl6R2eDLTcQPsDpPKBVSDu7ZSsc9H7vbuzs+TJlyOqSRCn7GGCbkmQ13cNvadImr5vuB546HswMHNe0PTb2Zq7b47I4kEZHvqwIwEmt0c6VCyq4vx1FGrIfLWyKb0nnYXxyOSCl75iUdYvn2owBERQijhrTy/aBbf4QtrjpAibCungLE7jOobCD/NBd7gbtLNhylnLV13VI6H5vN2Sly0/s9SUSk/29lKOWrrJxcnp/luXq6pVtDmtT08co/NwfmjPe042+G2m19O6YX7Caoxvnap40xh0s6GKWclvbdGCLE+iy2pmxXOlxylcMRKWXP57/tZlvKaQAqxkZxX/8SKMpdOwUOWnWARJeDfuMuvH0Js3WLzxiz0xizE+sqqi5Wwa5SIWXtwmm0z0gEIMcIla963uGIlLInNT2L1+Ztcrfv6deU6hVifTtoZhrMz3M7r8e9UKmub8f0kt1nUHVE5CdgC9bkhVtFZJGIBDZapfwkJzubiouecrdXVL+SuNYFzQ6jVPD570/bOHwqE4C6lctwR6/8N72KYelbkOrqDVi+FvS6z/djesluL763gTVAVWNMHaAqsAr4P38FplQgJc54k8a51myjaSaWpsMnOByRUvbsP3GG/y3e5m4/MrglZaJ9fG56KgUWv+pp9xsDsRV9O2Yx2H0GdQlQxxiTBWCMOS0ij2J1lFCqVEs7dYK4tf92t9c0up0eFzV0MCKl7Ht5zibSs6wu4G3rVuKa+BIoKP9pImSmWss1WkLH23w/ZjHYvYI6BrTJt64lXnQzF5EdIrJORFaLyArXumoiMldENru+V7V7PKVKypqpz1GTYwCkUJUOwwP7IFip4tq47yTTEve42+OGtiYiwsei3JRNsOJ9T3vg0xBZ3MnXfWP3rC8A80TkXWAn0Aj4M9b0G97ol6/332hgvjFmooiMdrVHeXlMpYrt8IFddNjxvrtb+fb2D9C1QmVng1IhacaafSzffgSTv2DHByt3HnMf77JWtejZrIa9HX//HrbM5/zqIWDPCjA51nJcb2jh3PQydoc6ekdEzo5ofjGwD7jJGPOjj+e/GrjUtTwZWIgmKBVAW6c+RjfJAGB7RCM6X32vwxGpUDRnwwHu+2yV344fITDmcptFudt/hs9vLno7sIpyfR0myQe2r9tcyciXhGSAOSJigP8aYyYBtY0x+13H3y8itQraUURGYo1cQcOG+mxAlYydSSvpfPhb99XTyd6PExnlzK0MFbqsAtrfi97QB7d2b0Tz2jY6MeTmwhybt7A7/gnqdvQtMB/ZnW4jBrgdiAfOKU02xth9etbLGLPPlYTmiojt/zFXMpsEkJCQUIIXyCqcHZsxlkZiPVxeF9uRi/v+weGIVCj6dNkuth92FdCWieLRwS1L9KqkevkYBrWpbW/j9V/C/jXWclQZ6/lSQYO+lq0GrYaVWIzFZffj4mSgA/AtcLA4JzLG7HN9PyQi04GuwEERqeO6eqoDHCrOsZXy1vpfviX+zFIAco1Q7ornkABMwKbCy8n0LF6b75nV9t5+zbi1R5wzwWSlw/ynPe0ef4duwT3OpN0ENQRobIwp1uCwIlIeiDDGpLqWBwFPAzOAEcBE1/dvinN8pbyRm5NDmR+fcLdXVhlMl4t7OhiRClVvL9zK0dNWAW29KmUZ0TPOuWCW/R+c2G0tl6sBvR5wLhab7CaoXYAv42bUBqa75iSJAj41xswWkd+AL0TkTtc5bvDhHErZkvj9OyTkbAUg3UTT8IbnHI5IhaK9x8/w3uLt7vajQ0qggLa4Th+Bn1/2tC8dbU3dHuQKTVAiknfCjw+Bb0TkNfLd4rPTk88Ysw3rFmH+9UeA/rajVcpH6WdOUz/xJXd7Vf1b6FG/qYMRqVD18g/JZGRbzzgvrl+ZKy92cGS4RS9AhjUBJ9WbQ+fbnYvFCxe6gnq3gHX5P2oaoEnJhaOUf62eOpHupABwlEq0G/5EEXso5b31e08wfbVnoJ2xJVFAW1xHtsJv//O0Bz4FkdHOxOKlQhOUMaYERhtUKngcS9lPm22eX9TNre+lW+USmG1UqTyMMTw3M8ldQDugdW26N6nuXEDznoTcbGu5YU9oOdS5WLxkdzTzAjsviMhXJRuOUv6T/MXjVCINgF0R9eh0bfA/JFalz8LkFH7degSAyAhhtN0CWn/YtRSSZnjag551tPDWW3b71fYrZP2lJRSHUn61e8s6Oh/yfJ460n0s0TE+zpejVD7ZObk8N9Mzq+1NXRvQrJaPs9oWlzEw5zFPu90foH5nZ2Ippgv24hORs53mY/Isn9UEa1w+pYJeyvSxNBBrfLGNMe2JH2BzqBelvDB15R42HzoFQIXYKB4Y0MK5YDZ+DXt+s5YjY6D/+AtvH4SK6mbewPU9Is8yWJ0jdgNP+iEmpby2M2klmdP+QpXswwW+3sk1WjlA1JAJWpSrStzpjGxenuOZ1favfZtQw9dZbYsrO9N69nRW15FQNc6ZWHxwwQRljPkzgIj8aox5JzAhKeWd3JwcMqb9lRbZm4vcdkXF/iR06huAqFS4mbRoG4dPWQMPX1SpDHde4mAH59/+B8d2WMtlqkCfR5yLxQe2PkZqclLBLHH2e7TI3lTkdvupSf3hLwQgIhVuDp5MZ9Iiz6y2Dw9qQdkYh4pyzxyDn/7lafd9FMqWzqn2dOhmVaplpKdRd4Un6SytfSNNrx5T4La1atXX0cqVX/x77ibOZFnPOFvXqcR1neo7F8zPL0O6a1S6qnHQ5S7nYvGR/raqUm3Vly/Q3VhjDB+jIm1ueo5KVRysOVFhJ/lAKl+s2O1ujx3aikininKP7YRl//W0+z8BUaW3t6o+KVal1okjB2mzZZK7ndzyHk1OKuCen5VErqsot0+LmvRuXtO5YOY/DTnW4LTUS4C21zoXSwmwfQUlIi2xxtPLPx/UeyUdlFJ2JH0xnu5Y8+zskTp0uu5hhyNS4Wbx5sMsTLaGzooQ6+rJMXtXWvM9nTV4Qqkqyi2I3QkLxwLjgTXgKsW3GEATlAq4vds20OnAVPdsuIe6jaZ+bBlng1JhJSfXMCFPUe71nevT6iKHRgg3BuY87mm3vhIadncmlhJk9wrqAaCrMWatP4NRyq4DX42lnqvw9vfoNnQcZHdiZ6VKxvRVe0nab40QXjY6kocGtnQumORZsPMXazkiCgY85VwsJcjuM6gzgO0p2pXyp99XzKfzqYWeFYOe0cJbFVDpWTm8PCfZ3b67d2MuquzQFXxOFszNM0pEwp1QPTSmkLH7W/048IaI1BGRiLxf/gxOqfxMbi7mB8/4YokV+tKqywAHI1Lh6N3F29l/Ih2AGhViGdnXwYSQOBmOuIrUYytB31HOxVLC7CaYD4C7gT1Alusr2/XdNhGJFJFVIvKdq91YRJaJyGYRmSIiMd4cT4Wf1XM/onXWRgAyTSS1r3ve4YhUuDl8KoO3F251tx8c2JwKsQ5V7KSfhIUTPe3eD0H50OnJavddLam5oe4HkoCzTxL/BQ85JokAACAASURBVPzbGPO5iPwfcCfwdgmdS4WYzIx0ai71JKTE2n+ge5O2DkakwtHr8zdzKsOaX6lZrQr8MaFBEXu4ZKRCStEjnnhl7RQ4bfUipFJ96PbXkj2+w2wlKGOMz6OWi0h94ApgAvCQiAhwGXB2WOnJWIPPaoJSBUr86hW6m/0AnKQcrYY/43BEKtxsTTnFJ8t2udtjLm9FVKSNG1HHdsI7/SDtiP+C6z8eosv67/gOKDRBicgkY8xI1/JHWF3Kz2OMsdt96lXgUaCiq10dOG6McU31yB6gXiGxjARGAjRs2NDm6VQoOXn8CC2T33K3Nza9m+41LnIwIhWO/jXrd3JcVbndm1Tjsla17O047wn/Jqc6HaD9Df47vkMudAW1Pc/yFl9OIiLDgEPGmJUicunZ1QVsWlgSnARMAkhISChwGxXaNkx5kh6kAtagr/HXh86DYFU6LN9+lDkbD7rb44a2QewUwu7+DTZM97TrdqTgP3/FVL4GDH4eQrAna6EJyhjzfJ5lXzvV9wKuEpGhQBmsZ1CvAlVEJMp1FVUf2OfjeVQIOrBrM532feb+nd7b+Z/UKVve2aBUWMnNNUz4fqO7fU18XdrXr1z0jvlntW1zDQyf7IcIQ1OhKVdEOtg5gJ3tjDFjjDH1jTFxwI3Aj8aYW4AFwPWuzUYA39g5pwove74cQ6xYHUY3RzWn09DSOzqzKp2+W7efNXtOABATFcEjg20W5SZ9C7uXWssR0TDgCT9FGJoudE34pojMFJGbRKRu3hdc9VA3ishM4A0fzj8Kq8PEFqxnUu/6cCwVgrasWUzCybnuduZlTxMR6dA8OyosZWTn8MJszzgFf+4VR/2q5YreMTvTevZ0Vte7oZqDkxiWQhe6xXeJ69nRX4F3RSQHSMXq5CDAPOA/xpiZ3pzQGLMQWOha3gZ0LVbkKuSZ3Fwyvh/rbq8q15OOPYc6GJEKRx/+upM9x84AULVcNH+7tJm9HVe+D0ddkxjGVoY+//RThKGrqCnfvwO+E5FooDlQBTgGbM7T+04pv1i78As6ZK4BINtEUO1qLcpVgXU8LZM3ftzsbt/XvzmVy0YXvWP6iXMLaPs8AuWq+SHC0Ga3DioL2FjkhkqVkOysTCovftbdXlnjKrq1jHcwIhWO3vhxCyfTrc/icdXLcUu3RvZ2XPxvOHPUWq7cELqO9FOEoS30+iWqkLDy6zeIy7VmKT1lytJs+ASHI1LhZueR03y4ZIe7PWpIK2KibPzJPL4blnhq9hjwBETrVDDFoQlKBZ3TqcdpuuF1d3td49upXru+gxGpcPTCD8lk5Vhll50bVWVIO5uF4T8+CzkZ1nLdjtD2Oj9FGPo0Qamgs/aLZ6jBcQAOUY34G8Y5HJEKN4m7jvH92v3u9tihre0V5e5bDWs/97QHPRuSBbSB4tUQvCLSAKhnjFnqp3hUmEvZt4MOuz5yF+Xu6PAQXctXvPBOKiR8v3Y/G/adcDoMAH78/ZB7+Yr2dejcqGrRO+Uvym05FOIu8UN04cPulO8Ngc+AeKzhiCqIyPXAEGOMVk2qErN96li6inV7ZGtkYzpfeY/DEalAmLZyDw9PXeN0GOeJjhQeHWKzKHfzHNjxs7UskSEzq62T7F57/hf4HqsG6uwcUHOBgf4ISoWn7RuW0fmop6wure8TREY5NM+OCpi0zGxe+CE4J+z+c6/GNKpuY1itnOxzZ7XtfDvUbOG3uMKF3d/+rsAVxphcETEAxpgTImJjMCql7En9dhyR1o8Xa8t04eI+1zockQqE//28nYMnravmmhVjub1nnLMBudSqGMu1HQucYOF8qz6CFFeSjakIl47xX2BhxG6COgg0A9yzbYlIG2BXoXso5YV1i77h4vTfAMgxQsUrtVt5OEhJzeC/P3lmp314YAtu7FrKptTJOAULnvO0L7kfKtR0Lp4QYvcW30tYI0r8GYgSkZuAKVgz4irlk5zsbMr95BmzbGW1oTRu283BiFSgvDpvE6czcwBoWbsiN9idnTaY/PoGnHZ1qqhYF7r/3dl4QojdkSTeE5GjWJMG7sYaefxxY8zX/gxOhYfE7/6PLjnW9GNpJpbGNzxXxB4qFGw5lMrnv+12t0cPbUVkRAnOkxQIJ/fDr56aPS57DGJsDCSrbLH9BNqVjDQhqRJ15nQqDVe/4m6vaXgrPerGOReQCpiJeWanvaRZDS5tUQpviy18DrLSrOXa7aHDjc7GE2LsdjO/o5CXMrCmal9qjMkosahU2Fgz9Xm6Y02FfZgqXDz8cYcjUoGwZOsR5iVZt8VEYMzQVvYKYYPJwY2w6mNPe9DTEKFTwZQku1dQtwE9sDpL7MGa/bY2sAKIAxCRq40xK/wQowpRRw7uod3299xFuVvb3ke3ilWcDUr5XW6u4bmZSe72dR3r07ZuKewQPHc8mFxrudkAaHqZs/GEILudJDYA/zTGNDTG9DTGNAQeBlZhJau38W3iQhWGtkx9nApizbOzM6IBna/5h8MRqUCYsWYf6/ZaI0bERkXwyOBSWC+0dQFscU2kKREw8Gln4wlRdhPUzcB/8q17G7jFGGOAF4E2he0sImVEZLmIrBGRDSLylGt9YxFZJiKbRWSKiMQU5x+hSp9dm1bTOcXzSPP4JY8RFa3//aEuPSuHF39Idrfv6t2YOpXLOhhRMeTmwJw8t6Ljb4HabZ2LJ4TZTVAHgSvzrbsCODtgVRk8I0wUJAO4zBjTAWu4pCEi0h2rm/q/jTHNsSZCvNNu4Kp0O/L1GKLEuj2yIaYDF1863OGIVCB88OsO9h63rpqrl4/hr32bOhxRMaydAgfXWcvR5aCfDmbsL3afQd0HTBWR9VjdzBsA7YAbXK934wK3+FxXWadczWjXlwEuw7o6A5gMPIl1ZaZC2MYls+iY9qu7HXvFc4iO+Bzyjp7O5M0FW9ztBwY0p2IZG7PTBpPMNGs6jbN6/gMq1XEunhBntw5qjog0AYYCdYGZwPfGmCNnXwfmXOgYIhIJrMQakeJNYCtwPM/U8XsAm+OKqNIqNyeHqPmeMctWVBpIQgcd8TkcvD5/M6mu2Wmb1Chf+kaMAFj6Fpzcay2XrwU973M2nhDnTR3UEeCj4p7IGJMDxItIFWA60LqgzQraV0RGYhUJ07BhKfyhVm6Js98jIdsaMSvDRFP/+ucdjkgFwvbDp/l46U53e9TlrYiOLGVXzadSYPGrnna/MRBbwbl4woDdOqgo4G9AX6AG7o7BYIzp480JjTHHRWQh0B2oIiJRrquo+sC+QvaZBEwCSEhIKDCJqeCXkZ5G3RUvuNuJdW+iR8PmDkakAuWF2b+T7SrK7RpXjUFtajscUTH8NBEyU63lGi2h423OxhMG7H6E+TfwF2AR0BmYBtQCfrSzs4jUdF05ISJlgQFAErAAuN612QjgG9uRq1Jn1ZcvUNdY/WqOUZG2f3zS2YBUQKzceZRZ6w+422OvsDk7bTA5vBlWvO9pD3oGInUqGH+zm6CuAy43xrwGZLu+XwP0s7l/HWCBiKwFfgPmGmO+A0YBD4nIFqA68K5X0atS48SRg7TZMsndTm75NypVqe5gRCoQjDFM+N5TlHtlh7rENyiFxdhznwBjDWpLXG9oPsjZeMKE3Y8A5bB67wGcEZFyxpjfRaSjnZ2NMWuB87Y1xmzDmmtKhbikL8bTndMA7JE6dLruIYcjUoEwa/0BEncdByAmMoJHB9ucnTaY7PgFkr/3tAc9Y43PpPzOboJKAroAy7GGN3pSRE4Ce/0VmAode7dtoNOBqe4nlyndx1A/toyzQSm/y8zO5V+zPTPljujZiAbVStlI37m5MOcxT/viP0JdW5/LVQmwe4vvfuBsd/CHgE5Yhbsj/RGUCi0HvhpLjFi3R5Ki2xA/8FaHI1KB8PHSnew8Yo30XblsNPf2K4UdYjZ8BfsSreXIWGs6DRUwduugfsuzvBmrk4NSRfp9xXw6n1robsvgZ7UoNwycOJPF6z9udrf/cVkzKpcrZUW52Rkw/ylPu/s9UEXLXALJ9l8KERkoIu+KyLeudoKI6PC9qlAmNxfzg+cTZ2KFvrRK6O9gRCpQ3lqwheNp1uhnDaqV5dYejRyOqBiWT4Lju6zlstWgtz43DTRbCUpE/oE1BNFm4Gzd0xng2UJ3UmFv9dyPaJ21EYBME0nt67QoNxzsPprG+7/scLdHDWlFbFQpmycp7SgsetHTvnQ0lCmFU4KUcnY7STwA9DfG7BCRUa51vwOlsEuOKkknjqZw8uiB89ab3BxqLJ3obifWvp7uTXTE53Dw0pxkMnOsgYDjG1ThivY2x6rLSvcMI+S0JW9CujUlCNWaQOc/OxtPmLKboCri6WZ+diSHaCCzxCNSpcaKGW/TaeUYKsuFB/c4STlaDdf5csLB2j3H+Wa1Z0CYcXaLclOS4b3BcOaYH6MrpgFPQpROBeMEu8+gFgGj8627D2skCBWGThxNoVnis0QUkZwANjYbSZUaFwUgKuWk/EW5g9vWpktcNXs7zxoVnMmpQTdofZXTUYQtu1dQ/wC+FZG7gYoikgyc5Pw5olSYSPriCbq7ZlBJM7EcjTj/D5FB2F+lE51uGBPo8JQD5iUdYtn2owBERQijhrSyt+OWebDN9VlXIqBqnH8C9FbFOnDVG1qU6yC73cz3i0gXrFEfGmLd7ltujMn1Z3AqOO3bkUyn/VPchbdJ3Z6n89CC55psEMC4lHOycnJ5fpbn6umWbg1pUtPGSN/5Z6fteCtc9bofIlSlkTfTbRhgmetLhbF908ZQV6y67eSolnQaog+Qw93nv+1mW4o1lFXF2Cju62+zKHf1p3DI6ulJdHnoN9ZPEarSqNAEJSK7KWR+pryMMVq5FkY2Jf5EQup8d9sM1MLbcJeansVr8za52/f0a0r1CrFF75h5+tzZaXvdBxX1WaXyuNAV1J8CFoUqFUxuLtmzx7nbieV706mbjuoc7v770zYOn7I69NatXIY7ejW2t+OSN+GUq0ShwkXW9OlK5VFogjLG/BTIQFTwWzP/c+Iz1wGQZSKpea0W3oa7/SfO8L/F29ztRwa3pEy0jaLc1IPnzk572TiIKe+HCFVpdqFbfOOMMRNcy4UWsRhjxvsjMBVcsjIzqLbEczsmsda1dGvW3sGIVDB4ec4m0rOsvlJt61bimvh69nZc+DxkWc+sqNUG4m/xU4SqNLvQLb76eZa1M1aYS/z6NbrlWlX+qaYsLYbrKFfhbuO+k0xL3ONujxvamogIG12yD/0OiR962gOfgYhSNhSSCogL3eK7J8+ydtMKY6knjtJ84xvu9vqmd9Ojps3ha1TIen5WEsbVjapfy5r0bFbD3o7z8sxO2+RSaKYDCKuCXbCbuYgU2UPPGLOrqG1EpAHwIXARkAtMMsa8JiLVgClAHLADGG6MCcJy8vC2/oun6cFJAA5Qk47XjypiDxXqftqUws+bDwMQITBmaGt7O25fBJtmuxpiXT1pIawqRFF1UDvwdDUv6KfIAHauzbOBh40xiSJSEVgpInOB24H5xpiJIjIaazgl/evnB+lnTrN29rvknjrs1X7GGDru+dj9v7+n08NcVM5GAaYqFeYnHWTLoVNe7/fFit3u5T92aUCL2hWL3in/7LQdboI6F3t9bhU+ikpQa4EywGTgY2DfhTcvmDFmP7DftZwqIklAPeBq4FLXZpOBhWiC8ot1/3cHXU/MLnrDgriS05bIpnS6QidRDhVTftvFqGnrfDpGuZhIHhzQwt7G67+E/Wus5agyOjutKtIFKyyNMfHA9UA1YDEwE7gRiDHG5Bhz9kayfSISB3TEGpGitit5nU1itQrZZ6SIrBCRFSkpKd6eMuxtXrWILsVNTnlkXPYMEZH6MDsUnMrI5sUfkn0+zj19m1KrUpmiN8xKh/l5OgP3+DtUttnjT4WtIoc6MsasB/7pmgdqINZtuTdF5DJjTKI3JxORCsA04AFjzElbw/BbMUwCJgEkJCQUPXy2cjO5uWTO8gwfsymqBUdrdPH6OGVb9qNDrytKMjTloP/+tNVdXFu7UixX2+0enkej6uW4qYvNgWSW/R+ccN0WLFcDej3g9flU+LE9Fh/QHOgL9ABWAV51ZhCRaKzk9Ikx5ivX6oMiUsc1GG0d4JA3x1RFy19cW/bG9+iu9Uth7cCJdN752VNcO2pIK67rVP8Ce/jo9BH4+WVP+9LRUKaS/86nQsYFb/GJSDUR+buILAe+Bk4BfYwx/Ywx2+2eRKxLpXeBJGPMK3lemgGMcC2PAL7xKnp1QQUV1zbQ5BT2Xp6TXLzi2uJa9AJkWL1Aqd4cOt/u3/OpkFHUFdQ+YDvwEbDUta6ZiDQ7u4Ex5kcb5+kF3AqsE5HVrnVjgYnAFyJyJ7ALuMGL2FURtLhW5Ze0/yRfFqe4triObIXf/udpD3wKIqP9dz4VUopKUAewevHd7frKzwBNijqJMWYxBXdTB9AqPT9IPXGUZhv/425rca0CeG5mMYtri2vek5BrTc1Cw57Qcqh/z6dCygUTlDEmLkBxqBJmFdeeAOAANbS4VhW/uLa4di2FpBme9qBntShXeUUn8glBB/dsJX7PJ+72nk6PUEaLa8NaTq7h+ZmeGW9tF9cWlzHnzpTb7g9Qv7P/zqdCkiaoELTry3GUFasLsRbXKoBpiXv4/UAq4GVxbXFt/Ab2LLeWI2Ogv056oLynCSrEbF23lM7HPEW56f2e1OLaMHcmM4eX53iKckf2aWKvuLa4sjOtZ09ndR0JVeP8dz4VsjRBhZi078YQIdZT8DVlu9Hukqscjkg57X8/b+PgyQwAalWMZWSfIvs1+WbFu3DMVYVSpgr0ecS/51Mhy5tCXRUg2zf+xonvHic264RX+0WYHNpnW5+Uc4xQ5Sqd8TYcpKZn8fS3G9l++HSBr6/f5/k5emhgC8rF+PHX/sxx+OlfnnbfR6FsVf+dT4U0TVBBJiszg8gvRxDvql8qrhXVr6Rba30oHQ6em5nE1JV7ityuZe2K3JDg57lHf34ZzrgGmakaB13u8u/5VEjTW3xBJvHr12joY3I6RDWaDp9QQhGpYLbpYCpTfttd5HbRkcKTV7Ul0p9Fucd2WmPundX/CYiK9d/5VMjTK6ggkr+4dmntm6jc6VqvjiESQf1WCVSopLdVwsHzM5PIdRXe9mxanQcHFtw7r1G1cv7tGAHw4zOQY/UepV4CtPXuZ1ep/DRBBZH8xbXxI17S+iVVqF+2HGZBsjX9jAg8PqwNres4NAjr3kRYN9XTHjxBi3KVz/QWX5DIX1y7u+PDmpxUoXJzDRO+9xTe3tC5vnPJKX9RbusroWF3Z2JRIUUTVJDIX1zbedhfHI5IBbPpq/aycb81QniZ6AgeGtjSuWCSZ8HOxdZyRBQMeMq5WFRI0QQVBLS4VnkjPSuHl/IU3t7duwkXVfbz86XC5GTB3DyjRCTcAdWbOhOLCjmaoBxmcnNJ+250nuLarlpcqy7o3cXb2X8iHYAaFWL4S18HE0LiZDiy2VqOrQR9dVBiVXI0QTls3U9f0T5jFWAV11bW4lp1AYdPZfD2wq3u9gMDWlAh1qG+TuknYUGen9dLHoTyfp6+Q4UVTVAOysnOpuLPT7vbK6sPI651goMRqWD3+vzNnMqw5ldqWrM8N3bxc+HthfzyGqRZ03dQqT50v8e5WFRICkiCEpH3ROSQiKzPs66aiMwVkc2u72FXuLPym//QOHcnAGkmlibXa3GtKtzWlFN8smyXuz3m8tZERTr0GfPEXljiqdmj/+MQXdaZWFTICtS9gQ+A/wAf5lk3GphvjJkoIqNd7VJ5A/vM6VTS0055tU9WZjqN173qbq9pNIIedRuVdGiqlErLzCH9dOY56ybO+p0cV1Vu9ybV6N+6lu8nys2xxs/z1vynIdt6DsZFF0P74b7HolQ+AUlQxphFIhKXb/XVwKWu5cnAQkphglo25V902vgvqkpOsY+RQlU6DH+sBKNSpVFKagY1XcuvztvEpB/mFrrtuKFtEF8LYQ8lweQr4XSKb8cZ9CxE6NMCVfKc/KmqbYzZD+D6XujHQREZKSIrRGRFSoqPv0wl6OCerXTY+CLRPiQngO3t76dchcolFJUqjXJzDYtc07EX5Zr4urSv7+PPizHw/cO+J6fmg6FJX9+OoVQhSsVQR8aYScAkgISEBONwOG67vhxHF8kCIMNEkybe1aIYhC1Ve9P56n/4IzxVisxYs4/DpzLcv5FlYyKpKtHnbde8dkXGXtHa9xMmz4Kdv7gaUrwpMao1gSte8j0WpQrhZII6KCJ1jDH7RaQOcMjBWLzmLq513WXZPPC9YtUvdS3huFTpk56Vw4s/JHNbnnUPDmjBg70G+eeE+Ytru94NQ1/0z7mU8oGTt/hmACNcyyOAbxyMxWs6c60qKR/8uoO9x88E7oRaXKtKiUB1M/8MWAK0FJE9InInMBEYKCKbgYGudqmwduE02mckAjpzrfLN0dOZvLlgS+BOmH4SFub5VdPiWhXEAtWL76ZCXuofiPOXpJzsbCou8gyGqTPXKl+8Pn8zqelW4W2VstGQ5ecT/vKap2OEFteqIKd9Q72UOOPNc4prdeZaVVzbD5/m46U73e2ujav594Qn9sKSNz1tLa5VQU4TlBfSTp0gbu2/3e01jW6nxkUNHYxIlWYvzP6dbFfhbde4asRVL+/fEy6YANmuZ11aXKtKAU1QXlgz9Tlqcgw4W1w7zuGIVGm1cudRZq0/4G6PvaK1fyegPbAOVn/qaWtxrSoF9CfUpsMHdtFhx/vu9vb2D2hxrSoWY86dDffKDnWJb1DFvyedOx5wlRBqca0qJTRB2bR16mOUkwwAtkc0ovPV9zockSqtZq0/QOIua/y7mMgIHh3s59lwt8yDrT9ayxIBA5++8PZKBYlSMZKE03YmraTz4W/dRbmpvccTGaVvnfJeZnYu/5r9u7s9omcjGlQr5/uBd/wCRwrprr70Lc9yp9ugVivfz6dUAOhfWRuOzRhLI8kFYF1sR9r3vc7hiFRp9fHSnew8kgZA5bLR3Nuvue8HXfM5TP9L0dtFl4dLx/p+PqUCRG/xFWH9L98Sf2YpALlGKHfFc4g+XFbFcOJMFq//uNnd/sdlzahc7vzx9ryScercYYsu5JIHoGJt386nVADpFdQF5ObkUObHJ9ztlVUG0+Xing5GpEqztxZs4XiaVYnboFpZbu1RAvN//foGnDpoLZevBS0GF7xdzZbQ/W++n0+pANIEdQGJ379DQs5WANJNNA1veM7hiFRptftoGu//usPdHjWkFbFRkb4dNPUA/Pq6pz3gSeh4i2/HVCqI6L2qQqSfOU39RM9UAqvq30Lt+k0djEiVZi/NSSYz23qOGd+gCle0r+P7QRdMgCzreRa120OHG30/plJBRBNUIVZPnchFWGOWHaUS7YY/UcQeShVs7Z7jfLN6n7s97orWvs+Ge3AjrPrY0x70NET4eEWmVJDRBFWAYyn7abv1HXd7c+t7qVjZz+OkqZCUvyh3cNvadIkrgZ+luePBWFdkNO0PTS/z/ZhKBRlNUAVI/uJxKoo1ZtmuiHp0uvYBhyNSpdX8pEMs234UgKgIYdSQEqhB2roAtsy1liUCBj3j+zGVCkKaoPLZvWUdnQ995W4f6T6W6JhYByNSpVV2Ti7Pz/JcPd3SrSFNalbw7aC5uTD3cU87/mao3da3YyoVpDRB5ZMyfSzRkgPAxpj2xA+42eGIVGn1+W+72ZpyGoCKsVHc178EinLXTrEGfgWILgf9dMBiFbo0QeXx+7I5dDq9yN2OGjJBi3JVsZzKyObVeZvc7Xv6NaV6BR+vxLPOwI95buf1uBcq1fXtmEoFMcf/+orIEBFJFpEtIjLaqThMbi6S59bJior9adFJR3xWxfPfn7Zy+FQmAHUrl+GOXo19P+jSt+DkXmu5fC3odZ/vx1QqiDlaqCsikcCbwEBgD/CbiMwwxmz0x/mWvXEbsWkHC3wtOucMbbOtQTwzTRR1//C8P0JQIeiTZTtZtCnlnHWLtxx2Lz8yuCVlor3sAr7qY9j567nrtv/sWe43BmIrehuqUqWK0yNJdAW2GGO2AYjI58DVgF8SVJ1jK2iYu7fI7RIvuoHucX6eAkGVahF56pg2HTzFpoOnCtyubd1KXBNfz95BJc8NjcObrK+C1GgJHW+zG6pSpZYYY5w7ucj1wBBjzF2u9q1AN2PMvfm2GwmMdDVbAsk+nroGcLjIrcKPvi8F0/elYPq+FEzfl4LlfV8OG2OGFLWD01dQBZXTn5cxjTGTgEkldlKRFcaYhJI6XqjQ96Vg+r4UTN+Xgun7UrDivC9Od5LYAzTI064P7CtkW6WUUmHE6QT1G9BcRBqLSAxwIzDD4ZiUUkoFAUdv8RljskXkXuAHIBJ4zxizIQCnLrHbhSFG35eC6ftSMH1fCqbvS8G8fl8c7SShlFJKFcbpW3xKKaVUgTRBKaWUCkphlaCCZVilYCAi74nIIRFZn2ddNRGZKyKbXd+rOhljoIlIAxFZICJJIrJBRO53rQ/r9wVARMqIyHIRWeN6b55yrW8sIstc780UV2ensCIikSKySkS+c7XD/j0BEJEdIrJORFaLyArXOq9+l8ImQeUZVulyoA1wk4i0cTYqR30A5C+UGw3MN8Y0B+a72uEkG3jYGNMa6A783fUzEu7vC0AGcJkxpgMQDwwRke7Av4B/u96bY8CdDsbolPuBpDxtfU88+hlj4vPUP3n1uxQ2CYo8wyoZYzKBs8MqhSVjzCLgaL7VVwOTXcuTgWsCGpTDjDH7jTGJruVUrD869Qjz9wXAWM6O5xTt+jLAZcCXrvVh996ISH3gCuB/rrYQ5u9JEbz6XQqnBFUP2J2nvce1TnnUNsbsB+uPNVDL4XgcIyJxQEdgGfq+AO5bWauBQ8BcYCtw3BiT7dokHH+nXgUeBXJdt/MFYAAABDpJREFU7eroe3KWAeaIyErXcHXg5e+S00MdBZKtYZWUEpEKwDTgAWPMSZGCfnTCjzEmB4gXkSrAdKB1QZsFNirniMgw4JAxZqWIXHp2dQGbhs17kk8vY8w+EakFzBWR3709QDhdQemwSkU7KCJ1AFzfDzkcT8CJSDRWcvrEGPOVa3XYvy95GWOOAwuxntNVEZGzH3TD7XeqF3CViOzAemRwGdYVVTi/J27GmH2u74ewPtB0xcvfpXBKUDqsUtFmACNcyyOAbxyMJeBczw/eBZKMMa/keSms3xcAEanpunJCRMoCA7Ce0S0ArndtFlbvjTFmjDGmvjEmDuvvyY/GmFsI4/fkLBEpLyIVzy4Dg4D1ePm7FFYjSYjIUKxPOGeHVZrgcEiOEZHPgEuxhsA/CDwBfA18ATQEdgE3GGPyd6QIWSJyCfAzsA7PM4WxWM+hwvZ9ARCRi7EeakdifbD9whjztIg0wbp6qAasAv5kjMlwLlJnuG7xPWKMGabvCbjeg+muZhTwqTFmgohUx4vfpbBKUEoppUqPcLrFp5RSqhTRBKWUUiooaYJSSikVlDRBKaWUCkqaoJRSSgUlTVBKlTIiYkSkmdNxKOVvmqCU8oFrSoFMEamRb/1qVyKJ8/H4C0XkLl+OoVRppQlKKd9tB2462xCR9kBZ58JRKjRoglLKdx8Bt+VpjwA+PNsQkcoi8qGIpIjIThF5TEQiXK/dLiKLReQlETkmIttF5HLXaxOA3sB/ROSUiPwnzzkGuCZ9OyYib7qGaUJEmonITyJyQkQOi8gUf//jlfIXTVBK+W4pUElEWrsmxvwj8HGe198AKgNNgL5YyezPeV7vBiRjDTv1AvCuiIgxZhzW0Ev3GmMqGGPuzbPPMKAL0AEYDgx2rX8GmANUxRqo9I2S/IcqFUiaoJT6//buXjWKKAzj+P9trLQWg5hbsPEGBBtrbQRBFLESIUXACwjYWGhhIwgiWHoVaRRbwcaPFYQNBCKYBEHCYzGzZALiTnDAI/x/1dkzH2e2enh3DvtOY1FFXQLeA1/7+UVg3U/yPcln4CFwfXDtLMnTvp3Fc+AMcHrJeg+SfEvyhe7PSc/38z+BVWAlyY8km3//1aR/w4CSpvECuAbcYPDzHl1VdAKYDeZmHG1iN18Mkuz3w5NL1psPxvuD89fpehK9qap3VXVz5PNLzTGgpAkkmdFtlrgMvBoc2uawqlk4x2GFtfTWx3yOeZLbSVaAO8ATt6Trf2VASdO5BVxMsjeYO6BrL7BRVaeqahVY4+g7qj/Zont3NUpVXa2qs/3HHbqAOxh7vdQSA0qaSJIPSd7+5tBdYA/4CGwCL4FnI2/7CLjS79Z7POL8C8Drqtqlaw53L8mnkWtJTbEflCSpSVZQkqQmGVCSpCYZUJKkJhlQkqQmGVCSpCYZUJKkJhlQkqQmGVCSpCb9AiSvWJQoLLMxAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -1212,7 +906,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1224,7 +918,7 @@ } ], "source": [ - "get_demonstration(max_period)" + "get_demonstration(df, max_period)" ] }, { diff --git a/python/demonstration.py b/python/demonstration.py deleted file mode 100644 index e0f4f8c..0000000 --- a/python/demonstration.py +++ /dev/null @@ -1,39 +0,0 @@ -from auxiliary import get_file -from ruspy.simulation.simulation import simulate -import pickle as pkl -import numpy as np -from zipfile import ZipFile, ZIP_DEFLATED -import os - -init_dict = { - "beta": 0.9999, - "buses": 1, - "periods": 85, - "params": [50, 400], - "seed": 123, -} -dict_policies = get_file("../pre_processed_data/fixp_results_5000_50_400_4292.pkl") -ev_ml = dict_policies[0.0][0] -ev_95 = dict_policies[0.95][0] -trans_mat = dict_policies[0.0][1] - -df_ml = simulate(init_dict, ev_ml, trans_mat) -df_95 = simulate(init_dict, ev_95, trans_mat) - -periods_ml = np.array(df_ml["period"], dtype=int) -periods_95 = np.array(df_95["period"], dtype=int) -periods = [periods_ml, periods_95] -states_ml = np.array(df_ml["state"], dtype=int) -states_95 = np.array(df_95["state"], dtype=int) -states = [states_ml, states_95] - -for i, df in enumerate([df_ml, df_95]): - index = np.array(df[df["decision"] == 1].index, dtype=int) + 1 - states[i] = np.insert(states[i], index, 0) - periods[i] = np.insert(periods[i], index, index - 1) - print(len(periods[i]), len(states[i])) - -file = "demonstration." -pkl.dump((states, periods), open(file + "pkl", "wb")) -ZipFile(file + "zip", "w", ZIP_DEFLATED).write(file + "pkl") -os.remove(file + "pkl") diff --git a/python/figures_application.py b/python/figures_application.py index 2a96b02..3732403 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -7,6 +7,7 @@ import matplotlib.pyplot as plt import numpy as np +from ruspy.simulation.simulation import simulate from auxiliary import get_file from ruspy.estimation.estimation_cost_parameters import lin_cost, cost_func, choice_prob @@ -303,16 +304,16 @@ def _create_repl_prob_plot(file, keys): ################################################################################ -def get_demonstration_df(): - states, periods = get_file("../pre_processed_data/demonstration.pkl") - print(len(states[0]), len(states[1])) +def get_demonstration_df(init_dict): + states, periods = get_demonstration_data(init_dict) return pd.DataFrame({'months_ml': periods[0], 'months_rob': periods[1], "opt_mileage": states[0] * BIN_SIZE, "rob_mileage": states[1] * BIN_SIZE}) -def get_demonstration(max_period): - states, periods = get_file("../pre_processed_data/demonstration.pkl") +def get_demonstration(df, max_period): + states = (df["opt_mileage"], df["rob_mileage"]) + periods = (df["months_ml"], df["months_rob"]) labels = ["optimal", "robust ($\omega = 0.95$)"] for color in color_opts: fig, ax = plt.subplots(1, 1) @@ -322,7 +323,7 @@ def get_demonstration(max_period): for i, state in enumerate(states): ax.plot( periods[i][:max_period], - state[:max_period] * BIN_SIZE, + state[:max_period], color=spec_dict[color]["colors"][i], ls=spec_dict[color]["line"][i], label=labels[i], @@ -335,6 +336,32 @@ def get_demonstration(max_period): ) +def get_demonstration_data(init_dict): + + dict_policies = get_file("../pre_processed_data/fixp_results_5000_50_400_4292.pkl") + ev_ml = dict_policies[0.0][0] + ev_95 = dict_policies[0.95][0] + trans_mat = dict_policies[0.0][1] + + df_ml = simulate(init_dict, ev_ml, trans_mat) + df_95 = simulate(init_dict, ev_95, trans_mat) + + periods_ml = np.array(df_ml["period"], dtype=int) + periods_95 = np.array(df_95["period"], dtype=int) + periods = [periods_ml, periods_95] + states_ml = np.array(df_ml["state"], dtype=int) + states_95 = np.array(df_95["state"], dtype=int) + states = [states_ml, states_95] + + for i, df in enumerate([df_ml, df_95]): + index = np.array(df[df["decision"] == 1].index, dtype=int) + 1 + states[i] = np.insert(states[i], index, 0) + periods[i] = np.insert(periods[i], index, index - 1) + + return states, periods + + + ################################################################################ # Threshold plot diff --git a/python/replication_script.py b/python/replication_script.py index 1d156e4..7211316 100644 --- a/python/replication_script.py +++ b/python/replication_script.py @@ -39,6 +39,3 @@ cmd = f"mpiexec -n 1 {sys.executable} run.py" subprocess.run(cmd, shell=True) os.chdir("..") - -# Demonstration -subprocess.call("python demonstration.py") \ No newline at end of file From 889991e414453a9ee572500248f76942ca0f2c7f Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Fri, 27 Sep 2019 11:43:30 +0200 Subject: [PATCH 28/41] Accelerated validation. Reformatted output file. --- python/validation/worker.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/python/validation/worker.py b/python/validation/worker.py index eb05484..f15966e 100644 --- a/python/validation/worker.py +++ b/python/validation/worker.py @@ -43,7 +43,7 @@ if cmd == 1: fixp_key, run = comm.recv(source=0) - fname = "val_results/result_ev_{}_size_{}.pkl".format( + fname = "val_results/result_ev_{}_run_{}.pkl".format( "{:.2f}".format(fixp_key), run ) dict_polcies = get_file(spec["policy_dict"]) @@ -54,9 +54,9 @@ trans = create_asym_trans_mat(fixp_rob.shape[0], raw_params, raw_hesse_inv) df_rob = simulate(spec, fixp_rob, trans) - performance_rob = discount_utility(df_rob, 1000, spec["beta"])[-1] + performance_rob = discount_utility(df_rob, spec["periods"], spec["beta"])[-1] df_ml = simulate(spec, fixp_ml, trans) - performance_ml = discount_utility(df_ml, 1000, spec["beta"])[-1] + performance_ml = discount_utility(df_ml, spec["periods"], spec["beta"])[-1] pkl.dump((performance_ml, performance_rob), open(fname, "wb")) From d11ac54244d5104115c3806f91601f7d47e487cd Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Fri, 27 Sep 2019 12:59:56 +0200 Subject: [PATCH 29/41] Edited scripts. Fixed simulation. --- pre_processed_data/demonstration.zip | Bin 634 -> 0 bytes pre_processed_data/demonstration_org.zip | Bin 768 -> 0 bytes .../fixp_results_5000_50_400_4292.zip | Bin 154539 -> 154539 bytes pre_processed_data/simulation_results.zip | Bin 347730 -> 214387 bytes python/figures_application.py | 6 +++--- python/simulation/run.py | 2 +- 6 files changed, 4 insertions(+), 4 deletions(-) delete mode 100644 pre_processed_data/demonstration.zip delete mode 100644 pre_processed_data/demonstration_org.zip diff --git a/pre_processed_data/demonstration.zip b/pre_processed_data/demonstration.zip deleted file mode 100644 index 82c0641ad1a56ce77174b6cefe5a4430fb3a4a62..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 634 zcmWIWW@Zs#U|`^2$ewQH?_;~7{u?6$g98r(gCI~eB{ercuehWru_QA;Pp=?5=j|2G z{L29%ZHd--w~oD>bMEs2fn^5HjYeC0Oj!(cPAzismC~G=aVvR_YgvxhQTxa7j+gd0 zzM8luo2^sFqT43uk;nbL-*^9elhZX-H*D4J-&0kT@bThr+FVwVWiR1lIrVwOM9&Dua|Sa^Vr~NSGBC~ zSAVVlTfQy(wLL3;R@utxJ901f7|ERSShz)V@y)R3$ED`Ve@|^X=ReCzzPxw;@2svW zQC>}Biymc*u4IcoVT;aSi(X@k?qZ96?j0*)4hdHX`9I7&^GMRB`}qf(xC1hAN4zT} z*FOl|({}wM+r1;Hds??oEiYhw|HyVvKmP~Cb&sU%4juo&GXIfrP2cMm54mePE1zoD z^yXhUzWoPZs@9a3^Vk2F>2^20cIM)DpWnuP@A(ve)ppgh|F7@O*&q9T#VqO9`vguU uE&Sp-t;n7sz?+dtgc)}-0j3l%*wP51FcM9GH!B-Rf)NPqfwU?Uhz9^Zt|OBG diff --git a/pre_processed_data/demonstration_org.zip b/pre_processed_data/demonstration_org.zip deleted file mode 100644 index 07c921308fcc8e1b1318e62970386b48dddff1a2..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 768 zcmWIWW@Zs#-~hsca4UZXC{W;IU=UL&Ce??DM~EK%+J#+$j%83;bma|Qri>j z48$P1w1S&~k>v$50|S`2dNtBtI8mhi<4irB;014f_j%uawQj`ck1}{ zQ}_2?^;tP(rN!x`HF5{KUHP^&rN6zHy?)vk~DyP0~R^Q!xxyvzMk9}G2`N!U{FOM@`nP+XdcjA5nRn>2#9`wKvGWfr_cRpl>6re( zDDL3u3f}dPd7t{uIT~Fd{r-W>y`$9?^3Ojq>OD}hJL3LBV*Z2Rnl|qjkBVy=IcqxC ze=t@1$h+@o`42gJjo=@G_7BtlG-dwjI{ky!c*aqgQyuDytLrn9ZyQScpJFkbofC4# z=VMmLnLg{d|5|CsMc4l~O>>vkPd>BEX6CtP^(TG)=m&VSb0i0Sov6dazyL~c0p5&E mBFu=yh%5(6j4-gJ5yT=nX$E++vVk-*0%1Im?gm=RzyJVRL0QlM diff --git a/pre_processed_data/fixp_results_5000_50_400_4292.zip b/pre_processed_data/fixp_results_5000_50_400_4292.zip index 273705524a81e1d26a0cae60af9cc46093d17bda..23a19f1e88b322d86a28658bdc8f849cb699e3bd 100644 GIT binary patch delta 39 tcmZ3zopbeePTl}-W)=|!1_lm>&l=W^ysf;9TX~sWqnUxc>7mg~VF1%`3UvSg delta 39 tcmZ3zopbeePTl}-W)=|!1_llW<6`qh-d0}5t-MUG(ab>J^w4OgFaX5734;It diff --git a/pre_processed_data/simulation_results.zip b/pre_processed_data/simulation_results.zip index f437da23b8f8c21a3365924459e2cc611658ea08..1391e879413fd6ae367a0fbbb47797a389a1c755 100644 GIT binary patch literal 214387 zcmaglQ*b2SyEg2ZiIa}iv8|46dt!TH+sVYXZB1<3HYc_@vEJGI@4f5$)pyWUU477J zSKaHmpS8YAgMp)c`SJz&3o13Y{6RQpOC#8qFYkXpIDdb2Fm`mda?&$)(F4(Qa_U(d zIQ{(s0@2%9S~*YpexG*+LS0+`>>(FE`dP?|rod>oO(q^xa+u$9C5lVBjfE9?g@TKd z!x)$+xoZ7$!7n!3?)YYp2O;DumM~#U37FjFcNS8Ks1@L=*O!9p?;MckIdx~<+5Fkd z8+Tnt?tG4lrH)MXf0%;A#>bc(mD~QHRkDdrPpcM|DmHixxX0biJH5~*$FxZP{mTL` zyc-}wKb?r2{Rn5Qz0~g93I09`Dyri(XQeN8|7;#>nL{(w#a%Ina7my={7_ii=iupAz?~%sW*g>sD6pQwWny$ZvRqhx$n)3-_Y}ZcXPT7e@kAK8(ngu zk>NSpsy_)s_j!9*s)3LdvWY+Mclb?uJ}938fU=H_YcIOB34mvVpsRGNUL)+9XFZiz zKr{0^-3OWCywK`6gA@oB+xh`94LH@YA^DeomKaslFckens3 zal7RQ65plbZQ^+H<6vCW*wTx*YXu6voKF|HJUX|Z_nn%+J#D3FU8f~=~b2f4A7#TtP&{K$aKWq4r19%;qrI|dDVKA zv%Rqe&re*f?vVf^o&6}F@C^mdD}wmLh-z&Y+N1P=v?*dAe{dizd)<6CjQ}w4ot0`i zhIZHTtB%QxBQFG#t7>JUAK&mpdSt9L*FZ4>b?t4mt3f^K^~i_iRp6>GLN0#Xemo3| zCC=ZzO`H#1gyDnZnijw(2z_g$pg)h)6wl3sIi=E&7g*eP><|^%em(k-#KVCOgiwRV z83cC=2ZPJ;ob|Mt-E{4M(T0}B)5#xd$)agL7S8RR9BkSn`<8c(b-;RBXeWVH6W3$H zeyT!)3;YE!=9IeZg8Gq-#<@i9^x8K~0H<2(4f%fB!`L2T@rRFN zRf@;OPztZ__tn_q0zQ;)5v*Xy$O{-z15SZ20^~cVW%u_xMd%Bzp3Paz3YOsGwx0q~ zG8b-4w~yJYtx!s+$vnQgh3WLJh3y?exr8U*lR~-9Ic;MVDVXkSxl0>WK6aN&72^8R zpe>wz=NmFDnB*Wp$_=_9B4uI?f)AMA|6BV$6}P--Quti`KWOJ*{{PnQjfE^Ds=r=1 z{yncnkVW!5WN>sQJfgN2gieakREy-_Yl=fDCK&SbZA6K>#cJldqh_8&0stdP8WON4> zSdAu`Numl0UJ4zp)RKK9^4Xw4L+@)Yd*oUX83+RkB(<*4tdSX8aCa%LfD8 z6M*g!9RElaHSypnJ*X{PWq;*%b{>$wVPT$(l zj@ZD4JLenx;yN z(+(uOAxZLu?kgi^zp~6g4lm!FSCvF=!=|u7A4M+CM!ipi?wfr=kd$T=a#D!^)j=At zO?B)^@b)#mKKyV*?Q1mR1{0PiOr8Jn!XQud=On&$M+bVm(h|%K6KTo!aEIYS+)i1% z!d_d{&N(LR4p)rByQ$%3pR%umYlh7Q)nK~LPqhUlR@jGPT$I-B*1N;J)&ki{GEeKK%*f)lAK(_HoPCF1fa zDCrEJ@K5HGU9Ks9UjK8;?%X$_e$0-V2hl*;!{kP&6r_~{Nv;#&K()1uTWx$IFH}fT z@v`BV92j`t$m?LX`I0Qn5Ap&yXW~p|2<+3c#d&t0v=XkunPyJ`IU->i)J;gEc(m@mD3yUJip>3s9(0=E|(IrF7IG%I}m?&zFRMhpPolq1w57ODA;b_k574v_8s9%B`Q5Lv;OnfQwwQLG&6iMTrrlb>AWxxudz> zn@7ePoFjXKWh4shI(SS&LkC8?Ax_*ajcK z=_JxI8ck%9n9(>K)T=Ya3fabJ*Vb1E?+P-br*FNIP3Rm>IK-+4QcKBQ)^82Rt{=me zKBM+e;bqVS9D-<?xe}oqr1!=@kgLAcEu{Djs_f z2bysj;t&{dr2Ltjbe0EoG&5SBbJaFIUd)}BkZ$P}HXw7q3iDz`0QZBahy)rkCn69u z`mVh_N4$9zZZwZx-v_LlaA3wusi1ZBn&_h3H0-IiDebwrRaT_msGX8_5c4@J$*+xv z&|0vD`Q%AGI^w|{4An(HZnxE+)9bpGT zrk=0Ec!?Tmgu;;NqEC;zlXT2tC^YpBmPt{Ks*5i-q*-2MUJsF62W!NPMPkJHa*2y! z99Ba@%~~;@kCF&|_VxZ{UGi_PuNoVJ)%-)QgZ|Gce%ew7=LZ_(cCtem9oR2NdLpG% zzn`GpB?;(qJSXXON0XLB9+J_n~WC59v-DWKFx`S(8k{0o>7bC6Tm1e zygrXuXFcqecahzzFd!_wf^xg?sV$>2UPx^mEtW;IXa{|?)jk$ULAMi*H8^lb$ed-x zE!{ynz%4O>HXa@(pKKXM89MmHVC!Bfi5g!mNXcOHnX~u>b4y(&@sBUmx`BQBpCtRx z)SyYGrmrp#57z4!9f(K7o?@cEeZLXQo3%RkKvTay;&txK&(L^Cs-3g+UOY3jWmuYS zmp_qdRld@qEw$cvtgyoEF!H@RRZsSs?4|?-@K5v(O+8(na==+-NW#V;YHoYT-Yu(q zRlSaZM|aC<@;|DaGkz~b4~C=1QF^lm_0!i*jab$29lnMXjY7h_$)tshLMkP2E&fcw z17EjE5%a?n^NFy78*2#o2&OVDT|oFTJ(*vNz}-NpHhCm|p}%5aO^CoPa`t&@`GZ)d zjbWnPg;>TI2anGasm)U~`U4Dl*13Ag3qNM2!RBQoE*#Xm)4rulXx7gj6atH+nX#&o zgF!N&S_O$sjfCq?MR3j$bA4%w*YBQ!bUr4HwOI+xfF{DPdoE-*YF>MJDflFEJdJZI z47xfp<^K{m0=)S7f)m(pd{ugSMfj#WH|^yK=yl)U9m(>9u2NYix{HA}U75GGR)P*f zk3;s1g0{p#kGU;D#^=MFWO&Eg$#yrqD8%Z$?IK@wMIfr?vHCUY4>Ey$xUC^tNFjs3 zZ6c|-d}TXABR&>NP8bmm+?ek6B3=~yY}cnj%n`p17}z^g-gq}X)51g|eZlb&_Yo|; z#Fb!Hte%3T?Pv|P^R}g!7TB;-QwQ%RR+dB4G0$~TX?o@@hJ_ebMBo)tXN2IEE_1ad zARs707_7>CP#3zc;B=G|@aDDXkdnhgPrkD#+tlt46Qp)+HyjtT)}lVFPe$h2q>;WZ zNcZ+?CoY?!6OIe~Wy>=-o*x_xeF|F!Mj#(PR!Zajs}$1WZWgMod?7Ns6q&bCxx5o3 z1CP)V&mxEp`QQmG+n7q4V@kSa**|fjb0Z-gb5poRudDw653pRnCW$i2xQbe;77RjOQ&2IERMfbgeP;#`|oG_ z?0s#A=%Dh2w1y(|TB%M!^m117NQSHvrc7qE6ZKfVx(AiL@qC0IFvDPRPv^Fj9B#Tf1S@8VA5#SD=E|Plvl&-@RKt~ZxnU0d=57fv-viOyX2#K6_6M>Z4Zrljq#^?p(vx9IF+>BY zo8|puY?8LzmPwUeM_k3kWc>~!Nb;82sA?o8Zd)mo^ey+K!sm*6No-%ea(%F2{bQyd zBV~jO-6fmI2jCDVP;|pq;G&pg2DvRdV)-m{!rM-Ruuf|8gFSVh3OJ_Fw#WOzFjmWm zzQR?u&Mqgo)Yh;HVa%2NFnDO#3v7#rh){@gU!Cfs-+KA@z)z#Q3 zBG(qwg^ZA_&X4D8dy&)$Ft0X)1z$nNg(gtJof+ktS);&9I_0+_$^MyC?zf6}Fu?KT z(o}&bqqaI%#eNv$`Z>men5hBB1{%hGMpWKgq4=89mwv;8)d~s+Kt~9FYw}Ti>$O+T zGY_EY;_z;Z3iJnyZ8aeYXxJrX_TGdPz|wr%mkHaykhU<^I0*a!ABXaS6s+xi@zH1j z(A{ecgvj@(_jR&`2|mjY2la~s19_NDqk`YM8D%aAxm+<@gEZ^dU4B2X&fa;*dDb8Z zd(Ds4IS?l-hlGS7r-eW*oiTQ(j%z5RLiJJX{SFONLp#Gqx(mWYte_dZ9(uPNd<}(t zz3Yt$%S61(@s?zfYI|%6%i*}PdQRd%``*|9Ft7tC#t?@R=lw7xW~`y1A_;KY4=E@M z8kpXESJIZ7IR98MAoD;mbTSQNj2>oB539)NcR`xg5GkNHOddge2~&L;TNKO(1)jBv zHW-&fbR*4{i#7b}3HLYpg#1^eSO1kh%YoU|^bgWm+5b!We-v}GmNKZSf2H%eC5xLs z>T6Mk-{Jyr{dVvn!7-uH$#uf;m>TJlLK^I(Ba|`CDu{D|rlUd-C_sB~X{eEOWN==N zVw*nb3M*w`^_*6ju!tzjw@VxP*XFxDuTf44&ZEO$Cx&T?nx(Lqm?LC6ipE{UYLqE( zDv`vsAU#S`!m)8a66rkZL=cjSK*4v)kR}rBl)j>DAt!tX=)*Y(WyN=B&f?-?@@~Q# z`CUb{5y`}D6y+}B`s$zoq9cd>KH;j*`kSBH#PqS~RQpo3{(ivE%OvB@b7FS-15yY1 z-0;|8s{K*n34Qt`8qTl|2VCmCfRn_}z7@<-6x`!Lk|?!@iIXpGs0R)Cei_^E)(2)X z>kQvxOX__OIANeHkq z$WAI5Cm@(pOqr9rGkaI;N4(f+|4rVA;Y7St6}k{*cSRHsj9 zR1VbG7AXu7|6T;qcIT8Xo`69~!#4Bce?;U+d<-Mcg}Bs+8==gPxK#q)wUq!}ul#c(=jfE@)%?Q!MU!q&Em! zI9u3Z{OQNqXv?-u0f>quTfHX&{3>Z0cqIXLU3Q$#vj*pJEq^i&M-mrn=mg!#vK7lGMyFwoA=d3sVcq0vvehWh=Df8T*@iQ=bLzWcSLfFc z=%}2T^O6>ZRUZjWa3bA+i`DS~#kE$t=1|(bTzmf&y>=h7xE1{037vB1r8JrLo?;*6 z_x+9Rp%;$njK0L58&3=*q42NXs9O~23`K5(sA>7{fA+i2j)V*5LPLuLtQ0ss$le(K z#a;0)_iPL@Q1d@<2mM#DGco>qu+RKEcc^PVw}zrzLL77$rgaHSNxxC`ye9z=+Y)+d zff18gE(T3vQ*#qw$SHctpQ)q!*hdnM_C$8U;R`!yy+_3pt1Q*EFRjOz`TMp%#I$p zdlc=x_AdstdeYiADKva>xRw{9A8nk4UOc76tHfk~l1oj8HOlwR1th{4*W<`oe}yb^ zf^`9Jn$W~7-nO4 z+?o)|&&0ZD;fC|_V|vr@hw4iq=azEDw-dD(Z=doY6iA*{mUG|s;Wj3sUV&RW4<}Oi zg~@VL^oHAtc{txkK9$x1vd+yi=e`KKwd*>3Qen`(v~^w8(XII*3VM9s3CbqSv&aq- zTuU~eiXO<7J#0*732Mmxi zcc}*L(DC1w$dLqJokFB_I{&cQe=oR%1n86>y=*>*??1~n)|vpuoL^O5lz?46b`&fX>ENi#E+ku(x+@&64DmIi9YVe5f0scL%LZXT9$(;dU7{K;WP6Bkhbv#rx zyu|i(o`46GXbD^3gk_A+tMZbm!jWZWZjIm%=?zYbB%Bq@ZiQjlCX#l!C#=uLp%st> zKdk>=71Ex}ki??UY~oR7!UYaAo&~}Ta1ezskomB6bl!vIGwRxR#~r)YGZh4sw%Pgf zO1xd)>bGWa(7Nhr6Sl!}3BQXo4x|fL8i*XK_XYv;jg4Da;!@E+pBBh>(M9#UkDs+o z;%P$Mm^7NyuX(B;WmjbZK+k3!S&?23G{ql6G;Y3N|MGtG*E?Aeaqd6u-TvDyYm&rsi<)a_3Lc zx!4RpGs@|GmPE@3l_5On1IWcQr3NMiE%OIi>?I*I+lQ;A&}2(K%Hu}cC2xbJ2_>ke ztKS~DXPhObPhLHVipPt*Hu0p_vrs|H+0TNE%U|<7OcM*dVC5D& zd5&#!{0ea7*5olap-PM&I)}9~uNyeoN!S)3p!j!-4x?Isen>P~X3WBCwKI@1vrYI7 z(YYaar3M^)$il5MB5qTVUqFqoLLrS6X!Qf{^yOb;oh29%Be-ARa39?DDd?8P8F>lu zIY;3pZv`Y?gYLso@u4U0+Lzb%zCJi%o{e1Lk9e8pYvCV2M94e2KfyCZHluGM;XVkt z&)ts(G3$R*MMae%Kr=eD`m{&TW-V zoe2F5uD3(qNrGR-uVRifM!f1SPI``j6`o)|RWGo@73O)xdnmzcl{?gpc*2IiX54PD zgU`nO<;%YapB%~xM&bhqxR0wlo#6W0F`>vJb>mI5nArXpwG>6_z1ku5vmKS%-6I7D zeigpiGpH+R55K>s4DO;mU@zMPYEGoDH^Bh5-`F_&{9`rxt&>j7B3*-xQ;Fnb+y#7dFuV(+zwN9{=|d3FVSUZ=*C6@CLC z0eQXv9&CJu0_gL9r2F^3+N*otVE?I$|8MO~|Dk=#`#Y-B-z|Go+%|ZieF(Tn@T%BJ zVX?$b{4kSiWU?$_L+AtKZtpfbTa0sG9@9vHFbEF7P0Tz|G318qip#g+h2;R^30>}~ zO$n(XQw%90e;@n1cKdMSbDega_Reug7OJG7oV!C0!ba~FNU5GoFlS-nZC586PcdH! zyfK?rwYV3hW-~DHU<5{Ha_o|sgr=zkl96rlFw!JQmcZ;YhKa=2$(-eoo0yHlw$3!? z@0h_g-8CWSNbS;)(R@-cY85D={fcPB&Jr3YKlgQ9923{7lbQe_@e?V@y_HM+OsqHz zOEXOJ1HZiIi=QxJ{Gb`uY+uMR`qo`Bk-dGxhM_q-N7& z8gn(x=k)^|0eiAFjApoJ6X2=G;r6FtDxw6We|wd zMBZi3Be@URd)%4Z47afjyL#Hz_0vRK{ zTGup%=xukoaa}WLX1~BnZJBr=dmo{Qop5BmCrep$+)s;`ITl>auZn_<)iwNN4N`uBy9 z?YWLcu7w!=)&cleqc3@tPn{Jx*3hT9jsaU60;PI6L+J1%Eqn65?gron^La;CuaU&K zmqcwVjNs<=yizRD-xF_dcE?eny>;?PGd8lBqmUeSp!~A17m(Fj93hDgrOJJwRLI<;aNH6;ilX?)OOj30*}a4tnNU12 zO3ORhW2_oTlo_g{loiNQLWEAsjxe`I8@@|lPKEI-s9jAJ+nFHKn_OOEewQC8%P(Aj zF6*rN=`rLat}Ch2uz}4hsWK*lqg8f8AiC%yKUoE{$s+^*Nho=oJ2VQL1-F0_VKScM zyLEB>_W#?(|L5K07uJu65wL4?acWNLN%B}Oky zc3PQGegIXNt2al`RQ%h`LC@ zMU!gPOXgBa%C1l*w`^&x+n@MBmQtg8xXw#08=Wb=a-&L%LBpD=9;QzGK-3q9V%Zgn zI$f+rq=AZ#j@~MDltX4%7Ah;1dSQ8xWbY7l1+|~#U`Rve@;RScm^hBM+DcudS-gvK z+1q7(Bd}t^NBgV{pJcez!{ZJj0_gTq{+>*2-rVbONP%j`O>)s;V(}d5anz8zUc8=-U>Y|s3`}5>Or7Ums{^bGj# zvok`rP*kqCO6`rK0(vfAiU?2H_E^;z?-RJiHOv==g5VaRN^_EbfysY&M!b?+PG&btd-TgnX5B&N!xNh(Xp)kG)c2F)z_j;(R-K<1 z!kDL9Q7}qd5_yA8*z~^~s$*0?qzEULixOT8yG_VUhmo+kdDyagMfVt7icOu99MP7~ zS`ux|1%kE|ArSGBPTy}M?8Nq258;mQ?~Dk40H3;)HK~fL7n-T1?lNo0^y7YH6Dl{ z;7+r{D)o}}K*&U~%^Xuk&^HB-QBeTIt*mE`qkhX)!miB4Kn>9^x3lYJAb@-^ zD$eHib9d@EV43k)uLyP1-tfu7*G_GMFu2*Md07R~2&9r-zYt|u%Fj%p@DV7;)P%kE z$Q-x#ODQ}S_TtS+EEWas!9ZMl8mWx9TV-Y{b~;NHF-h=Q8$T^^Qm>^=S(#!&Ha zi98wiK0o*kVs>_?nnULNz7pgsHlb2>Vvv6@DR_l4i$Qx=l`#xTXRz=MGGnMJdPI%6 z{jFybYNUD*ggRj9Lhy*S%RDtC0aaViUXdTt;`UmgLo!fx;IN0L;Bmk0=P6>+5&MX# zz=3IbqebYNi<6y*boY%VD{sKMD?c4x1Z^aj(3#ak`+@ym(eD0NyAJLLg4+6@Ua)wdD05g&PbcA=dgZHHudxnw}a{p;~l6 zPqF*l$Vj^FkaiOaPPT$K9vf*wF{B}O`9`EvI)n16>|!4J^Y4~@?L*V7T+%G01bs6| ztNbgZ5zXsk{}&bu@)QWa{@D2h2AKVgpxc2zaAy|sxpbN6k(N^*zjy{tnXsa?y0X1+-&ndbvC2voO15 zc5P-ZSOwdJF_l`40kQ+G7z=ReuIn}4O$BNo$h|68-_0><-q~1bI{Ut51#jLbTwoww zIPzg|8v5NbO-F&n(CXW*y|!7Q3TZ5EeAQD6%yVTu+1rH9RD-KV3n6~Gh+BUKWYe+uBe{4Iw9wYoqCAeBK4~M)^U15?!$T5@3o=n zwDq>INY=#s2=`q?d6%d19eQL3cVBb*PS99N=}GE^WpIAZs|KcWx_xK$3G4skX)HB* z%*%gRM!A16wOUt8RNa$0l3Ngd^bWd3@}3>Cx>8X`_}tB(HIUz9BXh4zIAnS;GmlMs z=5tfX+U2wqyBI+eFH(9zb1*aM5!l;r{V~F4A*ho$%&k10n9H4om*8r zn-m!W^)4k1xt#9*Z0KtLViz~33;QSR|2?y_viwIQ|DVwgPd;_x9~`^KwO~1un<~8h zB`D&H>xtFCqke^c4_k05z-^cf=&=sjD}CrZmf5iAEDl@g}3tmkSc_teZKiUrgvC!C=- zKc=XdQfV4+2b7;cz{p+jeG+4dG`4+dqU7(V<@)h9D4HY*qYoAFPZW|^kozTaMj34M z#veBUAc#t95i8ir*PI9lkILeXin&~N3jprG^P`Q%Yyy=ggE31kytxeP?%IqJ+AXG3 znxZurETsW!5v(`Xr>Mm%MAXp_3Ykdwg9Bejh;$D+l_O`H6`o(ceEDBjjyP~F#&E&A zhWqa@5&Ai&9GTxS#dEQ;yeMq@bwF8mA}4(m`jp{ql!tQu_2o5hO&+kP`1zYpBj)O_ zHH16oo#xvQ6|^lC%ropd$?AA4a1n6gP;A^Lz0?MqdVtITvj~Bzrm5a=p0%>fjDU(D zD5CmN{E???uu;PZDD`1P`cB4OzjAhIxJ)A5&?x83(>PB-ukGNmtxJeu3ZD6?ab34h zd(nWiE==v;nkl|JvorS@1W8!(0k@H53i-Lc-rP<~v0=fPiN~&B(X%tZb;c_><-r`q zhb=4h=IvTT?~LXN%S;zNr`^qfEH`{Q8o5N^u0QVUL4Rhv6&QH{K~fr&=;4Ce8;2fb z-vXRzD?s#+{l!^WgS(^vcIgylWv*c9sc36Cs$fjA9NRofK#5M1TL@@N#2TbO5&}Ry`G$MK#zUyWGNCH%9Q$;}yXVSvX$)@G_1XP~o2( z;AsKkIlhf(#P5q8wx#)1K4>?@lq0MG()O1>HA|2b&%I|n4cJ%x<5&HV9(xQXn5c8_cPkq|JZ#EpE8GfhPKCL&QsuNg?gK^}48tJPwllM(8)u|2ecD{l(tZ%ckD)4?{cW z|G6wX?fq}hV7^>$t$a^C1mE2jSm{f!+l2J{84`RfaG7d21HjH^(Z{9y*4_D&1nlga z&;a*!P@NGBr6^XCs|}lCwrrY~9l&6%)-bZx+ZVr_G`9g$ed|B9|651LJM9>*t6j#U zTe*v=Hd^?$HwG)(Dng!6ntE#}86+}98fNNk5+Q;BqU);e$q-x zA|^3ivU5s5$Ii{oJsz=_LrRLapHA$z)uL~kW0001R%K26?jZU3xvEZ?fT5-`hR$SM z>o3XlxuKGGyF1d~f!3(gjbkn%n4;=&!6sr(0aeOC}6goAZ zqi37QS#Y<1GKBOr9RxoUd~`$_a0(yrUFt^QwX4XzKj_$N_&Oi^8+F-%j?o+G_$~o# zmDi2-DL7^pwd*p3BU{!QFz~`XFzd8`hKQbWAAeM{feF4Em*}L$2&|jVswR?1Wbtg7 zbNT7JvXks;qJBHrg?P+%gih6KCOB6h39Z)a;QfU0pS&>4Nj!sQ^6|E#Qq+%E#vOLw*c#(k)W1wS+UDM87twA9Ldtre#9u)JLrmma=`*Cri4m{ zO#n+T+tpSTEhngGfaHl2;NRO;Re@~veGv1!zY9%$3t@LsA8{q00AEwskMPJn8h>1N z!jsH`4x%!6;h5_j=d9UmV&xaMg6mI$?8h40Lqm3KF{rhgDYX9huQWO6!wd#dM6}|C z{1CQ$`O*&tzKCf)JCsYm#uc)L_+a4{ydsU^6Nj*C6q}-q`m0z(HoYTx?@B5HrwV%( z7JFfaY#uLmt$XEC@H?`97M%_k&(&COr9(X$CBcma^H{0>v`PVQ?}wf!Sn0a62Vgyf z>RE=vN<&hP^yHH>g?|2zqx`>Jr1SY`jjH$u@Sy+m5@zZ@_ixD<1Gkjw7}#V?#qqy_ zdYQOkj8W`d>Sy2&O;V_;=!`+I2On$ci6`VBeMP;ASp9{HF*Z>;3qz~{4FuU4Z1frG zwj{$GOlsi~HxXb(d)oNN@8>-qhs)8{Ezh5Mr3)&`CraoRQfZobO6KD~(8%WNSzyzo z#A=Z)4l-3L7S*UULh0f2X3fYl6hc$Ui`j|AhzxHB090A)unMIj#H;wE_tQkh<_f7i z?CU$4{0{b^DN)I+xz|DsZ@wsx-=%`u6bt??x#{3)KPD?_eKgWwtTAGJzf z9n3@j(Hp(kQs+J^` zF&q~BI}-c_EqLYoy}bQ^b$^!o=)m7INfTUX&gx2X<-oT1dI*Hb_-y}?3o5EbV7qh} zl)ug_8Y4yJh^}np2%3gv*nE0-HUVkAI-Mqwtw83&|7_YbLs5-!jd+Oq&QeQ*#ck*E|c!{NZqnaWRm9zB#=7hgLKbOUF>n4s#;11}s$LJQmt ziC8V7%h`*Sq`WZ#7;hi?c>Q2x^d-gRI9K{Ru-^^ewRvWHX1fyUP>xQ;9y$c3F(Ffs zyoPGi#*TuwR?y~chYAb{H5_@Wrt_##8xm2E28b2ltp)SAvEUbpIq_-s9?m9EGHv() zZ*FeZO$$HFdD3wim0aD2;6K;24o$ivRPlwgz5eulk`|AM^vOsjYbVns)+3#5X-lr% z(cSLODjyH(C{ue#Ms++N8?(jihAEFwcn^j>t~jmv-q(8v!^*dPL5E|2~r9I|1 zI__atZpEwD#SE^n`Oy!UR!}eUVL{$B|4IByd-aO_>z!it?7*?s_k`}!hzOA2a&F7` z7B2*{wV0>+yERfc>F|6S#_^)+b1N5J%?~0p_cJLe@eNy zoQA$8T&zKU4H6tWW^vT*&t1f)e!rjtC<(o1cbEYXA&%CRP(W_K_h-`m4TOKM{ptV! zg!yOUhE0K|;$^ws)BtJL%cU_XKyoVVnL2MU{wMZ(GBePy`Xa5%2fv?U?`uwzs{uzA zFy3a?u#_fUS52Cfaw1HIqnB$v?rOMlK3^7|80v{-j!AI++|I9EjtPOcfvxRN(AlcBR&)gOvI{5{!bOvHIG&4;PZ zXovn*@684{pcvo^2J4q!|MOl^JCJm(TXem@qHh^MnXFz*teh zZ^XZ#3uw6D9WjLSo{tkW4G$GO41U4|bc8KxOIFO47e$EtoeH!NH%UI_gLP++#s>kI ztRX~OYszgIrRLdE^h8~?+Pm&aPcGLPT@eF;V0hKG9Wg``VwNlNe=v_WrYRuVxKyHi zr%^S1zzx~oTMW`U@>j8%1S*(CKwcj`+Xp(zo!Q6hVc$r?l-N-`TL)yd{E5;=xId*@ zQYjzwRTKNxw&dT_|ySXWY|9Hs$xen*{^gRm73w^j(KrHd7PzRxTZFv;z9^0;6Vt*r!dET#D8NgW`dOgR@s($I6}SX$0J& zS6}?JA&{IQdm^4mF*&Se9)?13EV=&J34UknN8RMK`3IGvnEbay$&Tl~ieKq@rOu=^ z{?~J(=bx>q1xn?xw-JB10;HxX-h8hPue@r>zEK&G3QE$F!LY?~p8T*WOe9mm8SU7} z1PhC^I_xH8Tce*EZ~B>AOoedz<)PZ;0>6FjtM}g*QOq#x`loU+f>`TNm;qAY7MA=q z=)qB&v4YzlCOPTtHyGzF%C32;yFZsnt%miqDOetYt2yj;>Ah-6p@-nk%bE^yYMzYkAD$?`5Y);}uiG)m(R#25-<5WmVoC-V@f=v^3{;T_a5^`HUrK zRqk;44ncIp$Y0vEC-Sug$$lF(~i_B|}3knj6E z-~w7`mMF*=ju=f-c9QuKiGCbEi=9`X#ad}UGKzS`+tX`y4|qy%c~yXwVPcO$mN0RBtH`Fv zLHy#3B%4sVIDbVV%O!(hBQJYt7)q31^!vwk?*Z}Y5qkqgF>9dYkG@u6P+a>EB!`&411WJuVi0m(L!=@C0=W*1lAESAxe7{Cqp0c!*i5C){$6$%WpK<=BT>P){FypZEx_?mq-=!Sme_o{dujM)w zf3O5NX<)V!HV#n&fdfexL2Ut^4@~G`p1|b_Fm!aq)oVBkRZ6z==f{qm_M_RFLI;(s{4k12wJ|s6 zUj@q6MT#1$12(a$_?60al0);EI-;ypKdj>2dt!R^l}i$QzytL0Ni@jzA?bU$dIsjz zMxug(f?l(?UrLYx;eS$~{~uxJ;9cpuZ2j)o#)@s*wvCQ$Tb*>YVs&hE*s+~-k`;8^ zv2EMM%_PFog@Xk?Hvu6DsFecdV`bTmr_^iTGP$}^u@2)BpNixT~h)Jpx zMGNH5>+M%ROK5Q9nHzQ}KdXrX@yWPS4Ju4rr||yII6qEMnsQ z?YFHw3gRgPg6@_Mgmq8D%~5MD;T`V=&J`Q*>G^22_QVrm_d9utw9^`f-hQkkK4SX# z1fwr*zoMufVmC~voVGgxk^{Cw+QVA8+6(kHIDyBSJB%oQe$dSwGkPuLPtDY=Fw>P^ zOklN;d>uI=(X7Y2>%vUU<=6s>UnAAd?EwuHa>68f*pr?NT^$tjMaWAc4qn-J7~xhd zB7t@K)uGKf#rgG%nUaW;HRpFdbyDc;H#6ZTi52Yl3G&GE{CPd!k2;MX(a#5M?5Ma% ztdP+|l%tp=p1lB6qKVh-=3C`Z(}F^R z*Ti62Y$KAifqB4cnWzA~z`~;PZk@mli>J=4Y+4A0KTNL2nJ5)Z(bZTSWH7Bl!8U++kQif%^`W8+XTV3)Y=vL&6! z8=l4*lu)7v@N}LgHoCVQ3Eqp~d*tO0iBv36<+}(?cLAt?SBw4T95Iyh+UDn)tmuu& z-wqJ3(@|72xun$J*o5p}5k8NUP5^oa6k^9Nd{Nj_AvI!*LT_sPpZ8(vC~#Qp7ryb^ zzOkn0q^0j?OI-kW_=0h5FE0AmP5A2gn*#>x>Zx$OJ7HeX=e7E^@1ZeM`D$fvDQl7<8T;z!)XG^Rhtkki`w|499>Wt&(_I>tX0bT;-HS7;WMy%LE}VT3_K#cpsTon@CDdrs!Y;e$te^n%xHTeVGOJ} zejL$%(JJ1&3_dKmd;a^X`@~@ljad%ALw}utYE=zdIuJWUl`&1>mMqJd=*+Z0x%wA1 z22&DXxQvSWqFgvlVMsL8j@GxAR#73;V0lB4&)(kNt+pTCyQpjg7{y}GM3_p#U>ucY zK^_@(%cszniNVeW`8LBUUp|JQN4zvC&XiK!fG|-@Ur*5?4A50qQ^t)N zu_@EhunWO29Hk=U1^jQRb&RR|N@CGm68bLgxO+B>af+_l$}T>F=7|HaL2cRr^8{4X zWUdzO_}B|O#GC3Z8$m|FK>>dtn<>Z3#Sv6kArn={&RKD%@XFyc=&fMz6E-`V7zp_qHy-1mHI<6}wskyezA~ z=H|wTFc9D^s)px}_@6~h6oLl6L8A5&ul>w)nlVASWjtSY!4P9j25Dyha&j_q9ZhBv zABglcg$Cx(qF;xN0C3r+q?B-&5h$W>5%E|K{C4Y;DG?&j6S$DmS;!-J(Jm7;pU92*fB+pj5pYyEogWt0?6fgA=Xb8&o$_!Zwopq(YQ?Vexf!j9m zFk^HIO=InYEy~ibiNvPIu}gVO=B}oenvt3H?204hu$c9(@eM9fJE8On^~t@*WL!515ik$u#&8R| zBvDUE{BNAIZRd#q#iCf{yb-xRl><_sy6B6#`4r}h=k}&~^lBnHGd&W?#V}I=aZP+# zzdI5j(dth*(JkLoSP?jr@u;4C-Ee#3qC3K^zF@;Ae-i)ZcIOE&mXSAZfeR%Bz4VO| zFOx8p)Lhw)@s*kknTE56k>;qOCPK9niYt$mNlmm>zXWlGr0PzBfbfOI%4VyG;*&P? zlJNZ0C*)?d#uULmNYY5v0;}Js7=7=5E9mtfDnB6?S^dAaZ2viE{g29DQ36GJoRo7y zSnCy%DvvXQL`u?;t*DgOUy;$5y`$NTiZ`VeB zk(Mm3hVY)h@^^>QAlZo-QdIvi3>iM8T#uk=3#?hFc8`L^v^|8g8f|jz$j8|_DX;gnSzDrJkX#Qf#hOb~2ETI% zf4Z(a9dxDt4G71sqQG94`nvXVjigUi!&-U3APJ<0ulO=$HhMc zbXFCQvxvbj4>Kg>=?Lc`M|eS2DJ1f4QypC$J_6jdKtL3|A1eRl|-?jjT^fEzTI?*=$y(ewEVNrY>UxvN4!t-9p z-8#gBjOs$2WP4E~3xao^cVWQB@<@b`Hft(Yn^{neL6k~gr;ATu|4x>^r_B$Dz!7PbvqX7`yMcMe0kyB$AY$aA1X)-+NDFsD?-< zJe)54fQgEM7eY`cZea?M7pxF>dWfsTs(^_E^h{l_gtUR|VmG;a4J8Veg|x_$ApLP_ z%dtdO-8TBc@Osrc4&jzzLxgol7nhJxnvM{!A*oOq!*m{oc|)=_%?q^zM9F-=rexD@ z&=qXsq3{pRSy7gH$aLIfONJmdSsmiK51FnWq^R96J>zNFlvX7bUf0j41u)*)S&RM> zoQ?%M+DuqG-7mA0Jd=7=?8N-TMrk9deI9UdkU1m3q<_LxTx+GE)<3ZX z9skr(-JQA|27`{hryEpi*eQ5d89i)sN)%qixMPtcSER}N=z#a62gG_fh9>N?;)pyCfxA+;(?&Py1 z{|TQz@%A?n{!y9iY^XN3Y)@g7G?{qg6n}P%9(4BMKt@=A-Fi8ADE&b2P3K4NK0%Z_ zzqo4 ztx=084Ydrc2O4LSy`jz!X8yQ;e1i+n>8BGs9uP_Xs&XjAigbR);r{Mo0@iWvCioL6 zGi1Z-ki3r{)*gL@(4rXA!nUQ1z*N)ghv5!(Dm!FQ538El1O|DuYL0czGzw;(J8ww_ zkgo~p7&Jev?E3WmPa8L)77rJ4$!U{_@A3BoDYM{Vmmd@I^@uJ3cmY>eHHg~wnUzr^ zoZ5|0HuQoX@r`Ln-crjVn6uT}Bd5PQndnyxtf9fj0PKL%Jlj^r>NX?j?YGC;13Zt5 z059DdZxGTxbS8vu4S^~%1)U*rfYg)0hIRKX5#QCa?gdx?MeDP8FR=5R%eF^OCf}z8i72B`TB9(JQW;pb_&~Zni)y5c%I$V z<%aORQVR_~9UyD)((n#M6VvnQ@U}#Psvn#Ng7^{qyuba?jS=C&!=B3TacW9isuwo( z%A%lg=ZhB69myw5HQGQL3;3fKY0PhNo1TZz7d)dPA;trxp?5Ny0Eh6UxnYxz7a`2x zX|A>yuCMAx6_F5yLvs=*a#x&)76~q|LCj|2ZhNf?2f(Clm{2EzN>M+Sx~d-~%6lIl zq>xP)bHt0#I~V8$&%#xCn8_>vtjnTx1;3nXq?pEVzPFr!0*f<3q4qb>6|TtIyk3g< zYIt-!7@k0-;EIO`03*ld6N`8bGc7O&W#!T7-iT`{N_x}PDwwp+%OQ+wOB0d#r_C0= zL~$>)H;kQ918-xtbeF?dt2$%&!h1Sj;88)(N;-Xs;r#ddkcZ+&#q&M*TT-e^)!|;= zq%)c#H>o)<21+|oC0%@y;!KlPY8C`nFi(Fg@ADsur;k0}|EDYV|DM;mSpUtd_>bb( z0iR=&z_5`E4080~&6#Innb`?PT~?HHNDoEtHmsq8&jB;swbaH37%`MQaI|1C&>}sA zg;j!+FeG9~^xvVq0d~10$g$9vdOsZhRo(@w+b8y2?;krxQij;nrZxOzGDHWI#^hB9 z6*Z~9Yh)qFxX9K8iKR)o#;TXeraHsW^~4&d1%F(k4#9k}>5Zkl<0s(@lxSy)9~3A3 zlVhF{5E-w62JPIENJMCbjJMS(jei}X#{T6}2s;sjRVIU9tZXQWnkVG?T)*|^PZBqL zI{%dyx17A@&)+|-wtCU)LhAUhKqSxG#{8Vuh7MIc_4usQpW5+oA1}`sCf!?2{mm)} zpp=Giu{88AMmS5>{cL^n9PIiU<`365&!)h)<1!t4w#JFa#oQM=l2 zZaV|9LZ%adI>#Ik>!qBPZRnecvtWG@gdu`)JX&W&Fqz^#&9BfXcUoiktVkrFlUno; zJd_7b|JWhv`!s?oMvIW)u>Hl7GvXOf;BY{;=)s!((gI(wQ#_r0MKf`D6NV)DI7t@0 zr-838;bxWhQqwD;Xj@$A!Ra%Miscl)kk7ZtT|eSlGgOiqZs`C!*nBX!=FU45#v3Jw$^eOJdX4PsSlT{d4Joz%oH*vesp%cV^n1h4Tt*f5*{^G{ z(KxcIQD9r8iS`a$g2lyV6b-j()8K|rNh7Rcp0~S2TBQodUe!NKiGasobfx3Eaq{lU zx}1$VC8cWBgZlc`mO%J1g7mH#M=F?zysPmu9qB^GmY0rfWvcc2Q2|N!?)8BEllAA% z=d&8B{S%Ml9ICGw1kiy#GuEoE**b#7w?{>D9NOh!Wx;hn0c`HAJLWl|vN`H#TF!#b z+wYM7Q{W{(tge2*fYh1{u!fEdWm@cIMWPB7A|RO!LL#8HdMO|!qgJJvMZ^4yF&Q)Hl9Mw2G!8&t}WE6a0h}; zu5fS18d}#BR3CWarVu%DPe(ONm+v%NDg4}x2mM06rko-kQ_LqWZl;j^({DZYs;frj z;7E@5f;rt^5kwUsI&>WfgCh*H-=00<`mPF)4xgEkv`8`T>(^X^td1VJ?$i`f=CRHz z>v(&x+VUw$W+3-|PGx4dG6GhQ-jP59sqxS&{xt=0f~IUr$4-sUl- z0pX9n{dbHFRAG88fu|$e26YZ0-ACg-Kj%U}GWKgv;qCwzImFSP0qc)VNCR-#G>QcV z*$frgk%A0=bj6W}O8B5W3h9XfFaHno%~1;2Cit4l84wL(@Q*uGC05UshxM=$2aHHQ z1<|9Pq_lQNz@9W)kYC(=>dCoPw+tbN547>!bUp)}I}Ci#UdSC|2nWT;6`?0tbexxS zkpN6&#I5x{A(>kV%w8xZ#MzU-?fj=+3G^BUC6p8&94(F|l#0&1dSfM2Ke6MPM-Pbi ziTX9rMS%=B()k_T!<4Qe4VlBfApAWS${uDT7x{J zey^OHE;JJ38_Vp@AEztVS^NIWoy*;R7ozVu`^{A3FrD>iCinKcgN;_A`K_UPj0r2h z1Cj`*4h~td&T9G6&$4LF-jeJkE!=s#A3!rHq^<(N3Iw0p56>Uaa}UONoBfbK6jz2g zA24ICdS2FCh@q;akExhjIP7>tHKAsymROfj`gt7A9ey@Chyb~?kA$rvw@m3gX63Y` zY1tyOa^~kqi8c33#Xl*Xn2u%4N;?eQwD;ELK|dnDbYgb=F(U`j%;ExPntR@rG>NR@MtrEizaZPa;afs!-Rg4z98fCl!hQ-nNfT3-RUcokLy*eyC0qv+`FL@9qR z(m=frj#9{sP+YW$N<1&iPB}+liC@*MW4;kOoJs-Ydt%yeD-LfTvXLEIZQMWadq?#- z9xA2LypdRxS2NTV5TSH`3II4t#R8Ezi+EmkY6!Vc)!+SLU;kvSA-LYGvAW^rDe$$L zh?Nl7;pmIOUJ58%98x2~9S7t7X<`>SRtOiXOdQPh4C)fwv603NX?}jD1Hm#X7d_Kk zLOLkhbNYn3H}~W=S-7Qiffo~6zRsrbZJ=6r<`yFaUx05`%(5Va(U*f_tjUy}dsOB> zPU0S1r!j;)FmlklkIHFrLdiJwetN|8;=z6&K1k({$9(}gE}sWFsdL?^{eWJPl7%Kj z_T8Al^!3fATr)*KhPX-@tcr^6kNvre$QJSgIn^^)%% z6pVZMDC5Ws{B$b(;yJ?X=jR$Mf){2?xfDm1$c!J!yCQM=Ys0F9O|_ooMn{uZvlf7q zrGBRq#oVy>wG179aFX4<+ryOtIB+NW8li)bevavwW%El}Z$ZFtE~H1msndIX9?*op z(KzpEbg>u(kIu)!Ua}&)Za(;Hc~9xi(^z^=->veX|DvxlskGLRCA@fSojMC}0BK9J zit?MuroO_})Qf!8)czf@uji*Hbq@?MC3Qkl(uX-Dg92!cBv$q+8*3iD6X9t+zeaX# z92J`DD>I%xOgnfEz&OXlVA}>b4B8;6q61Dw4q{;owi6d`=ii8ZZKs-vK2lrjFUHMo zXnnAYbp62~_*pgoRSc*JoMQj17QUbymFFS;_CfF9G>x};^UGYoxLmfbJjivm>&V|k zEP`C)1|`_YOZmG9|Ht~kGXua=h<=CC8a_C(AJKS3F*iF6V6SFC)I!-6$>pd8J-!rq z(uL3Geytgje8E{YYKySuP%R2uxRTf#LU7I&?FByme)ZXqa1o8a_^v4%E;2jpdMPd$ z$!JfpmmxZ~98teMPf;E|vQD47F4f`acb}1v)<$-JB_%!rU%f6MFOEu&_EW*C_Tg{H zx!n(?+gZL#{gXq-{l7yr|J}m(;!om-qe5#5>hW{$C1Aj_n22V@Kq=;oB7KmOZwCfE z@u2IeMW7Z)LP?#;zvH_Y2coz-hu;O3o5EQ(K={Gjed<2v<|Zs;lo9^-*-P99NcOt* zxkHI%_h(RtpMYW29QA`Yr0lA5nIze4eWOd6>Q7^`qsQ#*%IST&h46$;Q5E&rPp#q9 zs6W71D26z+L8C_T_UudKSW)Y%#E+KY)C4Yx1V)de+GVwClg$afJSH-ed+*kxQ`9>) z$(kiJ@y81vGkZ1d^CPBrI5qec|F3wGYPg#q2BW;`!Ng;k6(T{*$cQKoduRYGkVf{;Uj!?zwNh1 zHu6`-#Y?_{X)xs2uj=6b+>MZtH6N2WDLftZr;F2y!KQMg(>$2V!DWq3x>>Aj_56XY zouFV`p98iYe{y|sRfToyQ>K;|E1e4*`6ZRd!no3BI+~YRm3<7m_B5aOyEW^JE{rQ# z^FQo2f=AXTYzlo`m|;^*jEdkTMU(r#J#ewQ@voeeit}AuU5rX{fXPXn?XwE(HCK$Q z4+Xiv)2;eFRy;&_{Z@idTXuD8qKWs7D3YjTZrAj%&6%p*{041=k?uNVpAw^s4U4iB z3_zrM_FFnH!m88^-k&0XW*p^})K8YI7AzjZxo;$IMRb(*@W977PZ+2r76@nFd2dRD zM`wP&eM(?ren&llkV&}JTbail5|AOssl^AP?-<($d|8rZw9CVsbdv-)(Q(26nFx>% z6O$|;0E~y;u{ZnyL_cf#4=$yQv8ejqLduqr6v<@UBaAtvb&F z0kaMZ=L;mUXs)r0u;O>C-MxYW-UvKHo6t~oad%;Xk@?x!{^H#lil;d za1BYxuMB@!PX-RjH0dnIG)=ZLg`kx)vz!F-X({5lb$Yr8WI8OXSSV4W#uz=$_<-)K`1@fZ7uWNx*b zpPp#wf<8-K!s2=aS1HM4L~nmvy8Q)+H%BPx`9J4%?*Gi||COSF8U`SR!D(sYQy!4Ft0-dNpp^-^$ z3r4@*gm?a}7ni;@5S=vZ|&v`vRYNn$gEXp#|W_T{$| zPHO^Pz6?7D`Lni@J``8@L-i4uf7nB4)I}i!Y5S(IkoaqozZZ`+V3;q(sv?$!`#FTI z+;)>!K1N>7*FXJJ*|miC_A=LIVEHZd?n(78lqoz+JjcMhAD3N<~DiRd|~l!R^@k+aSz_UPd(j00*Ly9YSnb?LX8>$zQt z86L@GG=!jS*X{TH&U1q;tl(C7a;0nB9cD~Pb`(uCKjOjd5x>v_OEHKo3-Oe%=fIdz;3n8R%eAww)zt4!u< ztbiV4f<&%IU5l47PNJe&JXe1Fsy{qwYh>Z_XQLw;#i3E{Dts#bkEaEFM{n)Y!!>a^8*GNu$P&+!v z7YgIQ&y#%w2tp^Zy%L_d+*=w9N*q?3q$oaAZ^`YOq-Ihh)^FC<~3 zFBr5-F2z*-N#rKf#t~1GbBQdH=i4>Ki1V2C+v?{aN-?K>d5ui8=br_9pqT75`fX;U zEg=|JEkVth*2+56%ons=fuJ$R@8YPTFdhB*C;AKMY_-K&HE=y??YMkyj2!!5DQ7}u zM7=&(3RpxQ3;k_vk)7$^{}6h^h``_LzA4gIZz^lia`KZGm43qG7bN~{ zZ2~nz)|PQvH-t7@gn^zdHG>^4Sj5;EPa{$_G*AI8?)>B{Wt71fC5^Xw5OJg-MH#E8 zWEqJy4|z7zk6o1u&SbsR8qwrA%rajsa`7DfxtT_a*^X4h++o^PuWp+Z5#zm+%trmHEmsmt}UR%G#eAY zd;~TsVIpA_OadX1XF9?)(Ana*o3s)=m4|G`3g z5h=w4iARYpEI>Vf;SIXpjq}lIf$=HEA`0I^0o^wjFQcPM!!@CekV14o-?gkRqnz-n zaj<0s{_^V%FB=neiZDQD2!IYukP?`ok*eAMw*90C2?klBRm~t-(?xfL)(jzXPQRX* z-}n4b`ce`DGx=+QVVML%S8p6%9}8kNxs$|{B1pRSz_$SI9vXnSs0qO}+U-&P!DBUO zC5~T0!S|!tD)0X3oXe(aU>GI5cNK|!grc{Ctop|pB4zV?;R_T5)iIy^Fgi??4-)4d zJLv|{`Xwk4=7?-}3bNv;4*2Kxa}bDc(Ln}1C|B()v!qt4^99s_jEb-Luw_rBsePM6 zU4+w9ybh$|tzmU`P>0dgTaaG;6J)f<=zH3P zq?@CDU^OV4n5*RS#?#~Ycu{--Yff0X`jzT}wiU*Kq{ixkp6m-JupY4X&# z7C05(WFyt9c2yq%cBQc7ih0;hNK0Ksl_;F>eN(6l_-Po3BE*n0L7!K^@a#r#roY5| z+c0ysaA9~|vnNeOQcbGma$OAI3&=8bQM}^Eq>s>3tDxVO!Jx&d)>bR@7cwjwW-?8c z{#eLq*nzwrE#+p-WpVIW>azg|k|G!`1pticZ`xmm(&cLF(sz6S_9H_>(#xdR69oX9 z9a5||RqLfN&e0gDYIU-C`i9p4TvrX&2vLIqO>1(S58B)^U24}0DOY5^)R|~8z#9;6 ziRF_l$3l}%c*?!2mpEk3@|FoZ(9*zi06$5-oIEzeY~~(z1lD&hN;^0|=yNJ4PIQsV zpBwP0O`uJLUl7(;QNjVXA#Q`JENJ>|#B|~Ju)U+ZKbYZaxq*SZyvV7H;%H2nHMilH z2dGs6aLaxQiD1ZjW|o99oa-#`HHQ3qNvcb(>9NQQZ)sG1uj$(-{)U*QU4-+dUN1N4 zL8D|$)sA<0?Tor!u-QZ^!J1EF#+#Y-me|5M?gbPFVUW_pH$$e(_RLMY{EZmq!3eKa zQ`bZbdCrZzmpc@A9ml@;Z{szHU0vnK82$c4ye@P|by%xdTo{?Tj$36XSF zSOG+iNSM5P5@%txUy2#?;7wB%3V$O zrv!2%BtG#D`tSn}1+OjJKj^sM9d96DSYEhkJX@%YVF(OaCs6N~#%u|G1Az490)uMI z81xxq9$Q;PD(?HLELLOPYo4gaR){t&4e{vCWr=$D{o2PNfGo9Qmf(Qo|+KR1!dR`;xuiBm8`Jr&LVF z`MCJ5!|@7kzmpc|US9uV6R*bNR~4C2o|o`;+2a$gide{ zJC_?ng>Tb#j$ah=0ygApPy$h)k&97@vtSgbib?H!g_#5rN-v~{>i_+uo4~|#-2NHO zerej&DFx6=qgIokyR$*sFur7V59fhb!$2h`MM*o()xT>^xnK|7qv^wi_u0qXA~BX( z&_#%$hB(5*=!jUs;O^S5f&0BS$XTk4` zz}`-FqB8D3B){&=nD2nH^QeTtC_Nr{ov~J~FN8E-?v~<~PJpYRWT4tYxj8hqun$ya z6g$>Z@Xv2W8cLwxZ8L0#%lFi!7#+9WDAHuF#!?DgV%r~24pY0BaV)v!h?&n<`Q{rc zGmYY6B=6qhh+EKSJ2fW5X5?u(o-4=>Zb*fP89I_pY!>35Z9~OuFFDe#uL!USKbJLc z-|($k;38jzZ05PIFidIBb5-%d{{ep&HCM&gFonn>W}jLx*WPn;v($xJ zgeUr))Ud621d%QX&aV@1WfH{VMZUCx@)pSObOOmWdKbWY>^Y4X%V2s7OAj%Bai;%&eBd8<*u{;RXWH>eI<^K4y6uT_r$E5umAd%__TiuOS7 zw@{ss-?h3>as;BLOZB=~-6Ey^X2-dRFs%g}3wM+un=ZK=ESe!g(Fi}@uzKhLuncx0 z)R7L$*)B+Vza>VH6Dp;kRefiAENd6^Yr^6;t$!y8KP6B-Vm2 zj=)iy!=A2V5AQ{lNTb)&h5D4I_qQOZ%6^o)I@a35Xd-WBsQ)}87HW>h{oNEEt6Cn@ z$q&sz;XJ-EEBF4zs%}svcm1SWNpf|mVmn3I)$%AE*QQaJ%BGl*sS$g*R4}-YD7Qq> zLh9>Yp$?~8^qXR~Aspk@EeV8@_z7$Qqj}LVX(>zRSoeTxy+ckigo2F#qj0{ zf=z@5Zqlt4)`85oy6+GJ?|-Z8bsu6Mt~{Fmr${{K|MKVlOYBTSp)77Dnh>4?$|C+_ zCl2%lN%>ODqy&;qdTm4qQau~>M7=|!{?QTPP7+u?CgfMsbqGNjPI1!WDh1p)to=Pr z`$2i?dVTcAe-F^L`rdi})@Un0`%_?jO?SCqiI-R zgc@h31T?;a1gU|-`J+K{@*QLn28)DlnbLl&tgKUS1t0DlfZ;Nk;u%Nkfo|VRC3EOI z+!ht(+q1wiyqatW$#vauIri-sCI9;lwJv48b$$7JYZ0f@N!qyVS(C`Q z)cHQNLv~PFK5>ef2^>Z}Y^Ma1La=#M;{Y=|V#Hocm#wqM#%=92lIG%OLR@NY{8~+L zg<{%xoQE)CvsHHM!sn;wWW9MRqy_z3Nkx8MVhYy#vTsIIP9wI+kA>VM4XklInp+`_ zrakdK3$T^lh1mPI+#>vHO9^Jqy*-4#*TNyG(iCQ0AMHYByN;4#HeuGy2@JXL;wB#_ zp$QPJVT!_ts6Dy(YT@)|Oee#Nf{Tu9r9$2|!ZclGrdAV*aKHEW zZ_Fyd_)0D7K`WAUd@bv*DMrtqov*m#AVGlJ^0emum}Pt{iZND7!ahV$?=G(>HR2X$fSOsY?A)jACF_ow2ehd{B*iXeSYp z)=#9F;V){1zS9;vN{V2Wq{J^2hQj>fy0yUHo1-qkw5b)6^vB}amJ9Wv_U#(68D($K zyLWFHCeC1-SF8Ekh4E=i!39!pmgMA+E6GW~$WwF-tp!}~-77H9Z_X)bTk@fe+<4!2 zW?>*h@LeK=p>x)O>BX8ie9NO1xs>%PuaV@!U2&3Z=^y) z-P@bWy7115^=o^nOfIG$hcrQ(IZKR6HNNL{wmQdP-7BX%?6bz&*CQv%=d5+28>N>q z1rhZg5RC>5$L%fB7j6ztnmWcv*%Vuu_==#4@aMlR-S$4DuACeR`%mLK&;MGwePCq& zMXBgy=CVK-Y*8Nv?!$6z{bGgTKR_UX^UP!kQV%g>8Y8ju8{GRibKqr;JeK}Vy1VP~ z+uaL>9t?387A`JCBU8b^z2@{eF+z^-ika&`_uu!dt^3|*Ir}^V>Q*sD=9rgo*#?+~ zHuNl3kvC5Ta1N~nrG?TH5)D+YRa43;#apCL4p1>4F>@Ri5IajJ6pJ~vG`YoDaiRmQ ziA>Q{HXZq!j7i4l%I_tvIx062=QZai>hBK$aTm=T92$*`3?C^tPwsEK!m2)TrY*vg(gGiCnkxfb6JzG%rt zzTyrsS&dqnYc5Rr^&IItg14bO0>rrT*b~>XaeUD^`InaKzD_{Ea6T%B0A+7CE+w{DXJ4B7A@3%7-u#Sf zL7dR0Z7HqkX4qb?Gn?yNEy4wUl5DK!K{*Za^I>SK8<=vFmt+ok;-N%{cdb1=tRNVo zmd!@OMbQfjWNASQY&dhmJXUH6-@x}5Jp)Eg`0z&ft zT+7_Z#r^g-Oe-3W>v=IyOX2ypsX$Ac|26%k-#LV{$_Pc?E@Ez)x+YHZ^}BS*#?wJj zF7qF31_X6BYH3<&T>X(kVzaGrGqOt_t(+7hagn)4x)jgwrWk#}?pt@?fcTNUfbUyzOIy1$Is1|ufu)wdB!dCt;Pn-h zr=MW^BHm`UA($y9a%z%95zT#N-0T58dA z7VY=(cw;*{YGSb!@N+GBI78l-M+8;{(X5k`6MI3`clL}a;_fTAvk7}>?f?Uf@JaY* zRIQ+wcT3YU9maBvS=$+%bYPg*$72v0{7NdH6gYnTa+BoIF&8eUpq3V9v+`!!(yG;+ zf}lU@_Gz!^MjpHsH6GGP?gW9^7IklGgBS`wtpbRvrB>lw&g`H4ikcd#S)pD+vvi}>w{@D z@qGA4Key`VSZFqbqan2Vj{Z^mwbN8nSyD_a_EvM{vB8cI7C}2UY#m>MwYs5~2~1`a z;h@P^oXmx{_J7GiZ`#uui*4c)c^ET#?@^&D8F{r};A&!%puNl$AYJp_&J`hsunP&5;=ooMoLMJtFZq#B{zMSra9Bj$X9bw;( zVs+l4!U-hF5j0DXHvt4Rce?q&^^KW1-^l^`YA<4wzCi=%SEw%+aS(R(=ICtqf4@q> z9jg%r;&o-dkABU+daY}T1+`u_= zkI>6nwDdfz7B~BZ7f(|OAsV+Cn|`&hVQ}^^{PKcnGCIq@Nt=SVa?JmkFCtar4%jE2 zK7@Zo_D9cz&R_Oq$*NJJc6CxGw>3@SM0VP74y8NAXKyLovZ+hYHOEV?Cip3WTe(!% z4IK}TUg|3-o$vyFw}m7l(bOwhoBvU256dL3mvn*@YcZ!{S)v2eBfmEKVDr%D9%Xx% zHZ!HgPoOt|>2mVQt}D>%_x&!&m=taC|X@!FMG*lg^o&N%Tc2F9q3^l5E!2|;;hoc$5AKi%67Ou zd&7tJCJD*BPD5ZY_(=BNqn1pJ8=P&D=X3DxBu31=DHTXFq+(HX=(y*rj|fKxxF*+? zsO`|@;Y%GqsKc5ZB^XlbOrR=5UTqJ(6L*?mheJFPXVX_m zVI76v34gj|Ko4A_z+&SUE}Py;%b~{DJXWc;%o)DvD%frqLpf}O+GOj*wUz4$yZm9a z?A{SVX-0`^$8n{T?y!K-T~nYu)=d1G1^7TQJCj@;K`&)W>l~g(X~juRV=<4g7DhR`%j~HiHSZnxCW5?^Mp# zP38GE|3tdk#2*H2hDYQxHMi$6eLXZTT!CyC5U7%)(qnF>3lw@uhL?3K2|_ewG}3_Y zR&LQ(Zr|n#O$gfDKaBq-hQ|z0bew(^H!c;htZ^qd@uCS$)J=`uT(Nuka=Z*M(fYZ? zd&OK6B`dWR$s!K5mzw(m(--CZCL=Zr=+eCvf8;b`E@LfyEMe{tvEQA}WQl%DOEhup zbE0TGxXxolkmY!F&|(4((0eQ{P#{b|djH(fVo{ec>(F3}Hm=kvWO2ps8=vg^{ra&7 zmomKP$YeNN?Y;FV)zG5E*3{eauxp-=#P_VuO9m9)x zZ5u+ly&I%H??j%X6+U!Jeu{ON`Zi^M&S!%H(- zX0LaO6SVV)4DCps!UzZsNOcMXHNk5=zD}p8m=NnYWkx7uVpE-?3{G%Or z*+-LBlN^M5!V-wVLtm7(OQL^kTQSzL_Dhzdz`mby>`X}akXdMA4Vu9|x2CXe5JTl$D zuPMnWI8UW-BJ7yFBbUN*4~}OuC%V5zvh=vWxIl~k@Xd7?>V_`|9~=L5Y3;N;Oxo^Z zk!Q_2fJ=WR8la#qWmkgT5n1qgB*oXs`t9hID{bZK+&9APkw4BrP$lXC(a`n3zg$D$9|2PH%+Q!L!onl0|)*_1e?JMoL;?&b;P`BQ; zEwW~gAk}aUkEq3b@UYasSH9DoJE7lXILN$*pSKOgY<7a&l#K&IaW%liW)C5`2H&kd zGDhI3tEc%w24F0WjjWSmabr8yEN)|NI8s+j;9{m8@0b-(Tp@otNStE1GT^g~^Dw<& z!eDGdr7DA{w!;TMhc0f49XhEV$CNh;Pqqti$7WHew`t2v6V$W8QZ$LD7zucZ=l))r zKt!RadCT)05i#75n}dpnxyf+J#Ukx6NOc_Xg0W&trE}lbRZhjYt6Kf((qU#V*AX2r zWj26CN#6FVrH>yVnMnv~K*meagc$+4oh={BjDY?=Cw&9DuC`TE5O+?Z_)bE&(zf70 zMfn^WNhXe2dCo1FL@D9OBk@73aH5N3#+M|0{99E&{SbQKFLH-}GUon!<;L?L z7ydufy24sON0}R`nm8*WFBqKyMlU1|(+`?L2%0GX_!Z}X=kwUN*mhAfuI+5`svEQ4 zSSk?`t<&;EIN}{Vl2%SbQ83Gd@v(9qZiQ0o|9%JJ115Pr_yMH}4CYp%7-2%d9Krmq zoGv@uMW;$F9vZDm|2+}|VUs_d?TejpR|v_T8-!jPjaIM#KZQ%jc7C{6GYlVPi5W8kYD*=MFT}iQ}$`TgvySxhCF&Y8q6iq zIAc30qQwCmC@ex!(ol0d(>iq`Rp7}q zI|u}YNEgMM0=EU2B9SPOL_Qxcd-L6Cm98?gH`efjk*yW=GfuT{40*~uiSi*SML6%q zfhVF&6kc5So%gT}9~)1ws$Im-o3~AKK&GmO8t&1Y_Z7{}#xxpCEAN2>PTmgLlK>F0 zd|qtCt(Qn4TBE-V_IHOn?{E&HRDt-u(_n2A^kYvJ@F(mypvGke=DA{4qPUt~*Qk-c=(yCq-je|MlXymX5>`}VgSD0;@1D`00T|-1#^i*l^?xjlQqLLm$NLn1L+@~Z- zs3{W-o&`}!giV!;RBP$v?9uOPg;in1MM<<%@^fi*Ags`H*d@%a+}~qHm-C) z=@P#n1H-lh|6@|V)7RP6Apqw}oC}NnTUmPE)_kmlZk7CLC;pjSQKg=j#n%#qi}p<_;Gv>tiIB; z?0bX2DLSC{z$TuB!$>TOJC+#?vAYf)j2ONcH2zM@^>9E57L>URzj@24Lfn=q6XW6G zKX~}bf9Ytl4%SU{Eo~fpa|KEnruM|IBd>47R5*W(bbV1QyHe)lHOM-7T=En$K+3jP zY(nVW6-8kft9^{P-+%a0$2WH=aWr=-1r|!WULC9kHdm67)--1jn=mRf zmo5V!UwF}DLTLwbchEp>SNmj5+BWAA5K2?W3+-L!nISu!vA5QU)jd}D@sDA?v{Z&w zG-~m-LPmO0(j&Vz06R~HI>tSu#04bstY$~({e3!#GjZI^)YxwLde(`hcIcTI0so3n;qw%gvQ{YrcWh)%Nak$3>L(#xScF8zyQ33Fm3aTVs# zQe3>aOC=-G*5S_ztV&^*h2Tidgo9X~c=jG6t!-l8s&$GT=7UJ2MU9u;L`hH9-R?Xn zBN=OX>s_v3z}QaI&4mei5Hp5j)gl-R<0X%2QKlIp&L`)H>+Z5UNNhyits)CYr$RPs zpO7>=MHky961>`wbI*nz*Xzy!ZR#_JOHwde>8{2345ZGLT-piTQTnkPy%Vt{%Gt*Y z;l3ikC*7A8m&|pJ*GG1);A)!snSurqDpu9ZRZ}4V6ph+F7hptm1I^)_c=gE1=jnzn zAa+*$xH&eCE0bsKOjtc`gy%alKvJ9G%#0x@&j^dYvkAqRWPNN~DBWt;8)`@3;`o=w zK}k)Db+k~d`I-OS(h(ov30hjF71Mm8mDmJrHugN}$*(#rj?f0%O_2poR`AX!Xy9R2 zh))T_)a0sx4<+I_`i#c%{-k(B&`0ZbERt9XhHKpDn5o1G+HpUlcvSTA7wK$)^uCHI zwt;W(DY>D*gOYJ!NB zaB)7uKFl~jD{|slJW0k%$*c+Abet$`5bNmd5f<)OR>#W6(yeEYFq)h(rEAT<%T6!mxU-4?+m1yDnB z9|8%D__96=3?Um>2xtGN-D&mO!!JVps+`*-CWLlUmAYx9P1+?yxgg$>z1h*CP`N)B zJN7C-J2y>&0Rf8ChUrugL{*qXk6w!dARrhXQO3b7hx2zHnr$m|BUs6e-D2;>Pw@-JJW~kmpq(%H z*Nj38`8K@$#vv88-A1_Uc!3jdSZ<1eM*7EqzRr%(51(aSkIS(1x!{4Qkl|n-ioI z?4oI2|Ak9TGHNxy7{ z?$A+5MFS?YiE8f#uW-T@jV9zaP$GNJd>7@k5jIrVMVW)l=q6rXW#i_((hgZnvh3YR zR#y+~E{G`{r0yU9$b`SS(FF0{$EvfW@YqkoJc7l&%Ko_2IxdGkWBvE7{tp`dX`52& z?`Zh1f79hQo;&{MfmmdM*q5xdkKq)k!ymV&mnbwIX$;$g;}F4*&Emze{+_6)Bsucm`JT8|VW**g2Nw z$(BA&;(p=s4WT5oF&YxaA28c+C4vRvFshJvX!aI~??-~BCkc2p_!LKGnfPX(+A7ZK zY}F`*`8rqDk5uFd_%ijmqM|6&w5|Ttcb*>kju1^N32(%1&Unn z5fnozn?paQ8!CgCV zZkOjl7gg5jt%H{zsfT$?1&IJux)?)`69&}0#Zi1&4A{=82#Sr@sGu=>%?kls*nmP_J3%(sHYr+% zEhVxs6T6qq@lOz!fodd+C@?hadVIm=5cKt>))k++AJe#<23BAsD_bb7c410&ijEN< zVNS}6_D1_*ysH|Iquv@LK9Kc<2p4z{US^&#Lb;oNer6isEhZQQFquf{MkLH%Tmiy;x#d-q(K&W<7>! zVSd3KP~#Oju06Ys6Hjl!C4<;UsO!a_36_kyFPy zs@~F!JDROuAZ@e}?>bxcu}```#~QLWl-60>&^3TccCF!9Pr@u3A*8HUlZpr8HC8Gy z3`1Af+-R!Phw7dZ)K`?{Vj#h!|_;57oe5n@ zR~H{Z_%oA0w+cEVq%imo>OtUJ$|h`<2>L@AVOKAa+c)}Tem;GpD4UH*icHPZU9g%- zlLbE>Kklm51D}tF`?GX#Vd-|N?oakodK4Aq5*M0gRoVq78VtvJ?NNccP!6$@8A94E zBG1nsfze4FVL-+7MBUKTW-4(a6U?b$R;XDIu5#m>K?h;f&`RR-PLYu z0|>Jsq39V7of`_XskMV-VAD=fvP6n`+jU&?hY-O}ny2l`ZBr3E>8N#2{OxjQ`fYFc zo%{w*jf}oVATV5@Ll9lH-yhb*El=4-cB#7`fAJI|uXiTfI0uuFKGG z!g8le@`zw_3`)NTkn9X(&3>U4uWw^uR;O-yPafX9P?*{tecQnU50s1Fz^#Q0jMyKuNPYP zF;=!s7XdRmf{ZT~-6ym@&W<_u-lr0RBF__B8SUECf)CRdK zEckU->&ITJ`}NA#xMj|>gl_5Rn5#B`_i}Hzud~K(J&(4M=Rsb*cVlLZ1RK!E-5alw zgk07GE!s2G@9L_j1Gl=;gl7o8g#0<5&D4kMRqODYyhB^i!+EqK9FQ-}#BM-CzFH6C z+U@PaNJsS}8OcAGPIv{LMflXJZZrA&XL1Rv((_U8VTRx%+BM*YYs?9J$XI*KXV;$l zC?ffug2@rmpgfW@n+US&?}$Nq+7BXxm%;`kj~3fm2wIxoirWmX>{CGENuj>(G42(< zs_~-E>PyAnQY&ovyn>qQ+znpY9SrSe3!n^j$Np$l2>U|d98*-n5tu)P7aXm3eX3DH zXSXFT&GRIo44;uPdCLwDD-+6yutJf$`HMg{@dN3164j)CdvNy z<4tL~2{!I0rkQHha?THjE{J=`w^Gt(8Bkbn+PvO~5J3%)FrhYiBqbTk{$FG+QFL z3>n*$=3SSL9S}y5Q#*Svfer82Yg8UMLPp*>Lh)h#te{}2NyD(tgqzLx&)vI(iey0gRBj zUw;x!6va%w$=K7a=d)mSORz9-b{l zC3pJOI`HylIaetn3VYj|&MgnCIe%mg5F#Pd1$+PzvYZv53rE%ZQ1qbr> z8?AGNQ6{n$Cc4jf3Kf#i6U-OPqM5aPDQ`rp;sLS05dY2rX}<&v)os9c%B~tAYc!%c zS#6i64lNe8wFLFL_$|4{vBU6C!Y4Y4=%VVfNB_Zv>z_uXL~uCqKSwDtH87pkQs+Q zRO~AR^XK*u;|Oue%5Q0cgPjULf5}rxKfn+2N$@Mh(@EfIW!L6?y#d|(Oc$gZM~W}J zr=^w*P0-NLDbOfuNCuF-{m`QF(I8)gU`A}FieVsLvl5R9yV-<046sIQW?v|YnKYSx zi;PMp0+%rj*f4aH)u}oTdByCoa>-^4+>0?55il`BA#~62ee@o; z@PK_bNyEbbo-f}?pQ1l{-aC^WnRnewe}NRak$7$voKbUtrLtVXxU6ro#(Djz#~7u) ztRc2{jr*4bI}g%TOY3@j0h+yeO6a1SEf@}xc5+pUjNsftrm4_7nYDh2-D9wHw*VJu zp$-ou-yST-Z?{7IX1Sw)kr^mIUdar^HQT_ru3z(dN7mJR4V26;rHBYmSM_FvHaQXU z9I{^u^p9hL-{xJ=Uuc}liM~=Xw#GI<`3VZVEzML)c*3oFb2jv^3i#ir4<&ymq+0CS z3HEi$4hZXJn`hzuslRkp5bp{FR-t;G+(`*GF~nP_Mg;b_wSdVGOceHq9v*I=nDJ%- zm&F?*Tv}y0=##+9@s4ep1WZU^yj)WOXI1Xf{UCDi8A5E{ zTEh7^arNOcDmW5}y=fU@6coe;Cub`I3rW-6o!6hsY|?6|N!#ZSYSE9$O#hB5AZ}+B zsmch3)o#}uJOgm!t9R7d_ic0k*W+g{R?n*TyRsda8?TlxVHqgQrGuFt{nQWHF6@K@ zp67KOk6HW|3IT%Ju}L;Z3~7VB%^F}=XPlg{z}#TBa4bm5*YS(F-<$mYS$eKJ?>1 z1!~)@O-$1TzpHkQC;c=jqHYShq&q02g-4QV4oVv{WCTJB!Af-j7+Heo$&fy@OKB2C z2D{A<4-btC79XM-1o9=K^+Antl=9O1Co#YvY7Yu((MKahX`H0vZnLCFmhdq7s^9s@ zOm;z^Mi&(Y!*i=7rJ=l@Bjj|4SMYOLsg~knK4(qH|(-!-dAtSPwCGx zx(q4NQ)GUlos8}f+|&2-*O>!EpcOCq8P3nEj_pbHO9+cQvNR+V0!1b9EI}_Y6rlrm zXjU`wzN-o=x_saz36FSwgBte3BTqAnobVEeewVz_X@RM0Rj0%F8G(gflt+fB`~KIK zw{td($gO9K59d$x{7HEr$K69P?}C_j0T-*!HyqZ!U9_0&dOn;rk2#RK8}T%6Z{?5y z%|)hma$1`r9TINS<8Z7-WmW=B7_L{eVA!GM0G{6ld_H4v8rysJK9Lw>4r{S72wDb2 z2PcKd)~bhVS2<;g!JD|sxKFv1f{8^ZtAtztRU8v<9SA`Wl^BI*f`Dq;X)EcVO~W{u z<6W5Swu|wL7(s~p5o!$u*q*#!DbIV7L4N>B*kzx)t3&hU-jV$0npx}e#N3O-X1SI^ zx-NfYI2{YaT&ZqYf{4)l+FahdFoN=ZEyaGb1T9Vv+9e|r-%L7J^hXm3yFE+0#E_7M zC%Z;V6WJ%6Y~7kd>|aK*c^3i-2}JdVQbmE$+E=fJQ2w1vb}Sy4Tg!(~7;Xf)hl`Cd zMVJ8FD{dn~Ex;32HQQd%{$~)l%`v4faXtB4y_U> z6`PZ@P?-G|C#m4sidbb)@On1em(h(9@_~D)#xKA9WaN_sE9j5bw4Y`hFg0jhgqH`g zi;@d0dQN7Ox?U2aJ4qnc*XHs0Z<)E2MHLF>WY&jgBVDXt&1PTHDRLv82K@Je;7W;^ z^f#?62h}g+4obpxf2S;GpCM{b9_DjC>bYCQ;S{#NUQ?;iS#@$q)RQArOelu8##^JN z0Ah3gTJ$9Qfpv_PV7LG8%boFGBmUoMRM8*<+%U9#NX(m2sE?{vgkcwpDFoIjVoIo0 zecWSa{T-%`F_^`v)Nh*}2TkmUtHO-O2*|C%5Up8g3>;!aLOZ057jn}GFO{Til?sLy_iYy-aiiidJ;QD}3 zv92V1)IuZWV&!zZg!Cr(hVf;<8YU*DnT4U3Uq2DxDwGN!8iE_Es2GILML$!@>tk-e z$Qk+T=FeMb}7OU)zPHdP6{2Ez+u~=6OJLyG{R=_M+FNA0>^JvJM@c_x_T-1yAI5;oP$h zS?sz7Ghf)0W3b{smnVSLM`nlK7GDPgrC^n`(g35Akm;kxs}&?=6dhb@&9>^zc7m%G zihH$Kd#qiBi+ZP-o*qm9!15BBr{=kUyw<(fqbEpJiu8FQMjo09_-Qi?ewwh66@fmL z(_kIpl_=bcJc7?RzdJRx&|yISEziG}+kMU>B82q1BRk>CRE|5nTFQc4;5>I@`#vSk zdIQo^?AXkO6|xmiy)fR~yYC$}qE;&%7(TR6YRXa{iat#H4`f6IAQTe>_-7E1L=udo z{1QmFV%Yt(&C}>l0y%?f538DYU0z0Iwaik}74+zI_jW-YoR6Nhp!XN9` zA6v$o%k5$$Y1EBWG}w&IxG%6^Y`X80YQ!4=j9TO1JOBe5?QNLr(1rXqASeYww|=a$ zv9$*=W~O1vP9B1!8>`9t(f{BhO4=*yvuof{xIa=sC3D_7E>i*t7)d-hl7J^aYVL02 zK(i}$(6D8Uv-rhK^eE?^2_&3lAmb)Yn|K_A@XJ3DUcv@$Rn=2rTU#+bI=}iLsu#&A z5DKLmuB{9Q=yStWq@Fmp%a{7H&inl`$=3~HN6*pjT_s0!xkLO}wecrOc$b!jsz{MG zUnaf6mNmh7gjRXUzg(c$%pQAu9|T3I=tQBQnTa)oIfglEopInhthhz-GX1u+Zdw=3 z49hM0g0j=%E7c(&y^9FF5)Mv?gUHlpw5O)ECVc+3mu!-^WxRAr+4m`CboU9Xvh;b|F88zUCj~$b$K)$Ya zIIQKHMFhYUkW!*9?XaoYi^*RAZeU}BG7WzqCveQb`85Iw5_-&p5jxD@-r{SR^RVbe zG%&{z#ED-bPFcq@82vju$GSTB$A>ch&fDE@_}SZi!k&3RQK*Jo*T}H$GDNYxS-zi< z2EJ1`f4U6FYuJAHI5?JUNKaVv>s6gD`3!NlNS}H!DJ;Ri2^I3g+S(~G#K*&<(;<32 zsZc#e#s8y6>q%*|nIvW{6s#gF#XsQ943z!bQhETDNvRZcjq<*svr~gb52sp96Gs$W zAxfM?#S9Kh{t+0j<=+$IG&xL$H}8j1NUrPp$Ez#-@pdH-=^J9G%fKph?^GKXizSU2 z*wbX`d@8+LcLOo;KH4A;U?^+F7&hVCYVg9-hEqUG4R#>v?n*l-mN9rjaoevsu&_EUfqVbn<9}rR zA`Bau4F9XWOJ})7OZzPN@FHZU!}Uv_gxA-`^((=vjFIJ`>~{U^sxPaDv0H-DUTT-7 z2x}mtiu1ER{U#-2lwnX4H)Yy$GcZO^(Z_z}Tdr}3_S16chg=>-&m9A5Hb~Q2Pk&Rz zj0IK;)OQwll*o$UgQ5~3%N62qpF58Gu`a_bV_d8OpuUUGE^^0gQQpr1#fzu?}w5k=I}_Z7qA@e{T7~iu$%9Ff6l#?i{dUzddSn*O7#M zV;*F^i^Jh=Zi<_vtX9vw8;_k0w^`^h?uKAJU2!N*YN5$Us8HNV5cB&E4-=J5MOv@C zcK49uH5)UZ@7n_at9PM{Jt<(p-SjA7Xm82D^4e4H0Pl8*Un-6$u}iL~ z40%AlKtoatP9>Wai9`8*P7WS0=a!SLC*X7ZCNxN1N_)0f!fJUXSl<%Mc~en;1eHYj zhebx-i#D3;$Lt2VQRFXW{OiX}JQs@JjMd_&%?_K7a2OR#`L~v|sQrI+wMKv7oKgVw z``;bf|HH*I|0kIy;U7`)(Kd`wRA_N8C`Q9NOh)4Pf?|ooaozb;XmSPsTV!xiqm^sx z(ZkSf3`0Cj2iPEDu_;ENSiEkoqmSw+&d)+3Xz`I)n@KDdb`IZ?M4vAoqWIUrkDe!w z_e+MoI8UjX8evHs^XR(8JSHm@<_a2=RPiKP5qPTk1l>3@29PBLx>qOGM~-Z4ej5yC zH$xFSTm&sK`}5Mn^Vfc4?^kAwr(#Hkp$|>jLi>MQ_NxXTHehx)A0= z8PjFKbjZZb4IQ8Lgybtyb(2It5-l0XL?v4ESxMM#3T6{!ed7CG8`KX6dlSQkgPm6u zJW0{(_>SHZF^N#-*Nl^(!=9JI;J6KaXB!bCYiT}nHkW&KAE?|FkEJti5JU_7L><^Y z3`9^N*L8|mZq-XsDYQ{zSL&;5SvWB8bB#+cbdSR#&xQ5tPb0kf;BlP|1;)>6&CsJ+ zUhJP8=r?>uxwv5qmv+;G`Xz=Imu$BVnm2#Ri9U!iG=F3FC@odp4Vn0oaW))f8>WU6 zQm|$_H5)uB%;VTA6FD2w;J#Ti->fTOpLI1?u=Qj^-bpmPE z-jMEJbWXrM7HvZ0yAb>og8=mr6Vt9`s;~d21o8gI9>U@b<=Pz-l%R=338EP=Y}IQg zIGqq1@NB)oIX&4`b^U#B4h>-ytK9B>j4_8GrYys&ugj&w`ohf);-EA#eG-}^wG@4> zzCwTze?R!d5F!cb`kOszK+J7s(*za729}J~iV>hmbY3K=Z>OVWw&8^)AU0{#@dtuG z;wzqQ94VEe*^ECIfDtzOs$2&KN6x(Mo(cdkdpC5tCjoeXB5!yh(kd%M=cOUyHO{^0 zB_WniZH%0ez!)CrAr44V(=reGb6ze2k2!$;lZX*}K)*QB|1{30pVEPy^mGWg&xyvq)5dIpb}_hi zfi%7*;@n#*FQ>QT54a22L81NKp`GJ@>X`rC48e23==&`MhxQ2l z07(_q5>I?P8k%J(WJe%gEEqH}47Tcqd&r0s#?Odx4kin66DQk3MDSD78A!P4O#Z`@ zRIE0qyWu=GWO!*x3GR>Ahkh=b@1IHW>-UxVqmdEtDlPhtpn8&~>L&h-FG^)5oRXv| z7(=t@hHVc@&6+)BD?i>gGrNvhz+s?Psnyj;;NO>c3W_pB?}ZUY0~_XgK|Y| zIlS15MBs@G?V<(GSi%y5xZjFEQWbH8wA1Eu{f_j(#eQCqj(XnTi-HuQ+wK^h;_j*I zC}1lv#8Xj4SUmp}OX);?8-K84?dO4emR>@p!EQC$r|Bw?%WABqM65R1bFfkxv3c+u zzbt89h-SQrl-KjPri>dXysz9~g(VCZ){{Wq2;DuZe25Y<1-R6LA={;goONFz^WvrZ zCxn!q+^Eqra^Ypna#?;pqiy528lbb!AW^``f<#O(Nllsbw=)c;cv{EXbx4qalG#u=OR+Xn{!1Keg4Yba+_beZSLK^X1u^NIBJsQrl9EN%2nL7+g>ur%+!WIVu zU}zz0lk10-EJottExt1P-9+Q!uMGVm-8RBmCw#HFZ5tmxs+60Pz5Ldy|S!K66*gp3mh^Ggg`l0Q}^d|%6W zGZ#0vMApV)eK3_PLxTt)dINKi47J&b$Emq*MDTVGb-M}{MQ;``NQp-rEu3BV7)2|b zru5~6cs}i>T)SVEd)mbsH&lSwRB31wV^ELgzLJClAgZ*LgNR z)?SK9+M#ha`#qeB_zbPMd^M?h%@Y6I1SzMVnoxP%!`N``#CpU0v&vuKg5!z#bx9(^ zG(*f$g%85aOOzd3k!>U;B|U8d$M{0S^2F9_-SsNb?FtB%>IolHzgIy#zRDT3s8TQN z{<&EOYtHfqzTfRrXZ;+~6Q&mVe5s5LM<*nJT9-ze7m-*HR+5)OxH(1jE@O>PV<%%1 zd<-=>;>f};Gw?duYqv-&!SdeI_@etjJ=?y1zJPpQa2~#2|AJ7ceAixYBV_Nz`n4C8 z4GdY#nT55Riq7VJz};bo;f4%u^hdqXg}?~0O4TF;x|{9JL7jA0@b*x*OqFa;>N#|c|Xzf#xu-G!Jw+)taqe6YMiV%IwzkzfZLWm>ze6+UJ}k7!-m$nUZ+3h;U~ zW6l8vUbaCc-LPD;4G0?evg)JSWg~_yIeoO%S|rZhQ7%a;^Fjfml&$ z+HrmsJTK9@SP+#scUSw`_9BlG*6cFIg)|d6f3?XS$ph@&l0hI6N3KEP# zO?(*INrvi)?uFwx2wXfp-^K?St0B-hHLyc?4FdMcXb><$dMMQBL*}?p$U{2@7^_iz zE!tp(z#c2QJ8W+(oF`~QN8~d&LZ@r{mUiLE}w1pl`LvTUOkP;RaLie7Iij}uM zGq%ywb-s!4LHUop49@8>ioYDQt`iPalOO$(JIn`?WXo0guKDNwB8&XNE9=>SghT_LJoQR@ZOGf?=E5^X!s{5s+od{xsa@MGkY(@ z<>&VKKr z3@NEoH`eMbAP(}0dC~IK{xn<)%f-$odNhyQQ@DL_gtNDPA3VeDtbCp?Xg0Syp$Xvv z(Rzw|!s9U$gPM6P?mG9x4ksZUdGQZKyqD(m-}Qn5aKm1QL$t<)?e?ep7P3 zPgqHhuL;+Q#HxQ~@{IVag0Aud>fd115B_ejv;5C{{ogH)ms0j%;osCKA4sPIZ^Wa( zBA8%D#$jRN1=MzdN(1^A*g|%c)aXXIOZZsCoa`Cyl6{6@V4?O`K+l{jAqqx*!TmcQ z7zqc)MAUq_|H$IsFS+G90{P=J(&&-VjU|Hp)0(lrqUh1=jV^J3`9kT9P?TeFaH&vC zV%CQ1CJbK`ToAIFd@$eN?a~N6|@zJO4h%g6`zO zst#nwLP>G2eeq-UWx#-|CFA&NQOQ3*apHF`si^nU7&5kisPeljb)SsH>dvs#8#h;$ zynt#UN9o4BoBpfX)jXz-$`z!$lCI*kJzUP9m-2A?JZ$Er>goCUZ4Zjbl5|$F^f>Vwm zqB;sSyQI+U%PO2}X_g^m`b&MF@?o=X#|NUxR-t8V#5*6Ke2C_MAI8y}HZ_|G4dN$Z zBh9%%n-7l3&r(ZpZQA+!@IET}nW_`f`4pb+X~MJjuPp+N8u&XD*w5S3{o@`Y)O7NI z=KJpUvL;_IR88W{y{N(Yl22wSnZM?wX<^x&6i89-bg^~ zl~h#11k5dve3|?H0|x(Yd0GE+i-%pTZT=Q;JK{^?3bEY z0hSJnEuGN0iG;7Gm%c$q z!o4tVk7Z}|jqcHu$j*ATho@O9v9b`xM9N03BD9tcn<#hgyKV)Zf`Xr?o5?fck%W@y z_Z=mO6)|ZS;H~4vq6x~aDVLucwu@z%(SE}Eva|dX|Er(_qv4Xn%2I6jJ6#RO z|Mb6nd^i3XTcKO5Z-pY+NG_epFrcb~o9Vln~N2mZx*ui)EH^en}wHNm(- z`dR^F{{8g+@IYcwEMbsPw7WecHsc`zhQIi?hDk06%Enp;hqZ*}la-ImiZ2J5$OoC* z(@#CC-U*o#Oy+yd!JIn|(cL+qOL+5WS))zT`A8nVUh|QKD-^EaUc;KN_asRDd5Z;M zWrDtn5g9!cN|4*+6ciK>;&0UGqha$u#h}gQ*hWGzxJbTtB0?5VEx$Jxvzq_m_VNEM zFOK^d_I|G8GZ0CSDo;nNi8U@O)}x4CEO=aio-wVdAm5;;k(fC8^yPY~^c(%-cn)9@ z6O93UtgQ8yu7@{a7SmXMa~&^$LMNG)mG7I-1m>j~54b$=NTTyH{L!2l6dL#E74I12=@2+0$_wmqe8ZjV^DriYj zF&JN`UZXMom@{$IysT5a;^rhi519q@m%H$sCd!Jcz&FjS9Q8E~sNV#g(y_F4=! zkcO3TdjheWdBv1-f`C6VN?K45LZK4)fub{laOb_fD4q1MtR1YH~3U~}eZ_5u23d0LZFct37_a=maLwGK!b1!NH8BspQrT~EbB~~VJ6p}|Utb(lYj65Qx>eECz_$hgY=q=mX+J3g zd{$oogdZ$jv&yZ^0p^?t6-pc6mdarx{n8-w8*z2pNJrHlgQf@dRAj-k zTZw92yLBJQn@VFt1-JyA%=v?twvI4nZirW<8G%2is)(+|6c92KFvj-aI^_gES+7^$ z3$YLg57=@)_!=wt`5nwEubbgY=^N_fbHi3({ex<>Wn$J-?gmXv`xq zG|ZQNzKuOLIFn>OOeH2!1DW4_Z#_^){6Q7aVz~q3E;lDMP^>t7OFGR-{$ddg1sO2l zSml8eZjso)^2J!GbfEi}dqgg$(9e1*_fM4?P;HM@S&l9ufO>9m0yNUPsux9bBtd(1 zIq{w(m<}%+FV>D=`3r|h2O&7Hov&vV9JczC3~b{_P*#;f)a_H+1%jD zRba5^5*%thgRc1`CC)K|8qG40Saijx+AX+w<|2rE?i<>Q!HFNot1Id;gDlTOi}X5! z?d=EF#C=7>9+pLL7C!>yQe8@}*n-%VUfsrpVBo(i^7X>>6kamjdP5nsv2=3#A`qAB z{rP^yCHS5fEAD|stnO<1oZtmBap1d{%oc24x2Jj2$J}$Dr@}D(4AUPD-M?aHUiC*p zXqB#K?ni5O$ON(V%m@xQA(3(AZ8~n=x?j!DI&%VnlqPp}{m%mIyCYTwx)4)d1 zaAz5;nlged4+!>e6tj117N_LM&ooJt4^Y0p|HaDw4=v4Ww`JbnLH$2$Jm_DU75}E^ zqAQvUArhFG&)C_cWh~$o!O6()W1i zJr1@~xqWTC6w=td7SZaOjeAoE-4tpu{{O?q^NvlYXv*xVkocr65q;H&PByGqDzDg9 zIjk40NDBqVdae^lsWkhCrXDdu1=hH6!Q}(duYrct04@HSS?Mbok=SA5+SN|+HxBgP z0QMH?vmU!<8nZ?s{EA{RZAi}-KTP;>C?5@r;C|~lE%&hdbK5^zV)U94prff$=|ZGn zLLoUS`JiuxiXoin8hs5?kaPon5*-$!N2$kPcC1&DfG?K)Sh$CMobsc8>+dT#Cp zH@s%)eve4f;(WRde>#Ktoiz(REl~q}maNsrV&#<%xmQ}YC{xpQcGEGv0YPQDU5I052BM6HzoDokPtBq2C(=9(V_cy9 z=MIWA&!GJ?nksWRlcDA++|JA$&BG#`IB+5?hRzB3T2^F*>PF)*ozkEZX4TMDW9yckQzPqC13Kg?Ku_bS5vL+*Yl7`gU9MG^XTfU(e zxGpuRD1aY=AQw}5#~u=v3AV)+4P0ItiOQuw$lqsqR?-5k&W~lYcEsjR=PD0P8eV*a z=f7Ni4k;4!9h^W0xo7qkNirCws>9LmHYT)t@#Nm(16@t-#dM!xdS|M{*=y7o+bpuobGBsa|i~O*+?(+;)?RXaA!v z!Z>xsr1fbpQ67#uY2R*jP?OCoP}b!~ogRr~9uMo;r;xPrwr?@1v(z{^M3~aINDOEg z4G&+Kpg_*7e0thK-VZcxgG34wa39}ac$Y^#F+>BZuazu?s4G1#;hH2YhJy9N!$le{ z2jMumTZNIumN1FZfE^!+K)3MWWtCr}ef@C*Da3iivZp&$UJ#P zgCX+L##ogHC3`?!Yetw}i}^vp8Ue5R76n zyUEA{M%kTrWvlP1ma@*xJRbw?U`^#J5pk&%SaTlA9#1%cOnLi{LWqAV-Ex z$|98^$+??F%Qj0Qu3S76D^xXm7!swf3p82tc*d8OTH?VVaew#gGULcJqj|uZgL#r0 zh5-_2^~3%c<3zUw3mQ!8eK=si(vd3S`hWR8(J?a^MBs+1suCr`@Lcm@{i=g&7S$=9 z!5nt6?t8nh$ikRHFjwK$2~kxeiGg{vhjjMu`8L1%wd~FjyYAic$`RkNUp+@X z{tr4qJCxF~G`@E?VpwOB1KGe66Z3ES2A0Uqu0C36Ij}QGe`CfgX&FN2`enIDEU28< z`lhG>ncnIXKRTx{CqjmTNSqUbemFO(}dPwnOT6oC*er*~ZHER?x7~ zcl}l@l5F#c8rZg7-N7Jx_rA}6f`#1T&EKv=h1=z_oe1%f?3Pk{ZMbDqh_m)Rmp#RR zBg1oYNJ|Kal)-{)Jy+O_n{&x_Q>e~AQ_$K)fLyIZ+%BawKJPyoU!w&nXOy&C`GCCN zlPzkP0loZazliinp>`S;Qy=Mpc;kvz5Xj(-Q8UxMl-q|-8*YY&yA5HqMvP5DDX|)N z`aq8R3EU?ipz@QBK;& z$tOjoXru2!MA=4h6$QaE0fmc+k?P#Btap8&i$*E2j0seylg>7a*MD)*tf?u43H4en zsZ8B{QTpMt8Xq@oQ{J9)%dt7LQhhTg7 z@#O{&66zTZYeNE|4&S>@H++lLjrZf5>3Yj+OY9qS=Dr{9YtYb;;>0+n^XkMLN_7=A za}>U1cwK^&SI^<%5b!{xHa|4nKgD@D#~7QMztKsP2AnOTRYiq=imts6C--k{kLv58 z-bk+sKOn8dfABBXd%Kdy`u=0y>6oB~;kTJ%6ctUxskiuxDRIdQ=yG8**4694fGVCt z)jrI}x?k}V%HvU7b~)JN_5b2s^w2u(??yZO|2*0MT>%q~7`#`-%nv)c6`QJ$211E& z?xUVf*@qQ#$e98LQdD0qiPpkbs)Ay)mYPhkEb*|&BoDWwWf6D%_fG|bVJ*LZ@49=9 z+F1pNBHV%hcaQIUclR4Z9i`@#Vd9XTJB&TC?Vlc-Eu6_fMU0Gx29!aUPLBU)~;hUyfX~k1ue-RVrId zgL;#|(D9RR7r7YEXEa~kc_Kw9-D`41rr11Dav5^8_S?7>?nvFD$!ecC0#|ke2$WPKI$KyZ`8sSE zTPMohdNbwX1VJpHjsLTY zQ+ewmkYcT(GrVmGcMQvWXLWxDzB^Dm6d7x}M~HWAcPO*{h3p_^J{+MP1SQ)FUg6d} zz>|7}^&paQwrSF0+jK7+SVSavOi5!xlj z<2rrjw~1gp9{mbfYJcnNwFKb%eHX-*1m0QTy2pG_9V)52Hn4k<3;^pWj+rMJx|%I? zK3%EXQL4hUgPiM%4dHsACv`#{h5+UX!GvBZ-K_MG&+ljfHC^IrbqIjwWAz3DEPjoH zK=)+;)Z);WeFxAX|_42OQ%uOe#Cb(NUPp% zAynrNB9>7FqOU?G+uFu}^>N!#Os+T(;ic;JqPP&aCUr#FBEnJsEBBuMgrJ5i;(+)` znr<02$q`t3mTF8|(CXeZfKbW5{}UdEaLL}@mffZ}eu+g`A~wU-1aSm`q0whJxXed* zXdN~2dt32yZ+~h8yhJ_jxI5l0NhAwym$W#U=3J|5a~!aA25}B~S!;-WfsX;#q1O?) zXABkGDcDTOP0U1h-Mo{DdFs(Rql04-;W+;bJ73VyPraVhVD9?laCcp`Wa(s)7q%x3 zZhvJJr!jG4ntN#VZL;gJoWgS^1J7L#e~d!;v9xd=kd-n z-X_T!a87J+o{|ZMTE>}?>52dBwZh`P%b7pag|s=q5t-~7;QHg z!k>sRG?q|OL{!EadfR1ORL(GegvF0yty3Gc<`rv>MCUikp-VzUsg)g{BwE-q1Xop6 zbzVC2R0xA9)-8p$;LMs>UAX+X*~^x=5HuM2Zg*M4M=BX>ME>>r?-+iT_qBL3PU+yX zsBA(um)IL_G!06np!{ly?(BG88Gf#ILIuo{l092)?Uq8M6)k} zgGjTm)5r$T;sjMs>9PZG+pgV9vHe>NQse`jJG%5oMx)5L@ESw7)9{vGKS_1G!E=Y) zvOlc6Jh|pNg4MUAn}uy35VmXU*WAK$-W2=fr1-^FYOT4N9*uuf5Q_VIz zVfe=5UEQ5lBk3S_w&Ci6o{wD@q?C_7s(WH-XeS>k0B19?Vm6r|i!E)AS>I>6!}O#= zRict9>3Vcf2q{zp2Wtgcf#h~z%NMD-MgAIx7>S4`7(Ee@pz-kJ1`N}uwAgNB9^iMj z7x62k20DLvphNi;&HK1LvZ(|*+kpEI{XU(~h`n>eZ?J6o-O+6NI_S&P^=6kHVLz_( z@(+e2lBZxKzK<1Q5$Bi=Z8|i~W6&Dox)8b5?~V<+Adt$<#vk>gBG53^XHuClg!#aSnyvPrPG2$*!iypC^@_ zGk7_S{2end@N8?Uwj_LIXv*_UyGdU63*)*|!a_v)<8Beoglli7&d1UkJ93@(M0taD zmUXx9rgWYY(5y8UoVO&n>(?*)C2`+~WHuJ6OiB!%RarJ(f~wvIS6*gFh{Q%}ltlgg z@5i}{zczMGHSPcOcl*~E&-f3A>p#8h=QsfXZ%L{B#@TCOI#?%VTx;5~Z-VN=)iMM! zmhOuL*kKb3GEn(Q<^uwgwDsVO`QTU6{Ql)Xw4aRO`WP-T_#nb)?_NKpBhAU6{wt6w zWB+m61>bOnb?IaU47p5hL~v0xe~&m>mFmaF&Jx>tkQ}sV zV{gBhNB;%KXd|S{@e~oo)njI) zi79K@@X$nLDckqU@F5Is}8%!5uh&dXdAfE`6GXXMuZJiTFf_Fkt6q1zMjDR(FDlP-=zjK1W2vUDCt&%l5#2& zC4;k#neKeY)dAH{V~I74`r{$1vo@c62isSd3VM*LK2pJpr9tX`>7wKOK%5opwk(LA zI=keby!k-SHriw+&4BDbq{d|oQR>7I>}j?DbDOJcd*XmGS9#M_WI$$BAb5Lur;M&G zr!i{?Aqk(1vRd%w7-Qt!Nd*zBSHlAYe$T~-bMihlt*X48oC{8m#`E>7bWls4dzw{u z)Lw@#9&ti1j?RFR9<-K)l@+P2R0HOsAt0F}t~xZy%XCW-UiN3I?bYWgm3y0LE%>4H zjLaoI_hM#z8RSsR-DFkWFrr>Ze;`LRaQEB1ZJ7!s98_j2yO9#o?S#D!vViBIy*rK# zN6jNu%3!)WW}0*!e1CK*A<5R!x*sKW)l(JYHk*x;?e>^u z4(;}an@6v)82df}Q3e#1=$~AkslVOl{>qd!JLXIKuWDJwfB0YiHNDOn7J|W5xE&6=c3(o#+*D{Q?Q{QgAO7?`Ovdi&v^otBn=Zr-C5Ta-{fEaJk1~r}f zXwR5MuHJ)tyH-Ybg!uR0f-CM@f0*bdi+!ir4MwE+#__vY#DynMCP?hCPggctgqMt5 z+V;uQ;I}#-S<&KWG*}Yu3}_@72nAf;k#AtEV5&@CwNQh<9v&XDzja?vpvc7a4!4%^ zTA)ZvoqQt;R?a8!p$jg2E0isY3PKzTiHD6>79~4)zZ<^e77Z?hj5F1}RW!vzE+yup z3pQc_E9Q}t^h1a8j2X?AeZwAisq1li1JidNF)}^LmAM<<{PSmC6SCv>hRH1EYnYWN zu^gNy#8s!Y*AzR`!-?35Ov@O;=2G#>z8(&eL$39S>ybs}&K}lHsv%EJtVKcm3mCDK zqawmP!W(m3k!mA2_7VPSv3V2R+ELsT@);!>w|y;?dJ<$PBUOIJv5!f*0+p2=FT*+> z_iZ7ZXEA+Xw2CFP#si^eW*2&qQS})NvZ#pllpXqDh=CRX9 z)o$7>B{>D2kTBB=YlI(g4$N{ZH(^qk)E|EY5zu3`4_7KzW_b9-%;tKX5n)C`*VRSo zqmhtZ!(O9({qjqr!kX7b794i=Q!0K#J41@n%Su4JyfidG_!EOpf0kEl5VFt?8aR*< zG!CCryxX$-c!$f?*d2zgp|DrmSnCkc3fcqHi zo+W6Si(b|FGlxUB<1*)pE5AN)(ck0vh~7^Pk(!@GYwhD{@4q*WOC1Vb=xA-H7*d*9 zo#s=Nj>T!aWPjlu$t`fhT)>6Q9h+MS&54-(TuPpH{~L8gX0aUdj)wK%Aoba_kS zT(=`+rUF$jovc>RV4-oI{*APBveIbkSH3ge1GV1y5C<~)2`h}5HWvFn9@B&lRRBsl zeu)}eOUis;mRXrJZkT}x^EhWe4|H_LeqD5UV z|4%o%f7{vrYVHQWPZ#G*t9wwEJh~cdq6Mob*4B06INN~)z%v|Nbq0tWi?DC{XSiyN zjnL8XFsPs#mg|Ha8133lw$8oLmTCW{lHL6#L$%e=L-olc*J6hC4;=IB^`Wz@xEew{lf>Rab?A; zXLW)j=%-^Gs}}ti=97Gu{4l?m{W=4_WXy+UWqj`@FpjDwsUKkS*iEyH1^}2 ztqT=v6seHIUt@=#J<(m;B`6}6_C7yP$=fAHIA^t-cH=!x;7v|Omg%+b_!D>}J#(64kbSaWbk;UJ>vG zD*2L$0uhtgEwa7u-I46sob4##dxB;2!=E_3YSBz4f_gy77H!0yaQq9o z@MB+_fD0Z6XUl@XE6TK?Wg)<=FNtGz@CiG;)wekh)avWg zA)A{fU1A0pP%7)pXCsP$A>QFX250Av2j0E9L{w;u+lNB{IEgAKjLCG@#?X58A7fUaIZXv)9K=XGBOz(hN!x~Bnm>C8J)C<8BZ$pU-H3c#qhep9#q; z>rLLShd{PDJ?@!@*qS^kCXQ#R=iyEi#K}*gy9zFQQm;>V*sRvs(c5wu>tC}asu}$l zPjU!2VHHzkgD(D7=2#zU8WAX_^8d82|7(V4{a+8vUjfn|GTHToEge6O+dLGN>(4$m zFg?WC0!lKk`W$(UOn~~XBtpIQ(?AwE*?}Zgwo!gKT49oOOnacWrt>rOca+b(lSqUR zt3Br>PUF|035F-lj}QBEs-TgJH-QgpSMR&{%jssZxs47v9f!$Du}3Z&1vxgt+a=2o zNKKcE1aEboLQZ|FB}Ni@kB?{qPHe&5MpA$c)#ha8QR|^ytij%|7m(H7>uBd{4}mir zsuYlpaM0Lf(s-L{bMPwn4u#4N^LZ}=QpXs!n6`qf+Y>$^i7)PSU5dYAe*y8e028F( zZ?`Vdf=~!-raE17K(f7V>vLfK^#1S%BQSx5P;y(t=H86VPxw45eWHbcuV&>umXjL# zw%H0!1w&t%K^$9tRXg38cV5?lzoW2%_r$tKpw9ly*NAgcF52r&CgKYhO6d$vo%64I zCR2{-P4BtYbFO>qe(*2t%~f3S6Wym_<+4cC1oD2K`{UZY$QB|Sag{QLYMYv7hC1V> zC7~Sse52y?>|=#0Sugo|-Qtw)owX-eHkH&DeWVqp92&%A@c@wop0~ujRc4QzJ1}IA^L#OA7@6=W&PG=BqcK$ z5jyM9x3`3tz-ltJc}W93=SHgoIXUWp*4@_75q%&mY(~?16>?7#1{JRpEQp+axBf$m z3*R?$^_?+b67+*Jx2v*rb4o-TCLmEM!az13SkHKU0ZA3m*}G_Wehe~4v-B{7);Yks zXQHChUN~&aAJ+vf+*hUtjUx( zpeN^#J3jJr>fPX2JP^HpERprNNY$iOQM6MAO!nhpndI0ZY2Nij-Em05^xML+`is$78 zXaRGGo7fu?l;1B?YGZr-)H2~0f-m>swuOVf4`&MD8R3ap!qK(L^|SrV%odtn+sTzSfRo`#BdEm z2v0t>eCoIfgL(vu+PHx&7Ok%4&X(^IP90yEv#5K34uS>0dxDM&)He|xKA0aOTT^Bb zt`uBcTxYE5Ug#snQz5m+12lXXrfb#WIZ-_nJ4wF;-e;V7a-)oXSJz>stN#$%@^bt6 zMJsPG*Z_8N*jN+mgZDHJV_fIATNMIUyC<)+$&T{*dVR1REm2d;C}3tDR&OE#p{Oi; zYSzVp-`Lq%L*Z5!~xpw zf%+{(9M|IV-9WJ@^k`)2@6ilDafh=0X)Q9H*POF!rge(Sdk3$rtQ4P!LPRUSR}ds4 zb4g#1bU|m`Znaul2QJZz_~_Y?qfCCIbS>72byvy)akFV)R>qrqUHo1urQQ^rBa-7G zenhh#$h{%w(i|yZ?v&&aLj~ZO?kVLq4Z;x-m1->+sN_{GPr%SUFq^J}P|yWB-n>)Z zVgvAAmN(n~fJ&pW@slWl5o=r-pvh1j?GG*87wmvkxX5yW2%Vt1)9Ta$+Jz6)G*=BU z1=q|g<-@x_emm&#${Mh%wog+B4by5tzTYee5$D#1tv?PyNtYN;rU7$O%_f?=3Uji3 z^&xnHM#Fu&IC7u?8?!uDi*Q4oF+c0SXytEO{971@*vfuPPFsZ^P|uXB5-)d`tFvNd}CqPDzB&0cV}{D$ccjcqI-f zq+Mg1cdTamG=W?oXqwRE1p1!VDfHUBN>;@9vv00!7CU{d8S}dr_hOYNwl}NF3T?tu zk(|90zeUF=b!rjyXa3R1Su;`Ek^3Sa7Ka7BqXe1NT5ERi3s%g1(btle-$rnCt%-R8 zat4w#!e`mz_tIJm(wy6kwHdL+8217#JAE)Z6j!U_%1&`}vZZYepEbCAd^@+bdN|@%B z7os*T?$58jEng2@e`x1g_Fom`h?>L{)rXP4QrNQ6#VaId=F05ERU?Gj=CQ(}>vF8t z^bSvNsiW%_EP{XlQDAj8CPNK^?C-$@NqG|qx^N!$2luzs<&Q5r1Ap*|A1%Vxr`MWo zj}v2ktxz1fDf;)=q_V-UUxyHXeEl9B0@o;~xDkqB}4@(*ka18&qT_;1)o}bFmDarXOu9yFd#YO0J#K$L9H*EUo`h-Giwy)G1DK!Cmt=TlggY*`w;F0lxd5F8ta#KqF( z8FzsTsZ8M4>$g#6-u1LGv3?lTQRZ4Nq650F$08}4X% zHWiJ!8>0s5ANC<%{)@|KICX$j_B`|VEf5D6R$A=^bpY@(r!UHPGf#BgRWcxZ^xmK) z4h7(H_2e5_0%B?STIPV)LqORf?^=xMyVkxlG^Pl+3QQRL1qUpmkMln2tVB|m>*)yS zvg-c1;ey+9KILe;2oE^KXQ0aS2qpx@&0|48sR{lc=5EPKjUa;Xep#jj_ESY}92Ps&;`U{`wKu5bWzcEE@&Qy7Top}JN_%AKC zU;wYg7K(G<0%q{Z8U|~3*2|8n^C$pHZu1G81+)^>qA2~rDSlCj3fy`Jtn!C@51;t= z_IicrX&?5E(yjqR=V?_+s9N_CjrnAX%s!;L=solEY&FrwT`^afx@E?_2lRoP6*FXG zhrMG(p6jGr-sGA40m0Gd>5*#0c)F*n4Qj$?PD!ss!EU}0bq1(*G`BP*!E+Nv*J{DB zS`5y&C{E0$RzMQGF)uG6VF~GLI4u&_@U!GqQlW#GaCWb*sDliRP5v8cj%U==g$~-L z%kNVzUs;7vI(|?B!pQD$Toj@t@>03A(2$}_P?})OqS^QVHpm}-lsnAi@yLIa#s3=~ z;(zw_k3s%Cu?v_A75xhtjFf;VqMH8pn}3|i^WKhdAP5>$uiD1$gq;Z~CN<8^I6p?i z1;~w1YeUu-xy=IIEe)TVEkh;}klb0nFYY{m%T0>FeE65F<{x|r?ulzpsp`D%tF#W7 zTB>=`myw5Ys{R7G(Q!7R`6&4UJ^8`=tjtp}<&Su(!6hWXPCZig@}{{y8oU5;Ec)+|j|Q(WlHc@x zSA3OO$Ph^cxG8Sa$7@>>>4*}07Lxx)LOgVApO>);h}QzOeTVYSHRzoc;$R@d4{TFx%vw z*ImZy8rtR4GBEZ-vYlD!SYNM(%kViD^7yz}8_eb2qH_SCY0w!_p|{NF}w? zC~8}C#`1+O3utaHCn~V1@ysk{gs$hbPfnLy5SuoJoAW);j>$PnRx!jIg#+r3MQGlC z!tw#I$NXi8X^c(<;DHkr8{!x!i5UVp8KuJU>T4^=|HkGW<3n+H#PrE87Ui9R1vC1_d`Iu&U60Qn11AbaRP1Wh;0yxY zEeUNAGVx)c=Nr*p_-^&1YDq(xe}P-XsNxGOEDp*`q7quCK(D zSpsl?&ugI4O*jPU#Vr>;J9-v584lYpm^Kv^riMH5>uKp)#c8q9khch*uE6?HpS8(g9Y?IUE7MI5-Vg4N^UrMU2XUCr~F-1@pONrDO1jG zBJBuNkvmds4I(Rv*r1tL!}E{RB}+6*9c2nt8Q1dS9!~2|a$rxAyJK2#1gq~1-g=?P z->OPlN^zCZe7M4UpP8A-PKUl)e=y5bPxB*U15MklH(eh4XCIv zA%MoBn?P(R$BvV>m5A#l_{;=wzqB2BXE^{0s}Bu%q5anCN^<5-5HK)O0&4(*sv#*W zHe?Ryyd|}8gofg;-Ogr2>*0IQ%Qs_z>PWcPFd_maJyh#G$^!Yg$QR!E0RgPJ4KwDH zP+zR7j6_1Rv-d{cV*Y^acOK>N=m6Bs^!OOKol$RD1=%zRJMdmHtGe}^v|8yZ)mG<}Vs zt6&CELayV55J1Hhu8n?k{D?>R5!~_}vSBHx=SM@R*SE7WP4P~F%vG!TQdF~vx}R>i z-Ie?4)~W(%uk{6RButUL_Hw-d8)HklOW5a$^O@k8+7lrzo9io~>y}=cn84$aAX)ym z-JiXLdgA=JQxnQH&Iv&)COg?&!5n>mce4NWX4m$*8u(A@xqlTq~8H7oYG$<%cm(25A=3+O$Ec`lnSV#i|6Dx z`H2$~MCSkkF46QMwNK!%P&s1rGURd6YeHrMXvnt^IlF}1?Lnm3F(%)0Li@IG@IT({ zK{&afOKiu1K+bC~1K=pdT+-g>erE5gYCTPA2oH6O>)OyOj7HbFJS|2(? z&cXx*%3+Je;_;rBb$3@k3iEtb5Sf;Y)KM5{DGs&eo9Bt?)3))s3_n*)AlB&IX}r+( zg7?mM+iigmZ4G#-c75ewYr3;S{sCb4$oi3m`_^5HhV z?o4$`TX&Ll)n0GL6=dZ?991x!p}B0;#t$o(S~-MNOl4z~KlEoavvv?G!_eIxKOJs6 z@K0IS8Uwa$`u85=_ft!{5L(yPCNdpEJ}H-(To+@Mk~G0|bJ#{ANu#S`V50fliFMm!toA*I-dk8%LuaHUN7J_nf9VDqQs0l|P&9k8LaIE&1c z-{f?h$u}+A^1C+f+mmOUkod=qOo|&2^nj+~hJ|>2+B#<{*7yU~cu+J}WnI>pC9avPS5IwYRHT4RMM<&IaG)H#8``cBNIj=ejekN{xnt8Y={IK2 zD1par13F-Zf8P3x6+jFrnGQxD&<3}%>Z1tor%PtsG6S%U5Is}Ss+L9RtXw;?pn-LC3{80ACwSs zP8DiF)u=tK&#UQzy=F(5cPYUhp|>Nby>B4}2>7(_+u#!gp*sj`H1)rbMbGf`rwkwbXn6*4Hbe$$I}& z#w6`OGvh&^{}IMd*!=Z$`*QIL412T#^Fc}fx|Bs=t)2wigY`LaSC{CZE+VxOK8OUc zR+Vm^mOs1UQ{F5l*u#z#g^fEdCMzBLCCHBtQG%!6+V}L{(wGMahvDlVwf`yg=O(vI z?)LS4klOG0uZc&H!zhyNS;|UzKZh8xnlh;6heLO;u&Odn4mrx&88U_9W&`_lzkVaY zrxlm@N$f~^6^>GqkM_9g{qhZEh?*wZ3y)SjlqE#La-JD6kQ**oO6cupP-?K^tF&$e zsg_C(^^B>#7*+Uzm))F;biHw1l7T?0f|&QbLhdgKG$2Vq@1qc!!ojns7+UJ>y7NAk zTVnotSIZd&3IYz~gHCePTE8SMb5jG4BbV#|<2qFPVOn3KCE8tf zc=yjCJ!`qR>Wmr>oH$Ga#)PjwWI}o^rB^jBFoLgLSsWYbfs}Dcr=XVPhW>gx6sdFi z{s}}$pR;hd?LQ>)+T7%3mIrA*J?jI8_kwI2UGa%_@;`884ot5{;n_DDpB2xhB&D(> z;BzX$$nwOSDX~-1qw2Qn#y+t&u_6crt8iZki4JS;sUBMJc5(E6-N z=|C^8V#C3seMqWrh2!#JglA>HPK5zLYSJnhuwKi4-fv5^NFE6M+4q}uX$Sz5jO6SAC6EG>T0`l1cV$`e7O@>oKz$(%+`tnp zPDia>{u@+)hJzuq5wvfeFZ0!?1)ximbGsZF;KVmkGOGu4eBZ&awZY*Z46MTRKn3o3 zczU+a3AtV`M~ITqQbxcX3{gxkH~gR&3+{R_l}L#0nvB|HsMDRkmKmw4p^nKU=8!)p zbt$LHHJAaqQ$qLf4YS3-1 z^d=~pJNLj{Kz%GvocYZ=`z9`jG`R>X!Z;rJUc&BmIGESQCSf8N4o!NFPofB3rBT5A zN!IoXW6N*zHyhmLR1CLOit)2OjaP7^vr3J?SZvGddBb&3L|ZOvwgBc=WK5}22K{ok zODk>>31p-x)sHAeg>0m*ztJ4!KAQR@cBcD(wZPE+^A@i#- zDbtSc_85OwNC5*BafQ?=To1jl?x$c~6!$&{j3>~4% zSQM&1;wni(Psu`(|&+rMkPGZXW?M9iqrm>+(a$msIuaEVY?1P zm{iyEE^NQC9MRDO?25C=10Q9{_0fqGUk0-IH(mB~E$%z9@E-E!9Kh;R(>Xbs&-tU- zO9+cBQNSD_m?;IZvpr%J8!kGb)v8ewJ=s|xDWI4gwrVI2f@e8JglA-a+$Jflr9)-% zmJ`zTLY!k~?q8HhL|I>o$ZzMt%wPBAoHHe7?6L_~LN1y_HX%9OZl_2AI_^$!MlDLhw*1NNiuOl>3bb$E4EsX`im3fV9 zk?xJY^8#FX5J&NG@wC29qk82@4H*VF3C!iykN&Js_~KydKI`r6(u52>;2O)0s*D3p z&p93MZ3P)^X+=9*E?4+wg!a7K834*dV0T8ADj=X5v8PA~aGkC7pfW$_J85rIq9w;` zOK>Xq!oMkTvCpm5bJ5HnYXJrlFzY!Abfcw=Y-=q({Q|h(b7U)d0$Hr`Wo@th^6un94a6 zBC{8SXG@4w+a$?ag1u8IPKhpUu8sQx@M%ZQX;{fgiaGED_EB5jCe4e;@V2?xXT{Uv zplQ~~6226lW}>9WpuL_!0YaJLwdrjL-bin$ZCb6Q8d4APog(vs^xV{l;(9}FrlR?B ze#-AS?3}mtaqmD(<))LB6H{jj&bn;Pi&m)$y9aUE91;*IK{X8_5Ie1ReER>X6@O*a zfXxt({HIJ=Muz{JDLY{%6K8<-<-*B{a0gPQlh9h*5JpJj%rHn7nGnO9Q79{zkw_N< zA~NtreQqr zI+gYPBe4R-n?pL@P2`kjLP`H&zt}eJ%M4lw1EU&&^oXc@rJqZ5&7s(BHXz|5@2}_E z$v1Zx;>~zeUa%@8aR@oQ^mbm#?X4}{%nw<-D3HWO6uq5#Z)*M?k^9m$RM}*(8AA7! z8(aP>=G99pSUw+#Qnlaf2dnuhG;Tp8iB1=LJU04vx0l)*x(_AeTW;8bk&1h}8m0DI z32DV!ONGZIEI5V3kZ{Q-js;!ebG28HU2$$3n>`RA;-hAl!ue#|Y;JQM!663AUp6~8z?e!94iMC#B+c2ftP>rc3` z5;SS6axlH*gXGMqeR{*_w?%}1x&iO!)aE3he@|c>T58IL&2wOOjv8V~3=yb+7m3UJ zVBOR&`GDFj7U`22;c5@|uu=rueO869;yH-lTq+U%zO*4alpDJbGvl_$#5-F3(X zxvQ#b(aO7-u%21!9j?u3q6BKO;)Z)qoXQJE=a{4|KOtp>b>ZX&yW22!@d;wCNK{od zdpxid7@L5so?cvIuQ0F~bjJO=_54*q_6M|40NZ`yJ5@(-TdFGV8hX8$MW&j_N_7Zm zwqz5f$c<`-IP^C-`>nIL>oDQME9tFBAWOf%u7sWB$m}wPuXOo4?xyK}B$2dfezQ2f zK$%j(Nbc{U{ij{IVmR)Nx6en5zh_Dy6?FcPIdSK6QMTK?z#T2sWmk$7FZD#X@too| zy_IGR&n`YN$_D$!unaTk`@a9Jum4r&^ijW){_BsO@gHBee`Zmg1G|7CGpsAf&dj^k zeyI-Rq{`8tU93sQW&zS}CgF&M4f=Z9UywZ>$m6I2{0G#xjd=!8POy31n>~?Iu!I}} z7L1;j&z=xahO*AWQ~MwI*0m45n_I?*#WjPjzF&JDLp3i2ELX9Zc|XN4s1!hXxFh5UT0#75qR#U?FfX=kTx^@bd;!GOEf4 z`+PlcsY)aHvxIaWWHpCJoBBkfqBuvRQl~^X_xsT7{OGfdQLje!9=oxX+?Td00|?Kb zD=L(tc#u}ZV|ESQ=lmU4A0g%={N(rdn@(kH1gy1QN$6~wxC_qBuN5|f-agL0wkT2( z4G}5KlHSLse)C(;@-nV20*@I6SZj4aEIi0Dp3C{5_J?LnXCxzyC*NZqO_f&alOj0k z^lkcU1Pqa$iP^TgRropIA3kGD%ZadEHUp~xs~A! z!Yx0?Z>M~DA=WFckapEx?eykl4D^Pv)PF521FVpznm0uacZ$u4On2R5A_;oE5(FD+ zAC#JxK5~GwFwwS^g?r=OsB|WR14NX=UH;$#ptp^mQ&^!KN1;4fUgEq%l2*P4a|e`< zPMKrk_gJvk>Fo;v`nT!1{X=P?7w!9>5@}cHr5ntb{k@&&V(Uq?WoR@g!jddp`Oov?HP~+WCd?5mn;IM1k**{)P23L`HnVpsRPIuSqZP% z0D;Du3;ynapQ7=$nxCQC4IESgK=z37(nBGjh5nOcNJ9X3gwbi++h-`n^W?6iTp;WV zUHTk4fTsK?)-^=5qBO`hPWwU#rW!v%mxW1FZqWnatGM6pazqTM)io;p0zHyzo69EaU^W(V%KH}&JF42i} zlN-uge3NVqvaN%iRVpb|U2*uS{m@E+uIXl+;br6KcAI$7v@|kO2^`O+3ZEASwJaQS zgPa|8vJQXh&d&Jey!MVhnW2D3E4KIlCb$dFxO3<0J)4X-%u&kBKPS*kX(>D=vxH04 za7#>Lu9tbEuiDfPn&HQJ=fiwY8eEfEuabDFxpZO_)Z;OeG)_+uazFf=Cf?Gv=g|G|vL_e`wK7vIsOc>|K)DY8BKlyrzBe^$(3T+x8cy#TOLDpj`82xIYLu4p%aTyW22Fg>97$w}kMex* zvZ~1h+@!%zo;?+d+8n`6XTVQ=YVo@i1FyLZ)<3VI7>$^5B8ccO_;mxxX0e|6J*QaQ zbD-}E@>@E;b56uelWjEWOjsHx`}sb7B!fdEDxeMFe|O`kjJfPlODlCF2(KmUV?FEY z&Dbg_T``$-6RPg1HvzUe_ht;=cMqA4jQG0J*yE=ha612iOSs0>$}hk7E(%l8p}Ook zE#S{iHN;m}ecGPt&Op1{y zkw;(m85(lL%FDjhGQwx8&a=?pKigwhNNF1mcomAB!)(=`Wg#yp6%5J~cA4YYeLTA>K>1bl;A8 zJ5|c5Lpmh(>Q8p|wYos^JiimlfF~L4w=0BzDWm5`TxMDZYfVi1mHvye$~jjupu zoXA50R<;&4-E?5DMlgN54Zw(6(~{glZy`F~DccF9Cq(PwtTJ#%YG|@vQV*J;3IFU) zCyI;7L0T4QZ3*~c7jW|X$?o=^R(%GMGSx^FPdv(HD3b7S_Mkq2mF~}yn*w&{MhRxA zbov0&vg>GMu$GoJ9wTKG=dO>F1`@v)i`r}7`rhJmV~37){M(YcEG#U3(fDb?M66$Qh-iP){inj!5V9xHNBk?&=5SFsKzy zZD^?Y-IX6izgJS(dtS{)uC1mr)8~QSOi!*kN1unI^m#OTn;Dc5M}K95lb?&h;E&Py z)LR?Z%LPWktxnF72|?pJkL24<0GNq{qJMt!2K zLz&u@U-PhUVE=b|H{}GS{-?X#|3AUg|6i6PFd*F97um!{VbJzFl@ls3Z4iuo{8Zf> zvSG#&>{$w2=VB4j+^3#UZ!q#&9SPlDX>sy;Ts5C8M;#HjiN7lsMyU5&%;|IXjUkc{ z>EvH+J%c;r&+7Hcb*qJWdY7E6!Pmp@;jXg&`77$G<_zd+tfU$?E>+RKMFVaK7WImU ztU>uOx#XsqX#N!BkR!nhrfAd(m5h{hs{x7>@nVm#A2)a(x?D0bTP3SIxQrNhI0N#W z&t;0aWbb4)6|xm23`wIxq2r^xXbs5zxX}yUU6p#)!nab#MQ6hBg9MDAQ}2mC5Hi@u9ETAwTv{Hf4;A$4TYr;o0EK{|;L9PqpcFG;FiuewN@h!+UKMn2Zf z-&OK=>9n&|h282wph-uOr7~TDelim#1v*ec)}Lufz>Z5r1H4D~uhTzewH<-p*uTSD zvk9RX8eAP8t>`PM2}h`5Xsto+gwb`QziRnX_=I&IjK4=)d13V^_%=4N!SG8PIf}`` zLX|MsYsH4>%xBm(vBB|o1ycgoym`||Wm3_AEBNYIWr{kJ4PVHT`2fXdtn&+afU(fy zwKWw#!tr};uFU?6!0O{8-&dfsk6HN&_|AGcNB!up&8?@}o5$~fx;jM6CBLpF3)=P> zpUsz+FPf(uL4-M4tMZ0@lUq*pLVvU$KCo-;zZ3qVrW7LTK|jE<&A0QPt(`X#)a#HJ zpDj1{MRXZEG7tRGVQDsfZX>vyF-kd-!tJXhtiMq);0$LH?6LqVF$ zF2QLmgsdmBs1tct_h+OzK>83W6CU@!yWHG9I=aKzquYP|tkeJF+4hkxnQDOcX`>>4 zS562MEm;Q|6*{hy+z~AxOwwDlwxD@<-ZW@3!8RJqLwra-8LnH57s_B9uKAZCw5@0} zw2t|~&S+QEPe*S6OxB862eS;5fjKd*&w1Kq=Kg?-E%gwqfmCsK448#UT(L-D#CP(k zgKIRl^qe^PQaNKZHiVpvaaNTlxv~^rpe?DO?4ld8yhJdj(9SnO%Jv1(ae`HkAgX8) z&1IrXX%uiL7GUetyMv&A{xx^3kG`TGRp9ZqmH8B)w{8BbH-58PADojs;Ym+4Q;l^ptRu zi73&}hG}1^1JX)W%qo5MdpPQMq<_o?;xr;(UlG0Fpe}0{Y5L{+d?gvFhVF29H-L7i z=WUvpleF`Je_^U9aWpZPQE)0>YU+Y2yRUuIcx6H|*XMS!?1JjnYUl5w#6q%a?YrQB z7v?Trhh7oxnJi;#BM1-JGw-XfS z!)&!=ZeJVZnmfq#TO?momei-%PnS5g0xq^fHEQXBrr73m*aMU1GbM^L^PTL5_GL#lSF_9lCaIT<^g~f zG)AsWH-RV~zu$I{{RkKS%*11bZBpq(a(qyJ{FX~)O%#BJ5R~z8aDd5iSxC|paEmsp zWLl>?m(sN+lDhvw#9L$?%D`fBd?=m=xa4B?OddK?J%}1&n0=7!6Qzc3%k!18cjKH@ zTorjAGUms0|7m3ww>QmW%5#7UND9BjsU-mT+9|;*D|Pgk{wRgJc+AP3C8TBb`htfb z@4;$%#LUQIdhg1{s6VQY?X?x7ljag;ZIy$a(g8Fg%47C@fO%dtCag2GYPlm|%-_o2 zgPkJR6HQ5{5Qn3pC;Ps<2Q=;{tIGHh3|u4l<|Pq{&(66d#9R#!@sUK6qYE%0y81(G zYfQQ&{EG1Z$NFCx@gZ4u_O<`X zZRLRjs6Zn(z!K2ZgrAg?)MQIpq&)eXzX%p>I8^{GN-i^63Jurf_bwO=Q^ap;b+7_o z*w;0y!(m8yAzBZnl&n);*Xo_tFE&gODyqqr(%c#aidVm=m7f&;s%WmGHfxorHY7fB zo}l}a@k4_33dutO&6xns4W7bph_N4qkiOcN^p0R1ZHE>OzG3boaSmJ}#uE*z^NURO zy^FJ>;uH?X4z-~7djrKZrFqm(!J3M~+m9G37gg<>pTck8<%m#5t`u?`j6Y-o{ae7l z_|+p;(O=dVJF3t495Qvika_NW8xsR5MoxS>SzfY*gthTordpkU8Inb+Sj1f}eMgs= zR!~H=w(p)F;1D>~My;K%Ez}!4@9{5&eq3++0wsO-)yq2+y0I=(a>z}BOaw>caL7srCB{;4#sjPxrXYl)uIfUcijC2dIn z^PU;}dh`tfemi3jVVy}%o4?K+2BM9_PiIXA`lwOl2C1;?=mCvS%VK}_7pT3b|&{Fqau3rcMO{|`+0nvk(=@#ig9Kpo6 zbG=wB(6bAF9(fUGU5@rMg%VL|wcuH>K){YMTin;>>)xr&p@?u~M=v1vo# z(~ACA5?1-L;8Y1fiPCfdd6--NNS8NIzOe0bT7h-=Pot2t9uh&)7y<_ z2{(h{bAX+EhZ0h=P>Cw^e3hh}j102IBBx7Fy(rpoqPw)(j73Kta$!BMLqni4lyT3KkOGl;I>m-0}FI=>mj~ zLZhXS6maqY`1DfI4lZ_?wcv;=onLC@GLaPCj{fRyJpZ5P``fm5k8=4fR60sry<7zf z`oXnxNW+h%N)+$7Z`6E}qvT@^**R6zQ>736lu3OIQZnqD!@#s@xZWgG)4a%xBcU$& zoz}p>z=sm%cU-IjV!CiORb&3fkBUVfz@mbr)^6ZEUj&v$QoWpZ;q*}wC-3HaTg7kh zITSW5MNoE(vjWmRYClMZJLnsET6wV5xMOt!Z0nd0htEk??fA@jcgr@<=&zDb*O=fd z<kKYzy%| zK+%S?5}c&C5;wf6(()zxu!oBJfLheLTvG)Y(|B&@F$=Agb6g?K!78T9wLiaN3}G%3 zW2QF<{c3A9Th62Is>GQ_zdkCcRhF_8-v|Eu2lM!+JBD{-3u<@4`; z&bM9)z3^@@DsY7r(0!@vyu@C`VNws`BV_l%fxKc2wArq9@WaY0*2+|8j3)Tpkz{9q zqHk;Qx>-pXxR|##ApBXdlBkx)47vxjaD><;~16xzTZJT;)1+}CJFK=6>Wfs*+Tp5xv&Td20QAIzoGb*J?@jN=&O9;#& z;;PdYN(>2lb4x_Ym`Ylf2^SQAK_7`C_}y!kAxn;Y)>Vi)GtOR@8~MyxFD){iS)($1BS4l1SW|AM@%b7~p#+YsIQ3CN2oJGB%KA-s z3q`O6h~JiUW_FwLqVTF=Xv@FCTdasA6#MH zMcarE4Dd6nS@*d+NHv3MyS{_o>ZuHKaF3CsPZ5XPwVvMk8{PSEuqi&BCxbz72ROR6 zA4QJ>~E>>Mc-Yyvr3Hu*nH)ib~kvWCcYge^H{&BY@Jnbj?_Q61I4Z zdMbC}6sPtS1-yL?jj*pymA&KdE>N2vC;D>Z)M)>k#eF0FLV0Og{|ome&&1060>p<6 ziS#=VYR<{H;|u}*q0FQaB+`?RXr&Sq3?9($`SYF_K5^GJP4t+e6syf^&_2pPB^4on z5D$%pot8@@gu->a@ow%E4&EDe=uUZDPOka!*X{)$C9L#opzY=022X9zz}-;o)c*4J ztN;*YpD4IcAGoEG_5D;kKmb@*JKprQk1Mi1bR`Pt{k!P1Ws|`}u_2zRDQ>Wi=D}90~-DS`>Lo@_r6qQ=ko8tLea6CmrPHTEse&7>Knr zw>^wAV6SJ9H&_VS3|5sA&IN#ke!MD)a|X{w^67LX`4LL27`fNtgXA){D~4bgBG2}M z#*7TqEM4o$o(X~jH(cEIKtSfp!QC(i!1%~Hi+q13bhUO)kbrTv%bV~HY*8CLI#4J@ zqQz#*bfi&RTmtZg{I2#W%r>U#Acs^Y#0nUutnWJ6ok2$=Qc>;wN_x3Dwupa*x*Lb+ zp~f0~0scmghrEZ%C5*pFZ651*Y6$s-O04En7f zfCFiDa=l8aU+Sa)<3;yB1&$vcw-3hcKCzzkv7Fm2j=x@&5Ot@_A!*SdNKmVvGB(t4 z03Okx{eVNkI8JL&V2lJKpl28!L=!H+*ch7Si~E4a6(-(LAWv{Xw>Y2op}m>E)=DP)K3y-#Rkry{3rh1||ubDNM*T@`TUe zh67|7Dbt`Yd7U2w`%RhNBpd9rmr$3$)RW3@sN-$(KDfXAJm*g{E+H0t7C6vz9^+nF z3!iuB#U#OFACpV&Y9)K75r}c6g9=nh&{NM#Hp6VSj4tNV^XWcb6A48W} zihAL9%@JH)&eVE5CEAOIJ)q-f9Y1FbFfkk?y)nPs0Hgvd0=S1v`Bff3vNIAm7cnot zWl;2%cX9){f%|16uC}LXG>P%)o<9z{r!pURh z4URnSlGqLcW~)V#k8v>+YF*j$QuPpg8}{bV@!c#PZAx+51umVBH(7D}=M^#3&S;19 zxaO5xU(f_Y{Bf{8GzK(S&biBJ1O3;<5i!A`6=^F3*JAWnl?z@*WPvKG^qd)IhN+>e z&6GxHeUcHg>AUs-J`3k(g%ZZXyGxO6Yha?Yd-XuH0H6I`{yI(YM7X-H1HNG>+=jDO z){tErz1?xSDbVx0N*eXmPk^E(C4`6E=Y)H)>qlr$-AP`@COsg8^B$;5qaV63mzmNT z*(2LBpwpMTsbD1d+nfwxDreZygjGS!HFL*~AXG}^I8*v7&eNBRS zm{U4VhMD1F_$yWd`{puaTW`Ej-W1 zzBc*Ix#j0zmuFC3=eWqvES@L*Mf$VT+4}fImiNOUg#GK@ork0(=@Vli11KRb40{Tp zRnE#>E~ptQ&+`-MRcauB*Xu;HWoTW(b5|KTku0f3ntE6}9!p6k!-_)j%lfu!&Vgd|x_FxkOg>stH7wCmkOyxAVV>-JV~!8Eetf zui^{b{qmJ6&=M0XoI`drs_Rt8@^x>E;y7gmZl)fs+4NuF1_ z_g4K51s*qkdNx}TyPDHwI>!M|oy_}v`-okOm1aB?7uAlGqp`;Foa6^{Ar-HMvjC&2 z592B;!joKxh3Ys!=zwgE6wa~xjhJU=evxC+H0)|ReLqid_K?}yr4NR-M!Unt1tfJw zEb==WN(}pj(8OF1?3+oi)sX8~GxT}euNBw6X+`aJP7Q-p55oZk2N9l$?wiQofdTj}jQJni^t0<1k*(_;KGY+eI%g7odTUhHcCeaqx~!X-1nKswc=N)!;aqjCKY zIFOg0{oNWCU~odTp3PYw_BS&R=4?cszP861n%+V(#*e-i+TgzSu1?BUzr2E64X*=H zfHi<{{%DW@Ze68)Hb(#HPQu`Y9@y!^o;?r6P>6X=PD%{~cOOxj-~p89^#sPGK_0E4 zk(mS{ebhGF)EJ?%yB>bIV1#?&0fa& z-oyL4pXHi&EFl+h;QB?rG&jj5lv~)W(9jPc4%R3PJ7*B4M~DyZ;#R^eV8LN=>NqqU=t zM+wxDu^YN`T^(vAL#Zzz)rtlR`#F3&d&aSRdfHlx1R$u4D)>B^s{zjBp3Yi z$e}`%pz)kegb+#hzC;hMEMU}n?O^~$E@E}L?7_kiX97!)wMvI&Wn;cZ<|vR54yS@W z-(v9rCKP|t@;@j3PX^Ur4|>N5MSe_U%lbr(Y_U9)>w4xii!`|+6pKYspLFem>$`*=71S`Ukso~sSCx)1l)Cz}r^Ht1+ELaWRpV^)-uF*QWOTuGa0JL~jbOM&~v9d@x zgP53vx@D&7PDoi#HBScgX{+&MKprD0yegR32};T1kmv4&+eR1jEhH%;ntPuQ@0yyd z)NIcA&(HfRKzQQ)ubD<2ix1-AaEV;xudL+hJq|z0{5#*+LJiNygXYA=K3CTvv@;_F zoEOUSoMr~M2GGLu`9T#n$a=G?(b{qR@v)&Aho^)oed*SxPM!F@QL)J?=M?jt=wlur zTAppU8i|1Ig#GT%z@>+=)lt$2s;0kply1Wl!jxL#`f|!3&!VzizX&FgMb$t*1;!@w zwZGyDS578KCPc@{m%FIJ=$#e@uv!im-M~)Zl;x;76ArN!vp__pt-hSG z0gryHrtPLMGDMbGXj=o@x%NnAvw$YFmt}4|KyS|R6EmFt4a?3oXFVV&p=>M{i`e6S zDdstYalu<%7nvtW;8}etG6ewy^0^)^0ru5VKN-K$1P7E90Ls2FwCtjLT!IIe`~FmI z=IceW%H(|NF$6&2d~>y>F&K8^VRL`^0!Z+~ZwsOWd>wqu)L{!wm5igCLka#Buf5na z3bb+AJ^!NF(@nejYxN4PFWPb}O0vJL_|!UU;)7wX^Qp3M{0R-WU>=1yn;9{Jx@FXKP2!pJT@c_SMhwfMA=I!nhdg5nijf7 z3|V%sLrBNa`SP~BodKoC+6|1+sX2TMbOcS=`U{2qf)J9KpdVk;X}JW9?8A+9ksfg| zo0Es9J+`6qQ#Oqpi7yLyoCoK+&f8bNc_oCt%$QlbGrGs!WBz}z|7B`raOlMQuYnZ| zjQ^Kp_tlGBhZy=&vJ7^_40K902&X_Zp3b7#(z;FQP(S%ZB?#F zNe62c#besdz`GS|4G4@~XC~xR4vX&+sAMAaF_>=-i}Z@Akq)Z_p9rBWvtxAFfat}F z{;=gtJ(`LG5$a{5O>F7A7M4^fm;7*Lh?)Q#Z?cB@RLXHxN|s8k@CYAI`BUX$ZrQkm zKuVF{Q2McW8@zwV z*=zh6^wjQ=JIn?|AOyw6cr*ve0zj5qera5c1sgf875Ox_xDvlqUn~O1_}i}gMUgdq zpbM6iQD3J?%x+C1G=vmm!y4AYJ~|&^0%XgCdY^3RLVjn22{OJu0c=Q}xy#DM6bYsHrL^4km}vvGwD8lbXZY)$Q+%Q;8S>Mfn#5Bt78 z;?NuNiIau$BneUmQnyQ9a#!=uy7mBhE!lC^{cpvL?X_ql6=Zg{&SqViMoeu}8#zAG zEwG_kNNgxCoo^P)dI9DB*vKALM_-*C7f`dae7oalu~$Vb%ofH|Nsfx+E*4R!CRjH1 zjLVk=v==@l;ZHtnf{td#o&CNGf(uy0=j&J^$FFw(tEPtaALQGVt=#|ETCH=tg#z_+MeIyrQEgKbg}LA%xo41P zH=Lp!o5te^eC}{EIKwYw4fDhSu`4~aXu&WhB`Z{Z+B_&CBqSoC5Rc7uryTtaEfQ#s zuXJr|x9zUHE))0J9y;8jAEAlq;6lEw6BpMq^F`$sbF?s$*6tr&}=z3mq>;Ka&G1HCdTc$qY#i#w}2P(=Mnoo zcTmT->O{VWpKwrivHU^YuZ(ZbNL`IRqqc-?or5`+EOyvK3+RsF{k^Qh1vxw75@~Qt z8|$=+*bKFh%OZ_!Hij3lV7jGTlZ6Wt18TO|yC4xFS@AKe$npPW$l{q|fUPz#_*kL; z9aei3Ab#A`ClrwLM|9^?7gV(9x5H1;T74P!E)(5kF`H`-UzqIjCeL3PvQg{7W5Ul5 zv+O$fN|_vH;LgT=9c_tW9vsn$YP-)vDWBU34W(;$JDz%#8H_=pu<6q1oCQ~{i}LCA zy96-p^1qw3;>;BPth|U>x!5`)H~y)@2E3+WwXDHO=YqzE;#!H#blu&E5@w^oDk8MU zg`~us!wna#eSV2w$Be1f+dNIQ65~`s;ZDBT%yMmJ|#VnTA@FgXI*qo=UZC z(=ss2zPLq>+W)~bh71D%#BdcKrL-|9Dc zGoIW^&33pZ^qmwy_@hbp~7mMT$~tI+t%~>cy<|sXwo$|w;@1pH5mvtofdc+EHOwO0)7Nr~4Zzp~z>W)ifdI{1VFx*r* z5R%v=T6y{{8N;U76lEX193_VSTzw3oPI)>!gfac0H2v!UjHmJ0skSxw>BL*uf>;@S zW_nrVHNS&pRWPcKIX9`C%cki@PCPc<&S;l}{qAqB)*l~8Z@MDE|4-~2>%YI^|JezF zP}~h2`UoQsij{Q&$rhoOX(um87@2}67aPbhh-3`mZJ404YOT$N5%0ooUAU2#XDZh! z0UtTaqZcC8=d0s8FuE`rKrji5h9>j;FaNsES;g(gmcEl@kzFWAxI3c!ZI`f4kWi(e zg2W(At%odf$m4sRf;Ocws!27>NB2t@;a9=n*fR3$w7>y$_q}h2%+Xe2va+&nLdQ8| zMie81`H<&Uovqra9oNQN%Aj_pu!(mP42r_|@GGhh8#@p#9&OEYg7~) zfo3Y#n?7H{2L=6i-k;a12k6)&>dV0bBiwtc?oFLvcf?4kxi(3l+6Di~4<^a~S#_ z5D#3a5<-q}Y_goX({g7`S&(IrLd8VQicq~hJKf$TQ!+1-$aRZ^$s-dV+n?NH zKR>Yqqvn%fa+9k8GRvF<6yc~#dJg86eefxqPQ9CSbm8GbF!4Qt9xCy&gqU(Bb;CTOh)oy;;h3ghYqO ziPa((Bj>6=_kUm{5t5j;9BQiRZd=ihEw8(a~u#umtht~rqHmMcJ!*T zs9jC!(oz|C7i59tm3lOW06orKk$W2d%bC8|WDdwa&Ar%RsB{nC#;P~jKwT<$ zQRr1z7DIH!(Fj=Uqs9K)E+oiS$-PBVNb%;zN>eO>F|Q-XRqgb?&l1QhAd3A9msc6< z1)@_Lb%9V86V(YhX_500f8{5i=eSd7meXz)%YLuGi$$_o7^Uy=ZVsVTU9U!x7Z8Ch z8%(!uGuaI^VR7kXzbf0r5wtV-x+z5F+5jNBMVRDKT_vtMf(3D1+Q40JxPo1~Y z!f_IgpRS(#BoJh!|OsOjSGEl*<~Fn9Zk zE@J2#F0IMo#H#95V^bfg)sSo8G zVE`EcgB}6;G-E4Z%Nkh}Zn&QCKyOIpn;wBW+oVF-%@rRCA*US_eeQ>r#%uX{^CkY; z(>2<@{tDg^ePC1lQNrBSCQs`&O|1+K)A4hCze8QTq#C`uO;foV;Vw$kaL|AOUKAOf zU~;TBi2bmiMQs?l?vO3nN=#h*af9RIHaDz*%qE`iAt++5W#Vqey{IO=G95PbPV-e> zqT%WqUg=ja4SI^*`|9|p_f)*JpbGk>l#yhpD#E1ncGRNhI6ZTZrt{Pi@oXZsyYhL)0D5zNDC^IQV>YHF5 z4c5P`pb9$I`zY%LN<3Og^~RvHpu%Qg>o3UP$;g$C-vn!e+BesZgf8aP zL`L9yhmz}SS1Vvk;5jgYm)<}(Vzb17Rywl3_J&~Fn{BPl^Qz78voGBIk@~up6$G`{ zu@@|gJB>7AqCCSVac^u~pc>C4*ZmnSl;jGnrm=hHBn84ol-^H9C0NiWeqlS!1VGKz zX3SLJi!^f=kl76;JRHNO&tDy*mKH#D>2L@(;+LW&%1yY@xS5p&m~1a1QZ+m1jww@d zReITHmba1UbV{$vALps%?hVYaapz|rISy;(5E^k$g*?cyTs~K7mdb+%(8Y3MbY4rr zI`edl0R>38(JvE}P~R{9-utrs0rX;?JEs2>NW=DT^Zb8ZFX#MwtQ2~_a`Aau(H2r@ zL~%)4OgpTF56J2z)r?Ib!+;N-9rfx0azExXk@QYIMSd zg#tEn^)R9C6VU&JRO~z7yJb&YzoB_hHHt`giWiPemkD7TR_m7tmMEsWx)%|t=4~VI ziRYwPGwfEl1~$$H=mT%vw+Ic5XqYagh$V@PvNhFjRHWJ!6ch?$%wHXcfe`wp;_P); z0X1H^9+ZAGtFr9ofzNzl4p|auC9^nAB1L|puJ3ym4LMF>&5@L(yeKLdZoj0mWr#bG zza>j4OT0KF<9ZVJCOp>soSvveRL%}EjT!$X&g1JM{7eq#)q&Jwal91E4ExH~Z~WW$ zxYl^H&0Z~9#n0P zk+`hi?tNAtvx?|^rax|*FYcb48 zM#+D`x4E)SDiV6s^q`@D)LHIvX_SB~Kuo_;e}!~+S2!4jL5RC(UOvVXy0PqOQN9oB zPf^<7?}4lD{186lf{n31Frl7~4Eeb!{Qfs_{|dl7@?6M{EVISnM1Z0}%NhEfFmY@* zrMg38-I=2aK^+-e%V6_GI?%FtlqKbyV8^G6Ta!6@!-Cp@d+YRD0KCG^2PKpb+5bQOQ zQnWO2CB1H1V9bG!?&F2%F~I+=08_^2nOsnj{5mL5@;J z*B2e#F*71{skEG5AnA3kFdIF_^fCn7_866iQ%Z(!qQ|BDEg9Gz^0SFz3})27N%I_qvx1`0O}_ zPLjenZRQrhBF-n)itASJv=tIPiN{kTN0Rgnx_4qp7X1GxYFs~{9tYMO^q*!r)4vq5 z|KQg@C>rluTr$_0&WfI!YHT zNeK7`W{mjFR?R;UkW86Uw?}}Kmg_6l%AR}UutSuBh$~sVg=6}%_m7#*zW+@#J0Yct z1~zuT91U#IO+8(zOoEhlqkQ)dO*!j`+#;$Jb>3hD9U-`aT@ZA>#~u&`j|x2m`^{OObHB?{8^R1#z>9R>|*iKV_BtsefNfx z+qBDn%X{NG5SL^{3x0=P8kqPJWbflY{N?^Js`(9&WB;`TTZ^1PPIHtFQ$}EHdT0?s z)Eg{j(rFHV4B(0MZIQ4%2kLi0h$%c?)Wslp!uGTYDir@;rm3-%fhcDRVaZ9j_q?oV?1xdA(RMQ)RBE!*5<)^Ppp&@5UCIRSeUe zbYfUdy`P1rnre-yf#)1MCiY0!0|79)4j?(m4AFgXpGT#VWx)%0rZ3TdT z256Mj%DygNvI>d0s>tEB`%doE9k{q7Z}#8!5SB^8+LED{4AK%8rZh31y(8q+RJ8vV zyp4CYo~tC7vC?VBs1L7oT|j&;UHz3CpO_hwjCvp7WhF2S#PW^c8KPTfPzAd8t*! z4Ff(Y+QSDTgD7{WE`fSW2!VuAOFpqA_O$A+MQas!j(oyV@F}capsa~|8M@r7{R-I> zc{cFKfX11@3|$TEQfandT$*JNQ-|eTGbtWK?ayV++cyz>auxpm#Y1HP+kX3C30LfT zQ5C@lu)ovle+g*>+DaAw>+zlGAHMZT52*xIv`-f`^nq726C-^FxRLD38=vjb@ahqE zaM=AI#eJ))+C}nKCVKfvtbT*%qe7)nkmXOs3MaB>(zMj$Vn9P83FUGJcjumV7-n!| z#D>JJjv2q7zSw(@@R09ku1r83WwxKJ2)1gB7X50tX8tKfIz;(-fP6+GDjt=1&sp13 zOEoovN~GQJBcS4sKXQ(-nhq99Kau_?YWBf`8hDcMu&}VD+)G&lEWCP!AkB6CW^a6b zSXWGID&e`h;XNN#@3ErtMhm;Xut8*vb(t9P_LXT;!KX{b#|IjI?TKl4!x-Fr`Yw1%k<1QX zop+tv%pWHp^S+5~+)n;d7`uQGM;Ru!z(}JunJE3(upeaq(-2D(Z$BL1pXTV zLPS0f%7LnJ`;m=iQuU9s=A4ON+Ta(#2q_F$`;P0{w2;kVvHVpXTfp|8Hvm6|t01-FK47sGIn z-~z|Hn^1PUgT$Cc;j4lGtGQQU#djuQP?F2q*%r#ZdZp}$^U-5Z>v_Z|8@2YeuKy>>1&xh!Wf7e+aLcr;!4Xq&#|Cmt z7;jX4W;n5=s=3ts1yeI>Mpe{Z6Y>l)@-V^^tMRSWR)I$Oz;jtw^p%)#Qcidr$XvuG zNAL9`d0pVup?2EQKRwOB!#NK7w5v~dN5B_3eQ%`{>v7{$l!xaVV^hSERwwlq!EJB3 ztU8)=%h<90N9X!ExOg$=$qI6^2!i<4*+?-_7$Qf7L|nwn-%fHaA8=<D z*6uW6E;apEID9hSjDnf~E-*zZ(cu>~T>=MWg)fR^ij6S&ywZ}w+3`HYy!9fXUp+ys zv^)SM-yzUiN)78UIguy2pcJRC5dy{mZ7BpXsqfH##Q)it&ZGG}Vn2a<9aA>@3zl$Q zQ>hYW9)&z5arlp*bnY|>(&@_?c=bG~0piLM9(u_FYUL|fuGx=W-MC9atDlBZQ#RFT z3!BPBVbKXka)ks%{10lnPjG4xA+8(vedIVds~oT?$EuWM#c1n|4^y@@F+AR&QKU%O z%r)@-e08g`g!U4tfhyD#TvH}{3f21~s1v*71|QCq>^A{XkFASFEyC0`5|o z#~)vF*(6Af?$h-DD0QuLdO$)p?(Mk`C;t!2&|2c>T2rK5G(v(K(7y)&G#$?e%D zJc-KoelJ#yA5Qm=Ya$u5&V*)tH!H$)!6^1T!}{4~l6N>R{H5&Ug`_YQrWJv3#^*Wy z<2;H3_;D)WIa$KRz5g6D21pB;YG_{no;cChpd)D5_rU$bM(Q#N_QX!QEkw=X1PLXj zI?cQ>U@&guS6UNjV|R?{bq&$Z!^!)VIuD{827UePx3jNHw`|Oi1+JZ`ZLRrPIm8l& zCVMb4%*Bu0d|3=UyDUZ!Ux1$HDkbMLu3!Pv#iJ?_GR6zvMbi)=Zk+Wwwv33F?t=bB z9Ptgt?wMUOff4N8Oj2iv-iT}|-X!sf0%8(V4&e%?o8zt=v7mEM%G)S4EF~@7B}^wj z5_~P)hGpP%d1{uqNZ@E*W;P3|zt3>w#}@17BaZXhij^mzz-rSGMvzJYG<(3>q&@qI zV<@nZoL12kN%%k#HM?L-Jd^IdqQVe{L=J#IN)xnOP*AH5j54Pd^zCm zl~a3L`hn+H2aVQGELb60nCA)B^Szv^cs$I`zVTc6wM!tPx{k~?QEw}Z3qpAtY)EVT zXZd@i7v^zE#G{j<>8J2#Sj}nOw^G?sv3EB+|6k)r zKu>e1yz%jbd*s`?ffXJpo*xZmOI}HDlvFa@{8gR6?BW6&_s#P5fb?EX%(iFux6jnZ)rzjI(&oU8_ft=uf1 z7F=rXU}bf-i$cRS#?PUTvNMZwusGv2pxb9zVBee<;R z3L_#2mvO4`(#U_G>?$8n9}2_!^PeU=Bgg+e%T4_A`W_Y4EWIntl^fmt2p*2G5X87b zrKWmdM;Y9X_Gck@l5wLsCA8bI*RQ=)5-A8zJkM?iulW#81J>gToO7)mqh(mYke-jf zFt(jyx9A_G%rCqyUFSUa+%dsqBZ{M+!x!Q`gCc2FKfBuGkVZPkg7!>w3a-{N)__`nDxz&ExCr5|#1O^wSzIS z)U!i+K`l_mld6}~lS5vHMf1!E+>)y$&gV-6ZA|0RaI8Sj`l|DYtnUZA1HWs3oz!x> z*WH9Xe_yD1u2=7K;BVm}3G`k88y&CVHE!a}9eTa~9G8G7Cy5_I@EYhic_U#ubBGmydTVP%HYqD8o^vv@*;r&AvxZM$N$qN{=Gc zOifzfP_3XL){+L=&&PGLuMddW^|k>m8cCSh)wj%p-xuFRqoWzwqo0NNLs?Jk8{0l) z*3jg`*G7$UVz;Z=6le_w$X>aHI!mC4=V-gzJY!~*1eMB4FH+fI(LTg0N zH^vp$X8ZsOxJMd*0lT7kyD4xWc3Jn&Z9W`m^OQMe*d8##*odP#23+DkRF&`5i!dr3{?61RFnBrHL%-GcOwIT&q3KiL{am$Sh*hW0}+DFEX6_tZ-mW83a3 z&DQvU#N$_k@)J}UH2KW|&R|7l}q`!}oG zgooUWGt#Gvb+@I%5n=`KX?Yq&B~B9NXenr59swS=A4>qFAap9cZ<+T`Rau6C?fI1_T#Gll&qLlO-%VXi`L?K>Th*Vq z{k|>dVi@gOM8WJp2XM#a6eL>iLi6fpe*_g6X6uZTXZ{cd^tIEHM36)VI!4+hjBN44 zu|ObOWCUR9wjvXRD^f_^| z5ASQUW!X+64seQM-1+SATW*oAq^RfoaH9EiB(mqaR!iu^#%~eBl7zF2SBMl+wbFQ% zP_d`n(`8?AeZwElCRBviKfPzS`eWoE!;TMsrej_Ax897pn+D_a&pRQ~%wd3zk&uaD z5sd*Eo<2M&W}_l`Jrq9gs8b(wI8B&%Ec+@2Der032`Fnl^`(+<^=DtQutYBBoqC?K zb(kZjRTzAk}TI+6AcTg$jgubp$btiT}`6+fL@%jk97fBym1s;AWahbgJ0o8)H$ zQS&O)N8ek!$5|_Z3NVVVY7ZwrUKZ+QL+$SC7hgZ_55LP0TnALqon? zNKnwiTALTBfhJW)>h}6VutoiAGYlI6uEH!JC5U(@v`4&ia|vA>j&yRir=9-|@?&v%x2NrmN;5h=B@0x2R4fl=g}hBB&Y;zXwSBlc z8sl+_DY-qmaSr@+_bUTE0QSD-@>w$k*_-am0Y(f#;B1c9#Ttd+_X-n&Eku8l+1oD~ zWJqKm0oQ&AJvCPm-Ka8wg^z6@>bT!UP?}6Wf}uA6w~!UlP|J-XavuHz*y^_7EFtzM zmF?k6-2NUctCTUqv1%r^c7~YPw5um@ zg$}B38s$F1!)9OT5j6Q*G#2;y#GLQVtG3pWL@G*LbPLFqGMECqMb);a;_dx^+MjlG zX(@$mhI&5}Ln_-zn1MNu6w5Z>Dd3$qGku;J|6|f4=|fQ4>1TlDT=P)hmg;VYN52cs z((l9K7{S@KeVwXqp<-GywJ!^)quA_BJ?ky;pp54H?WdJ2r?R0MZ&i`b?=RMzLgVT+ z9IArWYQ+mmqDkalK*wlz*Nu>UdU>u8E-U^d4M-NyOv_wBc*e{H!vc@YDgG@JM`{0% zShhS`9J>GCuke2*RS*>?|Hnj0=6^fQO@3Hk{wipF?XHtXTRCA6icxTKWe%64aTyE> ziKww+7Gk8tUPgi$>u~%*%TBZuY*!-69@GGs=8`Lq3r%!YodAy>g&q(}wByk8$b$xe zUB?*R{MFp}(eLz;6@BmZ@l&P2OPhzyktpF#mj#j*4LlV%WXafUeN`Qf*yW_l=c#f` za!*hh5Wc~MjuN3>2m_);<*O1G1A<^FOc1jw!zbaxgyK7;wsM4~ZbFlCe$7Pyx$}7F zpn^1zHG|pTrx|5S6mX|;=Z_`O-RZX8mQ@QpHH4`t)1iWj{#;L$Tl~-n?uA0jQc#x@ z(ia;)1}8i1I-qX{l6xIf6=nft+Gjr5xh}D=+wzJo<@`* z*hI;?RT@F&;kUhaIFUxlOP?<@hgVGLJT@_ph0=$&gHFDf-od!>iajN*G9_$5c&M!f zI5d7ys#{(QExQ&7X<#PITZQq*S2B3Y{gS;>3_n=nC5LNV8fBorQHJ{av4C+#lwNec zBXDzac%Q!Tq(^SyT+ViUaKkCPt60&1fou=4_?SVe;v}&Im6T}H7 zhc6rV{u)4CPnf(ONhnv0>2--7d_mGvy@dEt$vrm|{SkJ4poPexSL(!kDcu2VIfICq zU+b;ybhJ2V1grNs&+AI113Z(=(Tw8(mMjS`lRb9cs>wim6v4B47%R?(6mZ{7hg=zq zyt>y?*`xKXBSaepBlNkP!`DyyV&5CD8Ck*v%Co5~GkWi4qou{$`4q5(?v1 zX7WZ1$cPetsp{7hZo}gW3#kASkPYS+jKG8;LxYOr7aql0ge9fuJKr|EwjAebr%ent zhC(>V!zz1z8jRk*lVNbvn^6gZ@6y|2n}}n2=omr-A;j?5S`6Ftz?GQ8E?G zD`Y1ZH5Prqc^?I6@txmZyC|zy4~xBrQ$&{xymye-5GgShiBIeQ5q1vTnXXH>?xfSn z8}=L9wr$%T+v(W0jZVk5ZFg+jw(aC(eS7Tvt+U5j<2?UiK2>+stZU-a$uKYzi%k$P z!R_TCxN;Dnz$0}E0c|i>cG`f!Auc&5ik~uniT>QSwSBmpFHNYF*ej)ghB9cRQpoQa zA2G0%Cs69z|JFn)G=jV-GI2hEVk)NEB5t9BsU=No5<@4i^t;>{gsT3XIhea5cAX?e z67Dqp%9s}s)l^{N)ahonl9-IzTZzzUw~Zr;^N|@owEW|<%M~pgQ#w}des@=Cf06&B z&K5+tSnTJ=#3T1IMseXMT;~-V87e(Py`AXu+~~|dq$`s0&Oq78#(ru108E{F}CQQ{m(QfM>4C?hT0GSynO>>o9=}$M4)wvBI79-6SZ?DT%#*CPOt_ zLjCfj2Crd*ox)|3`tGdhZ~DPy5$6_SKf6=M_gf4na@U3&oGU z;K8Kp1rQa>XhJ#y+=i_Lo1MiAklKF{#u0v8_m|eN5~3>$$Esz;e`L8XRc<73-~}8r z*Adzvryr$A0=z?lUO8KVa3)c>yrx2EYdP)KCxU>%*T>bv3qT4Ji{%7ex6E`??mL6P z&iKOVvn|+N)*_`L0zSz;tl}M0H)@_k)>^>jT-rH*?YAzqOhxfBz?kGX0EB>uDCz{d zl8|dOn)zV~e%*a)v)1D)zxSp?_CY29_Qs&Tq87l*bSBGZwzpSrS~h zi~q7k9iVzXximA2pwz%T>s#e=P!78xSFY*tk>U#W&{941z4(k4t%s!OeLJ~0W(APn zB|P@@Ls(pITDWAwzU|q4)}Nfc8x|UH;jl#b`^Q&Qx11mj2F{sVY)7q!*begJs5$5O zQEaesgU!amV&qKP-VUL9Fk-RoVjTYT4P!ayVux;mk`x_f%^T;7()C3?C5ut_+CaDI z^{QTo2}I2!eYIC*@%T=L|V~uJGo>}=hDO?p&~+U^1WV->%aNm zXFi3Vt9A(XPcTW=|3*ar`+A*!3E*Js&Y_}i1xIB!@>7+A3|;+ShT8v{G5o$u36R0k%|wucNcBv ziI;QN^Wx1zDdKO!D6thW^dV3Z5&PWgK~w53eH`WTBbR^^;qjSNYGH63J(HJe)v~pd z&`iI4-36cw#}z6C+mZ!`G!ckIzFlhcJg;;YLtNtZuVze8eI(>1%DBOixqwue{kI8W zSc6IAl&~?W(D6~iHt&m+TUrH#B3-4}EJG(8$O`;d2L_!YT}l`wqFw9{K?VHaJDpHB zN=EOg41ZVU#JMT3Ka1LTp%prTex`Tz8;b6D?nwX!)O*3;F;(hL2Shtf&rjaL*DUdA zjrd{yBt-AlUV>KWP|VO0l==-A>Cd6lJ4?b zzup!%<|VD{@Lq|$i_^9jy}bd_Jc*F#dKj*MuAsi+ny3NYB)ZFs)(V=(6beoowH20C zV}zZSA=bLG&ZT$0CDy%&C6yv)e;3ZnUi3B{XRqYK1)_DmKZi_vZeq26R$p6AO&8oj zGssgR%~G~>6c|0b{-_jKZ0M8-Gc54TfL3n{bQzZ z(>)-jTMN_uoxZyx+^hMQcmT5&dIAcmpSiTPuVvV~2BX^9MS*+URyO|(0Nm4XM)CN1 zlu57?LeHwH?PUiY%r>w)9ZX@cs<+Cl1rYH?`*HhXY! zy0-Y5JcXJr3G_|L5W(LObMc=#kN0zk{r^U;GyQATHumqx^=QZ_+-L&qCN{?1T@~9A z7dGIk!Y3;lCQy#=cLTlew%!K!?3j;y?{6QZV=;IJ{0O|3VJ5jl9?q6@O*>XX=Pr<; z884lzxS*_T5>MLyxmy3rK=W}`u~{4j`?)!iQ_4|-4u=VR1`Sj$rDNcT&ymYE0^a4B z*xiXlrtmuiK?} zH%sqzU*LNxfrl^ZeC0++>Xan*f%o)>kFbeh?j%`)xX#bEvz9jQC;WVuJuARzxBAjn zcZ8y6Nzg(MDDcV))sUn#KS^w2oWA3qF5>Eor<^>no*>W)SL^6x?r%4|jSgdfO6MuJ z-rCeInLcbh$t_VDHj*!xSSJMRiWxcG^ijr@hrgMyu>ZO08tyV6hg0SGFpbdJ@^O;h zVjN9`1F{n5tpsDoII!iK?RI>X$uOHX1!ZSTMg63&ZR^U;H-|vKu+t?F>=$~#1(jS3 zt_-s`$s_h5Gugy2*A0>GF~S8+gt$v@*v1&ZzOxzn_`j1?@LTTiSy-mZN7w?%7w#^0 z**1fJW<1#0P5!1L*U;SCT%G+op@h*h;qvS=h}}~}R@JxfpH0xtGW(1KK7tE>Gr=91 z?d&|>^nwCo*{5c#1qhNuUBlC-Hw@lDb_v#t5#`n9xg-d3j>5GRhZ&&TF+f<2?6oN$ zpV={G0+(-Jx|@ZAp-xw+zZlS4Ycb49oo(f4p^0#L$=00qPg;0& zxfA2`^yn;NM02AprbL>yg9%RFOYDJ8)tQ!_OZU>n=&zM{f9nY{-*3($g0U_4-Owb# z3ClguUJutR7s6PTrP7KJN0y*x>$UgCg%>5A9!?W_!Elr#=&^AvA}z>Z%Ru9F3V#fI z@lyHlL^~z}o)J1Jf_o#%&zX8Pq`Dlo0Z)4`(#^&Q^~a$!n%U8N%&hAbgz8cn@(mGs zc*@Hc5Wb#ojFgf{aEXFt0uu=YgE~p}owY%rt9`tuE=cI_*GBUpxBGa+pFpROm~=Zu z>!5j%ChcG@B5#Y)^xJQ`VR^S#My5SL;4LQ!dGpaNk^UaS{8!|9Uo_RXf6_YJf7SGV zAFz5hf*7Frg4uqWX_riw>Pz7qTtAe$x#1l4Dr{mDQo*wLTRSl>2qVyd6tmq$Cf8DR*Uf8Al$R_8=Gms3AXK;!w zkn@x)`w`|S75_t%OqoG^xHcoXavu8^y|{o_z8u*#(XZj$%MgiQ3DVOBE=>5oo#c6_ znG+ke5jPWC^0Rr3M3L~GZ}MG*2WpkSc#w$*Q*Ylg`<&w$epU7l0{d!;8y`kswBb|u@fjAs+>YF6{=ySorAsK-I8YJJ<=zMV@RwlJc zzWCz4Nq8<5gw91SI75uz>61lmN}YSc!xm@+>o|q78J}@eQmTSlFP7h1FK#0sBG$czIY| z2{C=r(gW~V?3c@cdK{2;fpM=l0?ilh z9%>`|D~y2k;;0+FQGBvBdZLJQQ5#~#dx36HKUue2_s?f!S(J;NBaVh=TdJo$B){Z> zj7}dSnDsNJ|63-(Ar;Tc2Qf>#m|29X2yp6Tf7XCh@&RR%49?WlW9QAo!aS2WA8{ql zp`<6;=8yk-og(|9($_#o$3?R>6s3qjEZHU$i$fAQ>JiYXsy{g!Dl<`D`?T_iz;*RQOuzg34p2ri%8L3)rxlv zVgI+EczD-jPK^ZdY`#k6%&R2>=YVpm){wW!&8-IAo_SsgON}E|h!QK^AwK42bp?L# z>JRY$yxP+$;{UW$XZwE)dR2W z$YLA3hTyK4Sm5*PL+<>R0rY*vSb0!ewEd>&MP`g! z`xhdbr}8syeZc;Ky;o`fu$K7=Az!`pm*GjR13FZ>a_q#25=9M?I*y*UlXe)5PVP3m zOb%ubU9ov+YDBE91f+`0Y9E6YL9i7oFghRr?8u(ugNs2#6otrIyXhE%B_AuyCE5jJ zP=NjFIWzpFjv}9fRHbl^(vhqC<QQrLNtp-gi8?S;XIDSfGlp$GGOl!CkUD+q5WA0-L^*@SkV) z>tnFXCk->;`IIz~#le<%B@AF`k{JG7O}gz%T;S9u&t4%>HG-#{*UI|=*kD9kRLf^J zu509R#M2;a;q!G!M_6=pi2JTvVPBQeH9li!9egOH93~G{1~m@(oUU zt;|%x`oxD2awd;h}`my;EceRzo_lduJy-O}kI7 z908c$gKEbj0b?RPv-c-}hcraOy%teGfk9^=8ZM!f2>R^X4B&06vB#1T zP)#XTXoQ0AU?c5$hV=$vwSPTI3i$fqVOhx~%*JT%%Pe17w-@y28Zfec@}OQMQ{RX3 z0<+arZpBYnkN@KTWlINehGVVDSVV}dSiMlp>?keCJ^@d(;Xoal?X~bHl_C#H^9o<3 zsNhnxrW&=Kk8Z1nt?T7bcUoh1n5B5a>iBJ1tM#V%C+<_Cl0qtHojvRi7EhNt|K%$q zvo1R3>&+S;^5d&KVq=dM=u%;(NF>zeN?ly_exd9eXd|oU@cT zzx){zDp_wRwD<^LKQ)ugMevOR#KHE;UbFtM)c=~jlYy%+{!>|J{I8w*zsq{$mHq4c z)?SNaumq{D%yAyV7G7E*9h_r1k)W-GU=_%V2Wu97Fu)=p6eCEE0AB$R2}ldbyK)g@ zu7N}Z{c7lc##ki})W6=TnlM`MZvXh}oo@fo291^zQRa~Ri*PuPDD9T2m_S-gUVvDU z20B^ML4O0Iy))Ox}mXCDBW*3Nyi~I6>H?u33 zJjUP}?m&C*{rWqme@;vs2K!Cy$OjXNJc7J&kS4!TD3Vm~Ya^@R>uH##D-*Ka3csw# zIq{%>G}l*GhYX>>Hia|E+^^_$9|$&q)19_i$Q&77OL8iZbk{^b>!7`SI+fw_)q8GZ z?ELd7?U{WhtxDd{8bB^x^_-R7m+?0rPB?O!AGV@q)_POU2q#;RJSQ^f!D%)uJZbay zL8zW3zRl5yTq<-Lb(W3+IxS>yGs2m>((BqJCioE@_BAPM4`h9Mi-q}4GJG}zH?J-E z<0fh4#_mf<_~&W^Z@S*ZRevibId_-_WvMVl1~D-rm3HV@o6!k6=AGw-Pr+z_a?8B# z8u&(h5mzz!{Vk|QUTjnznoMv4Wh|}wORHC?`p^0=o)xn?8z#Qj_GiS@EYN5&$SkVZ zbX3j@sLoaNX&fJO0^1{K*A!vR=bA7Fw8OABpfC%Z`Ps4hFf!8i@DuWA;8p{kDyh-g zEjGhXw&dV<*{UCt(ezAInaH@UAzSKaEmKz$^cII?y6vA6c+*qpc`xdqWMa|1BN>>d zBNg7gFG0m?v5ijmx{vjdN9HH$u>LkH!6Hm21p!<3vUtW=Z3 zoUx03-$?79R7F15^9acfQ?H$R#tb?trG|j8>>cEo9Mx^=oxuELNeXHzE*O9C((N{E zq#Y7~yL`8Q7}q!D*|uN+BJRMXC9%T{3A?w|_0DLF6ui9?xo^d2O1wTJmb_@>)VB)s zCk@EilmGZbjH4ED%_+0n_-r|iz*=G0VMbDLxyZ_et4H?}Ww8?8b3@bl?aS3cQty(c zzSCflEV6AqU4|K9%lS~`1u@M-AU7JR)iiPb1Y&N!{RAhKZWFP4x4IzLR?_7ZxW0XF zd;xGf8kGUMJM_XVxZ#Wd3itccJp!TjbX~ikN6~!+Dgt)I%XvORY$NCsQE4pg!QZTM zRi9diJZv)lCk746f0y;Yp6j1`wvD7eSTH&i{!w2!g#L^WqYGIh_9k}e;s@~0_oLyF zS#LBWk1|T|e>KBGjNg)U!cY8@e-gtdi7N{hI{A%4?@#~Y#Zbs1pIp(Oj(;H~JO7jm$tRaq3c@HHTj59MP* zxS2vQIkQote41>|qx<8*O8a?-#x{;Fzn42KP6P}hR1{PVfoMyNL1JjSOxOt1uW8g< zKL2u%VI%^`+jtNwOYPH^T?y-)Md@(#{aJNqeWwc+EjaL#&Mz* z7fHwZLmq+q3uvcaoyaSUMk3A3++|Rf`z^Yn=^7mXOKpvGjT)~+)81jj6wP)r50=lB*twM)OeE+-g_EsV z6)X#^@xjCH@}F~Zw3qrRaO4A%>o*IQB=hA9Bb}~p)C!@WYlGc5l{C)MIMCc%de+ZB zYUMN`ce1IegpRLOsGG<9ZX@u`hP(Vmgsx9-JiydSpAv3r0iGSQ1D?oXHe35wEP-fS z<8SSu)#QMK{ejzo8eqe_t$X}FH(1=h8CorFwtUlhq$NiHD(Er|b}_%pTC6UEcN85L z!IP2VR{@LkqInCU!@Bbpr)K2rierbElz&pcO5#ZrlM#`Tt;3izPhZP zZS-ykT{ou<_?_ed&Sf6Xm`Xc4mPH-Wn?#4JPuonOCN~k~>CZGT3tQBTfM>6hQRmsS z?eK&w2*8-z$b-?Wf~VOrp#Flu-StfHxiX`;Tfj_nSF+ghM|gj=TT07h0yZvJxQ&C0 zt|-*p!i;xEfI3?$xphv(ZkYp%yzurV8N?l%JBtckunjj!K5Yzzx!QV7#_=*2wM-6< z`5JqYurxP(@r;6`jE91njM1W3hOau?5r&-X8i6rt#O%}VGxUbSLwtxBgyRLx5hZJ} z%A5Mats>(c*Arblm15l9Pl!Rp?!Pb9zf*9^>Rf4U{*zgb{l8Az{ym$E1nFt^g##gk z;U~Z`b6x-W`#W8AU{ugJlT$2HLzfhqM_1wyGDo)B#@Iwy$DnJ!{nrXc)W&-5hL zfj9Y&T&E%f2A^KY_z$k5lrFj#!EYwZq5L##UCngCTl>vZV_Q}*+N7yGOC3I4T+0*t zTzysKm7OQ23_(G@d8VA{ei#!$j^6ZSgI7!wugAh&b@@+o>LlN;x=<=Nk&#s4qHw77 zV&D726V~IA@|Z|^@sBj2DAK!Uy%NE$8(Ko?!FF<4i?FiEv1U#US&$%--s#QtKe^{2;Rv*a=HW-uR7vyI-Tt{T$VuOu%@}Q1iRgT4 zmj(ptw5V&5k?da>Uv7}vl_TF$ZD$7?%xiAv?^2D3_GWyAbAp5~pC_;qA-+ENdjP~= zS1$n~F%|#R$Ny)y&iF6n)aQ9yoXKa}ix(0Q>f11yj38)GAQKd`4_SqU)en<2^#X%Y=JSwx*;q;e=`ru?5BXX!6EVOBiQWqARmN%nI~h8{^D=Lyf8oq(UsWWWn5`{l2Ceg#8Jr1pG)JE! z;SxnOp6|v}#A=&Yu374E-vgY+{5dl#)Y8)-+7f0E9{dnH)UH(rft=Z%lYZ%aG9jZg zo=$mlkiyunSjU{C78ir3s1s~mv&%9n+_nPw*$&ToWI;7GQ|S+2XmDeeaOI2P{LkyZ zsEM$@^5W&_s|NBHXtOa@^w{tglgi%H1TDtv4n$D*L^RPZ_j77})d{hi3K=u0-!l9}w>}^^6V^MvJK}W3O9v z4kOOUh}I3w>p5E=!jJ84C*2gG$L`czz8aYAUb-gDOXA*XWq$L4D0m#(0zDXs&tuM1 zo2lLps`}=LH>yL_m!U}~fcoA}Z#YQ;D?>3_s>vfpP$b)iO z)|lsk_aY@+a5FgVTG=NCU3wdRS{pQ7<#kow{QHYca6dsj?XCs{{wZIT1I|tQ2>rircF|9*=Oz%A{Zk+RAFb2>3mp6J ztMy2oZ5ZNe|3}+08a;q5-vXbk7unVs8U%O|5ijfNqQzI9l`Jy8Up_v8a<0OBd1G>* zKZ%2!4hi}Fg+Z`Qkp?F`ahrsa0RpkN&3~iI9gx>ZO^nJLA3PP96ccp}V+D%PC=?61 zVmY>m;VakzPHe~73x-A#Yyg~Hetr7l{vm-e#D#x)}1V3 z4O6cOmetE|2jMF#Xxa!13gU)p!CHS%yhBnVFl?IZF9&E_X zc**w+V{+ZBMnYatT64dm8u0|guv?WOsky6rSex|G9gM%GsRON9WQbS4xkgbu%^f_hv5 z>WnJ~xdJT*GtE!&`T^LaQSHs=h43|2 z-u8RP!GQjW-Qp-*!Zr`@-RX0;0N=+Q?KW9pm{z|^6+FMO#5?&1OgHXRi)Ux1u<6CR zTHgY`OI`SQ_yj)KH=Y$~9?_y^UKgTVNPeaKCLCKF{&%n5>v?EE?rZZ#OR-5GoX~ni z4B2GIeTaHX&8@%?Dxi5NmL7AKXl2oU7$rdbJj5&nW5=~;b1e*bov7snQg6>2XPMRV z)*SPvIfPDux6#8#9sc?D4%DoZhOH#BrNwr|K0?y1$Yj zJ`7N{|H(AR@Lzkkzs#|YpZ9GSeCQs?1OzkRjJ9`0S)hcQ6(*|BB|3VeyBxD#n=FCT z_@|8h=vpKon29twGod&_7>Dvi5qE;{tK7CYv&2wE(q4=W-2PWRa(;BaJfDp`_y43Y zKj2QRDejgGQnTezA(3DINX`-b#(r$^dErKBc!OMnl^jMqx|230hf2Yy)-7qLhqj*% z*zTsss*Gro7%IUVXATu@Y#lsKN=hn1R{vm%l1F51?)A(raC^??a-rQa4{iPJ@;cGy zpj1FW%c@gOAy=gKX`5qZ-LaLJw}}WUi@)6Mt&MOIA425EiXNE-Uig>tM8Vh@y_Z%b zvM0%SDB=wrP-rZQQcb(+>IIV4Qt+ z6xKm_@D;W$#tuXCiCojpsHOC$^Vnc-uQo$tp-t5&c*@O!_tvtTrh|IHqh#^O{Dv@c z;Js(1#<#u*(Ae(Jx-z}cSm%xM&D|M)+2*4};%@KRQx8SfPG5F<=B`B+_%21S@zp{% zo{AW=#)9sBhUIPUhUL+VVN4&l#`hwiqGWyruC+!j*eV*EC0~T}5vNYD^eIxThtz43 zzH7}=+9`bgUQRLSQmK*A{g4qX-Sp#1S_yF7OCq8X zzR9CPdS}gdc|tb%x)gD_mZHzUXcXXO8`O3{;dgqOd$)52_}R4;wJj4cZ6Z-h`|cNG zSQJ9Y3jgT1@%#JjG<(4`y*otLslJw3YdEm|Tq@M?i?92We7+R`-|^x7jF}MdK+{Rh zq0e6gD6>XXgU7j7|3$k5^bnb;fCg^a+uVrT;xR3x%6PFw0Ugit5mO++5ER^qH$o?8 z4;oWag#eTN*#}77K34((p>AHn({UV;m)jY*V2raSU+=Z$#_@iiNn!JsOtqg#ymFhh zohQW}w_ajpzQO91Jh5q&d;w{q3n`)n;X8INjJSLx~4gyvQk7oy-Usb!`H^uE+ZvL20XFY zY<{SPJL|($LE2+i{rdMI?f+Kwzm{$+mE5rZBy=|V|GIAbx6r{4(HI?!(QPp>P#vxW z$(R}BH%HMx&NoF0NDZjcx*H}I2ls>`9*MhswWO)B7WhfY-0bmfIb7JT*!F_6_Wgzo zt1iBRIc0nr=#T!g$9}rtTikgcR_$edgFh3Sp zy16oM80+2Y(>}2>nn8LzYhq0VBE97JIQrY@MAu?FlMaYi5>iqTI)Bx5di5GI!UR^% zYqjR~-7#uITl%fg(1#Dr)!f*TAH$mEBBV3dkRKbZ!=nd^+l2aIA$SRK{0YBfP z#d_g~!Uw0@GmPl@aYnrz4{AC-oC?ruoLDD@rN1nSI|1BV|DX{kABSA{cip5Ric?zo zmcA+57v904<-CCD`LZNYGv#CU`fuJ0*#P=i^o$)7ICY=sl1RL4j%eBbXklZS0Hb{L z#DiO|uK`?=HNAWJZ2X?wDqS3Da=6R~s?Fv|R(3iSEAyOC+jJ{@=DTQzC-JNuWf=Z2 z<5MX4<}f*DzN6zds1ao{Blq*of3#G!(SF+cc6&}f_Wgz?Ax(`IQ>g}Cc`oS-gF?3| zp7%fRR>wGV+iV{cY78)!oE_Zsc6Hs+*{u^e)#AqZD$ve4cn8#{)A^ zsMEQ70UV2LHJ=Ru!U`?}$;iiK*SzJ5MUr%^-L1WO1fHBu5}tAam?U}W#T$5L|Jf;}S4ASfW49BhqxyS=sLl&Yv?}ymE!K1wWGIgrb+2 zSTau+EXSgX+4$iMCi$l{yV@JCi8qS3)->at{w1g-kmLEjUo#X_&t9i;1C05pY5%B$ z7hc;;GxZ|xlfFJn$|ZP7TU0pl;##>G@s&1c4T-?5pik@ z40bMIWT}Rb3_1IGo#o>KlCn4TgDz}{8Y#&D^gct^!@uET_dbRG$iZj&PuunXwC`;H zYTqZ^rB;-XATD*tbLGHu$&3*T3!L{dp`2!*_13#0yz5rF(8PIT^dF1P1vsL&8*QUxelRTIGB~5UR)V z8o<7hgf23m92Mli>Q_Gw>g2t%3;l-wh79F@vmb5jmhfvDI1uJXOt$MyvVRgEW>?-- z#7Z8a+56^P(QqgpCLsI+cA3l&Ij4$|Ow*5rI8>Fu2sTXa+x(fNzT(Fm^SlIsc_-#? zBYN{xr43(dhhvFA3$Tt0p1b>(h5pUhY(@}>RloW%H8y)AP<4+Z)8ZS{qKZ+1kyT$@ z(5XN3yW~lcA8g}T%&S zv7J#?81}QQ)g~LZll?2CQwY1;Z{)P}F|NE=zWc(9ypU4yx;$81dZ(NPL$samJGJ6I zThp%Od+{t>D9{<;;T|Raoklq%xo(`8KXZ86%&q| zgMAvv(cvTCHaEDHhpPbEbqt8;#8Lk|FWMkk@z`^uzuw6GT;Qx2jNW)be7`BozCn1f zS9H%N+McraBSX+V-g_qU5E>P=JmI+(+I)Tm#*+5uIaIopKTuGmgqr=DE@;11{`aOd zObMmp@@C^8x5rrlJ+xqii)praSoZKtd}69Uf9?o3ePTF%2#w`(Y%spCaZbQDGzODr zk!>h?w0jMAQY5qlbz5m)1b@!0RTaTLv||fetKFhO-ftE&lKE&-+j^3A=-}G@fwzl0 zXpfQ=JEcPFrDqS7CG;L+>0puIJ&t#)fppYC_LVDCYrP=$kDS$eXxE60nf36w?Z(U+ z!CfYUm9zv=th;0t2q)V|p>jgc8d~R6+gi8-FYwiDEnQcH)jJ}`Z+zTK&JKnvGTWE3 z-)T{S8nPE#3kU~|VA9PY_2aa^xO>0D@$x;|X54^}vFMt9Jt#Nb-t6jCtb`{feaYbA zD_d_rk42!>mbgJdq_tJHlj_YjQ7Bn=f34uz(+1zkZHS6Vb<^CA4>M zeQHIpjV^DPjm+Km@we26zov4-U1T6-{}AKG$ohZR^r`=u%6-Bq2n0&A=D-ZlR=@!1n59(=uWD@EUHLiGU6v8R7}T&-q<`p+#=`W2hDbIT{LwClwnd6GX~XQtRFRwQ;K;c~Fu7V~}B1Bi-ANxvTG0 z5q}k8sE8;h!IW{CCk=H;`=IFJ)QPbxgK(l*A*rPW?UgX5#{FZN1h|^uK;;Gh{JF?p zgE`~Z*4Qkt_`|y`-yb)P47*1nD?AinV)FX(e1i9_#6;d{g5)gjGmx^2R%K znaT^}z&1bp2>-mv&a9P%r>YR#>zTb;0C(}704gub*So1A=iha zem3q`&#Gpok(b7da|4n|418L0PtLpr;DIT5CmDo!>1U-OSsAx)waoDp?AmSJa*e^H zQc7~U1|-**MVLCWYR7rtLctCmvPL^|IxvcuQPkGWqGwbIy^BTq9gPoMj#Ua=n*}^_ z#SS=aeu~`Ym;66kXqf(M(>Ct@ zNuc?>Q|EC}1{M$recLv~O9JVU5&|EOpQBed&x1=E%>98O_H%0`;Zij(0xwcCq`xp5VP9Dtu3UR7zoP7_V3Xhb$s>uL1! zm`KM+q=ZGdL|L-d6(gBRsbn91zLn=9iG`CpRCI9)3niTRI}sMXg6c(2Ew83pFb~YQT#{BYh)UdR@&rg=H!EU~Ki`jd$vwZ+27~`~At7JOZLW7d*Jk_3QCqCA%mwE!Ol{H-5(Px$RC?^%axHUk}<;URn6#^@hc`^)!1 z5b%`WLsqS0FoVd#q%&pkr@@`F2d(&zqkAvX7ecyEdpNYHc&nz4Dtn>?htndA&%c0m z(TO}ob9f=jOK0z{fKp|Hlx~86zIM0`heU$erOpO*olsqO>ShV8a2q#)wAKm`{vG<$ z+ii#dwM>tj2B#L@Jr83QQh^Z3;0+tr?skkQ$$dhwo>(teM_#`jGwaA#$Zpd~#CKX* zco!31UJmYnKW7mJ8(vXW;ol}Z1*;0n$%^dV|K1z@iw03{zCe~x)rg)Z7=mjltN z)<;)`^vE>(S+$isSBJoZ64I!kcpO;=g%Sn6f6*PCaL&Q1N~11-4oykf*74W|EdP`t`D6TTZ;Ws@Q`&MOEfF50)?7ts)<+k0WM>wwGQeJ?xch1h`t8TV zB~A}Qyty3L>LZk1Ipx)!=xp@Ggm}P@sds8lquDn70>*F-lsHV=uw(0!u4XCA5~ry(HSB{QLe>$+vhn6~{jNG`FH@N0yG~L3OTL+89OQ*5C(YY z{29GG@mFA*>-*z6Ybvp{Vj%^SK(Qt{VnK=G5AiDrqqd+_nn>AD6+6hCp-gwxeEGqq z0Ca;sUAm}81WJ0r(NR(=$m;!YHF_zxHCc=9?(X&Vtj}0h#vi-I0bim%UV>_?sU}zf zoY6K!hBF^T{p3apuIeok#R(-%0Wa28%Uh&6`jp1I2-;s5eJ#dGHHdnnXpO^+ns<+c zPU5Vu)gnGb*4w~M%)Enw#@q)ITUR#wv(kU*9R@`tncvLOdqg1X`Sf^x8_G^4p=GW$(T*hw$eQKIlH#1uTf{n7(5^>GKw7)tt7slw`<$@ zJw&DliDot9GW=R#qOl)-AQS{LOG%ZOf0{ZcS38_B@>22|BEn}jy|;r2d}m;=$PjRF z?k*ioSr31wmfyP@$ruxwP?Ed@ibo4&}@!n-wbCu~88hT{SHyDj~AW zhFcFcKbtA??I2HN(51)Y=oDOdZ6((G5lmo^qg8o|4iE~<7~+l^kciTpoX-jmv%>B0 zrUg(5ON#D16udOsSv|$z`;5l1(<&@v(Y~|66=9>ke-F8e6eRoS@`>67dO%z-+c>8*V5M%8H4N};9U4OMf{+RYwGl2E9%(wzz^WDi63w{Q z_uaHI`oeHP6^P|pABAsUC#!4B?2WVaDBn;Tc-*w5R-nPh_E_ja@QB}?p_0QXT0GL) zXxK|j5Mi8vgPHAiM$rgHiw_eda%EPm^*pD3BKpHy&4j4FcJq&9{OosHQEx_m$HlIa zjVn|Ef)mmez%h5=WxeLHx`XS9(J?3L@FL-l3!8Gc^kt@}!@+SQFnO2Y!D#j7x-r_I zWqaWtrCI$I=T;NB#>5#%WQF@4++K}QEoS4_*4gv0jw^Qx+(DHk!NrEc3JlV3rsfK< zfy)otrw5d?)`1)5s+54tV(rSRd<1u7R}%baHo)I)@b#Z!SF*kR^-p4F`7Z#?l;tM| z{NQPK#gU>bj4BCK1SSgfYQc>!ETUG!DbSp~u`~;=2rW9NQL+;V_ ztKrlALqdfV8$JkV$`Z7p3*cY*fRyTmazGqf{HuFE?|J*xy1EuTQms%j6Q@`!G>jA} z@jERePddh&>6(f}nq2mmIa;^toQZzDS}{eC4WSDb9O-!UWiJ+eqmOD}tWt)4DS)ON zJZ26dl*ll!pI3Zz>KAiZJB!L!>t8_&>rh1VPrW1&WpA0`QyB3K!s!Kbd6e}qdhhL} zQJ!6tgJscQEIa!4ZH9?Xt zN-Akj&q1_OHr^+*ynwwO_6D_YUtCZRB*N7p_)99-Q$FoXX$OI)DLizbeFM03IuMcF z8F5z5`Q`&zg_9x;&(CaaLgi0mt-}H43Ka5bTwRDkUGe&Emyqs ze_G%S0yLsQ>fqk9?pV6>DwbEIO#*^W)4OU7L?#F0jIFE~yV7_VeiX2DF;`5-s9F1Q z!ttJ@N|A)vhBtDy`vwN)HnJF<8f3S%IVFkfZ4G*=*_cB@ciWv?cvC{F;hx)-VCw5R zgy-I=F+xLHCR)Ar;srzxj48R|S-_zVgm}V(obB6mp1U5#5ztR ztOTpP9F9l#WWZ+YozKrj9$DTuyQ+8s?k{+$-Irw#5(?}Bz5_)}3hlhzL*#t--(z&( zUoSR>+wUVQ;skdW)9w?=u)W*7ao&v=1BJYIV2 z(sSpBF|cx_8<P5JBXlGH zke+(wZ~xZC|CQP1Fqzig^bb$<|4ilR|HX&?j}iXOMoJI=jDV0i#2^q>D2)hy=ohYZ z0o=AI5#2rzjHSas$3{@{sXA27Hm*gk4!R{CPb7A9e8zoW0>3U9pq|lGefGjW1X{O$ zJ9zh>y*k$e*F`%_U|3nj6eO})q=Krn@=wZLj7ZIaa;3r2T?`t2_qGG8g=4edntmC$ ze7RG@2%%pfr3F|KV9>je#L%7`xI6=O#XnQqUYp*3BBUhfCWf(N^=sA7QMp8_8sf1r z5L|jAgfmM7sw8{|pR%fS+L*o73v^!y z)`SDR66D2ky2X0mmwZW9Iy|FFuB}AG<3;1&=JO{bcx&u3013Ek`=d>R1ROs zha)_112LVb#I0qM9R*9bg$gAPeNFmuPi}^}bx)2tD-Z8|&O^f2nf5^n(>gCB7QR-G zJiA8+D$3QG3H+4E=8LHlyHcS41`UlWZknY#v;BVvy9Vycwgg>a1vj>xRBYR}tx6@8 zif!k{s@S$|+eyW?Z6}l0Jw5Yg*6P*&;e2QB{jt%$l`n6zV|ewDTdrH&5!euHj|w=b zs5g~SFp%|RzGV;M}(%lIF2Y5{|gi^xUg zfX$4~9lvtaZkmtubNNxk*Wm+J-bNHb*km30VzH{>gv47RIKQN!I%@&{tcp?*G_mcM zrC!s8Ig%vf=WSv~D7O~3Ie1>b$2U)~lr^XZpzcV5<+L1~Ytd)jQk4tsT0aFg zaZ}&BA}l|zutVWcM(LSDaz^9D6?<)OkMeK&qGXG%ydMLMG|fL0yuP|C)NdIJQu__} z1<7L=vm>CXI2d@>$=6I8ER5goxmLCM-NpKTMI;R` zuz}#|pcBQZFD54R5~NWSDt0N@L4g_@IP7AAksF^fv+YOAU_$BL+-G`SFIN?+^o}ZBsbFp- zyiKcFhHT~<@s9K${wN$90--w8?^`I?qU*OL^x80u?=8@Q-%U-ebqVj9 zLMZXJ;|hYrj@;5Bsc%orVz2`DiOxSfJhV%r7m9v4YPIVO3b%QGl#FKNnN=q-Wmh?< zQNmaYA-S4C)BXrSBd@DtdQ`w3FL*EAy7=O4Z-hU z!2JE3{emzIAFCHy9y~~aH-9vjuJ$lNCm?(|@q7ET>1L~8!1nk~9!a2k=|&^w#&HiLg0{)anbuZUOnHJlCtaC`hWHObM|chX#gW4IVk}YU50L*=*0(;9 z&e~+E`|kudcGmyP!vD)c6LEDz%|Eb7Qwu8$5nvx`5QIzEA97@{nFE@K<{!dsc#UPu z)vLngr8$oVlN;t0eF}j8d`RU)iW_2@?MTELaHg$1NCFsaF(HKhQAYDublo+BKcn@4 zgI-=!OQj5LA5UdCP&7Z#T(m+ezSKnO+78xU6|lv#%=~0-S)E3-DuV$ZR7($R3g#fT zLfeuI{*@G*IGjJju}zL1=1f2Hsw{%bYMV&rDkjz!aL#rVJ58>%z@U&9YRgQr`o43^x7k$6Vv8*`OrGggE6r4ijiGYup&DT zpW3+DiWTuiebjF3%|Efrb|b7B=N9L(XC2UzHJ3od5V&PzrsGlX z>TdVfklR|#Mge`Mv7{iYZWDb+b(K84kqcH#Q@N$Bsf4;H`W3TG&&qO>T(Dz)YL@mQ zI{}S^_T#E)5E2Z6vNo3$kSJ{xw>5M0P<0E2Bd2NswpFtYt)8A&p>j{9L7^_3igOtR zSd$H>P8QaI9#}Zw)QLR}fWp;6doSqHV%NOdp0~$!?Yu(X7^xvW&g;XDO6ZnC-{mxp z7`zNNZ5E9v&4aH+|Bb6hxm)nP%{(A-D+J+wo_KYgd+t(^L`YOAd@~ZiyK|1EZqR4* z_iufkwGhPJdOFufZt%v+idoltlCjVzPHjjeIT~>E+f<~ICt&t!DHKVeY1lfJ=(oyg z2__mSGNLnR1JO%pUWK<>IKyUZ^6Dkus@nv1@107h1tkZ0+!T?aW>kKK8yq22lIGGR zvC9hm)TdqDfMih<;hPI66wc{(y;`Uh_A73Y2c&IhvT(|DDEQdtsvq!zS{#$H`~oiC zGur~I1W>>NIU-a1Y|Wi*1|@HEDop7Q6e6V#F{@mrb^@#M4_HGwptD!nvql^Lsm5o% zx05rg5I=dCNP3oD*Z;IQ45|Yk%hI%{6#TULM5U1Krs+fY*|c;zS_W;P<_BCotG4#6 zi0UaUK0#gqZdg%rK`6vI37<5S1$ry4oaL+(!f956#*Z2O?1qE16cxo<6j}xGHr`XbAbpm% z5~4yg580a)X^2YF=kjm-++PEYV3bcN|1S0NKeu=`_J8toe^p81e!U#`4ewUCIo~(?10ElRpke^27kzGhed=E zp4r0&8F}HKrF;Ep3dpEA>E!!|S8kGb^5D%3OGr~MQU`@>Of@*y?mDkz$0N|M(vULH zgHpd+s7~B7K_WjUOfxv6IZ`YaFGBRhg$2JIlkrasM$q6;UhIs^ZhAsOgLlL%KWtQi z&{7nV#u`EoR+E2}={*#M%awnE4&J=^RYVul{U{Ule2YN3v&r_>1=P z59lvD8=G#$3q<@+Uo2wBG=6ym8PZfGH>$IM7WOdJiMoB=txqpoE_LWObnjZ-JTSgY z(O^;~xAAvs?rFy6fZw24Oj=nP%w`X!FP=>D0V|0kn;!zts#9*x5pLW%8J;aGSGV@h zCFQ$vjQpyEpDE|2vFn=_TOT6riLa61CT1i=o;~#Wb0AL&_~MkydEP@hwjy@H!_EMW zG{f`+MgYU2GZ49F2D5sHwpFf)dW!zDQ59XW>QA=pYdg^IU=L|z3LXZ&Y28bIE6ayq zO$oVPpj$=x!>^m5Hz3lrlmu1SLEmun2OZ=>PWxpkDd2a3ij^!Eq-=Nyv8*fxb^9^dabqs)ZtB*v2GAvtleIXpZ9k;>GAEigk&!; zIM7uf2;2B-r*A}Ubqh^~T!R4gom6M|aQYNBAGSMsh^`5!_&zonfQEuUX9l!MAAq!u zmVNrhvHl2A29G-uiGjpwI9hagIAl*3=d%%rsbUe^iFmsi?Ogf5!;dx3`^>&55$9j} zwnmF4UNer7hv(@^`V=rs@wMx801We+g-!t)KKJi0w#3HEODb~Vl?)Wx!E(J)dH#=( z7L1jMFa9!ZS&V>z^XI~*J_TL7C$Aj7&Su(F2?T2!>R@N19%Dz5{qvvs>&gwFNkI2^WU8Cz)!e; zZ`n!vcPBf`{~Le!*Q5Qyz?flBo|<$I)E|@!T>*oX+l#XB05K}PN5*S)5$NmVF_49` zD+s+K9`sGrZV@CM6*>=@7*&rqOPmzQkIX4B&-TbSEMyo$*cACMZ|rAJ#cI2>C0a8C zr>j=XcCZ%N2<6cH_mMgCX0_o&q2&o7*c``!Wk*lI_uO5Cr5UeaP{{5u1RE_RefvA5;zehWzOTwqg6k z^F+%mxN3jDQ%@;*QG=~jEclpD<9kM!AUjy@v)W+7Fcwrgf=kN%2#rUsyc*4qaiQZ3 zMY4xen!|n)d%*!s8w$1!{`Dat?jg1h^l{M2MmfT$l3Hz(ZYe zl6mWDh4h>&RvrW2$pl`91ClnhWYu5yA{?l-#=9a=J&5#jh$vwOEgXpi(ZN%zZmdlT zfecPZu9fXiP_SUd4Xt+4LM+*5wM=bhFR5ABF0PpFuvEz^S`X^>4q#c&6Ay z#aI^|Vz@gtCr6~YxXK(lCp!JUAJKV?MAw)He8NGhK$sH?m?V7UX>7a_Mb935lHGF@ zF~GkL#EgQ`|pnT3i@5I{0+p!|91hdl5Jchl|79o&O2f9sdGCsR3< z-oCqmWK;EB+Kv$Wxn~;BX3m=J#asWPfij7${;KmX(1fxuo1g1+aadlfK+PV6Em1drm^lIaXzE~0mhwhQ2qYGz0Nz!vb1a4&Z z_57HyQpwJwDar0ES?r?#UH$iP0+qT~=cvx+a4Ib;GcGw#ZC5eJP%br=j9D2=t9dmK zNwNy;?Su*v98vGTUE=?;(%>ZIOE>-}evbK{C;O+$uKXEryM!%Qq9X)=GKuOLmjSd! zdm#d4kRTc+Qb1s;F=0FbapIkJSP6q71*qH6AR+VZBYhCKSx8HyfbHZeAA}J|uyjJu z{PqnlqA^H{QMP*%x)C-ZUzy&^@Jo3NXtRhkHLX=#k%+Upt? zmYj^qpAfmK)IYx`TFEQMQDHBIQC6qJ+x|vMq~Fh5iLs*5qKJ`L*CDx*M^*-CW#Ubi zwrbtUl3qF!1)29ri$#9Q?8>=u80e^sDMp;aB+nbI5TOUkyQH6&xC56~i`^VyoZm6j z`W6&w8A4W^tIKO1@OS#*t-7{muBEW&mERd?(KdRN`u(qX)@fZF3^~sBXTRZ6o|tTG zMfUmz_gy4ULnDUk=JWHo5V-iAFA0w$7?hK&rA8h&vI@XU$ zv%o^JdO=$2$|3-4q~JoBK!JuOAZmhuxVuG|@%K z!Lf1ZO*Jl$A>RHFa!s1@IPNqye+t{P?Uz9(zk@aVdTVtp?aknzrD|xv@uTn8M+A1G zSm%L%GWeaelB}8Ierm1OMMt{mRAj5;*VyRj5FwU>cQoLRmKs+UCf(J2>}1uc5Q)JZ zsVhE#wWAA@_7_z)3yiy`YXq8AXXgrf9z%Y?H#TMcV?sKrkrTH`w-1l~L^!arz__$A zRdl8H`^bln{vL5YD}2l^ljiQp+yc6KKLy^+Qs*+`#@k2N)hk zOnAun12^N~$)tC43ltzx{0me)gmBl^{p^M(qXgMO8{{jahuuWIGJ0_K(U(_-CuGQE zaSoJgrlkW*MhSn$Z>Z30chs1WCV}(09yN_c2Qj4J{+#>$W|``Yv*@TdH%zab~$u zDYt#kOY5U+B6kxVAxPUVi}IZUxT;|yrF{#)2ki77MjhM)hiAmQcgC>nz8iNbw+0ku zUfdky;Qc=_BaI=qUp}36XA5+dRKbqrCO@AM_K`f=gn~HKU)Q1RwfDu}G=t2}E!m-6Omfx?j<|de+|3o{*hfW0( zB`qV_sD5&p>I+2y+2QuCRyj{tW=R~yP`yV_+wzTSOBpI_rcKTnCUE+c+{s96jFNCw z!svo}U(EiHC744Z|4-Flp%=znl2TNnw(P|8-y6~%4@iR^Jz=DBA2*C@rE269`NwrX zrSLK@Ki*RF-0I0HLy~!FxB_wsCm{OBem6abavC|}yS@c@Zh`32-RSq54{z8B}N@hAl%1s^Vy+p74PuruL}zcK2rS zTp8{}q~~rHCnaL6$S5po(|#+(49YNA+Lwk$LDa222-kiAPcr%*i55gIxW8rB_B2g8 zn;Cicpa+}JAVh%ed1AX5VxDuUjJ6Dm_>l~!HLhS+ zs?(X5pMhj$I4?uUl&ebow3%3uW}|WxdVnx6nt})2P_edg2@PpmzT8r$Ao45)2Qy8` z#k*NlpHtRe@N98QABm0AdO=RHSq={vjuj9*Nq73@zx)RSHTD`cyM|`aJ&sB$CJM$B zi3Ma`ac}k*4qx<#`O5%RXZa)|otuSDXki9?Yq@n^g7aQuq{4yqM8ov~;<5!ZUuzMM z)z5}-Dxy@L35A!=J%ZvwNEOZzIF%iA#i$tbutojXG_GZbKlXDxLWj}XYdEvNE_8Sg z#n(QDYdwX`pHd3skXY|k3^y2$MPFX@sfrYjZ*xOtPr1^CAsyutNBwb2NL?CAeMaO6 z3@4RCQX`wFuZOWe{@ztl^NDpjvyHj`h;=sRf4thK|GStbBGD2MzVNw}Ct%oNi@Ws` zQbbO^@uN3WI6ZX=fND!%HrPktyNmMngk66*>> z;&WJv7kcqRwO(>__?aH^!2e+^iQC|1U=mC}y$x#Hr@|R_`8jKmRO&*u6VheT?M8U* zB6{d@p{>y!GbNH=g4!m^r?o^yy>FvV=|w@Ekbzrb!<1Dey}^(`E)-H8WVQwIxdkS%K?R(f?^H?pJ2G4wbM!9k?!QQ z`U^#!SXk}a*R<%9$YSeLC%=tC`BXW3oy(RpPQ~US2zwwfpbG}$)cl?)+@aOr{$Pzd zUYYJP#H1WqjLC+@@#m~85twuB@IJ~57RR3~n0ggPhPn0ujztl+APm=}A*o+gc2THNfTE9wU?B*K7uUciY~RMt0pmO=}`%LIsiGiPEz z(*60YDM^{e%3MCZ0LQ3%_4y7l_%M>}vHS&Lxbz`ky!Z7HQ%XY+X|6aULlX+kl~*seg-EpG@Macks4>`7b2VH zjVo=kw-o`CWs@Jlh^Z}YtSzY%_Bfy(?uf4-fTTIKf=?TNrEi5v! z(AC&fFu;0jZX7ee&VuO9gY=6A#2v4&KNtHwcZI9AL;YGgQy(cJR?}Mj;<)XfeYhzN zCFTVb6I)9fxF{}2sql7w2EAKM(&QI~Thr#o@xmgq(v+VVRWYo1!{THmH_pyU<6^RK znH5=MSe~=Z7*SrJ*UR^sQ9|9$I_^)V-Y1HuW57!>DEnvF#dDeHF}5}L0b-Z)pt4w7xSI+(=C z#04aEw+8WUengkMcnc9Iu$-}&sQ|1OPn7Ip9Sy+q|BSt4xMv)kKLwYM)BnLp2(5>x zlPjZNHeD?(_~}SFnWcK6Ji{ZxdwgRTo*&4Ce?9VD5jDOQq3BqeWw2{h04l2eXzB+oS(}!hZZfS zG^w@yRj^-846pr?xo%$9q<;g)*K%WO0h`>*cU!@Kdw5x&D0BvZqr|P2zX$&cCn#d%{K=nx)b94lm-u^A+7&wv{ zgSGv1MS6#Bx`y>ND*JA&Q7J{IW>}3IvB1+Z*vC%wgvh8S!tWK=VL3r`i$f#J`shOf z&xO@|HJFeV-rrb>s30pa@G_Say99QGQ+acMzJA-S?m#WftdUv|DlV+5`*kSq!YGgj zSlpXtB1lj!UXVLA$aVUQsuw0e(qpaX@e9CW_{ilsFKBkqzf!im3$dZg(k(WsJMCAL z15cpfYC`ET!hlV?@{!9WE-=-9Bi$mhiy`*BDjm(Z%Btp-EMlNam%cgvg9|b+zl_z5 z1o+)~{!cXrz~e$;rx_g3esV2?rUb|)sWFpd0!nuJ)S+SlGu<*xYj(fC4-$axC@}yu zATB2IjjGO2L!|yN#I62H!&HuLz6<=4lLpR!CMyRMm!Dw+09q&`V%D2_+b2`AYWkth;1%3++5Vl2j_KdzTHn3|C>Ggl!`0%xL)rP**ntu=b`db(adAO{ zOtUrmR!3YcG7xgmd&!_8aNKC)u({APY^EHf1BuRPI;qmh%1a%lx#T5XAu}erJ^b};iQ|h1+f_L z-cux!{NO3aE9u~@YkdUonm^=ch0|@XDqNnzsp*G#g_m7IiXysPOK4kLa>5aM*jvR(*tm`Sm5Ry}=g_9+Sm!@`BRY$J{X0YWmyy?5qdlsFbBIQe`)XoSyf2xnjO{?rkD+*yqI^HI2?p9Fr1nL7O_Okh8$%zU}ThCqQ zK0&Ub2Ej;(c`ngdHRr^dlz&OdD-2&2(TA;Z9s!Q8wstJ*xM*;*W}GTYcy#I}4l1R< z<0f8(aXsc1tL{mbQm9SStU{G)SoHpi^Ue!$z&jMhuY9EJ;^L`SHD14!LjF5e7Gj2u zvW~|#EFvzVt#tJ;&k5k3;BPzeojLF#qT>zzIPi`3wR4HnLvOEn`*&+P< zaw=4N+e^Bcs00s*PrEQwcA@F3DqFy_#KChFHxwP((f)*CKuqMa+`eu=tiCg>$7izQ z#vkWE9LdQh{_J1?$%RY{$s1I#U2aNEnnY%KVUt!w!s$`sBS~b4Zd8R%hDbz=HBOFK zVCWaBvp2i!yI1DY>z4JdweqIUBA_RB4of^Jc%c&RVHlsd&223~3WfeIjpH|C*i`&Z zP8H&$h#s8ln=|;+(1p}hXhMMwGBI#=!^8TTLcH%`uf>TkNAmRVHD%LJyp zz#35OqwkxLrGd?IfyKruIM@(JN)W@4;1(nLV|5s!b#ROO`Ixz zpyKx{GwEkZtn}y9`OG4*5gRagDg}8LKPu_NUa>%?u%^~db%aN%U#QIc;s>7B3NZq7 zIi_pq(a&Jr(6;UARu5?1-+JL38%+tKSD%%##18oEmM9wmgpF}Twk04*7<8F)&XGdK zeFc`&TFfe^i#51C_+J}d3j@lc@VhT`#%quB2RElzYa(@7AncZ?b31LZ(?T)z>o~wF zwR-6AlhXpVhr4@9@z9fsOdepOCcEJx$P6!jP)ooG-}Eq2>m)Tl8Kqm`cfgzfN~#<4 zA4YDf<8%c9t7t01Hn8miZ!hV1uU1b zts!wG-IOXjJOJwZqMLf z|J2%V_#Rey`)OR&GN{B+2qz0rK}yX`y_lvvVqT%~@%^b3X`c*>P%#pZ4j{`igJ z-z@nGqPxtb&~Dw?L!M183v+gWxa;RkI_AZ`FJ zf6t6~`4-5-O|34wH#~>i_w?znI=-Q^Lt(5N;tiz~rjN_U_$-m8Hws17y8Q!ka4o?X zcBK!XQ5LtWY!EJ;*$j=!{~E61GF2U_mlQG2GwosUW%6W&4DD-#L5kL~LxdN2g!DM0 zZNXp_$Ua7%Ao-$elDfN&g>MhlgoWZFRFS;Xf+kBYVX|4|A_^zux8fh#<2{&WI>+_A ztUFcbdUI(UHlVBHbIcKVD4R_#opj_j$N}^>ll>XV;9{#?y&K7D9Jy2&;hsMN`veI@ z%}ddKSX`L4H5dd=Fr=HSnE5}o*A7g1;A9nMdUG!t`M*(&J689y1&6M0*AIMVv{5hS zdWl$8=QP(|f16=8EpJhn=UZ!&!Fiu!W5qVi*qFDcI+R2`_J>Y8hXcJ}ot;j2 z;6jv#<>M+a*@o4<*j@~p+Eca5HiEY@`kQDF4H$SbPLxCp4u_#@aZwG2iV#+#6MVLU zz&0?MVi`pSubk55dJUXfVynt}7z7~_*h(2a=B(R3ltF;4Q9?rgVUk{F(yg87!sGO@ z!*_d_J*{cE%aMixnQ51a#|*QzR+w7yhD~T(9y>~8z^x`H8jk7FP_zSD?W~F*ivr=cXWr=q za2?Ea8bEn?VaKH+T8EK*DUWXwZD~3ux@v`Vtn|l><9}~?P_-KjZzt>S`+d%9J&5cW zB6?(JbVP1BK(wtN=D8#u0`YuRptb#j2ueGcF|qkdx9`z3mG=TscAY?tpKv)9eF;71 zC9SwiOvX8{bulFHO~(c?rVzV4CZ4#`=l`Q!Ij|Y_->L0v|Nkcc-;{g@Dx#ifb9gtf z%cnZao&kt~3r`QXK4NYr&?TB3N1U$UdaTV(3KU4<^ zE1VpsSX6hhq<|FKWgzpvX?A{23JUda>OcQ5GlA{B%!PJ2$YK}970=bk-23PxkbkCR zF1bu&o5uhU(n%cDz5>z6Qe}OhjLISbN=A5u=mU%nEs={7q`%K@>fV1Efrwkgia13K zukbY=HhF+)DoC8>^}T!3kr$y|zmB zL*HstFT4DOw-(FJe`So&lbwWO@7hT?lsf_BT_D-T*IKYL7C3aRYI#2(3gB%$3AgQq zI;X~sOlKx(8=-1_0V58F`%yajIhVX#S+@KNE@+NLdEypo!)x+OYUrDv=V@B*KIfaT zDRNvCkxQ7A=-dtz67*`I60DGUe`+ck3Y1_4^RW-cY!oCG@7>T=%sM><(u8z8@(X1E z-*kW@^c}D2gI?*+011@$$m6pQR1u6YP;dGO!h z>a&@l-eqGRK1aLhCSDt7?{SqA61Z-i>TJ`n-AXGiBQyj2V(;*%i;LkP626u6@24)Z z93QNtE}$!5DO;IBIC|_A^o`C&2;a$-&%V#qPUx!qJW>hqT|TM3-$ps^ne@9UELLrM zaod*Vif&-$Vif+C(43lk!}`8SrX{PSQBw+hq#cTi_# z{=b&l&x%Qu@1L!65k%o|AoijmP`JN^vHsA|LQpz?O%Jne#D#mBW5YidV{2 zJ^8K$Y4o~M%5!V+>5P^lgV|NgH?w4gLC!H?%N$8m&x!8spt!I88TYXdtJPjWbwK5i zxPUN-1rk1JrPb=*3D#m*Wa51Ng@zvd=GC7@0d-1i+OXHAl4Sqd<`_z+ zmhOy|lpnOexh{sY)3ynpR_g6C2acsY=1DyX1+nGho3^JhC^9b|yj%+2h-%OKsv)<9 zWkcCMeiHaEb(z5!Yl^KPIM(>aMp<8~`2x3xN7ORg_Ie6C3z)WwM7J|-T!s;c@DmtZ z1tm7(vY++>TkK1=3`bv-*XO2=57MXfoNW>_4!~2NcAS7c(Dv$wH|h0q8sPl^96t(MloLdu{xB zm+Bb_dd(hUwe@I$PFvyI8dyLxltQOVRA9ZnmHS8u#S?V_hCMbTX(Af!#?Ssu-X}ul z(SU5?1@XEAa^NyuyWkBgWFu*JZ3jj#7j`VpLXaB=U<5a zEcArT&qR=dkPCG$NRa2kn)#V<{;KW=Gczc=au4cZ{IW)iM#+Wp+zd1mz+cY{kUJev z zU@^k92Av_CMzkIA5xm#o?jXS_M`PHH+ZG8dWzO9#SdumhqSBSIYW-++S_1V0zdz?a zG~40s)`W4|lfg4T(1lTV{fJ!Y*KH=*tJr%k!-$CjVO|CQGcY(v`E7T4lsEZ1*0cB< z=#`GXIhZ3>uQ>NFA)#PuGDh32zLg514GkkFLF7|HzG%j<-@yq_eeINe$+rdIAdFe2 z=blJN- zMp{xB4D4pG<0~?5b(WDaXb<#CEdefyg~Y3poLqt6S3NQy;iuOh^HObHQr43jE4i|q3Hdh+C6Mvl>!Nr@1;>COk^;DBE2e7Wa4Bn zQF+k}lObyO z_OARx6)os%zMAvzq=|wrmESY%q#Hsih0;gc)zeSD7)`>u9_g+z+@ETgcz>r)i?}_5 zzsL8n+zt>2I+1W-TDLeoBKR9P^=0RH`F=fZ+>j5)26OW59dpe5@}`}`IXNIX)N!G5 zdcq1<1n215ATNx4!RCG#4Q=I0rgKNY+MOLm@C<`I?gLvF@p7I*)Nt_1o(W5X$bfAW zRZ%6N96|K!CJsVL-bF#)RV_GqkSl!*2I++!Q%k$-(s9IK$~YBm)m*4A-HUAs_BxLJ zVX3RS%$Rh@5^xqUdv2E*i@wk1XVjyd2oq3{o$68s9kNluP(lqKvhzH_ezYIcgO1-Un9rZ6 zvv$_51zlKt=k)SY6tMaWMRZG@0lW``TdbqEi_6R46o}t@=`wRBO887so^jS=bB^{9 zPyN6cJmW}!f7)w9x+7h&9Nb-3UB+es?!PM9+rk1Q3a&NiIt-ir#4!t~ z59HcjFok_{^7ZQ^?$a(KS3bbODs4u8e<%Zl@4B_eMJR3pTU*Eg10Je3C!^m#q9;MQ zLt5917}{^RpY-FfuE4H_1xDm1V3G%2F6!-!-oC;yh|UgH99TSo^{Tkk@g{0uw-{Ma zXq8*Sg^5&dCgV?JVmj67rb&{n=Lm)I5y4-opN)$gkejH|GY(f7+W0m--Bz$ZbTUYk z1RizwjZwXK+vH^44}9mjy1qY${y!;zG_m`&z_p8Uie|)Yp z{8M}TmtFRa&Ace4(z_|;}#s{ zA%$;k*%1lCwA$uf~s2&aG6)4LxtE+BQYBvEFFckDhXx|ZkEYPlb`IIJ1Yde z(k^|zYW5dsUIGa0X&6qe;lw}rfvRS6hLu{3nUXKoVr8w`H~j4&I63)}op+#Zxld$6 z1Mld|CU>^``veBn_XnrZjn9O_^K}K?H;A|`@Pc^#~9#TGU^ z%}r#wPPIDe?>qQG=JZ3wO|x)HOmIU`Y27a5|Q!+H4qZ=Aeb?4(Hp{>W@|S zi>xg7;RZsvLc%v+Wa`jw3NCRozY!=G6KpNn8Y2D1=9M>wQoj}HGu~!ZMu3jS+RQ6p zJgpFw^R5Z|GTkyxy8D3I?+y9((!t;d9)sb{pn``TAJ2Ff60(qM^y}mi^1Uw9!mI{e21i)fpWGrvY3I{OEq*9q>%pGkI(}OG{A%jD{)0! z$kBe&o5(Xv9ttVxc^C$r;BDK0D@ zrvcKwsm4Nz$B1-HHcLb73*?moK7DiwLy1Lkf(Ar&d+LC#RtAZQs`Uyou?HUGa1?8D z`&c7U%#1#+!qE`j<}qsL;8Ff$Kc2orfgPPbE5PGb%qVByz3&J)3S+HNYPZa810FjZ z;ztbw2}bb7uc$Q*k^u!n{mMvUy2yI=Q=;>zO>djvCI?;>zu<@84wdPo`#+NGCr}Ws zzk7{~4BQNdv*i%VdUZ*?mbCHj^D+9kPaTNoaPqlNNY;6!zZHgQG+)b&pdwY@1;^?~ zsEPmGLFe*`_6T9gp?~M9VfugNbDv!`p9lNr+!N+lwIU+D;w(V}e4w&`9+zQ=Eus*> z$tM(rdRe;$*4Olv!>TVt$v7zSgemPQ0iL@;4CH)lD)$MFEG{BZBpEi@;?f=Q7owaH zQc2-wQ~U+N#;2>M{bIB>ik7}|UAZ_UUcD&3+P!4dEMBEN!Q4gF?q{;fxbSQ&m%QLF zs(7Bh-;WBYcUDZ-NQ%S>@YS#})^Wj~Yaa`;L-I7}2d|Q!LVJ!`UyO+ji89a>A@`7_ zt^~;zHs<5Qf<}>g4{cAiu0>1k2JvE}eJ_+kwGTs43pKj?cXpw};gJw3CYe!4oEECe z@k$(if5Cg$d)%M|TNP3iem$2J6tHCX|9U-||Wu3PStNDWi)t zA8b`W#Ty_jPlf!EyqHcE(PXVc$_1qSb#wI@f76x}x%yn46LOPti$2`D4KlpS1>me+ zUg*cn9Cbate7E@7nQPe}O0%^^T!TZ_;^I9 z5+v30j$?-#WI$yYia!_DH;%i4HP#`YtEsA9yC`34r{wjH$${t>okb6Ma3F$)zHOW> zW`o5Xl<*(MK2}LnbXdk!?4Ob{iH3*|N^e{7m`(E=-aNWN-OPk8w*o>qaqKUYO8~ zKj(}m(V;om0Kc?$`QC&vb=D`1e~U3_EV#GWi81m_RdDp+Vpfba6w8GhE>1#M8VoS5 z&gr??Ucm!Hswx+vS{M#L-^^>IK)?`iXaj^EKN&AqegYhMc_CkP0YLu- z;|VOgNoV)+26s$7*eRZmetJwu^V*`dPNPGr;dP{QqK|W{`wR*?tO9n^aihnOdF@Ih z)!%@RI!?QXVcGBy4o^$}J~~WLObn-Gf|OtL2oJf(}X%&Z%G}Svkr!CO zscV8=K|LM#uGDmu0s;;X8h#`qPBXK>B(Ua0FLr+UUsuicC)Rs;GIamr$An9vhrl?LCA!ANYZGS~Tvg+qmCQu|CNX%|$fu z9Z^@|3Lhf?=O$dX;-se~wB! zpedFpwR4r^wJl~T9^Qq*=p{=jmQCFt-sBvhVNyAm<8Oa&Vg%TeqBmCqMvH}4Rd(qN zo3U`8*Ft!9?OgxZr+CAUVoq`G(Nzw0Tx}8sk%G8p22MtSoOMsE!d24^dlX+g$w&S)%Tl$jvqUuC33$q;%;DO? zlG~Nyue3_7;IS$tl`d(fsHxhX zZjno6_fXefaO4hzoD!X)QC{F93hr##+$3iDqccoY7_Q z3(oq;VjxR9H0Ik1G%atZ;bTYskBd!WV9657+UJhb%vQd5Sf;^{#R?y- zE0E|c{WHi76o`El+cVVxmG@M>Hz_AUY_X&~>c9XwYe?fYvIb3l@3u_!gw{Z~&3CV$ zFnG0nm!Z$>GE(+sRuf>ge0pt*_St6x7JmWtFTL2WY?Belelq;Q8ZBV>(L*7Jm0kY~yspU05u=4@|vQhjMv@rAJVB ziMN~+OoeiQ#qW<(qP@_hgH!4><5)R+r}CZsdU|SgT<>F8kfOzj{%nH4I&qO|_O-s6 zUw$7$h_KIw(vUkIx}sz#%PHkF)Ohv*;tZO0)=*UW-tkynYI>QWzJf&GHj@emDG6Vx zwvRIeml33LUm%9xk#(XBI{SF0=_$2Xa$pe0sFC_y#tCjk~)` zaCZ-G!QI_Gz{WKpxVyUrclQK$cbDMsaq7Oe>eT((Y4so0)7F@CKBITplJIF=xcHJk zf~DM{C7W2$b2hYBoWucF=%^BZmp%P;WbfaywD_k=4f}r_+5atoIfn+1le|)sn7q`s zQZ`CM(*BYopEl-JAjKA;URLz8>7Dd*0SvX8%oDzWeu@1cmsq@ZN&iu(?(AW8Rko{bpPu9X`zL9=6)mC$h>zGB`Q zz^d!JTr?36G=BZu0d=j<-#ux9HK5+3$?x2-g)amtn0t8}LK%kSdg^;&h1cd&IhRC# z4q3;?U6{WFj5eM0r@5{DdZ|3WO!eoc2aBpT^J;w>E;gpqz|!d~lxLSJ@B1%^h5JPu zPWwuX@0!zS&T8sEsp|{pPYJ+My=f!fiNe(0)6E`~J^(+>6j!&)M-&&rdYf>cVOTXt z@fVj&q+G#M0ie4LGY-ai!YEP5Qru%2-z+o!^42Nt#VxbV>MU!b5nhO(e~jf?}hMw(~ zLrEq{?>%rmR~&JK)qV5R>oz4(C-ok3wKnxTogMe8P|h4X`B;h!j*ZzJ?LcL`Dhx(ng6|atd+vOUCMsw!7qM z#?+|WuNx?`ZL41qRT_RU

trSe0}dO zcIk;x^k$WE+WjCt*ad9#*HD-~b3toP2H&6i z1O60*26t#z7*s$$LaoDF@Ht#1Eh|uN+!igb#@;P$a8^7Ucs!CN$D*0wU=l(|{(P3~ z@IsA}upFGZB3~(XQ;^9kB0eYye_3FK>0nQ~TI&0~k=C~(9U~|DeEl*kGWzLeT}|vn z*E&=bsx<7U!pVlWpAe-@ZIESUsDRJ!kM=42jF$v%7HESG&vR^31nu$!1cP0QBW7y; zBv1+44DfD9P?PxSM02jp7ai8tEfalR+ag6OL3uz$!Aa#u99S!+@{yOT_X55DD(~|6 zAhTnTYDg~AU&ZCed9dJuL9wBNjnyTO9=yHb?Gkh(dZhkhxVN{TU29FRpG3s1=)#n#DdkI^>J}0-RV`ULgo&SrPGT z6_aH7G~d~BDFqcWV#pa(0}9fR#MG|nS4_)eyx6*}AvlG4o+4^9 zA10Zkie(;#gU4!rHEE2k+tc6O_swh~Ubl~kBG3FPT<7v$fp)9>%-b04vQkRNlo){z zk&O{ev{&`k%*g!w9Aw-_{LPF=l<)Mk&OYk)fI+XL$qq50@ z9R!a)r2Qol9PszTEaH2IE=@CM;{Oi(zh?RW#??Rs*#-uha3z0~_|W5F1Wl(~>mhGvNX7kvPImo>3KbtlHFJ}>&ZU8|J) zYw+KGH@|mS%^8g$O#`L;XT6`wMH<1@a*G3U!Fp9g+t@!MY=Sd`uqXG@U5xc&B7%~K z8G*25WC+cQzzD4XO{X2&_xBRH?*qh~DRPbO-)01(jj+FYr_OB8#Ld)2lC8xo><)>> z@V)IDmFgADSRzTZOIz*`PjtFB98MO7$+C=~D2&L7%F@Oq;d@3>Qx?#Q%Fb4v_lIjn zy_L4Aw7&HTvF&)BaFb;|K-|;&Zr)rA29jy>`q?ah;G)Xy@TgcqnD*GN9AI+~NWxjw z{`LvTeiG5-hld@I`n|-j;*Q$E6`}R{g$2OBrG@+5n@AnnRWf~z_v73%SPE|t_IFiL zJ#y31#(e;!hEgtp8}Nc6^wjM@R%$FvLtdzlU%v5W4SGfw;~AGJ1N@9PT^KV-X{a?C zZlCzZ4&M`x1hkq*pV=BnlvGox<~~yEsPjkomE}#}Jnq)j8zdU8ZHzyasa(dJw)?eX zD)3?}{$uu0q>kx4zM`7BmACmAggS&Q!AQ2SD}UY)rjV$WZ!bn$_<_=@b=U^?t4l^iH)(`@?%1bF~(JIxIvEK|*FVp7p~v z+Sb^bz`!0;AQz8+#r6rN$x|1A-Q1Ltb|r>I$3&sl3ntke&zVvY#s<1qqQ@e#w6*>4 z9y=BX>Z&<;Z&(3K=I^w9<_&&!>m{d={TZu1un%GZGw=Pk)KU@qD7Kz?U#(g2f3f@Ph}D1j^xHi=1KDjpQk11QR$>k(OrhhLRiEPQ z;!)_H_Y!%z1Lsl}JC(ZXiZg66;SO0HHE4Mc3okrrCe>QBFE!c_Iirv3I#j2V`6>&_ zj^#Lf-#cCKoN|qJ7hXC1kSA|O=-Fab#BlL9-^P|PVvR7?376#9V()|%soM>@-`Zz6 zfj;Xaib|EqMj&dCow!RZ->SE1pCwhUsl-madW=u+-#N2B?|*pCQG~&NGCzI#55?QR z|M1bEiAzyb`v56!@~y#q6dvgZkd4kr%xVK8PT~%SM76;^POo!H?oddO-5ejpaO5>Y z_YV-Aa75nVvNSva9J#z-Om_!S91&Y`@~YUQ&cD@9YwwqJ=|)383dAKpvD6wR@D&!< zE9w#}m5}4Ahs!BbE7hQ!YE6u&S;q`%g)#nlznAxf9}*Qpo1z1Wg89gxfh-wvXw%Lj zIn2fxGlKF$Dr8JFu@B1;HIL9@9pM}YC@Nr%*U5flRVS^QTCob+gp$8(&AO&%b?Bam z7GHLH^JKr-Q(U3t$b%qTget{fA2J{70kEf?tR~|AcDxI)L3nmS6_{OLQe4&`1)+Gg zV+2>1kuSA#ADq`js~_dP%KLq=_ImR_eU8Hz;ch2c{w28)`62C0c?%ode`)h+68^yJ zT-w91mt4&CwHdoV74i;w3^8wy#)C9MrxJ64q^Q8?cT=w$*SebjW2psh3%9T=L!xDM zwBPJc6mBSM$JbNS7M!26@jCIWJWw#T;kF9;Ze1*qzibt`gl1{Pxc>cFyv@oeHh8^dU=u%at`AxnO!s;g8$^CNOXBr&9(R%{*jdNNfhI1Nz@@|Ir){$$@B>fwCHmQ%ugQNe(ESCX z8@6p*Z2rIMvYh{-$N#sJodmh_a%Xb%I);*>jKv^N5g}w;QaOr-BvfVa!*|fjwhJtDiTagh$=ywWhKtQKu(M;#P_r*}s$&=7UZT^8~$B z9B2O{Fn)w`-PIyoxx~l&+fG)V0nRu5M0z1RM(cQaFJQFh%ouEtl@fKcT3D@&(XD;qV|sMM4#ctAhkEv#A;Az zYfIU4Mc#$M-ReP<1YEvL=Xc+mM=qdE;#8voWmi*ymV-Vke2=5H<6suxC?)V{%sKe{MF7TIfJmp&ITTS2(oW+A11rCO7d~N9C!3F004L=W z5<4C1OiZn%lnkSO?{NmK#!*5-f(_@-Xuc}f20YcwksCk*-hmUXislh)j1r}?u50fV zZ_+q2>`J!x)lyA+ot**GZN7pEc0B_PhVM6QXn+3tlkW!D87?zTG%WS*ta&w7zRiR41v}?oV)h)soqBk*`E$H$V8;qe5zh>KWaipl^EX*7774u~= z^E0q$--Of?IV3}^pU3M%P@m-!MR$y_juqFcE3&BEx~=&-7wqqiZ$v7(*a)3`xX&a( zhW&qjt~#<|GukpJlw24r7@q&qN$$OHVaes#W(koAO((oHx_DJm!nuSN?QSHRVNqal zIIIxwh{S$8ya}engu3rgZ5ap+P$M}VopiuNMcrqDGKz?M_IFNM8abrA zAPd9V60GLtfkQ@QY3ZY&{O#=j(mRaJ~9`-V=X<=+XX9H+8Jc|GP)`Uj_O1a?LqMA+r!{ zPz0j#vuL#izC&}&{cgTAB-x@ z)zCeOfCW!GHMkz^8Gj6S*6Cr7CdAarG-KS(57buiC%kL!1nSF4 z?l#ec!HH2HO~XUs(VI;>Fju)g>G2=ref$X}`sK{YV5LgY%GU(AY89+CQhym`8 zVePEbB||9dRW@X@84f9g(>G_U9@r(mKe7$Wrzm>;-Wy5QaH8##UJhjh1BI!w51orS zJ9(@20+)_LSb}-Wjq4EoR&{$Gl~DP;iMV%GaKH!4c1V|x9?^CuHLET{aXcK8%-bKn z<-|3K4Q3}wb+W=5T^N8h_8eG}&1m0S`#?5Zl?*x>>_2{`mSJdy2PeLM{6ZmyDvv2~ z*Hp|u)sFS_rVKWiqSLqMj5ew-QgUIh7`KuXD8Df4$lQwjasw8`{$vPb1kSrO1nefU zJbO%x^5!E4?OaZjT0p@r>iOncet?=h!q)8!$Z6AN3|0ctmF5w(S@bxJICql#;RxA1 zKYYn_XSwkwd|6xc#y-G0{yu)k62-z#l^%~Bm?3%7iwQh*ZIC8XFi!R>Pc~g*xrq_$ z@Ea4}YUz&2wxS&Jj6%<8XZpH(2~fCzO~qod6!;O9NVs7K^NDzTq&G&SyPi{}$$$emhH8}ycu zf~4U`$F4K|Jj$iL5VN!}o70sBy{*&8i5){D)%XQI={79aGNVkcpXXIhRv^)F&5IGt zTzr=k;;o!}d~a$;@x`^Dksg2cJV|0LZa5sa!Yv=|Bv4s4(;kL;#dgYs{EU#c9R5DX zOT33Y%FF1>KQ-xC{{N-ff2o?W1^4c4zZp!^3`=mBWkY1j48;Z=r_obof(xsoAzI;| zq5?$RgaH68M^YFiW+k~OPW2bNfGt%K59Qh;e^g{km0hir zMIPH2ok6N+e`hufg`&O`(}-|cbV&&v+3>UP^d=p8Sgg>>k&V8~r67atxjhYBiOmc$*{7BEfsNx6BsfNi zsNUv%T!xS-=>we4Wqh4{Fdg>tE-o|4Bvr=|`*fc%la(KkoABtT=*ntkw#rdfP~O*X zj9{ikDtkW;+b+Z@mR*J{E51qZ>rV$-8py*)dJ81OUSBi-jZ#DELqp*0J8=vO9;}ak zuo?W!ipvq?go+wXiEdY6L*Wg_i)~)saI{D|nEHsvm4I&3NMoz$C&#Mk@eB6q-Bm-> zv|!N8J1%HB1zXq%_sHPPp@>H?Bf|?mYu&qK5CHfb?>-Yjfub0cYJx$4+}TIQemn54 zz2qbZ6HW8KyY4NOYZ<{-4#mRl?oJrW@&!hUZIR+qst}-&79k4Fvaf)a!WU)&> zAIm}FvKLF(xe_r&`M7mNKqk_e^Va(7+_JJ{sJ#+RxFM>4bgVPN%1E~whc%yj18Jag01sQxajITBN zjq2K7I1M@@H3>#^xAYSRT*V6C>4O^K=N=AAf(aY;U(QJS$Qe>gOY8|f&Pne$!AT1> z^e}1(s{HQJE#@0Px*i04IkAwWN{*ODk7!H6Q779)RpVun$1;lU3b+gH3kSlM_C6{H z`HXK;%oK0i39|D$o)A`LmGW(qrWZ7(>Qiq$$9xrBm%GW4sl%uuGuj{@eO8bx_{!G(gSvjDraQot%e+hYeEhMc*$1a|= zJp0FFQbkgIRAz{6>+h5N_IuRzDyV_~_ay%>8r{Dqd7_{iI21*eYIua47~Ys3IMkAQ zA$iIm^=#->d}f%BaO?cZyd#d;LJ@```=YoiI9{0FqWK!WBI6$bv1qd)sgRAU&#`1b zk}l&T{};06dT`(M&TrjUAh;3-VLa2v)MiZY?azBg0Xl96?Kg5~<;c>|Z z!%i$6wJ(8q?ak*0?JkZdLc*7lVa03E+j?ij*!y!k3Jcsf^C(%KRE>x>@*!<%C(tl5 zX%>CcCO%e*SuE|r?IHMv#npU^d^1<`E^YP_$uInzJSv!t z`}hjMm8ZIF@||!)+^udB?N`TcmE}`aKqJ`~AdvuFSfn60V43H834d@-f&MpaM^Nuvg!F_ZS;+X+(af0y z@bQocYdn=%_529I?^IxXKD-FQo5kXpe}o$onB-sf`Lr8b6(eB0+!5&AV5mh^$eg@X zDVOeU5Vl}9UzO4y_XER$FGYM~ZRgvs;4|nGHUe>6LWrQE*xbH&A)6!LfT6Umor#)s z-fQ?|voQ>T4(R71&AqQl0Grn#a@Tv1$CFCY!lqzW;7^0{MPz3QHYcU4GsnIt%}G#=m&7;}FfaB$2q!+a!f$ZD|t9s&gXa?ZlRjxhniI-AOD*mUR zJLi8)^8fD6o^vQJWJA!RdWARgf)d~}g};t`jXOq!DsqpTPcSA{en-vz)YOWA%~wLu zB;PzD_QxmY=$|0);B(Y~QbGujC+NL2o-|?|8K?@Zj{TSW?KpG4*?UdWGor0$#mBXJ zD~^?otBF}MfkA_I*UB$IB$G_z3jX?JVp6f>n(YA`KVXWzC&aZ`3ml~(Kj*peOwzr*r28^j<;6#LCunA7+iSPmnV zQn?{8bu6snZuhFJgB(`aaf^7{fmou(@J&Zo@c!Ww4ks)&NhwKxGvA@Wn7ia#muElp zadOosGD0({FOwi#Mx^eEp$QMp92mZx0IfhgOigDQpT0O&V405>7H3*WK&O4$=kFYl z6~E+RaCFHWS~$es+C9*LuNacEyLrURQ|oohtO#j?R_d^}xIqDhCc_oaEXB&cwdYFL z*f$3vJ^hU=QXCI=E%(|vOs#G4@dm-ASd)5XBct-TWcTreM%+U~Z+%)bpvyzTfk2;hg(2#9NQUH4Br?Igj>LkJ|G?{&D|qJGUP`@z zq-}7P^6XUT!hJur=oTQaS5eu+3(#0eAH?+rkuMvw4?uw9;Yt6j_<{rW2sk*|dU_{6 zu|Z&h#kf^Av2)&P6`nA^fYQUUe3oqisXJi`-h&`mU-QxWSd=rHc5_uOlt0L6<7n}K zBbs545qm&WZhWQsyR2Pve%9^99h}kx+)DclCO!3V-bN3sOm^S6{}gC`xsq^?10A55 z$s@bU?8s8;g=xr`U1j}(-!ngvJ_1{6qZKl`B#08zPQH<(k`|fiKrr*}#F+1Y33ph& zS$G28E?p5JQ64EvxBK1l1rFUtE~y?3kRtnXH~1Pf6hvEHdwbkt9WBPfR`kGt@3c|r znv|nsq6}@2SLn~WByJhJ}N#S@TN}CsU(cZo(Pd{H_Dt?quq+v zlSzbmL;9aXd*yr7u@&}U{>co({vSfuDQ`JElXvf%o9R^IAZ&&WE6NW!17ZVw*ahMW zzCPFbu7N(eZe`-Qsl+N|U_OqG5CqgnuMh}dJA}>T8xnrcR5uNxE8_RdB_aBPDZ(*Z z;7&ntntuAF;CbxR?wM2bPK1_nvqYi>3bh(F81CY@mcX^&*K0AY~VvAZFteT#in8N=U*hPC7kZ^yyVvBqVjAP_kwpx9Lk2 z8}e0nMoe`)VBepykcO=Qp;@M4Mru~4=jE=FZ+r2_0wRuSA4x>YXZ+Fko!rG;Iuiu8 z(V;V&v=L69cgrJbjnd80sAWd>GVSVHKK#b^d{!iFr{xDEmqe;7$u51P$Kq*Apxw`# zO3n8YJHDkxzZqMRmvB(hr;vy3@5is>$BR*)2h%kiDF{>WLzD1Bl1P1k=p~#3_e~ zA3Yq5T{&t&ZolRs6+D_$n^_S*)$G?}Br$BfPE1+71;V6m25%zkRv4V%R{fUH?shg7 z8C7f(M1yCw`e3=e+=wZj`YX^8P=YcR@0A`+s)$8)$NzvtmKy5&5oq1D~ zASod6b~K#@e8)*3Awda3z-U+xl_y(hPDw}emk6u;qT|d-;xq3#QZ^o?c%ve9od*M6 z4E?;$*Fc)yMi#@#KnhJGv(s<~(jh&HUnL~g!7E+%ek2hob3d8tA_KFWN9vC;k#VU4 zw_gSUM9{iC91VdebFSSUrWiToB*|ru7&$q;&+n}8o+RC+dSNTc(bl_|Dl+JKPPLT+ zx0i%^51XJ@(Mg=soDTB0>&Fgx=!AC)6rtM4^*MGn?!+haC0i17d#}DhCH>*#1#OX8 zA5*k7SzWd{N_r*EhX>3xdl$i4{zvB7-@|{BR7)i(2&r>p=-=&BW8MF4A?DkA(!0n~p#SN5?!R>rpZ?!d z`};<_#`~IU)7P&Bn$YU30n8(NsYq6icBrh)BQ9>}OG=bV% zz|TDcurfg7;jgss)Iqp7BvZ0p(!-x>%{Tna*fMbrHOrshF|*zR@4T8<&ntyYm6#(w z(aK7x;`gt+M@KY9KwJ9v2&r4Zmz2Ex#W1gLb!<1{JV*0KMsXvl0acVy}ElqL+6yoFCu^ zg#b8WVUqPF@^@VMm} z4L)2j%XHdXI+#TUN8MMo(i}(>X;FM<8J1FBWi@`moKWWk*D<``*r9+8UW^@{uwKuT zOedPD0pN_Ky;l@GAeXK6i;`_nP+?4QL?lNx)-v2u7p!XlaxY#r(ph?W8ulLZg}fHR zz6bz{r6ANd9NIq`Y~fe6K6jkRlSY{1vz7SY-FH9_r9QGCYENJfylIgl|-VRhfgf?h*Y!iU)e zBQYNVk~#gst0m`{9SHGdxl-HS=qJeQTuhNV+#4G8;L z(wnZ`nAxF@NXpa^drnM1>DLQ3d3c^vB6jch6ICxiK3K9>WhV-VUir|SZFV@8u{(mh z32yLa%S(PrJXn~2q1jAsfSBlE`+6E3*hHR78~X|PqOnB^Eh+V;_VifB3Iq<;8Q0;9 zUW9051s|}PzqONQoZNm!KjV%t4A5BqB*)iTty!sR5SO5{r4|0WaO14c7&~U}tYt># zWJSq&Ry#aE^eL^O??UR(3vqg(lcz)C1YTyDps=T!kNjCiQm0u+lUw51X}hk?cmnOUiUs=sGD#(^p-X!l$hs;Ta{$}IPs zjdz7j>YH{wiohalW#KqN?2ezxQ=PztzO{THna{tHX-|a^ON}blmqk{`+Z$GRL~n`? zvYjPUP@}m*{rf)5U)OW@O}3T)G{Lj{hX(53&+JTsp?E!evH4jOhA`a&a$-kaid|f0 zXv1tjB3b+hegFlGd2zCTP!~U=K&LxUiby#mktN8Xt*8*Af~n%2m7oG_kqyM?sA>2P zRQ~?N?z0hBtXO1jB^HkJ&XsKO>ZFygR2^YIDHnV2YyK{uOvTMBT`(+XhSrMh9b%{q z8Qu>5wtxW&wb(kKa15)-`%Sz>o*+Y(WbyKwJSu{V3fyvG>?b(6en23i8Qe#aO8=A< z$!h9k6hbOnph{J`0Dd{w75^3g!-0HEX$#jXNhlEu)MT-BMo|+_PDHVyI=H>uhM)XK z>!9qAOR|T0GVM_JQU*~Nl1K>cvJ!Io{gE z6kJ;7OO%0t137E6kkp^%|20B%DIzG6GR#Q+BYp`^fY)U0leK2vMq@S2zR@vtJ#3%; zGA;|Op*Nh}DO*%G$X6%bVV`S-kHBvjWDS@!cqZJ4jD^+5%!-Dd!R~9ww0}vYhlxz4$bu*o$fb!8~RXCN^I)=joY5 z+%6pB$M44nkqnF$8>`ndKf3BA=QnhDtu!Npw>wzU$`A}*{mqa9msEU#a zdNYKESVb23v&v#6@60)1mn2mRbRF!}J@+eaT+VQpGchLxlbY_dt7)j*P z6yog`7Fv8V&7ld#@cZ#o&KVnYR*-8(Vi_QX>B(1nD&}kL!fb;+3G{qO(vv&cLe*=f zKqZ#2)d)Jm8Sw$W>+^RAXworwJ8UtJYUT&^7SLw@o%_w?N0J+BZX&o86oJ!&ZD~mq zyP}5$A4!l%9#D(S*ya54kG{$nAam^@R}XQVpGSo|Y~$u6!EY0~r$gFKD)BI9abu35ZR}iy+mEe|2EqFYz1FN+>kzEE7;r^%X2pjLo^WLknO2R zUq~6O+SIQcL^r|(qw2gyCoey9KFc;>S86eOD`{rcZ(q9_shYw#vR|T)0!enJdza(q z+rxW;R5}Rz;)32_m%Cxe#~yUdFq*CY-4*Vt_?bt0hvi6Q^rtUHgQK(cvQ}xb=`WpZ zFYgoi*895-F8yT*3O)?2Z;Ddt5wDQ{Gr^0!M}5+J_0K;|@XY_vs5!sKh#@tU6cgGf z(Qzm;&V<{~I3T`JoI?_k;y}gUZvFc8axwOOwS7cL9#PT3Bndky5IVpeQQBI;>S|j^ z+!RcXv~b6QA(3oABlF+Nx6C`DNtL~F`l)>^OvD5$B)YNr{X-{o-00loDmB_GbX)<$ z%)4iLT}P5psy0=s5JT1Duz2vdi_$P>R7dy(uA-|0j)zp~&_=7G0kB|NrDfqv7sZwwBV6P}CGb#C!N za2oV!UBk@`9Emwi490L9D)koB8(iwHqAchv9{$*VO!pmc;G~+7MULur$AH-)(o-HC zPFqD?@YINV0dK`i?U4m;Q;VweM}womWq1uVvV+6k!1GBwFTTk_WU0m_%1?sz_SXfh zoHB8HJI&xY_Z{zJN*0kxZxZ&LZ~&Hi9nujH{Mti;nigAKSNv?^&k}emT*clMb|J_9 zCH0Xeko9-xi8Gpr!I05modonlKa`FxThB(5U|7RC@dYnSWq;HL#pGJuF22YJ`|YBO z5Z4bP*Oy6Ifd9gTs3K9%4bFNr*Vl{wuCqmUjUU&>gym99a&CWMB!b%mPIu z#;7r^ib%b3!En}Yln^(6R*38TG~AS=30tsg&=NQtZM2DyR9PnKHi z@I@pRB%=|-99o#0X8quD&UK5H_x(hf@o()}SH!tGoQFu-LN7j__NLR#)PXAZZk_MJv6fhC)4#mt#SE|BeF(JQCP7)M}tKr%3@=QBL ztqNSp(*2(aqLRWnscZa(#TH}R4f?VSH*fYI#X(tkogxm-Y2?SbL0Y^H@?@X=FcEnOcaIjJSr2+CW5J6 zip>{!@-?SsoyX*NNBaOPik@Gs{aE%!xw+oY==&KIeHg7jms4p7IW>ZOJNPm&z z?Zfw^lkSH#DQkIBG8E=!Q2k*%WvGouvC-hUy4cTAylP$%$FUd$@M;;mHDbMDB|4BV zzR1o?yJ`s9tTWR%3?g+gB}T>O`PzS&Cv7xsi0z_FT{%d})^_mC_upU3U(Ozz@1qQp z%n{X8ejQ?i%}wZ`wA&{5dBo|bJd*Y`Q108}ngGOcM+I;wK`wC7`J!X*kzDhBsaXDs zrZ_mRVI`9WfVuxEj5Pg1Vn@ht8ANq*;K$B*T8Jj+P<)Zo1p}j1Hii*}*mu>hB2k9; zU59^)?+7w{wnlIBJmhds@o-O!vpkU&j|Yd-r>UVu)o}$$l4f(W$M@&IHhIIi8>fTF@W6Ipi@@|C!WYcv1}OlsHx z4Vc>0RHi-tHT2JnAy%O6L;D{JP7w?R#S>xhZ&#(zy+Tl8i1&m)ThLVDvP{hQuZO~F zI!9-KVE*7>l;X=TQYogZREg@u~R zh_EHrI_i2ukb!k>P22KEnE|DFw=+X?wP-J@6Ak9a{za623%Dp9Va$p%P5LsfU|Rk! zNA}LzV&}?4`D15~QIAFL&ywvk#1#ttTfg@@>DHk0(3Y4~1VHc2 z#}QBe4O5f)9`rn0-`juMaQ(#nzne6FZL|Lsbfn}SQoWtiBVY^~2t_Ia_!-3>k-|(& zh|oSB&sa4u=$s=i03MgQ0jrJ|nh_0})q?GE55{$a-$SQMNO4Po+CJzdv&&-|7CI>3 z{$JPc`)5xp*H;WR=(5)_`?OH~+^o_Ymu)uvaHJ`6`8y;1xi;UTWHl#`R)E2*8a)&z zVu+ZL2{t9VZk)>fk!-jQWn#@; z6GO)FR>vYw3EG$1MbOIB?50@pzms9hR2z1NRL7~=t@}NEO>2ZDdEyIg6ObRp)n@M+ zvv2(Fh&U41)s>ZMhks~czUEc?P#VK-XD^Ax+^wMP4?GSn&7n)vuz@34xenEqUm^)B z7szw=a>Q1iJgHjpbb$W;QlVFg><`F&wTUJ$2m095x}{eTgleqGY1(go?$Ksl%@8>y z_c$$WTJv7`pwb|t7P9t%sXP`Vzh9x7-PR(m-WkDbkH@|KUOvcWVx2*q9jR9`@6S)Z zblA@&wy(bSWZ<@@CF)_;KzHXINpX1zht?c{LJsVlL|0Ggy|FIc#ytzz*ns=p8;}Yn zlr2PyXaW|_)N}rsRb0UQXT4GdZG-H10yT{WjP6mF9=1^e!+BZ!flD=T zLG}3xFBvH6a}Vw~2n;iR%vOd9CJklZ^yLopTsCvGf)C99MS8tA2w>;;8IMN*lRL`` zTOdJJc|0F#tP=wpI9FD^p>piq1Qu_-!2@Ce^o7xXY){rY76KfmTFqT#u>$Em4!v}l zdZ-4R=3gPeQwKl#nEWI(Eo0VJrpV-8S+~xgKLiNc`P&p=u7l$70CX?=t1(m{^Pe~C>L6^y75mVRY(d+n08rX#v)0J$} zfYjY6p$C6N4nQ6~xcSWk*xg3(iR!`C-jDe$VA`2IDp!>%tMyg$x~S?Qn%8&**PHfg zU1?qYlxyqU$}c_(JYpFrV=Xp{?R>r3eCh|CZP#oSNX)d?d%te#y|l_tqL;Z%d#YwY&Uxue@pM^)ElyD?4#QAoe@t~C~v){d6z zlyE?X3b-E?TTa^A(_TOH`Fu#=q8)0yaoR$^$NHZE{x7hs*yr)e%719evj0cg|2nIi zzNh^h8}c(YL%#Lu01>Kr_5QXr)RX?&zZP&g%Co3YC`5tz>(Wpk>Xt&9MJ zRXa{pDiS+{hPz6Q+W-{C?(W8Y6jCAdeCcEM|JreVS-Ivrcb>dv;nh~lr>FinGNC~i z_(R+?Rg|^ii~1PNSmN&R41N#av9r^sei($0hSICpA>1g!D}7PPYQhU8eY(VEvRd`H z((2OW-=VRh{Rvs}NC>Y8^!y2}dDeF>OT#<}sq{)rZr^Oil<8`()q-(dl^R1tx!%sy zcKMFKvl~gswz*gD^c4jmtn~@b*aQwn-o~OgSB!NXsLls-4|Qk#|y5pVVLrjdib9y zzXX2VZ9~h2e?K1AwypNbNGm9=?-q)zX7reWJ$(61mCWFF|J;gwsZ~H=CF+)l-BBZ2 zwcfm9nMM%PXdm{e(!C2gTy(R-p7$#n$^u%6)7L1xA?Fz`;<&>!S6uwK#D@qwgRgry zm1XmL_!p8D`xiY{;JZLA_I5lFPiSzGG`7fBsVw}Th&f_jn^b24;8m+T-V`{H>bs{A z=uc#*J%W>U#tJSO2vzbcLaF3kVlChSueGo8zDu91g3Ld9HvW18Q4Y>~LCYG++)xn! zVv-P|2k-z1oaLQn$)JT$EK&q-P(D(jf-eI=y1XQB`JFX~cNCdS0uID=e%J(oW1t3C zM$SoR%4Nld`N44G{@iebpvR5~hTUb*2=0BuGD-j*7HUtL*ajzT!OcpMvrh`MBd%~Q z_ssUlIRO5UKx5Aw#pjQiD!-uY`NGWHzF=tfEdj`B4zq!}1M+QBcpC@|pi*UUJI+p*ia(a04$!al+)yt|5+c;TDcL+af!Jg$) z7^ez)TGtfu@chYhCVG_J5Ne*?$b;8YSZrT$BC~RVol{{tf-5WUb>&t6eF@#J$Lh#} ziAqQTDN;p-UbTo~?}$9XmF-T}3};iXhoRf+D4DO`8qrnFxXy{UVZu~BJZp~Wn(9s| zc&Xv6Sye-Lzc|&)>M)~@VrEBi`z)epg6E~QWHl1io}fYQPJBk3cGGgm`D)ulcj|AL z$-k!e1!pUWe?rv!_x(Hb|1QL@b6^|y#PO-Dd_zv+Fr#mS2jnwn<3BZ%zlM2!D9m>W~OMk|a9mQh?u z@{X8Memb4D?>8wC{5YG#(5>1|*|deK|2r?Q9AImT8GqcdTAlQkK|LNZ*LDC zV3xE91X=p1SrZWHW~V=*b7q4DlKi5Q5GoZOj5^6TOc-g4kG73@4TCNgZ1>XWeAVZKwP0O_ z-Ss5i^8hpRDeqH)_-a`q*0DNyQ69lmbIi97(W|k}8mes76sZE~9ehxYyrNG(TKbh!QI*0Q$K(Hge-pBUbN1X5i0e0`Q>WbliJ%$qz~-b#qDdI(J=$n zEWHiVOM*-6>>#^--h*)6x^!Q4VoC=p0@j9aMUESmpf}<4!geTSwz?1z8)bBQybS9+ z>*Mz)duY}V@=8!K{nW*-@#3|r-*$?T1jj^nBVv`!O}iH}r}HWd4eRa#g%`(qgy-ju z4-gQ!kW?=^ad$=!BrNPAdJ z_5tI2+Q!XoC|c{34R|V~gHk+-vJP;>#0@s&v*L zJtd<9CJ%$+&)v*seBU!mdzf!!zDCFzJCt=UT*FTjQV>S)d^L1{Kho`+Opa67wF2hF z%d=GURWi-a>L7)LK8$xp(ZuWg!C=dIT>z?fg0xcJs7EPe~wn!@Tgr%?>V?gz7z`w9?I=cT7 z*+O+Jx&P*Kd%jv~E@p|nvrWSkg1Wz#E+ylmNy$$rUXCP?ltXOAiF8&NZf+LX*dg5J z%AlGleS*ZHmK;XC5STgYmhD>mcSMc*d)7w+Yrg$c)>;4Kq(1%Mzx0pEBx$Mex~3yE z*wOFD?tTMeDV71O?Le-6TVT8yJ~oeU0zoNd&zPH*R5MDD{9@G5edD0RQW%xMYahnjF;5u<9xLdG5aCdjtiCb`Y_XKx$ zcMI}d(Te7Ei*Ep3`eQh+;89+TVq!il z|J)K*{bzTqx4;66rt+Ln zIQg;?IYx$9rs|#K#WHOEdA%A~i1v*GgeYnZRl;?VF{uvqPB*hBhv;u>D${|1c2{!r zgxP?$EL8a=VU%Rmr%+K96m4rT-F6Xyv}t-g$oLBy3gl9-JH!K5`l`{8RV>K6K9LX( zmwCI@#8#>{@%_ws>~Lu4TdB`+C^9A6t*aWwKEtaTsmXAh)C2b~u8KfQw3mN4Xo5bp z&fb3H@t=nE|9RJ0{|%a)u=>DJVZv@C`cGbwrs;yO=2haDg@Q8}rnAY2xvBi)W9uxp zmZ!sn{8n&s^gr%qteW9Q|s12gd46&j;8X6lHGR8d>!JBE+3MFp2NVy57dIhHidRoM0!GYfQ zw+QQmv^8?4N}cTK5o_Msetf&25q%TVKthnn8BxfFfDWCMs*GV!p3UA6I^Q1B{0Ovi zU%?B!TNS`VjYQ5ADshlpeEC5f@(9tr{f54N!yI57Y-vflMPhjc=%37d0}$o5lps5?hhbqAe#RSv+l1{H!)86|qMp zq7>s+Vf9dMg}^x_+|f#v4z5U*Zq6Js15&-~zb|L7C)-TOhCeUE{LnVE^4PHm{;syB z2BFWxl+y6L%(%GeF0OTOM$JQI?D3gUj8oUG)wT^Z0HKGISLP7K)p>|f>+Zr)v-kGd zGaT|u&nt;!I5N;$NQNf;Q_@&fwer`lrGU%1bWMZ@kK0#V8U*CtC@KBuZ>VUPwodJ# zpKkRlXO<-e8@~J`bj|P=yXW&Wi~020f4SF`MTLrK^I1JPzcZ$x#Nvbl0h_{lv9ghx z)B7h#`TeKAuG-Gr9v1K@l2%O~S|8Z#^w7irB^>?KHk8W-q+s2foT382VaxnEW}4+& zzc7>qfD87*8oIZbl*c)(+Ae{-k&4z6JitsX%frW4t&dXb+rV^r;&XQPk{1jRD;M@} zj0XKdriEz^O1(+sy=&YdAWV5uycIPtV!xtjp-?}h(tSp;IpgGhwZ8VW^Mbg`Hv8P` zCs8=xVj7slTl>$_azT;9aAprClGbJTtPgXFVkXT4}sa(B1B{+|T@RfyBg`z!Y zxVO{5XEdF-8B;A)>Gz<3I5Ypt&jTv=7;bSo6Nle%E_%9b2gxw{I>LR4JiYTbxnbm6 zb(N9OmrGw@M{+#3rcI4Q+;8#Uy~eGLLz#B;6c4y_zuWJj zK-kqwxp9R96~>on$p{G}P%T2}_b~d&MBv9B4)=Rs5yvkaL>}SQ+$b-9`5e1Y=;N>V zoKTAK-A#GRubyecy~T!T&*Ux`)tO?Q|0Cp<_@VadwgtQYG_14!Ke?CxdD&M3U#Vca z$osfIe?d|xj~I~_G8L<<%B^f#2_0S(gZ{MAf`p+in~`mcCoEaZJq;#I5fO$xzeuH9&U@VUZ)AnTJ+I4z!vtST%F%K&o|adoMp@NhMM)XEYU1(j z?yY7(b8EBagy?JlznVe$f{HDgaE)(nF^5_%G^;4f9a$k}jR>n!7xA2DZFPRW$Q4eg z54tR_V!G65dl1ceH1{tAMNbTUX|#PG_QXTl*=3CYMV%scd$jxYwz^bUt=_y6v74CW z93hl*arke&I8%V;Tr~3bF>`PA-uyR2mD$$Ew>?6I@gjv9WZ#Ad*|GIn8K ztK~|}u6pv8v@BS}UUm86_OBS=ze?KI>!@M*{`gfOe|m`QtEu%er7r&$C%tA0I~Uwb z{kQuM>SDTjKHF*qg8z-3(h`~ls^y+wa~TI5W9=d0Ixa$Y=Ka7!SP3y4K{JE}J{W5) zbwXKQcZ0WW5ceG)91-I2G{OcPCCYR^>7@YtI%YV|hY0}P23sc)_Iy?kJ+EXj_-=!7 z_D~DmLqj-nVl{BFWonaBi~(t6r^V@t*K^P$UB$>1-Gynv+xyEv0wa@l&?V*x$9|Wf z(^i4K$##zhY(9R3dHff+29Y2rN)Rv*7In(h0vau#)!U)~pM46C!|RHv{@_|ITLC;~ z*vF*?KsO`gZbTkTtm(^Coaa5dp*-47RK9v8eKg-Ahdd3oK8#GlN7BOc>F|I)QR+*! z4&4WX+>5e#Nx)jO8n1W{Fdep;8Lx=Ru)cb^ezk9Mn#)7~vT8?eM*j>+-+|~kjNL!S z^pOFLP4+B?w(^ub%JNh)8m(sy8N9~<2u<~Ei01S*(5c&S0c?5bEz0roC}+1xI40%X zvWP6*+rM4m0{k;J@sU90;yPSjp5}IJqXvu>B*lf8OH##4iAajwgp|UQ@Bh<3qxB(kGPa1j|7w^EZbH7x| zCS?$YD)`uo+(!>8ZDE{qlQ2a-r^*Y^$v*y6Kp{l|&LwZ&@vNrVfQu*)ph`;NDGB&dkLDml2> zIXV@QQR8dTv*lI*I->0d)?mZ{F(TQS{JB?M5B$gT%T+2?gjWM(Tb9P=A0*KTen*J< zz$S(Y@7li@eRRU8wGc1LEQ8f8fBg0Cg4}0)sn=<6$w=wwoq|!Ql%nm8YR;Y1E216IE+Ul8sivP;cr*$V1A^{h@)(W{Ps8!WS4z)Ra zvSu6rmDA&Km>!PbwW&IDB*rEbb=Yud#@8KJ0AVIc*gbT382~{7kEFOE%kI(a15vOdv6g%Ahw@SiVG}B zg4&tW2UhMB`+pNeMH@@$Um z>L?&M%0QBC+S&V3q+1`w*T>X6SX2_O=aoM6qnMuaamd-$kzuNN(zYbf@Om~yKIiOU z@e8%H3Yt@skmDsDTf=dPZF2MP(!2u*rx$S4=?ly20Ke&#%8^9?w4LAVqSaNuDb0Jf zUR=b}-XenmUR{_LZ>+ReK|Whq{F5-7P4Umvmg(R6*~5(_l}O4fdH~BDZ%W*u!$STY z9EN)(czJ1d3QSbB&3|m>{w{!-54|4vj}Dsu8+Ty?{TnFzf5eUy)8+f=WY(A5?-Yjc z`oy=BEPDua9S+p@Y&D6+@$6P_j$2}-Pf*HQ;E+T(Ks#hI$ zjfq?BB|u&zN8##T&u_Hg)AsJF{r8i8o$R$MrIoNu9ACy-&`p!!Um0V@$_%MSn?!Ah z$Dq%b=72H@<3x>9gXs00PE{S@D(5?93-qH@OqTBzy|+TFZ>|m3+>3)+@#( zLME!$(dCCYVhp=fMPDfBw}}CL*%Hly*=f9t^gYtE4xa?rOj$+LK69b2l_hejd}uyO z!3jhvc9rEop^;Y&(N8+_J|I>Yv6XcKUm=TCA|5b<@LEn~r?|~KoOPFhf#c{GnXwZ5 zj9fE`&u1zbI`_0Y-WEz~J|M_v8@90f$~E7~EQfD#LN;9qkJ$_pJ?a-2;(uDym|*Lq zD^?h;@lhLod|R_|@O|GILuKJZG1)<>Y~e(#UbQo}aDD!ypxEj)&lb*P9ZHWkMd!aA z-#dRXLdqHLd@BQ&q3Zlt(&pBsw? z>ONdc47;Df06yPB<~}nT97q@N;B0|Lo5{|2y|9F%Tj+&?!p`nlV z8waUjCQR0A@uFc6aUb_+NiT7NHT$EQ-US!?UOg@7WOsr5a1Izj%ii!=kJAdbxlLI5 zjF$-}*%Tm|IaoH}1pJ1#2c`>Vs&(y=pFIHK-*o(tR55TZ$a;)1=tOlG-{$xlZ?{Mr zkJeM@dVRJY0^XrC@-Sx#p>!(*<#KfFrB-7HaAkj66vL03LzzI+@v)SXHwQ#Mw6@ocRwnN&^Led@e9ly&75nevqNs4_0v7n#OF3Az!%R?J|axW^_b4@gS zb|2QCL*3WRa-~j+`K3LtXDZHYLO`t>(ZQiq5n`L}mcFr?&r@ z)j2r-rSy+Nb_~alXFam3SCR~hIyQc21qz>W4K3HLDYUb2b!dwm&h#@Q$@VS>7{vT( zm)r?Rle+Z>p%HZ`keL09vr?R^C>C$17Gi40Xyx3*MZ#{1y!=V)!x?)Yz3*`E`R;m_ ziIgg26md{OJ$jL+Bb01A4fabl4;hKmDD6rfs4^??=NP}#+6|Y(0T&29C zW|B=BDme-csQc?JR-$f(sjDA?y3e+lF#qvv&~SkIVP0)dwOA{D$s*=1KEuz6b7cgrsl(FxlW#E0&KP_g^S2JYM~+UYr2- zseU`b=jEN#b6#Ra;mOlYy<{N<1<83#KSY_?BQH}onSa4A!>3E3;uR+NJ&NSy=?Hh51{_2W8=aC2#VVv@1d-Mm z6>Wo)zJoe=S$~Dz1a-ANO~HRpYzuO1^cf8Av;g(^)iI)NWUzl$=ZE@~i~o%71^=+d zX)d`Uqnnpjq8Ci$H#nJA`J4CCZN+loC!bG5zY_h=p-_Q#)4WEoXoIPi)&OLR>I}_e zq-_iZaSyrn*2u4q6D2s<#m)Uj=WD2+3|2CY_5;x+7$uudv**IJ z$P}brN94cT^N}DFu2oC+>lb^O+1!&W(4W4ovX-tg9c4;KE?InLELeN)Y55g)WWS4) z#ckfJe-BCTq&4Z~g^1-=Jmu~Nd4>7U_1xcQHwPDuKmV05$;A9G$$zZp;y%`M7e&hR z8h+}wAw4yua){0TSbk0;G>pg#QQ&z$LsV!fc*6qQ=Uh_uLD%1aWChaRB&e>O@4x-9 zv4b~KI&BS@4537YA%pnU5;xMfVCbf`_J7&%5S=k{y*t?3N3$g03Cn4>e@!Vk zdpW17rX@~HQP0epX&~on@1+C0yfecBfRYTDqDErGIMn1u@nnUcDz>CkBmvW2C{4qL z%%O3!0@3l)d1}*nOE3-l4HS3}Eofzcnvd1qyC!e33bg|pciVjS?7tMB8j(b;K~^9Y z`-7E?peczA1=>A<(MUq&qw8&+MhP=Z@>T6m3I+UjxN}Tarm_~{UyJ>;*l*pfNc%5j zPN#J}sL}K4d%by+#qZZ=`_cVh?LZH&2k|W%UAGSBrKx{qajVKn^+6uEFtA%or9+ME zltA+NEPhp@g+E2g`s5rrSY9jNHFwzQQ4}THV<)H?6Jiw{IU+Wp-bg87Ur&%6l=W@B?XlVo+tS5+fn(9cuZ)X>?B1!f zfXy!ZF|9TQGTmJIen@|f^Afb!McSfsj;xN9UvgL@b{tB~*HUFGF_s#Lx3Sc`e zZWCDuH2hEmS4pgK;SL^RuE>7Owh}L_ty7dQx7b=m)~8V|MVVL(Cdt$MMISrH?<7DuPd6I zk~$wjOT+gLn8&G#pY)h4s9@YPFpAWoB1Tv=a)j)GePgpiZCndH`Cj#_)}G(adspkc z9+iPG!TEDXawiXq_C}D38l^OAGWeWCP4XAH?~c@8(iamjF&HR@GZOQNP|?()d1ppq zk~aRap$q&FJRKOI|6gm_S^u9qI}q*VE7IjB<9OdM16ruN)T{JD8->h^7?^26o&A3~ z7Kduk!W7qKULIcr_WO(C_`)DDWW(uE9ht!=A%g;i7F~9 ze!ALH@=V07As^&Pok;vOm=I2g1_yPBGWhcQA)fGYP|2$dzm~#{lN*=MT&Nv==UyPv zO`||asdUBy34t&2z{f)xk*IJmOI{_C0+d&WUdxa=u|-=pWk9}GM?GbE)FD~* z$}80NjtFNiFo|{7MVxOniv;M;3Z_-R4A$@*5F|{zJ-r)C>cYg;Uu|>5qT`)fW(oF& znR&rjxnHK#O=4TD>f?g`Cb#ZgaH^Kv+F@cF#e-zSh|l$qx&WAr>rcgLHtF=ddzsnf zl1siu6i{{Pfv;d|K7zibdx?D@Z$C(dmcv>gjnfRyZgGleJ?4h{tt4-wzU_Zc;cB+q z#86GRq=9Sc?vQeIAu zYc=KrGiMaq=c{yQ@D_{)plad0q8|bPt~C=z31Ng(Byl(nfVL*~UaIE6xHw}!!7HkE#-hw+x2K(c9-ehX+; zTfgY9eo*VFIQk2)EhK*tL=14jYl98v0=nMvBzSP>p{{IxRQkZs7+)o`!Sr*%qIK@3^mK*e_ymyf`HWPi99X#*3gx^-K9}$_mkw}ab$!BnSs`&*KWzzU z8%SGg6DyCYgSyu4RzS~eo0X9R@+)gu;!np_`f-mkq!8r|5ffBZ2x-S$N%=qeo*Ju@6zA| zz?QjiyXx?p{_DWAl9UNG!nKO%o4Qopsz3*myaSbR z#WNo#|)Fn2aEWsjngFxG;F{JPD4SWJUi%Te^_E~}H* zc+51ky{M!+tb)|eU^#rRRfA9IngZ+RhTsWtfz;M`U9j&jNiV?w+~U$N*JFw--`DW& zBaP{*%Pn+@kZQi(_Se(|31fd>O|*^YH}gAze$~5F!|v?!6CcCCHjS;`pTVZTU>3M| zbVC6&xb&aA9g+iJPHTG8;Q(GkRqKS3UAnI^^P+9xBx99}hK&6eQr@1CE?6*gI5Lm6 zA6yzrT{DZ%b~XczC(JO0GA{ARx-qBWs+xG+F%z$Kf4nhz^v*J@jPih_{wg^&7(ji- z*|l$Dx({^aIZ@1d7sFo3C(OZ{vhZ;7>L5?As`i|7G?>tPTi_ExPtek0F^@bGT@ene z{K}Ay2|gq}E$~3|PYO;Wok-*_%3p4D-~0Y((NJPn?w!0c^rt`zmVsLix`i5aguaH- zA_~HD*~na}UuY&?wk}j}%&5AloQ(UQwqJ>b_y$2nE9;SxAW|mGY$EID`%cVN8R=0u zzQ*#RU^}bMQh<)XAE4l2rc)fbw!~$sPY87mI@u9iY9xi+2XZpBOvfHcK5*rlGsoaWm;JE#k75OroU6-;u*z?Z# zzh>E;54pRpAU6NkYdh!vHbnf(ENjRFq}mQv{t8LZRKmK|>F;OFgdC2$TZ>*9(BI!p z0J&CU7HGAGCL^sGH_mWFtPmFWl~3f8Y$h($PdcSrQjabwcj5Pikr%82$d zwWeICAol1b~9S$48{e|<)qmIOWJZFkyVAhnz6H7|?uLwj2R_N`2(ToC_{mw6hr6eYirN>FSLt5ZwR5DW1d`Ym zZH@#Q0!GAQSL6dp40>D7XlgtzXQGBNnHg7Bu`|O+_HV1Fm3o(m2vz&7Dc*;-GA$_j z?@VT)ExTekdTp^W>PGgxo&v?I0p|mtH9-+r!V(qWVjjWh$=PbFk=b(3BO~>l9Av^Vi?e0uE!d5#*?&$aqAO6f6-W#-@8L%iLpU)7$$mdzAMB?f_+$*c zB&LbQThc_-aB6+-PzfCt0$2C`88cdU{y#r0maLN<^CcMp)T5qkm{8Zw)9IcFpSZm-lD<`Yh#pn ziQ9?CrJtd2=s2yp%6R>RdsX^%m9_T8hoV&0UCS?L(voI6#VzFiTvK>{ghqqpBYZ88 zk|Vm7Fi45?h_C}_YR7-vtuFfsMR(M}NdgQtI6sD(dz@G=9EN?Sg`!<+BKrPtkgJ~s2muZ{x)2PNGBqRc&HY1)UV*35Xc;SDC$f2*Y~ z*AC9yKE+ACf79^|cQZ2)eo;2VEng-z@VTgrEG0_PRr3mLZ2OMsIxMUv29Wo==-S)3 zwVP2eP+iP0DH05_NUyn`seW2!h_YP(c>X!fma;I`W#pL~#LM*Kr+*Xebm#$7PkE?e z{IR7rkYVI#&T)#f_~to}WYoGhv;@Jyn;wZ`J7q1=w02>@odm=Co7I&(9lV^?9&>ES z3T1@gL!~-xyChxs$1Hm@F@NeSL7t$M*Gt>)D6neAedm@M>y3cSLGgJ$Nx@s;<-8Hz zhr7L_MZc&kr`oENC@1H2=hE<&6Uia3ioM^%RF_cjx8#KBSFQrsVQkalyeltAotU@u zQGH}s;in)8sfnIRR{CexU`CkW?Jd&}@hfCuP0bSn#*SLJ4>bVyU;dy-E$E>xE_cg* zX40gg9s(fs=z114RBW*UaDzumo1uY1YlI=EsCo)Uw7ZEC03ubkoAHOAeH)ymGS-9#jnCyzkY&sM=<-65;v&>tSUmbI4qdB9`3i z&5Z{nL$N79o*7=xDB7o2{dBr#jB)N&{b~+5rLeZ_{CduDAAdl7iK{e+Mb&pP#av_c zq0WMj6!TQGP0_T-3*YVJrFrfbay27zXTp@UbCN41mQ)*541P1-JyQGTRxocb8^1-l z4{DDq*XO0no$>l|QXPG>k)Uy1{eilepvYdrgqw}y-jH^e{d&~c4%~`a)$G46{}Frp z8(Kk0hvo2JkM5v<-{B_yFQKMZ%8MF~PP(<13Ti=&ofQJt!8|OXx?V_PyHTCI0MpFm zhnyKKy;ib)MZIQ27q+ym%qpg_6Z)~?k^x%1AVmXLKTsmaD>~)+*JeDurZanz*UI(g z%g_BR%J=k!C8-R_AEr@?M@Xf>io;~Z3ML??akE4TXCc#MhjgZEN`q^)b4`*IcJ_ zt!w%BRoBiTKf%11nrp|U-?Kqst-v(StS)X|*P3<+gKy(i zW&sy`SQ_p#{;tvP#Uxg1+cPffGWZO zon&UMsuTC4F6OT)rGxdtoU-jm3555>R}NV00XU>T=;9CnWDPfW_g9k01tl|hfGcFH zF&u6H+HOblJs#6)r0aG~f1n;#3$3)K&=YC*a~n1Q1H!3Z%SJCbvDeTfNpEp4(IGC{ z;QKOB@ov09BO%}Fil(0*_q#Y^5kgOFaOLEzIUwtX%Q}8mx6%I2Nv;m5N8O^X_2x@c zw4E8Vyk2$le)^9Sp!PVwmUEhG`)26u3GsXL@gs2~wlD^r*Nh0JgOW4Mf?i`siT;#O zg!Lp*I>mf_vyN=>fI^LaMFU#Z45B}13*PSG;2H@?mm^de;d(l@+K;ydp3c#!MB8SJ zo@Ex%n%(M&5wp+o8o-yPqkEXNi{Yd}*8qq-{gHNt1vyjruLxT1+JqdF>_y*yLB<%s z`xP~gE->-2Qu!SF-niap-aYyD);Cz!yXi77$&L=GK`5z1{G`!<=z^L=o*-F;ni0%h z8|rhe_&#YNf@v(W*`#vNl>ASN{J@9Uzsh+imi^aL-2eaR9!Z~!K@pJ~{?qYGrQvoh zva!O(Bm=$>fE<|(*WfGc2cagset4usmvj-0tO+vkS_3Xsf?OYB0i)>TVCy?=h#|Ak z;=Lc)*H9vuivP9Pe6&NHJIrbb>(wZhGEAH02Z2AmrqN``8SNw$t3cBbWK|R1y;!!@ zeD9$=ab*0+xRQ}+BP9A;QQ(trhGC^UvcLAni2wZg6ZuW_dP1@Kqa2<#lcQY~rV*+;sT++|a6o zT}Z|lpY4lsQEcinv&3b&;GF!?(+kEf0q@05zEJBzFYu)}c_7gBEEfsu7v)fFF3VWH zveuTc9=AEnbe=`GWTNhZ>51~$7iFwnZA*3s<+ZF2oK^0wa8_fk?@W5US8y9arY3jf zAlTcJD@2U|MO7q?vsJXBH^Axw}!V zvmDO##K}%lZJ14wNoL#o$k%L$;Y#<)AQ91yW}+K>%!FddZ)6{m(b&%{krQT#dEJ}K zoqWjrX$k_%^cw5`PLomZa4x9$-s?+&`|bl6+#UmwyMJ{s_VkZ zi%*qH_Cz_lma~s*=>Duhb_Fj{w%_zl;J=GeSxd}#3u~DYfe3yGPFh=i#N@Piu^)uq zXoM71edk5J#89ECDoHe-ml{hF@DzWu^b02pvE+xMpmNUpci|mvA#1e+EEBw$)SnYM zHmuBGiEF(cIeCMe)NUL;sIObUn^e}nF&><26c#f&U1@JulJ$l^HLa9rceiEYlqBZ# zP>{22w~Vi8n%}+{SWwWkKu?zy=Wb>QM$X2BEcYZ82UTRYY0Y}1Q@9Y#4f|*cNJK`K zUq>hiG%vr0hSNmr0RRb52cb-5=}=Ptgv3jJXq>oRSNT81VE*Ua4*K`)?IYQW;rQ|U zjwIFzg8&p!E279@X~YUCV~~c;+yd)L)Wj#QEIv%Zcn(lB;K@Su%O`OQWw<6XHwh{r zY-PM`<`L+QeOPdEZJTROrBl*v?KyYF*GDSf-F-X-?$=t*JL5`rdB%)C8pl5z?Sj4JjNKnNoBLVUcW;x$LQnh;^7n8=bRpR=MO z=Hts~5!%WM7FW#O7oirM&aC6AN=xBU$VP@X%H4QhdI%LFWniFDp;6W+CzyKw^CSMb zJRHa?#fBi66Q*E_q>&J+%HpP+nU5E=J9G3i*a5q_K-2SSEBz~DbiD>Ro%q@bkFx%h23jOP9U=xq)5PXW*XEOjWq`;8knm{vta{tF2zy z?N|@t13g!BN%oSQlwtC^L)J*EEuJVF?dzFuM>}BrTI=zK@*_5I!N)} z;LK==s+;_y#Bd$Qz?E0m$Hf4mgi?ZzfeQ@Nwe#c(owAUrh-DA#2{@3f*N)8LHggfr zg6T=D&Lqsk7WT^G zWM@4IaD%%*^8~A<0~dX!vl|ylK!#BKa-IRuhuf>jijt{!b#l+s1-<7c+EOV6qQ|1p zhG#o%@O87$)(r?gPot_bu{IOb2Pzou|f=S*5;MKU5u=hL!d--`>-c}HVdl#4Hb*0>HC#@@^k z+cH-Zm8G=XH1}#sFqInR+$XQhD6-Zhkt^T6CW{0*lf&eViOiH`)wc?t?56_FdebYH zQXqTl!9YoVMgATeRdh(FYm+(=VMA3V0+5+W_~jSSOeHQ8I+y%2hYoSBEqNH~;UwPt zKTLG)A6mx`24ej8QT^XBnE%U+j*JAg!})zB&9hBqn^pBU!H?uIIAc~-8nW*~TJHDf z{K{|8V&LxUDC;K?A&tcBTntB;FC;SD<(|!xCW!MB%FiB9f4<-I610ij8}qk^?qf4o z)pGA}-->c|^SIagDO|Z@!ZcG!1W@-&`O`ou;O2eo$9o@UK8VYwaHEYf(!y8+Ipg$N0@rG5l12g z`>&52_H^5Z?q=&3g*Fc`H2Z6ctT;4~A>FF{7Q+DOx{ct%MJRkRRqLyY1(VV;$grTd zxM*2<1=0&qp;}h;jDQGViO5>eb$w3@N*`ed@RgjVKVbuSjv3ewxk0?Vc3vxZoz;A~ zGAzfP8$9vx8@RpIhJ2l2;-Fax`q(iHAgg#Yhgu6$tAiPP)TnOpFU^tq^*&-nw~?%j zo^09Uq@b~xH=?6=OYMB0{(Zbfa)6S*)Dly0CuDt2U9xy5>LXRxsdQ(f^*|~riJwjz zqZTGJ6gTF+6f7iMeBtQqE(|(VR@JHfN7cH{gQb=x6NFc)Mh33XMxEMu7QKcfv6Jpq zD=7Z!dS?Z#M>kxAOPWRBCe#}Jx&Xfz{STF2_jyH!9Xq!tM=DU2U`=FhStm;y4I%PvpfPwwQG5~#l>rl5}%%N&9HMB-r1WE@!2SS z4n{duW_4mu7)foZjf3eEHFBN;stWf^bHVhpRoKth?b$HKUqZNx;azw7vP#}SBil2| zX=TbSU$x+HRt<9DR@+nGGeU-aGWVChdf7_NqRUq}O66ku>~G%UwiHwHNzaui`y4_9 zXW~t)5RVri5W?1Ce^U&Bub3qe%9;M>-}|SJ-quiqw4|2*_V>>9@2lJYsQuEx0U1-@ zCCuMd#5PSpLe?m)Q_Iymz`tCW-tzNI-}!{Mf`Mc)(x)~fe?RIzMkf&wdIB^7&(xn# zTug!}gAX9!vuA=FR1+%a^Z%AO-t)@yOJ|mh4bH>ws?!8938z)Msg-_{bh50|Ol451 zLEBazmzz5Hg=N_*W3R^q4AvH6zzopGCRHW1M=JO(DZ?BoV*Szn;*t6DsYnrkWS`XM z+ODQ~qtf<_*b*ZSaU~<7{eFF!Ek!ahtZbpI(FBfMe1990aZ4mc?qkX}0?FWRVdw6K zhTuqnsDmKfXtly~g+E+$=6AL~ZA3@znHq}N69}t?CY_{GxYnVGRA{ws^%^#s3tB39 zt58&zvyv0U&;8eOuYA1siGdk!U2c2po7Fla`?yLzoe{3*dAH4IOo6RKnF*2I{cScG zJoQe1!i8YpEV81wQ=6-0Naj(logdb(NnD-h4_S zoo^7{t%Du8LfTfy?Pj8&&7Bf|New@{)VX^V2inSvK(6smyVsOQH+;srsIiuwJ{%(= zj&gZ-=hd6vL}(|I^GOZ0IS0(TN8fZgBoI3;$UoB&plxD222G^PlnvECrw{nGIX`DI z!qjLLeivHar7&?cdTQF44bSu^+M-)QACZ}_F-)(H=H7Y)3Gi5?LwH)RSFFiNyF3}4 z(?jDtill$g#PTv$hz5Am<7iLE8z5e6C^SdxCvI1xxlQZtRIPNaJRt!?cDU7Qm@u`v z4m}vm;e!iyf_QlLhB8kRLZ+bspdfK{M#k8do@cvVB|urK$?T8}-uSI~?F<8}g#M4+ zp-NUqhjLh1YgT2<;iiT^W}J2w_sfbXc$JFq#p`ik_?nvW6VaZM3G9<5OS~&GLaVjG z9Fn`2fNK8S?_Z{Alct#JolG9HMAq2}#fJ*~lz5otXKH=+LiBnZyL}hbfllYZ38662dL$owo`RVO#`k@aE~slk-A~TIpVt^-Tsl7sPUj zSM;sETvffydB(Y#tsL@Gf)vo7@MeO+^kNGruc7qnX8pGMSRJ|QA~I8{!rP&K@@uv} zX%8g>@=wZJLzSpX$chbQZEsYuIFrgw{;tKQ)%Ed<9+#=7yl9W6lL+b%8r1(>#`}G| z@Oolm;{ORh$IATwP^tb;&~@H6Ivc59?pWrOQbg_xaiU528A`9U76&Q^0bTvB`+t(IA6eJ7 z1b~~M-P_Q&_Ev?woqe3L68sV|GWuQ2p#t*~aDeH=JwCLG`?n#%n^{>_Jo;yXT1g3v z>BtZgL7B{$SSiXG;Elh;7w%tzM_Cm4ii7gl6Vpb|K|T*w-|??Fh!de|-aiW7^5Su@ zF%?twx%vdteH;)mCmN`}O3dWpY#%aXnu;(=P8w%^L|u;*W5U!Ok_WP1)e6@P=G+b! za>_hB3Ys9YgMM!uf*}r82}%tSG<7Z9o{Pylk&d&(qB9#-Vdp|c3M~d0H^La~)zSO2 zJ7XKLv00F1JJ`lJKonoktD91AD7$bL&NYnWyC_{84`manzut=PNOqgKHnlfsvN0pM z2()m;P^Ul`TG%(-Ic1x@QNZUVS|kOX6T&MBFu49{&^E$`l%vsP53FTi!+@S#{s-62{lyK&M^2 zbX<+-edGV&$NiE(&S<%GP$7BOgGw^N91Pa2o@qSmdIgT}zon`t`ffVTWf1(r1SC-$ z^8fw>$+nJTIH?;F&m+#EraP!p@>wmttJ;C=$gTxGprbpnZPH(lDa=E7HZ;d)Wv-Ts z1*Yp)V_OGofapTc+lbtmto*eGgz#WagsKJ6Q0SbGoh53(aQ>s_arY!OVLSGIe|66G2d7 zCtPfzfC)Rf*=HtGTJK7aV-UFRm|(&e=wVaG^#=dA??2!YS6tu?T&wfXxzM~?aNm+= zAM1kOvhCxj+bjd(X|LeOqII<1pUKf)dOy~~6M-%*d!H(cfD}ej#t5Jyy8}(~*vru- z&y>dZ`s))^J08Ydo7hH|omt^|JQ($fgnW*WX2^C02v91H85YJ$(8)cP$Xn0PIsL7& z(I!gwEv-1-0g)SlH$j!pmmBwyX2$yBDGZBZtX_0LTU4d!qB$h=v{Q8~>s*q}`!f*f zvJgq-sIULyKP@$GA41P*z-0bUc^DSZ|6l0;vebM4sb2e^Q5SuA(0iGue08_WrAdvT zwcs&k3*gYU>p`EaA=?dz;a2VX)7%a^zmAJJ>UBE70Yc?2H%Nv7Ven_EQ1%~%QE*d$ zm?Wv^#ErVfBiAtg1xWF98*2WX?4;HB<7YFL5GtNHs~K+<0qof7(>> zF1YQeD5LbZZUk`R<`CRejibaeXcuhZJ{b*2%KS*(L?MjF%^|$sI^+m#% zyJdg#5p3G@JTdz7Jn$|+@c~2{rSy;gVz6JAnK*w(o(A(h$W=vs4L#Yp1dIdeFn5#% zia3NA8!pI+7%?n;jDM_|_HxoWCU-aLVZ>lej<^LiA@2Kd*EgtgK+8K~L{>x@FKQj= z@#b>`7@igyahc=cN6i!2gXDz!WtN_LdRSs|qRrBYlKotMFl%32H*_|gUqACm(=(wZ znU}R1__eh(i#tD!b@zgYAMKavG%dH5Jm+{3Y3`10c4p}gR&NNiF3Pj787u_IYK8i` z#4|DvRdxBxET6B+vDlr9-P_M<{Z)Bceb#h?GGnkR-KP+K)b+IdutH;Bzj_9(!;+*f zm|nmO!eJ@9A&U}wzR^8@9pHg$suT8Ni z6--WXNrhW9vfv^Pk%kMr-Xe=RZzIws;ve0^L|V9o*1()tH8kYUJ^6|JfsOuTerW-4 z(q**mbsT7^aVN5`0>sLffd)jYLW>6pmMuP?b8dSutm-M6)f`RwnW9j)-Ht_8zxZ>k z6cpMaIm7dSvb04tuHizvek<2d#2ejHz4%b5^kEM=QrX6Je%nqP$mZ;F!M8cyy zBI((ZZ6^D>_qND=ljgfnOoA?s){ep$SIY1=6yRYbYxE%4fl;I-xDv`OPMibNaLv)7 zw(3Znt`gPd7CaSZ@i~R2YQFJy1ml^WAvOzI`PAeOJ>28dK0f__guMk@T6|HGcVz0!RILTB8c0qS&(8pWfitzoF;;y13Po zadZ4rnw{l8+F#zP-KNce@Mk{VU#5^JK~oul_|9L}3(}y)s9QE9BGwS4+ss6k34Y0X z!jC&;OXmoGQ8QN3$V1eR28vC5z`!YBfEPV?h7!ZCbZ%RQOKHP{PXDdS`8@Yhot5@H zc9OX zR!Q2oRtL+ClC=fA(rytIn$kgNiI<+{ReG366~SnDRN&D8)g9%z6Ez z=H=6TijN%$iz!lv;B3xiC{1|k6G`S#7F>5*iV=?k?$8)=W;uQaxG-549DDRVaD0Wm z+7FS9*)hSVSBV3rZ=#RB z4`$9@s-rs@N_V|F*Zfa$&w=K4K32SL9iP(bg7}^Nuwi*3l8n_uW5;_aBgJNMM}^?C z%mRjqYV3_+A@C_-LN~5Lydu*5p#f}?WKGCi_4R;f&pt{@! z7S*_km*|4!d8ykK2|OEU1if3)dtT@upRVF>U1%YxCCcjiprCeg7f~1Z4RnnBVGh#e zZ*%a7g+TA%mat02DZj~x-6MGfudu#Br|^jk8iJ9>4(qr|8$QNC$_p!X!{l_a1|OIM$}zMmQQUl5fo zw{nle$(@x{uMo=CFaUV0v__xFqBFx6OPNTO82n6UqH$3vI^|nBb1BAf$h<$oD3Llz z-=n?8`>2^kS+W`W)X!PMdEu@}#BpzA(Z}tkpijW@c&m5rF-xbGQ}a0>>%q$UUVaQo zv~Omnbym%|l#(wm)UG7;w=uu?D3bqA3!RJWKNk9b2V76*?>Oi!WGj$kw4hS5kvs?D3M~6sdND~f*hfc< zVAevzYWyTdLwd=IYPN1J6IU-$wlTxyG=BBbOnUW=6tyftD*t3AJ&F8lB8s$*Gu?dR zg0`1u;P+{yxymbrMUUH4%QQfrz#;fn=L==~pkL`4RI@ASD(^#2^H=p%u4T0NC)1MV zSvI7mli8fUqE_bqwv9a2e&N$g*P%PkdD`kMnvMBxX_vLKr+dQGnFrJ?#}mkC-3?sH zqab~Og%*{#DiAYsD%m&-D)3++TKDK3W$C@{$`@$=OSv%yhwtE1se`DNm?Iz)wq7RQK1QMK-@~1K+TX zjmb8q(*{E&-rjwhV^FeIiC=>Ppl!nG;Q|XF`PvP0dkT753CJ$+2atNqOf!jrWU#P= z%%hFNi`!FjYmJqp8+{Xb1G`=7-xL{iu`iy%Gn>SZqa^Luj5TvkKUsX?f<0b+pkZsb zvwX!|?(xA}QD6NQEc49e~Q-OMKdQeic)!lCRpM;2T; z?PJd8e0YfX@gw^Be4H7C{h)6{&dad4blEGS${^$g3z_$XZA`zriRF$BZ5nLyNUn}F zs;pU`@rc-w?#vV2R1*CoPEak+O}0l_A!~oT7y)KGZ`F*LRJ%}w=~F2h*UjI;FMp}n9JT>3UCjWZAx1HSkp4_(ysne@FrB&3Cep1h! zBi|pY1B)TG>nnHjR=d86cJ-tt(BNxc28gPbWPl;Kr@sxqH&>cf*lMekISGek-% ze=4QPHS8)nzclA1zGqO5T(E2Pj)by%uMzlV=#Jok;KMl>Y%s08wUq<4RdeCn1%8y!Ld!g$mdnJ?2imXHEi#SsVec^ zdpzRVo};mVFYgLhOTMv(#q?C5hbqrKW3-hTI8;Uvg!#hhH=m9o?y;_ncD6xa1+f)t z1~P)Em0^BNZh}|W(KWYfe9k_Di>2rNP~APJwmSs$oBAtLSbnt$YfhKz4rG9_y;;pp z4y~lKU9F%3QNQ8Yc-`OKPJrY=+%9?4%+S z3bnaD#IB6x8`Y!O5|HA?#wrr7YKTMB=dlGQg@a#~>0e*maJ3#WPTA=T3NQ9DF`J6R1SbWdyl)f)xD`uW{$XFxY4XTOCwV-&lAXR~ z*{0ysULrEQ69Xl40lN%YBBKH_`X;;@X_7=u@Pagq;u?M0zm7o^Z zVs(wp^p`(aG%ldk)%6YkPi3>KDwN|U>$8f5SycAc{O3KSlY1xa8P6cG0%O;Xq&qYX zgA9tBv@{}0L6S%PB|7ggOB>_eOsdT4dLj^ML5yv;VuUA~)P*q+QoBxLz4Ms=}U*Li58^P@F_`(XC;F`RnnOOp&nq{0L8zm2ib zZ~FTdenI*_^*izW$438u`uizofeABLb{9Wm@C-pwW2CB4VpIH>%bE!-0z4`FW1lk0 zyanERPtc$u3q*FDuU*(-=ubF(R zlRgv9jYCZxyR%(2aP8KsPK|k?&iYE9&YHtfqQ@`Qt*>W0W{#u1^u-g0`Yr$$8KCX< zxp>l)TJ!r|_^X3M@y`Co&$R%5x!GcX z9-DA4j6I%p`#rB=`7xp=@yuJvAVx{d z+r)yu-)#zNyWxH&?eT~H2{eWi)Q=|fiIuH`Z`pz@Y=#%@z`%p{^Y0Q78}hP{9v?Ws zn&PVes9CpTW%(e>?;xYnD%Q`JXmA}2b(1eF;C_t4Lb8r7V6I{f_J{b4r#4q>1c-Bl zt}S8T#OwX`A$A-wz@)p-DLJ%+*N}@?E z1h*PxRX9v&GVfSp?sEwRK8+=a-(fT!Kw6tSLNNqBAGAJPAPq_>;!aV+EsrljF;(Nt z7sf`uL_mbSR@u1Nb>ZMHGvXv?nb+}X5irg`>r}IO9k?T1V^{f%G+BWo9~qU;NdVDE z>@#Iba2*0%?zX9xA`A&wP;ghDzFif$0c`jDQ+-13=BNVd?66st+=gtc&?QD2SD?_K z9WcME428!P2uW9C#C(Ok3^2oar~meZ?X4vV%m4V+K+SZVK_VHRQJ(7v*Dtm7#G30b zYnBqr{k@*+8o*-CqcbhVKSaZ-fboZ{96A7H(A(Ur4{j zNP+#dZ%uk_AOBlg*HY!4zSrhHvj}^0l6LOG%a}tza9QEX!eTB!a>PJ;(?{hR=OCO`0PK8`u~_{*#FA||NrXOpHtbisJl^!K&TYy zeBDN(?0rArl&K&wl(M2mTn*h{s*hX4Tm{SWgNS89^i%Z+eg`X6LFeL4;b*Dra_7MF zX9=X>})%Q3Z_dBt(pmj?|3Qnq=#+!LUikj6eVaCPMX!uk- zK^tw`>*;J!I-(Jr9#hmt3>U0SFDya|4(I)ns=^*dWxS(It{0|dT+MyRk`|C0ZY1dv z#Tvx(wdZ^1^*LvDVTn=|X6TdR&*is|h8tz=WG;Ix+T)u3kAp!h0S05W+zCJl!YJRD z9a&|NqIkq~(jLxeM!G9u!ui^fLQ$ymhXJtPq=NPyqKOI)(9`UIEm}XEr?_Nnec?(Fy9Pnv@j?d zzogT*=>d7*nx$4RV!eJDZq#p$a1Hxq?nfnokr}P~ybD=CXFcyxDMMK<61PZ0t z-go%a5ClbG5CdC|OY;2(1iaN=%lc4{EBj{zcW)rYqo|9T%uvjZKXjgLwBOBY9J|2a zK~Jo#r>5DV2xCMMye^`?*K#Gbinxn=x2>(OL9qS%i}rZdn2r==yX1H?-WS(DP38h_ zg#B)2VRa_V3SlMA{ah%gTZJz-&hdAZJFok5kKi}H0#t0h!i`9!k+@&%2(w%SwJ!>g zg}&ft4oq+r{^uqd%;4Qv*@V`2kf*#AyEG?IN5a4=jc%+_VD(!?@2~8@ge)2T-uTqT z%5nGQjEwN^l#;LvWur;HEvTL2`4Y*=$J^06MeK0l;m-@(BtF13qw4F^Pbphpq8k z#Ysw=uIY@wpIqen^p+$~CSytdzP*3$hRSu^pP3gEx8L27GQbe4V`i1hQ#Hmgk7%#> z5d^{*gjZj%3HKQ7aLDW3lrAVu+$-cx;@p(5*u*ZDGSQfH`bmm zdGaSs!rW+&krv$nmTo1n(eAW|L|oH_Iii=o>Bfisj|}dZFU;JG?)88S~0SJrzl27fZ`b zIwTuS9QOU4WEGj{*~~APlEM(97?pB~u(dEItF~=E=ox}z({0Fn0}DiE5gVZ=DYNX^ ziTYeEw+M$eJTM?VshS=To0>zcfoP=LD8QB5mz=4CP?+lYGvfNyH*vu1_eivDs4k8A z8N%sWCr-q;hB28rCfX9SIaD!TxeR^J^{ZpD+ERkeZGZrY!Q zCzE$`gq|_>`+I?7U19P*Tvw2>iN0x-6NmT{TA-W39lTV7aFv)Cf82Q)X^W(5-idzWzVt@rhp_fHY3pEs?^+Ine@*@mK( zY<&CtbGs2V3BBZ&RyjpWDKT1(hoC z;LScQ=uKHbX@H#((ud$}wA5 zAPl1n;Tc;@O~VekS1uSR$089Wr*2)2U4Ie{Gy(y~LO(JoyOPzFTFe# zk?;Cix*SvXJXCvs`~kNy6VcG@(g-Y5cuaoyK<4XG#mQ|Db!IQ2Be_7`^SsXZI^Bvu zRq9`&Qz7PAnqo0kBqdGTi0K@IAjEEkvC2$>kib7v98QdLCP>m5#+(0_64hXl9&%+sa$fzNEoi|awbskytF zDwDkh2h_~6GKOiM#t4O3^(oo3oS;g1LCc@xtYz^(OO{N1O4pZhWGY47?=c#Yin2~v z2&fAi%x8DzRL6CWGM*zB-G!~M$?8ch9h<&uTl(d0QeKmlv%7{o+#IUoL(edtC&03~ z&C)F#zfa;XBp#>2#E{DR`&$32^@ZUssq>%y)H(kH5&u8A^<`mDoQg>=V#?LJHZvJ9 zH#=}P(1bsNT3?yBzl;XZ;SzrrlFBS6&(9Li3zU9+caFYQt(E1~8*EyRV#X`g(=Z;$ zPa}wl{PV9EtKZ9A+sSH{&}x>LZF31RSEn@jxGJ4^Gb|5ozFc`SmXpV@84oK*3iJ5M zvaP&wN06+RP6`X4mMn-qfmJ0rxoQeQirCD-Y|@p$Nm@ZcK`Zxi{2MFoW-5hyWaK9V zR3C|^OnN3V1*8JeN2mR#l{;UzP;qg;;o<8OeUfNE5tVj!f8F)drs{{mCPnKZd{sY!fs zx{yQwVQz2XY8eWES!MKX!}L#Lg|lJR-4IW%tJ-K1nQX)lUZAOh2lgyn9B_KrxoE2QPnP4Ma z|Ip%Lu@0;la_H&A(B1&LCzZQV$5(I&!^ej;uqAA_3{ z%UHU*=hV91?1N~I&lBGnLa**uiJZP9j#Yf;OpWzqt8rh2TUk;>P1gfHZ4rX&;fZ0E zPc2M05Xw;mzm8K8OFttKq}>9&?UTXzC*r9be*AZfgfI%X3z0Wu2(di19QIfUEUlah z6f?w@&g4=hxM=$N8L{`JI7Z)J#}rE|iCz6Fq8Se)!+(@tTfv4{Mlf2d5(QCAq-U^& zC?!|${xKC^$GfP{fgrSmY;=dB!Bi$d2O?oW`Pltf3RDiMJ>NehH@RX;D;_cw@qGSG zyBUSB1-=;ULJaXCoZs?}+xcN})It+-NBfv?hqLH_xnh|qA-$lf%gPp}^z^c`m5FLO zzF2_v!rv40W6;qzT#0b9+OmLguDz<@1x=K~;#222OV1YZOEdiRW4ZSlL=jk#;n?1N zPax7R#Ar%1!$W@kA+Mz&3VQQZm|MxO>SwYy;)s9k^m5+LWECt-9L0tqiJOCDz_pq6 zghW0{F%xVdZu?vD{52!GtUSA940W*(m%om05G^+I1GaTGjmZw~bz2ShisZ3i%YJ#G zT3CNGNu>}P98q~nyNq3@{Z(W(*cN5mF8kqwe8#e9lE1(NX(8p9n$2ZVN&Jh)jf!5Z zU(+38y@i;{np24rX;bUBMJ0W%YuKc+31DRz>qW-i-xRs{w>g*9&(8QiLv8F_|BA4V zzJ=N>-uP3Em;|oTZw0csy5b*N;PU%o4?v|N2umo-|fZU(*pAU;6E1(wM7>LL$U-@tW0doB%FnR;wwX1!EC+ zcecY_4`a5=sKP4?<0^*g*JcazAVubT)$I@?&E9hs^j{Re_Nzn*CLJAyq+Qswn0zEK zl=yX8H0978>#!UNofGWnDrPTX@Fc+OpnL3ozM|9)u18Sd|B`_oC%cCO{)ofnlRO&N zb=1|NbU%)|G0O{DPS*!^=ce(FunmX&;W6cD9_14lO{ zHMsYtAL?EKg;Z?EUMj^2n6!+ee?ka_O^85w>At={$-3#C`1*z&p&zbf+S!^k`M znzH)zsxW-libUBuRs4*PNtCHOJZBd49bSSUTIhyP6z@SrAVs}i6@YvpCthDE^Ss*B zuMrz&@yw3ts*4W*Cs@tvy1AyxS}Xw zVP=V0`uJINpof`QX2EAm4-jQr!nmRUK#VI?JsoDje9o}}ZW~+1&fDD%Lx}yKySJ4D z;UN8$#wExsz7q`7LJOfr!>ecVX%Zk6@<%osERf*m&iN(XXd}I>?a!)+U~9ea3F^ku zt{d5|SYTvzMRz9PI481K3J9=Ni)>eH4H#-t_9DiEjgM(e-z!(nwMD0}(pnWXd-{IUX zeW_w?U(a9kz^M=)RG`y59PG7ts3{LS`Z&3=NMU$Fqk_%Y^RvPCO?#?Hg^*c&l3XA* zgYug#)+ylqzh$|<>f*aVL zPTU!qjTlT|h~pt5Q;O#=);1`{_5xs5Mn*{hV28{Y&<7k9fFhKdGC>EQ92pTK%$lN~U=RiNo)skN z<1W{<7>eIQvsn0%U|JjGFXK66CTrcyZS}KH^g{Q%p1X7#ESO|bj=+y}aryMsdM^RA9%Z@m zSZW1(A!K0K#?M}i8@VCcuGwgx9s~y2wFbf7=2AGO zWWpA9%_KOO1UB(qDL!|J_T|jl_#@L}jw-Hxx|UdX`pqZy6Da2=IsC^ng!6u#=3W6N zD*K?>mZfLr<;aF8nfPcv^;E4Gt;In9z{?Ym)2O;od#V@myLqV;SCK^bsVT>HIo$9R zyD4D=!G~dAM~aCw zp!-GoO&5U^df%xQ0d3qTox=mD!K!XUxr0`Ki}irObzDFAE&T~u)ctTg6vqRNc4}+f z_Omdzr~YN(8mVZFf84sxK~!Pi(9c_7Zx)55z&)MlX#Vdl?1PRtq>$V-UOH6{A*txxobrPR6k=xqpMlxS30%tiwowt554y?RK@+dGnHZVWb|># zbA>9XA%8+UB=ycqDCDOFaGe}cujAaldpt{X@Y~bsMy8HBnf(o8E6#>KaVDcR*Z&45Z%L${kZe_rP znYAgD=R;B0$BWlvJ24_o4&aN+_r3DCk3 zgE>RGZ{F|)V*Z|cBENUvB)LqX%(<0I{}V6T1y^M&BPTEBauvE@WLaeP(}5XlFP_Sf zoDP|ChO6h_c| zaMmDinm&H8Vf@Kw$fRu$s{0#w8z8t-lvGzzB>s~zpM$^m@zz24BntDqZ^(?vP?S-@6kcxcP&v@7eQ^FhVq3lzKw-KC!9 z!-mC(zq9|LpCvzc=dwk>y9S4L)m?RSC7gmOGKV;*NJO_wP?d1DSS6PM9<*{|+@9tJ zw<`z#4iiIMaK)b}-tiqoOP&iQ#VETkzqj;1)h~7_Rk0Q&Dh4^IK>Ygo5xM-I`s-+{ zkVthzOW-Tzx{rii3T^F>+A#NZhESG_sJ}Ys3pj-7Fpg<5#m#S=%m^=9)k61t|4?5J zk6(2_n;~1~`0iH!iOMMkMS8TTpy?T9K1Vt10-NBhO=C&tbg)Ze-{zj_*vPQF^W`@I z3-qV%pF(mI09%I`%(^7DuEAk@>d9~IJcVT6m~eojPLhhaIKb(?hErCSGikrOmfV!U zKWt7dWkzuN6|Q$-3!oyIg1E}>=Ie2Ga|-h*Am%lG44&4ZcW(T~ydl9GL1(qY0{nn; zvK1Y^WtNFn$lB#2kw$xYgcj!GPD;>W9Bk z1N@8o$mAzM6;J)xpG}ylKZ-%HO;}Rcg}$(QIxW&q5zr=yCNZT_SjVZ^L+vo#S7tmwJo7$35BhR@Y`& zDzJikLs9wN(XIR!60|lWjI^mKkjjw9XgB9>IdK)ypM%VMTioPuIl28FY^l@-^c(YUKr@|Iw0eqt1gmo^Q?S$-!2 z-k&dk5lBwNu@lB7edv|W@KRMuva4oH)spj$7-sxe{3ierwuZ6iw$(xr&2%2NP9@{TDKj3q}( zh;0#_cA^$kuzw&8V!T1-;0Y(+1|H|b#(>1Khi~+-R2;knT1ssQ9ZAKj3yXTb+O}ya zM+tu@SjzKtbyV=eQ zFHG+>JhI{0A}6?0D$IAe|K?ubG76&|_WkCPN8me~w^QQEmskJTf?RU!$hViwliP=) z-#(7*0BV5XJfrTOj4yW2zXBV$$(}qvSL)426MN;*)lp(@j8GnyGD(qLrDpNrpYe(= z;4j5fNHuW`4rBfyUC&=Lalj_oTRTp&4?rdP<>TmLO(1G$6=I+&&@)id7Pu5%H9w*C z^odQhsbaJ>4=Zqz!nJN6?cn4*$-$k3-0R0HS?x!X4yzkMi+4F2#x~;>-x0R1KNFP! z$UGN5Y!!O|RkEzU5^|B0aj09~#*pCiPNMNM$7V|>!g|RO+r~s!-{}C;TT|vfPa$}n zR8w%3A>{bTb&K)^1^ihe@{dM%A7*2;n6@sro z9*;XnH;!27-q&s#m-7INH%Fmn5N5c|P?GzWDh3=t6(G#0rO3LKksjcweu`Bo*&FUS zPEy; zxH{M`3!)5u*ZO_FqW)i zFl(00c1s0n)MlHnQcxF9S-omWqRBr;)Jxe}Iq<4qN7aW66ej5~%VE6wCZ^&WQSQmJ z>q#(ws3c~);gr?v0V$6=S&=a_Ch{oP8yS%f7@>RzO9<^c+)#ZRu!$PNZbiRe*sigR zzvm7J=y-##A^iM<`n0yl4^v(VTdw65M-tgRxk#GXQ*Hd5>_Z1JT<&%Q7~lr(v=7QE zpSVkFHtaphyAKQ$_liPqDK?#e_YO^ja9hlCyEETvhTlieZztTi zplIn`cyCRGp#V8t^*^9GLe;7j?n`?F)xMx^l~-m=u+TOg;k%1UV0)}3)iYMb=&h;M zt-)esmY&#C=@Pd=&_P3bX9+h1Tt6paKN-Myf1KAnYkn)TQfOMYny5!(fDYyswokN$ zWDf)Uo4UGzX2=F*TSis90}0Qa?o0?Zg$8Q_>^K= zB3Kw-kY6ytD`r`+ZouGclK?oygvTWwJ#FK{Tz2CS5U#%}B(0k{;7m&BgYq&V`;=%| zJ9mIv@;r6Z5E#4Px;Oqinz z3E|N#h*mg`$>8vzxrP!Np-cH@qaSK za{q?_|34NQ(1i)wSVV!Y#TR{a*9;*Q1WPz>k7g5WbSK@W7`s7C_$(F_oB&fexynS! z#B3E5GlU?a$ZGn)LXhW+7N!z$PWOCfC24B-*DvD#w#42No%-qKb2=z0h=j1}6voac zq~y<0yYfoBXVNSlP}%bg@mjo8dkDhkh;vjC0D--jB0Z%+h`*$pKJ~Jx^~nF3aG?K8 zoFvmYHudB}9-ZlFMt=7+f7PA)aXh45p-nbi5&ir*OCn97d}Ma#z|BiWAnxpCWu_#v zVH@YIqxA`$8)y47*|{PqvKR$^L`&+~TMJ8nm~-0e?}?*_qpAl|@(3MqW%DoRjSXhV ztrfyXRVJF=o2Z62R`qhiFC;)c^b`kMoS>F+)*NOt&`~RROD7DxF`Wbd%Y5p`84Q#v zrz=nQbO--zgAvToH{@|bZdNE#Svx7h*e~46TSewSko~`+M#Jy68rJyR&A68$SGByF z3^yT1)0JNL6LVQ&MH$efv>2TdY@MgJ+XH>f0CMWhB%PLe14xe0WDonOr)$gWUiUVg z`#4;Cy&N_2?-34s)^1=z$$IT(3vTR1xt%+%mN&>lwrl5dZ|Kl?brWj*2}C8#&$8W! zdLI4$R7RkZz{JRh{HPG7*4esyvghbIWvPAn`T=35;lO$EnUwgwWWan{lXWbp9 z@A$jRslG&fz+&2fD~abqkUh)|sVyfTgz1{h6)(1Nomh0gXla={r0Oi@(kPHIWK5>i zS0L(a=BG_pG^wvkzsE%vNYsD8Ltfw(ZIKZHjffcY?e|WTkTiNhKZcE86r_Pz=~4(x zW&y{f1(5O!=CDi)Ng@oQEj!DR-7Q9y`e%yFoBKS<`=a)G)(`Y-9(=dW3C09Lxs^QqARKBI2twDxKDqXB$y_h zfvoHnA=A50Vsd!NCX@dThK)t%xZ}4$TxmMPzY5l6pi2Qs#hx>bv-3Jc$hgMz@}|&Q(l(A;@;I2m`+Ldt;xzqv7Vlsnl_JR>z+#pO|v)p z!{2rt9@^LP{}WBY@?R4C|CnM8-=m~KOFm6NFsVRPJMYoBpu{#3anQ8!D9Y@f zrmN47;0aZF;{&s)?x4qjG85$6VH1eWch?I$qkTV8qQxeShYWq{Du5T}Qg8zQI=21Q z?zG!{`$*%FG%y`1L4k(eOiGoj#GsB9j)|mHDNh!a{-w*Xk1;GtkG#Ne|ma45sUQ|pI;_)xtCAi2A9W9(Ywc;_?CA2Yplkz z;!mZoWM799X+yPhjfwj^+iQ+K>TD1Gth2mUNC$bTlbQ2sWAy(#cdiRhQmp(0aLIr9 zF2Dbf>}5gJ6iV?C*I)+n7?i2|Lc<35^@A}+?tw6G4C8uP0a?o#nw9Q?ie%7zppDt* zW2O(h#3Oha-uzg+E#NMW*bGUTZ4^li(X4EL3_jl1t7TyM4hY3RTOhE=0sRa9!xQTg zAn(`<8yIBkc$)s_ox>#D_{Zh3%JJ{88=S`t%}ce}MPAw^es(CEXSBE1GcG_G1C>Fl zUBh6lhUXt{?%ck+8Xad}2uRn4+|0QayJ?9AAtvsrgUht>^b6fETpcv}O-RI1I z5F=mt%zqlUVQ)?_8)j_y3)8V({}-@MXS)4cxY1gzWH2KZB)2%|Q6CPBcZ`)U6vg73 zYn#hO(Bnu|u&-B-4t=ROmHa>kx^eh$rA_lI`_O!~MK3h4^l=^T5e96z%QLGcFt`{-fMYoUs&6lI`3H0ev)jd8pF05Q_E$a^ z-@v1%$*C|EINa^y3-w8V)g#$$(2OQa^lZz$?{bvL#O^PyTcdEhwc4jE8$f3jKh@rx zw7zGheZ)XHAaUjJ*V%se)L6rN0NMNBWzi1OiUI3k!{WV_INUA-(1b)&@cYsZ(+D%d zNAp*zt%r@*Uz#)J4V`nh*~X!2AtB0r_Q z+EF}-S9(?Nlu@zyA1v_y%rN|H#Vce$ExbrFn{&++Ba|GySHZ=qu-dr-Y>-Bd+ zcVBevjA-HEaF6yM{}cns7`6VzgTE!pn)4HUJFQdTf429JRUshf8yg6AzQ8ImDF!5z z?ED#2!72uzR_i}`?bFt)jENnQm9Dg?8b27PLc=TS#eVlf$?w@zI^*01Q50Ajs`pj+?X0LGR z*jSghuiTO2$9Q+DXmG$9MS$Zog`v;bLO#AdF}uo+e~%rpi1zLW-nZaMf^d@e zHJ{|p%2Z7-1B`>fag`LF@~OhFF3&b=QKM&jITIzrY+@qSIRQDt0Gh8Z7K4@Mp0{!N zCBaNO>$N@kUoIoCwSI@f^(Ja}iK)+BpV1*ZwttVE-lvbh|1*Ylm;qbxlkVhn%cyB# zv789q*s$!j#y-p>+#&6gk_=1P7Aj+lsiD>|;ut&xd4;H&h7$RHO`3+j&w zJNtg6=&Yw3D|qmO@voOALVy`^=XT3-ca^qt>0%M2DjUD$ej5#Z)DMtk4(x6$scWD7 zk|V-Ip&hhwNMz$DcM0mRaJ{{uH+GB_;yS30CMmErTd~7}l$RLVE#ZQ#Tsdsh<-1(n z`d_OV-cPPB{>Vpx@rIPhhsYY<4$dB);32r)vn$%WQaXy!cQS8^u2(f?@jTmRTiGx=tDbZkmw%ab^k7Zxb4beQDBb!4(-Zp&w{cF)%S zXlb&hHYh+!pksOiayNAdorI@*n=>2#!m_S8&RPQ%AL2h^b}$7d=4P*Q6@SPKeUU0& zdc&b*~W@{YESrW~pn z_W5rw`M=aTI>5R1|5*XS`roZ?Z|a=cU!fN`gzqANyp}1Gb*oW&wRj>8DMVe6i&m@f zQ*{$de|3N5?l5Jyb|FD9jE=DxqEy1<6>WDaaS*<*rRGy&79u&UOO-%_J0(&y5v$Ko z#p}bU1yWGb)tzA}Nc`F-AIN38cO+Mbmp zmD?Dt`Xpa}N??q@y;$ARH2#Q{j$BnPcatv@y zJ(~i?V;(9Gw$^M>WxZTTwvm7dQw#dT7lcCP^zs1*dal)9#Wkb zob&fXO(E})tHu-;6mjX#kd1Lxyx6MTzStl zgc{wdfrsXhV)weBUuZNuDT#$HZc;Snuk_0fgO%w3^+h~M`kYOS+gv|UdPK1mjgzI$Mk8+jj&KGxBZN%*)|yIqu}8GI`l0s#ks}uS zS!yucc&Lxw7U(3b^JtPaLWHQ8i(D?D{pxVm7#ZB{fHJ-PnFRr9j1bTioTIEksA~BO zc)JjK=nW5-P}g}7)e72~VWNyUF>hvi^&T)=Pp?Vqj8dI559CWmie0YW(L zEwk94PAFd{auY@@GQsB*fGLh0m-=ClsnNZklm>IrE@|C}I>1Mb{+h@5Phm<%H!2Ij z&p=sMKEu=@>QeuWHLW;cW$YCX@eZDU>d}^pM;7aav#ZVUw2LaZVy%8TIuRleUz%xH zW{4XQVu;})$ACzwEgO^GM$@##rq;8mvWT+lep=;LH2wU-y(P60*dX$_1Kfm$d4Jxk zzpJME|fKlkRSu<=<2v#@%-KVVL?n zd3I@+EB9=dK&m|8l*ZeCQA8Xc_Cl6U-~^F#bz{g*#Rb>R(6p$GBa$TmFEyEc8r%O+RV_49am;+8&f*7d3cO znS412=D?eGjv|ct-zM+peC`AB@Xa3+z`mqMpb6_W8`1|^yqXRP4V03R1Neci7Z!!%-J z=gY2j+Htz%1L|GQpCxd#6aE+ikv%hBa}z9tTox8k2$z3;st*;YqVOJ{8b$F_qA)%6 zWp)1uxN%t|K0$E3o@@Ac9T!-b%j+X-3}v@J-yZ9-HGzF`m|cGTzBhg!gXR}imz2R# z^EMY^zK2_b)Cp!C8eyVBk};ZevMy#5D;z!+?>QybWY^pt5X7w7z^557_T_}Dkj0uw>s+Lpq?-`TmO-$OP*gr}3^L>}KzHt6m`N}TDIwYDX?K0ocK z)`k~|6Ki=^%@^3k{yTM3q|2L(BzrocYe{|WgvmEX*r?CQu8k|uv=ao$Lw!#Xz)U<7 zC!7*68(QE7L%1sB>GR|URdCOTnpr`m^sTw+nJWNlEP3hhjZTL-*N89c~_4yG@uwYGynWiSkS=MER7AxGTh6uq6K^22wu)2W3FEf9`t_h|362I;^njnGFS6 zj-Xf%7epq)4og~p4cHpMuwGjQCwIkMb*4plA@!`1f+KG6)L5?5+8_&zF~ohk0*&swr&K8(dt|B(GzMZv9Qzr8wHyV7IKHuogM zhvSL%x-@QyF+fp(%zPKFc+&P34x`=yBf+d-tc`E=F`T!qlEV!gxvaML$Cbbt_3>}F z_Sm;+*Lm)<`$y{3|1aq#H~rV?jSpqxPV@p|%FNHovrcLfG5qtKZ2e231K(WWPKfI- z5tzNfU4NyNTC&YBN3xKKcT}6Cm?21kk`m{JfCBw>W+NcNuXDe|5xyI|T8KOxuIu6|Yz{!$CsYG1xS?0DJcq~3;5cu*Qo-poK zgWJi_i@q}v0kc=R2MOhDpW~Zt{P3Soar;lTTA8uj`NJWISf#hn;H)T;F$(b_V#e1g zPpyPv-h$Z!cJHKEl9A5#gJ>!mCo`|UUip4SD#fI4F-V(?M)$VnEa#p})$|Ia>(5-v zK`zRg*6?*&I{GQIP8tI||&XwVrYV zlGZ+0$)|p4U>IlP%k_t=EveiL+G0P#h-o9UZiANR(Nx4@u01=s?oHeq``py=?R&?N zHZd!;l{UY5;NINt^yhE8>*MBAgV}*RRg1F#9uf^LPR&Gq+Bb-`dh&{pRp_nll244t z<-}rD-Tz0}H-A^UZdq4_J9e^TTRTa`b_EsNsMxmcO2xKq+fK!-7!}+2a=LHd?{trG z#{CQ4U*0*^v*wx@qIDrKUN>m)qra9*-Bzuv9`D1ri~#48b+F|dA7{413$&?RQ%oB3 zM*1KjmWIt8ssE9T{ zka}@asW@_=yA7%{oZzYb((M{h$k)ruVG%;8i>!Q*BdD5%yJgJ`>a*3!nhu;$whfS` z0#LBMw_bzSE2)w9j7oC&s^jkZLeOhE{?WPdnOL;G_0RG%KRy4CZrLYKz&fG}w|yaJ>r1IfQZ9izQnYK(U8id8!~U zu?SN-E51Ki#{QD`61J$FRG47&Bt6Mq33xH*lh)D)QeVp%HgA=2rW+B|PcTX6RygQ2LzA)=)&YEIut{?+J+1s~Im{Wh9? z2ECEU$6MFj zsgVd>DI2DS1|BNRsg@*;iB_Ad1YwxgsoQ^kd_tj=2)(5sh!scQT>muC2)?KqLJlrB z0z9QKZiEM7ndoETz><`Nd^&)Yfx=ZWS6p7#y0g0Pd)-^3Y?&(gP7~fxii)pmr&h6B zRxg?g)}lebSR;jTMbh%&Z%g9jmd&G;uSF4VjLaF0KIvUo$ABB7 zBD#p8J35{5ZZ5{WsS&2eKpu9zLX6OrdN4Xc+|&7-NTX_vVe4i|$H`J~x(*9n2v+&6Z9-(|vkEJTs0Ue|tt0k1t^@tsMhHC2NU>HBk! zL zg7Y*iShTG=qA6-<2+kFrZQWy9>u?%ka&d;1JMA#c(ddR~pSsMn>@4v?mu>G4)05H% zhLivY!vblnaW5r8@|6?+^`!AdX~Jf`3$J3wL+xr(<#iR?5lEp`kqgxTGWM=%#}=&% zD?N`Ue((Ug$3{Cx)?o2t6*1}uAPJ6?HOEH*v*+vDg*sbsYe&VbGAw*4JEENzKv>Mv zR?rkOIDoQpDMJk2#>L4woi}Q0d8FUaYywDD)B1r{;KCj^ZzdvqX2gtXCU)O#^pu5$ z2gtH2{pRQyG@gi$^2R0LPEw*>;R1^6z%kLn8I?ZuDj?9>>0U05$GS@=5Lgy^wiJs0DGg( z>IW%-sD;m`vvuF!O|v4o#qVTjcl##{FDShJM8ARyx1Qa>b@7k*FcA{sP@E|(O9w;3 z^TP0r6cz!?cNU`fQJ%4C%#v`02iiE(v%-$vWHlT4NM8*b7SqBgY;@X_mXzwf84OVZ zG$-*mrFfiNUYZk@ST?cu+=uZNq)brR?b!}xkv$0DPBQxI$0s4-F54%XjKf@Q^EWl- z9N-bwP8LP_|9I8AG0G>Vtt&{_LL3*L_a><#Xf#%;tHqAt!3_@ZJ2K+Lb_HBLe5gX|-3 zWpr3xeM34(N`LQ@kRg|!So^>vW?cd4v?3RQ>Jv`{uyLEgMcT$m4yipu)+cBr^#F48r2(!@` zd$4-z)#(}h_CZo|FC`fE$HtqzEVTWwahW>fn!$7V?7~VcW40rEy}F)$2)nucf7(ne ztA`G5>YCkfmv)UjL_RyK>1M4^jn@Zki9Jgyhv4svS))zjbH}T3AiTmuw+lK)V&8KT zDJMB~h#!6WJ=*;?U;xbn^CHYMbK?7FMQrD>4AE7q(@Kti&o|U~OQK}r^Zu`&Yg??) zwg^eM+D#-6;_)GiCj!-=$qB-JQZmsdr+abYHEwEoddSVMn*|~o-iF^p=>w1>#jTe52rPkqx3b=l_L{_m zpIo5%Pd2BpS&G>1BXrC&``fPBjL^U0^ft{JacyLw*kcM)M$IiER)nL8|IrIq>%XJ>1jbuq{tyk5%$d^SpQlS| zf>AhJb7cjo+(B>%bNLpKFcnJM6(oEqtbu*+e|x@TeFRk~6X9p)-plUCERC2hb?fCzydHIW*`#nW?UKCtFQ$;naB3k-|%jvtiXo-H& zUxkf!H#DLpLPLUcW86hcas|o`$fQ{k@^jG;{qYJ4V!Q@>#7KVe2~$KR$Zq?)yI(Os z+L%AWXxyj=e#^h|t8KgGP={Ix{dPM{csKJ@EmAQXy@k>a`mZn=kFf|{onIs$^-p{s zVKnrW;%hwpXkW1v8c;ekwtrR2cjvyPkyC0y-h8Jds~G=gU+bY~U*Oas>I&VMcF>Zv z=hBm~hP-4*;2S8y_;yH{t%XP)Hx)MztC)JQPs>vGg^#< z^{gCGC8jk_zMqMg{JwskU;~K2^N1RuBWNYBgyoATRhyn2Uy=S%s_XewCQyWw{W+Zv zXsyQhR-hBSRYr^`H9WLA1qiS700*b!d<7pdhc`K>7-tj))mODO{i??dc!ky26pd}~ zUM7z2v0dTjbC{LNfBnymm*i#+g( zDg627(96*X6gCQ^7tIXLA-(ffeBX4Q$mSK$2o+vYbRX4Ik+R zZJM*ph_rOt{P_$Mj1hHgQxR*>eBOz=E*M$<@?vmd4DZ0M`lShZ{i7n#dYj$L&SiHQ z7+*kHIE5PU>TJSC%5`IRTf@1#@gcevQR2Ax?an4X*22q%?*SM5$`ToGn%i+1 z*KO6W?kzscKr*kndXLTI&0v?1Vw(671@?_cWk9kK^$|ReRmMQz)*>KNbEGSdg?ubb zqW11SAk+yr70Vzr!=*)iq@PXEJS-5Hd}Uma?)uQYrHAs%-E5bV6@{KDyFe061M~53 zkNBF8(N6pbcKJ_kH@5#Hp!=V&3ajoPpUu@mgc4N=khc^hwtIMD9&If_`bx-|M3F_< z@IHq92vvr5ttEk&q+u%fft!lH!|(^-_m?Z+qc8~4=;+Wp_kKAHKV0SNZ|OfmX|9Jp zs5$TVOO@8p0?|hg3@tl9x`;I0c*>;wvG0FiWpX%p8MOyhMsc z-021|K(NA8dldOfL9nFn6cX$T)(wqoNrJe38IBy%e%w2Iv5tfQ;ujFO`!&qoLcARlyX>v^}9<1I|eg%wcvR`F@1Muyva6Lnid#&57Yt&I%*CcW8mXN&_D--{iLdcunC7VT_ z`22LM{1t8Ms>L7s@+rq&fuHXMIcGb+$gK>#M_!Im`8|5tK26=z9aYfUMaL{ds2RB0 z-g(F5?|5qhJ}?VdT&vfS_aPeBJ$^X*{EJxgq23d!=RC}H#V7G5sw@4`FZm!$r)r$I z*gpT$OOVKyQCsOlJ-Uv9N7ZYMYJX59VX{ZO8=T)t8#%z<4kWUg}e4?#aq~t z3m+RqXcY022WGCP>e#EkL2B{wjzn&4mhMaX;oE`*3;`UV9T+pfh(_(5Z%6)%&*Aaw zr&xS>)j@J=g^F3Lhc+JxnaA(N#YSs?FM;@rh;IO2Kl>-Q8_WMu(0y3gKjJE&FFKlk z==-*x!ZHhWh*AG|04qTQjyGWZxjqItjAE`ROF5br+INW=_yJn&`Dr98EX(H$Hl*k9|?wVNC z&3s9%2eZy(rsw|FM;>{=%Py?>qih@17&W3t@4FasVmz@?Cb1>9`cP7BT(V2-aoXF;M=^ZRdQ6CRte zw0M0Y+`w_it8MIU22uh~YQ<7!poDNA zq}Dbv!cP3-or8#`E3kq|dW$Lw`9d#IoLAh8i@EO5uA#R+<%c&%ly?MFOYuyg)|A__ zGjSAGKC!ErpE|dna)E7GVRMIkBi-yO+=-VI+Zx?o!kzcZBT{FB1R}-w?Y7+4X?Gl2xL6`F~6cG`{0+KtB?C- zpo0|4b(xrUz~pX%id%~=&9pVe2s-M%hWm<{`yoT4@@4otv~uipZPO~E(MX5z8zT4j zgD}zel*ltB#NH7YbwFi0%UpP@1a#`LG%I*ZXlmlDfTXLRP5pqxNX*fZq z0CMI-JI#el;8N<8K~Nl^?H-?(E=6cMo&QQSFyJnCN0DF_;D0YYsdMxK9>dXr*3(*a zE-?-7uQrLipvZj%@!FP2VktA?RuS!PR_s3Up{MuhkJ7TOD6H*zedFWSd?0w_JJ6*dydF>Fts-i*ck*5vHcE?LuUQi1 z{(BepHtigzzY`81oDp8JTJn_OM`&1FF_}^B-dwdzJ;8~^HWA<@+z zFxP><3H^_5H`f2YxBbsdpWqcpYtG3w2)OplCgwtws2SHP7jT{gevSO3Z^+ZX^bj4( zph`~=15F%T^m#7`U-CWlCc8VsJ2C{1$X=bh|B}qI%Z3ChYzPw4i}8PEy4%LVZ{uLe zw73)_^b$w+1}YYD!>_V4$8nMAmdZaVB&G!G4>&28^~Mz(ka>*}qQss}nS1beg z#EmwICc8RTb`PkxCCwmBtpM6#YvI#eoZB!3jwP+1E@zVmY+$kL-;M7XAG_E*Kh$iP zo*3<&nnZta^dZx0d%q5?q`e9XZ(?zzp_Da4KR?pu6?U-wfH18Lc0v+Xwyn1_odq|2 zJ|&uR*r4h^?{Zn}G{OsZBD{UetL8;$nBH|wGfQlZ#wNbJi@n=_7mdWHWFIcP^_bIT_#Xpu|~K3?`e zpWrlK{G3D3ex@~9mwk2Y4dHI{c30U6T%cw7nY}8*v42~0wcwA|ETs_?!VW14ZD2my zj}Fn$-gR956KrpPb54l`vc4y@ZW#f+U*|&-^$-lEcn6y?Fa8;mmERdVuN(96+M?3| z-BuUFEnym@MR>X4@G~Tbd-x$w*>@|0NwB9J8T|TsZ$SJRRQ|xbwW2#Dr*8Ax$OpI2 zGyYdAP2Ue2GmL&w!{jCTUZ=33AF3Fs`-Q#JT2G5@`(NNy|A=EcrtD5BW_~4xKVh29 ze8hua)?R4PV1p}Y!HnK>ZVgQ4Wp?zYvd$bQS7TNkOI-mTZ>PvS4_~$#NT<+}x1YF)N@& zlkRa&BEO!g>>a|PGiB-_sdaB~(i4RM4Ccj*szPp)Wp@%mPRVmrhq}b+5Xq8?Y?~{q zBp0)4qUxkDuPE7<$(^r{{Uy65_lR-McR5DjkreRYs2Sv%nOw%{;Fhvv-nl<%-cK|I zQfWg$f>sH1Lyc|wT%n4Yi;(;GXd3ko!2ja6C-^6~+rRlaX3&4PuK(-6ZeWnLBGvyK zl@g4bhRh2|zGX>ka{1B({kO;qgIBDSlU+~tAy_vPrbC@^qv{PUt6laxK~rpMNl6#~ z`af!IQ|ya=XmZuBzn)3u`Mz$}mM}kE!wALYr0i z@qW5=TxO(l)aD#9+Ld_Z<6z;L>LrmNT-Urc(H&y;^u+!)KCaVXOuJ-~Rhj!c8o}FS z+{sjosv*Yat(m&SM+$;o*W7csc0C9~>(d5O3lz&U&aE~(fG9QwwRRP8XcteWrL17_ zyVunB98^IEejgAWF0qk#bG2fO9_rT_ry#(hB)+C1Jm6Y6fcQxkxzTBb%ZHW3wur}+ zKN^%68{1X>+3)gOED|fpNu%{SjFp($v5x2DV&uikzDG+!1t1Nsy3pTvoL;~k`* zw+=Y|`05!(V426VwqFMT36rzIpD)m`iQn5c?MPkRfZ>L8O_tT(0Sft~SM~U{iX>mX zS(;^DMYW|~ADOt0W~&a<-1mO?php-WqdzqxSbC=P6k|A-)z0g89E`H^$PMIGX2yoV zD$(ueuXqc18W`+oyp@5dA55Svo_Ms-h>@dISvc$}l-aYdvzC+EDPKn_iDjRU3EG(D zXQeL~lvDP)>t-)DveAT9p8E-olH^eG)JLL^tsL*zbPB=Bb_AHKzZ$NByT&iB{8Z~jMa zj^lp|Xp{Y3_ zNCmEOa`vkHPcofCDyRXO*P+6@2M^x1zT8SYRDTRV9`Ju{>*oh8Q@pa&iUlltM-!gP znZ$8f7NbnYwD3?tDH&A?yHxO&A|6a8Wl_dn6u7?%;Blf78$L6Md_n0zWm1eqlI@S5 zkzhyZAj6DMOq6)N4mB0qEkl3uh~d+ryT1A@>WwkXk5ThxlDGDwWOQ~97l9%n_M^n@ zY`#QSTHZHQB^oTqkz7MQ%wOS`WM(MCD4lo@PSz0_LEN1#f(T1}1))~p<)&1bm%Voo z3qQeXwd@&$W>Uf4&pafqpnw62JN%3BNjHBWMD}$X>rr;eT2Ih2kg^Y9jL-oQYH4kH_UifY zB^|fcBbo>KvPkd2ac+38oEmsj!FX6N<40~^Yq#A*oy_+gwsn*I6=Q*3v`UU>j~=wj zt}xw7cJM`t`r+xi=uV6j(o%|O^%)Yf(%$P;4;K_SYt;Jffl=Ouv&X&aR7LS_X~ty0^E1;Y`80d2;k7y zP2t5Co{Yk+su=6OFvswE4uOSVcj*Hb&UT|8t;-^lQ6z|$}0CO@_Xf^Ou$Scd92T&2 z6}xkV3k_1bEweQ0x0;2Nc=`OH?GHi9`*vZITg`iLH_6ZsU|? zS@hUGxK>F^=d+5605eUly`|{wq_!vy+_qcRD^F!|UvgR8A|Eo??e+akU&=fAvLS@2 z@-E{5+r7&ZscPGq_q_z<$W`JRy>VgWZ`zSxa&L6v72kN?v2`=PePP}Bi5>cM4>?0Z z0?R}aT?-a;^>-8dUu7?;+hg+o#LfMCtTX+$Fn-EH8chZL(*xU}8XPv#YcU~TFStL4FBba@&&2KYv70a`h9K{d~A%>D^{Hd`m4KoAW0 zp8U$Hk^EvaGB|8o%GlfK3x}?~j6H#oV^CqSfabU=`ceFgKS{$@sB}>r2FopMibkO! z$!HlL%c5MlGBXNmhFFf=RU>I?AW2T9$PM~#Pr~$UNq#Gw8wDjLW#x|tN(m~cU2-hY zO5ibEDOa=I@M6bZ70oWs;*nZao^|2tE zRSQNrw_M=ukwE!Ui)*ioV{KB(J+Mm1lB0;5FCQtN9a^$h(rVKnuocR+uli+Q?k%d-@r|NKn&fP0QpkhX1c{laaN=2j9(<`wffH@7^yeLP?Nl36P z)o)d2VWF^C{fD|U>B=Ep`ki&9Ov033n}cUakr(1!*7}8+L@NH5*W+*ke|#lFTlPp6 zBq^!o<-J_YQ@V43tW_VU_d& zGNC-^qfC<=#B+5~?mH=HnX>$E={sRLMX~435C(d~Stn6|J~pQrZmD+TPHtf;}kRUYlUTgHX6*>Fw0^bMS)TT>y(ad{-?L z7$yJUrVWDaJmG-c1l$&Pw0^UZgY3JO-|@Hr zIH#wkx1h~)K^`3K$R_TCBRnRz;jWG!-0$V1&Vc~zmwhSNNbdptTvtRf?$L9Oh&G$l zAJ#ni&ici`*7PmZ(x!LX=dI;PizRrRTc+k$xPIM<_m67GzK<4_JCe&1M();2o?y}& zI9g4HA1y*kvr>3n@|7zq;W;3!X+3gDlTK7u?f&dxkY}uL{(Xa}E@`XcD_c8JVr7&M z_N>@jEBRbJvbdW6#A2wS<&ji@d!ASV6uU#VKTCGhY06j0E0Zcrq!pzOt6dMGW;+B!Uxsjm)B-Bs~Fh%2^7tS{y<=zJZMmr)R zUwAyXzMZsLemeZVt&5@CfQ zPmRP6bHsU%->Low8`Poh)_Sms1IEYD)QDfZa4IAgIkRg#Tvl7Dp|x0i9+nk;q80w6 z56GxTGk|Mp{2Yg-g1bazJ_u7`AkC>OGrJ6I+yv&oaHHB~A5Yfz&Qm9GfOkGb2K?_{)p;si?-i4_8L%U6>U^NB!mCTwv zb!T9z8hJ~JJVc-3$i@^jdZ^4lVq)>eA+zQv@*yqvjKfHEPYIR5>vV`vGv!qE3sX-J z-zGqr_>6=GraJN(B0gmscJ1Qxz!{zFTGvLJGRzpkh=O{`ooDFGS2EVdlXn zuhYb7$&bR@m;Kd^UgLjV*pEJt{#+bF+w`COZk+!eMm7DffJq&yii$NBf!ShG2exLV zWM+(Iq6Ovbe84uW-DfFk;oZCVCI{_OLx^y#?*e$RmqG^xJw3tB=puo_;%l~w{aYG% z{+Om4lzmDR0iuy7BOkK4gTBW-pUIH8bkxRDfi&HGv@%#$bGuHq7_Q^NFEVpXPP+aJY;c(q#?$*r=k%c`qg;+ zMJ@@IOYcuAC_9AEq)3&QsR8&X4P`YsX|sBo@R*19-}J-o4WeM!d3Y7^AeLBF$SWB! zJ`!xjLI&|pPJ#q(QOiLe@^t>^-`_g0b)Mer=`PYSl+xI)U!X=b2G($Bg$>I{+jp4VN6-t25$HEzmVVK`1Tzgca(0w^ljtZE;asLY#v zPSm{Np^q4Uho3ohx6Wjzq{kHM`48bD8Gh@l)bTPEIsF2`Q_S_}4=cE0R)2T(@7F}QFKsVL>mgd*Oz|Z}49!Ge zH5XHCTzVRlSACvr%`Pgr-qXm^gGbku9CQ4GEzDjzMez|L(7c&`efzSu^k8M_M2XOY zB>A*}G<#uqVCj|~7aZ+07@SOw^V8h_A@( z<6@edF`Hth1EQ88c+j?fMCdjO3DyQd~FvhC5xDO=x>9iGxhrMP?-hXFuzh0V2>cYi?=U}aE%sq7P8$Gnc|CXqWufLI>(Kxj@j^Aj9=$YA=E>AXS1 zl8YAF?rq&-f&WkL0IUY521%a9uNleRDj}^*|4LANp075ajg*`8ijN(m+0VwC1d7l% zs)n~D!%s-Mp(*umo4&raHU&e0>lfV;CFCar$VnFmzqtFdWRFs)q141evVO!&Y_hHTNAsGuXmBZYx9BnhLaUJ0%k@V<2f#iE-`{e5O zm55iuat<~Zjz^5)vHj@5wVy}UGQPo~U;zCMMzz(?4O|&%=Il!``=a+n*sc}fmw%&O ztuQj3w9Qa3JmCabN)d3a`U~zNtJ<^#=HwFx&FBmWR7ff?YLPl5%2S(DpzMRycgdFG84s+&W*qGd@ynx;JR>5>>5t*} z)3->-E{}J;8crFLF{pRe!L=t8?qfb)ktSLH!KWjv1S~AX6WJJAd+Z8@8DX(0e*o|M zIl7h(Bl3;|D@)mwXnpbxL!au4GV* zWNP9Xa~qE8#YS8ogtv$1GrWdqOYW~C{=7X+OM8oH3oCTk502!9xcA`1K;{S>W@_~6 z%!SGqCkei7`FO?O6HXnUxxHUDR@Xy0I9q$CvketTjIkYmQ#a3(&zKsUExk1-MUrQ9 z*9oTPR~-_DCy&c5_QFL`lo`P`3M~-u7UGl|A=^|^HTC8rNU%1`J1p%8;1D&c!5?Oa}Iy;*gy+N%ZC@3(8&@}hz>$dp)n;;OOxJ4{!nek?#Ag-og9Bo+T4yHpkW-cSpD5rX znl$)zZ1skf64s|3^+T5*pU_kogGse>`Hh1?<;-mYApfoS7VC##IN`CD;_YWNU~y#R zJ}i6i=15ga1|R&(de%M0gx*CR7GAPXsNbnpMsM0sb(Qt=(h?~=r8l2Ov3j@dnb7m; zwJZp}YXf=a8ojT|W?XzFOJ7ftLQFA<$&;U;bLJIKSU9rc96UUD7AK`3T`)lEbaiz+ ze`_K57!x`IYT)orvW*ZS49N$`vnvbUaHC;m@CgC)4_3x?|8&L70jnhriM!9en1iWn zJfr>`T2di1qqwaZN3sgGhS=ID_TwP|lf~KWEh+&*-wQuOkJ{36u#gd27cPN?@vHs_~@ zGOW{ae52#-0?y0q9x1v*g<|D3;t^0{zSgQ;`xZ;I*Sm+g&axy8Bj#?^VcZ+`hU#-K ztZPc4dl1gSg&q+aPLLRwPc5fMiD*i@36r1%rB1_sqlS(6yV32hxt@`^75I;;c;^4T zvH!aeLJxr3pO>_Cven&(jW-~iK?Ek~S8a`AF1=dQ$Rv%Aw843%6*M?|@mVPxon{2Q z9T_5*d5@Y8){iF{hYA(|-iWkgW;^UpQuFUZ2)^@=LI_#4v;R`~t_IXee!WqCM@R2PUm8Ff1I~>Q^rRaaQ< zaBJuJby*)7Hwm$$Rty?to}8O;;V`@W*z55)Hm{oYtoLPsTj}fYM2Y-xU zb>q(V=%5{Ppo)ph?F2&&NI~Q zMeU?xl!?tJ@2l}|6vLl%D;uFd?i$rIgJHWFAYcBXJ7156&oojyEC;O!$PL`)ibH{) z*Ib&V8CU?n={MZ!tAyobzMU$$5_^uDQM&*HL7YR+eD2W17wN83DlkHOW?i&*5&*45 zTvlCEWb64PR6{m@ZH<=sK}7&LOn}QBCNW)q;Mdkk()33=tgp1lsbyIBLgpwlUiOS- zjHGMvLCcj^A{=)T=WE6S57a?@78b(8vES{a*^w!p3{j8Wkwqv{++M8$X?gt%RXtED zRmamcTOx?Mo}$F}y#h-UI|{VH0gqm3X9$SI=+6TdxWOovch4)dPJk1B(z%Gd8=t!- zb-SHIESvB&PL)&12AF4;kJtt)>w4+b|J|d%cCQ(&MSt}3Z!~5|32PMbv@)A2P zx_zLXXxtT&C9Rg$)tu5b2pyO^;x%*@Exi)VSNRpDzrC*0n2!mUn)La;(>0u5Z-rwV z2{pGY8xw5Rmo)3q-;%!F4P%vL^o$zu&G!T?o(Rut@|M76-x;T#hbV-_rE-kb_YXY( ztrVj61M40YO{@RW!p_F}Ul;ZdDn8ETFR$C2eaTv*F^#^H@ONrbmEk$TRyzAJHL22E z%+bhc6(Cho=iVt`^%FGM3~^7ZEjEdmIvyb0x4ZCA5RO*O)M7r?5}sgP3K=J5&K1^MMx^$sXo;{qmHyrtdsop zQL}r9l^q|3Lem+g7EZTFu`+|^FZUa5oFO{(HySX?Vjg03@%5^Zrx^mz05UoW4eZmj znnGsD?!vc-GIL?Ok`g%oMJo`V76HU;Kb7S2WJ=<~QFrwz zO*o5RMeEMZat(2^|9$vQxdcfJg43h$}$I zEZxxGV{GusWKZ&#KS~@2<_^=gPB`^9BxxE}aq0WGQfZpl33ZR}R9eBw6w|sp?9?bz z!e`l>Up6@T)4i#9#=sG7UVjL#rtQ+4e+cx0Er!J zz9y#&9;O|_kI;y0c4ky^s|JJ4HWUs#z_ykyqjB?!kO|U{4rJMh*4UNAXi`xm-8rwo z=>ZFsjd5|hq#QOw!&s{*e9sO2?u}?$8eZ>DlKZT_8H{L*GJ=5*vV3d9Hh*#|>z!a+H z4qFt_E~By+Hb?m8c8b=K8}ydQ9&Rl)iLU#LejJQ`#E7FDPp}+sDx(u}oevyu8hf-r z#$+rb8uWNnSAH6bF~NE%6WTglh=>qe@6BdViGqO*Yu%LOZhQgraRoqha5RK@`)s~2;$au@fS-c4<6S8Jp>A5&9B9$TPmn4#)NZG_J6JDyav8K&$6 z)SbMbh_LwRJ5RYLZ?ZXu!Uwt zVvbWz9{eu?kUYlSc#-GA$S8h}0E~|Rzp|gXWqL?*m{-*3Wl7{O{9(-nGwdXmEm$m* zUK47d(JeSYUC85eN$RPW?IX7=K>Co=&{Oa+Cq`OP;6YwS{j`g>)bL8-NlZ;mt(D%% zA~VDu4#)c=sX6?FqqAQ~wyi3uLKFJ_ZaF?Ko&H^L%Vcx^mEaVh(ZRs=`k^jh~lJ{sUuN7N{Aa_^|k|y`P6?99uNd@n9^YodL z;>|vfR8PG)51L4975^EFHy_&g{cIib*^x&=U6Y7aha`f|=u$L;HouM7A z?iU>NLb*kUZ9m-l70~R?7fWj5FMh^lE-}j@;3M^Y)nV1`|NBg%H53^Nk36-_P1e z;RH}9I?KBQ{hN%ew{iem6BiG^9Z&-&1FIN)@&#-cDCgFci5)ZeN_eY;r;P{3bg9Ia zx()COj01!J$nLW9iEc7tn%I`1XoMUo!j=P2*G1E8NHZ*k?W5R;%W**a*P6(U1vVVN z>@oc0WyIIa#UF@dm*NftI9!aZZGzCYULJ06_UHrqmyfAWI{;>gSuxr!D8XOMC@UBO ziy8B4egy#V1L8E{LQqH^B-^m#_Ir*ZAnhy#$mW2ei4lgQ^*(TXyDk z4`0vQnb7JmRg_N`h2Z84J9betvuyuugH9gx^C%6Dz1VY zAO~}bP=0?#QgXQ+2=+EViK1-in~S=AX2C9%0U4#_{v-m2nWQEs{$Ij5j}M@S6~+ty zM=Jiye+%dSCsKA|>$~oE+Wge7y~M;ckq>qdX(PT$o3w5Ib754`pI0CavuZ^9Ccogo zU19|Em__ZO1D)PwCIq zoO>*@ZXErG>cxCR!So9(uX481F3lHo1K!gTx(c0)Z^VtBFcAZzVM0=-m=kOyGO+eA z`JDD_kJchmM$GCnx@7NosRg2IM-`-1l!-$$EUy3UMoXtM9GvC zAm5%>(j1#bteGZ$rjIc(A#owyE+P^nnkcM8I7|U&D6sSU067Y*^UX|KWjCUOP}E}{ z!;;d?%u=o@V_>3{Sz6|K$ghiNdn_b4rSS{dkk>DOkyhx=EP`q<{#2)t>lIKWP9wEr zli1b~Rzt(ygrRSrmH$xBPWFXU*B%!?;=)wgf>rYcOZm;cjLbUo=RsIe-w-FTzzK&V z$~H>kzDtpG>y*G?yB(aP#<5ymJxF3bgw1h^eUdd;Y^| z);0hIuF~!nYZEeG$iH8vQx}kb@H|HQ5kjdj^RwTkzVAdU=J2-_H{Nsi-dje9bEv7T zb72b$$d%E~=iMEO&hY5yWukxX$5iy0zHe=9$Q~p-UJQs10|y&e;&DIdi2z>Tq_H>O z+iiOL={)Ti{$ezk6K);;V%EYF&jtG{PEJ0%I8g5F_k!EZps&~b<&zdP`0Z@w?FuB6 zv3L9IYUglwEi*J(vmVELEt{mYe(2L{VTp?GRvg?a(h)BcgklE$ju5=ZvCISS#h~0F zFShbwg#P|oY9a1NOVkDQlon$5^toeTVMQP4CLnaR?sH%H5Zu6|9{i1*%Wq2nRMx0s zZL}P`Zmx(Q4_-h?{kFa?MDT-f{Wv3Pz%?zG$1^R^AX4ed;ab8vgGjuTokmEv=|5~y!Ah`VOkFQv}& z3(t;({>)GvKKP|9p+3xY*OF+D$QjD)s5c+zd7ojffHq{2CD<9{O9n3fuMn z6?We7SiaHYudL*;laY}TlJVFc8Of?7LKG=`l$D*4$leOs6ospt2slNUBBO6=(((2Pf zg-*x1PO-@tpTWnTO@nRUtHs!ur0cgIXU%0<=`kyBv>G}IP*GPT)#6ij{fL;SqJF4B zRbq2ew<^i$RFh0!bC09Z`)$wrn5M-?w4prDUaonjx&+Q%=lj{lD|cGK3vcg`9W3LW zXEe+am+a{ON$g_(Zq$HBZ#uvSFr`N=EL(XW)g5bB@E?}oHq>OLru9~05>WI#d#xpx z4_)8ucJcH#E&mHoO|3E}`6moUs0#4fAJ9#+c@`x8Qe+Gq5i{sJ@B5lAREcMT-$oPCpa#Rz62W zJowp9wy5K(J-m2ET&ymv?=KrijdOpAij1U~VO!~v*JSu|Dr9;!AS7>Fgip#>VmdI< zw`wO-P$l`a&Z!WQ+qpLyfgL*c7>s~MQ)af%FAZK5|0>eiX^tYr^M$h`LL3sGZ&I?G zX#Q1Q{jJ3ARd$@v)u%3|pS3_JWF^*_kilm*D=+$P+{nk_qc`2iIqr&GacdE&I+YZX zyybapOx1~$P~~fywaKrL#9)H9h|)ofWo=#c#TnM^)-}Vzik%|9^@AVstEf6$hn^bz zK0H2RNn~dC_YG#1wP`8l(EB#|wkd7DJ53?oFUODFt#zjiu2hqWTh{YAkQeYtrU<|B zMcP}v92GlrGjHmN9}iYbNK)89Z88b@UGyI@f*-OIE zH0MO``0>WR?`Oi-N{kP0s?NQp@Mo20;w;}J^KVG?EI+kOhtEIGtI0q(O|YU+$k_6`RTamHyOy(c%>H;%8$`s zP?eYVmodCsA8v;7$CGud?hlrGAyhH+o{n(hu5A+y%A?SFwXT%zi0&krt+R0;qgO(1 zMX=#izNGP{D5`5#5Kj~|01GB&{S7Yi`0)v`X`gWar};S{(ZI8l)0IAR4(_HqIQn?57gwf9cFBy zxa;(C>B#HH{KTkYLkjUGM=>hX=iavNf^-*Oc-nZLE%M}4sg=8wv}qVB?(=ygJu6!Q z_!M@gp3~^OM^*~!s_K>RGYT!OoTTMppSwCftzzJQ3+gKNBW`Vg5^kkJmTCz)E zphbKaSi}QOCd0y560<3IRKpFfJa9#EKXhW_B9rLs`E#YNOl#z8T~tHLYui!vhYtsR znj;jdqst~j^&HuHow~2mvKSg1k^8}Mk>1$K{Y4wq6FHxv6yR3840tQPYcpbPCfls7 zBWvm+shW1)qm^*Y)(=O5E}rZuIBoLCn2P3jPs*2h_S<0^ol1_cX~UFGe`Ob7RXsnz zs>E-kL`-iaImF3o8+E>DT>fjS@_9{mmh3u#wCvy23GK7hZ8{-a_LOs83?W+f*Y92T z(^YK$VAZr!S~}nM_^35S@Aq!aLlsA@KRi_}w{VD#J?>$z+n=x2kjix4xf6!DgZIO+C8ewq=zeko7348Q zCf(1QCvO~Z)kREpUggY<@He4a{6lh|1>QdKKXc%Erdu{6(Yut(U6UzxXJ>=FzYdWR zeUX|HeC^MaCTbJ$xAFUfMRt^2ZQhx>Bub7+BEvGx0Xc#dv zJz4Ur|Cn)L9Ojy|yrD%FWuB*Ii1(soQPQZ-Q}vo(1*N3&LFM-vFVgz+#D+(Wg&1Ba zO)s=P@K9|0VIiSllT&p}(Ve666#44;jIEK9d@k04hHc#RwX|o#yu+0rbJ-em&m`S< z8TF~JBmNRTh<0?g3i0R(`W*b%D$4Glyh+Y!?REbmMtEu@ieFzM>B^u_TF(feci%f!aJR_Gchp1K@)@=@?G z!?&PV*>>ri=;(vwggy66@-i^2z{Rz`Gv6+kWktKU1YX@J93XSW$jJ>|IyRZhXBzC` zPpu?#y4oYAtT)+h8^bwNJAU)lg)f@2*41*qUWp12xt{Sp;}f4xDNL)spk%c5Jb2J> zlE^k;x|Y)AzKf}5Rs{8M{{7L&%e*F*y%&Rg+8LDkgAT`YVr-RSP zHsa^ZX4CqYo>Kan%YTB;E$amt%4}rN1`-&xOsF)OS?78REZ0BhH|Fed%e$zz}$(^GMs+x&&$A3YS9Y}Y)917GoR}oZQCT-%j|i;Y#$i$cR;!tFNUyWU!-fa z_I(rO+fmk6af6!ZY3u~~xi5L;4;)1SX^z(`6Nsip4!IgN=N17>@Q>{yrd;>yU%i1hPI&s!qh3)FMo^}TE= zCoGmx$?NYRDVKbHgKxl|@^?|^`)*oht-F-${Q+P%s;G$QM?xKxn*JVs8fH8Xw``Pi zGBPrxReD zUBw-Zj=+>4b8hvs7+rq()4m!&X9NZB_!?yw;`k3XfeG@w(TZH;*+%^rF0TSu(Q-O>lD zNX zH)%A^&gGw#GUk%0kGDQG=uKkqvSJ*eKK+CU(`qQQazpHXJKl$_mrueN$gkz>RJ53p zD-_Msgu6*mEPP_@-C`uIe^tHu0-xapZ%3BSiUr-bX(pFM%QTIRNm@n`k2Nvnr8!lG zjORWHEasMRg~3?_{QlR}@{H~H`~xefE-as>BYe|n&vugT&D@*dkMmsXXY)9?NaXv+ z8fJYxP)}+DSIInlpNcHFg%&V0o?uVsC}fuZLT+8ir%K0D)Rj+y3Gx1PU$VufwZPIM zd%2K=Znh$LaxBCoJX}A0p()bBRz-BxpkTU)S^rbS=je|&lOzIJ*G+C8O?j%tQZ0 zgFo?WrUn~F{o{huzJ*uPxtYD|&#^?EEcwXu85Lh^rsCDaOBlYaZZ*hA7{R+$O4Kw; zkmyRgV5lxWawf)!MP7hU*pAu24%3@C7qptn`EU%E}Fmc-Gf#O>H;Tun|YRE2*82^UT7|G95; zCMjzt@>+3sNxxD~*)6^93-iV(-O;Am1*V-4uQjKlQBP-P`GQ1!PPT=%@ncnwEtW_s z5-x3Bv@1RnX0hH*lh69oyeqR-t%@p+O7rp!iwW6{XxG)HJcm?j>r9fLxe9`d%}Hj@ z0tfo+QUYDwnsgZD~8U82Ypb z->@uFL^kGpS$ebf-(*ke8eNeB?#ikKrM~IDrfxEM%E?VMzb?+UyW_W8dC+T}Q(aHy z=mXt)%(GB0*hKMqGD5h6dzX6HSWjkLk4(j1cksKf!H|8V+vxSRsvnpjuSbzWX$KT_ z)#b++lWxzvNUM|QKJPON+^JE{*ZzKFjp3Klb8m0DzYBa?)w9n|o_l$eAhYKvcazV} zM`=&W&n2kq2cL7;eydS_|AW^RHI^d&nWTWYm^o*=-M!I?%*%X(=RoN{%JE~gc()K*wNBD0>@TtZAX_s{mm#W#Jv30@rC^zaZ0@j4^OBqYd{c|9VABWvk?h+oC*0H* z>`M#=MOHqWxSa97&>j`0QXweScb<>z#L7$@|4kM`UFVxb?gt*el-k-{v@zh8X1MK4 zZrpa=jmLDB)Bhn&gPn-a=O3K$6CbTn#H@GvNopUtPrdsvFO6bZGtakWYDUkAi3hi| zc|MDte>+8&7lU7WOvwA`=o*K{M8kwl%$p_~6lJPVF+DSiw7JH#=O*gR<3j_|oWoX~ z-#9~`4$AVl1du-z<{6znSwp!-rXwEYO|6sbb$91G62afWa%?&hVG+h}+-(8Af_?y{8a@D+X zP?(NEr?a1nT1{EOZ-K3))AMF=L|JYAv#j7Om)GW9RBtb9AFd4YDX>nKZ*uFr_nWTA zCUp33Aor({@=5yFE}Ro*yV+5t3n&qxAe6R_K;mq)@}+#v7aNk)lYx4!#4{hMdo=KL zUr6}IRblVP=L55S%scfg(ha)Z*)H}!&$og%=zvmw{D3K04~Cu3M(TqT*&!;4n9ss! z{28-I%|r5Q8U9nBH$OSQ3087KT?!3!ym0-)iExF$fEHJYMLc?Prh`P%6e0MlOPglT zGJAU38*2W059SZhFMhFWv~o}{KC_Dtt#E3^(n%}tX1e>8%YF8E%CDmDd=VkKLhcZL z5y-y|6sH?Qo@G(rZBw}vbp3hT8K(8aO=I-D_M_g~=b!g(lLI}enxe^awK(4V<#vl^ zj;ENHtKn?AtPJ#zUZ%^{{yJmnRCF_Y3jCn`-phbfKdCiOS~#((cyFonBsdmn1CO`% zpA2;Gn6dJyOWd%1v&isD(>izQD%wJ^u(~eyPI-|5vrk8{TP3R#%4Yek^1)Ot50SFZF({@EiX%ujpg7E|DQjfR#xeZP^{i%_pI(G#kh!BAC(+6 zAmhEM`$Y)--6cZkFujFMq9oI!_h;pEBt`4n&VKoNbExwz%2#Yn{o--Fmg+}!eu9KG zqIbWU(-Gcm^D6vaM};S*y#91xOE62yN%n7N>r!WYQxFRq`urQO>Nw^IR?hXV-hs!0 zU$_)alGWH(&DUZ~4QJ1+UTdi2L1}KY+};qOs}cJl9`Fq<#hlW&J*7goAsik)WrRw- zEc*kv{%R#6G18UVXwWlSxuj3vU;j-#v+zh`%)^_cF=i-g@2T55qW+T$ZNQ~iRD4LI z153X_nHf3hpg}#FQTtf3c7U7&XS(Tcx{Jd=*i9g=6Ix@i_eOO3cCvTvBP@+^+aHhr%N9y^)UIg!k3);6b}N&}wq+`H7q(Yz2Z`HV*j2 zT%^WlbCO+%OREk4SqQ#A9Y3ps+>-{I!>^SI?XNrDxLvHyf6hJa!KDn3?(>6>%jZ9J z1^}%l9qf1R1-m|~+Pd+aQ{kC<`#Jj+hY$8q7f<#sshwBAu+gNVyJkGHbvfF)`6c%k34r&;%=r){3;Q?3cdVJ~-q|Bw&2o9vtLeVr&`u zpmj^9FmqIjE&Th0?!ZXKB-?|rr-I*9JO%9ZUbT!9*Wz*IAFJ$N3V3?L=*OB!^1%`I zGaiLii}fvWmlu9tqi$Q(**IDwPIxevo@LbxXOWPrT2t%yQmX_}H0eIm<`9DWZwS6L3el@+QT5@6>I) z{<L5Pk(v_r=?z~&G_&R%+mZvu!I+(n41(~ucLU0$*I0RL%8LYskNgnr z9Wp7W;oh~_-P z#D<@Q5`=ZJE0F28ts5USl$mZ#@mIu8^pF#9Kfh>$-l!>3Sh0FldjG`>{8roXHQIAl z%BCtTP8DzZn13Ixw}>Uvf4afTKd|zIvLi!>!03B;(SVlZ?a_f$E3b2;c{bNcyh71i zF~$0-zY{(Qd-%ECD{y_MuzfzB-(FXaj{I~j<)zWYN;i?Hj+CQ1JlPf{B`N7jCZuIv zYNRGJw7;}gHd7KRwQAXAB|c^4jhR}jWz*Y^e^~x;nABhXpkDU#x3ApC((;PT+(@$D zpCx3^{=veawwP{nTdRfX*~Kq2jhb2PiXHPPo}p))%#&1;^gpp0&&>c6{goLn>i>K6 zCNBK%QHcM^>C$hA93|c8G9NI<|2X@ZqVvSZa@VEk)X4WC0nJ9_o$c*|HO2-M-pqmu zLZTGXha`E3Pd==xFk$jM+i=4EBHJ>DnBitP5r)z?E_1I*&H9MvSStG^RkM<@xZ@du zaYb?)^C*Xk4ik;(pM@eXQ87Ug7G0}b+h1>_$41Py1K+YcpI{W^W>6H6yF_mkbjnO9 z`O?Y2WMCtHE&79O*t7Vk0LcXR^51w)z51_@-sKHEEnfvZ03&QE>i>?n@RXkMSN5IS z^7zeE>nJY8(@L+NeY;&$flq8=5f=AMbJ(b8^~5WYi|;bFbsDxFq%;Na73>(T-}6@E zLjQcCAl)ZT!5e}3qGN}r`%}}5HsO9izDqaR2kjBU#g3RRHQVEd=KSwiw`j62J*pYH zvNKAjtV*HG0 zf^X=x`QYROt^AJDTl_?Jw5dgNBV-buSBGzv^%MVEaHzUpPTf0wv(%Ob!`iQ_EjB)Z zU;fus!7`t^!faB!%b07{*_4=+7sce6zjJQg=-Lotkt6$2dF$!+Zxi}-Mo)}1UQW}E zwNa{G2|)YuyvkVoYM3>7r_>?bkZ!@fPv@%lXT|2yD$P_w?u$1D#$6A}U;3mz`u-T| ze$p??D4NEWvf_bGN29Ws8JU-}^%OL++E*>u%Ym0Huj0|ktPip4ON1J#+nDu_)Te0; z=iPj59B5wJoWMx8dPOSvy`S7pgO0nh8QQm>aUnOQvF@-H@h#bi`nSSEw_cxJ=-j&9 zFWqnggLmwkkbm-Ugj(m8pB&5U%8wJAUMlwuZhD2Xekm>WOHo7f%Iw%X)oG$UMYB!y zEcxSzN9`IC7kpZJ3ZGq{%=)P89Q65+_uuJ3mpFcdIqjC%pkSTuxs$xK3iz6dWmdEz zUj}qnf`*b%eh>fXZat9x*htW7-@B?seYbE}N)aWhXhZV3tS;(95dmf80nG5_L?2| z!+$>yyun}grVdV4j<-ymZ=v}y(Cv9_5cm+RVoY!^_9@;!%z*aal)(28L{ zC{2jl6dp88v=0Qm&x;MZ07x`sYKn(lwd_gMLIMS$k%tD}DOR!^zl{AA@E$0id>`n4 zk1Nst_2R{r2wXDtNYK_`?}zSz;;Eq^QRtf-*dPr6lydAO8aqz!fdXlvpxu?2(0?m2 zY|t_QI{BO}4c`2&#}Po7|H3~u2)vz@U%zz(-fCtn2p}OG&=delBYl>O{k6v4&@|Yg zAaP`?wE!Th)6rz`LzCr#f_8Nz{@Rkq{{ zf(J1OKta0_iT-!&jST|RbWOe3HSAt;dpaT#hJrB2Qv~$v`#a@fIapu4?t%V@K|yHb zNqZgyInp18H~*;QJ`l2J=KvtI0g+-ZtVHcHP>?9}D?Mx-fzQp+1?Qj|tB#1oME(0K%Pkt`&I%>&)f_8O;#*t_f0P$aBGQnp;#Wgj*`arf&MpTV{j%dSk~x#AuWd2QQ#B; zNE~NqR{+piHs?)v9XZb+fP`=oilb~$qJk){CivjbvjznT{;$>0ICVC-6VZJ<)dPOg9^Hh3 zc84a2V>K{B9_nL%3!g>s|3X2c$jdAcBpjI?2k%GohYrFQTB11S2N!;MUUM1n5)BhV zLBjuc@V_mMPJ~x>!x1QGS4W~aOHuI47^j7GcX&U_AwvKOJR#_ZK1`pC>MgR%p zc(xk=Qu-940IzISHY50)rOW@E}P}C`dvAaswK>J_08#+P;PfKCp4|KtX#t z!ddv01E7TWKd0dx@)$n?NDRmPMF6PeCkG3>`40#|L1M^5dk28-F&}q?cgPu0C`cT+ zVgt7iUr4VC!$-(&%svpZMBrK^>R_oKyhN4KP>?WkgajQ@t};s#-f9_gP|&W`gmK~# zc)d zY%gLFg1`0^C`bfZ*`U>4nQ^SZOC)m@3ffh+5Kb8B13>B5XYt{KKi73ANE|sG#Q>lf zAIB*8`iNW~3fh%O1jqbfebgMmO8^hrG=PF6kR<{^CaF&@!28jR$vzOWvO%kH6Y2=V zOVn!t1qmbj5x5aWJX>Z4A0cb3pdc}1iO7Ls^wzRIq!;^MRr|^g3c?`IesI$IDn%kx zwF!<;(5}^laY8M)4V@m#o&!HLe^&&MAWjwm6XajxW0UZn?cf0g3H{&Z7t5C>g$Lbu z00l`PSGCiCM1LgDTEP2}qAwJ*t0M`Vp@GWosOLTie+q#Pgo1>Tw={wPklmvz2o6aT z3I&NEn|}iUUGg?L2yeB6kx>jMgamWHV|P+D{E^S6 zCs5F?M1nYF4Y>k1XM+yONaWE1ucO*tC}>yN zXdLr{g;tpSg*JGH%>4)j2_eVqNdVL+m7)(XQT#9zv@4M~PQ?c5sCm-T0^T75#-Jck zWF3LqJ{Nv4hr>@1$4Mw?S0W6KACUl_op|kOCp^gXD-sB2XdZw>;%|?%!l!KQ?@*8k za_$FXcDr@e5d7j;b^!|79hx{!Ueg3X^CYg-@X8ka2?YruS8U)0La3XOF1%+muR=kB z$WsJd_}$FqM!^q_cmoRB8yZf`ZU8{%wV!0cOSHKS1&JdM4cv&LQ~OE)pJ~4yJOtT@ z5=E{?q5x1Gdpth8vbzbOpxvQ~;P?@!>_4T}dGJH4CWe9pkyEw;0P1odU4hg1i<1gTKP%_j&MJ8kY1>kSH<; z9NM76?St?UQk@A3+O--QXRd+k{tlnl2rEb_RwzgaSx0^VNUY|&JG_p#PeMVv5{cjh z|5yN2P(5%LUPs4HK|vzOlU5%9v5SVT!h7~MFBG&Zkr0lKz)brwXr&e2A-|&$K%zM7 zH870$WjQuhz#bib5J3Qm<7|zA=67(>9fc46tr7?zG|sx;7Xb14qm1C|qcSN3kO+>B zz~CQN%2)>v$~=nz631Dufg1>}pGYd;{U}xe0VIKwAi)iULD3Qoc#!XT1duRJ=?4Zj zE?yc3ct5hgga8u6F@GxnI(ymu$}3p&-%>{aiQ|AS0H6~!23qj5UtS9VB#2{va2uL2 zfDYj-Ti_Z3NEm0*f+xp8#)(fVVTZ5>f?et1 zw-1YLp&(&oiSPicO)5ue-+JEb{KQXoNI=bZr1&JZ&wMalBm78fv@Uvg}Ar!PXG@Q~8v|4%QL4@NB zkpL)21lb`y0ni~v3=MqnKOO=F?MZ|aM!;njP5Yb%ypB*2P>>L^vcYsTOMrh0-fF)d zK|zAZ6&o1*uWCK*f}bK2u~3i%veiI8!tngfg%AE62~g0kjs$V628I#+MSeB-%D*fH z0VIr*AVFoHMlI{YC&-u25I{mWxgV5ha^|D+S}@p9eAtRMIAaL7ff77cy(DolFXkQB~Y!F;KojuU}78JCrqkqkHut8v< zwZBux9%%Rg9%LhG7xb@h2Q~=IBK!LQ?17r`p`d+T0kAjx01>2dcXyWtg1fs1cWoMIG(h9-4#C~sgS!NGcXyYQJu~0ToNt}I z&cAoP|F2b5chw^=^&STG&6_uHZ<;+hRRr{yG?gz*dfW#!h;S z^jute*7}ZrJ{TG4?JTXp;U3b%_HTNAkfkQb91$5nK50}V%w9jfh)e8gs&ZbG??&v-r|(9LRZErp zPO9-gk`GIl`ZS%)9JW7zn~*wUVjj&B!xhgc#FJt%%$`#z9J|-cIGhLRmg%4rehlRF zZum&m9Yn0glkr)JI?ldb`@s^SSKL3pJM`|#N&DsR3t4@3r zi+L!m{;NH>P>2Sr@H=fci)gH%=rPFz3^TVlkz%)Ie+WR(=1K{q~HOj>~Mv zvEtH^#7X55a^V_5^O$s=vj@6^eAoNFk8OQXX&>kd)_GM6F!-ru>J974n}D0mcxo9b z6mshej4c!KS{r6v-&R7e>o`9?0qYAFigC^Mt#oJ!?7qv%OhI#p7AsdIgGWS;;R-Kj zTiutwR%&RLfp^z==ZaR)2ePv`3=F~85%CktAD!`ckac%jGMjp{U6P!(2gvd9{08r+ zDI%^koV#~hDd~kddcS;7f@1JAH7CeBf=fLVTEhixT8ozB1c>6dw{b@^=URUm+$oCN zbLa2qT-qa)y?C<~`)pV`&T+RT8$4W(ynt*KQq#0JW#8reB{1U{aslH2_NV66qLrH@ z4OYRD)TvU=jxu4H%>syv^g=3ExWvPEt;J&d61m2!^DnC~vpfNS z(+^36<+#-5Q^`n2_%(Hswu1Q~!dGp5MV25f=}Yn{GY8c46Wq}opvv$EdrDQ+n>|C$ zDR{gOAZ9LUTGM5SM~IN!Qv3uuZ$NbN&P5UV*WCr~yz4aFI=A`Z!~m{>k;mrZ5!~b< z*RFUIF6E^gZ3}AsDi)&bcnm2Zx5BQiz$B|dUKO?0e5`%DQRP6;zdN{a6- z?b>$Q@s8ZuzwQLMf%vCTz$Egy@Dpv`Vc*q}aFf7O?u;KDAf)GGt<-}daeC-}00fg0 zO3IL^2WYC?P8$9df%Rf~j)_4Z)!RGJ;1VSL3+C0yFyb}W$}cdXL)G=HD^UTR<;IZQ ziMXww#TU@H zR_xG5&fFKlP~%xrOP>QBU)PEC%aI@B_g%Y;yDzvU>^ZmUH(l3DLdD60ZyWe|wW#Va zeP&jh+zp?RY_^PJuV6nLeqU*q;sk!CS^Y7gBqoN`_`1FKI~-Y@7;Wk3L;=Y7kgT1- z608Lt?0kpa(-y(k6VyCqwy?qPL@4k@iB1h$Cs*{K=Dc+`W7-ULT)49ILj;hkn!EDD zKug2+YSK?#GoTT zJOie$C@}JYOR%h{`1k<09@xd6um&sWrR-6>PQ0F{KP^A6D7(ii3z|Whv%q5cGGt_O z)Bff^fK>hg#5AT}{%-+c{$GGV#3$`BdpRN|z=_HF31%Nlv*1N*j@r<z`M?9<%0eTa|9Ert`0SOyBhz zQ(7xjHa0an5SFYZ*NBZuE0a+&V?{_KlqwWgGlL1et;evMIbe=~4JFv^*gRM49u^vm zxd=(jPldqerrWzaH~oMN8C97jXnBRl<{Jw|$3I@#E=Hc4uZEIYnGsz^v8=u#ahONP zS*XOT#*|JWB(4#t)!y3<`Aa~W=gzjDNZGRj!(v(ZGh-QaYD2;#uNSJNpZ@3w*F^rb z?3|)s3uJwhMee=EOm}2e?_-1OjIo)vwdnSWufge>DW~zmW4}MSFjfXHRoY4@EZH+} z(;T{Z?@VHrQE7#h?H4$L$#D0{--U14@Hl6|#M_5vpL}*_4{&TWD+)cWFT&?!TW;|z ztt%Wi_62Ky$9?Z9Odr2(HKEC&<9f*jEkS{gKU=2!e+mcHM_Q?SbgP`A>Gy3~tjFx& z^052wuYQ@DiyFE{8{(fse$7;5<%tzCa+h|h3GF(!e?0XV++NFXr(?(6X0$h`&3-`- z=-}2_^!xgCy*$sI=gHTXSXt+qHFAw0HBy(!_gB-y*HSI%0ym}dPtky;=H2Ls=n7C* za_%{H=l$ClS?zCk>^5+Y?p#JNc} z`I+5^w}hcS84e)XiHOlcf@y-l;@%9eHKKjq6aix`J3K&_0UtgaJzh`_4eWn%8^!PR z_R~`qX@%x;C7^@3;F?#R%2KCKUxpZl!tPH-vuQ3iJdv<{9#_Oaz-=B}0EAMZ0Sv(- zX*TWqx2g)<;{8foEF_*N+A@`G&dZ}uwX}qVk+8v@Z~p^Gz#l+p&U}Y=|3*O=|6f7m zkAgG}a#0zjPnZZ>q@qOyT^se-@}M>vO@q_s4w_EEL>e}(22CPc_e>;`+nMT%znc^L zbjYXHM_n5p?NEy#n9)M7uCM11+dmotX|H+L$jl-WM;4!7jJ8oT{Kvj0Y0?d$821|& zGS>#4zg%Y-$;3+%8Mqg|kLX)O>c{28?_)6Xq1@q&0f^tDJFtvi|Wy9kIEZf+~fG@|?F|V~&FnvR&^!k6`sETY9 zWvWlY%?Rl?&1UC5`TFHah%HB|_lixVQtkW1Q5YlMo6fet)2*ph-_6<2zN;-JIc_ee zjTBZL-V?UqL(B9`b<3~uVU|Ky9&v~aSFjI8eYs)Y<&h~*;Oiy`?yaFq@Z13@PtqCAZ1JMH&(fN;RE`I5B6qi;=c>(jEw&yARPY*>VNof{W*Fa7~hAVm!r~)V7**G!^KZu zCaoiJJMOEUe+p*9Kmlu#P7KB)lP>_nBx!d>tSr!uvo7ouoo^o}%wmn}RKGqSKKJdm zdaRrtU(?sA6kLKFz(m0w$ybr7?r}~L(%Dh_E)awy$-H&s(e~8*sRM^e2sFj4Yu%1{ z1{ue{%Wf#J6gmgXSQn&y$l)^=(z7u#srtm6(Xod#ht7TwL)3*cdu{MA*>{Hv)wJ>=uCXucq0 zw|lb0M%Bpf>I>B0CT5V0zPpSqsm<+vCmcivGYI5!xtR_P+sEa^FT~DvGQx&wK=!|rk zRC%M6>z8DYDq!d-B`Zmp?t#;mQ0YtT`h_NWNkUYFD5{p=7 zG^<}d4dt{sV58)4ES9er=ct{2+*s-A8k^z#RuPGV&OU*F1SI77{y&H${6QqOf^2F3 zZzP0`<9`tO=PgU_uUi&wTXD=uli~`tsEA^iI#yglu2!ZV&whkz*ilni(7}W5tiudv zR!WU-i4`q*D6R<`Pv=awlb=Fiiz9ba)1z=m%wRCq?zY|-!C3X!?)@eNzqA@yPe>sL zAXY0vCE|jeKcG#LB%2Jp*siillI(Wz@=);CjLAo0@~i?x^bLJBmBo$NJWK=;17I9R z2i*IdNm7X7BsV>|&jL8plN)oSw0F%c7;!$dLS6tw>H#?ro|UEPkLy|dNQmyW4DjOmu*x3}@4X89Ix zo9}1Fqz!r6?%Pza#lYVi+w!|-t8u`K3lDjxSAyp0@yd5Cg8NZ;y)I>lvz_j?Dx&QI zr!VNGB4)k5hN*I|arI_M&5q&Ch=e?&)~w5nKkB%QeaaO-ef41f0(+$)f27*X#c7U& zys;Q|x$rU5%aiY6qKHVC?|21EjT%jrlV5=~P^Mohm9Ez?2jEE7j{ z>b^dYuST;{5r?YqqE29GEkO}r=zHokHWep{0~DN`saIW;zhZoC?)ly&Y@g6^*6Clq z8&65yYqh7rdVS{|IKG6&0U3-y8h21?(#Ko(R4B1Gz|klDoop&Y)IY2RV_5}|FG`ltWZ64GhUWo|T`;$YLnm@=6sV=vG6e)g!lLkOnc2{E z*Y&XE2pA>B=RCCxxQ3i{k7~fx3q9QvlTSix?&QgM^-A>eu^#RtqTX~|H~^K(Kd&EN zFq-P9U?5Wkqp9~+1|=~ec|?{$A0+tSCJXY1kYAJ})_*4=Z2u!7%q;(xh&1Jdmnq|; z3<{~rV7(O3hgKC|Z(1Zc2sQBRnlJ0Dx&^`om6_KEUocjgqgkRbR|VFi8$i@m#W$vw z^96fRE@Lmx%4h$P(_ha$O+P7X#*p)}Nas!#cd_QNZkqV%miMD#D+jas>Gr#Lxvjez znlx$l-#Jj=N7NJfaM=UHGx}hdcW}Gmx7@|JGr}SzbI-fJzQFadFk={pTH5t2B%2BJ z6SGeYYa0(A^M_boTg1s)G9JiKXGg-n9$U=5TF+C4Ck%=9oy86FMg$oRlLT&pDjSDE zF_$lUfve>&Odi5Rm){iV(EFXV+~b#^#~yXRwgp*8wT$vU9}BVC6-G4Xspg>akd-mk z>(4b)GInlLb+7m22N>|kdsW#lZ{)}(*0)Rs2{jY)Rb0sm^hxcteZ_<5Tp|?0GAVRe zmPFd7y6rwV(+EmA123vuL@Qc|coe6?;6da$GsnmNi!Bt!p6{2{_YZbWqHexxzw?Y& zz4`w5ShN`3fj?zb8pMZg?Ca`~eOo|_lMICfrw*|P_SLf$ugozXF77hCcsjW!sdDj1 z7>Ll9#=CGODeGLxV?0eE-DzsYOxI{s~G35o(*q0IIAhs=gESxw*~Z} zJmki3u)!e56HpJzAOnD(ndqXZzl z&2r?2mZ_+DveLZ#deX+#(DBpXK2X4jgAPU@bI*FLrV@Oa$6iLc{+~uB*f_p;dLJ3_R0VVfDjdaUvL^M| zty*9&n@fY$=F!F3TSjBF=qN9nYfUZH37nkp%e0*G5Xoi$gQ{8tAp(x+YnM zwLOQi%psX~pFhgZ)U_l3)Uk62d`7KsKrTLwLJ>@($LTahv7$=%UiO6kEZciYo`wo6 zc0f)f1sxB6jF2UdmnJIC$9*eUV4__ef*Tq1U%`5W50T52+3P1^jdPg&EC%Pf>VCsZ zMFxy;R4L&R;mlrlf}~McAxGCXGayqB(zd?chF0hEFAtTI2F_g0PFlh}Fo=jg%Dl6^ z;zhChbLJZN@^Zz?Z0FlpvL?~bE^)hbM9QHuu@xa9D$nUzGbMJZQ5N&CCEvqtX(RCb zrjF^Jx#9e&Lq6@Wy)5kK0OdjbM%Dh)&cP8if$gQ%7@wMWw}+yOQC-KFPl~ShY;H?OoZdVv048ngzKLo67dh4 z)#s(QfveWtOPNgeG^!4n7EUjM4kYg39MWsXpoxC?R4 zak40dPzFUeJ$i6Jup5cE4)jj>`7(~5U#!Y+cOzRhv!x^@5(;7(IVGa$6`G}b?28QDfg_tf$3ExYz1g%ZIn-U|-+-=?9m-jOq(Jo!{V0wM00m311sj&rjtbdWLjF z_Y!x7@}bs#xl4tt1QcB;B7$~!&Okmi;Id~p5AACqh3Saw!GSgo-VbNuX0#a)r#F`F ze#VVoO>pDxa0wJsn4V*u;t%SuAkmi>gXicjSQ)efbKeD&Gi$d*;$ffqnnE^2KYdm0 zzjf50>+c_7#l|>0!*y7#Qy=ImH-rf4V@E{AAq1Qm;8)WKf)P*8;Lf5sN)Fa42g&4a zjsb`Uc647*6)B(m{i4cH1%s+MJmLLJ3fq>evc+IEbPgGGT$gsEKh&aYcBPXif`S!?I-H0EKTzK7537~-a~ z5J~uS+nUqQ`O!lJL!`U*puD!6(xh3(jQTWh@8oQh=PEf%_C|-yOK6=l!{cnSE&x;o zl613rm7Ye~#pF#QzyB{v{%Q>$fXaq{rz8KiS{(nfTK_!wdQH;jLzDxRqaDSQ3X=*7 z&1#4(8!bdWQnJ@4`R})Zs#ymF_WDDSzEDw+7cLtgDoVQ6Fn`JvF)1{MSeMVJE{Gh| zfd6U@AAeo`dUR*KnNYrdE0UMNDnoV4^HWxVOe$7Vf}CH6S|W<_KJ;<%(zr<4FLlhN z`Is|Y>a($vpltsnvl~-Nm9klTim4RIoN|Tp`|iavv8VrOWhEkpF54#{>izgM-d7i}>zkC` zVSHqQkMbtSdl|4e3d3Kot%sS3ZLm48oM+)cHJS=GOdHnggRQ2m(wHG;{APhn`ap-0 zBKj_vXW+cJWg$GQr%2xMHMz3utURe)v29J{d9PT8ADcA{@3*s}P6|y0;*skh;T7Zq@hxLM=M4Q&U$JTq9T6QqGO9mOGeuk zt*{|4f=M?)kE%n4yV-YQ(IgUx#eYrmicbXWcYAVwFOZcueB&j^$sN0NyefFdt*!%^ z{U(lEroOl!$r-Ss1#1gOS9NFXn+CN=BQ(!RVa%FjJ#>T9eLg&R{{UZ|Q4Vh)>hris zK4wJ>C)sb_7dcX1k0$L-Sg|8Ejm<(7dD(wjg_N$jdq4Ipy*Bj8Kqvryku(E!orJw? zaGgY|4Jn!=6~Su(sD|27eNr5D+1=OFZ3|Njat?TQUgYOMONoo@GkJV|_n)|K|A!Dy zB}(qU3nTy5k$;5|*?-1$8f7)t^XOTb5v_jXaC8gh$wdaX{OJ0$rbEHPw)SSB9r5h= zI8B|JmZjc6T4eN{ZTLcTW9sN^<=e+$tqZJ zFRJQYVYeiqpPcDm#!SK;cD6c#8rNEfAzhKFZ!-AHKUCI9T+*5gqvhGq-Nt^L{`?$b3)~Y35Wf?H!JUQ4~@zs%D-SJw!27VfW zjAP)CE1rXNC5Roop#|Q#D;uOwj4d}_3C2jYr){db-~EJoC8L`+dMJA5YN*wqgos^F z6AE^7UE|hclYJ@scz$z#SVZhr*+jW^F%r`{=d@NvbO~ZOP)eIFZ8I@q{nc@ z>#NDzO4Bj-iB?oQeZMlVro^A+w%oRkWYFpsH4;;lI^`b>dcut2tI||!aI?zfle;P~ z3BP$9+6&+(s`O25FVSC377}G#JHgLT&s{6Qz_1h9V=yKYuCp#NbG(UaIDL7)y{I-%MFQ{Un!%$=HeWz4L{i#1csq(fk_Mj#l zAf)Un%$h{Fr1P#@45nJ}vG9(mgJWlq)$@NHeH;EDat+Xl-}xJ>#ql?#NbD2?q@chL zD4aVVR2v_pW5a}JnpQwteYjQF^q}iJ0+H;G3NR}O8X(t@%}x$*D&|NQwlSwd#5;KK za5aF4llDeD{p0A{%8yt+rpr?+nvrS|S)fz{A8q6jZBr~+tb*0RT1zdFyPas(FlIf4 zr3m08562=x31auFKz4}IwlZ>(G&yCc4?+H9PKi?}Pf6?v|Dd%+j0Xx#;5x~3^KM;y zpJO#8uv1_p`)8gtPF|qIYR+A%Te^vP8&N#Zxnw-*pn#4;2k2wLAi>EtGJM`PxUZsR zw+VS(CnNG|d!VqKzbLwd=UAK3z-m54k=J3owFv&R0II*$m{e6CU)lrQ7#on(iSbYF zs&Ql%OvJA5uKGB%r}noMU{Hoy?6H@-_%&Fr^dz0ALNgj{uBhC?R6Z(Br9NsEq>pK? ze)kMX9^YZ< z&Yp;qb=a~C{&ox~Jo)WRIQ#6FDJ1f-&5wbxyY=wbcn^oVK_aQxsm5_Ci z2pJR;R8lX+MI^z(Tb2_|7{*)1>6&1-$i}g!K$ppXZI`|S-+`i(VP-{&+eBDDVnyWs zRcE2hU8KL_%SrN;zujTmU2SFBPihuej0+uxzE1U2{UJa9DcvtX8u&Q_+{SpV zi~5HZOt$Z7ln+q7jAi}F!<32}f%%oPmiIpJ^yb z^Ax&=6WGEqFm;%i62wWHF+v}B)J278xAaw2V9l+Umy(eTG`^K&1zvk$$4pTnsF>7= zre%-A1=&?{u-xlOTB+{ZgJbv}Q2xSY<);q$Z9X11^& zIy7$m(%#}W4-VBOLIKddGA?pur-!`cBxfk7#w@QmF~=P?`8b4 z$!=3Npy4|w&jI?5fhQcM`g;|?0&@(@R9~+T$J|`1wuI}iaN8mgNrKb+la)wanKxAB zYn|x_(E#Lv*xK~V-`Pe>W0IcY5!Phyzm)a3BGnUIXOZ(}B~)5aq~RmKeaWib0mkmH zw(vnNT@o3BW#Bgz;$6$#jEN&gk1Hu|cP=6qj-)$-|*HpgQ2)ke26P4OEN&?|GRHzLv}={pTFsBKCa zaxylVNN%Jvfxc8FPAb=Bh?(loEOw3bQ!b|69Wqrhg7+=4je!Br(Wa`-|8Aq9p$hCF_T)Z~sn2{_V3k z{-+lC$A0m0rcvBgLqbF^iSX+njzn7o+(xbBe2N7n-cTu{YAMPOcil)}<-I z@ai&CP&OLREF!UV|IA0MKwgTW!|;0Zbnbq04|KZ$X3$#7#zaTPp7fAe7`CD)PBppY zsuoKpkb@*^6={sK+M8HK6Vg#>j1Bza#7Toc8L2WyNtc+;IGAiwRjUTl&3-q*!Nb4sslpMI(maU~!^9ywM)Z+hPt%oqwfZ(!?1evxo*SpvqDhPk1#ZC$>|kPy@CZ z1CT0%xen%8xj+}OLB^R}RuB3qPhsBeTF*k3m*1`_CS^EJ;VVJZ8RUk z1B)+a1I_9Y`R1$NHu($vZHSMR=pqWNv@+168{^YicyLCh1?qP#922!^dP2GS<~a-D zUw8qylK}XRx;75(xv*caj58URWc}CWy?!Gw)oG$2hk9fFwVikZDVO;ZcV`LaOq!o; zRBSP4TrM*!RV+}7A=~CDR6r3~N-ZJ-phdR%w6dI>^10p3XbKsjiL0yWLnp$8&4P0V zp@Q<)lw>$a5(V*{Nk}`eYQ4a_g53HM--AZqWT+{!)*9N79d*l43kbEOK~vL1SpxBM z7dF8egR{Tbt|A>}heyyJRo;0>t-9Qxwp*h*YW3?P;e_cC~WwWEU@>OCxJz7hdaSN3|n>>r>oz8tsBk2Y5Uk z(8X{a&V5#)Puaiz^q&|K_y>BpCORXK1ymY^Tr1SP5_)_un%w{of!HKFkdB$^*s30lQX{Qsh(WtB?9+i*grqDHt zh7ZJ$4;WP~|F%M5*xWXj&NS6sZy}aA(Vu0sO_QxR@AT#OO-M?TOI~nZBYZu$_6xkW za-h1LuBLjmU!ubN!j%WCj6X6}FT>sirSjchq|G_UEtcbVqF|^;vFQ z@WMh~(hdl?i}`>HvF;!9g@j6$xPCUQWil0K!dh2ByZnl^qL}dQX65F?@dJpfx@Ww( zF4VO=#&HU?(ltWZmgNa}%C&3iFjPGBMb34dNGYjTi|KDOXPe#Q(m=n+ANX}mK;NzJ zf)`la`Fm+tA4}7o?{*fMss&G>9;?nwtph>K*4A7ifiASL^!y6c#8re^?PX%Z91IBW z_35pG4pN<{C;eV5i0%j3FogHBmiO(56f|O;Xufq`-Y;OO8Il<(bp^$_k>$XgnAvhu zb$kz&I%=ZHw7)#+Ew)Bk$_IBM*Fz1RZr|C!>)BT_!u_q*RgSV!C+J&S7M% zCf2I0p_ksOraz-9@>oqCe|&3T!L%~|2nYBgRo@B}9j~jQibI3ea|~KuW5CP#@QC71 zA$?879h_Pv&KaIB(Duxza20Tu5yk5$!>_UngO)NS&5WD)tS$*ngBjpXM^zCNX*!t7 z-8V;^1QSPE9aJ&&Pb!?oCTx7zNa>AAWs~mT}@WEGSui6VV`fEfgX!Rd7tl6=7(z((SJU`{)djg&R7mMkm{qq zq2oVitbbape|G9GX;PzT3TD!@v<#EAmsP_Eag3%Tvex=)CuP}t^s9%|WT>Frk;-{y za?54P!N>$`HQwy~9w|-+zXQjUlTA8?#+bn&$o*eI{m=M)arfT+;!aY=-_@;7JSk5l zXbP*a3AIs`W(+-#X1ma#G}7J+q#sT1)-2iYa^A%mzSt7@CB_a#_wA-sQXefmfBLRd z*W6iRV&XLa@|_ThY#$I!!N*oxeMYZvsbo@~#H=|>EH@G0<#3wx zStcm~x;WO7?SjBw^dl^uIYR>_-DumBoqT@t+g8@9+OyD_Lu=-P4jcVoh}8}}N2G>L zA)}@i(xN8kMsN7zUaP#~_Y&4@4vU3ROMePXW@$X;;o~2-na;-X@5dDGxTYs>wJCsE zG`p{yzr$qvQbC@(bn+2e&P%D!C^07F zZ%Q~aT7ABo_jM5u(ExdpQVN6WG6x-*Z`BLG*YUW|{(eRXT`(--K%PbD0baOCdJPS_;TPBV>nc%{Ut%uKTXUqAO zmV+{#;SEb+Qkrl?W!FA=Zcv`o`6(-Mn4NO*$T|Qw;)+9FE8*wqt?tn}BGEyWt%6pRh+9B_2-`6hesH03@D9nvL>djRMuh1ZugvyK6@%c}YhmN|d9<^)0+d zT(S!3%tyJ^-pC|Mf7Os?&pWunBClprGTniHwdF9J*OP34k@&h_x}hkZ0o*7h;v<2T z4IClznAE<^r}Aolpm@HTcQe?KWHeM<(V#Cz;HyjUPFlhv9gsbNhfMuI#tAbAx#F*% z+qBb#9A^CFzH^LKx%`|@%hWb|BqMH7C=b7zl9`P0tZM4!J@Kwh3v(uT%=8e*dR*#4 z*PImJ`ij;jLG$5*aP9h)fMr-=-Irq-iI;lQI>WiM&7e55fI1hYr8>Be;=9{j@13}R zMm`u1iF|bZtka5}#cd~grF-vb_|Xa2fP}9+?|rH>;|XYYBIKe^U{DG)Yf)of1s4WF ze>x0s6$kDP4s9POB3GBJ5InL67l3!;H1vd9s+vbiFR}wmKF!K0$R8c*A{T_`!b##T z->?M{b5C$L_J6B1v9}z0C`ApPowc-bqdGv$aK^Ip>1=5|%qmLEqNaWd%JRu_2^u*B zv55$OS9q9yL_NK6^{il1T$%%Bv%He^v_|G{+61983HCyv9J2V>#la^zl(uj<+H*3Q zi0YB;7ax1-VfqpuaeX)QJul~u_bGYa{Y^U^Rw^@VQYki4*jKt=L%JHxx1VHro6pA83YFu|Bzh4Y8K>^w17 zEP&Nm?Fqe?|1w%0e<+cVo<;e)3H-mMgqi&xXv3EF{GMiJh51 zLVt+5t}4iJYc4F*T3u}2md(x7ax@%b+(EY7^A653)$##g}u)w;>ckR_6Ym{L#&$lcC}J#~;%qAfh^z-t-h zFZxChUD-gX_f@JKt(s`R{TFWh-^V!0;V$J&Q7p7w%D7qoeCNc}VDtNSEkM1Wpcd}+o3#Q;f zeRt#C+a%ja&)t?E2&>lt9~NPxZx%A{O67iuOxN+!w0#oC+^VfZ5d`;)^pKrE3$Wfk zHWKlk3caD?W$qK5|Im zb;G=uo47=Lh6S<>!e_X;CdV#e<7Z}|S(rVZz>JwsZJ~xYB)d7U|pIG-@;r)0}%Ghs^ zXI41LOHb;r{4ws0u;FT_e}6ibfoY|Ztm%_x+@E^y>W#F#nE5OV4MsREg13cNLlNRB z`2cUP*VHAA?pHu_y1*mYec9^CvkLG@wZ!NCtZ_0|ku{Meon;WNNC&$3?`v=9A3#be z-?yLq|GXCKzosYucxc$?70?gi&et@@k0y3d{Ea4Rqfjomqg2^F*XC2PPMWFLRkIF0=(S*%;2pvZdcseKb0D591N!d zy=k?mFpP@Oib9ohnb{&zXrxqfs2id8hoDJi2$uu>I;jTJXV5qClJ3w%CD9VH?p{5s zwC+lGlKvJb6ne)M@`B5hO{3 znFk?|OPS@z3l33}rZ@6Qe%eU%sb~qM2U*<8!;cNh(sTVILh^fdw+puqmHdl_HPps% zt4AhHCf7n{PvdD=xV)i+d0S^W@R^-|a4oJ$@Jq|6XjU5uD`) zgWX*AV1fa-&_Z?CM+dZA=!JSIri@cA)LvYJ0S6^BL(~g0-`UG&%=@JK!J23%hr?Og zJQ$9Aks{ZZ$4W$%v<9=I%H7Atm9nSy<0?HH4^ZH?N|GN@N0z@7ZE}V#mWxu?Mq;@R zfw@s8N{gl$e3vGU9lS^J%uvZN<<;mF4zOdsmV!G zy@(S@4PPJ%cTZG^n2P(ezY-ogiW=Iw6kE5<*?;Ls+#gJ8ugl5)?mh0m?^$gBa$A1| z_BXw!vuRrnQ9R53Ei$nQDHl#LT2b-$WHgh;#!EWR63g3eW%EHz6W0!Ys*sTu>6F>v z;R|M0^<-KZWV+<3<ttB$m|Q4s8MSKO^5)cXFDL>IjI6h=`Ovb7k@O zBG7j0;Ov|;9Z+`F-33JdhIEtohu)8EpjYcAm@JqxhA#TO2c>tlw(7g?jC_Tz@`8BgFUc(Eiu}K|)7Q`+S!@9HvL_b|fd$9@ zdR_=c?^b@KaBMDYmT~O4I~Iy2Ex%tKuNRb^`854NFwz`xYhdY2R4s8J?4_`9K$HSt zo2H9%$Om-9>9W;QV>Crx-5E>(6m^c@L8W$!z)ImaQy;=;e>(U}hlIQ$%H={Ecs zdaw_#x7D7gf}iPEdC`TLILXWn%o%%bCMN5O^-)1#M3+6ZB1g0utJ7w|v)jfI2U8@W z&L3c`^2`*th_^L^R|FLFqP#bnb?CWU(hO#_6}$(9&n2{V4hT`x^kdQ>=m_9q75tWv zjVTWa`?$EQS8=xz8sDs&NI8o7gpHYWkPTP^6~10IEo3aOA<~ZJM&zp>Q*)_UloZpM zWV}U%678V1Vf6*2fA8~I|8RcbA|V<%x;*FADsIRps(7}OhZlWl7={cl+SlNRrCV63 z5X!)MKk4xuo|uGK#$B~+UoQ@1Xig6J3^15yJHx-ZvH z=fK53sr~ZEA({r9qU;*vUd^plC6Q1*GNfG0a%~U>WZ_q$Gg(^IPR*SzuIdSuL$k+C z01OB#$_`>M<&*xYH4b72d6poxvc6NwFw<-`f2wp5oEoYq~ODz%ow-mCrDPQ`31 z%<#mVzyZ^zYy(f=Xr8@TIG*KT)_G-$k{MvZN|v2ELSR@kO1TCr{0 zR%6?4R%}~0`|R_bv+pF$|H~@C?c;^>sD&8)%M~M@V`=kk0HEtk$iXoV^ zdobK?<6Hz~%r)0W=Jsx5;^80}GeP?(k>giHm|NYZ>Og#d8KOx}-H4c}aeK7he_6ZZ z8%6@7v_1bRarhrT!tmD|dFyqEb@;<)Jj?06F;>-@{r-SNl}cfbBcL_)Le50eO$_Da zX{XzEi8Wu*uBWd@|X+d?_t8NngdCQ;!E&AMB9W0Qi+Iy$=TjWJ5#Rtb+h$YWX^W3 z@PnON!czmOlSY2zLO?J}&k0sl1UVv{YL6%esz$L%71P;UTzx@1(!Kf-A`?5<#Uu&T zS3Zg=x3?0LiFGQuSc8AEpX!LW+3!g~_=K($O((6f%zMe+E}~Vo%(Qsz_Iou@D(#EM zxAZxywo8wwq}3A-trrx@oQ_tqfWUEy>5^s({Ea+}s+A(Sh3RwSR-v^(`su)uz~V>y zLDT+tNezCCUH)Zf;s%1Y3;Fod6S1y`r-~V~KXkoq!`vJ{A)lFS`Al`cTTs5bcVhlv zPMKC(49`HwxVNjkfR9!?^5tX~8%-HWH9)i>@$7e%S&8ic=-Dl02y+qc_hrYT=^adC z98df*7GjAt!Sez&}5#u zx2^UiywB$2*kL?{B5Bli*OG?v@-<6(04jddx_LZ4IDHTInT@d95Ih;LBW1O#c;&nz z$+;`OQOV$Q+d~A--8XL6mEBlm=9}J^je5v(97TZ=`KD#0GVKWd=;Vcs{#V+q3~*bc7Qq@ z=A-heY}~zXTJ9QAco*>uP{&_mkSCnO5HfU=Pk9Rq-zuSLitN_be~9I^rCfNi>5^o zof1a;;fW7{=``6e4>!_ZncR$dPtT6aR%Z)r U&7w8;5FF8@F4karV%Nk>{G&U8h zSjI^`y5%9Wyh9V|5eZ?U$$Am#Y>c8_s1d2|TtZ8F*`s?pqcvDq*y0TQXHH9$@qj$x z#}%yOW(IyT<-q{0#E5{fJ2|6jg$m}}BzL2L@C3%ijYv{uOEqv6;&!38gqW`Bb&W zjruxxgPOP`kq5KN{U#lFTwadDRf|aIn=apcop#DQ(u=gkZI^Z3ti!!KQbj8Qzs-y^ zrPwx6JFN)k5y?+S=vk^(86UE>%PE=42*~TXiQj*EAe_|Un$C5~zTYq^&+ZPkQi;08 z>DErHY+}0qvFOhZBkp15MmVHvQ6uMUR7BJ@)!7uKc^l-G;k+sE?e%f>b`^P7_|%he zE1*mm?a4X$`)QrZem%##Mc|9mqZ|BPA`i=iqwp^fW*9=e=DV;DS~nOh@K~u39IiUG zUz1j8C;{)@A?kTs)qw1M8ckes{W9~^3wVO$H8b!U9NrSl&8mE^P+6z>nGab+rFK$| zapb6uh^|gG(XcyIuRZC#gP-9 z^G)iyf*fq>I2q1Hm&D7U>A_Ezzou&p=Kf}JO@6-vr_kkJd)Q3DgyQEvdhm$CS)H*h%DE(oViLFl%#3o%q9Ae9%&+%6 zd|klKjq8UY-qCO4I>=?uDvaCeUJd_aQw=(-mtJ8JmE&l2Eu@q0^~fgS6EgB{0fN$J zf%~G|x{WDn_3NnTlJvH|+^su^)UBvJ!-^`->nnN8M zT>;35aJ(=>v+Wq&iha(8(R<7k;S*8Vwyb|i%};zi7MwwO_bH)}=prlVCq;d7m4`jU ztj(f4`A+4Fkm9IofKUo4agiM4q#(ULB5`&SWi4-n6h=y!i@|dV447GrIZUe4*C!fWkd40J>nu&%* zElNBYFJGK832#ZnRh4|`S z^~}vgNO{F|2aQ(3uw8Yhz~BWgPPopU8>e~AY1a?CL+?2zSPxx+=Y&S_L;nt*RAab8 zvrkf18#d>f+;k|Z4TbuuXYOSZLXB0fh#ivKH#IlbM%NWIKwYS?yd^mu3+ZY{{5@_; zEh7K;wkxQ#kdB9HUr?w{2Vm=BK+PY>|FyO2iTn5yx&Y$Ld~0Y}iDM?C$*{xYoo!EI zMFhU;8iIy$XLyvZY%NGDj420=oj!>Regl+|QT5uhiU)I|Dw>a ze0Imr#&Rn+y^}~a;1OF-4pRXqzAS7u#Qn%AFWWI8==27bJbwoK8`XPu=aDGeZ@}1_ zyvsLDPNe^V%Vwi9)A(8waE5*X(m7y6GX9BXE1%D=N4@ zK^*w#2pf3N7~SIkF(U=H0@PJ9tfx8^L1-)Cp>?LdiwN7_F zJbQz-hjW`CpKdFLysZL!iKJUFlfNv$h zvO%rz72AH;5=AJhc83L>T^8dDdH?>a#u8zp77M z@>*jV;|9aFu0EOMIW{_Dtd=GR9hNsIm;21Krp=Ky(@pP~V9~7E9P{Mmb9BfPl+#R@`tM@eO>R@wYWnNS=PFw( zm_vnLvSSuHKXlQ&+stor;7C0Z-yz!^Xe8^4VRnlOP3Uv6$w?AZR8)i{O8Ewa<`|_X zp}zDNrJn%XvN_nw!ROo7PrgAZwHib3Wuj!YN@rmIYzNADNU4Tp3XcLxG$xHK_kbLC zh@%}$6p1fYT23`F?pxjz``d?d{8e`p*8Wy{D1!Glak%WDmBv6QMIlIp$Z8NOUcGuB zfA3Ls<}fTRZ_q8Z94~twQWt5~a_RXvAxvn5JO2H9@bcv-gb{v*N@zRhL9LJ$`B83D zi*P>-Pu8L;`^*Z9nRH=-2ldF#-BM^h;Gi#+)lQ#tohCh)U3~D4ge_p{oWszqu3whh zt1Umn^0gXuE?2MW#BKD{(mP~8vl>j;40I2{pdlyZF;|cg%*Ttvp zx(}DIG0D+ZhY*;ZjEx#M60}q`Zm!Ct33+zAUOt2kse6?1!90)+JenbVF-!=KrQ!H7 z=@Cl(g6IK^&ONq65jjk2VIrDPSb0lVT-PHlXxhl?^rclYNJYiRs!@WY^(5p)k~<5s zCmT_x1DZP|d?7`GZIh|%WLyO`eR>#A1q#A^2TqmY`#rm)w-iO3DGbd6Z_#93;MEE= zVc0ycK3!7_%4Ko@Sh|x>x4u#!Ua^l8zW3d7R)qXPsK!Pn z=_6%sb<|w%967PV_~3EDJ)e>1f<3NXekP%yf`l?uJv+bC>ULhQ7FgSqDl@~_F+#ON z@b^W_{|zG83Z4`H#MK%8SGB{xvmyyw&5Gc02 zY_b)KWheS2>m<$tIP!EWSio*2ap#h4iRS^1=dM2)8C6H_Cf~NK2BE%>j_IixLm-q9 z5h6^{%d`_gHt8(+Qe0;U{aZYCrx*@R22mHncAP*0LSSc9_~`UF4pH?kyZqxfbN13uiYtwzFMW&H+ zgrF^Vx=O&mfHw)EnM$iqJDC?uRVFy*xu(lHq|v7K$jE| zQbcRG3cAR4m&|#5&eTgtX00pyA*KUGyfdx5Ifu5a9F6tR@5psN##z@iA#EiC6Cm%W z;pvRJBpqBq%Rn1SG-PmzhazGa;n5~^gbl$fV*F7$9&^vs2E z8V!$-mgy<==?_9hB|3%_n4OCo`9}%C0J-VDqI-}Is~(js0ObU_VKTP_R32Yj^`6>b z_*dhv-*AE=H8-|e=my>971<}BK(L>99H%poX*^W+M>PeNE!1Dv%s>zE)>+R`gsVh4 ztLxGWC>%9A2Gj;Dqx+tn=hTYH{Mdd)F)r}JXi+@(?0fomT`>?`<4ClaIy@m zx`7?TFQ(qUHYz3qvcjChmj%i-Vk%d2ZT_s;h1p|uMY#zw4b#4jl2@9HWIaI3I-%_N z9i=qw-Tor)O=cXZY1qyg2gFH?80ry~@cmob@J}M*^3DC?AJc}6|F?OfZ?{~X`}ASeVL(x?bj_et*Pzs>d|GQRkd5l)OcNyN za{DM8rac-7ypQ_R!kEsRvHO;%BA3e@9$>N^j^AgJv0yTa?`#z@VzQ|2U3U5Mvya5o zk5R9b-ONr3jX7&c;w!TCXA@bfACl@l!V=cn-z9S~E|yJ3I0*>}Z!jY|gh&}`&Ncn5 z9_5G9f3N)#-%%XUj!9hhMOBiqXdVeYHdTrrqcMf}Heo+7CdkOc-Y~iO%MbH_6G?)B z(1oDl#I_Nu%SLZ%!PnY{K+54Vv9XG>pK?+nsnw_)IG!5^;1(N-)H<#eP6(kaG?kGP zshqJ$?#3BE4O12->3m3G=m$0bPYb+-bFmYDZ_N#YHC5 zE&fbX!yIQRuQ@`?N*vBQJUR2c_UxNMm(FQwob+~M8AD<1B%Tiht0r@;t=~QND-3}h zY-3*Jg|9tf^V3&2*hJwwUI{K#pyy{-tZtKsADY|;=oqK>Y~1)OSE{}#BZTMPW6KqA zi0i~A>D!`+7f;ieyLgbuqiwRV_8|jTos!oXL`2AYqa>rC?vRNe?)>b2EL6VE?p&QM zH;LEgFobei%k4}743kFvB`~Z85;?@p&S-?_j%8#a9TiK?kKTM6T@Nc{CfI}?cOH%w zPzEff57*&JApZp20-7>Hj#JI2rcJmk$ff@G>n{f9unpxAqaUlbha)byL072=MXa|l zX9;&A{9kKFXngzAkx|JAf?+*H?KxQYO7xHcX@@85E+{*iqE_IwGu~x_*Vrr6t?f_s z8Xp-rHFurY@-f5k>Jl`mIql~a|NhTsF2L%XVk{%H%Q29~g zMI_XRkOhjuse&JRUa40(A-i93^*_}ojDO{EWqsdV@P9n}aQCJSrR~g@st%7#T^U)5OKA47 zH&jk$&vGW)rarDjNH9e!QPRc|WT{G7O&wUON$w0**Z8PE5b}c^Z=V6g0arhrpWj+a z`#qQ69=+ICwF5;JY`zN?muR_SI*}H=eAQtl;V(@zBKa67J9c!EGp2>n!k|^oK!ZeY zA7jLR`y&OSAR;#1RDE(Qmk)#5Map0Jta=F`ShPtA$c6=muBFt4*GtmYm%%y!lovCH z2rh~A{2B9Et|nDs;aAtVU|%J}aYhd&evr&p`0!|dg`Un3qb7M?6!K-bQ zY$uz95Oj)a|E_$r(1*vvOwdGd>oR$h_T-pBMG9wCitG2C5(R8ryI}BgRNK&;tTHD* z;rfE@3N2VFVezJm{Z>lXaa_w-@8%4C>`=&JXkqTW``O(=pCnQ18b2QlC0Iay>cB=w zn99^-LeAG%HPo*y#r&Rd5)$^ zL=CCns~RgcmWF97#7j+94+B*T3Sb60+O)kwAq$m;(hA?s&r7x*gJS?97~Q)+3n=0- z;Y^?9lyZ?)4}DdI&!^&c-%C*}@#%17_y%;%uo_n4!%tu9Mz1L2(Aq z)ah2Rf!(ZTI4#=}?S0)G0y+za0cby_f;TyAC>$W1y7oaF)Isun+|*ELHdqc(!`nE0 zrbHs-?;7v|{#HKO~AbbQkyt~+YZ(FnflFY0nNE&9CQ+3lqC znvzkDFFo%xSVS}*ATq}i0GA&|#Gh&?M{GTz0lfh1;=8osO@K!T%ef4z$SxH>k{o<* z>PyPbBn}{(YuPUV8g4xVg<3M1BAW`|5}ggs6Wt-fOh{b#*b zqew_skk@ED3K-Ouk{a)oCyy7kMSz!cCU@PWFvQ3*ALw(A!W5d~_o< zk#~Q$iV#*Pw{Iz$#018DgO27>{|r~DoFct1Qc*vuXG|aFBmu+ClM$d(O(&i_C~w1; zV3Xck>9K1$k4O+ui6^JEcF$CK_=uG7Ne>m8BIH_(#V?bQA{r>uDk_gW=w2Q)i4)#O z6{KuK{#M`c(i0wIKlPqS38jgiTuI92go}xihsSF<5#co`W-r*=xzfn8FJ|qN$}l@} zpckZ&DCV^Wi?ZiJB6!e)(0`sf$k33T(UgZ&HkBlT02>pbV>Jlxe`_<8Bk8_~x6=EQ@`dFjvEGJVC{jR@yDzP`hKhd)t>kIDH!z``a=5 z7|v@}W;Jbu>Et?jtVGm_B)z_nGG=4?jxFX@$bBrAUvR zM_+b`usa@1b6F{7lx|HaQLa|c%^|u#hi}kX8}(^rN#*jn^?fdvpPF-!6CHn2}CLQ6vi@6OV}i2*D_$h_KAA z^!T{#1C&+3?ATV^rv@w8urIsVQ5K(&5Y=RK#gt%GdF84nMrrHu8Xpd}Y2I(+^mcz7 z-KL@zaTv{lIm8lKP~*3W2;KO-R?f2aqcfHihgOjx)Fr-YzkuPYx2{>%#RP`V?ZLGt zEbCG9p?~`1^HPw!&eG=q$d0MgFB)hvW6Xw8)5bne?DxA&wG_{y@VwX%I-f5rK*rQG zrMU-p{GW@J#S>|syJQ2Hq@&iJQrtbpBP4{tu5oP4tzve!%kxpOr&~jx+tG)cK z$~WK*BGl`0WB)`(m|6Z`WaLGsVs{=E4}IGu+Z?#;IJVdtYxUfSQUpA14w;!-i7cYVJ%FY+js+1ds@PN=OBk&%lVpz?TbJ`J$ClMqY`yJ*m$8 zBZb!Y+PXmMk$_S3h@2$JhYO(}hI}SGx1<1e`#6Fith(t0unnbMLIhGtPRDH*Z6tuS zWNu(=NF^~b;DKs3s7Zmhu)66|WQhDURzxGmWee4LNfT$3-Wmq* zo$7o`NfV-#_t>s3wJi@#P*;Jjs1H=0(6Kt8)#pd0pSU0?@2vDNB7r4_XXh>)zjdJP zU|9p`hXf-j{~AgxI@v4ZDQuo)3i6ap(3(PNfpD?H5{n+aQTLfN%}q+4-nhu)FHZu#(@V+K*$2NgplQ{T{!EY?#-21Mwy05nMqkOS>< z6e-M17h|W)nD13Wn%!~++Pi&FJ(CSK$(~0o<9gf#%|sgtO#&)u#Et(_ zsahh7=?6`fpUhagy*%pmZi$0-`O2z|MWf#rmEZNMk2W0C9tQ-c-rwVSGq~tQ-Lh|@ z#wHS9KA*OrP6;dMsK?^mla#gLn7Da%n|^Hbv%e6tav8zdE8aZKKspg9wQSx>e4(wU zTEZ+1JL=sgu4(VUJ@P*oTR^5-H%RcBd9|=708dGd{FLzyf@$2@#94`O{AnZNrozt# z?wN|~ex|5xz)vG0_+>tQ#1riDN7RzoV%pOmJu9iF(Y=WBfh#%R4!`eh{iyqSjR@G` zxGv$s-5bW&m|}%|OZD8Gcmnba@mo8tiEl-r-mM(^upt#OXXSTx3E{ia4|~Lm*?^Ms z>&_Ocs1*pN2R9G8Lc#{0dH7seA9vq+y5*y0CQl^HyR&iw_CecungypkenWQFT33pK zp~nHc#aMzHWG0FOTwQrhz4iBwT~#x`su8qc{9<#t?27d zc9eLtSa?fzW%&pp#ojjuf?e0$8JlbX6j!U(1cU@++hxrql5J2kCQ?U_77V5rUkfKv zANtrbD zY2$~Z?w*XOoOo4a%w1Pr1-8sAdBn0%6}tc}1sAK=VqYrL$)=~v92y_J!)oV#%H~nO z9KUs5*S&RKd#`1niZwMiR*I8HTGdJl7@X^hl1^KiaJ}#~SyxC8lc!>5ROma4Nb+q+ z;&I^0`T!h|oqDuCIK(3BW-cfU)!DH}a!N=@1W&s@;}{|erCvaEyd+np84LU%K{e@( z;sYzMEIa0Lj$s}IIkfT2UR@c-D%7Uh5UQQnXyEw@57YWL4DleX%tUHg3epp(*6J_? z-;U(j;JX*9ilCO?^lX+-%q?GGRGint4}X|VP|ZKYCj^bCj;Fjl!I>$G$>QVg1?F_u z?GScrSs&oJKC->wtKo$&cX{*uPP9-acESENuKRk?SoKbOz^+oJ9*IZ{^{6(QF-PY< zujhyxB-r5-lkWmEnA1`mTGgFc${X3og9YtwBb6c~%3$h>O2f_X7k6PKK$;<1sif@4 z=n?~kH^=>HMNaE%=}ui?(d-A?x%q+!67`8cZ*i$qtsrXZR2HA1e;AdP;$bQBv$?zJ zNe!ekIdq39C9PNKR`#yC&@82rH=sA}AvOQ^XAJgcBl;s6LkH0cDm@#0#@=VXD+p7F zrh#+shA76o+rCyces!ZtY+1`qs()^UAtW+bMC<8xl`gh-dM-RANl%@p2!%Z1)zo1B z3D3|mzw&C2SNH@Fs0lQ%i+C)1H6!}ZByt9Bhgrc> zl$K~dX^5khm)4;LHL*m$Zd?Q+(mF?iAo}^ddVDXlDWd(of>7#LbmNdrlV*Y9c7f=!I@w^HY~f5m`Fg58mx$Johq4&ipeO!;-pa+ zeP&pIGty_pl00f8`$QNwFrrg`&Sb%oa+cAD*9Xvv?=)u9bT$ol zc=bRS^i^V0Af?ie5$x4uYYLJHHa&q?F;sDXcPZ{hsX*mZ@ertQ<#%^<2|B2C+;9@c@3ETfr=v;33g!_896HwEJ#81W?sf z{IB`3M+GnXoGn}frMBzFb>RC;mYSj^!5z}qzwKIsZwUER-q7)n(&7IcemVZ_(X#k+ z*Xm<;sf#yZMvwa}DO`oCE`fh2Pdwa#P=ocwgnK4>XXo_PR5PBrLYd*Ht2IO*P(4_f z)KpG0Nvwe@n_>L;^=GDZ&TzO&`!VpG$E#yJWZbA$%?iO{e-X7VTqZsjo8>{7beO6} z1luxCbPx=4sz)z5WmZ5Q0>i%+-oKgm5sf>b|12cf8`t5?=xFo4z9JUJm`US`KIP?0 z_jC+rvG_(Cl1{>O{xe&2lZY^u*v@lcV}gw8VJ)`DT;^Ozka>KG%)@;2{pX5E4$%u0 zV*y4DEV0xlEIu?9ag1X(ieQ+R8cS8%aQabHAbdH0p%zN)>^tFO6>W(_0V`m@)bTxY zsps6Id65-A$LsA)x*+o!&`pM!wqjz%K6!rY8XD?-#>i75VdB;YyAQ2_QFdJF9l9KT zHKg4EfJ>P7hX+HaX}G;(+6E~aTmj#?%LEQT^?!?Yo?_VMaQxDwq$IS79Mn;N-7EX` zkSf2~PBt_9r|&~e2-HbBv51utEwYo9Bmz54VZ=SR@iCQ!RwX)9{|iEU5BQX` z1)eRr^ea%qO-fH)VO9@F;?M`S6|s}sb40WW84vx!?tpb@>%dvQlgTl!=0TLuT}<#E zNs2TOoVi<0JkN2ozbDVKwkxkvNM$sN`%vz#J>!U*zpaN0&F_@B$dI%|nHkBa&5~uG zZ|{SvvAi!5b?cx}T0+pvCS|(Y{tbLk?l^sj42I5=%V113lqje%L$Fo$3Etvyi#Mg)L+xi_iPn$}dBaZQAyx~S6s5Y<#pNOn3&Sxr3XM;a?HwD^VJRL>)^meqp-nBN2cOO1W z%g6paA@m z!)rCf`vWErGoy7dYe$!tA0g01zW$joQMN%XFSVNzKF5(^I8#zW4>YyU{K4#Z2DrMV z-v%OfVJw2`<8W}AIYpp9lA>cbD+wX<;$c@sRv`$Gjum9%vAZyhb3H#>O393y4keJS z`x%7*H*PYp2wXt}a8wf$#sO{f`(n(d6C_flc_i6Y1#6QzvORY4$`oXecG`U~u zQz>JMSQLxc^)07lS#tyVqsR4wvns+*C|N|z5YcaQ_eQ5~o}9)emF2Wo16eelD&yhY za0%%!>1gmd6P`_uW3008j4IyuHwOTI#Sbd!dQ$xGSvTl-Dnh-1q9J=2rTU?=rXcO6 z(y4$qsIFKI=eX;us?1jS-DK8=oxQ?u0|39gE;fUl2dv#YDhZ&P&`}U>6hWFjt z;V$te2mu%#tF>DnfEgswx^{gNx>|OLGvS?E28QK6m;qtDM$OLH0bIJ!#1#o!3j2$* z&sdJB9v4Od;$!EswgtF9lMon}%X%2Haf9RaKl=fkq-yj?*2PlYT>MsYIsl*K3^?X? z)puBg9H}g|&}*>T$IhOJb{J{O3;gS8^)oZ~ILb&rfBt!K{$V&*j?^7rvoq6uL*6>K z^ZRJCc}^}rUF{6DPOrR&r|Nc1Kxc;#DyIY&6H0a(p~XP#{ipxpBjgPqV*8BO{}iSA z&xXbFKlu17ZrB_>CUuIPoT6GH70z-v;i=m)m|9OKqdhMn<>u|Xs)5}tPTy6ISp^sK zC4cKneSJ;A0H{14Gmd3;^|?Kjfqt7e>rGnc8NcCq)7QIs{3TPOl86-xvGXW|TGV35 z%&>rn{8EJL)Mj^}OS|0yb4R8)udcX7dydpqLqp;X@kStsoV4BtH9eGjHUPP0VPPS0 zkn))oR!qp0L~NW!aru$0@j(pvantxMcKa0A7^6TnQ%r-9qhfvs;vZGXd(s-DfhA8E z3Ev@$;RG6&$8tPKG)5yd^;ksM2*lovmsq5kI}k`MWd$~6G8*hDGcRRJc^>jEGoVb) z(Pr%Zdh+j0kHXhcFQ9siwmax_i~OZk%s0R#rwpGAooT+hcGK*QjC~!kzO# zE#Ox|qwbuBxA_xk5Mxfu$q<7dmGE+WZ|K)&+1O4e`;Vh_3hhNLq8mDOk`tHKfaXsD znCVtBcPRD+9uj4+h_Y9v-SlW6=45O6~hy#O5ZYQi7{tAN~wT@ZFVp7ZKd^1~}ZE9y~QFxJpg{*0DR$>=lFyx8119 zdj}Bc^aJ~#^b$uXcQ$_m|BjD;T>1)kErKefs%R{AD<$YhiP~~>rY)^t!TzG$oD8{2 z>1t1A1q?3{b3X`Cy#0Sbe=0}`meM1r3Q(}t*tTN}P{M+MMX87>RPVN+dc+jHN?Zvt zQYEKT8~bV$06iK)+R+hcYLkBx*Hhmxf|f zkJO^aW#w0;np;~`YlI8Vvzdw5KBO@xkzf}dR(8c^s|v@)1&g^wPAR!2x-Jwg3LMn0 z&mUo#W-}MP@sPK=>#oNQV0uH3N*VRU4mQ+*cAID>?Es^-!ojs9F}+^dh{6F7be(Wn z{ke|^A)<1djs}C88{8gxW6I_yd+}ejKD=7)SD^T(c0GWK%jvHt@b%uF$ z`0YiQq%6CV*R#nV2G=Hxw6d zL&+GmZQ0E6@x7LVrL*93iR zQzST{F66y8NhoQ~D%(vd_2zZowYj@6Kcelr8MT1(eZ@ac7}rFV-97XI=`ly?58Pao|6)fy{qce{^s(6L>_AgW7E-+8sL4tgHY! z7cnisT{0O=E2W{w&yZ&Js$A|%fB_~O3CJ($itXApA zx?2wP7D~aYZ0L;>Suy=x|2&f{Gme#tv{mKjiS1?mG#CBqFYs^$<)4R0PCz!8!U?d# za5Eu!Yi+@)pQnM#Y#fZ*>b;~~0)OeF7NTs0rm6OS4@O-TdJW10s0iQ+xv=!^Efe(m zQ&U{z&^a$bD9I8(%ykOG+1!~;`!I@xVr=US0#1bwxww=lt%pCICJaz~?Al~+FV9=p zKICAOIvEK8#^F@2?X#o#K0?EVm{INOLyPo=9?{4_^%mhPUH63n473d{2uY#lc^PvB zL>OI4Wt9u^BXu+GcfMitPL~jPp??7r+NyZVv-J+FosDph@$%G|Qy8H^owG(36+1%6 z|9l0q-gq|v_r=KRWUhtl)Xpd~Mj}Cn+n@J|8I!dj z{>V%bA%=2xiX^xZ!KfRuxw)B|{esA9X4tKyQXU_0@H>tVHiOsI~s9P1J-A}O-I^4Tdjz?ZBO#xpW7x~l#e)#5JdP%^d`rRjm#dE_^X-m(p0^_m*T0|g*LGQY z|0MmiYh$go8d5%&gRXMx;ZR@6G@)f7=9?rvSvwz|&wPSz#dRzmX(O|1%JtP7#pNk? z?T6`j(ht&IJPJ=vB`A58uK*pV|omT%!Q3KQQWJ1f`Q>3>qxn zZnBtKE^7Xbr_NRw2>T*(M}RqNu>Px@({~1TqMEHehpzeKtvL@aWNDavskz`m!Q(>wv+!f{m(;Uhoc+DT#5p-L*?*X4!%-gmIhI%V#< zYi8(1q0Sn%>fAZlB{GvIuKc^{1YRi=f59)|70WBhjUo}R95<*ZHwWr zveNLsAad&An1-*6MO-$^QMI&{MapSA^Wd;)IfT_xp0io}s5?Kyliy@6VQd*^P!n&; zL5XpmUaKkPF){Ts{!Kj8rbLPn=lIv}BByQq72`KAsg-J^1*H2-?^P&0T=W%_=Q7_0 z$C5S!O z@2~&<2)zTKN24vBoCVy{##LjBk|{FmzOtOmmZ(q;7D0O_4}CR-?5}NsD2GfP{gg&T z$U@D^7e{0|S4dMMLpXX(Nx4!Nu`X^)EU@P}l2nhFI&+)^akSxPRK=DQbUtJgr_`(k zG-S@or#6q3;UPUuk7gevP^3#c#CW(F{HR;p^)Y5|WfkkXziunMa%$UR*<{@s4B37+ z|JaEqGa~DP{e5@7dScDl1bd~Op_WqW&U&gfbgTdG!Ybl|IVjpCrin`bc zI_6Eq$He@tT5Jg@Mxz5h<~eCo&ha>Ph84^#pVB)023sF7C4Z=hQth;m#rONrC!*uH z_$3YOYx_~>FsfU)h7vqfLw<;0cz1Wc(bLNch=Ms{Bga}N@$bd0m^p=%`IbX6;g6TS z+4*b)e$^w4T;8Mx?l0z2@*g|JC|dUM#2PPFHy(aG*SC!OWnWu-^f~iV5h4@tEnW5< z)bQI$FrEG(=+_{MFe}OA?Qe zq;2M{?^;-kjMQfw7RcLlf59eb?JfA4D%;f#q;rO#Z`dD?j*7Ig`DmG_T%(Q2SfAm1 z`AUKzJXgwu=GAZ1OzbWgtjIzHl!9S>9@+C2D;(g#D5*!K<8U3b#U;YBTjX_m`DQ;F z60FH5Xb(4JgMd$JK2P`M>{;CW+>79Pb%z_QewQN$vO8RIwd6+=&0Wf1?mz}~hkcT= z8RPjp!n`)n`u_EA-$;LdgNNxii^YE;BmdDv82=(8|L%2IO>=V5QPy2rN{-FJ6hyO$ ze(R<^s#dnDJ1lOByW(|=#c|6mkFlod0aIv3#jU-4PN%D>no4*Ye0Xvz(_7feYA5zT zwGNLw1bA}kd27*WhxF^k(wFPmW6G4ql6f?0jWTq@v6TKG>~a61;*}#7!i^pW>;MTQ zB5hdWjXhX7NiugScL&_JyW^dLf&xm1^_>)|s0dj;Xwe2>zf9frBp96eeL*7l*%u=w z&f=m>V_8|UPMegZ%eO_NXp_<*lHpz$&?i9{?!hD>N#-fV5zTtvV{!ShdnofQZrF{~ zzZacz`UUx((`V~@APPY*FC@1OuQFa&?v-U7)ZgQUf@eISY&n?bY zgh}(b1Zz%~#SLpt@8@;&0D5M~qkZz}hW)-M0TZ;S9kjb>;wO%x++>(z!XWV+gVMXic;#oAr=LDjf?u$YrE%-^%ELPwDSzS>i~ zSjw~t*t1NkIox$Dacd%r9WqrwKpmK(aYj4Xz~ZLS1L8kywKQeSjTwT<(D;6ukc%SE zKn-`7RSpR5duZZf6ww{crU(B4HtI$6wj~4@iMbbH&M6)>PG4}SOA>0$FPY0`s+*b~ zXem)Vh^XAB!GTF<331-nP`dxb-flex z>6-hx+M+0Hikn+5(SlFMjfYuE05jgYd`xsevuFl^A2Z;~(`To$+y&#HJyaD1VNUxF z#D&^d%h!?o8bBbo*&OAVLQiUPotYx5zk@?c^HhG1hKRNz+yLNp{lA3$&p6dbfl={) zYGeHG2>Bn~@LyZjsdfZEZ{fhvT;UF(b4pV4sFHT9k0jpyP~l;-(#-7b$_Cb8Svi|c zz2MN*x2k$gLW~XGn5&?mG}Eo-^@eJuEn`;BtBPBK)A1W0yVLpI*l$^LCdT_BVCgW$ z*et2}{6W?)P3fGukp;u7pWm265}=GvY7n{I8Y7}#DR_`3zW*Xj_$#UFu=_wCKz?JWubiB`vl!^#6@=a$z|KL|uHlfo2pUA)P&RPlU%5>yI~w;5 zWVx}gl>6k zenD0z$AV>06&)2V11cJo1r#mLQVmcW@ekl5I}AW-lzQ(Pu41s2-ToIulMGcjG9!+G z)^vVO-^lK}{H{eiS*J=IpUi`fUmFhDyGWYDoqR=x0}cK^pTxG~@?{Y@5BndQrE!Vk z5c9plg-T{eMqY;mo&|N%*n2x`vZ<~LczYK-g30E?h|YiAwS=t!%4O&t5cmKlN@ydT zzF@7nOZ>@q0I4M-wse33g>i%(SXF6eZtn~?rKQceEnQaLrm-mFHm1T{TC&_+4Tm@eanBFB!8oX^RKWu z&39iec7LM^r)r|Hf*Pe?0YzCET)P+xLaZ^h$t;avrn8KPP&)2B z+|V0eSAZvU=mU;AHef@N4L79F-dWso`%LA{(UO95RMDU>U?yrMXQF|ar0F6-*9XMWu3a2FWLdkG%I}R7F@S1TJ5ykQpGdivy??fvyxV#(NPLop z0liIC(NmFO#h4Z(SfzF$cJ@ep5H-ppyfN-BHHS;V^%1kqOd9 zxacI#E+=8Hz(NNX>j**(dMV)`!*E#-|>oC$nY)TKi?`^4Wma0`CHeV^w zu)bK0ZMfG$fO^PDRiV+$jN>Ll^D9o`uGBFTM#QgaiYY!N;TVbJ0Shb|2khF!M(x!N z1qqh1vW4LeXTEeOZ>UU%aXZ5yDmU|%FNrz9ScA&q!@?ng#NvDTL!{!UkWmb^ob)m& znYa@qWh9n?dXaE2n!Ukl&0rEB;t?pFgogWuJaS`Wqt)d2(E=bMzAGlwbX=NsSMJq7 z96hRxR*^jVBx?{3&`FFnXGs?I5S^NML=$0w~&VB5q+R%%o7}|KrSrWQGYa59?jMZ zmd_qPgDQLOOVa`-V~D`&!tak0p)J5LVK{2W{hHa+Lv9)!2Ncf&EFY zmR4fJ*%3KRu;iYzU%*huy(o0?P75JJJx|`J81UOU>uUU#x%c)x9LEl;w@k@^%52yN zC`u;#!Pnz0bZN>n0w*e1er=1|*dE-@ftI&NZ1<&!_^yrV1JlbazAOV4hfqm@0 z62-VrC+wlI){PoBd0wKbV9OzNP?WNS5{n%ZdTNoOaYeGq5m1K3j7s~uRN8p5PHI;x zzUXSjn6)N0WlDk~gf3PCfZj_g*=pM8uZ>JXNj+pey1aaM2xh4HF@1d5c(ui2J09gA z!CN2D2l-xusABU|94_=q+Jp6zfBz_UeX3`KFL7HZZ=3}a)&X|6s>iu&+e&q>|4#KY z>}D~5nY64hl|Q3`Ob0dq;AF1h6TXu&IGS#FwtS8&P^}3duPy7<1bM#JCR_b9y9p49 z%T}|{hrY6DWVo~W{oJw#i0$qn>p`aE0vyO_vR2e&Jnu$1649UDeN|4dSs5yoroP>= z9HG~U(-jLbNpweo(jQ!`>JA_^h?>U^dMdx_Vyrm6TG2x=mV}1)cu@r79!cZ5Mm-D% z_0m2=bRo(2;&l*+2Mnm|77`dN`9DW3?*}mrT~%?tG2ikxY0aWBd^0_o+J{+U`52V9 z!iYF%j!kK1_c`BYQl)-A#0hmI0Bs&xqvH+T}#?%p)Bs0(t7O;f}v39gawIykqZsfr_yMeTTC zqhhrDKzAscpSz~mjTy?<<))F4An1eWOTHu-zD7_f*Y*tlB3A#waRk0p0=dqb^^P3* zQ&ZGkvXGqdQr~G3e!m7CzSL81HaACATcUjx0`K+y({Og}FE)BpKY!iB7oA$HfI(|F zT6BeFTXh+vCq+xDmKFdFc+*Si_0~fV-IsQPS~rxkM8yVg0Z*LRY@~#%HoY5n(sV=% zBoAoPSwoR#jISP@q|Pm3d&0%rq{zIl9g{?*7#7(!xjCXhKao7i4?*XmZ)W69(Kk_X zXffsOn{EzJ9k=`f@^_An2O++On zDy=T%rmBj^erD#S1MgC*9P@o=f7rTO;LDo0eL#nfZz+4PD2-tfs>D1Ql3+iLJ-V?+ zGmsme+Hns&?{^R}VlgVg>6Ufeyl^!`-R!+o^QJ`UMcezV52L}^FvqP zO=Pnq*l};k6K@#Ge-@3M*)EEl@I7d5rZfSE%U?b#pM?qh&{(P%QE2#Kgqj$Ql-*vV>MBj$kCM!-%=9aCgH6GsuyM9~ zxTGMTo1-t`oStVc8`Pf1_%C+rdgMF}Je4UZmzdIFztkr3=+Zg1@J5lU1xeIZE+(qm&LFF+;ezVe)QlwYPSO!_YuhmlYWSos zQu2}w4*W^y$e2A;_{VW7&l+$a8Et*f8c<(sPac74>-wUT3E!H>Vw_#IHBZsvEP}H0 z-4|XpogL>JBHBDm240*eI*i#77n2D`+T{=>2`w?0(>TLPImqu#Y}M?P+I2mXdsa{$R!w9;90x#eJl)%CaBGi%fTTP{cl`gAzW)Kp{~UdP8xIf0Z|oD?)Q2?zDa@lc03oxz zmYK!!gJqTG*43ZdUOsn{MtM6{3W-Sz!EI7!tEr@J3naCH8nDDhIj7!hO7VvHlH0ly zM8CU0iL%HCRBWW!^NhrAiY@)7qcgj$CTq&rBrShgDAtuFGoZC{WR6HkBBS{(2I?gX z`{?Hy#`}HjRRJA)#y6OEx#9@}LBhh|h=`*~N}R~~BSGN+-wkh2F+ zJpkNSi~vST&pEv3`3|u5%a-*D3>}k15`Q4Df|b#B2`UHB;Y9#OlyrBUHf_Zmn~lXCi@FrjpppTxE?sit!_(DG?rpqo@LsKw^^fG z&0Tw&(FkDmtUP{dYN^jjG)#Cx4L}9hqrHqF?It(rOwA8`<;mNi-D@*p8LdCZ`RKv2wz*s{39m+i|)Z4OvcT zB@R{iUb@xbhxaE>DpN~mrt(!$X|OfN*u^;wbNwyGId<7e~4G(^)@YGN3|bh zDv)qBmmjLT)iu5%IxykxYCih#^?DzPP(UYpDo-$!{kXoxlRY#XFtLk8h~C+h-M9)z z(Igb1OrD3{;j!>XN_Y9~ppzOCNRY`J%olL1XRt!PkyRyL4h^2%rI7_!$ zk&x%KRm(!#k9s`EbPsnH!ZBwwE zhGthdhT3FfvD7aOJRoRv65ya8zcAHs#O2I!4pp1+giwnvJ3bAeAN+%3|7|>sioz}W zH<0{yiu|>(|L3LE$tj&?oWdq4Db)LExErp)c+uW`-EuN^@z*&Mxkj_+USP2qusAG_ zCKR?hECJIxAkR@}Pmvhns)g_v)FWFuimZ_wq6feAvzv z!7x!Jnw6G4WrThKJB{PP}J~aG2tt#D`Q$Beb;q9A8 zHb9TRegu+21)W!^-Oa(mw2 zJWY?ub9$rO+N~du$Et>B;U0hy5H#A8I>+#O4!_v=Q*QgEn zfO&|OTalGdqmWY&sO3_VTxw-QL{)V+SGc=_tsWn*ZRSv9pjRd%<2FBgEw&OlJXoDlR^npmy6w=I^O$kLNvWH>Uu?|-jwT;ACit2QfE zFx!zYlV!wobCm-hTcOx^t& zTGrKaAVUmVB~Y$rj0aqf6nZy8hq@5V77oRrM>r5@LzhAZXhc-v4HYuO~A@=>9HYW=Fsr7GS#=oyxO#cz0{Kb!G&y6^# z0)z#r3WQ7og{{?vTMQSY7q=gs%J=*3P6hj>Qxyz^By@%+rxmCdYnHN z?w(xR#YpV_PQ8Bj=5B{Qj2?%daKiFQmdYC%79LGaYm{?|mTb)&n3u=DH&vO{@R_uV z3=7*KzH{qf1}Ka|R19W28V7i#kS$?n7fOfFkdP4E>Mf*V4qgWt4Z4LQ%TZ0Tl=|>y zbVhL+hnETc9F-muqr>Y(OC9?6qQlmdcP%_n(e5dE$zC4Sf!;V*KSlJrM4m={RD_HZ z4Ghx5%OO!4XWx4F0_}dmcl^TMBkU>}-d~Fgk)Xh|f|kRe;5HO58_*fay^@w0RVAyQ z#n3=1>;p3kQiAs;b89p<8`=KP)4isYbSD;PMWom)h$S}e+nfl@Ah*@izND0oZb#0y z8|nvmQ>>Lq$@Y!yV~wX|sUMpNOP?`1v{Tgh#?N74C#T0@n3y;BSZHGM)AZ6OU+Ojk zacGH$haEC8gI!c)bck%aD%!9>ujI6Y^$ex9U{>zR>cX+fZ(xaleHC+?MOPN?RA zP8Y@6U|tm7R~TL}OVY^9ET5l+gkZ|DAjb_*>fk2ze3hf?tEc2VV=-Cx-N&vYwIVww zegO|rYv?CoTfF7(c8^jFt1G%T*rcN#<80wCf*kLmD;u4Q9%V;2Mnd5J$Ns@Z8*py{ z?`mPti5L9p!x~Ib?n|o@KXmGB{1;KYjnNCIKM|ZynkwZ2-$<(%-FH)zdi$xo|FN$B zwu_{wPmTS5R}r><@`oK$VO$40S{5tjdPM<})lNl;mnxm{){1s+&8;~_Q+F*Itajq` zt0BR4fbz>4bS|sODbt>KYj&8pqSiI`?CNTYk*L2~*RK}#+#E5foJ7nu8iear<0!<( z#3q5%EV!VC&)WH7@}>}A_7phOx&^b458Y8|{aY8#5<@J%#qhxa;cD)Tn0B7y2%lAA zVq!MX@Ly4Srcf=6iXzs#=Ei?v>2w*o6IaKeEWNQ<&ykkgmQ2;B!Y8PFflzEe1P{fJ zeszWHrHij5Wey8&59e@Y^fcD~(@v^}2Osd#Y7RS)yLn`CkhYGZcV@;=Z=m#x<5>L_ z!l`ZeVmsJ6J$hov6XZ-EHeE>PzX#7Ol@n|T+nqEzM; zB%PK^SbFs+e~ebuPxs9GVYdF}0JusrccT94dIKeO7lKflgt(rRwrnH0^aqs53sMnv;*QpTVN2Vf+%CX#^@ z7^Xtd;LhC328TqHYg`uT@<8KaTs{5d{d)8TbByg(dPf2i5Z5poJt2sCdHr?H2y<`1 zST(AyW^n9i8ngZDWImzhG~=lLcACx00E`S=u8BJ|rHH+`PG+VgW0OF7%$B5lXLg|xzz?ctkC|=T>{Sn?)g_!&PLQA1o$CW>=Wz4_X^SiJY&mBc z9B*LzYCPUWzvdLNsgIT(=FQqvOXb}b=(FS1B1w4YhOS+H8)@jytLn;R2+Ob33fYPz zpfi{HtxO>7%g-OBrHz!&FG9OphygiGI8BoB#``kG76lx0Zlu(rvN5U&h4HIfr%8-` z{^`S0AGTXCPdnohp%VfO6StB6ON$h|1LUAdQ}f>d@;AZG_Meif$p5%S?p%x;>S~^T z!q(JSBrJ3>X-aeByV8WAfW|vDsivM^8jXx40831*d0{nEay^I|K_Uz8G*=Yih&6(J zyVYJj5VYMiIc1(pSDOz%uG(BP+x7YS;?q;TdL zNmr9IOA;7lPJpN(jw8uw3VGXQQf2z5e@axR9?AMId=Cx|KG%JDw2+92aqFeziGnRO zc1hkHT=)uirBqG)roId`eITIxl>2ov0u_ieFCFqWSCcIflj26%#Ib8-)T3nS`Yl$m zg0&U}=Crvq>BWup`^+vjUG*W5r=*v-wuO4KYO>RDb%u*)Uk3-b>iwQI@lf%S`ht7) zk{+38g>YXq%53VfwqefBzVq%f)V~r$V=W#-*4P2ABx0hoOq0EGo&O27WZ`YSw*95% zp@RHu2KMb!`)gG>hH|CUDg9g>G3AiXlGa)v&B6B6>d_*KT0yg%?rbFenzHJu^zj#o z+q_T)MW{NjT%z&vgKz0M!v>z|6uQqk7zA6wHiZTSq-!t>)>(%Yxa5IY{e)c8d%_|r zu2Bp<0ie@AlXw76>esxbL+c+*usw_)?XVDu+RzA`M*>2&rjw>JTanw&>elz{eeIo> z9Qn1+;nvVJ*M;V7H$}q?aJ$x;h%=D@=!2dJldygws-+g;088u07A7a^jW#lJN(SF^ z=?oJc05T2PfOGlC=dw;4+VMeRv0l64x-7ZLS9zUe+4EiZo?#hOLyO~I-)q75<5FA8 zf_?^ig)bV6#A>^RZb}mCPX2Vb6=;bTF3vLx(0ylX!09!hD_zq@jHb*yd+F^TE>S;O z3ZzjK1d8am6mqK2_&n{Iqo4$0%(kegVbU2mrC*bOlIfDs6#?+2FOj^i!0Ywb)<&|d z#N6zcuY0)Nprz*LevR%eoR$s?Cosm+gX4>0ciz>OAzCI%fx7Oel>_oC#+n#AOg4$f zf7nHSzpzl8^k)CfaQHVs82++T{il7$XD*>akwP4#Gw^GYG~S7ZpxQe6Wd{02++7)1ha` z)7@C!)(nh;8ZgB3j=zfj_1&oYhDS!boi%Z7Ge_w$dsq?|*qyx`YD>&ycOo&Hf zmz3Kj)$KZsATz76Q0(MxAI3hPqZGBiZaf#8AOU>@Q*mB(y4WL0(U33UVNRS9v-QYD zH&LF360Zm|NREbKP;3Ab_MMxXKmI=Gt)aPA7X~nyJU1^j4J94G^FND6A6QW#6&XbhUKFxp5qwohklIkFetk?1)OS<7GYd$}87`!cvc(*q#EFsT3jLzj<<(BCS=4c)~v$inkh z{vL=hV2Gk|Xw@o;u=0 zFEd{;_^HEYc_v$-8u@=3bKiH6fvaIO3TFFXwRNwpQ;UzPBNj}4hpw&&tsQ{xNu zm}9$7?(SB#;u?*2FxhIqEr>D)z3~7`l!r&dEhD%@i&2<1I@iKKPEk9=UtXpta`1<6 zW*OJ!ELieW>b8(%jd2=!7;ByrmG~^4lNl~kZ_vrK%=bU)K+YCAuT-Il_DLixvSp}KOF(@ijZva9gt$*L*{DMlbJxPQF?LvMp_R1KAiw!}+kB+kJ(wRr#f|UDpKu<7*)Wx7R@!NUDnH?l}P%^)41JI?Z zqWe}F{^KShxpxl6&CbZ;{o{Oc0AoD#Q4mzVG^rc~%|6?w7MF#Z*tUrTmj)fet(Zh_ zLCjOD-hpQYHg$M3kc1*OcW7Sk(iAkET<1O05j^bp9{u%Wm!uKY(x2VxGX;@=$e-N? zHeByLhL?&Lg;C)7==Kx(QSgHqjEf9BY7Les2d5fL&MPcv(WD!4?eIq`Jvd;ukk3jN zrnUVpwIvW{OduvRf&?5lfTg5^LxxVUa3ynL6*`eSJ7yGKwW+=HbEUXVSG#hRP3Efu z>nK_Ax3Q}?g#SLWev^h|^YqyN#;bGwUrX-)EAsW3i{m0=EGvqr0!x;U5mWc&I5cu0 zz3l2WdsD@X+@01`xD^%4bnogdkLtt45v!+_2e}Pgf5X0<9*byw@}irK17L0x`TURX z@OQNcf5539o6Q|zuGHX+(V+9*4t5PIS4Ka@3|uOHgv@Z$q*lwy*X1~3Bh=N1ttKf> z2Sr=hkdWrm6w&1FjHD)0_$#GiCGk$}M;G*TU$=a6SGb#z;VGI8J4-FfD;4IfH=2S2 zCa_ld>h}>ecm*KA(u_5c^nxp-YPTmE>A~nkFR&=ZCs{B@j7AU5#WlWf#tEX)aeY0lEU-CDC%4M+ z!EI}{@#pA<2a$Ev=h^`_eB?{SkEx3#2?#1>V~3_;FrHCGIcP8a9%o%w&h^e$P-VQa zMh~RkUsNyt$fBB${*_uVd{9M9+f?bW%EZ0cYCr@|I}tmU7))KU3VIL;b%|d7(?~P+ z@Q4rUSqZYQ_K4sdX}uAj&~g2KqzjAF0W=LPzogTk*YDCF2`%~v*i4PrQKHOo*}a-I z8w2Q{29|gUqhv026%gTX7`XYq{rcS98Y(nbAcFdg$hK;u4hoK?-Whl=tlBw_?|GM- ziC!gXT)}u;4JWZAqVC=#W@$TwR`IFhc$Ihe>8h^bwn;z}94hs#0ZqyA8C7RcsP4uz zikd`io1A8Z>rfVlOURmKVOsK#x8jq)lDce%0B)GgpKMEt)Y%IPwFgNN3^cZT{IVjuxnCl3-8eAlnA1A32ko%_^c1#1m|&d%P;Rmg6S%da?ij@3mNAQ zJ#?8wEC%DU-8a46VMZk2G|guVq8Gq9qkQe7H(Kc8$335|^m)^g+E7&T+r=m82x}RZ z32Z_NN0-gVv>3P;LYeCW$Rp;YGydi`iIze%njb%a`AIcHHT?gD$nR&CKo2+LzYUSU zuf2aAvi`P;Xm8I2=qu^(>$z<25<8>T;sz11nlz~3JN22Z%-pr?BS!?NP{LeQIkBZk z?dqA0Z+ijF!*T}8a$8zt$tFY;IR2-6=i&Iu`|ZNr$G%rXsDN*!>}LT^9LD3Q(o_RP zE@RiIi7A=_S~$#k?)PNQ%2HTAUexqU^4J)a=CBCiS3+~PL;harenYEN;vU1%=~UPLw=LY**Md>Sb^8<+ ziTJ@b#F|NSHW6SjgfbmoY1}r5%BS(M@O8qdPau2lb2*ZH`qaFfA&oBPyav?P{$lJ= zqKIcD`~>~Jr(gO{G2#8$yRWmJvLffa0`>q`=_w?3r-mN>Z zW|?I60L=VkQ>If%I`8ZxbAk#zf_Onph6l4in??Z`!^e`*4CGqP@A|OF;9yXw;5}{tg z21Sae!X(5n7G^b|b_^%%)Gk4bW(|P^P9WartXI9i++>IGnJD?jSjnN92R*S$A<_Jt zEQNNR5llOoq2(pP`RkW+B)X`}d*Py+i=~VG+Av*3#rVqrWNYW;Iv+Br*UJ*;S$09u zwV8xe0l^;^*)+Eq=i+*@(l~%o?BZ#do(ldo-bATqf#9qv6YX4!PFAVN`PVqxi=+A!` z`+Sv@dh~s1H+{x-JK}*V7Ls1LREBKTlA{$Q-+g*Ue=rDD1S70UvB_6-P z^?LHK<+c8Be#ry*%B5JrNY1a(xKtL!wri~EY&K?W)nOSWlUB|;lDtlzWTbKFaLoi< zUMEL}u2C9|LbL4#>{jXl$o4t~_9bVe(qm&|SvIG#dSGZQl|=lear6>OPARsM^PfsEPT$s|(Hc1jC1o7>Wecxt#5Tn|U!{p@?Df~@ifUky zIU9_J+z&BET4RUp$mSRGQc!!{Ty*siLRddfTG(U!|NB}ZjNyf?zq~;l)T$ap?CF=@S2*PDWk4y4hbe|U5|C;@MAQ( z4d7KrtV(w_+%K-~f` zLj^Eq;830by%*>1^=v$X7@(hrIJn8Ua$;{nAsE(+r&@x@h72Fp!IPFt^1jB^w(2eR ztnq3Z~u((u>dE?0LuYlB;UBQydtQNjQV>M6weRI@0!{A0e$1F&1oL)Ggmv)+)E zW_xbHce#D28D~K`1y@B4?yh{AWZc`-X!f?cszU_5e0SC3Z&Q0mDn8iWlEI-~I5Rtd zJc~V1^;Ve6!RWsOcSM{#o_lxS1ugH0WZ{8O#V`Nx4bVsir^wYGkTc3eR4ObvhAsvNwR2HFu}@}xfO!6-A~%^4PqljzQr&nV zqZJETda^4%?@Rop_#q@KV9k!ADvNdSt`){D3(d zR8PXHFKMl$&b`=KH~ZM?@-;Hg)Y;b)t3Sr4yUWmX zRO-=0(1qfF-E&zLY@dEhWe(Kw2Oc~nw)oFf7~T(%$j;@bj7?zV zk~uGlB?7an?xG@1Mu^5KBnQGuAauXkxbzU%j8{}w{TED6ThiG1val&9pIpHVs*+CR zisCiIPJ#a%zyYR|3XHMK<0tCu;HKJG~x6KjCMS1d0`{b8+d-kol^I^E!93xxB>^4jfX()KmeVp;Yvxxct0ZQ zQ~NA=XZYgONlO46pj&EG|V#vhhH^f zQPs83iHe)B3#v{B}NJ~U0WESfb&KQo=3j&`TOI4oVYrhx^zafO}7BDpm?$Q|%3g}mG zG<tb~tw z)B<>aX|7vcID~DsgBRp(UaT&u+lZ32r(&)?C8(?n#gs0gFg>2mZ}JkX^ZC%*XfB2b z=klfOS^1_J_5{P!V?s1}YGz^CfF9?1Z~cv_na*>LtMlNPrMXEH=33XevyG&VIPlzW zk=F7i>a!_BeS|K01NW7$J|aCW>XlMIJ8~>U=D=EnwT(u?wP%lA0J*0{H9tV$Ljn1& z5Ac%@zl4-cYPAmfb~Io&UgASdXF{^O4-+IO>V?|2AO65m{KIZ;$mikUr^MmnG{%k}O9HMBM+{T*it zguyXqk}bhT%^sXnH>O};8?3rKqn`9?Tc1}eOi7du{{-RZ`(r8syEkY(2}LIlDGXmC z6(`D)RJnyt!^?JNu)H1MrW6jGZ*_aok1Oc!z2L1$kWF(iTXAXu9?W$kl36BwMpq7i zTy}ota9VA;q|4^8-MgH*%h2&L5^?3#JFX_xUHa%J>eJX+B>EVgqHIX>W&Nr;mzo!1E^->{;#bx?+b!=y;N_@Or z8fq{0`R98%kb?!e2->rb&HN2w36|=o>*uH<(-`kq@a^Y3NKwbpVFV0sBai2PH83WyrMBA3{FU$_yJKiGh*?c@HQ1G zeY?$!j`^*!N{JB$Hu~g^-tPEVUW9CfL#f|3e(g;5siJ-9vO&3FCs{yNiI1}hY~kvm zo&6g4?SSz7y|%q}+~Mkp0ZvM~Yg97<5~={ZE8-K}HEizAf(4u~0^0>iDddny{Sk6j zK$erXffqKMwvM)jDZ`xXWFBTY=kBwxt`VTiL7N~Z zdFx6tiZ+zRTIS6IEA7|=}T>G9s6UFKkbwVTaiO-d@;RIn0gRAH?7(W}^^A{?SSA0&h^`dwxsLR27xrI1w zvuxbOaQKw2Tw|@l0A1kE&ct6)OD;>8IpilY5bzfYN@zA0ME~7E+}`maT8MZ4Z(I6* zlzs}Hx9 zC8xFIF{XGaqzd5}iLZ_~Kgp0BQH8R;guXW$-v91czv7Xl15qd!6cl3%rfBtwDNCSJ zdN!w5<`lp^pmwB(ilyVby=g|pMSMw@skfTK!FFu7~pD!l>nl9Hd`&AHTIiGhl zmZ|Lv*;#9YCLt{rF+nsI0`mtPT|7cVSgRP?~7JU67dJ<#3@3#?FUczTrm zyMul7B5DlVkY}~MwibQpN?U$i89MVzIxfS+wn0`UA=-Dclz+FN3D{;5yoH-!f46$>CKz!3>~ER%B^p&voiz`E7~u$xZn!)n5+MM!GRx{Dvh63hu4-YF_b0vBtQQ% z?oU6;*$vERPC!<{mq0^hwfmSaj?RUH zUPs8X_Pukb`fXy9O*)o}mNjF_u!w^g<#kC~`Z*01it`LR1;1bRb0nvs1iBsS(1ZN~ z<7V5`WAEbnTIH+W@^>|+>SDwob8Vu;9TxqRy(B!n@v-E3N!>SHAGQMP0VJW^OQN;>*wsEc zX1A%oyx|RbH9D+s{;-zN;cBQu`s#CZGM~oi&%j#p@k#R&%24G7{D|~CmVW#!Rtf{| z*2V5t5sb2dTkWA>(0N;ZwY|bAa{Puj^E9mx^!}l?+faY_b4wSJuLAQh$utyo?3gK+ za{02VX@AwxwWUomir3-2p-UXj7>W9$zC~#8K+F1>4thwX)DC$*`it3zg=TEnw^}as zW9v}I49Q{xAgCJf6`WB(QOe8RO<$PYlP!Wv%@|}_yn>be@RRx@GQ7f7G2#P)Bpt$hI37r!Bw8@3vt6^dSNtgx1jcB0OJo- zBs%Gc->~>8P#s4kr03QCLLRnCKcBo*6}~Z;I|yIS?|)RwT-p8s+nSN8-9Ub`8)Xh` zxe0vu$FBa{AEIRrDEqf5^7kUb`5#f1+;1x`{>v`e$%ru}X)?yGT&=#oo;X%aKT`%y zIlLt8o-svJ^V@CtBA~_HYH=nQHcuFhIadWY(Vc0`SVMd=;BTZbEI zZ-8@e1K+#VtNv5is%e4+oOH8&d;XWfxnwC^YMXc2Gz&2EUAU-2t`^bE6PNd7i{D5V z`B21>kOzJ!Ny(DhNu#@HkxcP1H#fhOrGJeMMVoKJ2YvsgAEtdTl=$OAsQUNRh&S0S zW5tSwpIDQTg=DTvw6_o4!oYrm#Qxfv3h2NmtI(U?@rre}VI-S!1_HrRip7}6hZQI4|JTjFddJ%9-%P^hrD#-Tbw z1B^ami6OEW^6@^w*7|AS=FGPJdB*N>I@Z*f?8>6c7)8`uA!bsaYl0jiEy^X6ye3dp z8D$xVxB*i3bQ>)uronEZ0tU2J`6!kqt8e&Kk(A^*_Cl_F?3~}N@4-$;eb&C|*;mF= z_QJ>MpDr;2gs-v1thOF3C;U=LGDf^T2~2a``(Ss0)OLvO|F zUwDg54O157LkigB8ajhK=xPqSq;x%&ScE3LS0K)X+f zxg7b-qtSF`DnPEMy0iH_sk!~)kp-GNSuq=RcYkHewy~Kn4B`cwFO(Qmo*{2OCYXFm z2XA-Le~f4c|1@Lo9&>?t)n>IZzCn?~VP@lMPm;z|6O&ArBx?U zsoEE&KU3mG)gBDf~4G1*d(2hVU!uv;3y@84JkFPKL*!c-kPoFOhE9S8U!(~NN$X>*Wg7&gBWB%G;*`yUc zC^85}u{30IP_2m)NtY2V+`E))G#E(`yd(Y6)1bdowWWrJ0hYD3E(Azqy zymwgD;Px|!EBmR^Y7AT#BqeopZ)eQB=6Bq<63!4D65S%Y4U8+Xeq#TEYIS%=FcTaC zDm@(6Zd{KbtsCpfg;6bawraZl4x?F1=Bqbs3})F$+u~!%y-PIta=RjZsj4%4>a74Y@FsH!?#Vu zLBN0*P_VKxXYFz{51p)xl$*b*aW&xG_;fXxy8H!Ob-{fH9I$@Z?jWwitf%2Q#+os9 z)3bj5ECQx=;Wi#Q1~-~v?DcdatDG>l>)a<)UD;oYw)%g+MOf>vM{$=Tho1CAKMh9*5v+p_DEK1F{;S`i_ zwp+0DME|iKkgHDpw0O0FKkhcZ@qocOtgNxq)%MjbQ3IuH+SvSdWZGOk^RwoAJWw$t zIOP`dAhpdO_RkG6E(Z8o_H>Ra_z`OINQKS1bSJ6pg+}>abwG^ei_zR#Hxuq=EHKrM zxXT0{dS2?@$S^Q|^jUV3uwF1Te|Wa2-ag_R^y^N^uR?96FeAraJ3+05JK&l0v=4=+zy;i$R^kOV7v;C#-!cGnP8=@PS^a)wUP;2e`%V^D zxRlNDe5roCwVlbpm1G7t?rGJ1KJv9)c$CG=8y`V}N2mcfox2h9_k?l;g+>-JtAq=) z_fZk4>n#$jbY<1$v`;Ol?e}d|sCw0QCJP;;!Bhh>da85>Hy-s77f#O(({VXIw|>8v zl15aSfS5?NMjReYrabdTOlZ8OwBcVm<2hwPkg~fs7CV-~R2VFG@j<7_S$AV`A$yPy z);SEnQk7rEMuWc*mP3C!QJM*%=&&rs{aK4XmeG%8r4YJmW&RpS3fn`Q=z5lIn;Qa$ zl&=^ZXP>(8f)1I5CP7C{2~f_N6%js95N8jiYliG~N7{$awDu^#ngsqp^f)TWn>s|F! z6bj}X*`Shhm#>4%25;ce*!zu@E66}2$6U#Rk%B<$_+`It=a|OQeq{|#(;Zv{M8$ znIS{#Q`O1{FQSd*prD$VyO2O0n8D z$;eHccYlD&wSGsPw=Lm>k(TWVf4GH}c0uHq=Caj#t@f{>Vfmv=}XUt}+smHS)iErc6UaAjE_fBS$1}g_7 z${5Gb4P5@a&|Uo)W&Z4gn2b0U{-$hXxMj$n$d99_;5lPug}pRv&Zw^GZVW$E+fLsI zb`Ww{xO+X_l65$cEtDbq=c5^_ST0LP5%k1~bI4%(eT>$Qh;bq>|Dc`xX*t0}^+EbKbuh61 zzv_^2myEDQf0J(BEnBtg9A!{UL&35qN!r042afj+RY*x4#Ku~6R>d7Pm8U3}jqL&O z_Zd(Shb_ad%KfU-1*OoA6c60dkg#-hJ^l>gf<8jH>-Vnf4$k^|X8d;Q+4N$;aFU`C ztk!eTzB~~!^v655pC_6=WwEBr#OAq@Ks$fbwuPlPo3d9>#We>3`QFs;ZBp`S^!x-q ze!RpUIP20s5aPvL9rT?}YvX@>#Y*ks>RzmVC$d7#jSveVH^QGY*~fUNWu0Q$WRRgY zHq@p_@o_b-+0wP}?^G_FQ(YQdU}l!BZ_t@gS?L`F1a5 zS*X+eg&j8xb#*&Sz{^8_H1_J7zq|MCP|5>R%U+`DT&NL15cP!&&Z>$H#JJmfN)U*0rxiWi>Sx zb-@WDa7PjVf+xlgZ18~Ci{Y{pHUM#{rLnO?Qg8y(eKy6IfJBPHWZGTu1v5@TfgyRb zKq9zN65j)ATiZ^bOIv^JnRyZF}L zB5juNH7~C%!{&SOyi=#2&Fp3Fxd$3P>(SPB1OdLueFqdNqR~E-ZmAW2XNLw51e-&= zTGV++y``IRKT8RM@Nw=Rk-ii4rZnzETSvYseYP3}5s#XiHBpFbnn%g2@*+5e8i)0J z5mn0>u`EY-d3^pSm^9%-9ak8^pnn6C{{4AH|DRLHf0BhAWrvyo3I=7#`ZfoGLfhD7 zc`pi_>zXTyt%aWoAxwL8Kltb!{4J&MNN2g_Q7-UV^#X=To!PHdtVK z(*JPaGe3;)u1-znHvui5p|1Y6=jH{KibH|Kq@=W1c3beaNItMC14HS@Mq_XO81$p|@Np%J z!S7T?7iyS(>tq)Jn0({A?@qVNoz&OcM8p;b>55~*2@KXK*N{8;tJ6p<91A_zShpXT z6R>((lL}ljL3gdkm*b^I#2Sk=YW=w{vp6L#h^^a@-}ucws&2D#2q(69WG}EW>O&Aq zUTH6E!~#}HUr>0oX~f-_s&F{r1yc!y+q;4;6S>ysKk5Gv_~A09K_)Qb%W9hu+?>o~ z=~s)Kum?G&DTn4(xT1R5NRuB%9pw0A#k8k*XJvL0xFwtF<2qP#pe<7L5hFF7Sp;{06UP}Y- z#g(#YtklMf!DlieHU0>YDn3t3pC3Ss*B4JcUO-6aL%iRf^9LkwS5ZdUtTV+c&>-YC zWK3Z+AZ%I!6VC|BQBgr}x+E4E*9@meJl&(y?8I;2kQn1xVwOt&&2P00GQ7ernu31% zGDwx)m)u@;iLzP0N@S#wjYQ6wH7&k}D_FoOW)SAH^Mb2afVposQdXcrB$l3A|t=?2{l$yYSep<;~mp*IwZept(c#-s#^jn$60qxfBigS;n4ELT!|fF_U?hIc@a=@0B+cHV)q{LIi8Ng5Q32aw-SN;BK}hU^!>I=~v=~7~ z;7~b~KWx8Af~;@+VYsq}ZiUAWF};OE4%rnLlvioiZ`CO%E>#{V7B3qC|btlV~U@o$#J|N7op{ub<( zHNW~}ULs0jt51p!G0~IgeK+(oArvnBCRARh{7K^wO< z7H%&bB`AxpNUeYDxSFXGk-Iln~z%qsExi%7%cH&4_K-X`ZA>pE06frCUfy2r&B|F#4RO{j*b?* zf4$i=VT%bkobDH%PjZ%YCeE*!#AIO!3-AmoMuB;*XfM z?J%wP`-Vn3n4SBKP_tQduKP8Vd+j=meu<~xRo4gzQss`tDqCNOx@T`s;8k6FxVK7~ zab5IV7=D~-fdZebx*Mg=q7PmcQ1Ojl0G9*q3Exb%;4emTAyc*sBm-p7j7{4i#w~&G z+ZTGdb?!sI+jL)Q?eBiBxd+f|n6vYJ?%4Hc%-ozR)rt`2uk{1n zSdgN#HUjLGz}(G;moC0_=WN)mQ`{r(&OcmuU~Todnm_vy`bVGN;DE~@W*hi+dMCd-n~xU2S~o0Co6SQN9NmdEy7l@b+au5fityBIW2 z%sRpkzp|A<0wG#SMp>}lA}ONnE){tChiD~Xk7)V_H*LIHKS4(F)IytvD1=H~r3X;@{*RdYpS}|<>IUh5drkhnh%o(y@HH1zu>GSC z%P8QJH-9XhoC_>-5H+=@Io;avc24^6H8R`F;TIDL!n>y?$RhEGaug7!6sUz2mls;y z95grctRz zO=0UkZbuJXLK1144NqN@A>trNC?j@rYEwe8ju4J}ve)#M9E0d3B^A57R#p4erhqHs zF%m2(^73|_JeC$7@YTqt5&dhV&AS)0-Fu~hZz>S^orom}?35JQ(I8fHtW;%XXqT&m zkp7%?ju$o&59C$*N|Ec-!Dx)z3aP(c;2N3SdV#@Bpk&)_(lP&H#deCwlbTHOtU`L+ zJ)kap&)rvkKlC`x`|QlOZEJ>FqZXQe zui#EAB6Eu{ZWn zciz>TfJ4C>8VqgiJ`X0JFZRJJ@+I?qpbFBX=_`IGP*El88-{yvw&8vw( zC6TkpS=O+uA*Bmvox0W-NHD5vPH#>YpG7qiR1eUHB{BBE6dD*tOF+f>ipKSP)#V7# zN?3P|yahz~yez%I0?t3th@|k0uSFL;Gh{Aw7N&Ei@a4E*_tDHLME~%S93m%FK=~(D z?$2UF$X^ZJ|HirgTO@3My(a&Osy8ZAzH6n%uBDVn5rdM*Uj&MCy zM5xcy=}Sz7(>X5h@hMIkiji*Xhs2wznh?sGb2PrI_|iyK3{ts&B-LFvU9~+jEn*m? z(pr8V6iKR(J`|WKFu9|c)$bfU z80(iX$hGXAa-vQ{Ktu%E8Yp^8kxbIrraQ=|cqI*5iz1DZU@qmG>|fw*TRHkNaG(7W zu23>#>wn!T?2D?fsFBpsQONIRW4R?tLmexWFyL2f@?kISKM4Hx=6WlWaJ$y%7YoW= z=5hCwUq^mu-AuwSg2d1$JH=hAK=3}%1RSmfu6>@7UH{A|-wl5gK`;XBNppl!y1)%_x8$nKQibnem3+n`_nG8viA!>Q+(9yA;fG%?_DU&qWj z1lqmy*gTBQa>F%bcBWXB;>yPWwsf1}_D_CS*kih66Fl*Uc#)LiN~L5{+cNZXDJ z@IMYs#SJ6$sog(tqWZ3S@<`-I+g1A}zp?O#uLr2mcMzfbrTQxL1PfBTzaIgF-hHGb zWWDT+V8&_f!mWa!oC%Qu$|u;(q_wV+AO^JAP@XCwHz?1q4)clzyArS6E6OA{$Qsg& z5-bMd#s^0shxa^L!4u*yZY?i$Ve`NBl}W(5g4K$luX}~sSVz9x135LCkEB$q179=c4x<^WLOQQ<>`*6myHWCoi?_uJ3 zxkQRjK)g=7TzqZ{JT)($@z?B?XHTXKq%m0t#|P72z5Zc9Dfv)IHf8tNznu>Mp4(af zvM~Oqn#y~H=^))Sj8vE{W~(X*??+l{rmh%2O@H5MOAE zFEx>GeufXcU=DRF#!7qTUIo=im!t2)gTn3IMmur+``H!tv!k%Io3d3jhe8#s_=K3g zqjV5J74Zy8uLQxt&;klF2$1B5h~L@yR8$&&Z9E^vtm7c>;Uw^z@S^mD(_KXScTKk( zck?@}XfyN9E)FBo(bodtHn$TFH21Cgvd_yhyH~=V7MR@vNzZvd(R=?J50hAG{>t?ezSSczJA(Jumm4R+-|L?|Gz}#( zAGrS5ndd)wY2uSi&OM2ohy9FY4G-E}%C^8^q6uxlZ}{cm?LPW#s}^4WTHO*N`s+ZJ z4NxHaUfc|>L4Rjbe8(aJhg2Vj|DDi@2(OWq67zI0EW8Yxe#NI{Om8h1r)JhO_T#}p zLske~MwK5`&w68`iPv+Tn{tKMBOiUaxJoF)M(vAa(SFEr2NaD255M^99dx96^ihUV>lW5}8HGv@jg%qc z0B+lVVpnhj5(5u5q+S6n4_jJd@%$^}6AUnN28l{sv2Y6MP+6%|@4{2B=Po1la-q3F zQ}B*E0EOO?LO4tr`MiT??CPEQJJv3=e+Oa7I&UlP{T?q?oAVu7Jvn zoJ=sp|4dT7UgBomKX|N@ZfF-y8W?0iANGDY} zsgZZ}k24vdlT;@IBGVH{lLKYG!@Uta3r3E?l1AzQ*}R4Wd5QF9d&!BHUEf_8uaDh- zfNdor9Dr?KW%U~d3 z9D-_!CpUh+3M~61U!SyAZ4F{IUO;tuLZDS7b97uIerqSfbnb#)Z7{nB9BXXpcGw<@ zT3|JZSGwCxM&f66al9FT?;5`(*`?4_PY12xSG7!al(udeoO3?djvKEHope=n^Y1(d zw4)n-^SG62r?U?-3nlWjL0lclyla6c=9O-R+Iil>RH)%?Y`_!AqvYXAHuVuJTYKSJ z^W9}s$%EUd$*$dro4gPD3dKh2j%C$npoDxc9*F|}g2mX8T#>9%#Dz0y8c>w)GL-!V zI;;GLbq@h*?Lq`ZREU~j_!TG=g^H%bK@^k5cuTH*b3Lw>s(YD;m+)9kb155gzP@@e zIxXFdn#zcZeA3-pKgKv3Qv;h^IZBgf=sx@Rw9h8~PbjtKp^55bJ%!eVWEF_MYfODj zM=+s@a z$MiE*k|I?3`e1R59Z-)v77B^e_gw?I=KF-xJs`d55wHV~$)kiKi{3I_MjA%89i#%} zDFBehKJ?HS0z!p3&+_a->Gr-|H$a6B0@H+|ZUOGx=4D{uuM;ZTW`l=CkvYnhEk^N?|tm85(zLFB?miNh>uu^46yj0OG>pS}Mv zk_3Nf1Q8~^_}{*^{?-WNU+>6&xhIrKlxsPna<1gF`;OF76s||cjjLwcg_ij;JIsV`$>60FMC#aY|PY0q{>tw0rOV*16(}| z8DisKCjHomgqFz|O)uwbKtS=ml3^S5H}nI_HwLF#0bPT^EEPhxU0_9vv(lGtmH?I8 zv!k>CAk(hU^`oV5@CfLR^Ho*M3rx_#5UVrM`~-FsJvpj)4`rAw%bw z7d=iVx0|`IsE)ba#Yy5G>-^C*8)Zc&)OErPu5Vj3{vl9ztLfJLuu(t49&<2!QJnKN zl%4YO=N8f38nH0k&68adzkULaSU%}N+nHDX9IjK%PRrAx(bN%2x?hI1cUF&SmF|4XF*%Kw7czN_Ml)1au@c9kzl3TEoXLM zSLbNuJ|5BLxMU_MDWeGbECpDR=8@~AZ}g7r0;tPWggjL~dSdLS_pw7|dlvi~Y3-yF#7skY-5)MZ6z72i);P#Ug7%m zWGMTdWoSgo+{uT9Kftti3NNZpkLnZOg|;k}m^%~{e}e{?BJr&=)j?;!C-XugJGVxo zvm84dWCwMEp>GQa0^!N63jOpkq}hZ-ybu{BRpocs^tt>_j*^V<-~(rDU-4(-wzl@7 z&RpZrD~Dxny>9geBeau-+!=fK;F(UZbRoQnLpYfNa^BSST`y;KwQmco>S=p?)H@UV zykOL@CWgNSUUy^2nHBK%>^_f~qe|<4Kj$Ej9w&|6{Ktmt&wi?e_VVk03yjeJf9w<4 z|1oNH%&e?cwOJb&xngL|Go(5OjJM>RJP4(92cGw}I2^gJ;Ts4a(3RB<)>yDi7n8)P z5k|R&5x1`r5Er#>6#1Kl*{)w*Uwx?LPmu4OYv#m3b`;Nu(fD}8B&ZIZaI`_PjC@Q_ zY-G>w#x%tgHB#*DDZMK-&2l%H$uV4zV5!nTzYeKlw#y?nxr+ZJjsj(_U^MFB(O(YH zJ5X8A@QtJXbY&vw}{3%0?T{%q3dJp}cmUZM}!O%xNB;#vI z0SC)`S3fcE5~@P6b$Fa4{~0$-;mztJSalb$K+ZC+XJM)@{+nD!!K|aA zEG-9yy7@_RJy0VACDgQD+TpR23OD5m`^-c51jmuoOA+mMpw9uHmcl|P@&-lHXXGL0 z3Rm+!%p*7UgWO(eeU_ z_bLvARsrHo8xOrB(UxDf1%(J2KEFl-Vwi)fpj>dym`S*itIhA)4Ei`f-8ELgs{iaZ z8M^2ynSo3y%6fHi|HRkapPqyw!ZyMA92*BoTq!+ailb{KX&OVGHrddVkGU)p%)xpV zyHB=tGZ9T8LZ4%2AJ_Ou#i#61!f^FDM;7P(^%A8!#WAD{WdWkGvdZeDgZ$jn;B3(R zyJmXxw3XdZxrS^*KI^W=-I}c-foQ^lP zJjg<;*HG?Hv0k2ng;08+v-HzWwR?yRTtLV+y;)aBf zQ4;kfqBTSo_U(U|wEjGkY(RU#|J!2g?`edc@h=oS)!c{G_jT|@eEUvyVoou>rHpeZ z@Tv(BO(Paqw$@Y<|KXEW5mFalz>y%&%dLbe;4-Qa?>(v?nm2cgxxH%Yl$qa&Lfsd4 zds%thNk2=k&4@Fs6qlBeFOpCsPjwNKSI=d^SI!HOLMtfML)K>|=zkp(TB$oac0t_9 z8)b`JIqw?XO;2B7ytZK(60*YWlWEc(C7`0Ba{0KAijJG67^ZjDyLIg+3;UJ9*ADB> zZ;kHrhKWnHQ4q5$m5C{s3Q68rv%0Qq#4ioAYVEdh$qp2rr^lZh zTz;Gpx#}=h$haL~=d|s22xwLVBD&@mJqx~o-^SQ824;0TCtABVZrB@SQD2x}xP1l9 z=uIrsYC$N(lZ-3g>3~Fq_UF4BgNJyk0O0K+1t-sW0hGMi_F;Qsgzt!aL1l@s^y4mM~c=G+dx8_B6JNCO@%7m6)2S>)po$yWv7W$D1EBU@e z3$mzuL;p63+pMoMwfV=@#KVZXGN!F@GJJEAp1)PYse^d}q6JYILGAzq{)`w46%yUV zaEZs5*{6H+gqb<0Puzu*!N4z{(Mc&Txk$4&I!@9$#C~Wiv{(rj{V|p)h5IQB4Cdzt zeheM$`#H|*(U~Y&-CDcAo}kGf5+}Sk?SGtnsCSx|Adq} ze~9Gk*r@)$IT`<6Y|;H^u_di0i7fZWs=Q(`KyVU_i6|6;MHL|`JJ;k=yW(5?=GXW{ zVE~zR>mYupoC#sq7rDIbIWVEU$zpnK`f!(CXfR|M-@3JP9_Fhp#Ngs7w-*jP#-ULn z#+ALN)tB@(g8KDd!&3XJ+D9s!fum4>Q9F&s06D}ps|xxw@1%%m>rw}-uj-)W*dE(O9e1Wko0UHm)}SAKwY|*Pv|~;qUJLt z_T15gEk9an_v}C{t#jUc+^O*UGH&lrL)^8IhMo0}NJXXSFC;54^e;7ExHFw4s4+=> z_o=CWE+6-9#V@Z^mVCxs9{0AafpjrH#~yh{Kmd6%dTGW&+dmVyn@cyz+IpP^bH+kn z<0||2N1!1Rsz`%A{w)h96TFqEavO1Ti*ppYf)&dtYm|EYdPgzNpO8u`$I9L5r1(SP z>MA7?Co@v>>}-&>a~sVtDT&cXa+kTK#pz0J#_1PU+ka=Pjo?ZkoaF$S*O0W&?<|wo zD7RdjtZFaQ{E5FHLl?Tq0iYV*BL4_&A?j>H!3V4k;?0w80oLPawCDvDB$qU5SP2rh zw|yFJl3hY8O8usu4-{tIwJfEL$m@)BMfRXV$1SC-naaqF=#TP7R1~o5ig})(`?4dx>Fs zemP9}Te4xvn35Et*$cqFoHM4s2UH5jR&dR)Zuype3{6oW3DNI;4ME*S7k&@WJd0u2 zr5=5NX;({CKQ$l@ZBCd%ob0Iq58Kk7^73Hl0tOmV_Me9Mh7XD8MG*Y&@5p}%TCN{> zhd=u6t4r|2WAbvb=cMb-1(})o3xC#52NxQgSs^N%c{Nh=Q&?0MB1H@X7#U{xOor)q zTo%dw5(x8%a@RoCRLZ7MDMSOE>v$l>>yJN%kO@O2V#f|4@&zGDL z@ub6lHXNR%uvxZnWa7V&eTo`bIh6pTirT~b-VMRPKMIxi&{M*TC{{2%nWOtkpIAh! z9IA6dBqprgd{F+Kfgwm$1R?F6YMAL#T*)p}Ij(f}&rXpv?E6OIJk`v|aJYTS!Q?N! zEWV2&YCKrEg!;(B*y{U#cJ4q%1{HlRrp1pYw_&rzHF-y^05~z_+=18b=AR-`^fKPM z&SY($q>i&n2cn9qfHF0Au0I#KS@CLPECeokZIti<&urjJMk8(xe|IB{spY*fQ?P1S z9Tqtd)Gf@|S}BmGW0^m7v$P8VUuD+Nt~DM`~9L3Bk^gxUFLI0gl|)1%oms-aY@ z_9HEuS(bM^^D|!;G%AWlzJ#k9n=GodEd*bNd^B^?=}iL1ZI_%01-BT#9gMT!zn2&B zVOsi@9=fLLbV8ED#t<)*N~)?)WU*cR_J{EbI66 zCHHDeU<23<(*Nm*PyY}JnSN*8|N4$F{nfkUO*L!#M>{8WCE$tgC@3|o;;gWQjH3B; z+isq`Xx3qT!v8tF>O#gMq(li&5Rv**O~O=tO#BR|_HjxGJz%H`tYi`CrFpdR zArQ-t-*#+hDRH+N7KvQ3xjymOnF;z3vkd7BV)2>ci4sSGZjE6fddWl9k2&1b2`hb285dt+dA{ zsN=km5tEKomy#3r5D5I?q?b{L!!M9~H*#!+J>I%FcQOYpS5aQfw+R1UTRTYM6*XPK zx1&MwO?U4_@A&zJZkTs8&^vm)bp_81Fj5|nBQIxhrjSnhhHA;OKyt}I{>_A20E zexA2+p|P^ATN}eqt1qpD+}UKjM-(H+hSAFNed2-};Vm*+NV0{n?5LK#^6&YjQS?)n zG03u&Mx*m&ODD%oHI1{sYxkwrRVP&-hN3Q#**19EN!AZV$SLYgd`&zQwMcY;a~vR$ zD3l1IWcntcHP_DW$@?r{qi(_O4b4(LLsPi;VPTL5sWgs3VZ*$bsUB^4QY z!LQ@4LYcWHjF8}7>4k%f?0KWXxvC?(9&Yyit7U`iw84cow{Wo)3$je@HYHA>IfF1x z@LEjf<_bct##90K^i>g$w)?y(+_Q|Cz9ouWXLOXdI>Gu5xN5|Y{~$3&e@KKQ>!S02 z-TX5CS0W#*(m&c;?J{UHc2!1!CQpufjAgdv)ij>=a(OQ%4htoR!w2W;FV>%xFxV+j>l=nwKcV*pu#eG1N=_sYev+%oApf* zumo`wc9uxqUg&Vaa&5|xCm`P(5ApZ-rac5Pn3RXCz6`et62di|S!1(s?5(%6Lef{M zAtG%ZlDGw^x!zZznEq&TueNBF)DV$S^Yzr|kAN=ztO!q)xdKYMFAMxVa+Iu`{7asP zJR#Ds;GE^!#FjR%CeDu0*SNJ%bzRGV#a$Q`E9)SSAJ4$uV=Nca74vT(r`)C~GjU*> zkmzcI4}KOdfDO}09EUp?y5ydM#yx0S3OVvr%hYeXz2-(L4t7kbrQ00K9Y40tL7Dfc zPco+9qPvC%``C&XS8X~d7_BnJo#z%`qVqSKw-RqI%6)>^z8Cf$Wdi)kGvboGt`}{c zetwU>gm5*E=2^mQq5-GXJ0O#mwn0Ffv4ya1KJvEAI{d5CiY+N^;yQNiPI|#kU0Qgq z>Bw7fw+__O$c2RjlaPpo)UFYApQYbDH!wsmyYO0nfjl$?wnE+*L+D`yR>r>Sqn`fJ z58Rntn5J|>aZXMWUJ{yTQW8-^Ne9|p>XJ)_B4thB(sZFqr53%f63c#-)w|HfAS&3s zQ(-sJBce7^mTHJMy+v_Qwk&)DACb{!JEYVhQuh^cZ3#gBWp{%ngbO3nsq#*X)o&|w zM|RDQHqf}flzYt{-7b)aNoWv#{2>XmW}nf+ez5_`Isv8A*z`d=$c`ZoS@OOsh z9Kko+MVoHJpWkSwG-%841pEciMqV(+DK@LW(!n$&hv9-Vcz8CQNyMb%YZjG-tB)cq zuW%e3Uv zYQ0%@hx-i0pK3U|0HF3-M6aDfq+nn)Bc2dWg2=v+M*e<~`xPk{pcdv5GFXVcBtFG2 z11VEe0az+XHsxn|Q)7;DDtta^W@Y_VEIHQ9@6;8W;aI=S9i?mDdK$OB`<2ZpGs{Ev z1Wm)lDLnm2b?hE1yNOPZ|+mh;XZF3=_umf_W9>tS8(yb^Zgc zBV89ZBiwA~8K0&Wr?6}R@BmWEySw1qO@q4P@9sAj@*IX&95!H?jEZgN#}GG|P~i$5 z-}s02`;Bd3JZL8ecW+_XHcH{$ObotHs24}5>;Jm^$f3e2>KLG5yM0$ndpi^{GK;zySu$`SvLUfd1`V8Dcd79gN^Tl_hnA z`fR+O_xG!3^VCsUfArgo#1-t~4GhgefuT`9PY zL0MbVII=JvbnyGJ%U-%;F*!wld{_znUPBVfUOJFj${KiRZ@47v8MsbBnA@qDs5dso zFa!~|Nq`h0pU@kC0+ggjG!G#PMj@r+Z;5OwojazU@qNQqHXvq%p`RW}t*Nh%l|`|o zB#@_0dHlE`h7C3GGOm~n(W@H@-c_+O?$Hw0s>vHhfLQ&NIEAobS$g>e{frm7w5VT+ z;Rnh+BG<-}>@tb&bt!u4f22&pi+IZ9tU3SjoDO^Ge%{`{4+k%>!O!W?6m3ikr`@zbJ>E$bS2N7nk z(57MCm6(L28BX>Gn%g=|7r2p-VFA*@heC{bt&743F6F1K3koQb?=L=j$X_F9RbP}u z5KC^=UzxQwSK3yXT>&L|rNI|Sp<2U77U_jeX@_ShvV2puR*{5dsoiRDXb~1|?W}dIu zeYWmPkaswJL-TJ^jX`AnPES-I3`CbyMU6|j#b#{}CI{c`v($Y;@DADCg)CU|G{Bpt z)LdE-S!8BZ=jOei-uI^0zKAS!ExfPYniFp(4*JPFF$d30B;yOPd8RF)mX2U`20_tl&Q7Ki66j9}=M} z>*oXg%a#4_-7n*ROpVe139)~e7Q^!F`VN8 zB#2fsUhpkfEiH^(2YU>VSW2Apha}bIiR9NjJI!{?c0lwvwHUT54kYGe&pVX3w| zElz05MdZa4+pRQ_335TKf(@)a<_A8^+}+BHK{$j-nGHEW*(WYn1@Q7TJPOb84*th` z^Eg4JDntj}%dy=WR+DpD?Mzxw;4>%u{mi&kymP%;kOj!bu2wh z#Qe7E9JFcdEgw$U_GBdma}L~jaBUq{8rlU{H=GIPOV-IL>}+(@UDJ*edpIDj_-mc1)0(wfqT#T`pW{-e~7 zP1`}pz%ezTFmGtMuG&Fx?Dk4?ScWEc-vE%3npr(Gz1Vc?;~)*&^~|A94ahv}<7`+a z%iVkPJLT#FN5|?u|4gI-q9y-}Y{PoBa5X7*2 zH4IL+&GtG`jgJ<@v;A3wY+A29GQ~^2+&y<#5`h7m%ig(3e6;#rudk#G>D#+IUSZXx z!J*mG!yuKRjR{xbc}n-@T8?>=lzuT<36U~y;JTJinU$0=S?a5)(Vk==;ndZz2Zq4? z;wr0xF@2Mge-Lg0BN&cBO0`Rc-;~ z$x}Pf+os)#$NsX$AzsI?tuRgOxm`Pgy%6Wnln4KRMoIqMZH*A>xBjmcJnVm6+TBHG z{zR9irC2TZ2$SHeRtCu@PYJj;XR1b^p5qC{r7FnTje{m4)B`b&>qIBxf3M5bj!uU& z)w2l-8{#8Nq~Ty2cw-FI`RUpKQ`9Xqs>^dRKUUy0#kdZyAS^<7i= zu_;uDD_rXJzh3u+a0m#;CPV7^V-FAqG3KPlK|>{{#Y#cPw)R12E<}uK<;b2owcI!l zew;lrtH-W=E8c8oDh$(7f?`}LQVw~0Up->g(=tnTZp|{1LyDS?Lf$p^i4U$)?pgRg zr^)>`qF5^b-uweMWx}XPk`u`MGNGand;9H_totf2oI+ySzOL1h>>7ROxRowFt($b}Xx1 zo-E*9Gq|eVkunr`G|9(_2n0!?xo}?97;`8mtaQcSg1)4lEw-~VG!~9T)@7E?Q*WF> zBq|m>OyHXogyb}L`NPS1h@vXS3pH3Qjpk&KMb@gS!T}aUVyr>g*^xlGo}oQ-Q+2Wx=-Wq z>+x_g9gHx}|K;2NjgkD>1S+SNar19O``-@<>tFYgKaIbCtZ}8j9Vm@4jZ8b3P}P+i z@J-Xp+mh5%oz1etQqOpK7txng_ee5GFhWh8UVJ7b9^;9>QAKUBVj_&DVBOu2Sc4zGG*ug+?bZg7Ka3skN#Nnb%Sjui=->|F8w4|4BSIXGDv%g zxcaEe-O|x}m@~B{lpm>5Ygf+^i2`xG=C^;^ab%|40JQf%9Ea$1-oc$hP`9|3>CKjA@*Bb1fHJ7j0w;+ z35z&H!up6lYUTPyU8s1_AhyB@TxHw*(!%anh-V$~7p^;GG2~jc7TlY8SXXRE97~1o zI?xh9SamL~EOCSsun{sV|jrf5{!nB%Y%|GMYZ4@MmT!{4rE7XxhG32=Q zmQ^Y`%afg>b+KTuz-cl zEQF|%^H?z*yJ&M5kakAwiMYCQU&8JYv|3H{5cxLo6mmy~7HD#TUv)s|(9$`S*u+3a zQAp9YhE7!EwVvf*i~#sHbi#$6zdsf7I{;>5qHkC8!a&s3$>V%P2qwaBMJ5f6F}W&W zq{D^2?!b)(bZ>OQayr9Gty^3Phh+Fj=b$ASE#`?ajO6&D9~Qf$&Oo{alY(`D^?x;D z`=ODSLlw<`i|aD{|EP!mer%D>O%U&yQU#_~M(>A;W3^zeS&#QRsbQ7LR zuWbeBBTKi?<(P&)nv)peLuME9M%n zYQZFkl8BOg#SqayYS*DSN;SxI75+T(XrbU5;$vLnz&>EhZYxP+<69m}KD|hnkS&@d zwjsEmH*-|SOZ>|I*;ucqmdR^8KQtNs2oXA^D&Vnz{{5Y)k{+{nJ6ApqD9Lmg{=T3Q z|C&^T_}SP_pJ@l%d|PSD;R0f8o4cCunaUXx{)Slg&IJJT7jV+sU5OVfx0ndc2%) z8qGT(`@8;pIgeI{XS!W&yi+i#!I*BpTjC~ASE!%?&EfcI)$>mK#&}i)SMv?(67D2K ziB%ilslV2&XgHvH>ha6U7|p{5r!DX7QFp({R(*!96~uClK(nirru37#=Hy}jli41r zMif@qlYy6BHF#+366hA1yE}bIIV_Q@}fhwZl~xZxHWs~2t-`J zX3KfS_tQ*d?AmmBpNcO1=y4l3eN!%U+b;Z@fxE)j}yoKtWbB9a@ms* zWsc5rU_bQ&1T4S1#F*6QBzkS`XBzxgMHc#YKRV~0M&`Iyh~br|=nN7R=E)IDYe)sC>lhHRppuN# z{stlsR4XRD#JH~{728O+u*mB_SPy@u+4Ju-zWkd!nE#81|LcDES5Iz6cXP{4O(Dy; z1Z~_Dp7wONF!l5jP&6hYoRG%P;t<`xxcz*oVdMz&dvL-TclnpMb@sr+^15<_M$<%fb{dUD0mLVyM!?%n{?7N)uC$Z!XEwzhs5hBQ3`@Q%I4j-`- zaY)E!+xPgr2pksAxk;l8h+b=(=Av_!M@%3-=gP>@gF3anSJ&g4i<`A}@kk_%huTMo zA|uj@5{uE_L!g=Gy<#?g@7VKv(U#})N<%8lwy$JAbc2`rEadi^nr=#R@3QJAzmbS8 z4xqCy#wdbR+4LInHI<9a`P08wEa5E!Uf^YV)%O;EnG~zS4lQroBPwI5-G1IGmAMEU zg1g^`XSrM7|1qx;TrOtNpKW+5amlagwM(4^YX+rxRx#zWM!R+8@`gTAwKm8vRrLiyoXVd#rMH~LP_b5y{N zc6o&;FJdowvxPG}fw=Rv z)I-4QKg#3x{b4-VEZ@IPSbs~tf88Jc)jd>IT~xQ-gzfeyHefcSB;65S;&Bv7;pd%1 zONQ^}S;7{iEA;VN4AJ?$T!d@#JcK5}r9i#l4LoFq5&_U1cE=^+=uNcuzzuKJS>0^^vNdlLzzF z=f}^%o{KzUQHiq*hyA9%wo2Ob#`Sp5%sTVUgOrOmVBZ0pBU=K7K7jkcDRfy?Kjt&{1}3**|Viv8p!*CMYU@6tgNA;Bt2>b$aH^Y z&aN{2{$3)7WEo@mxR{}25(n_RXPwmq) zUYbAEFPc+oK7W9pFPgiu0l&wIWN<$J$jie~d*Ge)M;M5;zE1a>w?(v5Qov?R{V#wr zKO*Oyw&Ip8l!1Fr_r5Fx2`87^mMdVm9Ta*KxAI^e^0>kb*g3(z?l1>bbF~!00|gm2 z0tpMvGnPTJr`M+BhGt*3_~>#5PAwi)uw>*l@fQxN1G?uBv$YU}<#8Vbk+B5%r$tfd zt5Jq*g>82j0i%zCOfOsH9~CIuYSf@YXV&DJ{c_w)6pgI7g}vXXgK4@}4FK&v`uVAv zk_$AUC>b<#g{3O;(etY4d`_(f>#|lUbLqjr!SfjbMuC@qOjy64=|#ZkuEXR-d@ zitpcY)_hNM#*7UnQMTAoV8w--bAdT^| zu5GqxS*vtzJA100IjZ^4 zxC*#to%n+ld|$eYDrI@H+Cav#DhKQ`t2B0SSx11kmDou3&_W13fpToPwW^3^@9DA6 zdIfQI%>_8=ALKIkDNve+oYuHdrNmt?gTw+Be;@Sf75b2P&3iv;jl`vM)0J83b*b;f zr-4Sxch!)CZDekb_i+Az~#X_lZD(UYw z0|UP|Yq_~$0Eaz?dVbDCk#JRUA=mNDLDbWi%ky}pfAUAvVeQlejRK(GNz+GZGzX#% zXdgvIJ{0zjZQ3Mqs zqlj{aRVuCJH8Ecu0p3rl#Lc~#^D_v&*lJxyBoO=K6*>Ypn>p+qt-pYBP8FXtInzC= z#hv`yQLG|(Vf)F2@%nWV1UQ9$x$ddKL1QQdmU#~=#sRHRIk zNI9ja%!ZX0ae@;-XjOzf`RW-?75ztvUAofwkWXn0t5crQ5JlW}t<;mswyz#Ko8oLA zvMI0$@tUCTvvk##zoOczUrlN-@qhDC)E-3y{&1Rp3ESiWPgV^&ecVaIWNPQjxI&5c z&R%KwDf!0*3j$w#Xca-{Kki0a-pgdVl5g(cCN0+gP1X8OD|t=V*>2iSX|UBGP~ED@ zyF`kKe6Ukt9XnE14Nf@pcv;f&0Vxf)4lOeWFlX;-&)iZ=}!p1dg`- zhZ^LWadKrjF4+*r%i^HfBAzeHL|WWnQ~;s5718G!$1I4SiDVPccv?v-jUsg*u0T2o zx5Yk&Fcx%yLpNw3Q$3#mXJEg-DL2x?Ft#yA7AUV`+aKQRyD!Q0 zvNTa3mx9eq7rpA57$(=4n>)?>R8GKw~@j)&Hp=1^|hV%3%RYre5Y zzokm6+QLfR1Ks>1>z6t6R>YDg*GqFRwmOdk1Avd?%{Z}dFaBTPjKgyQzaMfm>d&rKJe?!KVbqOcL84|jVK5t$`?+R z`AwgeAxH|=S+j!*xF_)7F#&8DFO7@ru z|N1StncXe;J_do9&ROP7C?xUo9$!5&csirOv5DW~MDX^xcYnrpbn&|%KEprXu7tlk zEilzXI|xGi2>xk?i+yvVM`#*dz@(AB=ZR{gwWR9N&wmlacM#bgSa|pkLwx;vd0=nd z<^3D``tM1LX9B8PI&8*Vh5)!#<99`J#MO_6t{POJ3)Mnx6JFb5) zm##=I9%DU(Sz?x#8s57}Vb)F=U^=xKH^I1^H@=i=mmO!B2a8hkYQE;vQBJxr+Vy%_4PXIT_FxV2dIhM)+NlD3Xq`-;W#IpgB3 zi38I|bCq)A4g6y|u4EUKY^(g*D7B`Xux^Rvp=!K>iK7YB7%9rHV#b(iK3 zEVC`XwGn9X)MA4)yPDCP3^UR(E1#85k|5P3IlsC9S#!Q8!;0s&A6j8&5Y6UTxsxpv>|XW%J<3Pr_^ zy!)z`5G8!D97aWXV!7q3qt+w;n10mLN>dBFG{d`{1|L@5u@KzulrcJP2)D2f3!Wg# zaefi`;#4^3>uzEG!pxo(b;ZW@8E2u|TOUYQU^ppicvM$H4TrN+NLrltpV3UkK z{&0z0j}!^sdAp}cf`gw1bg9+tz73#8-IJI&N|mMTN08u=(laPT#!E^NCJsPy#(T1@ z)%^-XY~?{IOMue(z=vR+^eY(S~PNLQ!}gs__%Xf`6i>r~#n8Px0|ez3VL#Li?rB(wwOcetGr?*R`P zDH`p23r?7H+hKi%RrzMWPKR7AWO4=(#Bih-=9i&a@BxrExV

zZbyPf#<}4MEP_46#NC#{HZ)8O)x>*RyGDm^t21-Lt(F>-s{(SZ$rK5VK*D&AsMX{| z$UqF>{>tquG$bPvEVX7*Wjg#g{Fv`vnt_0kN(HAVnX+*$Wicn4Vrs#6^+1_Cc}hmq zvXJxF-5iv1T2T_hXV>3uU;Ov9l&B4KWIY(WSo&_)j-H6GwcGX&bC|)eI6;LZV}sb* zM=fp}U9hpRz4;+cebI|=W-I+A@r&wMG^wRCfRKG%8#c`W&QW)}-gucacJ9Kj-ojVU_-!QnpeZ zgXTM;Y@Nw3gU>B>UB2FV;JncpDQ|GTCP)2LXr28Ibfa=pjr<|#5p4L)908EB=;}Qn zJxhJbZtL>KZ!6bL`tCpdOig^(^RE%hSiPVoq9U^tw9*iw4MA-^L02}dWdrB|kB5oN z^l?daUW%svQZwxaW&J_1cRQb=_LeT3oh{59%5XOiOHk4pw?u+!c#cDH#~P63>vfMY z_9s^8uJ-8r$wS7%HWBR87}jNWenwVSqoF#8S+-(Pb&hWQl7w$$NB**5IvTdY3#U*i zDC;lEG4OnYf6d3?h~~Us$V0)3S((HKowZP*;Orqmq2bQQo2DTuk2z_@Iz$e&9F0*Q zN7(u1sO9rfSm*IJus(yYsghoPfaqQbj8s5J%i;VS}&!-FDnWmI#!pyJOCL7icyXAtA=k)gn~Z z9`PdKpYQeGU|)BXP>FwAt^eIcSpQ5=konI6`)XQkGxIPp6IW3{ZyK(Kx`f+Ab|;p3 zz;Io`^3+hlItM5}h$TgQ!U#)pSZKI(vHlob*F1)(UQ5l;%>49DxDJeSq^Lg9$HS)$ zzRmw`aBnak=rPUWUBjHvZDV6x;;xz_kx+zaJbbP(9`LbQSEiWwIQ|$_*odRURG`%(Z!=iKo&g{tT2q_Y)@`?62@O54a zLiorlJyeC|A07%EE`$N6&rCZNEGQ>A<@Fxs6pzMFEm}pnrW~C$jl~&+D)k$R(gMSmpa-}2I+3X; z$@{ln@^_uk|7rJ)`V)r2b~4dCQm~OjexjdZTI&yGGnqrfG+NiHT~nOu-N+FoaWa*s z5g4!SJoZeK9^^D1#h}IdWh`!ReN<|6Z*&SQ_FVLZXk3*w4-={?%Se zKdO-5&|XSv2c+ z6n|MG2eE!LE@^WyR(4$Pw!uLaOQ-v(KC^E5j0G@$PK8|A&hOm2Iu%_(Yr8dUU+L_! zWoyz~`boL{*LJ7EPX8T2@0povKn?z;=!Xv!cxX5l+XsFY)CjjJE~oH#e~dTP2u{-f zkoI6bvC%aDw7zf2=d%WwNxYj*aHbNuqOuTSh1m>ivXs6C@$YMJuhi1`H_>bLV4v4~ zVB^wKTDGM35b>VHu)5#%A`)Bs-s7^h)uLw(=CWMto=*k#=3+f(O5i_6NvG{W?Y~{v zNU1*ybL!N_x1-SeYpTrO=yDiliS69zi#cY%qhq0tjj{?ro4|y(TUN(-D^Ps%_ZcrJQp`1Z_QngpGL3;&@A4ra?t!gz(cP{yWY-hs z0Mpq%)I>QzyEPBAv^>hotk-kn5k&>R!$YqK;FA?kJ>3>XiX?CHXei3&6;{rYd9hrj17_P;XS-YxMs zukQg#bj8u?Yv!u0E2OFQZL5dz2Rm%4xU->g9>pN{Cmk1**YEk{fROh&c0k?;$UP4Fpt;U)ADrC85U{4G&#P9XXXh zq!!8>l{ixCy*`$y=tigZA^CO(>Lp*Z^adKR^F!Jt#F_D@l?wb)A~9@{A`MHo-yHvi z!2`^WbfkJ`Yf|At$HoFdz0xwq?}lIHq=Lc0vFRfiEFQ@PpZ3M2PFlOYWFkZ7yl>Ln z5(79K7ciUPS~G~72@EG{y(#bAq^HKzZgu{KlwQ`RoGW?>d_FueOlt(XY@e;7?e!N6 z^O+|S66uniJTdFa1{Xb$+-x%Au+PQl*>=p8E~A*26DttRwg{~@5YIS#jyMskGx?%q z(|T{T4?cOlo(R8WdkAVU zZbQFrX?e0zV{t{4CWA4YyL#_p7V{n>7nPN%&dk@tqk7+fbR6KRg=l_GEv1~b=nv{n zw~_%k2X*z_sKLn3Z`&j{Ud{nJ0Q$V<^CGFmUFWYqL=S+ynU`XC<*?G_*~Q!q3uF4S zyixvs1nSq~c+~5qPFlN@sPtHc%@V`grFQ4~d=|cbp)Z~Y%hBH*4y_49IdcgR4S7y`e%`As3;Bq(SQ>(gvK-fa ztDz#F#yYx6-<+~37oof11{pYKXyrzlAN?j~##tScQ^D)rC4>U%$Z(_3!2#VBb^LrC z9b369HCl27q}adANOOSFAK4l+E%TE*RUYmYkOB)YG{#jv1>Pk%guX13yHktOOr4;p zdX{ela;4qj_u*+PDuf^lcpNz^+)E~$qAR4kg}b<{(EbcpJP`SI-<*Ut|P7!HT z@`?yHJit;~(ks7zzDj;?NTdq0qW%r^@V5tr}iUWayzJ|m#_qs<+M~niqXTn7fMb}Zn{ds^${Pd>Sa*eCGN}C=7R(8kN$+( zOA*TcX2Kwtls~n5pswu;K>dAN#eL%`(Q99j)->P>?5&S&B8dq^;*jmgO=~jYQnG@5 zyE?=d$;;O@7_a|zpW3pdZH&D3WsXG>&M}wOId%IoO4fV5s3? zDO0}aPKhL2!!RfxarFT2-cb-0LxXOe?Pb{KCTgbEhBrq$R@}{}}+Ni8Vb;0z) zQEOn1u%-@vb$U0;^=6DiE5#}MNJwrh#Z0m4d_N`mNM;4asgWG`Cr9X`SrkA=oz5K& z)Oe8hh5~G$WpA?KSmC|rYwU=Ben=y8SADepEdTo1I4p{jv0!dpz~-y;Ud2k!tvC95 z9z}jgr~{)7uf&Di$h~yDyyg9U1z&rbKC|A|?kyBl*GSmXfdo`#N3>8sC4h1=J4xBFW7}6{0%ukEoH~pa(_F z?T&xbwb=jHcI2-GJC2h;wXmUayVw9>+Uy8r?vvdLDx=7}6QuS{`)Q3Nbxxx2mBu#7 z+1y-xTYTfr1yX54gLSj5()_B|lqtyu>EM5Q$h+wKo($?~uN7a+>D0oj1}u>ORO&>r zbOIG2l8tUej!FR)5%QksCZD5{S%JjBzXB1t729hGK7Qfnxl3q51m>2+?mG=@B2cVE ziRruvf033LAra!3?#X##siZu?$jTYjJOo_!L2EQu8mgOtDHkc60VMCQTbpmL$46{5 z`;YJ_ME~sDt+lgf<&8!^r-EaQ+K%~zxcU1<^2uWHFi9(rieY~5Mh6T}*Adra@&4mk z-rnc4ft0L$isrHm{Q%9bhlGMc8Z}~u$X2F8)UILGMiwj2h+DbfbqgS7-;0GRWMP}2 zYg@Md;VP?|e$>e8>3d>`85=s(r0?d;X=njE^vBDy&KqBIXnHJ;|h*>k7v1%N`7PZ&n=PC;=Um5Tu@LIFSaqR zMabnveeV5heiMk1OW)b~&l#Mw*ePID^e9tg4+&?Gq*6*a zVBCc889f21X?1bbqY_DIePt)&vtNsY4{^o0j?118S!58FPDvMH7nwzPZ5<*ZvPoN#JAdh zXYsf-{GPLTMYZbsj=j{I?X5@)2oR+|IF zh$Wzn6ypi=n|?GCR~P$ApeHOG1ToF`_V(Uq$~+U~5A?1uLy6Zk_KvTi)MZF>brFk? zyzqs!vZu37H?8*?Sx768zBF1$y`6Eu9zCaCXRt64qJj~wly;9w!nk@`!&O}W&`5@j zT@KyyUC|RaBHYVA?I@~GMYIF#O<-=Y*=g%!$Jhy!fM=N*j&YZ+*DoLmc)7RYYN1+= zBSUu2-aSG&)ox#~Z|ps8S@h+e-CfHd{UUJK{P|^yR|pOYvZkB2x5L%_`lXc@1InWy z0sMR-;`5RqEH`U%u*RIaTT^5$OFs@buhkSh=n0}|)QmP%6+&%o{a_3mT&%E>c9;g0 zo=Y2D%Tx24VtS6$H0{?SM)h}c-!FZ)`+7&njqhN}K~G2xk(C;|YWxd|oHhGe%mkkI z94?+zdhN$uKZlvSgYwyeOQpuvW;J5*NzQc&%M$ekq+e39=9mJ|5_|&3g#|=>MUx*W z_3X5U^2TYpvwK+h`Ygfcf9^XzfOU6=I`uV(1`He?HoY1P=swjyx1sr2)lDi)izFl0 zNqc7bM`P}IjIRmbCr=^Xp3vwS`GanoQmeWjyYOttnAafbGo2A=QRdN+`{oZ0Lq9F@w)Jb>CIl2rlb^pi0Soz*UM(*tk z|LyMZ?}x~LN36*InotUJWE6U7%q<1t;Ed|#s*c28rYeLQwDwLZC01|RTSxLCv?+KL zdbnpdNwHOugE4I=n4@yJw;5(%cr(y3Yn^Z&=bxg+J)YVc?~b(hvnF?q_mcCl(s`v* z(o>B_1J+LhV^;&!L8+<)R+Lnb z#<*%_3op)-ZBOjB{Y*CBL4wzbOYDt5M3Wu*>Mgnx$Og)ImeqGIV4hO@@lUUPKFCA7 zoxC)u$_*I=`%UZS((p}{vS)oMVB%1$yt~f&Sx6&e?d^{fn|5<^7`S17$%JwvOHti|}RT8~2CJQJgQhPXcPt1`8WzoDF~0T=2< z1Lf#S6FW1-78a~A>{CT1MyX^S5|NN-b)FfTq9@XLr!UPQHw2q$`*_|DoHOgbx2MVN zvo@_Tg~}O+x6rHei@76jYZN!!DOEyKs7ca`XlY(J@epWD;hIe^a?J6Dfxa!A>EvLo zd{YCu`Yiq!Jf#uzP4w*EM&VttfZlN4+|0Qz2R|Ws(;jX_rqr4L{Ez|}v6C6c1%O;! zlQlx*f|#ddU-nh#hSQVxFu^3K(zD*{PY>XjKI6WZlZhSxvxKLF7)m0mU{gWTfT1Xz zS3*=ElBE(+MJ9}83)VOu;|{k>Ye|ksdi{qNzT~|~cn(PC|836tThU_q3(NSM@z8gM zGc_nFACo|R>vMyIwQFNC-s9p-M z(Ku_qbbl9qMM`7LXO&-1{?kMrwyw4z7aVV1!8q0|gA_K}b<+zZVyF@>ar8*3WaFp; z1KzQWq$T!nvBbUM8w{Q_hyx+bA&9-_(pG;|M@!^qcS=24z{mjPp!N;>}e^h`TYZ-8VZE)R?$ofwh5|-z@8TRYZ=3 zU@{jA2yQ(_!&oI>+frigi>H+|g^?rYQl!JVEd|r;9Q&VU;1*6C-&mWTF_{~m6yk_< zv*?B%hRr4|2Gr6G+}@MI$k|S`{AE|7s`Tyn z2-WJ(rDgd(lAZK`U48kkh^k(g$p_))oT}Or$bU?2Z&B&Y{L`zZMm65%4_)_31Qx?@ z1BbMWg|LD}?g`AR4(1T6VD(h2?bzLS6X&8gv?9#b4KwReteYzLbI_7Q;Z5%3-@hM$ z5hW%{(e@W1^5!)=O!@kMSALq|h5VvzCi4Y*ID1}u<*}gpU zRPlHpl79|C`sn0Av5U%u2A(f}Y>urGVI+q$7fkWYM8P?eP83TGs0bl9rcUi<(b%ir zqX%uuzftW)CbJuKEM19Gpu9(;%ow1oGE9?MMJe{K+AyG?$`Q{|ugz6vheWYzIZP>p zYu>0mWn|epm|Lr>3nALq@AUZT0}Nz7CNk~R;9F=rk)ZfGJ-VAwfNt-xI`tG|n<*LT zvZL8u-~Le{zZ2NC_`kIMe>Gp0|7yN}V&dPHsjbwF`vfM<5VcEndt_p*A7LNa`*D(*0GaEq!mF8`(RUkM_sC zP9X-RSSzV#J<&_kx8|v+4jiJ~b%=D)b1BDkI`e*}>*rU1bJlxDnWgG|ey$8e6VtRa z&HdDJ9tWbejgDiDO9~%spvI?JPnm=k$#yV#dQtLss3l?>_{ z`*Bv=jDowUxW}}HqMzQiPM!x*-pQ#%RM6B^;wmFd99TY2#%@CZs{8af-5iP%D;9Q{ z=11tt0%(>1h_vs&B*3CPp`FpM%_zWBW++lFN%2=g63{ESp6-(1kL0iU80IJKqqc$PVP9mRi zr%=&Hs%tv#VlmV@)u@=Zx@Ll%G25>xAMx&u+Iq%pCh!y2bqis=j#$8(GqnAy0;7Bv z6&YUWvnAsJJz{>$AOTc|zA(qd%BHzg$ivHFW&m4((g{>cP@=o&?qHtB{x1bqOW4yN z#5Yg5GfTA0l=sq^y4-!}7A6b6w|H$fVwugl%fTGp27a>XFZ5?@x1+Xg-)h_6f_iv= z>~pS)S*(98SsEsOajJ|)W;Y*SW(KdE;7aJS?jiT6`n4-JN`LBo6EYkdo^{*8eV1nj zZuXAFHEkq7Cw=Sa2FBIqXwgr6<^@`QKgN@+76QFRWwr1;g6Yzp#@!yJQcLY3-x>0IsK^ z&RFcB<`wYIcr3_=G`LH9>QQnMM5!Ak$twWkr7D?OuIV`^7p-FQzaD8Bj<7(crw)qW zpoPOXegWSJU&+x48!NfT-q8!klL!@hO2%*+j70u zuI8BjD&0oZ8e`wut_>xeKOsu~Q}g}3WoJ|THt=tq={b2?oPYx}9JQRU%uV2&WnH z=mK_#z=rkIqDc%y7IKw~%Db(M743`_+#4mvmK^ z#m|qousZ2(@`JsFe&IJ9TNFU@9gGkgN>%=6%Fxbm z@R0=jdQ<`<>yT0x2&d)BRbR+EmzzXXD3l0G>i5qLyZc$ zYwp}w5HGrrDx<-fy*l^>(4RMk8Z9Jh9#%|^J-yOqey@tYu;N+GJs{A2_qL!=1TB>> zt<%)ZNd9$!eQ6D(51Mj6Bjd5=VbEa%b#1PFU%5OTr?%AXV5Z%bTTysapL zDJjLG_y55``K|jd&o8cC{+lcQFI9`<&l-vHdVi1L^qmn=Ubr%O()YU)SL^;MG;c=CqTo&gAS#!9&fjo`sb~*I!QDoZFo7 z@n)V}dD~RpkxdI_6s@JFof60@P;fh!CLGHEB}gPq6t)@jr9cR4x|xf81!Pnh-BD=g zu5BkBLSJ`7AKZG0W2Nj7Q-!V~=Ks*Aj1ilY!niRBaieAkgGP+(OjXV=bA%?`Z5F~1 zCw&XXC{-AULsC>r&=`AXGxkfb+|HAr>FdB%!))}&P`DYI6Ia_KUV*3_2I}s`KXrBd zMmzv-S$sF3U`5bp4u&pM=sg9O2uHmF;)1m4%v&?`uRamf&hC)hLeve?<~Z-4l+vAg zt$b*GU}?zrKAWJUJfvBh4TWnDEU+IGC1%H@y<2kbDxvH4j(5&xAUWz7f3OaSboQ!< z+UI|AJPUwt=do4p3&ItfC1@4@{81q z8#khJ-R#SUGX1H^`Pr%idxTWZKQDXXeC8HTBuKy!Av}~>ZyF;Qq8(^{AP6oU8(l-^ z2Czj6!83vOt590f0mLoue4%-J;?2KCeZ zkG_@uUMgN)KZyVB>Ha_Z)}LqW|JAq7v?%u|DBycUo)MSa76^hi<(`*-7VK_qt+d&# zM;>=n`J3TTh4qH9ri3ja(%1&9?V53gmvW>nc((AJw?}2e3)OVZKz^DH&2|ETKA|OmFBF zPzdzg%@L|`Y_V7SDv@swlFfX@Aln3XsvwdtYyV1~#KIf>c&U~JfW3#et5vUL!lY^A zknWcRUgOUv-@6!ramdqR=OI`u{_E#AaMuZ1=)Egbp$v2X>yl!@@HgQ~O_Jqn-o*Oz%+Q+x`)f~spmj z07T2yEq9|2S3egVvU7@uzy!yV6A$RPi|p#YG(SQQxLY>k5+R?5(3yLdB7GlR zEKR)p$Vu!XjSm1P|HAfkHwzKnOt(?4|37gG2Nbn~yL8bg~TP-HWy94g-6qv5%hWPV`I>LN2l5B^If|+3R?o>AF!PdZE zCfN85v_J$#cL3*vkm-b$4??WS`8D3Mt1Ei89M?;%6Ffo1_vnenC007u)w=x$dCuXzLXO^){Qhm=qW@n@#7H-} za662Cm*pH4VvcEg2$o!7>20jik$@zrh+KlWlU3B>oyOLDr|pzgL*{%lWDaa56qP=n z3OacTR?%&->FP5@@yMY8hD*-Zo0qMJkt@$Vw~q05d#SXPnvK%=kt3F{fPR}^ghZht z=8n4#YUR`*aJ!OD6+8Th#hx_6F?YC5mP-1JBqQSz`4Qmzx0ce;wr1j*%Rj<~ns*^;-GGITNqhIs@t zn4|QeMV(=~DnI(a8c~yvCBsBE#cko_~42FzFW^J0F8!Gu!iS zF6)ngGfESb5rp#`bsIcvs-Mok+@=?KK0^6;9(CxUMklssQNLvW!Rl~f?iBW8pq!;{ z*jKKN=)mJ1LBK7EvUWO(p0sPxUQ7HOa+vWHl5Brj^te<_JVatlb=wTmtDx5lqa&2w z;xyJlgeg1M@iJ=|7?6TedBJyw{0M4iym|<*sh%9v{uFRhdxp+SMM&+Itmn{9y$0Mn zaogqGc*piP-LqyNn@ts>lH};N(kv^<{F1edcVP9?xNUmaG!S^Kdg(w_4oDz9P0rU? z8E=*2yG~e89dE8ICcweK#%Rw@{MLx1m^g>XSqtXe%#6TY)7L&?PE4$sV8OQxX%Fua zB`$RC<>GE&h@5@yFnzplEbtT~ZFQvyLDHE`9 z;YL@9Ft!<6trLUkO75Sup#Jw7VP;zZ|2Od5-(7^`PkHOz9zU&z0b(oUP)$v&C#TG1 zWR1Atr$El1sdAKbAU0Ov+@qXl^?F;Tq>^N0kt~~GB!_yLpjIRomS|107I8$(4wFzU zv_5?+&^JdUU2J(LG`hm2^;|t?aAz!ipEKDTm{AWGDPTL20#XLa??8l`C&+*xAogtN z2IzMTEx-d>S0j2hjv)!G?IY7Pg!qS}&#-kmi3`N{gbP4O0 zyvO3Kzh(pmR1)jF5fm_DIVE

W`Smy+2CqVBc>@7!}7TzSib69SErj2}x|y#5nAv zLWPX;-fa#*w=o(QwTwJL5jx56-vcZkZ^7u@)@ zvAGfPf^hY+l7{?3p3MCstj6%8qJ7rEPh~-#>;)~GujS?r9rO)=wH|iS>PMdE6oo>PjpFWO(4h(rYU-GPR+>OA z$r97(u5%@kvs8(fV0pJRwxopi8UpGM@zZb9Q8bSJxRK1Ah{#}unn7W(YCGqQ2vb~c z{%L~$=|*$0Nk%gJa^5=jfLuaR6F>4u`)T#IIF=g9+xF-3fhE*p<7MgvjBrV{l;et6 zjKI1skBz-s#l1;2kZ^l+1McJlRKC&LCCe9WmpB(nQ7v9VN@o?EoUgUghBEF17YYA_ zJ^bbcISFf{{%afgD|Y%XUeKQ>h^yLp_}T$wg9^}Os_w|CZBEy>xhU#b7V{hilwLkA zMxo`{3CYuS%2-R=Qf3zV#B@B(EJo#oW0z~gPV00;Cc8$P|2;zV$}kzvC=`2l8xD`r zK+GMZ)^{zssXwlo%PXP3{}fJ1n#+KvqbsiKPt6(`VpDlI{U=%?c^}EdBtoeJo5;b{ zQ+kUJK3Ggb<;FIVGIYCU*W4R# zH@nC8N3nw+Riz4wh=INB@dJt>!2;0`)gZ$|+N7F&qfXVAo)`~Fq((Pgercle5lts_ zW4E9?fy^feS?e%!?$s~B*~LE%5BfFYT4}J*v_jJECM21D6it+fdG#|f*B3mxb@+T( zKg`8^@vqFXx}#FL?G(u>voFebM!=(N&8D-0*oc%jAYluqFrXovgF&0TABMY)jN+(+rVjCV;6rO7k%GzNpSL=EHT|Q?Gvtr0{pO@4x$Z09n+pnu)!|Aff zBy)!8OS-6NdteA7Ci$Fpe49ja*mTt+71k6}E49p2OmdD&NRkiGVOw2O6100Y3w<`_ z2~_q>O|?zW>G_`F+ApQ2Qqu5toV}pDW(0|qwI3diJqIJ-i~D4EF^3JXAQ~as&1KqC zuUp*1{`9uGfpwN82ii~UaMqK9m9GbD{WOHR4Vdu$+-T_q=6jarY zrxMs|za|pke}0g9^=zjT{CS+`n9t|mY(D7C@MB}Jwf_j_3UgD{iPc7xer8rfw&e?B zyix;@5{+RYfot4bfiXaQTu2C<>#aL_e+C329$Oc5jS$2ZLEBNC4bup(L_7{@uz#!j zdX*pdWf+SMy9e`r2F#Zq5ymhj!__!3`k?EdVYGAGo!~iv_ z9CoxBnoCmI7^Q?IpfwHc>$5#hSegM)vzL3Pn%l25>vE|1TcJ@=S5XO>AkmFfvkgp( zfnzx}Qi+_6cd*pL0?5U4JMYlBJzod7=L|3;rw(xwda4=sT$OC59Z0TsT96czYS!4u zFtfeTb>kkh-(uGPA?zHxE8W(uy{eL`ijx`JwvCD^wq3DpSCSdqwr#6o+qP{d?_6iE zv(MUZYpd-q&p)`IF~;3{zxrMfyJwmx@vw4?ZCel;9w8zM240`UbYBH?hNP&txcUc3 zCg~3a-%g0%%x16NU$!*7wcFMf;8qlR#@lwvRW6^PLkJ_S{|z|DW7D~5BtdeOW4Mw; zFa}f#_G$=ww<|5+4SWNNGc}{aZ+{8UF`YWYh= zW<^MPNBi$T;*o5d&0$l(q{}|m^{7f6^wtOVp>ZvxS1Gqwb>P_L`nf@EQ?ks6l~s^- zAt&>~U#69iVHx1Vl`xP;2w%nb+(Hgj;$fZPCK|3R3j) z*b_c3leXW{*bIN$hp>u>Y==072#h3Re8D3Z@Bgfy>Q3G?N7cjXSx|H{+=0d*Du+4U zN#>fQHxgg%_JS^K8Dcp0E6L}6d`)E+#ELhkDBDCY$g4|^-U<80U3by)ToQupx6aX3PPI%2owqWkur*UyIhHOT( zXMPwnoK`8-35^>?T|y}l|8G$pd12>Sl%B>A^a!u%Hs`+v4u9XF_a976ul#VFNj zIh=GfEs8Du(<{OA?M(*hTpO)SYi?7N7=oDPiBh1NUnkh|L?ztl)f${o(;|q6mz?se zKzVVM*FWPU78A7xHy-0^BT8x*$$R&w;Gg-DRX*5NzCU-mi=VY8OC2FO(m)Y*F<(u<0QymV7E;R;;qh4@M{L-GhkI< zw(=f2xHB%9(!Ms9;yQc(*t*E?AK2D4QGypVmg=$Ldhd2tn}wk5h?kL0jLb3=IB&6c z1CNKTdC1`UF*QI}%AvsxCFmyfUS^6sij>XRKNY5wL7?-JGgkDVCFd5DG-Y;j&snz` z_E}r;-lP;m7tyhs%5qZoYs^|_a#EU@C(6!Okm5)n4p zM zOUyMTs@n$1S;5twd99J39TQrGynp-2Or>93*02L}y!{r2v+t0-hMmgY$@`RFQlfs- zL%lb~td+9K&!V&TE?MV@7H2#z>B}i;HVF5)N??E$j2EE2uZmNt}Y-JLhe0!mJKEc6)04t0(lpH3Evb<}^$) zzfx#i%#*2R2IU2bgI11WG={i<%ub;HB^5drWmvK}>Po-Ng zwfeUTW@`k;t!cxfKUmM~ zAlg-KF^?=c&&toN0XBS=DedbLY`JPFB_ z+SLPWMQ*S4`~h=@yonC=Kd3K4A7F6m9swEt+#*P)db}+`^C_1c9MVy(1K`%K3up_P zNV7G+>UQmrgz!!c!^=r$H67Qm-nzjvAsyS7ExLuR=PPSSC8cOm-Ss|gg)ne7jEBnB z5;oDYM^#B}Y}6_U{mcM68P7$IYpVH#Q23H99$!6&n#emo|`o(oS@m_Pg6n31k_YPJ+mt4Sb-W zNwI+-i*9}K4C>`B2p0SkuJvwlvA~=8K(->C9M@vr$SRavCJnI^Uow3fRXS%^PA*KL zGBgM3LEOnH$2>a+2O#xAaYU>%L_y}KDa!snC0r`{S*%s|JAu~do-vtvJ5kD8YS=W% zk8rfOqNT2T7NISSW1p!|bpJK8-^J0Fk%K}Q#6&d{l4PDvt-HfBq?Ma;4y~U0 z{v&Ryu2APM_mT-u-~kqQ`Zu6VR6{|hTvIm?*vuf?${E79I&E2O=^Zl)LyAG#& zgvf;*s@}Z}@YaF~xXSOoI^tbp*RJ3r$DA9lHUbBbFNKx45IS5M66G2YyhB#`^^^im zcN1xc%-usdPce8)KtVdz$AuFJ5zYn`R5SpuHwM?DroiQz{%NvfNR%!jwIh$nAXjN; zO+|<-HZwYktOR`o#afvaeiN?rL$EbzUAgDOPI|_rMYP~ro;h%E^L$78tMB+j(VIVN zx0JqZm^~K3?A3Goq*FJrS^X_<1?Y)~h^N72;XZQ*mh21x8>}Djl@s!)hoxNNeCb>o zg<5`%%!6B>*#I4~hVpH6_8a&WwyWW-pl@T}8p$T0t4Gu!wq(s6@*TBDXeiK1c(j2U+G9^KW4orc3a1AOx`xnl z(k`SGaueU3M9rmNII_h|O|R_{9DS;;#Y}b8yosZsxqum&A5>rhYOY<_6YCA@?{4W_ z@U35*y}j?;jo)rbHOxvK5wtDo!HCu8tHvTxCjcExF*BoLenvB%U(ia`6j(EgCzCf| z4cMLtsIlP`B5@=~`UJ;wW~$1maQQhdoZLZsIUPkFu~VHy7e)8BSh@KHej79DfFot7 z%J?AY*9dD{iZiNTbSaG!`>>S~^H!Oc7+6xX4kwQuN-K->xl=k8Y9Z&kS;1dN0X%~Q zlJpiO1Z8cHPX~cvyS3&e0Ec!a6UNr?{s!v4`zuG)+iFp{n%hq$A{AlsUls)SD4SK? z&lo7hM_zZ|Wo%7qM^7QFzK^^ypxAJEEG6Zi5EHvmNt8N8s>#K`I z@1Pi57xy1_Svj1tZltLl_vgWg={{zW7PZq{VB$!b(5dApwpn!}N+@}>7hve1V3p#b zvFMv93IE)^Fj&9q zCnNUxYh;pQ;Ad-0UZpXRwv_hf zT9iJ})Xu#6Ks5MBGaT0L^o&4~$OZ(x0OTKhgZSW=aJxoBwVimOX2(=q-A+@`a&W_bbztFbhfYaNv+0?#P%tGtxw`KG#F1^-^F@TcOw zt+|@@k4Z#^|K!j~|5=5I{dNYZUmNB$nu&r8Pgx902jtq#S(B>i!VaA$6dyiTz;cm> zCWizhBR9t;+l{qcm=%x-3dRvN$}evmkg+v0D$j%LC{>n}U)^^E$;Rz?vdqe+(H zup^^dM$!wZl5U}T&2pWR*7Ee{)|H|R8g}w1k~y(<*o{IxdE5gMP|1=byF{+Z(%X_m z$r2tO9-5U%-a!YWWswB^Ec}wCmdJvnwH;qZl}1+IYm+R*S&WQn*i!AnjlL+nu8fI4 ztuQ)gj2PoGAcEac8)&QV^ML4DGdIaHDIWTD`wt*w>Fth@wCb~1TAp9RUEnY1Go^+U zci5uK=`pJG6(G+1yB(^{H?gs)y_f*h)iv&1ag_Hzdh{p6dt!07M&buCd(z07xI4D& z1;0}@%!96zWtM^$6Qjidzhzy|)adG*4jj4!xDl=9EU;r;ms12z8`Hb+YvdjKI5evw zS~FKT4MjZHZlJW}b;T>au?QLA4{Hp*7e}&d#+KP&Os+cdSQ_pLxV1Nrv29GQ?TGoW zbB-$n2KAKi;Lzj}QRmG`w&g`- zEf#kb$&QTwgKRD#9MKRF;HI_c$p54QQYwo3ci-qM0BE!c)L>Za^@u{ zO6TOAc%KoKm+XDMBjQ`hIK_U%#6Pyt!g4~jWg<5T011%FOqBw!(u);l6s&Lf*hN?j zmp*=*#}h|i?+`(^s`?*xg#BLT=9z?mDTn2mf`pJDHKbDK#9&b;CT=skWB-y&u5vqo zaI9bJXDy*e|BWK{EyaCvqc@l@qjaZ#BWziN=EIWo=jDGDNa+7c>i)~Mg@G!e6rjg! zf*(L26e1t5DhHkuFpWw{Nt}})U-y~D`b{-rvR`(#7yX+p$uB5K%xDNoEBNp%e4*bw zs(UZm;b0}?R%JUN%NA|(2+uNu3;iUZrDS~O3pEc@59jZUX4p4DCjh*!%oV;#1($}Y2nkKSDl!%%g(*eb`Y?7_ zhyiRhF6xLVUqPEK8$){=5B@t0WF0#Q8vRdV8_|ROA1gK$+)bI<);(#kQZ4SKoRd~< z02(LvU%Ec>dh~qVs9ndVOvjnu)l+IsoZpz*?$AEitz3OjR>pPez#WO$+#{OB=KO*< zZ_Fw)c@QL~5|iplkv9`7^lLNCk(wuvc28vvzE5jrVYagL`O?s%Ywf zeyYi8R*K;+0zjA4p`JVsK*up`rvJf(z;bEJ-2L_ zl9@wsC>n4D&p1?|ww8LwVPrz0V~a7@3_{i;BD+*P$pfBcaE5LQ7vJmezYEj**S!Th zs*wxdSrphd0&@x+y4G)PLR@JcHXg(&uB9L&(^2Ieh6QUfKrB-!uNmE->JzRVztm6) zJ(zle&@73Sf zz@=^UaJc((`sEvl2$xmN7DdujTd<*-hyMVT3+ByOEnxP6O!9sH`yn`P3;+`k^Z*KZ zM7#vuFZDu2q#g3gMF5u-14glYdBcy}Vn6z!#|9%yNC)f#1VEhXTkLqSWS3JF9 z{Yp4$qR!!y727h?iTel!oIV^zoj6?JmmYX-4UV+tSEkE#F}UKl%;DWN>^SGTd#4CL z7Rt5)f?pzQVW;5naRWtjom9-}B1s*q*p1NxM=(+gLBS%%?Szfbe?B!Jj<0JlSe-kNV?A9{?h;ZPP5RI}^=ItQG@YCRv`;C$Ow_NSTNuZ<=1#$tte6 zBHN6l88;HQEu8c+J`6$z^DGyrlz>=T*!mDw2`0+^C4ub0|85 zG$a~CDXzN{+FU3L*~Pla0`w^i3TMfdw<$ap^1~=lj`K#{^o&Pys(C6Fsk_vAyu68njfkAm&H zvwe;tE52&kPq3L}33jaAzToCb#r>8g+l%eyKdmT$1PJ~2Ix2FH+c=382Y9;n;flUF z9^kU~9q1=*Ozwhn!Z9izdSA0(+zeeA<(So0+%o`^c%FWa5zsh@qp8B{ zFTBXJ!A+;d9!Wfh+F{=o$v`DklD6MS5r(6sO?TEkDKc`lg2FBGv>{YW&{LgW9bm7& zaD49#6f8|lvN!&qhRO1Xun zIgRLBe23imaFKhmVWuxvQA#U_>T}%vKo~a5(fw*JI{{!`+`vF=gTVNx{#wa(=}N~n zyPjkMH@1)}7nhUekdQ#U7-p5lr!70b(R(8lf&!M+q!uAd|Eg=r zOM%EY;O=IRvs)x$&W?Ov{uiJGpETb*GSaKSwW8Mo7-gP{W^hPSH!fN-gaE0^c!QiD^kvXZQ!ftgvk^xF&vi7!pcnMQ{p;lle=x;VvFUi7?YL7!J!z}BDWY% z;9@b{(;_QE9@~%cwDTV@VF*a;nnTrFkS!l=l$X@7yzssh^l$6#C?t8iDHi=`0c5<> zYfasJRz4sL$oDsjbCyn{hv^8A>1(`F=ci+(tX;cyLA~6jTNtfY!@sFmcj%gpG~Xwl zXc+wjVWonbw96Y5M1Ljay@Ov8yUr3s7?4E);o($m2;n7fc79n;D0MAIOstGE``EXU$v>dZC4UP}{@x%c`VqQT+B~X9iz}u{-Ez@{etSTYH-){NjnO_P>2%H2(x_D5YCcpnVfQGv)5<{w+;goNjDu(1hv6OUt`6lb zrK=MbJZVn#q=iqP?R9!e)WG2|=2{BQOaKo>1gicZ6L(3)C4}YKugu)#m(5e@-O%oo zROR*`BP^Zso37TjDWR`&qn(0FPTzF&FWu`{gjB&^Hg?85>|cDR;n7>%Iowjc(bOXX znlg({1ZL+>VJ8k8h@1?kf;9}+R1fcEG1(WxO_xD$I&PKEi0anH3q=vXOuRm#dw{XLjV3vBN(*m>dSG_3$ySoJRk^N)cqugH@}j3NnJ z;x1>^^ipSnE{rv5PqN}oM=XonRY_G$4X?M~$+Iau_5GBj7bCOZlu>kDQ|s4=LVkBG ztrd}^DOO@;;EF_5e!L5$2o-%~b$YK09lo~Ym$1i2)f1iP5~s_q8olL_anV*OziR(3irHxy-qd}6lEzxN zR&b{fnf*veKwBw1GyJSNl`v--z*Upz-MQ)|&XI@nHC0yVien z^K_KvVh;mu7)LaEW8@Tt40>LhMo=o=W!D^o*F7pjQHZSj6z#==i|>Y$;!Jf9DTarz z^Er@DTDl;WY_&#o5&Q+Wn77{T=8xJRHR&EH|WvX23Kd5 zZ=Sd1pZqL51$-(^7UZ;#tCjmugIOq23WgL@m#Pt`G6KCtAmw@}u*M)GY8lM^#aUVX zIEIpIxyW|s@r-x$gvh`=KRoW>za-S%$4r{Vsb_3($3vq_`r|$|;&tUa+U?lWfsLPS zTpb4JQyCl>hYhu@2UJZgB%Y@j0PAf+KPFfzt0kLR>UtY-obATFLhz1%ZxWwuKSP7e zk4aqYYt=}rm6Z#-O6fN3cHTGDu%z5!H+YhkEL&kc_qfSr(5@3M-YO3KIWqD4V=TGs z)H1t{voJGJ`LmbPVU$Zs&SPa(ZRjM{IMuaS-95WZHEmd38<~=tw+&b=&|A8w#<(@6 zrDmDsyV+ECV=zlYJ@|5?Y)03EP+{czRF+;1`C0cAk=)J){!2XEoPE{Llw7_K!f!EP z3J^SB?XyeCwib6>-)Kr91%@h*H8dcsQgCoK2qB)8K6yQZcTbk?H%YxfK286e+H(+a z>07vaHTA77;`_bBP0(tc8Ce0OFElj2ZKG;ClIr@zW`ZQVD5mr_1sV z;{wt#ei&;B)i<%4;Q2eeu652^^rp7&uFyweuqRM(JGVWY^^Wpdu842Zqo(*iR4Q3$ zq@QYL34CJX|Mc}g8K%}QM2ma>kg)pq>A~<9|5NIn*i=!vpuN{8BF`Q2F!wK|-vc4Yv~Y zCSN#atajs?>`zuT2P2Hw@CQu0_k4?(nA+Ok26C*aZHZrsRc(Osd775S1S_xNv3eh} z;Z*Mo#ol%_Mad*$6Y5S_t0{T)TqStladU8J6?l4LUZjw{pT0=*l3R9KdHE+)KnJf^ zS~ab8?n3#0+ql2;Xf%s^IZl zD=LXs!l66oH~u|K*PhE$WD=j)&TyY&BPX!?s}Su3hDfb$HMGG^N>I%oje=<}oNwJ- z&Vl(o$;1b~Z_g*8sGN5ZE8%*6h8JA4b;roz@p9G*!y@joi2Ie|t-v>s%t+A1{A=VG zR%S>(mus0M-9nHI)Qh~S#{&!QlaKvCK<16=c8Rw4D^X-iAkKZ44ma=hn+ z0FE)ShEJWan1h%G-j1a!WeGk|5z?AV>oY+lrR5@Vsnx~?*WLLd6Be=pM5(kE2Hzma zW9{|yrfGT^3@*5C1qvP~3yz!vSc_lMBf*WcjaW%mx(a^$orm&gs0uq*hVY-%5EkbD zR73t(Gd##UFQiQ~4*sG11NT~%>MX~^*`B-%q4iuk`Q*C&MJpIqznDl$h8`zuOWv3&$*?WVvBLBkj-MwUz1vCObQ15B?A1o?BZz}t z4Vhf2Z{TDlW^Za#JLA?HmIy#r-p1HZs9p-AS1(y5k^#VqEtG1DHy3 zqwsX83(9Y~Nj)V6_!g9q7kmer9vuRP-~jJ|mJfosp-pqyZfhUyq59z*0Pd|+H>Kq6 zNLf>K;?iX4Bu0f5%U}ZFoUr{fxWLn<77>*^M8<|;Ng3#@P_g$}U=?uReNU-(1)^`H z!XCgO_{JInbRrQwka^sZWB>(}&Oonvq_p_HEtwKXHN4E_7cBxw=<&0PHffu%8|zNb z(BH-`w4%)tO->+q++`F(I-Zl$6OurGw=SABH&K}L#Ovy9T9#_pTw*72o8{z1>a;ld ztkB!yp~D_EYWH;zKHU-z{TYjHg{NHe23B`M+N44u7epz|K|8vc*kX4NXdsFK0=t2j|WMT{z)J|^eH^^^A0Z{ZrxU7S<~R{ z3oE`Umjd|z?}ZN>D?Irpch>){djE1Tg47VXKVFAxkf~%*_`z3|Lwe(7QP6sn{FXU? z6UwVs#V~3=1;wC$C)y5zM!>d}0CM{I;VVh&BTtg&_y*vMXM572gJhDTEXUV7uT>J~ zp|w3uGX*Av=~~}<)BfJgI7zThIelic8X*jjexZ*HIJc&qzEV31CL|1U0x`A3q_L6H z1fpcH<9o$QY{F0%*JQV`QBdl43qe{)*HteGf#xC6Bl<=ZS*pm_Q+xpu+qa2rH~kz| z8Wuk`BQsY3;B7@}4y1*o`i>BR^?ZR8N|X6Y5!|XsAWJ<;gzHwQrF#w9^YYtGSEspY z_eg)-Fl`H-Zz;@L!8hmO-q>syJBfh}ZkNsH6i!@eTG$;{T72fP@ZuJI!wkn6f~Ojz zS=2x$(3qPFu_vK=df#W2Jjl^Vy#}wmICDX+V<&9< z?K>%b)ri%BQgbX^$H07|p-4Armq$`nUI4w$h|T>$-eA`Z7_CEL5 z7$rP-y$>snFEwbH<_0h<`iN+GUzXep_mzUk7!YJKL=l~$y8goppAR}i7Ru?8|4A|Y z_l&UqOELV565m)*KQ>#F3YQDks_Jk=&LlUyBa$*RnPsj~`laD@e1l$4tf-(s%fW=q z{~P1YVi}76lZl#Gw4rj00j*;vT1~QnX<%IZ$NlS7+oi{*=Q^8U4olKKaXw|8dpKtw zt^#4Fh9z@}!rqX&W6mg)=f0hYY>XG>sL_oU;(${D@6RWO}lx)E(d( z=4PMLW#v>X)6Ga8mFR0bu+^hIrN_#39)Xj4Z#GlylPF~+on4$fB`Y@nkPS8cmVf_E z7b|?%c)5O z(o1oC1!{ZX9Vb7+dsu zYBN0<#EJx;ME&Sz5B#-cez!7y4-LVKf%P`&_p@}><_D|aq^H-8eywlTi0WiYT?+kO zjmp7-sK9CT8JTH62^X0hrIwC>ybk3@Ttb)LN+fan z2&7IInobYITLL4)NlLCj_vY$82|C18t;~I8ErPg8I=;KCsL7YD@sKz~0sZIvTe5uc zlNh?K@I9braWlaRXWhoayQ)X}&t^!msC0VS&STd>8UgP}HntwK1!2%d1pHgIvA@J+!YF++;<`J-lkw`ZDrz=)s&lnoi4FXk+H;u!hlnHWQ_@@a;SA z;|ZUTrNyBi7o~s9f4$*W1bCuFUpFde!-xi*f*=Rvjf(^h(x4yKLOVY*yM~5X&=(3Mz@{%l0 zf69x#nJgC7*Nh{(hiF#sms%Qupr~M38ygBaHlp)&FAaYd<(b-!iij9$CejuKTx*kL zLJ&>M)fnjV3Z)y@#phc|%-qW-mtIU*7Ab$hX>7Z;fnZke4AB9&O5_6F+c07c70#Ql z1r7!<;2~1B5RVeo1==rq_NPUFo7de6Gsh50P}cTlJXW|TL>DF zmPkRX|Bf&HPmk|{l0&gVGK^GuAr(@9IIdZWFkiQ;nTqBbSp0d*MI{%HocbPREP8>i zS(vS!^!}DbdpI|hkvjA7?AnF7`Mi8NnJw=7-TThX(#y^A`o#o)wz%=^vAv*DavG_k z`6zu}zKy1M1-V3gOmufJ#7$!8Y=CC_4IO%GBjjJJ|E#^n8ZQ!5_#?_-tuJ23{qodl_@gl|`P;XVG^jjjL zOacW7k{-DDwjtpNp4$jp}skd1X2Tn)X=w}sYzxReag6E8R)&?>j z5o5193Y&YZIJFrwnZ6Fe0dd_UzatuxXjs(8+4}7qQ;EWnMGlQiaA?`5fYt?0T2Gg}iWa=Q@-_-W{OK z0$Y|Xt0+zxs0y_(oYOEnhAf9!>vjSn+h3D}%j_bzA4kECwUXE2>HCF=LzxPf;$nu> zU@XkdD~1fZO&F|choBmytkjQV4+Z-UxrOYev{1Zb_pKz3nPaOV`;M^fq5LSco-cPA zaoV?0A`0d}Hcx!1$DPP;Vi?MyKadN$#w@Aa{n+RA5qVG;jr1gz!_K;dYpFF+|0KNa zX{w)V&u3lpLWU-ffCqM^giGj^{rA{mC}>D%42uzW{$ZKL#Q6U`*Z-AX|F}tzrjcS~ zpwnfI7iS37Gc`lY39lnf&Wo~7Elz$OSF6AuUN!i-W*uTk81@|&8AEki+K{c7eAV>MW{$`8A#_KZ8ep*Xe*|A9ghmJ~xavNSHz9b}HJYR9FGEPh)Uz~Sm zpF^iYUWNQIEODpbR&(peKIwjM8|OZ)E^f8n19k?Llu-r-21bq!?HiAtbYB}(gBv_r zGHgdn6LZ7&kv5Xi1HSNYaZqZmYWd=7Bnnp;A3D~_9vO@}428O08m?bPJ0ob~s)Vcc zGF$=!z973EHdwsY9%t6fk5fLnrqkbsv=~={Ib*JJAHFLbI)BrKL`}K;JrI|0X#V4& z#@f8U^{b6E@njybqpM=d@%rej2ZApz)Jh!p6WfC5*||P?9SL=D^Br8SyOFq~2i0qv z${w79TD0Z(xD=wy&!V@)$VtXe`Y$fKW<$gs4x$kgJZV6J?IckgV?h()AaZf@p7HBt z@|!ByV(0Mi0p(@g$=a+cM6Lubx*w2MD{>{ll4Fg_Q;F`p=1Ngu1$W)2MGoJtKaV#! zC9os3qv?eo zEg+yFGfByReEXbE8)+_Hi*5wb;GWRcJyF3IbNr@VTk)2FKBJUa`yE9?Gs}?w>hC(p zpR?hy;G^_UPxXJ>-e>~^J@Oid1EyjnhN}{k zr4<*IR415>EwM)0q_IQv449#czOnNfuJ3J!FDK$5_5_eg{R z!wDk1xUuM}8_fri{RIFlrVDsG7&x}_!cD8{_x?Ds&w&7AFxy~)X;7;hV$9s~s6~2I z?z}DVr7^YmNg|kP0y(A_fQVwtg!q8YI0m|5VL=VuDh}jaPX1}inqqO+^La(3Wmbmq zFPz=#jnICg8c|T?4ePILS^}Pokr*4_*L_!a6Le}Xfej9nf*tERL&sn@@W}XpOOfa2 zvn>OAMw?lsQsA;(igVfBRAdS{Sqj@GWy1cNfcA*&pv!2oM6uFlrP!t-gj;_4!)*%n zVCOm#g43xuFu}XGcQHp9&l-B3EbP8=wEpK+zSK)cM^)Cvp4hx|1qw7x^fPZbN+Vrr zqhm^0k!x1s2AhVh%-RLRwxwX8ZQUTtbO5jCk_S;Wf2sp>)<+tw{!8gbikW55S{gFL zq^=xqh3!E|l;b@d~dvfDyOAaDbc}iSS!zq{3z%1r#5}Fecl% zw4RV8_j}X|F<{D`xWo~cN+7Ix9^s5!uZdK(Aem6lSXOUZnhdaCDpRt+5$ck@dK+U8 zsIKQ2y`0SW`cT%;E)Q5f?U;j0gJ2XC;a2>*jq&(5LQo!PM&1(fIR5D!@^3MO$ir!EnwXaD?9O?8SM7zbDdZ`3hV}7HzfDL{u_y}T>Q!&DGz!QqS>lUu?Lg44}T*hrqo{~q8#x7*r z`Dr+o4ok|!NZIMu4uj>p>2G&lE+{Bk?mUv@!UMdzS(^H!jXHWzW8g)B%8bkxqN1!y zf4di+SJ&sed7-j0FoxRePquO6v}Zdm#-`RBHc$>cjuBYtF=~{SviTJ0LiBc7vK{T< zrkdYs;{HA-tu{9-*dr{h;&Am7{X^M&8xYHMpMsJ@DN(bU?84NLHXHXS3Lq3UVnINkEF4fNq@2(&}^9aci@EN0^O+ zr|3&Gv#-He^GIJR1jPdJel(1L&L5e~#l)*xD~-Dza9z`#g{L=g0N>B7QAnextQ zdO%~-5-VdG-2l!d0yi=r!UxWQQ^H=H_614`QV+AYrmB3PjZ^$OLR+fM5V2Lss^DcA zBRbwG$*KCf@`8#uL~A7)<^y2bdi3~oQD#zE*bSSCh*?`)JRTQ62${;*v(Yrf{U+E9 z%*WLv+1Q99_CGehU7!(}S>DwDujXFXzW_mh)hH~0Ig$uW#RLLekAY(xh;|uPZ?Yq! zg3V-5TAmjbO77N(q5Shizlxh<$Q{f(~n*nEEMuqjuvxo$KCh8!Inw z126F>#j^$lhPy(PGxf)Vb)!X*wrn*eDP&En8=z6;7Y%16O-;nTv- zW8SxTQA#!JreW7_9wDV^owj&BUQ<19v7qqKgVH&uACndM>@=}F2~&L$w~UcN_d9rI zd|hoO#I-N~Q%ZRy0Ynbz%6ce%O(lQ{sViR zRle!yv{M*#Q1NtKoglI%x|NoZ-&sE8`6r8_*dHseJzV%4u|Ct5II_+eiHdyZzpu{1 z({Tk)*}Z=sj9nUVH7KgVbA~&GjgOc;UiU^Q%FW`(CW4WSzXhL-;9{E(kP1w69SR~EPqNj{bU|z}K z8W}YCQKG>qjuq=1@xFrh=V=8&9gasuin<7TT2?D@F_~ty zXXxp|cXST1{316|oAQ{|l=Z`XsLDsTreOMNT@DsrQlMG+<0FvX^3dssjLN6pOs0<8 z@g}|XC%NYj)f2Py#AV4vg5^x~Re_=p1doF0bZXg&XR7O^UxR-$_eOyxM4v-Z{-4af z|2{;R{sW=a*f5te&P;SDKs8EQT$=`5?iJh2BG)#1b z3-D%#tyGs82vac<)YMXFA2!w()b$*?DjH~YxbVio4jwMk28bu~4GWA6s2q--g@nzF zLKxIa7tCu(zNWJZmnMR!rL;@BqvN7+2wtbexRHs-lBC5hlwJe?lb}fvlAt}V85E&B zZiZgii~p4Lfus zw3OPswy+0e2&M$KGf}3zlpSWCytW$@+%>F^pnX=|?>486#=()Q|3}z6cvpgc+237N zv2kNmY}={Wwkx*nN-DOEify}M+qQ9I2@8P%!&&@+WLqAGKb!dyKD2L_>fT9reqOM_H^31* z&ji*Hs{AZQOLO$!M;~)R!-Y+dcr?A+(FBA-V^ z&rMgGw}aWko4m?M8)U`Xyc%^CiHISpvNT=Jt8rU1j&PT*70-{jN(jH|#iaI4KTKVF zl{s6GV25%iS&5~o+%pwlqUP;;p1TN>NPQ(@wgV*syYV>V*Sz9QV8yPi(it3|!I(8@ zCuiByv&s>V#n@fr4f}ywtFy-#xG(L;S)bjbYan^ON5R%^Ry|=S5AazC(UCV($m~UX-V|=iZ5X0aMJ%&2f@{8}7iKBB zpk*EgH;|%W#6vI0ZyLDsi624(I5qw74##NP9)=4ObV?Lo$^Ap$cFRQS4kZZZLggVZ znTdmK|4D|UsJ5o8o+!r84RiQ5;PXz&<3Awrf6iJYQM0iBHf#O8kNh=jMY)4gBDe#a z4f~8hk{;y|rs_Z@ix~>))z$?qX87^^V!RWo%s1W5R8=Q+O37O>NqPBj9x35zgoffl z1j@W#QS^opN1&}paJuny3#euK-L3P|tJ5nR$XC;CHN371Fdf=u+I67id_~6_JPyl$ zg3yVIibpx1PsV=AJx^66lKeWzAe|H!VTh%wEZIjXjM5u6E0V?H7qMv3K<(>sJE$H+ zuItetXPze`FFb-0>I!`&LD&g0_x2fMUynWUm@-}}61^>2vb`7dMH?d^`!`o3Jb^x?NiX89`cdqegK4;YRi69O%hnrMr$KKe}>FmY;)*r2a8{0j+FxbWNNs# zTuShHTs|0g;XN4~7+E_0O7q2zzJ00m5>Hs!{@VYZ_@_AR)Z$4;a11(5dF4(p10}VR z^1Tt%K|h+G?S5~}nzNe<@T(|k7tinlZ-lGimBRZc1dgup24CInALjGI^!>V!1KAF| zs%+esNY7DFiAvZBMJYPlb~ ze-inar`tV32%8_2v(yO$gnc2V&jKj)jYRf3bMro&7UT@*04|L0AAhd{CW9&u=RC=v zw}-*Jp`j!H*)MGel1ShK9M8YaT7OG~=|9)?zb=QqU7Qt#voz`8bz`!l^~HVPMm3Ea z;&4%wLoytv^;cYFElcqBrU~(c0U?#O;WV(Y`Gt>|Y1E=k%e;$g!1HRu#07!|=RXla zFMbc(`|jCzx+`bxk?9e!E4UqW4u-l(`kA6tinleeE^!jUhdU56qHZu~K*+e@W zHZpLil$@k`1MSMvJQ~M|J)Vs7Q-HBKt&4k z{2~o_#j;3?-CZJFGRU)V{GNJe%JJZbL6Gw>l&*}w!s|)q`G3c^*v^@$pcP-Tb7AvuM!E(zR83JfDf=Av9M>!ma&8?cl|~ zs$Uk~O27V&ttIkiJC^YUmPolN`+)N|Bt#^zj&m!?GBSRrZR*Y_H;R7+T;iLzX=xoS z`K!{PO}L%^sO^dQxPyOF#7%6L^N!v4NPNUTb7}MDOGNqu=orO@dX8H6PQ}TKOb;JoEM%x1Fc|TX}hP z&<{Gv=3Mtp+;cYscn$XRDc}+2vT#11tN2s zoI^RDZ)QVOj|qH}HYd}j=X~mQ_&N0*d9M~-E*kmkAf45n-FMsX*E0SzEX$_uI08Nt zJeH+_mvndDqS3)_6|ik~qq7gMyU7ww(EJ_>()hLCzThM&j0B0jfBql$q8~^hdPA%2 z|E7??XRW^)*g>2*C41a{;GE(i@wj;I7(bW>^n|~(u#z_0>4Lnc%&60Z#tq|}PSqT% z=QmF3Yve$EXx=&e1V2fIFuO1mEoGLu)Plm*3q*92Sk;t3C8fD{E|0#Z5(aXkf8^2qm;A)~x^)_<>Z%nc3JUKj65psVkZP z(Hzv?MSG>6O0`oKvxm}Uv6C%}KBNv^R!;Qkg-4dG|5f)+Zn|XT>nFJtLK4>Vk6S!- z78e613!$(0Cc+eT$FKqTuYkm!^qih=Z)YQ)oVe(kK=cK>JXh&u1NX?Jj1kYVOPqjV z$E9Cd#7C3(vIychy#`${lV6{JQw-QB82BtvvO>Z`!Q8tHfq)E66m~yNcWoiP2QXdJHr$=M72DD-+y^qOe35r(3X3=Z6bcMRohz$D@Whb!X9T)t zd12RRHJJ~4WJX7B)Fk#$3U&Q8A0#OC+A)LCd3;0<<5$~dt&Io>%1OzsPx_KxISHtSTw>?|VtJ}2+S9|ndZ zV$GEyJvF5VR$7cAWP0rEX1|8YXfkV(nq4e@x=WRW+eY!uNKmLgkgZj2QINF-(8n4B z7Gdapy!NkiZp+E=fGRHevCzQ*q5#bIlsZ;q&4V#wp03KUl3NUozoQ4}oV7j)con=lp zG&_oweb8^OtqQnNbhPkckI!cS$~TZiJ~YFo$SEq$%w*%g60(|_{H(80Wa8+}D-5JH z_*o&H)?@Ucp-p|{+*0UO_kB8bU;5p4G2w~bSZGe0@g{P=Va%2tC#@$au+-hzi&4qQ zGnp>x`R(K@)5Qs(dy-DS!N795!;cGY&dK-LqR#O8)$uBJg*-)VJNvD%9GsAB7fVGK zXC$u@jAckye_YKI*e4BHC>H~UN9pl%$$EG=KCp?RswFnYyZH-gX&|?W*`~mUp{dWH z83xN>{|Xcc4K@K8lr48Iob=(b$rvSjq>WfiLS4dkZ9Y>2RPwgTxO#H5fk1mUt zNUe}6d>kp3`Nqn^CW{`ZeTQxJ`kQt)!oxem};8{V}QMa7&o)^_!)}0TfLm0-5PegWdA5^ zxeW>uP=-i)LCEslw-i1CtvcAM;GGzdjkc?*!zV$(iyXJ<6%=#uyV4kgx8tjA@eVyQ zpIC9yY8A?cTA}Yrv&1E@4vN!|D22Pd>Z7_?3}#e;uQ|yW_7vFM2JzTUM?7Cg>Ua6T z1Z;eyg*n|*WPIf2gRMnqIjC37^nwSm^F(U4A+vUj$A{fgN7?Kkc=t@ZvQ-K&?=j^k(6Auh*o?D zTGyM>lb@2~pm|IQCL9zXVpWk+{iWgdK*UnNW~1oUHkuRAwytb8ysEM40-c3A4v!H8 z{N0=9>s+*G_}G83pf*r%@OI@9*;t4N2{{r+e99HG1u)gF+eWL@qqM4R_xh_?QHoA0M z2mCU&x%0E|K;7;Fd-JVj)xVW|w4! z{>^(U$~`i%>2BM&cX-Qt;-bbTX59O7i7J4X zc6PpOB`HEU5;cshoETT1jf7dV-2+Op2TuU$tP5v`bdiHzC0H`yxx6c?rr!j#@eLx!H9!lguUcrSje#V^4~q^f zQxJ2nxBp?)id~XzO^-8Jz>9B3#EjyL{d~Lx)_x!DKiMatAfecQ*VX(tH$3D2dtU$V zzu(MOAB7Sulw8soAAHk@1|`+&UCHKt%*FMRp-dpKQUM<8u)3f&h4orK4NHnDm8YH8 zM4bi^4Uc!tI|DZf`-bJeet*3-RuA7cbb($i6Db|~hEczmB_Q;LT#`tYs3lf#H_B&C z%t^CA=Mi1o;bpU}RGRtl-R1`7)a0R1CY<;phJH7NEGke3L-i+%29IvJ=y%-MItE}p z$9^xPVkDcDf7sKR!3f~sbK3?@@_`#x=%%PHcQj+ z`++x~N@&-I)Lq23@h-l3>djsKJVw|bRwv8$g-Qh_&xXb7JKlGJjn{4BQM%M zcU2wtgKa%j`lfHS@H6?fcSY&BiY(k(8Fp*^aHxE-Wu8X{h0~pkR2*uqA@>CWBB4|H zPHq(pm~)qRojDyL)rCUl)L7Z6^C7aJ7(zPtrf4&p#;gr3 z8Q_Tjj*o)Wi{>qsp&%oMG4{cNM+OS3aX?2`rZ_4VJ9`lo<-y8zUx(1G3;(+E2x2<{ z3HR%|_z|ZjdfhFbeq%K|%N`-&j*xW!go*zuD_i9)rT*_kWv?Q%ty{dq!ntn z{a_M(!_5Qs!5e2|Xz^v;*%sRIm46R=4J^@m6r-P8a6C_8nHNZ&Gs(zY92T#nKY!V zWri;}-*p5lu5G!k4X#U&@!!h zK&}+7oERQOjNPNkC*-t9rIN~*54m=i3>7C+yo9=;KRj33Ka_9}h;IzhPm$)+Ao&iK zq1Yos=<@#A27B;86xlOJzWEMBVhsMF5Zk}w2B{HzP$Y^E5K2lw3I^;vel-XZq#917 zR)J{{?k8>suk_mNN}xew;Hss`A|{h9Fmi{nzsIlx3+38z_+3d8^-(nMU+rnCt!D^( zFpxDU1-z|{O5fm< zG8JdF^i6?T4ojU*ADHufdM@t?>FtV9459M}%CibR>na(>pXlaby^$u5mA5eSK1{0@ zhSWT4(n8Cv1F|&fL6pjR44Vv*K3CHA*HbLG4m&GkSm+hd2ZBC-gr_dQy@!&JrCVpKmJiZ13JnDh-Jqjws1DhSirh#uwO>d?_TW-* z)8)&&9Zt`6y-X1Se6#miy$nRfp`1~J4^$bDH!A&N>a0bnikJ_deDO>DSaWK+J-o;0 z>3Kjx5P9jiF_$(xH(X-vmL$37;yA-FAWe{a3kOyG+jioD6g|3POzzHbQXT-yRj>+3 znGl_&@Nllqi;CNFdtDt<>{@}nbV^2ylc9c_8z2RJHQbx%~ zjxv7b2v}64UUg$_9K|A88-&-aiW6fdYvU`>8rX5(LFC7z)n?f=Ay;BD`{rU^$HEPu zDVqv)NC=|=rzUD2)=ns#K9|Kn_Q^$y9#k3*LF+Yq3=SnoQuk!^7w+uW5wS8bFj)Ag z-J)j%HAcr_6W;O@C>zhYfr#9s!kAK4A9X1`h1B!QoY<;mb07=jrj5&rkz^lSRmzgc zrBdjd{tl89ZU-h`U1bV~v3hdQ=zIHfFnj8`e`PxS5q6id`xIP?v1JnmxC;SrHafG> zgV%!V(EM!1Q(oJZ5ZJzIIJU^j;*NXTd;SJ9{nK+2$&2MeU(S+$V?f8(_5Ah^2ss=J zBIBPFuv$qBgzN+s?Rk|wCQvW;}fUt(L}e z;#qx2HaP+~Afm9r0cc%{x1sldZaGV>pduxTvUK8!@fVzF|B{~`{0m556+*5>tr5QIVWgOWnQquDxQZRR==diPs_)G zJyOmFn4&Ea95ryG)MT$lL^0K`%2_`}9x4fwt)Q_`@lY8Av*$- zWnkI+FzpcJMvfYT;oj0B=95lF_L=W(+;T_>qZZi1B!9oW`@yT*^JioK&LO*ADa=we z?_}DuzOW+aowpX-DJ#WBWi%H7&6!qVTHjzHN88|_=G!f7Q{&|N`z^tYoSybJ3=PjJ zD(1q69DO0tG%4?|t>qFe4}#D7Q-~4nndiX_^NVU^wcqR=UW_XyJ`bPLs#HePHrKX$ zpLp0(Yey#)j>T!@*gRvhs9FY2mNh~tC8On~HQ^FB3OKX5MruXC3yDs;8(ZKs+WcJ8 zH2>+lxiZhnZuN+aX_K4DR$sdh8<5AQ?0Qvb>@E+d+;rO~MWJmfx`rE(3l+X&4iiU_ zfUL{iiw5xPj1|!Lfa$uOeZam~fWxpUb8|{Duv5@^XxRl2YrbDbF(XWbA;>bygJBYS zEQ;&PZ6EMh7KUWJ8|3b%H4XY5~!WC>rC7UwM5&yh}V`mG<9YHTfX@S}n zuGuBe(c}wV{wS)y=2XbH*JjxDjbV2VG3*VCbY(jm0GXD%`vsF*x^DkY%H0LPp^JNB zBqlNFNYA*5&;@lN_1fq(~u;shAFN6R$iQFzDAi??cv2oq}SrGAg=xO^lA6WYVuFQgR_e1;l+}9 zQkmne=2Mh*roCs7Znpjb{0W>+P!{>xX4WF+ICle2Y_T>+)MywP9jJ!qI@A)y9u`?! zC9Z}gsF@lNc9&=PZ1~xfWS7a1*Rrb_o)Z{YPJpkvlPcW)Ue_#ArE+M56Y;Fw5KI2r zwQe=OnIsNQ7ab9uXoLdv+KCq?3xGn=x5mF(KX5Tqxdp0yu(W^g}KN|S-PFWT7-?4)~MdO_i7|eyw^UB#1eEXv}Vx&P{S6ncq`$6Ok| zIxPMo;`*_`hx<=?)S2)D;ulm!ga?ECG1V*+VEr-d7s9%T_ zvkTL>y(#yiJ6G9)6qO}+X@+Y6x+C7*o#_-V?vYVz3kptaxAa_QIhZkCs)@J-^5ClD zuzWICb`4~-HU2%wt)kiv@wv*5vSclCHEo0s2HwQ|2cD8r5;%d5vDt;y@jIHT<_>w8 zME#k(3Y|qm_YBbX*%ZwScIV3iFuo$)5VNjfaX56Js>CShywBnq#W5AF3JT9J;Kt`G zy!W%;#ZRNVR`iV`@LSw zjxQC+#&ww5yN>=SCd?$y_4G~=vC=FkUDDL4Bp?5{vNwTrA_IaG|J%yW!SVk%;{SR} zT-ER=3^TQ+?N!kd+{U(BVohGC+?_moi9A;RD-OXNm=CfOGKGzSqqHu8!tus zctHD5q63I|4I5~85t9+@+wt+(-Zbgy*|mX%vXPQzAPKw6o*v($s2EQR(Xm`E7jLtD zH|$ZD0NUBjb4kY&NQ^;cIUwjYQL6fQiO8~at}!1>1Bve5+k{Ccb|hKjU>U#IxQ2Qa zm`ZlIW9J>%dMZcqU1Keu=E4KNa3*Kyrq!AOW6?D_W&HatHtI)Vd3M^U!JA4h7#l%4 z{9LU7OoKRHWb1njp@l1T%eq!!x-5;5;Vpis)4R(b(md$)jGgtI@!`8i%Gf zp0nge*f0MH!Cz=Kz`?dK)sCR({F(hzw@5rwHRY=5)#>FcyVPM5G4X^k+nF)8B?Gxb za6rAjuZ^98t0#`p>;n~7FJ3bt+Tn(@D?xpy>Y{!BrzkaLnx~_0vh%5xC4`@YjOr(& zreUfx8AiHnF@8CNX-;CmA^}MC(rjSm$43--s$r-0BLv6gK0(Cs-wi>(+!T3a1tQ0l zx@3(hBL@tG{1BmrUcXCLrC3C5{VcW;WkU*Q;bSO0PU3~x_&I`&fK3sf%bIJ?x5%u&SbGxCZvLXSsOF3nl~oz_inryg5%P^&#L!US=S&9`Gb! zGrOD}&=8)u7K`6gU^IOtlYvSL-{PYrEZd&W0F(}2tO&HUIY;3}Zm~b|>qa3@$qsxX zS5Kw+=a<%>INxtPg3AB*0r78FJe(cw0FYEIQ#U|9!fd^={wA(CNxL#PY5+P|qxDp? znXAijyf&w1V@yjVPtimO8@s54^~P#oUb@8ikPh##brUgEKVRhVPkdJAM| z{t4Xu1%}ijQFyY4l05@&!kZte~iVRj5=wxU?UtNG3WyphXNUBGqW^&i& zFM4^L0AY^q@yYk(xM2rb#;aI+mA`gr@_?X$}I#oe-OQxC5#yKdI-qINWNlQHyQAFdg|uo<{8o$SK-wR7%taro|{!; zC2j<P!T(`d2EsUG(0*J6w1-9;!z5?Rz1#{rW$3v0IbKx%Rc zj0kXn_Xjq(yEOfVUg2xMQ7K1F^rp4!am*}^HBZw)lg%hbOiTlEGP+R8k~eZ8moio8 zFrHj!1Q$^H0iGKgf1sgqs;*o|)Z8$-8*wub4GNdmq+ z&m`2}@?#|Da)nGR!0Pd+1Q+igJ2{eIG^7kaQ$V5*A5q*%T&A)V-O|O2xw>dW)o!Spb=7Lhb&9 zLQ9%NG(T<~s>#B9v9a|z(A!)vf?5>Bgg=Z1njXCHFi*yl&tTWyVsYxPILTrZPD(OY zDmi9wiN%$u6qRs7Bfs8}4i99&Wd=Ycw?TpVCs6F<0w@ASgcH8?6{C_W8Xg0 z-UmA4e`5PZVq$#9jKg#dh+Y76`9EC!e%a4);aO^Ib$fy5#%84^Mw9^xs+Q=@z7Eh? zsW<_?8?oQ+4)P+7oel((Io36I;Ivr|{KPr@rjhtK^6UgzYZ+xD-LdyA(AmyMG5SkZ z?P_CLp4-v0@&S9en-|_`jEU{`bX8jXV}D<7?e6&6a~qGv=>0(}6Mi#eDhM#rXXe7 znl;c#!3s*Qy**Vy`Ju0|?@loyHe0fDN{rFPp?7LU4p6Ij_h!CHA;=|n#Qy%P*+Zdl z3SOQCOl01(jUgkM?K&f6yXJZ&Vb=yO<0UH|k{6Tg?oqisj=@Wt!OOD?qu0iMmGNf+ zp|MLy`+Tr|pqBC3i-7Di-xB@3pM>**4;z^Ls zl90^mRH8<6oD#1QeR@jbM*9CeA^u6x!u-Mu{%?@EzeU3Mzg+Ra9BtXk%00pe{fr#V z+~OdElHGxMGppl^6ByTI;5utuj)Hj~oO@|%=1!bTh@Atgy8u64y^mEvXW+A0t`gPKB2q)hvB|~k(U+Kw$tvya6fkv3@aCCM=!%Y91 zieyiA)%(8tR1uo)G^w&oLgaha*0=lEg3MNC+5Bjv`pZRLLAUriQTsgD;o}$7#bmyp za;aLxC#Ry7DjM9Lov`qFz(Oxs@4!}G|AGD8HFdYO5$`xFW#I+x z`ik>kxSQN#Lm3VGX3L%&t>hW-XdY9)#!n;HcLYp@R2z;vATb2-$SlJ!2Gi1Tn(!Wo zJRI89t6j( zeZbiGK7oXHqx~iwLRmhQL_=WjtWa$&{MPqNi1U^69r+h!b!6b~uR65)Ocdm}rcNCq zY^fzGB*4NL$zypVCrxNfs`s(JCq%bV6G?p)*%32pSt%=+*cz=!gx{3c)m_NMc!1{d zE?S!_N&?>|$~k_|;Lp*+gs%j4+gR}4VoeemNyLr|i=%@=5PmX?c;^qqPM6HS|t-fRnJxY6IJ zFn3{2xMnWB$QZ@X%+9L4-R^*x*E~1$$`a37x5rYohjhlD?xb@~;y-4ar{(jflap?O zVBqPEXM8&fR=TLtdqVH4za=)ufS((8TcD%#hPLc`F3lNq1p)R!*Te5=vva=`FsCU_ zIh#4EzHkD|bC|PTLB%7FDoUq@#i%DRLe_HMy)85bvOR;Mw-uTq!jfaGPIYY;x(4n$ zU!@jZ?+iC8KWQBVHJODgskOdZ$%}xMLC~`0^NcZ)DI;vzXurhf90PNBELJ-AUOng3 zZP>WcT#V`ic(vSCqDE28cisIEjIu&HbLKg#t$Zs7yJkOCcv}4SHmuUhP!L@!JoQ99y1RnIF=X zc6)qi^6S+SipMBOwM6$nR3s@5o5q^aWvZ(*HL}V{tTHg;`46DHpFK@2Z=k=PxFD#V zKm`*mcjt;Be#VAMmv%>sA`YOoHSsp%lvvU^!2#JF7+O;cf^eYY^_;Qa#shR+ zug^vBHrAr>9O?q6zIx{!_YwDO3GXFulY=?#4z_aBLt(@np5{J7M{+9NgD*poI_D7= zodwJ-6!&_6);D&W9Ig})Y)@25@*UzGoeg@{J>JSH{oaHQ@+X$-0 z2Tndqn%x&`0)2@yI!Pji2cXQYVcbt#1&e%K-dDZ`gal5cjM-P&y1Q7n2mgvE$L7_Y z@Q^<@&n9pJ?-(8bkg!{Y99h#f$>D*eE;p_HClUV7SQWbOwA{ZZpr^Omq`yD4KcG{dw)g=OeqSCsn>B~n9vZ7?g?q(MM2IR(}-(ftx;vr_OW2D2KONVHd^_0EV?Cmp4 zo>4HDOmbl|L-(e3TsM{@D+-zN69`p0#&J-DL=k{aCaG_bDwvP*-07IorC1{Uemt9< zhh#@X;H@81<7?+sER^*7^EeGfApG;>j!B1T2d^n)5qmKwbUdhiXZSI_wj0JT6kdZu z+Ej?vN*x9^i83IJl#IUPKYH)sHdu10s+V3JCE;a@7D2OH4Y<6ahdmRB!CTP#3@;}MX^D;TU_Qt@x0M#6da@tf6jLf)?@ ze*TczE-MSZY{tcGtMEaO#+ol8Pb|DC?m#`FZM;;UOTu}b9m(@K5U+cs1a+MX;-5KQ zL+QNKeqTVuXJ=9&mlQ)1w87uYK!sjerbd*BCMJ==A+3-h;(=yg!7o5*MMSi-WC6QM zTt_~{(s$YyJ?-V`IayFWWM(E*@K|4U4vjTODuPGVy#P^)R6J z0UE8;!@rG`zO}%wx*OMBU`4#zqf;l`f=ru+OJikKP~F0baYs<*UDqygEWSBG)H z#ou=`tW5<7l^R&GiG#=IQ$}06&r8_7ovAh}pq>qE)to!tjRjVyPm3Hy?rXhxU))J| zD!uys7PX@xSs%;4{ztOvPmyeRJOcjhGmGv2|1%5NdUPQ!moyL-J6|dilG|A5d^Cut z)@YbjS>}{@{pQ@{tlC=$ndh#FH@ZhDWrC@Yu#pn1DMCoP?7Rq6(##2E*yedX1?3Jq zIyQaVH`*cCHbLmbFl4cmP2SFj!6FbhM5s9UP#6w8E^eUs%+%s)opF?IbV8ptNXO z3oOSF;KR=>9qmZjk*`0J*P{<=#Hv#&3gdY87EY|w?wkDegNRtr1V>tvM)?>yjo#Wt1&3e^**b=5Cc)eYK>11i+1F$!TOkt> zyegt{JLgiic@&zHt5B5(s7~^_=qg|7p{vfA!8GUzzJdb@>wu>WT2l#b!XuYGon`8t z-jubpF`J(HLjS4Hu-%UR;|m-(+gP@53#2HTCyla~r%gAlhdc;h3GxHh-PxUErV`@k z*LZ}t;GKQa9s-W0w`ZI9k%F2{W|tUp8g76242b#jz2|0sK@WII0a#78jn(o&^zQ-KB^$&d{g7je&a{c+=^zpZm z@vkl9FR!mo=3H#@Eu=eEE@>i4QqPEW2HoPCl@0Bvb7I=*#6zpz>b^0ERhph0$0Q;Z zKsueMh^Vw-ZtZSvyF?NHhbquJ!jb4H!&4o-NMSQ={UfY4fG0xFpTHv7E$Uv{9PI6CNt;QZEkZ9!M z_t!W_(StYwXKUyXx>Q3wK=;5QgBq#h%cMa&p+w$d0S>Z(D0$7i~JhAwqSi zqQYlK{vk5TWh1>7@y_=@(&LCGba4J`I6R}LRW^Dp4l2raZqgsd1N%6-wd20}1M#qf z3TEvRcLxieuR(2Q1gYZ z%)z4da>aN%q@)us)+ z%rO{zgO|y@|C;ZyAt6%u@J?W@mXfon4sn)k1sy-jv>)wlns?uVnyIeIxE@W5P}UpC z#Hud$WOqH5unmo0jqOIr=QE7IfhTP`*lYQ%Zet3@R2nXGFR|Vaa&{@P`Op4!VunFq zVXHfMTMn8Fb=d%#yl?XZcb$@$ zMrI8?sVmja##ubymq%ZKYjZJ8P+g`x!8E`@L?vQIxS2STJ8zU|DTvl^oikvjDmj7u z2Dg(YUNjncz^=F@=f`&qOTH6bY0L-?6dP`-Av~-6jzj3^O7M`fQD`lv#=|EJXswsk z3c_S)=Jde={4U8$?ONW-#xR0#hZP+K88^qpQxQpcLU-^NgD!#QEj0A5J!9&n3b?^8$Z4X`3uU1odFhn|al_l{IW#?41CTO1*>Dgesvrll238*W`eNT^xa2C84pS4avX3o zlSye7fvxo?C!Vg>cyX#0Iq1yPkyxV(qGbmK6j^2mtR15zl^6RD(<#Z*f;SGj?{^@y zgJ%|~Qks+KAkuueWPyOMAApgNkz^z>l`73uHa2z|=R}6J`+m>V(VvD*ZkS6!AGHf7 zc~EdLm&-%8zy$o(z#+LOp;m*89ci*Fhxi_oR>vSwE;({oD!9w)xX6^PO*UT}`=JrR z*ndSSTGyX2pk*X|Z@XChv0AHOaY2Dofzr>k$wRhS%jjnj%XLP9)3(XYulxj(hgBr5 zI@dxMcBS1%r>j1Ebw@fwahZ3>Y;@z}lX~{9`OgSB-?gx}X+aS)eMl-v<@H8J9XC9^ z7RRIoh$jODf!Pfku&;AiUWpwP=Q%xJJ{ zJhl?PIHy+VZM<+R@L5}roEyrvW7{J2Kx8gm__Vcn2g3%H9@qfO=&VNMoR))i)X6A0 zaq=8`7uE6BQ_q8>Q~(XTQ8+rke+S9g*wJ2f?0yD=!!nf(n}RCNX7yI^Nc+QQAmN0) z|MQxL5R7}pk47EpE(tDhE6Yg<^&5e2Ny%oB!jkIl0t2RUghS(_nZ2;kyovl_;X=?7 z>{4k=4fwR`{4CYc^6xB-Z;njcemYn0orwhdoo7@rJO?m2b)!C<&1sicMaJ&$GJZ@nKt2Y+gPG zf&H=I0N%q35bq-(=CYyQP6st-)QVSl9IR&hx!{tm=k;fIK?z>KsB4q*v7XyIhu{HN zCyDm?6W`o-Vjcwf1?pDlR7DYcRYXD}dkHOLdVLq+?n_>7!o6=pky_pXgX4DKss1HPd-{d1-GhZBSMjflvJhwO0cF{KWe6r&mj6LHFP6i+?{K zEG++3kSqIVBKME=xkB1#V;2qcnBnSr3g%G+$JoIp)pX7G>F!1{7~QT(+f)UO!pc#i z1wt3a6pauj7VdK0{7^-M3VE7y#};pXN#Za`nm_Y~FT1>Mh#Q_SI(HfaV;Qdu-fWgo zqbw$N$C^p=2U3oAD{!>bq`6%!PLRpjhA}AiVd3H=l942I5h2LwA!R|$!&r-enpquz zffD7?07mk6BoIVcxacy(lb4EB1|gK}g0xRaXyC)tp4)QD)O6pWTwzio^mfx`A*zcq z^>;{EXpvw!u`bz81tFh<=vW^*sz%!CcFGWFyz0g-=OtlQ-}-2H)$UCdJHpbg)uXc& zk(!xkhe$^7GH7+S{-nwgR9au~RZl?EIL%}X*rTrhUB}juJt+;ADy(&rVES-q%gm4- z?qQ&iP2@UdnaQTuGGOp`Q~r&X#fzPTg`<7KK+u!i_{f?MPGJcR=@)aL-9%aKG0g`; zPT2@RXv7DOH@&~A_!v?GA#Jd2H5S8n*4n5JFZ%RQS+CVf%;x0Vm1sI%Bz5>)MIA2G z1N5OBDc2N+d2>VSkl(>Tso``3LVflTRQAUHk5VdnlAWS22U5#klhU8|TGtD;=m>JR zE>JaUe_$ZacO$2MzO`mlGlB$Ho>a9u<|8KH-B^7&cK*a~bJlWm-uQ!zmAqw&=)3V` zWWsy$=QAL+ucGcZ%cDkbL_VlX-Mx>eN3~C9)B40%Xm-|~$ZcAJIZfxdff)TA(mmGq zc~Djr5~@#1xXW`}HqiN?rulvkqL7`Fy|5X5P7#40{VY7$JDe+H#;}x)n(mFRjQtlJ z6=%j^ftzu%cYelz?$DE!Zi=w$p2wr#Du4%Ac70J6kvnsn?CPLgIu%n^N{afM=b3>8 zE>Cu+D6<7nL(%ZEWtj8((d}&qrr1>nA3-rsmcim`fL{kR;9v=ZQ8K7Ui1Q&_SYrCU z+@^Y;D_dJz3KK9mZra4`W@eZ~ zdnRNB8mz0Y2JLhjnT6w1r%dypdc==ii}?3SqkMnnI0a;X;T#w3+m zcn`s&KA_&VIT=PgR}>op&4`9hG5p+;H%<3eIrwr@iTzhw=a>$AoOhX-Kd?0UU1pP! z0`sNI$K4_ut3CTyuh5gWCT%TnHglSbYXz0&VNP?0=sCODA{up{zvI^DY@zacG{5q0 zjNfb*QLS!|w)sLeH0{Id84G6;0T?y~%lHL~3FU0r6cYvN?r&n2 zBl<91cum=&dcPP39$tWzzlKV>__uUrrmF>+JiYPyo7LU-k8lz^vn+Uw4=*gr#y#u&4?rHI-N{b%;vXoWL^P?hEL@V+BfD^D)0 zqY>Qn{lgkN1G3teI`V9_yK7bMFaP4FUtkHk)1?nKA3 z-k7u@W)3Q+bAV19mF_P-3LZORGfF`ftQ=>dY|2z!?X=AyY#KlNuJg{tKfyf7dBbyf z79Y+f^c+RgkV0rae;joF%o0grUi+AtYtkmV1O2dgsC1{nUC$F+;Rp(?J3`r`a0n!c z?Lqe~>%~;XbIyqvscUPmU1uY_68g=?Z&Sv?>>hYlbmA1!lM*|G68Sa1lH14UqcJ;i z-^B^c-2{9jmr1>yqNw?e5{`&#z}Sxx6QhQ-brGN%I1Ck6Oh6I~`ZPTUin-;x_SkH zXzAD(DRI)hjaZU2)`(B?{}FZ$-j(jj*T3DJ?%1|%JL%Z&*mlyflTP}?wr$(Cd1BkP z^PW31@67$pT6fL=@YGY^s@i*h&_(l6>1#G?T=v)uo4=mF8I&HCeodxMq}0suxEj_H z{0!}p{ev=UV?MN?!tmHxmD+Jqlwzj0T%3&)Tr(K8K~tw^j*0ploTpGR6qOIiBWH73 zyRD^dPUMhXMEF&P`jw(iI^-C#(6v~;179*{5gX~mgZy{Tqg(K@Szb|MrA85DHpfe! z)lfwa#hO89QAweASyZLgnzRBU3j*FvlAtpe);(beg`wEKLWBU8Y8#&ihmb~Zwrec4(9iCvzS3NboK~q^@<`(*%U6xFa)YF& z6e*juq092lgJx?cA=BxH`;KB5T07WKDNjt#3%AGDTSJJEGb&YZCZj~1R3wJq-7;jX zu-_PI&WhZAdXn|}@82$kEWuO~g?x)W;5dIs!ipR-cJ+Gf8xPSN^lmw_e&Pv$td|me zm~?riT|vd~{H0&LB}Rk4eaQGen8!6Z3m-O#j>d!l&x@HJBgHfK*T+^Ds7QWuu$TYO z#}>ywh46C!U>m+!E7j_{k>bW_RKqE0h|0%EZ1<>_stXCxfTZk3`*-O|NK9??IYOkZ zWm(@LXv|D>_C}egLM4?(BFY<@H`tN5>-y9iK7qs@gIz+TjExRK=MVxI8)yw;R)f9m5YotIx;jk}7c@#d zq8l}(t+P})eF$amw6s$p!Em3|?#M4w>u*`k7#e~Z1V-~ zsf2f0FGbd~VPCr``!ieDyG!#oOBg?RZ;_T#VvNxo83L?6WT6Y7MoVtkH0@RukCWXe zp`;G3ifm7;%;M%U%ehU3tQ_rU*aBe-Ft>8~7=;i9Z(ZOr@dQVYROO&#g!EJ$Bebs? z4Q;N5SJ~~H9X-(NHcF~?s_IJW3zs6C2N4l!aYydt_=474VL$=F5YW5b&na5GMm(=X zuQB{~Jc^Z=5<>!bnAP1|6|6j~1HB%pSgt{)xEe__13P1ph}kuPgO86>=>Y$9NF)W_cumhz9y6208H_D2mijAOjbq^MTDO3(a zM|lU6Evv}$jS}?Af+C4Z`0ZVQ0*_@HdOWHCqK1)0`G&B<^4VSkdy3%o+hMW}XMer8 zcN7%`nT7QIJ}%0QX=cz8hLnCP)rL-etih$!Wb?CY2t9xP{wr8W&Cx@tkh2ob9*4dq zQU8}{D@OsOem7u#yhjY>@oWE+KUK)c*{3h4IQrZLKT(ahT6bU5hH$5DhQ z>yM2#R|7@483*HZ;l!L!k6+WG7cMwi>GvdcET~noSFJQ^mwL!zbjAjyhEIxw_x2{% zE*|2;<}|Fao>BjdV|2TB%Q$nxLk%1o866uwh+Tr>beT-*@zgPAQWEj+Vfq@3ir=eMs$bTlj=tMJw5=JmHS%P2d9EX}j9bJGz0@SRD8W zMvOJZpSH>duOGc=)!elN#8%M+v?XcW+30#kPm^s%RKPpZIZI`!a3P?}?=w;s1Qhy} z)q}so@1iI>2<3yEx5aKluk%7=je4YvS*z$eD&-dx$uU9N})%u^ z7AcRAS%Q{rivn@2`HE|8wiyj8?E5QVDI#fCRe=TY%o{yeI87k)P*m|_nxVM3#j!Lc zz&Sg*pdk3_PR5XU(#&&#>}k+@yTXFq&051faKcJB z_&i9(i80SHUHUT4xcF+-&aEG=-`3Fha}2Im+JAMWA5v(MyW++V`I!V z`|K)c0Q`P=$Eo?5z^=^}l9s1E4B!s7sW!oY{K}N@VGaYu#5kw>fZm~tg6)7fLz*u2 z99f?M#@caha76FajW+QmSA=iP46L`IYYT9)_6jVv)W#djJ7(C!yZjuvcSth$o-Cfw z@*V#_clAHfBG3l?s(%M>`}f4o{xAH_Kby!~LH>A3!zo5Gq_zo>zhhad78G3^TC{4g z4P9mOhIMBb2@ozl4mVE4NSw8L6pEHX!gDEKf)sV1@kM6*j2IV1#Mh)@1k^;@z%RNz z=r?3iNkKP5!MfHkO2Ti1K+sByg=|k;W;t(+Bsb3P!@hVTEjFFV*fR{U!|?`1rr==F z5!7s+QPmoFk-S43O7Kh)5Uculri);MxT}<+Y&Os$Ct-VazvsQ0X)* zWOYxb;ESg#A6WF)<>LvTI8K-UsJ8sWZe`whJoTUp z(Qbve>5Gb~!)7n(Sx!9@dBpMnc(Dp+w5Cttyx2jXe3fJzDmN(Y z@0?W2N$`%a_rSgu*$%wy)vObFg*9?v_QTO2O6h()O|YqAv2eBH*Hr&!|5nMKn~}cD zOL4yoUN>)Hnrxa`lcRa$h_850s76F%LmXBRlf*?(NFnT+5a(BN8bDcu0oF8iHK&BA zOZh8xJKrkLAJ^5nAp|yHv?&egX z;qj1~jJK0g)yy&HUN1+n#ujC}5z6TzCzC~G>%Xb9&{SDh1| z(Vr*J2*zOL@71`q`FThhn{5PTZhwN3__B8ta~T@~8KwwULwuwjNnW0nNs%1gzG9m$ zLKYff?z7YJ`rM5y|857wyRmbBd4{m6Ngj@cUW$v__)m4zf~rHq><9GURR=rs|JA;O z_E|tXoVW4h2IGPNad3qw8&s@h^K4_IM9uLu1S*vYV>8#=bbjKSp&3*{CgOS|=Ax<> zl9@L5coRoS^W!nc^F}#LEFEJLwSUl~Jv{k9)v;t?t!S~G!9s6cLpM*&$m$!paOjxA zVjiLrn>8(g`2eD7?gH=oB$Fvt19qCUN0Y;2ltLmHs#BIm;m!p1< zirGolmY&+}xb70yz3Z79duK>3Gl}_NIiKpch>cZr)h3 zp8H)w5A=lvS9zT?1f7*IjbZAK_VeFfbKf_CAGQms$25@C4DlE+0`V4Idj49s=2A0HQ*VT6};n23cU;zcCOKG~2( zWYkxztKWT2)S)`5c}ZfLuBBt}sU5Tsk~j2y(4OFH*Oz4llWZ-7oSRh+p@R~p;%JrVM|@6e-`Xn zo`)yTh)3Kdt@UowA$hb?flg+J#8ZF3pDZGontvzVaRQjN27mE}1=t_F9!3<-w-sOZ zUsCt%)olI#Iu3}%ZeOunfoNi{6#R&g=X9~@)8x61p|)9%+`IuPD40Ixl-8Bz zwvXhHB=hk6m)BJps5%G$#94pmGGza+V|o+_-KLM?uSu;u@^iKcAq*P=O@zoy9tLi< zp^tz{Us$r6BkDRKAt+0+DvPPF={u=epFc%0mPn4hmL5!#;IXLLi#Ci%T2@dgln*ce zgv^9Ptb+qH*og4iK;DmF#r%jwt64I$dCFM}krE2^VsZH*k+6kP5xbPxJXge>z=xeH zSIbv*eoDEKNqs;0`3-F@wfDHPlufF7x+79Jo4tUs681i?qA z>YaousgH+P+b4kw92=3uPr0={mfq~M*)sd|=W%>pF|Quzz(9Uqxh>N~1=es5=2ntY z`w=Ca7_j?;}{aL@_yF>I3&n zqlckB1LH=|Nf5Pe0}5u!!Q95#+QsMy`SZ3nC%%A9_8n!zM`BLv%;#Q^r*6_i6pd&on2?iXGLxlV0!by0 z90o4P*%qRS6@~tr?>p`4V~8|TplfU6^1TfXS6fB6Jbm!2wgq{cm-?~Bg1{vR%nihc z7*NU`#%?GT-=azU#~RR|AL2|z#&^ei`JGX?H(RN%#A|UI#>}W3XgQp5c}+&nV9#j*naXEE zte%D98jHq7k0qokiHU}PHofF=ERmKQE!fJg?g^} z4ltPQ&qjoxbv+2xlZimqC)4{j2}zlP+G^T>KqZaaUv3R%{{4rH9y#F}n>_km#81t! z;)4f-*OTy2n_Hx@+-@72{cNqFiq$(|&wWJHz zSMQ>u`xCrD(Gkc=%#&J3^<&Dne<3FPNfo&ORHK~zPap1IuvDOf$b;Y$DQBV^C#11O zE?YHSJ0Y634OKy7b?b@r@%i(*wv1>^o^e>4tg$w;s5@|c8XAw9p7BC#So8S2qw}3W zm{9T%1aA8?TMj>yTs3RP#Db~j?FU!;vRrJkjkNONU5M3umSP_DEsg&BnN_};ZNo;eWA&h1%JXW5ZPBOzVqcWzR=Auh-hqhr;O1ovL zG{fPh4+Qq3IjZz|P|S5n7>&MI^KzUIwOushlaVKwoP-wi5I}8vpLl1O=w`T&wx?%r zhQCsDZ%4;T3{Ndk6V7A#avuBAwUuVqdlFZxqg6-0o=4cJ?^fu+JyVZh>S8bB*|ch3 zx^*C+UdX*qpR>8}%fVzG^#z`re?ir6q1GYnxcJJBUBYAGc8UUu!R6o>rFyB`r;8}I z1+5x$8}t!Fr^wv|x<1xJKNT>iUQcVg$?+7MAk~0CQ3)%EM0aJ>^Q!DtM`x9=xqzkw zz&sQ^H;a(9{+_w>Smo2AOUq0|7q(qM?<}18`GD9NGtOo~2J}I>-S=rlQ{L)vUwm9_ znOVT{sP4JJe#2M%aohd{bX5KfP z$$}o&N3$BV{X6Hwv2=U#uI?&i0GupwzIVk`HR);s+v~KbT9n>7+V~9%N)t|z`($j2 zS?*4hGn;}Y8$t7V-jF<@&Usay>_c1BgRgB_muJcvq_&jahb%m~;XR|X2(=}F1}nd3 zQfesm?VqHa%qg}Vq7KE39${y3>_=xDN#k_|0Uz7JdsB-0eq^5+_F%)XO)F=p-f2@QtCh(j_{%;f+{O+q+^vcIr;ECD z@mpB6l>rw6zz|lu(TP!R}bTxwm==6 zk^(rCAN}^?HXCNGrh9ren)M{Rp8|!F+c(O1aRfDqp@aD0E$v)>8i7S}X`g)$NfE2? zWu_akKQG1g_7dTtLk-|L>KM&6dQ!T2N9Wm2q0#dPt47?6|MoEw@T zUzft4m=UFDcAoDuH;g-<%VWUlhT0XLu$GwYM6B`=&|h3`j4xnpL!7 z2U~E-Q-pc5msZ4}fLl7olVeZ_$~1Df;gyc2qSQih4Kt`(;7c;d?qW(@UE~RQn6dse zPEN@t@xt3zNco!ES=FfXQ#+|}XhGz`1x5Ke(}O(Z6s43car~@R7%?NAqLQNE zuxR2TO1I#V<55IM`*^q66}YdszZ)S{k*IC=UirXI-zhommp)FJ zs$s%tX6c7XyX-X+{7U_1GG^DfDBk&kZ;6J^N{u!+CrHwZnJ zF$H>v4@(vCk)ml|S@#O>1jopFU|+|v-c{S3744gh$yiy4X+QKMjwU)09MzQDd&+=I zYSSBr%+bx_t<{)GbU>?5Fe_-wX;TzK!*j9>!wv!iB!IPR-v`&WgMc>D_xg=0o%Xpm zGwQ_n6y3NfCUD90-A{R5qQ(t?L4V#CmKRcKr2=@=Q>0Umc4jfYm@bX}9sCVRgvxrh zZytyx70r__;K)!Ow&T1QvO#4XSop{?;zzNw+0+n{unPwB$YToNWHcsVj80-pZ!*`o zDs)LTn)gKI)AHg)Qfr$<9HNVO+06)QvO%Lo^BI){(v4geF3L!0*rVSz33h*kxN(sS z+~kZ^WhZRz-L_)7Cd%t7I#6DJ$|f9ki4gmu?^|B!BZIu<-g!4YZ_-oUu~_wZz|=@V z*;yTbDe_u@`w|j`F~=5QOYT`ZEPL&OC_90ix|zU<|H@(~oU{k>C-htPq`tH7@uq`y zJjz;pN8j3-Y!4J`CpFqDU*DROq2O-}t{=f8;}n$ifGD(4>p}J~_AbsYQN2(8^hF?b z196c78hVUEulMOM2lYSQh3E0(3xC%>7&-r|IQ|*pa6vVDm&ZV}zeG10pKLK;K?mg2 znCP8RtDp|a=;&+>U6m%|JsTi#;{uUxcz#60AKaWvyeTl|<2cQ%T?hqF58&tEJT1IL z{+Zywzw#1)RwfAq@kAtk9BJi{D5vH~sMx15N#&_fD#fJ*L6W&E_>oZ)EA#;vWk37s z*@A?<(7Qc6`(=7`2F(s(Q_&Uru{k+8Y!TeI4?|zE*f@2Lv6LTrtux2?(`1H?E1>r8 zGy6H{6yh@q=6`C$i}neBI0KQ$H1_Gx)AaBZ^?7c_40WLPX%nFLuw|=?CFs7M2!6=F zDWxBPpzGCST2DNhnm%X{9y6VT7y8hmt*cD*Wyim&ENHX{+cDSt;2)0gSl|WXW1kh>l(vs)o*i0Hz%+058YX@exoYxlmp>2f6qgWkFZf?NF8}gQ#ox+WARRR$=$6a$Io{_Id)Mo4 zWY&cII?S!o5kf8u7RRPFN?^q%0{DtY*oK#ZrxPXj$fwxWkRMcKW?_|<=qqo{#VO$x z|FdJ6THP@=tKnfie+A&2zO}vj0_YfEjW%H>{8?pSVoFR{y{HvEfBd+E_cha!7-pr8 zvo#Yr0tE83J|Y>TMLf83Lblik_bRVLAR4T(Cv68S-n$(WQUMneUXAPV?qRK#ZS(mx zwO`3TQH>lz1&)s42JRCjaPXXgfOFa^aPK?S4qW3kj*4=Wz9_~cGCEGxJ%18!YMaev zG)h81Sgm;7`kBdNJ#Z%n@Th+YG|GhBA?&SLfHUR8+Q-fu{l6ylKk2xLD1%&oyUhBp zWYS0<(5Vn(uyc^K!d{$zUQt+aWl4B^#x~%b=mm?p)X_zj94^xVZ4PB$G6&yC3AfZZ zo~d=jrgT?5T6b@LGIwYDydyGOJVa4u!y6=Aj0A;!U+_+zxJ4{U0&7q(IXh+?^T$-9 z<4YvbsN=VBbP9f?QK?)*+_4{!me?~H@$>}OW>Zj6MlA+WARcg3=R+=t8DS6Vw_*>M z4GoEJ!Ibig2p0#XlPr3(uxAl^AEcBUHKZ&8`?mP|!1AS2G7^dvO(c|gdR_))q+U~F zIEhN4#$flwhuU`fqRBk*5yenc#M5?HbIyD_E1wIsmws;}RiojREym4wWBzh8$y#@+ z6ExUqD&r}GE~tZT9eVBuA)LA54fjfX7Sj}#-?xA8&@%Gs&J4B;87!gM21I3wJ$a{_ z$XjLEI=`qB=!LdcG|hfC{=&_|RQt8X<7VL1vs|x`o(eS33)~n!K&V=N9TZ&Xy^TV> z#`kEs|oVx)J73rNKy?95ZOW zmsRx|QC#HIX*)d2hVyU-4S+EIpz;5q_NbGRIeKxNl_oDeW&Kk;aG&EU6^IzH(j zM*s#s5q?H3#DO9z;;KTZHB~uFSwZNkEXLhlA!er2=))ouIF*+Sm5om{R#FKH;}G5S zktKb5uLySA4M=sI_Y*{G9j(RwIBfFSvf9XL{Za!Sb@aqlApRvUe;B(Y)e@A{P zl#-9p|E&L>?-g=13DJ0{{LU5&k*s=V&tKzx^&`r11x0Y?`d89+B}A!mdA+~}!fJVT zU|89t*$$3k;S%oz)i#kr>{G{I6(lRj6e81{5DLP@3BoH#b>lF8;9`6k){Vx-fAKjSq> z+#BqK%12F89#G$4FTV6mt)tU{GWqh4?YgSjTL-zVr<)NiySB4;_$Yo#T3j0bvHny}b_3GW4YodF+lgDcKUStD_XZrG&c}t9QfLh->Q7W`uL`GX-*WBzVihEJB6BT&meK(J^Pd{zi?pB?COC z6KafcOg!p@8q!;?$b%i@y)WTBEnZ(}Q72tz@ljUq8n4yjJV=cq!v}j7TRQ09cvR94 zdf4EvhFGL@z#=Zq4(_XVrD1)gUPMW-8Q9;Y@!w;xwVghGN*xJe0VH^>x{>JY|~ zC8wXNQ&1%+@?wV0Rz6d(jnh_gVG1J_9%4*D78IEiJBS6!w^h{WN+-)qPmyG1um*BH zdIik7q2%Aon9y_fllSkuD&0^ftUlnP`76CfCHSZa%i{oT>BdYb%T)C9Nn;EYlUt&N z6&}Ibo+d<;(r8oFE}FZpdV8tb55$cvXT(Ke`YWE(z*>oe3zJ=oZ-!l$=>N0r{Zrf< zTcu6#ch4-A|JwF~W{`1^2iHgJX!b}niH=S^L5;o9Ic{af_<6dzHoGnXNGa6fDR(ed zqd=EWG-9miV2)BOGHOjES3zl!Z=5}Pl(xaGEs{%-DDa?J$(~W(|NkKAb4rx*amFVN6C+}XYxt?qbM;mPPn&Y>)naZ z?!#@3eDIluP2zDIJKB-Sn2OWdH)L(i#2(F+Ihbp3(Dl6cwoyI|*VDjXDq*wk%l#Fu zfmo@dxugTuQ5iJBCG=*4do9->YfJj2PFlri$su6xM(ugPaw|I7%yuTn-#Yd!691ac z==rQu3B-R;&|N)#`pPvnRs(%10~GMgHqp4!#I;dzZw7FlFcR6^vxH9f8j&cOsFsN( zYZ7J>NhtQ$Re+H zpWwM)f8+xf9q}2n_ufj-M%4kRJ^NqS(Gh#*iyQhMkyGU2sM&3ZTocD!6%b^qsLJ^B zWl3(m8X#YjrGp?MAfPz~U7dDZWzNn0be(1O2i^SgPe_5kr~z8z^ScpDf;)@fh307e zJ`&Pqwj}-ht){lESoHuGdeNrPMmRfg1B-96Fj6tFyL?jB3?D+h6i+?Qb!?VuDA!yq4@u88wl3 z*d%qyJk|Ce!g?A9yvjbFH7QHN1=W=2e`QE#fhr`O6S(kq&#ZsT-`W1D$ofYM!5Q=c z!9VvDlLJjuEVy=aqVjk|O7Y1Vxg(n^Lgg18Tsj-zWTZ*MnBWaF_T5O~vr8E+^5nz% z1>=VHCyd-sm64D+hbD4afrP^ z;-gB1)wzgbH(k~(eGfC6MLnaS_I+e+yEoG$4MVI!?HI%(&Z>#?K)S&}hkDZ2>_>N9 zcHI#cw)$e@vvi_s;ts1Fz8Z(}j@FJ#Z@Qtq1a`sRkq&vYVQ8VcHFtPMTZA{ggO3Ib zA+;7Fi__F(w76+>TXw*|JXf>2Nt=qioHH?DUwa7>mdkX37hI92<*xR)Ce^fU=GYGm zg}e?XhklKbUZj_k_Az3~z6vF3P%{u6O4qJ`7H2NIGiYQT4O2R4qbdzIiK46`D_MgX zMCkqAnvIqhHs(ALR<#K%gE7t;_~s?^wx+os`AxT zR6D~Ev?yL~J!!M&5Bx9Lk~j76H+D!6ROq$t$i}~OATfNuNEEqrpR;G+2+VqPdNjSl z6IAXmUuS*-vlY^=m?Z20Zf%4Mh(Y!q-;I|KLb9(pVk*fZm+h^OMAfpL`<1j!+yD|I zE^NzMg&z@jFPs~qqE6lDPPdJFb|TiaQ!5c#ZbC)FJ4DTXwpa3drC(av0Ss*+1wO3O zxE{%}$wovP4$->R-1N3`6a~B08mRirZln|_(?_j3stYay8#<78oYZt>AKPTM&Q%2T z&WZkX8D@m=|EG)mxyf>f-1GfAli|OU9GL!d;Yhx+yMz~;zxbHN*oCnXbs!bwpDHi?` z-c9XFRmzw1m&$?1%3K*&AI_}iKALPQ2&gr7)ml{8wtC)@`}l-E1+@rMtJX@5{7)ZB zeTGID18|`kvn$#4?K*N$*ZIP0cJ|p$+c`I7@jT$E#qKFP7|hr#N*PO*Lv69@IVi1) zvFzAuR-;GKu)ilc72^8PuacY@vTcz^K3#}`eYZpJD_FSfv&n#hpX1CyY66p>FX@`1 zhSZ|GcRtymxIC%NRcWg*MD}I2`T~UZOk-#hnjkQUgsM7z%6!xozFExm+&b!n1<&beo*x<`p| z4e)Ai@#TOdO{tN-=$J4q5uECE6(GG5QZp_re(flh*g>3j1Zz=tgnK7gQFzL`RZK1z z{o+f2_;3;VCT=#}DTRYIr$6W`=9CGM-!GDAFrOn|a zgwcLQ&6kwV1BE}9!1#mggda`j zSD+I4jlNf%tgnTW8b4`eG&Uc5@L2CQCTp%4K~0C?)PtX+U~6sM|q#tM4GKjVZJf24>F+R6I-a@xXl!zrIlh~Su+szY*t}gjvg+$1>tceuv-9RZ&3)TL_$u|k>6ds zTJ+>@b-Nim1JW4o3XS0XoUGm2l_0vua7rAb0j!AC2O7?ZR)ee$X+X#ql74i4e1fqz zq@r;;0;`=}Ctgy(@FF}pS{nIdlUx9~E*T9ZZQE5%#?;RnLHlJH!Rot{d)Np6Hd3ml zOOSZJ`MgyQS|EMXj=C+r%F$(0MJcdr^u+r#ix@?+@Tg@2A#TtHd*KjrCaDj|_^pS~ zX9I(tNXw(K;^LWr@U7~i6#oKJ8~f(VSs(;6^TAUJKT=wVK|VS^;{8EF`z0eX8u@6A zTsT4r&QorBF2Hb96l#DE`XeP-@ix8-P1gF6;xROvpu;VUKpppo27|0wOGxx4WRJzp zmvq^m%1yQQlkEB%I=wjCbyf`ze<_ha=a52`eY(H%PyM@tu>A9;F89y0EUjcZ(?lnr zO7jTHm~sIV)mWW9D<)(4eQr>5`RwxP+cFa|O_jB}eDDvGglH;BY# zYjql@jfWYLHoYSVt3UIy(!LyYaZWl2W`VG6;Gsq>p9ct-HQR@tdk?>~B;mt4! zx8BD6-5sU{en(xh3h?0BR;Gbbx=D7VL(Cc}mMLa!fv-9l)qtpmT!>xxiq~T#9OS$t zN1`{;)$@x#nEFKpXGw1PLp?BlS9CcJjj1`BfD+(WSdTsmj7nlmN%fCjafoVSf3hZ{ zmF`kAml?UA=gqJ@ffC>awoSFU9k4dt%H-n{>bnLcY@hNcyJ1w_@MIjboL0OV$!nmK z9VXmr_&WukwF%tv>OPlva01-6g)48g(+`rR$|*2Oy>BCu006t zecX7@UjYOztIIsf^mYEy+pMGh$C2>z+(J*ga$vNo#iIC)KjfWDD~iZQz*91+tm&XTC{Y-NJeZaDO(0}o^+JQepL4qSdEn|}rfZFMD0rF9}2dPK}3J}MZ_J$@(!tb7m_FORr!>{#& zH)slR{>t|*blH!`UY2f{Li$q5Qc&9z6Oz;e*hVO+jkR)?Dhf$yIb)~7A;!7ydL&9P z#_VEn!<1U3XN(*3@>-R6)qHAVc5=BGvw2|8NOTL$3rdfzaw!QmSqPm?#S3`~IIL;c z$upGCITas68{&+mHcg84!3GQO?7T7KD0}(+=C+@o=X@OZg2R4oh?5|Obm23P8JR?c z2O0l$oAsx-7cCbP^Y5}wIR2}T{QoQm^f?jw66HJ+da+g zg7u5}M1#73zgWy^zXY>dAsl0`M(}8V1%`BG4%x;tpeqAXV{#K+PnMKaz>dCJg&*Uh z@txJC+$`wo&RnRYyS=}7o7Rs%p560~X=l5Z);Gb!WO2}YMWLk_m+|Jy=QOTmg|fTT zh@guu-xgmTbtUkK4D9<;Ewk=6cDYn4XqrP>`LF4owgSs`mJ%a8)PS0OYN>m5!V&aF z>&hxW7x@fU?*<~aj?OUziY^c1>3492&jU8~8S+P9b&V+a_moIgE>4AvufD&cEIm)O zYJXkn9DRKk`h33n;mSK7TIH(fJeP*hGnfD1pfe0%nK_dqg$;>H3ybR}0f1eLY=Fe_ z`_ZyA?wWKdj@7|^&9X&^e&%%ZS-2a$d1$(kqLIRSF7Tk zjc3CY<8&~Jh`45N5@9!&x%3O7$2k}`wN^+&7{2#6T?hdnnWxzqY1*)-$NLZbZ2JV7 zzShjB{e$D|57|R5wF^z=?+B`HHAQ`*9Tsggr4o^bf}M1>+~~B+2Cz7>mb^wx>e2)^o5pQC;cga5s()M*$G5Jik8#t`SY63AzGKiM ztFwCrO=hPS(Dqs(`y~;@Kba+6_ym=ff9p1gKrX-X8)7`iU%+{DF!-7`@k-FF>Cmb(e-GxvXXTX;hlW#2 z0B|MF3{i)Op>OHld5Ss-#+Us*q1{iVd8`#R}ITnn1##qEE+baconOOcDj<3JhQ=8}@hD4<;x^_|ww$PMb+V>T#Ft-JWBs(N$rs56_0F-Z) z?4kKJNE0TX0gf#{eY!^xysr@@vnYIe9?TLVZO;9MNwkdWB0(j8F|ECQ8ko->K0 zccpecLLgB4dxh-jS~!RILq6pLB9g+khZi9A+r#ivzYnbmEto1JNgr@A?XMA0Y`E@? zmOvN|RJ`eRo=gC(74jb-T5Fn7iwN7wI>`3tk(gQ=?F8uj$c`thc}Pg|VSm6E6MKq3 zN24jox&CmfllPQfY~|sw+d&q5+a1L%#fDISKjJ$s1UL<9k3^oQo=sZ9@e`9gC~agu zrFA_ANf*l*dny05ha`b&M8j$Oi36R1R3x5d?kxoBdqYU?{Vabl*U+yJ2DSM{tX1|+I^2R z>O6S##7W~Zmn5%1ka982lk_vC57pWjfRT|=A%gOi7*cLD4cJ#p86^w^uH%2jr+?m@g(JpzYHOT)bb^tRrb(nn+QpTGG3g3)vPmg|j}o4@o~6b1fWo5!a`ac2!~4 zZg=+c_)_QKz)qkP9mCU8A_UZB%%u;v4>`|rV~5K&s8t(68K@c^b*nyUBl~N8mk#hzv{T}Pk8Cz3|{jt) zCK($C*A8GB;kqiR%R!`#J(GJ*7o2U=k|r_cnvZJvgeZ7ZYSr7 z=W^3aRO&1^LWsCO?u^{|`x9wL*YEZfAi0()wA6k_e71W|G;f>{)IJ*?|(KP02gm6r08vy)(wnrnPA1a*0) zr-m5&aPdavp)ij{)7PZ>VZKcgRDL%Nm>dOH3!oOtY~Gv`bqSbwC61NBgJGwK$8slu z0XG#(TySSTTz8`SqRIp|e^P#}${d!wjcehF@mSo7SLlg(_#>ar3b(iJ!G9C|1atmw zH7N0kQJlPDaQBh<^w?6S6t3zKuA+i1icm7c`PBfS*J%>`Y8e)0d7phvpc`g*Qk7GF z)Vo>8tDd8;Col(}2G*D$^tO*QKZqvb?JppzCQyYyl?WyO?HuyoN5g*sb`}WJDV*@w zM0@(|3P6AUzye)5?mSk_){5Ask%!j_3n~9&GQ$zWaV6?8A+ltR;dV&&QwEUQyyV48 zRD>v3@!%hkqzCow8!xAC6LH5e(!rWa@hwKVI>}~C5Re+V3aL~p1wgDiQBb7Zehmkq zQ>o4XiGmHzpmo~hs%u1IQu2@9Z(x@*6v3m~ecwvvju{H2eBdS_t>nurs(kWT7Bd*F zAsr_5f3uG5@P{*sw$pK%r|PjBfnmnJoydf|q}CAfB#!ea$EdN*js=*5o^146Lbb^c z1)n?;CO$xP9fLN&6*ODI)_7F=bO;gw;Zwy<(s)QQPbkDbe)fG)v&F+u;iaZd0ZbiF z;Ks1X$w|SifI)`Ge&4dYk?gZ04{h5g?ef5!g`tg{hq7l>mpQo7k0b@z4HvbmeSwX1 z>l{1Qtc=CZ5i_)P2ZBtoI_?j_nyAyLGe&M_M0c6;=K;BUkIa3E+*{3dqyPFMwf9Pf7%$_?p_f|NIaapj@0wCdJGZ0=X!c5w+^1TLXzoe2$jVc@&}r22n^y#srt zYu2^Bi*d!aZM$OIwrwXn$%<{;cCupIc2cpqVt%Rae!BP9$GeaI5BIpQi805SBQ|ZU zh9!BJa-ZMf!`v;)y|rONz2ym{mg)x=s1wn_O5!V)S|#nQPO9dr^vEBS^ZP}&o7t@_kfOj4OI_HJ;e@n?h8V` zxHorURWSVid*im;I6SG8DeHIsC8|kDi9-TS=Sg*|XJJ)zC+)r4kC~ZiB>g2A{)Ira zo*wH~i`Xqyb`adw80>*N#Ds;uQbkzYYCK<$Opo{YD4yHq#rsSk0_w7@?_=LSozC80 zhFQOBtSSW<=Kl#-|34<~Z|ghK2R;PJf>_*OEjC=N03%rAL>C+U6?MRMudR=ipN2II#^kd_}E0ui6mQx+jnMPBT6!kx0gZ? z8?m&bX?Cp|N`eTDybYj>n?ho)-N`Gl{u&3ag8!_w@Yuc9sS|Nxzj4a!GRg8YNH<1t z#txPUm5p*8wvkUA)4eV88S9SqY4M(@L4%6?W@i9aM#APut~VPNFGqdf{2viL zh3QtPFt(L)K6!?|@K}D(BVYQ3Rjth%-fz~y*)CLG@=Ot-+c%M}uIeE$wy7H!EI*^( zf1MfWg`Re*GX8qX)JvfBy8WzV43|EQopLn>onI`iz-bw1tW@%tMEPw#0mDx3>o<{3 zFP~zm96bN3%W*jcIP{$(*AEcLs6-l}u#LjyJlTcId3LtgG4J52psxY{spvM|H%zaU z_B2cS@TGvkL^eG(VOhuperU|(f_4cnI#bU`lgILbu0~H_Gaj_RUj0w@te_mf&CRTDeLgO~OF5|^XS!GOkQsoTX- zhn8E=KLbA-eGuYqlAiX`x+>eHfX?(lb$KhqmLi%r|&AX5ZL3nu%tlWEyZ83%*Y229dP8nbQHePBOH{fM@SjJ}a`4Z6VC zB@P>Ec(dQ!SBGZ;^R3``1TA246DtWTjRcbg*FN&Ct43wb=bGKMGUaIra?L6^UUeka z)C%KWEq@inpzj$PBV5JTaycuIUyaz8hC{s9nX4=C49f)aB-3lt;3gA#f7kOR-pV{C z&fY7dojm@zzTrn9phRl!r=rrfItSBvJAlTjD%;9=dNSANG1QODoB8tcXJ#ekc9YGM zu1?IsvBFXm`rML=0@EKywR40VSh@uP2?u0pf~lCfai8tm(k z>s%UGky0zzILlYuCr7{A#5uhcNMgEEy0l;cE&NLiltd=;VHSI(nM?^zMQ__1=v8e7 zlMXqRADuYO%T`+>)v??hC?WP8hAwHfmq_;Tk|ZCR>aaR6j3NS-u@d8r8^kEsJT){) zUzdiq;%BQ6J#g*eo;qxqJNC0fC4egoL-+^H;GZ_xzM{DjqVNQm-B?zoCFfS$1)s(7 z3I*&c%r^fF1%QnP9t6nuDbGV;EXaG7k8xok9}MkhI=i6vPbBGW9*`(pRwh_-wghb- z^-pA~e(P6~uuu>q3Amo>*nwY0B78&G5Q7Pr(rlxpPU0s-yQ|()0J6(yT~g&&uiiCz zlIOY>RkX`Fhi^YWRW=W85<5GLCDN0Xs@@|s1#OkjCC&SW; z$V2nJF-0b20UHsL+Nwe^+jZ^iL!vPo)SJk%QaK&^l_nE%b7p1VDt@reZ`#pR<^)Ho zp*J74`5*8MI&N+WmXmIn83`iXVE#uWu^%FdvGDEtyX89L|Jw=gqax-lR8W^{W?5cT zL4}Mj!`u^PxktX^xNa11^0d(_&zQlSR2@IgAmK1RPe8%S5Y8$`UAVV}z@g=GU&4h| zTg{dE8)xX+*>wLLwWx7GGdfRk4Vh~wuB05#->MNus8o{wtxcU|om%NC{J9lmFU6;g zGAWq0{$bIApIrMY4VOT7uec9S0<=MCUir#GLriRRE0gq=++~(*VjP=9q?op#h}#h# zvB+4Z$nxRxJu9V3VNj`%Gc&^Y*scScuRAG0D8Mgcq+;>IB#G5xC1b3Ta1g^_$vTZ9 zX8JE5(9igN(&@l_);y)P#Tlp1XgIHi;LXcFAkR#J9lt&;5Mh{WwBhDX^Dv9(yN4g{ zO`Q6caI>`(9eeDAYNwm6(=|FzJCvuV*|sj_!K!R1RhZJL>MFTDja{D)B6v6rX)EwL zPVT-{eWO%OR(TyHRrUl`k~tLqz#DSwb#8Y0W8f!qEP*B2ByIiDEz26jk306;u|VLw z%l7~{&Xpd@eV=8s!RSEDy_2&;^k#Q~>J@lJ?-~-()1M$mqZ+npU;OpcjuovRo)k2^ zh$>q@%a7L14CB67bsr^m1^pmvsZ7WAI{67Uxt_tEc{#62XT_A9&3a*8o+_YvKf=gi z#h%0Yn(fge?1wL0Tg4P6i{jO3RF+EDxD?MP1c(~%WlY2-A&W;}Z`lDPyO` zt~Lozz)O3?idJdiuKkbQ&1vD4uSBS5tKgq3#1GCog@Wy!Ra6?`?<8bG4bI_1#~X-O zTfjL^dRo+?z)6qOa_OSCXY zgw!G@7__F@<&QSXIavkgSwRCkyjZzfJu{1mk0@q2Y$b#%E~6TZap2@A$a#>j(E%>t^6j<#FzBQ<#%f()aA?Q ze}$q1;ZQ_#;9lUxLRf#KT_P6^nlO7?OcF%zIMz~k|4OXBQ^M@g|CCI8LPG>5Hr*g z?XN3RhqvPHDwg!VuS)@7Y?fxm0)1$DG7t!{nUp42o z`j3jb`%``RfW^Az#XS)DkNEHaG!=QOWff)kEYX@(Z6YR{JiHw_!V)#4z>7x}rDt;a zlh*XUJ*0a`2he>+E|5u%RY^r6Mop30x}u1Uwn~SXN#Vv?MoiT^Yde9>TulJ8UsT30 zeV<&YTrHFn#KYLJRa)g$Bc+Utfa)^Vh&ZQbO`^Ch1|Q4D|C+4ksH$ouI`JiX)| zh1}prCUJZY??!Q6X*oo)4&=L(o*@+_(+=4i^o1gvH*vW+t+Ol+F?@)-a-`SnAxP~U z$~xJ#JGCMvDY>x|;Fawat;NR9*aX`^cn8eEz>XT@#IYx3(rU6?ob@&Ga;hFgCi04P z`wc%ZY-A!_wzo!{H3q#;ONwhoBDiRm^*`@N%7;KMg6uB-u3KmMuWnuLA4S%i7V)AM ztxF%1m_z};wmDO|kf9UAG-N=l1GVDfeM@w0Nl1SipuB-hQlj2GMc(HI+9{q)O(^d8 z{2u=(fk|Vx_#bqH4+A{ctQ7wo8lQrdM zBeB1j{ul%6(~A~!MBy{~mkPN(JRXta&QGT+*lm*y+CjkD*y%+~ZQp`Z?p8+Mif2tt2W@ z6`u;*YGk>cHR69A(mU6~A;(UkRoNy3T#FV9od&;Ds&-Q)@o<-dFBZ^)6xD4bv$JMx*g4tzo89H2 zZ59;S=L4AbKX+eo1FYb=Jy@_wit|f;fT9oyveZSbvq&Ds7nZ?k5FtT?2R0MLqU)6l znm_?j1;v)AbyBQWH+kC>;|l!NLc(?| zaTdhZM*@q6H-1}(+jvc5maSvX$wt?wo@SAaZ?NAX?w|J0(Xa@1WLWr*!1a!T;!Qxp z5cG{29^;+xBze2!TEgue!1l`p7yg7rQBWj3zp~)v9(U`q zAOF$EZ-R(#FU!c^xwHO#Bf|X82js(gGHZvlo}Ma2nZ&FiZbqw9%^)E(Lb_|vp$bbP z-zb%|kp8ysLyw%)SV$6(FJBmp0s&EwUbBEXc%k;>*VmBB^YalL^e;+>CCeR zb-(5?(O$q+Ae@w@L#DiMR@c|e!5l}pXucQl^0`2hdhr_K0C#fI5E4}P0HCbfv1Kcj z)hFE&1tJ4TiSIfPGQ%y>&Ix}E4-Z3hT0UqHVFj{L=%@40@hLT=y$}wE+HVsPQ@+O~ z=Zwqmn?a&gNDp5^_^_+QJw_2vAVh`$`)rX7mAYxLlRNBaW)o@0N&WiX12(cO8@Sn?+uGn}{6AW>qnh&Ngq;PGnur$;Z6 zrai7I#W!QJA1)ZVmC4id1x>-4)Y;T$finnD*4*zHnyh+!b*5c>Xe<$Ga^`oM^Gw@b z`_BZMk^*H_7A2_a^ja#0rU~l!H=H-_H6OfoGmu^`sd9W@El9WwS>ROiW__M2S*?AU zF*v}?^_=(}E-awTBUKnYtTL-MWCM!ISsYXP)YORH^LTr&%NnJ0KLutRAI0b`BLpIj z#VgK8}KGbe?}%h+Pg)xir|%E zZ^I8%g%`40r^O`MdWh1+NldatL6rsK_>~tJ5C4%7%V+%1o4`6GuEFXKcfx>rk$EdN zljkb>e(HWfe9(Eh6HU?Knd-}3*Fpt_ij(=bZ}4=66}joa5TC#Ba9chk5rz5ZtFmJb&avFEf zk*^osk6LhdSF=>3C5>_1TDw`NG1oF`F z8v9k6baagk48N$#VD~`wo8TO7;Hl@wXhLBMR}pDEQ$1sATVs$NC3cE9#dx%)y@Nqp zN3Cq#@kh0_cRDM(hx=Dag+gPXiJYP%cM9_OI?!aj_!*OCi<+Tfk7NisNXdKu5@A%z zdx~EFPSnR!h)(@Ic?5{E#|x8Ow(U_bD8-kPQ3>?1goMGq)mrNyUn{q-HM?~U?0biP-?ImXNHE&v&$%i#}TnWpz+c#IUUD|q0 z@~VOsbSR4!aO~i>6(3CSm~W*}o1R;;p3k8vdS&P%b25t&x@l3VvNj_t%3+mGNTXnA zHoJ3Cuki6ypKBcF99DE5(t3;1%c6|>%!%aiFvwB*h{@^iX`$aI66CfHJGzJKtBr{K--@=Y2yUr*mUUWZaZ&)92QQmH&)FYcHB5%nL-@~=6nQt`Mk)m*N8+{%~5%SU17*Sy4q&O4xg$nbioB=je zQuXY62-qZxY0mXAS0t9-J^w`@K_3F?x`B25JAwS$zW9H@=-)Ng9|IRcBgjsY!KvWL z%!XyWZH^Pe=R@g=3+~O8G!1iJKCjkHHUVV~3`8r(s*n{)Iq|BySMuuSi?zZ+hb^1; zB8qh>(Mh1|4`TGeGSA0aJ&t&x5dH3$@wMSdGWT6ufFiA24^66&NT5t?o(_TFVO0WQ zNzyA908S|M+4m=^pdf{>c(O#FIYYk&aU{~pp}IaQ21e<0M?x0iVuoGilCLd`u9<^`f`Bi+gTy;i&aRTxGs^jy&hLeri5{ENL`b7F(f@g z61T!N%lB9BTN!sZ)#=th-GloP?Yvu_=_ev~0b&WE< zf67`+(OKYljl~bmIXI`m3SdbgF7b}|whvdg=!XGSnUZ^s<$^shv3|pM)}gm6RM>Ys z)?4gquP>AlgzRg#(59b(JYpgO5TUG)J>)@W7El%hvo|PY$LiBuo=n5XO7G01(8=n? zZ?Dec*6GO+d~4@u3Gi0|9!Z_yf!(iqg&us&s65p+5KqNx%v6%>Q+NYNgg<`2MGt6O z*)qY|qPDAVQ`{*%%@nPAdL;d&mplqWG(y*&cZL%1{lk;TPf$ik$a&X!G0aFs-0rlZ znB)^g?BiZ;N%|+QdpYOIp^bB|8M!o}eoinnk1|$k+^6(Md9KYl^+2y^elATsW;HUD zNzSq-e)5NJ;RlD{0q%`CH%n;!-So>n9=PNjFRotWq@m!)Ow9&gn@h1yC#QE2@X0jkhSt>7%fvUxnWp?O2| z^8D&Wr&J0xg_(wY$_KQRskO*TH=d3EGQO}wEC!ur)bZKJ1g*f)4UVC;%^7FH*8ykZ z0MJA-8LgokZ+;zMX;z6Z;v-58ZcbP=TkJ6Rc@o&kSv8LdRqI9~2KwM5bcVZ;vjy~x zv?(mdiw3x)8rH6N6;dRKKlbInCHu|RnW>3&a0>IgznsQEj1Bg9Dx_@s;M_wjr@nAy zXw#YAaP7Rm?wh?=j_Gu#sQrv33X^K8MK7VElgF2{q_0Z>D~cx>@m6?MaC>P7S?=O1 zSK3oy=)546)vb&OM7eb5f`i*6I`3?C489JmBrRDwB3q9h^4Wrt+1^S~bzrpgGS$3H z!y?pD5w-=rWy&fq6?heWS)|4a?#VQh5P{6B$#O8&n4- zXBmQi<^sFjQgn2BcZ1JXiLw;58i;3+GQ@^;&cFP*d(P4^Cn~B+pa{x|4?fa>ajkkX zM?7IBBJdXet#sDfvxR_-Lw!xxPD>)6&^o=rJkEF$aXNKri4Ki)d&;PCL4sP}(e2A^ zI$Ta z>3&)c9&izxx|_`mFrv2ccjlQr-_aOR1dYEjx(G=tF48Ho*x zgcCL*HnJ8jK4FxxpdbjYVK&;7{MyZgvg-I@8{$yn)FY{P^=#2B0H78ujHEjN8e`>W z=j}i1$e$UN;uU{qVLwoU&$Wc*IWC1bE4mvgt%NhS@kTLk7MA6pBpPl2SO`RB*;FC& zpd?kqZQ|vxmO5*;u@86W93D~kfVR}%`mOj~TDv&T;oOs~;x{`aWTX1eCfY?FEZMT5 zJ7rW`%Z{`T48K1Udrg#+R;#(A#2e{#|CJr`y8-bUs2lvd%-(-*L74stQkVXR_x-hy z@<1|)RZ~ng6kknPy+qa-9-1`{i#Tv-g{O$d36zm$n4+3(mKsaW5*>&hkFZTWq>&-s zU;eWVk)*(3GYmj%l(=Yo+XUKSzfAu?hwLubVhFekJO5EOU-Eed#>~BezevFlicw7{ zm7kPoOh+rZcydA(0)loTP%k+jPM^>yzYVibS@^+Qew8iL$pc^+8X1{bu5o1|iq5@U z4vor%ThU}A|Ap zJKRmdY4>v*!61d@JQ%N!HcIWVZrc=w)Hd=~$3?vCtv+)&1m#9{V}tA!*UX;eVYPP}vO!mHu3pK8^teX%#NU zO#-D(idlxbsapNeu3Y~#?uUrn(E!$uReFYSoG8H7H#hioe!yNei)zaV{s+nVVooE$ zkM%WdC;yP%Aezt_lph6NAj$%6ESiLIhA)IzG_+pBL#z%!kI0bZ5%!SMy6&kd05qQ2l;+ zND|a5CUvA_1PT&}JA`Bmi1HS@2$1_DPoHU1`8(q4@j`Mgxp!(9U#R-u=t+0(RYN`P zVq&;u=v&~lm62ue)v?a2B&*-x&DPYK=aWK@kAmQ5;h z=~k4sH`2MlQkd`?@xovyhOZz6GVO8Xdswx{K_FhGq*eRotRwXe!8g5;#qX?3YBHMf z-};z;{bhXh`!dA8%N_arZ(fdntAp`hJHiijeB{V&x}|V9q&e3>$27*ICZ(j9si_|I zP-{wlrZqZL&p*88Eiyu7U|0;Gqw=rDTOi&m&i6s8D(Y?>lvuB#@Z5bPE1eUqw35 zB6!dTqY2G%1^bCVFGth@39j3*%KL;j$+a|Dz;Hlao8^iDJ|{5PPmycBML@7^eQzi= znYXO)_I!YQ_~k~U*ouvVf@k3~Y^%l;)F#UqMiy}9sRa9kD#a*f16y=0!9iqtH9#(a zPAYj7X7lHJMq?mrG!2u4{Ho;=v#bV=M*~>dgVGt#HP2fq0kjhVS z(r3=j(L*Uvu{cWR<$Y%+mMxDOhO9pK3mg-c@dex0TbV=gcTCsYa=#PP!Am(M_i zD!@+aOmWYZUYXv^;!#^P8?<%sz$G+>$42q&N*~g9sJZpfr4Kvavghs$3>fv+_-TO| z_K5C{7=f$y@cKX^jbM+)8y%yH+oKor`XJHZCty^TL`NIvUw(CYqDmNa2-ehID2esq zR+#5DVM|{%SsHB}(QAr_;8`8g>)$>ctis{6Hsy@dj#%&)(hp74-xIjC46Wr(-RA_6 z9izVoy8A#nbgh!yehxJkt6UXB7n=J3Vvl?#*E~o~B|wprJgz7!6Cg)G;0fS{DvFk( z2Du^dU8!x%slbcnc;j?x;t1KDn~YYwkqhZ7Ej@>rh5{8>yiK8n%vNF_m}`&-V2_Rx zM#=r=#V5Z}k{xyw9m9iB2UzclWA%e@Ih|4ykPPg*gY>{cnqnRdlj2gg{(7eV8;jt= z(5dxz-uHh`u~`1a*7?Vjw?jw8ji7jVdu0 z;Rq?U(1wZQjeRv}Ve5`J7e!)}J|ckwccwD2w)ai1qtkKOPfG){b&}%wO|VcR0oqGg|m+YE15Wim{65?ZSVs8S^LVojt+P^)jAf1 z>h{)@XR!DC^}biLLYk#ZeXq2eNw`)y^TP-Qfd*`G7a|NCmA7G}P>Xa8BKT!NT@sut zUX493{<4v4f~zQfO0l*4PKsF1_(Hm*HnrMk?nM4gi{HU0=-e-Y&eLdia96!&`c&c3 z+lglLu4}dE0`aLHW!MFHha?IEg$drmZf2p(iXhAa5iTe7b$V(hG258GjmOouIzX3^ zms|Nlzlv1E!Vy-J^C2E`THrH?o?gcZC5`G8=0B6(-_G7-Vqo{*ZPNd(k$*XRrOiH? zkU!S-a4gIv7(he0y=L?b^m9b@bag3-km|xL@6;TQ=d48z>^-pBF%Thpd`O0BAp|7E zp(|nKKlL4x6V;1X-|zhclZ}(W8Y8RPVL#Ximm8D_4ykRH6>{BshjXE)ZB(yj3DQLj z;`Z!HiQ=UAex1#`fQ@1$iC{V@A~H>Y@|eZI|RFE%6>EcR!p(PkG#cGo!T8( z@^9|j$<2e0dy9!bQ7v?l>?nvQ#QOGl!_YaHlk$e=Pp;Y8f4Ax8(l1iO_66Ah(R*;l z5DRoW34(L`0$Fqoe&uv~U^VCOLv_=0RgITJPfQv>BdhYwXS>Een6*=f=uxSA3Mu0k zQ?XSlD7OfWgp%66noq?_6nntQ5|E}2aJL6$x@iKG=e@q=k=z41cgMw zIc=byZE^%+)}cqi_!~q|X4u#*M&@;d&RM144x$d8anlb#Fr}SPWLP4a%49eykf_nE zBeuSKmwkhBl&bFOhU|3+Be~B;=7j1!NUc)!RhdJg*X<`*M5iO%+af5RqRe&eqaq^J zoVgrgPg76T8SQl(luw=+&3jQpdbbT1Ik}8VeIv$ElZo}`d5|3&gT;-2Eju=)2_&+ixcXsYDTK9>@Ipi5a-n zQq;t`kp8+!|DALqUL$t$cSEdyS6VFpGQR(o2i5><)ZCt?*|hI;&TxyR*%V*&_{?!u zsE9e)vNTotQ(B!mJhYfe4z>h1(`?VRXaI?#{4^rUG@o$b?40BN-8)Uhh&aTl>fmZ7 z>g1P6&^9QUOQ|`a#nS*tAyWmhh`f(>M|tBOAg7ouze{#QK=RNUHuv42L%0ucg!3`Q zYRz=B{VZ*2oGCUYG2&JTwSGpjkBy7l2`bX?2}eX*Vlt|)l4{{3ruGp+0+H)=h>czF z_EEJ9CnRa;PN9}U6OcR&jw`)uEjvofj=kgsh?B6?{YgX;W6w|1m^?mo$APc&{sD`| zmVuuXw{GOuuUCfc=zxuA)8tXQLsP@yQxboK!fGvYeLDP!ddKZB4mXkY`& z(`tG$Iqy}Bp~YTBVEu>w=m6}#lfP}^yw@Un&@W`SMpOMTZ2X)T*TZ~l+$hJW1Z5Zl zwmwx3l{*x<*T;JXn>HbVF^aM%%dgrf7ukJbgxUS6#Buy!a|}sMHich^=_|VTQNSQ$ z4Vl;Szvw>)bd|tJ3woBEjPM)^PCA7+JBK0ua0r^X83@_EA8yv0bpwv{dZ&l%#=vXM zp~OrWOlQax8WKhUSZPVOCqbsI*A40xd-MwO9jC8|IG<|r1VCq8r(RN8Cmq*74do}# zPFVb^`^)_ec0l9cn}L-c08>q%QON?Layp#s15qnOxE?nS|2@E)GNBbhkNui>*#n}) zzY#4gk&X$y+JIjKjkCE7RO&1HSOF@z1@BgNwa{%I&dAtYMMXk9cMjX3kb#RVG$)qY z`|33CP*Pt92u@RajX(wrF@v5kCR^DJA(fR8tYL{FmuTR=4hWj*!stb4nx%M!$hJCm z@h3qb#&UyX7U2Q-Re`Tn2-`ohJhDqj+Z^Uubu962sG_iKY=|7k*5At8L!#*lcwCP# z_}+6&KekF~4hjnt7IyDdKPpaKiU``D)^n6UrZ2^ZVcA8S3;MLd}Zy%CYi+d-DNY$v)Nx$SvRGHZG zN$oP1iS9YQpW?n&@Zn8;CCe~)%0e#@TtZjZ-i;7B0yLe+6pv7?T zz+bFWZg2XJbPF^W?Fzq)g=OVzRU)RLpOGb2KYH_}R#NAs4erp9*7G=mf^R`0&YEp1^#Zv1*PXUYkwL6(LKri4o)QD?>}K{Qq7M16ODa25Mf*fYRDd9g(kCj|P5XWpwjIFTF=_z9tDVQ15_ z4t#pSB6m~=iR79?ia9O`aAMg@Z%NYB`Uuyu1}@*}3;dWk9GDOJs~%ySM9Ws(OQ3Ci znf23*Mo&>%5XR-ibP%oA^4&)FD|zcGoitl@M|Fv7&vYlqet!WLK#=4<9&S(hPs8NT zW>vpjCja(!ti!^jY|L5`7NdnQ5OC)GbuVW5Q`-&{(o6Ip5=*<_yVVveM=?T1)^SV! zywaa)7%`|CUml$e)Xo#s4fp#n^Kcgo(61_Bxaa?f-O_qlD}#sP&qSF#HWke0i1;<< zQ9R4+Rp2YdwjXUtuf&uylc__`Qi`te*?Hu#)_BaWbGlV%*)PT#S*`R1<+P%1{-Um4 z_mksRO{ubAWBXZ4!g^?~i#H~*QAM~dNa*s2o0j2rl{6?_G_qt0u-#ofr2X;YEooqE}O^E)nMQ_688rR z_01V_bpQO%U4JARi&v0blPni@qs8n`*no!(uKO>W?K%?%0o4`KI|s<#>-4USV>4w~FS3ma-AfrvId6Rq ze}}jEQbI;FRp@*A<+PlvW1WBp)#kK=qfaL+Tn}wG+meA+ax0^Jb!bDfnb2XQM7_v= zt+IX}PtiT;rEmSsJd2I~{~reQe|d66Vd;XfnnpYOC3(u3slsZ87zYfC;%Us4Cj{p- zo2@#r3x?cSDC9oXn3w|8sha(8AY-|n@m?vynfX_q!_2hN%Ipd&^ z-thR|Fvy%Cd_~r)Fj7VZGve4XL@aNiBm!aJ^^Ca0^A4v15E47^`?|1u;A0aqG`6NF zNu>fL4$)+aZ656Jw?cC`iXvyrjF1Vrs&?pDG)YDku7eO76X+-T2+K;7D;uUub~Pvr zOrjg^)Dk$}Oq7zh4H#n-j_)B!OGyfqilGz?UE*hPDtfp~4gQF65NlV$#7#C9`oNPH zAfx_igwpXGs*WerzBO9I@1r&x9YF|ad!AaI>@ z$&nK3Mhei<#m9?_iEm=t!t_uO_I#ki+5lH-wXn0P0U_b=DB!Y**kXZ^kDo!KT_UY5 z0l0zmpMFNn*(@{8++)N?RxX*6$~K?45P`+#<@WVim$3a2!X0_nY(LO0e#FW@dFClF z;nG8LKa|h;^B~@a@0O3Jpt0U6zjhxy}#LoA6cZGDI6-=lnqLW zX2^*ox8EC~73wkU}_89NdT5C&P-CvZBspl%Tba z&6#>rzQh%Z_p^`V^sUD>+R4^U$(V#zLXESsr4q^8^_aAhk!Z>U`vx)*{KR#i&H^`&;_c#7TKjSDAh1hiWH0~6$=V7EvF@1N5z&foWrG{43Hw8^!AYiE{Pkp zS>EF7H+hXrC;0kwq$-|nq#`o3x>McL4P;$g0QRpZ4Z0W9*D&{k{3KR>SxQE^S6GRh ztk*O)IN5ZS>@^0T^}$>uP94B-JV-({0nWMWiS^%CP;vh}E*|;##^6tAhC(UNy2Cj@ z7CbTSs#R~vD8{EkpgzskIcUwaiE~>YC`P`WPWMuH8R{kU{h7iyZPx?-Wi8SK zHA@K-uU+2&bW{6DxvW-1OC1J0P7ut6;Y)g_hdT)r`BP&D8jeHWLn5g)222jx!-|y; zNn);nsJw1#2LHipab^CW+g9>k;)?M7+Z8e_7tKGnW-64Q&B!8&h)9%~Wlhc9i7#*! zn7F;1y7(pFRrbBT%s7P}#|I|zI70uNJSuSZLedzRG;cxgA7=POi;xdd$m5FDyPunoMuVc1%T_2rUhd8Rim(X6|A|#b!JXclGOd&Xn`JR`zCL zl73(|nN?EW7k|38?S;>zfwV%DU(*5IFN?MNCv|8X+t!-uTtPW2HczLs6VU!=Zm_HS zsdp#-9wPhnm#9!q!l>U@zq`pzdInyk1+||88JMsh8;II|1-y`{&+&p#vP>oZYA>XWjfnG9gF{T^md%k9JicTw$;xIPKchW>nWDA zL5ehGq!MmzjFg;sR&lc9+ZgF#2U3r<_FTuNs>PFD*D7ltqonM~ufKMTYcLHba& zOnw9bP4awTs8-oislxR9m2&A*9TEJAXUkPmBq=CqHS$IjQ(OVe`Jj5^lkeD3)d@IM zD3n$xSJ5?wr`&)%yfs;Lkzwb$x)2k6{q1c&*0&$%qmqFo1=G9^hZns<(75Bx%43Li>!}zxF|6XgEG&S#IpHzYY;e+AR2|iD8hA!DRz_XMmcZE zTh6lKyDW3(XDmJ8Q{at<>>9hQ8$}6Dr!pfmbHk*q@kP-EJC5_$2N{&k_ccEaFBN$n zY@2?7jhu+k+M;Rj1_gMyY43Ux`EH*m7{%x7PTMDJIF6RR7LhYLR9;x9%}12k>%1_? zBFA4sSsxsY#ZPuAZ)PU?q&+IO>VB9U)3Td{Y-~kP3K9>n29qvZ2ayFU)0U(d#Cd)% zu^GXpSkIv@10f1hA}m?w_S+|s-jx!kJ+b>|K?7CxdU;lWbQ^~pvR{WUNAomT8oY(! z99nekDNNS{S>2UmgBlpb(C%?8u!=NBba%P+*Xfyj*`)=!UZno3M{-|aL(%&zHY0}H zN3z!lLZix!Y)b^|@PHwoYVMNu>RT_)5(f5g(Xl#|vnF12@q(L;lR47~c2FQV5`*|G`kVPsCu6L&(^;lW>PfX;PMvf(Gaz|||xp_>E ze7(*GEPjEo$tcNFa zare)~4J!rSB5k3bR-qco4qZ_0v@?=(C0K=(uC1O@Q>mI|<9QozSJB`R68&{0^831Q z$v-LZ?>r}rtpD#yYcZoGk}IA)+?bw%9nor7fkNFow31+aveM_D^b= zJ-uG@8GhIqj67EreTL;2Nm1DQ=W;N3C_B-)--VXW>hnjT&!^ zTw!7;^%-#ZZj60KIl0#1##Y(YpSEmB-<-PqW@hUbfZ6jH)ZDMOZVIHeh%`MBHn^XFJ_#^hix{G&TugZuSC$Z@N|VuZg#4rn8|zUJ*Um@UV@DuHY6*rD&H2;vW^M1Vdsr}`**_*u z?48C{9zUxwscvm72-1huFbO=wfxonHA0N=Sc3qZfqLh0kryNjOItl6(53WX70ZYGr zPKKR*t;)Focav;C{qQZQ*OG*0zN#-<2~9=ASoG>&P; zXf9?Nb7qsOTXq>YMP?>L9);A3p2=zW(S6Q9UW*f?oTzM0e3Ck$MJoh0O{`b3vzf`e z0hW0XFllh9Y!=F5ITxlFpx$6AAm>XXlQU0o<0nNSR4=(slDzl04gt28sdoNhJ5lQ+&vwqHDU)AY^KblVNlY6j*q-?n`|* zJXooTu9uJ>F!ENbSW~7+Y8&PqH$*h@HqWoKrQ@?~!0Cswe#Mp2SoE*p5OqXdjAK7y zwRpi!M9_GI9F`$t*Nj(9YrgX2@lQkPm<02stOVs(({&K81pj{oYrO6e37EpDVJMbghQPyiuC~X@S@$(uQc4nro^0oFs=zl^Sza5_k}r zoNGy34&miws*Rbmo>RSHO6vI4vf+-K;DH)_j@1d?{qypAeGx#tELvw#fUYDUNrU?9 zv&v`*6fL+`EqCQ@71!FYx<=e82-xv2xog_|@~KOnIZ<>LJ*GZk5qPgu&Kyq=>}3ft zD4h5#4i2jR{?VG$MynZ_uL=S-QugrSTRK?lI3|1?Ec|LcenNlk(|?~$3F_d*{oSya z>AyVh(JGR&dcVWu7SuI?bj4`?^7%L2F&M~5Yu}LOdyUfJqa2sN>Oz@h<@V%x9 z!{$c}P=7nlE4qDV=B-!+il-04)VwkLq_G!NGM?}4Gc3JOk(`N<_0$Qpd3!X(yB*`~ zTT6LodeWre^o!ztQyh$_?iYbw&qqH`7SoC-a`C&?dERDb9Vuop6}Vc_Q)!-0ND`1~ zpmPx-~*HpbXXu$}ys-8W^1G*aT*OnHjF3F7`gZ7qYhKJ}AwdD;Ui{qsTB# z6fvFHks-n(r>AjMn zJlBm+<|XV^@Tctl;V=b;1h~hc3ab~S-eUW-k`@Sp6)fQ^Cj!JpUL+T!hCnbb569H# zPf;-p1(OwFpsV-&5vvD;1aOc(M+5?;<_Mn>AImW^-HetPy7~Exv{e#3_WvX79k??= zx2@5xs-$A8V%v67v2EM7lS=YNZ)_(O+qP}nwym4qy-%P1?ifAJkC@N1)|vv%3}Hpe zZyOU^SKzA@S;azm|J6wiBbBKlH3_zhu3--T&12*NcnpzxvFogX32tKGMUCLx9r+oY zF?Bc;drE_|AUK&aZIw5MRBl*0( zMb3C+xH|XwW}L@cf5j{{5s-&U@_GEnvG-4D7KfQ=-@g^%{!JMEH?;SE@<>&RV-Kwb zC|F|Dm1DOQ_Z=lvc(qoShRs)<`iu&mwOy2J6KaMnSb)R{eMyH#Z+xkV9^)rb3$pf8 zq31731bc8$D#WpFoHIlpt<6Wv6LcDB9LS!u+ooy*SU{YUb|*J#5*Tm{SK zr7`h>{my??G+EDNla~Exc_W*J*~9$;?=lnW>ycKnj;A--aZM$2ZKRqs|J-QC(t}{F zyw>Fgo$@@CWdQZ#9#oaa2gXRYHa(IPbzHXHC$b->>o-^8$-5zhz;dCJU3A=*LvLNL zuV~=0QHaZ%GF{pa%-RXnAvy*ThZ2>3_;{Pt%3eA_9?8NN5);wcg9QqMbdQ0TgM>L~ zbzCi6Ybu3RiUr`9M`)NXc<}C`;*t9<3%hoXanVXcswKo z(zL`emH$X3{ZslraH{b9e=4)+|4WJdN0~L?UzZ|(2r9rAbo#vax;+Y5&VnCo>0I#gWS-r) zcRalBx|=%fLwnWpr<#c>8z#+2nVI|ZrH^6O9Xr=Y&^#$b8Iiyf$@|KcYY%+cAOKU|8C^@);#a`ru? zaGkTlLG!Tc2@AokH!8QYEoBgN>I390I0P?c4(8@phYct2n!~X~0j(tacnb4$q z{*7=mV~wY!cWY>-wZrMWTV1*ED&w~toHU2|5ifs_se%~JQ@6IHqst*1pJk|Y9mIw0 z9e(!_Kfi+z8o;u0;j>JmE_L%t)xwq^!-LWL=5HwOi)^enZ-UlhFmY{20&xe=?NdN!MtEK&VcBL6d`2P3-72~VL?%Ib(uR-1TVWXPQxDX0nHoI^9K^m zjMj@=bszr2_{cG032>I8=?_&9e0iMsN`}Bm4GxtVgp2zi$qEJw@X+(sAJ=Qru64~@ zcP`(uvPSf8>fsZD+H^89B@SP=X{AO9LGG~+Bw!H?(=j(lu!)%xiH}M`SGgv69IKNq zU5Ae+7{}pp3Pbx#sfj%ci|;fvg>73oJ9etVWp$Gg5gfbH8{9V{+C)WN*^&xNiFQku z@?x|IEG;Omc)gP083u?CEWoX{{1tXi0i1IMTn}3Kms>afkqe0V4Y*6XZQ`bIO&qm% z7<{LZEA5pLmDVwJQLCJx5K=)W5a`o~JR2t9L&JI>{{W_Pd z9{$ml=E%Y0Dy%9#Y7jD*O0NQW zuzDw0DoeIocl)*Uu#2z(KwJRGv`b4#urKt_qusa3szq1#PxW zJXTw9(9h7ax7LTI-FyT5e_)^I)VXB^N&4g-WY&%x}}1%2i`P5x0e zO=jL<^)si{ul1Hmzq{eH{cSvWdE0#?Jq=;b+lys83W4oo)|Q!=kPSUAES3kGFWnO? zxprIDyV=&%6Dg=DvgE6^p#wOxPi5inz#hZ)+vuX$o`>Z2`C(ct=^_f40W4R+>O?R? zLoUzW@396CSBGzZbzO!tJZkZ=RO^C%MM*QSfIldT2e zB9ZG-RmG_yR^mHlB;1h)q@_X$Ib7{SlE83YSAe!yPqZ0MkvlmnQNF6JezHY5bzkVC z7N}hWa_G8FHD`NL_DzUs_e?s!cTp4FWGF$_t*SyIT!8GMo{hTLmbW6y3PsMNd!g)6 zTf+8oQo!9a9x!#`hRqHzpZYyXK6xM6>R{}Us0e^n$z{I#;PYMC=m zP*Ka3l9f(s1|c*^LFqy*b4>$G?GR0iP7WL%nI`OriNzt3Y;x~ z$*B$-Hp}E%HHCE%f4XpWTr&^0ZmgY^_fD8VpKVbFN_v=^xz5Z%Cn#^X`Qr&>x~3kD+Gu2}W%Z!9kYfdc{bhAi{gu;;sBf z{A&CVSK|m)p^?v@@z$Ue7PRT57TwAlZ7n*EU+UQdr|y4qn))QIW!bp@I&QYZ_coJ> zk{V0I6tb$MriUPKoY5IpFZ6_op!{}I@575ev@_t|yJD1PBsDQ;W%_&UZZxAxbzpRpMnZHlj zcC?fFIcfsgQa$?e31;>%L(v6hU~5EoC9blJ>{nOGj=_Ew-goQt zr8I_&twN8}(rGd1v8*(*Pg-2l%g{sPN6+x`=6eMK^oRt}S{dVyaT@OF4vOh1%$N!r zpneoq=tB$c*k)$I#uC>=G;MhhAjv8vdV-*X~Z&|J67dY zuWi?~+(gq~v^xyQH3rvq%?RLNs<^C^2P(1Jl=g=On)LIpC!HQ%WMiYb0&gxW9&j@! z?!CS0A6{Y!r;enK0!Q)I)D6UCo5{m<%IGnelc%B6Nu&(o7^ZY+r1lwM$mL0-5AhL0 zlmS&ZX~9SuNkkEDgY05{i)R$7GV$VhuSfHlT_LXX5}0cmh^?nvt(|r=$py)G5e8oG zv4t%8hx5mbt~p`@63MqZ<<)~A!)eDW@`+Xpr> zdI#O9?KGx>#~HLo22aLV5$x*;nYUkKufq|zT{?QBL!9x+w@{`zbOhDg)MZhR$;+Eo zzY1ATwTw5xVoAi;L67uSz7sNey*wGmS)m! zI=Jz@y*ho>FV&k9fdyZzH3~ixF8UQ!8fnw908zLA`(b-s_eae;|3Xlvb@`|T{DWO~0f8SYpD)yfP0bM{=R}~N) zzbaq${M1_awcBrbb;q9XVON6zI#=V+Z7=TDS?45h5tHC1JnM`}pq~HnmGpnYB%Owi z@81^pzX?S4zs9Zq!o;VeMciBNh>O=!a9*pamY6;Ih-*EKeI|lhvjcXj$EyNrsx+6& zY8HOx+kVzQew>lO%|8FJz6pX6+1y%?_z)dq+J6$|eCi)8URrrGC5w{M5)8#vfaJzG z4CK^PF}ifAFh~5wrlL$qp#5)q{H?@mhR8oE5^b>>X#B*O(gHWeayj-<3!{(SR4|5C z>(tM-Gil!FVNCRJ?4~kCVj8@;DdQ*fzS$=iM8JIR?HDz3l48odBP$az;TAKLebUAEhBgO6Z=E|C5_a7BCrx756X1i>!g|2tnl+00 z30(!xgXWDXXVR-@E=3W-e98>9T8I?56K{FxrH!zXuHeo|4sBP{MjM8{Pk@Y@fYAiv zx~`d|K$g@3kmL;K?fw_bD2=2j?)-Y7b@{?(^arYlKI{8s%5=mgxthx@>#|&<-dGu) z5*W}pQG9iTQx?@;#tM5qB)kf{fnl1Xi&cvYL3tx&U!v&2Cd^S+Pi%#3#T*PaU30sL z+OAWEhP=Ym{`a%%@FW8*DMzI8S!21qzO?f!ece<@p;@M6{hM^!XK;KvtxI?P?{VbY z!H~)kzWdaRG`d-7g$pM_vVbF~bOZ4Cyb~{@EI`^fLUI2&fZdxfXG1C84_;n{M@)zk ziqdrnd5F|E!MR6CKfQc{3UgjPHx)}^*Drc!fBgNl$II*jkfWCDIIsz= z7l#%^4-IgykvDEkZG`XK5cdcg5EW~2z*HNEYl*7{9Y^?kPfoUye!iqA-a5Qc@TnCB z0iz3ut(NR+XGa8_>#Yc|HITPI&iQrVvRvoXA~SKpP1F^Ia6Pm>uvEE^>~Oav_zax8 zMEJ)_0hUs{_#uf8w~Zv2`g-1WO_KSq|3FFlCrVt!rJ?`r0?hLNFIfMt+&3t@1<{-# zFYd=Yo6s%WRF5++f<}`VoJ){+zy&*!f;l_K()Ft9RBl;b5ObMgip$z9o?>Ax!nt?m zEs>Z}$yxJoN886^YyHGa@|<)cA!$yfmVtW@*|xDU>ka7@o;i_LsXiU5974{z<%#Q8?fiUX^@8v8 z#4h2UgR3BY9GD>j-8n%x*CFDq+b||7nlzhpblHB z*Ca9sbPF3EyH%5aneEg_7&C*bVklIek3fCtGY>jC%lVq(B{kJS1hUcp?TZ!^_!31V zqna)18mZ+OGA++j(r<1> zyel7Za4hN7)|$}GaUgQW8en9M;bVFMa6O*7Snq`%Y0!>xl4~LK8Y`l)51sroH z)(;9p9CfTZ^65ZqTdK&k(E9~B1Z2;QR-ITWiF6=TUt8Tbdyxtb{0KZ5GrY&x|2=BN z=;{5B+><|pfqr@9|7#Nb-}4sxUy`lA993^JR^vxZ)Q6LW!KNW)sY}XM%;rm-x`<=y zhvih}%^MM;uyK|eHMOO5k@5tUJ$T}=fZst-BQdbEaj^FBRv(!{Xlj&3W!DxLJszzO zJgq8-W`izC)ItOTzH>wjoX$%who#C|2ph(eXVYp=fTx9<@Oy&L5E-@<@Ibx#yjXCQ zob5)j+!R3wrRdM1N-gPrBV*%oxPYrf#jteSJIIV_3}jsVB74L$0xsr|rwRRtIYY9+ zhNUuC|8$v0gO;a$AL$TXI@+l5Gm+(=XO=5HCUj5b&}!A% z+tEYlQS)tn)pzu58=QX((W>yNv4Osh9dRL}To29aKU zxxm+bM`oxESvQxAc+ixVKD3CcVBDly<9#Dk^t1FXfHP{hl=0gc59${w^(yCJAu)LF zp&Y7bCg#|E2r@)gZ!UYrWCA9p#a$$M$MDg%V=exxd! zgY!AJgd7!iQch_BJgV0m0}L|b>hokkWsD%F*mTPv$dt|h?(F`b_^=B!Wd1ix)!%~_ zJ>7rqTL0PE|LF5^7+GpgKoxSHG|I7;h^}1jl}E%blOHzHUP)uVe11>c=cuh_$dVPj z<{y@n8Zr-dj`#vJ6?(Ld{> zyS+K?2I9h^8_oS!Z{d2qX)TC-1zm$117fQ_)WQtznrGu22~)Eefx(9x*5ch831JEh zU_+0183~eugh)L@L?JN+(CnhUE1*vnuRfob-(k@$JQL=gmdazj$W%~17MqQF>IOT< z{=Q%f-gASwhm@td7o03ww(a``6dAf%6&5u{r@Z2`VHx$$w-zpM&d6Nrde#>wuO z$b^1mw&Bw1~K-Kql3vh8f5?)_-XLvy(53+JKi^5VLUcu5-24~>ymW0U>Tc27mG zU)`s6?eArbLxzNQ3pfNg|I9u~`2>h^;b`!`g_Hgb5az!CBCRH=AcyR!^-CSCa2u$f zlY~s%__G$FPy8E^;39YokXzeGFZylG9U0d;^|gl5}XxeE{~?3t@gOERgW zeR0=zKeZ2#*k|&?xFzjUDGaE>2ck|8R|KNQW!>TjQZ#p5D+lWn2(*jR^_QP@J(xL~ z1!Dk(utSPY2z!#*QEpi>twCiw4G<1W3jVlLm-5kKQ0|M1wG+?q4XeOIswGm)-!76L z5mSw@^@(|XQ2B^@bQq5pprK{x54zB6V~x^el6BE=fXgCoP6(*MF|hBTdhZs;)wgLT zTqdH$!!nO>^>`)DKy?v|@OBNj3{RZHkb`4bZflNnX*)zGJE<{$sm#vje7>voR@`tZ zo##Fc;ut*JwHEn(YQ4SC zNdFezIm4X$#0eIkL|eDn$pJj9WcpI@M`yheOsEXS*Ggi=bQ@~O&Ksd9_jAcV(${*7 zbiBSWT}UV4+!Fqwlil4WHJnXkuSl*lwk>jS*6>bEwa>|Dubxg79QQ$$8z}U&1qwwB zLq%a>;c{J3#rA$zEVDTD8I`a(aI1|vH|2rnKA?Yu;S;ij3DwbJB`ilLFIm7zZFygU1wp@)5x@Ol^|H>ic~8 ze?Jgx$-2yc+tmLauo(aQf&7;|RFO*$qS-6riqy0e8;xPaR^M4zV`C(j>1ZjZFM82- zK~4^na8plE%y9!BGDpxyxL{IohbMOvm2i1@c_+D%jR}hR&q3?r^PpvOu|T>chh(vu zFL685dsOGW5=I|Lou)lO4BTPXgf2is+P9&NU?4iK)hB>-(fvWf5ye&sP08^SOQ~0E zm?JRsv?vT(o+5q(?DW}y$^g%QPC^s5EzLt^i-RzUtpFYk#qJHxE=Rj0Bs84$FdW1G z6Crj6Iq&s`;3G+clf(qf=+3{ORS;OoDfI=U1gn?Gt?V{0D&B_}Snj08N)aU^+If4W z6uuOR6lks~hl4A4i+Fo~qd;9R=GL?5J-a4(SnW23E}3JZz4eLs9e=V6i=mS(#=1ag z>O;BP)NLGLA#hf6o?An6wup3XDQs@VNdy#lTWeYGWT(Z{*nofn9YlHm~&2428Y%0RTh~y$A+z{Fh1@RzQZjfuw?nm1xExy_nt^qvMd=8 zQ}Nmm^1?!*>K(kVr|14@z9e2 z9GNz#6kdiCa;Wef&c`z#yQ9m5euZBTwfNq>PTn(G$e5&70elB3&7c$+g_c0zhi`XH zbUO7(t%FPMiRXp_)l6MK_p|8+RFO@}jFjG1|E%R<)}poKrOui}SEl66!@KZQ{LXXp zEoUF|-0exb7xFTV4AH%UujmKuwQVj93$0&Un#0RX-u&| za+5sr!yJ(DxRMJ>Yd0!~_fNq|zx1yC6fRT<4%+w!eOUMTix6^1$o$`G#{W_y|3%4y zQlbLI#7NTVWNkeCSrP$8$xgq~4AiUV+95HTb)Ka_s9DXK(L2ck9G+CI`mJRC3Q)>+tdMspOXP*RAsetS5EJ z>e}Ot9W7j1l}XU{Bw|-vY}Pq3Plaspxxr%0qpbYIQqj> zSd*4)Mq;1G&_P2M)ZcnN?*fv0Fwbe0HJt~?pzN_9JH`c{zI9s^6C>YHVh&WrUSU&J zTYz}By15ZPdb`J`7wmJ+3KK(<=&u$Iqb+PZRya-f!+O}nZr~`}TtfnwheKYR zn*0dss64ba#Eii{sBmi3-q!0@4#h9}MhT}3j__nHO0ynqX26M1g5*P^;)w5KoI1=o z8Gx3#tp#(ik?jPm*xPNkE`38@V0e>YjR+tUAb@h8ERBS77IoK4%$L%}yUq5DcTVsT zq3!Q~Y#BMY=UZeKR;cZOgOk?zpdXk6OPI`5Vp;NE@XV0WE(W77KR?fvhg&zDi@dYTqpZ%PZ5%hYkpal5%OACqfuwUZ3oeM7VaT--B!kekY|)WMvaV{?5~K+)S>2 z{1CFzQ5R|}OzQJ~$p=t!L9T6X^PpN%VRWBbSJxeT;e0zumI_{zq8;NAD{;`lq*QrAwV(OkfAYSXC}8CxM9?W{9M& z9EG9Is(2~<;@r4a56eoZKg_ImmnO`4spxx8oIB!4npi|O>Ra)emsS%7hJERd&Sx|! z=fr1(uUkV4B_jhfW{qDQW^FN^RK9vSz0`hV6Dxp3v@uS^fmzg}Cii`P#FHQXvfzgj?Dc51hNjZ0Nix zc;o3j=G7xYcwUxjRGf4sIs(rV)&q}Xi1l<=y^;c@>jJFZz*mqoMkIugJnPphcpuLp zcoZV=xvEj9Ngt=7icJceqaVziSE0hlA%~8Jt$GGTe3e%aapvCrzj<)2&~MxKJ(c7; zE2?I5IS0CQ+E^Qub}jp&;Ci@}#XEoPn$fvRkOt7M#dN+bPOZqrpcPl;lyHx>25 zDDC012Ed9=D{oi!O}}K%bj<^-{lxDLQiP+b8Om%MR9f<4 z#qQCf8R^L78Or3$iJ;l7gL!zjcYg@C-==K~gtPn__k9&YXUjo-?hHV$>}?zrwYj3W zs(VM8b~|?mkRnJkmo7$|ASq2oWf{d11NUe+=v>JIDHqzlq4xbf%F^s5MJ(8R!jz%j z?Zn_A1`Vj^t_Vyx#T%SsoCA9LaqLN{Jo9wNdBm7R@bm99X7tqy0BWCF@!rX@2HCD6 z_KEb$RE$mwX8`aYGe^xefbEu%2Wti-jIX0>3e*78t?lb-`|kYp-=X*7epcO!Vm37J zkUq82J;dGJr-Uo>IwXb-!eDIW@WT|4xziMWx9)Ek0?b_*tGCacN@x}Pss?f}T|Mx9 zHYLQPbhH@QVEmHa5&E*&zE&3rDoy3(Y_m3d%qsWujG4KbEJTO@fXJ^;h{Wdw)&8Gl zRR0rE`d53j4tX$_9T;*L2?kg;4-(jR*i@3A4Bzn|B5~8oLRFWv)ao$6FOW`sg#f=$ zgfLT~;%x8;gJLm*RYKTKVC@A5B8mwJ%75CUW$Y)!yh$a>=g}APl0lq`wJA#(^MAxB zxwj4X7L+KFQ*eJKl(JXQCr#IK#S%Y$k|GQ-Pr+$qBL?=wH!w(h5DXVCkT;!QRmREaZVu(UsD4>u}6O!VFB8 zCl%W0k8D0G{)O~lOL)*ZJzNLZ1w*kNkQk}E;$dH9bf}!fE3{F!q`0mJD)PG(|JF{MRza*#kOs69y~-%NBI?s zbj`-s(lM&$MU^$1y(hpv6!SvZXrKwFNlw$`XpODYe|q|!>A@Zja$(|R0?lpm{!L&Y zD-{PTgH#CcdWq*V$fRPL1lUIE$8WDf#2Iv1EI1)%g8Q6PJtF~C@e8cpr7`fWre^0V z1r4k`Sy`7&0IzF_oprB-%@xGgp9nu2M^qBo1R&f?s(zEDOb5iRja~7T;$J@A_L&9{$`%AgQ`ufYz1I-*_yQhvl*9VuL--;?{S;S_gF=$g8 z&q0bqK~YAhJBDfn5#tH<>pwiYf41$c^HE3rTZ9%X^Z)Cqiu@~$k@di7WY+16(ThBC zLQ!8e6Lj{L6>U*+)UwmK6F%+R0q1}`AzgTHZDnP33?FMie#EeNiGrYzny9fGxkAIk zRScrCv5KXU4kvB~*!V>c`@t{4M61zd3)rc>AGi2w{gU1d^SYBMc}*Nv`SW;2*=96j zn`0h#pZvNVLWm$|cQO>|c5hG;QApEw`xxY^nQ%kvtE;ON@`869>0ZVM$GU^j&Hekr zvd{&(NW}f*-q!cn#a_iDP+U#Cfbjl+ATx-x^DfNRCHR1IA*UL^4I{Jpr^-Aiq&{9)Zro9JWbY)^Q z8<-xl#2scy>6>tY+_c{*++V74JV(Y8q`t|57Zt&jeH(Ogsv{{ry5;N(#Usrw*H^VDm5$|cmAAAUZvR{S1u#@XLI+d9<;qp20Q6+vyluls)rVv1| z8+b;s`|55%FSyu{0tDw4t@q$pEpKiIpdc~|B>a){KHsv<3?Dz)I^Q!sm@V-PpTg1v zTV<`sKxRaY94;RB4WdUuEUFjV#3&Y#^!i==t!fIg(lc^BqQ+vc!tf}cGX*|7Ful<2 zD%}%;RWfskF&~LT_5ri+FW>_r$^hvli1`%?J4yr&(h-K3APCI8b~ok=h`Etk#FZag z+1D`=dtjs;CNQBmq)A`pPnLNQ`#B3B6MaZV6V_-aQt_zdhbUyc?Cy6^T8*ZgJjlA# zui}577Dui;jWxO4&L#J4K=e#S5^;}j*w>jlZou(Z^J(F|i0OKB#TF!1s^S0Ba_IF5 z56dy|w0}Ei{XJ$e{7?MJUlw+U`gtl&7@#xf8MR^1U1Zq>3n(LH zk(qetG#Ld96S9ApD0OIr2xG}!w79Vmj@3(>!s#S9N14;>%FV#bbvqnf=0TKf(fH_M z>RHyTsS*x)^3gLlWSMd_^%ObE5o8&_&c{ovn#ZF;yc>ib7Hi;4djQKYO;WZKV84Gz zfz%Ivs>91dPDLg8JX6jq(0`OnMlO1K)be(V60Pw^YT87vJOcva!rd zk9iEe6r^q?Uas5@t-GFRzuCH^EjC}T;{jpRJJ?h36?w5OG%sGi8`+6iOVGCZ(h+6N zwe~{Sh@8ho%oqpXQ|ri6RO)&UhWeX{p*~hn+t{?3ec^;hU!tlf$gW@IrC5bbugH>j zoQ53BWe+;ZP@T$;Y;w%pu_I#{Q*BBSiO6HqC&&o0UWvuz3vx?3UfAU=*{&jKELORW z61fFV9R{G{Sa0!U93gQHyPn@YH-RW9-x!n5CXeJmDw?j9#2YzdnRmHGtnj_G~Jvs>SQ!cOUdoWq9(g^(dLij_D60`~HnDIVZ^D^BddKp`u>?a+uZhe(s zx)9rm7=qjin)k+#-n8#NsYhx%Jt?Eb$NGZW=7q2d41AJ}VxeCDl(F<{;nq>Ji&mA% zuw|ry<7Fo5N_3qzUQ$#4r!tRII5n{2uQ%gK&RqVAjK*D5V-B`!P}PT->&7XFJl8M^hb9!tfc)3gGG*16ffuk|XFf$nrj@bj0KT@+by1O( z%W_EsPPUmq2o-`BuM{iQmh-Fz$3|==?)kV`LC(_}%vKZJDnfU$)gH6R)5TiV`=Wx# zZ@3FAaZveen@CQAsvZ5l!)xI|6b+noI@Yodw{Bf@d^HkJ+)c($*^1tk>3#Ek}N1Qm&`nTLc>0l14o`;UrD zVi0Wj^mg~I)_^7bmgdh z6)nUJNCQ6YWX>V-Y{Z>atq~f=t)V-%WzZFodk0ke%AO;t&(4YdKs8mKFe6yxDobo& zLgJz_N9G|AM1I2IeodnL%^#OO$A8J(q*(6GFI$Bd>r-+w0Rgc>B~2rD3MXz#NQcXP z6Ms?m%3COb_QR^95XeJ=-?yQeto)v?{L@t&?6c1h z3<(UKa0dmc-H#1u=t*odye698*V`*fT5uU;2rZFc08Gbfa8FEM*=q?IB_oiA+Yl5~23#Xa{UC5qk13FOaV5N`@f>HDC<9A4zlerhna8gl zLnyDw9OT|!qIR0$>x|W2pT{|i;yUZyVJ=H<3s*)Gmu?SsP;;SN4vZaZwi0z4%cvo7 zf`kFfsY6H#>iOqhVvxL>!W)FVlL5D4h&8HWBC=P+?pc9bvTnX98vvPZfgThcxXI-~ z9hA2sfktJ%5AV`Ab+E4mTal`-6VAJBE6KCYbPwziY%gf?h!WTm$jQFu4l0MYfVVi< zoO7p`y7U+5I%a(3^aKXJcRM%z;&;DKAejCn0nL|u*8R6F6n-9U1t5E|e>q!41Ww`Y zoNVnOqfeCU@El9YeT;k8jRa*kJf&amV?a*H?17D`Ln2YSxM9%E)i`8CtBGVK`GWG! zE3hfUJ-L9%Iqp691>F|gJJH$J`nV-G3#goy|~ zN$9_QB!3TDtpC4@FL4tx&^VwnUgMMj$bg9?)NvGPn8dZJ<$}|4;_)Uv;5dNH4~@@V znUxY{Sk2Iu%rzHPzMGZT+_Diw0B1K7^|#FTJ+JFG z)3E&P@R+!Nn4OP{TDGp_{9uw{6V!m+vhDt-@6eDnwx3>womPv+uD)jJ_u}GW(if9= ztPG^2REp_0gY|{XGT>&Dr7fyMq=CTau5K_{c-M^F6;+ICD0v@QBJtY70GBahC_qR| zvEP*H)>oxxuiY(TQoVJe^)L?gVRc7qaq_~=$x)7{A7{3X7P%ri{S^5zfBQ#9GxeHM zGimUXwwlY1A`+FE+f3xCDc^INfWMPLCSgtUyu6hsgj8OAJ$(mER$F&`^{F$UE)nGV zKs(1#VJ=wS3ruhY>TTe+^y8dWqfc8F61P`A3aOITq00^2@^d{@1Sl(4HyZ7>M&G#-kf`JBjDWm*VoDFpW9EdUjaEF2vkAQ zo^eYs#OCKHPj~n82s)($#KgG~3?nLnCUpuYb06Ra&0bo%MQ}0i^kvm0URG1h3R_zs zDyTih6$|7;tVAGkj{WHc38SBjhzx2uZz~df<3(buEga;`tb^T?Q7_U(`Zh+nK&Gm+ z>xEcvx3O?4XgLi>8_WZ@0g37us-2bt-2Z$1fwCh4mc|W(@-jGecy{ZU^rIckfjS7n zcAdmPUK{>nt{P`#tJ8D(qU)O~tDdBVTS8Nit?t)^-VVaTg0-6GR#MOAid}1VAE`dc zfnx2inD}%yN~kw-|J>ATJ`sWhlnwj0P5p0#u>G})NL&5+k-TS8?qw5HME3*B;U2n} ztcKHaEFLna1ImZS*PQz1wBE`;rqVt^cs5jak0Or10TcVie=8uV$`xWEk^w4$aW)#Uz1nB(5JDjd zJ#;LxI7t;WB^e$+u^ohd07aK8hOlN%b~f_3-79gz)}Ue8Xj`A0(`hV~E3@4Q>A5(= zXVA5Ijdr5(@a8BgHYq{2PfLDpNP=snBu+8~lIc+G*X<%AZNAc9@dpSOXEY-7fOoe$ zxGg)cX#rqKWx@p}kg4`JOBR7cdoc`*-+k3LIF3zaG>vRWuL#L<{3V}7;OVf3zJMAU zhr|Px#`*jACDhPvgz0a|4)${0Y1)tbw{DV{CqgwkHl|K19Fjcd~!0JoLO!#-_IU9O`7S_7xV2&+G>l-nolda# zg5zF4>XVZ@v~JqDYiZhy{sE`wtK2l&wPTp6Vc!xvK+ZFSb;w7*vRF@Ugc?BDXRs0; zfLsT3;FCy@KMd{Z!4W5OhO$g)h6moQHGOg1YaC#-%Zk%K_S15)ARy!5)rlTa111l6 zjGu?)%W8W)sbfgcYu3LyzZnBnf;bmy`xU}~gsjNKvWvM|nP|o2)qPF0&=|lQ{BYif zBeHU}i^`Q-WN)xN8P6EaQWI(Rmk7{6tH}1kq#+Ng+X>y8JOfM9GpX9+Hv=z@)^y~NkB}D#&M`)W- z-M=Zb{udsMe>o04{)ERzI_2txyKAX6SuKA|HGk30p^?+7Y3V!OTDnEb@w0Y^fVzZ4 zj96@IYV+6&yUk4a1R#EZ?TFbtmfSuWvAs|KpC?3of&GtmuH$)Ib zNjgpuPqCHw%|~nq!Z4S_{dV=$wu=HzRZ{p2F9#`PmpAkTnxl+|QiSeD-B+2%t+mp- z4|xJ5`@UXc^<4aN;$G_L#urMV;k-V>(eDM*g_pb)fp%G9$B9U`C`P@zNX@4>$XB1` zQPA!n7x+346$P0F@1^`Y4l0BhAnV*ncdh6;I?hVN;Z~wF^egwD-3hCfEOC_H{@laE!`PO?Pk8eyDkJke-(2o z(d?B)laHOP&`oNryBujHh8Am&EQ$GaCZB$9W=Yv99hrFs{0K}?TVL?hMg44jJLzYIr#YdA0czap8(0#K{WqACoJawdPM%Z^t#yPjmWF; z<<`$jg{Ke+84EjSm7<~1P&x%z%?#Q*d@P`kGmOcn#zz4`LCt-MzYC)=Q*#OPu`*&< z`Gu;tw0>m6N7G2pC_mTTY;oCobEO@SBbeVkarldsj~UhMHosyS)TbEDk=SJ@r{@^= z0a%Cnl7(aOB_tnkR^cs!0D;@{6wxo4FN@-Iv6s7kOBG!0GW@lE%YI#G1QOq zdK=dDAX*u`nURo=7?9TjdjGNM{o|W3%l3IPlIHBh}&Us?*q8Io@nC> z#TH#jN#j}B|Fu&~;pwzR`eWRtr!QH0wa$G-WtJ`4(rNXXp(g-CO!!VX7V5UNjdcFJ zyYqR^as-3*)Hr@p_Pl?lGJo*J%i0w*q0KV{tl2f_L?s3cpRjxqz=%_eQCuANz%2`5 zxl;xUw?C9YRsG#IiYCNDgZcp86+jKK(wFtLA9YumP39K7P1ScM5bC*11oV*|A=+xRp{~uv*!4&tt zY=565B)Ah?f-`7vm*5VAJHg%EgS+eC?(R--cXxMphi7un{-3+=Q?={NRQ=vT*SEXZ z>dz{;IQJkaW0frw8CP!C12p^J!IVUIagSjzE%JfNTMrIn^>xZ-*wxXO#KITuaDQG+7VdvrF(UMvW2$D~6?kf+EKl zwA6Xu2!)9z<6;-Dc>nhaNdZ?#r2`_`KUD}5%m39vWdFx?(ti9Jap1Su`Za$ES*ny~ zDz__d)*)DDMYEz=t9^b}UyniAWR@&JiVT>4HD$9lcd!{$vm-2TUsV3=;Y#Q~klgD6 zHnjI&FYaHPk6)kIEogz#(-J_(B_p!r5BUZqOaR+DwREZxxgkZ{x~R*yqb_GDOGBTi z%ZBAk=hmKo8Io^`J$xR~8p3TQy<2{)KUUkr#KLOYEr9nD?VA2hE)*o;{5X4T6wcE* z!k*D23fkZecAJ473cH~W=TI*~X4vdlxq0ZIOd;AdS)4&?_h~|}G?8OjRqsmlGXtqt zcUQrG=um$Zu(jutn?=CWT9I_I+hIbwHeEknf|RK=ldo>k*Q9cPVr-Mw(B6^+mCHER zz`s~YakK8#>Fqz}kycAtA%WW-^Wi6HGz+v=?t>YB@9Af}FpM>w&XL?aZ+SQCWpLs| z*?A|!>dn1f{ax3M^yNZH8-@>m$G@sZeD-EdW4HBSNAkv%5<;H8BRv`$OX(0Sokb|T zot$(xZN1_pwv|G;;hkUo%xfmblOg3GRus@xtDOJqeGm&i}0b*-mVC?lXzw)OGR|R6l>J(lAL4@ zGgnFn!jNZHg+N3l-A;l#T6AHX;Gs@Ypb(@!i=HSl;pt^Lfq|Mn94gm841Mo&MF){a ztYP-LsbCje=~=I?Ec+=-PGaR{*)QuT?W@f_l&nWphO_Z?)rkW-H>o`Vc8XV?zbq9B zYeNdunTT>I&IN20fzDnI#@^(bo+;hD4n;$T^On5-W+#w^Ao zbf;3mO=dN{*1XX>?UV827^}1xVF^@@k4%4%v>qV{(Y)%t!-x(TmEB=%8H{a#Zj+4{mP2MGI}JWXA_ z%UVFFZ<44g8=xy*0$Ep`!WJM$DAxa7ecnG=V)&~1{kfS7%|IEg=Bn=68X@)5eky-a zXHp9*r?%OG(a^-%=qSVaT#DqAJ5PV+_*9B>*X!`3y`87y7a0-&K3EP3`-Tr@pM(T6 z1v?jiHVM%m2`AFxNTb!Uhw~EK7!gcBr)e;%a6{^5G8=$^jV4Dvf2X!&HNd>XvKz_Q z@CA{-Je1Reaqws#ox&ajC8h>?bhlCj$%;M)Be{i1uI;+$YW8F(Zzsj(17PT?wiO#{ z)UGfO)-PtW;@K;$Z%;9*c4ewwjTV2-FFDQt=tRphIOx&Pu~8C__?=~r@$U~UA%==u zTV>h=Z)xJ&0C^a%!7@9EUTwlZzFn4UP6n2|Snniu@;p3Zdj!HhA-5LAC^#eX&EDEh zu55oYwhI{Y)BaRg*@Ta907-vbowM_j_CrBs2biK@X`g60>e}2LUf8!fo-p6M$=F8s zSh5UXrHTCQDOC2U!MTS#q|i)peubBWXfbE>>7_U*g}B9)GmXf;rg~&BLns$bAszz& zPzy^}HrGK*z_R1=)dd^`?m+{K(6Z-03-KZJHnq^{lBrVYKSx^5DaeJXRK(BC$dMRm z9Jeiq+EBh)`j-3aK4j%RPU?jmgd3DF(}u|PR*%Gbpozdx3-Fv%G`sH9r0|5_;@@l^ zb;#EmEn#~`$o7=(k7*?`lme=nQ*FPbxQgw*1;eRxAdHtNGhEDBI3Y;s$r8}X;3W@E zq%L%pykM>^`Vy~=8AdH`@$7tNcnHk@!tR5q^qA)UYRDt-Qk%|t&yUICUh?G5*Zmzk zQ=Wn!>k8M#XyD_Q>uSbc)-FsALB%dAnr^rLA=>6B!mGPH{&}J=8To@cch&**a|9rl zP%J|j@53WfINIm9F-X0qDp7k&^&!4ELk7}O{(RHFXRH6=%-wt$l>Mhc#R$oom(|j^nTKTO1zU(V{=&Xg{+wIF`YyCc$eI4;wT=&S{^x3vfI)iq6a2^w( z_{LSyn@y%{s_;gaEa{-vB*16Io*tF#2@1j|jCmvwoSGoFSE3)w&%Q3W>5M%{)(`%@ zV$W-DLwq3<55F^u6k9tTPcYY&mmHB9%m*XkJ9sq9ruVRJ9!-6dg5OU~r^(b{EW~zliwVqLTCei*>N3L`DPKSN2VkPx_$h3=H=4(GI~6{`J| zZ;Daf&QlK`y7DWpky&pj7#Xv)6j4RkMOTR!Ua zg@+V+l}1DZy7i4PI+=V&ak5Iy4R-g0 zKgMFK{45S0-1)nv{s-gB^m?NGPmjodG{gTFDe~_E>6q7?XHOIep0gASAC6=kMXrmA zYG)S{4J((gK58DnKQlC{Db>D#zU~Z@{$~6djPgB zp3mQT-krGAhr$b+MGWTC@4y@;U>0aI-}W zLy_Zi^@lp5+7Lw-y4X|?yoQscgP#z~iL#EseQLqvdRg?P^RNZjTlcNH&;gXe%6BG9 zv?=%|;ToYzY-(E~f+J?jr~Q~su7+3&^pL3_utAO}nqsy!NV_^VY$Wa^7~#FfRMcTy zhOBi$6TE$+v$N~ucAtizp^0Moc&ud1Qp-vlLV`6eswS(j>SR6`Ym^i}TdB9a#Ij=F z2Ma0P=109}>M>D=z!vev;!WcUhSKc#YG#Ahd4FY9MYv^xhdm&a&ds-2F~D>`)iUe? zu@Eh}dD7sx^h$fpH}^Tsv?BnYy6}Nn4P`F$Dj!-ITf!9?rE1h@Lz9lyHAPxkc)_N% zYhstWdVAZ~T|%J^4-fBliF(X?WD5^*-5Af=%i8*V3l1__(NJbl2hzQxKR>n5kui){ zbLo(8?U%_y;|Iucp=U~lPZWl(CX_tJfc)9A?dJqw4=C=`2_9|qc1d?wDI{P@j@A%S zNK0@RJQ1TE<$Z1<7?)4tUC8U42WXXO;JBXyMPbdOD^e)#@TFDk&#-#aW_f^*6%<`V z@>JKjXxlQv1uM34TtJAk&{zJ>GEp4HXUN`9*v8xp2V-gEyx}MTYP|&@8is&5J=#m+ z&)qLGvvpX+STA$rRdzgZjD76}d7f}or<>R44~%TE9Z(n_G0$c${Vga1`b(-|GQKdN zHO#KkBI=4J_F?aTVI+BXE$%?+vUXX|!j24vD~|9(J0%IoO-RmWW9|mwkcMLTGf?cl zo|8!#PT(m^zaQ<5CYjIY0pP;v;r5&2YgjEL)YBhUAu5tc%6#2tFv3MD0 z_^->}zs{)sx--0=ZuL}3hy{lqsj_s%i4X0Tj?g|GqKyNCPUV!ZA1rz4sj{lshv15Z zW}+t0!e|dJ3VSeiRE3QTG%d$o+anOfLTH(&-cMgI@ms+PJKn_%8rnWays$A$cyrK; z?xzZ6tngyFxm+NYf^b66+i7V69nDmgAJ8>OFgw+Ft23CbkDp6^fC;c)q)(>Kekn(R zwoFELJI{tJ(>iZvkrU zuV}H{)8mffIhB??1Lf!&F26p*1&RzE>5aGlQok^F7lVvq{*4hK)!J7s^_*PJwob&Q zR9GyI+ru2In<-)5&$>KcwIR)!jwgL&HphwNsG7cdG3?Efw>alz4HZfxk0Is-r&H_O z@MWLF2Iy*u+MIU48Y|x4rE@dFv026fzYUxY#c^>8oZLipDbRPvG-+OfUc|DT+yO3(?FX4a*OS%sX}{5L-)4TH7Tv`FwFHKL{W+~f%#*Sz}qcD-ml+;_abv7 zzp>L?Nb2N%t)i2P6(S>be@3V2Al>jZNL5$^{FWgwU4GX1J(f{$3Z(te;aa<@sP~b< zs>5kc5~{FXDNJ1jrjMhUhCC>n{c-_R`-rwQ5jEcw3aGrC+D)(yF>t)Z+7%Cp)rQn# z)JJnzA^&0qh=}A`P{ojm&LC<-s*UH*c%%Ih!$*kWG+R#wtQB#>a+d>ajW4q@VxbYs zJh_)s0Z8BnU0@w${pb)drN*;2P;*eGY5+W`YJ{+gz>#2ul;v5paOGHo<65*2cUGrL zc)e2RPBh%?XgG;}wH&s9RxbP}_&p%o`b5F~Et&zjJFB`A&|K!NhvYnefzi_A#)F|| zc_qF84o#m$=Hu*FLEOu~mB$|hV-FTZ>_1KF|CvMR|62C`&!qmQ=~C1pm)c4aioCmf z!$PFLT3oj7s4OD5ch+nw)ZD%=ZNP7nNYAwT z+kW)Ju;~6S$^Wk^9jt^z0doU=A96FC(HhJ7m|&D(l9z_B?_Y+E2Xj@bR`1qs@b8f; z;PtD$7Y2h~y|8zao#QzSB9(IFO&4&#E@iPv%Bql3Gy6lTb~saQsj$x^K>=4Re(cU=d9x zI#7|@9-6~H8Fka&}$7e7iLa|D*6|mWu1XxkcE}IsC&qUa-KT#|4hs1kLT4 zh@qm%NNa>=t*hdGMFiHb(a1Z#;o%PtJG0|A5#Mv#_Qf56Iatu@9vbaq*n&>=UQwa0 zNL`=A;0cmTaakJrjLm-h*v-p>srtNW+FLUr2`h{l-nydS*}HC)H1C0aQn9S8M7(if zu`>~4(TYME$ zy6_U=OJAJDcM~fha(YqUfPm(@nFf&9mrZ@$WH{OovmsR|ZQm22uh9tHxJ8SniCo6_ z2R;mQ5Q#wu#cp^ru_b3qsI0e$N$V(N#IA%D9Mobw5G)JPx5@FgFvk-WKE)nZMs)4x z=>m9$i!1%!1Luk&vtPiLarC>lWd{+t2ket~LWgYU(5kaw$V*;dVh(VK5x(Dolx6v= zTDt^{DeCs{rN!mbvMYJlw;D^svW=p?+^H{qBJF*$HPdRyXgM~4VNjIF@5K(1y@CAS z2gDy-Aqax;IR9i^{Ld8fo$cR;>i^#Mt`{A;Q%Up&5t$XTgRsBGy9}BK?@gKN!myjC zgbdX`Sygmhu~1oI0mbC1s6#9TvWrYG26GY~vt*mqgG`p6S&13&OnxN(Ps%z17uedH zq%qsff9k2%=$gSpuAyGIc@^*4HZ_1fBOWd{j(q(fN|R^Hemm%(j+ZX< z`hTX?Y02bnXPGQL5!kSiMIrR%-#HNhk2G+W#Duh zZJdn*w`nXJnVfi!@c0A!3#2&hyJhvgxHBnT0}&LhC3Sy8g%!;0tRCQY_Wo=17l#X4 zcF0!D4SCLY?&NCP2)D?nO2yt1n)Az6zz|*Mbbw<;#>*5nPCggDcyqEj-<3<`Zvc+_ z6b|-?*-2xM0ak;_$v}^@{N88IBa3N6fet*$-&kJn=Z>{Po##t1_#*0R+N|O(qE^-9 zy0csm`+AP|iPzRDW8yLyn>z3a={8kY3wFIg%ER4FRQAmU#sT7xX8k&y*7Y5D{yYK%Q@cN!~uicJvK3uiK~U6X&-*Kbi7st zL&y|!F*jvfkWF_x#o*7ClCShXe4@4+cSOnJ>}-GVT+1?y%QlJl{4Nuwr}O7W-nQLd zkGA`=SC;UI5T+cjl+2$4lEJ@LWaxM&v79$!Hfgr^XXAL&62l=%ryV%cc;Jh`gaz%SyhH$n|{**Z(FWr0gKPu2ow3|3s{$B8Z@3xS&FzE*rIhk~IBIq6Y5yEKn3fyKLZSc;KY z6>UmU;u>v$ET5}hkDle0m9)GZ(a`f{E2)%P))f$lV)wKu#oNV``S{@Gs9}CYB{ycB zNqL?+^Qej5JIg^R~sqWf}$&yD`n?|GSWc2W<7%9{nSm3_Y58EEk8ao zOx$B|KPJg71Vw${Vsrg*b27n-a7vE9%&a|d@#L+6vzV(PS(e!;qiT)6k?F0>)9lk` z%X*#pt4Ei+CFu(eGyp4q!C%U+Qwnwujv2MRh|w-q3q_JaFRUs)s?xfKe@=QKQE#}q zod`{Xl{Ng7D0ir14Catb)W=_L9G}17b%HE39I5qbery-PDdXg=vqYL7Ys+fcrE7vx zEMXqU=Vzt|=v}?*kTi$q)!J@L=v|D?4SM{t{LY-_MdQxu{;}V zjD5fRimw+MgZ?Ij{0S2=U|5L%uSe?aEPvC|J4$knUCr|HB!lb@xl9LZ&`^2v0$ol@ z9n<9OmDgL=H_=@u2(jr)Ov)6P!bu|y2nj5-;zibUPwlxq*9id8Ow{|A72|)9i;wR0 zc}n~cUUq|qb5YSGgkA7Tf7rcADqwbR zV}?pUN_1S++PB)q(1E1F!a~Iy^cO@#c^hn3P&ofi#rg<_iK1#byykooNVDciT;wg7g3}9DcF+;U z5IlEcghp(xypq(=)YE4Tc~u*7PiaOrev-vHpZ6^z?>dHm6CZ`$>50N*hYI3w98MnJf7L;GrY#T$IN ztf@7Yc9plDX53XN-FO}O;qd$+^24ucRAjOTBcPg-j}&vCp8{yZGub$u-f*)stxcxk z>cQp=gSEX>O*Fu|pEC9p0N=)Ddnkk=8PzwRx+u4BD2UDazBSLw@ap2o6=ssV?yXx2 zMtM=F{Eb#9!!q3CS|Ee~F}quT96sj1^f+^tqPi8{m0@3}lLUk+#(s!bUJx4L3%f`zvz|IY9I6OFq|2Uz>BC%Av@ zv82r;N5RhC^|yu@shiAX#Rj>6AFseMKV45d)JL3Q-92Hk+l}cY1ki7$CxCPVj6w@t}))pr@M3ykwbHp3ETq|}|J7b@wR52$Oq_4}$e5ox_`c(rR zgi9;_jfGuboC$PPf&@q~LS9bWTB+RNtsslStvGwdbbutzQwQ2tB76|u)dTesH$oJ% z+%<3o<^g;AMzu0KIL2JNYYZC`Aj^wZCO+P)6Nc<{DW&2w_pEl@V(aadXV?lAU=|n5FW}>#sy%U)p_}T58_{o>FSnoX{7ZBfSTHCp` zGns3#Qkxy|`@dLT1Tqu)mg1=AFD|4(opsi?2MG!oBDOONraQS#_-3r%LSno#J+@Cd z+<$~<96Q}GpZ)kT&wr}G<>MHT@LQ1_pL{|qVYcG$7zVFbU-}PUGjNA+(*R@6&aN4- znFIJtds-?&K&DnF3bOPq@a-jNj{~M3XZO1y5H1q^vlpA#C2g(AlJ_v$=Uyrg%k_Ng zW;Hg)qJ%EChjRS_Z+;D(@!=GT7kJ+v?l?kH4#Lp$LX(*4lXZ=WT~@#EN_Bqm-wHab zJjN4Qsd|B45kuZql335#129B-3F7zQ;_K#_s7f)pgtZVHBn_irjybt3uo|}kWe5mx zKvvVeS!tt*Gns}98^g-SD#ytuEV$~mi4Y2m0D9Vkq#T@XLWk${7P)|9bGw=m-%jqr z+@BfbzLV119(MVIbT`Ss^WJY2A!B8?hEV73z1lZA8wRs>a)$JNVcI3vmj;bfnDiGT zxr)k)TX+m#bPI^@pci|7y!~xX|D%O0%%yAmlNR!yE{o-_IsMNGF0OmL+9qL83AQqt z?_Bg%CluyqoDxN6l~34ZRI=j8arG|}z+b9*q)bv`y-pdf$ye3@75gy`~Du)l(KGt|f|A`;72U_HFS-E9dps1<(tRYXq0oE zo$lM9buV<(QeofTRFfJ*EOV~y_tWIq_xus<4O0sD=yk6x^$MrClo>|=(P2$706WXbDOKdmw`Cn=G zU#ko2Aw@4DHSn`c1jpzdwwiZD8tuSi!U8~QAUL(7Z+=sF>fpvIu`Y5GZN0%zG~?H? zY@@L219T~G=#`Zqk5E?)%KRLxj1HiPktWPk*lytwm=VFE_cOASHQ7h)yWWpw3Y{OY zVLyPeTFq(`j5I&%MfQI5rkt*h3%XrQqEMOQ;)fw>c!gA4@qK+@b2lr2JT{`Gt-nE! zW+>fTQmzYX)`_o5lozsJyQ&*8DhrCKmK*C3?0JYUPrAUis!%R0ZwLBm>q(Wqga^$; znMf!y_^1)J*4&fm_e(Whsr|r|Jv4VklU_(lv=UF^`wsWj*Qpm-DPPhlVT`b+&_^6G z4{2-UYsN5*A61rHzcV`Wi&ibGX$|ybF}y@BLf6}@mjK=y>WrHP=f;9b|GY@cgMGkMZ+`;!=2Eo13K;4Eb4))PuxdQMiOTL!hL_+J2RLHdq#yGfF_dM;? zz5>X+UO%jDbnwy)Hi`^itD&Y8&y$(BBz*UBV(By%r>_)5JMQ^DQqH&4L!U|!88oXu z!X=GMg>4}aTqB;R#>!C4+ea_Fl^tr`!u)nvH4moG1)I^@$fFK=;cvV6zVX=>N6Sp( zsCK)x}*k$4iTmY>s@{I?kIW#OtqZZ?(L_jXsr@z z6Po;LdJCx3SPL7ZMAZIqjZ$@Ww-tm#6Lnjb5TLfkC%?GD7ITSC3lhJ+*l?>&_YvZ7@>I7(}JKeW4`$F>EKrdJ>L}{ z^-sqLmNLVHf6Yp}nTj?3Yth%}@O}$I&?o=^-}wDveBb2wOrnUQnzV>1SF9U$4SSI7?d7EYI%56(4E1q@I{NgDnOh0CKBwOUcPA zW+g*c_#M_%QN*{W=D$0?-5rP4d4jwjK8fa0SD#`w2Rxy? ztQp;-C{N<|a1&w7WJ_zR^^AMh5dPfY?IZa;Cb(IHVetKLAcsHkxEfWnJLmsxR%iS7 zD-!YlisUxCMLMu&$|5E)B~d(1bY@mgleB;>dPTzju>9QNb#iE-F{f3@&>#q~5|@Za zRpFLfSvj#XBvF2L=)hoyQp$?MRS7P?|8!C;UTUj(%PU$m3nuGUGLC#D<(BH^}NFMGX#Oda4_0GYc@dYpmUVn|`;^O*PE z{z5hVRQFvGUfJECL%9;{Qfu)T6E^4N#ai4Z4#9fn+sZVjM84yXpH3(SjjF(!L*ERe zj<0DnLUsg9jycP5-#bL+eL0nhmF6UCI^E{)^j?lxdQ$XwV3iki+5pw}>(#_J;`3ny z*RH^l3b$C`8tmiNO>T6j*1%fB=d{F|PG0g@aGqbF3A)b1cB03?z`*Le+`;ecT=v=X zZCp%rIKUVN`?ssfMr|f`YwNf}C=;hlo!L@7s}7D0q9W15I~|~tc-IV_fzBEBW_?)IbHMrz z@C~hZs6sS~VuQq*2r6Jfz<`r<5G}Y$thcNLfH{tS z>%)xZR!7EL7PjSR>YM3KBjoPcT{5H)()n}vvmUn4b9pQyYekNzatUO9MZv;?M#7zL zm|J9|Gcx;UP$oHQyf6b`<8O810KTNk zQrLTH_tM(rl(n1~dUFEU30H!!_!n@I z)XlABr)*ngo!YOQ4K%8iQmT!{^E!vb8o14>qT_stK~)*95mwomy{kkWz3^zFHyT|~ zhO*$u4wI|RzR|D~s@`KRbwS{zXqa=qWI4Pt~;W)~w!_)588^JF7^n_vsTHMD= ztxp2jg{qqr_WO$}`C2 zMj`Sfw|)mJ-k)V~pfDKvAnfR%E`ynS)1>^8g9)_)wGnKId?|Tai6BlX!?5RtDdcG> zzpf#LeU`qiY496M;0diy`*t->Vda2icsCQfAciSt9#6#qmCQ4II!fEcr49z}r2LFu zauN^z&i(5cYf)_CZlqC#HRlg!bb%~=daIXrK3J4fETWOUz|hSM@@(kT|0=;akP zqw&y-mxND+GR^=2KsEa9x4kV)tqgoB!)$BLi0v)?5$R5V;Npl@FD?npvvu^S<~VM= z_-=g$%M0P>esBl;VN9NjyE)y@^?|+sbwst73~b7(U{OlTAKa+pV5T$N@@h#=>HwtV zZorL@@}Z5A8PxzNSroI804z8QwGe^wwu@l!;-+^C3AIB3GBh5u(CFu1&x=>&Hi~t! zL(Oiu9+DGHWXhbuDOKeFUf%wNkT|@#yr!C^O63}p?(ts;jf&deQ`MHC=XKVruz{@n zFOlMp65MQ+xm$*FJvHp^85<4)!a-LLT^pKSuJ7j^r=MwwYT+rbVyq4Z=d&h ziWsSPRsO)!sl9{f@i_@&hT{tbl+)49|Kn%(s1JgJZQ_33n+Ttt~K zX#(cKpEgY-^ytr}RT}#Dhj6X2y12u8fOe-mao|7U(ryhMG^`V5|__<6a_MEr5(`P7X_f$w z(sdN~xk#Yib1k}&(F$stK)V+M0hJ_DBsTz=-ztB2D+t)t^lC!4uLhmrVdMld=McbZ z6k!x*^EAGALrh^%PM3=0=`;w=NTd;gRTpKc_<;-_IFj#y5AS6>25;tp0Y*qk{Ll}{$ z3FeU4`NNc};Rb)Mb6ZSMN1+GN{aFSxqP}-p(*`rD#yFsm ztZAV}KXz zIKRNd?*?=Twl0?0f;!!!tPm}O@K5nIko94YHy?0t&tFu{aQIJjU-i^Exn!C%5F}53 zd&hZje%y2FY7yQ?W3eY12U3_t9Qw3-b;Z9#(1K?Qhq|KXP1&-iN#)h>vXHAu78gV= zL5b}GyhCrD0-3&faorFs4=-J?3w3q!j4$@3KXrz!WsTAX5 zF4XbY){4jOTIPFMp<_pGKX+_MT_c$NrxNe5GLVdL_2iP@J+N)wkj#4wv z0Iyv7VpOl#tx$5iCkYY^U5P8RxIR!AC8brIN=RCCiymx|#LmMg9*p(K{2Vv}3fTN+ zgLa3K+=MC*4$;GcqTvgCz9tZe??jVJdVXsvmn-?W{7PC6<;9GCW{}+WZ%SP+s0N=q zV4x>kUzJu2y22B)7ORw@Z~N}9c`H!Wl8LJm*GUTfgzhqz{qhaU+nt=C1DEqzsm@V( z_AxNSd;RWVGo>q$zZmYI(a;h)?@D;A#i5w@ha5LDbmcynm?REEi%ipm7(y2ZU3;NVGgIz*Ym`aH z7R*3{F4iqA_tq1dL?K8=m;;7?hDI>50@QIyHc4zqN4VWQ7wa$9!LLYBN`1rl#OM9$ zs9mY;*M~}5hO*2qC}~{1Ma*Zo{Tc7)keO~Mib9j5aJLARZO6rl5@h!T(l1`{Zo%zN zIG-$_E26Dv&z6ySKHOJ%_OiBNMUb8857djGoE$Q?Z5K z0hN20YEyE0(;uf7+}L|vb3CxMj4VRk`wHl73h8te2D&#o=^~eZ>rI#Fv#L`ff;JPn zl*jcb4Z4n0dUK-Aca`lgt!H@^8{n>j;=hFSjd1Zt!W^5|aE;uHK)$3xMVe_n#JQn1 z>(g$f&O$`DyayS4>TDu*>2N|Lr2c(3Ey7P>dMR}!O6Y#XbU^iTLElx@#q!?6z+Yq2#?_W;&DkV!;+hcU z&H)hfOs~vrb`;eTQc2k~zbhuJT{Rz}>CnGlHwZ^Oh9Zb`hjE_byGRXf)mS$kpMNq4 zPJt2;Kxsf=LUmk&ZaG>O|6QE!tvL?`^t{qL;rIc}a7e5}9$63Z%3b~TkPc+7Fd<){ z^d%lBpT)n2*oXHUPe`7cK=`PhttY`K4hsA`bMa4on5$d0|C4W#<^R`W{m-b5+wXNR zo5snFV?lH^GquFefxJhAYp_cwF`1^OT6})nVsAz~o@16i6yjo@P_L^|+ zLI_n192~X8vE%Aii?ZzThO0Y3FV)V#X%)<0*^&{QO0Dv2G59BQ4)hfZV(&R8u?sO6 z5!8v|IYu>+h(%J%ziBcT_po!&jW6Iptr#^_AK`A8HSN^BP3k2DdNvg$%nBrL9Zc?A zp%8R6f0QV}vChoBRi26yc24j}&8XR<8S&I2tt)nVSi~~|Wj_4N38b5TWeWSC64)Cr zZSh?RLklD~8$e3#B;$&t<9+SXLgQ;i<9sdiS{dLyr~ zO*xn(Rnu4R$d^$F!}6>~AIEx}L^v8^X2FOTnV_DffL&+U8B({1kbI5*aZLPEj<^z3 zVTaa1(|65ZOmJ!!EsS05ye!wyPfqx{tl6HREugz_( z--1iP8PxVT_o%Dh9)r4=2u@LwaBMXuGG`}8-Jd}^6KfZ>@{Ll6tz$n!CgjgIY5_xe zJ+D7(r=u2+QTI=M>4LkT;H)O&H&sI>7c0s5=T?4H zB5IWG9jMt7{;rW){BIXmJNP(MdtPnkN5ri~)E;H0t~zZ1w`{nfEQ7q=?;UVSN$P^l(A$(?__WEF*br9?l z84;n+%aNK_ME3x(gDh{3n*^61xl`hBsl=%n&rHs=u}8^LK%!$k?X%_(9Y8DeNOlTPv{u;V(vuA&lIn)vp!#WA5WCqBJM_!Gs+kyRdIRi z*ZWLQYZo$PSaiJEH!{rSij20(Ur5cr-tn-6qsTQBIJcp8Lwn;LKW9y4m}#dAi-s_p zgW`k^c5}q9BapR*y8Q)=p!`V_qzDtCN1ZAn4A;N4T7?yzQxNBVNpv<;M%rWfT8L^2 zRbmb!)T!6i7As`bjScm|;qfp<8$}7GhT~Zal?zmBS?~W7*c+g-j_e87K5Jo295%Od zvOFtoj9AguS{hqrnl654c4F`i~Q5yEQ^1T)*(OpYW`{XVEO-@-$wjl$$^p9 zW@f{3CCpIpww4hL0;Oiz3{(;-$%FJG^)$`*Ew83CJ?4z{eeswgme^sb#JeiKM#L#O z!c7eRWvlBcwqdlvSpP$`K4(1tL$sFE)wETMAtaVf)SZDO%OkzAQOg0Q5K7IOpwEkne2!204;*zARtQ zX?>SEYS+H%t=Q?tUU4biN|BDEtZPkVwH<@wM8^SS>dlQ|W!Ev~Jziyy<@;T8KEI^+ zQO$Q3v7X_>Q*kbOujhwpncIrUM#A6sa(Vg+Wxp5;P?A?TAi^@*WH z5=5M|ypnbhrhYsf@T5Zglxy5!*DH7Z@$DU z75GFe^3?TjY+`Jl?RCOl-qyC8otzqgEE2lhVb9o!)TfwxD&mF2`2B9-1(f$rh3BN- z&-XUDil~C426iwRsMHwpcfB1%5UYp;H`(bETfp|~ZS}6Q&cki$a0nZtmk`;`-eHX1 zb7LX}GSL8hD>CPOg5V)fnV@SFcXBV1myxqX=V#PTSI*U~caXL2RFtG9Ro3d0bjGys z0FMsBfEhVom0dW@fF8JNfIrH_D!je7n1m~ z-A`ZM{>I4q<5>)mb0YaCTh@PukMDn}>HiK@KaU=puh9LvS~_yRLkaUbu|wgo+b<>2 zv2zv$w{PcEuAfkrmCRCB?`i#&K1VFSR)LGT#6X@RJ8b*x8Ibd`q^8j9`DcOEcG}j^ zmS~heFd#lYf)0o)CIPxCCGRCk=EWG)nEF#or56GgyyI$y#g)wMD zaCO4*c@vd>uMH{D53Hn0C|W#K=!~|y@}lN>J!2AGqK-SULV!IZ0bftBElX4KhsQvj zYwhTuQ@GQIue8kf4s&!DY%?re8^VyS$_cM*tu?Toq{_P`hU-5^MsL%{tF(H^G77o1 zmI9ZOVUI-S*N7{2^$Z>-KddmsaVo1J=-%uP-}WvCd{@7GYOywlI{ZZ2#Qxd!;7oYY*p_GQ+X*jWDmNUxJNilz;yoAw3C+3g+p;;l-u$wohm@LoT-snj zP^+`t+0;Y`L@-{jXR-@Y$wvk(vwtIVxK6}Jm~L}XoODI7+>JzFim-LwjlLN3O7<W(q9NOA z`>x#8A7ys;4YJ>|3P?zk_-C-%{8q&`mo0K=m;tJ#gm+gTx4!*73-=GQx6lpU;Gdom z2G;-EV@3WuR=t5;%E*LLO-J8^s)p%DiCAEA$kxx9nJL<7mjsb@c0ifpw`GN{8j@VfU;Uc|{?2xuKZ6z~9@K3?!1@cEuh!42g~SwTq;P)|)lE z%?%h-PvR840^$mE9gC3fUZvi$TlXS0{FW2@AYSopOM zHK{9{`b8h-5boZWuJmonZ%OmJ8o9)lhJG^-y0`PGClj6#m4oc&i&WM&Bj2hHEI@N6O*MkNcMT~dQ%>@vtr3>){&@@w1{&l5IR)< zlDW0PPqkfgkCA_2rzwBo952hMhtu-T&1X~3Y^QM6V!Ri+!u^|u=iYwQ)8tdZFBBX7h z*1$s|=4iP@m5mK+%Hg-Qs95%=Lf-96WO$g(?CU$sG=|N~WTs+v9T9q-HL_+=%pOeX zaaeiG+%Wd+w(fz@hV!?WeI5pYp?Qtqz9`W|mfGawNa2MJ_S8K9SP>NSRnwayHl3uM zqM&5inPHSDoUofe-<>oc!=ARHKXaj}x+RF&nNNuiQ<(;R!7c5r#&Ax`QV$;gs3gx=Y*r zYy!aHAhEExpI(P+cwWup*?Ok=M~N4|!Wn$Hg>$^~m@HI}k*L^LLw~`fDM)JMWf88V z`z2ELbrhZ`T76I0J@J{{RE zp@g)AxTNwKj7SY-k?3r`I1A>Y{gFDB(kG?-$S^b)pgk{}B$eT|5LcX70kn}zW+-wB zy*PFK{Wfvf_M;29Cd!9b`_fX!HwyXE%3k9jKJ7tvtLZ|TU@SM4Cd_!|9bsOiav(Ns z9LtfpBXao7o+*Z|Vk{0BwYD&Kn|WUeklfE`N+&ZGgvyZO^jydD^G}9@PMxb!#Dsq> zfw8i+KHpW0ljs>YU!ceihv+2yPcE0y#5oCPHmrSjJtj<$?os^L8WH2`1-5i zTceXM@ZSdz2~j(((!YxWifnq(Z^3M2p!Y6gNT<@*Sys0=!nm}T6Q~@?a_4x=>EUIz z+mwKsr1ks`P9^%9EwJ)fnVzE1R&LttR`%yL{Ooh<*`|%To~-5EE8>0~WOgdu!oMp6 ztS4UWKT|%5UHYTbTW%W`m3<9V(&Sdu`0C^VUc%!2xd=q7y>X}UyDY2ytS$bp=G|Un zOA|0LG%BdFfbT*3!ebhq*Zh{`jcbSjF#r|;d7YB*b4tE<*;DEdWA)Mn0T`URq#_I_lE-vZCn zO$nJFTjm${5X-tKBdtvU3x?0e=ui-4CFvL`0{(9&jEji|{vA|jzta=|u8o}Rt(i6J zTY2wSP=Ht)VNFAl+*zZ;`f|bsE46Z%a?;541B%&2gt?gbf?`X^6)G%|24}ER-FgF6 zo~==lAmN!G@lp3tTMyn2_UJ1@V8{v;Kod*#2!2 z`Pj2QvVg1|3p4iRX}C@UQCmwwslU>2-7`@IU_(Wcp-t;o24Iw+ zCN6uQ7&oU0hfru+ww^xgmBWNTG|h%oDp=4{7tCP3 zMF|_sSwJy=gWP)CN6H#jNTeb7ob+L!%48?p<5c>|j*ES#E`tRw3v~XADg0v*S$vfaO9V-Xo7Le*1ga1F zF(c7}zP8#uH$bm!YKAExXu`L*3bGdTTH*k>}6r(yJz%uxe|&a zVs^PDVbOUOKAnx)9Du@JC*t^kqYQP6L67e>+_$90-=7J&URB)e} zpI5Z#hVq4H7tq~nRn;3$Rtf0JwCk`ZwuC)PCOy^V?@)xT z&~oCve+ukY&{hA{Z+RJ84#JZY0xqn6IEI!ml4L7!P)P2ob(LhoBeR|BXmG>V9Qp$x z@Pbz3(HJ@+whQR5eNI)wUD0PJ8=Vv*v(vCtfr1Q$9X5V3hErMkb$+4zRCKYNPYg=? zn3Z7!Finr(<;{|qMupR*%K9)gm1&jkTQKl5Q7L&u&mQenB)~ij2ks4>SL`9X6=xHL z7rkKN46GGKBN$f+(!r7tdi*_)G{$s(Ao9fkjBzLxuKgsiI0&G=;sS5DlyP7djWh9s zP@0&sJQ7Cf?}5F42BZ)2`1qf4PFVi;p5-kCWB2ieDD4W-iImdN#YKm!6&M$gIBKo9 zQ|uWpCK=D~xmMLTxJ#0dXi%1S2<2wD=H=eXt)9Uz7NE0*AD?wyIdBS>YdQQ)+6%WV zR$xxiKKn{iS_k%?*kJTXTPsB>13HZhP3ULD-FaDazr4CxgXA8F!tLF%bNN=w@HyHq zqt{AkY(Z2HdAzZSU`&P_r3$CbJbJ7ayOcrMrywjd`eq&zSq=eJ1r1D1pZvjyazQ` z&u{mk%1h}SSW2mYGbMPFrGuyNIJC|M?U3#PI>OF3xneQ76`tY9aPO8-A)Fyz<$YVv zlHeB0pPX(p+Uz&SQ=mso*QR0ya0I0JLq7ocd+E#Th=#; zSvIZLWy4mKzdXgO=|%SVJt6Y-YN-;HX_&%Zeq?Gvo@%U-vltlJY(Fn4ilDHT@twDu z_D#3fQ2e2*A$!!$GVdCsGuhJ7WlQ)v1xYM`o zdu3d#65_BfA~HwAJ%iW~vQaf{EYl%?@CB3#$eg%Ik46>{kNt6ywhag!7Bpn2rz*5j z;^nhQ!HTQN@SOxgje8!v-jY+w?J{Z`(k0Z2N=e@#Iw?r4VG*HL%aR5?ATrgulScWF zpgdJbN_i2fuNQH0ObIi~!|o*B1X7WUZDD7L2k~C9dTt-IS-&adhR(1FjBy8lH_vOAAJY3v2QA)k{UKP#jtA2w!K40#~=q~cI zA6pvUVf!A7L)?65V#As#L2lh4IF^n|r>7;hS|;Ae%Rdj7N^I1h$hd1^Sok1cBDWwD zG+LgZx68RJ-8Z`N2}XR(4ChrJRKW`+iQ3|pv=Ud@m!mM=O^X}^;nNii7Lr``{n zt<5rJ##3i(xYl)F=7o_S;zy;K#mOy=42osW@vYz=XX~f@_HM>8@>}9@hK3xsq~X~` z3+eqU6khR`;88s&8IC6-J`_P#PCtW_6hFF}wM=*fwoJ@v_z*=ADZ1U*garw_zJFIJ zE_QnZrWX(YYGF)Bk~jNxAQz*BVyuWAwp=VeS%|X)zoRh;}e`qupXRrODd`hSBQ{$2EGDW+)uSO57Hi)tDv zWc+e3l48vZKAb#CBWnkPBM(MmYe+^_<~85B0uwc4BQdljbx%pCkvf`jA!4PWIiz{1 z{!uckbGxqxUm+ua`g!^BBXaS2%N4H0{AxVdKb|~lx*&=%^_snN#7H426pE#cJ4sw9 zwN*QDJPE~2Sm;;kAbq5a)c!~EdkLY9!#3_j8wFUsHTPxgu#q`a{gWkiFQTk-cnw$Q zlqgxW6roO%5INcUJAp}B!*@d;0#imyc0|OFQzjj_`f}1;RjK{nTq^SFORYD6xs+5)Rj~A+&&8rt;zkg{|jf~ z&NHkWe7ds`e`%T?479uW5Z8s6cn;*VH~SrJIGv+8I~hahBp!8|c0*!d>j~dF2iMoR z%zQm=ip{ze*DlMPQ9=#@vj-CL%?+n1{khMr!}4Fef%!EM9^) zTZ9mXY#oPX^u$S~v!d}@W+kKc#KqV2we43&6&2Ldi2(Y})_#SP{>su}T~`Ke!_&vE z$f?Di);G`QaYetRyE;?7m8-pC=_28-M2)#lxOioj9bNNExx;`LeNphml9BEb zK^IjyqmsLTr;+cRdoS*YvJ!Y1FRFH%k1Txd)*@R;DUrFa@1DT)Iu-!HaJf`!qZ7W_ zyxyw%5iVa?<#a3&-n4KR^9d1!%vI7BTtv}r!%QW^kRtG0u%7`EWh6Mz$eS^!dsoUJ zHjr?_=wfYH!RW>ZGg7)Zv|4}EW{86Ms|ww-O8DOR^9dU&is~6|bFp>tP^GLiM~e8C zBXPrUx-bEi%t>ttxy26B6Z7}*t6QH_MIg#Vy{BU$XL#V`rS64jIXGaP+6UWhk z8dWctoZ63vMc6gD&?LyiEtm&+T#zco170l7HIV4 ziKRa!_B*PTn@b~HKqr=_qyny)WIA zy*|9OSr08g&T^>^`^M6Sa|LCz&A8Th1X9<6z>AY$y~nkG)kfW;Ni_rB&Kze~yr=?c z>?pn?j58*VV#Y zl%9MAi4#N=4%ZcU(#ax({?KIjQ1Yt6J{e2|#nc6~0*Yh>lq?T7(fA+s!fHJ4!I1{V zg9bDT6v<@nILg(z2lu+VKK5CLF<5iztO|*+1E6X}`2&)jG!d5mvqfbQAI>1slNIqd z)^MlGY~}G4itpot%@~Xn68A-?N7Hgj89sA;riwz=@62pDa$uDmI_g!0^b@K@$w%ZW z9??vgwNlg)wvSrEaiAU5s9i`?MNYnaCkoK?1*Q+LBZKKm zw6}=Fr1q+AuBL;B=0i2XSeGbq|4M3-U+At5_j>#hM%py_arworo!&>=-OVUi<_^$F zSB$kDo56tjj@&F-KD>az4tQR4}AkB_byGNYJ9VQ&?=Iy%2= z7*ua3#jDG|I1$p4!9n&-%l4~Q(virtTg8Y3zqzwiPGnAWIs@4d*pwV^Y@DHe2E-M1 z>s*#tUM%P%+7J+v5LXVLKi|*A@#-Yd*?hvYn^I+DDy(FJaVl(O~CALWu`Vl9!Huj|pg?5-kA>Thw z{e^^`JZjtHa?@&!Hykbl+Wt63Q7Gqz+L=#Q{^ydQOcV-yM@m<6v%)Hhqy?|5V&6#> z1U%j^xpYJ0X+sofUl{D`>|bj08!1oL;oCLtjMtU1xevyAze|t>SBgy0(zpT&^UNy@ zd3(dRQG=`_Fec`)5uPM5mZfLlo_~CMrKyI0HiG%)d8CQ~Kv)(3%niWk`sfr+XMsrp z(G1DPF?sQ-I!pi3OBK@rSwxyVG|Ym8PQQJNscFqdPlEAcv-k9&79881f1a=i&fZBQ zycP+@hYUN3X}-es46^(juoC~1dDtZQOJz@ImnMc&(>$^kpXCr>49mV^!B%N)}Mnf&u{r`>eZmvNU%&P#^RN2vRh5GUShL&5d^~5kqnKfiFPQOlaxMFJ zld-fu7ATiPWCC9=U*H+UbIK;Bj4^LS8h?_#@KwoNyOId*Y2hN$pcEife`b{8@9S~+ z$xRvqBkM?|MgRN(MJS6oRwODw{Nc%9toIuLBh!iXXCl1bliOwD@RC8?2;1D7AIP5* z9hLiy#~+^b>}{*+P(?uz9qV(=1f8+zwfYvXX>n900^e%bp*>NXWD_>6o zyY3?%Y$9duWnvb%qqWX2QrvK{FmMEa2ba}O7AHF(46m|+CXC>uhJ#FK+ zzgE7<^$S6{-81P<{}$fPD-dkbZpQ;qt&Oc*v)-&-An4U4Sbr*Vidv`c{5; zDO?Rh9R3Zh|LHPpeL->G`v)T~GxPtGT4w`Em?kG@DfZ@>r;`F1@;=19EKChU`ij%i z?PHHw-Re|%VI@)ib9yF|S%~)jhnE0{jS7o|We3j7W zKrW;|hbR;y*=@c~Wv8Gp2g>UB1}proB>+O@jA4!2L#DRH!qOP>QjFd6g{3`VN6~i2 z&SEiV28zG!?OVRLjmc7w8~36BtUf~Pf{SYq5hZdNa}&Q-T(b_2`Zhn2-QIy$A(ufv zs8o0xutPCNo_A=6sib-u@RftsdUe#TJjUs{nsn4R$s4%?*{4~HgqMSu4=*1zk+Od+ zl>J!tx0xG^ouG6vxGQTI)s^A-0xNP}_t^R4N58aq;@(#PlQwt^aaZ8`&sYkU7#)Mj zB`fuD33Lr~RP`fGze%KPBU@+qrKqp`M?`DGE7w#zS(UPZn^M5 z|Nb{I2s;`ccl9=7h2W0hp-aw#X^Bn-(v?=ke`+x z%VnZ$6T($6z=#!j>n7_6h}aGZuw*jAfy!&NGidu9op}Ou=rmZYHZEHd%7&>SuO|&c(&}%n`i+v z=7Te@aQ=#{dc$^CuEMO%Ada5*t~TZc;Y|s``@VKaRVvfdRH?wHXK$StolA~S#@1=J z5T@~tOz9g)yHt$dggXO2Wr@*v%7(&7cH+MNlrvV&O!6VFu>aO|2m-Q@cRF4o>kBrn zrOgh$cU}kbugaRGVcx&s%c2d{#sQ73l*axx9e;TBc8WH;&kw@(uYw&JZ>dQ8 zzkI6O6eAJz2Zx0RSbQnd=ZerLf#%4-%RO`I2aJ$SEN@yQnQd)5=2F)zEa1b z#WFA$Rpe;=iXI}WqsaqY{Q6@IvFK27KKJC|bTW;yU$3OEy$E|>4c>M{PDgFcO2xn$ z>TFpKnn{#~T?n^XJxj&;j&cRVROIWWt-BE57eyexV%y;tcE(C!sY~$W*0ege8p6bL z(h;r2(3QFWr?sQkU|e-Pz5?54}1 z|JrdLO{$&81(F5zuS!fr3L-Q&r@1Q4!n!<}GIKV(8i4|u4FtDEsJ&Ui;*l(?P%520 zPepyfu2-p3=7nG*yqJN_SJtIHmMY8?>(sHM!5Ck&-k99@qA`9fks^!oQ>5_6F0SRL zT@>AnR(~1-6w$KY!YnEZ8TF33@!rAlZ>j#7`H%C3P3jFg5 zid2!cr0so;uU8tKQHX#^_4Ujg1P_$x|SzWeTs9@oGokAD7uYh=><~go`{5 z&XU!=lbVD!Oo~zyiNXUK6qJUu@D8@*Dqd!QRd|%)(N)@1UU@Am4!+WDXyMfGD)EQ? z2M{rp7sts#O20+tDT=s@DKIk!Wi94=zBUFfntW0n|L^=a22U!vAwdRVx1H2b(dn)f z4($oPJ2wqPsH^6nTj4phr=5|k*y_i zzFk`{_dK!l)oQF?G8#lU^KUBcjfPn(+|~;FG7a=;V&aFpsC?!U8DziUDeEGm8~r(K z4a#2c*!zvce{b3=3GN>);-zrM9(zP4$-60%nxkN#ekzEuRgm4K4rZG>Cx;-lIXKl(YzTzBXD$mYh!#+`<&KqsjJ?0y4X|=~Gb5r;@wI^QrBa8)Zdv5>!Y+tS zI8m6CO~@wY*|pf<`WBXl33$6Bm0}V)GtwpGY89a#l5VLqOW$87`j^>r#(BUTLH+hj z>&Oi>t@E9<61?1I!{;P+(m~;c-hpphNk!&{678=`q%WafASYH z{EtB-`rqXtN=~BWg0#VQgbHGixuY^&mC6EAhi4L)ZM=&lERGcBuWA|@sLiq8Gu~RC zdSk+Q9+eGJC?4fg+S<>thGVA9D6#)^P(1^)7d<_*skxLLmbVgN=#n%NHl5i|WAFR~ z^5u;}6_vvUp`ubD2U^&5GUDR#O#lb>pMUCg^I;7_vg_m4M;P7VW@FevS z_yBM2?LO0BRVQ*hQTQ8_6-ctyLKdeQ5+lDB+vkw-7s|-YTg)hFFd)AlOGo47TM?2C z87CMCkT{MQCJ+Hp;AMt}9f5Pi&oB7zeC2PYte*W3SnZaG=(XYBhG^0oX4Ge)=W78c({<91fF5Xd?OKopS0;YPE${*m~*un zYFWDTz~7`DMTGNo*kRf=*%s~qjr8-UPGWdq?F(WNE6@0FzAHn3@fM9_WrSs;;03qI zW}n)xQ7midF4+yg$qcF|K_Ij-K8O14lh0Hp2S<6_@fB{T>0v=Bl_eF~Eu0mDP-EK@ z(hmC!6rNoIJp~3G)qH$!3C* zl*Hp6D0OdZ(yZXmT-738N;YTe=sd0*m=zE`&ASo@sA-mo56uH6947DS3XwN9d$n)n#BtWHc`k74L$jtBkg@CT<4Xvd{Y=UBuy9 zdlyQv9?UyxQbEpjJe%r0TMUdScY$TQL#+53CT{_qt5IBzS%&#Dwnd9JC-(PLac8uyibz>QDE<@`|tPc4O4>uxOABK-c7UVXjJ z1}OU3ae)zikAijl_;2Ul|BKRZxjp|$yZGN7>t7|f|L#R-wvsGPZfZEVApbHuHALu$ z6JNMzu}#d_p30>pwdQJ*ENl>$j+O{%?)06~U#+N6DH(peoSBnbeLL>#{uQmt@LStK z&CbR;-Una!VKXd>Vg$w(NZ%_K9nATN2lqaK1<4ePp%+r3hM;mHZoRGvQ+l_l&=9^H zU~=QiB8!=bxhwd<)y5^Htt(`hy*ai2gfL=Mf0#6XWuTCi4Xh<->d6`huolH4iipxHxg4I&L6)NMfx-9L+W?d=4W;YYBW zQHO}0r&0ChM#`dE9u3^r_TN5jR#NCrF@)NW2Mwez5G;j96dyqa+ZO;x`0E|PKJj1L zD<>n)aa`#x?sxXG&>4HjxuFb>-zGdy#sGltqT81_`4>|-Vs#}0a;N64v*8Sx9ayea z!dCu|{V|cl0i*@)@r_x{QV`bUi)WaO1dVdZ91JJeCzkN z0UQnxL^Y$q&Ya|Gh_i<9JL4nde z2KPwZ{;>jSZ%-Sv7S8dQC5&Pkj!aTKO75YZKgz43*sbU&x>PY*?^rz=c7PS?UTE{Zj+(4JH$S2B%|N)``y4#uG^?p7q$ zf`q07F)0m5Q%57y3l%D_nKv6FwDU6F0hwYK;pwz<#^pRJdJfLU^kz<}l)^Aw#If18 z0kK(J9Y%{@-yGG(W^JJ{R9qf!jA)HQy{2Y)8bS%^=H4ovk%F(9>W(wkFlOdf2P)5C zK6zFuzTv{K@Ix+wWy6e%9KR+Xt}eH{l<89h=y_JGbQsTinewDzWk~n={C&&%)1?mg zz_jyElp)*yY*`;b_MknPGEsj zxMF!q$!s>2!U3b$J<+*uVl-6Xxb3VSDl0|dDxT;MA;RmKZJNU)TU4)+Qnr?cRsVw5dEl61gyj16#m5hlJECcmTvD}pz`Ax?Q}0($?($>S z3_#F-^1>8nB86QNk>t)7U=;4G+HuLzR5_$g0khDhHTW7NS{@vT$XU;M+2VsD* z&z7MiVWf?=Y1>@Otf;3RHvCmbe|4O-uVxMP4i$}?0sTRILk-_jz1wUd-Q}eP-QCE+ zkn2iIR<@h093q-RKxOJXE5_hTDxggF=;KV&^udIyk8}-uG-t)@7MwnRQOCz!%eV=3lr)DpRDXk z?N(aUrR==D45GRHezCZrc4tVc6_=KFAqZZ8ytyS=5qKXaJ*U%7rii%j=8KUDV=@MW zK}f+yOi7>!i0XWUfty66?C{yaU{xeiQTV+iRgSj>R-v)>v#DezCNE3KWQlvf`P;y$ zB7g9Jdz`nxmA7>he;JO8jweil8vf<$qOeUu3J0!50XY-gWHC)haZCs6UqO0wUJtd4 z5@NDZP|Ko$5T3w>=d8fa=BjkfHb??v@b<`a$fRzVwKiOTS;whlTbIvttWMSMLJvMP zhw_i60=~jImuKh#a#;qG0XhN$t!+nG-hr2^qmP4KoGz;+(^Sup>S3ahGG79Nr%o2#TA949{BdFAbA}`n%wubs z0;$GnkG+-(%Jn9PjuN1ca-Sm$y&A1`4P(DhjyyhO?TN{4;&;a^vWV6svkdiJES+Aw z0jog2*V}Ar(d69jLDTme_wNCT;_tUdjBiC_DWLGBAuxGPEMpWi?I#>#=R444Q92PVMxE5OnINh?vR7aBpO7{f^rSJDwl_>MyUP-+8cQVL% z9cN@JQgu5v4r?(EZ>ZGs&wL$`w!IhjF(Yc`;2N_}FQyr~g6lgCfzfAuDMLKQ#>!c0 zo)zan7-MwY`equ6>eUA0hQcCt`i`6a-`n58yOa~xEFm2QIBY>-d4e*`wsTdgoi2He z#03D+Ge98O$q-H!G?xHsF`l-o{@hvqamQEm=yEItjRD9OOeCziF0tS9C)cmkqJAyj z3&uGKpTCntpU+Z%UXR3qdVW;+aRiJhrFs2)w8*{N;SJdzFO7)P6S#hHmLwb(2qyU! z-a-@*{Z`dJ<6p*2eD6v8U zh$?$q$6SQat}CHylK9M3c-y8Rt)_C2v~)YwNtWhy<`)%fv==aH30Wxn#a3hy*^ZN# zygcq#ePd$?5Ym}cH@`H=j*Z{tTm@WzkjpZwHX-&!aBlOESc)-bOb+Vod0P~I&K7cK z)`D%Yo6JdyG0WpzxE20ImKbd zM`P5|HELC2kP}L#B{P9gL2|uH;X#-JUy! z0l}}##FehFejYF|FiejYyy4;s2dRX$z?dw1_XbJx#|`CTFgy%h^7Sc(qtt2@DN)QB zpdvH8+Z)Fxp>SN1YwV5{hEG}GIBXFu{=iLg6^mF^IF*DCd^Nw7eSKS*#ldX=NMbc( zr*RR;+g``2-V40n0q3%&ZS`V^Jv+rY{;Ia2mSygT`^mtZ|Jd%1;b2Ofh2AUu0}nDI zQ~G<5o@QQE<}+pio|eq_t3mu6pKcCD3+zPFDm{I3Y&CNhB%f0-v*;P=-rR&Av-eqa zXQ_ea#rQq@YbJU*#N=h1OnsK6Z{RpIdgt!uy4g#gv7(JoUagvcYe@#RJ*Rxt`YP*n z^IVCK88PRURsUHq5$CyT4XRW78;WHkKuc+ZJ3!cP-S8aQn*Ec&w1RY?-(Ts~tOrh? zKB2Zn38t}twZIphv|Yvi1%&1Uxcd2R4c)98DuVTC-4V`7f`LWtI%sG!q;B&LJU;5j zQ)$b64FN{t0H_#dIFS z#<^B#eNoKE#=2?J8RiBo_`;heSbZb+vDXRaM*i#FU!p#q^MmRLQ|(;r`;+6OQHTy)R(^nTmRwH4J=N8|Af>3gG2t!r+-Ar zC4A@>i>jQ~ll%+&4m3=XIft%n_NP_TnU;&BSN5r;O}lY6X8^w%@TpMRzVtG}Ak`5{ z_JWcy!IBmLaEhQV-L!(GN}~@R72pV;zZ%Ai?2k8%hj(kX6;g3!~gtv#`k*itt}uuZyE8s_=+ zG8Rb|anukQ9A3l{7--;m?}=nQMjnL5x%B zlWe#X;e!PZvUO>`fRWf@E8eTm@N}vtd}fEDvd-1b1}CWd-ggRGZZF>m5Br71-^qhNO`3f{f7f>DiO zp^g*KsE!O+FEzbI>>fmfDm>31(z}^yYndZ|Rd;xv96dl7rf7SnYZt!h{gUAMnD15A1a`cu*nRN<_*gG=D4*h{o3PWO%AzFZkB)?mYFyBhMI z((cK5Y^~~8qlWZM&|DrLpS-fiXxJl%eC`i6ZUe`rB%9Cd4(iQg;x&F$fm0-4OTirA z$SiZQi<7ojBN|Jt+E?tT##1{6@%N<0aMIitx?$k#=|TL86^8S6)|HaqPC+}x7P~YI zX(}*76@DCPn{i_3KdmwR1W|m@mRxBQQ{dKhrrAQ8OgL5w^6U)E8&LHrCH^M zm$Fx20y@VOF0JU2WiClwk}F}}Gb91Jeevr_q6iQCuriWt&Q13wnym^;x^1_>t@F*K z&M%dQ$*oM|T~S6U(7@P+rJ%xhYzDZ(VZtZ$eJaTl0M{&?JXWf}iR0~&Qa?AzZ|i+}D|`E`D+|MY_}u>8-C^)C}HTXA7GW5!IW3k3&JW5q$i7^-o% zMw8GfU|+VsVcZ)Oc_P4A4>;*FGZ9V^k(Z&QV$9KCK(KV#l*c@}^Sq`M?4boLT-tt= zd_qt5K6|ZWr~Mk8IjR>7f)R8mVYMu`j~LLKGIC7wHz^s#y>ZWg}OakFyI-|FpVZs@+w zrparXjA@#Rgk8Q(lqLNB3C)sWai)oA$fa$a^@#1wR!Ta#L&8Yytc*UY+lx{lryOnJ zH@w?KqzMGu;4B>XUDvE|TR1=`vKC1M6a-jf$Ks3v0dE!FE`f6A?)M^GfyB~|!hT;Y zY6aVg=YKW~pWD#1Zu_0fYa1_nf}0#@RVeNedZ@Y#L~9ZQ2CS)RBvI{Uu(~)Kf>__j!(;fO z5v(^%ePfXrX_tV<@XKxBNG7E+kQNZEcur^x4#C!?brsDmb1)8l!LD|45{9GtbV;b+ zejzl}DU!OhsGBIqFLwZ1L|=1WSJt&je~q0Q&Wf+DL%@BYs615>sO+ywUPLO=mDF9< zBU*KDV{*Nu0#tS3UE1G*HM4LSlCmIn+*(r@+d^&`+C1N~B8wcuc2&{HOiaRer)^yEO6Le#^D6QPcMIH@HXP|(Jb@?G&ERt&E@BYyJmy9!#J};Ipz9<95NK}VJ zD1(dMrr<_i=cPU9^er<1b$t-tdC2Nge zc8Icf2J4yEMHj%z+ekWom0`{dbzS}RTVz+gFt?losNC4ZZy<{{5|#gInC+ig9XXimA5n}Z3Id#tsPX3C49q;%69}ydMzxENRx-At@W0=Gn34ibaqI z>dT7~20L>zygDQT3t`==C=R@kzP}arD&1_xTX5DQCPtrcKT|?%xMW=k(F8lJ8$ihr zyjW8mRN*EjPSWhAbE97Eeqt!7Btt>tZ4Bfk<0fYf%J$+Px~=B$s8kh?*IsZYNtnEKMoOJC`I6HgjZqlGB;O_s!c!1(7x?iJh`|uR z3x7~h;}f#jCsGM(J8iiR-fedgI43*@yS4O_{McY|& z8%Rx_s5J>rKo~x-N!KSPF--L5-bSOHLpJ|}Sx$Q9P$-8PC(6yrg%*Ka73uArC?}B=>sK>h&);@fLt~2g?oq{+89YBa^Sy*#}yc%?6J5{$;S}mF(}{ zmsMn6RK&bSC8#5;)J_q9!7>6jm5;LeRe%?kZ7rumOjvMm6CA~ub^M4k=+k@=At#ZP zt$h9=ieGd++2ceNHoQX~x!mV`-NgDu-5X@P?5XRcMel|?_m9B2J!p%cU0tu~4=_NR z)!ag3fPpRoT*&X%Raz2=z4lbtWb#5X`cM;(a^%4hd8pUqAF9okMVegp@#G|t5cxzb z$E;#ug~%AhNx6#Ri!#Y2)uP;%Z0hRJHLne(fYN`~Gg@*`G#G%CqZ{ zQbfY6$98XIk__VYWezUigr`?agJjUcgN3v9MC-{(yUSu8YqJbSgE(^6IZ$Fa$Jnx5 z!qonwnPA~ zj{=j{+bLucMQl9{Rn>3UoQ)xcsc%!83ljaWsWdlCR2id*c5Wa06fgglnDyrmi9L=m z{--UA{(rVC8P5-I2u5c{a+|_zcCtFKmxOt$qF}BR*$XDoB(%hMC3DyE+BIv}Fg_6; z26~*4>f`QO=@kT#G)Fe$@KYa+#&IdLePd>wq`+kP^wJg-^%SKi8TDg}c?~KoKr+N20|*vj3qdhOFI>s5IcH zI2KJ777-Dlu6+G**r+Aa7(4{!aP$8qagKfS~isolrYsOX|hy?9Ah54G^?LbmeUCOz#@svcJgI==}kFZI|J% z@A6~!bl-nq%}fgEVuc`o-b?KtfPfR2jj`4iG3zLFr-IDzi;V_-%8P@XYLMx6jbZG` zYdHS6Ged4OV{W{ao|xH|Y*6%4AssYz{>7-|?url0ZAbDun1a0b8j#5OmUxWfZHIx~*M@CAx(D1V>R3*5g+O1cjsM&f0J z1Ck)xGJ`vExxu81)pz9qABY-N92FvksCr?w&EJlmrfaYiQ9q@GJGT&)V2722Yc>dh zo%XtQF`}ku3F-S{h}?llvGE;IW_`Ktra7X9waJ+$AAc&UgzE$xfl}kSeKMaQg#9j* zqYl2;iMC-l>gqiC8+hwv{Xg^7t;PK=#3dhVc_d*f=$dFE%b)qcSn zIQ;-4>#neQSyvmvSKOcMrD63IffZenO#hB?_(O&KHE`Zm zRi%4QCwUx{TSSre9gc#z!N;W~z8+9jUU0bQscmY`eki;?yt{BC&@?1bSmAqgXtGOB zXI$7(aCY`ggq}RFM11wHPK1w0>wHA=nfh5qM}HK|k%C_hCtu259SRk)dyOb|!FMHs zFHATRN=AmI3?Ot(dUh`3`}_R&YF`Km{|{kj*%oKIZR<`#aHnt!?(Px@?(XjH?hpuC zxH|;*!rg+qySuwP9J0DkuRi-+eeEAmA4fg!oO6tOL?KJ~D1X@+tH}~1j~30&H@Tiu z%>b&B2nHjwrjX@3gOw7^1_%<9u)e7+mq^MR=9(16EkL6RB>6NSyif4+RV^R&(K}?m z+zNH`iQ~Me@iaGnXU|hbvq5}wyODvPVcuT_3Kwcwb&cjaeko}mxx<-*%AAI-_L^e4 zeuyS18Kz?>_L^KBe}-;cGj*9r(N^tsZmM$gI;ZsVoZsBUzBb{79ye;~s$A7=oi_U; zOc?*Q$>IIm(JcK4Fu14M;2$eCRZ%k z=I+8+bOv$Eat-jI0MX5y@Q0)zTdL}mN|*@RF3Fh~O*>_>aW6LIG>aR#Gxo$PTPJ7~ zaU}^{@U(W3#O#!pUw(2#WLuA&^r)Eu@X0i~W`Zd6zp@5+@(SrO<*)7J=LIA8Iff}I zfQ53FFP9Zy#78z5)yWIO!jR4Glk+RTP5SRs6lZgdk+uJ9cpSF}H3nr{u8F>t)C0U3 zPG!&$=~ z!A_gs(v-SMvZ5Nm|H*NPewPS^pB(qUNrai>{~gt(J$}d3+oz5=Rr-2l-AZe;4NL7c zwD3gs9qq47otHrlc#U}NNBqeoA^Qxpox#KEY1~yU>Wd;q0kiw^8D*g6@)iLU^)2q# zn}@Bd1)j{4tA}IzapD59JY#=T`Rm1~T*q|1YV~pzlk+KN^K|twleBgYpH>1Qr6H5$ zdn6oqlOIXpQFeyQUc-DHIG+sRFEpF62hz6f-G*hjUZcVcbVs4&S8>hSvKyIfX&n}Z zT%mU#Glk-{OT@&anf9kxz&Ob0!>c|tr7q=UH z+U|dcaLMs6@ii3!eyyMP(U5&F6`kRp3nUHG@yK!3SELe#Sz2jtt|cH7U6*q$!{tw8 zJs>)hZqb}lVsN=o0O%UG*^fFDMks~AbGCOg@1|RGE(J_!t{xruSs!1oG*#p_VFw{t zKM(*<_(~7^6DmgW6w9&Cqf0Bk)DctmZh=1ENrVp#`FRi&vE>h5xmW&*(_w!Vq8q+& zNWpq8BX5q=O3bd_%&nFY$sd63k_Swym(s6N&H}<~^%A(wzD2(?9r8#==mr9_+Jdt= zbKo}6(N<0i>#}AIqg7I@*w4uElCLJft4*|~h48ZElhhhK7zvseXV}Q&z95w%Ukjob zL-cIdf=DHm+?Cv{hz$=4;_k2^GhV}4ma3t+VCvwU0f;ritD#ULP=hTA^iG(*E-N+; zR~&x&8k-f5(0U8&t($IakdOUs3S8DGElQydWGslwgx)EgDNsS0Kl*BG5eLs2{NZ_P z?j*!Rv6rB*PRimiWgxxRI=QklQMx@qr0-20$%Feaea%q$vE`ekXr0AsTlQ`0Pz60& zCR`z3Vqn4W_KCvWWI47k0(DE*lxlBivYd8z;@Q@a{7pU%kFBCOwygmY5N_MZ?5Oa( ziCbJ^bU^!L%NBGLGS7mLGB}{SXUV8Nngvw@6|JI3j$Ihva8`P`PVHT!OPK$L41YU& z`_C1i|4kx)zaoD*d*wXdn?7+~v?!du%9ka$S>d6yl2ex`qbxi_Zs>g=%4;CA=<)RVY(jY@b^ZMO2?`|%F<=kSAF3PX^9xV4fZ#gngEGwf)e=Fos zRAIZ4N9-U32v(^{I||4b>j}|sjI#6b%94yu#-cLxs}*362!+uVaE(AOOqL?XKI~X3 zMOB^oVvLQ1ROvbn?qmmMnR_LF~gC;j|dAfiXdqJq8l{G*$O&M!asj1@#$w&ju%^1%%(ATn6{ov z?Y99TFz%lb5Ifq++X#|Jmo(B2KP4>S!O||o1;k2z{Hc9QI z&&N$$^v^mAcwXCgeG@{+HrHxrH9nZ&q3dN^KKncmtb%jNZ2Mj()Hu!3^Sx;SK?dBL z@rw<3bB(yQ|4GWMU!*(HDh)Tz0=~81v843VHWBIZ*PkmoGd6zB;^ZMv3|m&M`6U*q zm@{Q2drMtmZMPpv?+t~&b^8k zX{5OqfSmKWBm>`m-cWufPP(HAP?3WVIvPmVn6Ljt9p zWvnDyuVfb7%I_fa$drb#q9Uual^@wsllH?)YqFnUY;=)dIk%|n<#gk zANe;S3RpYfZX`_2`n7@c|2VQrSP?w8hdox}AsB`(mT=ntV(PBgIMoCx;b-ae)!pw7 z;Nw*hg4kO1Hbh9+a_vxJ?wQZ>&~$(j8|RTJi`-Mu(Q22R5| z1ecpYNwkU;CJ(jlcUzV%&4$3pzSN9qW|Y%~D#Ln4e|?07d2iSPS@&dKnJV-8ygS7@ zW|K~$3LePAcfLRf&a(n$1AW)AsfV@Hg30c~q4P1-$mI|U=Q&p4Xv=cQ)N`&uN~KoP zW~xJ0RvpX)N`k-Ith0e>Z~Sz2oi&(}mjuPs-4_qV>*LswuN8_`Z=6aqp(CGC1Y{!a z2)Sj*DGrW>Lb3WeiLcpv_EY?KUPPMh>E6m1gcWwqXr_bu ze8vCRX4(9nLxl6q{_O?%`(8-@XEr3l=C>uQ@2uFtDOZ{VsCHE#AU%KBq~G{jl$jmI z(!AM3OX%Wt7U>^f2Ess~zWVkmnNv0y&zsy-SP!AB#ZDzp1ZsNnO6(c=MDk|8Uv&3l z%;Kq~e(cC$P^*X)hk_c7ibXyCJ~-=JX8E`|YR|`XdAXnC(C?!cUH=R^dNG)P>Ot>@ z?Im${_y+y5_+|zlw_unD>0E6%K}$_dO&q4mD|}!MnS=c%w@sWk4YD>$53={?i{UTY zZw#kX#c^1*(&a4VHy;U;Zi*e=Y7J?-7-HP)mT@+<#CA;(@sYZWV#2!be)eG|Z;!nj z;;V0!R%=~se;)BScw&gYWcct>H(-D2nk9>^&m?*>+T03iendoGws%dtgBDsdS85Z{ z*%A>`Gjr-fJp6dS^mMrP{h2*_T%9>AdWI^}>2qseM6xEI5)ck(d=OEsV_A_dJx}$O z*Kaf=dF4Vvcw&CF455`9I`r#iLXQV5OYf?iI0_|_2zUAg{+fOvG=`(*3l(|yNvgU6f$1b7JZ ziZ{n1ve1zG{tlBY>fruk*f0~j)=g=30kqJv-g5}Fuc0zdF->($)SLqK#;N5M^IOdh z)7JWO`01TPKHY>=>h}HPLxf61?KQ?xLMQPql~M-O+TOf(Jm)B(_EX!FRTOC4SEj^~ z0+kW+YE+r}k>o8mr=GyE*$}MyKcEX9^Jj1bkqCSU9I12q6=_V0m1SY2SMJ;>v)MUn zSc^!*^p&ord)IBDYp=}}hDm`5RXlk*U;)cjs_Il(;|H9U3i3c-xE9}@gAns+Xk58g}U?pQD^ z_*&B^I%rOG$(=_>LES9?AecJ(!GP@Wg*K1;2_e$qfL|K)CfVyhs&#taC8Cy5pYv}m zpMNiWIsPO$ME=LM*mu^{yuHsy-fe8|{*!ft+D*Kkzg@X0j@-^g$o*B@<fLpDGky3f*OK5Zu zryvCpY9EPxqaaCGtQaAQJ;BDXyR6bYz&U!u951Lv{ z@sKSoE!@VAk1iMye)|$a;B_Cedo69a&>88{F@gu4-u=>QLy{xc_3-Q8|o%iUP>93%asnp;Q@PcmAdy7z$Q5~=E4FX7a z`V#JXjyv6hIw*8ewgoa#jSnoY7f{Y^5jJwit1mr{4fv6yurPB^p5NxYTYt7pe~=7t zY4CP>0Bchb?5VjyERFL$c~}dQjk&t*TS(B;bYHnUos33`e17|e+}0jH!%^JR zM?w#~h~{!$RL}0};SU?K9-v7R7C^_Tj45n8$4e|%ljql6Sj5sQ_{Wjx+zl1XPp&E4 z)qL+Pn8`2)k{d(!RpTef6H92|-)rYIv^75n7zNO}upStx`y*SEsJtpL%k2 zIXo)l>Uk$Bdn&~4WHQ7wT1N*6KQqMV$M(Sc{PEvmQ?` z==~|FPcT#yb9u>%c;z$am&=-R2c#+quuXK;)x}z9tf|QyPUC-FkBH+`D-g&yyp(mx zgV5Xb9DBN<*d%9GI~?Zb4Nxw)RxmNzpEBZ1 zr;hZHB^Zi2Xz;(8+si+=VvN`9OjxW`rBxOBTbS)XPRPxLh38h*V^}aS?Il${wI|8d^`i zatn@^+LjsVh}jh*aPqnBuGiL}{c1tO%%+3RavN2qttS*0m+b|nSI&+vD)*5UUZ5}L zl{^_UGcNKguS@F0IUoJg#FQUltRuOM6<>|oHi=F3mt4|p9{0hI3UBmpi z=n5AgU))}22r0bKYh=@R18!hSQ`fVl3s6O;i$o+rzG1N-la;n$zOghQXHS8+VF}LS zg@PM8Z!Me;pf`3KUKccf+nNFI9wb+K#nGIM|9%c(xxWyD?fI1y*{>zo;V@Lb*&{DV zIaqSmt+2dks$ae;l+}hc83aOMs~i$*eox;0?8V=K_7DQ79OZKj@a^Zc0r!r!(4erOj;Y|9oNTNsx*-pqbb59bv=-CAJp_ z>h|Hv96(eLt(6Hr zr}pkk3_Zcaa?OT2zxZj|C>RP~McvJ2hA{uNo!3m0acAs!!Uj4G*jeF@O@0juWo*ke zGLv2dK_77qVq8f1%b5mLo*i7EE}>#ee~Q+nuWid4gou{^(tG&|z-h@xVlY+915)6k z(}VY<7=eP4=>{3#<;4}si);?};c#3AESa=0@mM{kST*w{`4{Oyl7{Dp)Z>T$VPag2 zMymg}K9Rq_xc+`gelxE7e1c-R#wd!*tU}%Ve_SU!imioJ=>an9(BamzXuINY{ zxjeJ@fG=}Atr}>epD92+K$Bz+5{hXB2E{44NSt6pDEYlseOqeyoxX^Qcx9`<(VHT2 zA$b7aiSW+OdbOHt?_lKAe{Vm`8@7ydA9c7RslE(RVn=!oY7og$%q^_tluF?zBksfm zaoRPJ%u>gSSU$T!b=Q5L4?yu?OX#y6A%cIR20pjEd9&n%4G!uU=fY1&EZLA{ct93N zgsai=(9CDg@xB;ML2t42S(-#Tw;UTDx#w$d)knQ4C|#q`H1e0dN}*$Q_k?2exa5>> z@lS5n;RV|?JRP5(bx~2yM5^E97{U`BHO@s=u@H7Nt$ZqkGOh9A;QoGa_M-tO zb5-re4Y3l}_ePrm+~u2&P~sMQ@I?m5q56eoJ&>40SEwo;&HPT&CJ|# zr4H_zr}=(jzpmvgl=pkq$Varh~_GnJ?OS%CubLo2_5k;G9V(Bp-Nk zsO|$TQ(00-8nyX?6P-sLtUot^)INKTwnv5bBmW9(0iul zAK}d}nMTuUm}k3-)Km_UOq%uziKNOswga$idtWL2JfoNu2+T$PkD5~tdZ#yqtKyZt8ng!D1)Wq;mx3= zUXyxq_B0ICUOAm4t6{#GzkllfuMOMT02GM8F54?889tmBOl`tB@9-}IzYioowS2(4 z7^1R@MSU%tj7KL)-x~chMZlmLk9oU^TZPk$CD`_vrojo2UbhZo-kJ>Ay9P+4qcu_O zM#+c(-94Ebj1!IBPCpDfp3mQ{j0#&l{0gnRAC*@$<(K3ZAtOt((a_(X)@ixWnv(AT zRGle9ONt^xz&sH2q-E~8J;7y*6vZ`i4KA}9fCMs)oyeb z{cS5P{_AgKgFbQjPH9XA+UY;-BeP*L@u1_4CD4g8-qFq2Iz+p)Z}u8{7HO`F3YCJ! z9kG|-kpfO=%?Jqo;5W?$bd1tC>RsEoH}c{F{}PzCey@aK*?? z%U~|*nHVkB^T(D%o3AE6dgyZW_?qF)s&odXyyw^L7_^TMMmF;X*ozF&LK|F5Cr9~x5VIn)uobpq(8Fzvar#w>Hs>-XK&nK~uqSSEcl06Z z00Z*FSc}N(h=O^-hx_wN{GQ=KDC^BXfW^9*$LG4x7IruLb+SNA1*7IZ>70f)Jz(OI zB=BeL(gRyJz-Y=L*B1$}eb`(Vj|@zC-=l^&Pz*ok5w<@7e95fAS%l=l`bn&-^PE8r zEjD5RA?%W18({uDkL~VJXu$1jt6AkqD7pQ!egSK@EKa$)M@v*zzw|tDbg#T;$wk8L z;$7I!kdiB-+m=+{hLX#E(TRVU8h>jA>&K1tzx5k3|Bv|kyDfgo4rj$NpJs}=NVXI_ z8A5;FY+_Iof<-|+K|OpiYoGh_>8jompcp6Om|~<>hTUV$#VooRzcXx&8%R5~;rsu|2; zS{dZpbzZtAG*(#lVoHA98@L@ZezD8a7viR7Pd~MYNP9yrfe!M7&5$beNgRe)t^8;e z_(kfMMw~W|GmQ2u&|IO&v-2bN=ok#-po0a(!IV2l+ZEx(Xw}wP@%?FPIlydN30Y0i zbr3GaZO%Rn45M+rHmZVJK17g3K*v?)e*FVI$2^{-6b1@h%tBcYJz>z&x7t$6mGx=y zG*SUq_NGnShq>!R(Qy5%X5OdfQZ_cnMO=(yA6bVUnQzzGjzjSnA6UH%>?QNRKWfBc zm-c+TBy%=&Swo9Lvtrj;BL2cX?s}$}`NyfpMJKpRXFlH*-j$%Ar@B?NK6uBW%iZ`L ziT_2DjlLdDmf23=>p>A%-(e4~H8(*UZHK2Rncm>{=Ox|@H#OEN&SrSE*e4F=C=4V1wZX&D@xBcy4W&(93;^VAJ{(L5qbK2%k zMmZE6C+Q9=8%oQxQuh0Dx6$_k$YSN6w>a1uy9Bi}D?vud30dv*>Hu-#k54Zoj^i(U zg2c=B1pw!thUmyZy|@qa(E}>c_;TRH z3+%xDW`pZxbPZxBzvV;cOT~Q5dbvLhpAjEgL53{&u?!9|J$}Z6In4Zg@IQ9Izv)>< zu~;epmR6*~!VaaZGd*?7}qhndv835jD%{tNBfB zbEqcT`tdESq;!~_va3R?`L`ARWg`*;8imU%cU+u1Wx>S1Ex-S%|GejJ)K?I8cF&ix zV$?vMIan~8Rs7MTUvZ&EDv;9AiE?^2N>{zeh~h>#*=&cC2oPQdlSZ^6*2j%51gq4Z zo--HaEmP(ysF(4PTrU+g4?7R$+G;#|?p#mqZvF1MAH4VOh))oVwMcX zrhaOUdHt9uV~9jZ6m3JS&6zC=MMyxI2`d_H361dda+tZOqiONXQ2h}~px_>dl#Suc zsD}4$hnA8*&Vz2H3E^yfTLCFO@>k?uYv3ls$AnO-&g=|+6cc67wO5>-rxKM_j%j~z zs|arQ6Dn%q+d1bqho`>=P09556}w4$*ylolFoR^CXvmPRxpYM%OoT#J^PImsg0GosN>?6b#> z-eK1i-M(ZnJfG!6Ne5PV%*mCf*@oZ`$&Y(ip`yhA-Zlz#6w30R>9rx)nxY#e%=ZbW z`RCqmR?a7KK+2s!(9|BexV#6+?h)WCdN0%=7LWyZb1{PxI3GQUpalmYc$_CWBn3w2 zGr*~+Qz&+=e&y;U$0@haT+;+J+Aj?>MFN6czN-B^%^trmD~5ZNMp~E!wO_<`_RTu9 zXmnRR6ibZ~!`8bH&xbB!S{H9haDK%k4mWvIIJT4$iS>R2iPUY#OaxQ)c|K)UdcP_zcNX3{^I0l|3_EG&_yUIoIZxf zlOV8!?j3T)6bixQsKo{r4rlmfRe95Z`b*p4KSW~tE|PLEk-C55`TqU2#rW5u> zm{yD}ztfyoQi@Om=GI@?T(8xor49KguK65Ab`CkmL2BCvCEZ5wI2}ntWAE)wpgV0Tr$SEe} z&Uk;yD?U*h64@ska63H87-UnbWxSKj3v2AdlS1BZ@+n@MhLh2^E25({k+I|Zh%bhF zg7)t7IEJ07z4!$8&y?N_DN+C=cIBNT!`W_fli;u}HG*8T%vqG{eF@;{A8tp~CLb+w?kKU;?;OIB8@-Yf)$C9ez$3d1_9C zodr<%eSvPs`X+HJW$?t;uq`SeNV2%H>7IZdq*5Df!AC*)1oOJ&dIFN5QknokB{&@JB=sk@G}7c{btsHXp(kX4AQie=-Lgj z$}O;ha)htITZ&yfD_qJ=;GDZar~3}En~sdD`3^ZOv1znsF?ccE>W~NfYi}81Dx_si zV7Su%x5VOlIPA=-Rc{$SFrm6E0F3$cZpc4|+Gqxz2o6R4|t6BK{yoD7nfc?#Gr zV(=IWoGvkGqyln6C41>gWRa!}b`fD=>kP;Jv2_ez$#4W`isC0^xx9j8FdhN2_cqY?-qQP}m;;@loQx9O}m zx*3M+8bj0C{u<4FhI{UEs(US)Ez^Od?JxOg`dz9@MQgFF*u#z0ZT(7K4S;K{2f_k` z*LjR@sZZbL00>Q0&dc~9W(5Dm4V#_vM*KQ~Sy0lJwpCwDxB6P{oil7<84xEVm`Fz7 zv+1MYb_Cf0jUM6ZY`0V{NpMnJF(skB5Oaowy6s6-@FrYjMO;IG- zPM>&CuC2Kqmvd-jUY#QRFMv4@EyPpq} zN2);Vkr`5NHlfGQHt|9N(dkSv5A+$GWph_jRT=sb`LFsS$U<`&LipSYc0Ns1=6iC>w*&`@KkId0IKdyR*sA=ww!yEFE_*}6@#_FsQwyGEAK z@WyU>Yu@LaK#FSibmg`up8JNcc$~I9QWHV4}IQ5&6H_T`X>ja;awz$Gm;_y zt4P?`{}UnkOC)ECDlhw!W|x2iKC-DK0u6f(lov-0bmM~jBh9Pvsk=GUy(}S0QeicD zpTYp)e z1%Lv?a(zN26dMk@T?6QWdm2zsg2?mhp^mxX=SWvIBDBvWT<%1t1gHK+CbRy|HIKXE zwPaiqjuIPqYY(t+0Z7Z822 zN_||!{(Wq)X;nYH+AK@NR)X^M>R^g^AL%KjO50pp@OfS4v>JJh{)k<)|4N&P@T-a4 z%urTesQp=Ur;?e<&&4Wq%%XbpY9YpitYC3mo`G{Q(fmigdgh8-2e?hpaGbPNR1Mx~ zCZ29z$#yy>#Ei3Jz9IrZNQ`dgv`~#ejm$W)^+eIE=FMcGul?6Z&sTGHmNS^RH zKJ_Stg1eb8QWameqFnCCkQ5lP=+Fto1Mac(fs}9MS|afjKerX!^RI1tJqcDmKKN06 z5C8~FFkqK+kdMYe{kZFaom(S6oRh!+ylVE~MG%1I?i_RDvXpW0RZqGqE-%up61^~| z^P__ryu6fQJ4Yt*59M$Br3a%%H0X zy$PFX22fG@7^e;~iLiQ^RVHdk6{Tyt0n8r^p6JH3)8$6=W&Z`0l8t7%Hup!b;AfJL zz(Jj}zOMr-k$n4efe+^v4nlJL!E%^uANn^g&?|D2Tw+1H_4A;gHSktbAM z2ocOKy9&l7+w6V{A&!}UvPX`0rPmV0i4!;KF6Vn;ktUAPvkS#VHTLb7z7LGvXzXT) zVSh1U5H6n~z8vu55h4-|aWqX_yDTReO(PF#phoM9MtTadAjUix3TfQo=(cM1(!Ouu zEe}+TaVwZsbVZE`8vVp}_}v1uS}FA66oo%nS3Yd>>uEKokJP{AmtJB_To_0t*ai~s zd}%r?w(kc&7R+jASM|=s$R}ekA4EKd_q0@_8(&__)7LP${IG~GFvy09?!vX|wr%Ud zvn;i!JT9o2`a!iDVJkfq3JX^38P1gTr3G+RS`i_a`_5rrQ)oB))?E7H_f}%o$_n(q%}<<|7}1#ETJhU#%r1R zkP&*I(N~t*r)7*ba3iUsTSL=hkHj;Mz>T0Ei9mM->U&Ki04e=_dnI5-5@(w=)*%$3 zEA9_PMJZ!fkZa=18H?O?6+EEO_?Pe^`l7ScL$q=3&G4oH<^oy~!pKAjzS?s|#X%QnEG&eEt|8Xh# zz1K42R5JZv?OV+MV=7shX~es}7eSckFX@f1nd(9knxN~$EiN*ia|&+qEVpo8Eb?hO z<(6XLXN^G~=rSBhS!H9!Dl;>rXaY5_&52@S8*lfwufBWa7k@)hyj8Ad7J-vq;2}+t z1<`TJar>c4oauvKXjMwY6*(C;Mjkf_TlF%9C6hGS@FMG(d>bmc6N*SYNst7qo;7=& z;*qj6X~)v+4$k!5+&8t8NW~AO9Hq9+H}wb!N#2X9x^X$fn5EB{V5c zA!I`(1lnej1Q#F@9&tvt7^C?xtj%T(T`{Tqsl!Zos9EMGz*=u7g#-T`CY8O44)l(G9c75EY{dvE0ZsS@9s%(;wSV7Z>CUa9C{_MfhM;F-{a$Xnr3zg0NfNCX=nQR z6nCQs%Up;@Wn|zbwKU{tfcB&_r`(sTVR3w?&KDKWl@Ebkak7iZxTAdJ*GWwYog1Dq z_Vyjl@Hl~c5sDZKl!IhNUH>Ub-E2pDzECVai)fOQY@yz}biQzxj} zfpu{8$}OZ=8z5M(+R-<2Y6FfMTFB!L~c(dXnV_g*rFPT2&<+5`zPASdupq}1p*C+y7G~JIJ-@th0=%PF@(6wql2r_{IerSLBG8`+ zk%aEmRv4=U>bzvXrRo=E<0tMp&1U#lj2Z6iY? z2!d++c%fw6-0GUZoP<2b@oP3Bg1t5eWvm^!6e4o51I8xhpH<|53FxavLMcv35)>+} z(|hj@_#WD!SVI9e%5=doX1xmQm`H?!6$?)!oZfRMS+V}@<-yQ(k+%6M!|>t_z=3|~lv9qojT zUOK2xlPrRYk}ZnePrTvH*JhgetV2J?c46N&GFLM5tTf>Ixja}h>PjJGjDb)NNvFuK zJeZ2m+XJjOssBBV$meZSM0;lf*J)-^!8!f$@@mFtWS_|2&6Em^9bphk zVfGhyV)ZRlr{Md!DqsB4DiI zr~a}_<@XKY%D$!n{y^gr4tvq=irK8Pw*8R`tujsykCr7Dl`ZO|U$*V7aV!t?ag~D& zJWySmO_e*J+F+5YMrmYTFpf!?7#^6|6_Gkp{s=S)5~l+LV=NpCEw*V)zQ-2*X3hW= z_ww<-8u>kt!0dec-=}u=ztV^nvcq~9J$E{0weiSXw*-v){TF6KryBsJu!+NUjuL?-a9zx;Q9I>qNF7D8KEj$=Lj{Gw&8g{?zSwU{(_WZIkaePekO z#TaK#!lmWzv@e6MYw=v+MKx7!^-=fukCtnE(rFX8Uw6j@1$!%>Y#DMv36HAd^bVA=A(X#u@`~4*6RVvLy?J=@WZ-u6UF3@W5shWo_7*9|SGN!tm#HU?( zSq91-wW5)|-_tZ{y_w>4waz^z;m2C? z%soP7z>2W4%nT#9UmAM z086!My;NZY-}Uh-x%uoFv%f8MqVfuZ7AwPC{3C{9KH;3h6=pUMotv{*uk24e8+vd? z)yY|@VJQ8=Yj~uf&rH;CwwKzX}ik+5l^&H*HfO)MG{m^-!v1?ZO&S^L8o`2Q;stW>4MWv6>W0MdB^W;;Cb# za5wMRU7uSU4%khJgEV&zPX+QY@)!{IHgx_(&#kVOyEFx>94W}deRzhK(*FkZZniFY zM_^+Rt7}(kWku6>tZ8OXV#=eCNMdk_zOx?!D)`dAqZl(qr#0T&XRBsiQ5k@uqoaqs zIdArCKjNZLb**r-7=6{B!-QE_r`{zsIejCro+iHJnpRI29y=nIyo@YSevwLsAnP|2 z=nN3wO&$pxT%gyH?xz_s?5c0r4h(qKzL7z?uw%mNOUUlMIo`w{Dv|Zhcj*rYV%_hV zR9u)Db05`*WM|Cr#qZUna7})Pyjb+MDOV|kq;U6!xv!Dy z-3BRpCURpcIM>6m8I@3{vbJ{&`^kDG%?G9hNqOPJST^uB|72EQjM(p*y2f)mX;55d zTV)@IFArttkvrnlg=0F02*WkiTx26THGy#F-4>IQIKJPWGLq`A6EH?QRwVP_=Ex0X9V&= zX~Y3^LJ-_ShTgZ0*w!98h>k~KSSp<^t0qd1kgFjviUbbOJPwucA5D{A6D1;Oa^7TY z=ki|+p4H;QM~tc66At)+INj)BGeN}PDQ-02i$%6)w0CJo%Kuzvz$0huw|?1XQ^o0b zA7^N7@imL3`rsm4xYIq=&9V|_mp=r!; zA=9CmP(%QuR2Jqz@k`v4G}Lz9M!dI6?8NX9}&1$ko#^2mns)KnMq%dfmb zsmb8t>QqmQPv>|o5NEC2zKk?fEJS@O$sp--sS$BKgx->w3l7PAMjjIF5yVx=(Zcz( zuy)Tb(B5tmO>rRC^PxW)S77 zyu2&kGF9Gwwz}8Vb8mehJlq3tC^K&br}nB=WTEovt4G$+pPegaIPGNIe^r)2m7z^O z{%-F3WxoN0f(;>%(dcy_w&5muIhsZL+@!gMzcL$c7rDRKw60wv=>(61d`mFAO{q0K z9;ERJ`D~q?=zeqL1iS>PbHCXCr4(vJiDw5%fV83D&NR*WX6u);fdZcZZ(B`^jm#}Q zQFnRG&`(AKf;9;>?>^WrzWN}_63je&584oAwQ-GfPDZ<5A7=^{JB(XDcSaxgo+hFh zN}Niyv1rIrG-_SWBzM*8omFB}aTp%us?6DJt=Ez^8A^8Oeb+mq;~mXZCIOv29E|dMmvZAj=LnUE@@z@ubr1NM?gwF#|%ZF zpN=9IO>mxRd_qPpYgv->EYE__M)kdVvOAlQw+XP*0inm!3iKK+HGq@QKviQ1I@v*ETBPPO4F~PVFKHb`*ojeGZv!=@FdFiU}%y+HJ0SBeu z0meQq0O^ujNmx*tua1*RD^Hxx@N(y1;eaym{Pi%5U#oCf7gFc2d+Wkk1c@x6?=m#x zO9*>V9a#2UH)W&5p|&Lw6hY)WMp0HQF2(Sq*5Vq0dym!_sWcR@Yss|hIYdzyxoTHy`Z9FjL@WIa-;u;uyf$9G~c#< zS5=%;k{#Q&jjGr-E4J;b*tTuk*s*O@Y}@bdd-|T!?-`@V-JfC4F`xfhbN%M-NApo@ z7d7^n1Na!PLM)IcbSavHO=(!t)#=lX6o@qI|LT1wo480B__##n-@;qhj8(PcxwG~h zRpQd!5a{l~#=fJ|eT%Tzj<;RD`RHYA#w|cLX8J7u1f>j+$13|!d=%wQK)K4WRd4XD z(75_+tSUOexh&}@C-u$dMKT@&LOlt!%Xi?^i;u4yR+6jo)za)lU?YjX$b)qq1M^tL z`_hda?**UNjieE>M@D5hV3c<$MLAuU4H#&nILH1nYl#>d$PzfeVr%XqZSv@X%?EbQ z=`3OtbT&}XF7J!m5V>RIKy@mH$A5M5tim1oKmxb(a!SFx{*acBIIU!_naU>H7jpT= zI?M&&dTT6u)&k7m@Y9)bkZj*KZjW7aa#h|pk9_N3@za>U&HpBxxi-I0(;p4 zB3$RYm+_aJf?8hRNfI7Bh`@jZK3~ z`O^LhDfNhH&~ALp*cnZTmDcu~C1a$I&CVVW2Y}3$wmHaspsfe~QYQGJKxrESIGt@*zMsD1%`gZj>xa-GZkhx)e z^BnZ^WJ6jNAPOOb{isXMmYgv*+COxHsL+wfziCT>d@nErOrj#HCsV{Mp#okowzGGI zJ%v80gO+@*b?)b7Za4}>(g1Pf^LrtGTD^lZO#DpUz^G&f*cuYUV?;f{ABM!_F57%ZUt2tB>HKhc%wiQHW`3 zZhL6}r~hgY(R#r?VR8qm^A30x1KZ)$`;s>X-TDD{-Xy%BN*9^I=A>Sq({f-Vd3bii zvI|Rx5ty;^Q9pwRGM-keCTjbtzc;&GwrT>jNw0f5eJ5+rO_{R_CAwTgPjW0e-S66E zk`%(vyFJ?Pqg3FoX1;S~hz!f~oabC5*?Q04O~6F~^X9Epj(L|bkLRa&LN#=BRJk!l zi0U>W4;!)oByXBh5z&~}g6Zl96ydG?EWCg{6y*KMlH(JUy44H?i*S_lJR?Dy3q?yy zb!<}eyrmU(%17QJ*ZKNq^>+)HES}ny2EhU=M^yA?PxbuN9Kr4GHLz zzxx}8&JCmxBKqCVe_A2_+eMiEHP({-pBH;)+x5(3OBh@F@TxuvV0L6R-6Elq>7W3( zFj}SH=+e1}D>IB4vTH=CU} z)_G+f7}y#pbM5JL@Ru#*KTZKeScy~}?N?i4@( zex;Ki901tC?Q{uT!uHx4%Z8H=4-bO@=eVe-F7Xa_^Y^~J{}?k#H-Jox_F6_JhN-El?czX$M|SQ zcu>K}n?34VZ*mE9;gP8m4eQEiOU7(sq4Bg(At84O3k^Lkb^$GfO}LE10~4K$Y`55n zI?G7LLAF~Zqyoa^OX@}ZBd;6VhuuX{vsT&|3P)m2M(p=b7uIFV%YFtO3)!@Sycihn ztM4oyxM1pmVVnYx`RZ-HKA@4^`1N(=BOm0_G8-k4M+}|XqD{*}*y*@6YHL*o!{bE8 z6yB-OQFlxFPd}Mr+D!=hH3#5QvRv-dZ~u~PgPr9Y zOn7BKw*z-;J69Z)BUAHjIl2W_PX~L`u}!O1-Z4Te4Yk-Pbm8WXg7;TXn6o;b7a&0r z9wyIkfDC|xxRBcbJ3!C;MjNPLD=)iIrJz_`nHk}5NO|f|sLNv)zr7ooC_3{wR8G6Y z(;LuV9(?f$dxQe*B&&iAn^NblqqxJU?1ezLMatt9%Dq{w9R(exC|=uzF(scgE-n(8{$uk$50WU5NU*99EC0zx z{=FYz{@16Lj1}lX^2b{0%6)1_!U#o;TBuZA3iYVMXnZvm4HhLebBaUm0$Y}qN@6~0 z1sn_wqYE zv81_DIvukL#0;3sMlkAB>SPV{p)PDDb~Q&N9O1UgOs-tpeTA4LdlWBak$#0filcsJ z-8>*e_9;+kxhq2O5$mao{@L!hbtozxTP&R_VXPS4XeW!zq!CEUig}O9Vw?Y#RSJKySsR73-oZk z9+@a)r?6SZ^%Z z$Z8;r*`=&BR-wbSi;m@8Cj>nP(|6zoz2gUVer!Cs&XST7JDWVc$aXHIE;MI5tEjam zpnuEQ^(LM;q4zDgy2hIolEu?bo7wg-#Cn{DW8iz^>DbCH7W_7wN_|<1pNH}E3?(;Y zQ4KE*8jc2*JHCXD?IYVbPa4ke=y``!uifoSjf?~Z_6a?ncZUG0nZ=VV4R)UKEw_AE zp^v!Uov-qlyzeN_imah3fkZ98DJ={rw*&iCyrG2qijMs;YbGbP>uTu2bD26HcBb@U zeC|Dd6!{Bq9xu1?$8JAvTQyWtz|?g%$3+xAqU0RuC(6V5WSCxr6+o@pvGx(=Mduf3 zyW@)jdYhvP`xN2Y=Q8PH6fL3Lqph^X<&(91P7bL;2SkoKUcq2iXI7W5=TWpzGFlP% zDmp9QHR=M1UOU&@d18FWnxetoRFG(1{x;S61yaaqXkF(&O||~5kiUq({~OnmKsZ-I zqNZUJtv$M)I*hT$d)d<<$3fLz%qgk7xRV4D&7m@lDpJ>^0=NV4C|BFuD8h*f(JkK~Ch` zrGqkQoNp>5R9ue)1*Yj4f=c|u-(A0gAdd&rqF}1_D+!x@3y))8EWaP1x{po9*eCU> z)Slu2j?9^}Pv^VHN0D8fOx^-nQEe*=D>YHBPsi|;4=sS%*OEzuESwnLeY==ICNn%* zJw|%K8att>?*X(OnL$U=eyH2QvYvz!2C?&2ELg(Sm0>%XonWJuo3={_YCdA$DeG5y zsGSKX^-8li2Gt%ub1!XA{f-jxbY&SOx49&}UTuQFJa-{7Ui@{AF%z&AmXKEN(kb$D zZgyw<)_T`vqaw=kSR_PLC4{6MQX4z|epJJQK>=_-r?~)IB~=A|1J@BOtJF-3UxcM&*F4lD=uewPQLox-h84|i`mJ#8YX8fk^?$Z=tgFSz$0Nx zf6)uH5>2F&0}|)xa~N*e<8|=5+RR;6Lpy~LytrYkga-CbTn4`yE9)xv@94~Is8(sZ zqHyX+y0Bg~Yjr0S-d{EA@Ubgi#|_r)|J01p59N6(lA>paDft-LCr1iBB^YKYh}Z9Y z8FH8v2n8o6UMPZ89Am3Qf~?B7rGY|-4N}D5Dz&JpDiC9p=4s&$&8_Kq6O*Rt-vOQL zs|f1l(cV_cWXox}s(BNIY+t{N#;rpMcQ#-4BPIIMI31;=%JiJ=+Mh5}gp%K_+ieH} zlv>Yk*Q7#o=FfDCPV<%k=Uk>Exyi2`AI2k}LYuTI6c4_KAxPF`}@NS}p_8=G=Qjzvg>xk6tBA%dmE zO1rl0PFGjnkL0Y?kc6z2hXG>|OYiu*y*?FSq*chOVrA5ZC`T)h(L!4%BgkPto%x2l z3sh%nl}N@+E|!v`2yRw82V6kOpd$_1tdx>3I&>X)J9}awBva$lJ@% zF)^TnJ0uKiBMD8g_(nvAg@xI1Tm|i>cdser^^qQJJ{aE)5v8SqizH^1I}0kPklmfHpCtM>zv^lNWX3+Hj!uPQ#C~@Y-6&Ld7GAc7QG_kMIbPe7dH7 zq**VRu@-(VE4i4APHbbY+%F>U9@y8p)B|Vtbq4Ft(U;UU&cPKHD(MrAf-{W8=Ec>$ zy;SP}x7ElHNu0)9I_@!6@kKt*n!KC&wX8cNfia2ALODvkJ|7-jH7SP0);73uvS7g^ ze^e3xo2T|~`CR8`ZFElod*}j$GH0w?|5qEb&SMNh=kB-R3>aV5n5siw(L<(r=NDCg zrMGU{s14F}^S0A)6BKC~%d87KlCjN6U2_8>jq#3BXGHcQn>U3uISZtPR#_GxH+8!& zjSG4}>Lbsk4JxLp0(sRPN^~OKlFD5WkvDaNdq5!C`c(a^d&LDmF2pJ@9;{kvtjV>{i4zPXR+X9{H&9k5Zi{c(%-hn{*b~& z;l2J9cN@n$#1k)XvPCo>QpJ->r5@=cWKd(&%9HJWf1hYYfE1z!CO7#{6RrQ4$X{_r zw?7p!uvy_myIPZqA(aBBVqm{JL@-zzX2ql;RXKKkJX7jz(`KnabV9oun z6cIGyX>q6^+$~)9>Y6Y$$Jr5!{Ii5TE9Ky6$E}t(VmOht+rS`+Qubre+=jbx|Fjrn)Td$z4`|f@e7+Dd+f@X1FnC+#85yde>ys(U2Z-Coc{s zMaMvod!u4bsu2OAPNj4fj>t&SxKy=7lKUp6blArO*q@NR{$xaC z-sXXWXfC{T%lzaX6l^C+_26X&VB{8QuFn?~N_FxsONy`dsCQ}C_-@KKyN`<^X1dlU zW(h}T$znM%6G46}>yCa)k#5U>d9P6xcu8rqY%%Zo*@uvs%ban`Si;!s%pRy7)X{BB z!0~y-7i$~3H&cwj$4HOS%iiC%$Ja;AZ3yHzPp-cdCe#@O{ZpLxqto?6Nc0 z@-V_uASK`6s2WGWY_%rL9J{Bu#0Hxj@mYO4;;hBr4*^tBW-up|xq7R!tZpaFJB!NPk^aQcD4_byL(D zl%Z|dXH0doma%sS8F!c@7!yBzj}jDn(A%D`La@-aJ?F8+`R2_dKc z#Y}|BI^M~99@)%qB@<%vhNJOj8VNM4#KK7^Rr3QT%ts@S@vgLju63Mo*`o`^7{I8M z!JVr}uoyR*s6BL~U+GKY>fhlu_aTs9hK7cMH`!i^6N`uigo`PZ%h}W2Xx0Vx(Gg?P zIbKb!qE!l{6pK#kF(q&XlR9<>skoz{Rw4@w$|6 z4(fwDvrto**A^PjTqVgz$Vl2%L0EL<^+dB+fliD5U6C75Y1rY8%E#)b=AgHO(Bgep?xNfNY& z%d{(A@&>0A5ieN_O^@9PN|RCBs=_o`+^7aV zq28!J&V;f=33<yc)TKY^8r2hCo8@OsAX!!Eufq zu<6J`tlqt4?S2br>ZbI0%@s;N<+0Pb+W#n34yhH!32uvYrGOdwyo~>!m-?R_(*OwH zng7#5IRDzNdr5_Z1Zi}&#e9woRp^+;klt*M6~#}QE7T4sD!f+ zo*|uD1xK1Eb@LXU;H;uD;a|_SK6o)t8-f)P7xkxwOlJORAu#>sRttFAky05w7KR?R zGk0bZnX3EMDdtA4u_hshHj`v04vtuf4A|>JMAH+t+XEpSh4I0teZ2n2HijZI{f6;c zbh>9)J^0%~?nLtau4KCx3=QJOw4`{XeTtxGh>0C{mAr{5^POj+#w61HW+mH`jbuBA zJmXcQo|2&yC1x4HjsQoXrn;1;!g`d@|FpaD)#yF79iJd-c@yQnj3aBE#K(_+7z^m< zrdOq{hvs}?qHmlEpUd39Xgp+bP%6T=bF`; z!dQMh(6}GT?G{FJ=-zzdKC21~u~8%hq5J%Y>P=8?kvy*)R?))&`vbv?q*aGo1!{!q z&ACLDT8sr9CRCO|udS0DsYx~A>IcvIl#!rT6&d?CW6|`Z!G||@?p%nQERnUw-l~b0 zvSl;T0@2mhoNtgiKw_IUKhFk&`dzA{;5C6XfT$j1|vAvIntX(8A}sIM0; zm49k_r*Ud2if$iT}wr|2a>YD7)n5X7m%nr~bVVg`lFJpDjErdrd#xd5-4nl>dZ= zylBhq08=7+V!8*AcDgg^C<~Ac{oO+T48-5Xk60c40~CdY>A#@yf5EjVIo&#L8fix4 z)KnsFfyE7T^jqzuZY`A-4LV(mRmEfF`6Wio3(*4fa~%2YXqn9;EaK(1_8Dz2YC1$j z7UP_Ml`5EkN~XISh$v|pNqePZ$`x8k3rV5u>=Pt131yUrkawvVcSP*%>Z4GoNST~s$%2$pJ&vi18W+o}81O5;T5mpj3|-g~D>#+%(0 z4|RBLidP*6XUQo^7B&!CODm^8YFU$fcgc}>)KbU3;Pk7by3Tomfk!pZX~bn&BV@0l z3j9FeanE@Do^pmeoLCmE`1&Q-7 zMt)seoz#3C7)i5Bg6=rT|K76*-GqxURErHYAX~F}utq+Fj^*-Lk64-oFLh!`YN+yD z*5V9oEbzmnorJ>1&$zlfB%-mlAN%SpoK2P^up-TX&Z$eW0GP?BsvzgxN+y{(Df%Vn z;8b#35MtY`rmK7ziO3P1$XAe*O;dHVc9VHYa^QJWf#6@+v7S@Kk3@GjM#1Vy#GxlS zG0O*>iXv3awSE7$i;+Kz zN8Cg&>HkR}%#8oPKqCJtK-8X9sSxClR8HR?&{;xrAo1_$BiAo0$4CVETkLTiM@L;DuwZXP2d5l=SWKX&hQNkmIg9>v< z)Ci}>=_A#0b8v9*WfuG!CsoWZ@f|_!ey1vbX3oyC6iGY><+`g6!t*(cr?=q}2rn#~ zXvSrJYkS~kqO@Fy{c@k29Z#BL{P4VGZInd$O7v*qX$+2T*<;6XRynuKvxrp}_)`S3 zc0m76?=dfqihV%jJk^K|t%Zon`cOgxvWEQDR+qfe72Nepgnq`0!+$ZBR@LEypHZiQ%O$#?rdTGPj!lwmEC`IeZ?G;_ZSlYO-_ zV!IS!pUl<4&QD3gv$y_CmqJgoP!2#myUr65L-{?pXnR`!Q(pI6KT)_lqqagvQv+;l z(WvapCM=W=*CG}*=@M-Cj4&S9r1n{zrY}?wi^12H6Q~U|GeHHC9^SIuvokQD*Gqqn zC-0UY({8yYM31Dwx#S4>T!PJlHa&?{hr8DG5f5QT83w*Xz-0}!(Hc2(kAW-6tvKmc zx8G?5-2)Uk7k9bpcc_vEh(#8}4VJHI`gq7JI%B+T%RNyQEI|!ObFeKdp=`c29`kF1 z^iYA%eaAo<-%Xg0^*RrzMJ8VkD|$T{wX?Wt!OF6BN z>C;D*c#MCtUy-&Nts5KbB<#32Ev~w$+x5;t1vl)TXBsghQYJ=$W^|O}mXa`%!eZ{^ z(uF`I)Yp#p1fnw@EN33n9k|^O*9VTxIT~cMMJ$3B8lNNGhVW#W#+#TTyO3Vnlcn75 ziTg5Ylbg(_afb-iYWJLSK$G*18Oo1sWX1JMSRFI%BZ4{=?m-Dg1ad%fp2(hMI6v3D zV#BxLbo&$s6o)6-9TlA-X=Xzx&q9@G=BF+l!I}KgLfcruF=f*E>XM)oO%#WRgZ#B) zK}(I=x0r-beo%Q-+tZJ4HLZXbTF6rNtUr7OMqxBHE^;c5_D4Cx@PS`6N1wIudX&;G zey==Yw36t(E{^eC?u0@*m3nKb8_fjLxIyggJMfaud}=;xnDfZO^Z%}>QoCUUh3D+1 zCBK7+*Li(}4TUXod2ng=R;Y*4m%d^V$|AT`UDNTNhV}h5@X;`IR;+YA{y!`O)?)e(jD6t)Y9lwW1wC(E=FPuXpp^1y! zeoMsWITV+O9l8 zK!&6sBB6=|f%BBUKJ8yU9p_|)1)L?P-0438d#N)Z)LHgFbi%hO+5^ zy9^|cov5g}f073~`+xbzUnzL15^AC58WwB``J3o7qL9XL?s1LsVO#BWIqipzO8W)E zh@}LheZ2*q@WYVf%JKZ$&Jt>sCO4{Et%sLx6^6caEY9)qc z>^w%YgiD8kawqSzIsBqyip-1tVoh!k6@$0C-B4_AEDm9MpdkFYD(UbH%8|KppcL&7 zUmq>u?af5DV7H=V6B7Pk<3k3_22168`kk&Pl>1Iod#7mAAQp$v>FjZ*rLHdtRbLV63^s|zQ8X%| z9f>qw6;Sw^uyboOMi%FJvs>G0j4${MouFwroxEHVICL;t%kT$&Mtx1)@Q&XQ@I2c1 zG-v!Y-oDQE(}^BcTb|HQY$@5vIM)`@PQ#d86GDFHTt}yN#5a3gaNrgWRs~HPb^()S z>KQEZ%+OT8|)cwNl*#B7ilZjh})8}+Gz2BRKo(A$a zzNCJXDTX$ip-&~MUN&bV-(tCe|9ii5BuE~}@0B0_vsQLAr+vW?WtwOQ_>I*dWwV^yiTDT?|ARoJd-M+jT z>gZkb=0jL@Ao6VR>j}s{>b&??4{j(?sOoNNS=>XIM9UHl_l%Bb6dP8QIyh8QQd3G% zk*#Ua%N*S!G^D`9WpDn$TL_mt|W=f(L21 zkJJ8_r!@4{+PUWsiM6QqKzn|{?mtN08}n?! zAZ^!Qtq!lsKKb*}c9CXSh@Sf*MX)SJE+-Vq1Pn(azeHiMd)6A{pWgnY3>LMOl4e%E zoWj$zqNCbnG#ChjIcJJ`4w&MtxqfUeKDlfEj;DJ%JsJ|6Td`zV52;Y>T`75@B@t8Q z*s31?EoX?U+>)i zpj|nEFCb@I+n|0Xh|sh^uyG|xFY0c^p{fMV*a5->cm95aRC~n?PSZtPqTd^?Pg0bu z05iC0m;FCetUtf65P`n_|Flj2w?Y{IQplg!Qk->S+_06#t*Ei$WaStcXK`bD)H5~d zouMJa)pZo@O{>Kf7W4eLO1pT+>_8l3qB;D#)G>l`a}l_d{PoQueg=`D=^?K7yLVTc z{SLPqol3b3W3h3Dr?OcmjSnTkP(F3gGF>WHs)0(l0GV-PQ!9Tujj5h!APV);wY|?s zDjRf+8z6YNX1~K+;v-({# zR5CIXOBONb+yTg-J;>~<^s*y3eb%^Iuj~(I*c1mihb#F@)R-r!bVJp4_hnEaPqenj zTZaBA7oV0624TwTS8rP(SK|e*{AZzks|Ro2nY!AoL&Yz}HQ}3HollgJVQn%>DOp?Q zMpdsBhu~NjtfI?p@Oq#cA&*p#fH6v&hmvbOuq$htC!I$ukJ`DnJxS3^H69DMoo=X+ zCNlvDmyYkqn_CM7G3?PYne1cBTrd}Tr0n#L5k!}}uE|9~;Fw#uA*)}}co5YNs*Y=Z zd>1Pl^&qGA#JW#?VOOhZ>?|xGpA3~1l=(Hotx|3aJHilyx?&UO%!mY^)3%=C$_Z&^ zVk2sc18I=^auf0ehsRHQwMxmMI1~RhuQEZ(y&mZ?v`^gaqv6zx&< zsynP=E+~N!xOICOtYFHc=`G$3{>rEx0RvpXgp|9TgJWo&f~JUyul@tJDNjI5-|N_H zmXGp^%_4EROkx)NH7hi>mG>ci^*ZUe!9G|OHb8P&rZ^Hza@xn=Xr+H%8o~-T2>cVR z^gp@9zXrXkQlRwvs|58A;U4fISaSvyMnv2BKR$<?>CsplDwG{E2o)R{~DJwvWhM z$-kIHqYn(y4$x=#I68T-$m|a` zGSF{@@6T2@_x<8X+ej=PkPAEoG8PH!mm3;<)HRDIl@E^%Eu7f1xKqZxua1j7uh!b} znEapv5V2x+B}vOMsbbP^Ct)XRmKtUWyuZxz^JLl&FR|o7U`r_)tvo`iX?FQ&%NgL# ztesGe1!WOFH~NhN8;#3{7ct5rDs0Wn6xd~Kddv1L-#up}N%Do^`Sq%&B)d0V3lwXjTM~yl3k#!5O@Ga4GIq{u`p9l-DaVEl zG)dAye)#drYtmg%0Rbr8s|$I4`y(LetS@@bSN7hcFirv%%eIuccuIFeM{u@}->&0rN?KxiuGRR;K_%0|F15F1bJ6P10a8)HsYq z;Rmrm{(b&pB$vQaTKL!Ylqm)d>Z?-+;9E1Hb9q8EFMWf?z3&fNtdv3!6mHhFcdQB7 z7yC}$D+BC-Gq78k7wjS)6aNO>_Xabssxrwow=~Cgn%mb#6NriwzpeC}h>CRY6 zrT9Kw{{3@Wu}R!qfMxCG-^B6fg!dpm==A^ekN?G9Yl2Qg{^;+r(KsGqX<&gZNK*#_ zB`u^f_AKBL$T0kt1hf|<)Dej_xLBzUBN^0NKdims~ z{Yv07Ozd>Vn?RUw<0u*uiHY;s&R5AEQZ9m(*)_3HvTx9++&iG$1(iW(F-Y?2mP}_# z9U!x%3^I(_0k*_3DK#Z5k%B9#=EzdCr38myQly-J=*fRbjhGIN)I+^YwOG4ktX6vU zRr)WHBL;oY;3*bS+dEvd9D4=?%07;^agG!umd7%o4vO@O_tByz*&>o-Bz0J6_No|BfHr+-pmg#o?-f~!O-edJYli~E;vhPRoprXOsvbpu_`W9*Sbk*CpPBfPx!M^>)r z&QyQOif}FTQp1GM@EEdO=7(pMJZDHU``3o;X>nH=<{c`7qNyUwZGJBf@TBhL2zfR% zk~ix;aRklof%tj2^=bm6Y?r|nM%d(UrnTFV zc7$PPP5PNi$qOI#+exaL(bE}zy(?wt{vI5~VA<`c>DK0NX<`ZQ3qKIMhIO; z_$gjS_gF*4NOEyv{^kF`Y-*o3+< zZYp&pY_D_(&OhU#1bjMk(B}_LO;u_X`}TcOIcWby(GZURshTrb;OKr>fifQ|ggWyA zMLr(ieXKr=QUfBhAi-ZwNSix(k2vSBi^y^|NS-Gv*7Kt=Nf_!vv?)eJ+ZL=J zAw#8;J$AdWVtE@=ILG|RK1F9&_Q1b2&=dwhpWfFmX9=^0YNbx1UPee~M%t%*`M2DA zHb^25?D`r1bYuAMPb{|op9+*SM5!fK=cZ94Fd82OEVdkba~yAR(jZ%Oa+Xf&T&$W- zE>P4qYbazCSeS)UKNFzZxMn~#Pd6W?Xnh${T)YOAAK-z$u|VayFK-)sRkDF@WQ*S6WV-9@u1?lO*icFnpXuNXcIr~nVx=Du7$=Hn&t+uxBFr>& zfFvKy!_YpOY%$1&j1Nvg*Zr7YGRkE`ADJPmA$`SLx)uOoSJ!jVbmSTFnY5Fd)^CTV zcx#|;%+jgGN@xos?x)Bh8I%Hy);SOSUO@X^pPMo|&#ncev>@-)*xfN5tWT)lgNyjh zPG(MH{*7tOE2r_^y-TSyeK+Jm887>t;Juj|HwjL6^vH3dJnPS4+9KUC%{!#3&5dhN zJxd67%0lpha+Pfh|KUyUv8tM0XHhzv8DdPLvs<_~qQgL;53V(aKZrd$L)O^y(j9zK zaL4BVRH1`yUfa|0b>`wL+nkyT--w$*Z_akJ{={memb&Xt*0D%j6|+9O4BSjKw?jWm zZu73O;6|0DD_0fOcqr%7Q;K1Z8H2%~36lr>&ZfNFiQZF0fagTXK%x|Ra1*N7=mB!O zU*hOm$jkEw6 z2}VD=?!n%Cdt$!IO2DN;ok)OD5@W_ZS(r*ZnI2bywaiCbG?L!;y0XwjR3QQRdW4vH z6qq&~ajF>!OVkCHBoBO6ZH;N+T+0MqZv4zI2RxVDFPs@0T1pCJ^QhP``NI3_g}5yc zg4UQeb9?6#td~-^RR=fHMx@|8$R_R}$Q;mczW}YIKM149Xv5B&PVrPci8(|hPd>uq z_MupqY(FmPxF}+}J)#wb-lP+COm_73LvV}{x7r_OmzEshZ&h$@~i4#BL9`Lpg0jk;( zBZ~Q&bZgkKheG#}*+cGWxanukXH~_j9Oz>!RRu13$LUSDt*ADaM-h+q2`=n-8B7mZ ze4Bpm-UbFz-{@iXx*+bC-KR4d@y->vuP7WOG(TX;g+hgLRA1l+YkhWg+dkk|7Xs_a z$ZvZrNL=g7auE{l^PgC&Ub-{(Vs{<1(P{RT;4K3N!;uq>V-{npuLn5YEUlIPdD*GT^~GII*bSNygzR}co)^wTLuJwmS& zZ2TZLpz_FnraAa+&AW9wEpMR?;T4yOlZ#6>Z*?P=xM!h zX)cjR=c|e6&dAFgb?2s%Oxv5)kf7-#Xzvj>LTOcK#?TbdSrpV6={crsDs)A~6_Xci zPM!Oh`{k!Cua(EiWHy1T3iXmw6FhHa0f9pY;9^yxn};q^DWpF8oHL+2Eswa73rg!Z zmX9jJ*51zdx;gR7q~VBbK41bZFSQAbKluXMgbdhxW^kJ(B-EzzXeh(smIwqNGJ@N? z%!&Oz9CG{#n+Ec_|6Xhib__mL3FT3hDDU}HkWNhmA`oW*vQ>W4d+-JBoOtV79vnH( zgn%>+O_gteq|e{LSv??q{Aiuv{wIC>$3_04l>SQ}52Yy`)Hec!!sw#{V_d^78M$?OG-ZQ390!Tff=1# zH{5J-+InB6D;^dP&zS6E7^Yfkr_v~P=?=-AIGTUSDwDrZJ#i&_8g;AqF(kf&ne>|= zMr>wp>^q^nZT}c!D(4e54l;*FYl<|8o294d{Kg3r(w(l@)K<&}Yb5{a(|1dEfJ2Be z^ZRUauH>wt$sP<>hsbZtk1BS_mn5bV0exfUCWjJB6-I{$R? zPG;U+?euD{d&tO?#rH&C!g`jo$EDhbuV^Z62^ZYV;i(~tf}YnE9GvS{);WRmR1N9_1 zv4H_cG8Wc>nOq-W+au=U5`?S*3OnL%2sYdEdJ_?3$jMnkZ4N-uxwW(9|NL!{7AnC4 zm@(E&pGYSdI+18=sq^2bPor9$Kqiwyb$Uzi&qpAvWK@N=yBZcHHiveB2;44TJbM-P zTr?%_x$ulHEe}9k_o&)cq}H=CPX0&1iOv=J!CvHe27)GBKsP&5C*+21lJ9S?Uhw9_S{QJnj>%*d>OZAy}MrS)X)RGT<~#K)BNwL??)b_|%=zMtyef4{Yqf_@ z9)|tmFVB2LJS&|vJ`Ld9V@?_8UTEd1t_fX|yuR8a_p8Wx#B#9GR|CW(*SJeK*EgOD^O?gMU z4ERKNMay)KRW$RWM^e^Q%Pa~@bVt>sNCnqWCc{KV7zSuD%x+oJ~U4Hz{Lh?Wou}YmL`zML~JJ8GW7skQo&my;hu7f!{A%Qw` zZDHen%H`G^iZ>4H@UW@do%0hq`=CkAGD-1>TTKm<0#ZtiLXx}+X^(o_lDR~~l0p!ico{1_Ic_0FpA94ilU*nf*_yN%xZeWwmw|g33$~ zWWwto2shQ^bvugi8Sf%crQ_Z%)wb(v&WHYZJigm7*!l8!e|}a>;DktwN?Ij_>!;Rk z)w39tY0NS-ic@=QtmKvIILDSI&xW;?a5V}yu6DQg^9QW|j6fTK{;v^MS?bdIA2u%% zMf@ZC=w8-l?g_I<;*fO`LW*F|2 zG={fcw$kK(N#op8((%DC*d4MeVLsg3R$r1@ym7({F4`=jdml_uu}#n#Q3yEnKHxiN zW6))Am)I6T;lzj;petyRk>;4&z=W}AZybsO`1paw76igI4y8PF!Q06c)3*fi0!BMo zDjmP{XVH7BJ;3@~BlRYqPr$;K3VeP;4eSmxD?uG$7Y?u;)>3rOxZf+bEe> zd9}ZkpxjxxS?Xd1?59#zTOkNvc0_XzI8tXpA?dR&WLB1*ft+#LX(U2}dQez)pCSrL z_3Cdtpg-F{cNa)Y{wa^e@L#VGxqsnF=a#jcrK^1(Pw1WAq`7;A(qonQDyr+Uo69QpJt&R=u-kP7z@xB{cWCI{5hz_(1hk z?QfA((y3gey^;y#5jP4&q(?}(4J(Im;-yqvlp54}zCNuaDoHU&14(vTQkQ(F(uSaGQ!KI>0;Re7$bxDpnPi44hK&_>GT>mc_$vkgSAz9+ zUaq8v%Pc+yfFGF|t1D`=KgZ6XYb7Pq>{@MZU$v6Zie=M)7rI^{T#;ub_BKI7a*26L z?SWC(6&L@Hu(JxPGu^g!C&390!QI{6g1fuBTX2U27VhruvT)bn?(XjH4*%-id+*c# zsp>j6+)%~c;CttsV?3j30-HmRFX!7WJ;4=#^djiP4@NrSh8mr~%L82Nq7mMW=_y(-goYzM@zPy1?o^Q+rRAzEaQ; zlH?%{#RXmj(JcaLY8orR<|s^(?UZbkiFj`9zg@|%{$TpFe|mW`E4da z&&h(pK6L1WtoA+>YUlzxVcJh~U}j0oW8YA^(oc2X+cPI^xD=Hx2hUq=JRdU10VC@O zLba*Tjnpu2kh+Kt1#z?8Y<{OBOe-@kesLRHIg{|+MFxF0aT#C+TMqzg9l-LgUf+NR zR3NAKQyDGT!P>*7+;p6FO0(D8)%)p1R!))F=Y7k9i!5Tuz*e{OZ*{qU-V3W>!3*~O zVNCz;F@*8op^(2Ey=%@?Vqy#O8iwi`piamjfGkZCccjcnVMUo!bH&TL6inW%PUWJs zx<^i`xaGC&q7ZgaTc>bN?u$2o(CBsRY!bw8$o$jJ>zS#IkTI2LFdTElG)7tTHLa_3 zA$4pSr&^?l)qKpb|81miXdXu?G#PpufHP1qoFYF&2_7&i)FYfD8O8ByB|=|FnQCrY z&-Rs+)XXGP0_Fmvk{8CpY4P*^p8h%(+bw?>^ggOi;glikijyiM3c@*7+(&_Ra%^qw z7K{M$4W%(M95zxZDn-)b(jbe1ef;Z0nE*$dT_@a|7tWJW9*98V)`RKgH0Y=*XU&N2rKMlZEDJ>(#Z8t!8|lS_hGa z*D=8PwvC33JJ=LzXXGSD_P4rO6t3>M5`iG7Sd}?a z3plX%?{#&rAZFxXuh5+sRE^`W60`_FIDIDWk{EQEO;3^tE7Evd6snKo$@uw?3Q#Vx zo{U~!l=;__W(vzt*Q@d0)sYKQN3-~$=06STZ2zlF`rp}fU)KZc- zU%gcAfA&({t#1{vYt%a0ICw|uN1JIyB+_IM99lEg>YB|$GxfiXnP7g?su1WW!J-_n zPqCLCc5E|dzfofTz--GB-F_K2`y^T5&?lGmj+0qiC2$ntPrd3Mk%7dFqMq#!r&>$+ zL0AY4;T<_-ja2Rt7C!WDFM|ncHjFLRC z6P?}@^TMXxU#L@N1z^%wa29wMGQ;&KO+z_Gjhbq#I!>@KX4d8|V7;+xAecLXhDtjX z)M^%C)maK{@Glj=iDgrkhH+~3)6Mp}048?S(r-Ng*-M%7zXTkJ@g!~>e*ZPYGFNa6 zxaz%8=(5RJRN;N_0Q5%yB<+S4J=pP9@ekTi*8;db(=|&S1ZSTgf z2`WaS)niWtghy8_63}_g?R+seh2E{2UID3wAz7eHcY@)nq;S z4saD&B@#IX0A>M-u&u#%s7^lDpb(LxCQ-s8&IdrA(^HW$h$*YySm^0Vrn;(w3fJ&2Hx7EH2{2`_j z&v!^m=ys7>`qmDJ$C`+GcLlSRu%FYWHyHi?U?7tf|f|j z5`Aju6*UnxFFVG4AA*>AE6!;5Q{Ii_&Zm812?`cF3Q|v zCDy-#>2iNPuhKPuB^nWQhri)#H8*L9RhhYI)G9;+6p2=}i<`$T*vg!9-1Cz~EJO$~ zG+lzl6bzgmr_GnTnWSp;N}6{b1PcK7#3o<|~xfx{+JcFagui z;i>`)+HXJ|>p3gtx^JM~wz)n^HqSzVQ2?|L=y7$RxL<@^3=m5e?|JP}&IQZ4DAOn2 z-r3pldA>X-24nk{t;H%?CBm*;%fOQwL8G6?Vtwn297hY$zGPglQFF`2i1IPQTJWl} zgpojyC7}xKOmhhZJ6*NOkRXqiHql@BjNV7{wswpUkycpG>bS6_8Bx^yX^ew&Pb zDfD~A`clF@&c*x+)|UxqeLv*`oYe(raBd`d>NCG-w5M%~9Re3#ymk3!c&m${2yIz} zYiDQJip-0?n&9w^iRq0VJfn|w{#t~+RLGE}NWRro56gvR67=(PZ#>*hdjk)p%4fwI zY??g@tc871l{>NsjdOviU&eIr$&f0Lv?~aA9t>0RDT}!0eTRk(-)*nAkB_vfZ>-ul z2>>Qy1x?l!ix5@gE0TGvJm zF^HDR_ovk;nh)4zvIj_ukH65+Bau|`*vMHk2-Wj&n0-_c>yAYm?~n<3=)88fxw?PX zY^EGz1H#~3$6Z#*yeMDt%{%49v0O%%<^_WjAIwa+plDll`^KG-E5K>_<7Y$>k225# z&H$06$Qq|of;MuqwTZHyi!ipxkFTEsN!*bmqZ>)KYffl$D%5$)^3&w`J&z-^bp@wuyujzg_t3-aqBD=0ZeOUIfMUHS7AdtvoXZl2dSZI%IjJ zw~!TGQ#`o@E-rHDe8Q&xJKQ7%BoISpy|#ZcEdKX-#rhxgySNhQoPJTbuWe#tPg?z8 zl^E4axLxL@JWtCUSI6R*#!Rd8eqp-Z9qe`6ARcmX}&f?qTf12c~X65xgd3}yHgXQ&>}_kGk+$>pj? zKI8rIJL|;>g3q#yvQ|lauHafAi#!B>#KYyND^>qZ7V>aP;Qtda z?O9M$^jUXe!PT=JIooz#*0>Y>Qo?xP`73NNZeEeBFS`6LV!E=a+|_QT>pLbn%>7CL zej9awac38&J9I!&N2$(*fC7mt_c}=t#nSq?)n|%|jgs*(sGLFCOz!!XL_yNKDBwN? z9-;0jnn?8&W0N4B(3Z2DNmF zYLkj>P0?OPrfP%L-ILMYa zFb+4cLUj;%bR>=6?bZv}u;v2FCCcW@B4`ZW&rV$&4LTx8{ge>`4QhHqAP0VYrbZ$| zn$VX`rb;$nh^7Sbf8G}W?^pxLAxUKO+)GMGvr~9DGKF}g>k`JxzQHM?8S~L*OxUn> zrioQ?t8Hf=s!SP1G{&Ok--U!#nLxl^f6hSkhsBXf4mF;QFaT%4MFH=pnFvdSz4^$gqROK-2-B8XwAL%5$HAeT?{^n4fKrf|o3 zy&q}4lvGYCib%jIYAeiMVI-Ox*-7F{oUzSyFu zcGbwpMIoS>aekJc-604Y0;o-2;$-xi;MQ}j${t#FaFXQXw4*h7BkKt$7(E^igAcCZ(`0Rru zLM?j&l%iNx0jEX?QdFK5XXX>994>_C@j?=?@3`1rsEkjV;@U;c(TEwyZII8G>Ss$uMP1J@%ZfG*6|kA}D@F|^`AB%d zEkUgw-Y%?T2~}y3>F#$5y*#~`q9g6=|5E*Bhboj%iHtc>04X=5=GIuz$pS<>8p)L} zeYiVURtl#pr@xz%hq4?{TO^BpOb)5sr?`TB`dcQX1*8z!4feEu>c;)=H-zIa`p>^I zg@5$1*Y{)<&JFigS(C}cmjDI122bzNBSlk9lvk#iGH$qw>fvLDRZo}{6;JcSzGc8N zpScyl)_h568LSyS^4YkcB7rGGO8E1U1u9s7*}0MQs(%t``5dQR#%?_1EaKjeQ{R=% zW*?yGoVolPX=)=w%ZLTd*j_k&ix@ei1|o`uFFvJ;=ze?{1f3Hd)4Un&M(wt%%i?jP}XTS2PHTDl(Wy#NG zVXVf%DPSeyRpID2H&R2B&OV;8D83-O$(&cRg<>(BC+YC~BqqX-x|~TmSS!EmDiN+I zw!9VJ0QRLNKZlY1fxd@y^-N|uky7tpQp|iu4=Z|x=P7D>nLdXOz7R!Yiy z`gv^fH;x*!--8^{h6{cBct4&hS6=&D?b#*;RXo^j?c(Z=t!?9_<9y*h4g>E>m*z-O z5Ebxj|y^N>P?x zGZ!{RV>4wH@ia=B4XZ+m70S@EFWZtjsP1^q9s}H=fixP{Z{R05pP(e0hEeuSrhUIL%X%p zsXV8DnRT@U=0Me!`ox=`Ti{d{dnBc-eicV&){M0Aq}almgffHEttjr*y_ukX(=1m= zPKgukH)&IXo^azPQ}md@zkf(T$XB`0KIF^)QzlIRzJ~l2o$_5MD02*mO(7G#UL91j z(m-9f&9fJQORH#|lsNFz*%RK&fyJJx&nJt`KQvfc%x`11DH+p<56Y~VdF$YhU{jo` z#(7?NiJGwT>};HP$sklFA;IO#y-_G;t>z1g+pf2Fh!CwnA*b5C0#!aUd^l7qmT@Cf zllf6_2O8YJAaN%efNKa-5Z{NX8^r(KhlrK{<7S@5s3VN>~r#L|XzP zUi)~Yq7RnynO>?{=nzerSV3yC?T~e_z0P=P(-dhU=x@D<2Q=G6#7f_)KeLgK$%y3}IQxV>3#s}5Sio=}8 zwMDOe*x&~EhpOg8S8E)~p0nfNC3;pl_Ri%^gzVXotO6_YEQN+FlEPxTDw6OP4iCT4 z4qd2oP5aXP7t}o20}mi2YE+)mc>W=!YU`;^npJiaj`vJv3# z!12uQhL@7w`sNJQyX+VFd+pw~NseOy9D_DI};X z>J@p0=r~m0!-%{}55Vu5Yz7jB*M~miO+(T>J8|O$5^1z33<^!}Zgxv=Z+Qy#HFI80 z(rfSU(`+N9dK4Kq|jm#f$AuvYWVmpS{v&C9yZe!(<+w%Q= zrS+$Kk^g6d!ap4iS^if-J?h^H!;;-xqB_d?TY{8^o+f0682bbH2#n*Fkr^G=hxQE} z7dBy>P|PsO7}JE*BAA=_b@$<(#J!wCc+js2%Vzjj@4@ zmj0B~WGlJMc8V#|RAtFZWlmIa$ye|Dh7n7aqsYuYsUT)AFp23;X77bbH>i*`7Ix+_ z(~jpxkt!h!lK0thmxuXgT>2J?9Gb+;lAN@PkZnJ1H1Itr*>+eF`!;>aSRt)X`ZcO- z;Z-K3GQBYfPHNYzX3H~0kLe~V_GSbgZBT(ht6? zqNKVU=vH#47LV=Jtu?ZyrOlVGZ?t{6w9fR|bgq0Z;Wk3ObF87u`D)4bjCrAB=ii|l zf%&?(SnP6ErX4h%{&R4wC@5as_MA-xm&Q8e6`trk*Qy*0ce1^)KUE=Nuum)li=1-0 zx!ffO*63cvXXv!h&Hw_Q#3qybz1}raCo35g?a$2dA}!JL_S>4l^8puHuIb5&dw$ot zTt@Kd(r*I4uJTqdQ|q|-RQLOHpEkx>tkx)IBt;AHU3$C@+#9RM;rf>4uAe4WgYm0W zgS_o`f{n~}YX|`e5bbaM$Cu*n{&4JODOcA$Y$8p}@ zNQHBFHId__yRcDXjNcGTH^yi5xFo9()?6ws;s-c?O|(b~E^(PZ(;?!~+tFLL3l7pn za-aBy5e&g!w9kqs^A%cp&V1?4J-=QbB?l}QcBK2uL8CP?F)3!DI7KjD+cqLYoIVxl zb`aro$}2l8%P!)eDKcHrZvAfdCM1J2kZM2G%8dKn0?%%~3aCW#N%LEGf5vQ{ta$)C z4=vDm{8h!%rrW%kXQr1q*0F^`$il`meVKxo-s$+dOb;mKkb1twLkN)L3$VE$N z2OBWF3(KzrEGQUEvqjY+nX)m>^nW(`yY(a-BoX7y+xCBw$p4Hae?7QlZT?IdzU%3f z5IZD1SjC=F1dt^-6iGF3cMoX^JxtHVRQUKV>>C25?TmEI7)9KNZVh++6;C;-QCnof zC}djRKe9qGr!Yp`pN^j{c|0=@dTw^PPGmHWQWEvOA*`TeCzg%Y3rsYCB6Vt&Yk4Lj zfTxwP*s(-u|6r&FF2=8M$g=6m;ga&=>2tyqDx7v`9Mcrr$oTk`IF6eLB^b>1bCj#v z%#vEkrX}g&)C9Jc+wWO@B=gx53}>vh8XmR5!S83Ou^$b_ZJ|TtD5#%tuP8`R=8R*N zN#%j#5=^e~%<{U~w#RUD*2xKR|5c;6M z((rUUTT+9rZG>0qP9yGk{H8kU>~0xi$yWzO+pX}ONAu!R*a%UT4ZSZD?q6Lo$^HkwmmvmC%I)V|2V_!M(2#eAC-Ha-fvo>A;!^lUp?tfp0>H8u5uf zelCo%d#N_6Rfuxitdq{IIzIRQF?xTS31+B=Q_GNu;xMrKI#4|Hq@%(XPXX0Ak9A>p zDv}>fU@c8eJ|6Ic))KR?fD%F^IX(Aj7p33_X@INj$($#=jyWz_2_vcv=em8kpPw`v zN_E9gH}H?YwY9Z@B=Sz#H~LSotpCm=?EjhC|FoVAT%xce;61{cu6n$b#+2;D@l z+AT5&jm>bDr3YPb4&UvbMjO(|37Hl$J7 z_4Nzydk-_lrlBK=k`!y((4Pack_WK#eK26vDZ*IniTKn6h&Gkv+W{#hJfEj}Sj|~9 z{ivr2EJ%0}82w@jX@{VS%9Plh2pAZmYs=<4g{A@G)Z=N*Im(e)=qnil%gw=<;p!iR zqOfkO@w+TJ1R2yMh}9D^ksDSq@Dd{eE$g=&`AI>y{xQF3CCJ|#qPIlGyyzD?%kD|H ztdgD18h+X4&kx)i*%7SD^h>Or`zJac<@Gf}X6NTjU%5>%0JM5%d4Tu6qyOo zBxpe`0D^syF7!jG{?~mY_`9*37~EVgHa~3O=Z9(yM+V&=4S3^K=NJ*rf4(5MDiN;$c-D83%Q&ep+-VV9J;;CJ?Q$t#RsdfmMzQrSpi;+W zqB0OyiDp>2s}jli?422z(31#roZkJ~GRh!a;mSEz&FF+@OuzhMh=>l(HZQEtKqnhq zwP|GDaWO^M8o4D8#lQ2S^YuzfSjL7lP*?7Y-ZoNTXlh7WCJ@7v`)wq*6+~t^tl#VG zk!Mx(5_-oJx`PrmaQM2OgIpc)+28t-HjFuf5aMjtSH+NHtod2r;Zu*OR~)ymM!VVK zRM8JOp$d-Mgpb111p)`_<^E04wrJ<`;*SFOH6ku>9IKlnS_p7asj{(iP1JA`GqD$D z%0oR2mnuREw|4AHP@9wA*M$el91qlZHSI2&XH<1o5s4%?ieNgMuS_ht*;<-T-LuJl z^GN}~R?Eh6N4umn`OAErL{(GCUtW9Nl=#f7Mch+fqGyBR!Qnd&G0-mv{}aXiGiPYN zGs5ss8e#fh-jn|v4;K=4#14d0#*7ROD0?RNQ-c6pWvdK@vd zr0l%ZD|ZCSZBfxdH}Xl6t%|M>Lqe;m0b@JvkD!6%!PB$-!>#iHTIEV&1zE{U1^U>0 z!$!hBRlPtHD81EK7H==fI?>e0i(eoi5x$?I?+*(CX8DYYj1PfZNEho@C^rA_|1DuM zN=rgQ@>rzgD?M(pm_7Kj%j*1woGP}6)_@2XyIf!By%r-UQkAsVZlO3%87uSZ!(}HA z#O*Ckmon-33>GuW8v%m*HYw9ZS4x}2(pDUey!wFV_UBy{u|!)Yf}Ck;?G$jZ2+K!g zO<(+ou^L|Hx6JPb79A$LX;taY_jDBudB1%V?=F*7>jEM+n)s@4^XTt2!_b|xNt9zL zP&K17XgZRT7N9G)OHIySsZZsaG)OAlzz0@K#3cP&uNr`zZKJCZqxL>Bq*fk?J5R+b zo~@8IqXlZ662PiHljJZ(U@=SRc%^w`w*sMr7yDA+eJyy@jFF9bI(sK+*qw-PUu*XM&zfdd|8$J zA=ixM_CmUqIx@^%Mg#WIzZXE>3dMOx+R9K0(g-8V|Ia&#`m>1&V_?H3)zQQf z#u88An`H`H7jd;xjx`q#5v$@#VfCET`+n?xnw-C#No!GUQ`q|coUzU{lrf4TUar(u>^~lB#z|JG|BcM z{dTZRI-#sXTI~w4PvdhDqQuO1QBCgChi&bn;y)&B4taK$))1`dxuor&aRJFGku8cZ zNzwI1?B^}-XuaA|m#6mF5YY7=QG0uXq8t;3#tjL{X1=j_*r-32w7iF@Ua z{9!15NY)QPZ1u&!N#)#P<5${vb$?H*NW2>$x^N^k^W3*vH8KO_3zhkE5?D+FZ#9&&Y}M@-{LoBa9?(dC%4ezu4);%MQy z_yPZmy@orIs2*JybE@LDi7+CuF@~ue z0TLBv0YO}_vM`NWs3F+66+?`$urMHs>uw-EJSKdqN|D@pWSqaJkaJ+3-4rJ&Hp;k&?C%xb+8EAb7hFsE(;> z-+`NIMM&4N9`^@FejGOyUw0nmZlRbn`E6O;y;#<{V6kzanqUZ4IixiiQC-#Hh?qW zAy;ow!|lS0-oaJ%?8V@$Zw26N0)Z4n?7DXWn`ke;G6IB$gS_Gz(B9&NXQcLK7Cg6S z0Ehv-HoCW_M7{M634-vBaLESN<`;CwS$6F+~7 z)lw-Le>13%TagI82Hf}T;f#nR%v@@fP$)Xr7 zs(6owlaD_-p}zOd8QhS!-~X)^n)e`dqsl=c$ishH{4RUd&DZL(3)y#jcOa@QN*P;* zh0=xs&#b7 zO50r;Bh-?QerHNqUsbr}YO@kj_`^x|s9bdl%@xl$J;u$7Y0$0jZ(ou>+o(uc;OPEo zX#cMjh3Vf{l7H{Dw2QdV_ZpXhTm0gsfN)}#uqXqr0SmDCm2@-C#;R;g8n|5>|bLL9hB+?jsvIK~|FV*&cW^x&0(lweKa)0DJwM2&q z2??pav7Ah7f?=`gR?kwY&EnlD9O4bqIHn||YkUMXiQpDVs}@+!T1Z9!B;M^+szF|@ zUnqykP9^eP*4K-|oN2qm(9LLErmbT{z9Ac+y_WKJ4Yxy$3T>dP%vZt>GU0~wid2tx zJa`|N5S+zV#DMcVZn0yoO%LPuoVOIYspJ~x>Irl7`yo|ZuFg&HVXcg!PN-wij(6eY z-Y3@60XDn2bzlDrCFD3Jy0(Cs+Df(-I9~b3a@tPjS$}+kqGK7(cJcGAy@+q##n3K; z7&G?*Alm=b$Rgz2*C&r}#=Q;~xP>xB5tqTT95+oH!COA(#eF;|5JXbm#L3VmTamJA zbZMK1zP(&GKm3JqY(5T%=X28yJW6Au;l-s>F`9xb|eyOizC z;S*m`UP;=(&(RJB_v8WTt0Bk?Z6Fj3gcGK{#XxetLPAF)N(+rDmyKpC==XF1;J9b2+f$KxlW4zEdF^Uq05Z6}&d zFv7teT`S+j$ts=^L>0+PsM|4@W?_a=c#d))fzw32RTz+PP_?s@)h*#t1zVZ_2EyR+ z4-mAISi9YNfC>xhlTJZ28}f3L-pGR`(}U0T;GsiMv`<-0=sB{b*f94)U9xx8Z##K8 zd7y#GCm=u`fq$g;#Z*?ecBKLmV27qKh2`%q7yMCG5y6npPvdAy{>Wh*$;0@fEA%I$ zTVVaNdHx>h*OJAeu?St9``;_pYd{jIH-aVqKQAO4|1L@RQzC!#U#LmE9SSm66R9QyV3Y%Z0GpecQ@-ssj`5(tXFdbMcQOOaj*-zMD*arK;|X8yQh zBZ{G5OFD>wbcX|GAKj4)H5nArTJh-90E%Spx+!Hd-Ge}=D^CZXfK zg2*Q_AxuEeZC&UPed$5?N}=J+?ARn8z{R{+E_%PI_?NvJ|H>?ZG@tyJ?)Gnwm3nP` zre@eorFhoy{I)?>I(9OL3+xPf5?N*EtT}v&6Ri#HA_b?B3&qp2P97ok%VQVOURkYa z94)X0W@~)U=||nxFW7-xC72cwMS{HtV@(gdAJa1-Yr&Jd*jeXCq9Tbp_c!ylB$Gqz zNiUj{jfLwD#65nei38LSrL@6tSr2#5(cp}5QcO4dn$?w{Rvo`(m?yFop?WbOg}H7P zXZv#KIz+*bWn&Sex21ZB$XtEvAtpJ5P~m2>I~58MKOMDQeH@YImmi)-vY`bzyvR$s zq2+P|Qj0lbX8QBhh3>mA?Ez zT|Gtfk7HRmWr3}$$iIJ_)(r8nM;i?Fcr&MeW9ZGWzMdS$2wa8Gr1HbSg7s%g^TS+E zk9%rYAJmWSbgh6jc%05z$bvEv4?dw>ZVJwE+^go`3peO!1A#P1hTL#dqT@jUyT7l0 zD?l=_dEw0bCsQNG|1$l8I;3YnZ9Bk{JuVjR-q7qF1Zo69YLqy|IpeaRs`!x92IU zq{=!H%*Z8FsJvJ>m2~SCsFsb!n-s^FNCLy{KRh%-qusyL8X@;Aw=__xUC>&kwX(jlwhoY2eDw~TfXtV{V|eUu+;a32 zX`$*54pQ@kC2EuAC@X7js;IzaHv>P|9cS$U&eyTMgkY}vgYNL5vJ|;GTxGNwllUj| z2qYRHmwNdTvwBrcE7xl`7PYjb+}OJ!^?DlnN4%>RA&tg%GfNfhc!-J#aZt;pNqW1k z{6c_XtDMyOcl7cbnvl{yqT8J3%ye@kT$70vZ-lVL3N~eoJ0j$p$aDuA#A@d5cqZd- z3d;?{b39bJ8;I27SyJEqMXuL^E?LQ@k6O|Z)%fs=B8k1~mRMJ20k6bMQI=qWYez}k zq1QNA^%wpN7J_1~Q*WbEV9v#ibvfw_`N1WbK54)Go&?u;{q&|_KpbMg_byvp3nH3} zvF6ri@EkII-{h(9$!n&bysw#v#Q5esA0dvw@Q6=AJ6mvn`V2>52Db7mEEU%F5QVakv&UBVBVsM_HP^l2|r{o zoQg+1Mb0tD14DZ|eu^MtFG~M%C&4$Xef9ZU?$8A!5Uf#|ynibG{O^5)@vr6Ye;B@W z4zar7oH59@y2DbkqvCr&VxVX>=0YX)lFq_|_Eex@Yifh#pr8Y$Vn}G)OlJA0mZocL zk`&$AMP6Q;wJOQ(p56rhzk5UigF){slADrl5`4k$3c$M5^uh!g+~Y1E-!rT_|2jzc=b$gQm{1AfS>Ak@#i*vQ!1PQa_p zx4VQI0ydU7PLUb|kg2g;$$mNi%tHsJD2ZXHb1lEAlM=fE5hK|#m?1G@(2y?1I$xSl zxtxJv0l59v^{Z3wO-Ogc9|^C0j)Dyj*U{Spmj(!}lEe8R&v-G{f-NA!k)(^Yr)BDQ z@oJ$n22G2otG=_bF$ME$P-ge^?K4;2zES3=->caReBG;g&+0|0y@tsdL;al34t!^z z#4{%mdoPU8`<2AHDm5FaqlnEi{9<#-mo@4 zZDiHUlOZ#O&$o1rRUCbQgZ%3lo=N`AK=Oc|>-a3mn;V*2(I-`y_9n1Po zls^0nA&~T}yBa-ikDYB^I;p)zxgH0!_Hwoi)8_ zp8~+_I4o$B3M8Pcb?9UNs-?ejok3!AAI>w&M_N7}BPE}PCOx9xVE#f#W~nPD!?tD9 z8-&h%4W%HIbvKJogbG}hS5^3qQD}1)i;jGJI==si0%oOmR+K;vT{0Ht|D*))$%-8y zBn4|7T1%FftZGVW?2kvmVuI*3qJ|o9)J`uQM`^im3T>l;c5VNBx>5?^Y09MuQwp8Q zSC2ogOHyuodqmkH3`I4P(N-2XnV`?tcFJU6YT0w}E+CWPePnZm){VL}3-zS(*>Q&X zVNrU2>)~(wlRvk=IimK>|Kw}@pLyipdA5*!}#n}WLmfG2~Xr!X)BxtO?&II<#65mmazeg*qqe1#*=i<+D zb$IZtrlrSu`ml%16s0OP7#H7)G72OZ%Cgx^hvu^R%gtED)e}t^`#SQi$5)g7GP|y~ zWl9-E99{)WA($}IMs-w!S=DSF$rwPziXgi#lJX5CU}i+fSZ3yMSX;C3FQn7=zh{`B z*uTTy2K`|>5W_RXv^~V^mEYF#bt4|`n{l&sux5pk(9L2M#Xb;qw|iTAKW?{!o#z(R zZ0M9@QCs3w12<)+Mo$|K{4S~GGx(lLUfd|Rt8T#RH9-%oVw=l_#gFx$m?PXes;Oc| z!IAH6LBo}>7GC|m!f3E>8qUn$sG-)7-B5jKUssN1Ss9(WJggdCa2!R_kaMlFcc|fW z2Br3}YILxo@JwtUfzE zQk8Irk=Ys=w5W)Nzg+@A;eCU(ln$D|(Q><%Q*i!m9&;)Wx`2-q4af`~I2y&-5&+;f zluvQ}nnR!a$Y4eg4^{hBO9l}C^ZA<;+tze#DTjYR)tbGH@g{UPYtBdO8%|DMYtEuW zN>yRwe4+(0#z`U|DIVn%9afiGKzu=BASy;uWh0<-{gTB1b@&*vKo{zy6qbIw$?(@Z|1z0q`oKcWqkN`W&cLN1qPZ8E6T24Bot}vnyx_n>5XMX4=m< zsR)8ac>Z36rnhD5iZcCJY4`&nr%QvY3YheRHJj&fn!Nk&{Ew3iKEH(7(i$JNk0JOd zzX`yk;E~fRdN-rl<`|M5^ef*-9)kAE*lPZ1@~6)?tc?6?c>9%q-)m)n6w)?yxbT1O zwb=gh#z$E(#M@)^x$5MiDa6smO{Esfr_fPJIA9tTx|UbBBwH4`=ur=yeVp5B2wB#- z%zWv`!_r;gD&lknKxUmnZ$|Kxm<)AJAGvK zFqL4=ZI+$kJH}Wsu?c-697ssg`?=-`WEzA--4w9Dz9a4k(O`Tco<)+PtadP?$ph?{ z;a4Y$lW38RKC@%|3YCt7Tp7ncUE(?3$NX+x6AX-({y?xtDAJEZPN0$5~c1 zln%iqo{Yup66CC2K!T)9IU0vbk*Bo}ujj(sy=k0_kFCvWm`_m2xsd%>>#MZd0$w3|E^$V#xti31j25^);-$w+X zHmcqQ&|l|6J$W&!w?qiRV;tI#2*|ih-}1m^BHx#slyYueLA;m}Y~H^QWF+ zpQm>y%J*bSo{d8(xcyDFW$Y_*Do#DAz`5H@dC2^U^vxsFxZ;S2D#gg>73$cjRVivI z9Z*W?DdZF|%GfP=Clp_)9x|FdGP|#>hId?>QETL2Px$whdf7`JO(c}M9B@F+uHU8P!)_;-Sol`cb zSq&=ts!<82kWxN&5LK%{9&a{o-g&uco!i^os zJ%1=bS7a-Yp?p94(;h!@GjM~0PQj|_95}9)GG6R8x6Hz((!~Ii!Jt$kuEZeNopuy3 zR8A*EO5)Xw7B#?)Azn_x1Ks%($}qTIohbUI=m>&Ij4I*$kr(JowpDFxtC(!FyB-Wk z+F4Hvmf@?8AawcAkk(foc9J0*F;6IuhB9+y9b%@fPP)7f7Q)~U;rJHq&L~WhcuBf) zJ@_g#U&Idi?#)WwQ*3UiB8RJOd;AzO4?G_%Dh;=$ zzVr;>MZo5lQGLjxQR3G&_K4sNBGYr$S~qkEQ#F3r3OyMVj|8YDuToXia| zys462O?6PueY39Y2_y%{8KO61q=S5hS--FnPPp+zz$e0h*VaX;3&CoGHG7xgjNEQ( zl=6q1VhelqIyc)nM|z6uN36GipG@8YiTB=!_c7Tc;%@Pkv3)n;6A97;14Pe!*iK(Ya+*q@anL z&-EH(=G|L3g=%;M!A1&f8TW;9FIv#tl4ffn@nA2e?$bD*U8db zp^sTDs2Cl$TvTp=th+hruo^dsOw>r|)o4f!MO+D?+DnHf3N5W0=u2(88Lw@xpb*K; z=?zboH{S%gR4IG1Vgx3YH&#-6RrBZd zvXW*D5kXsXJzvZB-;^iMziw1MpJR*?Tc`a@L5Yu}5&Ha%O(hU|1MJ6xE@Y&eV%v)0 zw~l8;WpCekptf*~nNFT4g~+w(#8EpVYE9Cy_nsDIA>Xit>Us8I>8)BqG6hM*X;o`V zcV2OOEk#l{6V_BIZT6zR%VHgQFW+w*&uW0+Ra+H7M>vsmd+U)rc;9aat@WA_)Ol}a zudxM+w#5~2dsfs8(K%`@+JJTz=53>lVthQ^S$nnJ$OK9*d9d9GC{W&jPp4lhErBTL zDn)sLWWT7!utOyMWWK)^h}v@4?o(oe>TLU~Fx4fL@kwOO8-YT39j(4wC^Vu~a{tyv zo`yC~WZjMA-Gqm;X@Km!+2Q=wPZs7pP-u>nDP<6)5`eP}{QF}o8YB=1`F*K>I<)_H zX8(6{!oSQYf5xobIg|2{C1qqd=-Y$MX=9e9I~^OCNk!Lm7GPVvCIV)#YBTZ!EJK$x zi&spnpoXmE>=oAc3*ganTQ?p?pirz5GyWxzzfxAGNLEfy%~}x#sXXm$H0-`%gkl8? zW#Q8{SaaVJbS0ZQTUmPaS4$I+r!?6kcbM`*utDu@L`15wNKCqIsw}Jhu`w_KL_@6Q z{QZs)Op+M{M_R-Px<7;(;=|X)NFV$Alqzo>C z#iY8S#@I`4Q|^eoI-p=?@#eZ|+=6V4##fSTe7eiQs&!)>xpo0SMhn~NM(#nUl(Y#A z{O#z@d&llgqrrjs=fI8A&(#%N%rdFbJK$$L~ULomqJgC)IVu&U^yCaQn>K zq_4utl{weT$l@F%sF0Te5>MC?n z^nMzNJ-xpngUn3N$!$r3cS`;IXptjJvQ9liJLKA}*lrbBIs~2bdJY)VOE(8$C<>ed zf1dYFN7+(-hR<|JrSSy+e}ugSQykdVHJnKx!L@awp^x=_L&VPiFXpzh# z%_`X`o;e%pgS@8`N@&!2{&vAPw| zU=Zg4k$kFb+bQ*7q;4EXT}@N8^ev?BzH$*{5yT%3DX5X?VIBAV&Y{Cz-5gV>erU9O zg$gP(@@yDN&UxPa{7?{z&;gCAcP3}BA6j-{l|4Gy@)9t+Ibiqen9uUuRD#)3V;>Oo zTT0t{-tHqDyJ*WF2)!ep+vlD_z6 zH0VSE8yM#5jg=UvcWM(S1?y7rl|q+Xl5@jt84HquRxJ_BwaQ!2Jt&Ih`f3S1voPfB zE%{4J7H_us2;~0QHT!e!T&CmP$a}|Iw3kjTZQ(+I2Mbk+N(S+CdiAm$(f5%;S)}Ul zFjrMrR1KnSs_(m{UA_WMJfZBrVkfCf-LtSz$LvsE9hkJ68JM`@xd_|Cw595mgKLtllVb_KCDI~MbQ<=I zC3AQJ?;G?j+f|+Bm#L*xspT65-sNyKjLq-a5aNtL8*BHz+~+*odmXC?jvD59?+M;) zh5J`+D^Lb>RTgmB4 zwZg7opZj63-ixB|(Z7{+%#r%qaeSPcxY2W@gGrc5^e5}yUe5-g%Ku|&SuS;2fR1qo zS{Oro2y?&k^?E64r|gdqTLNrWNov03CDWi`s`i@`RmpTJ1Po?)Ombx|ZPF?}$%1o1 z+oglHM1xSXZ5tJyzFqKO_#X~%y3<1pmK37PnK^KgaY9pHTh}Ubxpp!IPP_a`m<>fT zQbbV!)eh!b9DQ(G=WD&00D}G$)n9E?aoRFDik9nEL@LPu4)pu zx*%n&t6{Xnp;u8j^TsivYQoXD6Fkju`%BG*d4#F~*Sq@HL6E*?Y9SC~*U9ru!wieG zuh#hig52@keDKD(i6-~M;KO95(uDZ2bQCgdS8}G0R4HP=9wYgyL%&cVMXd!%W9&QVSdl@^2M_qvMjeeBtw+x} z!4rNJAw9Ack)qjV3j$Zdl7_+*+%S&gSBAQXEoe}a2e_eHhsrskivO(y*Z6j;J2p)h zm{qSE1Go00{fmqcW{0r&MoGZT7w;4x+?f_PI9U1ca96tGEXR65RoA|nu%>ina9n~? zKw`y@6FGA~ru~G80{JH&o9S+3(TDv|B}D4YPl|7`p5q|A-bPvI0?=EV;aPb{nV(-U$6Wlp4(#X2)Pc0KxAqiRjKH{2b! zhz10$w%XEj@a|A-tJt8#-k!E85MD#Pxb)Y(khRgR#ldC&FdPD7`wA^Z^ypTLo~htF zw`Q7S%`rxIy!2!W^y@1P-eu4c!S04Bc3Y=ycRW0I>ePv_J`kQ3K1=SxgRPyDF~#oy zM#=|6O24Y^_K=jCM%iavy|@k-?h$r55ynf5 zOO5na>@`5COlK33nU*D`PaUlpm;FWmRxeklF*Wz3z~yocGfb0bPt_h%biWnebBDQH~u*Pp3h?G zX=W>%U=hjLlG=}ZU^LAOZaRg7nD$5WsH`T>wmq5|+02|83+W@)|6lhjHx#e-Z)f)Z ze6?8qVt%8&|I)^D&8j9?E~bDroG}LE`i@f;Lb8L+!o#@4xp(ff^33O~$U)cD1Tx6d z(#Q_{Ok=`B+Pw3m4z%$F_z*ukHUAIF+3TZ?^)+8FNJ-VpBE(~r(;$?XoTyBsXjC>s zuIb*!Ce@-v&xo>1v)#6BLA>#D6KJ01m*GUbL8)=!)_&sC8@9pxY+!&d4rS2K^L;|c zxR-*5hsPjjCi~YpTQ3K@QBudAeUC^ySI7cBN!{k)@f%9~+(DR?YNc3a(IiahIiY&u z?L4_7P!}~7w_Be4DlF6+&mM)1@3~tX!>3QMr^2DPf_)I+6uOx2%`WBIMRtJ8l_Ip@4ey%tYpd_e;y1>9jcz9OElW z4_BC2aMFrw7gCvV(y93p_4`BgV^!X<4sQIGa{UA!b@+no$)OpOd&uQg-u?dI=4y*s z4E{Yy6xZO123{2_4w|>-Y(xdjd{J#o1;4t0_(=D*GN`oeSNBd~)w~^LcaMjAsAcBGza-`Gj@_ZPQ(xjtgs>e=DInyI5FQ5J8cpR!*B#Ea6SL!gDGQCB? z9|{Sv(uT;?ooz=GK~72$9D?Sk*wmF!czkhl(#)7{vI*1j_PZ{@Bfaket(TXmqrZfG z>-E=_GYLa~_^x=TaVqGPy%&edaAtPj9pVb8xsuNGUvmU;o|&gd1Kta7WQAu_#lc}( zX>iFY>Yh_kM#p}EX5xdUG>D)`{+fTb-_~fBH1w)Jb?0E!^Q9;E6 z2)?(JS+qc|irrB1_AgjwA%=&{E=Be|YUDiQ4as3(MMfe1t4CT2(y4J%Nu zj)Bfwk}Xw91Y~4%=!=QIXe6pusMTYEfkTW6DdJIiwGO52nL*`*2!orChS;z#GzQO8 zZ+KWdn|c+F4!2d2g=^ zfc0N&f2XUCHa4~U=UwZ2fJfz0PQ{Ye;a}gG`>F&vMPX;2kyuP4x%9A_fh&9zk@?U& z9dnWhpv1a#UmJ?C3J(athUV$3*O4sas)pH9^7;#D6C^F=c-7y!mXc} z#^`OX=Zsrp)2s48(2?rE8LuJ2z8JIXxN}FU#-PGwVLsg8@H&V-4jS;KFOgkQn!1*> zsmxzp$qA}S4@8%6`zV~j69gCujjjz!ay zsH40tV01Dh^%3vX0_y;)%VLp)4S=IfpAdgXsxiu_<{Aom-{Y=&VKLH8rU*U`p(2ih-*MHXP;Oy+sL6;VoM7HccB&}&ZK+HpHQO8l` zjL~xVs54&?zs9k;6HSqbb``8(&_QKLmepHP(+3cj9xr%$=~mR4Vq+BlGaKdM_{sa# zElVhikCc~RnKp@5b!hYYn9bS3Pb%>ThS3oEG@8o$?$jY@NegR}+HZDS_*{5$QdIUa z_C_H7jXtyiB5cMi%eNr(B8Y0Mc-`fN6?_6q)K801eLP(?ak)4L-W`AK!i z!B{LwE0JCuKICg7C#g9Fc_oV+vwge+dZ>c@Za>-`5w<#}rpzwBJzop=^;xN=4lZ#X zF=_>jZkgLxRhLZ_Q)j6u4bJi8i-)wQiOF^k51oN~_-o&>q4w2RG(kD`)K;=8W zh;kj>caeAiU0d8b%OKu2g&3>ilNP^;`C& zWeKuB>gQbD+0{=Fr;93o;EHHu34E9#fk$eM5OF)JC6Ya}ZjZD4Zr>zZe;x;|x<+~U z2@#WxCSnS=1UhFUY#dJV%3%=HpHlzhGFiar2dl^*Kt}zpw0ymb%jq@_t zuzt|q;59WQcNI5qzKGiIRLXY#IhTnixlpnh!Djfwr3XPzGOKc5ha7@+xcpVtCAP?L z8}G0V(5sS@yTZxXthK#I?Wli}6nwoHfFQ0eA4KnL3bO;h+Ox~7@shlzNop{8uw1W8 zfDrxrsn3YAEaX9RYp8n8@^YGjF=+M{1J(AJjD-C{Vir~Yg7CjX;shBI38{*Y|C9P< z`bQlPgxPXUbdVIUo7Ak+RpZeKYjxyN*Nr1}mZY9_Mk|@Q+dGYJr}tH%86E-CMdUJ* z3UjJk@|mb3661yEp0=(hQ=~S??Cks%WBSDB%O_tGuVzX`MF%%`s_!TSkMQuQgOfA| zfW5U~f51`uoZ{Q@wXL(5N&K^$xmS?Biv+A*U$L8UucT~-zlxkW-zOb05E>d9_|;** zsszZN8rRWn9UjW4i-w&`R$0(1D_aPWYsHUEolc$1)qSkc{R|b~)_U@$wOMH(HCT_) zZndc>R#+Bl8WUC&MoZkCIlfafEm%b{hsJhs(tJT7@(0h_ZY5+f*L($5b@flhKHHk)6rRu*&S%AY%wLnRe>O;? z_C@xcNd6*=?JZ$$(uE6pQsgF3oYP&8j_d;H&!N#;Y-&3YuxZ&ZKO0+IdExR63j%0q ztj^=~(DdHE3V#9lpPOF4BXA5ej~o7DJ9EPn+6nPq+e&>8mVzs|s5IEX2`eslOrE0&OK!;p*uM{4XYa%d z1(Y<7*J=&{9F?=2>7;U+u}s$X;-yd-;y_LLiXc9PlhkxMVhN7WHWrBWu+#WfEetOF zDI>)ipngSGHgBp_{6YRzBTJOoV@EMII%qR=0MUOg))gnDmLgr~bqtekM#*R~FfL%^J$j8U2-sbv}Z`G~m`&-uLROj`$fvakEZO zDXN+B2JOpFd?#PDYpx^?{XM_R{%87Vd+K$~9vi_xVSVA?x2!#wnWGN^b`>zREd;97 zgCTPz1G^oY%XYIVCZ%?s@cuN6bxjZWjc|E|nusSbaUQz15yzh!^?p^gtn>cPkqVHz zBS0k9wG>}=?OrWwmTf6R-^&J{7bz@f$b5{9;a-xYoacFXdpOXUd0VXv8< z(gCJQ5X*HQpV%moOk)p#O2*QKiew5?i5?C=uSW!2=GbWkk<^boYH4EY3mNOq6~Zld z)vz3OmimAsxuDdxYt48l%8Ozeq;tL{B7ggoN3gAI!Z}AV&BxIKy@EWQ zeXKIFKaEhoBO$!7vSL#1;L-l>fvp!4_wkF*^U=%2+U?r%+6bVuz9em%t%OFhD9J(z z{YD&vCzAv+BT8g6P6pjCV|}oX^+pXTFuC|#QM~n8T<3U%_6U-%6}&-xN8i@8E-K@+aho!81LRkHHu-q> zo+q^dv}V&ky|BapJCAf{rWidxqHb2nVx$*xDDv7+7?G_`e~vp9)^6)e{B^~M-_R{M zp*SjJ_CZaiLq#io&bF^^+SX+%QFjF%#+nxHSa_##sphUwpf}QT39#`3grOH~Dd;5J z0C$3Dz7PGJm0EIjMqUq?U^RBKMLWz8(Cq&0Fb4(s1e&7JGX z)3dhFc?xn3T6$3=&*lS8??Jb?O_&se78ST>;`Qwm+{*{T^@E%OxmVNm!EG@eJy$?5 z#dh}ManB@3Kh??NkDi^v?&zREgryx$hf7RmJIXr*e4WwieCP1xR&s=C{0h}<%6gtx zOTz=Dpj2<{Y~vANNLf}hwPR@8^*?y6Ka&~*EhOsy4UMqupj8QGxe^L9 z4Oi#~0E)W8d;8f%i^$?{uv7(~MIgc^y-2f3n)f)Uo8@`+5Il`*lRkBNU!c`SL&~a>S}6&uQ=n>Z4i_mFORZI*QVhUB-Fg`l z9Rit%g@s&ft+?^&9*XQzYz^JJ%b<+4LJdRNdnMxzwGQt%9LQt6#zYJ->&NwO83ihE zmJ67{IZhZ8OqDPDVkVm_B^(^iWr&q+i^yEts%JiP8m}6+a6sXbkVww~3B)>8ENfYsiD0wM z$P5kH&WqG@Z{|Hc6d@WmKAOVBZ!;2({3XyJNmq~q)0!h)2W79-2fek zTbjE>NALEs^Vx9IYfPL3-GldQF%lDfA{UBj zM#)3D!%tfo1FH>&Phy+^4xABum}HZ5Fu&bTAYHNM!p2X$m(yuPf`ExXJQ3kPq1HB7 zFLy>k8V6y{vePAD8sYAe`q6~^&}lMDDzi4Xa&V$h2-UL~Rz);wew)qKcnKMF#g$dv zq6W}g;_C;)9HD=5I~J6y29l}j@4*N(jdXeHP?V=$JMU$b1!R$C^kh;91)q3i{l?TE z@&AGU=?pD_mR$Mh6jdMvJ>v1BP?1T+qbIt4vp{i8av;j0yXfOH^{b@0u$)AT6VIRo)LZ>P12ZEmRxdKAmLBS3yKM%IyRb%QRkL$=yaLZ;u>e>s zMh3Yq+nlmK+?$RZzj96P0_v1r|8d0>y?Y%s2p^Bp*7?BaD*ATiE@0t2YC(VyrkrxX zE6zc)YVseDJq$7=(mxNG|LxBHpBp0UU**z&-`USvL8nwLmHQzn#iRNWGf|@UJ4MSX zaRx1w%7Z%VM{#LGF?qyl7FR6TBm0+?lFAb&YAo2XvGcU^XHPc*vadwr?ho@2ot70u zthKkuFpUe(v4cTQ$$6>i;sV^oj*4iX)ARa6HBN}?` zu6q_4;aH9mb2KHinieJD~;z0gE?jN-Z}1?8?NuAMQVVg?>lq8ughM z$~4~P+9Y`leP5Wbu81!f;OGdl3%-!MGs2SUJ&8*61chiZluUE!REs1$HOZd!M1sm5 zH1!ELJ+;cbai0`Wf7^ZXKImEGvOI2tA;1n|FWpt;V*ni=GbLO~gxW`Y*>1&VCF6xX z@!ba}-kN8-XB>s803H=(hQZnQK!^oat?hesAy>=AAG{et7xiLxOcozRAHW}?`?RS& zgodOZ1j2&K!Kswd3M*EUlAWGG@6q>y*mZNb)G|2~R%D2ul45??6xmJwZ0g~qmSPyQ zyLVDfz(9%$cTt+POjBFgrFJ2ZAMAR}@*}gT=zIZ4pWYXHb}8XOx+v&g<)$7g1uQz3 zdxq}0u41u-mAu|8T2g*F*{KyY1?aak-`83Ldwz==*Q`W;Axyh=&*>^ccD7e!`Iu>B zQJS2Q)44I$fc_nU{Wh-QQW0Ud<5v?x9=3|j-PGaNpjpYMPlo`6s?s%TivgyH#YGm| z35_7*O<2J=VIY$8!`^+QpeLF2PwzWYQ^B=Q8UtPYzI=>)6Yvw1;yzXR~ePbSCD_?b5r z;N4WPjW@6G?bJYnWg{N2bAtu!e&(4W?Y1SWW=A3yd6GH<%J^J&$}PD+CjRKzVB^W! z4JdvcDrB~nTR6$6SKsw}yDsVUfo6abiPX-V+45`D|E7v|(0?sg=rRvwtEGXB)exjKB_<+o#yMbK9H2FrlA>>w6LL_YMi7KhUPBY zWScX>K*dt;{IdA8#qV|&J+W*|DnBM6If6Ex}~+uWP*i((cm>(x=yiU29&3$Ia|VJ zB6ZXJ%7xn&yg0xV{D!hM2iHQwu9G(&V|gF(mYkk;Z)zN+BuDHRXJ&WMZE1A5K} z9mEOkw)Qoe>F-xTcgZQ1 z5(TkG&HQatlC~cT@CVB3(Gzp$VQle`z`>9gZIPN#iPGs8uLA$?02`+!1iEYLgD*Z` z99L5lI|lV|+FJXk;q@xgb)*|ngIp~M?<0YViTR9hQfD9L(M%&wj(Z;b3GXOFpNMa} z9{Qfl1cRdP?=2%=&NuNHiZ40!*WH7oZYwBM?kJLEXjnJK+qYj$@hM;uTdN`Tlc5y}UDxv}Q_@+kv9|CI08Hy~TQQw0T#3C{%+}Nnq zR(MT!WSGNNMqv0!whCk61BSw^5tpO`GA=NZv=amF1b6E()KTNI5BYk^U|XZZD-Uf^ zOb8KeyY!@+j}`G1mBqREbB5TjI5uW-P~?-_0&WwD^&F2X-hy1XIQ)M^I9WZL5Sh)x z(&C+>KiYiUbHIUd9+D+p1@oDw5NKX}`{^62+*lH8C&yZydKW`<>v7}>PLuheZ&S-} z)qYO-Us~%=gH^54!Op+&zW)L3EPt!D{<7(gHv=Rn`_G(aRFp2g=pW)DPTl!4bYX{fMUWxf!54JCq zt4P}HAFf^-*v}E$8h@!h!B`3(6)hvp=Xfqhw;tH)em#hb8+yUywW?9a+%IbX;=EGo z;A!wd%76JZ`CvWoNB&CAhF~`+a}odi1>Huvf?NEQLrATGxt)KZ~N2&Z7gmhAF=^Og62ON4PqA z+VG}vFgsMiip7m2DW5K%b&(SmG1z=QI zg%K5V_IfqNB@^X(IG46V((afunseR_Vz`xS_xKFVIH95OhLo_|jlF4#rx2og6_;h5 zJ0-oUUMq zYr*cV9ij;>!3M_nb7=Fxkl%J5PcU@1b+DJj^T2wt@CF4rqjnY;nII{&Oy!d&Ozh!jbrHs24HUIS;2s$Zqwk?6nEChr$PN0lK{xT(vh&}*S^t3| z+J@aFq&gEELN%6BH#ok{z-A9qVfsks;ya`FU?GTAvncwNo>w98R-e2=yl~K{O~(%yseSWX~WI!X6X4_yy?)4p;tkY<&EV zmnPY_pnxJnq)UY&dShAAk%C;=(W##q1}VPonz5gqY#Y z&_bp^Oo|}OgU=93zh2sPps;XAMk3RO`Z*>>zgIA4uKwuQkb27swpiOxNe}QI=~D*( z9azWnlV{JVIQA9YLVp3ZzcM}WsqkUVp#BGc`Jv&DB8)bYdtC5IT`qT>k;{uaEnNAQ z@gF*B8BtuuT13CA3%D)^(3pe8oK^Q^xr4)+!{=x(xyYOw=43!yzkNt<9mU{3`7cr) zCnpL|I`?!Jd3DoNIX0~61{j#HZ+-Rk(@@i;MI;X3f%a|#3d3Z*ZTd845aHZJPMX1B zF;wlZd88<4o+(VbX4rYYP5IZD!dQNabY3k8uyVcF$afIZTE7L)al&NcBVYPiz-m9y za%Ogj!<6%(Reyq#19Vb#g%W9G{KlS^32~SUjcPz&(ecO{uw;wztV+S0(Bp@V_F%tKy2=*93!prQRq|+AJxvEk4&xHSG9ZeQJ&D{; zE2Xerv3?($s%dff;CT1X0$qQ|gy`k7(*4gB!u*#~>+j3Ri_;+}Rr$I@_+t2 z7lK13ZuvZK`5pwcG6i_&QF6vml}T%FG?jvg!u-B8sL~q2=7!n(I;w^l4a%xA3)Bz} z*qbYsX9vxki|xk$1Xx7Mlbkv4)xKU_T-XyZzQzQ_r`S5wJ2;wvf}BJW;mN)aOxoEuvVO`T0`G1vv!F-~~M3iqOj6OK> ziaIBKh(w+}F*8T1Q`n{rsS3LG-M+)&ck!)TSLMBLm@5h0P2cXIC9JMZN4r%qMb<_ep$ zpOetTHCsYD`)u-AK>B6{&$KEwJXhjb$GV?gbI=1L2dX;+SZXk?L5cEl7xwAItIbM5 zlJ38p^x|?#7YJ4~C=3mM&bP<$U|%6ckCu9o8IIJyI{_6%RCZ1%k9ZgZo~u=xUtmwo zW4}zBbysFFwiyAuA-X#==6ZIvDmVLPdpC`p6d@z#k93Olk05Hnp{l9_I~|Hyed$BukztL zuHMFYnnKGn@DXX-WUtio-#^EY5)+hv!#JhPlI*2TxLKid zDv}Ou0x=}NI2}dTyvN7R(IUpVdIi}HW#GPIje+?92@-tzt^K>&Eq0N;&pi=I@{LjQGgfvPg8RynH`99Dk|< z!MZ$)p#dRrwO6Yxn~(UcnUvn2FdOPbK^xlmkr?90LUft#M`v_=$yq+a3v zI$C$GwdSk@<4XxkE>tM~XrDFGHI=cvnz<^Q8)$;$sOp)IV|-TqoP~E|eC?<7sra{H z!NtV#!(46w_hv!St!^P*)LCAyzYOiDOih|YHl(zcFV%gn3!}-5Of?#E(!hRNp zI49DCWdz4|pt1LP+o~_q-jTiXu*j)?dEfib8pJDGEK3_uT-0Nh zWG-gGz`DBfL@r@H6&O@;{AWJnr>wo`iTIPTBbfv2R0mx~vXL2CEyGeV6t+~B4^>kZ zP}o~RE}C)7tfZR#WEPB3Ta63`x^QyDLl7uJfvDzIMxMpt_du06tm;qj!VYa})EPSE z!_P>wi*uu|Xq6K9P_l6ThJqeoq+7)bghsbbU|tlgWH2`~euboSMTR7i)yBG8C4@yH zsYw7v92Zjn=C8G)zPc|n(XEu@5w+T8FgVIDJ7dB!juKZH?5Mdv600ymF%2k zT|q%_vxa(05eq$%Nw!tmQ~elvP5}$VtNF+HA=bgX9n31+Z69W^q^(V53BU5DwprRq zQr@cKk3Jrp22?dNI_WE7JsR%vF(Nwts1+Dn0v&v-EFkA39u1w64-9xlqm=9Fa5k7` zq)gDB!TeNy_7S_%ViasMdVVqn>*%_rF+#jJ;?5v*Cb&n~4GLirp!L<=?Jm!4*c@$Q zP+7mAt$zry8-Lx0iw)mz?zFx#Obh|1CD$E)M774hRYwdY0b8p_AGK2(T$W*wr)i=7 z8Zc@@UJ%vL+VgH(q1{}asKk{;^IMcpYc-r4)1c~D)7SOlAAMQA$8C#|tqq_OH0Wq0RhsQe5q zIPan;RqJR!9Njk2vdm(lq#UsVqQ6u(chY=)2;zGYD3B|nL&GXfaF@zVvAY7btLx>Dp`m{% z#Tc+({M8$_=k^5yl_sPi0jm&>Zkfq|GD3 zJ+Cji9s{3|u*Fg>CC!;R-y7R1-}L@My`DE(4wQ{1`g-$_XR$*i*OA4N-x%55!`Nuk zQHN?jmz#L9C>8+AKhu^T0V9hmdHHD38`;8ZQ=^1_7?%r9aZR@y8)~SzO@T$Sywmfr zn}BlsMwNf!4;y(%P|+K<87pf(lEB+Hke~1)M-~7}BItRP378laTGXNM3sfyEJ52|T za?g(e+RrnsaQq}dG;g}~2%~!p1J44orEW%xqX7e89OaX1U@uGa@@S{3tx5A7j_2-A z%%HGE6f9Xh;TjUVGQPDCZzpz+{~L$>_kXKWNp4u!w>WfLA4A>JAQT6`_URxAxSP{jDeN(M*Qzz9JSxg= z5>(Ts3^p!P9aQGIz@*NxF(c1yeezBynvVCi`2YS}_g;+?Pto&7@rFe*e^S4<>Zi(O z&&n)u?4fWCTCwzU>NIf}7LY>SlRntAW46Q;*rqV3_rEH?QfxwHoO9KMo7@Uytg7Xl zwEA%m?l>&UYri7M{m@6>ERgG|l*S)ve^z4|0POOue z=#bEOG|EX9(-NjES%Gm-ZfY4a^?L{5EdE`~|@D{pTGUB6YmX1qyj1*VHbAz0AOxC#AdM}ve z^G&4Gi}QEZ7l}BN-ah~EbQk9oaSRtQltxat zTDj)L@wCgSNd8g^pa}1o9&H6l4bV!Vpk8%Qs)J5fCu$XtrMQMLe|j6&>Mf zQIIu{wh+Zk{j_k%`I(ZxUN`ZK!&7Xpav(bm!}Q4}=I)+Ab#1JLrAk7Xhej_;VCq|U zwEK1?q43+3oN~zy@)R;=Rgg-Q6F#}(!qTHT8as09d(6NoZ_0MNZEd_u4Yj+m{N;Qi zEVL48Y~6_%pvR=WmZHOPP9^sROm zL)h`WLy7A{Mle?E-iQuAjfxq&1MfP^c|&WpxL9bisw#%#P z3g(!9jo`aMI$JsE z8N28)F|huhe8#`B9y*UA8G=_XYwIn>s9eY*Bs{pc)#o$jGRqg8)u$_y&zv=5F+9)} z(@W|_=xiHy&p**b3xT<|*+a`t@AR9;YnjLFW+5@A0u#3oMWcI`khrXvoQGPLN_>fY zQsLe{0`Hth2akM0h2qhy2P%5R5lICxBdum{0L>=|B&m(#wtFw9F^q>XYW~MwG1^j> zWl9~0Vf}hJ$~PDtm?EvzyB(6H*_1!`dbE&_#-aHO^cLT&lU+VEI>@o_$o3HxU3S~V zY(RClA2w_;0Y)DUJ-N07j>Gy7%54rn-9d@mryliJYxeI2d2*hYjk-Y$D<*K|e`t*( zA>BJWZC#zB6p$0jVwK#)~M1nz-OT?n3s}!8{L9kmDdafh;>} z&6*m4GbNU>BLmb?{w9Y!W4E$>X+CSr4^F` z8^Tg5q{pKxh*n}su<;Ua@BaJC`ctAM3Aup(8xZ-=P2_J+mAp3{zz*1%=amtS4z>=| zVy$ef%)Oj4#xOtPa*QWd-ZL8?xZrhl%83uM6G{-!kZNESTQnr0 zs!vD-4?t>po-aC=uiDSD_J%l;1`{NyX|l*P2}Y!qC}{ExT0rFn1ya4C2HfFHYEEhq zLWyW2B%@5EAN}oz~hfPSeVSxcu%tS$wh>(;tS>?<$s75X_yp42&NW{@afE*da~!2~Vt z5GuQp<|mxxt6Y&gY;UgM{qo2AFi+R|TjyNSQ+^uhGtuCsJg|wpAYK(%om>pztL@V< zGIA4f#vX@+uXD$zr&PyDfGH3)-=cc#gp_WTwDbdKMD8FBlb7c+5R+Tcw$wF})N$)v z4t|x(hA|{_c+kM}z{Wo+e$KALo*3nF%4Jn)cr|H8=y&Ajl) zkxjgC(yjd3b8L><3dy|Dd0H-KT>OG&Kr^^-s(j#v(%BB%64_Y&@OMWQ8SM}8;Lt{E z0n&9RuH(X`jqT!rLTDG?moNNQJr9**Qy%BrGd#|X1h;*PbqAc+W)nAcIrJXAO=^$n zT}$bB$?;*HV*!q{$}msh<5ihj&{5UziD8i&m*S zv#gUk*X5`7t{RPhX8R%QcIU=y_JB8x6{!MuS|+RoNvR3UWk51yfL+<8FRFNb8Ezxr z*h2lZ`3CSP0l!Slby%gsgbW#vXlZ(Mw3o()WWu6$csaD#`}RXzeTc;e zVt#UUdBJrBy%N8@hg)Zy|Hv&02xFyh%QmAjIqWU!U{Eq!$;UP(4_a|tHSQL~*Gnfk6OP91*4Ik-x>oIy|w{nM4`mucPzv*WPq3r&GS%kT0D7iQIOxv-3 z|C1UA5w&6%vP;G#1@@vHON~uD11m-gICwMqEVM;Snt$y(;pmh))YZ)Ht1zDmSJ9y9 z828ci?*-fAsmJwqL&^R2mNEHyDe@(0BG~Ms^8Ss-YI@9C`p;0SFv&as=^ll{6Q*gc z9iuYN!fZ5Mr88za{;k85raq>s410?uj?_&}GH~rLL(Te1G zlY$OU_7YZ>r~PNY89UDMr|YL-cp#79(!s()c*5Yx$jnm}QAdt_H^-iylQW~$aCm2^ z-*DOCk>jRYD$AcBsx$#d-v!9B<)`_9`D- zv7oah-EeTUCsy8k5%Qz{5qE<_7yCO~ud4$ZIHJu0Pao|KZ@wt$hOSOKLR3zM*Dfl3 zC_$r>nM_pi$!v9W!g+Q-(~8@Li6SU{c{4$94O__8sVZ$iDbc>_nWDTjm0{h=E!JLmp7_ipRoZPUg^W7{?wn=5AH#RL@<(L!cT`@$5iNm_zPatn~KAAw`@15Oxy&WLw!(jO%W>*t>M7&-fs(G=oSx^jg zrdi5I!y@4DQg9j9I+7{@CjIdw3dsH=SDw32nyZ(4Cw152rs`~`&_|zB{q!-3f#i#v zK_#I^2g%LwYLxc&6PihGsIevwa+7$}*MWVtM|PBU32GF?7N|gy4j2P6!9}B4JL@ir zab2^H5+dHwI}cC;vJ%E|1MMBst=yB%Dlic#Nhe*QA${WId+3%VT~-YjJFgRD)+~#O z20;G2MQ=fd2l@>HJd5oObCJ;Af$=888J|1gg))?U{mskutNt-CTc#%UceW^o;bnF5 zVZ;9@rSx4Xd8pF=`L~h%@B1O!pN$HC<=B0|JDW&Fs0PES?eZp+y^GT{ zaLZL2WO~pZc9VJXkh`sh5EXVAd7b%H)qT!@8|BCkyZ7ZU5qnjNK(XHYgl>jdp@BaOb9`@r!Ix~Z6l92K^q(V* z5Q+Jsj{MAbJ5#7;%Gkm6=dP_u>v6Am^jRVpUA85xd{^JgV$~?CONCTDjb1YQ9Glch zW2xip<0S^ag^lW(?R^nt*WMzoe&3Enr(;;{l6c6|hvPUQbL}MQ@#CN0mB^-_8g$J4 z$nbY{O;EWig>)8I)xvQ*+w`>(-$pMW`Z0SOkp~&!x4mTUAJmP>%Uh^}V43uDGODE$ zYdBURu7`a@OGY>nvSnwv>noCvrZl+MD?k}Oto9_u7d;e5Jn4nyoLvJfK$!gb#z_4T zP5-C6u2+gj{0BK7g)rqe=HC;szx+}k927KhwqhAMA^n<a>8o5iQ?No5G$lv*# z4gFA6yeFvuN7OWJ+#`EfCPA-`NWI1(2&QXK(+&(&TrIxTd~7Dc>kp~<#ZIWS4;txs z1~C)riyKq8LVm~UE_zDT(9aJ17wzUK5NX@xDHf#r34_0?F;G-F_ih&}ByCUDE*06n zb=hW5hn7>J$YG`cL7!2wp#wDEVj;vV9&#sfg`0ft%HMroDEaDuy~22n zz8CJ|t`Bv>m-c2uw!5SW%( znA9DsEu?EG@z>G%MmiZUnpV%`=mWE*{hg)V&`g!jH9lkR&AaS>B*Qe|aY&1lD#BBo zebO<)?8D(%qf>mX257CT24~rO=pJAJiQa8ewIWC1YuLy^}@h}t2}%|f^6ki=u~?2L4#)}NBAb9ErJ>_ zFi~ixOiXCL#T_A4oPZYmQ4j*Fq5*{CF9kPuF?+R{v6Hd$JcjS0n;C6BpnPd26vNCW zY$~${;X52xaFrH;x+8PRkw}5f0xxM#9_|$T4lBiAVwr4XQOB5naUe!LdwEepHv(x2fWpl>rVo7zW29X zGunoZ3pLH)y%cKG@Vow}kAV~j8V2sZ3dIe)LEaSiyvLq^p!Q$K_J8liW@ zO}LOjm$_za_ub6+VBw(t^YS0_dgZ%9eg%(s{F|Ba?{|drPld?66NB_IU--dg<5QNi zQwfQ*P6;(rN?ptVCN1c))O?*iW$oP4^qQ2yfWkcGB*kE3V6yLw2syE_)B7h#R6{XW zj0=3*hNY9{O4L$%Z3FJ-N^{uY8kh8Cu3%Ivi>1C|)0kT6BGHT&%2C{J{Ft{DEYyu` z(hO#<<95OjUqFKl)UVD7_797$DhU22hwE?bhc=fXhFY+*vs2b_axcy-CY{EzrM;a> zZyi&LxG17c9a54u@;JUFD4W16Q1PvVO4*#NYxH=}SgxT*wof@~(a!QqvID4bI7GZM zES^j?s);M&{U-nF&GyOe7pvy6;kOpK^;D!Qs6e`)*m`<5zw!8@!@j_;m^!t@w%4OH zm;`f_2IpT8v6pPll-oay`TOIT%(}p zUz=d7f-(u);=yF|8liI<9i8(zP{pT%#|256=IhJ&7h?P_?~?Ti5u-*p2Z8p)xeIB13=4F#QHh^{BTE~XSw0YFS@^J=~Ray z^Xi9eXbkuD<&S+0>JZ$WDw`nF(Fc9}PMDL{~L1Trac|tHD-%LW06<6GcBRSjvp3K9{XhrPh8g&uj($ zcoE8f@=F8WHR4NEHu!H&l)qmQroX0=Kh7iXq=zFpyF?KyosujzV-2+g5lfw9^9T#d z7GU#JwwyM<3x%?DkB*76@WZ4$h%|b6DpxPEI;*xma0Dvx$-B@|%iL;KRqe3>9C=s6 zH@Goep%rX!Yh#hmx+rnq^HoxW zc2O5bVbSL~A-~1@)EIABft*9Tm*;xUFL=xu86$uIZm)%mvpU5?8nP?+9;y`1w;(N zws5VH`#PK6Q$uMUeRs@X6Gpd$PoW3Lu;XeAM$)6;bdT@@vbw~w%MYH1weYeo9lkpu z%G}$GaGAxKRV`^^8}*GQ3arc^hZ{8o4aUI0X1i2QA6%}zTPEih2hE=gk#8R zQE(06u9l1VQRQa~1adaPSA>K(cAtt{7fzDq!$K`?XeS#xbHPW_G(P8R3jQRZ>q3Kj zU{&^_32U5njS#Bj;R33vwj-;D+FBK{R5qOZ!yHUQe@dwF7%s$NZY&WF=M02LT~NO* zWw>3Dfg>()fq8-shg~Jsp|m{?mm~Mpu+Pu#R10v>^B1mx!w1*w{fOU* zk=OfZy(ZCB*4&X@Hzt7|HXlTXHG`nzqYawGS89Sp(GIKH3vzm$gUCt9Q*b@rMeg$-Jeb!Zm^H zbG)@nKT5CV@VkObg%k@;?-curfM$LFZPOk1cxqi=KC*I}&(nnKD`nJ4kt8sw%uR}A zBabBym7h0LVkOUbcWZekat#-PlYfNb^xHurkH`*Ei9#l~fWl!En{AMr+M`EE$jMDs zR`t2`jxd3m4ig8nArD<40PX!PFW9}%!&?7Vnt2&u-+n5n~!XU`ly?P z$W?=DN1h0;6szorq@tOdqr&B}RceX1?uvcPi&gnZMjl^S0R- zNcPaSFM!2ap6vx)THjOcS?;Jf$EBh0%e@$h7r8qtc)n`Y-dNSt+451EudFTE9CVsK z`Of`5#cy2hg6zt1SKR7gId}@uttD;d8*{q;=oZQ%KkoEPcJJCfcI(^Ew_?BZPz25r zYB)SRgpnn}kW~TI-{1Wi)u~Yx(u`#3mx(qGx3PS?RX<4A!?JXwqyM7UwK*$Aop@5x zW1FHU6y{)b?4u$qyv~ikB4m{`@Ioa=)qUp7+>1j=8CE;PK6XuJ9I(aV@(ENq+%uaP z`QF`=qLA!XNSqZGl{4EHn1DJq!a;pWkK&rs!25ubL#YkPR(4q#nae#D;0R;oUAWMm$fgw8vRQPh+sD(EY7zXb?xM1{Yk%1bMP{<0b1p3 zCpB@+&aT<7JN67klU*;yWSxZ80u!HUjRMX%-)CV$?Q{#*z`-SojQ ztb?YOEsmJYFHuKEmOakziv%!h^kD`I|A!$$hKdl-9g-u`7yB72I5tIZ|Lo>&7KrPi z8?T4RW?%w53WSqIJsv989N}3~P}k%$R0wgKzq$Ui*DHY zD@gL~CHpg(2EUmpBweGvWh_*#>PXq}NHm3}-Slvqz-2D_4P9qz&ZuhI*Y)BUpDJSM zmkE~$8c1Ws?K(;ug!nJGZ~)th6?D_UN?i6pjNNp~y$Qym*PyJFZd+py#qT6R{Wh0~ z7X%KRHOjQOr+cITffQIh+bT z@q%1e`+n$A^(LyLF1Lhrl{lL#mmu~I9S@`X{Rec!qMbQcR)9&|bXczd^1{PQ$hC!8 z9u1mT9eTT@&rH{%I^?4_%d{$>Tr6IBGlL9hP2qAE7qwgBSz@4!?h-6C=Pb|P&!CT) zCs(AkadOj3l9|k@5oqFmhnp^^C1Jq#ZZ1Nmenkd-xpYuXNidiTTu4#E>m`W+x663pu{#^gF= zf2rKmtgxt2$EzHlSf(O1YhDyFGmyKe#1<0#kTx=NXunHpK<0r25ltq7Zy+>6EtnA! zOo!w_UW4hvp-CDofiTK+FK!?diecL0N>$s&UM+|ekdPFmM!fZ0aFMG?&y$)nS$t)r zi4qOl#+7_UrAbX5_Co`X=98WD#HGj%9a2pXWcYx1C%ZW8Te;?M-|4AhjTN|uBTYG* z3zz?deoa@gUHdF(mE9Q!Z}aVO=`p;06_HLLw74baOXv6c^K?Gp-*#WTFG$wAqo$l9 z&anc}oioY@`M!vWmvrfHBVc=5#x1jcK=)X~R@S2EtoS{ZvCaWK$kF28EGO65|5GQv zpCbSFQfaG&d`jR`dglQ$Lw*(?DSb}gI=n^W4Mt)gd=808ME7Q3^eEzTO&g^I27CT- zc;1G`v$xg&84U4A_)8x<3@6#DED74@l~dFJX98@Q`i;%2WwQm$H#rBo_`v?Mltn{# z>}M|<+d(PpG|75KXBKz{$cIr;dTeKWy!Ht$F@Ht$r_Lu-__lE5VN8)ZWD$Dy9i8Xh_mA#Ono9GhK&m zWErc3t#eQQYA{GjE?03>HAMQd>-5I~pO&csbpXslP%{nN89I8k5dc|zcS{H?|PW;=z{`WA#@n=uy zpSJk+>AXiW#kD}&AK6?io50o;B-2G}u^&0*a!MC3PVq9j#8d|LafvjE zVGCVsZZfCdgVVc%-T?BY@PE4ETXbeZ2BEd4jSlHN!)S@PbX%xmz$DX+q)tYjq~lDJ z>uI5L`BveZNt~^b5~NcD8U%R~RAUD8)a1|#&A`y~Q`|jl42=5H`4E9zG&7BL%77<- za7;rx&qpvz!^?Ji;YCM;Fr(7t<;PC{K z+JZb64nD5zTQ0baz4FB(RzH z!IGxfhZE!Tu9lr1z+x&IonE}+RxZs%*ripyhNCxdL$K>M?TEdU6^@GDqJ~JI<|N5G z_ovE%xKv33Or>OKJ^Iy0ehy>pHbp{0*WO<&zPlgu7hutN4j~#-s-M@qkZmtFL-746 zHjQK?;>OjxV(SnQt=dV-{PWM077vO|m zafUDan}Bw1rw0L_ffnLgW$5l*BU<5xKG;x#O7V2P5|rr+jI51emG-BlpjmW?$m|&K zo|NCrkx9h^a+W$*x>*J?1_V9Bkn5)M`b>-lxzJQ_g?|4bRQ~EB!m5@~^4tQtKKVIx z!Shinw2o|oM>j3-O5RasNod~+%k8cue#462Ghc)-ZUImFSqs|Kra|S*%;A<7&Ed2b z6Tg9)5;7 zv+!j^?e-t_ZhxQ|>Chrl{>>Tx_fm`HuP$8+34q;yde8PWEtYDDyWfc@)r!L)`#C8< z)_xzWU`=j+nwG}&^Z005UGR`N;zv}W5fHxe^i*XRevG(Bq4AX{d4B%%>RUX%31SxW z@Ki-QA{Y|v$q9}MW$#T(Ggtg^hwTJ1s_Bf&Wx{5|FiTN2oWRTjVx8rMkV_ZKNkP~N z1?pc*5gTEtMhR3PBCaqh^*YQ>}R8%lGMHCMTAIN`zxYlyfe( z6jw28<~y*349rM_eomebfze+to-JBc=utbVa=-q?kaMeJY=H<;!%lI=KM9aHb8wIC z_=Jx!uVU?jcRmx(`b6`Dv?tM_p|BLRQ2T4ry285^E?1B5?rvL<#N2vB+x>7a;`Jv?yC0K?B*XIKmMj6Y?v8>9~Ue zjT&YT8?Kl(J>BZo1`^7%oyMyT0=!j~gLo_D@ukyy>=G@!esZ?Sf~vL67>oY`&1rad zjQ*3Thj-Ul10-cLK3|=MoI;O)jGJrj&unn#w8RTKr~wPT!*iIjI>QImc`fJMMZ3|v zEQPp*>{n%BhET!jdw*)SI^YLGh?^`jup6wbgZAmO9Z>-uTKr4Bzot}H3PHxxJzg(W zNzvvSVQ)A*yY5Rs_P4FNjU7f&U409qJr__oWK6cFIHhGM>0OODl_z@#J)NnmQSEBG z3F;-L<(&~gl=q{i;m}GCFTHCSEH7(vkT%9mwq#fLox#ah-#BrR(mCeo`2OSHTA4=H zygk!WrI~&A)l%23_SBIq@LD!0#=LRk^y61{V8yc|4NucBqm&RC`2lhkG@pMMQp(-Ti}C-D?Fz$oxc%>j%%TN6DKH|g8#b}1q*_Kbw8qZj5;e4ZbiOA1_S+1RQ3O(C7*~c$hZ~%m45qR}HkOg4PE$H0n41AD{c#aW)0ONN3Vd^UVR#k)Kl8<^m zc%4JYbqw4)H!2I|IIUJzVcC_vQ-XiukV2$+);gCo8CH-b$3!(}qC9gW#W7yJWiUQI z9E(!=4vAO7RR7UC40RJXGOo&N()VSR6UPKGiH;(dJuV1ACN1rU|9+sNw$o%_U}?Au z56DVlHGyUOMhi!bO;WaZl^xD*HFqCdurOrKNzEO(FO52{4Ho)ls(t051Ulj8F$rK7 z*t2zY@Wcx2MR=!PKth||o{pI_B0cI^{ea^XS64E+;7gNEa-rdzaSV^T{ZUsS|3Pq7 zZ^O#_o4T9EhAxzlQHbK4s$7zr{l0GvI*@cY_w2!>D@w+Zh`t}dn za2d{|Bx%5bCGDq8UJwZ`iC<^NPXtB=O1IL&C#s?q&16Vl{}I%!eHTd}nTh-V>DuD@ z>x5|b&O^cNYj9&tlpg&mRuDA_0f42UBT=MTN*mJH$f(RK_;$P){h zYW=Q}kEeTsCPPbiOvpxDm-ghtM>!0VtJ$_14+Z;z-7ehh@n)7rW*q%HxMd42%^6ErGgTvA2|Qm>9ULuuJL zIqv|9N5l8!FBgR<6bXrE`B$$*U=ZaiEOE1tU^rmu}xGULTWs~9sT5u@g z=azz>yHEz%y39nq_}NJq3EVX$J0uy3lAhkPr#FXwD|zWsDsm}0PgkZXGQEhb=OH`F z8i&}Jo)Phc&V#Qh1r!OtsaOFFR9$R{7M&@yU1Akm(eh z@tqu^;|XI+O*Tp@k>9E;eXkdPqFDp#S*GcCL&Qe!$A}gkG6>IFcE=f1WxvT|;1|EZ zoB1_s(y-qC;dE;x3^i-B>lVqv!n1Kbuh8#d47;SVz(SNs$sm)i)~tc_yMn7W70rZI zq5T*4EGvB)U$_0mV^Y+s>$iVM#N}Ng5|7mg|MreBG5zm%BE&IHyfyxxHikEK>vd|@;;WdJ-!Eaamvw>lh0790>c;j#rjw}zUQf9 z8Jkqg@;{MudjnnoLcjBD2bZWzaaVb#Og;-`B;T&J-(XtHYB;(5V0k`TljS6~52AFL! zW>{La-O(K%&e-xTURW8(bB~&!*lc7*?1SfY*tOwR*I7thKj}Aoel1vD?slUMi@;Aw z8|pS)dM+FL#M}I_f%e5dK-{?(9J5rwt2{*bDuNgp(Rv)%q6<9#nIimP2rWP(R1h=( zeZlI`2oRLWJm#z7kN9mqekD8u?5m&V;kgD%#)y~a;sJ~HJRB@&fhn9NuNFl5{(J*< zzr`9`QUny;11lSTF`Jxz_EXVsVJZfF4^7u=Z4IncOb}~xfdYA2MeTpc+VJ%}7I^*OXcCKtrq1kMbN50uio< zj%_}#5kI97Q)G3bl|haM%l zQqSB3m@F=MvN`5tTKAPwA93pMA+psA<=l1b}^`?1VswXflpsn_*w7wv?c)eg)9lmq<2~Qs<>&* zO$2KxYQB;VdIotfgWudO{v(%O(sC%`Z_A0i{#0U!^f@uL6*o3;mjMH4DEh*V(Hn7 zaa!^n+sD=ALk%5xJ35i~YB{|X4dtPg-tlcd{s2MAbNGuB_kM{jDUpz_;%L15)DlTN z;pQ&Bf(%ozJ%&*sO_{w{>0rc$7Bf^?HT4DNjoSH60#>xwsr=iT*dz)|+-*~=fqRBV8wU&61AF96h?#l$i83q|*BTB^L3=X%Wq?U3?2+w>{SxiWRkG)l18w(I(QCy6 zCQofV^db_?D3GY#BP_ePPPyV<>O#ZEMf}7Cgz25JwImPvj97g*?5%jc-yc?O2cs-M z&HMGdFq~Ec-MVvo>h*QbKY^EZA|?iB#^_VkhXjUE1uHX7i$}w(==P_<+>j5l!md7h@$g61wC9 zO0^O(1~o~i`PH-7sN_6$hT-wy|Heo7GvALSZv4shLpw9M!dOaqny56gQhbH7!E-;d zS$e33_WdWZ-y>GDy-Z7C!c_+3am!E;ALAiwqM?ntrbpPrLbQ$R?TLI=dya*Kh5ad9 zpRt&I6J(X{mlMO<)z1ev4!g-sS)Lf#cLgGz*s7$Q>_Mur#WSGf`%D}A5xsb>0SFDt z;tqvQT=^O^eaq$&8A{j@1C}jO(-&Uvg2$k3j&_c_Gn)RIP>NG9_=E1rn)j83Znn^( zDt3Doy4zlDZ)~sC_j&Q%Pmc(mS}96svN4}){lP}#FZR#ahu^95L0U9pV zHm$!1NYt9tXij9+y-l3G{MLX=Q_H7|f+oiTsf7YdCV_SK=o zOIKw&41NqEaZ#zEJRX8ub*JQtNFuF`^M+o?W!!DN`V+)(+tr8uSm^C=P+7e=)Mm0< zz*9AJnc~_&$F~LZ_ns=xWJX?-39A;l;IONg8HdOT-pN7gn^xVGbao|4^&E^t2XiPc zV>%a`ITYeOkg^sw)NIBPLO&ZaFnt+yRTH|;wTbACO@AXnQFBUgpfshPqAYY{S8w?x zCx{VcO&$L{K|#RiHumnS9lD7NpS&wOP@3y(6zKObUksoHZk>@Z=ft012QD{oi4@v1 z(4OON-H|xWPlZG z$av7WPDdi2blF-q#`#SzmHr2Ft=Sh6xL$uFsoH@&M#Uf@`l1O@)zY?S8N?=daubT9 z%R}BY7KgDBt^$SJp^>%xQCMX&VBBx3MXY8zDM5w3kQ(J7xI99Wm38gXxm`0rPuTiK zkDazTltYYzeS1=fK~jwf{nBrqm4Fe^EQL~hyA8xaE<6X>gr?rLQbtix2wIbz>k+!Z zrZ-b2NeM+W<{C$#dMOH%EuWU;!}q@|Ixr|HC`{fYqt{Xf4u>ZC>JnXagl4qK$ZX&p zi&EL)ejd|%1oIo#%Ozpe_bK&LPVM{>lK%en_2}Vmw2mgdu~nZy9Y`4XQL@$ZB4!SZ zkf(`D$}B2RSplir)2sP@ET+|6-QW?C;oa6bG!A5SeAFyj3#)6}7Bd$}$x{45Z7QnuouwBqepbD5w{~&y zrsXsBJjJkmS7{RKcI}e#cTsCGOY>`4nhbvGdo)%f(fj=^2Z9%?{qdK2lS^tG_X>vO zN^Ohopo|+?CvnS-?Mx@WCi8B6FF9F20el0_lnosG(s|BQd(K!0;mbot>^-s{4oQvN z7bM!jRQeHEGR&>%muF(Aj0U*Z0BB&NW&>oe88CZz6=3KDjPGJYv&jyG@qkw$ z4UH~3z|V&johswdbkRiV`m4YaL25G{#7;MG1cnC#QSFQ6!*L?SnbiDqrMHluO_9er zjo+k|`iUVa>wx*CEW%6W?2*BuMOV1ycCF|qh`WroWpy2=YLEie*jDa z^uO5t+ra*}LOA}nTg!u6AmZ?`&LWv~N*|#A1E8UqOjAL{uvl0voFU zNI=t)HAC0b(#QZF{=folai%?a515CC&rbX|X60RfS2O?QW~wm|!x}<$kWp=9oMxI$ zE{MmVLY;Tu884GUsB#Hy$^`B&o(62)1EIn8oVZN_n;Be`~bt3w~ucx=8^$yb7g>4r=*F`nU7T9T%C_Cv;XXYsrx@Tg)tW}wRJ%riaCC29YF>p%r6lkM9X4wxm_^1~4S6rw~dw~Pb zNibUHU_Kp&f5vVzz;r_}V<@-A?Nszi5_KGgTI*d$2N8>1@Yb2{ZJtx&vOnr@+ph%2 zjKV)nEr&NUGkm4B#PN67beg|=Fyz#Dp6-_u2wYRFmuZ`YSVQg~3o4N1+$VD^YqaTd z%glIa7DUyxDAufjpsm+Nb=Fzz-O8D>AyyvqGs6wz)&8B`OL%NkXk7K{CNp)minF$y zQp(am@kJ8Zpzb$usgk2aRRpo!lJ^aO10?&@=EnX3ZQ74-*#S`~%;w`QHkq*O(G30^U@Z;=h@gu8wy|zG41XBY_U$>L`@H>92+oe!5)xN- zUV{Xoccmn4$g!-?C|>7>8jz1B4Zesd@++HlpXDtu?kF1X=eRCnIPtvEh+a@@B%k~z zpgr@bU;;3LUz1jfoeOmwEYpY7`z#(NeNW5$#h>1I^kkx3+vQtlVzIaET%LuyPk%z z+Sph|enF!qQe_Tu9IX5S6|6^$h_Q%5+a$`}lzXXh)!2ozpS_8ZP8T4_tZ z+32kyQs+26bf(4W%VRhjs?Z8#da18zuh+*6IJrGR26RVp9pZqx(;Anq4AT4dMby=c zGVlFRW6G(+x1v$kLt*%?N#q77ly2w@5ZG{>3UKmpFO~6J4%HFjU#*uudWM;k!~dM*+p zC*MIFktsa(bBegI)^x{k1&lrP-oX(RHNUsbLIF77l!?hJ zvdepS)Rc6eK!FlQB1W|aw{zTMHERxJPxcITBg zie>zr`g)>uIePFxof=)RLVS=qwL9|#cen$wL3YHjkWSHZF1p|B9{Uf@LQMcr&PgpN ztyHY*pi~qgs;MQN7K0qBKn(NY&lXe$`5IgFgH&G_y!S*YDS=r2u_LKeTX`%&OU_CV z`7N`aqXh~r5ykR!Sqqhcd{x@Q`t<6pR^y7GqKYm2z(l}tYo{Y_MdhVTWPr!GQe0bv zBd$wyw(SHal6|tD4YWm)L->~LnVZ|N6NpCl%iZGa+*(ZcIEl4Vnp0-8i3WUczC$EA z!n{)4(u1j)H9$u9JAP%8@MOO#yEunJt;MI9hV{BNowE8>M3A?z#_F0FOq(zgg+(^z z9z)aaq73r#E$hIKRl1yKcZlI;s%e%# z5fzox>k8#ml$59&)$oo*!4$J7CByx%uW^xo{K_puzP@Jd$C~Ak^8U1|zd;R`%EGU0 zH=TS|oeJsM3#Go7>AXRq{6RwF7?YU7yIVm}+Dn?UyhiIB~L$ZhyA$E~6Rq<#0 z4F)PM-zM^aX08A}3-uX#M1A3_CbDWUvp)+7c6963z%KV68m|D z$RtOmyINT-8?~tv|6u-7(SMfSdwDQNillJh(}ka%7#iY%@vsqYG2Hg;gH=V-^4oUl zBW6Q~do#Qao>`rhZ$$Hs& zYA;#kY_T}zIz|+ntjcoIl+WF#LVOV4oO#0 zoWA(IzmHAWbNTW3$1oj2`5kK3?OEgwi74x0epB&hWN)l>gs*tWOe5f31S#JLjWZO<9f5^THbPA$;WIbMGK_@rp~ zwJQo}$Xfs@V6l?l?RCu@i!p-F2vM2O=gsn3H|qf|KQZT%wR!4(o!@y}!^O~o$ZQz1 z=zd@f|E?44&28A#?ljG=G|(wXivw!WP|D+Uopj_dDM9gL7e#lw?*tD}n#X5uW)@kD z@63&P6JI}-jhg6`U%$m%$hRp2>D$m+*cU(ZqNgblnyeGyn%s}k^hPC~C%kFzzg)I*0pDyW=_y%755r|tjRfuZQ*(?l%OsU^=l3kIkT+kp zvt{O#lgNmljX3Zl6Y0pTVKV&mgdxm{;Q&xE59REEjWqE?_f(0mDSrJZh&pKn^U|`S z;&LLi$@=6O=36(Jy>R5xHmqn>GF2Jq$dlLQL{|i4EaMfd&;Mv*~wOS+3)%idUB1O0OhEoG%HnpqzoA0AVYAr&-ncsGD6l;z$w=r-Q zZQu|4gT#j6H}gJ_wreG0Z{K25V2oFQArXiM?=DEa*JqvpFE91{gq+r(asR!6P`@P#x(VvV7bf+>W>65#R7BZ0qA@^$S8q zIh!!fQD}cwWgKS)>E2z3^c3VQIFj)hRAiz;`#-|hQBwpS(Oy)Pq+`YnvOCPDHR={K zm)mn9W7>0Y+mJ(=wFjMeqd^wvq^~wd3#)a5SA;%6N)E-m6xHG4ey9iD#^N5E;uU+G z;7+xN3OFrr&IF9`E%EehN;n>0{IWyvA0NVB^s#3o&p^ClP;X#P!ah_&*KeIE%t!%Wjnw(`d(kz<+~?z1vtk5d0s{(R?I%l1QxVp zC6A!!_YtBPhL$!0~JpTRC z_eH^4_SLK7g(a6F^|U_DJK$>P{?5CDNQTw|9T$Wb*!b;m)B(3My@r2Yh+2H2?7-`= zX%&d$Qrt3pBtvNlbya-FY`9xKz%JO1)qKzyn8L)eaDJRv^C9P45{q^hBdn{#+q~=1 z8_klZJg8B<@}U0)HvWk&*z$*Wa;mZ5#Cg!neGmo|#Hg%JChbJP=oI1F%aa~5O(EzHs3OQu?-LhG8viMdhdvfa{TlYc(PMc>l2cOQ~`6hFiEptNaAsVBm^M3$R^4~>bQBllz_Ah{x zzeU3O*W~W?9z}c)k$_uux1`RNh+|3{6F`N^p@(zEBl>PFJhb-ruejaU*`hWyqS9rG zWy9`@sKsonyv+J!Ht*@MrPZ_LeJRSal=4I$kN2+W6SvoUUhxOej-#=8LJM&~xPw|g zMG=Y-EzK}WE|rla^Lv?YM+>29d^|PXeZe zs5XW3(tHz~(QC-iGUtQnKL_X<*9rfa3>wR1AP`ei@sncVf}6kDPB<(@{vo{8tQQu! zu?a}+x18b8M%68=F7|+Y?OuXfL&3AxTFqq&;cj#sA6ik(^Y5~2b~%Yd(9^A^coKD| zTtz6VyKs-Qx!qi6n9J!e+A-8>!#|pXTx1PDR4knIelZ))x(W)FAlXu&qoWRswpB+< zD$q*)-T8X@^n9<4AS(L+Pt=RMC))P^2s_KDs<*8Vn@EYorlh3VbazO1cT0D7OT(t5 zySuwfy1PS=?(Tl!p8I<6UeCDt!4Hn{j5XJP&s8&i#)v;weyYH$l*+YX>oxSSq01ep;(Eo!8}YpI7vl_qw=LS0<*d-KPuBpC*URv%~eYt2EW}G zo)fei$yW*o zHH;&g7^8Sw4{rX{XY44?DI9RU0Xoa6gLnI-95Qp9Um4?dOm8Npj!6QHCXFMqc+lLu zW(2F-C7hG4B_9T2bZiLj8FTrgK49J zr&zOeHzs^IS`92AS~kIdg?e-)zM|WxlsWb>&@sH1=&@k8akiqF9JSM&wB3$LUeE_Q z432u4P`9R^80u(oU9y7osT^_i?Rmyb@VLfu$E!X2`L@&Kw>y^OFn|fL8hRgk9Q}60 zTDB&Lqt`csbY8S88EaRfV?js}NEb8fP)d^8&2&l}h3{=%t$JTpaR1B($C^FHd=!kZ zkX(j=H4rddt%s=ym<%H8vuZuZF`N(lD%MbVF_>3U8(TrRKio~;KJFk$ux8^A9SB?q`BN#H#}zVz$xSb#nj`Tyd9vLqg=~% zaTx^_RlE?QD}{X7W%VxXPVtSvY|?yUmnKZ*ey*T4wky}&02tDIJCf)%ClV)xqhK38 z62$vH_Qtw_<^Gw+Ueaia!A@E=|6UQnRA0+!6gu*fmR zM=mP!fa*LN)qM_eGk_84GSo9JP&!@9#7!EI6?5=|Nl>anuZ-@VDz^pj!fQTEz@m%l z<((y@k#POi4_(N;$@g1jw4jLWq2LVT^qe9_tezbAS!dlPVdE+y00 z3yq8{;paj=&UcUv`~L1Us7!)UcOeQ?0LVSxDSkKKk5XKTnI@dP7PbJ z_Q_ORedhNeOcyt1a#B$}S+N=Z5u>R;uDA+iDX3N0N2&J8EHiYn_Aj$)l?Y?_DtoKh zD4rT)cWeO7!+@6Mkq)V4=Kz0_#_+tYY}WQG_Sx2)A>!GB!!nL0YYs5UA4_SQ@|VUFH|)*4;wh6H=E{9+{4F`F0^Wn*C$Yij)XC(e z%p*$Gq}%w^0bzA>QKw&uH;*&w;We299p=s_`PYFyjSu1s?GM457apWkXzCs#Z)mUfc=lKeIiO8Fj{6w6JnNib) z#?Ob=Ml#0vgeupo%JrAb8aLskrjtC3sj<{U`Q8#1BAIbk(Iq5?Nta^ro@0_9b)9&= zgeth~0b3GOH`n#>NCk*$(HD62YxDL{odkcnaNRy~iI>O$H^0^b0`Z=jEC+^xyd{khJ1pdFnw{?~#slj_KS`#a==-~8m-eS%JLUyu z&Hvm*sDIx@>M##vgknIk=z10?O1K#UJ5yt`cvVHJ^4e^!2dTwcW)2HPxYUtni&`%~Au| zshm5+*;b^_xSn{Z6(KYImdXd)J@dl&gEROe*+mQhXv*9oe+*p8sWkaVHT|aytW2sz z{xfN_pLLS?G*vL44D{;Hv}cuhs$~jj1;H#zT=MPmHDGPF6*{$gV6#q-zeJZ|GhU#w zIJrV&-+hgDl5C|E%8LdIqI;h{FpSYVqxgwoIyabC!Cd3QpqNRIG={yVxVEV8)m?z) zno0iKY)I~?kCWz?CDKM1fh&iVeZHaFjHkhZvqdsilsnt0I6y~V5U9)^^! zYp#tK&2?ZDC5I&Gl}KsCMSRu3)HHh!-=Q-!>*22iO8;SY;fMxoYDUN4aEnhPp4ze> zRE6Bwa{=w!LJrh5?dT)|)PTEfAtAtBMh?Yh|K(dz-<*CuKzLiwX#NmTP6a#~(7b$A zAdVOB2rM{9bU?fVti=sXprm~1(vw1a2NdyjBB^KtU@#aGY*+xC5M|-6B9?{si(pQ` zy?rl?J@#1c#fQihE|WH#B^!R6z2*%EQd%cmOvJ}GR|FoRBi|+KvrAnDIxbw?@@Nbm zjiEXanvzK(t3t;Wq}FSs(DiRvfCXqhB|dpBm^GKb&QhPL!*BF zl#`sFVDa9(~*4d6l*`<|UB<9&#I&IaHTUq}yvHk{V~!MOB}2 zwT?5k{oW!X<6C4QBjp&0MJ|RbNNQ{*xiPhZzE+6Y<+nhtcFvwkDtx+AB9NHYAV&*p4#fw%u+y*w` za?G}P);l&=9KR017ELZpKK6q~6KCNVd`(`s5G)43ChVtz(v>Q?(?XtKm)vEdI73$! zDUB6HL5-4}PRswm@>b$at=or%a{t!i)(TVV1WoxhpRHFunq47rtEYRmSjofbeyQEX zFoCY{{8S4Ep>v4hOU;>$LfILYj$~HwJ2?lc^G2|6!lKr7w?^0dJ`kVc*8);_l~ZwR8VxJz~W- zzuJF#+WHkCq5Uf*Ma)5>-va%|-j|CF1#b~Pz7?eo5MP;rp-_%GS-E~#+7ArU;^nF0fZzH-p<5G+PTu3JL)_trcSuYqvDG$Cz^wSn+EZ^MuMIi z8|65W@Pet{s*eco<7FHhiGzeka^PhhgTe3DRT{8O;-hd|iCEk}r<~y1Hhe|ag>%BU z_;!3Q$rWE8!$=GOl_b;OVyk`m)HdFdc1cv66~d6|u5C{M2lT(>2tYek619{9ahi>z zFt*;!iGm*D!{8b|c?Low<@Mx{QY#7KNvU;H^nKETM~4Bsy1(DXTJI~qZuD#XdY`0K zpAYln`}gs$b1+3@=D84~{_n7sEBjoOR&D`{cFr|>^JnPEVzPc)x(JMl`i?xREM*5- zNLRFWKYs*cr*9e)GVVbPsZ!JMgg1|U<)oRlTFaX5B}a!scl=gYffhvO0$G`hc5}gp zgPrwmfGD@&sN$Uu5N&Mn-Dzvw4_o_`2IN8tYqap@^X0P+2ut>U4`Fqdy&^=V;TH>S zH?ePn_JhRU;mH9wwy|OWn!K^O`Z=xoydBmirfRi_-oU;NPBOWg7+Vv`bH&iHBGVlV zUaCr46W1KVj%t)08Y^(#np?&@c;V8tou17uAV9O@Ic@Owlo)&-dg)O+2;j=CY{l<=Bzs;N?mh(>Wo8YzAjL zxc9^vtiZB?f!+}6Wlvs5p=Z+cv4{4&TIiGOWAwqLQRn5Wq1HD3(==r8bYo|9x8joW((J%vTA!-62*>5}4Xz3J)?5RBqITm;Y-QtOP z6W4%>6P=NHP4NXB^#QN>yKhUGZtIOQ6e?GA)J5Z|&Y_JCe-eeJ-}%;NK{Sm3+1qI9 zJCsR8!m4-Vx{S@on@J4xWE1}DyC-^|#K4vd2Jy6Xo?qF$9yb!oMd~fcJ8F>#`r+*u{*ZtXcQ1$b6MuROhL{RD;&0Po8gbg>iPK*h>&u2vCEtxAE#&}0`?pk$I zM;e?~TUV}<@R*-> z6A_Nr{opH9BtrI(%9KXxG_WP5)VD~ViXACDu14g=Ye0m=clw=rAdNSh%OG}SY`ikd z^ycn%G`x(IlBC%dYyao|&mxJ8$+d$4nx65S)0wiyD&rnXnU|eAlx9+_L?DXl1O*k}s7G9Vt zsoE(1g1XmluG`Sk7taQViR@GwO0qrUItTgQ42M(Cc+-uw00>pKqU5xgw~x&-&$35l zlz%PB;(Y0>zx$#_(bFj|3Ho!rFj|TLT6aHc|Ba-d**Ei@qpwkkdZB z@=r97{gF&xNn&e5M!jW>WKI&DtHO0?+PyK;;&o8kxpPqM5;AXaL!|_wh?~+MOD=cM@2JifielaR^k~}fYd~8q2s_xZf?LBnu z07r&_JM>IG5{5`pA7uumzVil+A80oijT0J;gFg!F9gX?hdzUO&pIHxXS9#>%v)RRX zWh5#u6Iin{FKU6_y;3?2XpBSy^~wNLocetk@^4h*v@-l`7-OC6*{*hsuVXdw*kkeA z<PcmAA(KQvHgRs~;1$E?9(f zM8>jowZVwSWc^>}&L+lbdkbZD19BrliI9bF!kvw#}za=WI#2Tg%d0E$-VJD?a7O1FDxC#QLuw zX_+Uy#~G$Lrw+_io2%iJnj>yUeA~4eI)N z(R)8L_(nKN3Fj0~M2yI6_!`!Oyi+a`48Ez|*_spr-=0p{5-JK|G8S|Ki38#94qSE` z@#^vwVC55IRLw2+2s6)XG&j+r)+j1FlT~2mY%~w)Rp&;*YQgC{hvkbWC@h}luc>Qy z=1JoH33jelXW=#cLw7=b3@&dj*_J36ZdDqypmY`98mJ*xjo=lzhtSx5<&|7-RAjvk zVJ52gIyear;9$IEMGJkz{E&M*=4IA6QvRNgD|1z4Z-B<@=jWb{W3E?`(++KlT=PTI zp@JLW?}8eWns~iV>q;6nxS38Y#7BcQUm+O9@HYetzIxt??&+juQ)2V*PkD{MGUWdq zX%~Cao_^7|L%vp1w0}!HLTsdmPs{l zwxkdv0t{u8Wx-x9-S)jz?38k;`f82{gAPMT7{N%1?o;o3xavirV-H#M<2_-pzrTN( z1n*OoG@?aRc+Z34qbt+Bt>a2h70?2}wzLmc z)5YZzw6eAHit$MK^tH>wPYv8|=L~Zc6MS+`g)wxse~*bA^1&|fCE0?(n#d?_!Nxlp zs3unLbGfltI(!PrQ5;1^^vjP(UDk_t8;hSm(K_VTiP~GTrsUtZIaTnVlc5@Jy9>|} z_zUcGl*@mpI^8(ah%T~UA4R>>XNq!e&#c9gocAkjLYq^Hn(uO;Ye8dH8-0(>lh0@k~(%oP`Z}k?NuGue0kx4}zn3hO<*~PIo%t);p z7Kvqzq>KlaQslHHumNbE7M>l@i}Q9a7^FD-Bw}x46cUn>j?()&TaQH>4OUqKvRZ`{ zSwfaKvcwF0{FZYDsw%n?TaDvLWiO>F-d04xTuJv2ov1m`d3m6zvA9|>bxaA<^x@|N zbt?-G?J@XM8{7^{KDnpqsY_`qQ+wykuJ;LN+T-nrU8bbeV4j>CJ2H1f8rZupq?o~wcKV3+E#oDR0QyJApnY`c2@UgFGaeWDrm&SjBbs<$jjFKjauPPvK`lr&QedzEmWeOf)sUg+ zuLIpD6z}wasO;{afp{L}x_4!cIq1N6oAlT#DJn84b|6%{J2T<5fK~^jK#r`30O`*t zN=gW8f=>t^ITI`OYD5c__9Gb(oa&O6z3~l|cXxmMP++FCJSH_V_?ytai2L{KqW+V3 zUgel96nK|+=MdaThVAe;eGjlJt5SkKkJ-g~f)Q_U>BLRhLV=~>u2}xfkBR?5E zb|D$aKEajI=Ppy6*-vRMl*`2672IVagHEPU={?!@blJMCvpl2Z`A};4@padC;VcUX z14jrL&j2~kqvF)jV8!mF(H6Ck5!amovrkg&3<`VfZ{xNn!CFG>B>KOQNTG3jwi`km zsf8Ll{5~b^!fXxp$|FvNLww*XaCmF8Wjv&0@f6lF2rE^ybS9Z>vaPY#2VzW`ttMc) z%dmRDW3q+2jX1`;sw%lSp-Wd|=VgaedgDt_T4yzi7W9{GvUqh?y{{YB3=Pt+!N6-o z&CeEd8|avMHiTN|68qHmcd=WFeP~XBv0j-dLyScD8bN%+d4>cndvd--hj0**MOR2L z%h2El+|qv+m3HovN22j4brix!FffqQTj zE;Jj`^T(c99l&tYgXgYJjEzW9at=lQrV&m#Kz>S1hw5{C?+k6_bQF7?9llwg{q&5xQ>I>$z zZa#lwgmHb`jc55N_K!XSZ(b(!KYfJy-><*_Y9Ie&T&lS@SM^yTx*z*r?C*>kuCH0p{)zj7`OlJJVeO3jeo zW}_cDh=?=pO^6!w-FuxM(%;gH1X|qp4AAokkWhQRMRQCKM#oA3e$N!Ln_v?9tlsU7 zXAt!@dAZg*bL|z3(5j4$;P=UvB)Jurmt@Kw4kCOGwK!dmZNX8yw`l z@Cb2}8(z`zYN)1SDIx+dXLe@8^M7*@0H@v{>xE)qGCU09v6!1+QV#{re6WAzdIKI* z7B(~V0ggR?Zs7+jAJOow!b4WvmsPSvK|SzAnWV;J=GMzxy6v>57AT)TTc_hrAtx%0 zaSc;S$1gFrs2#|!*o1$l5El$=iL-HTB=ku^-Dw7UphT!f?a$rADdWl*#ZWeBzBP z5D6m&j6$o`i9GJ&hu}LD8y&C%))fsCtj$IZ}JOVts=Gvcnv60Y~8{ zrdX2X9Ahl2o9(~q6RB}zO0!k0Gr~lrAh2WJH?dnBa^<+3ukzc~Mb5??J86x}9SQ#hB_VpOHgG8N>*l zKSy@C#SXV_R`E%ht+`oywpYGECBHoVXWeyoQ=J6#-Ynxc@)Ym`qv6iIl;OuXR^$6j z{oO>zWlS+DiJgcFHXoc-LAkASZKERKt;J&!?RG&LD`7m2a$uG#fR>?MV*6nFF8m-Zs&nf zdPoYFrLp))aU_zSuo$i~nZsxO8lQTjh~dGXul}#BMn)!bb0cFLF_T9Tk{9z*(u-t; z?Y$+Gw90XsSTR?LK3UTKIys!PP5r~VLpxc62bN+T--RR)h+kp9?-=eOZB>g!kWKvI&fIdN89h zYp;^Vzws;=5n{qGUnO_Ek^@r6M&>F8sSLobFBS`EV=({(u%z12gkcCgU)q+~#zs%PmGjot02C*br`};iW{a`OC$zDlGdG+n1$% z!q}rlAEx0mXu2@eyu`Z{WV+&c->{P+eT>8!2}LcHE4zfFfjVl5LrA7vPNbiF_=(_S zGIgVSXG}zE#PcfhePTQpOUQh63+2K!Q@;kcj!5FZS^`ERDkdV;n(erumQTi=?PDSO zJ21UH^T2q=*(-EgOlTRI{pDeoJ);V$AnqO+)sj*_Pg$}!w~Q5unpJ5eXV12zo!mxc zekS`a{_*K7#@%~4*NHD{l#!|~oh7Zk+EWxhbpah;1U*j;6^c#b6G8tYtyDOHJPN|aDWOHiyzygD4OC3bO z*yL49y%I=4ZM0XLjyJ=sv9@_~roL=bO+p-QpvQC!400;sXssXs5V*Fwk{>jv##6tL zlYXf8wnIOSQH4VTeN_6CqgUU^AWNSzmXAh>h?>ti-Hlnc^1$O@Kn}8uQ(OxpZ8{cCiC@yBckA(6H)-+tw2UpZmSPJL**<^wVjEOZYV|MIK;c6aFvbh?k`}0u z(%d0i>a-}>0k%SY_<&rjd~zUw@_q*A!}vV!_d{%f4Z0fpOh>0G!tljnzrs$;_mTN-Md4e#b6OO_uo=N|=SB4+ zKK8eg+CeA7-vOAcfR1@~gVtkrhO28Sghw45h~5OM)O$Z$YWDBY_XgElE48{6?8QHO zl>3Pw@@zUhP+c3WocbCSNbz*bYzUv#U07w4+jwfK4!~*i0TPI4z-4tO>cZO&Q#&}=Xf&hZwCPi5*7Pk^QK}U$iJ;yu zrVxdvmZp;;@ZagQm_N2CKpQ#=E9}SjsfF24UB(lmi>T%0>%3Dt`|#3C%t)M!oO^BdRZ|K$inV)k+3LAT4IkfNd5)p^*3tLL$MAsu zWRfzWO0GBk5Y8Id)Y2DEQQu(ugZM0~N9nI3M?_3C#js-kS7eM^&&Cn^$X!rfh8LI(HKnG<=(b zmW}+NXK2jl;xGp~{QS;QbvJp=(EN*?P_N&C9tP~5Dz?Vz=MD0c`j@YHYHSXO5228$ zDi5O+qKI45O6~)R0aWH1b=ga0e#NrF5i~nI?WUmnpNr&N7-90P>U@k?rS)3lu&n_J zZBt1;u+~tEV5>totRx&UVHn~uMiJfPMTeRfrtS%TNhib7?KDzsf=EW4gVoXo6blIPEw>L4^ zFtI0b|Jp;{eCsa1@-e)4ze6?zUNzuyQ8|gA>6z8b`VqpQda!ef9!~7MzV=IK+ZBgB zJPCg5!l#2c5;Jg@V7aNdMJ78tr7#?2aQMD0>|IiMxgkT64t zV3(-*GZj=nS9p7DH!0quksG}J5BtZj>j(Ak<+CNg)qIj@Dy`K%8uje~E{<>Pl`&A2P&d}php>ho z)vL}~#r><9#jA1EvC}pTsyxX!UL+Icj*Yn zMkj;|pVOG(pZI@s$`)YV$D!v+mB70_ed-xRh8A1fe<9pF5oG{UXyucoRL4iVOYX4d zOkaqVPeHUcBpbSPt9MX*Y#2|t(K{2P6DC4$%W)!K_7%LAhnz&uoryj2Xmqjo9vjcb zw8lY-hSW6IOgas9rvWTpSZVfXtBUyAsfVVW9y11g;tCxjbbc(ntNz zNU-~32-&nM)|Hv@g(Da>1Y`v-t4NTN zip-E$wcO&6lWu;6!tPjTNwEr3CL2*ohHXJaGVInvy zO`(}?Z`zmZgj1!cM4wa&Dyak$T6Bh^VwIj8ru2bjr$4^0F!0JiU_$M5@S2U*=@HiP z^7=+ox2es=Urm>;#{EqwxDxFx*WpF5lqyxrg*gVYoM6mxZPuh^goLR&RdHUh#23s3 z92AH>_Wcip6mVdWYoe*5UdAW$-JA$52CLWd3;5uYk~S^69tNJq6X$XsMtfiJ&)_sH zRGp{lyS!c)ace3NVt0Q_;<$c`-FQ#zRvU15rK^$R_ShA*rNX8u@*Bd`1#vGQ<)Hrf zc{7grySXHpbNKNPOqutM1Qm!bg#slA*G1By6H z-A(Ifr96yto9DP8rg@8zy7oI;EJ!z2*DSA~M$0T>5lI=>pB=9P9^C`VnfCC1#tUix zD$Er#c+Aauac3rYCXO%qxCBcQNQ#23fpV>Po4IR22Fz6hLQ#uVJ!z8MWLlk{_$vpM zbiZlg+s18XcFGK*2IlBb>>q5f>-Cpu^vEByIh`!r9IE9O@~BmqdJ-#?sbRlYlb1L30+ zGF(zJ4Sl(QfIPRI?lUYz>6&(haeGnsAxH5&=VHRLi|Lt;*RF&epL}JSh+~=p*0lfE zm=l+~st+aB#ub*i2i*N(Mj1}*?46Yns=e)DrhXim%}$eN&}v5NE>#ByypvO+b))e^ zlAFl7L+j`13u$QZJYcKq?@+DZgYiUTG*#Hm2-_Di-dzG+AS7Em))1h;hT)e57h#}3 zRjIS6RoTPZp`m%kQ+!CP&~>kE@9_)AIB=PjM?FeR&(~JM-Btte)x`&P&tT@- zHjUa(Kq4rG@H<1#8@vLllS4IXwuZ&p7)Glhv@_XQngzEO^Byd&3sa3V5R$Wdq>Vm= z4uwn_cpejyv=aaa^PvdRYe=<{94Q$w7^)599 z4cNW|Eka8<|1dQ+y7^3%0yN8~mS!||zOyQS&n+yiuJ?B6yQ8Mdek~Os03Xv~1%+HC zL!G(-)w(*bS_7V2f!C(L^o0+ESuy6SCrZ+#9V4?hb;R4jTU%W)&+?7QJFHd|6}ls7 zuno#v{h@|tH+IjZ?uY_)D3l_FBp+Ws>I`P19nUmWS~lPLfdG_Xv8v5{E!4Qc(G}C9 zNvv{=_zX=SquIffkM0`!f}KLDuekFAcJ@#FCt0tqy|L1uYFrhc1Mn zPdMZR=Wy*y93d7eY1E>LEmpBYYFu~^t`m8WRfptSAU`e2_|Li#-(umkqp|}dO@KIJ zJ!8Qp5%*cwgeHL+3uQ>JRVpEcXSy-0fvvV;NwvPwX7a@!XJ$QFsj&9@*ua#hlhzUG zzxM9Dj8()HcmKNYYPSV-$|jW8yGZAEjKGOy_ZG%Ii;1I<;~3JY5$(M+cH3~Yn={6} z3ktUrWL&%vU&-82qi#?#L}=&R^hO5JPpPl7KU@VZn{LEqo!3b=Tv=|vH)8+`=@v~Q zJJS03ZXNT2E>NRVcvbNzgbEK;o^|Y94At7sFv#PZ(6g|6(N9>eaxj zWfAwhOS4x}Sf^8Rj8Z&kCda7qAnDSeMgj^@O|SA<=?;-nS#T380v9&c`lRYKCza_9 zYY}stCWms-6fscDw%Mr3?dx)$TMOYLG-UPK8CbYa>)^DSW>5NI@?cFSl4PK6*JnjO z?8uqYVlfHm)2?Fl;Yrw45nY`Tn>L(za9l$t&68ZtdEGV=pt|9h)n*c96RG*Stnu+PwgG<)@i4dY(H{J3h{6or4*C}C=tv~LXR64Xc?bC zRhnGiBy=UrU}r_~W~xSI`rAs$80HEV_wB0~*b3@&o!=3c9e>&_vALbQSz)t3XmQ%{ z;uFqenjxSeuqfzHFf1e3WD+w&$VNFMU?U{xUsOTYtHdwY#2L1ygf1ucvd=+@{1gJ7 z?w2itKMp>>Z@i3%ikiD?xAGwug#`5rI3fh&%-7zMuMX`_xNy9o?hlIN76nv2VVY}F zL2^`Z4|A36ccML?5W|J>QeVABP2hJ<>xRu0N`V~0=U!ohTKBzmJ^RooTy2sUz#cI3 zgC}34HW1-hs<^I3`LK|jOt^mKJ5N=rake-~@9X5VDyoogS@W`cZnqFPqB!C0)fn&u z(kGuznO3KoBh}F^;MbGYCkk6(Ru%AXia0jEjVln$44+XZj~a@E$8B9VU4mM=P#w>5iN&Zb&)00 z01qJOWL-`?QIP6du_ z%(xgJlb4h763p^`hemYllEE3E0I5SG%|Vcq7I~8-8!0f7Xx=}sla}+S!~7_PdTCE^ zFkG(<8rrkn;vBro$7>Wd%&a-o(Y}t7fi&5xJ_)7;rI&x?VcP;QC8C0`PyuUIaiv(s z075Zls3P6E8}G!@D_c+)#9$z*BH#$>gFUMa392rB+k3Pg@EMA~H|SbH6}xwUBzxI#4%xTXjqg1IRs9e<;?%MP?@X^iYbcZioq6@ z-nu8U5WzX01XfH6@kcZ7EbXTg;hc;k{Z*EGuy->1Se9F*klQ<7Jn{}WF`JQc7mHd~ zVP8nEHiRY7sn>4gKycl6#gnKO-cDm$A1{C>1fyf>A@I{OmeEHvj>50ns_1~2o{5@T z>S!#JgCBM)#)->owMLz1dZqOe+iVq+ClXRVbQnd(GP$7EJor6x<@ zeAwjI(W#QN8d;u`Mxs49!J-(ak%T!`s-n%d&_})WWn`C}x@D$w6Dy7^x?bjZwCg1j zj63o-Fkik1OLr*@zDUzVywXv9UBfCjkpgc1xjx&+Ma1g!_M!<&vGvcf>$lq_YVS-x zG#$i|+Tc`{C|yYJdl{t5ujIOjc~wnST_)Ok7|30`iA^Lz-tI>*5hE44l{CS!J%ar} zU_s~{Vb@rB1=rv?V8R~-|Ejk@tBlTzTWYb~RT)C%Oi)w^N5l4>=SYZbX(VxopihH~ zlhb>eBl%lbMbP0Fb3c-N0%u9KAK@&t`0+SJ?Qes{5T+@i`sRhj*zesWWm1)@vOVM>`9!nr#f@@n8^-bz|2) zKH&RXW!lAdZwiF)0#5rR*(2k&lWZu}tr`fm+{RcYy^XdTzzn7d}Gf37>PhtM@}*SXP-YC41*lI^93 zWwP0$-d3saY`U|Vo*c<7K{JQ0X|(KQUW+!%FLXhv)3S4E z0s<-B32+y`Cd^*SpSNq|~YjO!+xx0?kaOJTU?HQ__`@DzXv z-`i-YAyuJHLZ@kt+xtOvV%G+$&Z-a%T@8ec#^jqFqG>lX6mfC~P-4XD1|w?4GTohH z7SI^Tk=sMh>UNYO6~%;G7iJ&7X_7uY=dV<7exX%u1XXCyjE=U@>Ej0S z@)h7U;Khp<;4hwn>6APiUC*85@jw3c=d1hEKbAUHHpbTKI<}9(RZPFfMxKLm9zpDI zQ2x&|SN_7hc=6R8_w|2(=>8pKq5W3`@;Rvd5oDQLANgDz{%;UJ*zX|5-?zBupwdT> zUU;>{pF#Q%{{i~F75;OO?<0uh(6fKz*^A%bBl3s-9Yp!hbM%xbN?%Wm^XJLV{qP?k z%Kr~UF+4?SpO5IN`&mK>{`~V-`oBli5C1!ej^Y17|0;)j4tnZY@SO@&(8}46S)t`f&WS!00P#~Y5{QowM2K^sEO#d~a zryt}stBls4N2G}LJLp&P;a{7<^ASB&t-DGSG5>jvoN#^z{cYNRji}}kbcUcB_59`d zZ_|?Se+M!A^Y1AB$ux-Z(?8EqBhl}mU+KrR|H_AXZralpxwNzR^3Nk$A^9Ej%e22b zeLn|171B&gJYYUQiT-WcD~jJiG`|bsJqJB~HA_>6^5>*nWa;(wbK z$np;$+J8L)JqJBC6WPeYL;TtDl=z@CX{=w_g7< zh+X)1(613O{MS$6(bJaw-Lh5T&!*Yx{SNvyM|A%+q9>=Vh*shKGbrBhchIjnV*FP$^7)9K zo}rOYtXBSP+IN%RLBCw&uSeN94fBr$5xcm;H`sWSuX^v2LCQ<&pWq3XpXcoFdC&WP-wU5(jPx9RmA6q+6b7j{awRr`!e--@<;}0O*)uW7 zA`uBli0nPp?g#P`{WV7b75z}CwQ9#SP|B%mgLz}uipC%hxk9FCpk2+^ci<)RT!2BA z$R;)d)i!+Hu_50?43CpQ|4z59RfEBJ{M!YG`Rt$Z69y@-6^+TQK~N!MVjMT|pe^wj zWKoTDBd|brY%HJr%Spu`i`PgGxlWTP zZ%(@@Jm~E{3{t95_ro^pTAi;B@{wKpAOikIq7A1o$RxY}f(FVf z_p>mGICB<*l(Ef3H7Fxn8eaH>56H*oG00us)If?jR*SIbL3Y1jkY3)d!=~n0_1RDP zCEMi^1}W8wK7+Kb+2FNjwccLlYqoa|2B|ort>1bLVvvd>9f>3OVr6J_eL+Q0Aj^W#fx&c_&}my18t>~${(mgYgPs$!7)2OH6V zgbKN+^rg1EYSlh12Kvyk(FzI1-jr6pKfe`i<%mIMc?Y>)17#<*z09jNq!tDl<#jDp z1J%fTwT^FV!s}v?ifl7!YoM_GHZ61+Z=*F0Fi0gWT_9oY4|SN+nUCzuh8UzIqFV^) z*nDhi_kzBvXd)jWueAdb3jOpM`+zlRQkRE2aWNejil zclEo6d9QuthCv>39Q`ZN`I<}k><=|!kU>t7Bu%1oufN;KSIFgN3{p0ts=-f{e*U20 z6<)RUHW;Mb?@sCw^x1x1We@W1ztdI%5%(`@`0HQ;d6&fh)Xt)z^>?vI_$l^6pvtcy$@O__1UbPk7 zi-F{TJgI>UrW_l7?LXS980bT(E&5ST>$M-2qu};~KH(+0+gAY5cYnG5 z7^DKygRK2981GTCUIs5w3qJu=^!}-}YUeaibpG{Z9@NWU0MXVDR@#24OTXn+`+g_} zDfbt>TVX8`493&u-4zb%5=LNIfUW4{u)@du+TZ9q0ixZPJjTS7~K_Lxt`0aYi zR18uQ75&zzwM0SGM+DN z4zmSN(eFcAs|Gz}>1L6;c#vtH1R?`XIEC0B)9zb-$sRBtgOst0-YmD42u^C6kJxOV z$1X?HVll`~ZrB0z!ys?)r!XOpdZe)Rk@!`8Abnw$ALK#fHe!%cjrQ3v^B>oyU_Gze!Yvr2RHG9uXd+65C6(t# zW2xH(5Is4bqk+Z;3?9Ijk=$eqa+M<+>e0++7b1Dp{@H~=DvsPqqcuwd_22Q+I6g({ z?ZqIAu}OOjHxRyv^${+hwBIj)+=%<*G*DPVhiUwNZS)}tL{?fj7VB0nPN>y4VRd1yp1lrz#uodJ%;}1>GYireCPk?YYb9J>qaIK6E#qyaJNR$^%X4YO6S$Y{h#m z#1?~0@{$cBjh$D${Q1#XLOBdlHlmRY*&mlYs4j2pLv|QsklmlCfmWEaukfnf{0M_o zt{F+Lf!8L)!Svh`7%=f6AUuR+bporM&I9C@D;NCXBea; zqL;lO`>U<3UY%b>#?-(d4_P8u*B*D?>Bt*{}jm(MbU5NLvGY+6r6R#q&0L)(C?<(S$)p+1St@MI1Mt;d3p$6$UAZ=!6~4j-p-SPVuVceU3q9d0m6ONP1!A5FTXX zg+VH5X?wg#1MRKt+?gLBIDaXC=yC)$3d`Jel3)A1I%1HDBYJWS^(ZPm^b>x&?%!De z(Mvke)=bhL8N`>7ncXl*d5vCVg6v=FyzeL<*;{%DAe#NKige!D=^^j6)4efB*@#{l zhUxLE8L8=fK>p#2L3+8=#%Q42lgE1Tg{{&63{n!gkxdO0Hr<;c3AfonRLema~SCZ8hlBQeNLzBdBn zLyz}&dho_h9gRWC*k-n{ed%8}j(7i+Knya-Wdw4q)oAYwzN>u`gh5Ioy7ogEIr*sf z8$Q?SPQW1LHCGZxusgcc?0G5=`to}WQWDV#JA6}9`Ak$h9yDsQ0Me0$9Y$kG`hd!O z9R2tM1}W8yM72x}w4#O1i#PVJX&9selAia&L@T7TPetDSS0gdVDEHa09EDHWAao;t z&%hw18oe|Km%YZ%9PZ8+wwiM=NU26I=`7PgzMIa?=9lcxe-uFOWHbg6)#{qMiZ}M4 z7z|RX(HR@u(rD1COLsnLqZVS23P^g@6PBY5@0^6`@%qIWq$HxJ5aAkV@%mZ2`Ht<> zQVdcO(Ip!itz56>3;1>I@p23@$u|&SQxlj~E`j%2#Z?%jRHLIYSRjpl+oE}6H(P^2 zDvoHbL1DWUKj#-dX?@mXkg^dy@P$2X$9fIt@e&1Z!XTv@{iX(XM^)$c_>njElC1)W ze&qw8d51=%^0~HWhXf*9QP@GQ^S2+vt9E6l0HWVP!cCUs;K~j>=&#)vWRNEjup#Wnb(%{Ylc%0~3;2)s7PCnAU+ zMCG5sAY~(Z1P%Ss2z}0CzGjy?k3q^t^gbkXwfQYwa`^?a@y`N?dJWI`%oJftJ-h8_L)0z$+M}j7{&>Kv(Ox^U_`Z$S3w11}TZ?od}rvrFr%X;N740 z8wM$f_@@i5eZOltACOmXVUS+#{Lg3-O5g_kwRD60k_&-B92_!Jqa1-v!LT^@`>6EQa+a~E$T*fd## zjQ?F~=k}W9#OGT4a|}|(rXyBZ`!`LgHiDPv$V&{;%ey1!Mgr>@Ml#2tKO&o7Tb%GmUd7BuXIXCfBzjn?*x7^I9%Z?ZrW zQ6YA4LteFCD+?g{wHUbn^K@U~_Tfu=46@jWoUcI-nfABCWPYOMSPg>=@{k20`+&>- zI{b3vQ5}PnL?&{H8SafFn!APZ0XeWH2I=L2CTt;e@0JNq^88Q-gIwi$^sljBw3)&u zZ9;tvvZzKj$Ixeg^x7?t56Gj=7-W)FgTZ*d*Mf(99NlV+LGJQwWVHsW9rNT34=UBH z80dpUbnS=89y;dHRem{gYKcM0Ml`a)Yim=&(|C!#)MJpVykCRt&mYix5--t6cMQ_W zkqx`-pgYgb^X>6W4-8V-U-Xmd);FR+q6H7VH9nlJYX62uJoUmL!+#%VoGR#Dfd|>Q#~>vU&3+jB7+z1_ z&!>pHHwL-O62Uw>rNf5NyhMGvV2}z(`rJ&02I{|Z?^?bYo#cZ-%KdaU0x7bqLYd_} zXjM-PQZ_P>G6KIYke8aD!pG6cJ{Y8z;|L_W7F%U6-yc2bhe1j;DiK^9*q(mdP3x$b zII27lgOst0o_DuS5db+xz4(^zAzKf|AcI`9VO<*$=eUfo*wHcB%6+V z__aT5I0h-z^kiLw;(t~@-I14Q-PZ!hojqRt<5Jf-Jm~Zo0c0YVy`UcHJD0k^gPx2P zKy(rTUK`%3?x^db}VkhUl1U*k)yaiRdC?J*p%*yVc)#vU+90MU;spz~k< zQ#s*9rfH!Vq*A2lcRj2l8$MykU35`+L~%_R2C0Cg-}r%Q?@QHb#V2h>xB#N=hZj%+ z0&~51V?T@%K=gC!Bn`CNvs^k~k1Ef?AY~&e5p37%x4bJnT;e(xgOrWvm0_5TI3|6( zgO|uR8iQ2Q(&N<#4fJU4uETs}hb$04bnS=iA8vnMxLCP7P5_xm_QQv{Lu`5oRGO^c^i|kE@i4{DqIB5-S7{J@JDw@?z1Mv3%$6l!!qF`N#+Q zqsbi$TJoUwYca@89%(=`+V)04B;SpU+<-x@a-Y3b1LeiU{K|u7Y{npyJV2PQfvWzq zL%8j;ZW{)vT%%7Gf@&Whi=56!c4m?QqOa&dg|usz`agcjevpDemZT*IzTp0Qi)KCI zB`UKAgOqBtiAdByuS`Q%@D3$G{++_E|Wv_t!=Uel8 zk)R_Oq*SA~p&{4a+g;A*Z4`41gUoUqt<^wdm;Kz32c=|SkgAaMDPCws?_PG^%;(yr zQ^i2CjUXVC?QFFlJLY=GmuE3Z#SxwPuhBqh-uH!%DjY6gkWp@rp=MA1Hm4o0n&B4= zQeLAq8z!Se-TZ|wSo&VVAf*~T7lDR---73J`E_kl4hC7gMz#=eDDHF9w4Cp1X_w?ig^4@I>GRQR>I{)Ff3J>w13i%jhu@O-X zjx+vo$vDTaYt8Rtkg^f~Jm{#rvpOEs^C1T5|2stzn=TCILBUTj$WHAms zb#1(j0HQ}ep&ICU$~oba^Ce{k5WNly_eSz>2RiV^K2!mNl-KBOp9LDIOpo8Y@R6Nc z34@feXyxEb2`qKkL*sL zVvtgex<5e!B`m3G%jeoSM+{OD(U&WrLjLO6_#khixLO#bY(zVM_{_t*^Y${l`}ftw zASDry*CKzOp z8?Ct-s7v}Eu6$&7XpTV^W0Uq6Zn6x?7;EC!{xLcXQpTol)kC8dU?yZF&J!gDh}n=we)i0&X^RPVpetr;)T^EMcyB%YMnab@0R>Wo-KW8nk{+F5dI`q;1_!0MVL#LIb58D6GXt_TUZ}q*SBd97Cg3W3S&} zKKrM4!XTsEM8LJ7)1PkKe1~n=H+RJ#H+iLnT78^KrCtC_oiZyP97gZH*({L6~YDG@{t&%+)p<(uw>5| zQf3@)?4~mW5dG%(lm=>Fzu(t<9Qn+~AQeaSW*yil_R`nEJScdc0HTc+JQI?#H@ODy zwS@T?q~eHP^oDbh!iiy9d9NLf#UN#D`rZgEM{DLjy~j(Gw+MrjjdWyB3%6LmN!p_0 z&uPmo6+rYOuf-au-e#v!d>PR##~_Pp|I?p`oEjrZE&jTofjh~8m`L6q)hMd5d9^0r`* zQjMO}KpaK3ENIFnZP^_Hh;AWZyWV&FXkk{{WTyb4&tHLR!O6kz`K0Z(TL96>h6VD` zUyD}p?w`09gH(#pH#9>uko~xn&OB)8egQ8Ku75g#Y} zm;5P2ZaM}j)#za+45IwC-*V^2&~J}pkcWH$1v>xhw^KjkleYRv3^K||3lsL!LpIOn z&yHH3!60QLdISvzEOtK_gg5I3WMPm>5qiJ^sulln@((wM!Xv^iVvv%Ee&Pv3mf}C* zYyl-^W01vbbB{YXN0m#-L)qd24;-1Fc{29|X04?q0 Date: Fri, 27 Sep 2019 13:23:37 +0200 Subject: [PATCH 30/41] Splitted runs for density and performance validation: --- python/general_specification.json | 4 +++- python/validation/run.py | 6 +++++- python/validation/specification.json | 4 +++- 3 files changed, 11 insertions(+), 3 deletions(-) diff --git a/python/general_specification.json b/python/general_specification.json index 4e5bbef..569dff7 100644 --- a/python/general_specification.json +++ b/python/general_specification.json @@ -12,7 +12,9 @@ "buses": 1000, "periods": 100000, "sim_keys": [0.0, 0.5, 0.95], - "runs": 10000, + "density_strategy": 0.5, + "density_runs": 10000, + "runs_strategies_validation": 1000, "strategies_validation": [0.05, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9], "trans_probs": "../../pre_processed_data/parameters/rust_trans_probs.txt", "raw_trans": "../../pre_processed_data/parameters/rust_trans_raw.txt", diff --git a/python/validation/run.py b/python/validation/run.py index e226852..d95b3c9 100755 --- a/python/validation/run.py +++ b/python/validation/run.py @@ -33,10 +33,14 @@ grid_task = list() for fixp_key in spec["strategies_validation"]: - for run in range(spec["runs"]): + for run in range(spec["runs_strategies_validation"]): task = fixp_key, run grid_task.append(task) + task = spec["density_strategy"], spec["density_runs"] + grid_task.append(task) + + # We wait for everybody to be ready and then clean up the criterion function. check_in = np.zeros(1, dtype="float64") diff --git a/python/validation/specification.json b/python/validation/specification.json index c414ee4..f0223bc 100644 --- a/python/validation/specification.json +++ b/python/validation/specification.json @@ -8,7 +8,9 @@ 400 ], "seed": 123, - "runs": 10000, + "density_strategy": 0.5, + "density_runs": 10000, + "runs_strategies_validation": 1000, "strategies_validation": [0.05, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9], "raw_trans": "../../pre_processed_data/parameters/rust_trans_raw.txt", "raw_cov": "../../pre_processed_data/parameters/rust_cov_raw.txt", From 1d897361e8c3c7d0619d1c1d5a9f49f2f2d8c3cb Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Fri, 27 Sep 2019 15:46:17 +0200 Subject: [PATCH 31/41] Adjusted figures to new result. Fixed script. --- notebooks/03_application.ipynb | 96 +++++++++++----------- pre_processed_data/simulation_results.zip | Bin 214387 -> 428032 bytes python/figures_application.py | 2 +- 3 files changed, 49 insertions(+), 49 deletions(-) diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index 1d45a19..4800cae 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -67,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAcJUlEQVR4nO3de5hddX3v8feHUBQRQSVSISBgY2tsLR5HrEesN2gBNdhWWyK14oVoj9GeaqvY9nCm9OalrbVHvCC1KAoB0dpYY2O12ooKTVS0BkpNucgISkBA0SoGv+ePtUY2m0lmdjKzZmXm/XqePFmX31rru/ZO5jPrt9f+rVQVkiT1zR7zXYAkSVMxoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUS50FVJLjklyZZEuS06ZYf2iSTyT5QpIvJTmhq9okSf2TLr4HlWQJ8J/AscAEsBFYVVWXD7Q5C/hCVb01yQpgfVUdNufFSZJ6qasrqKOALVV1VVXdAawFThxqU8D92un9gOs7qk2S1EN7dnScg4HrBuYngMcOtRkHPprkZcA+wDFT7SjJamA1wIoVKx69efPmWS9WktSpTLWwqyuoqQ4+3Le4CjinqpYBJwDnJrlHfVV1VlWNVdXY3nvvPQelSpL6oKuAmgAOGZhfxj278F4IXAhQVZ8F7g0c0El1kqTe6SqgNgLLkxyeZC/gJGDdUJuvAk8FSPJwmoDa2lF9kqSe6SSgqmobsAbYAFwBXFhVm5OckWRl2+yVwKlJvgicD5xSDrUuSYtWJ7eZz5WxsbHatGnTfJchSdo183qThCRJIzGgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCS5tj4+DhJOv8zPj4+36cu7ZJUVTcHSo4D3gQsAc6uqtcOrX8j8OR29j7Ag6pq/x3tc2xsrDZt2jQX5UrzLsmPprv6fyrNk0y1cM9OjpwsAc4EjgUmgI1J1lXV5ZNtquq3B9q/DHhUF7VJkvqpqy6+o4AtVXVVVd0BrAVO3EH7VcD5nVQmSeqlrgLqYOC6gfmJdtk9JHkIcDjwz9tZvzrJpiSbtm7dOuuFSpL6oauAmqp/cXud6icBF1XVnVOtrKqzqmqsqsaWLl06awVKkvqlq4CaAA4ZmF8GXL+dtidh954kLXpdBdRGYHmSw5PsRRNC64YbJflJ4P7AZzuqS5LUU50EVFVtA9YAG4ArgAuranOSM5KsHGi6Clhb3lMrSYteZ9+Dmgt+D0oLmd+D0iIy5fegHElCktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi91FlBJjktyZZItSU7bTptfTXJ5ks1JzuuqNklS/+zZxUGSLAHOBI4FJoCNSdZV1eUDbZYDrwEeX1W3JHlQF7VJkvqpqyuoo4AtVXVVVd0BrAVOHGpzKnBmVd0CUFU3dlSbJKmHugqog4HrBuYn2mWDHgY8LMmnk1yS5LipdpRkdZJNSTZt3bp1jsqVJM23rgIqUyyrofk9geXAk4BVwNlJ9r/HRlVnVdVYVY0tXbp01guVJPVDJ59B0VwxHTIwvwy4foo2l1TVD4Crk1xJE1gbuylRC9Fhp314vkuYFbvreVzz2qfNdwnajXV1BbURWJ7k8CR7AScB64bafBB4MkCSA2i6/K7qqD5JUs90ElBVtQ1YA2wArgAurKrNSc5IsrJttgG4OcnlwCeA362qm7uoT5LUP1118VFV64H1Q8tOH5gu4BXtH0nSIudIEpKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwyoHhgfHydJ53/Gx8fn+9Qlabs6e2Chtm98fHynwiLJj6ab5z1K0sLhFZQkqZcMKElSLxlQkqRe6iygkhyX5MokW5KcNsX6U5JsTXJZ++dFXdUmSeqfTm6SSLIEOBM4FpgANiZZV1WXDzW9oKrWdFGTJKnfurqCOgrYUlVXVdUdwFrgxI6OLUnaDc04oJL8ZZIjd/I4BwPXDcxPtMuG/UqSLyW5KMkh26ljdZJNSTZt3bp1J8uRJPXdKFdQPwZsSPLlJK9OsmyEbTPFsuEv7nwIOKyqHgl8DHjXVDuqqrOqaqyqxpYuXTpCCZKk3cmMA6qqXgYcBJwGHAlckeRjSX4jyX2n2XwCGLwiWgZcP7T/m6vq++3sO4BHz7Q2SdLCM9JnUFV1Z1X9Q1WtAn4OWAqcA3w9ydlJpuq2A9gILE9yeJK9gJOAdYMNkjx4YHYlcMUotUmSFpaRAirJ/ZK8MMkngH8FLgWeADwcuB34yFTbVdU2YA2wgSZ4LqyqzUnOSLKybfbyJJuTfBF4OXDKzpyQJGlhmPFt5kkuAn6RJpjeBnxwoEuOJK8Abtve9lW1Hlg/tOz0genXAK+ZceWSpAVtlO9BXQKsqaqvT7Wyqn6Y5MDZKUuStNiN0sX3hKnCKckHJqer6ruzUpUkadEbJaCevJ3lT5qFOiRJuptpu/iSnNFO7jUwPekI4NpZr0qStOjN5DOoye8v7cHdv8tUNKNDjM9yTZIkTR9QVfV8gCSfqap3zH1JkiRNE1BJDquqa9rZjyc5Yqp2VXXVbBcmSVrcpruC+ndg33Z6C0233vC4egUsmeW6JEmL3A4Dqqr2HZj26buSpM4YOpKkXpruM6hPcc/HYtxDVf38rFUkLTC3Xvxebvv0+bu0j2tf9/SRt9nv8avY/+iTd+m40nya7jOoszupQlrA9j/6ZINC2gnTfQY15UMDJUmaa9N18T23qs5tp1+wvXZV9c7ZLkyStLhN18W3Cji3nX7udtoUYEBJkmbVdF18JwxMb2+wWEmSZt0oz4Miyf7A04CDgOuBD1fVrXNRmCRpcZvx96CSPAW4huZx7I8BXgZck+Spc1OaJGkxG+UK6s3A6qq6cHJBkmcDZwI/NduFSZIWt1FGkjgIeP/Qsr8DfnwmGyc5LsmVSbYkOW0H7Z6VpJKMjVCbJGmBGSWg3g28dGjZb7bLdyjJEporreOBFcCqJCumaLcvTRfipSPUJUlagEYZ6mgP4DeTvAr4GnAwcCBwyQyOcxSwZfKxHEnWAicClw+1+yPg9cDvzPQEJEkL06hDHe3sAwsPpnn67qQJ4LGDDZI8Cjikqv4hiQElSYtcV0MdDT9DCgYGoU2yB/BG4JRpd5SsBlYDHHroobNUniSpb0b9HtSBNN11BzAQOjMY6mgCOGRgfhnN96gm7Qv8NPDJJNDceLEuycqq2jS4o6o6CzgLYGxsbNqR1iVJu6cZB1SSZwLvAb4CPALYTBMqFzP9UEcbgeVJDqf5/Ook4DmTK6vqNprQmzzWJ4HfGQ6nuXDYaR+e60N0Ync9j2te+7T5LkFST41yF98fA8+vqkcB32n/Xg18broNq2obsAbYAFwBXFhVm5OckWTlTtQtSVrgRuniO7Sq3je07F3A15nBXXdVtR5YP7Ts9O20fdIIdUmSFqBRrqBubD+DgmaIo8cBDwWWzH5ZkqTFbpSAegdwdDv9RuATwBeBt8x2UZIkzbiLr6peNzD97vZGhn2q6oq5KEyStLiNepv5EuDnuOtxGzMZRUKSpJGNcpv5I4EPAvem+V7TMuB7SX6pqr44R/VJkhapUT6DeifNgK8HV9VRNMMXvRkf9y5JmgOjBNTDgL+qqgJo/34TsHwuCpMkLW6jBNR6YPhLtc8Ads8hDCRJvTbd4zbO5a5BXZcAa5N8jmZk8kOARwN/P6cVSpIWpeluktgyNP/lgenLaYYukiRp1k33uI0/7KoQSZIGjfo9qCcDz6W5g+9rwHuq6p/nojBJ0uI245skkrwIuIBmcNgPADcA5yU5dY5qkyQtYqNcQb0KOHbwS7lJLgDez84/Cl6SpCmNcpv5A2lujBh0JfCA2StHkqTGKAF1MfCXSe4DkGQf4A3AZ+aiMEnS4jZKQL0E+BngtiTfAG4FfhZ48VwUJkla3Gb0GVSSAHsDxwA/TjuaeVVNzGFtkqRFbEYBVVWV5N+BfdtQMpgkSXNqlC6+L9AMGCtJ0pwb5TbzTwL/mOQcmrH4Jsfoo6qmfeRGkuNoRj9fApxdVa8dWv8S4KXAncDtwOqqGr5rUJK0SIwSUI8HrgaeOLS8mOaZUO2TeM8EjqXpHtyYZN1QAJ1XVW9r268E/hI4boT6JEkLyLQB1d5W/gc0VzWfB/60qr4/4nGOArZU1VXtPtcCJzLwvaqq+tZA+30YuEKTJC0+M7mCejPwGOAjwK/QfDH3ZSMe52CabsFJE8BjhxsleSnwCmAv4ClT7SjJamA1wKGHHjpiGZKk3cVMbpI4HviFqnpVO/30nThOplh2jyukqjqzqh4KvJrmqu2eG1WdVVVjVTW2dOnSnShFkrQ7mElA7VNVNwBU1XXAfjtxnAmaBxxOWgZcv4P2a4Fn7sRxJEkLxEy6+PZsH7OR7cwzg0dubASWJzmc5jEdJwHPGWyQZHlVfaWdfRrwFSRJi9ZMAupG7n6X3s1D8wUcsaMdVNW2JGtonsC7BHhnVW1OcgawqarWAWuSHAP8ALgFeN7MT0OStNBMG1BVddhsHKiq1gPrh5adPjD9W7NxHEnSwjDKSBKSJHXGgJIk9dIoI0lojtx68Xu57dPn79I+rn3d6Hf/7/f4Vex/9Mm7dFxJmisGVA/sf/TJBoUkDbGLT5LUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeqlzgIqyXFJrkyyJclpU6x/RZLLk3wpyceTPKSr2iRJ/dNJQCVZApwJHA+sAFYlWTHU7AvAWFU9ErgIeH0XtUmS+qmrK6ijgC1VdVVV3QGsBU4cbFBVn6iq77azlwDLOqpNktRDXQXUwcB1A/MT7bLteSHwkalWJFmdZFOSTVu3bp3FEiVJfdJVQGWKZTVlw+TXgTHgDVOtr6qzqmqsqsaWLl06iyVKkvpkz46OMwEcMjC/DLh+uFGSY4DfB55YVd/vqDZJUg91dQW1EVie5PAkewEnAesGGyR5FPB2YGVV3dhRXZKknuokoKpqG7AG2ABcAVxYVZuTnJFkZdvsDcB9gfcluSzJuu3sTpK0CHTVxUdVrQfWDy07fWD6mK5qkST1nyNJSJJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkaReNj4+TpPM/4+Pj833qc6qzBxZK0kI1Pj6+U2GR5EfTVTWLFS0MXkFJknrJgJIk9VJnAZXkuCRXJtmS5LQp1v98ks8n2ZbkWV3VJUnqp04CKskS4EzgeGAFsCrJiqFmXwVOAc7roiZJUr91dZPEUcCWqroKIMla4ETg8skGVXVNu+6HHdUkSeqxrrr4DgauG5ifaJeNLMnqJJuSbNq6deusFCdJ6p+uAipTLNupeyqr6qyqGquqsaVLl+5iWZKkvuoqoCaAQwbmlwHXd3RsSdJuqKuA2ggsT3J4kr2Ak4B1HR1bkrQb6iSgqmobsAbYAFwBXFhVm5OckWQlQJLHJJkAng28PcnmLmqTJPVTZ0MdVdV6YP3QstMHpjfSdP1JkuRIEpKkfjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6ac/5LkCSdsVhp314vkuYFbvreVzz2qfN2b47u4JKclySK5NsSXLaFOvvleSCdv2lSQ7rqjZJUv90ElBJlgBnAscDK4BVSVYMNXshcEtV/QTwRuB1XdQmSeqnrrr4jgK2VNVVAEnWAicClw+0OREYb6cvAt6cJFVVHdUoSTvl1ovfy22fPn+X9nHt654+8jb7PX4V+x998i4dt8/Sxc//JM8CjquqF7XzzwUeW1VrBtp8uW0z0c7/V9vmpqF9rQZWt7M/CVw55yfQbwcAN03bSrsr39+Fz/cYbqqq44YXdnUFlSmWDSfjTNpQVWcBZ81GUQtBkk1VNTbfdWhu+P4ufL7H29fVTRITwCED88uA67fXJsmewH7ANzupTpLUO10F1EZgeZLDk+wFnASsG2qzDnheO/0s4J/9/EmSFq9OuviqaluSNcAGYAnwzqranOQMYFNVrQP+Bjg3yRaaK6eTuqhtAbC7c2Hz/V34fI+3o5ObJCRJGpVDHUmSesmAkiT1kgG1G0tyTZJ/T3JZkk3zXY92TZJ3Jrmx/U7g5LIHJPmnJF9p/77/fNaonbed93c8ydfa/8OXJTlhPmvsGwNq9/fkqjrS71EsCOcAw19WPA34eFUtBz7ezmv3dA73fH8B3tj+Hz6yqtZ3XFOvGVBST1TVv3LP7/6dCLyrnX4X8MxOi9Ks2c77qx0woHZvBXw0yefaIaC08BxYVTcAtH8/aJ7r0exbk+RLbRegXbgDDKjd2+Or6n/QjBL/0iQ/P98FSRrJW4GHAkcCNwB/Mb/l9IsBtRurquvbv28E/o5m1HgtLN9I8mCA9u8b57kezaKq+kZV3VlVPwTegf+H78aA2k0l2SfJvpPTwC8AX97xVtoNDQ4B9jzg7+exFs2yyV8+Wr+E/4fvxpEkdlNJjqC5aoJmyKrzqupP5rEk7aIk5wNPonn8wjeA/wt8ELgQOBT4KvDsqvKD9t3Qdt7fJ9F07xVwDfDiyc8cZUBJknrKLj5JUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBpVmT5G1J/k87/aQkE/Nd06Akhya5PcmS+a5lriT5dJJHtdO/l+TsWdz3NUmOma39dS3JOUn+eAbt/i3JI7qoSTvWySPftXtLcg1wEHBQVd00sPwy4GeBw6vqmqp6yTyVOCNV9VXgvvNdx1xJ8gzg21X1BYCq+tNd2Nc5wERV/cEslbc7+XPgDOBX5ruQxc4rKM3U1cCqyZkkPwPsPX/l9EePrsheApw730UsAOuAJw+N8qB5YEBpps4FfmNg/nnAuwcb7KgLJclBSd6fZGuSq5O8fGDdUUk+m+TWJDckeXOSvQbW/0KSK5PcluQtSf4lyYsG1r8gyRVJbkmyIclDtlPDYUkqyZ7t/CeT/FHbLfbtJB9NcsBA+6OTfKat67okpwyc51uTrE/yHZofZvdK8udJvprkG213595t+/sn+Yf23G9pp5cNHOeUJFe1NVyd5OSdOLe9gKcA/zKwbDzJe4bO/XltjTcl+f3t7Gs1cDLwqrZL9EMDq49sR96+LckFSe49sN2pSbYk+WaSdUkOmup1H3jtX9RO/0T7nt7W1nXBQLs3ta/9t9KM2v+EofO7MMm729duc5KxgfWPSvL5dt0FwGCtB7Tvw61tvZ9KsgdAVX0P+BzN8GGaRwaUZuoS4H5JHt5eMfwa8J6ZbNj+x/8Q8EXgYOCpwP9O8ottkzuB36YZAuZx7fr/1W57AHAR8BrggcCVwP8c2Pczgd8DfhlYCnwKOH+E83oO8Hyax1jsBfxOu99DgY8A/6/d75HAZUPb/QmwL3Ax8DrgYW27n2jP8/S27R7A3wIPoRmy6L+BN7fH2Qf4a+D4qtq3PbfLduLclgM/rKrpPvc7GvhJmtf49CQPH25QVWcB7wVeX1X3rapnDKz+VZqH7h0OPBI4pa31KcCftesfDFwLrJ2mlkl/BHwUuD+wjOY1n7SR5jV9AHAe8L7BUARWtsfZn+bKZ/J13YtmmKhz223fx9277F4JTNC8rgfSvM6Dw+pcQdN9rXlkQGkUk1dRxwL/AXxthts9BlhaVWdU1R1VdRXNyM0nAVTV56rqkqraVlXXAG8HnthuewKwuao+UFXbaH6Yf31g3y8G/qyqrmjX/ynNb/lTXmlM4W+r6j+r6r9pxrw7sl1+MvCxqjq/qn5QVTdX1WBA/X1Vfbodhfr7wKnAb1fVN6vq220dk+d3c1W9v6q+2677k4HzA/gh8NNJ9q6qG6pq806c2/7At2dwvn9YVf9dVV+k+YVh1B/Cf11V17fjAX6Iu79e76yqz1fV92l+oXhcksNmsM8f0IT3QVX1vaq6eHJFVb2nff22VdVfAPeiCdhJF1fV+qq6k+bf5+T5/BzwY8Bfte/fRTRhN3jMBwMPadd/qu4+7tu3aV5TzSMDSqM4l+bK4RSGuvem8RDgoLY75dYkt9L8xnogQJKHtd0tX0/yLZofxJNdbQcB103uqP0hMjG07zcN7PebQGiuYGZiMOy+y103URwC/NcOtrtuYHopcB/gcwN1/GO7nCT3SfL2JNe25/evwP5JllTVd2iuRl8C3JDkw0l+aifO7Raaq7mdPd+Z2t72B9FcNQFQVbcDNzOz9+FVNOf1b2033QsmVyR5ZdvFeVv7GuzHXf82pqrn3m1X4kHA14ZC59qB6TcAW2ge+HlVktOGatoXuHUGtWsOGVCasaq6luZmiROAD4yw6XXA1VW1/8CffavqhHb9W2muyJZX1f1owivtuhtoun0ASJLB+XbfLx7a995V9ZmdOsm77/ehO1g/+IPvJppuu0cM1LBfVU3+8H4lzW/9j23Pb/LBkgGoqg1VdSzNb/T/QXN1Oeq5fYXm5ZlpME9n1FGkr6cJVOBHXZcPpLnK/k67+D4D7X/8Rweq+npVnVpVB9FcNb6l/VzqCcCraboN719V+wO3cde/jR25ATi4/fcy6dCBY367ql5ZVUcAzwBekeSpA20fTnOFqXlkQGlULwSe0v7mP1P/BnwryauT7J1kSZKfTvKYdv2+wLeA29urh98c2PbDwM8keWb7m/FLGfjhBrwNeE3a760k2S/Js3fy3Aa9Fzgmya8m2TPJA5McOVXDgYfNvTHJg9o6Dh74jG1fmgC7NckDaB6zQNvuwCQr2x/o3wdup/lMbqRzq6ofAB/j7l2Hu+IbwBEjtD8PeH6SI5Pci+Yq+NL26wdbaYLq19v3/gUMhH+SZ+eum0ZuoQnHO2let23AVmDPJKcD95thPZ9tt315+/79MgMPA0zy9DYEQ/Nv7872D239jwb+aYTz1xwwoDSSqvqvqto04jZ30vyWeiTNFdhNwNk03TXQ3JjwHJp+/3cAFwxsexPwbOD1NF1GK4BNND/Mqaq/o7lBYW3bffZl4PidPL3Bmr9Kc6X4SpqutcnvfG3Pq2m6jC5p6/gYd31W8lc0t+TfRHOzyT8ObLdHe4zr2+M8kfYGkZ04t7cDz53xSe7Y3wAr2u7FD07XuKo+Dvwf4P00Vy8Ppf0MrnUq8Ls07+EjgMGrwMcAlya5neZGh9+qqquBDTQ3qvwnTffc97h71+qO6rmD5uaSU2hC79e4+1X/cpr36HaaMHtLVX2yXbcS+OTkE6s1f3welHYr7R2BE8DJVfWJ+a6nb5JcDLxs8su6Gl2SS4EXVpVPt51nBpR6r+0qu5Smm+x3abr5jmjvvJO0QNnFp93B42juqLuJpqvwmYaTtPB5BSVJ6iWvoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUS/8fdOlKoRS7J7AAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -79,7 +79,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1113,25 +1113,25 @@ " \n", " 1\n", " 1000\n", - " -5047.415988\n", + " -5051.613592\n", " -46985.962584\n", " \n", " \n", " 2\n", " 2000\n", - " -9651.759569\n", + " -9651.831379\n", " -46985.962584\n", " \n", " \n", " 3\n", " 3000\n", - " -13810.379365\n", + " -13810.862558\n", " -46985.962584\n", " \n", " \n", " 4\n", " 4000\n", - " -17578.803852\n", + " -17577.922144\n", " -46985.962584\n", " \n", " \n", @@ -1141,55 +1141,55 @@ " ...\n", " \n", " \n", - " 66\n", - " 66000\n", - " -53319.252849\n", + " 96\n", + " 96000\n", + " -53387.708026\n", " -46985.962584\n", " \n", " \n", - " 67\n", - " 67000\n", - " -53326.165142\n", + " 97\n", + " 97000\n", + " -53388.052176\n", " -46985.962584\n", " \n", " \n", - " 68\n", - " 68000\n", - " -53332.422462\n", + " 98\n", + " 98000\n", + " -53388.363491\n", " -46985.962584\n", " \n", " \n", - " 69\n", - " 69000\n", - " -53338.093717\n", + " 99\n", + " 99000\n", + " -53388.645124\n", " -46985.962584\n", " \n", " \n", - " 70\n", - " 70000\n", - " -53343.218880\n", + " 100\n", + " 100000\n", + " -53388.900240\n", " -46985.962584\n", " \n", " \n", "\n", - "

71 rows × 3 columns

\n", + "

101 rows × 3 columns

\n", "" ], "text/plain": [ - " months disc_strategy exp_value\n", - "0 0 0.000000 -46985.962584\n", - "1 1000 -5047.415988 -46985.962584\n", - "2 2000 -9651.759569 -46985.962584\n", - "3 3000 -13810.379365 -46985.962584\n", - "4 4000 -17578.803852 -46985.962584\n", - ".. ... ... ...\n", - "66 66000 -53319.252849 -46985.962584\n", - "67 67000 -53326.165142 -46985.962584\n", - "68 68000 -53332.422462 -46985.962584\n", - "69 69000 -53338.093717 -46985.962584\n", - "70 70000 -53343.218880 -46985.962584\n", + " months disc_strategy exp_value\n", + "0 0 0.000000 -46985.962584\n", + "1 1000 -5051.613592 -46985.962584\n", + "2 2000 -9651.831379 -46985.962584\n", + "3 3000 -13810.862558 -46985.962584\n", + "4 4000 -17577.922144 -46985.962584\n", + ".. ... ... ...\n", + "96 96000 -53387.708026 -46985.962584\n", + "97 97000 -53388.052176 -46985.962584\n", + "98 98000 -53388.363491 -46985.962584\n", + "99 99000 -53388.645124 -46985.962584\n", + "100 100000 -53388.900240 -46985.962584\n", "\n", - "[71 rows x 3 columns]" + "[101 rows x 3 columns]" ] }, "execution_count": 13, @@ -1215,7 +1215,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1227,7 +1227,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3dfXxdVZ3v8c/v5OSpSdqkTRtoS2kpLdhK6UBbQBlg6JVWL1oYUOnlamW8ojPgA3NVijrDCHdGnZk7KgIiCldwnAFEHBheKLcgFdHyUC6IIPTBPtEH0oSENGmSJif53T/2zuEkPWnOSXPOPkm+79drv87ea++199rnQH5da6+9lrk7IiIihSYWdQFERETSUYASEZGCpAAlIiIFSQFKREQKkgKUiIgUJAUoEREpSOMmQJnZSjPbZGZbzWxt1OUREZEjs/HwHpSZFQGbgfcAu4HngNXu/odICyYiIoMaLzWoZcBWd9/m7l3APcCqiMskIiJHEI+6AHkyA3g9ZXs3cEbqAWZ2JXAlwIIFC05/5ZVXsr5Ie3s7Bw4c4NChQ1RVVTF58uSjKLKIyJhkmR44XmpQ6b6Qfm2b7n67uy9x9yXl5eXDukhnZyeNjY20trbS3t4+rHOIiEhgvASo3cBxKdszgb0jfZHS0tLkemdn50ifXkRkXBkvAeo5YJ6ZzTGzEuAy4KGRvkhqgDp06BDjoQOKiEiujIsA5e4J4GrgUeBV4D53z/4h0xDi8ThFRUV916S7u3ukLyEiMm6Ml04SuPsjwCO5vk5paWny+dOhQ4coKSnJ9SVFRMakcVGDyqeBzXwiIjI8ClAjrKysLLmuACUiMnwKUCNMPflEREaGAtQIU08+EZGRoQA1wuLxOLFY8LX29vaSSCQiLpHI2FJZWRl1EUaNf/iHfxjWce9617tyUZysjYvBYrO1ZMkS37hx47DzNzY2EovFKC0tpby8PBmwROToVVZW0tbWlrfr9fT0JF8fGW0y/a7y/J1qqKMo1dbWMnnyZCoqKhScRHLE3fnCF77AO9/5Tk455RTuvfdeANavX895553HpZdeysknn8zll1+ebGp/5JFHOPnkkzn77LP5zGc+w4UXXpj23LNnz+aGG27g7LPP5ic/+QnnnXceff9obWxsZPbs2QD88Ic/5M///M9ZuXIl8+bN44tf/GLa8z3//POce+65nH766axYsYJ9+/aRSCRYunQp69evB+C6667jy1/+cvL61157LcuWLWPZsmVs3boVgIaGBi655BKWLl3K0qVL+c1vfgNAW1sbV1xxBaeccgqLFi3ipz/9KWvXrqWjo4PFixdz+eWXA3DRRRdx+umns3DhQm6//XaAtMf11VKH8x2PpHHzHpSIjKyvfvWrOTv39ddfP+QxDzzwAC+++CK/+93vaGxsZOnSpZxzzjkAvPDCC7zyyitMnz6dd7/73fzmN79hyZIlfPKTn+TJJ59kzpw5rF69+ojnLysr46mnngLgtttuG/S4F198kRdeeIHS0lJOOukkPv3pT3PccW+PrNbd3c2nP/1pHnzwQaZOncq9997Ll7/8Ze68805++MMfcumll3LTTTfxi1/8gmeeeSaZb+LEiTz77LPcfffdfO5zn+Phhx/ms5/9LNdccw1nn302u3btYsWKFbz66qvceOONTJo0id///vcANDc3c8kll3DzzTfz4osvJs955513MnnyZDo6Oli6dCmXXHIJX//61w87brjf8dlnnz3Uz5YVBSgRGZWeeuopVq9eTVFREXV1dZx77rk899xzTJw4kWXLljFz5kwAFi9ezI4dO6isrOSEE05gzpw5AKxevTpZi0jnwx/+cEblWL58OZMmTQJgwYIF7Ny5s1+A2rRpEy+//DLvec97gKDJ8NhjjwVg4cKFfOQjH+H9738/GzZs6Pdif18AXb16Nddccw0Ajz32GH/4w9vT2B04cIDW1lYee+wx7rnnnmR6TU1N2rLedNNN/OxnPwPg9ddfZ8uWLUyZMmXQe8v2O1aAGmVGc/u1SCE7UpNSam/aoqIiEonEEY9fsWIF9fX1LFmyhB/84AcAVFRUJPfH43F6e3uBw18fSXetgeVcuHAhGzZsSHvt3//+91RXV1NfX98v3cwOW+/t7WXDhg0MnHHB3fsdn8769et57LHH2LBhAxMmTOC8884b8lWYbL/jkaYAlSM7duygo6ODnp4eTj75ZOJxfdUytmTSDJdL55xzDt/73vdYs2YNTU1NPPnkk/zTP/0Tr732WtrjTz75ZLZt28aOHTuYPXt28nkKwKOPPnrEa82ePZvnn3+eZcuWcf/992dVzpNOOomGhgY2bNjAWWedRXd3N5s3b2bhwoU88MADvPnmmzz55JNceOGFPPvss1RXVwNw7733snbtWu69917OOussAC644AJuvvlmvvCFLwBB8+LixYuT6d/61reAoImvpqaG4uJiuru7KS4upqWlhZqaGiZMmMBrr73G008/nSxj6nFH8x2PND3Bz5FEIkFPTw+gESVEcuHiiy9m0aJFnHrqqZx//vn84z/+I8ccc8ygx5eXl3PrrbeycuVKzj77bOrq6pJNc0P5/Oc/z3e/+13e9a530djYmFU5S0pKuP/++7n22ms59dRTWbx4Mb/97W9pbGxk7dq13HHHHcyfP5+rr76az372s8l8hw4d4owzzuDb3/423/zmN4GgiW7jxo0sWrSIBQsWJJ+NfeUrX6G5uZl3vvOdnHrqqTzxxBMAXHnllSxatIjLL7+clStXkkgkWLRoEX/zN3/DmWeembxW6nGpsv2OR5q6madxtN3MIWjfbWlpAWD69OmaXVekALS1tVFZWYm7c9VVVzFv3rzk851CMnv2bDZu3EhtbW3URckFdTOPmgaNFSk83//+91m8eDELFy6kpaWFT37yk1EXSY5ANag0RqIGdeDAAXbt2gUED1v7eg6JiIxzqkFFLXVU887OTo3JJyKSJQWoHCkuLk6OItHT06Mx+UREsqQAlSNmpqk3RESOggJUDmnyQhGR4VOAyqGBz6FEJH/Wr1/Pb3/726M6h6b2iJYCVA6lBqi+YVJEJD9GIkBJtBSgcqi8vJy5c+eyYMECZs2aFXVxRMaEdFNG/OIXv+C0007j1FNPZfny5ezYsYPbbruNb37zmyxevJhf//rXfOxjH+s3TFFf7aitrY3ly5dz2mmnccopp/Dggw9Gcl9yOA0Ql0OxWOywQR1FxpL6+noaGhoyOrampoYZM2b0S9uzZw/Nzc3J7alTp1JXV3fE8wycMmLVqlV84hOfSE6j0dTUxOTJk/nUpz5FZWUln//85wG444470p6vrKyMn/3sZ0ycOJHGxkbOPPNMPvCBDww5+KrkngKUiIwqA6eMuP322znnnHOSL8NnO6yYu/OlL32JJ598klgsxp49e6ivr8/rmHOSngKUiIwa6aaMOPXUU9m0adOQeVOnzHB3urq6APjxj39MQ0MDzz//PMXFxcyePVudmgqEAlSOuTvd3d3J0SQyHT1ZZDSoq6sbsknuSGbMmHFYs9+RpJsy4tChQ/zqV79i+/bt/Zr4qqqqOHDgQDJv35QZH/rQh3jwwQfp7u5OnnPatGkUFxfzxBNPsHPnzmHfj4wsjcWXxkiMxdens7OTrVu3AsHoEieddNKInFdkPDp06BAXXXQRe/bsSc6z9Hd/93d0dHTwpS99id7eXqZNm8a6devYvHkzl156KbFYjO985zvMnz+fVatW0dvby/Lly/nOd75DW1sbjY2NvP/976e7u5vFixfzm9/8hp///OfMnj2byspK2traor7tsSbjh3sKUGmMZIByd/7whz8kx+J7xzveoRl2RWQ802CxhUJDHomIDE/eA5SZnWxmG8zskJl9fsC+lWa2ycy2mtnaQfJPNrN1ZrYl/KwJ083MbgrzvmRmp6XkWRMev8XM1uT2Dg+nESVERLIXRQ2qCfgM8M+piWZWBNwCvBdYAKw2swVp8q8FHnf3ecDj4TZhvnnhciXw3fC8k4HrgTOAZcD1fUEtX1SDEhHJXt4DlLvvd/fngO4Bu5YBW919m7t3AfcAq9KcYhVwV7h+F3BRSvrdHngaqDazY4EVwDp3b3L3ZmAdsHJk7+rIVIMSEcleIT2DmgG8nrK9O0wbqM7d9wGEn9OGyJ/Rec3sSjPbaGYbM30zPlOpo0lo8kIRkcwUUoBK17Mjm7/kg+XP6Lzufru7L3H3JVOnTs3iskOLx+MUFxf3XUdTb4iIZCAvAcrMrjKzF8Nl+iCH7QaOS9meCexNc1x92HRH+Ll/iPyZnjenUpv5Ojo68n15EZFRJy8Byt1vcffF4TJYcHgOmGdmc8ysBLgMeAjAzL5mZheHxz0E9PXEWwM8mJL+0bA335lAS9gE+ChwgZnVhJ0jLgjT8iq1mU8BSkRkaHkf6sjMjgE2AhOBXjP7HLDA3Q+Y2dUEwaMIuNPdXwmznUIYrICvA/eZ2ceBXcAHw/RHgPcBW4F24AoAd28ysxsJAiDADe7elMt7TKe8vJzS0lLKy8upqKjI9+VFREadUTGShJk96u4r8nW9kRxJQkRE+hlbI0nkMziJiEhhGBUBSkRExh8FKBERKUiaDyqPEokETU1NdHR0YGbMmjUr6iKJiBQsBag8cnf27w9e24rFYrg7Zhk/LxQRGVfUxJdH8Xg8ORdUb29vcsppERE5nAJUHpmZXtgVEcmQAlSeKUCJiGRGASrPBo5sLiIi6SlA5dnAQWNHw0geIiJRUIDKs+LiYuLxoPNkb2+vpt4QERmEAlSemRkTJkxIbre3t0dYGhGRwqUAFQF1lBARGZoCVARSa1AKUCIi6WkkiQiUl5dzzDHHUF5e3q82JSIib1OAikAsFqO2tjbqYoiIFDQ18YmISEFSgBIRkYKkABWxRCJBa2urXtgVERlAz6Ai9Mc//jHZi2/+/PmUlJREXCIRkcKhGlSE+qbeAL2wKyIykAJUhFK7mCtAiYj0pwAVIb2wKyIyOAWoCA0c8qi3tzfC0oiIFBYFqAjF43FKS0uT22rmExF5mwJUxCoqKpLrBw8ejLAkIiKFRQEqYpp6Q0QkPQWoiKXWoNrb2/UcSkQkpAAVseLiYoqLiwFwdzo7OyMukYhIYch7gDKzy83spXD5rZmdmrJvpZltMrOtZrZ2kPyTzWydmW0JP2vCdDOzm8K8L5nZaSl51oTHbzGzNbm/y+xUVFRQUlJCdXU1sZj+zSAiAtHUoLYD57r7IuBG4HYAMysCbgHeCywAVpvZgjT51wKPu/s84PFwmzDfvHC5EvhueN7JwPXAGcAy4Pq+oFYopk+fzvz585k5cyZlZWVRF0dEpCDkPUC5+2/dvTncfBqYGa4vA7a6+zZ37wLuAValOcUq4K5w/S7gopT0uz3wNFBtZscCK4B17t4UXncdsHLEb+woqNYkInK4qP8yfhz4ebg+A3g9Zd/uMG2gOnffBxB+Thsif6bnFRGRAhLZaOZm9mcEAersvqQ0h2UzB8Vg+TM6r5ldSdA0yKxZs7K4rIiI5EJealBmdpWZvRgu081sEfADYJW7vxkeths4LiXbTGBvmtPVh013hJ/7h8if0Xnd/XZ3X+LuS6ZOnZr9TR6l7u5uGhsb2blzJ3v27Mn79UVECk1eApS73+Lui919MUGt7QHgI+6+OeWw54B5ZjbHzEqAy4CHAMzsa2Z2cXjcQ0BfT7w1wIMp6R8Ne/OdCbSETYCPAheYWU3YOeKCMK2gJBIJ3njjDVpbWzWBoYgIw2jiM7MYKc+BhuFvgSnArWYGkAhrLgkzu5ogeBQBd7r7K2GeUwiDFfB14D4z+ziwC/hgmP4I8D5gK9AOXAHg7k1mdiNBAAS4wd2bhln2nCkrKyMWi9Hb20sikeDQoUPq0Sci45pl+i91M6sGbgUuBbrdvcLMPgAsc/ev5LCMmNmj7r4il9dItWTJEt+4cWO+Lpe0a9cuDhw4AMCxxx7LlClT8l4GEZEcS9cvIK1smvhuA1qA44GuMG0D8OEszjEs+QxOUUod9qitrS3CkoiIRC+bJr7lwHR37zYzB3D3BjObNkQ+yVBlZWVy/eDBg7g7YTOoiMi4k00NqgWoTU0ws1nAcJ9FyQAlJSXJcfl6e3s1y66IjGvZBKgfAD8N31+KmdlZBCM53JaTko1DZqZmPhGRUDYB6hvAfQTj5RUDdxJ08f52Dso1bqU28ylAich4lvEzKA+6+30rXCRHUgNUe3s7PT09FBUVRVgiEZFoZFyDMrO1ZrZ0QNoyM/viyBdr/IrH48n3n8yMQ4cORVwiEZFoZPMe1D7gRHc/mJJWCWx29+k5Kl8konoPqk9raytmxoQJEzTSuYiMNRl3Tc6mm3kJ0D0grQvQcAcjrKqqKuoiiIhELpt/nj8P/NWAtE8B/2/kiiMiIhLIpgZ1DbDOzD4C/BE4EagD3pOLgomIyPiWTS++V8xsPvB+gikrHgAednf1hc6Rnp4eDh48SHd3t8blE5FxJ6vRzMNg9O85Kouk6OrqYsuWLbg7sViMmpoadZgQkXEl4wBlZnOAvwcWA5Wp+9xdU9COsOLiYuLxON3d3fT29tLe3t7vHSkRkbEumxrUvxE8e/qfBPMtSQ6ZGVVVVTQ1BVNXtba2KkCJyLiSTYBaCLzb3XtzVRjpb2CAOvbYYyMukYhI/mTzUONJ4E9yVRA5XEVFRXK6ja6uLo0qISLjSjY1qB3Ao2b2APBG6g53/9uRLJQEYrEYlZWVtLa2AkEtqrS0NOJSiYjkRzY1qArgPwlGMj9uwCI5kjqqRF+gEhEZD7J5D+qKXBZE0ksNUBrdXETGk6zegwIwsyqCmXWTA/65+7aRLJS8rbi4mLKyMjo7O3F32tramDRpUtTFEhHJuWym21hgZi8QTP2+NVy2hIvkUGot6sCBAxGWREQkf7KpQd0KPAH8GbAdmA18DfjtyBdLUk2aNInOzk4mTpzIxIkToy6OiEheZDMfVDMwzd27zewtd682swrgZXefk9NS5lnU80GJiIxhGc8HlU0vvk6CHnwAjWY2K8yvUUxFRGTEZROgfg18KFy/H/g58CvglyNdKBERkWy6mX8oZfNLwCsEg8bePdKFksG5O+3t7RQVFVFWpsmMRWTsyrqbOUA4Ht+PRrgsMoSWlhb27dtHIpGgpqaGGTNmRF0kEZGcyWa6jUnAZwjG4xs43cYFI1wuSSMej5NIJICgu/n06dOTY/WJiIw12TyD+glwHsEzp3sHLBkzs1Vm9pKZvWhmG83s7JR9a8xsS7isGST/HDN7JjzmXjMrCdNLw+2t4f7ZKXmuC9M3mdmKbMpbSCZMmEA8Hvybom+2XRGRsSqbJr4zgSnu3n2U13wceMjd3cwWAfcBJ5vZZOB6YAngwPNm9pC7Nw/I/w3gm+5+j5ndBnwc+G742ezuJ5rZZeFxHzazBcBlBNOFTAceM7P57t5zlPeRd2bGxIkTk1NwtLS0aI4oERmzsqlBPQW842gv6O5t/vbLVxUEwQhgBbDO3ZvCoLQOWJma14L2rPMJehEC3AVcFK6vCrcJ9y8Pj18F3OPuh9x9O8EIGMuO9j6iUl1dnVxvaWmht1fTc4nI2JRNDepjwCNm9gxQn7rD3W/I5qJmdjHBKBTTgP8aJs8AXk85bHeYlmoK8Ja7J9Ick8zv7gkzawmPnwE8PcR5R43y8nKKi4uTU8G3tbVpdAkRGZOyqUH9PcHUGnXAvJTlxGwv6u4/c/eTCWo/N4bJ6Z72Dxzm4kjHDLYvk/NiZleGz8Q2NjQ0pC94ATCzfrWot956K8LSiIjkTjY1qMuA+e6+L9uLmNlVwCfCzfe5+14Ad3/SzOaaWS1Bzea8lGwzgfUDTtUIVJtZPKxFzQT2hvt2EwTQ3WYWByYBTSnpqefdywDufjtwOwRDHWV7j/lUXV1NXxBtbW3VFBwiMiZlU4PaBgyrg4S73+Lui919MTAhfDaEmZ0GlABvAo8CF5hZjZnVABeEaZjZ3Wa2LHx29QRwaXjqNcCD4fpD4Tbh/l+Gxz8EXBb28ptDUOt7djj3UShKS0spLy8Hghd3W1paIi6RiMjIy6YG9SPgITP7Doc/g8pmuKNLgI+aWTfQAXw4DCRNZnYj8Fx43A3u3hSuLwL6am7XAveY2f8CXgDuCNPvAH5kZlsJak6XhWV7xczuA/4AJICrRmMPvoEmTZpER0cHEDTzTZ48OeISiYiMrGxGM98+yC539xNGrkiHXXcicIe7fzBX1xhoNIxmnkgk2LFjB5MmTaK6upri4uKhM4mIRC/j0QWyqUGdGEXNw90PAHkLTqNFPB7nxBOz7p8iIjJqZPQMysyKgDYzK81xeURERIAMA1RYc9qM5n4SEZE8yaaJ78fAw2b2bYKu28mHV1l2kpAc6OzspKOjg5qamqiLIiIyIrIJUH8Zfv7dgHQHctZJQo6st7eX7du3J3v0VVVVJQeUFREZzbKZsHBOLgsiwxOLxfpNudHc3MzUqVMjLJGIyMjI5kVdzCxuZueY2Woz+9NwxAaJWGqzXnNzM5m+OiAiUsiymbDwZOA/gXKCQVmPAzrN7P3u/mqOyicZmDRpEvv27aO3t5euri4OHjyoaThEZNTLpgZ1K8FYdce5+1nuPhO4LUyXCMVisX4DyPbNFyUiMpplE6AWA//i/duPvhWmS8RShzo6cOAAXV1dEZZGROToZROg9gLnDkj7U9KMDC75V1ZWRkVFRXJbtSgRGe2y6eTwJYLBYh8GdgLHE0w2+N9zUTDJ3pQpUzh48CAQBKipU6dqGg4RGbUyrkG5+0PAacDLQFX4ebq7P3jEjJI3VVVVlJSUAMH7UZrMUERGsyPWoMxsr7tPD9fvdPe/AP5XXkomWTMzpkyZwr59wcwknZ2dEZdIRGT4hmriKzazKe7+JsEkgH+RhzLJUaiurqazs5PJkycnJzUUERmNhgpQ3wNeN7NGoMLMdqU7yN1njXjJZFiKioqYMWNG1MUQETlqRwxQ7v4VM7sNmA38X+Aj+SiUiIjIkL343H23me0DNgJPu/uh3BdLRlJvby+xWFajWomIRC6b+aAWAt25LY6MpJ6eHhoaGti8eXNytHMRkdEim39W3wV8KlcFkZG3b98+6uvrSSQSNDQ0RF0cEZGsZPOi7jLg02b2RYLBYlMnLDxnpAsmR6+2tjb5LtSBAwfo7OykrKws4lKJiGQmmwD1/XCRUaKsrIyqqipaW1sBaGho4Ljjjou4VCIimclmwsK7clkQyY1p06YlA1RLSwu1tbV6P0pERoWMn0FZ4BNm9kszeylMO8fMPpS74snRKi8vp6qqKrldX18fYWlERDKXTSeJG4CPE8wJ1fdi7m7g2pEulIysurq65HpbW1tyQFkRkUKWTYD6GHChu9/D2x0ktgMnjHShZGSVlZX1m9DwjTfe0LTwIlLwsglQRUBbuN73160yJU0K2LRp0zAzADo6OpLPpUREClU2AernwL+YWSkEz6SAG4H/zEXBZGSVlJT0m3W3ubk5wtKIiAwtmwB1DXAs0AJMIqg5HY+eQY0aU6dOJR6PU1dXp+7mIlLwhgxQZjbBzP4B+FfgJWA+cCYw190vdvdhtRWZ2VIz6zGzS1PS1pjZlnBZM0i+OWb2THjMvWZWEqaXhttbw/2zU/JcF6ZvMrMVwynvWBCPx5k/fz5Tp07V2HwiUvAy+St1M/B+4DXgEuAL7v6cu78x3IuaWRHwDeDRlLTJwPXAGQSjVlxvZjVpsn8D+Ka7zwOaCXoWEn42u/uJwDfD4zCzBcBlBGMJrgRuDa8/Likwichokclfq/cCF7j7F8P1C0fgup8GfgrsT0lbAaxz9yZ3bwbWEQSUpPC51/nA/WHSXcBF4fqqcJtw//Lw+FXAPe5+yN23A1sJAqAA7k4ikYi6GCIih8kkQFW4+z4Ad3+d4PnTsJnZDOBi4LYBu2YQjPHXZ3eYlmoK8Ja7J9Ick8wf7m8Jj8/kvONSZ2cnO3bsYMeOHep2LiIFJ5OhjuJm9meADbKNu/8yi2t+C7jW3Xv6uj2HLM2xA/9qHumYwfZlcl7M7ErgSoBZs8b+BME9PT1s27aN3t5eAN58801qa2sjLpWIyNsyCVD7gTtTtt8csO0M8bKumV0FfCLcnATcEwanWuB9ZpYgqNmcl5JtJrB+wKkagWozi4e1pJnA3nDfbuA4YLeZxcPrNKWkp553LwO4++0Eo2SwZMmSMV+dKCoqora2lv37g1bW+vp6qqqqKC0tjbhkIiKBIZv43H22u885wjLkSBLufou7Lw6XOeE5ZxM8K/ord/8Pgg4TF5hZTdg54oIwDTO728yWedAO9QTQ1/NvDfBguP5QuE24/5fh8Q8Bl4W9/OYA84BnM/p2xripU6cmp99wd/bs2aOmPhEpGAXTpcvdmwhe/H0uXG4I0wAWAfvC9WuBvzazrQTPmO4I0+8ApoTpfw2sDc/7CnAf8AfgF8BV4QzB456ZMWPG24/j2tvbaWpqOkIOEZH8sUL/F7OZTQTucPcP5uuaS5Ys8Y0bN+brcpGrr69Pzrgbi8WYO3eumvpEJFfS9QtIq2BqUINx9wP5DE7j0dSpU5MBqbe3l927d6upT0QiV/ABSnIvFosxc+bMfoPJat4oEYmaApQAwcSG06ZNS243NjZq3igRiZQClCTV1tZSUVEBwJQpUzQ1vIhEKpP3oGScMDNmzpxJZ2dnv2niRUSioAAl/RQXF1NcXBx1MURE1MQnQ3N3Ojo6oi6GiIwzClByRD09PezcuZNt27YpSIlIXilAyRHt3r2btrY23J2dO3fS1dUVdZFEZJxQgJIjOuaYYygqCuZ3TCQS7NixQ/NHiUheKEDJEZWWljJr1qzkS7xdXV3s3LkzOU2HiEiuKEDJkCoqKpg5c2Zyu6Ojg127dilIiUhOKUBJRiZNmsQxxxyT3G5ra+P1119XkBKRnFGAkozV1tYyderU5HZra6sGlhWRnFGAkqxMmzat39TwBw4cSM7KKyIykhSgJCtmRl1dHVOmTAGCThR96yIiI0lDHUnWzCzZ/bympoZ4XP8ZicjI018WGRYz6zc9R6pEIqGgJSJHTU18MqKamprYsmULbYzhaWkAABHVSURBVG1tURdFREY5BSgZMQcPHmTv3r309PSwY8cOmpqa1MNPRIZN7TAj7Ktf/WrURYhMTU0NZ511VnKiw71797JhwwZeeOEFenp6Ii6diIyk66+/PufXUA1KRkxzczNPPPEEzc3NybTjjz+e888/XxMgikjWFKBkRHV0dLB+/Xq2b9+eTJs4cSLLly/nxBNPjLBkIjLamJ4RHG7JkiW+cePGqIsx6jU3N7N3795+z6EqKiqYMWMGJSUlEZZMRCJkmR6oGpTkTE1NDXPnzqWsrCyZdvDgQXbv3h1hqURktFCAkpwqKyvjhBNO6DeGX+qgsyIig1EvPsm5WCxGXV0dVVVVHDx4kAkTJvTb7+4kEgmKi4sjKqGIFCIFKMmbCRMmHBacIHi594033qC2tpba2trkDL4iMr4pQEmkenp62L9/P+5OQ0MDTU1N1NbWMnnyZAUqkXFOz6AkUt3d3f2a9np6eqivr2fz5s3s37+fRCIRYelEJEp5D1Bmdp6ZtZjZi+Hytyn7VprZJjPbamZrB8k/2czWmdmW8LMmTDczuynM+5KZnZaSZ014/BYzW5P7u5RMlZWVMXfuXGbMmHFYoNq/fz+bNm1i3759HDp0KMJSikgUoqpB/drdF4fLDQBmVgTcArwXWACsNrMFafKuBR5393nA4+E2Yb554XIl8N3wvJOB64EzgGXA9X1BTQqDmVFTU8P8+fOZPn16v0Dl7rz55pts2bKFvXv3RlhKEcm3QmriWwZsdfdt7t4F3AOsSnPcKuCucP0u4KKU9Ls98DRQbWbHAiuAde7e5O7NwDpgZS5vRIbHzJg8eTLz589n5syZ/d6fgmByRBEZP6IKUGeZ2e/M7OdmtjBMmwG8nnLM7jBtoDp33wcQfvZNSjRY/ozOa2ZXmtlGM9vY0NAwnHuSEWJmVFdXM3fuXI4//niqqqqIxWJUV1f3O87d2blzJw0NDXR1dUVUWhHJlSh68f0/4Hh3bzOz9wH/QdAsl274i2zGYRosf0bndffbgdshGOooi+tKjpgZVVVVVFVV0dPTc1ivvo6ODlpbW2ltbaW+vp7y8nKqqqqYOHEipaWlmGU8ooqIFKC81KDM7Kq+ThFApbu3Abj7I0CxmdUS1GyOS8k2E0j30KE+bLoj/Nwfpg+WP9PzSgFL1+W8paWl33ZHRwf79+9n69atbN68mb1793LgwAFN9SEySuUlQLn7LX2dIoBeC/9pa2bLwjK8CTwHzDOzOWZWAlwGPBQe9zUzuzg83UNAX0+8NcCDKekfDXvznQm0hE2AjwIXmFlN2DnigjBNRrlp06YxY8YMKisrD9vX3d1NU1MTu3bt4tVXX2Xfvn0RlFBEjkYUTXyXAn9pZgmgA7jMg+GuE2Z2NUHwKALudPdXwjynEAYr4OvAfWb2cWAX8MEw/RHgfcBWoB24AsDdm8zsRoIACHCDuzfl8gYlP4qKiqipqaGmpoZEIkFbWxsHDhygra2N3t7efsemG0apubkZd6e8vJyysjI1CYoUmFEx3YaZPeruK/J1PU23Mbr19vbS3t5OW1sbbW1tdHZ2Mnfu3ORMv302bdpEd3c3EDzvKisr67eUlpYSj2uwFZERlvG/BEfF/335DE4y+sViMSorK5NNf4lE4rBnWN3d3cngBEGPwI6ODjo6OvodV1RURGlpKccdd5wGsxXJs1ERoESORrpakJlRV1eXDEqpwSpVT08P7e3thwW4rq4utm3bRklJCcXFxcnP4uJi4vE4xcXFFBUVqdlQ5CgoQMm4FI/H+81RlUgk6Ozs7LccOnQId6e4uJhYrH9/oq6uLhKJxBHHCjQz4vE4ZWVlHH/88YflP3ToEPF4nKKiIoqKiojFYgpoIikUoEQIAlZqsyAEzX5dXV1pu6lnMjagu9Pd3Z22Btfa2pq2Z2FfsOoLWEVFRVRUVDBlypR+x3V2dtLV1UUsFjtsMTMFOxkTFKBEBmFmgw6vVFNTQ1VVFV1dXXR1dSWfaXV3d5NIJOju7k72JEwXoAZ7N6unp+ewfWZ2WIBqbm7mzTffHLL8ZkZtbS3Tpk3rt6++vp729vZkIDvSUlVVddg8Xn3vl/UFwb5j+9ZTP8vKyg77Djo7O/uVM/Vz4Ho8Hj8s2PZ9RwPTh9qW0UUBSmQYYrEYJSUllJSUDHpMb2/voM+2iouLqaiooKenh0QiQU9PD4P1qE33kvLAbvTpuHtyGaizs5ODBw8OeQ4IAsTAALV///5+QeZIZs2axcSJE/ul7dixI+OpVAb2wHR3Xn311YzyApx00kn9Orh0d3ezefPmtMemC2gLFvQfs7qjo4MdO3ZkdO3i4mJOPPHEfmmtra3s2bMno/xlZWXMnj27X9pbb71FfX19RvkrKyuZMaP/yG6NjY1D/uOmT3V1NXV1dRkdmwsKUCI5EovFjlgDq6npP6h+b28vPT09yc++9XS9B8vKyqiqqqK3t/ewxd37BbCBz8+AQYNhOkdbC0mXP+rXWwa7fiblcveMRycZ7N4zDc7prnOkf/gMlO46PT09R5U/nxSgRApE3zOkTEyZMuWwZr9UqbWndH8k6+rqmDJlSr/jBlsGvj8GUFVVRVlZWfIPempNbeB6uhpgaWlp8o9v6rGpn33r6cofi8UOCyaDBZeB+aMOjpK5UfGibr7pRV2RsaHv71tqkBqs2TPTJtZsalBw+DPIvhryUNydWCx2WP50zykHk4v8I2BsvagrIjIc6WpfqR06hnvOo/mjnU1NOZ2+Xp5R5c+nQpqwUEREJEkBSkRECpIClIiIFCQFKBERKUgKUCIiUpAUoEREpCApQImISEFSgBIRkYKkACUiIgVJAUpERAqSApSIiBQkBSgRESlIClAiIlKQFKBERKQgKUCJiEhBUoASEZGCpAAlIiIFSQFKREQKkgKUiIgUpEgClJmdZ2YvmtkrZvarlPSVZrbJzLaa2dpB8k42s3VmtiX8rAnTzcxuCvO+ZGanpeRZEx6/xczW5P4ORUTkaOU9QJlZNXAr8AF3Xwh8MEwvAm4B3gssAFab2YI0p1gLPO7u84DHw23CfPPC5Urgu+F5JwPXA2cAy4Dr+4KaiIgUrihqUP8NeMDddwG4+/4wfRmw1d23uXsXcA+wKk3+VcBd4fpdwEUp6Xd74Gmg2syOBVYA69y9yd2bgXXAylzcmIiIjJx4BNecDxSb2XqgCvi2u98NzABeTzluN0GtZ6A6d98H4O77zGxamJ4u/4wjpPdjZlcS1LwA2sxsU5b3laoWaDyK/KPVeL1vGL/3Pl7vG8bvvR/tff/C3TOqJEQRoOLA6cByoBzYYGZPA5bmWM/ivIPlz+i87n47cHsW1xu8IGYb3X3JSJxrNBmv9w3j997H633D+L33fN53Xpr4zOyqsFPEi8Beggh60N0bgSeBUwlqNselZJsZHjtQfdh0R/jZ10Q4WP5MzysiIgUkLwHK3W9x98Xuvhj4GfCnZhY3swkEzXivAs8B88xsjpmVAJcBDwGY2dfM7OLwdA8BfT3x1gAPpqR/NOzNdybQEjYFPgpcYGY1YeeIC8I0EREpYHlv4nP3V83sF8BLQC/wA3d/GcDMriYIHkXAne7+SpjtFMJgBXwduM/MPg7sIuwFCDwCvA/YCrQDV4TXazKzGwkCIMAN7t6Uw1uEEWoqHIXG633D+L338XrfMH7vPW/3be7ZPOaJhpk96u4roi6HiIjkz6gIUCIiMv5oqCMRESlIClAjKJOhmgqZmR1nZk+Y2avhMFSfDdPTDi+VJv914b1vMrMVKelpv5ewQ8wz4XnvDTvHRMbMiszsBTN7ONPyDWeILTM73cx+H+a5yczSvQqRN2ZWbWb3m9lr4W9/1nj4zc3smvC/85fN7N/NrGys/uZmdqeZ7Tezl1PSsh42bsA5s/qNzaw03N4a7p89ZMHdXcsILAQdO/4InACUAL8DFkRdrizv4VjgtHC9CthMMOzUPwJrw/S1wDfS5F0Q3nMpMCf8LoqO9L0A9wGXheu3AX8Z8f3/NfBvwMOZlo+gY87PCd63OxN4JkyfDGwLP2vC9Zpw37PAWWGenwPvjfi+7wL+R7heAlSP9d+c4GX97UB5Srk+NlZ/c+Ac4DTg5ZS0tL/xYPc34HxZ/8bAXwG3heuXAfcOWe4o/8cYS0v4H9+jKdvXAddFXa6jvKcHgfcAm4Bjw7RjgU1pju13vwS9Mc8a7HsJ/+NvBOLpvr8I7nUmwdiO5wMPZ1o+4HvA6pTtTeF3tBr43sDjwn2vpaT3Oy6C+54Y/qG2Aelj+jfn7RFmJhP0Zn6YYFi0MfubA7PpH6DS/saD3d+Ac2X9G/f99xGux8Pj7EhlVhPfyMloSKXRIqx+/wnwDAOGlwKmpcmS7VBTU4C33D0xID0q3wK+SPDqA2Revmzve0a4PjA9KicADcD/CZs3f2BmFYzx39zd9wD/TPCqyj6gBXg+w/KN9t+8z2C/cSZ/y4bzGyfzhPtbwuMHpQA1co52qKaCYWaVwE+Bz7n7gUyzpUk70lBTBfN9mdmFwH53fz41Oc2h6co3au87FCdo+vmuu/8JcJC3ZwgYyqi99/B5yyqCpsnpQAXBjAgDjcXffCiZlHc495r196AANXLGxJBKZlZMEJx+7O4PhMmDDS+VKtuhphoJRpyPD0iPwruBD5jZDoJR9M8nqFFlUr5s73t3uD4wPSq7gd3u/ky4fT9BwBrrv/l/Aba7e4O7dwMPAO/KsHyj/Tfvk+2wcamG8xsn84T7JwFHHDRBAWrkDDpU02gR9iy6A3jV3f8lZVfa4aXMbJmZ3Z1yzGVhT505BPNyPcsg34sHDdFPAJcOPG++uft17j7T3WeH5fulu18+WPnM7GIz+1qYntUQW+G+VjM7M/y+P0pE9w3g7m8Ar5vZSWHScuAPjPHfnKBp70wzmxD+Dn33PeZ/8xTZDhuHmb0WHjOc3zj1epcS/H925Jpkvh/UjeWFoPfLZoLeLV+OujzDKP/ZBFXul4AXw+V9BO3EjwNbws/J4fGX0v+h8JfDe99ESi+lwb4XgucfzxIMT/UToLQAvoPzeLsXX9ryAZ8n7BxA0GxxS3hvvweWpJzrL8K8W4ErUtKXAC+HeW5miAfFebjnxcDG8Hf/D4IeaGP+Nwe+CrwW/hY/IuiNOCZ/c+DfCZ61dRPUZD5+hN847f0RTLOxKeWcWf3GQFm4vTXcf8JQ5dZIEjJsZvZPwI/c/aWoy5JPZvavwDXu3hB1WfJNv/n4+837hM9qT3D3m/J2TQUoEREpRHoGJSIiBUkBSkRECpIClIiIFCQFKBERKUgKUCJjnJm5mZ0YdTlEsqUAJZJHZrbDzLrMrHZA+othIJl9lOdfb2b/42jOIVIoFKBE8m87wYjWAJjZKUB5dMURKUwKUCL59yOC4W76rAH6hg/CzCaZ2d1m1mBmO83sK2YWC/d9zMyeMrN/NrNmM9tuZu8N9/098KfAzWbWZmY3p1zjv4QTyDWb2S3hkDuY2Ylm9iszazGzRjO7N9c3L5IpBSiR/HsamGhm7zCzIuDDwL+m7P8OwUCaJwDnEgSzK1L2n0EwtFAtwaRzd5iZufuXgV8DV7t7pbtfnZLnQmApcCrwIYK5jwBuBP4vwfBGM8NrixQEBSiRaPTVot5DMB7cnjC9L2Bd5+6t7r4D+N/AR1Ly7nT377t7D8FsuMcCdUNc7+vu/pa77yIYzHNxmN4NHA9Md/dOd3/q6G9NZGQoQIlE40fAfyOYZvzulPRagim0d6ak7aT/hHFv9K24e3u4WjnE9d5IWW9POf6LBIODPmtmr5jZX2RYfpGcU4ASiYC77yToLPE+grmI+jTydq2mzyzermENeeosy/GGu3/C3acDnwRuVZd0KRQKUCLR+ThwvrsfTEnrAe4D/t7MqszseOCv6f+M6kjqCZ5dZcTMPmhmfZPpNRMEuJ5M84vkkgKUSETc/Y/uvjHNrk8TTL2+DXgK+DfgzgxP+23g0rC3XibTIiwFnjGzNoIJ5T7r7tszvJZITmm6DRERKUiqQYmISEFSgBIRkYKkACUiIgVJAUpERAqSApSIiBQkBSgRESlIClAiIlKQFKBERKQg/X/eXASFoO0ipwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -1244,7 +1244,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1261,7 +1261,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1294,8 +1294,8 @@ " \n", " 1\n", " 0.01\n", - " -227.401716\n", - " -56.400252\n", + " -216.782485\n", + " -43.239595\n", " \n", " \n", "\n", @@ -1303,10 +1303,10 @@ ], "text/plain": [ " omega robust_95 robust_050\n", - "1 0.01 -227.401716 -56.400252" + "1 0.01 -216.782485 -43.239595" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1317,12 +1317,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1334,7 +1334,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1358,7 +1358,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1392,7 +1392,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { diff --git a/pre_processed_data/simulation_results.zip b/pre_processed_data/simulation_results.zip index 1391e879413fd6ae367a0fbbb47797a389a1c755..33b8f8bee1fa89697bd4835b8b4ce5bf7ff31799 100644 GIT binary patch delta 212817 zcmZ5{V|b)%xAdME9cPk`&53Q>6Hn}kZFOwh=ESyb+nH!$8(;SOUgzw6zQ614e|^=e zT2=MjgdzCEU;`AS!6DH9`s**4zhDJx0H@$Ec>>(>kYy-o@jXbuWE?DTSP%;*ovnqX z(}aag{7-b~%TC&4#h`WJ7*oI5FtClqA2vSCs*U=ELgL*_)*X^~^_K~3nqLJ6k?nx& z^!f~=P7#3MFsy0%vQnB=Q7^)PM7N9R;Eyd_zqqgMGgoY9v^TOGmL=^oYInHLP4Eao)-&4S3 zk9@eL)$u&=)lCZc^@xnIP(&xuG#=m^$~l8_h5FE$eiz5`Knm7FE3}72t;156VdU!c7CiB=@pEA>bu8zdLz{r9PsP zc}1Nah@WmS+sp-D3QC#{w?D%zX-W#@3O*q0u_7ZQ9RISlRsjtifv9eIrTeGj%qM|f zYvv6Bn&oFm$+am(f&3^lcMRHjx`RKqW(J`*tGBu5GVC|S?CVrAig|mw0UOxdos&Wv z&1|u`X`*;9qu9CXGxak(|5&IGJS3jyUuGqHr&7&xLc+45vLMg8#BsFJ1uJkCmNWX6 z4hBi^I$isg_#%DthlQ3%QEV-Bn`s^NAd`Xn;;}3sep_(MDi~um?`G@uZ&kqN$?Y`_ zQr|=$UyTr7P);rdnqeDb!S--UFf@aRw~xOel70!>lGX1)LkatWue#FRm+2M3y6GYM zw|)xfnGyOLI-rFseYhYfe3DjD1mWEcz2kjHKwG)Fg)mf5XgNcVIz~|Kd|gzw1A}E} z!_WHfp*u=*_XIj>hRr29nkNf-%U~R%^qBrk+&OQuv`;ouZ@e$0K_NMARtIgsXI-pk zxrAUM4o12udIDj}Dl+#J2``7Y?H4XUW6t5{zXcG71l9Cl>>_Nmdq{iNI?Y-2TjSHZibcSiMy`c3gs9T`lNuY&Mxl`wOrR2r&*0v-3I1VWKqt&nVd(0URmW zDi{p54i}~#9G3USiEh6s*W zH;dK{4kP?IMnE8qi0=^sf>;@Jt@Isr8R(dp|GPiD6wn-j(3c$y{bs^`)(WXP$A zgw$g&zn37W#n6-PTH`QN>bypNM|N|YR$tX{jZvG9;qE1dF!tFKyavYkzz`EM=z$O3 z!>FOr+#v?swVgg!9Y!BIOx>*WZvD1&6LWr^StoQWQbb9}$^;cjB~mBOYFQ^~rID-H z!~VX?OfMhh{k4s10v6t*hr1%DP8<|cN_6VFONw5Dmg0yb$zf3QC<|QyN(;#)o~$)Z zrn+-I7ggOZGg2Y43#BOgp!lArJj~2ot2}Di5+>dJabQBq-x;9iU)l5I$qS{m&x{QE%y3H+83|kaA^;cazgIkbu0-#18IGU*0Q=x10Nhw7WX;7 zxzeV+pK93nU*52WmjiLiZypO4xi_FFT<++9g zUl!Hz1&=(bEApw3ax)LB_{zmXP%zARoM0e1e_DOhC2?)$lek+Vk#Vwipsf&Dwq|)U zQ6T})WH4)03OC~cUl&860$y9n218ArDLUK=+aN(Z8ls7&ARMqQiyozyZ$dv>%D=Dp z+G?#iuXdpMVs$Fz9T&NwHRvYZO@Clr;4j`0CqUh-{kA5a=U|Ci@eZiQl-fmwM#eb5 zT~I+HHa&=TivSR%w26DCbVL%ioZ_*vMqKL4WKAWaKokdNh0%+l)Lv}eMzIk?Sjud1 zNxy+gujP)54Po{}iD1hHQJ~r~*!GnyXnW!y%|A9Sa9_xgz5lFERTUfL{|2rFT&|$_ zCZ}i^I+t;XZX_5p+$xg9g%Q|}!_*qATbH3wJ$1DQHGgkyR86Ubni+^00X_li^FYG#5|g zzaPH4PF5BlRCu0zm;Jg94{Moo9o$e;G58M1_fdCc*dmh_ zn^hR|tq_iG=e>=c_emw02CZ(spVco@#5J&=Ht6!L-?9cIBda6rG;96vyZSwRbE2wlL1PM^@C8$z4*B7|SA0_(EbXm>R zc{%L{1qfPrz+J+smIjVtpn=0<^tq@N0b^3`Q?5Z9$k?8d^jTGcFt@hRt9TK%uV0FD z^FmIJBfj3w*0elSG{3p&;bJakKN}qZol|76CJRl8D#)G1=UNCPoDNM6`^j`c zg^r~{uOOI29&OD95{UQ4X1nYm80qZIN)=wglo7e(wsV2$4L8GajwnLFtGVkoRc1KW z`Z}ZUc8oge9f(uix|1sm?ES_)W`Zo|Yu6UCibCa9ldQ3nx@Mb_cEYLaly>Yi(pc+v+^Wt0 z-d8pc?=8A-rR;Tmq(#7L(7kGzKgn_+Bcn)g)c2xZ2UC09My+-%lpOKFwJ=>?t}ZJJ z^Wjy-&uSao!y6)%^ex0AF32_H9qRusgQ}iaxWA8VI|k;^S{0fA*kVszixIC#QeUDfrB_xa(-L78M+q|Owi45u+J2T zuTf@1ZsGc4h_^UUgykrfjQSHKNIeMRpMHj#iuEfNJvp>l>%9HA+LhaLfqIhu-u=OH zfHO~>**I;=P#R&`|K6mgc}XhjOT22Uo&q^n3as zNMI=0vja~RY(p}+0x##3uErj%wP#bIVh-}Q&*Pg~q0J-l<`($jGOfq+Q(0n z{a3PxC+*QDgwfQckhx<#;mI)lM?hKth-tAA;WmQ`nZpp%jaF%UQ+G5K_TFc)i_}B9 z6WS!@&-jx&(ycRY^LEPpU*f@1N{b#niWz%jUSsg>K?brP&^pK;-oM#LcLF&M)5hNN zbz)%CWE}u-_6eh-Y3gu1Q9|?}Ovv$;5Jt}!Klg{4Js32|yy4gHB#|DUGW6SU zOs{Y1z_8;oA%29xn7HpBGe>hkauW;TFrDrkvu1+4=pJN0w^6`c=vC7b;Nw!vBAutuP7Wx5+Haz=-2UoY zsb1cU?}ye-qeTjdymJ1T1pxPOE!_}IIE(5+p&Vj}%UUHNK_vB7Hzb>^q9wp4?(~vG z>+?bbXZ;mDNr?Y(mp3ipnSpaREp`jCZn(p^!kXxiM7o+P8rRw40aR3`oU@8Z{#?CT z3!%fApa@^ady+~|a}Ar4r};)KXUv989lDk6;IxEFz@;8}80thjh^H1(_rt}?s^6A6 z?)drTqApShlQGBaj9s|D&{_W&0woaZd-FA57w#SGALO?Q)JapEg2Ot0!d!}R$h7aD=)R zk#-4<$f+`@cy>Yy>Z}VcvBry{6bBgtxQVvC0;O`Ee=taaq_<&p*b-K*yJN}vt){dT z=cpmpKX~j#fPv&)FW?0x;NICmFBXd~O>RUs8DAJ-OLWco8MeNkUeb_VQ;#p$YlHrU z>hbD+TpN+VFWgL1gWMySklwy9GMx_)gg5S;U8)b7KFc~sRMgygU0SL-!>jkJN8g9K zvC@;^*Thw`@NY;(jK2y*$P43MI_R(oHm2}?jf%Ai9;WSVYj!z}**5>f&tL{Eso*R;X2x+`PG^F7`8FHD)>*1mX_ik|+p%gtCnR_=vnjtcuDI>3Ok{UG z=)(m4UA3A8(JbI1w$1W?8Kb)xhm zEo7CuB>}#M2vI2xz(#prq9qc>&vknJT)Yb87tOoC!RFX_D z^X{n*TQKLf?zeSVZ(i#{5+3g>%0(atgn=quR&{s=b6!awZ|{qNc~V`&G3tzuc0wIV z-}gLix?lESf&!*Zd%Bqc(Qu14xb9Iqb=%oZ$3qg8DG%}Xxc+ylp%C(V+vtOCa77G8 zZn~`wM%aD4ny<$Wh}XK@5fP+KZ4ZQnlnr5x}kG?_?oU_^d#sT4d zo%yu{6l<)#pG3vl_x%F>lM$%Af;kvU^s{}P?*qPX$EB~(-QZO3_Uk<^)YQr)^hiIm z6UQOg)yuq5VB}H6xj6K=p(~ze-mam6H=HrQ5X(nT%Z3a(t7pQRuolXk4y!OvmaE#S zFplq5CnH@LaV=^#cW4M~-8~bTU9t93VkNi;l5eDnhQ7;Pi=b zjFqdze+ZuW{}TMgU=`z6!8i;pvpyyDCg0*?W zj8FXUC2B-Ol5+)=9T+K;J)&x;R7Ej}bO=jNeu7i;(qRFfBZrkc-6?{plXJH%-V0_O zY;8d~omi3hvZ;hUbR(Ro(mQvM6AHU-{-o+j3(FnNAwDbmzOlVoQkd*_Wg7d$Sw6TxVzV6@;KE|3rSbPvV&qfi~};h0bdSm3$nW`T~O$ z7GY)X3X!}S0DrMDp8J=vA!BZAJ)R%oH7B#V2edt-nWncT%P$Xh9}}3=Q+fxEs71ui z%9Ho-;abVIZvUnEbi`>jg03ZYttqHKhs-^r-S*QRyT9M)MC!2#3AN zo*xQD(RC+inbVIyHj)gzKys!q91Zoj`+lOwK{DTu!B+G}G=J35At!o`!t5S&cXpLq zKa6mu*yuezpE&4QRldE=@8a^TdPmlw_6ab4;AAmH`i8_dMuYL2Y&%;h=t^^g&+zi; zcDW?`ZcZoku80E)cuu22k%aUlW+lhKf}b8RgYFU1ws`W36!fG;!oa>WMR3lI;~wn@W!eJ@E$u_(@}kmsNE5&@!0w ziclTb$jIEh&@xXx@Wut>rWeg->b_2uNoM`BhPCM6)8-ggTXHajEEiv zyWyZKXwhA5ocT|`jk;Pj4Jte#H1W zY*jC|WEQ{mlECLoTO-fD3rb6L=j9*Po^ko&>9GV8IjJfkWP3czZN=cm@^fxu`-?v^^n3>n|Qu~{@Uu-w8q);Fg;<>?%S>7r#> zJmF7XjbWv7ai{EJbFW!{z))q>hihU7bvyM5oO$n4q^MqFCKhk`KO3$1p^c)r3O2lb zr?&NL<7d|9vLk4g=qY98_rdAC4m$0id(525fvQOwV8zkWS9qP8hX#(MK#84O}|~k!`PWgJ8zo3ZGDe z63(oYY+MYtVUW`NCxBo#og3K*z?3omQ1=t^rwhQ3vL*wVkCql`5VOyYY}(oOtB;`h zh6hcLZ|*{2NqDR9!2)6`)P+F`|B7%G0a44TQ#%XANXJMoI&U{Jb8@cM0r`Wop6}E3X*O2ya{!_t0Mh5A@lKN zw_Zh^NuV9MUATIe9gtbo7%dT63g#_Aa&tEJQjNm66uCArPsUv%I1+}0o1(&j)OA{gC}!tATBGhsRXqAxOn?)BUBfx>7HUBN$|8eSB82`tqpL6M1sH!N{oR@!AY!PQ3=kUwIl2p6%x|Y9(PzH{J{n@!>sHpZyH-# z&}TRqKI^|?J)o{1vj=chvf4#Ti&Tv5)BHI;&Z!^xZDJ_~ehKM}oNDz~2yS8xi%Zm$ zwo}*Ff~E`EB#*|Q=@YF;t`j;AebpWg-GpWNn{BXOnaPxCg$A!vkM)+CJ88F0*z=#XvIn`-0F)LMdONL0uv-%$Oj>ok>Yi!8vWx-eFAP#KXkTQGqD~DZ_uhUI?gfK6_aw3=8qw}YLUC`lC zYmZOmpV5h5j8L7PJ@;-wnZ8HC9e%VRhRd<|XI_*Wz$p*jn{wUwUrP@q3v-bEjCrj) zq0m7G7!o7*J%n|Yl94-x>NCBSOYjU3AS`YFv^U0p)no8Ha7J85D`16sw0>;szEF?vq4l2u9$}pwDhRv!foQyPD(YtIc!E}eJ@M_G<3>iqAwBO0|K-ze;taa$ zIF1HZTnTJDZ5c+n+<55vI%Ekh1x!?y#tVwq9vI{Tw13I^k1L)j6dSkH&f6FwxynTl z<*w8nb*AFy;f~-~q4g`y{0L&-O^$vR3z6ywqMK|Tw7nmlaY4lOCmNq+jmwv> z^6@ZRm%!H$6Go79rz;qq7FEwUJqyd7SIkAgSAg zS?YKFpc}#)gf%x5hL)Y>Go6*EL)a8ioa0_Xk9zlh3%(q=og*rs05~`RX z515-M7jr~(_hL$yoj9?d*J>SBE;n-fWLfiiM#T2dk)#sQFMbZv(oX;)Kfog3q7=qA ztYyJkUhq=0_x-CNHkgH?(fraMn8g`6P2RSe4dOv}M!y;6gbVhLP{Iou`7S!}o;!H* z4(PJC(9}C^a=#p4U8^gI-mg}^N$Fr8r97k7UPgyL<85o;kzF=1`D!;JPF7N0k{y}Zrf5+0sbcQe6S#~;A zY`K*qNYXnBQCRuzhxNez&qk2?ggHy%`1*h0kBbEk17iFy#HTI(_T~P%OzHw(gas(< zUizLLQ5rh(fGOe!&U^`Mt*tR#A5)b2f>7T93XAZCi&yMX?SU#i*SD2BVRQ09Ohm$G zgYG5dK-Z=zmmpv#C*JKXk(<>%thM1LIHy0%N_UX6<}FlEQ86`tgk!DPQ&Uc~Xc{ro z0O|DoQXU@LXMtzTTKF-riX9mjn4;MZ1c*tZUdJ(z%JAmFO*3T$toD*Nl^$`HDyJP1 zT}=_`o5s4t4lg0MQPEO-qXvIsA=(1Fef^M0n2`$9P$?}eL)XACc;i-6c`XmqiD7Uw zZ3+1i@OnGk^%vwNsZ6M1unvvpV#Y{55cCl^+;`AG=h*Y8d_mzC;$0%QKbVfB1<6Xr zE%h@(uyM}zdS=A#QDYfTu`uJW^Ht6z-9}A@_3y17_8V4|=oDqn?M$$}(KJ>r*)lzz z3@$Nz`u-2e1~9w%riST%M047jKY1@gjl27y8RlPtMV2xL1mO3-1YIx|JVm%+w=$6W+3D)D2bG-=w2^oW zd*3z8%=LpeYA2lIj_}^Vf^rWT3+g#gxkDv!tO&~AzX)#{JeV@iFl_zICKC&Zya@4- z%qDl4N7-$Q4JC$-E#5v9)#~1MXMI9~v}+V|{SCtyQ&xgQp4&r!J5UjT4mW;A7hPxG6o&YTz zwYgBw>%TdF^%LRY4F&T5Y4rS~?Ah7>H-P*5c=y8Mz#2z@i8)0a(e@?n@4fDq1FxAR z+s>##-XGFyj@O-9zMOUd-y4!O#-ElNmWG`*JybV!gmyORG8y!MY)v=Tcg0Na0E4U={B}acBQpV55vv~Hq)!Zo6 zyRDRZ_EX|=;6|C_*vHrx$WZN$#^iS;l)yo zcey8=45!Qanh23VF#cZRS;^Y?&_!M2#qa65-48FnnyQ@n{Ej2y(sdpAgM>Y3?!bPN zqC=hDD7Ldh_V$$vh7=3*bZA)5eZa*xfI5FVxXvlm+Zo;)?6ABVN1hX?r$Eh|lL#36 z+}6@H&G=;nWu1Zv2ezm#U?Pn4_(F@Ez4@KxJ`~cuv2`Ok#jMKK$;`=Qr?-LbqgbCt z-3zBRexAm$EtDAWl_sP8`p4zDL4bncHZ^M^35PM`GA(8ON1%S^BI&O-zg({l zS$1dezU!klU0N3dh6tqSP#eQX1#d2bje!`C8kQkGzn+&PJszHJ28N}vNf|xUAJp6X za)!%29VRTufWcVm7Cn6b1x{B6ThJHb+V#4@+JIaM&vv^h2SD$X`_z~kgR5&6-(E-9 zPLdg6eHanL;R413TCzauUG?;?NH-ESny+|H?-(m%U#h?z@@eB0tS4<2h<`BA=j|Y9 zh3SiL<#1U4ffL01?CY{B(U*P8!1uV2?jIDwWcDPN6$=+R{h0zIygyzH%|ZTF9)6qt z0&i3(B(9-8$HC2NGRm-PV>|AskES?(q>3wJeCsbt&gU2x)jD9bYDe=??!?hx{}doL z-1pNd;gOk{q1u3n^$du9W!+Q1Erp*yi;VNrp;qnk1}MGtw_+#XLDaICJq!HGW8`=S zH_vgSCQ3C=ih55KS8+gKsvu@0B4P9M8ZPZV6r_a$3ITRM)s3{bb5Vh9W%hK}W@%wk~ZvP4Jptkwc%Ks?% z|4{h9oVmZ#^$UnpL`y37uUUA|5NKRsmx$Aqq?KtjC@4+FX_o#Qs8F7rFEa>=f?(H} zVJ@WBVa{t79f@Q{Kz;=Im`Fs3k_=DW zCn)xa_NULy zNLDJ%0(>V7Yu~MzOH!2%<#7lE$_K?8hgM;;hB$*&5~I7j3{73Usv%`mR&#Q1`ApS8 z{2cQPf2nBeG)RxAK3*Hr$=E{m*yg)yzHA8E*5uFRuM%;j+-OT4uj;43{xI!O=LAgs zUc2xJSM@c)h&0-tH_Jc@_>^rQa{DVnnzd){NkdE-k< zi`MxsL}+EpG?kzzP61b~>U=%U-c7O11zsHF<4qW5nNI&|P~G7s`U{F*|D9WH7y3?A z${#n`K!s|fx{P^}(>moRRSd$2mz50NOd*(MYex}ml;Qae{1;=cR;^@pfI8U)!4yQJ#p6s-Vz5+WKUw$H&S_&FvWAoy=Wqlig1{P4_{lZgOwKA zco+w(-A-{3u~suFJ|-86a%he5K3zag3uEX?jG%pULu})llhq;3Y}eBTrih|b)gx_@0?2V~ z5idW;cFI#x+Nw2^?+(YQ+e?I1lJ@GG%T1E$=IK%wwBjKS%b)bpw}Y|`Smh~;Um{p{ zhnBhQa?-pC&t~d;cOmUXT>-0WEHwinv=xI9-{x)Dw?_y{o`pwTuuIdl3f16QMK@K} z#mLGUj3V1Z9)tdE$#H+;+WWmFvi$G1ZSvCJmpLPQBRGt}-*ZPSoWBVjE13`l95K0l zUcQ z{g1~NiQs$1G3c;OJcX9RPEQx~4FzU022UbmI4al{NAn!9@omu68EV)^g2b2SR)`Cn zm8OP>*tr`T^@`A1^rw?gK==I{aY6t@2;z&*XA|co`ZK1xdH=0F7*l%fz&hZWs`2gc z@Zj($0kuL^aeOo$Bxz5ofg$R#QdjFVfXx}67j9+Bl4d|}Op+IRw17^MY5)}qG~jwV z&$mQFL;I~8^XeeNg4ZC6ZKz8b9^IZg8lHFhi}J;2bO(e{S8t!Hkyt!;Fy=@Tc6U)p z{bDT58Dw z&M#eSbwf(Q-W0ekf#rZTJU{*UTVaRwnAh!)Z?AHb0~P<{+ikPE%4u1)Pn>*eZ#jL@ zcHYR&x%v|ekFANC*vn)$^V(lOy8W?I9K2(x-X4hxjP2UepXvx%BwM|YvIAMwA~|SG z5N`p`Ne^e7AQ&^orOYi(Bz7&(O}+9&pQ)|Z=po>BS_>4rrr0qA_>G!$k$AvNsjzX=KQpO+KLrw&D zkB0DRdJl!;)%)Ps2)L+MKbPr!J!KF6h+X&E)41SNUGlh3u)id4D%oY}BNGc3b)tl0HoT&Vt5=5P~3iCMYC$ z-5%Q@jQ2@45CEaVBm6nELao{F0h|G%aj4Q7gklzL^2EBv$daf2H9nlE!0k0R>L_;4 z&de``rDmGi^=qGsvo_o5^Vu>J!$lMzns}d}Z&fW}?Zd6Vf7}Jaja&CXRHKJQ^m3 znr`${{PL4E&yWc;6#h*?h-?A|Mzd|`DOI4axZ`>qA2A_u$11j{av^-*?@;(VW2ce+ zZ#Ep3@+69uc>8n}c^v;o?xP8E%L`R}3;EYU&-stk|4-NM%7Gz+MhXH_bSO+n#C#ZK zgp@HUo&fqPxTTTttLXAi%Y^{x?!gRM$8`1`Fu&`{YfD1ZAEvy15V+tr1-526)jjub z)4sH~3KB0`|LWSc#Swk`PM~VKYg8!Zwyy6~^GhO6S&C&G#FSc~o@Ye7T9@&oWR`MI zMuh${Z^rZ`E+#pKyx;_x1lsK;AOei5rHGIqRwCgk;WLMqP$JU(;|%hUIqnHrT(%mn zf_gg4@%b=A|F&N{8^@HWNUOy7S+v=V>-|Xuhdx_RY09k~rp|?);jelb;Fzlwz6{-d z2Zrx|zh#63n%Bmw*Y=B=#AB?QauzmNGk?LJBpg2ie+(UQHZ8MiF=O2f$X$szDz7sn zY$&e(NOiy&uZ_OmtbT)v7c_Tr>(-|1I-MCmIq#XxPq083m0bR+i+48`MfFJjJUZma z56$zcMQ43xE1)U4vKVMd@hI#l6o|0A2}duf!; zSZ)S2n2yO!2G4A(yRM;2WGncQWUN}h3E3-faUJsolK}y9z?z<&#o7d>@p{8ntcmH* zI3N3PbQw9i82fsuYKBznX^_^O?f5yjwJp!xPF>P^bqa_v_wciCC?ig@#I9tUS0UGV zLks5&nrs=2^q^`+*K*W{`0hi_KP3ond5Z^;Ee*XieFqJB zcpP<=j34)Yjo{ImMEPjs71QT~1RC?4unjtu{G%!#{JmPXn2qf}* zgQzkwe7rA~=bk45CV&?BIbLv~#FTal?%e7Qf+aomyV?qUQ(CB--S_M^5=JeKGYiwG-f22Xk7852ps0qzjNv;V{)id~ z=pLfxgi{BX#|S{0dRZs4m(6#8#9=rc;lf@MuWye#bTcEl>f1=K?{}9QS*K*Is|8Vq zg%d6EZPJoBKW$3bkT+&eU1F0Ykv|YTME58Z@@2kIU!8bHo@nP;w$3QZ%A`JOTOMm>1@UD~rw)~HBipt-CY`{>{LbyN)3uKD(e|@#%_(|cy&8g`B zrTFJhichv``vP0HE>;N+RwhsvA$0-{`}^}p5ms=z|5^hatp9uQ|K}+1VNBIS{Ti?9 z*1gZ;jn0qCu#HR^ zhtwparlwV_mE3*Grd3s=B(;o-JrqI~k>vT)OX3>AHLD`fYUftz2Jn<6P4(pCw?I40 z?je~k@UUA=3RHI;H3vu&{b<<3`10q9KXNDm^?RyTp{luvIorr*>z2;@ovi6P1bdb_ z^1F=tLhKsE9=sO5KSe1~lk^6k+t#6Ej2&cK~xD?zeyvPpAEINQtT4 z$5Yq#znmuQyvp8?dNj6p-IecfLRf2x2j8qN)1qhYH=S@uN2fv`DEPseP=>BRl)p)i zyvbz|5t{mN0)O@UVQ^D=pJVW7H43+nyFJv+i&CbT3|ysS>_{C(ep`GAN1it|b*;|y zV^B)&VvhII`$ckEl;k)4S5@M@930*E+TS%MaJcdmvcD1G0PK}iMX#oh*T3dU<#Tr8 zi=NO2^szN`;*PoZSUl-)Gn5vlLAK82ooB}22>g$TO#tV)ZmH!<8}^yYMYYqoeOPRx ze#8As8U(@Fg2y*>1dh@R+45c=KiwHpzar~C#o(rSX zf}98$QG-cU5t+mJBAuy-h!Tl$S!qkK+el}1AtqF>HFqJO7QV-5+~>w0+_g*lPM?%O zP}{Mu$_pALBLb+o8tcEkfV(%0N!aWuwyEL<(=&bgbXC^^Q{QxsofwQ_d5;Si=JF$C z0rP7QfH7a?-D1=K=A`=o!aN}2aQvBkh<1u8ISy|ujsjrm#^YX0!{Uw0jMnpyzx+v*?B?CFc3*LVDMW*+{yDaVWFcO0%y*2Yu>;?{orgN+rR?;K}2_O zbE&ZZ)<7OZoeR3=WamT}OJ6-_^hTCeU)Itg;5Cq}V_`3R z;M2p~+xo}3|NDzO2e2rn|CDY2@%7mLo7n$PKxdT`^#%M8mJ5_&4`Vsa5lvvAxI^Cf zxGAXV6V791S=Iww`)Rq%!FwV{XsZ{OJ5N~@@`{bQ9DRbxBN}AlqT1{8S*Tm%8;D`x zoqL@5yOop0&sWuU*z(ezeR%hmXsToxJ3KlU$X_alH4!^}AIg7yoLX&IdLIfSk2k9> zL99+^K*$lxUo5{PE(nMonYWbl7ZqGYKA4f?tgLuhZCzcRs>Iuk0t<qR#Xhrqy&@&ZP zK)JR~dKCINPP)G+$+xC#*2L=(8XOcjoIBGn)iY!yI`u84-Mo4*tN)bLWbo z@_RfXQQVSo`O{_E^%xkFWM*zd@l*U>0`+>c8~w0e21RB23MV?GU8McYS+QD9Z)O39 zw>?AK{DKrBZEfY*)Cb-pc|u};;lAB(Nn=5_0)GxByL2-Q-*k^Vg4=ZzxY|4wJWJlb z?aDEcslD%i=y~1t1V#{1`2_i@NZ<+u#X7dnx4izt+j}Pg$)32rCD)k%{iRBq6Xdo6 zeZ#Q`#V!dFonvFV0RPp{6wuSX-I1K7GTL(q`O%rU8by?ptj0sxP58_w!}~xAwPdS2 zCqy3P;2G=41}z*uZR@EM)N@&FjHwotYgEd15Q5!zsdQN6$_1#c`&F%s7K8-N|5Dq8 z>c44{T7%cea7UTa_QVnN>hu=g4q|7twGgI{%;+|n3Mxp62lA*s-KB^Dh?4e}isTGK zez`C?OvQ9$;Bnqf0Pzbu^}SDc0sJ+@Kf*8osq}--sRVka@*5v^PT!y;?d1CF5&D|w z|7fsf3{5LDETzo{2|g|)QpC~4v^Va5x8{c0$aD|QE>SdkUvWd}8{>vh2I)WtLGm@e z%bmss2N0a~PcJ+W>c;|aWm$BW0`(2_bVq@VM^%aI3D$A^ZsnCxlzT_zh9WNSK9=gNOs&Da9wS|SY=78xRoUKDzFcM1+6>|6 zS>Gu>c<)LyTjU2UE5|A-31nPSEm4Ok`yU6R5^Gq9WaOFG%U%8}oBNx?SCuqS{*K^@ z>T={pz`>dY>MRt`z+qfIpDvbzfd8MV&%*S-jlBOTeY5U_Y~fm1t+?)9;5i(akiHDG zrDQ8})MS1`WKX+))Mt^tGHe=V&!Zid1qNz*=#ilu2}9uYZU9F);pm ztp=)iW{B*|c~i@y9v~{4hXcum%#{;t1+2YZ&#m=c2$-nd?RSJf5RPPAx((O8+2(qg ztF@q~ z)+k{Bk!R4fN{R)_qX0YI(+J?n%u4jjWe}9R?C5>4>2IeVBYu($fr#u3LSM6T?(S7v zJ;)qGeDo5ZNDrf-XeNFZDwgN$DYGZ~GaQ4anwHjaMuRy%CZEA-+`1h;(NvU&h-|zh z2c>H(I5hAF6B=YM=$UYL);UBMQU@b_14adN-)4pvR!I2z`1~$~0y%2f*zI5shYPyc z_ee_m9+R+3D^*_DUBY?wtt}R;VablUD-f*9w-jcG6^?HO>}OV&v@iKS^GuK+T;(~| zx!oG2YuqEn!y+jp4mKvFtUP7R;Eg{WonkkW7X$kr-`rXv$44(4fWsXl^S+L;?TY29TDS<)VU$)^ak?R9x$BPQ8^p}JG zA6IV`&<3}4?Y6iCx8M#f4#nLmuEm`q#oZxjaQEU++}%C67b)%z#a+swTh90X`*tOl znOSp2)-R#;=o6|D z_vc`8N7)s*lxUh!5WgcR_J8U^Ac)mxb!2HO_F)qq~rY1FzVDgK@p`vVsl?%h9{{G_)6 zkMgd;``-fp4|&7xEjITywHrt2!GB#fW_cAivZlsG=iUv6wK(5q`Oq5nKH7%cu)A~F zPG9#x3kf-Nb2{l4WD8v)weX{{l!iBYAel&O96DlT&+U^S+1OHvJ@=!&tHANg##QT6 zJ8652W1{JRik?Jbt!`B`9f-s7kRn*Ws(1rG5vf9SQmmX-Kv6>DV3r?}TxC?F8O%3D z5H3+8ADR%{9EUA6L9-6ClN1*h*C=y2nXAdJtrNTBG`hCWia;GU)JE{|HP_{}F11R7 zesmO2zgGOiBlPafHtk3{VqUeJ?ph7A?cKxoSOeV4m>&y?tw^vI%^;2{DM!uM{+8=z zuC6U4Z=bpv-|`AP$pDVUfE|&~--~(hnvJlHjlENp>rsAIrHP)b@YyqFsTSL1yjwoy zb7@?Zj%{?E3}#pjo@bZh09g{?a%FE#mAG<0Gn%vf0^wRut@vIJFr+RsfyYXS3_Z+p zau0K%Esq0k59#)EhC%MFzdzj(QB~-E`$E4*K2oRpsI$(Goy8!NhRH+zBGRs)a}?e2 z&_qX{>c24GKhmuUN3m~GznTU}rIi7XYs2jX9C9u@z8r}$^w%(ekO{6ny!2ZDGM}76ve*1KKidb5CHRq3G1_UA z00NZ`Ut~Ryz@VF($us27{ngLrPx1W3eJL+{1!EmRu+<<2A9A0S#}Z*{6Kf=K7>U3Y zD!8+`xgD1WuE|1H!2=bX317SV{>_z}f%fUwp0T@}mO;(F5lf50^fNT@=V=61<42Z^ zuKE@Q6+a^-$AOb7h?1xG%oMw_eUqe}vJv;i;ge3n90-`|v~~J%i&`Y`i)v`@Yp+p9 z!~%}5kh(9r*sScZg8&3YD5_YTptkJjbQ$CIyV1%?4bR2EcSLRB+$O}FE`%5Av~=Ach~83 z;p3mAoXHlkZK9Y@g#9nZ9N0n`b*xMDB%Kl16J^9<%yzVB2X5jFj1WF>ki!nf*i8C= zrIjoTsu+Bm-~Wx*WbI#dPVRezNbKY6?3Gbk1hajjXd;tJVpOFw1zApDXeU#uI-=i{ zPYx@UTz%pRB{x#RrjC)2W2H6&qSM2+T=X*_2DaOZoJvbex9Po^?;(juH8XAu+F0vx zcT%DYoYxs7j4~n-ujct`Y0~tU(Zz|d_2GZbx#Oem^AaS+rPvN`EI+3)p)ch`^u1Zd zGPJ_m>sF#^&$VVjpf3a=mMzV&x7d~J#QHA8jcfW^e^LtJ%?P|m3WL!6qL&jJmbnq4 zRPWYK6H{}KZ@7wcm&G;|o7SHfj+s`L50V`g>|kW*#^MvuBy%M+pPL(2psum9*Hbcp zft@#X>B}YqB7{7>0M?km?WtL?nkSSxc7IA`okDj39+(TnAwy&IFfY$*`$Wa!==PG@ zFo4uFMO(aGjAKnZ&qv!3ZePSSQo7P`Nox8s1}SNY#Z zwpcAdr+Pih!Tu??eZ9M10X*YwKY!ku7H!5u$=|4sTmNns=y(^J6o6Cm^uD zslu|EsLzXa?&mnp*DQt7b)B%ycZ$uYyOsa}jqwr&O0e&^PUQ>-5V(02vS7}thA8(G zZ#69Byc!Tc$>Pm*ly=**59~DK2Xf!SrX7>;GYf=}^M^hr8-$2-e(Ks0bg=25R&&c* z*_8%)zj^`;!Yw5y(4UF}<^SNZs0k7{AB1(jSGAde2o}XMT6RyhqI;DDXo8#@93nM+ zd`sBwDZq0IJMoy5f#4;&(6D6#oEvn!wal9gN>l@`?a|>(HhP zAnW6>6tpCTB6qUS?l*-m>px`yPGoqx zM@r7f1Hoc+2`mt1(CLa~zr|5H?Z8lTdJ>l_DWKgKL+QEafz-83^KUf<4ZzUeI zF0It`|2ptl{;k?g{D-yG5=a~E{O!%%wF8QG zns9i!ZqHkR>R=HtNdE{LV;q?_wW`;S%F;=#9G-r2%X#wbn;l%krs+ad7L>7FgdNWP6m6>ve z{e7IHdWl0`rma6-T+G|M*cHjDrbAi-GGbPdL(~KnHwkq+X{Mkdj?r9x$Yj=IRlt_w zolIq8w}!c?izPv~#;B}_-CcJNZNtE%-A&K*nO>Hc6`Y^>@r3-&3z9%)6Py~D94Oy- zykheQ<@V!9%l00;a1|>vZB}i!l78L-6+vLf&CQ=(hi#=}57CAw(_oDk`=jmmsXrQ2mvHiq;)AbC2TR3TZe z=L~*XNan=@39f48j;A-*s4#xt$(IY|;gR~A1qRAmMeOk{H40_!pStgY1TX`@)_zIo zGvgHDesePQ1SA^~0Jp(vSi3P09f=~qZjS|>bcfvegDEKIG~!Q11_7LYTh5=chBSX+ z-fD*O%=a~Ohe?}!fCKolWs(?{SVQ;f)gXM}(a{H=eMIPZ#*TnO95}Nw1s*RRnmdRHL9|!{$oOW-F9|b1c4Zag2S{am+VB2tJ1Wjh zs`YBeZp4jq=CTTCZ;etr$FJOC24ZW`xz&jR$*s;B`X@AN?<#+?6NdEg6m*<^;|B*3 zuk9Ve04Bxr9++UkpAeZIaKeB@cT!re)JDzh2S*@2g_GAndOEoQmhhGQEDWopKS{7M zfP&TMZCr{QTU?#eUL_Yf93?TLTgNUTF#z-4%5ri*&#c#1QK{#`lFf`TZgh=bBj}*C z)XpJ|gjecZCpL<7O07SB3*7DPFMyis!)GTf<=*!D#+YIj2|}|_TPekLlLF)Ou(Q*B zEIvcd7x&-t#*m>gx3I~zGH$v3}F zGL-1A;dHhkiW#Ij5!HN!p3tBaG7H!SXlwl3#)4L}hTSE$`QZ2Autifz)uIS88ahT=FTX{XVv&tSZ)>wDam zVRsDVT3}FS(TP^2m z(w~2Q*Y&MaLB<8Odlc_mq0Nbr#W>pHz0(48v+ewE4?%0#$w$}M`Q{LN%e=0^LSGo0 z)}m~Hq(Z=lsXl&8HrUZkMlp;!RTjEXTqHSZSZL}>SY2m z>^XAnofed7y$PAMYCwBI;oU9uKWu5K#0~1N$9eqc1S}4`W?&N-D7Qt*k(Vg%E)(kX zSQ5K#QqUsw(B;$2*n!fg0yOK+pc&Wz%B5rhXeRfsx_?XpS7GN7CPkLwk+sVtq2@hI z+_y8$`u0VDxMvyJRo;YRIDuRQbU8lg}gea<|8!7?dVw}dxKW9N;czz&l#^rw|KxT$(pmvM0HLlmHQeO(7gKZUiNHHwuWjK(C_AQ8XM|NE>GS(etUUPN<%k=R8F)(vFU zs2wAw42UYf+F2k<#J#4p=i<22M#%0W#^jnYpYuk++M-A5`i!J#h^4d%!#x62c znmHwyw`cyh^;U;Y9A69MC{0X=E(|u$?d~{i;)dKQ3X(hJWYwk}7V`T!O*xOcJ=f#A z`-_}LKa#^}eY2Gd)X}TT)C$?Z1&7FS$AnCZFaw!a z){~^geJyvG=|tY2{Ij>;6s}{^KZb@{6|N&RepBoILiJop_{83tdh$9}vmR)KzvR8q z5%rh9T)cm`^W5D3p3eQf=Yen=Rf(wc$$>+An%&LH>6i@+w(rxXzN7*fJ`!3K&nU^3 z1ee3F-O@K8K;ncYJ~%+9y~npGrZ@nIAsnSn7M}R2XmN(2Tka}7c8n~b@56Dgq_>=` zpOQ`{@!!QfvFO-TA0XQpH%$M)IA-K+6*grn0a@$TX&0!bHHUhxIbB)kZ+V%Uy51 zGSJBrG)x;7%Hwj3ORRw0P&_7eAPLGiq1nA75+bhH8DXO0Y{_z}{-ReeW$_Z$M_nrw zpwskc-U`A;m*;wm7p`u4Hg}3!wBFvnY2sQ^uo0_R=hv-20JxHl;XlqWo{;3By-)eV zWxcC9VuPC{hK6@d@m}334&huTrr3>2^?fCa4{hPyT z6T;G;qZe0rpq~Y7ZZ6l&a;lH7Lsd@#{R#WtfEj|^55EHYQwV)FO79b79@pRrqwfuJ zNiYaC~2PmU%%rq?3zQ#)2Wrl_f5y|{N@QV|;qYLNRrtqG6rf_MYM};y1OJ^)YC|FEO>Ijfb{GrW;dr-rv*J^~w2Jef;pSghN_1_a|xVjE~^ zCC!c8>)M^|)H&hwH1a7dnZbG6pz)ZPJ;VC|#u$fE76zMW1J->bZrp{8X2*A8w4kB3 zx_5yz0x!A~A&_9}EVY;(z1vck9zUa*CG$JkH_dFqu^|DW?>W~Ad}9X4WkvfrV*%(Q zwQ_2=>&daXo0W}Vx%R$oH3-5HyRHhKb}*hz5mWmu0%*X45v@T9w9w21IY)6jX6nW1 zM*7!Dk#)(HBO`UvaR-U4A9<^ZtgKDmw1ypqV3nuKurzBo;b?`fI-O;nQX|=6bB$x& z?3?2S6#x~c@Te9ck#+0iNmz5FI)|uRGE%F{OvZO@JvUB}Kn^0VDnQ_`t0h75i-`u8 zHfnKO>FiggEmD(|r3Q$K4+mXlRI{Z~OMSSeuU(>BKyytA--Prvicr`I1r4c@ydJe# zr{mG=yJ^?D_bs7M^g7Oz;`QN@MlDGe4fp?0?pEJQn{agg>Tkx5ypG7S4;tZbd_Jmn zko14VJhuOcdH>1Mof&R%8v0SKDNp-T6D`g{auNa+d_u!P(upG-8Q!)i6v zClWsIdbER#P2=)dbeJZY_7i1lBWibvzI*!a@6e5ydJuh&I~7${^M(1{TXY}kR9_Zr z20quD!KaG)(e$IRkj5td!TjPQ?C)f(J{8{^Ni}HtYhur1t?$%77GG!FMYCw*k`w86 zWWoZ(oc{b~9QN@oSbazgzYR6onabL?sEoZu+Wd46@}OI4^LseVMb|j$ntrJ%bCf;c zI`>%Dy>54ZcY<=f{QYblx~z`r*)g9a`j^(|ESR+z!E&aozAM0|N=XBQ4bir?yt8== zUdc{2oRI$py%3p-uz~`*`FKuijwxoN13Eix3*-$$dt8v4lGr6esrvn-V->-C;)l7Z zWz-ZKi2q9mE5w4jV=(r~Q6=jw^ zxle(H$JW0Na6VZS2*~eln=J^$sTP`Pb$@SnZ6oi6Dq_9|cmun-dwH(X* z&cr>>YE!*vU4!bvZb&g@(9YrXe$dP&6jh{E1r;C)f8cjn8%7pGzn{= z0xM0Gq{U%V)SpyVcqoCDY-A6sH7FA&&I|}zLeGExhN+YZjLkzzN1dVIcXikGafLRb zZsZ=gWfUC@>n=?3!a&u~AF_Ua-^1fzUTqxutfvr0{Dg1xv!&~4iTlvzc(sMce`*qS z3dA5!Uf%EHP-_Y2UqQm=V<)cEKvj7(hLG|jgfF22!NAj{#%`SQz_|UT2p5B0`J0ra z4T24qUx~hG^&NuaEfZyE2o>_L69mG_@G|l*ASy^i2JsJ&OkOoVA=Q)B1M(QRelgk zP^jo#9O~AS(CVZ)4+h&$IrvYZz4OC9zrv)C?W!g)aGZ1<&S?TvUVBFz^1#2Fsk)!^ko3Vl~r^=}By{+kiMZQlbaEuP=Swi8UNJf)&vsa@%* zDmP<{q67MfG1|{gs2uZnVx2@|Fd`Yr&KI8NND-GAi^&#EZbo4Yi=6fipt2gq877{0 z-}U)9At(`P(Y&8`2%BTvpwz8BfD?~0M11F7i15?567jeqwQ0++@Ti5q8lCT~go5bN z2ghjBujDBv7P1suFv$3#hsryip_Nc!*QJ#@$6#t940QErl4h ztvZrt^1@Ni5Ge%S@~XYM=NRv9a05K%Ckv_+gs+~m75Eca5DQxkw3;r9M2s_HN=8%t z{rF7d_OR-@C$ZN7vT1=UPO1`z6HVmQY^7|KSDcAd2BCuO<|J$Cllbvcd$~e8r)x3W zV<48@oy3t23pl>RVC^+^GXr(KR?>reZO_npp;+9TG*%9f2D`g%#N;C0 z1#0Ldk%CC!Of1(E`Jwxmvx7V>Oo8B^0$^u^KxvoB%@YhjNo!qazBT}3WpSHNmbF}U znK)&H)gInWiaV>P`a*c}=bRCO-R~%7%kFM#`th0>6K*YboZZFn+yx;~&Z+3lUC{S4 zTiatutQLC0=C5FK@r}aF_Rt=dy0iTsB!KdPo2knx7WU5l;gX|%vIQdEb9GX1Shwt_ zQ%T1z8vE-+M6uNLET<|`F)Nb>lk<0QF%$hiRs(?nLK)fKH*DadM)k}c6eI5I=O`4* z)aR=ocB-ToIV)BX&q!d}b|Dj9Z&1W$|3%OB3`DOMgLJYCn0PeJxjGl(_E{A-Ed2Z2 zx&djA61!_&c^L4{(C>;cZu!f(=qv}odRzOd4RUNgmJWd6>`J*YK!&%Vkz=9+pO3wL z*&RMoSZT}DTVI_{VRWIhx@J&X);2J%qo*t@ObcNkkJV@-hlym9Hr5WZXk2r*ReOiw zyr0zw9q`)RYgzOh;n0xbW4En7+F0th15mG zZRvKhzC`l7{}XieSEaj8ANTujNhr|@KC`p} z-YF9y#U@ZkB=9#M7`ksb!dk(xz1ZAtDY(JJrI3^3LX?E(tI5W~2Vpe$Uj0t9AoyUm zngg%@zrasDN(zx>M`gbzS?8)T8K)%5VoN}^=qe3=zycvrLGeH?nCxQ}LRpnTnKi*w=uR(bdM!TiK9Y?4c&IRiVAn;{5i+X2v1KsAmt0 z!&lw0l!&08KiPuYb&Czj2D;p2k+WT=*-*d4K>hp%`#~u%`ASKNA!Gn!F5i6JAWuG` zK=n2FK?LOZn{o#BfRv9kMY0VQF(tls#w}f>2-R!lst5-R>R_#F_e9U?VrA4yVux88 z7^dVfm&&;leZP#h4!3+{vsU|*&yvISAmPfL^Qr8Y@ke0D>E1&r!J^(l-S~xTkfPtr zd^l5+qM!S7sb7N&rs$e+B?61Q=;|5kAn~xm2NjSFsgUOYVmV@sNmUFoL?p&({z`9Z zqO0N)=r`1E1O{R8N4yW$lZe_|E8V*8Vx2NOU~I{Acq>7NK)Op3tH4E+b#UmfMYC0w zG1I0qQ;+VS<>`~3FS?5hWjSJx{e8Y{jT=@B!Bvbu-?(9C*1FP_k$!opf75p^`j{l z_=j!V7(<_@Jhv%V0ZEoX>Lt6DJme*5^e z%R8~bJ~z3PFTlO-2_e_mv3=d#U3C-SuSy|ewLtRL3DBmO@m4O-(uxsWbzq=-45B@{ zGB_SD?^6QhwatDWOZ=3sPC^0dEM23fJkr%4cFD`0+xR+bvaslM_L~?oReWdJ0D&jW zU(JMY=F&TYf#;{=PMem13R+a55h~B6)Dh#n%<0xD{|^kOyM&>&{01Ui4j0#>fo`GM zs9z=~Fehyev+m{$xp|t*s3THWWz=gxjI5hQIxAFL214#tUorXMT%t3@+l-u@(HtTl zD;4EdybZglsIzWtGgL5jben2XF{hDWjd6>WS)TsUx7Q2TO*kAvBkaCaxKdI$;@=5e z-7l9BXoSB3yLVyu%zug2bt4}A|DxW<`Mhy$%ilgJ1$;dDS7ZP0cRc5R02%*b+mEvj zN}BXed?3PSKKe<3XPAl@Px%oqBK`Z7de55s`bHBTf*8Hruy&WqF;p*m200a9GOF!;D~NYUi-x5+d#J zX0``_3N%I{c6o90_*d%Gz~L$!$jSxBAFyRknd%k9F_alYX+%W4G34LaSpuOcs$pL?61P+eo&OVC)J|QKO?Y(-B&6gxmYj=p4s}X31-kcd!9BtwThkl^B z4vj4pwnj!uB11J0$0?Dw5PRcN3kpVE8Z0t_kcbGMGR`gKLc*GM;EJZ4)_q*Dv#i5T z!zaGKTMMO8)^tGO{Pki#2D;}x(d#sD`qPL_!2b7qDyXX?GAY9Crxw!=! zxTb!#;L#ain)z~(uLYza+z;qr11QD}PRf4INx;+T_YEfiF$^)1g%8|dP*~rP3H0v!*b-=9Se4JBw2(U)4e394=I6w$ zbTBHm$}>DkQa0)L*i+ddbCrNd#r~K=&&jttkZ2UVhpTIX{E}x#WYynkkzSKmIBL@DF!9H8rn}0wFA;9$c=UrVodflEeXvr$cf>WHe2rY_egS zLLMfUVV)4&WQ?k6jWiC3o3^>N3*^CsE;_2%38MWy>~2C_YANjdT|i-`IJTMaCeo+> zmug!nT<7b*4~-c6R^%ZT$O-?5%(4Hcss9fmV?J5qi^Y2!2a0Hah;*C+l0wt_Ia@v2 z_*PM3i33$({U$UZ!VDR6F#AWCT9idL9GH1j&bn^&o9YnJ*!Rb}Fj4%=uff6oY?_)- zC$?{L{nh3l#|i0Eo_&6?B-636;r-HD7XsTt*1p)nsYC1s22h7gT<%m2`frcy0?wU% z3(ZibW#Rnk`Z$ZgRGPvRN-zv-U_SsqQw@!>XklTY>6i5LRp{F&q8z(fKQ?XkM`=oa ztSr7`5?Rx0T59=Bac$i-T&A+AA^CilQ{C)jn?-)AdN?QIflPf1QHyM>RCOxTd?JM_ z-IcK%OW>`6H>i<52;cA?>3g5~YNCechU>cU&Hb?tiyGTjnJL=)?X9qRMsm*P(?Ndq z*4uaLpl=u)Uj$*kLDX_xoUsKDwN`3s&w;0j9_taW4~RPg=z5tvY^b+Hbdj*U>RA3qJPiF~`8qE+e*APx6JE%Zs?`-VWNe`?#yO%7P057f(W!WL(0 z9pIi*Ap?~WfApS}>$zL~*_g|ObUI$<#Q*ql!y~Am4*^!zfXL7`??b8@5?wp)M<6m| zxW0Zt4)x*EVYV)d^>xW}eR@=naa%d*dC!KO4erCENwf0@ZC}bak4MYgYAc#p5$EOr zE(y3w(SWzEchJ6h+(XF=L2NLa`f`?wMGh|PQ4a(If;NiSWRth5b`nEqC z4-9;4Wst&&Fls9iEM!6zD{eW`jDqR&znDHxbYtbuyv3Q?W^He!*V2pi+w6Rqe$D}i zUABZzO5~=t zLnWvtd!a`Q7g7}KrBDpEfutABhey*5`3~=DBgfIwE46)Oon>@Rj}MiKd7hpXJ#opX zdWrh5J;{8g8uz5%mOqD{65jHN7N+kM`Pc^9Piq{5%~KWAm{sS1oALbvA18jc!lDNi zw>EX&nRTG*Y~LKtZOC-cA#)v>FP8~f_0m`=coEmjmcL8|E?wFzSBYZ?9c<%lWp%eb zWpV(`@+vrpjJu`Z_7iN;4^(XWi`$kOm>^86Yf}SgDWczd(2d68-TmYB{?}Y{y-2wF zKa+R1|8Q{rE6=T3-N|EP z^>EJ^#>vo#`36IKsUdJ@kRe=(WmsFsY#PO*|KZO4KQHaWw$EfjeA;71etB_RlO>ze_JZ}r?fSN)E@*yV;gFS-YSdwkX znbHQ2goH_#>P8Vu8OgJR$~|rRW~T^WZk=pNFk2s2gzs6=xL%h=URptQC`ko2-Rw0z zo#@F}mKjgkquzu?Otk7lPA0`cN;3ucb23P(i)fN=Y0OmR^-F12{p|P+)DOj*KiX|K zY}hE4Uj)HSsX~;jLEekVE0bH|Oad?GV#nQI7ji`mJ@mf@aijFvon?%6G@4+y&ioc2 zx?2G^M9J6bpRM|{P1?;*q{*MRx?S1Izvy+(@otL^!w_Zbd6Wkmfgi7XYJw=uhR{K{ ziV_YC8yZiu^|eD#C0rT^X#BOpDQl@SolcmXPx?^=m1!_%TVm^39&CtA18W>tBI@_y z-w&q0>iDmgaV!GVftJS#Z2a}TYZ|=JF`i4^RorI_#Y1p2b>AkC9SKhs<`b?w(ok$| z5HLp5t(7QFNmWo5a(I_>EK?grE}TJyWdo=^mDXn`+g}jYZbQ)$(7bT(0C9#Pr_;76W7NMT|tJTwpd)#y^{q_6`7kH=Ozg6~Q|{H>Oi* zEYzlQ1a+g8s<)v~4mBGky1soci_`flHhHxquPul$_m2l{a};IyI&-LNXQ2JX3h9?m zkTd6)G97t@%1#$M`qOwmI|0x_gC&&FY}a;u))0T~xsM;dKjlz)87(-=GX1VLR;Zwj z3kUt!(Xwz1B86JM;6{s4dGP8yMu9qLSJo`E!4ruq3#GyUP74+E%Yftk zgPC$fG{QBLhUS(u(vD)n`XP2z;ku#@U({>>crH^p!fPy0V-a(@Ar(X`O}|5N0j{$CCLMbwB5CP|?dA?%P!7#%J^lRF2x zbEKa;W|4xx1c}?%yYUQ_g{>-@=hPgy< zVnG8e+S&g~%Vhmpy;`|yN4uEo2j~3^XK@Krzyhg%ovMA?NultCe75Y1c9KFUx8hwd ze`B5+rMNC^OyB0oYPdTfWRpbFn+NkVurolm=wgUbKtNzz;y8Q2UbCKoYdW*-VvN+l z6P`9_S8|6*isUsRHGig9HvFc1BF8NF^Szy|!(YpMk9}#ZIRzJ97%C+*kM>8S=Ey=M z570hxsVS!5ewT{=P2G5*0hB7Z{A50tWT^epb@@}CZ>$imOgUDdUrKO!^d%4+e-im% z9RVvDBQ$txsv|OD@ZIYtC!9~bN$qUq8M$-wV_-rNC}S(4PY0*g`? z8FE%y5QRVG@XZJ|w?J@#bm7NhpP51LN)S>wfi{H{jB6+zg7MwJq6mi7F!9IwzWvgc z$59v8&)8pZ%WRi&M`~rqPBQ%uW!AUJm+5OsPA^LDKg*wE_KML}; zsTvXT9?KoX<nKGDC=v=u)J=Ku50R(p25sSQYs0N-0Tfzi zN@91ZexD-X%OT(OxzABa0Qj*?tzo(a6z?exw8fH`>1ubhp}G+?nOKy!DLH#veng!z z;}CF!T?VyWvOB+!-Ib@0W^mubeR;QPZiZM0=C5?s$q~%(u6FVOyr=?S+L>>5@^T#n zlG^&8Wf5F%l|!h&o|J{^>B7H-mb_?#AM@5Pn)LH2NO3DhIP&Iy%d{)JikcT?HE zsdMCY(ZRjYh)r)Nk4TjW)hW}{P{2Beupwv!l(&ey;X*Lle>FTr5YNB=1^yeFV+P!f zk_uBIVM|c;2BOEKI@mi-SaOR8`#n(F6AHnx?wMQfy1oxUm4jk{c||Wlg#tv-GpMm; z!NSuic}Vp-XIxk<-|?tiU&Ao}_`l2kW$-C0pXiIfh|>bF@aIu&FFV-Vr&6>?6$lCr ze%oj%N=r3%rJGv9MKXbjiPu8k$FissS{51CqK2-3>42Qe>56<~}a@Y7l^qDdoN!lr0YPI+L0^s`3pP>4rB@hMB4tggr=K>xt89#(ohaAV2p=HNpc zqE|s<6&?{~?ABGnS$FRT{>rr*pRirdAhZ{X?G7H){#5~5ZMw5w9dhJ+KJcrblsn72 zR$8(@qNe4Iu9y=o>$auRnNUoJGNtca=&vSqEvS)^1~OFoyosQ35o^<2I8 zEnv8&-mfg>9~Jddw93p)fK32xtPH#vdt-gVq#s5G0yu4;6+L2LUEC^Y_VJO|oH!0N z{m~8P59`M8a_uQ9za8NO1tj4?386_X2wvVEf78M6O>e#3^+fD-fBK_ohcBv}=q&s_ zh$Y>_X1SWE=f?}v^|Eu&D%U)U!zYY|4WyzkQTCDUEIRB6@CdCT=r9kUjh|az1OhTE zv|q2GVZuzUzieKwAn0ceCjcnvf<|38GQH%jN z2@`cMS93rA_U*%UKIspYG|kAK{ek8m#a1H z#}u>P6**$8bzZ0J?`5u8tKJ0U!e4JFW_{MSCO9o?Su7riEk^@GJ$;Eq75kh)Fbxju zEA&yVv@C`@2sgDcUXS>t65mgkq&d_RA=KqSG_1};9w=K3a=GbuO$&Mdw zFpk)pF@kw$T6Nuh+&v^nJV(WHJ*m|YOqW?H5V5ZxylPlEJ z)Jz|c52#s;`Vp~Vk0J%!J}>!} z^q~cdzofRnM&CAy7V`-6S@g>>>?TM;e%t5)FOFe!OA*gbQBwn!)yb{C@T0Vc{Yn7- zVL%u!%KFSp+S|y%XQ%Uf@;upmG_B@<=iI5x($XL`@X?J+Lw`IyWHMP1m$_<8%!-A9 z4Wt#bq4=wo)Nl(!j@GJC7q!7ZX3@iP-GlI)9=z>YWMj|zk*@O!g)h>P!+@dqq}z=| z2Bd5b?@#AhZ!wGdYsovim5)Vf5qqoJ2M;>4PKadD+3&s4-Czc^hch!{F+z#4uo-aF zscpDB^Lz9ou^8Z_gcU~n1aQKH;Cu3v0rGEFT<%5UB12f?=YC!x?AfoRw(#bHlFF<( z>B1wY^Dn!Jrvz9VXOK`))YnrL5^0cy?mG2Gr6JH;Yc=!0=c-J(<#oQ>OhA>ls(RmJ zy|PYCCl$-V9n7mnmhsXr%UmI@`Dgn|TLh(d`m4tFCU4M_1I{326&X8(kr9QH3qM+r2cy9==Pv@atZ-JMAUuZbY&jn&JvVU)W5z&-mdV&M|mRoj4Pp1X4+g!t5Z*vRB?5UrDsuP+sQF&eVwOmja`4QhLAyEHak=T3A`GA6>mf=X0GRbG=EH_MBPsKA!v&8BX z-Yk|{mu@y5r{!l-p{>L9j!37EWwXE93)wOm5hUOv7YGH5n8F@?r@F2l@)lSWq;FqhSL-<&{nG3TxuXylOz4o#Ei2+WzC5 z&(N6A0MwL=Y8UQ=%kE-U)^CA=wwgaP;eA}(HJ(O{%ZRc#+dB~ru9fSRydHCTTQT<* zhoj9wJfMSo7GpAklBCIWHi@%xbYufXL4>4*RmqwH#P^Qvw0)<4M=XS_SYdoZsrj>S z(y2?ql$1ojgJTR!So8WqPw&koaSU7k$wG{x@*!6gmEyW|C4^v$0g#6`s!rKUm zU7d10RO!>Jg+&{pGf%CL*&mxpn5;=XKKC@?B@+=VenikxACxjiI;~25R(zHA=h19s ztCsOsaPE)jhbT23URi&HhrUxQ?zw>mG?sUQzkvX4ryh3?L57;ugAuk;hDwL?lQH7P zu@wxQL#{>$td^aiE?^Y-E1I6EEd!Vx`HLWg(rtMqTY<*Ves2!e*%xe7lQyvu7qofm z{iQ2Dric4LRTYHZ*X$HTCp};f@x3gyqXWM;noe&N1Ga*;Qdfe1tZ8ApZm@vYx1h!h zek626C;Zu!Vv&<*tQE%xLgC799moMDi?n|xhm9!C;#Gl6jZ#0`>FkkGt4ChYgdV1- z(m2(zKA+DgaL7cSJxm9t1R62uT1{gjTfay|K!`=a$uBLyqk$&sY--*YnkFHN+w|b= za(+NkJ<+~Cg&p@uMdE^oVDTlU^6|BgcZda=j-V~2`VHH%-WBTsvw%DH=WDI-tpNN;{GCi)Lu*mO!AiO6G5DHn#yXxxOC!hA?{uiA&2GgXHUN zx6S3xUKXeognYBF?+)S{zFLg}5`i5g-?sO2$RPHcQ89bDk!j~kQx&j41)HJm1CW17 z8fm6TAdS2A2;ZHlh0*OB6f(0%Mcm1N2EQnF* z)AEw#%Q%$QxFBuQr*g85^_veTjlFBsm;PN7nQ~0fHHZVLreq9N0YBoxdWU(%7%ojONrVw!= zjL)18@E~x~LRI?U1Q;g1ih#VK0zl!EyNACI5pEy38ZLGbNKzkK&pyM@iYNc1W(;V( z5nONegz*VZLiM7D%AERoekQJzDY%yG3@uX0#7}uf2m`hHk_kgvAdWoLMJiX7^#+s{U7(lvP+Hjs$bkMzY#$3CRNY& zMmRmUhhtpK0+KAa*F`B`p?mriN2n4&2>jid$MU z6-2zlspwKg{73!l#Yca1*M6ySa)*cIq3uM_cP=2KfA;Az>(zJvQ5- zTD{56f*t8PEA+dYq@3E^TJ!F^!YBzdl4i##D!!`+6}Ua1WBAg5)o}99wZ)RZ zPtpErIur@4%blwZs__$7JXpUU4k7l|rkuUCrsh4L%T3aLYxQcy-H5HW$+{DN8oTjy zi0VhPlhXmsQ-XQ7t2RP>VdOKc<~QB#$VaqogJs~f3h_H&BgvT=(b#6JT?s^{`htCUGBmIJ~*ldIIB-{hG~ zb1WXR;Tlu%C}UHjNhm-x`u)UH&9gr<7jTo%ji=Yse#@34x`C#*0I|Y%%QcQg$*CQEGd6OlIQGb!tcxbB2yQ%U4!QD zDMH{)DT{EsYg?Co&bPcvziL0?6fp2x-2|iI-Ysw9+Vz(R&Y*_GRgKEk5kImuP-cAO zv-iBxsbFIN;M)+A0{=6IzfnT>ffHp_we6WwjeWr>&vwR>V9m<1PJ#XB`LZq=&bpWw z=+eGPQ%F+m^UiqjvMa%#SjX>;jMHSFc5%kbdz5_4zcj9)1wwP2X)Q*Q7yIM~1y{uYkWu(h|mqcI7c9~jWc?nc+pX{Jav0&45H z7BHdoRiq>4f20GX6lm=Y0032I-dr*%ps>vE5FCO-aCdi? z;O_1kY_q!i+r9cfed~yWaXrjA$GAtk{EJT0>%8pp-D1Vb06uW_>G@k#h&$MscQgmN zyEk+uc}rXd>FhJMga4Goizq6eVSCWi&`+*{vVY`_(g*H{~~rKBSYsQX`u2tM zc}VvNumU`Q?VyQ}trpS5ANIoQl;*U^5g1i*!+$+upkuu^qI4F0H&%J3!E_!NEh_mx zy;M<^I13(HJd5^0vZa9WA@J}_?(odlNO6x zu*4*lS|YWsEh|n@{-W{2LtD8@lOJKtr<#*z#`@i9`Q*5Sf_%qK_a0605NTIJiB-ZF zrumOexTMq5Pu*pCwBSdjZ(z9huqi(ACsBs$J=LhkWGL}V_Xg5(OdZpndNOP}SvE%j z(49G2qpbdrBL`C~ZgR5~nbNp(k7?;dM_(*LcDz52V!t}BJ{>*BmKyRh-ZmH1iwS&G4Hwd8;6&GYi?tKWxm2s4x0-q%@sNtxH}#XklOs04t$@{nB@n+o=ng?;Mb{TT z{N_vv$wlAjsuzj}Cqi5qlTD16s6Nv> zeoYP);#^$?1+Gi_e_gxFLEOEwM|(1poM@<+)V>CGT7m2A#sKf;?uH8}~-L*X;L;mzGIA_yBT$>e$1kbya zeTwaB-?H}YiD8@0c7UB;ZLWM)@J?nIg7|RJryC;oC+RJ&qm}ui-8d?DlOUr|x$k{#G7> zIFYoeovV-7<9KEnq%?i$8#I;ry{t>hVD|V1FA84nNV>#)Zfj^gR{jzr^!R#7 z;IU(CY-*gU%qAJnR89bvj6a2ryJ<#kNObX3e!pKLswIWT(qSZYmBf-#R}r!yhk%c| zvZ1bH`XDbTJ5~f|5M5F#WD1Iu|Nhd3;^b$x-cE0g&iy}jcM5Mxr;-Ii|81rV0lsl9 zb=uw`R}*Jf!y;b2{rDRlPdm=Ag&^r)jC-DcW2^sv$&>_*t2{E^Ar$pdmeP< z2_YvvZOV1;_GLB8JCr%C31t0t^LH9k?D*y!8dpS6P7W*&bweV{^*3yZi9J-x;`LS4J5JhtJuKXx;>E`vS)MP(}toBCV zU@{Sk*YYWv^-g8I3}Yl8M8ie z=aU=R27y(Y#k&{Z_ab|cK?1`kyHZ#I<>F&*cJ2fLr{?>H@)QWF9^nD2L7fSt4op(t z$+xE7%TO8v<_Nlf!4V+jxD*cMcU6e2weOr`0>T76K3avcN#HX;Ofe9gi*4=C;^%N z+dMIj0wbm=*ld>Ku0!{HAcg|DQ%B-h!@dx8Ios6%($x)p79WY=eqKZb(Z}7QoRZ%# zHo=ptw9z(eD=iNlFcDE4@-K@*aK*+W%atTBHL~KnoPWOR&*CyWjJZn|)8g@a`cwv4 zzU;S+D)Ju?4|_{5)2a#N+W_01k1IH!s_rw5WgKbl9>rTx8X-Q}U3Qfv8~u!!H^zDU>ApvH+r5P(??Y>k`^SXtQr z9iAPtm5+O?tXi+H0UQ_N6*&``!5&F5*WifGe^N*@-pP?8Fy#O^>*?695A`#DB*PRD z7yjfAZ=S2lo<#vy6#`W?zm6^?{D7bUZ^Rod`nU=brfA4^a^iAYXiq2I``eJ0;q={h zWNdthIhM$2^0~Sg zgAd7p>Z>bTSPMf;fn-hySY|UbH{bF)g?zC&-y~rhwe8wxTP>s|ZldaSp^&|R$f@ee z(y1+Gm*TYDt9n{rZSv@A@w*4{Y5-ItD3LZB7mGtKT_5asPmp$4ip6fWj2D-A!S<%#|2*&Fn{*6b4E1hGkrlq?vtkJO8~d2vNAw{@kJ1n`EpNk}cz^A< zk5Y`b!`1`a$o~j*3;`WA6UEtERJ*KYL+PP2t<|6BS>cllR;1b4;XT?j8c6b;VIGay z+pnWhn06>hm6r4jJ%9c9k-cnR05LiVaqNz(PXT*1ETI<6tN`bgl#(q;Fx`Dl z7I?)3hT3D0%U=NLz&U#-BG}C-k--%b1btaq%YBn|D{xYs`S%e41?gwYAAYyC0`S>e zfC&X=F*b?Re6w~;;vBYVtJ;caM!rM6%F~DRtPw0sg5*b&T zV%k zqZQcLYlf1OneY$b`IA>!#r&bd31I)>y8))}?wAui=M!5dx-jbZDyyAp^wto?USqP39U`a%?O;eaVg@|`g(-n`fXHex>;dVt_O0f%P{F&j!t4>``aR8SL($) zZa>2Ie0db{5tw``6SJbsSZ=IrNG*h>hMZ9fT5~UhQ{83l?ntQ#Us6h4$G4?x(mr?|vo?~!LWmWgr8{oxWVliwT@B~F1^8vEv~ zC%`dg{QL}Hn}he1xyQTYAQz(7z7ire(@v<8R~4~hOu%{X@bX+j?;i8B))<2MP{4*u z*Af0M&r&b<2faE0CRpP{FB5Cf_(|i$wlqVhzPy8eDd4C3E!X<$7i#;xmB1yHJImBN zV(Got`!UXL;I(UQZp}$u035o&0Fkq>SjRPHe;0S4`W#1F-G1Oj=<&(%hD;WpMAha` zgY_4sUy126I6Z<}jdzmr0dYhimz_VKq;XbneKrYzs@_~4x8Pa8jK!?N49&RcPoEm8 zmkXwAq!E{cHYbc)oM$QB(+>ceW;gzmR9L;&BNdr2C)Ts4&n_Rw;0g3ZIu|5Z*5~-Q zaa|k8)*bI)w(eLgS5$YF>yF>my38GNz@UzoMp`GW=98b8JqKGk68eIVt)ClHAf<=x zxdF_d_TfYQP{FXDM#@R*Xwaw6L&trTDgz)O5@ZA})U=5gxxQLle1-8K*>{N z?FJ6uEsHue39p}#sxLSp8&7O+GSPil2GCj-!9fEHiO5kHm8C@3uyKBH#fDt}Vw%RO zJdS|A6^;>fv*(55e-7?sywWg#?;uT@Kd&4`K2kZti6sT7JorXYaKp70j{wlI`@FCR zRq}AShPz-`DnzoTx+Au2<>`Uc$X(zW8~Fdc)%m&V%r+#poW>|b;)oou_m%BP!FW7< z*Tthp`GQ~^WPFXTRWjQ1)FQp|*ToU_t1FR%UhmqBfTF1vjT8x1>0!q_?oWEZqx#!V z5D{MoGsMc*Q`!?9sCPz%Kw<-%oltYwfDJ=+E{53MwKqA%A-ilqp7=FZ&@7`o9o_Cf zqBciw3Kz3O!2Vm|Nu>mDkh_kGc34Eux6c_CgWLc8AD{i-@TX$>ioqblQAkYx;cn9p{|cOtT;0`rRZ>ZfX+?PA_!8lp!^7pEHpd z51xjRl_6;`dTQy_Hj#C=qfux6jft@|7JMa_akU|%2rH(drsJWTnpLRIh|OTFmg3l` z4Q8HWv&L~u&>a=8DR46{lJwFY6u<6be%sp53)V=8V^5BgNeW)BhXR9~WAiDMLc}SS zsjkMcCO=tP%OuvzilR@+ZLvjbuwRZz3BFF#sWRgJR^uRaDHZJ&9|3!n$Y$!tltX6& zpQ`q$Etd#-hNNC}G4*n7M3;v7wb>d0;62;2nobiUgvwAb99FzM zQ&j21=$VxHK33q7*+AoxQCmgq=ZxnfQGP9>gZKp)0&Bue)2CLll zp)B{gOR_;PRfFVvfB%d6w$tMed4^MSU!D&?!AqSw`{KL`z{f88P2A%ma|$G>53|B= zX4PKas3DUa`V$Wy7Lz0q}M2`T@HD zxv7zKdW%{t-uDd`5p6$qjP7a;Rqj{}Kz8bB%^zieuGTTL0uX}L8EE{f2*9QA7!I%p zBd7#DrE3iD*JD7S95_WRm{gf&Tm({_$b=c z@E+a?l7~QdJEiSw)=4bkHIO2};7Ni_jK9g`_?TkSA`5>hL?CH(_C;D8hOmdlO41MM zpTXIOH*pIvE0g?7^F#!&Z>GC{ukhafX;-y)d(oHl>FhlYXxJUT!=|x@YMDjDFGI7^ zjfl4Mc#7L^;M!$bOl^;()^t>cVemrL2s zuw5<;^Xhc*UC==9vyI_R-q%Etk#@H*4yDgHbU6$v(SZe`oxkbC{Q@1>GML)21Y8CR z%q>1BJZpf*Q-3UFpR5HqH1ZkW=A%mDmqU${5V9vYFPCF}VD8(!u*p8ZFe~4XxVd~F z2_}lMy(^VbJ@4!^%sd%oKOY2vY+dKG1*+O8gVNz=2NZ!KC_? z14PU3W4pca{Y_RwJnT|oHHUR2CceX#<$*P-$h*Nv7AVARAU(x(@7R%%U61H5+beo( zqhfMOUzbOE_-AfgCOz3^;a^NnM$t-9*mzPKFLm&7QnmLj_Vg+kjx+It9F)1JFU@6m z)-#XhUsL@8@|l3YY`4FAe9EOi+BNi4!KHah2yi;8ievd@-yu7lQH0z}HY0l^Z~aj zNFxnzQ=L%&L@qOrq!kpFJ&c`c=wgUyy$W`g9WmOkacOO`gAp@O2r#&W1#IQN=yZnx zfB7GI>1$Ge=M``vMykBLY$~M(0NqtHbi`H@4e~7j_fW;yrR+ zNly=3^8v09m#*%bB;}@Bx%dSxXoy7iwldPDv=F&w6yB#w6h7h8`H^E)0v%7r;f|Bl8VoqD{T+*L=WfsWM?iJGH= zaV(sC8g^r!Q{};5!^os^W=j;_K|E{lEl2Tk6g%v{=!X7uEjMfUB;hnfkP&+U&G%qH zOQvDX7#tj|qW=8)DTR$a%8cex;^!wXuOd^}Ew#S$gz&pps#CUuPmcf|bJemwCPTQ_ zUBa5Ex^Q%b6AN!_p5&3Oop9wreoO@?%N5_-JRl&crDdmA z?wm}ZwK#6=eIKFE>|ilb2U3|z!Y!Jgu@4OR`d9&IZOTqfuc&EP-xxRc442xzuUYII z+0AQZDnDPFnLT%}pRZ_UDg zR1$L@6i5KS_D^S7l9ruky}_(`S*hi?U?H(3C^3-)_H8Lz*gHZf-a~^0ZlhftD-2;z zS6YaCI228+Ae8j!dgE;orfmXsX~iK;Y4lZfthjOi`}o`QRbITWge+%P%_Ch)zXGg9 zn4FgjiSt`98iI!WQxM@u_qWa~T@V>K>j<|J5L>{9GkC9 z;NZTtk;p7|f4A#k1h}*{T%tH_jBV1y)sIhjovFb!38)$v@gFCuNZ(`Jzc5q_3CW)J zm;pGIC=i>rO{yv2=EMY%Y?=bH3L^`^wrGB>bo$b-A%@=GS9O)ahzP$FRKB4h^xnYM zxhjDH$3Z`Plx5;D0>L2B~g0+(i5xq>q=wC^!z%(qv^MwHXoj@GkAX*d=`xk0}7d{1(x-&1}Uy-V2I^=2{O{C zlQJEArT9aldjO)UD%_?|O z3Z$6T)W5H4d*B(}_N|Q#Lfvm9epXW}EK50`#H?d(3inS1V~bxce7>;#c|1EYZwKCk zD`H{6B8W-$V5kni2zy5PufoNJtNm&YVBZxASKBlk!yo#^iThx)xL@T zUr=fw8Q=$HnK{DGXf_T*mE9<5zX-)2-#gSzj6d}uT1E<(xKm(!`}V|r$xw}=!bd2j z@d@rA7|Doqh~F|+w~D-Hyz=BxIV8Fu7;E0?P4byS8FM}vcLI05ks#c|DY29)I*Cek z0)J~;^$^jrSZgh)XMFXgvl$^Z3MiKZM`GtpnB*-qS12+9*dD|NYGVKI~zr@NTCwo-a7pAL=h{>1<9Ef8CDr^L{M=NtJxTDUowt{2UY+r1^SV zd_|Hspd_9g-Tpl$?A=!kKG@RT5FkY!64(Km{|L)n{;+*PsQRn}Jt&>kWsX;SW&#Df z>I+z~o%GVB)+Asx!0;Q=5~ykeVH?RLBkf1MpYhVr$3K^;_Sf_Wqm^wcmZeG?^Zor~ z743RjFxd94n<)p)da4sitV_7^3f(v5m+0tjielCVaz=UcFex6ldEe?`U4zQfvcRip zFlx~*ma8Dx%)z#c=sX^y4MnYQtMIhCgS+C6S}feZIXsvQcKwUfNb`=(@t5sh!i?OS z3`ciwgBotWW!=rNyl>k?kh>>RLjTg-2_?FZOaC_S(@#?u*<_Udq90-1iy9)})UFmh zwN8+ZgLRFC+Mk~Cr&GgwTS*B{nMe>1VHgE5h9dX2FQe>GRrW+mAY2 z3(YfpH$s!j*&m@Nr1^dZgiJ3U5QxIs7zw|SRKV)SDJRp^dGLj+hajw&?C;LM(mx`I znZ*_b2W(K>iTwBxmhBg}K!@CEuT}Wr6tR0E>01;pfnT<*!|>`(De%5!@*odv37EYU z&`}Z!CYK^m=6HCA5aom`QJ22m+S6zQ?LGg~m2kP#3=&T*du|dW2@oZjB4X+=#Pckw z!05h;G`Bh#2CjNcoD0LM1~83XTdKOH{}HUWlt78LDc^elPa>|{9J>gUgV@O}zIKe;hz zjZJMF)1C2Q0W@8aCb9mo8Y~Qs!Be+TC=x||%;~7^t?gd-1NENFSX^%m!!&M@wt-cs z>~4v)5?Fnhnjt}aSRqa}mYRXZNPl}d=c{dTxSXbg4a6uC9;+@Iv&uOTTkIH4RPjTY zz8lu#{{Fr+Q93v=S_M0}hqWLyhyebzBlQfsUw0EnEbX=60xCJcQ%sm2j%Kdp@bK1)bEgd}byu7lj zpwic;<8ba0ygEkX%D{wEfIr!B@Hw{%F!y}Sezd}yCdf-Vjx%@V0F!Q@uzkuF*pa3G(B~Guax_&B{vqaT(9pAiUP}kyeM!Boa z;^}looy6}ulKzj|uqPdP&66x>#wXg3bv$@`teM@^{ zMuU}Fm91W{+$__5xZ4Ck<0kL{FH*No%)+OE){@nTX=bPp!s&@c8f7{_O3wUwNyJ_7HT8ANm5{{E7T?BL!`)a00k| zB#sUT3$;L*VK9k~JJ4g+sg9AO*^xUi;k1Kw1dYT214NOS$W4P?ARJ@D8}=;+>SSze z{G^%!hCo%Yl5Db53&4-*`0xBz$;xnhn3F4B_l)x?q!^NL8E_ejV#T;$R}*Z(vsiAJ zs)`Mw>YNu7SmUNuRLVVAJMq}%ci?ovNF-;|7rFEed+orB4?lV*<6`c-Hr!2(RFlU5 z7Pmhdu|f4B_J;JQs~-5q(-in4m22I*dqQ(QY>w#2=B;g|0Al#fWhZyVr@!D_`|mh| zq5|4>$;LHJ{T|S-B}(A2JBCnoW*fO-1k1zRR&9O+t}+@OO^X$fSuF$>KZ3*P5qT>$ zs_C5x;~6Q~9u%gd)fXq(J2W?%Hk3PNI2n65&M+-%bUNvG>s$8lN-NZBslP!j0>7?NwMRboE0k3=%XQ znf~%KxXU@{twn6J!S`532>fQ!=IO-WrGNTRE?$I)R=tW!Pk{I*eE3n;5o7jzh(+rP zQ$Fg>>Ielhx?JCKlB|&b*~OO{QK4(FfAu}aX-SZ>6UIgp6-QnpA())(YI^8i43VhS z^Y!a533s*1EbC$^%kw#}`~%EC%@+ONK2ZR-&G7cj;l@Tx@gBLm2JIldLO=|4$EQA7 z9gI*8mTq}Q(acXjjhAEsOKOwUe`km`{i70oBm;Adt%AwhVU2tZS&!TfV_XjY{8S8Nm^2<%nu%we6rh)cGg)cP zW;q;p>eMf@z??Ohzx>Qln@@3=o$<9P+m$FAYfV)|P!F-)(n)G9HwEWZlKN)lPw=tH z%;sWp>0Dt~sf(ht0Gs)+qkz;aN!YPhPztU(Ra8E&i`~9#UY#Bldd7H;=PzBy3$d?H zO|((YGev}Rmo&xON7xazUrwzd&e#cOzOF4%+IrM-e(8#-g`4>%BIUS_fsezqB4N}W^+Ni!>9<2K{~nd*4qdy#{5T(Jd(pC zxcDju@(2OhtNuSIAkbn_rnf??FwFy;g}xj!tPm=XknK!zV_-}s#o#O5^x2#nshvBz zgUx_J=)0Fa<2sSNnWNBfgt)1JH!}6vp<_lZopMjb&nzlgKmQVCC=PQJo(e?*ZV-64 z@+4%EsSh0Twb&N*%vH1#bqoch^jDj}@BDqdyH3B$Pw8QhI=lyw9;%?6i1L|VshT+jSTj0)m=8>|0T2KOho<{$M@^{d2*G2TRWthw6&Q{hw^~>> zzaQCbx;e|d7A82`T5dr?5C1_)2xKPsNSC}Rar^bpB z|I6bWcHrWWD`NM(xWU8=??(_bzlkdZst%lVLMGZodO`T_2>*tqCmuM3MJ#+1I(AJS z{(tXm9RC^Ht>shA-d6Fh@Cd~4#CfS9njL^4vx+7%{Lv4r2&crOv+Kyf>6?jV$T&BKuq$}%wj%c$Dx#$+O7E0L(uN=uj4xD zOF?3u@{t@z0#YbjDMR)bgP)9vR<+$Qs@;g`5N5x>e-E9eFo-^ZKtN@CI-1-N^a4&*^$`$o zu+8+hO(Ux2b;JgYvp5@QM0M#sEJ4zGkmgy|+xu{p{AG67y|h_TGe*m4Jt5}V;>IW? znRG_^upvO`eTli()1u>5qs0> z9xTy1#C3 z5wa!m8qaZB+4IoNMUx^}eYx6^W`T4E^;=JOgYIc-XbO6b8t$s#dZ~=|Kj3AoI{hWK zly7b~YXrDL3L7bD1kR%MHdkG-0xW9I1ht`^UII#Bu~4J+N<0m1Rw?SK1ivTuf(TF(Sr#y?v|x9uRy4P9*91C1;+ zqw!Oi`#ScXHhj-+S~?qPbYqoYd!cs&Q$qa5NdOU;9Q|wHSiDb0%0J6})5xn131}lf znKWR{pUaU>PGLUkS0r3Jp2;NiJlM&)`}B}0Mqa=;L@N%;eeJ}!YNL}-_|Oh?J%Kfz zEvF2@?y0$&D-?n@8x*NRmROGwr89=f68D8J*Ujx$j8+L%i zG``LAGh7M^%SoTPWw24xU@mAtFNWnk^|-KS`&qAwKOH(Oktx54r#nkw3&po&P*R;L zjT0$QmqnIq4ilqe*3b~VYdALKyf(!eVLp5ztuf(Q@2C-xPZ>%WnMJZBkR%{5si8t z)dmvL^1&oE``wb8kUh2^kXP800_Rdylxm0@x2w5>&ntRhV3FV$k?NiC(w*2O&&KW; z+Bct}vRBW4CFS;_?nuYqJ8PA(NSUn<#eandb4ewY3ec#PhO{F3a}$bqA|b+*#^;7f+eLn7$=|RAG*VDgQ!fNujbmVFPtnGW?`w_OBa4b| z4J6RSl2d3rE9HonM$&OTU-BR=*v_?KQV%~}}o9<9O*7O7)0rtP# zATP}T_FYI@`R$%?PtPfZez&lq^wtuChZGd5Coc9ym+JOxG0bk$in$ia7Mz}C6IKw4 zI$<{+Z|65uBHb^96NqJDm(m2bT!C8FDR(HY!c^8}77_C>%>k-^*hbLyu_n8Po`zsX zCC=0y#`xB`Zc|sStm)2$2yUG;;NT$Q+=Xo}&QV?-7>Dr`J1aYQ#jo_Ia(N!R% z?iND9J*`c;MiSZK0sTEOBvzqvUs?br^(S-<^i9WrITYf5xDkPCjU5XXJ3t(1-7QeT zg2R@-cqbM4o!aITrv-W8YT_OEfp!6r<%G@|Ne!`KFnl_K5bib~OGS^wpQs&&9|MRn z0uL}<9h5R$Y~dYK`~Lm2&Po|Y;OorAAFf`+Hp@?iQEw$lXcgdH?tqTort&Bbayo56 zH&u<$4j){mT{gIuSVt){9)IcKTY*IAjODuG_8&*O6uWNew2e9DkqQp&1!mozYi>Ai>#Dmf-tozo zY&2E|!0qV^bNCnPgt6Ng94GcXCjyy_&3%$XR|x1{>0wjHhoJDGLk4Po z3j8q|x{r5)G(EQ<*Aio<147Qb;K}T7$ESENMS@HOh141rDFbAu2LFBb|DN3Q{%B49 z@1~yPKYcU*7od5cy@L_RSKYxhkSZ*WK@)_5PIKu5tI@|#L0|&ByiZSMlj#n=_=JjZ zV7du2*Z?cy^;cO6I;pabyS}AnI4_ysvu|cMHk~pr&VkMwr*g4yuzH&zL6>p9G=Voa9Bp;mw91Pt7?eW~Q zA#qTL_=^J$e{MOd*gy&1S0+dSjog%pUh>i-7|E;im3i~CsBYeN(W}*R_GgC6E7uY= z!XRy7xYyfVGk%%DX@HVcV&CO-NJV^u%pe0V`$;I?xbb<=+R#YS|y`K4)MqCme+0OPX_(qj7@mK?lFiu^~`G`vte;1k}kokan zxJs-^iAwCB7!yKCKOQ0MZ$CllGiNt(*)K7Y7@9Bbcg7rPe-LDIj z=?}lIq`%2-QT{-&y*OIN46U`$6S@+)&*G!|-Gt}Y`k1r#dk%xMY&mTXH>BgtF8z2u zQ2DKOzAF*B{tfDdlNcVIc^E}mgvg$SW{!)<@}5^vX;8F*b7F^fOw3YF*ij*f48LBt zr4jtz$kqN^xhtvv_)#NT>m%m7k3o-GVVJumy!b-A;p@bI)D~*cHWqF(C{zeU&5YTF zvfgz*^zo^p-_-OA6x412{YQpzj#NVoIrIzXzL2L`m3TC+d}qBjlr%1tWR+&;Ybz1K z@Jwbt$)o_Bp|S|se}GYVmRjZa>tI*Fulxee*C%nDfL2f*sK=jE`P<2LpLu@WX)L!U zQ3dZaeKDP-2v4%{-eRb=toHpai|s#6D|g0Nw0543o}Sm#DB;a7qNi%NxZ{OPKDglL z6UF<+PbtW84RdwPD1fAA5WR$GAMYeQ)7}6IxXKH~3LQBX#EKwP9x*>W^UAx@L^$+N z0+hZMSy{_nOBD^b4e+?7{4or3ljgfgc);DjV=%%y(=PJKR#|wS@ssvi!>COTLE9_5 zS{NRHvzz1o&u;GjiX%&BPSyC{(lN#$gwK_MktV{zc?Nz$-@EfI<>Y2&Jj5)G#uweWe@nB6Umrb2IIO{>x#15Kf zloc|82sF$Sw?4e12$sTH%l~!E4)XL5#Fog()!@Eslq>+_#K&iF;_Mzcd*J5kXSney zNqz1KOZx(3sF95|Hf2NdS4N`G503_YrBf%Y4f$wd#&-Ti{^6}wj_Nh&D3gW~fWv1n zWOTl&55+iB%Hm9=QzX2ZdZW`%((e$~u4XYN5J`tV-IZxyP~_DOK)-%1iH}jTEy-@M zni=*c5X%Su%J)X${7tf34SgM|UqF`9fBw*QmWOpTg$Y&sWsQzT9PquluFp*<1J3%m z6L)x7pkh`Z?f3j?H@1<;SItUdS7wb~YWa~abXvZXiWkNjN4T7Ys9o}co-c_uZhv_& zB&AQD1nwc6hH_cJd}D#rw_IyMd=$OEt%{V8KIZZOr#(@#-Y&a)XIUemEii4iov;8W zQLc&^^rCH*mu=HsMTSwYJSav`gNm@#7TLIZ$`xe(KvtqzZY}VCHE*a_+z;m>qGMzh z2_+BReV5&IDlM9X-3;zmD_L{T5?mbD*i-1%BdJMYmTEu)>Hmy+?;yHY6lG zFDEL3yTxj^h)qDKv)^~k>tYbD7(dH+VWTSXF{Upn5+am&0e!?i^$ZaI#LC*}F0FJp z&9rn6Z;M1q%@)D6YfY;b?p|K~Hl46$Y2R`qTu~Q#*W|>Lk4o5P-=`?yh3gO# z@V)XCB4eZ}}5gwdISB6Ow+MiPxyt9!mzX7zta-(BulLDW}0{^Pu+ z59ju02`ljd@t!_aMtfiwrnqc8 z_{M4ev;d5!(YGaly=k$XdT$`bwnb4lF}pM#Pe#U7cSNSL=+m?nwT)5%pIO=0Sv_ctwzIgI-`nl@*_MB_%B08C~7(?s}b+X6#3gwL8{# zzej2h5pDhyR_y|B-L59mRW;i?&ko0o^d3}MGSMqwiezwGH530}*#U{Z_{IafcV~U` zQaTfpq^xu`C$(cN33N=p<#JU-(#)(=N^}fr#yV7oCL8D`?m~h?Bo1EYaR~PjdWw19vyqPSul4)i4bZ0^YXak{ zm_IodP)5jr*e<1M1tJbVoUOPs80)*imA4GJhM;GrGgWj*4CW*dLT$y1V$=b^S} zP?n}a#vKs*0$}qYs>DH-_=Ejsui-Hhv;M?(yMGax7DxKc2fb7vbUvBx7|cRawO=Da zQ!;8ix5y2>I@42KoyG|oE@HqTH?dUCMJXK?S9!-HR#qZ94isJaEQ0t(uR2(AiVD$f z_ow?z9n!Q6OKEVEo-)>kdd9eC_OUm-D=*bn%Vg6*)AGIy^zeYRzgl6dvc`tA+!1o# zlt*t^E_e*aaX>#71bwX75BeTh6fVe$I#tAFe0E7HJUF|N=NI#ytPl->ACELw@9qFW zi=7qR`MdTw*{@&J&DRMECjCZRys%;}6nN2HjuZK4G+;Gys+bnkIN&5|vA_iQ;9l}4 ztWAr~@oe+10`~miwsx(_4S}rv>dRAY>|gf*tHCFwFv@C#IdcjK9X}c#Ww0c=H_Mix zVhM2NxI-tt39ID(AR?0B-lRP@ATvz|*N7-H8D380@~-L%>o z?6=%cUmdo)o~$UEdw9-juYo+(}DXJbIC2vfZh?~ZK*~Oi!==n$(1wY1KRF51bfSM-D8@5wpXZ>-Yh<*eWuO zX*_GZ3O-0rIfRg06l&sc|xMdGuqn|CzRHn(3F*5 zLLqwm51&fD0K^{fPWh95P!22iV|p3y2};vw6Fd@N{nS>Cyv0ZjZH3k9$$c!?LdSk2 z@)$+fgj`A;m{WMpLNca5NE`+IbMb!oCT_xqS+jot=KoU&JMo_hJi@Od8Y6jvY@8I9 z(l^f)7uTJTDLh>nr~Nn*R0qPTyC4W4a)nVOaBzYQAU*}PZ-#%kG?}w3b*JdldlAJN zyXtyZUwQVv-r3kb%k;lk+P1xn=7LD_cs1GK66`?7AZ`(Dt^8$5WjZk2?-AteEcq-$ zipApJ&ByjQ0y4|sJvoBVuhzgTnB@}JI9pde`^y*P1o@t~$6NlINdksnTR=Nm^rNUB>V6{= z4$f%KRnLv3T8P`$(j@qeS97yd>XJqxBNXT`t0_2z+Bq~3(tp)7eE!o+H{gVeOj_$0 z)E6n%zTas{wTIVW(PnK)+Kk$dU76#(MD^tS=zAyjP;Pi{{xH~8qIw=;iMm7#LS-@v z57|jUC_98Nz3$T6AF?Y-9;p(s7(O>k9Y#QnT!1|*IqrCgPX)Uguc95KG<1_!;@`B=I`A3YD@8Ulg!?lWlm%JG(p#1uxvzE?tb1ifnfcY?oVS-A$nq=t(HFV< zWXAY^>JG}vW(4Etu4LNq@kn%jrw>u(lj`h)=hQii*oe4D6sJLfZJ%kGb)$qxL3RU@ zuvoKB`Zs^B_GCR*#1|;`R$yeSKG&giv!uJY`Jy4bO26-}|0{r+TBC`otHN?8DlgvH zux0o%m9c+f4@1>R4JaCJQXTNfddz(bt7e($|o9Uf}8?YBpWB!c@B6Ql5 z**G6*WchSNF%ANl-;BmrU;`yTn{;udQ9TyDckV1;6?bOXd^=RGki!TN121!Gbix!( zfbmgyY~V4&XjV`CIqaiW-SUcY;~(+kH=LN%lbO$#fddTQhV9ynPayC zN-yTXwq%)Q!z)Z;@|4P1_k?>#on!s-kF4Sa^(?m3ry0Tx-x~^T{O~l-9F~UmB804|1h`Pj zXW0LL0=GF9&-mkFO^GLjz^Z=FLrkuMqIEsXyU+*-5FV{89CziPRUKK~ACJBc~Xk8 zfj~-SaeC;(dpaGi@XY9y0lCIBDOI|y67{kWF81GyR8kaifKXf`uHzU}@jFr_jw?B7 zrRPbR3YBafW7@o!fmBXhr{6C&L*6TSZgNMoSDMxA@k+?L+0mY+RPv=Fk@tL{v%wux z?qBPaSnvjQSFK{6G`Z`byQXTi7E{doR|KTKNS-TU!r)%y*f*O)N*i`tODI{{Zy#+} zG&{WU%hH4jTl~7Zl_``MT*i7;3C$6|wnMd*6@m4X+0l8|o4uew#NluEmk4lk%&Wyc1M3jRRV?`uWN>M=Zg(6i} zUX)d3IRz>>orhJU;}!^k0y>*cf~vOc1{H(>R>U(YCjgTTh5nC9UoxOTrLSZh`4-(L z_V*jg!qB+yes*Le^>@Y@9a|Z1{Cu4`Oy!277B-r&Ir=C{gOKd>2rR)utYm;2%KY+1 zXPOpTZCX?8X%Zkg(B=0W=LP3^`iqGR0Bw%WM#JTSSAAC2X3;q*s%xClcPyE28xt1DgZ3)4jv5@4?doey0bbgi#cmJ* zpA;OgRzLwc<8=82LV%{7SjqE|tSd2Wlc(?cS(j`c_kO4WrHzYy<#6N|w47$k#ykrK?YD&}|)#QsI)IXUeDD+&cm^w#|#+wsu7(PwOV7A{N*Q+O~lrk{@y1|vrL+3&qUFPy$xtvh8U%*7IR z1-X?u?|bQY)9n`eD!UjCU7mTx8DHyG7<{ttrTS^~^dkJio)`qerSPz4xlK#9>RzBF z3znQMzZ_)izN~Soe9Vp)2)8eGfLniUTNkBR2XI^^{{5BsL#P)bPCNV)JO$$VkF}li zp923+C-4ET84-wdf%cx+fzRm_A>8PL%1*&E_lX6qG~LN4Aj!_Rk>%ise@5~-f!La` zry7mf1CE%$diDKca7i`)z7xRGaHiky?m;%hssM}aQU9MvsaBsXk+n%7pCE0C!p`2j zk1-(XOjRSD2|E_HR5?Zr4n0*v)6b+mKRXJ()Ttj(%4+kyQKC;Dx`mi$w zOY|)O@8$}O)DyQ$8uYoP~W)AHO+^j_HygH-z;R3Y2TF4u?2P@KQb+5YV4l{w0K@x zK|dqF!!Pr6dOy;jdH5w|W*vn3C2Hk$Y#TxvkE}zR79?x?KE2>_nVbgw#ZEUz7-B^b z;G>0YD?E>IH!APEP&^;!kI#%GA(T^X>3%szokOMBH$4a78(!`d_%EE;+t1-)?Lw$r z^th-h;CK_tTL}rpa;EAZsA`sRM<@g@7gYAI#5ymIZl*aRrSquVI({eD3#cjX--aGI zv4XAJtH`y%J*#TEv!7#3@Uq92c}!?Qs;DCVN^vH8k4VRAx2DF$4@UhoY!|1Qfd$-v z1{C3?-ELOpjAAUmsGhU2sO(pizRpZsBM)Q~THoc<*Bwj1xvl^FI67d~Eo5CNaMN`u zcd|9x7%fJhw-1K3-J(h$or-+Q%0rVo0#TchsLfppZKwocuut`EHqGG7dMp{p*l{E_ z6$c|;`&y5sACuQ`-)R8@0mgw*xKKxY<749f>pc5gwo6H_#xJ7sGBBGd=xJP1xpd@BukSv&95}+PsF>rd;2u+9W;jx<#pEVkd|hJC78V712N9R&JDP zolM7+b0CHkzs74SeL&cj?ohw+)MXeY4-oOM3omqk*)yq7cl(9d5=9?#E%!Um+O-q2 zRttf$^4$mH5>LB57w;q7(%1xwnKc*3X=$d&)eiwjx}^N)xsAp9xX~(Mx?Ahn$jT1i zeywI!<$-9`>2TCsez$X$=NP{3?Y%0L_4uA@GQ0I|N9ij4`YyDnFY8v%>58ky;r{w6 zjfXAeEL$cNkfrg8{NEnn5K`U!%RwUlb87oH#pXZc`EwxV0u~JVSFJ%5WzD^&d^809 zZAqquo?UT0G!bs#TV%)>A4?H=0sqbuZV;h^qTXfnZDJU&KHJ9r%<#}DM(Zc%b zlQa1he`I^;&^`#m1?xw9tttd$Gokk9^1kxpd0(#|U75?u4nrbnj!2?Yd}k1s73K#B zzrJ&-&YmXw{fpL19Zgn6`Om(WiH*}vB4|hNysL)YD2nQK4LlaNxSmknR?)AvZ})T6 zyuVkz|5}~|^xh*0Nc~M7tYZvzObFCkK@6OGOj4s;-=BSPR^ErBKhfE#~@CX=2*f^i3(W zT6lLrAH=1>9m2o^6B%aNYoM>vB~^rF2)j`UxQlFvHsaVL`Kts-dmp^5mZ0H52w~ax zT5W`)h`zzXCMK-7@;AF=z?H1mZ2xNvxL1<-qP(^4i-Y3c(1Iqm0$!Z)@^h1W6aMli zSrl+0=*(;PjvR3F6@se5=o?DjGO|ko#=@IRX7EM#G#{+|)Quw(>S@1xPXXuj(aqWi z2@WjR#JUz~;u9y+*HgvnJ01nf=B!VA(pZxG01szh8$Nmn`4qQuPvf$NRDFZ1Wj3|) zq{VY+3E6D-c)ziN4Jg-WgBSE+3-O!6IctyH%(URBIPQzLUPdGEL+fJFg&p7RI_su`Kl=bM<*hEwTtM{9icDc%)$mV_W_`XCm%S& z1gJbgl*e?UCo2)T=LTm5YZ)N-yZp*XAMO8XDPcH{_q{sKZ1IQ0SRr{>y9}$VjsJr^ zixU*j5odomRo6_LbQO#xW7zNy#H~q$l_;P>HJ`T9Wak-WMaVsvLT#Z@0h{- z(*5tyh~@kk75q_5cD4M~QdhcQzN21{`+|-bk#* zu)&1(c%Z%&haKTYz)*IKPaNbnFPET~0C)#)a^=5Eu?B^W4|BqjX z^wqhLn}R`$bW)uT1`o94`XNoB@bhl%tg}w5!hrP5&#cUE!{e&e=oCE>c_m+rcPR5D z0nny$@h$=3sokXOLPJuFI5K>)uYBZk!TO0Ij8JtCdjy@&2shEhHI!E4zZvB;-gy z6REJLvm$fZ`72x^okJ~YHh9uD<1tYh|A!ed^^%^|&{5?Y=*%q)Jn;IZJ7$}+onu9L z|2G5j`{~ilfpX3Ro(E@P$394CP*H0GqJ+fZ^7&*}NRPv=%iW&G}$1K>i;rh;kS z8exRVs@7snBP{?^OoGaX3Rp?R3p#gt3sy6z)KNk)ySK63xUBgIkarTm!1&2}&*Nkh z#=)w6Fcq5(LI)=-7YJ08l>-dfDh1Mq-Mu7?VbhtsU*LEwK~;t(gWoc*2r+ znjMqh`w47J=^2=F2KdPNQqnN6e!R!N>SJKjA7=yE8<0w`u1@K=!UZ$6cR9W208*Gp zz)6@q=N;@lCA}MVYx-ZMZO^v{Z_!3|{jWit_`wE*&0pjgSz^=-sKIO%PTYCxM={lQ z`>Z#+bgd|8Vb2CzQ4u|<;uR6iqZ;}ga_wGGg9c==!)~To=n}kJ>Tu{t0v?a;GQJZ> zc>a*dOf$yASU5qgBUDY%R>)7VAQrgpa9~STMy%3Qg>HaMhR?w^*zvF#*I#O2L&ecw zwf@EMA(WS}ouyy#gxh-|IbujHn49u2A!Xw)r_7FMozwC0zXp24bBJSR3sUqfR<`f| zrM>wl7MAxPTHW}6=5%gOZtA>`-%4T@Zyz{KP~SEY0YS6hi!sbIDhB^B~|;%odw)}W4h3P1ceQ10$p@XmKc<+!XN zsR8{6x}I8G&mfmYZMq&*maJ8%sZnA@oR>A}Rrt6hhm2ZtwTLBk8X;keM`gxEp~!vp zF45^qhw_7{&5m=6YtoF!2kFD08PB+c~@8gHY<7%$Vli*Oz9x`NBEnKYq?y z3!z>@_%#fE!cxNQBLVlOnuxmd(Y|%lkF0p|MQo&9eugqqCWJ?zt|izoF_If1ppUB% zlR#x~hr>lV<0hIX5y+CN>4|y=A19WD_j^uZbKZ%^GEoUb18vF_%yT2qKxs8KWQ#*z zjg1Sof&_acn^7tFd^U30sSWz|qVedy2(NirgVgoQTCfkbw`Z&fl2$%tUmQeuL7*a2 zbbvqus9f_Mx#0(isXAUJ&UN$Mk762qvdRd??nlY2pA>_qV3*G~h&ShZSkT=MYR?|Q zft}YkZlpc^$-q1`bA1dpTis~CUyAY>S-D^pHlw_i=ec*EFYpK^(3T>jGhyag$cxLw z@#J6?asLLgLV_MUHEPU4V`H@z`aKW_3)rD&f3dNGyCML=YYUG97-1NMQYP3POR4-C zYf_**uJb7mER9phdw%eDi>6z2rud~poh6RJ4RAthn5PWLut6uEVLri;uuaXl3en8; ziQ?RuAEMd4%+?l~VnOk?26@xjts)|^)5U8xzPV+4`fG9Iru!sb=^T=`zHUR=+qCXZ}=KYi#(roA%&>%yveLt!{4OuXA|2OrGblwb5q(e z?%7S=&rOAHnK6So2%hfryigJ(U#Vj$O)u6Qd}kk_z?Uwc(Je8+x8SgQe|9*D6uxWw zcW`mlFR40`w{tMkQAEQ9(-?d#MAiRwBxAS zGePy>v&V$8s`Gq2$C1ofGx}F7NdPvETwg>Oz9Q0Ac-m2}k(8u=^Qkf1r4q4-JCD;W zEfO<%9zNW>3Db z!xP;UTqkOf5&bD{-|bFta`l?f_|vbwAn_W#-0kXz1m7DK#F?-T|V%wsrferxI=sCK<5_0Uv$GFQqrktdWl1esxwJ` zvJYiguu0^xZ()B=4rEGa&gHDzu%|UpGjF~6XmuSgVlgGCP=%)qP352oY%#=>YJQJD zlvB2{@7}DaVLa*rU9c$gcsYrPa#p-$xG?{_4-PSnQP{{EgVK5y}D z_AJxBd58w45tozGkO@n$`Tkm=%rJ1K9HhPq5_1#TcJ9C>1i9Jdv%D+HIr(+A*4j&l zmgT^peyh+^BcjlD%5qP7V&b+YAmB&p)Sxvm_ZYyibVf{Y*;BTPs6v+O540!pV^ci} z)A!kN{m@C0cbo{lX!KyBlk6i=H;TG<^azzbh+4X@mkb_z*pwUN;qVp)w+A42Em;G) zvT-6TxlQh8K(q>V1!f1Mt)4D1X*Veyw%TE={h%+&JI{m?tAais&QpM$A8Mlr%2=n8 zwnD%01A_e|=Jqpz{oqA#jV7SOgT$-yCE5hu5RJ8s)zt&MUf05wv51oeX{5y#Rn?yp z;e&U4VmnW8z!Gz5uc=P8BBRE!K5VS)Pu^(Xr<_|s75#iMWG1gEn8g-syxcwhhYmpf zQJXF+&ww87ub!nKlwgOv1O0i4+TV?3y)^-w9J%+$vvI5oI~e1ogTNUQb^T2Lpxna( zE(+(%bCA7jWR|Hme%g~6KuW?4^dr3ofFGOPOomTsPjXx?G*XbOe~~NSo41+NT%onn z@5%_OF^8E#+d^FSjPVq-*nRhj6q#UU`~g|A5LJq8fwSJ;1Z;`+^y}f+CcKM(ciPZ& z*ZZ`lgcN@P)_hAL?_x4GSSDNy2WnQjzCs>*m8@2qpCVnN5AXe$O^u|JuDAR0pc$1@4y5HGj{QLc^eV-*hc6E|OH)H45f0Yh zy8Ol>GdH5#n$;TA%ICRaG^VOl(`_Z5Y4U=qkU6~_4AIi$enrr&h-V%tOCE5LAElVnL2S(kf64B*&X=D3 zSBYy-!}Z+rXjS<)QxPXA>qh(%w`Qv8k!IbM)GrI62Tj*w#GS_SWn|-jc&PHGXQ>~v zBZ67$KW(fs$Bef_@*&ho5gRu;#>wo0D<2ios2n)HU@~IFT7QNzh3!b~+#|^ianWVl z>wtY4gs8^%2zMql^`KR*NpG7o>$?Rr*pPy=0c(LVjE_lBt8YE|%)xJ#k)p<5tp~hV z3g%A;L8BW_8-=a8^(|y1^^8)IeRTd-ezhJW(|cjEXE)k}hhcOrc9uqpZwRSw)5P`O zXdjkOqO?Hgv}$F&sMw-S%$>y@g7^?#=#eDs-}T128BC0Il7cg-eJv zucu%qPLh++9qFz?6C(z*1WhneZMLOWjr8hbfbi|9==8@azcn98GYGtIR{Eizz(ILI zw=}VcL`nGjMOplc3InBZUMaNb{XymVDeD?_k27~NbQGl^wld4_7IASU?sDx5T*P<0 zI0w08z(iExA!G7*B1A)rT6Fb`TOxF7vY}6jIBSd1q&rQ|Sc+mBb)2FoiQ!XXHj*vbS8Y6oX zk1FG;&mI-%jOY&J#8nL#jAwsAroV~S$zMa{@qZwb)d@8Hf0pejlf)1No!MO*^jith zI?|^z=(ok9b!fjK{MkQOH+KBa$UoZIe>d{~?Bl2ZBdgohEc>ErN)diwESEdv`1$Z{ zKP-9Psd&gW{Yl0j@3O*z(*9Sj0pX=nD`55-}zha z{D62|^tt9ke~ao!6l>B|&4xx+bensSGk9~ zqL*Mqyn4-!a?X@1oy9tEgDcF6S@^v+`>{iInj76*av2jZb*PxoiE>Db)HGaOy5DcU zgIsJw`URvFd=r+4V<-S);g>@#;Dc zWAq~i?ItjEN+kLlOEH0(ZXip5gPqw z5D}$yRdzIvz?WYKA&v0v%8VfESLa!j$_3;3V?um5x5kMUM|`;N4~DL9kxi1)855(y z@iU+daU*2pzPj>>R#SX-X`*XOhEK|d#JlPZQ_APsA8^)lHn;Z0$P5fPZ`vyJVubOp zs0q5ltA9+XxjYv5MuG$ONa&X=KTYwEjyZijDMxqM=eN4o&{@W6lZIA{x2d+DLNju+ z>ytKF&|Fi?|J6CbybB<7-$ayX*|oo^GpcBgkUoJ8*lrPH+|?)278oOp>A`Pj)2VK>y%k^pndCI#{h;YP#Dx^ zRY}Ef{cVD-S@*UfBnzVYR?TPgQeT8y+PK7A zPY47qzJ6U!H#L(obL`;wLZ|?+YW}J29zUc%8lgm4R@-|g7g2+_{)IODisqpZf2;ny zu;4Bt=5=3-8GWC-%FmYEnZg;vCc=6z;$>WNr&y+ajD3gX*I%UBN=SA8d}Rgx)yi}K z7hv^DOTlrCn z-A;0)KY%(URN@jZ)IOK}ZABmS$L`K-qSWEmdoq*kQHb~D)zi>p@+t1lC7entr3~du z*k}~jh@-|QbPdvJHeaqx-4F}ulGJSb zUz@ZlJRwn(;kgj?(HP;4B-a%t1*kHdPStuE>^qtNmO1Kj{Tt|G9$94}!L6j17TkoM zv3^2v3F{K6-_z~gNWZ(byf+Vfmnl{T^KnN~^zzhT1poBy2JXSo!*EurE4+K?1pEOK zbv(VJo7~-jahLc(6GIVQLHLxgU#;q+gw5h{G6hZ<@oOHN z#?q0P+WV$?27?(>jF%?AbTf<#e$sqiRa73LhD9giTrhoT;K8ucUP$vi{2B>7WiMm5~aNnCV_OH6v~D9N(U z>i45n5F$hz^i{j9uN5n#uu9f<>S{qYj8Daqu0ohk-6UI3|JVAhoKE~EQn_l4)Cu8S9dCzlrI zS-(l+j39*vx$qdg^iR?hNgh`Kc~i?5O-;{>5_;gsDQeb0;RhtcE>-BeIzNV43BVDs7KUnINIAFFfQLBF5nkef`AP1yN6-XBfse zOnny%iG%}MS5sN`c``Xgqf5ZOelN0>0=SYUv@5{CPcSl$D~R=Yjt}Oqh+>66IfuXo zpLztC@*go<9c%q_L~nT#2Kka;fB4FjLa6K*!l#NZLq7RA0#>zDv}XkST`dSk6(>)y zqwdGYNN94LJZfHL+AlXBh5}_aRpilP;s_T7b>Aix=%EWyQ-f`2t|zxtJ`T}wefH|n z8s;L_CkX@&gb&M1J}a3;s#A^)Pb9tH6~{xWc|9Fh^zoLO5RAlckyKTij>Om*k+HWW zPNGrGPr{2Wbg2FG<#$oph2TC25?Q-(YO}wWwerT#chm>B>Q+>A^~{IrJv6IuRq;Fy zYR``n5Y-3Hw-KXGkG~pylm!KKu63SyX(zewFRrO`f-BtZWS{WVQTGn!MvOM*W$>RW z3*K8b3Jb0^JHJyfEVZ=OD>8Pt&ez7AhsmG)teGN)N!jK8jpP3G6GCJWlRSb^rR2s8r=nJ-@#Mo(+r};LbJ$;`w$`rg3+tzbk!sP zslu%a_4O0DGFEyz?iFXs4lh>oyKcAo2F~DUUBLY2{?}i+NGGxP6o-!b z-sVD=kEHK0=J<~KMQjF;fhc-b@Qxx(Y?U%q2EMbF4%xe{Mh6mLtsY=W5#Bx2Ul{ zDH6IF{L-;@JIQu|M|4$K#d_dd58D6@R}+-W zZ2IC2m$OqAB654cZo%t`Yiz&Cnh1ck^?v4AtH4-EJ3hWUXgKfev(3wNAb;8q@fBpC z#hJs&_+gLZOJMJlI15-lMdsLHt#^u8zvJgr*yffQL>yrU=yK_K86pC}4dTZQ`2!}7 zI38h5Jsqcf7vF&3hKaiztJ;9p^h#Bb{KwKv3FhFPI05pcj1s>q@%RMUI&*v@yk6t- zVkA^_k&nc4uIP6k;+9h)HY0>a&?vy~BB?p99bU??b+>Bs*5^K)2+!+s%HO<4l{I9G zCYz!0bcVhxw2k0RE2)~Z#lgTUB-W5K&Fm;C4C3t-6u8oWy;NUL@gMK6{s3OH-*OL| zjq-@_LXvuX>R-WyRCDNRNT8txpb=alPnDqKf)ppvTVN9mJQO7B{m-^8nB3_P$mTCm4aYy? zc?hX0@eg{o3CoI3`3nX-8?6{MZmu~0N+dF_0Caw|UA(P+vgjwIk!GQW&@Y?pboH#^ zv17JR-O&JpRc-RGwY-$x1+!3n8^-E{&Iyg@*O6$BM3{v6KHMpO%fJ8Ns-6?C$@EkT zE51!5V$XuCld4tqa`~9G%6IwK5JTI=EBDBb9x{t(4y@G$`$w*GXv=P}cgXTTGE$iC zlTOm&3B*Y?V(cVkW@a8zKUfaYB405lIG3Un(tXBFjO2yu9~Tq;eO)74p{lNxIaSi| z4*AbEUa!#CU#gS64DaE+4%N_l_&pyjsoeL^rD>q)ShK7OnY@J=5F+2RlcU25wv|Au z`Vf65Vi5D?$D=LQnK8nQvva(#(3CWC@>IlyWqusj0*`mjOLj$a)13EVv8Sn1FK=tx zq{f$-P>m1cy9X=MpzZuG)4A8)?zqKt#GEsBXDU@4FN=60jD#mdqzOei`rj1uzwSyQ zJimf$Pep@>-cl0;^|37G(wkXsnFK=T{R+Nx!iUe9n5rHoAwnzFFv2`{58|c%#w@xC zqjH6|rSI5#Y*6lX?V@vG2edV1uhOS$o>G&9`xctfx?Hh9VH z;pMIY7=+CIT14DuT&xFN2_$Q`wOXBx=*inEHefS}N0ua{J@1PrXkB5#?{-w(VV6QR z5e3lPt)c_qVoMzT2_?F{5$sZXFHUJBOvpHZooOR-MyZ4Gn#;hH!|ogeeh-!2cwvxD zz0)%r*kE1T=+=_i;ws|CYM*yzyW1+0cHuc;R*`KF@yOfqP1<|E7QgO~f=I^NScTm3P(t(-uyZF!?Sz3y{&PI?u)e zhi|dAlyETKUDvR4%+TMKP}nr-JOt|WS#}E;6}7v>D^KOk-LD^bVl^g-cg?1;IB9!s z!;K4sS+;7*2%m>}u`vB%Sh@OPtV`&rZYCx0MGU#LIQ%&g_n^GL=bPuS*;dfYT7|I) zTmjR>DW|C~$iy4ZDWzy4Kj~ocDPdZY(aL*U3Tc}BJ))0jMyinOsg~&rYOXqYtO#_U zSy?%mWX;64C^F#>XNMS=qhlW)4*SjPZZyxxxC2Cf-3EKqJ;d>YQin6#Fj#E%!fL`9I3JKP<|an1G%) z@Y<9a$>b%RnYwAseV80>^();W7@a)+o{%eLbOJPWFS>$2)TUzSPcHK6h*@hg_xN8b zVq%I9xdG6{lxFKPNbeT5FhYszj=O|Gf>l0$;$A0(2EM6F8Q#A7`di1cXJ%(MDJ9XV z(VK%FGFH?Vg;PHV11DV+)967Uet0&_6(HdI+OMGxkY2taoJ#5h0i7Z6y&(^|M~!y7 zS?ridSa_~DOF_RUj;4Ktx2N#{^^QucVByd)2%pZ}+d7t9t8h$S!wGGF-B4=j8p|sR zXg)*(P7P|--C>aOM<*|$?EpMjR>#@K8iUwg(~AWJPsR+9`dg_6HAFgL40_;8F`0;} zxwhJ5Ov?zk?|JZR+5&f3c$68~`Wqw-h@!r4bmUy#S3yiA z@qwD>J<2U%sJI-g{med=hnf0-v#V(9Cow=%TR{ZJE>IWwDufFXx^()}axS}jL)}o5 zhJdyHGHu7p$aspOMdv3qz@Ru`?STtyqWig^(HISuO5~*gF}UXib+O0-0OC33+E+5{ zXC*rC<9rJ?xOCe?tu*#*SZ}PULWcG`d-gLFfHU*EuLDl_${p*M$)n4^)qEv8&7Od{=1*?ssd5 z`ce+Z_KbFjt}a=B>>#I`y-H=B#uY-g!w@Adn<3~^@dh26Xe<(cE8B<|<(Sg2^T_tA zXL6Um3*!Ydc#+xUKz9qyP4-1GFNIc`g60)?(5feX+PSlh}A+G*lg#RRDa z4`ws7zjLUIQZsLT(9Hyed^`P09<$$}xI8}_&2mc~-0CJ@?;jJ=Z_C_Wx+=UZ(gO@7ZKG zDle#AtGmZ-KL+(2KKB?0AaGC1Eq(u(VYYp3t^ohJ?Hv}2JKio4EiIy@7;bSR3d;rY z&eeCX&!X{xAHFU_rg#B5O*F2&N%MJ-5Ty9q_WkYz@3a^3CETP6rSjN7s=Du`8rIY+ z^JtSowF*@ZHLy_Gvi90l6AM*GCB{r~f_r#dk!!F3u-BZXxOrUUux(%87ggmpJUl$` zl^48zdIv^ynrUk`X=Na~-B0w$aYGK*3m1n#s}Kukfyf%vWx8ftWNTd>$c0L3{aUO? z(;RJIt+BlEL$UK56M{-XQ*-$Ut7+1y;p6vJKU!ZrkH*|&?MQGsOi5ram7lzoE?G|| zPHYS@*1{5sJ|nvb4EFF24IAo+AaWFWYsk+-133;|TjbTy&g8EB&@M53J*|Wr?WPe& zENTp$9pR+Q+0!+*EqdYz6V9e}O0W==ZqxJ~J^RRTQ=Wk09)r>#OCBMxj1U7n^?a*I zl1Q~%mb1jhVpzp3B9C^ODS#|pXoJ3%%~H|JIN3&^m*ln^TT3i2=sa{YsHT%h$FO;Z zza#vpofTtOU+bBI%v`k6}qdh%bxZtt{sSNDDUsyW39<6Nyxswrg(iP)Dls~D&Ow0V*%O``# zuI~b2-H<_G0v0)~;C^YRpgjd9I6eL8!Hh&;=N$eiP57r6l;0GlFB(d2(nR1F5Aoy) zbdZh;i3i35%e@cAT94!17Al`Lc~Zee6UI3od?7{uYjhrxSf2ikwapeCfNSeERzJ^~ z`qQjv^m+<;Jvs#wTW) zKr3R_-@h=}u27XM;ijkUV<)K3$~(*%$&<4|j^`gtw=pcMl0Ew#z6WK6!%$QVTYvHzZf>5|VxU$+|@egBKxT~-X#%IQ-XPuF=^|5lar5Pk8G;MTz^vYbv^IWJahtQ2cMNb8%{ZXDBfCA5-8ES%}Q!M#%@NU&i! z8|+!*fX&eRrb=*S)FI{pN}E`$j``JNGi^M>LTz2hI9-psfJ>o|AWr|WN!Bu_vLJ?X zY*N(erEvVJua5Ndqo9)oXk5&|b7%(1VKOkY%R}$rhH%G$-YXWOLGBRlVYT?4!bbQ!4XfW}DGQ7se}$UKu! z?`0my7_U3p9l3yk$IbS~!?GcwU3C<3Tj;`APxrcw6#CkP>vNCPy{7c@TCF4|1uac8 zdD6|#{Vmm-q`k_I&~~5j#Ko2)2lva+dt2xZp=8j%%@PS+XH!sSZs-(oQ6S zILWO-r{daFx~#gb=x650(oMId2YjZ*T0ZE~0_T+a)8rq2S=}z*kpW{7qkC--%<`$4 zwjR-aPv&A}3}i}bzgHqok@@O8tV&aGrKvP$;fu;Ic_yTRS}UQ}{w0 zXN*59DgP3CHn`+L(_DYPG{w}Q0f=m{Mx)sTBy(C{=fcM#tEt|CS@VJ?mei zG?)xz&Z`KRqeAq~sTOD%dW^%uFru&q-KosK{)PsQW}z zb(;Wsp0um_gZaI3Yn=HS3exK8Kg$Wu_RAY8w)efh{qMVpc!K{?&2s+}DFKOt`e$tKUaCCU!`8-;4Cjb}q z2Si?JJzA=Q4GS>)mJCyOn@p=_MAi``PWP_F4!9jD(R?lFn@6|E?;!f6r>JRc} zu1w}Z;GwUxn4|@7#MAvGAM=C3h8?toQ?;w+)#CPOy4NZJ;GKU9CxK;e5^P;{18~A; zNEYjUH+FCBIFVZ56%?U%0A1h_hJ|dAd`Y1o4t~1r&AD$J%vn;Pmg7+py{l334R)dK zzM#BuFL8U@TZyxS)4ELdB)2ZA*G{B(^6LKT+Cn7l{-AU1eH!n1xMZ22kCXgiZa|5O z@noCFtF6CQ*<|_g%#|By{bP(TSzCY50H5VOZ*@Ein!Gny`(nvw5+vXd3!7zHG|DWB z@Q^RtF$}#a9j%q17#-j4|Ko%(fYm@Fkq$v3y!^hofDlG~i$|-iW-o=!t*KD+YQiRqTs7fpAoKh_6B$EEIKv3(v z%VxeIuh(L*P9`S*`a3$EoD_c!p#(#A(FYe%8(N1o+9W&z$G*=0E18(fkPx+LHW#9yFKf=TIDnDk|S$yFR* zQ{fmj6lA9`H1i~3GT;!?Qz%Izs7b5d+w7@1ie;jCJE!Ps(f%# z3+P>pet~AxRVp7wf_Q-i`O>w>bpf@A-iV}YE>VoM0Cwm}GbeKgVDUOZ;?2CFEX};t z&d~Pdme%`MJpDAd3iLs~7=v#n78wh8Q9#RhOcK7|O508i>Yocorb}F?@TpB-m&^Gd zo}=`e>s9NyW0|GDu|pR1EHI9T`k&}@X+SPh#DMDJ7hDNr9fv1vnia&6y793)F^PCo zo8>)pAi&3a?5vv>YmzTS-bP^xo%Wai?iH`6UuoQv@F_7ss(8|m1NDZ8B7x>865@+Q2WGX8;9Cg$QLN^{wJ@v$h++Jx z|1G&t*3+lY@6l-&uEp})UfuJ(<9xzE<0t5U5@CHDQDyumaQUFLM=7j zLJ<;u!xC+?!4sy-F8boQ83BiXarX}1B5{L)m~~TiV?eCff(3B%ThCPeCCIZOIU;v! zVOyt=0qk?gvd_|LQWCMeeQ+MJIcE_1bu%Wg$=5R59uv+*V&<0y31DKR&$o*Sn8Dlu zJZr?3NIP77R1pEJ^^K=1+6`{>(A#l5n0XSW(O<6y_RQ`Yn~A>xN9Ws~=|MP&NRhzj zOkksSr5~{Odk$W+{(Xoi$n09Nr@ASDK zzuX*&_%3F;b@=*~Z>v{!(CE02bx7zJ8+yMI(%@%UNr81Y4IN2M!vW8ad`=~69VJ;` z?@}uZgNJx5RbTphBlRLl!a=tg@^xq$``ilSn5YdFPY`7fK2HdLSBTgK3I3)S<5jlT zY#1-$)oR;v#L$P}l>y6mnTx+fH$tLKu{cn>(1?Ffbm*mYPJfXuxc>P~|34>;D9*Fz zR6-pReJqS7zd;AC%7Q{c!kz@S&+t-NRK(u|D1QkG zKz5NW1qKBr=7RQJ4k5*}VkbC>%^QG5nhlodZ(_-p0{@o#xWb{N1`YFd=O^bD~ zn1Lv0pW{fdArRt(5$K3wnzFI#SL0K`Y7oHS8>Ypp!s08=lM+v@iVEOEvNnJtDTA9AM@TJ5UoBx7a&E`xj8;sa#E%BZQ#`I4o>mrX?J(y@Cdde~ z5O^h%SE<))({2xQ4p_aP$YYO~N_})F@U;OgYkRQF*fKPocX>lGK8$o6M|OoK`E?+z zv2jm1Xu3#^u>#rWAEP6x0-xW5Iu_lD@P8`J^Ul4%7--Z~hHcwJF(4x(z{CXIOdSzn z^Z}#KT+@|h;`)lF=|WBI32*pF)-S3Rx;ItdOPxHvZ}u`>41UH;>^_1!cZX99^eY89 zI(hxVvZXIF%5D~cwMnefCstk9^xkUmS1Bjj>lEDM<24Iw&N+kAD1n~Y;y>T(K#7-M zCg85;&57OrEp=E8P4BQSh^OE*g(pP8OTJ?~o}TbL^%2FQj+qf8H7eGc5&N!c!??l4 zu;N>AFu|Hm1n#8EhKq3Z!DKn%&e|);K5Cg09@lTDSOP-r?;P~)T7#AtL>fL%^JTla zXsr1u4!CAQtzwGn-f&I5yowsQ@YOW>LWk1SW%UJoHbVm?N5=BjBiTTLgRFF0 z?0~G+^``-BVC>=d&ce|}m9c*7k^YE8OCAM$TrHG!za1wXJ8nc~l zK)C0=v$?s%&XE|EYZ=xtU#v0&>u%DouSJktNAR6e5+Wu(Tgb08j-YhbotKgmFUg&@ zgTuOUV6vwjkF_rA4z7D@i6#gDqSRet2wy_Rds&ZPgHo>c|K}H#3%BHIms>j#PunHe)pHG6pr5$dfZLBXdgz?xXHJE$g_M%3zzLC zKR>~^`Sv%7?oX0Cul+Bt6qPe5vZf4ts9|UX7sy*%LpaJmZ?VLXH$*qcoAh#&!`eUtY(xr!jM8W_0 z$7%!rkE^o`igV4n_Q4tmP0&E&F2SAPZo%E%-Ca6Z;}QrGT!IG;Zb2G%3j}v}cRn(6 zX6Afv|9z^us;g^1_rCXD>sl9ef4=zd760Fhz5k5G-o&0z{ z(7CGKA8gK_?xAJpsn1mrMzLZ**>Vdq#9kNa##3tXC;c+8~$e_X;P(XaW9}Mrt%kFD%FRz`*p|pr` zQ)mjf$OCq;|&StF_9oU zpFeTqpbqJKOaa5!7gD;4p%hnAomi>4che8HGRDNAI{8k_*8CVk3g~w}-WpgSjUg3v zC_)w-P9CNfM-zrBCFE*=Ne0c5t~Qd;NEzi==E@0zPQnN%Tv|uQ+nxtZ?byU7V%FoG zpO8`u5G)b$lp8H#4gB1^u}e7$C@#`pZwu?zn_stCsp?3qW?g1LL6pzZZ}9?c-d{ZT{sk=K4ZCPwfu5?al6VSY zn5MR9S%X~^I?*3}&lYDGfMuFLk6Cbxv?}e|FFQ3sIF_X69o(Q;MOSqhRFFxZ3HWVm zh{$JRUe}X1kh_7s0thkCqol95IUQ8EcvgPJFg#+m|*~b z;aur`3B_!8mWuhffPDMlqr)Gj@y|}D)9uWvI3LQcrsBnHnXvoFB^DU9nz8Q zZ0bwj1fPM{gKOYUo|E3JKCvcBYP0qE8I~J%DZgA2EEu@D8r`;a3}1RLXp476I&RR` zHY+78Oi5^s;f<+u7x1-aFiN;QU%wX%bJsJ@-{f08-)mfzFP4&FivMF8S|D=ujTuQD z*jvAiVl<_LDU@-O`bsOEmuH^}mL4@`o452pPiu^Qe;qe5>TC#!a9`-j9eLfM-bqdV(97%CS(o7I)G^nOJxSm~?zlCm<297hn0%i?WQ2L4 zxKu;7IoigNZfaY3h5HM_7uBncnVG9;t@B4t<0Ca@-iu1J<-<^hs1sV z_78;~>;Kkz|5E7LliC71-*73vR}J7orBW)!qPDaf9Ei)0p_~VNuz$TDfIj2*E(uTN zE1;?{k&4u=ei7yf=n1}MgolM4BFPak_2qvHCzp_*^Iv)1$*W!dI4hVihDup!vNJU$Elb8ycLbBs_(TO$MHpR3}WNS;JA~ zDrx7n;oY!J#`oS`Z2TR5IcieNwV*U`RwldN^rPcp=H7n(t$vjx_hoZ zi_=9uxve`IVYx%bQWh@~l_Q?yfexgT*=b8w@Z|Zgc@ej8lBG}iVN7auAxjW?p5`C< z%BHKt`?=^5C!!)@2HKsE@W^dPYYvZC@;c$vgFuD#; zT&0v0Y4o>g0(uh+k7306BpM2a_7{F``52`-6IqaETt_s>!e$t$g#4*E?=NFlV;^5} z)}UI-yE=U;H%H0BhjHYPL1#nxqxT`9F=WF}A48(NN9Oc`ov1&XJKqtm!R7XK|Mm%i z8#e#>go*^#Y?@DnP{UvS?t?K;LH}+}B*NT4`iR%T0bYbuG3oLw%mK%h2;LNuG^yVjlcD&=zU5wh`$7=yb2#=se^`TJ*MrEQz`5yY#?vTFgjJjMyUG z8|NOoF?YFE9C*+_plh5X5F%dL$_`FP1i+h5Rsz7;C+OF=R{TT7jA*Jj-f&2-n3ch{ z=~B}POvruCT63>0y7A*gnLb@9YqhEqL?_#QGX;5{#1)JzA%>K$5jNIe?4Lfee4=!b zg)yeCEKsh^1)29b_v2TQ<<8(6eaL!tEH~**!B5OQ@Ny*et z|838dkNk2_RekYfnSY|{onMQ4cB_~6ALlpQ-x9t5IOzgdW+6gOw{UEv)sz6SAruxI zT1%@7QcWmqpwVj6Xkd1A=qE{3u2Uuc0P#Yr@t&m*q`|U;-h=FCZ-R)(DFCVKz1Mg` z*ad+|fPaza|E0cl9c#-T!+nXGYW+)J)Qg?Y>*e^!czQQoxDdTVA%g9R5M~&05>KxJJMND#9 zjTmnaECm2xopfw5hIiB5KM_(xFPd8-08R}*{B$9Foo!Y03rY(plQL(P#>orgUe*(H zMFf8h=m2J| z+mweZP-6mYu(st8tSVq5D;0!Fju^d0G{dD8`KGlHzgEPhyTdG^jOdtS(Wi)f`0YX- z!;MzhQO?y~F6QW*u~l&O#BYWYGM!Zo5!^Pq3|V{BXwaM`U}3R=o>_uB;}7?nSo^}sG>mQb z+hat8(xK(VP!vw=q>$Wgjb7U9pZTshYbXK>cL?#h|uWevVNu>$u1zS!JWI#yDf zH{I>m6&I*z1CJ#}LymDQ@VBJaH$cc6R9D@vSYmBI3`VoNowSz(e9n*|_*3V)Qx_nE zb2{%aUzp&1ySva?T-J~(RH4)C&x8sAobBq6AY?o7KT zZ3m|`mQg!!#kvTqn3WV}H?Ek{Q73GFI^Af7B|2LRU$CKGf>AG}-3fzU2P<#XL5UVc zsxVf*Y$4vV5svq5HS}U3qJ;b?3U7KyU;~o}fQ!E^e)I#+y3wTX{gvH0)b|*%t&||63Z=Vn%wzx{72c>9#<#e@4tJ&Km-eP`E$1InhAZv#KIx&BMnH^v6Egh5lvcjy*1h)95MC~ii^-Lbqw zM(PSgVr&hcK2VkbB&~h9WeAb+C_dGsHy!@W6gsA9qTyL_wfW7KWT5RJ{iTExd@f$l zE~iO1VMPh}NT2vch6CG#|3p=SSM1e=EXNwvX@pH8&X6X;PJqrw;(W`YJ52dgD&Ek; z!($t#1WcTkEB35nEd2ZHQf|Q5bz!dk6)ho17Hc{)(RZ#0Arv zJUn+=t^O~0@qk(ZlB3lrIUR#Aa3fVlZ@wSb#!nTsQEg~?a8)mnbN1X$h!BtA_b;^y z!s@9T{g?vCPbpkHPWJfAxbESj^p-{)2O*~`mLiuKiRlYviHE@94WLPP@olih6v>76KlO2nCsGF{_rT4HjT+_C***m?&+1A z*TT!@G>FojIhmWq$gJn*_gtgD3RmDvQ^`Jt2tGR=Ry^=C(l$o1V-$>!OV^SQ77SNa zlWpkJi0(>-#;q8`Oy4 z$jkiAG<>{oAvS_#SlZ^N!H1Z&`TKh-cVvjbwVVTN*Xeh*ZXBzQ_%n*1LKQgOIvZ=M zRv6?m- zU?Jr-Fcbw+ych}NCV6Zl1cSZ`?BoJz(s5HHOtjl6J;0AFO zHK!TWm|C&R^a+BxPGxlOToxKY$4}Vp9`2y-<*{AZDWu;E44*Z@VS!sVf<9e=#&*w; zjrXjV4F_n=jwY#o;5yoqRYo8=+SM6twUT|RG!d2e7bQosdIq^^031NEk?f-g@FUR< zDwe9(y{R1yM3Ps;CBw^@OW>FE;~+yg5!v<<4!;gLzGIdTrg!=xk7bUy#Lr72opuKM^C)@2^Bgm9~wwS0ZPe$d@=*!GKC)7FEyIN+YOeVh5=4DA&t z=s^ruh0#n2h3d8zz%@Z}R~X0MQ})uRWA{g(-3gVcK?%#ijtH!d`L>#<7@_-0skOvy z@wfl**8J(*(W4ze{}}bL{hLTXZm%}w{#w}re&|TG{9J5QyynAtN79XQzn3qO`BJK;!l=mzPN6HHW9sn|+@a%`pZ>tq z6K%o@ioTttO^zos!%?=wFz?2#$xo%cDzfW-{barR=8*C52NkHb#1#eEj(#@@#;;?m zM2UZSda;XE?-@`{n88<1)9Ws1d^wia;Llcx3Iz&mks1xs_K^?Di1S>8${A;5=_DAb z5)NCkKhuLPM`u{;4|r%(PH#8JQdT3Qu3g8XghcI=N81Hj5P3JJV*FW_VUYx8#>3`@(%$u1iY&H-n9x(#lEdef_ab#z=Szt71iJvl`AUru>mU-tls) z83)zf;f5{FSu{QmF5l;hS>h6OpxG$6VF5*5!GK`tY3;iM3JC_D7eWq$A#_)>`eD%&UL||9%*! zC(;R@eC*Jhk1_@jfYo-f;DSG$;$9ewgFkP5wMYNN@tw|f$mKQ$64%8B=ir2XtaeT< zYA6m?`bzLL&qa1yssEMYtz^GNn=(47s8{?uE;SmF;>(ND4=EuX*KT)AQcq z5ssj@S5C8 zKPz@_S+a`ty5Q$xoYEreLW|E|WNr~H(=NE3^$B%k55z$WtW*l9WUYA9-%&s!r|;}z z)MLr}t>TI^Sm7%S>nNWDyC@z)5A~_xvr~8@`G=8abys{nxqNS#AYADyvAr zUx>$DOT$q(satTrBV{hYH$Op{yyb=|C(>rqTY@F$Z1_1fMa+(zO6xJ(Xe_vHNt;YZ zjjwL^4Dn?=1 zL_Ev3z=BDC1vHk`Wj7i+jo;ytpKKawZey8<$d;vSjBTzs+y#_{&o2zX2||aLEV&)X z6y(qIg2VIgI`>4^Ga73}<>UmFIh)gW-+2p4ihN79DK@VWwP`x}hXCL2wZM}`Bp4e1 z|KpqE-&Xnm?&z_bu<^J@EWQm=YPY=IhfVlvO~rw{we~wvx)u31#&^S3YkTHDh6lbO zv14($OUHmPdZ`^$TY>HjhmG*!^7>NhwTU`8M-Ot`CVk;ZM~jI~hYQanqs%-nXf!+| zHA(ov&C9fEzrfb&qIJ0%KgB9$24e^_RSf87UC^&uchvS`uIS#HBq1tc*9p8s7{?y5 zk+8#ivpIF>g7e!V=QS|$+b!OJP;lWTt@LMHm!8G)UV3{lTStqMcCFfM*G6*PfYK>Dq9|b12g}vE2|NW}0$MP|4&wuu=8#%nbTQ-V-4SLNp%UG*ebMS_qW9uK0$G|Mn-{!WB22J)7QI9&)iv}i6&d< z+sKuI#Qp%1?c>@k48N04v8pvcY*jN)ZE{C7_dL5k6TIaD8@&;gg3rgAwC*oF%D%HK zT$|%QA?gQz{~DOSysePz3V1w_9HgRR3THQ0$Ib8vJkf!y;BEqVXRKou4k6T2x-@{e zmbHR(g>0WeRFt)558v;I^%j}5N6Fs8rVR7(rsu-m7dQsXcxboG66$^OUOC^t9bQ4H z&1jOMEvGxI>utrFH943_x77FDeISb9x?FxG8-E zhR5OA9;6uW3Vq#dt|jcAQ_q#c3?{2F-*$PX12!N=`YKj*vP`FNohtJ~K9bxllkfu- zcfgrV%d;$g?vFhJM+dANpv8fDN+8_?)`iv^NCiyhNPJ}Of=7`TFOk^o{aSmf9586_ z1fRTyb^397ttN`)i=gZ$h#oKwchWFxsM~4c++Ncd2JprvKWPkUol6K4gX$;B# zwkZ@$P*;hLAoznN<^!G*fv%j~MCyJ$IxedJy3M)<*5VAt%Cs^8engfo-G*QuBkguy zu=q7o*(zL&$K^o4#U79u_vicYuV?wJeDd zSc@k&Nq&FXj<}QhGrzJhF8W?!H{Rgmidfxac#>>ib-r~-C9R<~y-5x82w=N|T z^eW>YSx0h{X8Ji-)|9@aN=>+J%g?^2hWa_}x~FvNt`g|^yzu2C-#_m<9_?qsx+A_AgRAg# z4#^6wTkz;GpF&i+^=aLRzE&!x0g5`vc>OfM=m0LkCvzZ(c1if&f>3l} zNrX^ZdSDOCb&idVb4@M}t+z2yTDMa?Q5UrOQ*#;&4NcZEo`tK6C?H)1cb!bQK*u?X zP?{xHCwxK1B6v{3SV3XB1nAh!Q9E-r)VSL?k>!{Z$PJ}XwD1G7e#fXk!LIDfdG2ba z1$M+s{zfxc`ebbH(_gn51ELJ}7a1G@aip}c{}3C<9;Mg7gyh=fG`n#Siv2PuWcnD{ z$+#L|I;4@{dwm}*X(VkglxY+TjVC)t;g&G=x|!UFL66CuMBSR{Gisbpwuo7QnxYfU>=_@b6lD$V=;Z>n?8d@pNj9eo*w9-Yd;eE5RgG0 zuSzHS2qM=7c%MAG4)pMdvj)yPTP#+ud$4#BCe>JU$q7bgn9iY3UZBP0Y=m!E06~DL zAL;$wG#!5TqKWm4&-xqv3nzv%tn{0Rh6v8=t-jK5Jx9$2(RZv?r`w0lChb$z@n{k9 z-2D84Gz!hz8HAJ$3Fa??A0ID8KU2a|o z{&z+9em%$ievT{t&nL_N?+N>VSMqbhb4VB;Fq%oVkGZl?!jQhKRt04{)q163ba92f zceo`A*313$DMZiBQi+^G#sZCe@Uz4OGD*$>43c}Wk}x^(^^=YU$crrgy6y13@`faP zcIkD8))G?o>zx%Ee(;R9k9<}A>L=rDl}b(gyF0MW7ED1_TxysAIIh!6sauLLl&G79 z2ctjMTuXs!eGo%&*ySDJeT?L_jEoF2n$L$+cX=U^=M9S( zDi8c1CIYDWFYEZb+wHb5f^hGC0Y-Xq@stF>XMwi*n+zc{MZX5+e^lW&p8C(OGXU@J zz)Kk1h+1Cc%8%QGi-Zab{uWkmV;{~3D_(U_Zu7qt8%6+eUva*JH-8(=9;T4I<(^w@ z73a~NvJ56lmN+uDgEK8R56+~3c$$T^)}^z!Nt4T8vx1WONN&B~v-o)^Cxq95e${4z z1(x+9$;j{BCdwR5z3OLO?$y{KsK<;_1xFxJ`HG-L2VlxIII0G~qJ{9FD+=ydtr~l8 zy(Ia1#c(HM&H1|DHmYPTh`NGH-D>>QgGg9wp?dMM(b4+su4Gmy*z+}d2H zLqGk*pvzxEhHvccb3CJ5<$SdMt?mehjrmwo)PfdBA7kMd76T72FVQG3ozo|N-zEXC zV}RaF6^{I>Xo_5aM4tW-o~RFt{75xcpMgeRRl)0_0us$h!n0-s7VwpUEx?bIfh}XG z{Vmz#N(qm0>XslF=f6%AHY{LU1C$jjzH|&KjB2KLAp;j_uSoKU(<+!pf4}~qB5P4j z#VtWzoProqr6g_U%y0K?>KT{~NuQ|qrKPay8jPrIKhvEXWtx&B&&50$7%04p*spDy zW{(mH9a6h$!=(~YhELX5x#-X7jlIpJEt+?i3E3&8dAHXdJYBcoIQl4OE-S!Gn1?J~ zgj2<=zK*wqqo9t2`I;Bi^wg%o_jNj2aaz-T+7{2UElvq;_GYP~u$j_hEAv|+iTs{z zA&wx)kY3LAG-Hp45`n=^T1yF=sm&(0TJ7kkMYXVREMZb=e-ubY}8Z%$BByvPN@N z2-|IOGTl7MZ)$66&1eRMLKRiX&{$^=#+F4FvO-pu`hUFjMjlUlX`)s8NF@=8nN*{e zXF}Th)AOBoWuX;gcA?0!UNeaG;B(wxcP_VX?P|ebEjDg@*uJD|!$(sDm^f1(V+Dcp z3>w0a=i02MtS=Zw9)b_urbfW)ua~ixxLEOwMK_W{&4@qH9y7@-3yo%pga(3>R!Hl6 zjE!6^as*T>=Z0%ORbML)N13C1Y0LJ_=KO#tv7LLttsoepk*@2|-EzT#FOcGO8|IC~ zTdVdPJfQpOo|#;6nT<*KIfy+yvPQJ!g5jydn_kZ=qoU@+cPF|jI`+c(PbLor%^stG zvb~e9?3Q+?ljs2rCiz5yPEQt7p4oGqnwIAE(+iyvw!bIu+la_L6gH(s=Z%qRD!{vv zB0F6N3t0%t=)|0R#`CfwqT=%6Kf_@m53`Ed;AB;!sjoK28HJ>*TfNg~^w?@BQIG}# zT9&1JK?82lz?+4s;h^_#crDW8_4p8+XYB5F*$_C%6+Pk;gO0suembE7To0NRALc*- z^H~$uzW_i1Zn%%AfglcElpp@|5bh@vjgefCndL`b1#y#8j}6Am*dE~*ZzI#54lx`U zQUAswkqaN}MPFnwP$24B?db7w19jK>Q%(87cX!+#?fyjuL5`?k;KJ?R?kuhL!hkew zw~&NJu!gvg{%EBHEz3M}-r}0{=6o&%_jl*u9v>`_QoX3v6Fwx9h%*FCigthkkm6paz&Eu@)T*o@q>lw$q3&*PY9MHwE!R==ph!p}l2- zOC*@MH$Q+@(jViG9$J|K`zMt0kM73qWLo*ZZ8|deZxh_#UHS;wx>o{XsEcHE zAcbp%(Zhq#j0C%ye0(D$ zo@;aO=Al$hAo>H)>K{$|%UQePd#T(>A`JrZNLcyU-71BWkwj|_Hn;|`5}E2ChaS}D zv+IvKfcsnA>Z#;vt?xIY<7|-<)%566k%uAJG%@lO##Y{XdV0|@uU)!{_2)Lfu4V8=P>hO!5egci&T`z{59_gc*{&Xj z`2eP-&zm(z*FkA#vjCsc?-o-0Vn{m{u~|ZBgI*H&>8(vB>skalIHG_%UIc-zT_zeQ z1i=&a`9T{|rl;CyV;}T{-dcw8VX+}#Rh1{=%^IeDlJ`GEY_g>W=Uzp$*h&siwo>eU zRQ*bmEAtdtA<2&r`2L{v;A5eYD^`!JCs1vKnqR5`lka?g)lMmc4r0i=WM@cuPs zldjCSqYTdA8R5#Fc+vZ`bwhti2AHX?XSH)h>#X{y-7_8Ui6LvyZXXlz9W<(1Vd^5*a*VUZZySL-^s1nb2(nwZrxbKqr#D9UUYfu#1a>W#iAVbSk{3Y5Zy#5H z6|k$G<&Ks5s%pzPKY2h-ty2a#AG3T&49PB-SqZ6Rnlm7oP3zo|wB2G|VNKQE4PZX< zr-y=ggKp#OSACrh5&%n-w+9GBej7wa;On@{k<6eX@f0(ZR6xErrG1JuzT7~$YpQYB zF!o+bnhakEn14cXv`qj`&dvB~x(*L1{yGH^!qY*_&{S>YCTt2Wa(!xq0}M)}qXGEH z^elE;ay)`$Ztq3TV%RkRT0ayc!wdl+-1M_vCvtY z)4iPOeo4HaJ(zB=t}j7bUmy{&us>5!q$L-aamjrpA1k~INC z>bF7aAaZXyZv|QCZ}m;@y?+Sg2Vbk(o0!0@DrI8g6)`5MstP*B^Fc1?HWhE*Acw8f=d<}9%hq{hT3onHr+SBui*RWQsM7P z;ZeUoM%+egbxPK1dU|A)HcAglUSbh*;4=ylzk*6(o8PjA^e567W#lBfp`Cw}mlvp& z+|H)TDH(5Gq|}%j*LqZ>Uwc6Rfmt15_4LBAP5UiDv`M8vNmlJ&7`v>S{m2inX*k|A z6Rw}*-rl|WOrj`^D_!>*H2K9+ojgwD!4dM|(my&hz3Rs!5qK$<%;;*Rym&eq_MoX* zko}$v^x#*4mqyb`#=E_3E&#X-($HkNg0DSxt%e~uWT9wJ!E3#fVhP72FADH~BdeMD zb4$+~P#_9+a2jFwCM3-U-!6ct7knX7Xa5#}*k@vSK~$whJHH%D1YWgmZ8R7A#V=l~ z{+qY_!pY4nr0vd~#;Sg=OOV#NOZ=^E>rp$_n_*7p-_J}=wZP1z!X_iX$)#(DI+S1R z4QxMKH-aj4TBSsnn8IW4Q4m6vRyRgic&=4WTeg-_nnPeK_Jt$rGJ@=MytUog5$10v zD&`lk{Y*~WL-_NA`N8#PO2iU@*?s{XmqD;kQW+Oyguq|xr~7zJkm1qp&wO31P&p20 zm51qv#sSBn@+Xi_gDX=ZVXqVT&Li!K7BYUo$~*D^f|LohXMBw#yPI}{PcTM;9ontM zg!9ZCv(sdS3>22TqL_nzeW`C-!Ux6-*B1!6L$~KHtpy;ZV0eY{Vw~V7+Z)DibKq~~ z8z_?T5h zk9@SLXgwHOdH_2AsA2mMLm5YKNOIg^lwcn5a}P?oA8Bp3+ojZJq0>VREJ=txljmlc zcJuRe`Lz24)}rN^jLH2G&^spSr?Emr_6RGs8dUzeQqVAH$DI!*d$Gu_j&5|;PGS|= z3>{KwYy({i%s1MZv~&x)hl2cf>I#w9>0V;A;sk+s7~7xpp|TNsg&X2aF|AVtP?)IS zbK-I>LnM#M(wYYMrjc_DF?V*K8(XJugH!O}xMsaoT_U1njb%PVpA72P1fYp!uT<+Z z%W3c@DRxoNWr}_tcwSc2MlrDjufjOZSiu#5jdIlTj{b&ygt-0Eq@Zkb> zU~*9#Epu=n935P*w2|{%PLAJ2*Mj^Ic4ETF1HgdGqbvS zq1-;;q|5x(u`8<%BsqH-nJG22`;03;L*e*dD#9)u$s*YgMjD>I#(Nx;Iv^j10Q|Sf40OEs zB!8XQ5&1K|LNnxIN?rwsU=~Do5@dtDPhL&dPQnMDWO|ybFr(n!GULS-*?Wiz+nL|` zlw+|y0j}Nk+`9Ip($JQD*F*S(xW8^zHX3c3-gMoH;4&0nS%>N9RXH0@YaN;6GEhN> z{W-T_ZTEknv-XGhK zym5Rg7jFd5_)r9X`Y^O_TNtNr83%;WKu+1LRYSQUSYeA;%FiI!QF)DRc;j6j*X8wU zj9}7&*$hzR+STHB@ME1W>o-e+Jp2YzErWCavKMn;&4IQ--Di-Rru+iJ#A`Za`_1Ql zbzo

SU=F@Uwb#E!|r&dF>3d;M7Hd3KPMVz`%0}(s-l(Lq!ha@V-@-L6kC26LiU) zV=K9iamvbi4N8*_8V#YNAG?&?)7Kp5LIY(+TJ5PI^VmntU^C#d=$KN)m&dc;Vcn?E zc;m&Zj1T)(XmoO9cT2FB#cI{!#+E6cRf?Xk@ti+7WO-YoLA0;-ERdZU))GGv<~?NEZU9VDwgw_C zOtK3d+S5Or>sy~B$%>oyZnYCYg`O}APcXAjgjTwq{b|MzMjfHX*%B@3R&T)k!(gn} z+}>8kPsI`XhQy-SJd`w{&`mwFC{l8m;Kw9XtMY$(ZTR=fPv)o{WViYf*1n>CcIaUZhURj+@NV>JgtW-$d2ZUn1;*O@ zZByrErFH_kON>&8+;WI8ND~cFk?;jBf?_|7k~i|RcXhUB<7Bwu2hHrdz7jLW{x#9} zK7LJ*wEW5&EMcfe_X|(n+oY|aU#}R<`jw+#(Ue#Ib1zh4I#G~&R!=9RPa^t|G%_!i zI+v8Hz-$g(HB^h7ialKhrGXpm*6& zibDR(38!JZn%!YN=o9yB{KK~>uaBj$0#ue(699twV$pQ*j}W#>*ih`M(zoH@)M;>m zQ5jW9+mg~z_%4R80D6W0SE}y>2pcU6Y^LuTawz7Bwg!(3HWJ|dz{k1Lfgw^ z$*^Nu{AM0ZUkDPDF(X+~4kB|Ib1FRqLXO6&8_beTm4qU5d&^iF@lHm(nT&3qync1H z4^fVB&18Ech#ka}QYwXk1IhGg)i{l4TPgQ={7}1ddwXkQZ{uKIYixZOK-Cd0g!!?cj6w#pjBzdvSwDK%StVv0O-S$ zY!pP1HGFaqJmg}WYS7I7dZail6&Q^}BNL~h>io?}Bsef{OjE(Tax%n}S;;j7*8z~g z!R*Hwnc>`K4@Y8B&&HqIELcC41+L>TlPV^Q!$p9d!5Q&{qDQ@@6bQ z?ToPjy-ODrOyv-)N~?&>$5q56=w+pkZUq(rA@gZ(I96mBPFlaA0F^}}s~qyQ1)&AmND-c64yR z1*2(ua2Ay8$AY2B(P$qN|jg%c}B-_a+T5P?;x-t9ys z$%zYOv%607hDJwN!IDJg)qfWin^dpDAgVztSQad&?Ac=NA#d0Ni%#P6tc zbsYz%R))I4k3-7Bye5xhlAl$m8R^tYlJHB?B2r(D8Hc?EB?9>eKL!1oqzpF~|1pKZ zmnO9_0JIwYrJZylIaTtq5B4mz*h{TL*kn{bihFK_7kbc{72q@s4Gb(LcuGj`5YRHk zn$gNFw{teD?*eq8kJ4NXx17G}C(pcMiKu^maB}N%Lc^iFv1$H-Mw&rT$?NBZq>$vV zQ=al6P}ez_(Z?9n&cE--njR*?B4DZM(u=e>--&Eh8z+1*uAu9+4HnxKtl$1&$V(#n zl-qhcO_g7D6Squh_(Yo_znU6kmp`7xlAYM?EOPB>igNIcY1hkn{OigtEW}Z7@|ut7 z19{wmjBz7b>17(7eF1?@45KTYxP#SD?58sUhwwerP7*@T?u{)C*)wx)j=CRh{x?fi zO?>RdE`z9r&FumxCpM>F44LFF zy2olfF{z~MK^rUxUhwSmwlz@j^JB$@CCfNX`pZ6FTwtQZI{1Luq|sH~`S(QNnmG}T zIW))^THiA{7t`r;&aH9lp70Z!D0wE>_-o;a;bN5W9cGEAISF9)eT2&{4#XR;l;g}E zI7LMAp6SvQX*Rs3&>l2NpeZp-LV9oC2P?KWV8S8H2-JDFynMS5 zPk`&zZ90@j1S`MH$gXTJce7OA97UNzT_0@ILvC36aRVBEL=_un4rxDr+T7A{V0B)o z{+;Ep9{6>@>lz)>=|B5$C;n@{s{9?4DDZ3ci}<(n(5nq-WNXZUXeOvJK=7BiiL!}# zS$JdryKEg%p#2mdK{!p!!ALpOtnGbG7$_dhWuHpBtX2NYC&Dsz$nhT4w3vrY73X6# z)~^O}0pD4Ax@E8J-crpKG7mOC1v^p)UFEZT>O4c6i#i6AI*(EXIdRt+S}m1WQIi+I z|JL|_f+iDu=l2qgTJcf{@!*ia|H+vAyVuuMGAbvZkItzx(KE{&?ouLz%lIZ|tOr%W z>De_akSKp`_G<&XxFX?8Lz~ng=PFiaa@gpZ#z3{pX<(Nw_Z((uCoSpXLkKb+e2@{& zwb^U0{}Of~J1R4}vRkTjFg1y45-OQat}s=!ujW#&;Q(H>pxrESVZ>FgJk~21jnC?m z$PmYk%u@&>#ZAlOq28nuvlXwkB@eUfo|tcJY)n;800ZRr;&olVNfjw}#f_;xQN;U_ zoyX_SJ{Pgdr00znv%BfEiT3^30L%<(YC`i%U~8EY5~F{m#}@(Z(I*Ib3;y!X)OS@T zcPV&|0=LjnC~3IkUZY+K?Cw?v{|Iwj%9ueFThp|Y^?fjIyu-@hxUFPiibPd~7l2Wp zc00(56#>Z~I)bk70DG5Lfjt60gFT6g0t{B+{k43>x|>*6(cUo*2K9Cxes2=$jTWms zDpHE_hTSLjxJ!2M1waBr;9ZZ{Q!$9t{b@4b!705*XNXbMoz)b~&<}jbeC8i{Iegyu z8A?A)Z>f&!)>CGsrNW-*3blSYFQ=nh>L>IqW2A`-CD1FQS{V$Y=IuR@U`M%*bhHd@W7tea z1<$svnRQlwnRYdb4V{@tC8#3=S~7^r#^OR4)$R4aqjwX1^a*J|2~K|+uq5sT@o#Wt zY6Xyp4d)Hi6NZW`-xzObyoVslB#a)Kf@*6!XHT#p*l<5B8ZgD~dqrGh-iVo>x9tzv z0AnapBAf6)gGG4TS8~9Uj4W%1v0kSe@ZwYBRkmr>NEbgdTClB~YPtYPcl#wpd1ol7 z9m8%{y5*Bd{|KkmFz9|wPF9>1aFPt`agGA);WDj%lm)H{N!_kIynz$)_~tMgw6;|@ z2V;N?QB5ef^)^iW={Web9bux}vA>}LB&j7{v}+Aoo0_K%d{GB}&$&u@YqBa2-naI{ zgRsfxlw_yYLtAmRW64zYo0JsQu=^1O==uY|JJ3Gp!O)K5EEZ?NWR*}v0~@6XOcE%I zO*_Ccf+|j4K1uvQ8fi&vF^P8AkaSu5t~em-UGO9m^1R~XvcN~zgk7Sz^dI5$VWLzi z5j)IV#SWN#+uvx2G0R-8!d~U`T#!T_kzowa%3+LmcgGHD?;zhoE9%{$Qb#2x_vm20 zW9_zJujwxb&s@s;=-5Y8ye}X8NHfB@_Qwl1MWMJa|Hzz^eJ$=zi7T7`w)Jno{}$oB z?(Y}O{|xw4jCzpiW7%wskO*kUS(ylcZf-sOyMOiR1Ed{!vFFP(YhQt?28khvetvYK-!!h#`d2^Fx^VjZy@mDkkDBpOO>lA!0)(*dN ztkk#%ee@6Hi=uUeAalN)0!0x z?v!SzwV?(;*35R1u#txlTl)i1mi@a@@{*PDce$YQ))%uzD|`=D-jE%kYB7?9)PQDp zfFx(!-og+VQ2hv198x5z((pAcVVFVwHS5B})R@`vlNWuc^5xxN+=0u>X=W&Q8F7eO zRyx9f^utiMqD3y4mo4ivWhPvOK^o`n5n=5yL%c1V{;GP)xkC^XAxM|RJDaVsgYd(* z;XWoK7ZNJx`j%YM>vU%KI|r?&t@#_dOoHj;M6tCchgHJg(hHXE-HuqTM7`?Va!UR; zQgF2K;N8~2=zP+;%hB3nQiN@G?}Kbj6(?IxXK))N$h-i|F6{z=g;-a&9AhFNs(x(N z0Ak<$taaLYi}0rG`O`Bo0vRif7%U&dzi#mD!w$)zY)80^4R;O$)eU$ z^Yfk+zq@dO`boDM^vYJ6{S;>WGNPH-y3PX6C{+(V>{ZfjRcfRm?j8?kWoLsCTQzqF z2w;fi_sK2%$`)QDNP$0 zi>pZ}_9@=dOGX&;#eNl4WnmE``YILCWT-kP4J4kmXo(Q0M_FimU~xNy5R+AxTjcJ1 zI1_dASEZ?@C4V^-$SXExU6lCVY`g!hC_xBUK9m_VIBL#40y?LmZ;Vq-4yi5=x(yY( zlNM3tw^WEJq4D6qYzUBJP$04NMBf2AfZ@)LYrLKTXN7UKvvPLmx=c4%eOwDb3aIM4 z`W_kb`8-KGXRJ4?PyeXxh1c3P%T9S6;ERG%hN$7t8c5AyTK~<;L4w!b|33`8zj-Dy65I@L&vBLZ_w-T0QsL?Jt9;W$PF&f@3!oW-mS5S}?pAOQF#7UV+omVj3oBos~0 zPoG18NMOjPUfMAz7lvjZ9BOBk-O@6Dd;+O{Z6#zwQkhn-~r*of7z>zT?YkYX=OwPZjBEgynHdms>7Y%-Vp5fJChAD^7VF&P%y$G&Oj_?B(CumXWY zkZ~o1A8Yn!+}`yyQ5npJKA}oLlmQlEQC)QtzkJ!PV7*vQJq7EfGmanigOaW z`y60E@hA2Ls@@KyWaPu4?rhz!3h;~_6Wq@3QyKv|_R_m$P3VBk+$Bx!vp$Z3al&1C7)-hhpp`?FKOd^^jq583 z9=MeZvW@K-G;(41xKwT2Us`5GO~M`)@q2#a&+GaT0t3_e^*dvGnsM8HL+3g~kMf5v zEY4LjM=x{_*2JUMzH^QR?bEUJO(~Y*s1Hgd92@&XnT({9Z~FC&&ayR4NQcV5K7&K| zagi^_XY+hR{`sUAcrSkZP#oBQH1_}GVf|0WC1%i^x-DA94_2p1DXxiPe3JoGSSr<_ zKUImgg!DU-l0^dfl3{5qF_7fBzIa%e=pqR0n(C79^#LxrjoWd<#3lp z7XF%N#{SOi!n|(+bz;Sz#wQ+WQHm|v-?8wIzB>6otQ%86i0-L6y^=FW>1n^`%qDbt ze(-$3OhES~2#k+W3tV6wP$Dsr)BJ-Mm>4RNJ3z_y#z2}cH5}KKPDnQ8`sDQo-#^`H zfEU*OeP&mZq(`A;pQVcw8~r=8Ck&RW)QHJok?8^H5iY_fhJb&_P^$u+NF7$sG|}k{ zRNh9r9|5544htlmGoP*V_<1DQyR-|=r;+nrh!W{PT##Q$Js*e@*TDP%h{MnQu73K~ zzg}y%arQ%^8i0JF(i4S9!ft|Q=(`7D+t2)Q71T{`-}X;wQ3XIglyVb_ok0VeBQ`il_aBiTjtd#T z>|aDJt{eDC^>#d|fwX)}t)HowCJ-t2^b|&leos7Y2~=-ZVc8uF8CT}1?-O^931CCf z_rU0Ld^75}8LIPLl7Sr=5*pVn2E=PgCo=HChG|3#5|x>XoETB!)cx6}srMu-4sOSPcUKBEOP#%-COz@AYoxix(wI}XgDpB!M*)r=vv zV&E1!cII$AurG2v>R8qAo{9d_AsRMdxD&+AK3>II!!s#-OV}ARN-Uh=gxL*O8DGc# zvAgMZXcz7Q=rLs0Kibc7?XVEaM+k;#9$&T&XLUMk)(Mwov7p-90=;63uM#JD?8&hn zFZsAeITDBmsHpCeO%gFHuQ7LLCz;pIWptpXu=Rqxp9J(hZ`a5wTNW^5R6{otg-orfFZKiGAYW+#DWsf7y*=eWXA2yA@L%f% zr9+q7-)b^k@w%zTsJ}yFDAo*msDutCcKanrl$%(-A?F5jv)qN;*xzRPP&YNhC^l!1 zmLZ9!g)&+?sliv;xBihOm>gmtR*)kdLk{o$h|!E%tt4%eu%n@dZqA%4&nb~I%CjJm zK6caM9C?5FdtL;GwI#LgMdX+TyB`@XHVvfC<&*ANf-@n&x0 z?%|?k)+UpgqY4U{s!~xa{3)Byk(ET5R3MumAR##JK3MWB5A(5d%Z4V556$1kBFrp- zqz-5w$iW{aS(Y=vMMXvB5dPOlqdM>zyU!V~vF1S~<_yh5Kcc~?<^+UCDH|j}E-05j zlK9Il8+Nfl6rJ(Aer2v&k^BKOl!6j<1ZQX^-F8RCJJ6=ZHJk z$ahr6GhQl|1k5J{fZ(X0(2n+*?eivGWk3Dp@(E_EG=erBgi**SVP*@wKtJ__TnAW4 z3YD~KUB@rimCnWOogbPu4m0yI?l!vf^QvkTPrHTe{pBmi;qgjI>MZBrrxQbSajJJo zWh<%K>_Nsvc!3$YVd*d;=KFfwSCDQ|Q5K2h3LPi>#Vb#(2trGxv+FwSoiBqceqAi= zz(e(!HA*uJ#S$w4E(0)ls~Uw6-%Q4m51W7A+>hd};)7@ljQT7&!s#Bvd3aj5P{kr7 z?wOaMqnx#$aE;iJbp#AkOO;ziW!(}J`E&WVRqHy3D~T7sh?`i2ac6w5YYc(rCGdlxt=w$co5)IUXR#(srv|P!^cYC zVceK_+H2sPzzDc8J{LSM`RxFNDyQ6Ycml$T%hYe@tg{>+x?;4K_S*@1tXLm2fhQvp zK!ol1tnmuzzZ%W@Dhx3-Du@i+E-jj7?9s%pYn4M!(O}1eDH)aMfdz$iM#H7RroHcO zUbSI{pU%Zo9U`BV{DJS7xKQvoV4|CJibGSF>H`}pSC zbnE8!CImIN>;uO!o-oDvjYa!#s@uKoA_0h}ulsUNa|ID$ebdaw7Etr@nzL3aNLw&47C zz5iEoZ`4VqT7e%+naWxTkGo12G1mlruo991uV#w^&WGVp-q+TW>(3whsoU5C15YBw zV(h=1N{N}0#wQ5q>#0MN06L%{)x6;}(U5K=jzqSm4Y!?m@hCcsee&Tg#Jv^=QJ0lp4k$VMb68<0b`Tx(CYv z51iOm!?`G^sE9PFZxrJuI6_j$ZzGE;)1tnGhlmSFy_06}->6x&Gw7M=80Ly<9gyEC zbfb)_EemAA2&IVM(5D?^+7V!6(D-%4lKz0yb4L4HM=v%3OCZya*ii)EYs9nz^`Aam zi{{mX4w9(B2HN35wcHLsmpUn}d6XzI<%2xOxbjHxAjvq_*F$KY)8nS|)^SXEPR-le z7CtC)tthrRSL`tCJKBlL{t2feSE-Nl2-+WidFf}mbdk5Rd$k*)OieRAz5zKt{+$yJqq)Rw2}xcIzr6IMkPzTDrTdl}tvnUf19GR=#JSyJT-k%zXd zVh+i>W!zLn<;&#)2=S0+f8pq0ZSoTcVsDLjhn1Ul;#fxS4~mN2+k6Y@CIQT{`F0+@ zI*oznDO>dcP`R4dP#D_4F7zFdGd+X{Yu80h^yC5Ok_e^*7lDB9@M~{cQKH45iWyK^bj}h{ ze7ZZjc;(58r#_}p$fk8L9~$iMR~HKL0K=P%UD0J)fT3ZkX%mt7)y{)VxiY{#qc)G+ z6zG<D(kXWBjh#bxiOXA7!52#T#U5FNo@G@E;gB4EfSK|0Jg_$IdNN;I@3H!Q| z=nzOw8k+u)I*AvU|6R7jy+>E;U+8Z9ON~=N4fQd}wh0oU{=^QV9tz&&z5D~EV#@x` z^rZEpP7vKt2!GW$d5Pq||DAW)==K+06Z-y}0+x8mUxm)U+0q>UHs1Zu+x{#)iZ%Na z1#;7KEZIgFFYnR^c3TFqHV96U2@->LV1s_vh2-XnY05k3RilNe4R6bdx)H~sqWS#I@8!1c^?ZQE)Di^^IpqR(i$H<>O%-m-EO zq^?6rGmnWM{tZ$>a1p6SK0%FIB)!EHQ}STP0#{*@fO@NB;*usct)Fzd)Iw59N@@wc z7=)+58dCUqS9`kdse#WP{nC-74e{Yk(I`iuurhfVS33xdM$*~dXm%3Eh?re$g_%5} zlt)7CAsZB^#1TBFmX`qD;S8f;y3zLrJ*V!==%`W8z%;t8XC4P+@!w}C&_a<+OM}}8 z9+6h~Z|*yG8w@S79un{e-jKZ_%QBC_>!O)92lD57!4Q@b=G}StF|~ZOvK&H)t5K^f zcpiYynZ^l%o!b*!CrLL`(c2p`Uj&I9o&NZT`OT1sRuD_a6Fn%gLW^5`7e4h^svTZTOx4+>{C(L3&9~ z?~sVY>54qOtT1EN`EwyO@-~R%?po^V^3d`{ozaB|$<$AG=!HbC50cR`GT%Y-%ZjTS z%2&<%{l>)xwP4MPIq4{9j%ovt48m%^&uG{2!HsC#3j^SZs*kL!Dn`AnsF}C3tJAml zm9d&ZXN^WU$4%yxkg&x<7@+^!c=*+a1>E|G42RRjavhqSoxp4W?8jCx4GM6!`~(bSG~6Ph1aDth9qQ15Ibr5u5!XN+=W_!A&L=6r zHl@+bW z8h02AAhK!irxk!cz8HZL58x#Edry}U{H^pDwi!j-wOO!MGukgK)zyZH)ZL^07-dpF z2bCMh0v&!EB`eFCeg|3>x+J{tylGN*#|8VPx_QD~IM(NIxN*a_nC}LrSX>aLw8^AD zjWGQU)@A>CX=8L<`&wq)lQ$o2OGuH)h@K=wmC5In|0Ib4CLA|!a6zqysa-sgppAPF zXIJuWzUy+|;`f|_TkUCgh|9kV5hSEcgEqU=n7U}3?Px%s-Jmd_N;N2ra{Txe3Sm{RspE1t>dvE|AI0}Y0K-?A1esOO)K zoWEaz=}VdZf7ojO^RoYs5a)%ZWAHm7kNoDsPZ(PgI}v|hW5kEiVtR~JXdBxpl)koY zejp4Sx-j&GDkLxSX9i`Cb5)+=iNnPpY107(hSneq;PM>?ke_$cuIfKBobjVfV%Iag zI`#pkOx*A!O!4Wf7AV3X$kPHZ2 z9cv;t$m!*uG1{|?c}W>6QDu!aFC1y`1Gk3bes6+~G|S-(wG~Bc{?CtD2IxZ`Q}uQVaUtVo&l(^~xi;NT zi!bNuv(<^erO0PGYJ+OBvpPuC$NTvDHe9ENUX|DF?MyS{7l~dG=a!<9`Ags?9=WQ? zE7t*eXQ!hrcGi%`_`O-u*P0@g$}}Ib<-6AIf9-$-QlP)NA35yfs8m?|B3P_9#~8wWC`rmjF92+HZ`%TuVav+Oe~2owNF(6irj@} zdUx+;Y|*dKtDLeg4lJ96w_Y}H`Q^l+=M;7NT>IpK_zGo;<>&HO#+gab`KwHX5Lj%q=-|!52#BXs=QhwonJg) zk=)VwD2u}`?IVk1IETQxOb|Kzd$Y#pA}#VlXV-RSv==D@NJ!gdipyZFW>?AtBG6`BpcxR#cgyn zf?5WmsLx_CHZqx)AShAA02?oKZI>4L^8I(Dfvce)|Q~?wZ z6@y-NK{Z<+b9{f`_McNynjQ$3oa2Mg zNtH<6>&X!dhcoKuL!Jxt5>Z{?+IXe;Or!0ejL5%F;Qy@VX9_K(PA)v79urj-hX=pV z_(no&wm-X&L1?=iTw7l$o7eq_`SEKRM#WJWA%C=JsLwXhMkFUqpR6Uq%c`T&br)FoK3CkvEk{D^{# zy20FRs+b7R7lvP3um>#g@;MW?T1ZgNVIljoxb5yjEBX$fPX+f@TvHGu%YNskmeb6G z=pIb@IMwLpt#)RA%LeH%&R3zH=w+zMt7*`D4Pi2#u;7>#>Or0Eal$Z?RRSuG#7}>%zhTKOUt& zwrFK9E`4+n%B_b767lgWBHKdRr< zFx)%ti9Iv$yc?MAeEbUh$XF=7J0d#F%wDns&peXY(q4a6f}?C4CQLM%9DJhz(rF}a z+7ta#Sy^t%B+`9TGv%}l$-w8NJc&(AQy$^0MeoIe+hWNIc-XkpHeM^R5T4;ZT;qH2 zCoZb?q$2uu9Ux>(m9cZ(ozR&k_f7c8@E)Lly+#hPpY{br#e?}FZiEui5|X8EUmrak z@jc}4d&;;srtdv5@pjq@#K4j?2x1)n0~7NeXAPe3&xJK!M-Eto7n)aafZ?==n2X;B z@gd&TToYliE|bq$AW;1D8g9LRkfj2nh@}iNK=8ZZ0DX5%`d4(y-(3@V)pkSceP0eu zcNK71e&0}^@~wuD>R7SYa~f)@XYq9ihLc(an|}AA2jBK||Js!U>Ip4!f=s^kXPa{$ zA~FKeISPI#HnU_$`tb{@1N`8Uz_j?_1Y-3JQhqQYeU5D=R6xI#;^v(Jiwy;l$+b}o z!rm4CBMXK5XIIJ_5x~!SY@?6J z_0iaZO*kd)i5Kjj`i;;Dgp=~LB>t$L+h^-c9UbFpGOR|}v!@1U_v{Q%1pXR|=#iV& zXZ4n_^8ERAzb|{Yt}HF2YyH&07PY(jcD~O`^!9966BX@SE;t8oOV-hURcvLI4D^gW zNl7T&E|re)UA-6d>6JE%KTb+#Lt^+cM7rf>nJ$#yQ%H#$^=QjVM;_;$?~A2ZgLd}Z zdCnVJyyKJ?tm)xC#ddes8jm!C&T2+Jphcc(aXk|hX=K+@lwBPFAgY0Z8nbzUXB@+s#qYDH;EQS#rcS zL+$T_m0$R~vl|b-OA;6lt_Ra=sKqB9<^D0Xl2ip*N`|_W%a5$i2f|mmlUZlf@SRQ{K zK%tJtKVpWTlR7#ICSFsCc-+LQbhtjSlyDP_XW>J9+C8^=UPoC%HAL;E_E40$vP`>AV(_RB)A z!d|1xIdU~k>+}iBL+uc{{Rm3c19@=7-SGyxdy&l6>4#ygA5%@U5T{axd)3Nt@u7I} zbzE@glYJ+5u!I}Uw7l#qyT0SW4kdZ&1T5<~tG9k10{S&`8{e^z(SHn`g~M~q=0RvG zxpAvS%hLVf$bi)3atWC}tvtB#N-#R7L#;9$JdUn=$0j|%%p;==_4K@ON4wtR~ zs*jp0O(A{{eaXMR_L2O!gQes_lL7Izz^jAcY|`Rp9pALB>)aX z-k_t!;8#A?&V^u7(b^9<_90Zr(s?Lt>Ecgmph{bK$_+M6VV%#B>VOB`yfV4idIn|s z?(N95E{m*~Bz5@&LLO5-$<|eM2baJ{al@Ucy&2e6wl4nkj^W)-$1`PP{xV1QqVCqc zF>DoAE)Ct^`E05EspUmS0U*7|{Q|uPmg^}Q!nA7Gl;T>P>N2fj|9ZB9!r~`5SIymG z;=(=eVfO%$M5eDNQYQdSL+_&X^0l;G#a0fL2T2+%cgx8oNT|!G$A9$jzhZd-)-JYx zL{xJ9yS(4~cbe&6Fg#hg1f(CY09F`xFG1{HVH30tiSDw0%qCh1p`pd?&}k z$iM72mDTn*7WC#o{g+uFKf^O9AJrFtSL2%Jy}&SHmG*5t@`ZW~&uEjoUZp?T*VG<{ zubq!Ws$M6y`1iwtTtZ`2e)_8GYe?U??n^JC+4@=WBi4kmAiZD@g%o^_tKN-Sprt`@% z*7|9}i1M)i|VO(FD_)74X@*T`)Dc(}Ti!G(9@UVaNSRgcR&;&)5~B4A`MX z``#087*l`%S0oDp92YH`4Y~uck`m$atXOSQIPPtWy6u=et+GX;NzLSRdLuom#=W)X zrhPZr%Q>@3qyWX{^=BWgx+c17CNf5W*GDeDjx-5?%UNx-+AP1+81NLC+|e@` zH|*V4B-{3)w*1nosznwTdtO~sGRpB8`{D&7K7USjrNa*bXYoM_TTxTZ*fck7;{&kU z;PFEI8fO7_bl}jR%gb@0leYC3&7sX#MrtkAe?IOG=gJtF5QZ^PPjy!wxQ0AH%x3=T znb4hfWX5G}sr3@1NL?Vl(oiC*^cZ-Ngql1G8iiSvAg?#^3bYtFc)52at4^35KI%9h zPR;&~Kk4};_vYzC?ogL$5SpMwma1HcoODm=r=Gd_zUi5sA;+#>9ixH(kylbBt4E`I zhRGuz1ta7Ol)XVSD6~fFNhx>Mr9V&qaLE|g#js`g@ z4hEE5!jCx6Kc5>|dPuhV>(1bYeHl>3XZ}}5b0;{iGB9DXYhtqZiQ_A5DFwOocfK+< zpeo2+K2IuN12;M3mcqOs<+7?)UP8k*d(z?n%_1OzDlZL9JZdG74gBMCfs%!>mzURy z@w*iccQkNiR(ae)PWA1;bo}ZcN-b(1-}8eDDV0l1r@1-M{M0k~K0lP0q%M253qm zcYBU0-w*#bIdRE*78qmMsF$!Pe+SU+^#=a~rk%>+EjU5R;J4t$+nh8epb&E~Nt?Do zsKjz!atlAmS2$hKU4Bf>-F6FnoqPlH zyCL0PJ{T;%%~fuqSV1q^f)u~b6!aIT9BS}J=Y0NWY}oCmwWX{^U}BhOvjfN-ICIAX z*LK-okziP(4aF*fFPDoY3S1yuU+{bY@_lRSTCX!qww(Xg(+O-*QY-xi2cDSzRf#|f zd_G%fCqOmYFEY@C%IvSWr4b{=FmCX$JGsl_XJv3WZT{hE81g-J>p0H905knQ0xN9u zx2DBgBJeui&2bJ1h`!C#b^@xz@4h8JgH=Vx7%N*nUkvE{#@bTgyKg$RM9>p5Xmj_% zY;?|3R8&lrSl%2whGwjuRO;XQ=atqvCAFcLuA;{8Uixfy0d1@FhNu(DNM~VE5!w(a zHEcs_-y=TD{4T1^x-n$b3>okJa>6KK>U?6tTv^+(!1HMYy}tDlsZx{6?&?_F=%HcT z`c@9;hRFPgZPYNp_I_pdP6;Lpxj7)eQQi`%cfM4}{aJFKLSZzG$j_ZnM08pME>iMf0xnGK%vBeLXqmTeId%B;FsS2(nPal(A zrmLo(udu%jTJoU%6p=0p)#+U@}TI505fcWQVo{-Adt-r>T*m< z$SB2?DDHFq05>_g@gCnhN+u#l$_K`h;hkg3;$!{%YoMK|vI^}9#C57di-ollJX1m! zlp4VE?tx+UO3nR%n}=dQoeV=$0dY~K6r}Xxqw!0xJ6uywP)dV;YyCd2%l4-EeP{0W*+Z>xv_{n9OHD=bcXX## z&vBR~pP<;O)y&RV+I@Kzp%P%7_>9iwW`Xf^1s@Mh?1@9iopxEU_u~SDcN3gtlGA5+ zB7R3ulfs7ouh=e)D2`@>i%V<9+9M{OB$n?)jOh^iw$G&=$$o-!?s1=4kWAZu&3Rm! zlTzC|Jg1d?-6-JyD6wqbxjne0>(PhoNv&!$_nG^rHPe3DnxlAqecAHLCb&iOm2Z3t zY^8~{=G5GoE7hkX4A5xO%laDHMUv1wGrY_K()8!sPOWCS2l^nGU>O4GORzYtSSWf3 zaZapyNa%OLR$8p`@u@^q>AeO&GWEWn^iMeNnuR;Vch6_&m4c9s-PY5aAE$W0!tI)7 z#Fd7?z50TC1>*`tZlRWwzVkBDt15FM@j+^}fpZ{~w(IxCZ!l2v29XObU_;-)K66$O zf~K`c8Qdef-AFB#S_S+{yD1(Ife4A$<-H#V5yY}q&XKf`A5s|eq78)Kz6!AxS0FkK ztCa>e7wUkM57n_-Vn=xKSPu}*4}MKdN*Cxyp|pj3bp<`;ePW}*7u@YM1^d*h1=#xixhDxR4 zDe!llvM|ZA@ZFb}rC=@Nt$kq-bd1ws{mb!F@66>=^B3t^W_jMv%1@3MH#o%_#Sjl;MK1r*={H5{l>*;=@{rCV^#UOf+feWy-cNKECaL)URn{SZ zc>jHXe|N&hnG$?Bca1=Z4D@vh^hIQ&(j#Yq5p1D)6@A3k0Va{kE+>n2*16hjTt^rp z42V#u0u8W5tCOui35Ot^(i=SF>6U3@Vz@X)op>8mUja#HM8{3%LEdj}LayU?^McV} z+QgEf9ji9Yf|&DRHPa#G95GT=P&Iu|7h8_M0$TLdu~EJjlc7ok6a=&=!C*F|jK9f@ z(ue?Ej5OOvmh*2^y+eb8i}n87SpgLBGjx-g8>btm>YvWAA+S{CVD^+0pU3;if+QH? z)M>EjDt{B|Xz5A^?J5}x{1BD>tfZI#ojJC}3JQG_qh{m+ z`^xhh9b_hgZUH!)m46c@8i=%mu+f8 z;~{RZFFDI2B2&mi%tVd2UNc4W4(6WLKKZXjT|aXh}Ub5HiA@-7vBYEo}A zmE|J=FSo@?%$c7LlExSBF(?@oTr*D3Y{%ssXp8`GQ}|=Z+MY#Bub`DYk4(VWZO)D| zGBO;NHCNlJxcK9P%jSy`-qw2D`A2?>7@hXYm@&wk8uPVY>18-UBLU( zt7{;db`B>J7lAS>0hB=x0&CZ0L%05yV_np5-zIAa0B^Fns}oV7~$)b3h=S{jovY~Co$n! zw`2ZDhel;2XEz&iBCGjXW5lc}-&Zpm=}m<8k5BB~9O#!HI+cts)tKtsOTV8WEkvyb zg+43@M<5mnl35Ue-JC#JCUE>p`ZmA?o(|}Awdo-FhyvpU--LRNI>|$RYJzST z5&}aUO*3jkB*mD?m3jM=noUGt_-X3y{emt8^3roXyIb8;>6+PB_{zJ>qEIJ_pJ+P7 zL8Oigpkt>8Y2*#5;=Vg$s?788M|rida|>B4IJBfNjbtp9Jz$LJVv#h4-n;}XCakJ%8l?h08Jm#KwS#UBn6>{< z<|mMzK{w%*mWcdHut3(3O|lxE(8?J8gqHN_>HAtEsEm0f=hU~ZHq)p-MSFtbH^9AS z2ZbV3H~Asr$-tN!aCQg!;BwaYD{BlzRG+b3Ddu}Xbr7Gc_8SWYY)hf18Gewpcv>>0 z;C4kTx4Bww2SmB8erl1P%ZIZ>2F~kY1o(9C$C=#ZK)6nr9AU-JUA*1qf}Ozy1`ifD z3BR^gKpP?7P&`OezC!eppzLTXb{Cdq8#zxx9ZQ&62rXN>?;2-_qjB)E#AdG+@v>9ugv#(^PD zdVIO=`~c%}+ja6NirDrd;qcVO1LGaxyU`MiDZ|5mM#1#O&NvtHyDpWtw-?1aOt zZGBh^i;Zm9%Eop$>6?+R?=mdlN&EI9`rf!G=PiaAp{K%Hx7pep9(Mhwa2}r+D{%Kz z4z%+g7m4kKJ|1Ws5-ObTNd_rCYgL{X3kis@)w49_0H5Ad&vgO;_PX?=!hJ^jPK>ww zZ%nYUo;%(9?*`IK@PP{&xMiz+dd0=iKwCI^u@YZ=!1QyTScIX|$_m4B0IBKKKx;h) ztLmI}l0NEHiASm}g<->&Or@MegYzyJP~Tn;{MD9*sq&9P{ykhaKw`sorPNmF*`8-` zDDq0Hq<<^WcIl*Kx`*Cg;DK3Uhu%-9d~lG^Dlkj7Msj`RH$s|m5JEf$)0bA$Ln&+mEDMB|=Nxur)riKB~%V%x1Pycugsz1>^ff>5|F_5KFA zp4@l5=0_MlV03)I!!t7sjDM5L#D6TMIU4zWznR3qAZIzaKcS z_3+RhfU)IG1P?*~bjQfP7kDN}LhD~`{C~Bxtp9nvyMLK6eIMS}o0_wc3XCxN5+k4+ zjB>_&V|Z7LCNDIZR%7tW3A>)Qfv?{W(H4snikR zue_KSa>ry65aFo}vAbDlb4;*@E7EnkBFP2Nh7~p@4z#+WBO`T%#gDT3*sQjG5C|?W z6t@21u4V9V*o|4VHyL}Qpep`}o=>JwIwdm$Np{bzQMvPw*ib3YWgopu5!cxGCy0kl zvByEvk}Ks62J{^iA2R%`as0(8_}ZTHnG2!bc{nxa%hVLpTLF}9AMpW)WQsup=UY*A zF1`Tv=csFMTktZLccFKwaCbqmXFqk)byw={#b+N8;=l#(5-v9EiN^uNY5Ft&oLspr zmuuGwg_XuSx&q=hEZ7HekZ^-gX%=cBim&_>ar@ci2hdMAVW6CRrI@^*$kU|)Jx3B% zGe>!a=x7b2t8okJA}xT$*+xyyhSCQoO(ZSXxi zTFw#z|HcG0|D_jU_SF?xpmWEcgV=lYASj|s@~mT?ec$=h+23a4yxGczcd}NFA}Ip9 zU7A@?HlW_bOJs7C^OdtzcmL=wqlCYFCNW64?n-c9(9rXmyZrspd~k8OA0S7F^U1Z#iog$WmnUaMRG36sUSD!Sn@hiQFN09?-UDS#NRstt*DeR^Bj(P740@ zQubsHJ+ME*;cAvGu;Ae4`wFu(P5aI3;F@e;aYp1GQoHo|$D(J89hksXM#QyZ;{8>Z zD@b!JvE)0an_RrW+}T#VScuIS2l=)J>>T-Xvp<;5dg^A{&9Sdv4|Ljop%`WhkxUg5 z8G`Psg)fhaSC^e(43XhAY;mcl$QOi^Ct8PK@T^&>9u2yvokq+8p_KRP6knIM1hJSzt}Vd!KO4EbsA%*On;> zwW0(MWapg8>crXbneZ@sN^nqCkVZTq&MGDC3-9AyYsJ_VZUVy>jOafERV?TKAjJKp zKI6*dDmTR$wgCTaT<76nva_~vp8AhaCNh!}7E%TNBbt2f1`vAo0}fg3CW3wnOSLbG zm5mC`!v!um(5|rwN>=_{APl4Hy#FgA7?H5>)3}HXEhH(fFhHuKZG9YI9IxZbGFSNT zm$~y@%lpe*m%SNNk-HTb!ApqDVy_69WM8S=o^0^gvK@ z_~m`cF*MXsIO8J39nywf} zKLdu6`plPH40-OfU{+t)V4JfPFU^$!y07Cq0~jpFO;!mJCw*TQO3`LmY#337!uVb=Aa5E;>P7s zr>rdh&9qZ)3eKL|DtK0YEU0FY%O`$`!_(0v;t-9*L`FYEKr?@rjaF_2)0kaGgS&~r z9^K@#`C0sXj`m34>_L6#ufp#iGsvXE7k>B{U3Fup0j!%3qHyM3^C z*vj~P2_aFin#+ocMBfvA`1bWSvFKVZS1zu94qsyJJa}y#gSpRJTTnD!5RcE4lyB#R zMw3cQYZ&UJC-$bVxdjU7_3azAU`R3YC@e7<`r$<1F8EZV~M6y9Qy0+ggq4{(Lkts41R>Su)AUMhK~5ZK<)n)y84{DTO}W|ZIkNefAQ8V zMJ`nD;_meIHgzvxDJsBrPEbW1qknXRGbwc70oQC5`4C~3jt$cC<|e0 z4jd`nfXZNv`p3H!-@w;ol>pE0karp~5Ve&x@Zl zGhZcWO73BjiE((W=a&ten!bheO+%zbTwO9_6UJQjs~7I%SyuF=%7GSGpe*d|Uqy}p zs^t~OA9wgbn|w6!KsuNG36aDK1Zeal(Qg1s^@Su17a z2;`-Xx|p_X;LtLDuJZ*yWhv*}4Ozy_XmTrZPOzMUydPdJ;yC^+x2R-(#)BQww|?r7 z3K&^#Gh)dOAAV97F~*wp3CfjQpK5mCYF z#pE;8I@F6w$fkse?Y}wjWqccr2z-Lte`nJ(QEoAEv=F#iIOCNmh%Nr4d$ovk0klE; zN@|Y)0-7Z;a}A)g&RkJIzS09T+X~%g5&|J$C{B!Q`|ZZjPogm6o)ostc8`D&ueC~b zssMChN^z>r7|XVFFH&Ujy$Al{Oea7yXHrQXJIjoi%_@>IfL)yOyX0wCMH2V@it!ea zOE1*2ExBd!P6#M}C%7VSM%bjtw?5wzDhbmJ5ZM3d-=vbuBu` zS2xOnZ}koWmerP5Vjwphj$jxWR@G4mz;(NQe@#N@@tV`=|H@>_-)noBD{J8Y3gP}ep#L{@F8Q6C*Y|Ps!zj6#`u*h4{*rT$EeWu+E8^rUAq2HW1VCupMm9YO+^J*z3rI0BXm%q9}70lI|Ozt}>GgY*}Fmf_Tdr^oPJ#2>1DNY+qYoJ^3}RK7cgz`C6&_C%Pd=<(OWc& zA1b#axe-Z_y<+v+$+)_iaE#%#a>;uDMZ9Tq+j8$@BiWREvejjO{ouyUXAoumlv$H- zeMl^STsDm>6UJCX0n8H&GhJc-;6RBqi-E58#E9KBG-K7*)rEYe|HB$IAhuLHKhIoN zv2nDhj{I0?-PV=a^51u^Hl zfYsLPJUmxW<9PsIpq&HASadSPz=huNW{&jd+A$I7D7;o<8SNc^;PSfag1z`+%PJ8xZhC2GWguqL#v zT8*I+4^$57wRV-&@N6WvUu}Pg!~(l06_$c4%BIbab$&vr zj$s+YfqY*%xkgY$6;8A~bw4r2Fu;I5skPnyYzr9TbHi3p;*I)5KSI(45mmg9q=km& zXa~pX;b_wuvSjC?UZ?%pd-m$k=^Y(9gX)x8(#U-^jHBAyeLnkZ<_1u&uXwUlE_;&w z`h~gn=F9Ss_z&3P*p^68lrqv;Cc9SgA4yJoMJ7@rzkf#0pNZ5X$GrR6Ab*S0KgRtv zxFNsq){9m~(f?1)^Zx$=_cJad7IXj$H&4-Updkm8Ajq!^!eO&at=h;Jyu5&E7clN) z!Y(TS1V-HfZW>7E6{Buh=gyLGDhL^Itt3hEKfMKLChMC8;!o976juFoLcJom{vr zhSD&`lFj2Y1^TzEzkF9(!po$5xO9D@#MN;1d@>hGMAW>Fw}<3%r2)AatqdvVdHZ*C zd;6jPdrL=G#@c^y0s|O}#X5~JyKvY7!w_qnqCxu3cv+G!8myBl7k%?K=Y?v=dRZ=L z=;L37P%NKe(DOf;ve%NwaJp}!zIF1L%}2Cte0(&efRZ?7Lp&AG=!x=tI6Bz8%*e7erPk~ZNd%bN}Q8>Gb5~_oBT1 z2X8E}S0Qkw0|m6Y-%kFxHF~tGgg|O;e7W36vpUHbcY8H08o*YqKG9zOkncnIi)#u* z7{tDSl_z5K$+X40#{$l!80XDMIkvT~iP$!2fWL=`8;Li-MmB-720xHvmrpM#V7+u5 zezoo$08Bb;vla&GDJyaa-Z3^r_&VFh*vmFHc~E}bH!f7N@KrIG(&=2q35wtS)|5}U z8M8YN-^BF`As8{=wl{z4E8yf|VptNxsKUPGjHdxLFnfgkvWBQz33K%R`aN4orBE^^ zUx3l}q0f$>!#F>=H@mNBp?Yua>wx!!-e3~4)kytDND9IhHSw@{Phn4Q@;St zE6b0p9&p6eI#OuV&>&f5AGe=102t9OmtQrDVxVBjr!^!@1t+^;J zz}KhLAZt3an^wdD%=cblnNZajYd)#!czWH*y&)FybZW{C$r-+pVh5GO&T5F6$53Z>V`HKIP4 z&SaTAm_p^smf6FTNI=HclMl6|>lqM{Z%d}kiamtEi%CdGSf{@;hcdDlzb!zlg_2Y^ zb05oy_)Fr&2XZ|r<$TJCDT*(sO+`&fjGTM9X4)=qW6+c*RF-Bc1qP>L(IW+)_i|Qt z`E`NiQVhs8I0|3B8R+WIR^M<%?C5JM#$bHh{k7HUqZHCP;VTFFQrqdbei1MZLR5H& zy1wN$W&2I4#*8cU3kzi?0GEE@g{X5g1%<_vMoSucZ(qfMJ zcz%wg!QK}`nG+p0saLcb^An`r2mdFou#6=*EG_WrkLscOA;}+o0i`r#mygpK{grO< z7;9Wi=qZ?_70$DGlfeC;;f#GznKoPveX`84wv(W555Y{o;&BtHTxQ@%2#^mDEay)f zf3S(U9S+J6046p$Wxf!Qw0t7rpV)?-_x2&Vu%F4FlZfA?u8MEN<^ZJn$ z4Dfkfxw#z#O7;`h@uvWDb3AiI!`6wLliq(evS?3H<#R%WTb_Tv$P;3e16cO`?MIoN zwU;Ev0<;pil-XZ3cCTo;THj%UX0m8EMDDJ5oy?q21Nt>V-JflN#`SYF z;kdx2I4~M%&XN2B%dytRX3U*Ng_$qYaM*YHGMZg}QKFd(G?su8DI%$@}u zk%3Tq--As5z;nK}F}!`ZZ7p_U0L(W2G85zrAnA(&(QQMHeicQx(O;AZWTb<45T8&~ zy7(Ng!nKtIm(epbC-91IWZin#bFYvbw-L$ymXZf32~%Z>6U{ zMrSZ4TAR`?XjY0cMkZK>O$Wc4cf7_$iG!sbwMiBaGQck&r#unnpwf^XwP~7?v2Kaq9vfD@;jH(F-_C(B7jl zi(PDT5TbCmI=6N)hV~)9PKF^(PYKhY4QZXjHy8$`n(f&0-qY=f1ORby%y{>!yRr4N zlyTJij>`C_N9%hD=&jk0sLM{AC1#SNHc}7rbR+5q;ftjZzjH{Cay4mw6_*C&g3Rx% z8=r6W;SEN?EqhKeS%Bf|9uhcy-7j6el|gOOPY0qu7>e=D-E4@EgVAxK& z)Z(aO64($mL*~g0@qhlkYi4geS2Sl<8qwX6vXh^f^23_QKNw-5_b;Q^bQ+!qJ)e6KBi5St3rX-JK1DH6>QZ_n zP|shI0=2`1+d29&ET8C8!)3TO@6Cj z*I--d`uq0GAg*kCh(wij%+{%v*XBDF*L-~;31^z80pt%Rz~_dgM6r<{Ih(|x%ttO( z0Xz=%^S2Qeu>nV!sOhNUOBkTH}{{f!sd2Qa~KRTuVr+IVzJ0;_zjO+YYE)FG4Zop}PZWpI0&;d(FfCB5= zw0u6YB(lvzD8)Q>BE3}m@X3Agzfy4mV1Y58NX``P%wkZ`;6+VXg)X>NHi>1ziWc!p zn|$^+ixlXE^H}^LfCvFsMXiMaPZp8D1BC(hC*eeo1-8^jxvX#dTw5%7sJQsjPm}O? zq!+Pv<~2u_K!>0fyudxW9;}?+7bnL|4a#A)-NPEsl&DuO^osg$rriVwtSm^o>N}H! z+~~mPh(t&DPyX3JmNBrl>AIsu{EL+>ii2%rh5IVvwz?Ai$QVod&L;ze-e&a=%@P>E zj$Yq&2=Pa>ayw7Z9o>>zJ4bOcSrB7lX&aRtQ2e3w_tAyHNAj|HPsKmXniiDQ`Hule&28CL{MM*&Wa=`rBGyv1LGR3<*9G{2fhYT&y{;t z!H+tT+&OVO0D1lAr5Z0Qbf}@XysCL^ErjvU*Cyg`i@4fxMIk&+aS314jXja9nnCtB0ClL7P)K7MO zeC_8XcYoi+Po^vkcC-4keoA)h&;6}0--PE|PR+4)==w?j>>)`OFuVNia=jDiT?-Zw zX)|1R95CJIV+18`Fgd#mUvDGHkeGuHrR+ zlx|ZqWt43o;`K<6P6!iQP5E#b_>>wTEV~o9%LGEc=ueykj~O*^_RTHo26p1@sr8lg zVyU<$?t5Xwtv(C{x0SQO>)SoByaFnoH5+?zQ zJhi}yZ58u_8=L(eKXad^Qhn(|k|*K={jrabz73atsjkqUmeA#>`7I-m6J6qdhdRhS zu{tK&QlK=_C{x48t5w_#y0vebik0-{G55U2t5kAwu8O{$PkGKH$8LtJaqJYNaWhjp zR;1$ISC+&8`6!(kGEQjsgqPC}m1q9hr)g4TibD$3Q4laX;hgyW!9Mqov9zh{RTUJ> z$&P0Y-C2yr48c|UWc{Mtiy&n#3yn+3o#EgA=GwK*<4#rY#YX z9;Jr2i*hw@0(pM83ujWBfL5J?8A5sK>iL zundn7xOvs52xcVG_w$%tBh1hANugD@3 z#Xfm8iaI5^@#6gT%Ie|0`C!XAwjWO$9Cv^kaO?SZ)73LTZfe0oBAh(Mem}vG3mp_A zdRtRUfr2Mx?duCI$DGEi^o2I1^MF9`&~XUR_N<|1nMrs-l$~+^Y=-z=0UYFK4&(U9 zM=;ik?=Zks7OA4$!7aQk48MN3yEI=5rU^Nf8JtbL;=0z!%j2`*6LTfO^UEQ{DlO zzhT7Om47wadcJR*T^sCr{FMNGF;3?e_y}9q4Uv+%wJLi{Cn!e3KNJi@>HU!7BY_yS zN6ct+Rg1hrbLDDA+SN*Sj_WAc<@cf8x(G((Zh>NmmD=XJ#fnD}wvmUUyGu68x~A4} zSS_K5K7V7kH^O>M5_fYo0_E?S6|a)F>uI(N1lBPBuu(gZjvg(jV0K;cTa#n+lLt8X;@byFZw+tAxgo8^rXM zEzZB_7Wj;h>%m;jHiVJm77?cL7`#=r_Z?FBnHNRKp7u~El1DB4B0B9B?oIN>h;_nl z%j}>ru(hpRl|0C@Cw9vE-cwBAgUY0}g%^>_>|+%ee|oIBMO{jdRiiXfrP1#D>lUHW z;A9SjZ^6@VRXX9lrrJVLmQa$Uoyy>)RaXLDjLYLcxsiV%;3gxUcZ(JGyJzD zF5s7@-~SjQ+5hh#J`zTUn&M1#KS)~9zM)o&&4+L|AyMc*&c_`UTIGV#!_RltzPh3JB;MnY`4r2{qBr`gND1d$odyFNGZ z74fM7k8r`Fc^U;^{2hX$+0z_nzMnB($}-0V&bq1Rreo^+XqbhKoN7C-bzg;RDa&;WEhC9I=x-q4cDbty`dB z^#SRs2{tc7&gs?qRQQU2pXhu|nR?wAQ#po*{=_MNqDX;PmksskHD@H?whP_j!gI|J` zu47FvOxCc@VVXTp$C+G2bN7KC^5PX;-55+9VR0RJ*%MzRlh$3SPYOuL-fA-+!R9kp zp65<4D*w{5Gr*6WfvT0O7Wm_Pm4;U|Rk~cJ^9qxc18VAb`kz>2I>l8RR@i*!B8%R* zu=H|T0+SG|Co^gNGqa#u*$6?8w^@6~DI6Yt<2*6vg_nF?k)zc*Ol?vP*C)G<)!f*g z!Q?F9Wik<-w-c%gDcD@0V&8XJkeNpe_GIa?X@2>BMKl`Y%Dk+4Yh-^! zeE5C=d*u2o&s$v6$y1DQQReGT?G4&4))Zge*E6!NLm4r$F`pnixsOuga6v(@1qLP% z6`Ak%=C9PpHhAR$WqoG{Cp}Eqdk>P$$)i%uHuW1m2mM*t2+pE zbzoWTq=CxVP*yE4_*PUZNxs4l3m@^ZyQe?pbg>){W~Sv2|D9ZOK^oOg zr*W=-GS5@U8mi;D*vxfvk6)W{b2LMH<3;I!1pH326<@4Hi9Pv}#Jj8Q++Cb#sq_cc zdtjy3+uFX5@?SqBABGmY&)ZR}{BX)RrP3EoG56csE81D5)aY5A2g&5#wMxY#qnLZ? z^*o0dZS=P98hP^Rsz|=aef|e=s_tWbY0j(f5#=wg%(A>{{67<~|CPX+k-Qq7xKM$d zU5sBnJ9r|MZAN>e2T#eV227WYGMwqE3TtfSt8MZ5;kF1 zekFOm9*eDL7}y6Pd?G@Xej3lAvX}eE^Olp0n_Z#Pr*|HqWtyeC!#5W3kH&hj8nn|E zxt^}zB3*5o=?d&CPIKlO&)RR1z()D7Y*cY5V}1{S+IX8H+5yCzB;va{!GRM>V;wsp z9G(0-+uY1jzZ0=m;Tu70ga9T*Imy|Mq;)ly0N+1IU>)fJrHNxVB~k?dAl zUrg3+1T-%2v8xwQS%o8Lu&0th^eg+B_<9#Ca^2NpH|NROo6m0GZ@Bw-k|c&iVViHA zV6lQ2t!=8`te{DE~0Dv4M?cs-f8 z-XFL!`LUyCtm&1WhwiRs!VHa}7MF9Ui{+rLM8-Y|q@k)tKT z$5}2^l>)Jq+HiH1wR9-q{M_<_k4^&4T8rxmGhDL6&P>9L>q%ywH75E-yK0ax<+n%nX0b zRIG4%8tq9W1bbpYcr6>xU(MUoVe_X5{yzW$go*Fzs5dm_XY15*Znq2KVck zqvGpA38!z3$Ko>9RgCWhXC$~C>zJLt?9&0>smFZ?m^-w2Cqwsaq0x%pk}yDWv&jGz zLAkk*4ZWAtukqg_Yn`-z_7d*tvZbig=CT!*;Vfmg?!f zz1g^Uf&K4=`d`O#wr?X!f3^1i241=Uf2#dor*d10h!6S@T?86UUDSl|9z17SE;g57 z60WEbRwEleoVr#06Wtg;b_P4Wj55GrRJMy~iyjreg_rocDMgOE4E=jp6R()rLD~0l zSIw`t>8IplyC-+g=PVcBwk(|z_}av?zFj!ghJZOQrEG0lGR1f3V|np!){ zGKR2mXaW$$@Rc;FAW$vImfujfngQlOnReJJDq32zq>!CVYGVtiQeq6t&Bxw0f=oG@ zw!EP4l8?{k=Yk2JvIo?xKWT?T#9kNGcFcsW22H3S84kfC?=}o1VSh^-)<7A*9mtG} zoPwhb!mo`VlO|`Dy+rB3Z_c;JNxffO3-|e(_>C&iYBC^0&SvDM)(Q$M>Q5b~@}$qT z?#QWKn+BnJF1Wv}Wl`gsbl7}^+dX%asLw|K$S)e-0lmi?R@`#-xhlSttsM~ zRB!zP`|OUD(%fziD<2T|&T@tZUbED0<@@WQfgtvsSBz~4T5tA~3j&kW3wm5)vM0t^z@lltWN)*GFnr#0UKxSp9<`q3=K z23v>f-8z2Cazy&3w~BN8W4`svd+?{(Q`&=bjTV8%7o$ljiq92H;ECuX#kJmkUj7VAs`>O!XQ`DX+WD49eg-WwST76oVek0q@hW zve@z?z08P2sI_=j9FdF;1`JI$0iyD@)z5S90`h8^^>{)Id7iG;sHTNMo6TUQ9c-?4 zpY`xF1o+QgJ0S^E*7@NmBH_qco{s)esgKW>Z@CL+F3a`Tnz63!@9(N%t;SP(pv<3E z?QU=mSw+j5>J>j;q3D20a}fu0a()*23-NB^AN(v3Vs9wCCceLjp$(!M{-F!1vAI6d&b zaoMazPOt3L{hm^tW_J3n0b4+VUlq0}f2IOTUl>$C*{PLhO8fGUMb*vM@~%!-i~OHJ zJI}uZ?f(`w>zhtBsUYkmr={T{zO~_owXx|`DMH9a^qMj7gQai zSZ2vU!_CcY{@31$eDx24Ez!h+n?!0Gsg^gvGgKNd+OJ(4Nr4tMaK#3s^%kGY_+_#9 zvyjpR5vUZgl_7U{LQYCW6K2Dq*V$19T^p=ZHx%1x_WL=FqS?S=z*Tgn!D_I85E4%| zh-$wIq`}Y%)?&rniYL+!MN4^OozO>G=S_Sxy2PBYD&Hv+{aD8Q2NU^5cHxN8O=N|f z#H-2|5wdExRSe6)#w0&_)^OS>-#c_H(9VoG(q%;8u1&n&}BrFL)z&y;LuR9~l?hYwyl-?OK{2T_rO0LQPM0kAHn z$D=j8s0Yaf_V(W5o!#fqL^QAp7JfsGCn>R**!T%^SkJij-EFHAF-ZQi>s1R$`1(VC zH-{n_V#@0lS&Av(bqVdNCj^+m(uZIJ3*htMEY}L^T;}76Ne>h;^JMxJt%IS)q#YG*m3()b#(-Jta!Aq;NLSs`xGDii z2F&e;r3D@wDeQm918Nf)dpZz8=E8D&;n5-W+48o{!>@ewfxS2@&?8n|5tUkqQTyjL zU$JPTHkD@cL}<-^wj>+`oSE~@Ohyt=SJMR~IKNj^P{pTu@#Sy{PWIWl>|vn;c;2C_ zkXF*Fz2%lWBJ*w+oQUYmGv)v}&r`Y?dF6C{-B(iy4Ho#$^2>wnp0%Q?!Gs9oO{2>@lxq$L}KW-Md&c0#iMKD8~qf0<&~#5fqwpk)RKP~ zo1YKwHa(VGGj~rKcj0wn<%<*EI=G-})yWS_Oil8BE_y$p z=7`N~f*_%CAYCIWDx)dcqbSB4jN^(Jo?A{4^@&MAi|&>Etn67MOLj^ZQMP7)g>?F{ zI6PK|=<7>nct{PCgk6+k`RM1pM(D%oGRgKNqc(LGV1PP?1fs zi&<_n$mXE^n*;NWJN$~Dkjk_ZnvAW3g!pm-v!(n=5(z)T~ZbUsET?qyW?2 z5yEU?tww3J=$~u}wq)a>L%ad+xe)-D;kGwWqHZAv=JN*fGygYt- za20la<@bkr-nAcN&4G2B7=^qaaNbVuya}YBjuD%1AS(rLMf?yMC2VoJW+8%~y7mv; zwb;8$Pa0pA6{9up9u(w6pLM(RkU0TB!6HIvX@u_jQ?(}=0&uL3OI>HgfJgAJ>x^gl z{*S)a8$EKgfJaBeBh^&|M6$e==WXs<06e<4HrMQkUs?Cn;W0Vkt*_?{-ip}Q)$DCt zYQRXV#;9eg>6)y?SYB{HU?f$i>ZW<%`GW7m7ZV`Sfs6IFF?0l-5quO%c?9s<7qbVT z`-E={6SIv>Qgg(@0CB$Dd;yc7cCERV5Fwy~f+T6|Sx`E$+^d=ovysIPiZ?vBH2{Z) zq^%?2K)_YxOoam=DP^gTG!~fe$v^%4-sDyUSKLj~s6lUUwfS?zdhzPoZrTJ;{t0V0 zqH{ccn|l{Gd_6cHDGlyb<0R)s>~RiksZ=zi=c-HD{(u6UDsmIM0n-{c9AwuEQ?9H9 z-x0bR7YdksD_87t_~<~h&Qoc6H-n=PL3%QKx)4nHQ`WSIuB^&g>kCvVIShJc3iyBw ziNf(&H0LPC?fs(D6lfv5M6mfi!2jT^2`E=mDDY*JDnqD+_KFkK)~Ki_HIg(#@&WfI z!Mr{i7fD`XJ6!w)qAPG(i*sQv^3en9TxrwWfyZ(4EaFtrSWcr9^kg3yoH+p9J~@^} zpRoVYduVGcHBy^+6B>8p6E*~u^p*bAFJ7Y&osmF5{eHsWzklcjuNA%kNKXHs7XIPy zwUz%=_^5w}Vbhs1gor5#u6t0%xzmy&4izzOQx%D|rE*lWB62J#vhJ3)XU#zcmCoZU zBtPE;0euz*U(mf;EEvTcj*IQ%TpPLLN-PP5t7YbJ*^B41yZ(*9sc?o@RMi$yYtsNj zj5T8(_+#n&sUlN6T8^sl?J7~iUdadoUY#rse8zbwqgJOOTU3j`1{6s3h1A%LGE*8` zu8U?-Z{YJg`~tyOx;rk&*}^Pi{G~g+kerFzPEORfc0d>n;c=|DJ6^SH8t;&yRkvUA z2z+XV_g)o`!8lntCMG3>$HhV&Uz?QCI4qtH+%tMpq!eWedM>^_lW;4ThYc>d-uZc= zUoqdUD_509VN=Vebcxh?qK&#+uo8^-^CJCf+ejMkwn*QSIGB4_NbtiDFiQAt7rvqs_RVrC#7>6f&eTq2ys0J6eZJhBCk`C%f> zNzS^8W?Eui{(9*B{&_GTQT*|;fDAJ__|vz|sz)iJKi9dM`z%Byn*|LBo18V`Js_`E z&bhHDl^tQr+p>f3sgP$NhJ*L)1H@3X-m=V;k)(U~ zR?+E!!TumHsF=UT>C_Oa=Q6_fzAwho5;L|v+{jnyv!f&zWV5m=Xyu0O(e>ICERqQj z6EpeaQj6359m1T{bOCzD(-l&J0MvI8Y|bq2WLwfqS!e31xU{lFtp|47q`2{aj?NlD znZ~6B3e7u?>DzWxT=n_ynM(q;O&Whby*6`lRedKyM6?<` zHXJdNJ$Zv`m2bOTkdo4_Gg>gX5)t}Y)$`uzCkXy&B4wL0(bE$zEP60=7Kf!<-1qu= zd-;RuHNU1K#J#fdymPwZIduVK;Ir zRAZ(UE^N}NyBhmY(#EkxL?{V{;2v#RyTHp-J4W{x3HaLJIo^JbUff#s6W8G6hObAn zc!ZUM6SR5I)WTLV^`6AIPPj~Lr20FcHdHhN39PWiB_LggWeeN?c@~PHazsab&bP|t zkOtNNowe4YT_gF=^jpBk`t*WVngsG+F}T;^()RyUI@{le@&8o%Q%5MAc2!TcF9j~u3) z)W$_LvCN{ZmYj+{C@i%W%}F;a zn(hjQ^gQAywkP#`ZVEc8hs=9rxl2fFNj#i;(Acv zp{MCXTwAvvyF{Jk|NChI3sk-gHMTBFh089j!w=GinwdOxAQ2c zL2hXEbX-5Cn6n}nGWH7mvAEwB!$t_Npi$qxFM?$y6jk%bk-;#6!P9#m?@^!ZCglr1 zf>>yq+W{UJZ$NCrU|1fnr^LlgCY3>&n9wnSkHMlEf6&f3R)}fUr&|Js-u`A#%s?#$ zPo;*1Q&D7aqK>~;9~ChLA9$ulF@0g6l$l2n2A<$0&0eF9Bm%!A!=|mxP_m-KsH^-p{N>f<-E2Z#b(n$6JB4%x(6`69>qzW-)uk* z9gnzupb*$)_WleJ;1i5bOO4x2J25@<(4+YrZ}kqX`+Y!h|1mLW$?B?ar`>OTYUW@V zPX)|CpjS59cb2}f^xb2FZdW|^Tmqnu;GrP2v9Q(D-DnIjPe&M5!Xh^Q`OQ3ZGE<*F zt`#WFINqwQ>KQWVKi4p zSa{6dVEd_@2N<5+vHZHll+co#m%rul^)1>&#%_tcf@ADAaPVFcD<=^PGioE$g36QD zSUQ&3phr3{?(oYN9e#LRM(mw=s0C4tY-J>2)8XTm8v_k~Be|43YynimU&B6!Ip#C%MIsfKfj9vpGuCd5wTnQe$b-GRZRsKZc)_ybx&S!d&iPL7Gi{#(~^@kvJ>CnNK^txU@HZvHI=qRE|Wf=}PYnS(U`19)_FMeyxP4*zH+6 zVRNuCUuZCgd@(fmzU|g`SZz2Eg^6jC8C*`!gAixO1=iFa{;4fs5s0*NN{>NoV`w!V zzM@^{Uohs7m^qFib(w?tsofgs&~}9!HjuPwX8W4>bTP}tmP={awWDkAQ!&SH7;=&} z(nSiVk884PN~`gFKP0w&dgY9nH>cWnysc_FK7?S4Pq*&YPRx%Yqb6VUBELBKT(0_+sn@i~2fP^{)649WoF zLh}YM)PVZDEUky?(IU3swHH@h2&S3&Rv112{OT1nc>HBNpw?vWGXeau2F;u$m~Blw$`GvrXwmqi4`Z$vr<77ZJei;Az+$byILJ%M;Vt* zn=^gql>kIW!dt#kS+m`E=VXpI8~YcajbEQRgnS2~ooBW_ToO|{H1vz1Vz9$!c#c*M zSrLMMlo0DUl+eu<7q}4UV**c929Pnm*_dKygx;|~baW8rtzvdL2Th+(%p=%D5hdEf z?uH*!5S3Urkg+f&7c+PYRiY6EOB>Ls3-#ns$^1C5YA-rN` zZVWCFF7+=~jD{dFvT^tm=hRL-Dv`eHC+O0Cmefb~d)@zBj<39?-PFX3{&?`^Nc><= z=7a_7=|^c5v!&qSyOznu=CD;_Z%X{qNMn&iCk9Pw0T8L>pqi?Xcr6G6@5Q=IkuzON zUzQnrihPy$K_;D9@`Rjhto@>I>4z^Y!Z0lFCEC8$Y=F6Zjei#c?scmfmCU|SU$=W* z9S|^TGn&Oy2xF^-@|am9klbD7$`|Fsx2A)SoxCxljUPW>`L4f009nS#S641d8j-}6 zsOzZr--!D@R$m#N*}8L&khWA@au0}v7Wv!IbLR56mXx(2S<||0iTy#2_+(dumLzH9 zp`|pQeJE6jTJJ(j6AjnSC!9-n22*mF|EJRj^9Q51^p9!94*pd;{p!;@_#ZQULMD}9 zG@kR;a=jF{PQzoP^Sct6+pFjm$IcEKaS8YOFz$x+gFWYth(Yv}6Xjvu0%BQv?Mr<8 zW#vtGuhRr>LBl!2mr0|ujz4xf2TCqvJnhWj;Y(sNO+4~zR-wy}j$2(<4Om311C1Od zK%$>Rwh48ZmhQSswQU{ZV#+F0D=WBQ&W10L&E`W3o_e~v>Z}9^F2;#yw+j&w+T&CH zcg{I<*2Nn;qK0mzPJXfO5)H@HYVq!9Tan@~pA8!vD4Jeg&R4NjooUe-^o;PuL!hN!&GjgoSH28f8^#ccznB~-NiUH2*H-{l1LCjSTp{i`xG#Bh-`MWbF_GzcZ-;++>&KHar{e2pK^)Ik4PF1# zBSDH?%9ZoRj1d*@pTZTX*Qy^VRWbX&6%P7)?Dp$Fi{?vHmFvJT+G1+ugSmAPHe@>- zEY&(X3KMr!BH=!bL*Nkym)Rs;;%326DDuXXJfkQ?dP2nXj0WCC<;QaJ4>n($hXF!* ztL-qf`*^*VtH*PXM$T4ynVt(cy}+zK#`+oV%krgrR{2gxf}{Rc=eDQp;KI`vm?&)QtE&&j z)vwF5@r{ymA#~)iA!^E%_1@^WM6PRh7_Tx%T=J0ttHk1RoXPQ=?*E?Bs^GFu)NVEx89$EO z?{)Hf%v$_b=Gt*XO{!=a4R@qeYnN`!W5hG%Q!YG#5;*%lIuZEYfsbw2`B;r!fGCuI zn|Bl5K26#9%2@<<(X|45ngu4}FByX5+11kQ+9pHRsrss1 z@G64jtFe3xxSxZn+5U0_yYhKn%$~JzP5F4MZ{%Vu|AH9^Qk*I6&))6jy3cVx>#1+ zvnHoFgXQ?urss%)2u#{~hvcZIu$l0XE(c`gL_|WwqK4eP$KmH>F^VexSb6ojf zMuxxgtf=6>eQEzey^-6X0^r1z%P!_NK9K$t$L)T zMwDU1HYD2wYD5_D^2_2Lo#5lKZR2S@^X;r#UDl_e?prFs0+X)*=XYe|%-aasfhzXj zh_#?sr)3)Fxe_a|KXGhjo#V0!e#R>CU7){hK#5NnQ0gsFKsHl;p*^hi1J*aDt^N9Nxa=0-#l)b=zl<`<46(GdA}3@sVc)%dauxR zYvWe_)r08qPpOxjZ-&31;LLJ*i?Ctq4(UErQbE z-T2w_<&$|3E724>?`ndVp}ShTF)otfKy=Lc_fB9wd7&#_u*sPg7N`&iARg-*P2Vz- z&UcAxlmTK?aUh|?0-O?y9=KOJ*J#hx>!6?@o12%l*>`}hrRLyTRRANzdU-Yhc>g>8 ziPQ@4Hneg<8Xb}<23A?*a0aGUE2ZhP8^)M(DnzHUnaZcTw^U<^{oD@w(1;uemuV_a zV8WJ*zuMa|3n(@rB=zkG8G`ZMC#ej!8@})^Ocp?n ziD!CV%*NoEG}-zSbe6;7#nMw8d8}VW1V~CIePyf%HJ?xPf@^^-YQ%CcG``P${(=`d zz#W4LJPfQ5q=o8v7a$}(RYcr*l_1t3R1^PaW1}R=FxnsR9T2f8(oI*&l%QU|7RSx* zxzHlQomKkbf$6+Dp(x$_093;5o3o7#zD;Bqq~Vj$J57N$d!No9hDt4YwX{(+)pW7= z^e9TWFR@js-JLnvs)?%`d>n+0^^j<7kR=f+KsDtwL~aJ+?uj|8dp9ydEo4*9*Rk61 z-JH6ilTNJ)@3AJnP+ugeXR*ZobIbfM6MEYG73*K4Hp(R7cW{VF&+u?4^`+%7HE_r` zuWw1UX3_p{D2DfM+tPpPf0fHn$xpy^rwAM)0%sI6MX6l4uEIuYLL$Pxc@3X^w9a2| zNG}T991Pn!7|$(^+H9$@=zPN%fQhD@L=}(@U4yZ;SzRSvDeaN5{L}gxi@71soL&Cw z;4YY``uYJF70vtg1K$cPZ`P;U*h#^C8O6A5_7x6OMae5;$YQ401FF)I%ka~kz&MNn zJBO??cR-24_$}MOjr!Jm{P5}-nP*tW_-# z{KAvd#5qg6%nzYAQB zd8tg+5wu3~aP(H0BFCs$NqF+$-=UKxvs1~_SPdxm;y|QUT7krGMc>b=nHx13f67=D zL>gt1<6UY;N=+DeavMR5v3AOJV;u@yELPaOgm93Pc=L#77pIp z*xh^-F_?&r0b#OPZ)LhQ3RJjrg$$V(7gmx*D$Iu&UG9S?%-dypl))Z-b!T)C(vsvQ zHbThERTRy4M6r{zpOp9T5D#$K{Wv3l_I{>rivxJ{Tbpw=YW=end2x>+J)LLjg=3;b^3BbCnA5JK_5tzmQb$eso{Ra}l_ z#KrMOQNf8u#)o^niBvpZoO*vq@xuF!;?T>YU+2s{-zm%YZz(y`1>Xp_i7ff@J{~g} z?--h_y7hP&yk*{j1|!kaKZ;u32IVPB;5t?_owa$=+<#vxgG5Ke$FPGT1wBHDxx-AAOO12?5=HCwybVBb~qN{SC zwB5A!y|_vZ(Vu9sRSL0#84r{j&i)aK33@H>-)R14{|C_iA47wWeB5U|#IyRE+jA-k zHgVAzyxI=GX&fWk>;N`8)!!n!B*`f8s)#cFE5GS3DA@pP9egNk&Ne3GsE1z+(;`CQ z-TXjeOBKix;uPu&E5xLRT%yyUrBU7M)nDYhN$GI{O0=J~evHlHg~tbLCoq5w%4fD2 zYqTXmI=P<;-)iH7#$Igd$~1F~vFWEnjgr%)w`k0A)3tjNsP$vw(}uEUeFn7X;%J3( zF2}yH^VLu?+fBw5M5-{Jbb>5Q&=+W=(q0NcV#TWX_;~v@o_SFcNA0Z$^JDD;5<{PI zSRB*eZE1%uZ4C%Y55@lcIWYs))z`DZO1iTT@b#FwaoKQV`?X)Un}i;4XjJg!tvy~; zOEndcb2Uit*nAS3116wcwxx%AGt| z(IwUrVhQh4gvdq`1v%K=*a1pah&rjv={Th2J=Sqa&)5qr8gmz^q)_xkT zWt01*L`OPTvSQc2lbV`+c{o2GdSvmGyzo8MLQlx!_PDCvc#r;GBx4IHHCexeG{p!KL)j5zh_Th(Y;hvyIt8VDte zzhOHj0tbW%eCg*bM)U~%zl(Mj%hj2`ulKsJUw=Z8@u1rBt)xkqf2Fc~_}?%3)p_^S zkl0EbIv1!9Z^YZ?ao!D}{5lf#d%7YxW8!*C0qJ{H>=3p}UHsRLQPFLb zIjM6$Y-F2@w`3S56|1)*1bPMT#;boY^jGM>?jv;D;Py^O%Z84DnSfrl`aYW~K=Rc$ zQ#}o=F*-wk$>pKVlAXEIz~JNYS%?6dKuH(I5F$awCGpD&O9#R$mYUH+wZywcpCF_1 z2UoL{iEhR<{=QQ^3R#Z|f#1>#@HXwg1rs^f+z);;&d|43Jb;p9?CmQL_VG%y3$3n$@)G&vFAey^#8B@l4jrfOzvseUwbmTC;6DFsY$}L33lDIzzTY zl5%`eYh_ah!&Il((mwFoqPewCul!DYc140`Y}OLCwlF;Rw#V%2LdgrzsF_id2ZCc4 zQk%$lv$}0Ke=81m`hTyk+Pz@vpLFxSvK=Qmi?Y`Y)fj_$R6N1+SRzriAdjwEPJ?^N z`8aT8PB8!8jaO*EvEzx*74)SAjig~Acb`DlfnQ&UI_-<-7qz~agpu}+Ox-aPBY!l}@kZe#ZK{ea!#>Oebz zf2wnxuUR|iewS<=gs|UIx7QpAPUv}g{@9I>7wgV=wBH9YBK~J?R41Dm))}`DP+U#m zm*X46j7r7Zx0oPn4}ViS_%4N6{CiI!$WU(rg#|C<>Fc-Qd1fG&1_2K=ng+b{M#+p> zhkf~eNzSkagkMA8m^)PoR)>3kMJlg?;>zAl=zOj#Yda>HbbU<@Y>IdR_+b4Wh z&WRmem9AXm7$6k4n`*4NM&Ndr>pE5}R`H^JQ+h-dZ0p=KcXc0RseBVfp`RSX-7qUn zvEkh-w$Dx9R@yQ9()raCuCQyKxj)8h`s6>|8vYnw6`YrD<{=W$mW*g{eP~U%)5_0l zik^42$+e9I8mQr2qys>YUQ)lZLvIcVYq^Y*U%$0}wG^NL-Y56Vb1B(!Vd;1V+-ik< z)5C%}?yj5O_4wW0*NiB{6zX73;gCVl3*Nhr-r~PD5*+_5=El7~;h1AWlTzu#a_KmmVWXsW zVg1y1O>KC`BeOe350XJ&dXyF!?3!CAjfX(VSlZ&#ScXa@TJt0_y^!GV#PzJ1l`V0M(n_dXM60#WJ>b`6#mfqz|aNyPm4Zj4sWpsYTpsPzGVl= z=}v9_eyZ{YKj>mtrZ6$m+DUgmgIRn_ln0%wE~gnHbw}PUgHO#F^*;?bvFAj%cXLjm zC@2WT^@p*stCTQNGji%Oth_Pdd;y26NPWoraLN-hu*Y7$GK=ol>@y^=*wp?S+Rdk8 zg}5I`|FUcFNTG&P(^~q#ayGZS`&d%-wK(aEivERQ$c6kPkD?I#L7-Cuohy(A=@Vbq zG_tNx_N}0Y2QCYZr^Pu&LzJQFfP0W;37HysP=)sKe2G-9sB2B;d2|U2Yu&s-G znhWdcUpuvYL7ilbpQ^}@3v6n{6wT@?-3L(7j)!(hb!^VM?(!iFEpKk{8>RKYl^y$4 zsgWhSJa-d|rXF`iq(a(&gOzmCVDv+;J2$f{L|^Fw-M)Ffve}9z<8zxhbBJxzv`lG)R=EFI zsFe&l^HGyNo-z(RBTK4qMhqN_qJuxxpeEUE#adH~9=ES@VdkQGR*||+H4pSo*){?( zcDhG&s#=QA^LzQ8@2Caxd#;qS{$)h>lmBAkO<{u)dyo9c(@eVT>K8h##I+C!1 zVt>sP{{GBmpKcgdd@jIRH7-k632l6gly)+#r6j+hMg) z+(@cVdNL`8grNHKT-woSYH!Pa^eru{D?zy?ULN?@hZlWfZeFL`5p{mC-`z;7W)%LX zgtq-*k6-NX)@q!m1ri*=ifp0d#EKWY9#&tb?48=^1Jgm-)y7sDR)#r2jjp|fSm%Fr z5dLtnEQnedPi34gCPwwlRC-e!u8+lsX@}89k|rsr+tyST)~MR3YX7rpQNM}zV*+7$ zD8Xx))DjE)C+c*|5VYvLBLBtTZp!&43{l7VwP!LFUx|8z6Llqi%Mxf0S^coe;1*(@ zj=PkYlbemh=B;Efv3#V>w7G@X@ z`Huj0bTl;czwzqt|M9ID`5)KlH+~2oKN6(NDa26h*pkJgPz~fAnT8`KxJ^ymjhG= z2bH<1vYRrLR*Cl|;1zE}onx}-2UUtMzm$NLwKAy`M#QS~-PBtpHK;5oJrj{4B^l?V z1jMmev(_`|`R78JQI;*W@aCzQF=+C` z&%~iHwOpba^*p0L$q#Dx3gvr*Sfz;fsC&v=8o^If!UPR_`o0agF#z*E zMrB0=6<1^=rT+phW4xe{%ZzQF{%FQ_X;x-OpGwULU~aiJ^x%&5*{nt=soRAU3d#Js z>2ML`(oS1wm#fD|W?G4zHHap;TEyZ;E6C$@^vAB6TJ-h|cbJwS&GBW;VzWfnx zfy%BJ(QjbGIyiVy$m1{$`kg?tz0i6ToFuDj+E@v%VffBquBFGj>ePk%0A%7$Yl(#oU@TVG1>=IMdUgo)qWwCRgIg1>ZcWLW7DCrUY(IcIL$Xfg zj1ZssAUO!kuItQz=jHfGemJ1}sq0hGdy|irb0d0WeH7%LQrPw#75hK;m%60^L2V<5 zQF2D}L;}lf?*oh+9FJ7%aKK$JbxiD69svK(ISaRx5UISO>EBX7-%)pJK{J%D-^ptP z#Ckw{)JDX`W#Cglr1>=t;QT;-2x119_{LoBQX1pyJWaXy9e5-mG?-Bgyn7}IO_uD) z56B_I=0n&%2~mtiLI8l4Erf~oXi8a#|3=`V%iVeS1+J26p!yq#H)k04fHqS*#t$%pkI44IkjGtN} z?y5EA>?eeKhJG_mgFSYktcsf5@ToN?NVATb{t_+w?&d>n(4F@z-x5{qy;5ygl7uL# zi+WSayf?K6MIxOohPuTu^5w^_S5I0mghr#_#Td0%GdTOXUh7`y(i1YiHJ4a1IPg>Nv3EEtnjXG?(O%oz*;b0BY=GG296|5rm- zkj`gJM7KAO$DIxUoQtVlUM1islg#-rO~B!X{ageZdweRjo;N#$_c82|BxoIP>)yu= z5u%sm)G9yR(LSKpRSSg!IM^&@VIV!(5IwJOb|yI+TP+sq$K&W)6z~l}R!CelZeE#(DC?mtM3Wvata@w$yQAQQvkEX6v)NfRJT@Cke@DLV5 zq%-QSX*uMEUz$Ee3P_}EQ{9vRiT3ql+hWdtUZ zn`^&Yx+1H~;mkppxtOpdaKKC@!hRjVg~i&Sf=1UC{z&&$-PXb|npF7<_{Y!;d6fJp z-fN@P9ds)G;Q1&@G5;_Ll`PEaI_7ZaB7(PtahMO6Pz>hInE*x$Q< zpYL7-zqlofJ8Z&dlj-!TJBsQ^6qVu!dk1E~1y>AV0YC-ks99sqL*9@=!$0$bclS58 zx5G}|iPWr_fu)AuiZMN8bCu6IQoxCUMxsIoTX*1QL$JyYuR6QK$1H-qKe4_qtl#IKY<+j(_5|gdyGOp3+TVrn!u+9g`!-w z)0yJ)oHT%USyYRR1?!;k%(fj9+6*q(MNy>cRnsaCNWo-S(Yt6@0GAEF7>mkqzlQSr6Ftx|tt&3hSxaITYn;~c0b!#6>w*D!2 z904L3?AM~0aLZ)7<~#YeL|j7P*X6GZ7oaKnzR|5G z;C)6`i(D*_R~REP^S8e!g_FTeWS2wZ<3r79Ah2_Dgf^+xq$2YgH)F|f{mB{5H@X|x zs9hccjyGP@Pj$%aXMcO;4xS;LWDiWxc#bJ*$0S$3dT~dD48)YGv8Mo0tzwwuLbJAd zHAcMgAQ6MZ&S+K_yN_F&)Y<^wDYV64J^=lj=N`ue;K35Lgw_Wj`fsPveGEg(HCiD> zvTg@%tD%B5JwO27gG3@(fb-l)A-b`SWXGKy93&|Re`+^$MfAG>_(ufL*ORLFDYE|} zL7x5-knj1Ds4?^+(P!CW7^we?;H8k-mvS-virJB2|9~Ci+%btBjMM4x&bbx@vSD{> z6P6#2A`fkmWU~9DI*LurlHX;8+O^X1`^`jmWof(-E&I(>?eB%|Chk#L2`HFtZ_izM z()(riv$1bjX-H^{|)ZPK>m{QhF;^om;{o?uaH=K#tx=~SIM49d8vH?lJ%!q1b}kfz#Q ziwn+D!HGT*VS0`i`~W7?{}AguhO-H$AiTPAd?nh!&!nIALcm-7+3JVw2<$SJD;HQ~ z2{wWwm?R}a!V*`DHTMADFNybd_iBr(Vnp*|IqIF^Osx=jt{T3J))gP}To2#IF68ba zl}x^~IvF|1`Q)(l@cUQgwQoVjua(`UC(O(q=Hl}^KZ~mBTBK(~`IpJfZI!d1Zd=72 z094)M;teMRgp5^mR}wZAk?WxZJqs{>J&&c^^*mk7yU^x*DY}AP$E#gETyZqU$!8%{ zaR}}EQVhEJ3y21eZf?8NvzP%Falnq}oyG7QAQdT+ggY9fP1(XJzs>}>#8YwcF=X9G zXKpU#Gw`lcnHJwDrs5|bQ?J8e*QoV9HeljYN1hJ{facX|!;q{&xS8kF3I+@zcE1t4 zKLm?Q@Yrl78*>aY2X92dFcbAf)yyUuz+1z`gEory!UvDWulq zc@?=Ak2NQxklSAu7LC?y-r%CWqu(mw>l!`Fn@ZVxJ+f{2bFtubvIk7Zi}i%+5lKKg zvQb+sZxcz<9tCQ0nr*Wuz_D-%%qR0ni`V9WYSOvyo@^t9;Dyfky&;{OeRE^l9WQ-@ zfvCWpkBI_fEMZy;hsahrXxY(N+)g~~`}~$oJ;~dZQrrceR5rlUf==JJ5FJ?wgvXG& z=r+|vkj-&Q1{0MhDSO?t_{*EL#g9j$_w!5QHUef?wK!&*zfUu1S)9Xx1fgEPPsScY z_6Xs$^DRXW5&n(t$3hF74>c7fN$CXUU#=Eh{{Z;^!@qrA+vR{$I+uqJ3Pc(3_(+q{ zGkZos3m0qx@{Ow0OSJK>rA#xI!vE9@UyFm+)9|*Gm%D;`8PmQ0QbSnjQ52DG*r)9~ z8VWS$FHGqF^X`3a1#aVi;T=qFV4IYP<*4=IgOg4sPvfm?oT#PpV@{z#%pvDoySV$2 z?_|)82mkn5)L>Nx0w|{f=Z&{|@T$x{ar_Q!mY|wQ^nj+oP=cbpQ4xH-g{6%zCoRb? zO2vJRw_b$_E^B0hBul5PW$`@GH=evS^scxh#*hi|Ed9P}g=BJP1sPwFX!PSUFe_XuFgPCVycbt}Nk6V~bDbk%{YU1TZ{4E0AN{tUius@ZD{NQ;2uBQBg z-FIi@GqL&1yk1Jw`h)uN^c5~#viV~jOzAFdhWECrA^}t0C0X3j5V;(TsCu_4@Y*Je z^uwZ9*Y$oE94#r=k-;l%t?rNYft<@5MuYK+YpXydw>U^bv!}@%#T%oeo3l)V&mT`* zb-#R?T)WSKFr?*oTHx^@co}1Wed<%1G7-(eLl{OumCH;c9leh#5F2s8AM(%AQPesl{Cg#IBV)_nBf#H&(^p`e{-Xj3R`FPHz^br~HX zd>s0bg?e#T=5R5@pRTJ*DSH7&xRE36X~y6%PICH+pOrYIJo--OsJlCU7N4RlEzGJ> z*2en8GWp#}oa0{42jJ+e4#sUSrV^+)NJ`b0JR?<9HIk5r085Kz1cg+I-M8RL&v;~Q zvz>^_O)eG+0QpxBYYS=T{f0ePfB6W^C z(APSO2ejVb525z`ZAMr3^#Eo74t7eUPWA-m3=S5$F%-OjZVZwC_)|uB8f*Vq0oHxI zfx6iJ9o4R1N(cDUD5&ZLAO0B6*FZn}sGd~t_oncG9lAzr{tb&(C;S3a`Ol6KsIY?o zb)^T^VZy==!lC>T^$=E`OVmNL;0gZwn&9~l75F~`LuAK1B7A*R0cR))83m=T>u6jY za{7){H)swQxekW@&Ab~i-l7c)FdC%*IqF;Rw@~CG7^CbypO`IwDA(DCIt~N=2w{5we(u>~9eTH;YqEbhPz9{R-sbHkQHBV(cT}6swbH z4Qsv*NeG*NjY}>aPQb$}njSPx`IGm)gTEtiPeo2y3b?14%I(W|WCtch zQV>4HS_Blr3ja@huL{|W>8 z4jR~RE;7@r=tQBT2;!63WKHzI?_zs9Y0&{v5f#J%V9ysxPV$_3g}!jn6}71SsxRiS=OT!H(ij;_OY!PwJ#G?oxg zCX-osMMJ{YZq#Kt(SmEcD(-OqBz@iR6ai_`9l4j|{V{q?a$uPGA|2b&SuB|QlOhG0 zHhIftwuop#V&fd$-Q8{)aoRJR_|cos_MT**f{3K-@XiLz$AlK)q{z zAV+$j6;0tmBfHI_7(^QQr@~aay$ohUPZn1HHW`}2`b#cB1 zYQj|xlvn}Ir9E2BYJijRjo<}m3-;tyHNaagV>-FLxbK{X6`ARDpPyg@G?u1B?Q4w3 ziIZ3(YE6=3?M)|GjefY9f4|@`PWJj)n${TMS9n`;w}lERYK_W>ZertQK;+u616UV2 z=RJ@C9I?0`8@?UA?6I|HGdUxx-DT z6(>p_X*bt3x^UT>0I|NNcNBacCN(|XPZb!6Iw7)f*yn)}oV~n6o_AUamhmjSaNC>hvn( zrBr+V63OK(03&F}^=c+tvu&j=JgPOM>cSB#mERl*mILl_E8r zaNFamZ~+{6IU*^aZaQS4PZ4@E@yqycKaM$^H3v_hfR;O)-3$`izIf*<4?3btWE;2n?Y3+hK^X5xr=L8%^aG80e zsB+ZH6u45##4z|*QvS;2*8zIV%*PeDb)_%cR8a(UuD#~2nFOZ(RX^9wS?eE57eakm z(`6MMc6jbY=!sTu-d%L)KE3nO$-(Hw0o6@B3po@Kzwlj7B3%H_*RLnI#I;GD)O0M7 z8!H$$L}A_xdn~N(F?_zeF?W;Q`9Nev8sxTQKMt-iQFrsn4u-S{r;H3qS-M+rNIM&T zgT$lWM;Frrc2|{Mw;b7;9aahKH;h9t@ef-jfcWKn6N>ftpwXVx`Orw<$<-I(;#flm zrlpJu6`7NaUi;HHlVqi$99>jET2i81=5hdKqtAv+Ick?%8F7*g0&bff z3pkt%)c@Tj^e_^*lV)G+gl^3HsD{JY0PGs<*FVQWLj)nR-M9f7QL<|3uS_{^t>} z%0mVg0IaiM!uI~K3w%@EB>?}fmi{i>1s2tl1bNA_XVZ;1GkgXf4jr9bmK9JQ;m#IM zwiZaWD}{FU)=UgjMj+C5)gU=ksggRPH3=#RdfB{ed~ANb^G3hKeYf3X=2@AonuAS{ zM6j#3G@Dpo5u|1(avr$fcyk>KfXJu@!Ji z9NKQ0{rEx%$OW<7W4~Xe6Wy#8R0{2{L2SsSynSs*E>@zKk*(&FYY>y7epqdKH%QBT zVOU_bMZdm9U9P>A0lA}sbQKiEMlTk!NO$MFgb$8^1D?$;2^d#s;K zgkQ#h*-{KiF6ugG2&H#7C>i^2zi{2AmX0U<+ApQ^djlIC3i6reSxes94I;3qxH(Al z+x8$9NY@mi(z6fF%^-IDfy>X!kdNLNzhw0A%dg>m+R<5*iCYTrC?@5n@zpQa0#?;G zZo;))DVx?~;s}OxqwimEF$4VM?gppccAZ@ugKJv|AK9i`NxcV(F+mI8SK)=#{5qaD z)GrtK0Kw0AV>cNch72f=Rr}NcM`o3Ug(S8J9)|2^FE+MZ&y-^Z$a{TDv^0|Lv%#Aw zu@^Q(MjY_V6%eBHq@QAh4Qkc~a&Uxa`8KGnSaqHC+c>!Bw`0E4oJDQIK#p7UIv`SD z;0=UH@jbZfY`^f~Y{l$CO5yE$H-xV7!X1M)y`D2^!?Wj}wvYD4i|jrA(@!ggv`Ik- zW`T1owD<+{dtz~%Xw<~Q!hLRL9k1P%w%NpJ(e}Ot!wwddwXCL;3FcW=+fC<|82Cc{ zUvNsWe=YS9Gzn@ISZg4ec~!1u@=sTT#p4I4hyW{0femjh_(J^sOX94A&@}X;*M8HO zTY@a8d^A6frgtJ5oAy+$5qBrB2e&(uqNUoHS)e-R)PBhSmYhz)wk)B`xUoHowW`p% zBKcV5U`mro0BXj&dTh7bINz!FG3$n7!BK@f*H-$bf_DCRKAR|H>`?vDl7=ByJ%<#Z z3S0@xjP)4IIOh1Q`7uTA_bI5^$xZ5YsynWDUjQps{y20&eECK>$Cz<~4(nPbWc}70 zn~+L7AJlr!-LLTUFQsn?w7_$0eXjr9<#oAuu%mD&YtSRMCBM^ukqY1cW6bj>i_#4E z*V!rX6Hx&mbT~KGEsngY!-FFJ4K_ZcOtHY@@ahLUVpLqEo3PEHI1KR%g=AsU=Vab9 z-Vbba@Y3kt1NkUHMo1B+VG*{ckXTrdc;L!EzC1#1W6rk%V}cT23dPdOr=?`jRIB>E zkA)(2vz4X6SD$KBs}!=0sSYH*r<6`Gntc+-@lwJ~xTLwjRu)^t5?7E~F%oM`mMrq# zic3vx^a<@2mj3t|lUjC-e|*5M**m5QftgXFb$>7Sbs@R%n=~4(Riq5#3>((vYD?G= zf!-GFPe8wc$dK4j^bfp!OS9w{ns`FRcKuTmX`?R(;I;~})%4kCxU<#pR&$hAm=(1# z1oskR$cv`t$kcC`ylQU4^>2hl%T$7WyvU>n%vkT1jpol1tHzwJSeP=*^GaM`gGk^CxyS7es;H8=w&bXv2yz)z=e1_6fs15VY|lq>C?HpO$<|! z9g5^;JJ|aB_kI#mqz_FC{c^QkRpFDX-D<8s7%tT1J}ro@I;aFu~j9yyUSsWRFMsQv7>?BNu`@YgV+&l7vCKP3aE5 zR&iw)(jDHvcEcQJ7$JYAR(gT zTG(PK5df5gJ91(SQ2KtrfFKDVQ5m7xCIl?C9lhq35P=kny`@Y9A@M)BzmIX5B+CN} z)oM-Zjp#-r54$nRgmSRmOx$m1i@RsTjdGqc(DMmF5fAE2Rfc;UWXP=Kl+LZsGuJ0{ zU`RyWQa24TB)_e%n3!a1G_|Z0l>l;jO8^l_Z+Ez!nM3u61CG*Ejr9n2Qt(-1=zR#H ztiP*#TI52M7FGY`j}+jsCMLhl1aUb>xn)vdgKs7Kc58|bvOQkRyw3;1LQ=19JOH^F z{D_O0Mt9ki14Rby6qtGfqz@!r-u8Q71-H32^*3YxyV>nZc|FP(I{6(|%r~_B+4o!o!;Vb8kD-M65|ez{U^TrZw)23N zbo=HO-53WBD~u#dKHNOncUF?A*?8g)dAPTZ#!I9QbC|*^?--Xt52PT_$`{t$^s|7r z@P=eTS(~s82f{A|Bxpui6dNo&HIHvL)~m4$$SNHkHh(#G7mi$Gg^CM#-QDnPP)aTY zaZwq6Ry0(n*T%d5SJD3&@5SXu%F6zX_euMla2RnXOQ>}vgs^3Bu+k!Rx}>lNa437w zudEG@(*G}m;2%ige{yNx0Easi%`*`{BO(OEP4tM8IYh4ZNIEm~OUE@B;PUngtwtK- zTJ1)5jMMzEaQ*bQd)x|uDJ|}Uu2LAINl5Z8yu;UrZ#!xY{Vd`?df-1^+0M7iyUuiq zS%pkd#TV2RZOKZ^W5-eDgE!hx(~odiOD^pJS6qspDElr;GrMq;ClcKxP*UiA;%aJ4uUQ{ zrtNMDDeJkbJPfoC>(0z)CmvacqdWHFFowB5yJdY49<5~bfaNi_Wma%g@OO6@E%A6J zTRuteH%?6-cXiD_7Qf-DH<3+xch15_E$hAvBJe);VGf!ThAU2mTL;`T#e2uEn1i{{ z=8mibH4ebb4iM@@Ixzu73WqW;%d_^7gLy_l77T%fRV}M6ua5iXANH?~tlbZ4uWUq=S0nKQBacxW5$(9tRwrwzOD`t_J{nhXUSk2?J`LUvdOHFtDUYYRS8O z&pyoL1o0UULrx$x!s8Nfll(lw%S%pr)TB3Ev3%f`owIUZ!!d8?@7h;zW0hX2c>Y;5 z1J#QaC;{MMW{hp)isPb&9_b!Mfvuy4*hnK?wKGzKK%?i8%7G{0#%O1(s8e1@`I_TPz+I6Zh<+ zAIA3|Ik(3C5061!H^Dke% z@+n_^oDK3tKxFWuJTP%dg>lEH>3GM*N@dv`b}~NePT;gfU?zYTXhQZ3 zS2386H+B_yAOGv-al7mcjk>^Fd=k(Ttv7Dd$IDDAXW!|+^3(#u^!3w7lh(*S;erpoJ;UTB30d@dq!+|+d1a=~O)kX-Rjl_(yZ zxLhbpSh|C%2Ohvz4{N(fsH|c;?Gc-%Q>==1A2&77yt4S;-l@l|%Ef$Q3|E&x?~EH8 z#9*onUfVY?f;rg4*F3dqV&iZ{ijY3^Oxlq$>^Va}-#eqz+-Nw+ykoa)Xl2A^ZNu>6 zt(~pg6w>vwt>M$U|0_F9_L*vzT;!6VSZ+mv2h)dZ1ZNaHFT$bel0Zuw96$A>WwOgF zAoSg(d@mPeudZ60)skjyc6hn6C_l|o%=A?uh~Dw3)XogH-TqCDF9)XoeL z!7U#>GQ$aGJLLV%H9q)tT!8xIG37|ff6eSY;rLdu!RzOEzw85MGkq`{MQe+LT~M4~ zQ%hp61OY%V|4WuS3*zB&=)eg9`<82UURnT~DgSTVENgaCpi^99C)@Du8~AD|LrZXj zC@w?0Lyr{kP-F+@`h3X)1wP1GDh^zU*`-B`10(@QXK~r_P=@z9ye-PtP7UeUVkGdS zHKNmX-#o@pVGBtQYCKhDPglvUOPyr%7HrPYYbFM5hxRo55CqDQkS(})vH#>-U3hRH zhX}YO-DyC;|l`l%_QwB7dBqxQGMJrz^hm3~rO!VqHX zPvH}Xe^FLV^Z zRm9p~DA@f#xFnmi1&sO*BMOsF4~BS(4<$c~%lKR+-M>6tock+wYD{#1-x1b&n2nV?&oK)k>g)T~-&M%_Cl-1O0&Nuvsj zb1A695Vwz-AWW29fl7nk_?&*uhNgjrs&06AI6{u&l_@Ms>LiGsY`39V9i%u-b`?SB z@iBJy^)1;11D+YtAKB2}LddgyS>E10fg_zH+=Yx0KGkVlzf_p_J#L&b4@FxJxFpZC zm2tBz)X;Z|M)J2q5ml|>d6#uXIF{gaoC6$gZfvvXDT=1Ylj&oVlH1xtsA*sK_o*}6 zs&3}0bFwF*#BHy~ljyVNGKCo1(NRAhvfA_V)Cmo zzev`D^ub@EE2$Rs<}-*hJ0pI2U_|~vg&=)AfohOXw6qhW1zGDXur>%V+_kW319pe! zrQpu~ne%D?>zbv!Tf__uL40^ex*C$VFrB_Itpn`qq_}J3G79TkW?gx&K9m$rB8j83s@JN$$d(`XH4~yw^C{i3j+!`8iRca^(_^iOz+uAo{XL6f zpa&Pffh+bmdKa4sz4}C&l*9*_NvuwN8Eq zuK)p*qc&*DVP5tgk`2*mibgQxwdEl41hLsz^YpZgb~#Yhe256^K1;vyeN7Srq_2N# zp9KP#3c(4o0+3&Ro(a}qD#YgIP`)@ein4hhcEYaCsv+0LTvJ$^fgK(;%)GO8n-S z;PLEfu!ywLviNr)-Drjg3#L{87d*_ z))`;XTRiq!X)Zny5s15g{1pMQj@sBcPN=eh#Nf|ZS%!<%LEUE>tNC;lexi?A-lAPsSJ@@mGM%F zOp~w}RSAx1iZFFlvv{#U9kw6)PMvQbU(N-GzcJP%JQf>oJ*tK!%h(3x>Ef=2BIXws7RrTl?{_}} ziLP{|`P>ScCJvSLr+K<3D9doqp(z=*31Y1Zg-{nir#Iy1ufNq2g{)(P108WuCR5(^ z|HAi>j;+(|jHipDTDQB6t_#}CE;QXeSgdRKxT_K8a5$q1T(*{fAc-HQ84jvyR)3DtFJ4@tW9ZjE)p1VcVwJ+ z>B+pKdbyg4ZLIUUnprQ!#d#cW!o8Jg5OvjkmixHH6d@?I??cAJUyJ#)ohof$&%bPy zW-eALJTQR-Q>5ghUFpGtZp#7~%UP+y7gV+tD^lGa5@rF%!~|`LZx$(f68PiVOap>K z{k~pexzY*I16#ja2S@IdgftTIYaSrgRx};6-5rQ6B`86cev>A!8Loc%`Dz%9?X_%MxK6F=BF zn2#-9dc>g!17zUTx7*VNY>iVOK-BN3Nbug!BS&WK%2C+Ub?|+4^?1@K+jpy zP}@-yG0dxW42dz$_zif`dJ}VRm*L6#4j!Jd>sSEBZ+;{*pH>j%X)g1knCigPd)0{uONro50mr?-X#FLUXpZ=EJRM(yB%R+|Eii3_o5H zi6^~d7USx7w|NeZaY@;g-JEjUqE#4OOe}0w-2$|p0v9>v?QqosG2PkE){#1<9ek76 zQxEts@Aa{{50{L0tyQ1TBP{7>bm*CwvRiY~t<)9Wl6sjnl+%bdi)vJ>J z{MV5GM=(gu9dT2gq@)J*12N==L#X3nhTi{w>xO1SFZ=$Ep(kaB?SO+_gi40EV9()D z{*Z*7-L!xI6I=hl3kzirxI@pFAOK_Nm_S)~C;;30k9a7uj-(xWL{+yW0_`x!%h0df zm(UvjZaM?ve~$iy+ebQM$|pI3VgJQh;`raZ0nzR0f*lY&6V z2NF?%t%!6J%4OV6oPmaYl7~pD%+S!#$IQtm=dB1os6?@uNQif?U@O$5--`2GhVtoE zOW@~R0hFGI=o33gLE#T}Lz^DczDQ4J$Fe7slAhHJQ9wP%8~ET98F~jcyJRqy(A{Yh z_faD!rEmU=dFX(+q?wougGokj9O-y{DR(tV4+-V8kK%D$ZvK&Uce$uYXMB#X;o$05 zm;Nt1PZk&4bl;W{(G>IoJ|*12$Y!`jjqDoobzrkmVkCD>RF~^zM<-weJ`hZtSh6A4 zX`hB}kFTN7nfdz`+XN1rzUK9Ska9~;J3N=NF(%*uds-O$pp=RRSygvIPSa%*x-<{$ zGa*=hF}3IjcC=GOy3r`%ZlLVDK(O9->f&eb?Ab7TKWv_V#Cyen7FLR;&n(UK_B+#2 zCWCoa-F-dvB@>zift$qPqSp9~t~4X5QC435PZE5sdLH-OO%)-q|Iz%n$X9Gwi_O0- z9f4w!WUCGA=<5aU+wmfPXYKG9vhm0rGXpja_@dUImFc4>xgv;UGm|l`?4Mt>yLOSk z%OUY`aU)L-zVR7wK`sy0^yT280KCSQYgvgGRI^yxJ^35{viDS)hd4BO?VhR9`l|t% z7EC1e2Ia03uc&^4XY{W2kEHswUOw!ogt*b{fyz*ZOQCr#&vQv=ep!GM;Jw@sba-ihS(9PpPME2xZMvkio51k6loEU(A#7nH9&u9o_ zlZ6nll8XigGF$5gs3v74FU-VP8{U7xXn2uEUathX^|hIv|>(Yve= zUAS;wk43rG1*AG?>|UjdTE^4?&7FTHB8ftpx2~4*i}$ACTi=b&#lPl z{hq3_`+9JxX{MbLaPWQxi$hAywC+Sd%eBXp|K1I&O2IA?{l{VweiXb)?%P6vK!!m@ z?vI7`k$Iz1O2xPKL*Y5tU^ox`&otJcf2VZ#K#Ti3kO1vp&>+`8h5bL`qPpe6{@i4n zenVI|9Wzq&284!sDh4wIMz_ISX0?xW7tPhij u~gJr=9+Jp9XXxbsYU^mCm~6t z&QvA5jBq@3$58N`XS|{V^TzZa0>C$Cp{G~w+6#`FD&4N6??3Roa~oCFsB%9SLiE6t zNr^I_d9w9i79<$t8vG+QwRmtPNW;Z>#AN!5Bx;RK`|uXcEBjr@tDxz)(rKnIT4FLm zB&M+W3&7S5oP`tjtpbp|@z#@YC_=TEZ+3~8MDaEQG=L{fNB!y|ycU_B*$Jz{)Y6*S z36J`HS~?(l=W)2_rHh$~$%MrF(^+j=zHO?XL9oN;Y+f+=+aSO2i)xuKP zq|Rf?2$2JWjS}KVct`bCd+8fLn$R1JsC(8?v0kFF@@Sr}iv^VJXM>R+2BF|7Gt*H& zum8u@Iflo%s9%4_npl%2X>8lJ(KNPgYhtHK8k>#nHb!GLR%6@7JKg7;|Jm>PI?sHX z>$>N;vDR-DD#-rsCQvgyoRQ_hk!H|BdeJuz{H)aFSEa#_mwA_=&ZJ3fU3GZMQH`yL z;Je_|iS4V;;i_lT*lXJBdoY`az2@_VzhK!cdSdXgok9whd~f82lMxCf_~bG|92Uo! z6p|AWZ*ez@wvZjb?KU>s@oPwUGT!a}8l(ujdY_Y`SWQ zR*sluL`=)mBIFqeL9*ZAp!;sxy&_iDSj&9#TqEQ=G+@X}^m>a0C${?njtz4MK&<+^ zTEM}+NiIAYqJ=&A&}_c-05haYeh}UnDpR>~P8k88cy*YjRDk3j0J@JXK*`1%khnX4 zm`rZ6T^S_6f9c~4J{+?eZpM}zs*!RABTOTu(NuBhxW4QFb0 zO-}OyLC@42Kl_uW{1fzTwrPnG_kPp1T$d|g(`P>J$=tB@@+8hIQywtpxE0N^^?1V7 z!ftBhNcW`zesZ9;@!s*7jMRV_q&Pg>Zel<-ex$mf->s_Q`?avjds^>ZJdMT;)BEmrG>s9=0w#3FV#rz7$46 zIHHp&@6PZ)*9Xhs0%t)aifT(VY6qqg;DP%iuK$CJ{5>Bab0&O;z{GIe1SBwr4v|4Y z4+3ltk`CH;@!w(AHBveYEoNCzxN3?B; zNfk?^Ik48an41|G6QjICY$TnwJH&!s2TA^gM*b;Q*tSgVLzndRWCC-eWu$z&YpohJ z9km`&Y!<-Miq!cn_a}R-YEEWi$=tz?Hdt)jmRacetH2CH5^pOiowc7%iZODCLl`_A zjK=FwR)}J43_UQ}tVn?zd=IA(_o3jLhVi|Hg&MwF|Gzm9(R6nrc@E}Cj zG15r*85vqB?9T6mRM{M)G?ZX4b+1nS{QGqV`Mxrq_nQA~wE+7|m$t86^j}a0T`Vr2 z;9(D!ptr|80UQmWtFv({AY+Rsd>dL=9ERfk9#Jpa$LE!nrq95Xn6&b5x4@kFDxOt$ zh`yB1%{3sqK{Rak%(1Q@l2+ad!5>6@)wfVapIg9aDb%Fu*4TUzDL~>j@FW^aWwa95 zxIf{(FmC+tVwh%=h%BZjvHiPckL96a$MfC*ct`g#;kgK6S#<0a86=PA!m^?7g(I{dR+Jw(pEUp2dC9*@6`KO4Jg$r;7kg#l7deK&WkPka;_U?j54Vwo`ip6&TNY9xN+3}m z5|U6zorM=v+NZzCrei=^Th*_$D#d_q8cF60?@4Z8@CxJBGwYh!5fyMDFSV;*K4y25 zknnV;F(70+``w~_ffEsdz4sD`?Y358e8F}k@$>VybY3jN2%OUV-{V@H6$mH%-bXL$ zM|@C0CbH%F9eVB&!&rsNct7%ZYl>ZqzjwJ`?%p zs^E`JI1(Uh_K#yfH_zWfzW+P$EvC_pK_m-h{IY6B0qQ#jj;0%Zx~Ui~EcyxNLb6G4 zKKQnjK}k4v3oB8FcWHh=DkhX}*32&2bBWJzrzR8{M1{IPe*VRloJ?|6_+Oa+_x&{w zC8t_ho2ecApXL184D&$e+m$5tDsW<^8?9OO*FCcN837?3hcS(7bRG15R4V-#w`)12Hw7YtRJ$7cF$jarvWZry zVrB+5IVbMneb2ff*Zvn9Rs}$yEh;;-cg)hA)>~1$j>Ziyqk*G{RSRqE2~;DyHYvaT zt+{*0B>Qps3#W3IF^$u{e)xD!pyX*ycCGtf$p_wgeD1s3%Y=5pR;{XEJleX#j~Gh0 z^aMe5@Ra0I{zzN&ndG6-Qo<(AFh}OGz4ASoKK_S9q0UtoE2|kRQ|az%{2rnBdjkyC z4hJs5ja?h2ekpLgaE<2H{UE4kC_TDf)s72^m$|@07yZ(V7Q>|XAk+d%2Lbuv%N{R# z<%UxqBKku;Z6nZDa88BHH5r9}{L^<9I4hy{#b$wV`}<%j2{f0MQB+I>M4jU#qGf!A zv%+YgBZp>|7%Obpk>H$nJ)UwzM`RZ+Tlecp&S{4>EQ&Pe$yc5TE08+hJ0g@puwz@m_#zdBZwQH5JOmSTa%p8<9C`)%RkB^D*VYyMXn>mAfI2`kiPi}IBRUx;XkNA#B)UYRe&_SO8^ zoWkX>W)ycce?R88rACz8`wgSbWp}Dg z;7AwtW%e!lBx~EjJx4-D8u&5PBDoO$@*i5hKd*5d6+6NI(enTMRsOe(4=m|fpA?A! z3%V|8#VMG!g)z9(d#ofO2kV3O0%tbE1(SZyOG0zjZ3 z0=oTVl%WW8KjJj%TGz1ZzML*|JoW)6@J#+m#P#~VU$!?SM<+W%o48BcL<;&|RG?Xy zR5n*HtN&eBo&M7`+HK|J=z>}bjc3G!o`i~8k7T2)c;tb1|FGo8OHxHfh4RdV5>5IE z=fnr9NNQwnMx~)wSu;6;A!%PEuQ?KX&a1cFXw@dsYFdVcQo5ZFVECs`3;VkkZWWG7 z(~y+(KFPZGPHODSwnU?}N;C)(QQ!m2CBadbG<&H3L;MQz`MQF1JUMc2c88lnH(uDC z#6I2p-n!x8@Jy@xwVmar4!PF)YM^o-G1+iNfML0a9A1?pN68Nrk88%UAwlMk%QCG#bA)F6?W5 z9-0J?V?J^-_JbWKh3f&Ndpv0@l336=lv;17SW%xVMW5#GFv4@if&>fk$*ny(v|1$D zs38Z&gZp&O-c$sakSguKC|{_Z%>_mi-v8p7$;-?~h;q z@zUgg21{jdsD}|_q%*5Uw0#Yv9v*segolN@H|rTf0;Wi{W&7m=^*f{o{V~FN&SN(Y zTKb09o-XydE*n7SF=7^E%taFiHIx#@7fqBBy2O&6yz`w{p(ID+F`<-O#ae{&m^$qD zv>`SuFLke%o^%QK`-|gF#wQQNO!Obbx?^ovc>2T6KlvO-3cW7Y9V1@mi?pwc@ORX> z#(4l>HwBA%B0ax*$TwxS?#_-WQv9lC(Nh3=Wztp5gm{E_K`>pK=12xT;;J+y0JU@$-tbzLMkwz zfVVF(#B*QlQd_sa*#A30z251orVL^@36l$@M}D1dHMJ)+on@IcU_g#I<}@0X*r{^R|jbB9Vr z9_G&KUl@^%LXq%j@z6WYL8PRmEReE{cp5Djfui}$E--^aGQ!iCBGaxP9wUDTet<}o zg3d(9h=700jW*5}RWG8MKL)T0Waqv6Xpn(cDMVq&G0{^LQ!pwB1#bw=wa6i3^Th#i5<_8KK zYmg6QZ|pwL%?;Y0_`=gd;S<;vmUzJIy*XCt7UuR7$swl3p^fV_6dbme(}}eUMdPqv z=W{4{Kyd0Esl5SJSYCG7EkktUOiwvSLBx&HGAoxQC|z5R`q{^?*5lIX?u(QlHOsw$ ztqE!T3dmfJvmV{l;jMn)k~V0MK;U-O9UAVNj`(OBdW^l`C8R_cG1rjGN|{J}-Ruc1 zC+QTSQ3$^qpvT7S?)%z3I=v02N{u?nMVEZ^hcbz&#?2*p6|$h&j2!*568NAs^Pl*F zV$7N7I;~aM=QTShYD?(i=K@W;2O98SZJC_KxFp1cYH?ibD=E~e|VvqLeo z;wBb4e@WtJjy~sRA_%YJ$5~q3Ae+P*p=o4d%W*d%89Z_3+{2ScLLEUS>l!yQw33Y9 zmmo3ttDmC`C?^YS$@Be2&{lSPdHQ2lX+6muSUbh7w0I55tE*1@8l^WiKeMyAGjwz>zZfB`5C?Ny zi%Q}8BEZ$?Zia@xexdw~pMuc|4PgR*x1&@U?T?{jh3{zF-OMFZ?a(Xeh&%kS_=x1> zPBQQH!~cMxa?CC}(WnBS7ieACZpS|u;P(VIFs@3EUPhIs%2vmF#`IrTpu2EOyfoy= z-$XBed9Y^(vRSyrMj3MJ?@yG}z;ZoEH{ljOP4IURPXDy@CYh;ie~0%d>w^6}kU_#N zgoa>2|KBV5{1zi z{rrgpdMc*!{c|k*uOpD{U&7!&2SZmN+{O51GszXHIPAwXNzA>kwhLd1Z0V%kV^itF z2Z!!r;?%h5^F*T)cSiQ*X+aY(v<-w%NkxL^UL4T5+ z5i>Adv{9lro;ezw4uZ#tf*vnXAC=Ssyb-vL-^(R2I!KWFu~>!S=Rdekc7x{3AZm{g z0nXfZ)(aCYoB;pHAPT@ay`6rhBl1gV3sH$^j!HiqDg@fe3Fqh{eEO;q(f$R*lN`}X zKL9#p4ofcAKY`w&%&hv18jw#yO>ON5d=QEtt$-WcNd0D`rNc#;XTR%z^7tl`=8}pE zlrX0*#ZjmHV3D^oJ~x|^kx5ML*LnK%+^{i2PyP9EBCx|)x^|r(?$^S7mMl$rcuQD+ z`u-hb_fm#0?&&v}q1kq4dOBwi`UoZCNPB1D-eWRtaAklyWoqi4j#0}GzVd!sm}qwX znK+wZL9wx@#Ch1)gngeo*ToH(wY671LQZK;q+I^*qbOa99sBQo?S!fyJm(I-y92K; z9_GD&q39XmmUj{~i*3iW54#Pc9D&(DeT+bG4l!H}tVvp`&xm&@&^{96lbWmwxbyzS zN=Mk2o*aHEwgjATql(QyViy0BiiDL6Y&BsTj=cp6#)nW?YqN-J)+fRJV3w!OzpbSQePX0 ze_9G-x}xJJk=2^EY>*EeMh>1p*w}SsgU={ zHa+nP4M@b~0+tpDTifWXrZEK;4(|rFsfG8|)%3*)N3ghw-T^^@yDz%0w4dYe?gn|@ zpg*?r+AZfPf)gr}9=QYiqlO32%iUD;Zf{T^OCIeDsmki420Zk>4ZNFrhh0Pe2GwLo z6|1vnzmms&m?GR?k=c#yn6bzoQSbFzf`FbkAGdf=JH$;jh$~!Pey=Sr3p9(}m9$3o z`B9zD%bvl|DQ>4{QS>E7)j{i6b+2q()M4$zZGSALvpI3#C_}NK(h=8S@*KqM!j`s$ zXz9;(YIp9>t$3tg@_14FK9d!cpIM6;mk#N~`A$bqxxf8mP!I=K_=|(=MZz>7`T0dn>hpz}vTpQXn-NGNsZ;nvTqyQ6G{2wo|i#>!*`>`opaeo-e z8I-()k&#lm_?Scvey^f$?`AQ4D#tps?U%naWCr5d#D_$Dy3fp8@w+VH-=CFRQ7M8#wvgR3kHUh4aBDcw0o z`APs7u2#m93V6a3Ko}YLl*UohO_uueph~jLUd@r256 zY`31wMh$BfHLjRO!G+5Ccf{hVr!R4zo{g6KShHr>{t7a^|6ceeR$KRLl|b;F3z)J{ zD-l=8tg@!hFU18oVz^6Ql9JqTKhtTMuWSx{N11rW_T$u?uAE^hQ*lJRId!{J0dYS? zo4Jce5jLx*Fg}bKhvUxR;`upn3)jjG#l7`IEDN#WI6H9Xh13Z>kl}IIK0hZCfeu`1FKqlOfRfQeF51i zC_i^F08!Mkd}y&GWUd=EV&KHgOyr*;kO056KD^s=qxi_lRor6ZgGkgI#AL%(Bl!!1 zoKTW>=8ch5FJPtO^|UQTSc-p1rAlbNyB~_s^(R1Zv9`Ys%hJjQn}0ntNG!Sa#8;Xo z47Xxd@N$ru`{^jSb&!QznQeQ4j`_gvT%M`CKVH4%T5T0~hlt;DD|-|6*=}X<(ZHzoSDT{w2j&Y<^M|{f9%0;0AD$8vu@l*38O^wS(S<3j z2ad4#Vl*?{%h_HMxoUJM(2ozFf7*6Co-6KMO-8QkKdjAc(}&&FeXBz(Ao-4bk1^PM z>+BT^MB$%uwTYM}LSH3^t>^yizt2pcr~?(+UpK12#nCTb_td9uY^12VBUVtq*<_=? z&tm(vTm{<6!)tX(+}P#BX~w=_GxH}3L)}p?T)FmE{HfJG#a3btP}c^RMfeG2AL0^j z{m>*XvIH9mF$eQE=J2OAg(943bZ~%YWC(T*=1Sjh2bai<3~VQs{x$~4#uRStx8EC* zq=?D|!d3`~Td&Cf?IQkAKo`^=hyHP~`}ZmS|H8e1S0>D8gEit*1NXc#s9QVtDmaPb};bv2C{ zAo91E|7{x_?!^z{S0d5L$d{iS!IWm(Wfl2xRYa;lnksk24O&timWj*~`!so%r6!@D z5+l~|)s{Mn_oLzpJPnDQLW4x3T|j(xKj}>NO?gO2NGtYNP*l9?lsgRzir}bO_A@H% zX~Ai(cgAndd=X7>9G93~PS!{xg>+|0+vlcqbGSX$1`#^QX@y|1iq{|$_Ll`4! zH%FMw6m3w8v*7GyTkdSU0}a&6SI|*3MorLIs;vHs8R;>>C`G}h$jEd?m3&V;>vPC>K0Z|=hOx5C_f zcT!d|XrSJ6297T%D)2n+RmV1{q*zRGzsr50HcPV?53(aS?zay!10Ug)yvOS3tV0Y_ z*Uo-SqWdb$`L>3;WBl1^L}5U&074;>@x0 zxgZ<;y4i>};6=Yn+m~&3g||BrEve(G|kK^saPl zIYBG#e=uwNDB=Q==d%-rw~O&uz(*%|K0&cT?*SRjyDeb#cBho)9upA*7D5qhi-+Gc z@|H)q$b7GIJZ`a^7(1%ojZx z`=3=G`~M{Pbwk32pg6>@ap$XbKd5}6i!(r=u45W=`O+xeM=b=ERnP?w8`oys=vBUu>!$#Y;Y&xv)-e!bh21Snp)}g zAnN8K;}+{w@v@}SrCrux`^c}cr4~N!`Lb2i#$@W9xDqN?T=BRHzbavO7)0ert7!7vN?4l(nO&9By~s`@3H`pSJ^y$F zhn2#;@9l-wtZVS90M7vpC6tzEqrSM2m#69BX^z!gvZR!fydE5Q0f2I`1L*2%m~RYm zpVa&)ZPd#MARRP$CVV5uLgM)H7z*Yh`W_E4ufef-G}Z_VBG}9|RA~?@TDnJp{5}rp z8jd~5&FHeoD+#PO0a@26&v?Lm)*jE?sPJn^ z*yqeAyhZPPveMyR;di(=MfNW&XshG+U*!{h?R@WSx>%W$7Ft?Y`vNF7hYXCc!e)~- zz6|*?6YNXN$3e1WEt$JcK%1n2O18c4qJby#moqFzKyy}yrDam)N|km!P>DhCW~4Sh z4sI;TgwRndEo|_ihyHH0CqV1Y<8k#C_(dHDFi&AP^zHB`Qca@oOef7YEFi^<2}X^= z_`=~(Ih;IkbvZ8}1q;xpF$%Px4J#hicloS3VWx+hK-Hn)GvkXfj!D+Np-SSXImzf>%oiooCAw-R(DJT7o_s_F3A&}k`3)h ziwtC?Z1HB*A8t9NUAIpB$+0BX4sA36mdnjan6mt!#6*0N6J1|VXF?S|w~17x)iFDs zWNGnHwFt5*sh+xjuKKFLMeeMP6Z2f zX9OLC2nm54W1J3vmG4hhC2efy|Asa-rXof1Fm21sf_)4xU&>1p#7oQck$E3rUUqD$ zx!8;NO`ty&t2sYf?j9_@akwA!`}$1jF+ArZJ6bVHdrVq{Eep~T*J={|OsYal;kHU! zCQhQ_jBw4mk5hI;Yo-gnwHgA8J>f3VSV+||FUQFBMH4I-qZPM@KGbPu?G=N4c`UT` z&CE;B#(q8*z4I61z4qj5=^@ubxTrK{(@|Hn$@SXhTNr0u9;4Cv#irR2ztD0`)k!Yx zNd43M4XBMHO+g`p6dMB23_LQ^2Vxt$6bC{t}20O{QACLg-;&R+&4UU`JfbZ*<2Kk=A zE3OFJ3&n||S6()_%!%gaOQs1CyWX5?IKKVOLc(?29Z(-XL0y*+R{bbSn;%(IC@f!p z8^-#|R>NO{T2vnisr3U|sOX7c0gS@Uc7^8Yy8($7v<`}=PQs<56>OhR1DyCA&ND>d z8k4G9*co^Y?__iDh}RLwnK<8!+A%##5LI1Oso)zJk@JV5$}5u#{Sw%#97BBt&| z5cz}%N#<{THZ}>MbC!}nlZr%K+NI1Vk-B~@@)MAScB|0e^nfODvu|~4|48DqRN2H% zTG~0IWRWEbjL@W{$t8JsIjrh*fi?20lHvbW_zY6~(EH^W{icwmMw72J@vThAjf8;t zK%U_@yuQE+-}h9sVuKmR(~cm=%Dw`{wy3EFp-Pheh}y@Mi~@%zGzyPv8Fo*{2^{Z%$4 zvLBchmP$ctR|-KY(Cb}-UI|hR8YAa9#VAP4dLN42Z4d4|RL}jAbvAwQ^Y`8~rO9tC zJY-y8IrKaHJ}YvVTE~1SA6mS7;r}dj-gEY;1lI2|%_ICM#+&OYfl?MAO(%299dsjk6wkGIY7LvJu&)#6L55!BCza z2gp6}uK_OeKvD_!|9{`c`ELQvf5Ldv@&GbRvi;I*g)4Z-@e@B$DJ1t%=f`U19u^nC_AO@s&BW@(prHaj6mr|@F`uer_Z$|%{ zr@qJJ^Y?ukBRZF>M&3l>^a>3mP@~t9WUOe7MjAKlH&UJa{i)f+tU}fdS8J4U*}DR2 z+G~zwIr&JfU3MKwrmg6uVS3isZygjEGFv8K$PSBHksm8Yif=L#IIYs__4sCs)jKlg z?lm{=&>O5#7&M&Sr-}X3u&)!$B_`crev&%;hENGu?#l9)m1NqE)-nd&s(5?N7u-wu za^4!u*|~m>LH37w)-|cydd6ur7G!v+pMmXcFNvcX3eW4R5ySSdg*JZTbVTA%gs(vE z=$f&?vVLHC)KmpQFL>k!wnf_uU+s#ec#bPEr_W?R7{$VIN+sP?%i_Z&w_TYEI6#`` zKL03ba)G2bgIlOhln(+GOxxn{Qj#1P>Zt$xLIZSMUG3bP#=6*NKXvG2MqWJ{Jo{c? zCB0t9VA3Oqtl-GyXEp`U^^st}KFJK+l+*pC_6i{Ix@$R}@4-V`6VSCWW~r6D*Dn+4 z4k)c5nm;!KH?zLCDkM-IV>B}LlCYk=FEleSusB7@;oeyQS2$27TX|Ps_kMdro9!Ar z^2fFf6|^9RT)kQWtj$``hKvTi=ximkjd)D$F)y;^t;muaKNInkEfNP#SEA5Wf}aAr16f)D~`dCi)L;#^R+( z68P62+V0JyLoFbF%W+$=){DFzoW(%lIStQ!ce2%qSRj|axU!Ze33`B|y1l*7LNHoK z!8YYgG#c(O)}$6XIM) zE!w7anvK#7n&?{j(v8UiI%TkXY7sJ7QaGR=E{>Snw+JMJiWb||C{+d$elQhte68tc zh=!WJMG0~G*?106+1dqlVa!bv{)R)QW;W1!tY~3f*A?p%PVv#KutMd!>=(@Na zY1jh!P@-N$sLIl}4+Wq6x1ve6I>rJXQ6uao4wUdCm#YYly$YxlbrxiF%lXjO7_$qvpyv->K6Wx z9Rz!aCZ$MR1Tnx61%2mNSca}*G4W;XKU=y#fR4C?{L)zs%W|(MF>Q(((VF?P9qp?2 z43O5h_=;U^$^wBjwrJP64-}Zc%>2QSU(J9Qa(0B@F~IbpTsotngQCnB$RgD;&tNc~ zLv$v;TU6!3$H!z{50j#(fEW{TLY(B?rB1j)ji9`8+UgdO5R>J-Lr3ezFzVyisUwxr z2>poOv4c(d8+Z-TRO(|D&$4$Jl2nmrCQ!3vm-_`n4V0-{bJ-(RSRhAdg5&Z|$m=1W zZyWT&W}QuooGvG>d^Oc!3(i)Y>Y$f!Y*b%!ws^=7lx~(edQFPiNB-Xgw|k6?DMitye^n=qLpSqjPya#97A6j{`B~yJbiFikIS}4Go0r5r)i(`kEMoY3X`1P z#POd9bJ$M;QGD13e;h&7X^n76s?_?f8Bb!WGPi+|oocFRO){eaAciQ`yjRjooNMJGP~Ed(#coR= z6tgM8UYn*DO_F==SHFu4NU&qvg}{WJxv;X)feL%(rn?fy49k|UV>=-Ptb-iz#uco3 zE;ds$=F`}K`b637uHUi6K+{t#aoWr;PJ5NEamkCl-rmnzfW{{0%c$5By6BOrXLvDf zg!dAiQ{WaxW(|TMC5U5Lkm;yIgZTnK3-8b!5XeKoP=OzOr+D|P zLY$&Ar}V5R-rjQK*QAMKKM2Xsd}~PV80khI&~!qXA7+W_{%rycCecrzU5VNE)jE7c zdW?%!b|8YK30=zw1t4|yyR#uqI*E0#B2<_M6B<)o%LL4=5j<{4XRdTi zs;=`n)xfu(KBJLyY@v1LTX%2mDs)a4!3cXlyN;*VideQjHAj_uZOP|kjoj*pOBMaz zChJuFRF3$FB{sAdyx)vA2pt81a(Ol!lJ998M`rFzm0)MJ?3tsfUQCaRjxHCz7)sd~ zdH;_Yz6yNU1N~_LI>1#9Kh$*n|2F_!|Dx>uvXRGh{}cLUC`wn*3(KnP}Gzb##<`4@v!i@7t&Q>n_hzfY5Eea#XB zGCgHsh0;Q^MM9pc8q9X~Fh6IO;=Fp6ZFflRh3NMu~Sh04#?ZAiY z=o<*e?LLPkB2)B>$P>IK!FX#7 zlQp#LC&=_#%6&K7%XR>S-uUrnT=scLe^Fki=(E4!-V-oX2(@owE8%9~MunO#VMHB& zpyx;L^yL*%(Dz5K7OLt`7dw|VFd12R5z+T=mF4CrPgJe3D4}uPH+offu_-X6=aETj zMNC27^Lx`fb^$xQ!@;E_P*{FsUA2cv=;f#PY9KB~JQAbSZmzu>jDuo*E7>Wgo(?kW zQ`Z25hlIp%DLRD>EVP0x#xi_hcSAw^~S*zkwArrS-z+ce|x?C`gvGC>pOfI2ZdMOZpaV;aO)( zX;8mtsY~pab9X6eQ-`vqN0O7y>(`EZ6w(Kxa!buv2_Sp>4>tz%{QDZY{8Tgevz)<^ zy(_fkWmt<`P!zKPAIqUyC^7fm-f)GKqkr+Wl8t2AZ}bDsnW*?DTMf}qe4=kh1IT*X zA%VYYuzG}u(@qDt;O>dr6EXIGEyOvR)q z1$H)1x8b?k#IC(i(b+KiBL~lCUYbg_uNBB(j+|dx(;q#QSwUy%1GkSLOQCS zZ;;^i2*DA-up!g+ZNJ)L;XRJ5t=Dx$nF%_uw~R&8ylft-)3qm%BCI&bPVUXjvOu-O zzUWE#FG)uUzb>z+BG8P{+S?R=&)_g7=%Cvgp@*`~UfUeGz@;4e28+8#E~9Z{@F{he zPos3*0eiwbG?GP6F=;$Ml*_wpzp@;aPZtI~@^wgI5bj9Lb)B|Q7vIr)94F5<-fr*L zsCpP4+$kQx&3An1QVy-Tr;VL0%+*_HsZkk3(a+g>6M5hFW$aGW-uEMXElt0-;|ngk z%=bH1nN5xvv7st0=|sL(DAG19pI}qFZ$)=PX&N;+O_rk2!7{aRMsV7E|HnT5Pg+O$ z169%A4FEnK6asjh|66)H`EOi*GgcV`=`u~91T1Skr7YXYqT}{FBm{lR6nb#p*Xb11 zz?7E8Y>C02VaCCc-C0`f-OMJu%wnrRKrI1_rP=%z%u>9M)q72#c|QeUALq{gZwn3o z@FT_kj@t7ON7ytgra|=_&EvN)j1KMMnPHIpiSzeL@nRFQ<%+DTsmzfiTk%PwDa*!Q zU_aVS{|)aBnS^}KB2~CzaovyxX~KyC6?llBxv>-z!Kh#`zUrS0ZNp5+g{dpD+b692nHO-;~NtNGU?mNqxwQtb7S@`KVj12 zpUPAw%NU;VujBS*z&>l>WqYmRrELSU_N4cTTfK*!4sX38vLl+Q&&GpEdRDjR=mWlc zNx_A0Lf))-g!&xoI_|`L>uo*@LIoYa{*aQz2^44}pXSEhJd~B2O6BKznXmY$mI3DP z;1GQyau2Sx2;d#O`78PP*Y%b-YH6pwUIS2|_AZ$3=)ny2Cj7pGz;7pzMrG`wUk;T& z35jkU@!Q7huXI5NQW!Y9&r+Fjs?5iTAIg|j@-T`^_&(5pQA0o1yW|5+cP}fmp9-si!0vdbNnwSI(U2nlrKQykGk0O?=n*%*rYf1a$vc2%NZvYPE)|_et{a0G|gnHjaS5NvxddUbblXCqC( zN&t7+(C2=~BHO1}QTyTHVFw7BDB5rjQbSA#>!}vtIuy!HV2kIWF zgw1hI2_}W|+c)&MhUaY_3)vaca``6^+QJRLZ3=$1hf6Z5tl?VBALjGq;jsw6`|;PJ zplx{DS)}e|C80A}zZVo8OQ}3r8MYBnTTgbLz>Jw6oq^q6#c=V_eFF$eGQ7B*coeL{ zfl^$Q3i`mjgKw^Q!XMkSb%6HZX2cCT93d2Af^|}}IB$Xg@P*`*MRT#VhDZ@0+qHaRhGqOWB-6Lyy6P z)6>`>Kx?`?=uwd>Z^_4h=@ie~QjV5kq?~dRajvx>3~WB$J3di{?7V6$CPskp%itAh z%n`Pov&%e(h5RP)-5t&?fUeXEfz0uI+knyBmfW#2e>2;wd{qs^t%k2?Xg#!ea)}ry zn;Y(rJ$pLNWU-#_ZBW6*nt5P9-FuigtIcKe=63{ZmCC~!)Lk`}7VBMJlncts&d?W3 z3@QsG;q!eZLwLX)>%fx|NZ!dwmm~b1x#*FW(J_8r(lF~1R!{U)noSfckXD2!S2#(p z3Yx6&o!I{jiFB>rCa5K*@T7d>3q7~!l$j{4r}DW>zEJQ(gDG7pt5J@oSd~wzkeY0V z({O%G(OM>RIAM{t&5u{XZ(u>lPGPC!%TyP{e+T+MJdG4C`Tjp0`=5X<1Q6@LtTf|3 z@|k8>uopE+*xFHlo2<}9-$ED~FH+QP4g2+4PeuPi zr^Fv7R%nf(LHn&)cvjoPN!lWB9~!E|bRK>PnGO$teHg%dzkYG@ANF#-@*P*RzBwWY zR!*<_j4<~^|2vYsigO&)J^Z=Y?3)!&gm;3=v|AVfHXI8^7IoAJyqKb@>S1v(UQ%%2McLa56W<2Vytd z#4K*pJ*{soiv{^SBX-LoODiIIwGxFe3ubUgdttkmrm=NZ`?-)b z6xTSg=0!^9W*i5^O+;5^LC48=}K~}Sf!PVfkkA7X>eV-gUy3~oX^XLL+nqBz8^iWWo^=W*IL;jF;eXzWv z7m4Wz%H;UoS|tZxE$q?qI6na7<^G|YD46Rwkn9!>HdX_4d7(-l=Gk#%+JFdE!Z%f= z7e_*t)I#8j(pTMo)oqdtWL!&Yf}1xp1q@MDwl%n9XTp`=$;!&!qf>XbDhg zhFDUB3kw9%E`?7^07l@Hl)?pmI<{+n5bTJ_-~Y@Qp~2$o>{Kp#4G??qzT+!LzIxYF z5$&c7J48=BeZv`ESMKr)DCo)1;&BZW=|f((ylKEh_90U^7L)&Q<)HWVo@Yk+XL4Q5 zd0tPMzCU-IgxF-N$chLf`)b?Ku8^WG%ko$DYW5@$?D-dM3jYR*ueHv zd?}OM?EHv^O~A$pKrkP4)bv?_pR%B0hp4m^4+&?Nm zzJ;d!C{R40C`fgSD4~}0-Ta3<&I6p%8xEGqB7}m=9Fl+s`(KC*#b_`h1L2R!hUj=` z^`BnZf1&ii(%8S#^O_;q{g+uwMLogBOQKQ2{5KQ=&7yJROTN`>hs80GyOc{Hz~zSnS+XlHtt_>D7aWQ1FFu!**qQZ5AA1y=R#{7 z^i~PwwMF!@+LiGV*yTGTkddM!G@$JiSqkUKAUT$t`&C^tt;iTTmWC`KKyvNlh|CZg zD?YV4?@tum`uemTd?lV}@d7B6ub?mS`9-?U(AB)p%1*AQUpla)6uuXKvVU*zR3k~m z!A+*crY-v_=k)%YVZ?7u^-OfYDT>N)Px&Kqk_GQiR9x23`t8|bU-wVW+|i&*gQR>a z{HL1yAjjJBq_WsyBqi4C zC{Nj4v8?Hi!u(-6-}xG7)&&B()qK?2-$=3^ZTi`lxslq0I&m7w4$%SOW3~nbL_Obd zqI)zs;0l{GJkts2_+2lj1gb$zK~~GphT-Fg*p@ESj(hz5pymgcBd%-5ihI50+)+q! z{TNNNVuk<;v*@Mi`oHvCeijd1!YtykT^pz3BO7?k{EFMQ^n5ovRRzQE>E1dvcgNYG z%|<%A=H>bd9|uh%Cb)39W$OUsF4Xe&e;@@@6VIwc%87Tm};#v78`q-o&^tudewYnK$9Xj$XNPj1u;J9~LU&;RoDX%m_|<8(L19F}@x| z=9{i>8o)jPNpn^g%T_{qv>ND3?|b8we{W`O#rEiLp$U=Pb+Ut6E+bLH5Nz0>pN&gZ zbmkkyo6Kgn_QN+%eY}3p^=nRK96&gMgxA29Vxacq3hDx8wm*>^2YUE9EY|m~fX$}k zpdVNT@z{IniZ{P~DyxD^UAHXH&`%ixV{Q7e2g3x1i25QvyKp89xxA|9C{#wZt9~QR z(YIT2jsg-s>sx8_sic&#-JrpZV-CY^&F{HR$`o)`-X8Ef(TckaNzNJoom(&ueWluL z{t6>AsNHUl6r%Tf!I93g>|z6o7PTiOd3?#ZihTM<#@-*C4fgP{>fbn#x zAZwu@#f6&_|6p_f#B%D&zij*uHka$)L0vZTiQpu@ixwvIHy=ob<8=f9#|J;+KH7Z=k$e+3~bl%Y#C$F)61 zC=VbYqlnqiqHBa?z3&@m$kI%XGALId?ppt`+i_`Jnn&qcmP39&GZ~K8!FI+ai6hRC zprebo02Q0KiKAscG0D^_rq}yIp$s_KG(X++S{f|p8J`I*a@>jOQ;o%wGvH>O_(FCv z-lk-QiEt+#8C3sf0pur``Lpax5$n7pm9uFZo_GyP%d7z5&wNieK|TZrjZNp@QkA*| zn6lCvZ7@DGmb|em$csMP?+ULbSmd44rguqefkaeQU#IG35k10L?bgRNjT~Z~Kl!yI zW3j+?eyTtY`$lG8+-0kbetWe*_v=&q!X$DPNr+|C)We=7u5h7*-;mO732@WOs zEJ|II09%tPpPC%b!QSNQ)ZK`M&AJ<3f3}BE_T3N)l-vK~>Z}6dK$mSDf$%wk{ZwlD@{h(J(y5WWWvSJVv)>I5QA2Y3Z#(wlrN1t zqwh~=3Mde(eF`-nV5bYk6C1l@eIZskr35gw_r4VdV4zrcI;u!pFro*#JCrjO6?F5BRI^m<*f`$Id+1*; zfxpaly#)hn|2Nj^{{wK|B{&~0uwUEi>LsU#U<*uTs}y>I#x?|CLyRPTS3$5RSo>L1 zmtj!JnSURF!!|7D42M8pI{Bc0xg!H5N&u*k7OkUK#Qao>`FI6FO&p>y)@TgiO?@wN zz7@vi)|K=%J>4RDsu|Hy6$??2lP|koZd}Q{B0;MJn}xx>&Uyc>3hC2lv5TiVe|JH zeh0C?SA*eaS2V0WWSU~Ke=Vj^hJ6F zM-jI`n|f6O26v9Yq`Z}JdWyemVu?@Mzdf9T%zo;JAt}@xIub9)kz0tB4q(2XmnYld z>-!M2xg0)zwH)F7f zUEgxIjR1Iz6QSAs3|>Kcz7U=Vwy5hEZ94-CD8dlw{{SED1{gzen9^42z4ufR!Hczi zMrp`^X#dF4gi4TM693&nTnCOnw{79R2N5`xKm%sh8el?qmJk48D0=X%KoFp&Br0Lr zMSSFUlwoj1^m61mP5^*Nt;e3=1*nZAD<8rwZA+B^+anFmJEGG&!wnZZf#z^NL7Pq$ zCT4+6x+dXHnoMb^fbTlhhEz+7Y2J%qUyBF>*a!o4H4s6EAt~}2fct5I3^3YFDgk-< z>|eRNVh_N<>kbV9sXDjNi(JQkc%|TmvDZ^bj~ObynkMM0!uv*%iGjlsHkXP4)I1o^ zaLSpn#X5o&YBq7A& z?0*nhS092sH4(vCO?3d@t4JwnLRPz+-V1Rv=k4|0Yl#fDJj#KHv0+aYG=dF#Pl|^- z_Y3a$lSp(!X=L+)g9-(+Yb5K~AOE$v`)f;=vK_(w?=9UwshFOBweI&R9ur2{96BeU zd73yePU{l^*w4vm%E=$bt}E*B%L3k4n_YTQ15|>*WpsN#&ZQt2L5kn#!ylqa&?8K( zvfOCJ1qbq}Zameb^^IbOf3zo$zW#pLeva9fn0SaQ9%3A!rP`#O!^PsSq*8mTmd=fi z2UQ_p)o3S!1B-BYrHbjP<*QN2dLwd*=tyc}6&1k{%t}$bawB8uV>>D?MmwlgdUL)hWWG2b<5r4hfyhmN3S9AwW$Fs1`c*F54KbjyFtY{NIC*_8 z3f8!vQB9(6F^1UPPb(f7<7(2ucc)&vWM28SUmF-6*^T-%G}`6)v3pYbp&)@0ByXR0 z^{4Li8a3hK%1r-|$BqmSV|)C%DqA|$3`zS39)X_s09V_G#@rRytx9@hJC9RuuMDUs5w@y48pjZyM^&ufpo5j;|)Wxvqf-n-p9>gr(0=Z_r z7AT0Jrs&#_A}k>~`DDTapueLTPxS@5KpE#t3Nejon^Ac)V)~0$upsn^zbd2hPw={ubT+*Cexn z%dfo=?0|_wopsqOAJVd6_OC}hfi5_mYg9OjzA~pOh97+ z@yr_d>2UvCX<`m0dE%=YV1$MjJrQ&L>(#?^{IE2#)q~HsY4xs-5W^Kt3kZwKCDndEGh#b5I+#6Dyi5Ef zBzz?IGs%tP`q*fF)y%vd+P#(@Icv&dE<|>k-#oij zR<^>%e|+e6NkmfzfWK5bLFIUIHA5zT>*C4gs=Vxmu#ak^6V#qFab&@m%$6MTevNRK^NDCw4; zOV=mYa(K>3g3tNY{gxY~7qF%|+I$=EZ%(Q@|gfPky8Pv)0`K`mRY ztY1JO4JiDSTT%u`->!FpNFZqTYEeI!NY~TS{*sOJ4Nb9JS2~rTTi5Vbxrw+2#czMwl8ZV~b4s*W*yet$++aam!!3J%Ru?S~J8NN;)}fvy z4Dk|qYXj!dts25aeBA*<(^1T()}kR~FS8*i$GWGt_xyov)QEO)o^&iwxi85hR|Z4OUYn zzeIle*8pGhUh#QU`^o=XQp5hw(fxlkwI58v^c-I?sH20Kqlvz8aFL4y2pB@GvLZ(< zTN{0Zz{{+*f96DZV76fjmS8S`RQ4I0?(-8W-p#OghD!__fl!mctvaU^qMC@A%0l@& z23jQd7Upb4viJJ+xxdct= z$I9#eJHIA=$V5~!P%_7uWTDg5L_@A{C|z!zG*TT5bYCE0gt*$f`s8I!4>H_uGBa$N zm;=>2)+nUk81VOz*Y#1#E*jjUS*BDFLg(tm&I;{tiey)a;|vqHEp^PyVsgQMozx%Q zyfnXW_SkE5emf`GypggEid+dyA%I+&>mm~TrR^e7(FDu&vUd87?5tNgLom6;i>QVj zw+(8Xzk5He_0R;Omg&z{7f57%SEFgBk*|tg9~pSrHrIT&pVcP1+N+iBpB-5y`0D50 zG@>nTb&v)deD0up;qN{*^1a6<@GJ2T`{(CdFIb>knZvaxteLR;nHB~9#Zn>JqR6y< zt>>KQX}&?g(%RG|E|P7aU#6&-aHoXc_qmy=BWL~HnqaUa$W+qb7X*H+&a?EBz#SN{ znG3=(V`6{RpXbTWMsKVp^3cDy8#9hP@47f4B2P(b2U!fG(#fTGl+i-7z^My68sgPu`kFWBvNP5B4n*5rU7ja<^#+kho)I7Yw~q z39fz>AXrGpVCyM0kb#}duo9ty(E+ljvwC4SYCN}g&aB~q*7LH%4KE-jo!4EJ0OqOw z>KjTbv$n+TrPj*_f46=c!g-^jiQ(kvPfSTUcz!sOhDkpf^XupAH)L+unw)x2lyUJkTwl>f7 z=VSFwqLmnwZuMQ26R$fATrh5Q<8t1WB%gSCKp)a{vQV%(?55(e|GUm zJLchNW;sJpv33FgCJZw-YFyD?2;nvpEh9WUU!IdzSpB0ISoaxBFSwJeh@W3BH>$Q_ zisFeN^SieWui*QPtJXQjVxdsJmi-G`eYbz6vr{xQzh8u;Et(-VJU$Kje*DD*H+-yX zipF^93lijX#(tPnx?s66am$deSZ;An6lCT=p&Icw63y;S?vR5WT>mtvkKL^yt)-m+Xu zm{@`6wf1TX2>jC@`OB&q{$Q4~-1XS{plJ-yWZI4>K~s?*mGWbG%$bjbH}*m>RFi}H z;nT8G<)oG)VHZ{9g>~p8W|Qe9yQh;}w@Muik7Xj(o}X>n%&i7!GY*B(#&wPrzz{#m zlTzTT`|{Xf|HK*ud#lMOkq+@lL{zJ5lML|&&K;JhWkEgRI^gcE_O097Gpt#Gp{^Yl zGbl$|JP$-E&}sB#=Ww_kPD8@i@~8*TV^%F@>zxJ{Y-l?EX}lA~)IL&gL_4Hz;xuvH zQd63m=$68nP_P4i(S84}LcX_du~&zv&=R^P)72c=$@!k!5wS){<;(}FG)pGpI`Y9OSKJ7jN1*w5z&0-)|`;v7YX ze|LHJ&5)A7)y-MVJtkm_yG=R;u6HqgB!!b1+*RdsIRIh>BxG&on?i#-&}Pj;5qjlB zJI>0JfnQ-(Dc8pas`v&Bni+6<&rzJibu0kuH`*1pGx|V=)p_!11K_1~_@hi@xBEja zr#%GBPY8?i#6Tdf$TxNX9#c|2WY`Yy|7^A|(=2KLd^OlsCuVi4E6RyOp zNT$A~b`WSlXlLPRKc8Sg--KXA42=;GxF;Su#E-T2OlGeYz{AuA6t+!r&I(yvyG19Y zRE+hZh9CzbX!3Cs2XUxVp0QyF4@|pU6!#)q_t(3%|LyBd}#G#Lm zdT;BY8Z}}!ddtP7dCzc3?2L8Rm`8J-WmKoT>p}UCGVf`JWEScu4XAHcm=ft`f z@g*m@QBR9Xj#YA_)@8c+RENgO8L!#iFp!FY6Fk(=MB(=iV*3i`5|(R4c8Y~{uN>-P zp8l0=fBs(NtAs;eV)ffT{hdq8^|$-&T{riBXNSGe)$c+qqwPiff;z@TgGxNCCKoJ0Lo z*AfM7(JATeWl0&{9GP{<6R~zm*-A*0!6ajyuGh6hw!x(VN)jtMO&WdgxJqeKKLL0( z(#p@R5!_z5pN959&uX3+!j%;nhXGmp{Ek32K=)8&qAf}{RbBuQx9*l3%A-+fWFDoQ z?*wt?^Ve>`Ikn&UZ?{?|bcdNz86$}4YP{m@Q^zd2QiM~UN0yzm&RKO&JBTF2$r}m; z>}>j?)pbiNv@*nc=+3mdo*b0tC8S-7s^T~{O6(M`Y4M~ z^N|U}XO%MeiOXG5@l379DM()z_>FrSt)ghxPcTIodfzXBi*J`-0NmCW4o?Z)_`g6$ zOYji0$1hSaM*Q>1f7QMEJlZfjP=rQ zQ^~P?BDt4AZ8iNp^UuPkmO@a1529<2x&b&gXWDQG!WZFt_=G`XZrfIs$I@T?G|n}q zlYFz1(?`+V7EiU+!sRXOk7am%$`9A~Q!bFroiE z4e%2d)DyF|Mz+k?k>HP9H2J7UqLQiBn!p77s5or|DYc-r+`5WWdZ5+mo+JLUCFPXV z3&Y0~usaCVks=Zq`YQL>YC|HzKbM&S6hmbX3$hI(=A3VooL?uo7rkHG{e&iK_p>mL zBEXo)*5?eUxH(k6W-oZj9_sDLzrPlP6;$uq@f;E@Bve(`X<6Tu*FQNaL7j>iE#}sHA}T3=P=$p<;fxLX@71;Pq?#Q9u{|I z0CJ4gl`UXApJtrsP^;*4uM*~a5z^y0#2%jzNNF^e$)fZPP4KJAosHxerE+fP{1ZaG zs4*^H-Yt;yE8SdOh;?gvNfgp@@~412mM5PprF;)4n27-S_V)eE(5y$G;~siZ_4#5y zk^FC)QgVbN={%_ zoI$+PCNe$_{|%fMg5{3;-(xw`|30vt)wud~pqp4ACrX;zFO zIZn(&q3;}OtgQmFjDSs3$00UkcUnw@hcC$>Y+;S)NDpqJ^E~;x)$i!jA(DM^-)P?o znb*talS1fJYh{e`(OztA6}q<>uS|*%J}*uvxhIry4(u3Sx2_;&j!^CM(+a4}UhLe%rgtfuNE(O0MvFgi&@XOC5S} zgA+ni)7QRmmNDF8es`ZG>UGGJs{YJKnHzKyP64nQ5~+FhqE%S`hUKNQbe|C_Ym39L&qhouYWz!$ zkiEv1{@PU-y|6#uVz%C!`loF)o^W*k$DE7Y6gt4x%dZ&(-QK7fHp-OIe$*!7(v|o~ zi1la3T0zk(#syXrGbT=*fz0PRAo^N$Q^%CSkVZ=^8C4(CNU@yq5%bQS5-*yQkmFuRmA?!-M>-y)0RD!m>3l}?H*hzzJ`Tl+wvRMRlBZ_@bZcAeGzVVl7dF8vUOofJ)v2nw4j%k*{nMb=6#!@-m> zEZ8H##n2GGHzH{SE_n3!pAo!^6E)QS)0zx8E7bc)&Hfq&Os!-BTnBZLH{Pr?@8 z+=11JXO*F(XD$JCHe>_pnS~fZL+c?Q=i;fDu5ACSoBM0!4u5m6_3xGYKeheOO#Xtt zaL=|8rpPFWPMHf)9>GcOQ%uDTMjn5FTwoW&tE!%S_Oqi7+z>M-x$!sEEJ8&STTSDq znk3|^L{8`wRJ$NS~4LZ!b&>_pt8RifMoH*aGp6AiUtD5Civyn& z^eL1A{phIF!9q~z1tPUXm-T6lU!dMCE`dIvL$7V8J!<{xJ2=l!4}Di{)iu3JZSYS> z7UWVCdb!5`DHJ#YjmSgdht5=N^XYrSd`S|ab3cc)iN}B-Ty7RP|fz2q=e&?RHv>muKV9?0B z3`@^JpSiNS>96ua(x`L(D3I1r>%P~90yBoKR{9IpZQ)Q6YKDol!n;LPM7WVNUocg; zcWk-M7V|4EyI6$xVn-y*pnhrTgrsmBsEhAX2nUI+=6vt`BNFfJWzr!8Zc~a@XGL;W z_SHR$S2qAj?nunCW#4QH>_&_8XauZu=c47u?45qtO^Xd>QsyBt4+$EWa$x?`tW*sg zYZ$2H6Ys04&3-8K{R|lPO~-0gV$!a(Utl-U=S<4HBql-h-&$a^_J!(==Rvjvi83@Z z&Y^G&GeOytEo7|t89XJ)>X8p_G-_mwE&F!2oc(!D^8zqS(7#mDFgcC%F3-jT7k{-i zXkdZ2_>Z?r5hZMHZ!RT}!1oBfyWjPCH#Yd?D}EUcJwDi-h!KFvuGBl{3<1{!KNCgb z^u-$!79vqSMa)x?<6?NWQ%;Yf@`wC1g`g6uqgH?`_bg9B#SM# z)VAz!H{zv+g2Z1Ww}!qTt8Co-8By}9lO1ght`Z57at$fOAQ z@<}6MJ)-}f%Kr+Uq6J)P{s$nnn)4Sxs^tBnGE4gG{|45w{Ueb1r{s~QHc_!u@d07< zXu}a238L(YU3=YP*UQd*kqgTMeckt$4_B+{!je9$6r_#_AA3U!RAH0)tI8&Nc~b@h z6AB$@fFXqvTg~mzdKf@36 zi+1Ns8|s+e$Erz+?Mv#dgmH#bX$K}ePl_R#OsU1GO~+}-IilUIx9^I|6;cUx*W~0U zTM>lRWt-5{@rZV-0?W+$Z>tKz;^aXKAdQlBa@DV}UCteeltf=4YhD`W02V-(!OBR` z#TEHf#x|g0jKDWHA3Bq@P}l!Qk*oe13qrkKh@yx4w!Tvv&JyEQ&$ymz5`qy$7XO{) z`Jo}vPCH8{jb}R1T-@kE#!YYO^Fx1igI1IYQE>ZsX23c27GkHXjL>5-{{V=wPeyS4 z3=5}mu^_9}-LmcSj(YJ^Mih_|=|`7B?kE@VgWCBY?+dLD=-7N7O2mMk3#`qWU-N<+ z(zf!hbuc8TL7=CjW@5TKYrd=wq5!|q*>(JIBjUW<3}Vfm50st^355p4jsVe>a)XU# zEv|?s0)U7PRtD=0OVkPG&My!Wv)#jTRmm+3q=R!`+BGudZO3xR!ysTR?~Lk&{9`Yx zcaEDdK1@O9x0ps;$Qsoa6-I-L#_69k9ER#kPAA!)G5nhrL87HyOtI}Pp7Md&9HVIU z^hEv)8aI9t{+k6iEc+s8U<{3!n@}-;5z^pw{w}bM2+lJO6Xu)q*t><91sraDjA4uo zsI1@rWiqE9M0hEW!cXCy+Lo1vEG%_LHoOS~kQ$h=A*wcX79k6+# z-(F~q((Kycy(i1kOj{X{Ip??Ot2U9i$UJBHt(W7pcj~Ka87LmI_gW9L?pZW#kuc_X zP41Q8$m9405@;pd!4LW#oS`GZaiqn3bMKDrf(IVtM;4puo8)hEa!V`f4j$k@Hl#YK z+5H_{V@ruK80`5SmmjOn2+r{dk5$Aqc5+dI6?uq)0k!pv*T_qRl~MV3>{q6;;=5O3 z%7q(~!gw@)Rof-q9P`tJZC;U*<@!Uq%hIFFI-|ZlI`avgtznhxVM7;6a7(#$i`mx2 zWSyKi&(`#|vq(49DJBMI80jW+oRy|$uGJ7)op6+OKfw3w%Y3m9>TP$;KU#pMk0NO44v-p$8F zHZ*=x!2EM7H6$lH{OJjeg`hgX!Ia%!TTcuT6QO^>{e2C`Wg=u1PnR{n6o=Q1Wh?fo ziWwF0@vj$qmcp@A7=^!v^%n6&XFEBxoD$~eLJL&20eO-&AI!7}p#TT4wvs+Wtu_d!OtQJ;cY16H>GN!|gt3Bn`@U3lz6Y5+t&XYcyENaGQbHZ*NPJFI6q&tOs ziuXb3?IJ|spea$w(DqXx-Z1zg+l>QMMy-|OT{w&+xOF3U63R<_FdWpZy6M~1@jb8b ziRVYes8E0(bCK$q))_6XKh*D?qpDe>u4r#>XMButf_TeBk8F8mcDL1JxK^v*>O^>oRcM zbMlHkF4W+4n)3;o7pywZFX zaWoo;=-iyJU-)0pS?i{Ok8v z!d5gsM!nvEc7JNx{!Rn+c2kh~lPe1_2eZcn#MixX*EZwfitT@X;OL6-z?A1rGUO&S zjoMkFOszk2G1Wt*)Aj?#C@gx@bhfI9CBzy&D?5=4Hwig!^F+Lnj4KE%^edl%B@s-f z6WF0ih}3rC+)$#A8&N60%u2$#NYteGi$2f5bar|1va?-zUY$s?w*a(N^1&X6w0<=6 zaRTj}O%}QxC@bt}q0v*=_kD83rH0h3h|m7&8QGAZ)^iWv{_Illkf*wxlwJy3LfCY6 zI9PHkUSh<>_deXs^@h`4>*TSaNOVWf$*(ictc*9aG4_DdMOj(uxrn%Q+i}bP1Y#aV zq(DY_hm=ryC^U^C0$*o??f%;Q-l&zGB1JvrdWej|#p2}wFPMKqR&QNs1!IZaGu^Fg zSusLNde8|7qX| zp#L8Q{U5#iI7tr^VHxHKB6;Lb+HBd6X;=EJ$ScBO+FwyO8({;u2X0q|yCGUwqAjU_ zZlBYsCQ&G$YQ72rGnWNJ+o;g}j)S@z);TafCMTjrdo#Y9*{=U%W?T1OgGne8s8q%Y z996~@ZBopv9L;6LEeR?I#Vb6-fy04v4h`CBd8$=t*NYS|{?Qoz?3X|uQ!c}Nl16#L zV_>W{O3t`Y_Qi$KdwCNI|6IurCUhq<8Rx@$QT({Iweu`CKVhG*674sU2*_o;nz2kL@IwNc7NRwy?`b5Hg414F&O=jsq3?}AWE zF7g#Fr!xJ!PJJy?(K8MAW*7eRvQdQDP?aFY?%~ne7Zf_tN20Vn_bU8gou@B`5V!l2 zDo~)B5Ao|~^0a=SlPGpO`hpd+pDhYn%dC-;xg z?lKJCB8dUe6lKTPxyfETjUI$DG{d0y!WCp}g9GhttrZ{^T!HCNWfh`Hwx)YvsuOLn;ni`5K{5!M!kZ&wL!+-<#bBgm3j2n&UP-pF z0WRSWCX4xy$_d+RX%f@GPWrUk*KK0>$1Hw(J{Fi$357%zT)c$Xl-y*X(+Nrh?t}yg9PK@ zTEt1g7r8vzlTc!l*$nii@-%Z);h;+Crgb_u(5E{z@?cQ*hKF&#&(8H_2RkW9W=rf& z-M5(62FT@v7tyaVNReQTnn<~5DwXmhY_g@PzemE2DU;oU;fA4X{bsHRw?nd!JWtD z4+v1K{He^*ev}F1?Od53tDkTj)!CqXu4iU9tug6f8$$hIsoY9*2iFY>^}lJYZp1<( zsOvIJzW4w`j7UL|np{8^t%}TO>w$}!?1^^XPmqNcy^-auOwSo}Q)WZmOhXlw(WA^> z9lO(dmXgc?V`7X>aYmefH06u5e+uGx9aHnSbT*NVvaU5#A4?D4awWK1h_tu9A-}knk?=|KMB15aj0KwW2}VxbkM9l~LU zJNpCH_lBOI-~N)ez#ndM6I3X9VFhn{j)x)ApQ~cJlN{0Zu60k4&0WBbKX8Vr|BDf~ zMnB>nO=_FKOp*x|fdF3;W&8Ci)R?PmAONJg-%OPF%^~^CLY(~4{bG+?zl70+`5or5 zSQj(f_>6e(ys-a-vgXIx3re5^C;Nlt3$@F95o~G z%^K8_eb!}$X&t<23IU1JdIbCR%7cPlDu=B@&Ba;m2|s<59mynEG5 z38tn~j+O8A4=mpK;Wm9$^ZLKN9AQCV-_-LPg5UlI>dzf_dpv+)70_~;7{J!tCeyyO z8&x8u$0C)<>Peuh^%)DCvh0gDzCP`>*+x?e+q+EkwoK>&2}z4H!Bq}Cf~rnPZUuI% z;AO)T^%6^;e4R5N+(4jHV3jpmEbZ9XPs?q7+1i;51)kBJ8FDl;ai%CWRDeKWgCfWH znI6<8%8^R#E%d3#g>kt{xS&)T#(8%%RPq!TI(H0UvsFyTj#QUR-%(T1czabnPx z?7w72WK=434AcmdUrN(;4Lwc&Ssm4F@mVOMB``y)ZR`!lO%!F%Tl<&;Ojb zswhRvM=lhN4e8zf>zF?FUf~VXv_b##j)w*4=Tl zcbNsl?ie2hNu6Eov7-*?Zg7ir0d&x%_oQyO5HDl;F$=Pw{eE(Jlt6Ax{E%OSp=QMU zeP<^rvrT?;p!K)hwb?VHbzf8}k?I<&S=1l~Uqvj5RIef-M43hb4MZkK8WXAv5aB&% znVA=D{sh>mjucav>*f^MR^UM)$U&SU#g6Ql^jBUN2z~H+oq$Gv`%IWGCe?STyLpve zSo0pDKU52Fho72xTcT1n5qF4lw@~R285alx-O2d z9;FgxG^VH7uQ_;+gx~ztl$*V@05$l_xTkt!p8Y!q2FKFzr_c-Q8TFg^#%kTJC@he&HcMzriTvVkf2r<0$#1S0U-7IXkB5K13hcw^j+z$ zV28%$a>I{FW2VWSmLDl}Q>BVS?7PP29vGk5kU1SdIb=IvNEq!_tdMWW;_K@SN)^sR z>9)hIdX(JREsO{9^PaLyZ1wo9+J{gs-SgRSu^3LQyzRz|@JgjMM6z<+zAk-*9f`q$ z9TkUmicH|gGf?fbBs)wetZ=pR7qEs!t7V8)KlX#2oISINPiMF8oB|XE?NkmWO`rJPoEii1^}*@kL0j0z~kv>eQsnB zl@Zeh2SCTaG5kIM$IT4;!;9?5JcwQlPzxidDNxb7iz_9xYg`w0c$jDuUt zQ^*Ve;naqI4_Xeu^3+Z1mM643jL4wcaj|g|3X2UzR5E3DS~z(e5$7pf*MGN>5OFn! zv-}hsUK-_*)&?o?y7&VNkt6KT+}r8%OW*pUY84s9i8U$o{-~lp;MH5ozFChgwEha} zar_>!NcEu&_%)TBLv?n1-9h&1%^xtMPeND>$P0KqdgQ&OWJ?BLVEhwm@fWa-oe?v zu>X3<|9x7U`Ulz6E)W*jWDKq820N}fDC#FKLK_aDSj)w!2Zr4n_#O3YedPxlK}&4n z$7m&te4(#SEZZ)mGJ=3iBt>H8ASpQQo*%r_qaj66IKR&S35s03e%W?ETbh&|p5NO! z_EWl=Gw*E zYbyuG9|cLmM5d9T#H8ZSv@}7kA2q1sn8?jd0ty|Th$V+ipVdIL%V9We+VsRV1?7{- zwF02&M}i43A?L9DNI!RHVBSQ2PW|5b1}WErbo{O7#-OPv&LncL>65s;%mJ11Q^(vE zMGI0MBYLd2PeAplb@Y6?>jrpZej_)0TYqf!*P~VXhuHgB*jIkJ4{wLh2A$~Kc0Qg4 z8$&e&R^<}VYIC62s6!f7?IvFM?-dh#cY$UI6?p0j8s7?uw=b&JxR{||>A(M}?J-Zn zJb7XI?1(#uc4F%yk7vh4?qyX1?p*4-<_rs}GUGl}3r4_I^Q7>yGu(Oe;s^#T zY6jyHp-VA(xBaXc4xyMC;L2-%lNsvtNNvRE2n|dZ*sEKJioNIk>%>N=D1^ER+fu}= zru}lEiwg?m$aeWX6*c2Xo#y3`r{^#SLw+s9?)YZSan>||xOu+IS~w{B5r(0G48Qu` zrg_F!9|Lwx=00Q%t-Z6M6vKd7)?x!f$bM)mvr-H7QS7BOUo`-h(AFmSQ0Sm&MVahC zOuaFCcl&9sJW(w%;{i9jaBed_1SR}r~ zlv!!@iQ~Y%9q#a1I9#%Xg~zBPS+k*lYDdkYPn~qTpYKskW2;2Dq_7H^KW6~GBdu03 znI_m7Y!OPta@8S-3iF5Vr@WkZL1>hM6sSo%RdhEsrja0zqG7LbLFpI)a!-1$`)oCp zeokG=z1lje<-{77ppYUJ#dN)pp_yh3anA0%LGTU_&M{t2wk&V0nNsT_mjNFU2{8+K zw7YzZgU z3JNn7N$j7^66QhjLJYKKV|tYVmaaNW{jDy+eeuJbhVs@GFv(+iLSz-HBIqf6 z3S`t@gaBfJO$&V1qKnRAIku^?Z|~c<>*NQ%YaTgvwY01l%6#~~V1#0UikSD@2@!-q zs&Ei*Nl>x$UL@bB#z_jQ9}7Y45ATi@+~4!p2c;!qX1p5~!%lS&t;?*(>3d z*6sQ)g(hH{4kB4QBDLc!7!uuv1a2!{z*qM0-_ABrXUmcJ%hN0f#}Pg*q1AHPD>K?{ zSN)tP6Lep2>(W1HoWEFqip7{xwd!XgkJZ<{wt5;kqpo_lovyliB4C5SE6)o$h26X} zcfBns=J(aCbpyxNY-6nrBYUy)7qQb$FYg)F#OU}p&U@oO!lnAlH!eP1pnRfom*;~t zioK1nfn0oEKRCOD>WL#4Hs5rIJ1#%ZHj&EE zM^uiQ+C8+g-%6l)ZX8sxj0V+}JR9vlaZQ$JvR}Ukawu@Wgno5BLaj?2KXNR}hyRor zp`a1lBkYNdw#S34EtRXZ6T3 zP9=~XS>an{!>>w3B}p5T>x4t^>uC(n;wQaN(lCmFdXZ&XVv3DWloiy)Cd)4c?sFuQ zz5$5J4_(ZYk`{f#p;+Od(un8X?-pK;3YL_AMjLD^{wTfdMX2#)GvIsA@yU?eQU_}& zGce;kL;rWzF8f~Ko*Q_De-$`MV|dNSUP!p@_s_yPYK8wBHpTh(0e#{tw!$rdo z!Y+9j8?n`<0pch1eN2DE)NQolR~Z)CNL6q?<5W1djTVeFH{ktuI~m!DO3ctp1rFd_ zZ6oQ@hXAe~TJUvJ`H6Y(77_4^qE~Q6XTQdlo9K*jKO=3BnIpeJTuGfq9{XVKql`kw zW|ekfY$C|vM$)}Qdr&Y8$2np|UbASAxFDckpUGhxE!0qc%wmT^>^O&-13vbdg4i`$ zylzl*EAyuza7rq~II>olzj?hl(jBL|H0meN{dH0-S+<;R>IkWYG~d^s^X+WDL{~W) zr@u&KZCD!ms#vVUa0f?*ncA6L6J(|%qgaQx-3dB)U=Td6&c!PW)>iU%;lHQ6RO(#f zg);Ye(mWYQypP}4@q;*lpO_Ka|LD;*NHFJ#A zfkDh%pzG;r{t@A)QUcNiRL9X970boY=M!c2RZq;r54OXzQP++5Ooh-EPQNg#nlqB` z&ZR-!6fEcC!Pc{O6b|@`DTUn`WNc%vTu9kQ(LOJ8fVrh`x>+2SsuY93xt}bkiY6HQ z)^iATIF$s(b_-qRTLHL@=lUpyqfbpwO?lv!AV0r7ucSC?yQ{|m|zEKtZ@qj4{lbLO) zI?n&&>Yc*l@Y?V1Hf}PpCRT&Sw%MRbV>^v)Pos%#+qUgSO=CN0Y&3kQ5B|^h_s-#5 zb210(+I!#kTA%e1*aX{UdO$*Y9Y)I<@pM^c`O&7ddlsL`G0}c>WIzom8i-+Ud1*U+0&d#Og4=`Vgd9?<#ba(cWsm4A< zc`9g!9A!}mUCjcCy-Q0uF;+N}UU}u%yA$VdQo==I>fAXpHMUy$-acN+G#6YlUd}D* z%qSZjM9!aXc>w)w_NmBfzm*!82~M--d@84?vTSnIq4wlRg4Yhgkh&|&q&ZT}()%b0 zJA9$ChH5zS;_aIudlK#>unVyZR+|o@Gkwqwj}J+MRR)Iuw^lcqC@1j_;IO8Ut+{Wv zu3ty=X>Y}M?S$Wl(caW;{=*Vi4pBFWQ{LA9EbjkHsbM-p)cs<>ysrfR%I()TfDV=u`Z>bDW>WlMQq_H<6b>NOl zJh@LsU=#Trthg}-am0Z-raJG>*4pohb!pYdu<*MY;PED3t?iCjgRgl%zgOr<~-hP?0?{e+k-G0L^fkl5JR+BYW1tDH138qVqbepAnBLzBdf#Iwq)G4se`F(GsO zs_W$4apEzyzXv=!AiH~Xfsf2tl3AH#2WqT;!FHuxmo#+`Ql`7w1Nu3tR>;-Xdqb@X zr|{Xwm}Mqm&u^MF4_u|eZN)j-nR+O6&ZJ0ioV6XT+ zSJKYsXA?od9BcZlHyZRr9k<0u?}ewyIC%LWj9tppU+XOZdC41I=cZ{fFJrX z|DSV%5--M=L@{ij=SyCk6fMiFEmSP`7AZi`qIZ+!L5cW>Gm+=t^G^dA-I>X60oe zlv`c3_j~vz2BHdZ3pzQDA<)W)+q#__ncpMnYvUyC@jlos5Cl5|xj)1uE zkU|#Bi|Oh^-ji*J(}oNS@h4YOCWW*Hr-!x;ciQ=iDifXwdBKHHcP9o$U<7IIr;vmo zIpsb`Q*`23s*{*Due(m*fo^m0s}cLFqC-8V+AWnO7gQ-C51)Q<6lleCP4d zAva=I_l4)ixE^AQ_8pe{99AH=i>oaq?A9f=?r;UxD(zI4P1|RYg2QE%BQ#h)|AC?r z3lO4rk)s3wiDJx~>Ov2$91MC@))NOIjA#6}^6$aItIg~4z{s9nhB7@Y($8_giKk|Y z5`xfQ`ncpF^1ml2mC-s9Vsny6gfIS3dP$Cv!Qk?B>8w&qeV=dRek6pkm>Or`FBb1{ z03a&OB8)qgyG+F+oS1ggI=%N-7kqlDs{|qV<(z)&nhqgdS=Jk2B{Ogl-{5fvh^)Gm zZFNMWRp`jjt!sz9dE}wq3;E@IodPx_P-vJ{qG*-~U*L3dIUWxq@Y?+H_Mr4n`m?>1 zZwk}Kk?A&5j%ICTQjM)bQB&rQi&L{4=YQR#faYAV>-zwPeb1$FUjcp0hq;wBM+!ni z=CA|y;#4hSrm2LJuDRCrhrLWoVQmhc*_Cuq|H0}-^|eV?F!YGWWawWUy92Le@WM3K zE1-ne%+;$?BQNf9Hog$vrAMOHKh}a6h|t#i!zKq-5d?$2Pe1v36RN3ObusoW(}9Og z7KaM%ilFG5m1zV*zZiRQ%^DYeyOwR&uI1b2Qg{noYbeoo!(MsXZue`hL3Kgi!PMB_ zxp6{R`GG{!6>TFUXs0!R(fbjdoQabA|CG8FL)4xZdt~+h+p}@}hY$T9BqdcwyvnM6@UxBSVzNI$*OU zcx8lyaExC2W}j>qVG}VzbO!}U-2)%VB-24g#`E=(Or&0BD#cez7YnFHkYIp(^0D(3 zp>2{<7TJOW`t9SSfXIPKkpsG{shHyIC~8b(U|bC%Iv?@UpYuIP6EX#D~-j_~#KdhBP+LHWj%SIgNfe5keO^n0xLVOZDh>`_LOWK>42FRG)9k`G*{}LJe(0HXo=EQ1si?Ea+6MbopQ^u2K#2%Vt@$>^`%QVQs)=Vm)j6u? zIVpTu;1E|g_|wO?@x)CEFnHJe48O)qxaG6sFoh(R{Mw^#?8SUy-f?Mg{{-}mla!2j zVs>8s6NE3uauLWw>+lgAW~KC=312LajI?B%8BWdCWv@^J1i3$}mkC^IQd1<>D@=0n8;*WSdS2rUCRm~29{oMEPCJ%VvGm z4rPK7#Sn(C2lr=y>~7#8iYbGKuNwQ=8Ga&d5nj<{EE*J+FkAQlbtZi+hgqYMdqlk7 z6zhB-!<0$Tz-H4g&>XrUcbCm=vDE+p5prb}FJO7E>54p$bnmD#a`6ax$hjrFJ|UHo;-fQO?UjRcwf}D}M%OV?;-f2u!cb(q?y#$nkx9I z08)h1{;}TaXha!($c5@1oE7E`WDeC|mVcg(+EF(2r=e%Tupjw;`ovAP34HHpr~q-h zXG7fX0uV!u7f8^9K9ryODFw`=NK^QHLYT^{T%i&M;z*DoPYO-MGU_-{wy>OF`4p5Q zr3T@}-54~;KzMQCXtIHX?xOSPR36A;<@u10Ud-bG8td!`i)u|%MOXAe@$E+VJXT&K z`M_)TfJvcBUQGGy55mwi(b?|StA=FV-H#?%q-O8guq)|Ak0s2Z6-KaRkbctPp%hbi z&<}w?dw+(pR;+*Z2iIM!(M1XQyWUTqGTgUsQQN%O5^D`IKJyF#xgJ~SF%IPBIi0aeq_l)kGhV{4GJgA9Y33Kg6-!!zVfYaihVnYlyHOwpT||B zjJy~7iF@6>$j353;15A?uw=*}+&_Z0h`}tl`W;IleroP>k9Wr0U4k{U&vbD8eP-zx zB!-J@?xXdd2x3xuSB@{n0J@pF90kdd4%I%%Zbd+DaqD|zQ^0%(d^pMuaJ_Rhb(zmk z#L#%*qb73$u8%@!ql*Tn$N^y6Qip0c=h^yNAh+WTxMZCR0TH>kTB8$T^b-tcTB zo-s#m%@q?!@`u)K**6R4C3dP|bww}c$drXrKKdMCQBzLZNq3Bg=U znz=M*5s<5G(w$h4Wd2V@9vO)wQ8BWi@(h`oBl!a55RZYVUITAZQCB5!f(K6RZpcJ( zT@>@Ev(Wa4N!{;c$O*0l#;KGQ_-$X-E6q-I$MgMUiWHtl>rIG2nf*|vkyfgFRMqm6 z_)EKb;vKC7K|zGlu6s;s7-yD5`fkWrGHc;sA;{bb?#Y`wd+?!}F=@~;PiNVng`uTN zX!hNXk86=?Gl79QtLxk28Unu~-YpGDH*(nTyb%c?{8(nvvhSY2Z%;Q)`uuajakm1S z83EsSd`D}jOZ%^ZP!=(}SEqPDr%VHBOVeJblbvWpjQvez8)_@08HA3E_qU5&lD~8D z)j=nna`uBxHmoH-V5F{1SHrndx4tx%YUXhC-#zqMZlJR@1W%nPTs8^UeH5x!{N~rM z)12U^Pj9fXdRFRV+d zI{99Ri0=sy!gohzzgfY^O6N1T-_yYQAi!R+^v7G9N3I|I#|GDKJzpfwS18n`U@P8_ zO7lve9ZRwOikR_NkD`K> zLpt<9Oyi4WKt3Cs;mBd9IUhJt9M$R)1yC8fu%}22WUQ^bg70Josxvt?UoksNJrLh7 z2Ib24f33V^;rFO)E1QPz|K&FxCM*PKUy<>B_(dY-?pu0a@~;1BtZ8p>4R~Qv_N@61 zZg_6ez=^cgSOu875ny<7pC1k@3IO2+yLb7Dq&%zZy998rtdh&DhWFO|9L*wcdz*i7 zSrr7FKb*54hh`4nST}Pq>j;2?)5Qp1#JrDrr-il~#yru%G~HJ}XpD3mMnpeMb0;kN zMvhDe;rtqCM`7a4@Mnn#)FZ&c{Dg-?g{ja~(53oWWo#Z+6=UzxcDNd&bI!=FeS;izgP=r56j2*(S2yn zrO5CRbp2S7*{Rg^=zLJT9|?_Zmjiv8{3=$XCf`Y|QjMIG=wfn@az}io#PI05o)jU5 zIq?S|KvHYbvIrrNTt)H8WA#1B)bSal#D&p7y532l+!@LuN{fm+vwSuyp=1t&ND4%e zNJD9fl9zRtL0>6PxkD;R8=qH#`GltY`2*fy2&E*Wh^QKEfHx|+dhBPcZuzSzbS16b zB)s9K#H)76{DAyvF!=xu#r>P+_}8%lo+bQBUiGp)NUEiMNmD_4m#hGBdWc(+>WW@+ zDrCBdluV3^66=m3oDlHh5{#Hw~!#* zUuWM1Ax)UxeeWCE2c7uR!N+6z5?ZkA^bfE2?o6>@VF&$Y;^`iul0~3t9$BYTwXZB4 zvhR93W15$R@ZcfkOFsM8(-)B8EHpmjxC9Snw0Q^usKqOs4=lCb5!amE&%6p*P_JhK zp*Wzhn{m38&C*WEtTGcmBk9@dDC*%Er%(J+-&L$|gb3Z=hbgHtFkF9YU)%V9;-IHBnW zGir2J%igPl#JkEkE>UVHoXRc)SM6zX!0l7_RUD6AB>S$*UzL!H+>9g=@4r1LM2#q535)OQ}ku}hkux5 zL?Pmy7IGy17uY#Ih6FJgBn%DP%r*qo3JnF}MxKpAokBxt2{*4zKxTCabC936^%6w> z&s)RwA5!dpGptFFT2(X$;_>?FTt$G~#R7V}1-#~(q4=ZLX%}~$KBBZ1| zY?SgJoR`R_w1Q>e#G}nKM3uwzPGh>Ap zlqK8pc86mk)QVyEp*-Wk+R!X^E^&Y>k)I)^hVqAF-`JiC<%d3Zv~gx@iwY;qI;OyFmX(ySdOhJ``#BZ6 zh8pe!R}|E7kG<7xFN^!zU`MbA#Des|-RvS^>=zkti$(>6cU6;r@b@4*l0BcisH?ol z8fob|h{7&-^+;VS1AQ2wnIv>Tk^jE9HN~`U9&q6qNq=5~OfR;5As>wV1LrYqhx`O> ziidE1U{NHC>E*Y0IFU1SC0MYSC{U!foY$Wy$2rY)+}7#)R(XUOI0V{zl2h$f?cn>z zC41c~Sa_3RDw{{|k@twDE3t(Z@XoW`#ciz!zuI~xQ(O>!jDZ%aRHP_W0M3K?K*QXd zuPUm%eKg%jQM;txV=F%V{vzh_@Wc#j(LD!;Dnklr^Dl}kzPTt{&aay5pE3K+P`g4k zW+Lo6bq_B~KjcPCV2^2`_brX;rJ)2${pdLv3`ZEN;>wg=Lzt2b4!OH07cZKqO`Bhj|fCnRX zbV4FY9JA5J!Kyp_QRef3+q4q`YNZ{`oJ!?mp|ZXbK~{O= zi#$jAi`14j-CxR#_>Y+^U4f12g}gv1)meMd z_>v}qX*xT_(Cn-SGu4=P|15j?OQGp@(36nCKgr1J{C*UFgX7BY#(ZM z)QNlE_KnX`FigiJutCP-YkYN~iwpzm)->ng&h0X>izul*!d&s?N#I>4N4ho8Tj>~|%CHic=-1TYE2Lr-c_BJL? z4U`2X*iQR+<9(d{L@VSZLQh|(V9cM+f&dIgr7tukD`)Z)VsVe1DZ60lM^X- z@d;wf$u=7>1DhEzKU?)vfC$8^9s4}%t-mf|dR}{$BX=AGb~nhakbW$)CAe$sN6nu% zp& z%Mb=Q&G*hMmk!A8w{?Ff&@1fIvX~*m5`!)j^LwYKXC>f$=&3bahJ<{cFbXtEY+gI8 zJOB$;Fi_15F0NGou^tI}U2|cGuN45J*z&|4?N>0q_^pr*dZRL%;A)3$vr4tqS3w8l zakp3TVhi98y6 zzCi<4Ydh<)W{7ipuw#qMEc8&i*mK^Cb+h(jFU!Q}&(hkk`S#Yt&`NRW?Ge#IduS)Q z#RHIq+hqNU+9B(08D=B={n%7kT;zamVB72P^gz;fXW^%TY+C$*r_jAfXlImKWqxd( z&+Isi3*Mp~Ok5h}p}ilZG#UrGpSdJBG2;xtm?Q;qMxI%~2 zJ{~1U?)f(j`)B86^;&RBU`k+km9p@M*f;E0j8;*6kI$N-Bs5<^G>Ehyqh&`A6HKM2#3 zf`bJGE+gtgys<+dH?wEll}5MD#E$CCgKIM}DK=ZN^&utw=^XU&T1lVhSQhi}17Le3 zru}KJu-(|Gm;E61U z*gy`TFesk|J@SK{XS{+`V8F$D`|x+-fXwVewINm(dY0Q!77yS6bzwj#E8w?wbrLc= zxP!>2e{Jrg8<6de-6*CpnQ+H~dA38-`tgMx?37!3B+LLld@j3CU^Fh74+>7w9gLyM zxm*2dc#&T7$aQ1v&VRWUlqv#fTJcYp6acqK4%vey(ZB?3+RtgoCRvV)5(F#_`(@m| zLIyF^=UpD|SOI0f9B=x7;4h6sq!Zk!c5WPI>C6={)|Faa;agFf%bz&oeJ9t?7?HsG z0{J^d)GW@8PmamO%z-){{07-W!q)+5-Ko7_TV1JSYzFOT>+-&IM;p=%`94zTJ>2#y zlT3k(xVxwb_ZFF94zRa&1{V4frn}K?+FFIgoq&2H(=hrJ@|-{9YY$jxP;Ehbx_K?? z%hNLSH$otv3=Jw>BPX1ZH85i~Ox~faZ&XCe3PD^I8KMrYh>*iV6Xrd=xVC}&PsGc2 z)m@=x!!ahWB{Uf+oJOfKWHLH~)%$4rScodBg9G0BhBxSWF4G5`&ahA38Zt$`c`n}sFfA#KeFj*Q#@67SIHQ9<*o z=dg=>tfhha6c|8C>K%nfWH#U~3uV+{?PV%58uUHwt{w8?KZrhXy7xZMI{0KFjm49y ziQgq&8h6F!w0ji6o=E$pe-e~bFgl}R-RGWAA6>?wsl;hm#LWzhaMS;YLJkhml+g$s zU=bgXG5lqLc$<7lSaRmOD1={%MM<(;JF?kC;a8OU<>L-Sby@5An9&} zIh=85u`>LSFJn1wEDA(R{0pZ&)Q{7AonAG;#Pi$#ULK8TjUoVh=09&A~FV)|>&;l8E)N!Uh z2YTs0jW>s&#eutS%)OAdG8?y7SXcv}bQy+e=Ma)!S@-s!0&mZXp1wxepVc?TvlXLj zNpYxmTA>F95HV#wVr_-IOhztJ1(Id=5lhpFMq3xIuZ!F#zSvK{GW3=DhX`T4AoMbH z>oVa9halR?Mgl>i%=Up`84CZ>yd-@m=w6O{(S8CU@{Fw7ffPA}pkIw5XE0FFX7*R9 zqA7|MX=)(Rmbq;bJ%LCxXJ+At2Y{&i+Dsx(J%ae2RR@1CDf7LBl&?rhX5=Yxrqsm( z@zREI(VOEG=WkrJIIsG(9b9zZ4OzVw*~qp*Jyv=$ECCP#A7)F0eOA1MWzJbr9q6u> z)LdhtUt$)lvtY~SLTi^#yBb#0t;@(GViVzO>X_mwXv~^zBQ`RjeGf|2npUM8Db(A^ zRAyJoOxIsykvw(eUu>0LyU47#7Yh_HJSPb$=-R*URbl0@Nu3cXfdr-e_GanE19ufl zatGa9Y?Nk^yW4`^A4$p2fLSbSs@wQ4}szfWMfSt`wr zwBa@iGX?0XZ0AyC84)e@zWrmKhakeIpw7_F|9>y~JpXQdm~eos<{;Mj$cX|n3a%+4 zGUpIV?31WCXe>NilODTCAawJ)Zv>b?tP@$s1Od42{Tbj zc9LnZ3|Jlzi7<1Mk817E7#5K$#0}`>#*gfvfg7xlpyx3PR-&hjw>F-JOO;DHA-h$` z2b$hwNN&H#7~nLs-#5B9Tz;Fq@%C5T&TZF2=O-obhj}5oG{0Hq*#>i&Gueod=L0Ff=znHfaHuNQ12PLs8fEi zjKDO9tm}Bdqo2N|oRUMjkH`G5nUa?Jpl6E3=Dhj=Sx@Mc<+C?v->)<+L5PI24*-do@^n0_t?`|dqSbk-cDn0 zs~1KtfbXrdzE&53Op<52N2F~C9rr%nnOi^$>kQY68<({Y|H+>u+5SDlFdx;=0kI^j z?xA^PhPQqC_s;AfZm4HsUp49ewVuLnQHkKNv`6^!#%X(P0&fi{$$60 zQNAL=zdOOXKpCGVC9tf$!nKG=>Pnx`Ae1UhPWqn>=|H+W*Fn8ffCVf!2oIu|!$mLH@cVgU{e&p@M` z4Au-YTQ?8HdvMfK>-&pf&nERPMQ>%=d$kLqLw9DRYi37mRc zl@ev~hvZhD-*9LmfpQ_fuQ?VE}K8MvN^hw|JA7q*mcNaz9Rq(!_T!aRvD)Vv<=lARh| z|KT5t_rF6uWd%Hf|AV6X56$Ag8P^R?4OSR-o&@1e-d=2G>#!tv>Oo|_Vv5ZuXp|V6 zi1eYMF5@xRrjO7#Ob|hnZHImri?sSm?q`h3gfB^n4?}xivw=$%ipV~^|ETxhh^yXN zD|IrZswFlpkwRK!(k0e1J!pcgR*PZY!LeYQzBVnO;XTM8}5qifX{Tv^d09Q+?Se}Qct4x1T9{W28s(}`z^<`=>z%rFx zJ2hX?3Iep+e)dvNz3d2I4N?)*A{vY#MTNeK5Yy9v%2*))Q`ie`cSfnmy5sG5@yoJ2_-RT-}EOy3W zrdb^YCIQm4Y0K|3pBS;9s@l|fHYDE}wdm8qtfVaxmBpjsy}@3TSas{1Ft{rzDc*yCFajA z{HJbh<_vxl!39(xexFde&`fBrjlR8-H7?xrsK|^l$jEdB)>oPf?u%)$uP!QB;AAot zb6|TemBV#g%=owWBQjv+Xo=%gyd!yT-vKk=T(-LoGju6h$5jQLNPSEoIJ8pL$gcW) zB)dx}N*n_-iF_Y>;Edn7*8d?$Toc|S^7zf=8}|1 zhlZ3 z1X|?K#U2dH8!1XGFU3fJrRZ?DqXN9^dw6I(|Mx$J7SC4_!>~RnN&U+}|LQL2Hg&yv z&0m}v=5OQ@n^jFSOY`Sw+dGq1JAV{3U*8aR@@$Qaq{#GGL73U~c~mq)g*q%RN{XBs zozh5!!W6@CKP;sbpoE>1JYaMgiwrT)qZf)XjTv(-oj9SBl?m99<5Daq1nNK>^huJX zG?07@`ye9GUkAN*%ynM)B6%5N>mcjyNGHC>M>2(~5Hck-vg-THsUiDRNUS~fY1neZ zj)Q8E$4+*3k(!H-qvQy*KZ+gKPC%qvC?y0pu8XF0?rOYd!2*@#HbUq6{wwQ=pfxT=KlOcr z*yl^i->*%3)1wS1%%^sj4A^`ICJCqW7WUsE|H`XQ%!%VSMTQUCr+(`(a)9<^ zCNIemmQ@SS41wYS5b4aC)qWZCti31q>mOjp$8+5@#-5*Ow^lmjeKA#)8C5@xzWynY zQ^hiF$v(`cV(ewUUu<|T!0Nvq>dHT21!U`eX+ZG}@%!^QQhDnL2&Jr!_@iRLobkll z_k;x&3ObtQFfzUp9s6kk!0hzc8j5BH4D9Q!Xore$=in1ifrk3c6@LuxPK9BL;cU<6 zcSv2r0Y+)VD+0{dsl9rt`Zg1)>G>r2yT!Jq<-Lbb$aTpiWd;enB7sL{+ny@o(yw91 z*hVsSW2NZZwV$RgR8rR+R+@>H)xKe}i@LLH=Fv9KoN-9v^XZ?~fWy?kx z==&Tk&5~J1^xKXD(_;W7KBLh$_pexqn34SEVWxAWuC!NJ(S z6Va8LwD+&46nMKSu&qdj@2>jto zkmM+K9O2H|HG^QZ;oC`dPq^Oc<(Ld_V}z?hCxId5{;#ixY4O1u zBtgU2&DL)Bks>1{4)JqlgePJ5a68&Ver`4oN6(V*^uw7dpXos;HHnVxnq*HIMVScDT9j4l>6Ff`b@A}Z=eXTb%1v@^iFmP;+YaQ>h z^h)E@Td?$UaYu&_HQDUo)p_d`HV7qtZ4 zAgL3o0(GH5j@lQFr~;!D-9`H7<$$fO${jUFUN9SfAf(y6zR;J1a7>Lne!!==n7OCW+P1+SPb0aZ<~Bwn)8gV$>1W2P2Ou?x zSgQXTB{`K?t6(gR;9OkpN6&_eMqo%jwzAFbz^_)_L8i3O+qPhRU8=LsymvQJ+X}%y ztf2>r-_!gQ$vESb8b@PF3Ifw(?1@RDw7-KkE18?1Kyh}iL?NAb4@F!+i_J#qEGUzF zMgJ!J}7}@{xF8?otjsmAuQh8W2QL>M2IDOM%A#ON3M)!oAyMZ{@PedlW&Y2SD{HLxLt_W?~G{qWa z;E=8Rbu%NN0m;y>xQrMi%9mJE=yFSzVWD@zpCE*aX-B!>(#Ow@_ieSD%#|4c>vGOx z8cgye9xC|a8sab|(<{%%eFA=M1HuoSayBI6@(6EmJcDZn-$T#$5G*UgXUq>APgB4X z(z~Ge>`VD2<^x6|a!K!hkz|eGVaaW{e{#8?f#s{R>eS`Hy4eGHX`D=8VX2!k0GyT4 z2&|$WJVX5J{roZp9j*@08BbG+NIkaZj}VJ;xB?EZ7p47@Uws2y;{8!0FMq6L0khxaJV^jztFw~vT7h|oKe}WUfmiFD-Bz*cji*75!t-I1`7 zF9QZ~+)^K(nCU^EP?Pz2z8m%rnqAE>XJBx-P$DwlRJ%1Zd^7m{aumhFh1nlwx{!V# z4!p6LH|X~QZc8=$rcn%Cocftq?jXSJ+bJ)l5dseTx18?Rhe_QU*##yBFAmn51+vHb znYky~9IjZf76lz!LgM-|_}q|~Zyt`#8%YdWGT7fH=#)T!x=u5r;gGE|-)uQNI1>Up zR`hCY)N_TT_;r-yNvi>y_dfiRWZS- zzSw)H@>4CUTDlYCL13-VsehlGO6R)Mf;|5!!BV><`-76V77O^i&a(T4JgmN$%Ri)@ zDxNiqdR`0AA3Ly67FlObj`))_N-ntR|3K*e=3Rm{)K>qOZ{_$8J{FQ*|68*B+WLVZ zAIts{s-MLV+@78uhE{AsUin_4jh!CTYl|x3G07F?1D&x>I4ilBf%{UB<~JCu#F6jz zHMahku_Z*9i!F(7e$1xA+c=s_?GT<^7V1HA#zDWbLHWq9(x^Q!&1~8(S|X!zI^&GF zN$aXLD2QIUXbWR9JgauD#)!qfk~?m(;3ELdjWLLuG77UR#m)}u8}f@TLuj122!&NkTw{be`RtX?sYWP;nUVv+q9 zh!UDF(4$CH58*k<`Rmu4SpJYb``YZR?lA{0c!ahU5h0Y9GA_TaA+#xHa`_mcHAGLX zw-W`&5I&3BtNVYQXP+awB!)Ua{&~n{3@ zuH>*4KMECC(<>vhK(;K~_@G&T zy)UQHv!zv=BNNnUO%;H-V&%>ZiMsGv&6kRM7!FCj@_X*k9BGnmaYbcHGp>>nx-$~n zs-k(~snRa_#Mu^C!2;I^xJjYhDA)!w2Rd{V)gat%85_?(2RF?nmG2$kjZ{iLyciyd zA7#sNr^~PLuyUu1W!Cdof6C(pE?ktA1p8#p2GIj zJUW7Tl&bq))PK_?5Y5^e73Kp}P>5kS1V_~c;?HhB@Hp#&wf>UC!bYu7F*lpkYs`OQM*urckVq93kP(RdT%th-b5lR{M> z^*2Hag+b={(V0RMUGhsn0&C&2@xXD+iqy0pr0FFV#B)VO@tmH^%U;69*bCJ~z)Di- z>MZ)xUQzb5CezJtmD^RmmkSBmb9f@N3VRmuE!C$Ah)B2R zPBZxqLEoo;CRO}Wg%@8)n|vyvGBDX~r%LpIa$n{w%-DfZ%Qo0F&A=S`lh>C|ov~R- z5V7ON>$gB%U;St1L#?g)<`ySzhNZdX*B`p1SCLiEHzi23S9FrTnMjNgH{p~U?LEOB zrmu}GxU*lnv{e55gvF7TcPM*jc(h}p8AO0ob>O)2^evTUrpc-zgk_xu72x#l_&0AFQ23jvINb#& zqj!isL-ADJ*aesR<{{_85xaFd6Ky#kQ&E&di)iG3Qgo(JF+HR=*B-OH! zWd+*a5UBzAbeIi-(TYq!fBrCw?i5ayrQ{>z652}r1d2B6ucLtYpzJzN()#^sw23or zx-bndTP;#t$TXTYY){g}AH-Vf(s+VuN}tm@Hq~L~tuI&D5L|xXK0*14 z0lf_fT4V)qDc1F!QOSCAx>^izayxZXoIzP_HKZ07>0&8z00cgfFO_oZf(nU&^J;?| zQV*^krVBh}rKNK|Y0D>1SrYuwIbI%z_W;ZO%hUwkBQ_?Ll#1CEHa;m0Bn0jMudeS7 zr1JY8&%MaF#9<6D~&5y6X=h0<|$FY9lt z_Z~U>ar@L8Ehz?@Pz9dL>O0GC{1WRC(%akr^A|>N|BZ*)!)BqmHJsdLbPS5`4ENS* zk9-|4_n)!IFweajW}~yc&~<5kq{}KfemS9Fqjr)zTHtX6RWp(7e|z%VAnH$TtEc^I zN&oM0xwr~-6)pyyrf!O(Zw(x>TLs_HFuOl1(-o$px#}r(ZM)ydT!yRAU4u`|(h3HJ zW(vH=MJz9Q6BzjETJ-y3ED4c@r+$YPl~{T2xp*HvE?4(mXQpFm*e%V}L%ip@LGjSJ zhlRaX1}9j~)jn$?N?J=?W;q8w;`AzLCB>xRlb~A~c!+jZkuS)EbMGhJrmMoI^HNfq zMGnflygYjE!Sg2~GpF_`KXZDa{K1W)l`dj1qB)Z4zTHdmS09yUOQ5<-%#fmv ziM=+($mjmLx9k42rcIUGJQgkGCXVk{H82Z*H^ayCM2BwvDgSPYmYh-E^V7zfrzscX zb3E-2Yho)BJQYHo68#CQa`o%m!?8N^4~NeapOO7mnf0Po(QszZ8VvHNXEqc`&orv{ zzxc{`slgA!{_1_{sKM>W4fnsU0_$U{T&*r@9O_gFuvSo+xVTzzysElS$>50%v*YF4 zqlV`wScUUPjeEbWAE7e>*0mc%RJZgXXc31PAK>q|51dG%L@-ZHcHaopCn zyv^6vY^DCV@<3q&BXO{CE%t@jQfOe=7aHRkwVT1;WN=H8399c|ozG5qhj$dF4SrF{ z;_h;O^wulZ>#b`vL$FW6wP$kUHx-sRE!h|w$M;SmRic)=Z_p+-&=l(HtoM++j>ie>hA+n7AL zB848)kk0pei3!VRn2GwgIrW!2@6}#ko?Q6=u}9xN?l!GbA1UZwBUY3G?tf()h?(9n zHaWxCo%8FCy7#WAzCGqSmt%@OM^$!IoE1qpXkN;F&mc!I$}~zbthd@qMZ-jE(V;C) z-6g)JKKyXxXxnzWhvvFX`R69S_&4P(Fqfz>)9O_I-V@#25tX}N^cS~KSUqGl?W zi@9-sO1Ah>S+`WY-AcY+akTgay)aW+2Z>*QJthwzRPFkP`HrQAKd`*4T}^)H|6f5t zlt<3GfqSQtkF#w1P%h0T?j$L~d$8eo+Rlo!Sc$$*K)D=WTRX|}vfPah(&&l*l=jSZ z6xXMX_GRXdGA6_C5VaAI3?OR>^EB%{L)e*n=w#lv-;D-F0?ra%Utb?uJU!VO%gy_M(E&(<-@>y{wKW@1u>Ec3<%rhaB77pZ3N^<&g;xh1}HTEFR* zM7njn{qr{2bhqamx2hRDO-)U&o=RL6>q_CPNFBStH={+~OuI{W{g}7_C&hY4v#kHg zRF!%{xnkiDo~D&0uk)X#C1`F)DAKSgrikC-@w6};bWhhUc^w`2X2vB%3A_Pwk9bUb zFe2ZJN+SQf7Zv|Si3X>PAda0sLtT$r_?oca1w5EM*mpk-E?~EU)r*#PJT>O$IF$7)(O1IfMO)+D)}QMUp^{PG)80+72~s*nW@aptMHLpk)xV$P(zaS-U3OdE zy?wTx!K_*CoR9xm8D4$Yha%H~JEA(Wby!~b%7q+#kU`;qqi+qW+H1M!Ft%cChzoQ( z*Qh)xceIuAwE8dBsI_Ta)Ho(8R#kXOUXmzR`mOlo!P2G=1K&q8OP+b}(Q3;mdfF-H zbKrAH98&j?I$X>8 zx4{|Sa6*6Gx`kqtPEyFldoGXWrGGyY@7lLQ@&4__r#hln>jy47-_r5Q$U0kN;}b~a zjw130pZ@%{$*x{YX6QV&(WE}C*HoxGXy#FddvW@q7>`zO(NfPh20#2)4s(m9n=6NL z8=MP&#~sM5Z&eg*sUjap_*I;JcC6$6`-W@)4D{+63GfcRlA0jiIZ* z>BquU*Y8R*vIlTQ$yF3TTOZp|ala|8($L`G5Al5mz@6%Uf3FF?=UqT%VHIwuL)@HL zYN8_2On)5=M>XYan!-UHMoGDp3*5==`@T1)JaxYqD9St3(1+15KY00`)kkTH2%1J8 zyqK94*Y3mnI~(*~V_aH}B{vFqnK2s}Jt#r0syzi%l3XU%I?Brb^^LgzAHH`p_EyR zPPXw~i6zPk(JNJ|lHc}UJ~WZ(`>`^zME7Na(2~dlJ*mkT{u9P$8&-PVMJIB7enREOeACxidPLUwPc5({BHfAsZrpdP-1Z$#Cel zW1Q*l_E+%{x?d()USqf|;QQ|Wv0+tW!3EX_Z`)08kB%mJne-Q(XsCg1-y6B@tUj=F zS-gclrmI}_ZA!oH{*&^rehfG-M%vxG(5N@j;;HG8FJ)FYvhlhmooP2WEr&Gai2?XU5EU{fdt*Q%rB=;Jez%7d-k`1X4G~1k^n|I+;DG%RF&MawAA?m z-j+mhD8AXu>CyOnV`gk~=fN`-`Lptr9#2|r*LkAW?5dX+XgL%H?{_Ds$z@7zT&4CG z6)4&HQd2@ephlKUgOX)Wp>gVGlJf|##ek2|WaL(WsR$3`)P zx@oOgEA$*)*p1J%KFX(=9@+Y8$xTROXk_;)*QZ?&5xpyKV<1qhUsp2ei3#XR{ZcSZ z_2B!*?-N(3zdkBtR=*?G*)u-wR-p6vj9{H~A|cG(Hl5RekerkIgGN*?G;5!I(Wp7` z*lB|(#^wH*+S3Dtm^tGU1o5!QI{5|po%m#H&7Ze|tXX*tKLk#SF(2F4_wDKlt=s5=3q9#OBKs*Erz!*M2Vg&Bj9p{sTQy6<^*sFD7`)fp( zg0xcWH5(5BDIbv(gd?zJyBKqX4s<7SWN`o4MXhqI?DT@z3C-+y}a zCcSXC`RWoso3wU*UH1@swJ|ThU&X8tRYc|&s=)jksfHi(iU`?xf0yR)1M-LUSG?hG zDx=}8jC9iB%O~J(vBk~lM~R0sKG5K}LD!<|qdK`wok7=Ezf&TQdfxSdw`X`q;6bsc zG~=xtpUrZY)z9TgRLm)8+x<*j-y=|7F|maHPV$YPTGTdI_eTx-e*I~!#Wr4lf>_9; ztiU`{HNLpMQ0|tu#`jY&ATh-DW1QUp;s=QQ#5XaTe9r`TBuQ z`Nwa>ZOmJGf0=H-O5P=MO6z?q*TgV(y6-&E!H2)taOB)%ofFNop`mPg?Q56?mr%dU zqwLp4KJL%^nGx0b&du3>N$JPD7OmT3qHV5iL|SFH?Xvbs;+w`++r$X2G&3I+`|^+V z&Lb|^w<}%75}x5Rp)0AG4V>2=NQoG^bu{#(?Q+(_zja;~I$gi8@@M=4 zh+Lmy%8gYQ*|_DSF@YtvG37-EeiyRMcf{pFqS5qEXxbNTakn!W)C!`Tt;t@F8{C;V zb;*+ZOJMDrkd$jmhxXbT4RQ-CaSF1vZ@~+bsJv&X+r4Xbnlk9G`er1Q4P(0V;<0--k|M_e>{6yUO zdHmX+-8VJyzYoLX!aAcES=pIv7^Lk=;`rCXG+8(^17bN2no_ZVUJkf zgl2>Gw_{~$#tDO&H?nn2I!p{R3C&@HPI2IRnLO(EObqR0{gcR5@8D~yb-~#M;4Z=R z7iacs?SAa|TvG8w?8)nnvL!?pE*6D2vkrp?1?uu3~#cEO97DP5d^mTzI4MX76 zDRUZOX8DcU66tg4LTS+fERnanCfsjQM4DKu85yukB-}W@Kg?W@K78>A@o@n=U+?d7 zy~g=CwWXa6MM7U{<>xHDzg3)FyL_75w(iZuE!%iZ-GW{uq)P8Qk#Bpjm0StZ6YTzS zA;6>X;X7rDwBGdW`mgn2PUG%|D`6)-94wbQpS#X$kukoipQJe3DZs^DtARcDPESzs z7+YG%!|U3i_d9C`9vG#|ZC57hCe77#d=jV(UhN)F_~g{sa5qdgKtH^<@~2A%cij=2 zQVq8utGllbw#WZ$_|&u3r8=)|<+)nPl}kanj)V;3)kbU(G(Avu$tKZc z=BKi#m6Lj)Z}g6Qr_oQ*T{rS`CGE4NPTV4#jgqN2ulw{{%lD+}_YxdlXNjR_y)IzN zIwAha+z+3oUc|=)(KuR^v+6kBCM-Fe8KS~A4us`&n?93|*gbN?CPR*;OflhkrL*_9 zi3gz5*!1bt=`|UAW8~Ad*Hsi8B9mq(GHm2|Dh}IU8@>{z?AUVoRa2)-$DSt{abe6e zr8vzCdBeM!7eBdJ@%Bkuu{sqJT`q|qq>*3!B{vaf7@yaeH_Vyal;}AVt8RZWPd(;- zzFu73iRJ7=wwHDNyzfRHj(W4BjiE)E^KTskx%|u1I@TM?TT~TZy1f%xppCj$glt zm3=WU5@et8x{O?Lt>Q8GExaPT6l24GM{~uaX=Ro}qlB$7A%1mC+~xGccQskd#UeMd zE#C&O_GdLcZT5*v>`e~&b(Ye4>4khkM6^)sXZ6RN+8w|D+I$;<*jCBaV1M-AyJh5& z2=4?Hx*Z3o&~2M;uz24OyW`w;EE;ER)x>J}s5JTX+dBh^yLAWlx-fecq%gXDRKS!* z$}{phLlK4@&m^$|9rSRo!uF+Tzo_jm34J^Us5lCryU+ z(ximNv?XP&(u#;F+iy?aDq>;E-+Q(7d78-^5mS1XnqI%X`+^Sm(z}TEgBzsYHnzos zE1wmbn1n0&n@x{iJwnzm#1u1j3Ut`SqiFi}+~id;cvctrT06((fOQhmOsc@Vw^zAR0$>l;NOs{MC8&_)Bqnjmvv3=Z`1aygsb$nHixP zFEiocc%3rq=tkMNBg4}**GXYKx8Yr1+CduG>leNZ+?~z+h4=m`RH^?Fhody;I}xkc zX*)Jsv?ra@OF82O@qMY=veT2w`zG@oxKDL0jZv-M`qMi&7IGrH_{Yhg-8jHFI6igd z((%!9{dxVlYANq^rX!(3PcesyX1JJQDetA_V;&tBD4rF>{jRl>&fV48{UoR}cerYC z`kWNq!Ex@$5DL2Wl{-n6yKX*p{c!2%VOlzi4!!O5_2&9Uw?!j}>9@j&p23G}Q=`%+ zu8H1{qkKxUOSFrk5nSjYaM}{5JIv+Zql3G;??^{726so*Vq~l?eDum|`wmGL+|=D* zNh1pvC*{G^P6-aC^A<;HvZ4fC?bBxWs8B8*{cZX~jN@$m@80@D(Yo$KrK^SH;dwKk zSS-T@YtD%XJ!I0aUL_XLOldu*_BIk`mk;^YH0RReeAfPWeEOYM#^R*?Y${g=(>xbj zL~#X!+0Ak?uGhMAJ_o&t%~Mxh(kozV?5}{dTn@^+PappBT?JRhEqeEGbM8p6w8#hU zH|(lUX5BQOm#=lM6ShZPmJfye#3*Ns!WL`{Y|pn27t7%8zfY1T8eDpM^~NHnPFl3KBo>pHH(O;mV;kN z{oe&r3P=yV{m+>;6_!DJ`Y7heWqpR;*SBt|i8m0!HR=LwD7kzt#D~!hQRaAl?z$7c zkJ3O|E&i4*i4Tv0?F-qOUk{ z*=@gIJZ>fWgazA`Th#91`*xZi6a%lKNND$8s~<^#QU_XH_gqaZ$FDr^yuI=Gtii!T z@t)5=`u9d=UwO1K{EkH{ONh^WztF~7X-HGKUPoJ}oBZn=w310g!WWzSmap>GOVS$J z87M*|#ZRB!xD`CJzwK3q+ukQpVSyo|)g$}IoqE?oU7B*~>MGm^O^$zKOncGcclY$O zw)`m9`npfsCf~mBeHC^vcfDKX?(S7?`%0bFA6+T5q9eFBStsi0&crEHXb1DPb1du_ z9S*unWS#2VFH3l6@;;IH;&4PXch5K8i7T_io!1t+-UyX;K{^Z;e)>kCWom`*=p5&q z+TVt%dWV$C(zs|h5ZoS&rfheAV&PZ&68kP`+&nIJI~Qd&`j~p#mko!CJ7V4iPzGpmCq7hrMfg}dSrx;^>8>jMDptqs0&yy6<$UQj{mEA6 zK!*UA4F9^ae1 z8+`0*Pc}QfGxj~C{gHuaH~VHzl7l`wr0ixszy8GT5o%$l=&UaimsjzPG8?mj#l)5m z*HfQp5TDK({wnM2!Q;9b*{a64DEBOxE+$WN^tZ@fDr}L%kx$$!k9FfL_SbmAM=* ze23w8N4$ny=KD{tZ!!Lcc)9(XWLgtj%?=eazQQJn(P-5WlCAL;t&)$NOx-6NDxaLSZ^sN+z`HWq=2|1rnX+v0h3e{p$X;36T|*W>L`4ps zi@syAcub&drmG`3BdFOWn|4w5H&nAY~gqFonDse42LQ*!U)^*_TtA>CV z#%F?uU1L~NCs_N%EA|q1#O*9k@i;1!YI^HfNwd&n<7UIyg5XMnn|BiL;TP_L$7SL} z;mA8@rH3Ab?Wv$we6B>{$wEbbU>elxEc)R!d)}xnV8^mUGVo9JGh*HSWad|Lnp{%% zmF_E4E;g-*0$cJ=J4Gz3qV?rZf^R9_C)c*Qvg(_(3v$`}hRF3`;xi?4&P$h7yU8Bd8}{#Me~P+w7e3*?3_gMUqh0rN_j4~1a&D8Ul7LJp+3OP%5AsF9yW@G6< zToT78A6?=2Rx7*yPQk$|dD71+UrS;e!=x+hCKp{fsvEDwwKvW#?qNSV9?7A@P$O4; zj$Gfzw>{cC);S@Q*srrMN^rSG`_T$7j-q~mx6Twd+*jZKcqeZC%JsBkbWzj#g3sTz znymX2c^hAODtyOs{lFJUwN7;g+sWN*r!@pLgI%D1(pH)V0N;)(@$LX1USB z)BEz09u3a-eSTQqAz1nLz?jP1tK?it9FKZ|r>u`n$x8vz`0L9IbWQi)gg?$0QP+DU#!Qls8cQ8M`BFW$= ztW(bL^|_$TSIY5>rdw$rt3(W9auTd83_4DB_Am*blbMqJ-*fOWLKXKOtesw@udzdP!CqhlVeM9pZ`IJ@U#LcdTE^N1wZ{n4k9Kq;|M_D*JBhV=--4^6mRClbe3z zeNMAa>GAE{{WOt6OP1hc>S^}`a;{1_H(fMhE{iiUD#=K+iV4{$ux|X~?`9JhS@P}x zN7L$n$Ij5}Lc7vV8r+b2LSE~#d)-td{^$wYk!Z||T886>G=&?66>>!D%BoY0QA2$# z9|E|0(-_E4+)AGPI|uK4VE?4EC-Ih-jcztJt+mo(pQCR>qKmsotdCyHg2eSto?=u7+)};= zJp0*1yCzI87UKTk>&U%!ilPe2jJs_Ve%}TbV^tnIRdyH5{mP|v8TiQ1G2*8iZ7<6m zJbE$YXS!6Qht}ZY$?7=|8ix1==MzTq408$kIU@=SR^O;|jkto`)g97_0kcXBJ0kL2Y#A3>qKQH6V1nLZ#cin z;=N0&pYnO|dbq*NCx84kj;l}BuOEtWmN@@%s=KKiXJpIMG+1|9#^_s1r|Vkd2?58G zoyOJC&65eHZqcn}uZ_Q8a0Rx{4tE*o1|750sZc6k()@n9+7sIv!>RkKk8JFXcbLaT zj-D=GzxduD=TWTc+}Z*EsbW2AT)2kyA*!UbBbpDwu03!sPQ>RFKX`efX=c|&y|hQA z@!zFHygoKr4hwqK8MAUnvu9iy5*4C(keho|ltpUouXP`O5p6guhX6ubu!@ch`wUAp z2L4)m5o`3{LSGGS$fKWBp3I}qyCB4?DA=A?_&~s%aNi%C7;o3OBBv=y!DfDNr)*l< z09zi8LM3l%us4N(V>F8D61w|LkHfX|{zac~3Qm3U7V?P74s)CY4VBOR>gzA-zJ;jO z4+iV3c1Rp6da&|1NVLwhfM~bix1ii|D$=oBu7Yl7q+#B1;i-wtEN7*OqQ2;~U~3kC z(+f2sDG@5dX)JffP3?WtS6gn_UA=mhKG=AzTOzs0hd-&fYhdf(eO3Wu)O|}_hTl98!|@3umjUFE$~aJ z@9<)wXJ^~063ut)VffgWS63eBen5HKz4f9Gg-@Ml@AxA{q^>H`QMi4r=Wef7Rb{l^MSTSru6OO3)ElC#_66k z__g+Ya`X+Wo_*WLug~#lz+SnE=VilsUW>PAR#=@mR_;i{g}UblL|3npbrAax>ULFe zMA!QCkFJM>WoJj^e-Fm>E`>fU@rWYx8F=7(KZES21vslkOS$Oa)mK&_pLsK0c^5;A zoWDr?ZPM4em{N;&wcIhP5-`(5j+%krd9MmVF`ZnE|e9 z`Jen;cHKh>LTn|dV2vv@CFOJ!$wNJXTD#kqH~I`}1x&rg$Ezdjjp3=-FWhK{-5 z5{^1{j~nDq)}F<+yXK5$xJRZ80_Be*oNTp}66 zz1`gIQcT^*aod$tmxlPH{rIjA>_JrcU}=RX+1J=^C@(P+OIAOs>6eBy{Aw@2>ECkB zSdtm@9crh+&nZXCrZQhLnp$$ViFv%EtV=;?#w76D{;^hO=AQDH?B}A+nsYTm#;(FW zJm-$67(Zxct<^CMIoUtos#Nin?x!klZnBx3O%?B{a6{l2#n|iy<^Ps{@Bx=Da_l4) z^O8{YgbF*0#Zc=)r8uk+)eR8$6eaj{NS7JQ2F}tzbevdrZY5ITZ?%UE!-8emwrv~L zHaI`*PQCo*K2*VoWySPv2Ul6~LUMFi9JqrL(xJohV47&5Lv&aPD)=-`-?3v@C~OBn zd6xmo2mgY5sh~~(1u4^G8Iw0WsUZq_EEDOK*e*5pI>?y^z=pGft~XYK8tyvK(TT*~ zBN4;h!t2C${ zBqX6cRxAg!lL1ieCqUW^fGVqOvX?L~RIZ4{Q3V0`Y3SrAA|OVQq+cjp1;}0vhL|K% z=t(?a=2VjBJlUaY1}qaMfB<#Ch($W(30d?}dnrz}T?6RJ4UPKPKT*a9{^r?c*_zonxcv0KS-#OzC!%Bu)bhsRQ22I(3}7e zL)nEyfn}>wGzm~KEEJC$)CLO$-_Umc3@110CS)feJRStWZ33i)2VmbkAqViA+7N)n z9E;mFh9)y$ zav>Kw0DhD5$u8}he#8+mL$^pO;Fc#fJO5Sz{8%$$#Ka0Q4Zfpr6C;ogA7FP9K$Qlp zxS?@UU%DA8T^Gd3D1bV3e8UK_$lbfiI*zqG%wE<5M2A=wphFlufKO8& zktFsJGGqpZsNoF#@`ddh>PrDNh*KaX+~4d2#79^FV&?{Ab}Bp@P6u)KTKQ2ESTt?s z_AV>n_6~s3HKa&KxYcL_Cgf%P8+RE1@cPWkj=GW9D@2DXTe1kO!{v8bU5kdbq)XWCFn-1g*r`|{gRN+z^2>Y(m zASHveGz(B+*|B6013Olnq}N|#VtYt>#Zqo3OV&){AuVXsx&V8yZ-gm=2m6DD45H`6 zvO&V!U{Qgy$gNfNT#|n%j?k0+cisM@hOJrUKA3n#b9)zJ;#W+Nj}(?8nUG2W)v|+F zh$KKS*@3K;Y|y9}mOYIF=p6QU(L3kA*CEUQO~_ghIFJcE1m}B;fI8hLq#O01P=T*e7)ViJ;91JMhoU-qN}4{DHA?!4$`C>b4)=gbMvVGf`;znx@I2nSHy z0+{xWfz5%W0PGPNgfN%-mI4G`^;icY0}+AE6i9MG1Au$XR{}HxBUMo$%@(H$1F&Mc zOi4)ME>|s&4Uj0|0s8__aaQ@ow!WgTBB#6@vdSP}@%;q!JF0C5JxZLDB=< z!U{i5mPQ(q4n4d{$UoXq+QR+<0XoD51ov1^g|)`~AfFwv0BIy`Y9F5R`@lY3o zq0xq8g9v^6wb;#EN)y1E0xKc^*MTk)0>$XWO+bH?fSe8d+l4=Xi4%$oIP*x?s|0?kw|B61$PhRRu}4EUP@V_Yje#}NLodo$6&8@fOVr3C084=|WsE+SDP zkcbLiwS?rEM@Z!$R{j1KL8`!Hij-XR4tp5i(G^`x1?NwJn(vUgN!KKFgtyjvXkZ!j_x{ z`}>vf1N!%&Q9Uf1V)s87SKG4a!!GDVoNqH}EK;X*z)5FOwz{`#+=%FwJBNMisi zqX59_xsG7nEdY4D2d1jN`o@apa61eJDG7Rn0FQ8O@Be)znB)`~V@fDV8OsiV(twg> zvwFTCW0oiB0Iy7g`ETU_X@i7DdR2Fu6Mi?c+6mKd0{Y|V3Z#p0|Hcj%Etj&qeUOrf zi3wriJFvL>k<#TQBVpqZyt5YZU7@|IN(t`pR}eg>hNlByjD>n8+(iTwyrs30&# zkp%K*JRdOeBSBzdxOy=hxMF}PJwqB9zaT_LN&mN6#t0CD5a2CZ9s|h;fwfc<%#-u2 z<0UB=IIzS*$_~!wBFiN`-!XyWRoxE~hgdfSdd?px(R{>EYj^q$7XK?c*yDCwb z|HCR<*?<{ljP>F`4e;FxWrLIfL%?9_>)ldlg*d!#6Iv)(1-Jz4*aO{XhET8Xut!m- zY5}i@+dd)not8*sHXK6rv9%6^bJmF>aut+TxzlD^^ zss`wy*qUod3QW z`lkNJ3b0L+$f_bqbFmg@Fi@{H8BdxBDBM8qY~h zC>eEzXer>*^vegFnPyvtogqf4g%WuuB6s2yI|uLk#j zL6&E^64WQRuH$hc8VxqXB`HbaR>6l-BxP&`w3G$KSvPx zrE8x3gTCq(*D5AJ@?t=gvK9>A!aTYi z16>Dmso}CM!Z5K6;Sm$~2628kRbq4r5KbHz)wPH8C)ZXlj{&pIS@nyNa=@w|u@e_^ z&D7uOhsku$8@D3Vb%s&Et*wH`0Pv(n=^DxMiqd17Wcd?tTe~#yda(P&dwmisN?f1* zF;Q-dXTb5GCI3tT&978b2yalc0dPdPTe9KGHiiV|@;3~W7y>MqC=M(LC(gP^kizFLTM0!af()hqwtZ|i0fPP@w*1b4LJD_%n^ z#3KQy_!A&G2|y*43=3IG0CR2wR(3y{jy7|#=P0nG`i5J5ix;H(|2U@`H5R%C zV>k=`Pi>1xMAfmE4#5EFiGsxwZewQ?4IB_}QPRU>|6BX~F^~L~f*UTPIgM}ZMf)5w ztSDn!D_nTfGT zehFZqQ6MF0C%50{$5rI-Nf9hWoAM{&!Ua^};A0L7g5z0IytA9_nbn9_vg%6}~ly;Y_6b z==fojl$ik*qL2hSf|sz1?e-T)zK>Tm-b|(eZYxz1AX!Nurhpk1%3}xR@-az}`QdOM zGTWPiIuU~v%DuflaH1wKD0lUhB|=YW!)6oWKTd>v4DRnN0{86hXWGOeu7RJj+cXo3 zV*)0JT@8aP&Gz*AZldU+GPQW;3;f|fYVs$ zsV*5iR9*tyZB-Ju8{AfSohT!LY**a;Hc^LOfc6=c5ddntV|@%MGWG>-0{Wvf`7K2T zT=eI3S|Mo{s~1e-kR9q30A2tulo@?LWza~LBLdz8fQt~Mz~B-XpWIC6^{|RXod{c$wirDgWEM#2` z+(JMaBnTQ^NJbja$;`$=Nn^ldN2S426Sxs2&EMsPtf*IRplsg(W0(>G)Bw*2x{ZZK zq(QER9X8hM%0ZNoqs3TATn79P@5Ft-38td|Tb5xVAMih^C&aToqy<5)aSyS_RsrG2 zkJC44LzO39iG^PD0KVaeJydYIXm5|nMwW7xC#djS>lC=ha+2W_QpDl0b(`(q{~UKA(#Gzl8#n z1NRJ#!Q8tc64pp{m5d{Y%JC>((kA{`T4gJm`$8DWkxtD$&`zL=1`}_3hWF|E_WGS9L;YSsfE-C! zT1voXpTVHVk*}E~o8kFHHcNDc4M+rg(r?Rj@EjBz62a1nqfF;(g2duYfGm{&xnGjx zke3ox0$#>d4(+;yOp}fFpR*H3}naR3%SS20DlP z9tFYKl?ZIHCQ6*Nk%e=XuyX7o;&In@kwanhz`jn(Kr%Ru^u#Q*A|{N~CnpswP!Sk| z4~o<%0~)7|$l>_p`OhO%IP&}g9scwcT=t;)(o_L6&k`UD6)@Ar66HAp{7cFnaaBCv zc`mFVJsT2McIY)c1JukP;2H9Ecb) zn8U$Ni+a%ZBZxk@w?0FGBTSx#|8h0*5N^o@g;d?r6M}PE49@fz>Ri)qC?xXw!QUkT zjFZjUQwO20IC%0Od~c-zo9e9ZiV&irS6&DSuC1*?xXS8PuH1{*yV{o=$}`6B{HIq5 zTS!cb)ekXyQ2;rVqzV!#sM@Mkfu_^WA^PXqvMYio3e-96Lqp-*d2&*HtDy$$1d0uF zH89)lBCt1HY=nbFR!fEK*0y@ID)BtRqZ6ywX}(7GD%RoJR|RV)gK z&&kJ=Lq_U=vHb+dM;*X%Uj=!@{ZEd8mz;Ta-FyTXlSU5p0bo+=@Yijz5R&}(uh%ze z7|PTJS=#{29Wb~ug$Sb5pS20^9oS+?k}2LU`p3kr5C22JM7zspIZ08$lz8XA6BX4+O)x6BV;m;5 zI{?-YJ7dLvfs~*#KePM$hG~HW2M&tLT1~4S(5f8)A zTD9a*V(_124fm*uv00(0w}?MQeRgZT2n#H|oLZ0ck64;!2yf&h7I0*>ExqH^5U1l|hoss(BMW>Mol zdy7s4G+F)HqB?f0I znczc{LoibmtK`sH+8<+Cfhp=cH|`)hn%O||!y#>;TR66V?px|d%%M1hrTFjS|HqJ9 zAB(|{XKsm4UPnBjZTmkas%&{`0#_l|Z+mk6i9p(a%#_>Gq=Op-Lws#W^9*~NfdVNr zmeBUfX>A~RGBX8|=<;Fl;MAzMT{8s{4ojI_0u z#LYP%Dc*^n0$Gi}1N5XFK&gjx9x`SrjLuUgfO+uquvI%uJ82BBBet3HIdC3?R1c?J zm$`%>kd`DNVCULW{=nk?B9vIRJ`g-dfXH-!9=0o@dQjB?j7EU@2iKZC zk?QTI3I%jR2V`Y7> z7q%T`{D~d{$+flX1gG$qwS()(!jW%?>iIcfpL!0A)fw2bBB3RnVEPY6x3ejR0UN+$fN` zPK5xZC$VV1QIGcH7Eho&{s8BWNCn}Iq$v+1v3&8|q!}nz8MxVFK=R{$zaoUc9v=h& z_txw@1ORJ?7qbvj_-6mj=wewwybu7?-FE9qG}Ao_LKP#wCD!2wVqLp@`H&^#Rw!yz zA`pvo=ZA-HUTKaq@hpKcNbG|&Z%LV5)BkpOw>0;@=Zb7Q13>838Q z3akY9Ysn}B+}A0fceLfid`ttmwqog@5GSqU%4OcSPiTT)J6KE?yufY!LVhaU@TWF1Wi1 z=ugCN%`3o-lk|XCX%8rn=3(Llh5~w}2i7(?OyCbtA>I}72xT9Bh)+sz@Yib)ru=F) z(Sw}f1}eNogg=0Rs8Z3nVH4CJuC_j_fVV^N-TH{Lm^Gow+1mAkRSe(LjU+(zHVSA( z53Jen-|#KnsCI>3p$N8~sD!%{@Rh#^CHhWO$ou@jMsOO9xt*eqt{=an z@N!4GMHJbvOut8G7JzdYqy!A#MTl6wYXBWn0gtUoZ2R zA-q+LlK|Pdwmc9t0&t|uRglw%*^`^}3~_S<7lCyGU(P@Z1$@HvW}s5wN0>VV=#)Ni zhoBk69kvGOI6wox{Ees1F-PhqzJ6c2AWI+)-V+R+3E%ZIQSJ)G%`UblIjGOttCC^(j^)I65F>^ zB2L|601^|-6a3N|Qs~dqQ2yT~(bgl-aAvnDXb(f2Y>=K3S_XVmzXX4mxJltq_h@FK ZgmiafMd;(m;>eVJwrzXJMhRYq`G2Kg65ap+ delta 8095 zcmZ8mdt8p^|L?x;r`uDSWefeV3 zaSv`5VRKlM(`K`gIi{Qs8#amG`?{{@iP!JtpL|Z&`*Xan&-J9OZ1~sb?>P03R895l z?Ci{Tb$tt*?y2URdY68^R)798W%aRlvoLds%5LhGvo-IiEJC*&a4uKPy&w`c@k$gu zwkU3NwSnSbDXDuzWqG<~h3kFQ91Z@a2F(I9ukEz5S2jMOnjeGQ?0?={Rx9>REonZ- zRC9k&@{YW86lY08BU=5SvKzXkX~12T9oH>Y9qy@Yj&8Zz`L1d%fPDBwzonUvJG)Wb z1;x>FAPVB;x+OjOq3XbKefnzuvTSP88Nh~lX|*gLj^C@Y-n!+TNq1CpHUt9WYV^u1 zNO7aPUYfI|d4i#`aNTlc+HG;nu9TZ9v*?zLbQ}-6BbGf<*#+Gal>xuPpssknb65I3 z*c#28VE14Bxr0>S)EvjR_`Ogy&j#IY zse1sAD?MtiX%?5#Lo!Rz!4<=~HOr$br-Y$h<;dTCD5M{LH-TIRsWL(IuqD(oo*z)z zQQgw75<)o;+LN^?S~y|!P?amm24+P674ay2@eI z{2$PtMdbVN;|s;`2CL_w(jrG>MkGOr{fwXJeQHCKY+-^X(- zwHa=5GvYcZKdR+jmlNsjnBp@KM9y! zFkvkP6{ibfz&gO^*z)W}VnU&REI~ey0 zmE)@UHW&_P@1B&d6n2Cw=YD`I+<3+b1@*)c#HBttA@XdXUrq|9-zB9&HtE?$o99(G zsnP99 zd4C#NuXrsagYn6Of0IRFZ<(q(8uK&;Cy^hoI;>no`kp64Jo-VhQ^M0ZbnXgTM-;@J zW~^AASGZ?MEy)lzF6#`3&V@$Ur7wEEv3qKT9_}(zwz`P&%>H^Jm#y%@!~; zS21Wq|2>T1gp*$O!bv_$_({pSacTv-rLx(&kwu7>`4>oT9a>=$v8RdQnsa7UfTM9_ zJ3lt= z!FA!&_`U$z^}K`8`2i~s75?W_?hfy+e>!*nSdJq;7L7lv7``WS;IN|JP-`rOMB=Ie zbghWF8!H{u64m?yqz}@^Dgvyi6ThbFQQ5~IPWyWmryDNKRE!<;!>QKlLq4aCqCge3 ze+|m*_e~fnPs|=@#kIVrirUz%8?8T3Q5%bNqi~FhY;ivut@&T1Xn(kg_J_@`sVai@ zEqMMPU-?yr8$%o6F2ihC#Sa_+3+q(GK}QI4(jxxzRuiAuq@sy=i~2P_mmoT;=)WpD zi<1T}++R~nB04<`;r@2JipiX#8;Rcl4=d1(;kg_b|KNGln0H)g$A8PUc{wf%jrdXG ziQdccT-S}4M^wxb{{1|5ed5RTxR&B>I2`AJrh`#nJ}@Dmd#Ek)YLjKx5lSD6<;bU9u1he(GEs#J=0#*fk(J!)T!Lu z%uz?(Xv7$;7ERiQs$1@1$`v-cH8CNzvmo}<`~qtyz1!M!N>y~@T964hk~O+#Qh-5`9Bz6n>?TB-P!$VwBetIj1%_}%4dj1d*ar`W zSurSoZ@)KMB=o^_6B5cV9W7edpYi5^(wR8G;RNX2qml>g;+LH!M)6z|t^yGtHYti5 z^w#Gj=Tj4=A)k^Si{0vS!*qI*rWu>(oA8BXzDC?4(-YO44uMf&Vc{aJgD0c;(?2(1 z`k)7cm%|SSj$@Bcr}nv-ipiC3bBRH#O#4K2)mpzLK{2mv1fRZD1~jCHTI_Glk|ABrsXwaA-6 zR4OJ&$VP4r?eThxy>)6O=NOlS-^IH*41O1PU$b`(F92iAkM_l~8kcVWPpIuoMp zXRlE1QbWU)k0*2Bj??J^faa{B=gW2DTpjI^YOaflD*ODseRQO`)_|@w&|1B8@HMq@6aoY98!jjm)bxJ?T{g%}KPyALGWUe3r~Sn8cSTMfS4QIPSsqhR~vzk z&2E&LmF}9E=A+RHcO1_{E7u%AW#b!5MURG>3#J1FG=#NipUgG^R!qlrI>KooE$CVu z&5fQzP*iH4HYX<0w05xJ*DABJv(-75X^g@ zyGX%}wK@*Gi9+|St(POh#ny$9(nQm-MN#V}Fp$;&RqVZ9} zO4p`Z9V}VYzbV9Hqovmu2f>3domzQ=81)fFcmo7q;Cj|y@QB)Y14O4`l;w(R;y2z1 z5WhuCneaMXhQT`~vn1c@GAiPl4~#gE=BH(z-L28cc1TP0Iwp+08Yi&Cz6&hSIPfks zDkgGTy-scX6DLpUAE~f!wtDWwPgKHPZx)tY=J|o zS2>ZD;R^)^%Um7vQRuvI%r#4$u%*;g*K`NlRwqka4OnJJyLGK42lJ<{d8l3)c2otz zo3&10c3LeAzpkTb_1=zyZOM~xpM6D-gG^Yw1ChE4og!Poy&D^ZYFaDA73rMX8nlaB zXoat0O;40giXVu_x5*YvYpdAPnIu$;Z3)bi)snw6bHHd*wc2m2~po?PsQ zlke)3;16FG=iAXTfB3>{eCUL)N=0VWPj=f;K>)~nT}g8oQZAb|ZXfL$YQw~QDLxP; zq7K;6mw}M2UJrSk)h>ta=vRAeiWP` zZLOTJiYaSlnJ6XnFb$_ZYO6W1#X7xei&O8Nu_MnQoXTes0?5(!0K#{H!8hO8Bi&ze zL$+P54lqAJr9Dy7!~+wt`yM4I;8l%YE`?a(Woxytm>6jl==6LQe(?2oL0Ll zW`u2Xl|E+IlKc%_5kFp4i#H}tlMS}Ej%3XWmUZsg4WXLfK%pv6<{`fv{dCF$l}&6Y zMQ1Ot;^KR)bs`S;l03fb}?mYn4uB}3`JunSQbUGIbLV0_I z9)%*+{Pw;*_*szbptJ8Ol$L09t9k(zaZn3`6`Gs`p2*@How9qvgKa(Jacw`vakF&l z)(h4%dnq)s7hv1AVe3%(G(sV_1-7Ua>vWb&$M;p}A(!SU@!r1Xq|BuH(Ex?g!+??B zA9js@_b-``ZXe1M^>Cc{i%!Aeu+d_uLLagrm$c`_FLM$~c9l zZnZhdn?)?ny#HOw$0~Ny$IbX;N>c2&nX!TXohZv&YluynPDeoX=Z_V-AAvaHGZEJZ zgrX@5rS<`K+bV7KbXTH6E|I{)KcRAy=6Kd6N$iP{$Q%FeZe8P(Eh})*Y{}ZsS^dD` z+qI1RjCl$T?Tb_4K}lbnIwB1bdkPOiTA-oIbc%^WDtaxT9&O?5c3;d4e(q04S}NIM zW~hNn6gnOSJl2IfNZbn4`d=zEq#rE5(CJ}+*icqV6z%w^_*cAjwp|BViY4nMt9LXqbxo(Vfxy0ZvqGB(B4YeqM%DkV zYc1)ltx`CA5bP`hZ|rwBHpr@6xkI6nF{*5~>YZH<;N)FWZC_ugab)ZNc*Zju-fZ(c4}&d|bzultWzgEVW{0EnC)AKpoHP_4ZT>{pKY42h8G&|%z_AWEMA&s- zavp||H9aJ4VeQxGzyS0xAMSkhm&2;|50Z~J0F64&MZz#Vv!JQIIAx=ve0Kz8j#Df{aP$W}ia@VlqF_)mo@kJ;jEdp?k1NxCl8@PwdI{73+^ zJtIi|xLcC{MGSI1Pp8c>aPXr$3Khj5*Zf(gIR3yN)>#$;v8)TE!v2 z{9_=V9r(vUy`?Zp;^YjF5Bsb&$qqb=SBVgORXj!k6)rS^qhR8o1EYSUAlnnN;!#4F z*!d2luR!K0s5u&Pt6Ui6JDIE>gmpS?bjmdzyAhU0*BjZXgKV7!6O=xRq` z;Dy6RVn+a#RkfC)Pa!HQ?YE_WosbQBCs4AwjmP(jM|I)Oq#wSMw~X`cB+qRk)HvE1 zvxZ%kxjxZ}v)m~BBMh1aV6|T4G}_w6`?^Xs_Xz-op7)yo2s^qhrJCPK zKi2e=oLvyFej|~r1-&H;k0l!APlQLvNzp`@oBo01JV&D5dM)8A9gFQRd0i*r{0M9w zlb{efND>!mxNrCj(rgrB(f_@5L$Ihj%8HMWYujo?5$ zg!fEkl#^qls=gGJ0P4mWjN%huVgpQs`tQSsm+rVou*BL zMx!sJ#`bB@;B$sQ(OAtptzfjY!Uh~|@xgR}`FjbYe7_QBfO>TeqZKpY4*vwc z=leQG=HjPy()@!NFwY}9@}Yk}Ym@KWBzeO>fvebQl$pTu&3`4aV-kqCktEClaqV_V zy!9ErU?eR*Yx%X1qnY9RLsvoh$+I`WE+C-zl92SGc zi-tdANub9}D*anavkqH4$mA^sCT!)`Vl}r$L2@Co*YE?p-3k0V)XC0nlaq@7{U6_C Bt_T1C diff --git a/python/figures_application.py b/python/figures_application.py index b81a28e..3c591db 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -528,7 +528,7 @@ def get_difference_df(): omega_range = np.linspace(0, 0.99, num_keys) - nominal_costs, robust_costs_95 = _performance_plot(omega_range) + nominal_costs, robust_costs_95 = _performance_plot() file_list = sorted(glob.glob(SIM_RESULTS + "result_ev_0.50_mat_*.pkl")) robust_costs_50 = np.zeros(len(file_list)) From 6bfee68e7812edfa5f4b80addd6f1b2465f8fadc Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Fri, 27 Sep 2019 17:41:29 +0200 Subject: [PATCH 32/41] Applied filter. --- notebooks/03_application.ipynb | 20 ++++++++++---------- python/figures_application.py | 7 +++++-- 2 files changed, 15 insertions(+), 12 deletions(-) diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index 4800cae..823c846 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -67,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -79,7 +79,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1244,7 +1244,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1261,7 +1261,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1306,7 +1306,7 @@ "1 0.01 -216.782485 -43.239595" ] }, - "execution_count": 17, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -1317,12 +1317,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1334,7 +1334,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1358,7 +1358,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1392,7 +1392,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [ { diff --git a/python/figures_application.py b/python/figures_application.py index 3c591db..a9fb707 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -4,6 +4,7 @@ from zipfile import ZipFile import os import shutil +from scipy.signal import savgol_filter import matplotlib.pyplot as plt import numpy as np @@ -560,13 +561,15 @@ def get_difference_plot(): diff_costs_95 = robust_costs_95 - nominal_costs diff_costs_50 = robust_costs_50 - nominal_costs + filter_95 = savgol_filter(diff_costs_95, 29, 3) + filter_50 = savgol_filter(diff_costs_50, 29, 3) for color in color_opts: fig, ax = plt.subplots(1, 1) ax.plot( omega_range, - diff_costs_95, + filter_95, color=spec_dict[color]["colors"][0], label="robust $(\omega = 0.95)$", ls=spec_dict[color]["line"][0], @@ -574,7 +577,7 @@ def get_difference_plot(): ax.plot( omega_range, - diff_costs_50, + filter_50, color=spec_dict[color]["colors"][1], label="robust $(\omega = 0.50)$", ls=spec_dict[color]["line"][1], From 654b40e165537898a925f9af08e2dc88a23640d7 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Fri, 27 Sep 2019 17:57:01 +0200 Subject: [PATCH 33/41] Added grayscale options. --- notebooks/03_application.ipynb | 20 ++++++++++---------- python/figures_application.py | 10 +++++----- 2 files changed, 15 insertions(+), 15 deletions(-) diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index 823c846..243c599 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -67,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -79,7 +79,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -187,7 +187,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -221,7 +221,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -713,7 +713,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1057,7 +1057,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1203,7 +1203,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1227,7 +1227,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1334,7 +1334,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1375,7 +1375,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3de3iU9Zn4//edBBIgQCCcEggnOYYiyMFzVfAIcrCFbkVadetP7a919+p2u7vtdr+t7X6/23a/2/rb1u62Wg9I9yqtWBEtgiBqVbRyUiGBKGAgCeEQCIeQBJLM/fvjmXmcmUzC5DDzPMncr+uai89znDtDkjufw/P5iKpijDHG+E2a1wEYY4wxsViCMsYY40uWoIwxxviSJShjjDG+ZAnKGGOML1mCMsYY40tJS1AicpuIlIjIPhH5dozj14nIDhFpFJGlUcfuEZGPg697khWzMcYY70gynoMSkXTgI+BmoBzYCixT1eKwc0YD/YBvAWtVdXVw/0BgGzALUGA7MFNVqxMeuDHGGM8kqwZ1ObBPVQ+o6gVgFbA4/ARVLVXVD4FA1LW3AhtV9WQwKW0EbktG0MYYY7yTkaT3GQ6UhW2XA1d04Nrh0SeJyAPAAwCFhYUzi4qK2hepMcaYZJNYO5NVg4r15vG2LcZ1rao+pqqzVHVWr1692hScMcYY/0lWgioHCsK2RwCHk3CtMaaLO3v2rPsyqSVZTXxbgfEiMgaoAO4E7orz2g3Av4nIgOD2LcB3Oj9EY4wf/exnP3PL3//+9z2MxCRbUmpQqtoIPISTbPYAf1DVIhH5oYgsAhCR2SJSDnwB+LWIFAWvPQn8K06S2wr8MLjPGGNMN5asGhSqug5YF7Xve2HlrTjNd7GufRJ4MqEBGmN8KTs72+sQjEeS8hxUss2aNUu3bdvmdRjGGGPi4+koPmOMMaZNLEEZY4zxJUtQxhhjfClpgySMMaY9Tpw44ZZzc3M9jMQkmyUoY4yvPfroo27ZnoNKLdbEZ4wxxpesBmWM8bWBAwd6HYLxiD0HZYwxxmv2HJQxxpiuwxKUMcYYX7IEZYwxxpdskIQxxtcOH/50+bf8/HwPIzHJZgnKGONrjz/+uFu256BSizXxGWOM8SWrQRljfC0vL8/rEIxHLEEZY3ztgQce8DoE4xFr4jPGGONLlqCMMcb4kiUoY4wxvmR9UMYYXystLXXLo0eP9iwOk3yWoIwxvrZixQq3bM9BpRZr4jPGGONLVoMyxvjaqFGjvA7BeMQSlDHG1+69916vQzAesSY+Y4wxvmQJyhhjjC9ZgjLGGONL1gdljPG1kpIStzxx4kQPIzHJZgnKGONrq1atcsv2HFRqsSY+Y4wxvmQ1KGOMr02YMMHrEIxHLEEZY3xt2bJlXodgPGJNfMYYY3zJEpQxxhhfsgRljDHGl6wPyhjja7t27XLLU6dO9TASk2xJS1Aichvwn0A68BtV/XHU8UzgGWAmcAL4oqqWikgP4DfAjGC8z6jqj5IVtzHGW3/84x/dsiWo1JKUJj4RSQd+CcwDCoFlIlIYddp9QLWqjgMeAX4S3P8FIFNVp+IkrwdFZHQy4jbGGOOdZNWgLgf2qeoBABFZBSwGisPOWQw8HCyvBh4VEQEU6CMiGUAv4AJwJklxG2M89pnPfMbrEIxHkpWghgNlYdvlwBUtnaOqjSJyGsjFSVaLgUqgN/B3qnoy+g1E5AHgAYCRI0d2dvzGGI8sWbLE6xCMR5I1ik9i7NM4z7kcaALygTHA34vI2GYnqj6mqrNUddbgwYM7Gq8xxhiPJStBlQMFYdsjgMMtnRNszusPnATuAtaraoOqHgPeBmYlPGJjjDGeSlaC2gqMF5ExItITuBNYG3XOWuCeYHkpsFlVFTgEzBVHH+BKYG+S4jbGGOORpPRBBfuUHgI24Awzf1JVi0Tkh8A2VV0LPAGsFJF9ODWnO4OX/xJ4CtiN0wz4lKp+mIy4jTHe2759u1ueOXOmh5GYZEvac1Cqug5YF7Xve2Hlepwh5dHX1cTab4xJDS+99JJbtgSVWmyqI2OMMb5kUx0ZY3xtxowZXodgPGIJyhjjawsXLvQ6BOMRa+IzxhjjS5agjDHG+JIlKGOMMb5kfVDGGF/bsmWLW7766qs9jMQkmyUoY4yvbdy40S1bgkot1sRnjDHGl6wGZYzxtSuvvNLrEIxHLEEZY3zt1ltv9ToE4xFr4jPGGONLlqCM6Wbq6upwVqoxpmuzJj5jupHNmzfz5ptvMn78eJYtW4ZIrIWqjekaLEEZ0000NjbyzjvvAPDxxx9TVVXF4MGDPY6q415//XW3fMMNN3gWh0k+S1DGdBOHDx+msbHR3a6oqOgWCeqNN95wy5agUov1QRnTTZSWlkZsl5eXexOIMZ3EalDGdBMHDx6M2D58+LBHkXSu66+/3usQjEcsQRnTDTQ1NVFWVhax7+jRozQ0NNCjRw+Pouoc1qyXuqyJz5hu4PDhwzQ0NETsCwQCHDlyxKOIjOk4S1DGdAPR/U8hFRUVyQ3EmE5kCcqYbiC8/yk/P98tW4IyXZklKGO6uKamJg4dOuRuX3PNNW65OySoDRs2uC+TWmyQhDFdXGVlpdv/1L9/fyZOnEh6ejpNTU1UV1dTW1tL7969PY6y/d599123bBPHpharQRnTxYU3740ePZr09HSGDRvm7usOtSiTmqwGZUwXFz5AYtSoUQAMHz7cTUwVFRWMHz/ei9A6xc033+x1CMYjlqCMSbCzZ89SUlLC+PHj6d+/f6feOxAIRPQ/jR49GnASVEhXr0HZMu+pyxKUMQn23HPPcfDgQTIzM3nwwQcZMGBAp927srKSCxcuANCvXz9ycnKA5glKVW1mc9PlWB+UMQl0/vx5t4/o/PnzrF69mqampk67f3j/06hRo9wkNHDgQLKysgBnfajq6upOe09jksUSlDEJdOzYsYjtw4cPs2nTpk67f/QAiRAR6VbNfCY1WYIyJoGiExQ4w6ZLSko6fO9AINCsBhWuuySoF1980X2Z1GIJypgEOnr0qFsOn7R1zZo1nD59usP3Pn/+PAB9+/Zl4MCBEce7S4LasWOH+zKpxRKUMQl0/Phxtzx//nz69esHQH19Pc8991yH+qOih5dHD4IIT1CVlZWd2vdlTDJYgjImQVQ1ogY1atQoli5d6iaSsrIyXnvttXbfv7XmPYA+ffq4o/qampoiYulKFixY4L5MarEEZUyC1NTUUFdXB0DPnj3JycmhoKCAuXPnuue8/fbb7Nu3r833VtUWB0iE6w7NfDNnznRfJrXYc1DGJEj4AIkhQ4a4NadrrrmG0tJS9u/fD8Dzzz/P9ddfH/M5pZycHC655BLS0iL/ljx69Cj19fWAU1PKzc2NGcPw4cMpKioCnAQ1e/bsjn9hxiRJ0hKUiNwG/CeQDvxGVX8cdTwTeAaYCZwAvqiqpcFjlwK/BvoBAWC2qtYnK3Zj2iM6QYWICJ/73Of41a9+RU1NDbW1tbz88sst3mfkyJEsXrw4YhBEeP/T6NGjW3wItzvUoEzqSkoTn4ikA78E5gGFwDIRKYw67T6gWlXHAY8APwlemwH8Fviqqk4BbgAaMMbnWkpQ4NR6lixZEtfsDocOHeK///u/+ctf/oKqAhfvfwrJy8tz36OqqsqtdRnTFSSrBnU5sE9VDwCIyCpgMVAcds5i4OFgeTXwqDg/WbcAH6rqBwCqeiJJMRvTIeGDEqITFDg1n+XLl1NSUuImnnAXLlxg9+7dBAIBGhsbWb9+PXv27GHRokVx9T+BM7R96NCh7tLvhw8fZuzYsR34qpLvueeec8tLlizxMBKTbMlKUMOBsrDtcuCKls5R1UYROQ3kAhMAFZENwGBglar+e/QbiMgDwAPgNIkY46VAIBAxxHzo0KExz7vkkku45JJLWrzPlVdeyZo1a9za2MGDB/mv//ovd8h4nz59GDRoUKuxDB8+3E1QFRUVXS5B7d692y1bgkotyRrFF6sdI/pPxpbOyQCuBZYH//2ciNzY7ETVx1R1lqrOGjx4cEfjNaZDqquraWxsBCA7O7vdCwbm5eVx//33c+2117pNdeHPM8V6/ilaeD/U4cOH2xWHMV5IVg2qHCgI2x4BRP+khM4pD/Y79QdOBve/oapVACKyDpgBvJrooI1pr9b6n9oqIyODG2+8kUmTJrFmzRqqqqrcY631P4WEJ6jy8vIuN7P55z//ea9DMB5JVg1qKzBeRMaISE/gTmBt1DlrgXuC5aXAZnUa5jcAl4pI72Diup7IvitjfOdi/U/tMXz4cB588EGuvvpq0tLSyMnJYerUqRe9btCgQfTs2RNwns06e/Zsp8STLFOnTnVfJrXEXYMSkUXAOlVtbOubBPuUHsJJNunAk6paJCI/BLap6lrgCWCliOzDqTndGby2WkR+hpPkNBjDn9oagzHJ1Jk1qHAZGRncfPPNXH/99WRkZDR7PiqWtLQ08vPz3aHpFRUV7pRLxvhZW5r4/hV4QkR+D6xU1b+05Y1UdR2wLmrf98LK9cAXWrj2tzhDzY3pEsITVEsDJDoiVCOKV3iCKi8vZ/LkyZ0ekzGdLe4mPlWdBtwE1AHPiUiJiPyLiIxOUGzGdEkNDQ2cPHnS3fbDoJ0RI0a4ZXtg13QVbRokEXwW6QMR+UfgRuCnwA9E5G2cmR5+p6qBzg/TmOTqyECCqqoq97mmgQMHRiyz4ZXokXyBQCCu5kE/+N3vfueWly1b5mEkJtnaPIpPRC4BvhR8BYDvAYeAh4AlgA25MV2WqvKHP/yB0tJSbrjhBq64IvpxvYtLxACJjurXrx/9+/fn9OnTNDQ0cOTIEfLz870OKy4fffSR1yEYj7RlkMTXgS8D44A/AF9W1XfDjj8HNF8+1Jgu5JNPPmHv3r0ArF+/nqamJq6++uo23SNRAyQ6qqCgwF0ksaysrMskKJO62lKDmofTpPeCql6IPqiqtSJitSfTpYVPwgqwceNGRISrrroq7nskeoBEexUUFLizMpSVlbWrduiFO++80+sQjEfakqBeV9Vno3eKyDdV9WcAqvpKp0VmjAfC57gLeeWVV0hLS4v7F7qfa1AhZWVlrZzpLxMnTvQ6BOORtvSSfq+F/f/SGYEY47WGhgbKy8vd7fAmsPXr1/Pee+9d9B51dXXug7Dp6ekRS2R4bejQoe6AjTNnzrjNfcb41UUTlIjMFZG5QIaIzAltB1//D9C1Hks3pgXl5eUEAs4g1EGDBnH33XdH1Dpefvlltm7d2uo9wgdIDB482Fcj5dLS0iKGm3elWpRJTfH89DwRfGUCT4Zt/wb4CvA3CYvOmCSKXgQwMzOT5cuXR/xSX7duHdu2bWvxHn7tfwrpqs18JjVdtA9KVccAiMgzqnp34kMyxhuxFgHMzMzkS1/6EitXrnQfcP3Tn/5EdnY2kyZNanYPv/Y/hXTFBPX000+75XvvvdezOEzytWUmCUtOpttqbGyM6H8KXwQwlKTCH3Z9+eWXuXCh2WBW3yeo8NrgkSNHYn4NfnPw4EH3ZVJLqwlKRPaElctE5FCsV+LDNCaxysvL3XWWcnNzyc7OjjielZXF8uXL6dOnD+AMMnjzzTcjzlFV3yeorKwsNy5VtWmPjK9drInv/rDylxIZiDFeCu9/ammNpV69enHTTTfxwgsvAPDOO+8wffp0cnNzATh9+jTnz58HnETQt2/fxAbdTgUFBW4iLSsrY8yYMR5H1Lp77rnn4ieZbqnVBKWqb4WV30h8OMZ4I7z5KLx5L9q0adPYvn27W+Nav349d911FyLSbICEXxcFLCgoYPv27UDX6Idq7f/DdG9x90GJyDdFZHqwfGWwee+AiMT/iL0xPtRa/1M0EWHevHnu9r59+9y54vzevBcSPlAitMKuMX7Uloc0/g74JFj+EfAz4P8A/19nB2VMMlVUVNDY6KzDOXDgwIs2zeXn5zNz5kx3e/369TQ0NHSZBDVgwAC3L62+vp7jx497HJExsbUlQfVX1dMi0heYBvxCVZ8AbB4S06XF0/8Ube7cufTq1QuAU6dOsWXLFl/OYh6LiHTJ4eYm9bQlQZWJyNU4S7H/WVWbRKQf0JSY0IxJjnj7n8L17t2buXPnuttvvfUWVVVV7rafExR0reehHnvsMfdlUktbJov9B2A1cAFn3SeABcDFJygzxqeampoifkHHW4MCmDFjBjt27KCystJtIgTo378/WVlZnRpnZ+tKCaqystLrEIxH2vKg7jpVzVfV0aq6Pbj7WWBRYkIzJvHC+58GDBhA//794742LS0tYsBEiN9rTwB5eXmkp6cDcPLkSc6dO+dxRMY016YVdUWkP06fU3bUoc2dFpExSRRreqO2KCgoYPr06bz//vvuvq6QoDIyMsjPz3drT2VlZTGnbvKD+++//+InmW6pLSvq3gv8EqgBasMOKTC2c8MyJjmiJ4htjxtvvJE9e/a4D+l2hQQFTnLtCgnKVv5NXW0ZJPF/gKWqOlRVx4S9LDmZLqkj/U/hsrOzmT9/PiJCTk5Ol1lgryv1Q5nU1JYmvgzAVsw13UZlZSUNDQ0A5OTkkJOT0+57XXrppUycOJH09HQyMtrUcu6Z8AR1+PBhGhsbu0zsJjW0pQb1E+BfRMQ/K7AZ0wHtef6pNZmZmV3qF3yfPn3cFX+bmppstJzxnbb8NP0dMAz4RxE5EX5AVUd2alTGJEFHB0h0ByNHjuTkyZOA08wXXqvyi1/84hdu+W/+xtZHTSVtSVA2m7npNgKBAIcOfbpSTKpOSDpixAh3BKJf+6FCCdSknrgTlM1mbrqTyspKd7G+fv36daj/qSsbOfLTxo+ysjJU1bezsJvU05Zh5pnA94BlQK6q9heRW4AJqvpoogI0JhGih5en6i/lQYMGkZWVRX19PefOnaO6utrtl/KLhx56yOsQjEfaMuDhEeAzwHKcZ58AioD/t7ODMibRrP/JET1xbHji9ovc3Fz3ZVJLWxLU54C7VPUdIACgqhXA8EQEZkyiqKr1P4UZMWKEW163bh1vv/02gUDAw4iMcbQlQV0gqklQRAYDJ2Kfbow/1dTUuLM+ZGZmMmDAAI8j8ta0adPIzMwEnOHmmzZt4qmnnoqYnd0YL7QlQT0LrBCRMQAikgc8CqxKRGDGJMqJE5/+TZWbm5uy/U8h/fv35ytf+Qp5eXnuvvLycn7961/zzjvvWG3KeKYtCeqfcVbU3QXkAB8DlcAPEhCXMQkTnaCMM3/gfffdx5w5c0hLc34tNDY28sorr7BixQpPh3r/9Kc/dV8mtbQlQY0D9gL/BnwfuEpVv6GqFxISmTEJYgkqtvT0dK677jruv/9+hg4d6u4/dOgQv/nNb6ipqfEkrpqaGvdlUstFE5Q4nsSpOf0zsBC4H9gpIk9JqrePmC4nvDZgCaq5YcOGcf/993Pddde5zZ91dXXs2rXL48hMqonnOagHgBuAK1V1a2iniMwGfgc8CPwqIdEZkwBWg7q49PR05syZQ1ZWFq+84swR7dVcfd/85jc9eV/jvXia+L4M/G14cgIIbn8jePyiROQ2ESkRkX0i8u0YxzNF5PfB438RkdFRx0eKSI2IfCue9zMmlkAgEFGD8ttDqX4TPeO5F/r27eu+TGqJJ0EVAi1Nc/RG8HirRCQdZ7HDecHzl4lI9HX3AdWqOg7noeCfRB1/BHg5jniNadGpU6fcUWl9+/Z1h1eb2IYOHeo28504ccIdnm9MMsSToNJV9WysA8H98dzjcmCfqh4IDqpYBSyOOmcxsCJYXg3cGOrfEpE7gAM4M1cY027WvNc2PXr0YPDgwe72kSNHPIzGpJp4+qB6iMgcoKXBEPHcYzgQPlVyOXBFS+eoaqOInAZyRaQO+CfgZqDF5j0ReQCnvyxiAkxjwoUnKGvei09eXh7Hjh0DnH6oVJ4ayiRXPMnlGPDkRY5fTKzkpnGe8wPgEVWtaW3AoKo+BjwGMGvWrOh7GwNYDao98vLy+OCDDwBvBkr86Ec/csvf+c53kv7+xjsXTVCqOroT3qccCF8JbQQQ3eMaOqdcRDKA/sBJnJrWUhH5d5wHhAMiUm8zqJv2sCHmbRc+w4QXCSq0LIpJPclan3orMD44TVIFcCdwV9Q5a4F7gHeApcBmVVXgs6ETRORhoMaSk2kvq0G13bBhw9xyVVUVFy5coGfPnh5GZFJFUhJUsE/pIWADkA48qapFIvJDYJuqrgWeAFaKyD6cmtOdyYjNpI6GhgZOnz4NOMtMpPoksfHq2bMngwYNoqqqClXlyJEjSe3n/fa3mz2VYlJEsmpQqOo6YF3Uvu+FleuBL1zkHg8nJDiTEsKb9wYMGEB6erqH0XQt+fn57uzmlZWVSU1Q9ihA6mrLXHzGdGnWvNd+XvdDmdRkCcqkDBti3n6WoIwXLEGZlGE1qPYLHyhx/PhxGhoaPIzGpIqk9UEZ4zVLUO2XmZlJbm4uJ06cQFU5evRoxFLxifSDH3y65Nz3v//9pLyn8QerQZmUYQmqY/Lz892yVxPHmtRiCcqkhNraWurq6gDIyMigX79+HkfU9YQ388XTD+U8xmhM+1kTn0kJ0TNI2DqbbRdeg2otQakqL730EsXFxdx0003MnDmzQ+9rzXqpy2pQJiVY817HRQ+UaGxsjHnewYMH2bFjB/X19WzevNlqUqbdLEGZlGBDzDsuKyvL/ewCgQBHjx6Ned57773nlmtrazl7NuZqPcZclCUokxKsBtU5LvY81OnTp9m7d2/EPltDyrSXJSiTEixBdY7wBBVrJN+2bduaNem1VNOK1/nz592XSS02SMJ0e6oaMUhi0KBBHkbTtbU2UKKxsZEdO3Y0u6ajNagf//jHbtkGTKQWq0GZbu/s2bPuzAe9evWiV69eHkfUdYUPlDh27FjEQIndu3dTW1sLOEP5QzpagzKpyxKU6fasea/z9OrVy12mJBAIuEvBq2rE4IhrrrnGHcp/4sSJDi062LNnT/dlUos18ZluzxJU58rLy6O6uhpwmvny8/MpLy93m/zS09O5/PLLKS4u5vjx44BT22rv1Ei2zHvqshqU6fYsQXWuWCP5tm7d6u6bOnUqvXv3jmgOtJF8pj0sQZluzxJU54pOUDU1NRQVFbn7Lr/8cgCGDh3q7rMEZdrDEpTp9ixBda7wBHX06FHee+89AoEAAAUFBe7x8BqUDZQw7WEJynRrTU1Nbn8J2CwSnaF3797k5OQAzue7ZcsW91io9gSRNaijR4+6Saytzp49675MarFBEqZbO3XqlPvgaL9+/ejRo4fHEXUPeXl5nDp1CnCSFEB2djaTJ092z8nOziY7O5uamhoaGhqorq5uVw32Zz/7mVu256BSi9WgTLdmzXuJEd7MFzJz5kzS09Mj9lk/lOkIS1CmW7MElRjRCSotLY1Zs2Y1O68zRvKFamLZ2dntut50XdbEZ7o1S1CJEZ2gCgsLYyaQ6H6o9vj7v//7dl1nuj6rQZluzRJUYvTp08edUQIiB0eEs2ehTEdYgjK+sWfPHlauXElxcXGn3dMSVOLceuutDB06lOuuu67FWSJyc3PdefnOnj3rztVnTDysic/4QmNjI2vWrOHChQt88skn3H333YwePbpD97xw4YI7NDktLc0dGm06x8SJE5k4cWKr56SlpTFkyBB3aY4jR44wduzYZIRnugGrQRlfOHz4sDuhqKry3HPPce7cuYteFwgE2LlzJ++++27EkhoQWXsaMGAAaWn27e6FeJv5AoEA27dvp7i4OGJNqRMnTrgvk1qsBmV8oaysLGK7pqaG559/nuXLl7uzYkcLBAKsWbOGXbt2AbBhwwby8vIoLCxkypQp1rznE/EOlPjzn//MG2+8AcAtt9zCVVddBcCjjz7qnmPPQaUWS1DGF6ITFMD+/ft5++23ufbaa5sdCwQCvPDCC25yCqmsrKSyspJXX301Yt0nS1DeiacG1dDQELFcx6ZNmxg5ciTDhw9PeHzGv6zNw3hOVSMS1KRJk9zy5s2bmyWvQCDA2rVr+fDDD919Q4cObfaQaF1dnVu2BOWd8BpUVVVVxCKHIbt37474/woEAqxevZr6+noGDhzovkxqsRqU8dzJkyfd0V1ZWVksXbqUFStWUFZWhqqyevVqHnzwQXr37o2q8uKLL/LBBx+418+YMYMFCxZw/vx5SkpKKCoqYv/+/RFzv8Wa+cAkR2ZmJgMGDKC6uppAIMDx48cj/j+iFzsMOXXqFGvXruWhhx5qsZnXdG9WgzKeC68hFRQUkJ6ezpIlS8jKygLgzJkzvPDCCwQCAV588UXef/999/zLLruMBQsWICJkZWUxbdo07rrrLr71rW+xePFipk6dys0330x+fn7Svy7zqdZmNi8rK3Ob/jIyMliwYIF7bM+ePWzbti05QRrfsQRlPBeeoELP0/Tv35877rjD3f/RRx/x+OOPs3PnTnff9OnTWbhwYcy/rnv16sX06dP5/Oc/z9VXX53A6E08WpuTL7z2NHXqVGbOnBkxbdKGDRvsId8UZQnKeC48QY0cOdItT5w4kSuuuMLdDv8lNX36dBYtWmRNP11ESwMlzp49y549e9zt0IwUt956q3tNU1MTzz77LOfPn09StMYvLEEZT9XV1XH8+HEARKRZU1ys5rlp06a1WHMy/hTdxBd6zmnbtm1uX+HIkSPd8zIyMli6dCk9e/YEnH7K1atXRzwfZbo/S1DGU+Xl5W45Ly/P/YUUkp6eztKlS+nTpw/gJKdFixbZQ7ddTL9+/dw+xfr6ek6fPk1TUxPbt293z4mezy83NzeiP2rfvn0RTbym+0vaT7mI3CYiJSKyT0S+HeN4poj8Pnj8LyIyOrj/ZhHZLiK7gv/OTVbMJvGiB0jEMmDAAL7+9a/z1a9+lcWLF1ty6oJEpFktqqioyJ0tpG/fvhGPF4RMnTo1Ynv9+vVxzTBiuoek/KSLSDrwS2AeUAgsE5HCqNPuA6pVdRzwCPCT4P4qYKGqTgXuAVYmI2aTHPEkKHAGPQwdOtSa9bqw6IES4YMjZs2a1ew5tpBhw4a5xxoaGpo9nG26r2T9KXo5sE9VD6jqBWAVsDjqnMXAimB5NXCjiIiq7lTVw8H9RUCWiKx5l+oAABfaSURBVGQmJWqTUE1NTVRUVLjbrSUo0/WF16A+/PBD9/8+PT2dmTNntnjdgw8+yLx589zt8GfgTPeWrAQ1HAifDqA8uC/mOaraCJwGoh//XwLsVNVmw3lE5AER2SYi20Kd7sbfjh49SkNDA+AMK+/Xr5/HEZlECk9Q4RP7Tpkyxe1jbMmUKVPcZTuOHDnS7sUPTdeSrAQVq10mejhOq+eIyBScZr8HY72Bqj6mqrNUddbgwYPbHahJnnib90z3MGjQoJj9hy0tdhguKysroo8q/GFt030lK0GVA+G/gUYAh1s6R0QygP7AyeD2COB54G5V3Z/waE1SWIJKLRkZGUT/8Th8+PC4J4SdNm2aW961a1fEVFame0pWgtoKjBeRMSLSE7gTWBt1zlqcQRAAS4HNqqoikgP8CfiOqr6dpHhNEliCSj3hAyUgvtpTaWkppaWlpKWlkZ2dDcC5c+fYt29fQmI0/pGUyWJVtVFEHgI2AOnAk6paJCI/BLap6lrgCWCliOzDqTndGbz8IWAc8L9E5H8F992iqseSEbtJjNOnT3PmzBkAevTo0ewXl+mehg0b5s5C36dPHwoLowfzNrdixQq3fPXVV7NlyxbAGSwxYcKExARqfCFps5mr6jpgXdS+74WV64EvxLjufwP/O+EBmqQ6dOiQWx4xYoQ925QiJkyYwKZNmwgEAlxzzTXuwId4TZs2zU1QJSUl1NXVRaz7ZboXW27DeMKa91JTbm4uX/va1zh79iyjRo2K65rw84YMGUJeXh6VlZU0NTWxe/duZs+enahwjccsQRlPWIJKXbm5uW1aQPLee++N2J42bRqVlZWA08xnCar7snYVk3QXLlyIeI4ltMSGMfGYOnWq2yRcUVFBVVWVxxGZRLEEZZKuvLzcnZV6yJAh7iSixsSjd+/eEYMjbGaJ7ssSlEk6a94zHRX+TNSHH35oz0R1U5agTNJZgjJtUVJS4r5Cxo8fT+/evQE4c+YMpaWlHkVnEskSlEkqVY1YAyp8BV1jYlm1apX7CklPT+czn/mMu23NfN2TJSiTVMeOHXOX7u7Tpw85OTkeR2S6qunTp7vlPXv22JLw3ZANMzdJFd68N3LkSFvfyVxUS7NFDBs2jCFDhnDs2DEaGhooLi7msssuS3J0JpEsQZmkOnDggFu24eUmHsuWLYu5X0SYNm0aGzduBGDnzp1Mnz7d/ujpRqyJzyRNcXExe/bscbdHjx7tXTCmW5g6daqbkMrKyiK+v0zXZwnKJEV1dTVr1346gf3kyZPJy8vzMCLTHfTt2zdiJokNGza4i2Cars8SlEm4pqYmVq9e7XZi5+TksGjRImuKMZ1izpw5EUPO33zzTY8jMp3F+qBMwm3atInDh531KdPS0li6dKnNHmHitmvXLrc8derUZsezsrK46aab3Br6li1bmD59OgMHDmzxnrW1tbz66qvuki/RRIRx48Yxe/Zs+0PKQ5agTEKVlJTw7rvvuts33XRT3CuoGgPwxz/+0S3HSlDgDDnfvn07FRUVNDU1sWHDhhYHV9TW1vLMM89EzAcZy8cff8yZM2e48cYbLUl5xJr4TMKcPn2aNWvWuNsTJkzgyiuv9DAi012JCPPnz3e3P/roIz766KNm59XW1rJy5cqLJqeQt99+m82bN7tzR5rkshqUSYimpiaee+456uvrAejXrx+LFy+2v0RNm4XPGNGa/Px8ZsyYwY4dOwBYv349Y8eOdRdFrKurY+XKlRw5csS95uabb2bw4MHN7rVt2zY3wb311luICHPmzLHv3ySzBGUS4rXXXnMfyhURlixZ4nZkG9MWS5YsifvcG2+8keLiYurr66murmbLli1cd911MZPT4sWLI2ajCDdmzBj+8Ic/8PHHHwPw5ptvkpaWxg033NCur+HChQukp6eTnp7erutTlTXxmU5TU1PD1q1befrpp3n77bfd/XPmzLE590xS9O7dm7lz57rbb775JkeOHOG3v/2tu8ghwKJFi1pMTgAZGRn81V/9FePHj3f3vfHGG7zxxhttjqmiooJHHnmE//iP/7C1q9pIumPb6qxZs3Tbtm1eh5ESzp07x549eygqKuLgwYPN2uovueQSli9fbk0jJmkCgQCPP/64W1tKS0uLWI5j4cKFzJgxI657NTY28vvf/559+/a5++bMmcN1110X1/WqyhNPPEFFRQUAl112GYsWLYr3S0klMX9BWA3KtFltbS3bt29n5cqV/PSnP+VPf/oTpaWlEclJRJg4cSKf//znLTmZpEpLS2PevHnudnhyWrBgQdzJCZya1Be/+EUuueQSd99rr73Gli1b4rp+//79bnIC2Lt3L01NTXG/f6qzPigTl9raWvbu3UtxcTEHDhxocVTTqFGjmDJlCpMnTyY7OzvJUZruaPv27W555syZcV0zcuRIpk2bFrEMx+233x739eFCSWrVqlXuXJKvvvoq48ePjznAIkRVmzUJ1tXVUVpaGpHwTMssQZlWVVRU8Prrr3PgwIEWVy0dOXKkm5T69u2b5AhNd/fSSy+55bYkmJtuuony8nJOnz7NrbfeyqxZs9odQ48ePbjzzjtZsWIFFRUVBAIB1q9fz5e+9KUWWwgOHDgQsfZZSHFxsSWoOFmCMi06fvw4Tz/9NI2Njc2OFRQUUFhYSGFhIf369fMgOmNal52dzde//nWamprcoeYd0aNHDxYuXMivf/1rVJUDBw6wZ88eCgsLm50bXXsaPny429S3d+9ebr/9dtLSrIflYixBmZgaGhp49tlnI5LTiBEj3KTUv39/D6MzqaQtfUbRRKRTklPI0KFDmT17Nu+99x7gTE47btw4evbsGXHeJ5984j5mEZre64knnqCmpoba2loOHjzImDFjOi2u7soSlInp5Zdf5vjx44DTBv/Xf/3X5OfnexyVSUULFy70OoQIc+bMYffu3dTW1nLmzBneeuutiKHtAH/+85/d8mWXXUZOTg6TJ09m69atABQVFVmCioPVMU0zu3btYufOne72vHnzLDkZExSanDZky5YtnDx50t0uLS3l4MGDgFN7uvbaawGYMmWKe87evXtb7NM1n7IEZSKcOHEiolN66tSptoy2MVGmT5/uTnrc1NTE+vXr3WPhfU/Tp08nJycHcPptQyNbz507x6FDh5IYcddkCcq4GhsbWb16NRcuXABg4MCB3H777fYckzFRoien/fjjjykpKeHgwYOUlpYCkbWn0PakSZPc7eLi4qTF21VZgjKuV155xX36Pj09naVLl5KZmelxVCbVbdmyxX35SWhy2pD169fz2muvuduXXnopAwYMiLgmvJlvz5491sx3ETZIwgDOX3OhDlyAW265xZZkN76wceNGt3z11Vd7GElz4ZPTnjp1ilOnTgFODeuzn/1ss/NHjhxJnz59OHfuHDU1NZSVlTFq1Khkh91lWA0qxakqZWVl7mqkAJMnT2b27NkeRmVM1xA9OW3IpZdeGnNFX2vmaxurQaUgVeXIkSMUFRVRXFxMdXW1eywnJ4dFixZZv5PxDb8vcjlz5kx27NjhNo+3VHsKKSwsdKdv2rNnD7fddpv9vLXAEpRPqSpVVVXk5OTQo0ePuK+rr6/n6NGjMefKCwQClJaWUlRUFDEsNiTU75SVldWh2I3pTLfeeqvXIbQqLS2N+fPn8/TTTxMIBLjsssvIzc1t8fzRo0fTu3dvamtrOXv2LGVlZW1ejubcuXNUVVW1OCfmwIEDu8UML5agfOjkyZO88MILHDp0iN69e3P77bfHnE4lnKqydetWNm3aRENDQ5veLzMzk0mTJnHFFVdYv5Mx7VBQUMB9991HVVVVxECIWELNfKGVf4uLi+NKUBdb2ibalVdeydy5c9v0B67f2HpQUS5cuMDJkycZOnRo0qvdqsp7773Hpk2bms1/N2XKFObPnx9zVdpTp07xwgsvuMNb49GzZ08mTZpEYWEhl1xySadOB2OMad3+/fv57W9/C0C/fv34xje+EfP3TW1trZuUope0iUdubi6LFy+moKCgU+KOpqpUVFSQl5fX0dWCY/6ytd9KUfbu3cvzzz/PwIEDmTJlClOmTGHIkCEJT1bV1dWsXbu2xSQT+gZdsGCB28mqqmzfvp2NGze6zy6B04/U0lx5/fv3Z/LkyYwbN86SkjEeGT16NL169aKuro4zZ85QXl7uJpF4l7bJy8trNgcgOEt6HDt2DHAevH/qqae46qqrmDNnTrOf+bq6Ove9jh49yuDBgyksLGTy5Mkx/xgG5/dOZWUlRUVFFBUVcfr0aZYvX864ceM68pHElLQalIjcBvwnkA78RlV/HHU8E3gGmAmcAL6oqqXBY98B7gOagL9V1Q2tvVdHalCrVq2ipKQkYt+gQYMoLCx0k1VnCiWZV155JaJpbsiQIcybN48PPviA999/P+KaSy+9lKuuuoqNGze669OA0zl7zTXXcP3111vyMd3G66+/7pZvuOEGz+LobGvXrnWnFJsxYwYjRoxwk1JHlrZRVXbu3MmGDRsi/nAdNGgQd9xxB7m5uZSUlFBUVMT+/ftjvpeIMHbsWKZMmcKkSZPIyspyB1YVFRW5w+lDpk+fzuLFi9v7UUALNaikJCgRSQc+Am4GyoGtwDJVLQ4752vApar6VRG5E/icqn5RRAqB3wGXA/nAJmCCqra4LGV7E5SqsnbtWoqLiyP+Y8MNGjQo5vDR9jp79iyVlZXudqwk89FHH/Hiiy9SU1PT4n1C33yh6VeM6S5+8IMfuOXvf//7HkbSufbt28f//M//XPS89i5tc+rUKdauXcsnn3zi7hMR0tLS2rSqb1paGtnZ2Zw5cybm8aysLKZPn97RwSyeNvFdDuxT1QMAIrIKWAyEPwSwGHg4WF4NPCpOu9piYJWqngc+EZF9wfu909lBigiLFy9m/vz57Nu3j+LiYkpKSiJqNlVVVVRVVXX2WwMtJ5kJEybwta99jfXr1/Phhx82uy5Ufe/KnaHGpJoxY8aQlZVFfX19s2OdsbRNTk4OX/7ylyNaaFS1WXLKz89nypQpjBkzhoMHD1JcXOwuFQLO6N/o5BQaWDVlyhTGjh3b0f6nFiUrQQ0HysK2y4ErWjpHVRtF5DSQG9z/btS1zaoJIvIA8EBws0ZESqLP6aBBQGIyU5iHHnqoM2+XlJg7mcWceF0tXgjG/PDDD3sdR1t02c/Zg/ddr6q3Re9MVoKKVX2Lblts6Zx4rkVVHwMea3to8RGRbara/jWjPWAxJ0dXi7mrxQsWc7L4LeZkTXVUDoSPcxwBHG7pHBHJAPoDJ+O81hhjTDeTrAS1FRgvImNEpCdwJ7A26py1wD3B8lJgszojONYCd4pIpoiMAcYD7yUpbmOMMR5JShNfsE/pIWADzjDzJ1W1SER+CGxT1bXAE8DK4CCIkzhJjOB5f8AZUNEIfL21EXwJlLDmwwSymJOjq8Xc1eIFizlZfBVzt5xJwhhjTNdny20YY4zxJUtQxhhjfMkSVBQR+b8isldEPhSR50UkJ7h/tIjUicj7wdevwq6ZKSK7RGSfiPxckjzLbEsxB499JxhXiYjcGrb/tuC+fSLy7WTGG3z/L4hIkYgERGRW2H4/f84xYw4e8+XnHBXjwyJSEfbZzg87FjN+P/DTZ9gaESkNfn++LyLbgvsGishGEfk4+O+Ai90nwTE+KSLHRGR32L6YMYrj58HP/UMRmdHynRNEVe0V9gJuATKC5Z8APwmWRwO7W7jmPeAqnGe2Xgbm+STmQuADIBMYA+zHGaSSHiyPBXoGzylMcsyTgYnA68CssP1+/pxbitm3n3NU/A8D34qxP2b8XsUZFZuvPsOLxFoKDIra9+/At4Plb4d+Nj2M8TpgRvjPWEsxAvODP2cCXAn8JdnxWg0qiqq+oqqhtS7exXnuqkUikgf0U9V31PlffQa4I8FhRmglZneaKFX9BAhNE+VOPaWqF4DQ1FPJjHmPqsY924dPPueWYvbt5xynluL3g67yGbZkMbAiWF5Bkr9no6nqn3FGSYdrKcbFwDPqeBfICf4cJo0lqNZ9BecviJAxIrJTRN4QkdCazsNxHiYOiTkVUxKFxxxriqnhrez3i67wOYfrSp/zQ8HmmifDmpv8GGeIn2OLpsArIrJdnKnXAIaqaiVA8N/OXQ6hc7QUo+effUquySAim4BhMQ59V1VfCJ7zXZznrkLTDVcCI1X1hIjMBNaIyBTinIrJo5hbii3WHyaexByD7z/nWJfF2Je0zzkikFbiB/4b+NdgDP8K/BTnD5qkfLbt5OfYol2jqodFZAiwUUT2eh1QB3n+2adkglLVm1o7LiL3AAuAG4PNSagzm/r5YHm7iOwHJuD8VRHeDJiQqZjaEzOtTxOV8OmjLhZzC9f4+nNugaefc7h44xeRx4GXgpt+nk7Mz7FFUNXDwX+PicjzOM2TR0UkT1Urg81jxzwNMraWYvT8s7cmvijiLKz4T8AiVa0N2z9YnHWtEJGxOFMuHQhWic+KyJXBUWV3Ay39pZ3UmGl5mqh4pp7yhJ8/51Z0ic85qv/gc0BoJJefpxPz1WfYEhHpIyJ9Q2WcgUu7iZzC7R788z0brqUY1wJ3B0fzXQmcDjUFJo2XI0r8+MLpIC4D3g++fhXcvwQowhlFtANYGHbNLJxvxv3AowRn6PA65uCx7wbjKiFs1BvOCJ2Pgse+68Hn/Dmcv9DOA0eBDV3gc44Zs58/56j4VwK7gA9xfvnkXSx+P7z89Bm2EuPY4PfsB8Hv3+8G9+cCrwIfB/8d6HGcv8NpRm8Ifi/f11KMOE18vwx+7rsIG7marJdNdWSMMcaXrInPGGOML1mCMsYY40uWoIwxxviSJShjjDG+ZAnKGGOML1mCMsYY40uWoIzxiIhMDM45eFZE/tbreIzxG0tQxgAi8rqIVItI5kXOKxVnvaoaETkqIk+JSHY73/YfgddVta+q/ryd9zCm27IEZVKeiIwGLgX2AIviuGShqmbjrKszG/iXNr5faA7MUTizDrRZ2D2M6bYsQRnjzOv3PPA0n85JdlGqWoGztMlnAEQkX0SeE5HjIvJJeLNdsOb1TyLyIXBORDYDc4BHg7WxCSIyOViTOyXOyr0RyTLGPTKC+/4huITGORF5QkSGisjLwabDTfLpCqnfFpH9wf3FIvK5GPf/VvBep0Xk9yKSFTxWICJ/DH5tJ0Tk0bDrWvy6jekIS1DGOAnqd8BqYI6IDI3nIhEpwJknbqeIpAEv4szFNhy4EfiGRC6fvgy4HchR1bnAm8BDwdrYJ8HrX8FZj+dvgP8RkYlRbxt+j9AilUuAm3FmfV+IkzT/GRiE8zMeShj7gc8C/YEfAL+V5gvQ/RVwG87KupcC9wYn730JOIiz4vFwnIUDifPrNqZdLEGZlCYi1wJ9gNdU9SSwGbjrIpetEZFTwFvAG8C/4TT1DVbVH6rqBVU9ADyOM/t2yM9VtUxV62Lc80ogG/hx8PrNOElhWdR5se7xC1U9GqzRvYmzNPdOdZYueR64DEBVn1XVw6oaUNXf40wOGr1y7s+D55zESTzTg+fkA/+gqudUtV5V3wqeH8/XbUy7WDu2SXX3AL9X1abg9u9wBi880so1d6jqpvAdIjIKyA8mrpB0nIQREr46abR8oExVA2H7DtJ8BdNY9zgaVq6LsZ0djPFu4Js4tSCC+wdF3etIWLk2GFcBcDCsxhYunq/bmHaxBGVSloj0wmnSuiVs9wvAYyIyTVU/aMPtyoBPVHV8K+e0tnTAYaBARNLCktRInGUm4r1Hi4IJ9HGcJrh3VLVJRN4n9qqp0cqAkSKSESNJxfN1G9Mu1sRnUtkdwEngAxHJCg4IaALW4fRLtcV7wJngIIZeIpIuIp8RkdlxXv8X4BzwjyLSQ0RuwOlPWtXGOFrSBye5HQcQkb8mOLgjDu/hrCH04+DCfFkick3YsY583ca0yBKUSWX34DR31UW9vgAsb8tQ7mAT4UKcPptPgCrgNzgDEuK5/gLOEPd5wWv/C7hbVffGG8NF7l8M/BR4B6cJcCrwdpzXhr62ccAhnIXuvhh1rF1ftzGtsQULjTHG+JLVoIwxxviSJShjjDG+ZAnKGGOML1mCMsYY40uWoIwxxviSJShjjDG+ZAnKGGOML1mCMsYY40v/P8aK5HWAvJfnAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] diff --git a/python/figures_application.py b/python/figures_application.py index a9fb707..0b64af0 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -30,7 +30,7 @@ spec_dict = { "colored": {"colors": [None] * 4, "line": ["-"] * 3, "hatch": [""] * 3, "file": ""}, "black_white": { - "colors": ["#808080", "#d3d3d3", "#d3d3d3", "#d3d3d3"], + "colors": ["#808080", "#d3d3d3", "#A9A9A9", "#C0C0C0"], "line": ["-", "--", ":"], "hatch": ["", "OOO", "///"], "file": "-sw", @@ -397,14 +397,14 @@ def get_replacement_thresholds(): ax.plot( omega_range, means_ml, - color=spec_dict[color]["colors"][0], + color=spec_dict[color]["colors"][1], ls=spec_dict[color]["line"][0], label="optimal", ) if color == "colored": second_color = "#ff7f0e" else: - second_color = spec_dict[color]["colors"][2] + second_color = spec_dict[color]["colors"][0] for j, i in enumerate(omega_sections[:-1]): ax.plot( i, state_sections[j], color=second_color, ls=spec_dict[color]["line"][1] @@ -508,7 +508,7 @@ def get_performance_decision_rules(): ax.plot( periods, v_disc_ml, - color=spec_dict[color]["colors"][1], + color=spec_dict[color]["colors"][0], ls=spec_dict[color]["line"][1], label="actual", ) @@ -635,7 +635,7 @@ def get_out_of_sample_diff(key, bins, sample_size): if color == "colored": third_color = "#ff7f0e" else: - third_color = spec_dict[color]["colors"][2] + third_color = spec_dict[color]["colors"][0] ax.plot( x, hist_data[0] / sum(hist_data[0]), color=spec_dict[color]["colors"][0] From 6f07ef101532323dcfa494560c39e35bfd1f5b89 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Sat, 28 Sep 2019 11:21:40 +0200 Subject: [PATCH 34/41] Hope to fix. --- python/validation/run.py | 5 +++-- python/validation/specification.json | 4 ++-- submodules/ruspy | 2 +- 3 files changed, 6 insertions(+), 5 deletions(-) diff --git a/python/validation/run.py b/python/validation/run.py index d95b3c9..4f4315f 100755 --- a/python/validation/run.py +++ b/python/validation/run.py @@ -37,8 +37,9 @@ task = fixp_key, run grid_task.append(task) - task = spec["density_strategy"], spec["density_runs"] - grid_task.append(task) + for run in range(spec["density_runs"]): + task = spec["density_strategy"], run + grid_task.append(task) # We wait for everybody to be ready and then clean up the criterion function. diff --git a/python/validation/specification.json b/python/validation/specification.json index f0223bc..f501d89 100644 --- a/python/validation/specification.json +++ b/python/validation/specification.json @@ -11,8 +11,8 @@ "density_strategy": 0.5, "density_runs": 10000, "runs_strategies_validation": 1000, - "strategies_validation": [0.05, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9], + "strategies_validation": [0.1, 0.2, 0.3, 0.4, 0.6, 0.7, 0.8, 0.9], "raw_trans": "../../pre_processed_data/parameters/rust_trans_raw.txt", "raw_cov": "../../pre_processed_data/parameters/rust_cov_raw.txt", - "policy_dict": "../solution/fixp_results_5000_50_400_4292.pkl" + "policy_dict": "../../pre_processed_data/fixp_results_5000_50_400_4292.pkl" } \ No newline at end of file diff --git a/submodules/ruspy b/submodules/ruspy index 4b381b9..0adcf60 160000 --- a/submodules/ruspy +++ b/submodules/ruspy @@ -1 +1 @@ -Subproject commit 4b381b9bdb2ad5ffbe14e1de23c6970f42bdf4e3 +Subproject commit 0adcf60447aa2df84d94a582b7c0f9e12a1a6aa7 From 9ef42468b5f30898fb2fbef3ac079297ca50672a Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Sat, 28 Sep 2019 13:12:31 +0200 Subject: [PATCH 35/41] Added folder removal if existent. --- python/simulation/run.py | 4 +++- python/validation/run.py | 4 +++- 2 files changed, 6 insertions(+), 2 deletions(-) diff --git a/python/simulation/run.py b/python/simulation/run.py index 60b8c3c..8fb1296 100755 --- a/python/simulation/run.py +++ b/python/simulation/run.py @@ -24,7 +24,9 @@ spec = json.load(open("specification.json", "rb")) grid_omega = get_file(spec["policy_dict"]).keys() - os.makedirs("sim_results", exist_ok=True) + if os.path.exists("sim_results"): + shutil.rmtree('sim_results') + os.mkdir('sim_results') status = MPI.Status() diff --git a/python/validation/run.py b/python/validation/run.py index 4f4315f..0d5de45 100755 --- a/python/validation/run.py +++ b/python/validation/run.py @@ -19,8 +19,10 @@ if __name__ == "__main__": + if os.path.exists("val_results"): + shutil.rmtree('val_results') + os.mkdir('val_results') spec = json.load(open("specification.json", "rb")) - os.makedirs("val_results", exist_ok=True) status = MPI.Status() From a575b9d91ac253b624a12c9d46ff8a7fe9973920 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Sat, 28 Sep 2019 20:50:33 +0200 Subject: [PATCH 36/41] Introduced file deletion. --- python/validation/worker.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/python/validation/worker.py b/python/validation/worker.py index f15966e..5633c5c 100644 --- a/python/validation/worker.py +++ b/python/validation/worker.py @@ -49,14 +49,16 @@ dict_polcies = get_file(spec["policy_dict"]) fixp_rob = dict_polcies[fixp_key][0] fixp_ml = dict_polcies[0.0][0] - + np.random.seed() trans = create_asym_trans_mat(fixp_rob.shape[0], raw_params, raw_hesse_inv) df_rob = simulate(spec, fixp_rob, trans) performance_rob = discount_utility(df_rob, spec["periods"], spec["beta"])[-1] + del df_rob df_ml = simulate(spec, fixp_ml, trans) performance_ml = discount_utility(df_ml, spec["periods"], spec["beta"])[-1] + del df_ml - pkl.dump((performance_ml, performance_rob), open(fname, "wb")) + pkl.dump((performance_ml, performance_rob), open(fname, "wb")) \ No newline at end of file From 0741a82b174485e8053a126c024bd47ffef62198 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Sun, 29 Sep 2019 08:23:58 +0200 Subject: [PATCH 37/41] Added real validation results. --- notebooks/03_application.ipynb | 111 ++++++++++++---------- pre_processed_data/validation_results.zip | Bin 2732266 -> 4722402 bytes python/figures_application.py | 12 ++- 3 files changed, 67 insertions(+), 56 deletions(-) diff --git a/notebooks/03_application.ipynb b/notebooks/03_application.ipynb index 243c599..b90e575 100644 --- a/notebooks/03_application.ipynb +++ b/notebooks/03_application.ipynb @@ -67,7 +67,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -79,7 +79,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAcH0lEQVR4nO3df5xmdV338debJRQRRWUjYVkBW8u1DG9HzLtsXYVaKBcrLdBM/MFqt6vdaSn2Awbsx51WVrf4A81QDBdEszXXMG0lTaFdFc2F0I0fMoKyIKBoiouf/jhn5GKY3Zlrd+bMmZnX8/HYx54f33PO51zX7rzn+73OdU6qCkmS+mafuS5AkqTJGFCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6qXOAirJmiRXJdme5LRJ1i9PsjnJZ5J8LskJXdUmSeqfdPE9qCRLgC8AxwFjwBbg5Kq6YqDNOcBnquqNSVYCm6rqiFkvTpLUS131oI4BtlfV1VV1J7ABOHFCmwIe0E4/ELiho9okST20b0fHOQy4fmB+DHj8hDajwIeSvAQ4ADh2sh0lWQesA1i5cuVjt23bNuPFSpI6lckWdtWDmuzgE8cWTwbOraplwAnAeUnuVV9VnVNVI1U1sv/++89CqZKkPugqoMaAwwfml3HvIbznAxcCVNUngfsCB3dSnSSpd7oKqC3AiiRHJtkPOAnYOKHNl4CnACR5JE1A7eioPklSz3QSUFW1E1gPXAxcCVxYVduSnJVkbdvs5cCpST4LvAs4pbzVuiQtWp1cZj5bRkZGauvWrXNdhiRp78zpRRKSJA3FgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUS50FVJI1Sa5Ksj3JaZOsf12Sy9s/X0hyW1e1SZL6Z98uDpJkCXA2cBwwBmxJsrGqrhhvU1W/NdD+JcBjuqhNktRPXfWgjgG2V9XVVXUnsAE4cTftTwbe1Ull0iwbHR0lSed/RkdH5/rUpb2Sqpr9gyRPB9ZU1Qva+WcDj6+q9ZO0fRhwKbCsqu6aZP06YB3A8uXLH3vdddfNau3SXEny/eku/p9KcyiTLeyqBzXZwXf1P+4k4KLJwgmgqs6pqpGqGlm6dOmMFShJ6peuAmoMOHxgfhlwwy7anoTDe5K06HUVUFuAFUmOTLIfTQhtnNgoyY8ADwI+2VFdkqSe6iSgqmonsB64GLgSuLCqtiU5K8nagaYnAxvKAXdJWvQ6uUhitoyMjNTWrVvnugxpVniRhBaROb1IQpKkoRhQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm91FlAJVmT5Kok25Octos2v5LkiiTbkpzfVW2SpP7Zt4uDJFkCnA0cB4wBW5JsrKorBtqsAF4F/FRV3ZrkB7uoTZLUT131oI4BtlfV1VV1J7ABOHFCm1OBs6vqVoCquqmj2iRJPdRVQB0GXD8wP9YuG/QI4BFJ/i3JpUnWTLajJOuSbE2ydceOHbNUriRprnUVUJlkWU2Y3xdYATwJOBl4a5KD7rVR1TlVNVJVI0uXLp3xQiVJ/dDJZ1A0PabDB+aXATdM0ubSqvoucE2Sq2gCa0s3JWohOvPMM+e6hBkxX8/jjDPOmOsSNI911YPaAqxIcmSS/YCTgI0T2rwPWA2Q5GCaIb+rO6pPktQznQRUVe0E1gMXA1cCF1bVtiRnJVnbNrsYuCXJFcBm4Heq6pYu6pMk9U9XQ3xU1SZg04Rlpw9MF/Cy9o8kaZHzThKSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQPXA6OgoSTr/Mzo6OtenLkm7tO9cF6AmoPYkLJJ8f7qqZrAiSZp7nfWgkqxJclWS7UlOm2T9KUl2JLm8/fOCrmqTJPVPJz2oJEuAs4HjgDFgS5KNVXXFhKYXVNX6LmqSJPVbVz2oY4DtVXV1Vd0JbABO7OjYkqR5aNoBleQvkhy9h8c5DLh+YH6sXTbRLyf5XJKLkhy+izrWJdmaZOuOHTv2sBxJUt8N04P6AeDiJJ9P8soky4bYNpMsm/ip/vuBI6rq0cCHgbdPtqOqOqeqRqpqZOnSpUOUIEmaT6YdUFX1EuBQ4DTgaODKJB9O8utJ7j/F5mPAYI9oGXDDhP3fUlXfaWffAjx2urVJkhaeoT6Dqqq7quofq+pk4CeBpcC5wFeSvDXJZMN2AFuAFUmOTLIfcBKwcbBBkocOzK4FrhymNknSwjJUQCV5QJLnJ9kM/CtwGfBE4JHAHcAHJ9uuqnYC64GLaYLnwqraluSsJGvbZi9Nsi3JZ4GXAqfsyQlJkhaGaV9mnuQi4OdogulNwPsGhuRI8jLg9l1tX1WbgE0Tlp0+MP0q4FXTrlyStKAN8z2oS4H1VfWVyVZW1feSHDIzZUmSFrthhvieOFk4JXnv+HRVfWtGqpIkLXrDBNTqXSx/0gzUIUnSPUw5xJfkrHZyv4HpcUcB1814VZKkRW86n0GNf39pH+75XaaiuTvE6AzXJEnS1AFVVc8FSPKJqnrL7JckSdIUAZXkiKq6tp39SJKjJmtXVVfPdGGSpMVtqh7UfwAHttPbaYb1Jt5Xr4AlM1yXJGmR221AVdWBA9M+Hl6S1BlDR5LUS1N9BvUx7v1YjHupqp+ZsYokSWLqz6De2kkV0gK2efNmLrnkkr3ax+jo6NDbrFq1itWrd/X9eqn/pvoMatKHBkqavtWrVxsU0h6Yaojv2VV1Xjv9vF21q6q3zXRhkqTFbaohvpOB89rpZ++iTQEGlCRpRk01xHfCwLRjFJKkzgzzPCiSHAT8PHAocAPwgaq6bTYKkyQtbtP+HlSSJwPX0jyO/XHAS4BrkzxldkqTJC1mw/SgXg+sq6oLxxckeQZwNvCjM12YJGlxG+ZOEocC75mw7O+BH5rOxknWJLkqyfYkp+2m3dOTVJKRIWqTJC0wwwTUO4AXT1j2G+3y3UqyhKandTywEjg5ycpJ2h1IM4R42RB1SZIWoGFudbQP8BtJXgF8GTgMOAS4dBrHOQbYPv5YjiQbgBOBKya0ezXwGuC3p3sCkqSFadhbHe3pAwsPo3n67rgx4PGDDZI8Bji8qv4xiQElSYtcV7c6mvgMKRi4CW2SfYDXAadMuaNkHbAOYPny5TNUniSpb4b9HtQhNMN1BzMQOtO41dEYcPjA/DKa71GNOxD4MeCjSaC58GJjkrVVtXVwR1V1DnAOwMjIyJR3WpckzU/TDqgkTwPeCXwReBSwjSZUPs7UtzraAqxIciTN51cnAc8cX1lVt9OE3vixPgr89sRwmg1nnnnmbB+iE/P1PM4444y5LkFSTw1zFd8fAs+tqscA32z/Xgd8aqoNq2onsB64GLgSuLCqtiU5K8naPahbkrTADTPEt7yq3j1h2duBrzCNq+6qahOwacKy03fR9klD1CVJWoCG6UHd1H4GBc0tjp4APBxYMvNlSZIWu2EC6i3AT7fTrwM2A58F3jDTRUmSNO0hvqr604Hpd7QXMhxQVVfORmGSpMVt2MvMlwA/yd2P25jOXSQkSRraMJeZPxp4H3Bfmu81LQO+neQXq+qzs1SfJGmRGuYzqLfR3PD1sKo6hub2Ra/Hx71LkmbBMAH1COAvq6oA2r//ClgxG4VJkha3YQJqEzDxS7VPBT4wc+VIktSY6nEb53H3TV2XABuSfIrmzuSHA48F/mFWK5QkLUpTXSSxfcL85wemr6C5dZEkSTNuqsdtzM87kEqS5r1hvwe1Gng2zRV8XwbeWVX/MhuFSZIWt2lfJJHkBcAFNDeHfS9wI3B+klNnqTZJ0iI2TA/qFcBxg1/KTXIB8B72/FHwkiRNapjLzB9Cc2HEoKuAB89cOZIkNYYJqI8Df5HkfgBJDgBeC3xiNgqTJC1uwwTUi4AfB25P8lXgNuAngBfORmGSpMVtWp9BJQmwP3As8EO0dzOvqrFZrE2StIhNK6CqqpL8B3BgG0oGkyRpVg0zxPcZmhvGSpI064a5zPyjwD8lOZfmXnzj9+ijqqZ85EaSNTR3P18CvLWq/t+E9S8CXgzcBdwBrKuqiVcNSpIWiWEC6qeAa4BVE5YXUzwTqn0S79nAcTTDg1uSbJwQQOdX1Zva9muBvwDWDFGfJGkBmTKg2svKf5+mV/Np4I+r6jtDHucYYHtVXd3ucwNwIgPfq6qqrw+0P4CBHpokafGZTg/q9cDjgA8Cv0zzxdyXDHmcw2iGBceNAY+f2CjJi4GXAfsBT55sR0nWAesAli9fPmQZkqT5YjoXSRwP/GxVvaKd/oU9OE4mWXavHlJVnV1VDwdeSdNru/dGVedU1UhVjSxdunQPSpEkzQfTCagDqupGgKq6HnjgHhxnjOYBh+OWATfspv0G4Gl7cBxJ0gIxnSG+fdvHbGQX80zjkRtbgBVJjqR5TMdJwDMHGyRZUVVfbGd/HvgikqRFazoBdRP3vErvlgnzBRy1ux1U1c4k62mewLsEeFtVbUtyFrC1qjYC65McC3wXuBV4zvRPQ5K00EwZUFV1xEwcqKo2AZsmLDt9YPo3Z+I4kqSFYZg7SUiS1BkDSpLUS8PcSUKzZPPmzVxyySV7tY/R0dGht1m1ahWrV6/eq+NK0mwxoHpg9erVBoUkTeAQnySplwwoSVIvGVCSpF4yoCRJvWRASZJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLnQVUkjVJrkqyPclpk6x/WZIrknwuyUeSPKyr2iRJ/dNJQCVZApwNHA+sBE5OsnJCs88AI1X1aOAi4DVd1CZJ6qeuelDHANur6uqquhPYAJw42KCqNlfVt9rZS4FlHdUmSeqhrgLqMOD6gfmxdtmuPB/44GQrkqxLsjXJ1h07dsxgiZKkPukqoDLJspq0YfJrwAjw2snWV9U5VTVSVSNLly6dwRIlSX2yb0fHGQMOH5hfBtwwsVGSY4HfA1ZV1Xc6qk2S1ENd9aC2ACuSHJlkP+AkYONggySPAd4MrK2qmzqqS5LUU50EVFXtBNYDFwNXAhdW1bYkZyVZ2zZ7LXB/4N1JLk+ycRe7kyQtAl0N8VFVm4BNE5adPjB9bFe1SJL6zztJSJJ6yYCSJPWSASVJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkqS9NDo6SpLO/4yOjs71qc+qzh75LkkL1ejo6B6FRZLvT1fVDFa0MHTWg0qyJslVSbYnOW2S9T+T5NNJdiZ5eld1SZL6qZOASrIEOBs4HlgJnJxk5YRmXwJOAc7voiZJUr91NcR3DLC9qq4GSLIBOBG4YrxBVV3brvteRzVJknqsqyG+w4DrB+bH2mVDS7IuydYkW3fs2DEjxUmS+qergMoky/boE8GqOqeqRqpqZOnSpXtZliSpr7oKqDHg8IH5ZcANHR1bkjQPdRVQW4AVSY5Msh9wErCxo2NLkuahTgKqqnYC64GLgSuBC6tqW5KzkqwFSPK4JGPAM4A3J9nWRW2SpH7q7Iu6VbUJ2DRh2ekD01tohv4kSfJWR5KkfjKgJEm9ZEBJknrJgJIk9ZIBJUnqJQNKktRLBpQkqZcMKElSLxlQkqReMqAkSb1kQEmSesmAkiT1kgElSeolA0qS1EsGlCSplwwoSVIvGVCSpF4yoCRJvWRASZJ6ad+5LkCS9saZZ5451yXMiPl6Hmecccas7buzHlSSNUmuSrI9yWmTrL9Pkgva9ZclOaKr2iRJ/dNJQCVZApwNHA+sBE5OsnJCs+cDt1bVDwOvA/60i9okSf3U1RDfMcD2qroaIMkG4ETgioE2JwKj7fRFwOuTpKqqoxolaY9s3ryZSy65ZK/2MTo6OvQ2q1atYvXq1Xt13D5LFz//kzwdWFNVL2jnnw08vqrWD7T5fNtmrJ3/r7bNzRP2tQ5Y187+CHDVrJ9Avx0M3DxlK81Xvr8Ln+8x3FxVayYu7KoHlUmWTUzG6bShqs4BzpmJohaCJFuramSu69Ds8P1d+HyPd62riyTGgMMH5pcBN+yqTZJ9gQcCX+ukOklS73QVUFuAFUmOTLIfcBKwcUKbjcBz2umnA//i50+StHh1MsRXVTuTrAcuBpYAb6uqbUnOArZW1Ubgb4Dzkmyn6Tmd1EVtC4DDnQub7+/C53u8C51cJCFJ0rC81ZEkqZcMKElSLxlQ81iSa5P8R5LLk2yd63q0d5K8LclN7XcCx5c9OMk/J/li+/eD5rJG7bldvL+jSb7c/h++PMkJc1lj3xhQ89/qqjra71EsCOcCE7+seBrwkapaAXykndf8dC73fn8BXtf+Hz66qjZ1XFOvGVBST1TVv3Lv7/6dCLy9nX478LROi9KM2cX7q90woOa3Aj6U5FPtLaC08BxSVTcCtH//4BzXo5m3Psnn2iFAh3AHGFDz209V1f+iuUv8i5P8zFwXJGkobwQeDhwN3Aj8+dyW0y8G1DxWVTe0f98E/D3NXeO1sHw1yUMB2r9vmuN6NIOq6qtVdVdVfQ94C/4fvgcDap5KckCSA8engZ8FPr/7rTQPDd4C7DnAP8xhLZph4798tH4R/w/fg3eSmKeSHEXTa4LmllXnV9UfzWFJ2ktJ3gU8iebxC18FzgDeB1wILAe+BDyjqvygfR7axfv7JJrhvQKuBV44/pmjDChJUk85xCdJ6iUDSpLUSwaUJKmXDChJUi8ZUJKkXjKgNGOSvCnJH7TTT0oyNtc1DUqyPMkdSZbMdS2zJcm/JXlMO/27Sd46g/u+NsmxM7W/riU5N8kfTqPdvyd5VBc1afc6eeS75rck1wKHAodW1c0Dyy8HfgI4sqquraoXzVGJ01JVXwLuP9d1zJYkTwW+UVWfAaiqP96LfZ0LjFXV789QefPJnwFnAb8814UsdvagNF3XACePzyT5cWD/uSunP3rUI3sRcN5cF7EAbARWT7jLg+aAAaXpOg/49YH55wDvGGywuyGUJIcmeU+SHUmuSfLSgXXHJPlkktuS3Jjk9Un2G1j/s0muSnJ7kjckuSTJCwbWPy/JlUluTXJxkoftooYjklSSfdv5jyZ5dTss9o0kH0py8ED7n07yibau65OcMnCeb0yyKck3aX6Y3SfJnyX5UpKvtsOd+7ftH5TkH9tzv7WdXjZwnFOSXN3WcE2SZ+3Bue0HPBm4ZGDZaJJ3Tjj357Q13pzk93axr3XAs4BXtEOi7x9YfXR75+3bk1yQ5L4D252aZHuSryXZmOTQyV73gdf+Be30D7fv6e1tXRcMtPur9rX/epq79j9xwvldmOQd7Wu3LcnIwPrHJPl0u+4CYLDWg9v34ba23o8l2Qegqr4NfIrm9mGaQwaUputS4AFJHtn2GH4VeOd0Nmz/478f+CxwGPAU4P8m+bm2yV3Ab9HcAuYJ7fr/0257MHAR8CrgIcBVwP8e2PfTgN8FfglYCnwMeNcQ5/VM4Lk0j7HYD/jtdr/LgQ8C/7/d79HA5RO2+yPgQODjwJ8Cj2jb/XB7nqe3bfcB/hZ4GM0ti/4beH17nAOAvwaOr6oD23O7fA/ObQXwvaqa6nO/nwZ+hOY1Pj3JIyc2qKpzgL8DXlNV96+qpw6s/hWah+4dCTwaOKWt9cnAn7TrHwpcB2yYopZxrwY+BDwIWEbzmo/bQvOaPhg4H3j3YCgCa9vjHETT8xl/XfejuU3Uee227+aeQ3YvB8ZoXtdDaF7nwdvqXEkzfK05ZEBpGOO9qOOA/wS+PM3tHgcsraqzqurOqrqa5s7NJwFU1aeq6tKq2llV1wJvBla1254AbKuq91bVTpof5l8Z2PcLgT+pqivb9X9M81v+pD2NSfxtVX2hqv6b5p53R7fLnwV8uKreVVXfrapbqmowoP6hqv6tvQv1d4BTgd+qqq9V1TfaOsbP75aqek9Vfatd90cD5wfwPeDHkuxfVTdW1bY9OLeDgG9M43zPrKr/rqrP0vzCMOwP4b+uqhva+wG+n3u+Xm+rqk9X1XdofqF4QpIjprHP79KE96FV9e2q+vj4iqp6Z/v67ayqPwfuQxOw4z5eVZuq6i6af5/j5/OTwA8Af9m+fxfRhN3gMR8KPKxd/7G6533fvkHzmmoOGVAaxnk0PYdTmDC8N4WHAYe2wym3JbmN5jfWQwCSPKIdbvlKkq/T/CAeH2o7FLh+fEftD5GxCfv+q4H9fg0ITQ9mOgbD7lvcfRHF4cB/7Wa76wemlwL3Az41UMc/tctJcr8kb05yXXt+/woclGRJVX2Tpjf6IuDGJB9I8qN7cG630vTm9vR8p2tX2x9K02sCoKruAG5heu/DK2jO69/bYbrnja9I8vJ2iPP29jV4IHf/25isnvu2Q4mHAl+eEDrXDUy/FthO88DPq5OcNqGmA4HbplG7ZpEBpWmrqutoLpY4AXjvEJteD1xTVQcN/Dmwqk5o17+Rpke2oqoeQBNeadfdSDPsA0CSDM63+37hhH3vX1Wf2KOTvOd+H76b9YM/+G6mGbZ71EAND6yq8R/eL6f5rf/x7fmNP1gyAFV1cVUdR/Mb/X/S9C6HPbcv0rw80w3mqQx7F+kbaAIV+P7Q5UNoetnfbBffb6D9D33/QFVfqapTq+pQml7jG9rPpZ4IvJJm2PBBVXUQcDt3/9vYnRuBw9p/L+OWDxzzG1X18qo6Cngq8LIkTxlo+0iaHqbmkAGlYT0feHL7m/90/Tvw9SSvTLJ/kiVJfizJ49r1BwJfB+5oew+/MbDtB4AfT/K09jfjFzPwww14E/CqtN9bSfLAJM/Yw3Mb9HfAsUl+Jcm+SR6S5OjJGg48bO51SX6wreOwgc/YDqQJsNuSPJjmMQu07Q5Jsrb9gf4d4A6az+SGOreq+i7wYe45dLg3vgocNUT784HnJjk6yX1oesGXtV8/2EETVL/WvvfPYyD8kzwjd180citNON5F87rtBHYA+yY5HXjANOv5ZLvtS9v375cYeBhgkl9oQzA0//buav/Q1v9Y4J+HOH/NAgNKQ6mq/6qqrUNucxfNb6lH0/TAbgbeSjNcA82FCc+kGfd/C3DBwLY3A88AXkMzZLQS2Erzw5yq+nuaCxQ2tMNnnweO38PTG6z5SzQ9xZfTDK2Nf+drV15JM2R0aVvHh7n7s5K/pLkk/2aai03+aWC7fdpj3NAeZxXtBSJ7cG5vBp497ZPcvb8BVrbDi++bqnFVfQT4A+A9NL2Xh9N+Btc6FfgdmvfwUcBgL/BxwGVJ7qC50OE3q+oa4GKaC1W+QDM8923uObS6u3rupLm45BSa0PtV7tnrX0HzHt1BE2ZvqKqPtuvWAh8df2K15o7Pg9K80l4ROAY8q6o2z3U9fZPk48BLxr+sq+EluQx4flX5dNs5ZkCp99qhsstohsl+h2aY76j2yjtJC5RDfJoPnkBzRd3NNEOFTzOcpIXPHpQkqZfsQUmSesmAkiT1kgElSeolA0qS1EsGlCSpl/4HHf1N1OL3sbcAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -779,8 +779,8 @@ " 1\n", " 1\n", " 1\n", - " 0\n", - " 0\n", + " 5\n", + " 5\n", " \n", " \n", " 2\n", @@ -793,15 +793,15 @@ " 3\n", " 3\n", " 3\n", - " 10\n", - " 10\n", + " 5\n", + " 5\n", " \n", " \n", " 4\n", " 4\n", " 4\n", - " 10\n", - " 10\n", + " 5\n", + " 5\n", " \n", " \n", " ...\n", @@ -811,60 +811,60 @@ " ...\n", " \n", " \n", - " 83\n", - " 80\n", - " 80\n", - " 15\n", - " 15\n", + " 89\n", + " 85\n", + " 86\n", + " 0\n", + " 50\n", " \n", " \n", - " 84\n", - " 81\n", - " 81\n", - " 20\n", - " 20\n", + " 90\n", + " 86\n", + " 87\n", + " 5\n", + " 55\n", " \n", " \n", - " 85\n", - " 82\n", - " 82\n", - " 25\n", - " 25\n", + " 91\n", + " 87\n", + " 88\n", + " 10\n", + " 60\n", " \n", " \n", - " 86\n", - " 83\n", - " 83\n", - " 25\n", - " 25\n", + " 92\n", + " 88\n", + " 89\n", + " 15\n", + " 65\n", " \n", " \n", - " 87\n", - " 84\n", - " 84\n", - " 30\n", - " 30\n", + " 93\n", + " 89\n", + " 89\n", + " 20\n", + " 0\n", " \n", " \n", "\n", - "

88 rows × 4 columns

\n", + "

94 rows × 4 columns

\n", "" ], "text/plain": [ " months_ml months_rob opt_mileage rob_mileage\n", "0 0 0 0 0\n", - "1 1 1 0 0\n", + "1 1 1 5 5\n", "2 2 2 5 5\n", - "3 3 3 10 10\n", - "4 4 4 10 10\n", + "3 3 3 5 5\n", + "4 4 4 5 5\n", ".. ... ... ... ...\n", - "83 80 80 15 15\n", - "84 81 81 20 20\n", - "85 82 82 25 25\n", - "86 83 83 25 25\n", - "87 84 84 30 30\n", + "89 85 86 0 50\n", + "90 86 87 5 55\n", + "91 87 88 10 60\n", + "92 88 89 15 65\n", + "93 89 89 20 0\n", "\n", - "[88 rows x 4 columns]" + "[94 rows x 4 columns]" ] }, "execution_count": 9, @@ -878,7 +878,7 @@ "init_dict = {\n", " \"beta\": 0.9999,\n", " \"buses\": 1,\n", - " \"periods\": 85,\n", + " \"periods\": 90,\n", " \"params\": [50, 400],\n", " \"seed\": 16,\n", "}\n", @@ -894,7 +894,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -906,7 +906,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1203,7 +1203,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1363,7 +1363,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1375,7 +1375,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3de3iU9Zn4//edBBIgQCCcEggnOYYiyMFzVfAIcrCFbkVadetP7a919+p2u7vtdr+t7X6/23a/2/rb1u62Wg9I9yqtWBEtgiBqVbRyUiGBKGAgCeEQCIeQBJLM/fvjmXmcmUzC5DDzPMncr+uai89znDtDkjufw/P5iKpijDHG+E2a1wEYY4wxsViCMsYY40uWoIwxxviSJShjjDG+ZAnKGGOML1mCMsYY40tJS1AicpuIlIjIPhH5dozj14nIDhFpFJGlUcfuEZGPg697khWzMcYY70gynoMSkXTgI+BmoBzYCixT1eKwc0YD/YBvAWtVdXVw/0BgGzALUGA7MFNVqxMeuDHGGM8kqwZ1ObBPVQ+o6gVgFbA4/ARVLVXVD4FA1LW3AhtV9WQwKW0EbktG0MYYY7yTkaT3GQ6UhW2XA1d04Nrh0SeJyAPAAwCFhYUzi4qK2hepMcaYZJNYO5NVg4r15vG2LcZ1rao+pqqzVHVWr1692hScMcYY/0lWgioHCsK2RwCHk3CtMaaLO3v2rPsyqSVZTXxbgfEiMgaoAO4E7orz2g3Av4nIgOD2LcB3Oj9EY4wf/exnP3PL3//+9z2MxCRbUmpQqtoIPISTbPYAf1DVIhH5oYgsAhCR2SJSDnwB+LWIFAWvPQn8K06S2wr8MLjPGGNMN5asGhSqug5YF7Xve2HlrTjNd7GufRJ4MqEBGmN8KTs72+sQjEeS8hxUss2aNUu3bdvmdRjGGGPi4+koPmOMMaZNLEEZY4zxJUtQxhhjfClpgySMMaY9Tpw44ZZzc3M9jMQkmyUoY4yvPfroo27ZnoNKLdbEZ4wxxpesBmWM8bWBAwd6HYLxiD0HZYwxxmv2HJQxxpiuwxKUMcYYX7IEZYwxxpdskIQxxtcOH/50+bf8/HwPIzHJZgnKGONrjz/+uFu256BSizXxGWOM8SWrQRljfC0vL8/rEIxHLEEZY3ztgQce8DoE4xFr4jPGGONLlqCMMcb4kiUoY4wxvmR9UMYYXystLXXLo0eP9iwOk3yWoIwxvrZixQq3bM9BpRZr4jPGGONLVoMyxvjaqFGjvA7BeMQSlDHG1+69916vQzAesSY+Y4wxvmQJyhhjjC9ZgjLGGONL1gdljPG1kpIStzxx4kQPIzHJZgnKGONrq1atcsv2HFRqsSY+Y4wxvmQ1KGOMr02YMMHrEIxHLEEZY3xt2bJlXodgPGJNfMYYY3zJEpQxxhhfsgRljDHGl6wPyhjja7t27XLLU6dO9TASk2xJS1Aichvwn0A68BtV/XHU8UzgGWAmcAL4oqqWikgP4DfAjGC8z6jqj5IVtzHGW3/84x/dsiWo1JKUJj4RSQd+CcwDCoFlIlIYddp9QLWqjgMeAX4S3P8FIFNVp+IkrwdFZHQy4jbGGOOdZNWgLgf2qeoBABFZBSwGisPOWQw8HCyvBh4VEQEU6CMiGUAv4AJwJklxG2M89pnPfMbrEIxHkpWghgNlYdvlwBUtnaOqjSJyGsjFSVaLgUqgN/B3qnoy+g1E5AHgAYCRI0d2dvzGGI8sWbLE6xCMR5I1ik9i7NM4z7kcaALygTHA34vI2GYnqj6mqrNUddbgwYM7Gq8xxhiPJStBlQMFYdsjgMMtnRNszusPnATuAtaraoOqHgPeBmYlPGJjjDGeSlaC2gqMF5ExItITuBNYG3XOWuCeYHkpsFlVFTgEzBVHH+BKYG+S4jbGGOORpPRBBfuUHgI24Awzf1JVi0Tkh8A2VV0LPAGsFJF9ODWnO4OX/xJ4CtiN0wz4lKp+mIy4jTHe2759u1ueOXOmh5GYZEvac1Cqug5YF7Xve2Hlepwh5dHX1cTab4xJDS+99JJbtgSVWmyqI2OMMb5kUx0ZY3xtxowZXodgPGIJyhjjawsXLvQ6BOMRa+IzxhjjS5agjDHG+JIlKGOMMb5kfVDGGF/bsmWLW7766qs9jMQkmyUoY4yvbdy40S1bgkot1sRnjDHGl6wGZYzxtSuvvNLrEIxHLEEZY3zt1ltv9ToE4xFr4jPGGONLlqCM6Wbq6upwVqoxpmuzJj5jupHNmzfz5ptvMn78eJYtW4ZIrIWqjekaLEEZ0000NjbyzjvvAPDxxx9TVVXF4MGDPY6q415//XW3fMMNN3gWh0k+S1DGdBOHDx+msbHR3a6oqOgWCeqNN95wy5agUov1QRnTTZSWlkZsl5eXexOIMZ3EalDGdBMHDx6M2D58+LBHkXSu66+/3usQjEcsQRnTDTQ1NVFWVhax7+jRozQ0NNCjRw+Pouoc1qyXuqyJz5hu4PDhwzQ0NETsCwQCHDlyxKOIjOk4S1DGdAPR/U8hFRUVyQ3EmE5kCcqYbiC8/yk/P98tW4IyXZklKGO6uKamJg4dOuRuX3PNNW65OySoDRs2uC+TWmyQhDFdXGVlpdv/1L9/fyZOnEh6ejpNTU1UV1dTW1tL7969PY6y/d599123bBPHpharQRnTxYU3740ePZr09HSGDRvm7usOtSiTmqwGZUwXFz5AYtSoUQAMHz7cTUwVFRWMHz/ei9A6xc033+x1CMYjlqCMSbCzZ89SUlLC+PHj6d+/f6feOxAIRPQ/jR49GnASVEhXr0HZMu+pyxKUMQn23HPPcfDgQTIzM3nwwQcZMGBAp927srKSCxcuANCvXz9ycnKA5glKVW1mc9PlWB+UMQl0/vx5t4/o/PnzrF69mqampk67f3j/06hRo9wkNHDgQLKysgBnfajq6upOe09jksUSlDEJdOzYsYjtw4cPs2nTpk67f/QAiRAR6VbNfCY1WYIyJoGiExQ4w6ZLSko6fO9AINCsBhWuuySoF1980X2Z1GIJypgEOnr0qFsOn7R1zZo1nD59usP3Pn/+PAB9+/Zl4MCBEce7S4LasWOH+zKpxRKUMQl0/Phxtzx//nz69esHQH19Pc8991yH+qOih5dHD4IIT1CVlZWd2vdlTDJYgjImQVQ1ogY1atQoli5d6iaSsrIyXnvttXbfv7XmPYA+ffq4o/qampoiYulKFixY4L5MarEEZUyC1NTUUFdXB0DPnj3JycmhoKCAuXPnuue8/fbb7Nu3r833VtUWB0iE6w7NfDNnznRfJrXYc1DGJEj4AIkhQ4a4NadrrrmG0tJS9u/fD8Dzzz/P9ddfH/M5pZycHC655BLS0iL/ljx69Cj19fWAU1PKzc2NGcPw4cMpKioCnAQ1e/bsjn9hxiRJ0hKUiNwG/CeQDvxGVX8cdTwTeAaYCZwAvqiqpcFjlwK/BvoBAWC2qtYnK3Zj2iM6QYWICJ/73Of41a9+RU1NDbW1tbz88sst3mfkyJEsXrw4YhBEeP/T6NGjW3wItzvUoEzqSkoTn4ikA78E5gGFwDIRKYw67T6gWlXHAY8APwlemwH8Fviqqk4BbgAaMMbnWkpQ4NR6lixZEtfsDocOHeK///u/+ctf/oKqAhfvfwrJy8tz36OqqsqtdRnTFSSrBnU5sE9VDwCIyCpgMVAcds5i4OFgeTXwqDg/WbcAH6rqBwCqeiJJMRvTIeGDEqITFDg1n+XLl1NSUuImnnAXLlxg9+7dBAIBGhsbWb9+PXv27GHRokVx9T+BM7R96NCh7tLvhw8fZuzYsR34qpLvueeec8tLlizxMBKTbMlKUMOBsrDtcuCKls5R1UYROQ3kAhMAFZENwGBglar+e/QbiMgDwAPgNIkY46VAIBAxxHzo0KExz7vkkku45JJLWrzPlVdeyZo1a9za2MGDB/mv//ovd8h4nz59GDRoUKuxDB8+3E1QFRUVXS5B7d692y1bgkotyRrFF6sdI/pPxpbOyQCuBZYH//2ciNzY7ETVx1R1lqrOGjx4cEfjNaZDqquraWxsBCA7O7vdCwbm5eVx//33c+2117pNdeHPM8V6/ilaeD/U4cOH2xWHMV5IVg2qHCgI2x4BRP+khM4pD/Y79QdOBve/oapVACKyDpgBvJrooI1pr9b6n9oqIyODG2+8kUmTJrFmzRqqqqrcY631P4WEJ6jy8vIuN7P55z//ea9DMB5JVg1qKzBeRMaISE/gTmBt1DlrgXuC5aXAZnUa5jcAl4pI72Diup7IvitjfOdi/U/tMXz4cB588EGuvvpq0tLSyMnJYerUqRe9btCgQfTs2RNwns06e/Zsp8STLFOnTnVfJrXEXYMSkUXAOlVtbOubBPuUHsJJNunAk6paJCI/BLap6lrgCWCliOzDqTndGby2WkR+hpPkNBjDn9oagzHJ1Jk1qHAZGRncfPPNXH/99WRkZDR7PiqWtLQ08vPz3aHpFRUV7pRLxvhZW5r4/hV4QkR+D6xU1b+05Y1UdR2wLmrf98LK9cAXWrj2tzhDzY3pEsITVEsDJDoiVCOKV3iCKi8vZ/LkyZ0ekzGdLe4mPlWdBtwE1AHPiUiJiPyLiIxOUGzGdEkNDQ2cPHnS3fbDoJ0RI0a4ZXtg13QVbRokEXwW6QMR+UfgRuCnwA9E5G2cmR5+p6qBzg/TmOTqyECCqqoq97mmgQMHRiyz4ZXokXyBQCCu5kE/+N3vfueWly1b5mEkJtnaPIpPRC4BvhR8BYDvAYeAh4AlgA25MV2WqvKHP/yB0tJSbrjhBq64IvpxvYtLxACJjurXrx/9+/fn9OnTNDQ0cOTIEfLz870OKy4fffSR1yEYj7RlkMTXgS8D44A/AF9W1XfDjj8HNF8+1Jgu5JNPPmHv3r0ArF+/nqamJq6++uo23SNRAyQ6qqCgwF0ksaysrMskKJO62lKDmofTpPeCql6IPqiqtSJitSfTpYVPwgqwceNGRISrrroq7nskeoBEexUUFLizMpSVlbWrduiFO++80+sQjEfakqBeV9Vno3eKyDdV9WcAqvpKp0VmjAfC57gLeeWVV0hLS4v7F7qfa1AhZWVlrZzpLxMnTvQ6BOORtvSSfq+F/f/SGYEY47WGhgbKy8vd7fAmsPXr1/Pee+9d9B51dXXug7Dp6ekRS2R4bejQoe6AjTNnzrjNfcb41UUTlIjMFZG5QIaIzAltB1//D9C1Hks3pgXl5eUEAs4g1EGDBnH33XdH1Dpefvlltm7d2uo9wgdIDB482Fcj5dLS0iKGm3elWpRJTfH89DwRfGUCT4Zt/wb4CvA3CYvOmCSKXgQwMzOT5cuXR/xSX7duHdu2bWvxHn7tfwrpqs18JjVdtA9KVccAiMgzqnp34kMyxhuxFgHMzMzkS1/6EitXrnQfcP3Tn/5EdnY2kyZNanYPv/Y/hXTFBPX000+75XvvvdezOEzytWUmCUtOpttqbGyM6H8KXwQwlKTCH3Z9+eWXuXCh2WBW3yeo8NrgkSNHYn4NfnPw4EH3ZVJLqwlKRPaElctE5FCsV+LDNCaxysvL3XWWcnNzyc7OjjielZXF8uXL6dOnD+AMMnjzzTcjzlFV3yeorKwsNy5VtWmPjK9drInv/rDylxIZiDFeCu9/ammNpV69enHTTTfxwgsvAPDOO+8wffp0cnNzATh9+jTnz58HnETQt2/fxAbdTgUFBW4iLSsrY8yYMR5H1Lp77rnn4ieZbqnVBKWqb4WV30h8OMZ4I7z5KLx5L9q0adPYvn27W+Nav349d911FyLSbICEXxcFLCgoYPv27UDX6Idq7f/DdG9x90GJyDdFZHqwfGWwee+AiMT/iL0xPtRa/1M0EWHevHnu9r59+9y54vzevBcSPlAitMKuMX7Uloc0/g74JFj+EfAz4P8A/19nB2VMMlVUVNDY6KzDOXDgwIs2zeXn5zNz5kx3e/369TQ0NHSZBDVgwAC3L62+vp7jx497HJExsbUlQfVX1dMi0heYBvxCVZ8AbB4S06XF0/8Ube7cufTq1QuAU6dOsWXLFl/OYh6LiHTJ4eYm9bQlQZWJyNU4S7H/WVWbRKQf0JSY0IxJjnj7n8L17t2buXPnuttvvfUWVVVV7rafExR0reehHnvsMfdlUktbJov9B2A1cAFn3SeABcDFJygzxqeampoifkHHW4MCmDFjBjt27KCystJtIgTo378/WVlZnRpnZ+tKCaqystLrEIxH2vKg7jpVzVfV0aq6Pbj7WWBRYkIzJvHC+58GDBhA//794742LS0tYsBEiN9rTwB5eXmkp6cDcPLkSc6dO+dxRMY016YVdUWkP06fU3bUoc2dFpExSRRreqO2KCgoYPr06bz//vvuvq6QoDIyMsjPz3drT2VlZTGnbvKD+++//+InmW6pLSvq3gv8EqgBasMOKTC2c8MyJjmiJ4htjxtvvJE9e/a4D+l2hQQFTnLtCgnKVv5NXW0ZJPF/gKWqOlRVx4S9LDmZLqkj/U/hsrOzmT9/PiJCTk5Ol1lgryv1Q5nU1JYmvgzAVsw13UZlZSUNDQ0A5OTkkJOT0+57XXrppUycOJH09HQyMtrUcu6Z8AR1+PBhGhsbu0zsJjW0pQb1E+BfRMQ/K7AZ0wHtef6pNZmZmV3qF3yfPn3cFX+bmppstJzxnbb8NP0dMAz4RxE5EX5AVUd2alTGJEFHB0h0ByNHjuTkyZOA08wXXqvyi1/84hdu+W/+xtZHTSVtSVA2m7npNgKBAIcOfbpSTKpOSDpixAh3BKJf+6FCCdSknrgTlM1mbrqTyspKd7G+fv36daj/qSsbOfLTxo+ysjJU1bezsJvU05Zh5pnA94BlQK6q9heRW4AJqvpoogI0JhGih5en6i/lQYMGkZWVRX19PefOnaO6utrtl/KLhx56yOsQjEfaMuDhEeAzwHKcZ58AioD/t7ODMibRrP/JET1xbHji9ovc3Fz3ZVJLWxLU54C7VPUdIACgqhXA8EQEZkyiqKr1P4UZMWKEW163bh1vv/02gUDAw4iMcbQlQV0gqklQRAYDJ2Kfbow/1dTUuLM+ZGZmMmDAAI8j8ta0adPIzMwEnOHmmzZt4qmnnoqYnd0YL7QlQT0LrBCRMQAikgc8CqxKRGDGJMqJE5/+TZWbm5uy/U8h/fv35ytf+Qp5eXnuvvLycn7961/zzjvvWG3KeKYtCeqfcVbU3QXkAB8DlcAPEhCXMQkTnaCMM3/gfffdx5w5c0hLc34tNDY28sorr7BixQpPh3r/9Kc/dV8mtbQlQY0D9gL/BnwfuEpVv6GqFxISmTEJYgkqtvT0dK677jruv/9+hg4d6u4/dOgQv/nNb6ipqfEkrpqaGvdlUstFE5Q4nsSpOf0zsBC4H9gpIk9JqrePmC4nvDZgCaq5YcOGcf/993Pddde5zZ91dXXs2rXL48hMqonnOagHgBuAK1V1a2iniMwGfgc8CPwqIdEZkwBWg7q49PR05syZQ1ZWFq+84swR7dVcfd/85jc9eV/jvXia+L4M/G14cgIIbn8jePyiROQ2ESkRkX0i8u0YxzNF5PfB438RkdFRx0eKSI2IfCue9zMmlkAgEFGD8ttDqX4TPeO5F/r27eu+TGqJJ0EVAi1Nc/RG8HirRCQdZ7HDecHzl4lI9HX3AdWqOg7noeCfRB1/BHg5jniNadGpU6fcUWl9+/Z1h1eb2IYOHeo28504ccIdnm9MMsSToNJV9WysA8H98dzjcmCfqh4IDqpYBSyOOmcxsCJYXg3cGOrfEpE7gAM4M1cY027WvNc2PXr0YPDgwe72kSNHPIzGpJp4+qB6iMgcoKXBEPHcYzgQPlVyOXBFS+eoaqOInAZyRaQO+CfgZqDF5j0ReQCnvyxiAkxjwoUnKGvei09eXh7Hjh0DnH6oVJ4ayiRXPMnlGPDkRY5fTKzkpnGe8wPgEVWtaW3AoKo+BjwGMGvWrOh7GwNYDao98vLy+OCDDwBvBkr86Ec/csvf+c53kv7+xjsXTVCqOroT3qccCF8JbQQQ3eMaOqdcRDKA/sBJnJrWUhH5d5wHhAMiUm8zqJv2sCHmbRc+w4QXCSq0LIpJPclan3orMD44TVIFcCdwV9Q5a4F7gHeApcBmVVXgs6ETRORhoMaSk2kvq0G13bBhw9xyVVUVFy5coGfPnh5GZFJFUhJUsE/pIWADkA48qapFIvJDYJuqrgWeAFaKyD6cmtOdyYjNpI6GhgZOnz4NOMtMpPoksfHq2bMngwYNoqqqClXlyJEjSe3n/fa3mz2VYlJEsmpQqOo6YF3Uvu+FleuBL1zkHg8nJDiTEsKb9wYMGEB6erqH0XQt+fn57uzmlZWVSU1Q9ihA6mrLXHzGdGnWvNd+XvdDmdRkCcqkDBti3n6WoIwXLEGZlGE1qPYLHyhx/PhxGhoaPIzGpIqk9UEZ4zVLUO2XmZlJbm4uJ06cQFU5evRoxFLxifSDH3y65Nz3v//9pLyn8QerQZmUYQmqY/Lz892yVxPHmtRiCcqkhNraWurq6gDIyMigX79+HkfU9YQ388XTD+U8xmhM+1kTn0kJ0TNI2DqbbRdeg2otQakqL730EsXFxdx0003MnDmzQ+9rzXqpy2pQJiVY817HRQ+UaGxsjHnewYMH2bFjB/X19WzevNlqUqbdLEGZlGBDzDsuKyvL/ewCgQBHjx6Ned57773nlmtrazl7NuZqPcZclCUokxKsBtU5LvY81OnTp9m7d2/EPltDyrSXJSiTEixBdY7wBBVrJN+2bduaNem1VNOK1/nz592XSS02SMJ0e6oaMUhi0KBBHkbTtbU2UKKxsZEdO3Y0u6ajNagf//jHbtkGTKQWq0GZbu/s2bPuzAe9evWiV69eHkfUdYUPlDh27FjEQIndu3dTW1sLOEP5QzpagzKpyxKU6fasea/z9OrVy12mJBAIuEvBq2rE4IhrrrnGHcp/4sSJDi062LNnT/dlUos18ZluzxJU58rLy6O6uhpwmvny8/MpLy93m/zS09O5/PLLKS4u5vjx44BT22rv1Ei2zHvqshqU6fYsQXWuWCP5tm7d6u6bOnUqvXv3jmgOtJF8pj0sQZluzxJU54pOUDU1NRQVFbn7Lr/8cgCGDh3q7rMEZdrDEpTp9ixBda7wBHX06FHee+89AoEAAAUFBe7x8BqUDZQw7WEJynRrTU1Nbn8J2CwSnaF3797k5OQAzue7ZcsW91io9gSRNaijR4+6Saytzp49675MarFBEqZbO3XqlPvgaL9+/ejRo4fHEXUPeXl5nDp1CnCSFEB2djaTJ092z8nOziY7O5uamhoaGhqorq5uVw32Zz/7mVu256BSi9WgTLdmzXuJEd7MFzJz5kzS09Mj9lk/lOkIS1CmW7MElRjRCSotLY1Zs2Y1O68zRvKFamLZ2dntut50XdbEZ7o1S1CJEZ2gCgsLYyaQ6H6o9vj7v//7dl1nuj6rQZluzRJUYvTp08edUQIiB0eEs2ehTEdYgjK+sWfPHlauXElxcXGn3dMSVOLceuutDB06lOuuu67FWSJyc3PdefnOnj3rztVnTDysic/4QmNjI2vWrOHChQt88skn3H333YwePbpD97xw4YI7NDktLc0dGm06x8SJE5k4cWKr56SlpTFkyBB3aY4jR44wduzYZIRnugGrQRlfOHz4sDuhqKry3HPPce7cuYteFwgE2LlzJ++++27EkhoQWXsaMGAAaWn27e6FeJv5AoEA27dvp7i4OGJNqRMnTrgvk1qsBmV8oaysLGK7pqaG559/nuXLl7uzYkcLBAKsWbOGXbt2AbBhwwby8vIoLCxkypQp1rznE/EOlPjzn//MG2+8AcAtt9zCVVddBcCjjz7qnmPPQaUWS1DGF6ITFMD+/ft5++23ufbaa5sdCwQCvPDCC25yCqmsrKSyspJXX301Yt0nS1DeiacG1dDQELFcx6ZNmxg5ciTDhw9PeHzGv6zNw3hOVSMS1KRJk9zy5s2bmyWvQCDA2rVr+fDDD919Q4cObfaQaF1dnVu2BOWd8BpUVVVVxCKHIbt37474/woEAqxevZr6+noGDhzovkxqsRqU8dzJkyfd0V1ZWVksXbqUFStWUFZWhqqyevVqHnzwQXr37o2q8uKLL/LBBx+418+YMYMFCxZw/vx5SkpKKCoqYv/+/RFzv8Wa+cAkR2ZmJgMGDKC6uppAIMDx48cj/j+iFzsMOXXqFGvXruWhhx5qsZnXdG9WgzKeC68hFRQUkJ6ezpIlS8jKygLgzJkzvPDCCwQCAV588UXef/999/zLLruMBQsWICJkZWUxbdo07rrrLr71rW+xePFipk6dys0330x+fn7Svy7zqdZmNi8rK3Ob/jIyMliwYIF7bM+ePWzbti05QRrfsQRlPBeeoELP0/Tv35877rjD3f/RRx/x+OOPs3PnTnff9OnTWbhwYcy/rnv16sX06dP5/Oc/z9VXX53A6E08WpuTL7z2NHXqVGbOnBkxbdKGDRvsId8UZQnKeC48QY0cOdItT5w4kSuuuMLdDv8lNX36dBYtWmRNP11ESwMlzp49y549e9zt0IwUt956q3tNU1MTzz77LOfPn09StMYvLEEZT9XV1XH8+HEARKRZU1ys5rlp06a1WHMy/hTdxBd6zmnbtm1uX+HIkSPd8zIyMli6dCk9e/YEnH7K1atXRzwfZbo/S1DGU+Xl5W45Ly/P/YUUkp6eztKlS+nTpw/gJKdFixbZQ7ddTL9+/dw+xfr6ek6fPk1TUxPbt293z4mezy83NzeiP2rfvn0RTbym+0vaT7mI3CYiJSKyT0S+HeN4poj8Pnj8LyIyOrj/ZhHZLiK7gv/OTVbMJvGiB0jEMmDAAL7+9a/z1a9+lcWLF1ty6oJEpFktqqioyJ0tpG/fvhGPF4RMnTo1Ynv9+vVxzTBiuoek/KSLSDrwS2AeUAgsE5HCqNPuA6pVdRzwCPCT4P4qYKGqTgXuAVYmI2aTHPEkKHAGPQwdOtSa9bqw6IES4YMjZs2a1ew5tpBhw4a5xxoaGpo9nG26r2T9KXo5sE9VD6jqBWAVsDjqnMXAimB5NXCjiIiq7lTVw8H9RUCWiKx5l+oAABfaSURBVGQmJWqTUE1NTVRUVLjbrSUo0/WF16A+/PBD9/8+PT2dmTNntnjdgw8+yLx589zt8GfgTPeWrAQ1HAifDqA8uC/mOaraCJwGoh//XwLsVNVmw3lE5AER2SYi20Kd7sbfjh49SkNDA+AMK+/Xr5/HEZlECk9Q4RP7Tpkyxe1jbMmUKVPcZTuOHDnS7sUPTdeSrAQVq10mejhOq+eIyBScZr8HY72Bqj6mqrNUddbgwYPbHahJnnib90z3MGjQoJj9hy0tdhguKysroo8q/GFt030lK0GVA+G/gUYAh1s6R0QygP7AyeD2COB54G5V3Z/waE1SWIJKLRkZGUT/8Th8+PC4J4SdNm2aW961a1fEVFame0pWgtoKjBeRMSLSE7gTWBt1zlqcQRAAS4HNqqoikgP8CfiOqr6dpHhNEliCSj3hAyUgvtpTaWkppaWlpKWlkZ2dDcC5c+fYt29fQmI0/pGUyWJVtVFEHgI2AOnAk6paJCI/BLap6lrgCWCliOzDqTndGbz8IWAc8L9E5H8F992iqseSEbtJjNOnT3PmzBkAevTo0ewXl+mehg0b5s5C36dPHwoLowfzNrdixQq3fPXVV7NlyxbAGSwxYcKExARqfCFps5mr6jpgXdS+74WV64EvxLjufwP/O+EBmqQ6dOiQWx4xYoQ925QiJkyYwKZNmwgEAlxzzTXuwId4TZs2zU1QJSUl1NXVRaz7ZboXW27DeMKa91JTbm4uX/va1zh79iyjRo2K65rw84YMGUJeXh6VlZU0NTWxe/duZs+enahwjccsQRlPWIJKXbm5uW1aQPLee++N2J42bRqVlZWA08xnCar7snYVk3QXLlyIeI4ltMSGMfGYOnWq2yRcUVFBVVWVxxGZRLEEZZKuvLzcnZV6yJAh7iSixsSjd+/eEYMjbGaJ7ssSlEk6a94zHRX+TNSHH35oz0R1U5agTNJZgjJtUVJS4r5Cxo8fT+/evQE4c+YMpaWlHkVnEskSlEkqVY1YAyp8BV1jYlm1apX7CklPT+czn/mMu23NfN2TJSiTVMeOHXOX7u7Tpw85OTkeR2S6qunTp7vlPXv22JLw3ZANMzdJFd68N3LkSFvfyVxUS7NFDBs2jCFDhnDs2DEaGhooLi7msssuS3J0JpEsQZmkOnDggFu24eUmHsuWLYu5X0SYNm0aGzduBGDnzp1Mnz7d/ujpRqyJzyRNcXExe/bscbdHjx7tXTCmW5g6daqbkMrKyiK+v0zXZwnKJEV1dTVr1346gf3kyZPJy8vzMCLTHfTt2zdiJokNGza4i2Cars8SlEm4pqYmVq9e7XZi5+TksGjRImuKMZ1izpw5EUPO33zzTY8jMp3F+qBMwm3atInDh531KdPS0li6dKnNHmHitmvXLrc8derUZsezsrK46aab3Br6li1bmD59OgMHDmzxnrW1tbz66qvuki/RRIRx48Yxe/Zs+0PKQ5agTEKVlJTw7rvvuts33XRT3CuoGgPwxz/+0S3HSlDgDDnfvn07FRUVNDU1sWHDhhYHV9TW1vLMM89EzAcZy8cff8yZM2e48cYbLUl5xJr4TMKcPn2aNWvWuNsTJkzgyiuv9DAi012JCPPnz3e3P/roIz766KNm59XW1rJy5cqLJqeQt99+m82bN7tzR5rkshqUSYimpiaee+456uvrAejXrx+LFy+2v0RNm4XPGNGa/Px8ZsyYwY4dOwBYv349Y8eOdRdFrKurY+XKlRw5csS95uabb2bw4MHN7rVt2zY3wb311luICHPmzLHv3ySzBGUS4rXXXnMfyhURlixZ4nZkG9MWS5YsifvcG2+8keLiYurr66murmbLli1cd911MZPT4sWLI2ajCDdmzBj+8Ic/8PHHHwPw5ptvkpaWxg033NCur+HChQukp6eTnp7erutTlTXxmU5TU1PD1q1befrpp3n77bfd/XPmzLE590xS9O7dm7lz57rbb775JkeOHOG3v/2tu8ghwKJFi1pMTgAZGRn81V/9FePHj3f3vfHGG7zxxhttjqmiooJHHnmE//iP/7C1q9pIumPb6qxZs3Tbtm1eh5ESzp07x549eygqKuLgwYPN2uovueQSli9fbk0jJmkCgQCPP/64W1tKS0uLWI5j4cKFzJgxI657NTY28vvf/559+/a5++bMmcN1110X1/WqyhNPPEFFRQUAl112GYsWLYr3S0klMX9BWA3KtFltbS3bt29n5cqV/PSnP+VPf/oTpaWlEclJRJg4cSKf//znLTmZpEpLS2PevHnudnhyWrBgQdzJCZya1Be/+EUuueQSd99rr73Gli1b4rp+//79bnIC2Lt3L01NTXG/f6qzPigTl9raWvbu3UtxcTEHDhxocVTTqFGjmDJlCpMnTyY7OzvJUZruaPv27W555syZcV0zcuRIpk2bFrEMx+233x739eFCSWrVqlXuXJKvvvoq48ePjznAIkRVmzUJ1tXVUVpaGpHwTMssQZlWVVRU8Prrr3PgwIEWVy0dOXKkm5T69u2b5AhNd/fSSy+55bYkmJtuuony8nJOnz7NrbfeyqxZs9odQ48ePbjzzjtZsWIFFRUVBAIB1q9fz5e+9KUWWwgOHDgQsfZZSHFxsSWoOFmCMi06fvw4Tz/9NI2Njc2OFRQUUFhYSGFhIf369fMgOmNal52dzde//nWamprcoeYd0aNHDxYuXMivf/1rVJUDBw6wZ88eCgsLm50bXXsaPny429S3d+9ebr/9dtLSrIflYixBmZgaGhp49tlnI5LTiBEj3KTUv39/D6MzqaQtfUbRRKRTklPI0KFDmT17Nu+99x7gTE47btw4evbsGXHeJ5984j5mEZre64knnqCmpoba2loOHjzImDFjOi2u7soSlInp5Zdf5vjx44DTBv/Xf/3X5OfnexyVSUULFy70OoQIc+bMYffu3dTW1nLmzBneeuutiKHtAH/+85/d8mWXXUZOTg6TJ09m69atABQVFVmCioPVMU0zu3btYufOne72vHnzLDkZExSanDZky5YtnDx50t0uLS3l4MGDgFN7uvbaawGYMmWKe87evXtb7NM1n7IEZSKcOHEiolN66tSptoy2MVGmT5/uTnrc1NTE+vXr3WPhfU/Tp08nJycHcPptQyNbz507x6FDh5IYcddkCcq4GhsbWb16NRcuXABg4MCB3H777fYckzFRoien/fjjjykpKeHgwYOUlpYCkbWn0PakSZPc7eLi4qTF21VZgjKuV155xX36Pj09naVLl5KZmelxVCbVbdmyxX35SWhy2pD169fz2muvuduXXnopAwYMiLgmvJlvz5491sx3ETZIwgDOX3OhDlyAW265xZZkN76wceNGt3z11Vd7GElz4ZPTnjp1ilOnTgFODeuzn/1ss/NHjhxJnz59OHfuHDU1NZSVlTFq1Khkh91lWA0qxakqZWVl7mqkAJMnT2b27NkeRmVM1xA9OW3IpZdeGnNFX2vmaxurQaUgVeXIkSMUFRVRXFxMdXW1eywnJ4dFixZZv5PxDb8vcjlz5kx27NjhNo+3VHsKKSwsdKdv2rNnD7fddpv9vLXAEpRPqSpVVVXk5OTQo0ePuK+rr6/n6NGjMefKCwQClJaWUlRUFDEsNiTU75SVldWh2I3pTLfeeqvXIbQqLS2N+fPn8/TTTxMIBLjsssvIzc1t8fzRo0fTu3dvamtrOXv2LGVlZW1ejubcuXNUVVW1OCfmwIEDu8UML5agfOjkyZO88MILHDp0iN69e3P77bfHnE4lnKqydetWNm3aRENDQ5veLzMzk0mTJnHFFVdYv5Mx7VBQUMB9991HVVVVxECIWELNfKGVf4uLi+NKUBdb2ibalVdeydy5c9v0B67f2HpQUS5cuMDJkycZOnRo0qvdqsp7773Hpk2bms1/N2XKFObPnx9zVdpTp07xwgsvuMNb49GzZ08mTZpEYWEhl1xySadOB2OMad3+/fv57W9/C0C/fv34xje+EfP3TW1trZuUope0iUdubi6LFy+moKCgU+KOpqpUVFSQl5fX0dWCY/6ytd9KUfbu3cvzzz/PwIEDmTJlClOmTGHIkCEJT1bV1dWsXbu2xSQT+gZdsGCB28mqqmzfvp2NGze6zy6B04/U0lx5/fv3Z/LkyYwbN86SkjEeGT16NL169aKuro4zZ85QXl7uJpF4l7bJy8trNgcgOEt6HDt2DHAevH/qqae46qqrmDNnTrOf+bq6Ove9jh49yuDBgyksLGTy5Mkx/xgG5/dOZWUlRUVFFBUVcfr0aZYvX864ceM68pHElLQalIjcBvwnkA78RlV/HHU8E3gGmAmcAL6oqqXBY98B7gOagL9V1Q2tvVdHalCrVq2ipKQkYt+gQYMoLCx0k1VnCiWZV155JaJpbsiQIcybN48PPviA999/P+KaSy+9lKuuuoqNGze669OA0zl7zTXXcP3111vyMd3G66+/7pZvuOEGz+LobGvXrnWnFJsxYwYjRoxwk1JHlrZRVXbu3MmGDRsi/nAdNGgQd9xxB7m5uZSUlFBUVMT+/ftjvpeIMHbsWKZMmcKkSZPIyspyB1YVFRW5w+lDpk+fzuLFi9v7UUALNaikJCgRSQc+Am4GyoGtwDJVLQ4752vApar6VRG5E/icqn5RRAqB3wGXA/nAJmCCqra4LGV7E5SqsnbtWoqLiyP+Y8MNGjQo5vDR9jp79iyVlZXudqwk89FHH/Hiiy9SU1PT4n1C33yh6VeM6S5+8IMfuOXvf//7HkbSufbt28f//M//XPS89i5tc+rUKdauXcsnn3zi7hMR0tLS2rSqb1paGtnZ2Zw5cybm8aysLKZPn97RwSyeNvFdDuxT1QMAIrIKWAyEPwSwGHg4WF4NPCpOu9piYJWqngc+EZF9wfu909lBigiLFy9m/vz57Nu3j+LiYkpKSiJqNlVVVVRVVXX2WwMtJ5kJEybwta99jfXr1/Phhx82uy5Ufe/KnaHGpJoxY8aQlZVFfX19s2OdsbRNTk4OX/7ylyNaaFS1WXLKz89nypQpjBkzhoMHD1JcXOwuFQLO6N/o5BQaWDVlyhTGjh3b0f6nFiUrQQ0HysK2y4ErWjpHVRtF5DSQG9z/btS1zaoJIvIA8EBws0ZESqLP6aBBQGIyU5iHHnqoM2+XlJg7mcWceF0tXgjG/PDDD3sdR1t02c/Zg/ddr6q3Re9MVoKKVX2Lblts6Zx4rkVVHwMea3to8RGRbara/jWjPWAxJ0dXi7mrxQsWc7L4LeZkTXVUDoSPcxwBHG7pHBHJAPoDJ+O81hhjTDeTrAS1FRgvImNEpCdwJ7A26py1wD3B8lJgszojONYCd4pIpoiMAcYD7yUpbmOMMR5JShNfsE/pIWADzjDzJ1W1SER+CGxT1bXAE8DK4CCIkzhJjOB5f8AZUNEIfL21EXwJlLDmwwSymJOjq8Xc1eIFizlZfBVzt5xJwhhjTNdny20YY4zxJUtQxhhjfMkSVBQR+b8isldEPhSR50UkJ7h/tIjUicj7wdevwq6ZKSK7RGSfiPxckjzLbEsxB499JxhXiYjcGrb/tuC+fSLy7WTGG3z/L4hIkYgERGRW2H4/f84xYw4e8+XnHBXjwyJSEfbZzg87FjN+P/DTZ9gaESkNfn++LyLbgvsGishGEfk4+O+Ai90nwTE+KSLHRGR32L6YMYrj58HP/UMRmdHynRNEVe0V9gJuATKC5Z8APwmWRwO7W7jmPeAqnGe2Xgbm+STmQuADIBMYA+zHGaSSHiyPBXoGzylMcsyTgYnA68CssP1+/pxbitm3n3NU/A8D34qxP2b8XsUZFZuvPsOLxFoKDIra9+/At4Plb4d+Nj2M8TpgRvjPWEsxAvODP2cCXAn8JdnxWg0qiqq+oqqhtS7exXnuqkUikgf0U9V31PlffQa4I8FhRmglZneaKFX9BAhNE+VOPaWqF4DQ1FPJjHmPqsY924dPPueWYvbt5xynluL3g67yGbZkMbAiWF5Bkr9no6nqn3FGSYdrKcbFwDPqeBfICf4cJo0lqNZ9BecviJAxIrJTRN4QkdCazsNxHiYOiTkVUxKFxxxriqnhrez3i67wOYfrSp/zQ8HmmifDmpv8GGeIn2OLpsArIrJdnKnXAIaqaiVA8N/OXQ6hc7QUo+effUquySAim4BhMQ59V1VfCJ7zXZznrkLTDVcCI1X1hIjMBNaIyBTinIrJo5hbii3WHyaexByD7z/nWJfF2Je0zzkikFbiB/4b+NdgDP8K/BTnD5qkfLbt5OfYol2jqodFZAiwUUT2eh1QB3n+2adkglLVm1o7LiL3AAuAG4PNSagzm/r5YHm7iOwHJuD8VRHeDJiQqZjaEzOtTxOV8OmjLhZzC9f4+nNugaefc7h44xeRx4GXgpt+nk7Mz7FFUNXDwX+PicjzOM2TR0UkT1Urg81jxzwNMraWYvT8s7cmvijiLKz4T8AiVa0N2z9YnHWtEJGxOFMuHQhWic+KyJXBUWV3Ay39pZ3UmGl5mqh4pp7yhJ8/51Z0ic85qv/gc0BoJJefpxPz1WfYEhHpIyJ9Q2WcgUu7iZzC7R788z0brqUY1wJ3B0fzXQmcDjUFJo2XI0r8+MLpIC4D3g++fhXcvwQowhlFtANYGHbNLJxvxv3AowRn6PA65uCx7wbjKiFs1BvOCJ2Pgse+68Hn/Dmcv9DOA0eBDV3gc44Zs58/56j4VwK7gA9xfvnkXSx+P7z89Bm2EuPY4PfsB8Hv3+8G9+cCrwIfB/8d6HGcv8NpRm8Ifi/f11KMOE18vwx+7rsIG7marJdNdWSMMcaXrInPGGOML1mCMsYY40uWoIwxxviSJShjjDG+ZAnKGGOML1mCMsYY40uWoIzxiIhMDM45eFZE/tbreIzxG0tQxgAi8rqIVItI5kXOKxVnvaoaETkqIk+JSHY73/YfgddVta+q/ryd9zCm27IEZVKeiIwGLgX2AIviuGShqmbjrKszG/iXNr5faA7MUTizDrRZ2D2M6bYsQRnjzOv3PPA0n85JdlGqWoGztMlnAEQkX0SeE5HjIvJJeLNdsOb1TyLyIXBORDYDc4BHg7WxCSIyOViTOyXOyr0RyTLGPTKC+/4huITGORF5QkSGisjLwabDTfLpCqnfFpH9wf3FIvK5GPf/VvBep0Xk9yKSFTxWICJ/DH5tJ0Tk0bDrWvy6jekIS1DGOAnqd8BqYI6IDI3nIhEpwJknbqeIpAEv4szFNhy4EfiGRC6fvgy4HchR1bnAm8BDwdrYJ8HrX8FZj+dvgP8RkYlRbxt+j9AilUuAm3FmfV+IkzT/GRiE8zMeShj7gc8C/YEfAL+V5gvQ/RVwG87KupcC9wYn730JOIiz4vFwnIUDifPrNqZdLEGZlCYi1wJ9gNdU9SSwGbjrIpetEZFTwFvAG8C/4TT1DVbVH6rqBVU9ADyOM/t2yM9VtUxV62Lc80ogG/hx8PrNOElhWdR5se7xC1U9GqzRvYmzNPdOdZYueR64DEBVn1XVw6oaUNXf40wOGr1y7s+D55zESTzTg+fkA/+gqudUtV5V3wqeH8/XbUy7WDu2SXX3AL9X1abg9u9wBi880so1d6jqpvAdIjIKyA8mrpB0nIQREr46abR8oExVA2H7DtJ8BdNY9zgaVq6LsZ0djPFu4Js4tSCC+wdF3etIWLk2GFcBcDCsxhYunq/bmHaxBGVSloj0wmnSuiVs9wvAYyIyTVU/aMPtyoBPVHV8K+e0tnTAYaBARNLCktRInGUm4r1Hi4IJ9HGcJrh3VLVJRN4n9qqp0cqAkSKSESNJxfN1G9Mu1sRnUtkdwEngAxHJCg4IaALW4fRLtcV7wJngIIZeIpIuIp8RkdlxXv8X4BzwjyLSQ0RuwOlPWtXGOFrSBye5HQcQkb8mOLgjDu/hrCH04+DCfFkick3YsY583ca0yBKUSWX34DR31UW9vgAsb8tQ7mAT4UKcPptPgCrgNzgDEuK5/gLOEPd5wWv/C7hbVffGG8NF7l8M/BR4B6cJcCrwdpzXhr62ccAhnIXuvhh1rF1ftzGtsQULjTHG+JLVoIwxxviSJShjjDG+ZAnKGGOML1mCMsYY40uWoIwxxviSJShjjDG+ZAnKGGOML1mCMsYY40v/P8aK5HWAvJfnAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1387,7 +1387,7 @@ } ], "source": [ - "get_out_of_sample_diff(0.50, 50, 4292)" + "get_out_of_sample_diff(0.50, 100, 4292)" ] }, { @@ -1397,7 +1397,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1409,7 +1409,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAVXklEQVR4nO3df6zdd33f8ecrdh0yIOASo222kxhwWpyCiLiYai3JRpNgWmFDG4YzZUqmtBY/0k4KaATRxdhoGgRppNK8ETexYFStgVRVb1tnGT8Sxo+Z2jQhwZ4cHDdKbt0Nt85gKzTByXt/nK/J4eY6Ocf2+d5P7OdDuvL3x+d7zivHP175fs/nfE+qCkmSWnPGfAeQJGkuFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSb0VVJI1SfYl2Z/khjn2vzPJ/UnuTfLVJKuG9n2gO25fkjf1lVmSNH/Sx+egkiwAHgAuA2aAXcCVVbV3aMzZVfX9bnkt8O6qWtMV1R8Aq4F/DHwBuKCqnph4cEnSvOnrDGo1sL+qDlTV48B2YN3wgKPl1Hk+cLQ51wHbq+qxqvpLYH/3eJKkU9jCnp5nKfDI0PoM8PrZg5K8B7geWAS8cejYnbOOXTrHsRuADQCrVq167Z49e05KcEnSxGWujX2dQc315E+7tlhVW6rq5cD7gd8e89itVTVVVVNnnXXWCYWVJM2/vgpqBlg+tL4MOPgM47cDbz3OYyVJp4C+CmoXsDLJiiSLgPXA9PCAJCuHVn8F+E63PA2sT3JmkhXASuDPe8gsSZpHvbwHVVVHklwH3AksALZV1Z4km4HdVTUNXJfkUuBHwKPA1d2xe5J8FtgLHAHe4ww+STr19TLNvG9TU1O1e/fu+Y4hSRrNvE6SkCRpLBaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkL5ztAqzZt2jTW+I0bN04oiSSdnjyDkiQ1yYKSJDXJgpIkNcmCkiQ1yYKSJDXJgpIkNcmCkiQ1qbeCSrImyb4k+5PcMMf+65PsTXJfki8mOW9o3xNJ7u1+pvvKLEmaP718UDfJAmALcBkwA+xKMl1Ve4eG3QNMVdUPkrwLuAl4R7fvh1X1mj6ySpLa0NcZ1Gpgf1UdqKrHge3AuuEBVXVXVf2gW90JLOspmySpQX0V1FLgkaH1mW7bsVwL3DG0/rwku5PsTPLWuQ5IsqEbs/vQoUMnnliSNK/6uhdf5thWcw5MrgKmgEuGNp9bVQeTvAz4UpL7q+rBn3iwqq3AVoCpqak5H1uS9NzR1xnUDLB8aH0ZcHD2oCSXAh8E1lbVY0e3V9XB7tcDwN3ARZMMK0maf30V1C5gZZIVSRYB64GfmI2X5CLgFgbl9N2h7YuTnNktnwP8AjA8uUKSdArq5RJfVR1Jch1wJ7AA2FZVe5JsBnZX1TTwMeAFwOeSADxcVWuBVwK3JHmSQaF+ZNbsP0nSKai374Oqqh3AjlnbbhxavvQYx30deNVk00mSWuOdJCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElN6q2gkqxJsi/J/iQ3zLH/+iR7k9yX5ItJzhvad3WS73Q/V/eVWZI0f3opqCQLgC3Am4FVwJVJVs0adg8wVVWvBm4HbuqO/WlgI/B6YDWwMcniPnJLkuZPX2dQq4H9VXWgqh4HtgPrhgdU1V1V9YNudSewrFt+E/D5qjpcVY8CnwfW9JRbkjRP+iqopcAjQ+sz3bZjuRa44ziPlSSdAhb29DyZY1vNOTC5CpgCLhnn2CQbgA0A55577vGllCQ1o68zqBlg+dD6MuDg7EFJLgU+CKytqsfGObaqtlbVVFVNLVmy5KQFlyTNj74KahewMsmKJIuA9cD08IAkFwG3MCin7w7tuhO4PMnibnLE5d02SdIprJdLfFV1JMl1DIplAbCtqvYk2Qzsrqpp4GPAC4DPJQF4uKrWVtXhJB9mUHIAm6vqcB+5JUnzp6/3oKiqHcCOWdtuHFq+9BmO3QZsm1w6SVJrvJOEJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSWMVVJKfSvKGJO/o1p+f5PmTiSZJOp2NXFBJXgU8APwucFu3+RJg2wRySZJOc+OcQf1n4Maq+lngR922LwO/eNJTSZJOe+MU1IXA73XLBVBVfwecdbJDSZI0TkE9BLx2eEOS1cD+kxlIkiSAhWOM/bfAnyX5BLAoyQeAdwK/MZFkkqTT2shnUFX1p8CbgSUM3ns6D/jVqvpvE8omSTqNjXQGlWQBg9l6G6rq3ZONJEnSiGdQVfUEcDnw5GTjSJI0MM4kiY8Dm5L81KTCSJJ01DiTJH4T+IfA9UkO0U01B6iqc092MEnS6W2cgrrqRJ4oyRrgd4AFwK1V9ZFZ+y8GbgZeDayvqtuH9j0B3N+tPlxVa08kiySpfSMXVFV9+XifpJtksQW4DJgBdiWZrqq9Q8MeBq4B3jfHQ/ywql5zvM8vSXruGecMiiSvAd4AnAPk6PaquvFZDl0N7K+qA93jbAfWAT8uqKp6qNvnRAxJ0lg3i90AfA14I/B+4FXAe4FXjHD4UuCRofWZbtuonpdkd5KdSd46xnGSpOeocWbx/RtgTVW9jcElt7cBV/DUjWOfSebYVnNsO5Zzq2oK+BfAzUle/rQnSDZ0Jbb70KFDYzy0JKlF4xTUS6vqK93yk0nOqKo7gLeMcOwMsHxofRlwcNQnrqqD3a8HgLuBi+YYs7WqpqpqasmSJaM+tCSpUeMU1EyS87vlB4B1Sd4APD7CsbuAlUlWJFkErAemR3nSJIuTnNktnwP8AkPvXUmSTk3jTJK4CXglg7uabwZuBxYBv/VsB1bVkSTXAXcymGa+rar2JNkM7K6q6SSvA/4IWAy8Jcmmqrqwe85buskTZwAfmTX777S0adOmscZv3LhxQkkkaTLGmWb+yaHlO5IsBhZV1f8b8fgdwI5Z224cWt7F4NLf7OO+zmBChiTpNDLWNHOAJC8FXjC8fnT6uCRJJ8vIBdXdCeI2Brc7Gp6VVwwu20mSdNKMM0liC/Bh4AVVdcbQj+UkSTrpxrnEtxi4parG+fySJEnHZZwzqNuAfzWpIJIkDXvGM6gkX+GpOz4E+NdJbgD+1/C4qrp4MvEkSaerZ7vEd+uzrEuSNBHPWFBV9akkrwUeq6pvw4+nmd8MXAjsZHDDWEmSTqpR3oO6mcHU8qO2Aiu7Xy9kcIcJSZJOqlFm8b0S+ApAkhcDvwJcWFUPJJkGvg68e3IRJUmno1HOoBby1A1hfx7466p6AKCqHgFePKFskqTT2CgFtQd4e7e8HvjC0R1JlgLfm0AuSdJpbpRLfO8H/iTJJ4AngF8c2vcOBt+yK0nSSfWsBVVVX01yLnAB8EBV/d+h3X8GbJ9UOEnS6WukWx11pfTNObbvO+mJdErw+6oknahxbnUkSVJvLChJUpMsKElSkywoSVKTLChJUpMsKElSkywoSVKTLChJUpMsKElSkywoSVKTLChJUpMsKElSkywoSVKTLChJUpN6K6gka5LsS7I/yQ1z7L84yV8kOZLkiln7rk7yne7n6r4yS5Lmz0jfB3WikiwAtgCXATPAriTTVbV3aNjDwDXA+2Yd+9PARmAKKOCb3bGP9pFdpya/r0pqX19nUKuB/VV1oKoeZ/AtvOuGB1TVQ1V1H/DkrGPfBHy+qg53pfR5YE0foSVJ86evgloKPDK0PtNtm/SxkqTnqL4KKnNsq5N5bJINSXYn2X3o0KGxwkmS2tNXQc0Ay4fWlwEHT+axVbW1qqaqamrJkiXHHVSS1Ia+CmoXsDLJiiSLgPXA9IjH3glcnmRxksXA5d02SdIprJeCqqojwHUMiuV/Ap+tqj1JNidZC5DkdUlmgLcDtyTZ0x17GPgwg5LbBWzutkmSTmG9TDMHqKodwI5Z224cWt7F4PLdXMduA7ZNNKAkqSneSUKS1CQLSpLUJAtKktQkC0qS1CQLSpLUJAtKktQkC0qS1CQLSpLUpN4+qCtpdH5fleQZlCSpURaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUm9FVSSNUn2Jdmf5IY59p+Z5DPd/m8kOb/bfn6SHya5t/v5RF+ZJUnzZ2EfT5JkAbAFuAyYAXYlma6qvUPDrgUerapXJFkPfBR4R7fvwap6TR9ZJUlt6OsMajWwv6oOVNXjwHZg3awx64BPdcu3A7+UJD3lkyQ1pq+CWgo8MrQ+022bc0xVHQG+B7yk27ciyT1JvpzkDXM9QZINSXYn2X3o0KGTm16S1Lu+CmquM6EaccxfA+dW1UXA9cDvJzn7aQOrtlbVVFVNLVmy5IQDS5LmVy/vQTE4Y1o+tL4MOHiMMTNJFgIvAg5XVQGPAVTVN5M8CFwA7J54aklPs2nTprHGb9y4cUJJdKrr6wxqF7AyyYoki4D1wPSsMdPA1d3yFcCXqqqSLOkmWZDkZcBK4EBPuSVJ86SXM6iqOpLkOuBOYAGwrar2JNkM7K6qaeA24NNJ9gOHGZQYwMXA5iRHgCeAd1bV4T5yS5LmT1+X+KiqHcCOWdtuHFr+e+Dtcxz3h8AfTjygJKkp3klCktSk3s6gJKkPTuI4dXgGJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapLfByVJPfL7qkbnGZQkqUkWlCSpSRaUJKlJvgclSfqxlt4j8wxKktQkC0qS1CQLSpLUJAtKktQkC0qS1CQLSpLUJAtKktSk3goqyZok+5LsT3LDHPvPTPKZbv83kpw/tO8D3fZ9Sd7UV2ZJ0vzppaCSLAC2AG8GVgFXJlk1a9i1wKNV9Qrg48BHu2NXAeuBC4E1wH/qHk+SdArr6wxqNbC/qg5U1ePAdmDdrDHrgE91y7cDv5Qk3fbtVfVYVf0lsL97PEnSKSxVNfknSa4A1lTVr3fr/xJ4fVVdNzTm292YmW79QeD1wIeAnVX1e93224A7qur2Wc+xAdjQrf4MsG9C/znnAH8zocc+Gcx3Ysx3/FrOBuY7UZPM9zdVtWb2xr7uxZc5ts1uxmONGeVYqmorsHX8aONJsruqpib9PMfLfCfGfMev5WxgvhM1H/n6usQ3AywfWl8GHDzWmCQLgRcBh0c8VpJ0iumroHYBK5OsSLKIwaSH6VljpoGru+UrgC/V4PrjNLC+m+W3AlgJ/HlPuSVJ86SXS3xVdSTJdcCdwAJgW1XtSbIZ2F1V08BtwKeT7Gdw5rS+O3ZPks8Ce4EjwHuq6ok+ch/DxC8jniDznRjzHb+Ws4H5TlTv+XqZJCFJ0ri8k4QkqUkWlCSpSRbUMYxwa6aLk/xFkiPd57xay3d9kr1J7kvyxSTnNZbvnUnuT3Jvkq/OcWeRecs2NO6KJJWk16m1I7x21yQ51L129yb59ZbydWP+effnb0+S328pX5KPD712DyT5P43lOzfJXUnu6f7+/nJj+c7r/k25L8ndSZZNLExV+TPrh8FEjgeBlwGLgG8Bq2aNOR94NfBfgCsazPfPgH/QLb8L+Exj+c4eWl4L/NdWsnXjXgj8d2AnMNXYa3cN8B/7/DM3Zr6VwD3A4m79pS3lmzX+NxlM2momH4PJCO/qllcBDzWW73PA1d3yG4FPTyqPZ1Bze9ZbM1XVQ1V1H/Bko/nuqqofdKs7GXx+rKV83x9afT5zfPh6vrJ1PgzcBPx9T7mOGjXffBkl328AW6rqUYCq+m5j+YZdCfxBL8kGRslXwNnd8ovo93Ofo+RbBXyxW75rjv0njQU1t6XAI0PrM922Voyb71rgjokm+kkj5Uvynu6WVjcBv9VKtiQXAcur6k97yjRs1N/bX+susdyeZPkc+ydllHwXABck+VqSnUmedgubCRr570Z32XsF8KUech01Sr4PAVclmQF2MDjL68so+b4F/Fq3/DbghUleMokwFtTcRrq90jwaOV+Sq4Ap4GMTTTTraefYNtftqbZU1cuB9wO/PfFUA8+YLckZDO6m/96e8sw2ymv3J8D5VfVq4As8dZPlPoySbyGDy3z/lMEZyq1JXjzhXEeN83d3PXB79fu5ylHyXQl8sqqWAb/M4POhff1bPUq+9wGXJLkHuAT4KwafUT3pLKi5tX57pZHyJbkU+CCwtqoe6ykbjP/6bQfeOtFET3m2bC8Efg64O8lDwM8D0z1OlHjW166q/nbo9/N3gdf2lA1Gv23ZH1fVj2rwDQT7GBRWK/mOWk+/l/dgtHzXAp8FqKr/ATyPwY1a+zDKn7+DVfWrVXURg39fqKrvTSRNX2++PZd+GPwf4AEGp/9H3yi88BhjP0n/kySeNR9wEYM3O1e2+PoN5wLewuCOIk1kmzX+bvqdJDHKa/ePhpbfxuBu/y3lWwN8qls+h8Elo5e0kq8b9zPAQ3Q3K2js9bsDuKZbfiWDgugl54j5zgHO6Jb/HbB5Ynn6/M15Lv0wOLV+oPtH/oPdts0MzkYAXsfg/zb+DvhbYE9j+b4A/G/g3u5nurF8vwPs6bLd9Uwl0Xe2WWN7LagRX7t/37123+peu59tLF+A/8Dg9mT3A+tbytetfwj4SJ+5xnj9VgFf635/7wUubyzfFcB3ujG3AmdOKou3OpIkNcn3oCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqCkhiV5YZK/SnLJrO3Luy9TnMhdpKUWWFBS294LfLuqvjy8saoeYXCbrVfNSyqpBxaU1KgkCxh8G/Kt3fqSJC8bGnIEOGs+skl9sKCkdv0c8FLgzm79emADQJKzGHw1SJ/fViv1yoKS2rUUeLSqvt+tr+GpQroEeBS4Zz6CSX1YON8BJB3TYeDsJCsYfHHiImBV9+20HwJurqon5zGfNFGeQUnt2sXg24bvZfAtq2uBf8Lgu3i+AXx0/qJJk+f3QUmSmuQZlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJ/x/9cjPTK2PWHQAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAViUlEQVR4nO3df7DddX3n8eeL0CCrolTi7C7hR9TQEqoj4xU72wq7FjC200RbXEKHHdihzfiDbmews+LY5XrjuKs4s9KZZlcoMLp2bET6x962oVQFXH9sbGJBMOkEQ8rANd01FVZ3iwUD7/3jfCPH6w05J8n53g/J8zFzJt8fn+85L05+vPh+z/d+TqoKSZJac9xiB5AkaSEWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJvRVUktVJdibZleTaBfa/I8kDSe5L8uUkq4b2va87bmeSN/eVWZK0eNLHz0ElWQI8CFwEzAFbgcuqasfQmJOq6vvd8hrgXVW1uiuqPwbOA/458HngrKp6euLBJUmLpq8zqPOAXVW1u6qeAjYBa4cH7C+nzguB/c25FthUVU9W1d8Cu7rnkyQdxY7v6XVOBR4dWp8D3jB/UJJ3A9cAS4E3DR27Zd6xpy5w7HpgPcCqVatet3379sMKPDMzM9b46enpw3o9STqGZaGNfZ1BLfTiP3Ftsao2VtUrgfcCvzfmsTdV1VRVTZ144omHFVaStPj6Kqg54LSh9eXAnucYvwl46yEeK0k6CvRVUFuBlUlWJFkKrANmhwckWTm0+ivAt7rlWWBdkhOSrABWAn/VQ2ZJ0iLq5TOoqtqX5GrgTmAJcGtVbU+yAdhWVbPA1UkuBH4IPA5c0R27PcltwA5gH/Bu7+CTpKNfXzdJUFWbgc3ztl03tPw7z3Hsh4APTS6dJKk1ziQhSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJalJvBZVkdZKdSXYluXaB/dck2ZHk/iRfSHLG0L6nk9zXPWb7yixJWjzH9/EiSZYAG4GLgDlga5LZqtoxNOxeYKqqnkjyTuB64NJu3w+q6rV9ZJUktaGvM6jzgF1VtbuqngI2AWuHB1TV3VX1RLe6BVjeUzZJUoP6KqhTgUeH1ue6bQdyFXDH0PoLkmxLsiXJWxc6IMn6bsy2vXv3Hn5iSdKi6uUSH5AFttWCA5PLgSnggqHNp1fVniSvAO5K8kBVPfRjT1Z1E3ATwNTU1ILPLUl6/ujrDGoOOG1ofTmwZ/6gJBcC7wfWVNWT+7dX1Z7u193APcC5kwwrSVp8fRXUVmBlkhVJlgLrgB+7Gy/JucCNDMrpO0PbT05yQrd8CvALwPDNFZKko1Avl/iqal+Sq4E7gSXArVW1PckGYFtVzQIfBV4EfDYJwCNVtQY4G7gxyTMMCvXD8+7+kyQdhfr6DIqq2gxsnrftuqHlCw9w3FeBV082nSSpNc4kIUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWqSBSVJapIFJUlqkgUlSWpSbwWVZHWSnUl2Jbl2gf3XJNmR5P4kX0hyxtC+K5J8q3tc0VdmSdLiOb6PF0myBNgIXATMAVuTzFbVjqFh9wJTVfVEkncC1wOXJvlpYBqYAgr4enfs431kb9XMzMxY46enpyeURJImo68zqPOAXVW1u6qeAjYBa4cHVNXdVfVEt7oFWN4tvxn4XFU91pXS54DVPeWWJC2SvgrqVODRofW5btuBXAXccYjHSpKOAr1c4gOywLZacGByOYPLeReMc2yS9cB6gNNPP/3QUkqSmtHXGdQccNrQ+nJgz/xBSS4E3g+sqaonxzm2qm6qqqmqmlq2bNkRCy5JWhx9FdRWYGWSFUmWAuuA2eEBSc4FbmRQTt8Z2nUncHGSk5OcDFzcbZMkHcV6ucRXVfuSXM2gWJYAt1bV9iQbgG1VNQt8FHgR8NkkAI9U1ZqqeizJBxmUHMCGqnqsj9ySpMXT12dQVNVmYPO8bdcNLV/4HMfeCtw6uXSSpNY4k4QkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUm9fWGhji0zMzNjjZ+enp5QEknPV55BSZKaNFZBJfmpJG9Mcmm3/sIkL5xMNEnSsWzkgkryauBB4A+BW7rNFwC3TiCXJOkYN84Z1H8FrquqnwV+2G37IvCLRzyVJOmYN05BnQP8UbdcAFX1D8CJRzqUJEnjFNTDwOuGNyQ5D9h1JANJkgTj3Wb+H4A/T/JxYGmS9wHvAH5rIskkSce0kc+gqurPgLcAyxh89nQG8GtV9ZcTyiZJOoaNdAaVZAmDu/XWV9W7JhtJkqQRz6Cq6mngYuCZycaRJGlgnJskPgbMJPmpSYWRJGm/cW6S+G3gnwLXJNlLd6s5QFWdfqSDSZKObeMU1OWH80JJVgO/DywBbq6qD8/bfz5wA/AaYF1V3T6072nggW71kapaczhZJEntG7mgquqLh/oi3U0WG4GLgDlga5LZqtoxNOwR4Ergdxd4ih9U1WsP9fUlSc8/Y33dRpLXAm8ETgGyf3tVXXeQQ88DdlXV7u55NgFrgR8VVFU93O3zRgxJ0liTxa4HvgK8CXgv8GrgPcCrRjj8VODRofW5btuoXpBkW5ItSd46xnGSpOepce7i+/fA6qp6G4NLbm8DLuHZiWOfSxbYVgtsO5DTq2oK+A3ghiSv/IkXSNZ3JbZt7969Yzy1JKlF4xTUy6vqS93yM0mOq6o7gF8d4dg54LSh9eXAnlFfuKr2dL/uBu4Bzl1gzE1VNVVVU8uWLRv1qSVJjRqnoOaSnNktPwisTfJG4KkRjt0KrEyyIslSYB0wO8qLJjk5yQnd8inALzD02ZUk6eg0TkFdD5zdLW9g8NUbdwEzBzuwqvYBVwN3An8D3FZV25NsSLIGIMnrk8wBbwduTLK9O/xsYFuSbwB3Ax+ed/efJOkoNM5t5p8YWr4jycnA0qr6fyMevxnYPG/bdUPLWxlc+pt/3FcZ3JAhSTqGjHWbOUCSlwMvGl7ff/u4JElHysgF1c0EcQuD6Y6G78orBrNDSJJ0xIzzGdRG4IPAi6rquKGH5SRJOuLGucR3MnBjVY3z80uSJB2Scc6gbgH+7aSCSJI07DnPoJJ8iWdnfAjwO0muBf7X8LiqOn8y8SRJx6qDXeK7+SDrkiRNxHMWVFV9MsnrgCer6pvwo9vMbwDOAbYwmDBWkqQjapTPoG5gcGv5fjcBK7tfz2Eww4QkSUfUKHfxnQ18CSDJS4FfAc6pqgeTzAJfBd41uYiSpGPRKGdQx/PshLA/D/xdVT0IUFWPAi+dUDZJ0jFslILazmACVxjMQv75/TuSnAp8bwK5JEnHuFEu8b0X+NMkHweeBn5xaN+lDL5lV5KkI+qgBVVVX05yOnAW8GBV/d+h3X8ObJpUOEnSsWukqY66Uvr6Att3HvFEkiRxCF+3IR0NZmYO+j2bP2Z6enpCSSQdyDhz8UmS1BsLSpLUJAtKktQkC0qS1CQLSpLUJAtKktQkC0qS1CQLSpLUJAtKktQkC0qS1CQLSpLUJAtKktQkC0qS1KTeCirJ6iQ7k+xKcu0C+89P8tdJ9iW5ZN6+K5J8q3tc0VdmSdLi6aWgkiwBNgJvAVYBlyVZNW/YI8CVwKfnHfvTwDTwBuA8YDrJyZPOLElaXH2dQZ0H7Kqq3VX1FINv4V07PKCqHq6q+4Fn5h37ZuBzVfVYVT0OfA5Y3UdoSdLi6augTgUeHVqf67ZN+lhJ0vNUXwWVBbbVkTw2yfok25Js27t371jhJEnt6aug5oDThtaXA3uO5LFVdVNVTVXV1LJlyw45qCSpDcf39DpbgZVJVgDfBtYBvzHisXcC/3HoxoiLgfcd+YhSO2ZmZsYaPz09PaEk0uLp5QyqqvYBVzMom78Bbquq7Uk2JFkDkOT1SeaAtwM3JtneHfsY8EEGJbcV2NBtkyQdxfo6g6KqNgOb5227bmh5K4PLdwsdeytw60QDSpKa4kwSkqQmWVCSpCZZUJKkJllQkqQmWVCSpCZZUJKkJllQkqQmWVCSpCZZUJKkJllQkqQmWVCSpCZZUJKkJllQkqQmWVCSpCZZUJKkJllQkqQmWVCSpCZZUJKkJllQkqQmWVCSpCZZUJKkJllQkqQmHb/YASTpSJqZmRlr/PT09ISS6HB5BiVJapIFJUlqkpf4JI3FS2jqi2dQkqQmWVCSpCZZUJKkJllQkqQm9VZQSVYn2ZlkV5JrF9h/QpLPdPu/luTMbvuZSX6Q5L7u8fG+MkuSFk8vd/ElWQJsBC4C5oCtSWarasfQsKuAx6vqVUnWAR8BLu32PVRVr+0jqySpDX2dQZ0H7Kqq3VX1FLAJWDtvzFrgk93y7cAvJUlP+SRJjemroE4FHh1an+u2LTimqvYB3wNe1u1bkeTeJF9M8saFXiDJ+iTbkmzbu3fvkU0vSepdXwW10JlQjTjm74DTq+pc4Brg00lO+omBVTdV1VRVTS1btuywA0uSFldfBTUHnDa0vhzYc6AxSY4HXgI8VlVPVtV3Aarq68BDwFkTTyxJWlR9FdRWYGWSFUmWAuuA2XljZoEruuVLgLuqqpIs626yIMkrgJXA7p5yS5IWSS938VXVviRXA3cCS4Bbq2p7kg3AtqqaBW4BPpVkF/AYgxIDOB/YkGQf8DTwjqp6rI/ckqTF09tksVW1Gdg8b9t1Q8v/CLx9geP+BPiTiQeUJDXFmSQkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElN6m0mCUkSzMzMjDV+enp6Qkna5xmUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSRaUJKlJFpQkqUkWlCSpSc4kIUn6kZZmuvAMSpLUJAtKktQkC0qS1CQLSpLUJAtKktQkC0qS1CQLSpLUJAtKktQkC0qS1KTeCirJ6iQ7k+xKcu0C+09I8plu/9eSnDm0733d9p1J3txXZknS4umloJIsATYCbwFWAZclWTVv2FXA41X1KuBjwEe6Y1cB64BzgNXAf+meT5J0FOvrDOo8YFdV7a6qp4BNwNp5Y9YCn+yWbwd+KUm67Zuq6smq+ltgV/d8kqSjWKpq8i+SXAKsrqrf7Nb/DfCGqrp6aMw3uzFz3fpDwBuADwBbquqPuu23AHdU1e3zXmM9sL5b/Rlg54T+c04B/n5Cz30kmO/wmO/QtZwNzHe4Jpnv76tq9fyNfc1mngW2zW/GA40Z5Viq6ibgpvGjjSfJtqqamvTrHCrzHR7zHbqWs4H5Dtdi5OvrEt8ccNrQ+nJgz4HGJDkeeAnw2IjHSpKOMn0V1FZgZZIVSZYyuOlhdt6YWeCKbvkS4K4aXH+cBdZ1d/mtAFYCf9VTbknSIunlEl9V7UtyNXAnsAS4taq2J9kAbKuqWeAW4FNJdjE4c1rXHbs9yW3ADmAf8O6qerqP3Acw8cuIh8l8h8d8h67lbGC+w9V7vl5ukpAkaVzOJCFJapIFJUlqkgV1ACNMzXR+kr9Osq/7Oa/W8l2TZEeS+5N8IckZjeV7R5IHktyX5MsLzCyyaNmGxl2SpJL0emvtCO/dlUn2du/dfUl+s6V83Zh/3f35257k0y3lS/KxoffuwST/p7F8pye5O8m93d/fX24s3xndvyn3J7knyfKJhakqH/MeDG7keAh4BbAU+Aawat6YM4HXAP8NuKTBfP8K+Cfd8juBzzSW76Sh5TXAX7SSrRv3YuB/AFuAqcbeuyuBP+jzz9yY+VYC9wInd+svbynfvPG/zeCmrWbyMbgZ4Z3d8irg4cbyfRa4olt+E/CpSeXxDGphB52aqaoerqr7gWcazXd3VT3RrW5h8PNjLeX7/tDqC1ngh68XK1vng8D1wD/2lGu/UfMtllHy/RawsaoeB6iq7zSWb9hlwB/3kmxglHwFnNQtv4R+f+5zlHyrgC90y3cvsP+IsaAWdirw6ND6XLetFePmuwq4Y6KJftxI+ZK8u5vS6nrg37WSLcm5wGlV9Wc9ZRo26u/tr3eXWG5PctoC+ydllHxnAWcl+UqSLUl+YgqbCRr570Z32XsFcFcPufYbJd8HgMuTzAGbGZzl9WWUfN8Afr1bfhvw4iQvm0QYC2phI02vtIhGzpfkcmAK+OhEE8172QW2LTQ91caqeiXwXuD3Jp5q4DmzJTmOwWz67+kpz3yjvHd/CpxZVa8BPs+zkyz3YZR8xzO4zPcvGZyh3JzkpRPOtd84f3fXAbdXvz9XOUq+y4BPVNVy4JcZ/HxoX/9Wj5Lvd4ELktwLXAB8m8HPqB5xFtTCWp9eaaR8SS4E3g+sqaone8oG479/m4C3TjTRsw6W7cXAzwH3JHkY+HlgtscbJQ763lXVd4d+P/8QeF1P2WD0acv+e1X9sAbfQLCTQWG1km+/dfR7eQ9Gy3cVcBtAVf1P4AUMJmrtwyh//vZU1a9V1bkM/n2hqr43kTR9ffj2fHow+D/A3QxO//d/UHjOAcZ+gv5vkjhoPuBcBh92rmzx/RvOBfwqgxlFmsg2b/w99HuTxCjv3T8bWn4bg9n+W8q3Gvhkt3wKg0tGL2slXzfuZ4CH6SYraOz9uwO4sls+m0FB9JJzxHynAMd1yx8CNkwsT5+/Oc+nB4NT6we7f+Tf323bwOBsBOD1DP5v4x+A7wLbG8v3eeB/A/d1j9nG8v0+sL3LdvdzlUTf2eaN7bWgRnzv/lP33n2je+9+trF8Af4zg+nJHgDWtZSvW/8A8OE+c43x/q0CvtL9/t4HXNxYvkuAb3VjbgZOmFQWpzqSJDXJz6AkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgJElNsqAkSU2yoCRJTbKgpIYleXGSbye5YN7207ovU5zILNJSCywoqW3vAb5ZVV8c3lhVjzKYZuvVi5JK6oEFJTUqyRIG34Z8c7e+LMkrhobsA05cjGxSHywoqV0/B7wcuLNbvwZYD5DkRAZfDdLnt9VKvbKgpHadCjxeVd/v1lfzbCFdADwO3LsYwaQ+HL/YASQd0GPASUlWMPjixKXAqu7baT8A3FBVzyxiPmmiPIOS2rWVwbcN38fgW1bXAP+CwXfxfA34yOJFkybP74OSJDXJMyhJUpMsKElSkywoSVKTLChJUpMsKElSkywoSVKTLChJUpMsKElSk/4/qrc6NoPLdskAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -1426,6 +1426,13 @@ "sample_size = 4292\n", "get_robust_performance(keys, width, sample_size)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/pre_processed_data/validation_results.zip b/pre_processed_data/validation_results.zip index cd8d2627a4bda94d181b1b6d59c7abc815c8bb31..a8469a326e79b585da9e7d588c2ba66e0495cde7 100644 GIT binary patch literal 4722402 zcmcG1S5%Z))3u|cA}R({#)z0eRG@RWG%{n(Z5AaO00osKIhha@1r!A&ngta>Q9$At zK_w|FIU^t_ImiFZ`ugcLbNa2nug*nZa97mYr=DF^yQ;Qq820<5Awz~p4VmiC7tHkZ zed&h&@-0>mOAqZ{D1~ZgGY3!4qj#cdzc4a>sHqeYF}*P3_K}NpyRL9V14LK63KY zLw1ZcYC~5YmEP0e*Oxdj>^J`=Bc+80H&|9jmFd0IvMI|yxx6E0x#x}LnPbk5nPM#C zvv-zF!}dS7K8{)5aASE$%yK=AAzMV&-@L#VJlenbi~IlIdSnKTto2$p-LF6TdkMx( zdKx>~^7qM>MrsG6xK>WCVS|}o?dYHS-}W1xNySc}bG93U8 zSB*~C`mlZJt&^;sY;JfbMR?B*^Jbh@IQ{ne+_tt9^XNZsDDBo(u-&2{&{l|?^)Ksx z58w;#^}oF#!Fnc_MHo2VMXz4m{|kq`r*poQjkeM-!1pSle8I>aS31xB|6$Lj)461k zlQuY*SobC0c%*cGp)~K5G>`EIT`P!ZsrX0erT9^kzMCwnl2NWYyr}ByuzxxK@Oi!< zHg&n{8KL>p{x|B`Y{JOl+UPu+Gq1J#zahu7Jz#XG?}?TF8}@t$zTo;X=4%Q#xb5u! zi4FPataD^{eQZw6xG9GxdbRL5+>XkH;G8cyT zyv00!A2;P|i$md__!j-1@`Y;sH8 zZ~roXqA_1k9C9Lvfdpaim4S7Rh#3sB1`7KB<;wyKI`_zb&&b54)X<*82gMU^Ks`3k;79XY<*X+ z(XE0HrMUI{0$ZEIjq;H7W@q?-$r|QCnfn76s!GD@J%QM!s%XnE2a#D7V_B29Oz~tZjWG*;16Z;TdbSrduKXsUsK8Sr9r2Z7yQX|?`~KsVKzK4k+a7Yy3Vyc^^kU74o@+KUigt$_wpgci_-5eo@h0(*i-q<1Sy2 zCvXd*o-Gh{I2<0~)Yk4=TkF0b0eIBev2$WbV(D*CY8!NmFSx(Ca}4Es$b2;#VV3N@ zcIoYw#3l?oo}TU=Z#FtY&bLHV$A9Qk5II7sL%b+5zR>K2>yuLabNjVaW0LL)$oO|B z_yUjkaZVI+aM*K&B$;%6;&0PdlK(w6bmo6avbkSa!H(7uP{9A-!52hupAMG*92!H7 zFz(~V7o~-&cVdMFnHY1KtdPkNS9ps;&hMO24OGa)eJ>0-EH>egGrr4yTX}XC{%Dgk zc*o*5G@(fJzss-@m-vFN<|Fi;k@pM5DDgU zxJ<(JOuLe%j?iQIxcOEwzwD0`gXYsv6XMj-5$h$G&*X9md%vtx(>UtqXB<4;3Ho=h z=?#IvGwKdspz(W$h6M9D4AMCYS6kcUcyTTE$@1*YY>bVx1{1`Ci0n9zV1K28KK{+3 z$PVe4A9v^#{mGhtK2HB`e0q-AE%ThK0F`wVQ8D>`_jO5MEH0Z)7&>t_cP-c58Ni`K z-{2ry;}7*Aw%hXsKQ>MPd8RNo=aA+)QX1c#&*|6TuAdwKq4(QVs2IE96pEQu>bVeZ zgx@Qk8sV?4)}4Ux@awHV|69~qbGyG;pl}o-YWsruf;qD;m`ZrFEDn<}Q`^$rm3p}5 zInLBV+~v;bIe?$r2Z4M+#tx@dl<$GhEsIV%Vn$tx8Gp5;9jmChA54$=dt@O*)R+(X zg88nkBIE$p^Jt{&_)4L3Qx-hx#RDcsz_|7B9@KPBL%tu`bktvx?@>XJY)PugVL03I?UWB6t=52280j6Sua$LQUsoDY3!>7<))&)Tx% zSB*rav;Xw3%IvtWqx;5hx%x1|TRqJCeuVe#asO%^syL&d^JUml%J;bS!tNWJNf`GA zmEoFqUx~$>?8q7!r-=~mn~(Da<4V=sA=fkiuPVYJ-SPMD+gtNI&#eYiiY#;K&8T&e zfvO@LRMXk#IK>)rJ(U}h&aR@8GF(j`X5uU-C1=O3ngA$ZuDQ(@M2(Ffq+Ab#dk&3D zxcwvL$GajITaAbNdfTisg8UIs$oT^yXQIuQmz4Q9?1ji-k*kImL2szG3r!x?+r;Msd;mSJUqb2-g%}w(kZtcYT51xZYiJG3#e9bLs|66NOjXqXk z)3}W&@hcX{Z)>ztb`qdb7e>AcJ)K!C!WF zxn2Rzk4FyrRql5&g(zB(HD91}d6pvu8vyiNE@5(iZdX8W_;;}i__8r(Sq@KO;M60D z)Kx|So$@^Z95#zZxNVpwC<(Lu^aG~}?;da3Su_j!R{fKa&u@z~rmV-EFUrUX=O$fY zB}Y^n`*Ct#=hQJxLjYyubaTEScZt^{$asdZ{Xioe?6p3)YBdH_;7>MTeO{vnNYLJ% zKX^gIaty?9{805cO#bZ<39x7KNb7Ur=1rvy{{8+wM(xv&ZeKa0 z0ZIuIk@Md(FG{L~(CDQ5{05oVi^J2~@L(UgF6+yB6)4!hM-mZr?o?$7(BY|(maxYy zRPAo_>5azPKBE;~g8V1RK-9hiv7F$W2SoD&c(@l*dme{yz&w|7^DXWaS;gB$c( z(m`2WJBpa8+vo==-~$npLpowML^~xMPQ{JST|P7~JptmEp2twn0NeDj!S1sN}538cgQgF)*>IaPSLZ_T2A8#NNj z##P+;f}3|QT%?{X?s=h5<^9A95 z#*d>=4{#hhgGabSZm=hNcZyL59&qG+14?amzz@|SByG_XWUQu;1DMZZatIf4x>Doj zJk@B#L(Wk7Ubp105OieFnBJxJGzAIHXVXXn|IqkF;d#mbjG_Lg#azFvbe!WXP#mIy zzE!`%MqQ(vk0W3Bt)i(B_I+95ldz`UgE(|Xy|eu8cpnn+>YzsF$T%qt%6JGl9MYo$ z246Ve1H#3M35QD#mgn?9$eDYZFBo2NCYG`ucfBxT(n!yD8qlY-=_|Eh;eO4^4{r9; zS&$HujzmSLqt|Ywj0ap#<1q03~Q+sL~0b%3qu1@7N9!kfJKNY)R>4@)8M!N~=7%MJ+ z07WfS$ANUPA8%v&ygkhh(~wpgJlx%1#Z&>w6e3o~|5~Rc+Gl00H0ImoIp%^x}mC=QGtvOV_)el+;(WzQf~vwMF`a?;&8o zoPUiku(%eUAi?1dr}JYQp`3giYSLzy&+np~k3U;sZpGyh zj`!SIR`Hb%AMv1*(3x%=YX**#XQ5f2>cVD88cdEFi*zMQufW3S@Gso_$w{M9J(*C{ znSlo4d+sefLLmqDy|C}VU=S9Nma#vDmn!t*EuZ!(E8Wl15I=541Mz0Z{$30Lhmzzl z2m>ds)O_RI+u!ks`CfjodPXQXBvy;s`$LS6EumZwMNAfPQBH$g%*qV01t{(*uVWwl z4rNxy(C2F9vglR`*3*g8`?AZ7KZi3={E~-TZEIqgYLJl>l#3fx1 zIrl=%G4vDuW^?stRPSsBQ}WZOa6iHB=W@#T_@fo_94?)31-8lKVrP|RJN9TtS{0{M z-1dVqt6{EuL4j)Me8}~}@-dA=*!6i)+xl{?BJeM5@{7gH;&O0(OE~K9KWZA7Olfj( z*9)s5YzASHw${=}Kj(fgmXf;%zfA9sm<>pBexMB;N-oApl;?qf!{m~lN{#Y!X?hwx zh{wzR!!{3X)4>m|E$VbW`*P~AB=dQsIa=P%Nj}L{RrsU*>NVxOhB{cpY(@G6sYjsgL9!=UbscnXPLs{-CVK zgAO$)!ysIO4NJ?|w+M$>txWk(qg;GWGS9q_aJw&nC4_!N!h zCOJFy6dcTj$~pOn=7i5S$d_O}LydGLO{=0ia_tAaYvq}KQTF;16wolhZcPhKc7*DLrIdT_k;VM zYFrWDelpmRztgA{r^pYkZT_hD3q+2tEfTm)dK*AFAGcokY#DUIA=7)S>~`H~v3X|q zhcf3~d0<|ij#@toaU17QxCfxaq>+{csx@Z!xzttQ&VOR)_4JDwlp0P$(kQ3-OZzF` z1J<*cr04VEY<``OHYvjcexhcmZh;)Q`(y?x26m{`{iMvtp+gk|NsHHO;}Sa;*9YPu zbIN(EMVtDDLC<10N}oWFZ^6_X@sAxQr($7Og@6-{YT&1X zZktG|fs-DXG06L9(=;y?4>`rvLxact1#C%^MFe@m-KC!;c%H)}T}!hooB2a`paQRf ztI8YRdAkg%MyVs36MHOlH54wXCrcVOQhk}R^DJ_3&^NoalqxoW@|+pS_j-xGS`vLv zde;&+%l6k+d9gt#MFNz5}6t?_~zKeO=i3AwE;f9q?1A{aAoA%n%j2uJSW! zXiUrk&FCpr&aQ%xBV?Ei(tA(*Ez(*NT3YZA?cO>5k$aATGkV?VQ>E~Ibv0x?g?rMQ zLu&IXT@73YnG@PXPKtbX4yG^w+scqlY7!+n4>fjs7L3FdQo zq;+XgAq!}3zl!mgnVb@{VUiOVGxs8B9lzl~W*XR2=$VRR^7w^lrK6t{B;# zXI#OPPrF#ncu8bW;L+l#+o58bJxWe)n(v}XKn{(=B3!^f6#3<_enS_AoYdH)$PUg@ zD6gH2bZO`EPMA^87EewnT^g6L>+=#XHP@c!;bqt}kw*{z*bC}0?^*H%iG5i^AnS!+ zTN>#dX>qQF+c*5#ij&Ou+M(-Gm|zY3HF~uk4;n<8Kp^7tSftgY*#=veTHfizalff^ zIAgB^g!_b>DCSIDpGo;1u%6A~5Qa`ye~C)>?tVPr>-c@CZmb7&)c25%dTUH`jRf<# z9MZdZ{n_pLjX(PPjGpQukU?#7{GY;T-iUOWaWN6kb!YNa7@`c%Zn zW2UeUi_9ncx$3g+ZI9?}z+Y52c2ksud*UkawZT>`#SL?D>l2R@ zE_q}(3*z|2s2=sgX!Umq=5x4Q!qD-r<#ZO--@sFpFJ3z4x>uwi=vbiEmA~90(FSl} z;)+Jt`0+iDetatun=ALJX;duz3C5f~DCUezEV&5bp6d0J?l?>B+_H>*A1~?16xX{n zb{jz@ooz^1_qsh;RD}g%4vR)Q=J?OsvR|XH5&ziUThb|)FanC0J*Zv2Y5k+;5@1i~ zl5W{@A1z4laKm>v%f#qAngz>(AKTGLU^M@Ur=;ALP9x5Abno-ucC_SRpR120KRO;e zfD;7jNYEQr;xR}8AHWWi%^=(`FEh>Y*4l;dBuy=z%Fie?g^1c2L^CJm+Kbxdfb~2U z@k^M!ziwSmE5<{nrRIl$2TtIO?LyQy%;GIvC&Bp)WIx%@?Uw#yTkYS};UwQ`sI=|z zKFIkF7KrM!3tFg$i*p5GHIqxa9w^l#m$JA09nRDEb6i(y>VZ`eL)7*Bc)My9Wjz2L z7L#;($dzwB;8A!Qht4qpT13`094e{ZM@5}IXHKvsm`^9Z&q68DxhW^{BYv-ZBa_{h z)Heg-I(g_=e4WzRa0$p~qHh*iEK}yK zd~1n{5_lYHAsUrj+{F1vc^-)OTn3x)w>GZ6CTDK^0CrDLCUt10`+`&mH;d5*9fcu( z&Vt^oXoC)Ep+#Ey_2Xq?RfUMw$N41=ppyCxTA^bSzILWGYTG)G z(iuSk9}hWH+m^JXG<#1UjvHaaoKBkFuaz-(ZC@^S3sB%YJs@)-R8&wv#s}DQM2bwncpC9FF4~Bdk5lAke3yibzM>aWyL50Jx!ZNUz$fUHT(-Ao6bc`1(-H8q;>fNB5Yy4>PQ$oIdYq&7Ot zX%b~Tgd93)r9#?+qoD@rVpFQo@ySLL)u9jVIFy-eef>ssAP2A>T`?rwE$>R~h^gef z#48Fht}O4*JHVFh&~tpjQ2mAR6!3wNNhcjL?T#Del&Pb;l;N;270wH!*xcc7HK zsp<78%6h>0=qMLydhg(299Z%UcmAAc)wHFmU=`Wa4Ba0cF+_B<8F#*r-!nbJ++N1nHQKG|~QC<50 z4?O6+Iy})M|1>1ZTD#3aNjda_MdsFsPZ}Lwpul3a47ULUm4a&*8(0E@<$PMZxV8rAgnaJM0@kSENXR}Ek4Q`4%;A(R71J2XRjpb%s$_A-I;zP8L zgLihH1oL?a`DAObc~hNVR<3x3n?G*w&XV%=p!cIt@5it`K(xFci1<9j)X17&8@=>L zOq|&2E_HXuUQ2D}jgMoNH{4hr60=-S<6qy~p=dSlxL@OJC3v4r;}D)1iwlgY*tz*# zG}dzVd#sq{v;*vVN}&z0q4Y~jC7917-Z9s@5*FQ4T8C4$i_4;ueiee|&qSlD^%aWk zl==7 zS+su)$Br=Y@JNfKwv5$HsrgfEwZf=d;n6MvFiByf7Rshmd7mUWpUWV9Fh?!G$^LWf zD7+AUT-PqKb^SOf>PMl4jYfIbeJJw*=M%r%tX0qZRhsh|ht9yXX@Pe(gH^R`)H$3} zw)GT5^r=Oqq$ehuid6frn0>%w{@{VOF8VI0qB#~x@uxUjgJO0{ich)_ZhpOYZB5|XNa%UX16tn1^m?wPxS9OfeWzcs3drorudAq9`HS#!6K|H?JAAW`(^$X z$9;6>z){^|5IUEU6o0ZNPnmkPfcabw>F(R1W$Cxu&;G)T3#Y2=HDg;LVd?Lvuv0R7 zn~4PHa~PycBVl$nWjXf`;DTyqg0jFj9^^XVj%XwMi&asS^YMT$44Dkl+X>EPWwvDo z<6?`{D|I>cE{mXAcm&$~*13Cyq@o&)PI`lvdH?mi**Sw)Wyjr5>+1gA#ZWnRFWP9X zFn4671mv*EFU#b9Xs%rM60a>-IsP120v}1+fbP@zMbA#5%*T-k zmqV{s_`Twi&ad(+uD%U?-;3cs)hp}frHTru9Q*hXnzdCpJrgosNOahwcj2qa)P32b z(1{OB4ln6h$8Ld)&qHI{4^v-BYG9#NG=#U0)t06oa$V7Zf2<7aqvad6fr{Q&2skZo zFpHHhro37XS-;edFF12;sz{WH$4g;N1Reb$TZ&EFqq_fb8s4`}-S_djba)U1`&5*a zpUSWn4WQu03xzH;(#grWBk58bi@WiFv!Qd5RqRYKDK|ch!lhj+c#TvTak#{nYA>r? zup%uTPpx(pPCk-An+X*}PMIJXd*0d#3ii0~g>RNde4%;oq-^uKVte0Ojw-0qM?!3HwC9Q~!DrKY?=fA=$3LT~UTk{jAK)&}xzF(9hdq|S+iT9j$Pl~fW z`~#0T@5*K8>1=@L@nqD2kXmqEq-q3wPh*gd_FCR|1}%<>NlN3RU;N6dfwXnn=u6A* zSSYFcgBpi~zqE(;UTrejUw~(|k6sEA)WO}t+Yrf_;}dohTHYlLIV{qP@blj5DW%6& zqdv)hj*)7tOL1LzYUPUp=@+M^?F*#s+yB)&=|PE!#)&Bzd& zcf0vfl>&B-rPz*A2j4l7iu&LNsV;OOEu0Y(L|G3&hruPSkn&e|-)EBZ{ytX4 zjQRP&$RlMWG@pG0Rnq49TWV6T7BHXAB)z0G`@x0pL4V-6$r^>$+di4Ifx9z%k-Td? zf47KW0>-1-J>h1*mQCi~M$--ttmWxkRM5K92YR+Sh@*`uvJ0k=gR>lAz~qs>xo$ow zIjJn;KF$;NPYf}Vasq`Gvk_0wFtJ!bb<6)4GGvIQp_TQK;r^ zYkQ;E?dIpos%Hl28sI|hXQ=5DHvTV7$o0aILwx04*NcKIo7-Yn%j=ii4@sE;Rxs0$ z_0wLLwMw#{^yQE)Zs$w4uu8oCdd4)gr?Y7SRLQxA&Npj%Zk$M24?J4B8iz1;q?p|= zRKctoYbQe)4&S}tl=V1pgb|ZLTGXi2xM4@nf;QasPa4j)_8x)0v{z8GbH_P90c5=JTg4zf zIV1HckXQVn14~V04wvU0PFI0EzwtI-;Ie(+b;@`E^&E8Xo@^P7o12k!+fZz*yzbL! z=OeQq>-V8ES8LXvc_4{j@<_KjYcDbf8*SGAv+iMdboUp)D=90n^S&ulGZeGXl%me*RmqT(4|wZrJ(1P1JlG1&vJM$24-M955Y)bL5WSWgi&!1XNB0&wqTPb2G!lJUGmCE22OnZ+Ma z{c;@Y_v|l@6dgattry064(YM%@!K|h_HxEKLaJ}yMRz%H4SNRC6dm|$)^rN>0C0G0 z(v!`#gL{qG3-Qwlo}YKsKe#mqdb2ucYt+;y!JZPVXR=8j1(dQ++*B0Wi+2hGV^#|W znxN{d4wAJT$UZAC!FmppbY9|LJ5We_DmJeaJ#+G6s~(8h2cu4*`i0t9>d^woK?fNL z*N(F{X*ruTx8h}}F#~2xr2D~xCo|B;s>%0@q~T@`jY+tY!@XtWa;)Jy9&}*}#jt*5g`h*I};h~?};S=DT#t)fOJfP1vYoNzTEs?Q?-b$cFO`@ZZbmonf4 zcH898uvpj17p9c&0rS~x(yLXQI$l_5uks~B& zEYcNBgJlB?`!2QN{MbGERh!3m2=>}YN@w-@&r+&@3Ai4u(k8s)&_Cs`b%rm+uIi16 zU-gywM~J*qmC2$i8Re?Oi>kg3`&ZAZ3ORq;h#1jcTfq4UI%LyAyH9pbv5y;Y;7<;$ zsS17ywoPujAZ&g>Q`#YUxN1Y=mXV1}}CLTS(BY7}RT~18RyGsNptB=F$Pm zcmO(V2I&f{)^QV$@|zxb1$MEHmcn-X=@3O$L4$5HG;g;-&sJE=VUwl`wf5hx#lI30 zbZzq4p7gj2%1*YT>%k3U=wBh@g{v&Mq_rV&2NHUIx&Oq8LQv#c`ZYMULNP}vu{D%3 z9smxFMtXgYL9J=o#X1M{8bW{BS}L2H*bbd3=$IK(54P&v&ZU4B&y>wTQG zT5LO`X<(naVgN)GqET{^7IvdULbyllo-jc^7g7B9b(h$tH*Ll8??sQ$O9s{{1S6u; z_9b$g1n8jEo`mDQze`F)uYWoo@0VX(nDE#XO0F1a`_J-+E!q+yCY?=M+M;&Op@(T$ zn1gj{Tikuy1U!)6A4SMN=5@h{az2E7(&Hv!nuDB82Y=wc|4sQ}kh3j>d^W0xT-x2O z02wc=h;T{kE1H~LySICaX-G$1tWTJB2Fh!*knvZNs`4n{;B97V1qxY?6L)-reXnLx z4W_NIQI#z%*$*DyZ9x@B{cQd6| zj2-g>HuQhf1n1kL5y|meo25v(9*;LdlEWk2W6n#Be!V1KtPE(>x<6#PER1!rg_-?;K#=RnsFM;&s5PZzu-SkGb;o-DMBHQeyG zPb5z5XKdITf2Cd?5?45&I$E=rzogwcNSr`;HD;9EGS?@g#V%ov+m*rX3mpw*CTGxh z_Q|LCRtWbL!{id?XouGRy1YrV8S65q*0sN%EDtVd+>1U{!B1nAsa7YBd+Iw&T6=tM z-6hlHZDQjN2Tpr!Z~YUvUV94Fp&oRq`cRGsK2>ZEjc_p}P4-~FAF~@T0$!}$d;fJS zL=t{S7ZaM9bGJ}$7Od#(Y_{^!44*Vmsb0 zJ!BSI*+8X`jYu5w+p^V#65=J7LAvjdtzOY-^t>1kI3C8Eb)Mynf+$)cVwlG7%A6_R z1M!l>Ak8qf9`r8^928q`*z@W`ZodkY7baamOSFqm?vdbpni}a%$lg8g-#Wb&Yw}-9 zc$K+W23*d#;329X51f*;B#lQS-So+`eLE+sz6+-cQ@qmI=k-9MV}!h~v*Ka|g&jQT z2s1+->Dj_s?Y!r+%X@I^b(eYV`LL!H;Bjz*oqgJz4W zq?D`D4bluOs=41BLyzVNgDZT^x8@rIcIGBL#5xzFYa5c zA?vdd$z0?aDH2!!*0VW0!u1@3EwRqOcD7ejn5 zKSE@Ig^t%+D)=N)*5g5kI$le9eMOUIMOF1z{95^%b(IMte?~wA*&2OqCm38@Ea7{_ zp_AUB5LRN_mA5(?uYj90&Zzwn3x2N*P%$keYxD%j_rieBW)UW8QC9kYzYFNWUTx~U z`}582-GPW24@v4YXZ3%fj0a*4Iw?k2K%J)lcwlymn2NWc_4Cm`WF zSkLB?Ru*+FR&2MumWk8M-t8$H7WzXU+x3t60w;m=ND0=Xy(ffy-&GL!*(pdYF{H0Q)`$5qyE!hRq`B zJ%D>2@q*6U?)E1;o;P3x9hsT8*IwVP3q{NvbVG9D#eLT(-vid88ZZc6!4ksY$H zagzCI^sG$=h$A`#5uy04BN-1yodKBz&*HfA<(mRCxGvj|6M^)e<$C8ub;>rdS!jCR&YNV%?!n7ldpIeCui{2U*+lPT0xUr4{l7nsj%7*2hufESAf z^av+~X}l=SIMZtUQ#C5y%vK{*1{(EQ?1k2-KFsu>kOP=cr<0}$N(TK&&OT!IaeUKN zIIOP_?$@FZtvpj%nQ}e=9Xjdd$5DmHyFNCq!auZ&AMXs=nlJ(CJ;b7nyz=%U(duTv z_iW-z8Mzq?10ML{8+hIOTW4-v2Oj16C$D-ogg0LTa!_7HSlzVeVZ4~YS zlR8fpF?_gh`&~^dHZLvmFrgvLIhWn zhd?pY{v=j|T46n*Gu;-JBrXH%@hM$(;dk%|qt2S<@uTNAl zUImm{(|ICg#yTk4C!+f6wudEP$4dBU>7+ljaY}OWtLw#%tap5`o9^fd!Tui7MVYO6 zbBA(09&v=aC_3p~OHvKmpB4q+d@sqAZ#aS37 zyY-$ClUF2P@6Iz`2FWWDPoQv*?$%Mh$E_EBX_=(;fN}MKjWu)dSG(qV$zb{pXXw@L zu|jt*_b2y2t{3V^8Kmbr<8E`E@7E^auAgHqU&nC<#otF!%$bLBeR(4=%??;>^?A*TH#;nQ_ z?3pY`N zHm^;2r?X-%&hASsXWILXf}}0cNT6`0+rSILJta`!5hnNkfAqiYXmPub&DGM|t}N*{ zgN$bdBlWl5vNM$N0CHGt(kp+m?d4uNzZ0u}YX>m|YaJo$ha-Btr`TY;1nbfDJi@-u z-d2=8ue%i^3No>uZ~sypfO_RJ{D!|;hajh`rk#-Q z1t=poa?Et3Vh;YL6-G=Z>2Mz>Yo~LxhPCp4zWj60BzvFQhg32h4bz+=e|`&y6Ei zpAWbMp}z7T?esrCd3!n)^2d(-ajt3d^&TD*V4gYaAS@?nwIgd*BK|l_jD%d z^&wimlau4MTCvp1^UD#B3XKtv?~PDu^&z7}bSo8)IKq^i#~>^PTpM3_d{5sSJhyUK z_uep}0eZA8=v#Hb@*Yjnw~EUpT#Cx(r(C+*_zSmwf3WcY2fpncbQcNN3j@zfFrUMv z5hlpvvx^RYa~7lbtTj9D#p(Ti0ocwt6;ZmkGBecCN`V; zdaQ=R6>xRSdbGM_H+O{(<$J(*25D)I!P55BzOojaq%AnoTj#W279wepsG5_M`tE^* zn1i%{gr(n2!O1JDor>_BeANRPue;lzBBncvIiGusH&E8&zNcai>HTim&iA8kF~pSL zS6}N@%N9VrPE~~ZeV5)Yk^me!={Kv@^zha%vvNG-_-MS&6_|ia6ed{k1gu_l>+o;YxVl1yVjh%|^N~Jb-1wW|&Kye0NIKdZC?5*kceA77PX$M9 zg*96gj7O{(;lWtrdTFKiV?Oj`D^P=flHMn8$n!$uiT4T(77g}nQSHGzFHxR%FSsR9>91g`U_T|JT&biKdUhoUj+gn;D8P8@7KX&Rm#Lt3+n0wKFx}C~S zfzY!Rc73=E!b{S|y9~6MtZc)>eXsT2?Xq;}L%SDE!Z#@yY>?o48k0qsCUkY1RO+9; zglhqd66_Y+Rvd#mZfQt}dD1dkw5}h54u?bd<(^yAC%?OP08`Vgammtn^3)u%{su}; z%Eq73ppXMtPvfc)c0Mq~sx_`zEyoi;h@)Z^T`1EBD4`@j)lBV`zw~ z_v=r_i_RS5=2O*s(u%Y$rCncX4}W6S9GTPg(bN0{;ODj+eX(+ySiTaV!(cE7r?qOv zkF=-W!B0%Pt9bSEHxGlJ?I^S|{?zhKBPi=r(nhgdr;$oiNAb znk{l>Hi{MQRoxilVoyR>)zN_1Fw=fn>O+fzMp(B;_w32?Xg;uE&cKuobyI{KtzBnYc!DGQiom)_DG8Xy%b=}*&l=Xn` znWS|&hsGW2e(|^kPpn!S^G&x zkA&*4TM@;1GH<=4TUIpU7lQK~8@|@Xoxr)h%FY4}`>A7~VU20XeD=#{lPTl?&Zn_S zr&f8%hl_1zKF7`fY@Hu^t`>@yhKQl*=)2yPU_A@zE64^N@4~>48O=C!WPE--9|+Nh zfUo|5FOX9U%B3PE;Cn8Q^ca8Mou_qM+l%l5tPb5b;M^ln`h5l!U@yN36-~I|L5Gsl zk^a&iqJIq6y4Q_Q)#lY%>EyOSz89eD((<0uk4o@8gGqX<_K;(H+_CscRa-|S%e+m75Fyifdf9n z?^*a*y=dMnND=i2l`va=dTgdZj~g#U4UP2fheM3*d$rkOO$WgQul4#7U=^@0fGR!8#^6CJs|6Kkp4J5@-;{lDE%?%BA`E`{A>Tg_c-t`_*~mGunwY_J5U*I z=JNX$lT;SgGyulaB3rC#g3;fMvG9crHkCsPTOJ`oA zXB(D@>li(QTy;*JnhF^&gJx0#{bwXl@gDcQutm-yeW6*)s`tLm<6b=6Kb7P79}|FI zD`PY&W72R>v`-SZo*I>*6V6P=pGz~)dC`X_wVREfXKL0%HMAVGKw(BhrD$RRh&Sjm zIbn`gW>t8r)wdCkmZN@Kqd3n4O3A%YL19B?kVruaSdW?xgd0|NPa>c8pA_3U^J0y0 zp>jPGE#qz>>)n0SDcA$nbJR$4dxN~^O@e)OIPUdIja-Vhg9Qa|G>q+Y(oNE&4~s>5 zV|>{0V~+OE@Fu_KLV;1h=7(TX+l31EnSWQSQV|pIK7&F0T6~uBYj)O z?p^2QMtQN8m3F_Eouv|FeGXFac3BSJPQ6<^;8O}-F5&vO+WSKxLFQ$+Mj>gZdWv%r z_-t*EaNT&v3OZ!HP`J+I5H5dfrKM}$wHDic9GTpk8B7B&iA_Xp+!$YB#d zQ{i1z(la=tw-r0U#d9&jf7{*<}nF>u=1|xR>?EFvCpl{!#v%h zRz(Q-{pi-N>AMfI60B!(Nn0P+Ze!%T=^Gw0N8dJW%iIlx%n?Xnk@V+B6A9MSS)>IP zhjOPF=5fS!Pbd7=I(_IAi0W*+k5)=fnJ4Mi0GCdBYq?fE?e@JgvHi!F*A&L341&O4 zjkfSwPunD^0?wn6o)g>hG^gi>8oq_s^IEu`oMr^5{_a3+H}j^@dlYu?kS}U^60V6D zJW;PLND-SjS@Gh>$L+CDF;F9dFZiR)P15ET9*0I)S>#`RB<}mAT>RN8m~GOqSqWMH z0zKQxxr`FZ^+3c&m(U1XpZ9!Sx6Sq%JmQBpDzEndwK<8%_czY@iq4J#*7Jz38Pm$C zYhFDdw)Ce|rorrD{8*@zS&gWUhP;m`!NPGbq&i&E*A3GpWtzhL9zdTf zN5t^UE_xrAfE)&$bY>nk_^h3s>p;nGPk-SrLCz3Z@OJ^)e8*! zyB~EDcWW!yZcz|uD@4xv*XHkk?o=#2uFsO-d~~LQa9O13ng2jkxOn%c;bD$kCYakE zM%XFWGqaRnK2wdfOhilP)0QW8C1Tjo2p$yZ42Po5LRYlDWyszL%6vTP2p@RRCIYIWv#rC(z=8iTxvP=qc zeIe?4%1z1}Mj4O0p6Ys%&JNf1&+RVH2*uy+<9B|?ReHeAn;Qx`tGX9|hpeY&t=NQ1 zvEKWA%es@rs^F6q_n&zz4+7^8#F2M)uNq5P4@7((Qm~VSjzMy)VL?ScE@0PTul=w= z8{D8>hW1_k@~WLqnU6zAg9VBKz`>S zHh1El^||h={&c8+bpdspe`~mXkn%l_9IE3?x`?keVY|g%i%y*A?EbJ)(X|M4eLT_y zrmJ25CLu%N5#No;&3ZFeO;C$Q(8s^>pn}Q$>yQpDKn&YQVGqEr! z#(e+hyR#?i3nARBN1el|&klM@@H~e{dOM?eW0cqRTzorY>VElepXFt>z*lv3bFra*t;xrpHQhG{${BIGo*=vHzTdrrmZFi zE8)Ld^7EeCEkqxHO%Tfw&ylTq4{jwD@*D=~dK8!MuKMfeC!8W5d{*L`{$dnF@U>CM zkzIYokP4W<$BN5il4c5vxXEQJ(y>=N!?+~b*(ew+NLgJ$YTnlcl9r&*c`U-!KrIKo zLxsVo@Nez6ohgIcsUF|2X^OGmd;M*P~kDPrzdvKTuviI7?p|`dm?C{iIJO z*l8B3arR)kz#CzcZB1jD&_0DMv{m)fwhW#G+@M=-guAxfsdKI-Eo;a7hJH2sb{@SB zl`?&gBBIcEvlPOOkfiZQE9+_}Zg6ZlmWhX)i4Wx(xX=E8a;q;WVoue%*e1dEJT=l+ z4DC!Sj)w8Y1hKi@K28ie+BB99qYB@Ct*0Wfo_s@*q(ehDCb^sgRNVRAlulf2A z6mcR^ZZad;Fdae;m79>>>}l7~@%d|i5ssXgi7!KwL%>nPqiASJPjz^YB;TW(31ka8 zQhO8M=P~f1CC{OP;uGEAtMx|o{&4otT*`Vp+6(DDokn;7;!wW9?ZU}T7;x51Ui00` z<4*`Ue}p53{C=&Zb-Y}*8exX)oxRw?e6b6feou<0f z^*sIDDn%P;0Fp*$llFaWMz4#;!D<}$3l~{m>r?^DIkQo`KPe~w7DA3N-g8M4{P7o^ zRN~d~GOWx%uX{B69wfBTK}u=^zu00ZVRKCYaj?35JQoVNYV`Yr$ z_m98KY=m4de6&cENjTzc3@ve5QHAq_fmO;bHWd(0;2<6Nbj8-cAlC~sD>mspZ(Sd^ zbZ{IyaMa88pH7i819jlKE{NObuGXbo|HqIaLo5xgtdAVmH?+}LQxRHEINq$St_{3e z*nw5i)^sNa-P+j-RdS-y-XCsjw@4a=hkBueoku4e>T6@o93K3@hYZ&|csX^jA7ZBucp-?%6Z}Awag;3O(bjM1n zFlmKmZE6ly3%OVB%(6^}Ya!A|j_E6_J(Ti2@S#HcLkO3?qbdqq%5R9ZYTe|A4br+bUupr$u z>Dm|nV0j^a3(a%d`gRly&@)F**KdQcllgqp@#z8z+Ij9mc0*!6lE?O^X zWQIc{T|&#&2yW}*R^q---=k|ah6^EQELx~KNxot=^r;or|JbA_X7c`ilvdC`fcH$= zgD&@%2f?4(qo`w*ce=ZSf(`(Dt{UlGUD>j-U9S?v&Lxay=%(l`1=S&APz7^iG+oky zK(tztF!am%{bDNCG~wia+L%Zg^94}L>Jj3Y-(I;iQ&9*1)(V*dlk^op^Ya0khqveB z#t%5Q@I!MU<9|n+*VCo_1}WeJ$lPY-ma2x3Zadgb zO1T>GeEhc_stQQB?QrgTeCxWGAMhS|hbg;8XD@i6eDyy|sM%k^i(*v3q!FIA zk}4Uz@zF8^f3$ynYiu}H01BwTA>eF}$PJ`i54>6)@mK2~bGEng%~_n{FH20a*q#DX z{Ea9%43Pf4LW22B;tSaAOs*Sj@5L8PdUnb;MyNP}Qp`sle8KlUlWZiIkJhRZj`&?A zcapkZ_2J&Xb8RChLl0E96eDHSVcooAl=;BdmQ5!dbhc=Rw;g})fj`_3ja^B5`^G@& z;Zr1`e)fC}xSLeitVNrb$R@Yup;}8A3&mC!)p4|)?wo>3;C^U}%RH%HqBViI>!~d+ zq_r(}PwL9Q|5$*l*B9?mc{imBj5=-3d_jMoifG^mw_eC|xTHm0YJDj;|Ev((B$6^k zrABi=3IdJ}Qq)!5)!GTco>J729=77%d0hIe>U%3jGW)8x+jS&?6gdv%hJW=ciWT@vXd||G$@&WF8t?(`1sMYJx7h?b9>HxQQ|za6OI5CY%&z zTP@8DY{i%C$^7QC-u>)2$og?;NNM?lEJrHd;I0>bWLd;jj5W^!3AT_ z^i6t!MN>v(kp063yy+9TNcYuTW2kUn;51KOi0nfeL-KPclN;P6NH-uluOQiU#$DPt3D%=MU4#n>*$shmt;-s)@2qFSl{p0ueV~YwbPdS>A2tk1 zu%5wX5Ej!lm4+F7o-B4>hBLi;fzNm-r}~0)IRUk^B&lB+G{V6?t|#wts$C5Zd&||k zuP5t+5yuqa{>bI?wvqxSk910C-q+uK@5M{p{4CcHuKi1JLg}CK-`CZ*tSIyGkCm{B z!zNuo(@L@`=}hqmkykoswx~)xP0$&98|NbmpPO>!&}i>XQI`I-RuS z-e7Ei!MA5kIK#Xity<9vHpx4XI;3p>K2hZu_q~uPa7p{#pT=pqYakZyZQK0TJrjUh zKqXtg;KB6=RSRzNo>~3tW71If5^EDXSSE0XaM_>5IE@ zt`8j#%>3AjQOrPwX~%IZXhGd`G_0}BbN5&Y)}sY=gabbJc7bvEU3`?>{m9m{91jI( zvd|uNnHTF`Dx;7CQ3WIiBujMStTPjt^*uS5?-zOQ{&mHE7*q=}M0KeCangGz^YLd( zbvoIErIv}c3#Xfr+f{sXn zOt_?wH%oS~Mt=|wI_`VqHGTwwljIN3w8^!H&Z5~uya-6?D+u$n+VK~EUXE{W`|ovl z_bTm_3hxxi^Bd3c1%EFXD!K!RKU!fCkoX3L@#i7}wM<%YVN00L+WOz*Aey6v${~Mq zPdHHF9yeZC4xup!!zL~8cD3Wq28`u+cDc_OJ?SbWMr%PW6T{)}!CsXxB`1D>F>ZR1 z->+D)^#gA=+54=pg=Pl)Q4#P#lX4ODV1Z~!V-YVX?6a#2Zx$QGmgyZfQnMcn_REnr z!MyqT-;&Hn_LB|vYVr5&=Km_h1J02T6GOd{LG!nx7Blbmmki2$9QTxzj`RkCbLK%d z;pSq)c|Ojn%Tk`mKrLn`RD#X-8~p`(wZalCn|PCUZq|>x24Y&e>gdmnz2GT28|3=5 z$_=6w$dKzv&nZdSE5D5QuE**jGEdI+@3ndZg`6qwe8JHB>}8PWg~6W2C5-wlX~ha# zr~k9^)lpkv%@zgY5i3S`Fx*}AfAd&76k^AAsDzonsObu1yf9v}Nb|EpQFU7HEq`Ib zUPgEIQLEF1&}VicA~;qZv*IA*g#?F2x<{LLIj-cnH@-8(lcC@`Xq5)lzPU&f^3?j& zGbr3pnh-W&g5y7TU~s*qSl7Ws@pnDeCU9T;R8)xi{3HKmnDXtENJIll5pK*y!b?->EH20Cdol6=CQ!y@*%nasBXLmhIDn~8R)PRzIhRG#8FA(OCxZd7NOhs3d5W1}B z`)^PgY8Z<5OU<1mjSJAxcpF*oM;V(o?F_*ArMv&;qO8fS5JgKviIqV_sGfv~gQ7iQ z>+N#lzv%~xF$HyNolQx6h~~ULjFtzh=f_jf!P&78_FU4NJhKbFTG$9u@o;bExrwp0 z7JRgmP~YK>(}IJP?{Vv?sZ`Q80L{Z~4bG2pz(&beJl?S_lLfAw-h>1Sg66?a%6Q<_ z(s*3L!0}heJz{dL8>{4`2JW#AulWc?`&JY$KSl+9q^!qFXrf9E*(a;k|G2trZy%nR zbT>ynIk^e~eg91~(`j>JzogGBam9DuoYozy;>6}O+`i_h96Gu3MS=8-)6(_@()R8D z8t8OKJ%=fg%N|gU2VjF15D>1R9ZKx^Ime?Nf3mr4MyojX5WV~x%@j7B*Vm-1$6+HX zgph@e|D3|gaK9D|HmSu+6hrgDnZjB$<*=({?=>h^3JDIAO?W(Jt?#CQ7Y%>oj^C3K z>DCotN_*xB%wvSW&aEdc+TtDw;B{%_}g^seEyR*KK@;!ih zCXGgz*W1M(_WkmHCq80w&ds`^J`bcgBT>;l&|pO=1$+EMMJabli(k{WE^>MPt`bTwOCdn6F7QgqnjpJOOQoEx*7Qc>J)D9a7j%H5SAUU^^V&c zn1QRI+~Y#lxXqakmH&(^_<}uBdtE5oanB2F=aN30*L8VDP++f^=a=o<^P@@*q6k%% ze8IpAWi7~fVYH+%35T1tVaL3*=HdJ%HK{t^abN?~>lur#)Q*%*ZiFx|@~QDg;GgZH=is4*_Hg!YJXJrL^A#YMtJkaJ~06Q)--V~b|v1p2|ZdNMPQOvzNR_XPcCa08vr)UjPwzdfcradqE#nPpZ;x2!5#;W(DiiE zVito#^mc2SE0&4Rec(2z?ll+sQr$s2ayU_OuPEbzh{NPC34dqLrRZG0xm_$1chR?L zpZp7Yvy&0SiIMdcO`+nhrv_w5w;Pm>9Jb4Q(T8)(v%dx}tn`KG*?g3hd`w$)0YW{M zm5^@rjQ20>-eWGdT}d;eW3TB<5cT`eUFo=wfubQ=061LY8xy?!8I=cI#i;R2{X*?s z&mrIML>$K~(_<$Edz@SfeNTG7dR)iNdV9~-R!qCNn4U3)Qw&AR{m6FtQI|yrUIE)l zZ>rFWe)_IzFy45ibbg^U@02u;@dsTih-V@f`;6WIey1YQQG|+La#57y0od@=NXPo| zw&RazzQAQrGE;2MroK#oTz>(L?EmSlGncX+h&RN0R9XkV$fnuj3&mubldnD8t_szk z&Z44g-~0ulZ3%$u>1qtZnpf_Nm4btY-*D7>O;h~Y=MU~UaX{vmuhsORd=HvWx;<+i zac*yF4bCo8hjoU%opBTTQhh;Rsv^xxGF06aKn{mRxPT@V95CUdX$MB^*R-S<>L$S3UfHv|aUEl_O8^i4kn8U3J4}3DUFofVuEV`CV~ip zNY_zO5Gh4UQfcX4`um*g+IPR_Jo}kze|r9dx#pdBo|${@xrYv=%eUy<+=BQXF?kO7 zWjQP^VVb&M|2WQvD^<8y#U4|w2QTv>>&K$NNqM?@Jr(wV^>h}GFau4-zc`fP_#OxU zyka6;gwYeA$#^aj(i^bKjH2QmFB3#;78dDINzs=>&c7ri3_qHd%$qhFB7=0J;iegD zF(`LTEme`eCM~qLskj?3!)Mli7uxb@?MB)Kt`H7#2%$KtvxbW)Xh7ibP~4Lp^*DUm z-m3rN7nX6{&s(q5)h`0)4d)T1;*q~xCKWh<`Ai;Z3Bx?yU&c;PaoVW+4B3&YEk)2n zn})io0QohWslOI~XhoGhaV#Ntr=Ve_uoCyZ!ho&4vlDoT{1_73m|Z8&fvgvSP%P3| zLZn<|-V$pG_M*wRd)FT90dGWxA_#3=#Y>QHOhIVG@3r;aIW$4D55xbG-feJ|EThp7nkVG~Ulg%3SIG2E9_8&tZ_(ec*B$yVji? z#mAg4Sm$dzNoDXQK!kA`8Z&PWh!$@P;I$4lA}3wr=d}ehJ2H##q`5}O)%a8bE{3f@ zq4TXUQriAIhevuz9FsL;WEF9Jn)q%SQB z7*0V^DsVDdN~8l22PkdEs$haf4wN2LPcI`jIy_(cJB5@(b;ro>lr zR)AA0BLu^4q~(c=eBAfcIwzel1TKh4cKtExK3=D-TzHNX`5p58d9+v7kM@F)&xERg%a#>MJf zDPAbt7~y$s639^a^Bfv92d%S{vKq!?5w4JB6r&$$Iu77+fZj>h)auKf(FX|#ysqST z{dwSZt+D??@E4+yVXMdGU({cVV}YWSLt30GFR$y^$4{s5w@S8W;EmG`P)D*35dqaM ztrJ3lBdT&3q(y$Jqe_Fg1wsr0mrc7j=D5NZsKR`M0_S_iwC|ATMP&kMb@=M#G5c+e zu%)*2nc)o?t!zH{Qh8ie=Fd4}c!KggkZ@=m(kn6sV{*#BUdHbgu6_Ew!+PILh}yCM zF%)hWM8BY14_MEolMZ_>L&0TN@moCXI~FDMZ+D#z`@_yv9Wdw=xevvPNXcD>8fMcTEQ!6sr>6u!?Xnw}6| zt=eF1TkRbyp{B=Rw9nd+1C=-&G&)gRGDZB(0zr=mu!J94%T#3-T2EgV#?0|B9rf(@ zX=ol)eso#6?9y`MW#!p}|Mk#1quEK!D&__$QO`uPAF`t#!GkB`gqI~|CzCcA+BS@W z$kQz->J2tntf#EUOEfC#NsDF6m5<6O;^7#w>{`!w*7GS)=qyD15DS07Q7P%3#v}dD zUTD{|HG9#37nsv>Cz~(hfceq^;eZ404vAT$K;$z}=#Y&ZnNY7?tqaSsGRIwCwt-V} z9?F-`kkU-T^fg1E$PwWQ94_I$s?;TRw@+Cb?tA~JS=)MFK{Z+{`f0~iUffI-_kimW z$Aa)r%k6DAu2S_1FBAmwu{|G?+7LeVzi(=MF+*Dev+CKD^YMHyDv$}o35&1V)*W;k zz|rsYADw$mT%ovGg|uJav^E+@`Dy9IS@!~ldP`q{0C#qfoF>_@IwA?roG35`X#QgFEcp{x5u zIsVhC@AER+u^VKPS|g6gj-&VIP*D%~oruYiCL?$#VFvBH*)P-|3^la^q>IM<^>P{&_xMjM0;1TY?_oze z=BFLsUKfg$_bV#>b+SXDkxwrIqRP_~6Cu}AKooI~!oe0x|K8WQ>*-PZ&e;ZmL;ffv zp0K}beTS4Pht4Fuh%M7ITQFBB@zXX$+fJ@aMNb$o>}*7;bXDhWt3%!w;l~Wpf+yN{ z${6`ExU`si;-Z+j4H@8X+kQ)#KecF`#9kLgK9h7;8+mBwTmL2hRKow(VoWO5+Zr?uVz0NMlp{1=2dWuT<2DB2 zfmL;v-QIR939V@h`Gq!Tw4jb$2dSd%+FzYd1w9ZpY$X0b_N9$X&3xL@l8-0M&HM|i z7Q})h{tOiLL4TZCAjNzJgY=Y~t7U5cptcY<|D)+ZL9s4qz7?ABU;q3h0(z~e89(Wi z6C6`zVrnCCJWRFTz4Ya02nEbX|LpGP`T>;h@uybw&$3C69)$K4@0XNV<69d~w+P%` zmx2PS%h6wJB!ABUa=qxUWs!bslO2Azd}Q}w^|8Ak_2Gk*(NMZPj$FSlWSjU-B;a~P z2PFH`md4+2-k;xx7YgPNcrB;uM?iBEUu3=gSJS0Zl0BO=H$=|Ct84q0M%?w`Oa2-* zcJ*Ujv$KV(&nlapjXnM^{8bC>Y<%sozeR-&kT23Qo)8?%LD0#v}$~$tOtD0;E>iJ zkW1FkD(0MZ&>6()erMqPUmZrX{UdYci+T zs%z+Zs5Mz@fvy5?do0!#!;Pm}6VlSJf}&5EE=~PenDL!u6Snt(Iz?Ol0YjYDiD%?M z;LvEKC!GSv-o!y8ZcM>enq5s+=IW$?XLY@hZ17BV{XQz^;J&98tw@Lc;^=NAy_9-9 zUmgl9R>^t?K{-Q_27EK59nT_PU~j`yjpTGCyW&@ABZ-9Ng2V*TurSsN$wouKM+#ua70UuBLoW(AF@NVvQd z%+R!G@NB}n@q2sT)`s4MUaDRsI5X+)*U4121R{sYB^~#{UBTJ3&uv(`l&#EKv_1PJ zWPKRg&r`1&9st$GqJ+aHOJdl7 zmxI&&-KajhY2>v7vYrCaNLTg-TQ$5Ls?zXhc943wa)}VUFZwr1m$!M_zfk`y?t3a- zatY7JEmttJr{r~G&#d~%%(9}QBpf;*MC4rWqOnsf2T**5&G8oy{T=h+gdOi)3DqSxil zbSbV!gd)P@9`0-3Z%2!s;6={FFzbokC6M(3#N>K<#%K*xUW%v*JknwB5D>BWMT&$t zf5ZCt5{(mpIR6N=Qs`Q|U@+x*yqy&l2|U74qq#Xnvu;%%Mng+_r&eEdOCNe=bJ10V z^}jb)Q?>&?ESp1`0ca4gWceFeiA9H!jm$rkeuKK%5$L3=z4fwu%6j~Vr94ksZCY{S zQk4%saBZ<9^}8wOhQ>oE$O42UIP=cuQN{zVN0&tj6Iu+m+c><8D#df9-A6-{Nt2<# z`Ha>fCl^eS7C0Q@hyLVZVm@B%lDJ3_d&Fh4S3Hz%E+XIeBtEH>=6mA%Jp!w0&)P%T zRT%KPe57ai#iP))q#d1MN&myKh_W6}IHGrobkxgjGp!bcRbVB8Y*g#(s;&sg_Bu4_ z>9zh0>imd)SsLlP0)FPVHM3&zvrkDyMTYJJt}+npnuw6gq@%a~qNqf;=S5{b=_T5x zWd@GZTx;-U$Q9<><3?^l^JaiZl!4|{zUPH!sM-?9I1DbEaK=$wc}W;@q#rMEO6Y}a z!vn!FTe?7*|2#xi41@sYGg+iJupK(eGMi`J!w36Yv>4ns#Ur7|suxX5maJIGro4|o zR-)KplOF7AvrX=$PLi077wT57ST$o96!{0xbYG2e+QOE=v4J;Y!^H;ZgWq zSNGU#Ew71H5ZT@q754H8EvZm-Nfq{_F?)fgh5n>Rct3kS!}9{;FNnp}>8s42Ya`=I zr5qsYxir$oJ6LXC-!`u7GB)8X=nPxo(%y-xhySginvYPZvmv*|EHuD=9&x3aU^&4A zJqrne{&!<;?)vHu6=}wZR>69kBIXhS*3;Rf87;!VrySed9Eq-~vgv~TZ1Acs-%pu8 z@k`7b>aPXN=MtZo80p8fCN9dy>m1#j$f#)nP?ctW9_`2sTNF-NkLMf_l0zpACRAJB z5pK`xkU(D_ygl9wYPCE?TY0BaE5(Pf0oT(NIfVOhP4B8@)erHcqpp`cv-n^%6!$~W ze$V@w#%k!XqV{`83(W)@J2}N{k+|zxp{AekMiHzO&Y;Ii=V};uU_kU(G3kUi!?@#W zG8T5=^hNg>C#yPk_kkeVF;u3#Ivgr($%MfnP302&Fq}N86L-F>hwq)Yn-ib{-w4T& zw$D*G4E?ks{vw_9$V4-Ar2-ut)g?>6l*!I7uNsgLYpKvr*Y+HxqNJIe zy*qi<&g87!$pORv#bF$Rz$oRQx6x9(&t{P>b@I#>g`QUF!#msXPs6{z-VBY~t|P|! zyX|A7ov=bj=Lkt?KWOAGZy-7$DqJ*Y%70D84vunY!+z@wp#aC)R|{Eb62+JR71G8JVa|r zM@OLCXtLrB8Qk@vGKWQ6z&3#qra~{nqh9ru!WZ=vDCgWon*w)coH+p%3e=_mY5t|A zQ*-oPr$!u7xMpZ!-|Ggd0S-ll!nX;3G(*-?T`g$|Qn`V9KjJM1aO;Ozj9RG>{X5i? zCnFSdhUQ>#eGG&>kIN=pVhWtIR<)lM;y-QCuP(PM6;Q@`e_fe>ST#{q%1=vYk!I!O z`SX@Mwr|Cqe`U~C=Pkn_>vy5XP}$E(Pug3Hat_(Iwy9hA=t-%>5%uM-t4wZB^PUaq zwai1WRl2RG5f%AB?64W6FG@R1b;#8=|A@!V%3V5(E@gnUqV;IMYOces`BKbh&`4ig z+@Pjg`>?$VPnzk!G|d?wQM>!U?|F|$C^&oWwWU<-<0)VC+H!e>C8C6H=Bj+u_y@e{ z2w&s=a83H?bE794x`)l&v+374=(XL62x%v?Y{m3l+<0pIKzjaQ5;lml20}K)I5p zXSqg7*f40MXZ*tN9|s}_B*s4SCF9R-)rWrAysL=x?bhlc#d;c-^Z~Kth`rPMb0pT^ zOLT`{b#{RwXWC0Nc~AUSFVx6Q3Y|pi)f+KX1u!vH20x4fk~J5!tSN@Ue>92 zwqJfV-pBqlz$&_p=01KCyQQhRaTPg);RLxt+anbod+=%J%#dxyJ~6*T)6O`=51Cih zEZz+R-YO1@^d+kc1wH(BlS({iT8zKrkmCUj4CkZ1@cD-_@k@&*e5x-b&RX9f6zKer zSg-mkW>V*)m$3gFvAE;IDef)4APsK8!7XFxM7pth^&s^7i|-i zf(N}@Wt>vXJMfqf8})?aW_5^{3IXS{8KisKNSB9y=k;gf=3g3EKmM*NR9`A1ZLT8W zLa{y+U_BzY5N5YWNq}1P>iijY(WcQqZpE zA5$x#cQU<1z&CaV2hFq46|Th%xouLaG{goZEQ}`8{4=aI%LTgy|32Si#m%%Kknh)` z!xWu`4?t3ysLJ7zmKNjswLGcM^2Mv1HM!+?E6qT$mLsS_Zk*DSA;tHIb5D5evq6y^ zsNasy3*A2)-pdFBshAdso8w}dFQ#JRaZhn`NQ>7xd^USzn~F2PWml(1F3O$^b>wdl z6vDJq2!`^#$ap$w-QcGDpit{ixADN~pQf%5%b5g)y)(L^blYB6ykdpBUQ`})NheGL zy6SyrYl+^Z?_`|s${wh*nusce=YM}KloItU29NMEaA}lvXshNsyizb>>NkZygSy(K zZs;b6THOq&MiUj7bkgbr+WA&mrZGwXHU7^pNkhXv?T3Qi2!&09kzNbsc_?h?gc}p> z#0dv(bl~YmR$=RtvO)R~Zr_Ct7CwBVy^%5=s1jH_(mkQ}-I#C6I{1c?tnd6T&f{N@ z>*G++YaDIjOS7KECR`qKY4h49zAD1WfHT#eExq3k{j%CfMlz_X-UrH-qI^RmU0w>K zN_#5ExwWG)>8Sx@D9(&|t`ZvEk}V>9sba-rHGi_A8# zGr5d($~hD4Hc&tm{?m$ZZw~2`-q&B2E#(eWW7Kt7Pu{7XMnz?i8gl9dT9(PF*QJ~f z{I+OdLKyni&Rcq?+d<-X*sfb+W^^`yg41n?4A|Pz_>%HIU_PBj8pI4%+57E5Pc1ex zkyY`zI!tLA`XPYp4#yA^)A#&HvAP%@J)-7>P8!USNxM{0LdU0V?m?SB4rknfz?@NN z@ZfiOhbNUZfx!dmjOpOoGOp$qUZRzor?BlhATnL9nKFOn%XIO^20pE#GA3c$Wwa}E z4QV(t#JzoXdd&g_kjJ*#? z%Xn|g`C1{tW1KNOEjw%yr?O_B1NKlX_=y-%}tOY3l{vARz1hoI@?aa z>beuE3RXFn(O(<$$6tO_;N#{~e=UQs+)QNgGG^4)27E}K|Eo+r(guqAU5E+zOMCrA zC~`!;=aFs;udBUu{L%dxua8}q*tY3AfLyvUh&z3acHNzFJ&<$gG|~%hmTeEh4KFtR zwRuqK>gH-NM3A&w$o`Tp~L2q&iINx z=00y@OR?w5y`)It_+3z5?9b=Q{DW(bdsDs#LWfHytZG;f91dS_Cs7 z@#+C+N`47Vtb$JXidBz+xMwSp9+MmKGH)Gg%)}G^?@5j$pLIgR&aG(X^YKo{9V&7F z>uDSs;oeHqvD@I{*KoY8JtCui!F&~{qp%jeSDHU%k5PXuU_QDsN_b?IS7p0|9f4Q) z?&ZlkrfGf9Z@UM9_m?M+{)=)x{@YUEJ!u(*;0Mp+YaUA6ThuxbtVGiU0O z3H_AyfbTg>(h1)|!6jd*y&f;|4@{B|wQvDT{4fU;`PVeWGOD=qMKn?t=~M99@pnx& z?McLc+u8$D=PoaUrVnTRmH8gS%7;qvJ(ok8SfpLlR~^C6zBe82LUGT%zsfK3?>#XXxeCZf3f zfz>NzTv|`|Zv1;4`2`S&8I457X0N^ZoQfRW^&&WmLHd}FaCU-e-)UR*LnAnnU=n6_`KVaDhJzgQG3E7EqA4POOW7X*o{9{NsTS>I(tS!kJS=X zD2y;^xCKRys8C>%p4W1Z9of6}Zx6geKD5R5NQxRbJfWkN=4IA4Qz`3#*NV+%5N0z9 z5_V{}`AY2PRRt-|ZqEWaX;uhTSUP{&P$@}=%TOd-;LB)i53!u+hVcOpe%4hPymk+i zbZ($&a~c15i4^Da6iHhj+!NMt`an7!`D2UvXS(VRg(5!|%}>52=7`zrKkCla-(I0AjU2`0l2*IQ z+s1TrG?Bmpmn?X3d>8{7K;$BQK-&3*ucZ97OcrS#Y-Hq>lT`(m@r)lS@BP`e7i8am zL)wyF>UE1K^YK}~sJS9tr3u3>GYpen;>M>OP`lgK2x5Vwt(5u6W%a)(Ij;rHN`Bfk%n^|GOSZ-gKb*?Asf*8_hohsh(1WF~J5>4|Imis$=+QM<}> zi$O?aC_0sJ%6XnNEncM8Pk3Ig{fO2YzbO+p|B6NEW$%R$lsO31$cO*FsVgOAa?!Y- z?CeUj!8yWrO)oz6-0}IA?Z6=@;r~-*uKLo@PFar!K2>Fs*3HrG-yM47PI)V)&iL|J zOvd@8&{J!Jh9_;jBsb`<6%9|gq?a}vjQl^o?3CE#cNxv7l5qj&Zf6})l{O?g96ZL7Wn58mR9dQQ5&*elyHsZX+$*VSc|;t_RXR zI&VU_NYjoy99Mfk27j#*<2T({90!*73TXDD`Q)6Ke-D^XLjz~B3Da_lA@}W`W=vu) z>Gw}-{(5Bxy|sl%#G6D<`?_#DbQ<6vDk?#W4_@p?>R3qv%MD@Q0$um6*`IkM80>C zG%aD4B9rjAzdESDBG#e^kNmm%cXK|!0_TQ~h~M=?wg=QoqxfAc!bogWjIpOcS%Qpw z$uWjgqz$5hchS<)S8bUbD(B-5mZ(ADlKyQi@9ppF$j`#tt6wwBeHX@qzJG#Xg?G-y zK2+R8S%=9coHT`bDJdaQ63)MMDs24E9Z-$D7-9Hv28YF)*?4D5HHU-)C-SRJ>7`8) zGta8os$MpZbZG78Bnq51yS3ozgUEOe>8au3G>;5xj?=M+*W&`O&-1&^I6dd|hr6de z%3i45mxqksjqVp7v`YeIoJIMPNqTSN0#}7sdhrXMaYF6;;?m8*sbMbKc4KXORWBv# zSuE1Nm$7r^#bry}RnNZ67idI6&D9aa5=mGy7`$muu|!B`909MYbN^dooRaxKI3u#{ z`zokR+l*e?z$43+L-~?ge;~c9r(LMso#-GT&ghmWd!|VqtkQNOK&NBq#ZoDe!(o!9 zWJa?4u55fR0U{5w8!jvWk4O5QMsfsm?u#|*@V81-qtQvz0=Xd${b-vOf2(F@Ph8{h z7)tia=y+u2pB~~84S1?(#8=&#w3pa;sx@N>xNNcV*0&x*q1JE$(q1n+%o5W{0qYrT z(t%^(WRhw8qXj$Msh%3n%3rApS^o)bTm?ly|n+_Osy$eT|@aE&zBS!Mf$DsvyZrW*X1V$AiF<^Y52Wc9hzFbL@esU zv2A%${#hn*owo}<%0-QrbMYF@LN+cnzi|{aYv!V%n@i%}J<`l)kVau;oC94I8$RH8 z$gpX(tg)^j3VR6+o4=^ty-k^qhYqE0NSa3N;PiH&Bx@Ot1nN57bhLf99xBp;(EUpT z!Tt+W;NuBXRAQ1&IeBkFo;?i1_fBN*FEL3y6%C~vN2L2Ra8eU?3vOR-Kni|EmuP&;I2*iu~+i}jN!RBC3 zI~T=G$wM_ONPR|B-18I(GXnF*J-Xr7iS<6yv(xTlZhlG=a%Imbz7 zj=JU?!(nTOU1lV0UiNYE>fO*Q)r{KN3zPjUAlHl9SqABijl~mkW23XW@Td>`X=t%ldy&#smK>hqxAjOty{YAwyS;$oT#_^Uy^V4%AUyJ&xp5-CTVs>+u3X zl;}xso8(1W-Adba7N0T4d(=#=sfIj15dp7WYP(!0+wnh^0$z!$(_J;sak1&a+d=2c z?S@a~p#ot80-&0T_dk(3hs72Ax5hg@EHZONZ`&oKFGAiiGDSi;vy6eOviA{?2O9E8)tMV`rK|P+zfdBBY{l0983>h8K^OWak^;5XzqoA~tjKGBGujBrfVm*UPn!c;3h+yC^ zLcBnpH*(bEh4&%wbvPQ*E)OkVA|-TK4ALqPf`a6CVay8L`UyQgg_lx6;`$LZGAUo{ zDs5K=iPRCsLS#7K0zzz^?EX97pSQ*0X55h>P<`Kswt}_v-c6%Q9Xx4@>NEyv0&jJ+ zQrDiQT)fiByE-@Kr#5_q?gye2wU5`BC?$4iiln=8VS(SHjDjAV$(VCBcW;CS_+*(P z0|3AJ_FTiWMRxadHJ93Z1F8I+5Dmzo?BFhLo*+}JBa+fr%M`zmq}a>R@-`S zvu52TJneAT=PsFO28!{%3PkAlA>9{LX6ZcKeUI&s`i+- z&4AkSLc}2r?kT)N`5ymgMcoOPLwLk564Viaar`-!bSh6gWo_oVIT3cR9-S zK;UrMq|rc!Y0Y7#n+x!t_Lf4bhLJg#FK41lbP;MdQYrIs-;3Zh7U_Er2D$}v1|C-8 z+5X8L&(=sjxY0b)LYXf#-zc72;ns_0KMc}Ejxc_;t{3YkX1(nCXMw7Q%OZV{OZaB7 zdPGegUganZiTzd|1iiGAQOY@R<()p|dpvNc!4+vXny`a*Or!e;o-kv>y-L&LM?){| z`v7G=@3DVA<$54;cnmt>HJ?mjor$3hUggMsR!9;E6rh=BGO80+uYGu)vL5$6RVR=R z9L;6@_v=z8N1^s-$UkeNW++xeLtCcY7)}%4Nup&cV2|v+Usa3HG74_PRe>9au9i% zY<+C${A{I#OCy%<-93zZ?kT%LVgJuvsM!_Rzn@BnSy0N&Y1pYRah@A0R$F7JU} zXFs@6dk$eaInGMzlCu$& zK-4qYr1?4Ao>$M$oGinvmrais^3zX2QSXde@)H`VtyJ6q*0UL;trxZzvja~^r27fE zueJ=l`VA`5%+1gqeAmqm%6vR>L|V379^tOm$iU6%NYObw?sads+IYhEeGVhFrG%Sl z52S<+mq{m#9}5n2E-zl&h=q>3nq!QD(ln^N7ofRM^0gOY@;4AVNRgEAZ`*Xx(s4JvU1s_<;Kg(vj_jCxq0xAiNF2!o6K(?5TaoEJa2$99ta$c zBI)yy+Dqhj&wG!9nCcf*bxdY1f=CKG5SZh7A{68^iohHuY1hkL*q^X{Y7;)O`tWX# z#;7OIQ#%@6?lgHkUCe|9Tu{eM^a7jOornjkbaq#ml*nQ7NHbduUV7}CVuzoZb}#?n$>4cI z<*_d!Grn%VEoKAaIY(5YF%$`RCV9>+Zf&=!@SWQEfkn3a%Q(4b$hh9=o^?WHX*e z5O~kzNBvR~K9fTuZN8$B?$iT#U!HV`wttrkA1W4f(b#I_!_^0*SkK}x2=idM#-UFg zhGyVk+AD{V3m1-n3N?SkEqY&8DGNo8h+D)VJ?M{gwe>xh8IJ$9DUqwD@C(2rhFYjW z863U@RDuvSC`{5Syo)uO>+W1}#uk3wd(V0G_hax<_GP35QCKxv{MG^q9}z@IZ)TSc z80H-B#Os{#HOpMhGoaqk3*ndx67#aCj0srJQ6xR+=e{!S{!k$yo_%)M$ZI7Gcr!Z) zX&bhC`UXh(ZE1AUEQ?5iQFY-bC{F&qeZpWNYNe z-3Kb#4JCF|m#GZZP|*cfY-Q|`u;jMX5mfNt#e!(tia5_gjw#e=9NA*4Yz0K3AF%w1&h8isHQDy$wqcvhC zGCusFihRP&t+2GOvHgZI&WL#}a4F^^k_+L{n=sMN;^T*GywZG7)bgn{5xlMxgYh%Y~-8eEFE=4S2b5^K!%E$vmhxZ$%GQR*&fz zDRIvuuL)6H7<>F+AMX5~ATQ(68nC;KMGe;5e8XBP&ZjAoUQ*R|sB7!(nvQ3ksobYE z>uRAQe;8W0dg`WCN;x0@Ybn7r(#vj|s>d2LFI~fpx6$wDo6`s4ftQdf!KLaO_oVoq zMSKiVeTh@~qs$SP?dtk|r7&X+6!@M9OQvl|@snabhs7lP+g@KXS|$52o-&8uu}po_ zV+UEEi3qVR+*}nYb5A zTgemR@^BJ+(*8Y88hzlg?2AaisN?n|aP}tpXK6ITWLROsrGqi;H}S@t`E}wMw{&nT zUJlg>t|#KRQ&Ep+9Ewj$8V!_NrCF=Uz-fW9oym8+CV*EA%MjDzE!qj9(k1ZHBBll5 z8m-jz?IIQHR=hpwclteOr4q=rutgK|jAtp*q)B;n(wI)^lAlpOr{Y=`Nxr`;vHVS; z&UPGPTJ+xvTqz~va7Z8Bm8pz;G_XcO0DQf7XUfXcK*qU*0%!8Wn?EVrp}--I=*Si4 z{?YNI8c&zKcNm+Z|9q@#cD8W!S!J`cvB&>~AvYl@1zGiMvDzD8JUaVIcyoiR*X*yN zf!CL^kJPLBy2n6pR1ON8+(9oMLJ5Z==#aj%k@?ao>{6h_M!e2tuTd6khzk1+#m$SIO)I~);Qwr^&zM)U!@$9n zHQFk_>#Tm33LV_}lx`7e)u_xVOUm_(@R6r_M(s2G-7ye5YBky($j|$5l`3^PU_l=vyn{d;a)o`zG2!V8}bv7BWi~zomQ+SkEDT zqnsOmA-BEk(Q|Blpt9I+Y_T&4-Wy+2=1<%d>nX*2I-RualCb|)*V>YL{JGtd@nVyQ z8W=l&qof(XZ0k5F|1FP2dQCDjj_DGb{^VbLTKeRm%DJe@j)F zr0=FKR*uT;ud2g+FFV`L$H5kyJ@C=;M$GvoLm=xZLM-V*O}nSpqQJ_(3Jd&|#=T*j z>ma0X5OXh8{oC*svrkIyfLTrV2A zu}R}0MsE4H``@=>MW*bv4?7~#JHW?wG};dCVZHE&#NHq(c^IvhX6Awo;7Yg2n}l|qPfY#4Qi_?*8^eCVUk`U zC>?mMQ5aW||KG58Pky1M)VKv)usww?p78(l{6v|L`(E_ca!FSTg4q7vcN04Cn;{N7 zJ*(Hr6QJgB7dl(9&CU~iYefm4PMlq|-&VubzM&Q4=iF7(IlgiiRNyzG>jP;&JO)Fq z7a30@J#f>u=~oU&IgP(o=HV(6bvs8uz0ajAW_Jyaj}qGZo^pXM&bc+?q^HU5I$eTLH7F8rSjEOBws2i5OSq8a~-yp;)1 z+=!ZT;-adN#*TlUh>)0d&a?3B%?bohhU6hBi{1Jan+#T|6 zixl%YEaGa&4ChIP$0QPdehNeNsV>-+mm+e`-F3EIQvO^Pn=}ranH8lQTZm5$-R+b< zc$@@}tnWsntA-hl;^qXe(x}lD=@VDlzusKxD!h-E3PE}$s%P8PpuyXD#N%C|$!1c% z$E_EE3N+HAatD*W+4d#)nI+lH4Kc=aSBP2k0u{)spBDZ`#XW93RUnhzxH3wZ>DgQ+ zF@8|9AH}oi9}G9y!!MuLQPu-FlSL;TImtEpPRDz?@W>hM6ObEP2z+-GSa)XY^ogE6UW6Vm$+4;AG3p>PXF9 zT0e0Kog~jGo7BD+LXGWqM5%jnC)$J}iQs`R!jNgC*Tsyq!VJdswqQCa=g*uCueZIv z_a5^NjV4D9_`zi!fLoo$ym@bXR3g`a)a{S++KG)|$Xbdv>GZAM2_9+?MWhO8+D@AIF@!Q6_+yzY7U7kXrmR}q!U^4& z_2--7ITLEPLowfoaJ1*Y|5-y>kH?J&N8^zeKY3+<$nH1iR077*n4G9xZnuNJ+l|IyL5IjJAWj)rPX0bq8 z_P4$s$99zt&Qq}dd%GSq_E~@e=l9K5WuyfTX)3H->~fnPlTN%$yA~ESd{+k8)Gk1C zpQ{`GUnvmJI3h5IxVqkCqH_<3YAZa+{f?&cF z%lG|w)DMk{^=&PJ8uDHwhCC)DH&;s3v$>=fX0)w7uG_d(;%@N${VsQ}F(K>EqQ%-_ zR*UVVSdWY+Tw~_xTN&NFScZrFP0!&)2SML^Au;6X7Yz}maKW$a9kF%e_SO`BZ zK$2G~ni^ZBn9n30J8}h`+A$X2ar0X%AEYIyPJ(JQ8T48m6smytM@6p{i!>!o*y~_Y zamx>{Fgs?By%sA69-8?ZX>h2=+E10@d={59O~Ik-PTJ!Mr!QjZv0)en{ zpNT0Zmyfa|8wL}65)DG+{^zQ=cfJTVL z8)84}Amn>dN6upq&X|7DJ)6v;>O(P7SB&|cJ&Qg zE2@zD1%uNl>w(9X%OdT3xxC)>-8VAv*Q!>&nA79|>PtGJTH#7=lr0tbfcY$zB4G$z zu`ypR%ZVA)f9~xRUd9h{F5L ze{B2Tqlc47!~DY+p|t%@Bz{lW@f-M_2g?)ip_O{kh)T1hMkwW&pzYLSV`{`o&Oq3( ziHluDJ}-)19MFwFR$a?DyaW@Fcpr_lF)wE3x=~RNq#WV{L*YPLwX>UqLf|d!iLI&~ z5FFxy#0ZK*w9BMq93F?X(AZ)(`N*fH5~l}Lwd`(Z&j#l{DyT%WbqTvE#rHfGVS++1 z%k-X0mPDBo&#XrDJ?7{){7C%!jaU2+MAM+R z>K$rpX%mX%smQ^@o`R1_>#xgYjHuFUYsP=tmvNU><9on5;UlSv~yImy(yJ~Pm&0WTCznGC(J>J8p~xQ}*g{pxSoN->{D{M@(9 z=YqI>_1$>zY;K&Dyd(z1M4V8Kyzzcn0afVWe=fzdAibVyq@5AG@O|%po&V79qec9p zVrcGj67c~KsX1Sf;(8XHv<`=#cKtLZlXl$oVfz#!ZkvO(!VX_${^-(66Qr2WRU};@ z3$046JGXe@fKE{N&`C3C;N)j1f|1wmJ7Fosd=8s5gI#!I;AhvR6*z-Ec0!t5unMT` zIRWkI#YZ;$0TGNu>?k_vT`>obMR`&65?7~JG@Mr`XTa;VnkLG8)j`kosd@qbZ$&g@ z;%aG@#m6=u9oB<4hvTic#OAg@#ZDl?0+lt&#q22H!DVqtQyLdvY1(C%fQz^!{dG1i zqgx)LroBMB!GAXI&!k)rSkGXQzDs8itkc_Qn1ZLB!?ldsvzwsK))dW8rk`j7t7K|^ zLR!gLDCj@+N=f3V-YMg*FSEhnj}`i9FWwlxo^m}N^`f7aL0U}sx**7Q&6WE9zE+0r z&(>eEnB)M#up80N%%^Kr-ck}K9q|;%GN>bi%MTvD-igPJzIlRP2nSSz^)*6=es1tu zAm57uhfR9$W>j2X-CTrU%5jgsJ60op&_%1TNmj!rwY-_s@@vq)_?Y>Ky>99!BlWx$ zy8A%Z_c9(|!%U93U=)!u|MxFTHhDvZ&RV25*5dez1G!#AqGt05E7dg_#e_4244BC z*w`vXUC+>|0HR_lp_9`e#uy)yVm*z=B7D?sL!{Aon-8UUnc$-ITGi$rR9?PE)7tW| zPtPdp@q8%?9O4(J4JsUtbaZ22)Sq8o?TFjw0#1F@QCs40Z%!0sJk^#k2vdtPz4Ujd zPLL?<2a?tKIZ4nyZQ zEA9R$gT^2Xf9Lr}l{XAbz}xXix1D=vJ>Z2I^%tl>vsax*`5tG^_} z328fyH|RTp3*~bV2Fo67d6J5IzFvF7#H>5r(;T zORKa|GmlAnu~zuu*|EzmSk6hGncGsF5ETb@Chcfgn|Pz>Ipuu(sij(4!hx^-I^rDT zv&6~iKaDpYlh=VtG-q@Q@U4!ASXmO!_9A`=@zOr8CD*YdBOb>9&10_zG<$*TG9S?K z*C*UP(l9`VBI%^ll<#!(W7SXGe0f{*K&9>Anfn*0Q270wLJSo+&|j-ax+4!Z*rZyU zga5Tjr>~uwVHyqnwGR*gd*VaXb15m4!=({^Y$N|@`lXij1?RUswyVFgLK!3k{H3e3OD?@SXqTTtI_WAi`Iu$#n@70(iL4%5O+G>%%J?P-%o$+62Cun^z#Jrn zOcsf8pVgt_1_*mJawEJE?{Md{N^^J(UZxG_ zyV1R?Mna6h)t8m|&SQfkrI=5nktUNmbXta|Hb&t^a`KEJYAHJ4bNkH{?HG;|h*y5_ zxED1j95&&cbK%G>r@epUp_BCWQt?ESIZ)g`LM)3;j~VLJPYZ+&k4q;U_yYSYi>gf| z$fTk5`_}n_TEbTl6?V1G*!xnfXL3jbf!u?Yw<6w2RGB@Gj{96Y4k03C=uUjhwALaj z?(x78@pFjFmvfgqu{6u^#?!raW8DK`vm%sq{zh+YcuMv`%6cGjIK*{5OO>mfN}Jx{ z=8r!6s&%>EP$=n)LY%;&i0vmR^Ks{kC>9J3VO&A`<|@OK>_vFaNqueTc|-`7X+P0( zwcb3j5VBtMTyaU~oV=*swf2ocxbJ1vzUp(ThCrdyfqWmcs>1}bUgUc=>1!bydgG5a zcD<{@#1xA27kmzU1un!tKn#(Fn_m`4Njiv^Mi{@34C~u<$^I)2!`iR+ZeRZ#N;;39 zAbrW{;ZjBRh#&jrcDyJy^^#BCK8`ZpRp)~n*4rwxM6Zcq1OIpoyEM<16UiEo-4AfN}>#WST z>#P+!ANXsTq^HdW&IQZj2PDo-=W0B-ljZ=z$oZ(!$yB@~O}YpX@Cmn9kuSbhESEgt z>6JmJ8+tM7Dy zwYo~DLA8RYzv2>~pFEp$#P~6;jd}iiQ0uARUqH2j7TT~)v)irsC~xYChv_5N5BjElI)ZXRCbpH>T5|IePG z!5nutDN#>)Gn?xfy}>-^170aC+&nXIOXO%MVLm~d8+Qj)4yTL<0tdwnVMIqey=zZL zeI;)Gkq~ynwj!{zwMC`EE`8x7Dsq5QfknDEOy1iY{wfsLRdx3m{d#-CDyYbeMf+mI zU-fOJj0b$rVzCJCENLF_J944#q`clS+R+AyURa=jH|P|xMljzY#$<7U#_C_(tL;sZaQ;8DN(ZpmiBknt5q zmzB#dEjM0Po;~m3B0y!-O&(h#SN~Cj8GXc0E+FB1?$3RvKY#R(HVJ2?y!+ z=PHhPC?(@?h!YweY?LPp}AWJgyH!B-S)AHT)TFVKE>TmBr> zoz$c52b+usox)?{wCSo{aKp33)J!i}L(y!FrCt}Oo8iLWCj zSq+(Fbwu${FxT32Z|RQX^-CZSSsPt{RfuDYA#fma=!o4#Htw}=w`y57dg2*>WnaIN zR@HBi`3q2eUzj~|sg%H{F-ePiW-2{(`n9JE|7}-aZWPqMfqvUI)Yp2{E6<_=A8(c<^nG;y6a^|#-CvpQ^TYigr^*iK(@r6^?* z#_wg=8@5GF?!#yO7e6;&pHc%AX~qZu|LFgWO~noV(~1Ca4(YbgA-(d=`m6z*54-sp zf7R?W5QNM|`SOQNuMjd`lrL$d`S+zA?al@F@Qyr*cHUswmqXB~{2_X0?Ltc1Amgc^ zA$iI@Op68&Y6S>AYuPNh!AC}AD5bjKZoiZNp*)Bn<^KeUg z9A*N&vmVHL=GWZS(yV8az6`}Jj(H-yB!L1BT39fxU^Ha?NyK2!zrYty%JE-TL=d5o zM!&fgZ3Ds(Pdry{(%Mj?W(*3rj6}*sJC7zh zpuLSswBEU4+hA!&x#%p?H)b3XmoMvIAR%xV@N(3I`QxF;Ie{W)&i0`$l<&dFA^g({ z1c?C=ogH|}X|H>|e{Lsa{1~)6U`yNe8)ZC{a=4_$*A+)Q4;Y1|U&aOx$EL*X{KhJY=cQJ1N$)Ii#)6+oqfDz$wMgZI~5|@||A^?ebfnL+hRV6tPAij@wgQOu}#i zw>PBLzB3WeI2|j36|~vl-B*^4GQVPQND$SK<54f#Cufn~kL1pL@7&)sfEV^>rZujb zdHA1Y;ef#FN`BX$2VU12`!6u(Hkw$y=q)y;A_q60nply3X)~=qnN=)x!Io3kezxwo z5$g|?mr4jd4vVS~YeoS-EtA0^JSG=Z^|`cj^6}8A{8jxbE?@`*e$Pk3_vvpm2dKUT z_r0h(=Fv#Ew6D9W{|M{Gt7A9)RbC44;o1=h!;EZ|kANaagkf?>!wE*4-Gc5p;S%8P z!l9=euLVIB<`uMT6@M%tpE4eZ96Eu?GrO)re=T(rjWqhr^|f;EOU%J@&h{CL&J`7dIp-oOkpFf#d|FEA zAZbs+DRVI==C;euMl9*bb~GkU=(z$_X;V;FTPQz7JmJSPCWRg=63&9xqwZ%cpO8EVK6+ZPTyr00X6`DXP^Bqc=V^aPSYr+DNgHk486p*WbAm+4= zM9O@hDzDY)2jQs1`Js{5rA^%Rq&AAq#&!v(M{@YUfsid1L zKcm6}&i)e1wd=#eqOBJ~mBMm_1eRVemL~nf<&jpY+h7s?eSSTjG0$HbSeUhBCDa<-=2{z=8f+Mbd;i z8NE-Fbob+Tchx5(UI*^tU9*qnLizEz$N z`a01Q{J;6r*AbjHmZK$YXNJineY3)-&vCa#mPDzuM}BvE(n%=tccVSM*h^&>p~x5Y zhQy68J;ZkEvipwL3cI!ix~Z9h+DjYI!R*)L?~4ChAa)ZH-@Quf?}O8kkl@}5$W z1NffJCQXDD$R9Yi&>$BN9X01&jWP0|`hDsJW&VNKO=9UK-1nj)nML}wUChW=bg`AN z{?i1D)Hr2Oh(it~&AAantE8lSI*m&h4a}Pv7BKHi`3LN@SOn{5|KU|o((!Om<{v&| z1!5wi=axl!rQfonK%i296ToHl8R0%^AR%xZ>Q5G&Sp7HUdOUDMKP_?Xd+n^n$9&Dw z@UV9-Jg{YK1XQMl87cGk%TF2u87~??u!)~C9H010r@b`)zhNW$?9IDHN5?|^?~Q10 zKs(zr6*68_-!n-sZ7AN@H&A)M2~U?j*Ni<4mq4Dsh|*U?&Y?Jqi8wueX%PS7k%9pWSHf#BT}hmlW$6#N~4=^G&-SZW3bi z2iaG;HMMttLWROzgu|9C?iZ_w0KR8(NK?DC+ssmKhW^UH`0L-A-O}Uy!9}-rL=%zG z8D>K{A1@U|%@vpQLBPeYm7n!wH(|baSKojBi9;b2IqIfJ>#bN#EJckQFG4a|q(`1| zxAS^?A|(!;+{suN#2pN6Th*eGr_a*YHBvlJT+3O`ef*mMSyy~XuSuBLb#)08_21Cs z=X zP*QF6poj&THRu+_fLC6hfwqKI$_WDl#oj zDD(BMeh?#pK;$qkoDNnYZL2?cu!4(}e_Bn3t)Nm4U_OsSS`{|Wu{!pmFaiW)|O=TS5pJlO0r<}+iADY!);nlJ1tqB(1dTC(F*@h6PGcWrbn`+l|rF%nr|lBHsa>TK{w92x&bz zn?ah$PwL3cjR$Q%;HKH?QJ8Zv*Gn=(H{bsht9zNoXM(+KbL%VZyoTo@{GA8Or` zS0=2NA%m$NV5VR@*n6MdADN3wDYYW zmMym*1r_)#^w^%}Kgp32IEWlYxK`Mp)ctnbPYLmU-jSZ@syMLJS%J#TptMn9ZWo?1 zMP(+7bk4c{DJ^Dtcpd&+xxFfz?JyY%oP$p2gy*gQqwTw*qRO7HM`u(_m~+l3B6K&M zq=8XKQBm7~2!h}k5J3<@g2WjUD%zqLPy~z!f`BL)VT^!?ph%F6LZze2Q|#pNSJeUuGFgA zt1)v2FBt@R{&xi3-?|+jd9rxSQ+No6PgwS6H*aR&x1wS^)!*%@-IS0p0BXrY(6n~N z#H=_O35TUZ`a|n5N%f6?Q!id0ck3GV*fgs_!a3R~?0>gi>_nT7JD+~Dq}94=ZkQf9 zu~+I~g($m3e$r!b*1QTSSsZ;bRThrPW05Ws#D+@OlfL!g&L86uvvQ$2$N_(aXvhuk zbNpyNChmM%GK#eG#n&9oaV6Bx` zRr~y@a?rw(&3S=v`I>wQe;u%%p-Nh%F4HG+?uz?T)xEp<{qNjKkoB+8tK|-@^p)Xz zv@1rqH&JQ&oY@fJfQ<}a1=hXjxSj)juCi_mgf@+uvV=G|~rwKO+p1DG)fps8D^^0MW0=-?TX z>T1z3MzSh(-XFInmp$yneDB`+pnhcYOek_v5PdzudA2qEtp$9K2;hX-ISK~v6ZnbW zvFctVcCzRAJqF>N2$XbI{Ml+D!+Zvt^wJOSNaMxv4ej{nYG%((m$>TDP^EJU4X!?k zj~t^z2k<^xJRuxAF&#SE>aV17=JC}JXX*Gr^M{X!BC=NJZ)4i|c;Hh_IdP#nZ|?}x zSNTpj80B!q>T0V144r{Uz})#m;v5;i=dnq1s57^TxkXKN|E<%0|EOKLh-(ajQ7@4e zhoeceI_-NPa+t*LVCGpk8<=)Q;ej7AvqwDLMh-#(V-fv+m%KQZc0L|D6d@Byj*-oo zqdVi~@ZR7MxJYBnjW0GXP-k0+0Fg)D?E=Vns+N(Z(Q5$dyxM)d3S>+#Xpu3+M96IYoYaL=wl`4g>GAUtUf0rVX_#cL0Hd* z%??k^+WwpFKTL0Po9wUC0ItQy-xCOR2k~T4T#%pwX{N%o?H>#nQoK6*j9!iRgP~=y z7;7{wPrLDe4jnw*Q%Q$Gy3EH6mA zGJ8LeT(kxq9!Ow~86e};a#cy+bUV|-Z%Kc00#BJS32o2cyG@14oUK<7l{e)NLmB3? zR7tCL$&C)Ykkl^qwVmNsIpwfAJoz~%5NbaPFNdBjRizOpiCD$!@~Ke5^Wtqa?R3jAL#b|%xl2T~4;$0rQn2cApZqR8&Woj;;KzjmYtwDI!=5qT9> zam#4y@yMZyG(PF>L@zF8>)PZp-1x4TelL~_WIXSzKxlvBi~*D{sZSM$^xa*R^IP?% zI7{^=)#LUrsrLt~`?2V%*!Q6WcGK1afrBK>2}25buE$=!ax26a-ReR^zS~WJp)?dZ zw_Zd{lMy*w(sQfPnkqM<9pB*3_VD^z#Xq>vRsAbe1mn=HfkeB#Su-glBtygBv` zw>~7dxcE6|7F1%6N1GdK(>h#f^YK?pZ*GvLS$L}33XZ+Z#tQ`=%ZK~T86>5tp?#~t ze~)mXBL@h44xjY!B;2A|&A1C+SrWB32Ao*#4<(&Zh{^k`X;eGyd&qhQ>1VsvN~k%< zMQYqUQrK|I$#yUlI#J5T5e}b+y4ZmsiPnwTMef+V`$M(j!wJ`p@{UAhOlCi@JLghe0UvP*fua z6+Z8VB8RS#Ne|0Squw3Sc+-SG+UNS6H&e$#VV{affv4xjNK|csuvcXg2Jm-}vMBne z8<+kORSrDf5tRVeIe#L(F)JTKTe>{~;vQK~7*ZIW5Z6^=B&Ai?6KeZMOW)6%u>ZS1 z@kPYCVVR|JbmZgSr-^l>SFSRT?K}AXa2FmrZ%?@A{D=b4sAcHl$s&cWCdhiK(&3Y? zGI_1<>Nk$hZNb=4C7R57w>xssvps{(=j-xEip^iukpaz9MKfy~KD{RPg> z$`DbZ(E{zozc#I*lMX2>_GnyPdaRXgvsWy2v4m7tE$_K4Eiu`l$PO2%YUwMph96UDiq8gO=*D=4iz|j z(zAz{Vha_wm(6%*M)_pLmj09fk4m8utt<)Vxc?#J;qp~TmkM&b?##`9*Nv45?u&zsD(uEU z5BCZZm}F^m1ku*x8J`xIBrS++r8zU(UV8F#;qliQ({4hb!ZdUus@K^zk&b-ac=|*X zXe<(k87*F#5|v`?3xxEsI0f0{HIB zKsai!54w$JZ(BlJ4`dxgh9&&H5-TO{eQ9>B8WW>7WX^pURt9FBFw~bn+nXe*kOA}2 zhAQFti9XOxSTL-lZyh*r?ZzUhq+d@ksBDtnrzP zgC=cJcEB!qmLJV{k^1L;$ao(_?NXI9m`1-8pi0)z7k_1B}E1Pt^2lXmJBos(eFuD z3fHY03Qrm1#r=lE`b+Ij|CBZljapfMd!=90N+b1u-CNH?Y8;=lR)XsTRCUi|6HfRk zNrgtUw~Mjr-u>Nm^{njyP{J1=Fv{|_7kKiULPS(qgkNn<BjC;8DE{gu||WHbgSx1)meB!Go&pS5lcy%2wl68uemv8R^RVELZ z3xpe0)=I=U@LGo!+v5=q{g~9MQpZ1}$X&fj`|?&@g{sVElr&wYeV5z}0cvD)Vu^6* zn|==u+;rFl>kaQ!IBiqth$LnVuh5GX5{pe^#$*NIw;NX*fiL@%&8Z)r^d1%H2yi7}Oc^%|* zaR?MP>WE`;+h@mfI@{y~S48riYUU<(%i$B`4aE6F-^sbTLz}_ku!GM3;YRf#7 z!y?@pj_&i`)0EYR!`}tts$2@bj(`x6_adZ75Z5XR9N^6|8Kg6gXW8X#YRn&ad(sd! zWBo%=|3?kI*-M^|r|3cl4;|{wa!Ievh-YotmeTm++kZz7^64l19V4b7rXV1D<%QC{ z@}H;s=vNCkpQ}Rp{%&5pv2eb>lqP|4@rLY~M$pIVCPME8RfA<+A!U-T@ADML_G%sP z#)jo0ZiJ%dtxB-F@aukhY*$VhqX#7dCUxDu5)<5qu^ z0GUAKFu0@#KY@+8iSZ^s@Zm$mfsCQTJdh_6iO5|RN|)2=su#{ zk2`;{UwYHqyAZ4}TEN&D=~>-)FisDg6}FD|8QCNwf!fWB8#{^&NRBL{FkgE+mbwCG_+ z2D=RZ+}3Z+9(wL96gruRn|87>?QdDutEiIhPB^xT`V-o5Jnc+oSW4^`$odCp!&dx) zbDp*yFEXjfAx^9-FSgqJN~%)Ge)q0=DR`di0#cYRgy+IBqSP?Z9cbiT~9KG(TE zC>75*U#piXM%{!)&681$`E7P)JpE*Wpl1`OSU4Q$YAbxS2wyZjni7-Wtqy*y^w7BW zm3CJN9G}I6_L$P zFJ9Vk#u0-P%BwYlJA6~22OERX`$+?`me6s72R)76lm1YR_KE&*|KNALNa)>BS$(OBYq#K?p zX$*~5*(O-`UJ8Y}xnrAAT{Ot2TO5pTy3HFcOGlf}AgvxRPPYBa!=?le`;v^C8A%QU zA@n!{NjV3Zc)x>sT3X7P^yDG$^^+gjUmNiHEIf34Uq(hFsvLG0%(34*M`$o7Z05fr z|CS>X(w=Ht3gt^G=aAkx34GpbcK3#q@1Km)u=xgx&p2H}JBIlT3GxjDzN!j~aJE-? zH{!FtHLiXyZ!);U;dDIoY{e*FmcON!XZSu3+jqPYY`4xeL@c;BO?!8IBnC(RMjznQQ1XUT9rM@5zJyWJdL z;;tuonuQZD`1Endl~A=io_)8uD`)gd<0#C z!9{>lrtf-Hp^OrfMSAq$9jyFM~YW23CByhcq=uZf_i?Gc^%^v+t%W|KY0v z-iV)wXs}b>_KlG7W*Nkle|G2TFLB%}b;@wd`kd{5B<*~FLh z>hFGTJo*u@kB85S3H=f?462W}qc_W)@*tP?Js$ToJ%K}*R;1UsQ@iK3)bZEYUd~d^ z5~xP|geE>0wij%qjR(H8Touxqs^ZbQvzF*LeW9J7KqBi2cwUt_qM*m!d!Q`3 z6|Zt)a(4MH@B=H%2T0e`CV1+38F9~Lk{*+rPU>sP?vzq`+vqWZv!NfPC>S6a>KiWt zKhfsn2rTuvBE6}U>A2hNj&lb7wOTZ{LA^>1)cx6y_JS)z2Dd|TPZ4v7kD0?24weg# zIAQql3FVa$;RVB?jI#<+@7KKDbC32s5cfO|oA8{rG~V7gwKoO#{a{7TqzXS!dgc?7 zE%IW-2h!%_Ifn`yRTkl4TVA&P=DpwE;5BCG^t_$}ZAwtm2}2O_mEVFT2d8oCDF~TE zS~$nF{gShfQ5&8yO+u2~jTS&-S`}1c3T91`oXEkAr%O!IJHatMT6GVurQv~dHi9+& z^$BR?^9<>K|K8KsPrq3p>{;l_Jy|3zynM^fJEQU2P+CO-A7SbZsKhitoG3eoiB7cj zxa+C7Auj8wva7vvvsXzAMyH$ec<%ZEeUS0$DB}brX{yo21Fq+BNN?zEK5yUc)FvhC zx!mvX4+}b=zzH)!ZDFO{I@)^N^;EKFlBRQsyZM|&Yozw9?oEocQwf4#w0&q%>5qYr z9ccs>a6N}ZTE^K_ll!p#)kQpAuKeJ3Y~EWj2*I8~3VVr(3O6C=Q|tsj=|{V}@RP1> zZVQfwly~GiHot^u>+XnJv3_EXWE~r?acEKw;mY27Us4I@+Rv4q_NbMj+bcheI6Y$G z0r`UEeLf9?Alq$FdFg(67mId05I9^W=|Qbtb!h$WPk6da{`KjvgS)&S>kHAiEmHee z$$TGwv-G%)G>g$Yrm0DJW;x<++D6wkoCKe3~w@5 zV=C=>z+jw@@IH<-MbQrzb@yxF>e9t0HPjFD{?7q-<4)^^A zlj3h`1|a!W9!)yWt4+Ep!}n;XmT+mmc9>z)pF72Pb$tAeQf|E#!~@JgL^@UPrUQ`g zDd?N4O8C`^TNlnwb9{>@%(<8CEsOm@-ycAALV(Y+@iKhRC0-uy?hK5#J6?~QZ!%`u zwwwa!Q#%Qbe6BW5SV;RG$oFXELwM3D79X+hc~FN3{(Qgtv$lnSWV()%XgBZt^h>n) zK&8MTJ?WGaw7phrYr^B+=f0@Hp%I+<6d?hNjT=h?=+MEfr{DxWX?}vrjlRIGdq3fk zv&+Tarl%UJ6dVx@<@nF0w=#@pk*0>!^e5$5MfTyw*W3TmW1J6#J>N+nd|f@<& zJT<3fkfs7Uw7WY6yy?cHzBTM||DWxXAOJHLE%}_)y|W2&J!L%tFv$Wr;;nnE)taS% z@70z@`AbWn&ZHV)A*#=2E~B3;ka2iC(${eUO_OfiQ^N`OqW9Z#XWfA5yC#1NgheS+ zYiRTF$e~(V4(T~K59lFw4+K6G7bG>o0*& zD2V$7dbL#KpzHQzU#;i4Hfx7NxNt~vs@d8k)%q*J(ZPEn)YSfj zU&rb!iiV2VwCy0+EX(w5fXJN?qs72QYo%{iE(VS4evgmG(W9FG(|CV~RW4 zJT`yEE3~l#yQ-gML4mUi)%O3Kz93mDgaU_2oCkQt?Df%xR=mjR%W{Y>F&uQxI&y;b zkO|GtCNzH^@GsK(&pq;5O&by9dkGvuxGNODR#J3Y@%_tx@mEnpSl7<5K&UI+h{jb9 zqo%3TVGsBoovS5GAljWiFfDuw7ymnF4?G{y+${Jce-d(Mih zaPx;Pc|B9E9?Ux|#DcvwOc7)#NS0*?GZa$NYWTCBO5MM7sm2q8zck^ zywst`R-}2Dqpy5vEqW-`o*27cGkUHBQ55DP5ff#2cGOVU1h25?*$=vtW1#KZ=$*C)gUO_ zSEGU9+>#Zt$Sn*Wm+;ur>FsY67!D7W13ICT+dAGtP(Ux&9$P46J5C zvxh4u1VY=4O>Q)w4o~+~k%KNBlSMHzb$2$q6!+sFtEg{!kDV2M%HaR+jb<%$7$?JF zxU5Mzn@jpcxkE@?bNadr-2P{N-Y41Mr2NorR3OW_pP-!&q)bGfCYCee1ot*53B996aYj2GIDqwhHlJ{nV|p}yt9@57{+->(FtQh$>W~-9}3rdvz6EXzTHeNtHRok9Mx@k1Kq2 zRZ23)zNO^I>2;9twT}ftBlBSsWxZM+=^J`yV!Cx|DvI#VYM)<8d|CT+DBu5zN`=#l zmEOw$0#$j$!L*NC{TuJ%>VWbO{<-1zVfL2)eUr!%h5fkajWcEWo=ut=wOQ5b%X}B9 zJIxi1!}~Y+gHYNbwBt5aw-!8=KvfES($h}89KO<5aS$Fkd1>NX%Zk8!zZ|hFEVa*h z)6U0Vt%PMkn2i||8X3{BR%)C4yGxpJ$OX{%6^K*!XsgCE+IpZZBz^65bVB1z+f6n2 zr`A5IO2``rHYajt1;W|ivp+)#lak+Hb4YIvD7x7VN=oy<%KKf)q1>Z4p@i9su9KhH zQWOUnPi1>1Y0>PwJZBG9W;<5h%dg)1#y5F7^r5|gp6toU>JB<=@SvxkENKKbGp=3T zDd#T!WOwegTs^Y{JPiLD<;&@#zO0~K50wdQKH(CraoHCaeFHpS%5PF))a#Cf00m!! zqWL@BG@^YESkF-rGS>6gcY;h#9!0 zbS3S1Jm1r{lO|)1F4VuSU;9(B_TNHR?gumd*@=D-pkRpTba9Vv)ziiU36rNvoW>jH z@gwx*b39=-vsUK4@`qf{5DA2$Z~v^7VLgLSdOxx;-P~#BRowSl_N;qZq0^y{)#9Jo zUL$>u4C{G3(qK;Muy;M?H*u1J)IYVBCA4RjUJM)52wBdvs%(F#Mgj{LP%|b6@f5{_w)Ef`b;nL9DJZs7eb@ zxFYK!5nq)wnK34p+hkEEb&-gHJ_x81h;F3hac$#&)VNc zD!e~fY*2lgn);|R3Dc+bp6FU0cb1YOaGJ0zU}*|i9#1$R5UPJNv!UY#f3wuAmPJ~P zv~g+NQS;Rec+`*FG@`rM7AkYP&Y-K2o3r|51`gpT8*|gv_0-9i__xZqVR&NfUU1#V z0*y^}UC>aZT@RF)Tva~dxX+tEGpk>*73Wv1ubQ#x`c??dnSoeQHy>|h%CMfzAssoM zkGf{|?NES8#-}6*Rv!c%MRQ7L)%)sMbDd*-9Ygec_ z`GP*Q2S3+bp?!}(TKYpvdN)-(Q8;9_i*;CChrgoJSF=uIi3YT?iSk9*nNy=;lt55%+usk8p{0h9B~$ zm3=OrF*&!iECp)dj$0U7C@(hgk+~1gBfX->D~~9wYCna8n1WMwhV`-Fv$Z{lRLi%f z=h5EBQzjMnJkoc4cp)799c_)c^Ao1MmR~p%Toc=kl8%k7Lb43vJwlKPf3A3uU1m8C zlJISQ=fxeo?DU_9kN@}D!&+2izL-B@4fJrSB9l0bsaJ0i_Jq}feQib6AtT(kIYC9{ zAk>|B3WbslL!eeb+nt14!^X7tNv}KcD|DhHWmn&WJz(Usyiw9TsQifbJz%~ni#R7u zXPE};VtFSf!%RVFv8-h;b$oDU!emn+qj}s8P=;ZNY9$(b{?u~ ze=Bti%{1Hgm~tUx{dFV|Xy*J!8*M$F@u`s^i%U3VI(!|c&ohuZ+?hVpqq-y;3j2HL zaOZdRdxPoE6%N5tItpyULGSIoy!@(OEnZ_9_!-7W-3AYwTtbYrv-=VxOK!O5=>cIz#Ha62b(nhY8#5^fTod<4pGo`j=7A)4v2(E_E z@6qT(b$<1aa@zGkk-*@PK9_n%uFJB_Ns3mq-Eo@k^cZk%Vv8tg-d26NGR#NT6Yi~4 z_?`}dZ=^&$wYv*v3FN?6I|6;GjBC=%X!G%$Lw%~4q=%g`*6n^K;VpQLv!lVIsjd~Y z{ua{eIv00S7W1B~!XP}g@{H@y6z<8!%^z+f+W*!PoRdFCv)X%WPJX6)E8O`Ms6d>= z8(2RyA);C86533G!0~`SlJc)GQ>>6*QgKkRBKy~WiR_I>LpQ_JgE~;!kqq4kHz(d> zyW$UCl^Q-c8H@c7f!Z@M=-k7r-G#r=#sg_bl}oxeIkU&Et2PcN!iw1YhYr@52344b z4+X+Y^OxAr&la$rNBja{-hr;SdPd*zkL|bXi$1t60@>@P=z~?VYUdoTp#Ef3Li+EV(97ge{IP4cvLK`(YkY%4jdrv z87T0{MvmCzaeG6Flsw>)#KeSu>_*l( zqe^;StMaJ2_p3<{t{8Q3viw;SEr?pAh@hxHSP?U5#MfV9)61;W2v-sRBN z<9G;_FG;V7c`uFB`A{i!k!$ARkUFJeC|#aJSdLD>#UHfolYjZ;7wi2twug=y@3%8n zSw>+wgd1{Cwcyge&r*ZtRE;eGo#5d}Co_Ri-&o3cHtG6CK{!%(Nr*FcB=}y#kFzC*zeBaP@IQ@$2lEb_xH=eyX03R*+t`W-O>is}bLiN?lMaO@5MT9K>kwk+lPk4V`}Fvm%F7?1&`C#K ziR;j#l3^QeJl&OWNf$UqHbx=4r8>gxQ?_+^=RmJ^DH5Hr`Ddr3L;wPZ$s;XnD3{|H zV^kuAC1}=dds$!z<@+J-0-^3@Z5|!=fa@6?!YM~CzkT)6?o|BI`lPqo`z3);!bDVD zR!!!wr=uS5J&#FRg?F^~qv7*x>;xv0@S4)@ zVMiZ1>-AviUaS00d9KHIsIDJ|wv_(Zs}n^V54fJsBE8@yPIkO*9`+57oDWaFe9u@4 zh5dMR_wsW}Ul46Q?s{reh^}mqMH2F!n_u5~w;YF#SE{%CaZdobzHL7`N_5?23~fAK z*i)@IVbgc}##tKaOC`&+^}mG`T!oV5G^Eo%|1tj!Z949EswW{%V)V2ct$8g3KQ66h zmU1I^(G1A%0(3pEWBMlWxHM%vgLGRm`e1+b<&Cu%cqSiKk^W%8LMYkPqtf`x-dz$w zL*Tvg7^Fo*8pl>AO=;-EQG~L9v*uplMfG0P%P#oLiIfpH4AMQ7-k(mZxtsbi*NYAq zw=Ju^0f7krpyBxRiJj-@Z!F+?Hk&jFuyLf@!*QSSUEt*RqnfIXGC=BX0GhLXdu^yn z`yMbK&DjXELOeGbjY&8xHR`FFl*mmV1kt|p9}9%TgVQAc|7TmK7_2XV5YqAmwK3T8UIY z;C(KSwDPe+{8R2W%^LjSDoxtalQaet%o&f^yBRwNkEXqkf3B!6Etf-B`Pl05t`=?E ze7sCBsOKKF^cxB-lE;~kZb4X(j&DYR#2~;)No`7gumWH zrx%y1T@yjpQ%pK8=|j6Q_ih}XZI5555Pk4kbgerP{MwF03S;#><&uPt2M%RDk2E2Q zS8V+-Gqo2F9P{ZOI|?^~)|YuAeKfUv13K)1e9vT)zMq%UpYw2jZ8z4_CWmdGbZz|* zs8HjhLhaW1_-!(*M=VCd9eIsy*vKt)P8f7w?oh|PQ2GU`@LLgzrao8)yi87^Xgtyk z(#B|;$2}RXxa-rt?Ho1926FxH=(e|efTm=~iHAKstRg+3J);+ySg@i3uM^JtZ#br$ z0!`ZV5f-u}p;|>o+@P5W>3!gFuJaOWr8psD3U5pmf-}x@=*^n{sF$UpiUzcVtq%|K zE7@s{f2-tAg-*%M5r8zn9#?^I;S;lYwDa-Ep%Ny8G?j~2(cZs(j}&M9k;Uqcu^=%) z1+6;7on**TAYk!H*T=gPjc=HL!Dsu)PNJ@(Z-+t|=c$Q6*fP&t1NzcZMGkQunkT>K zPR-MoI0P6!+&;(13k)1FlA9?s%?^RAr!hd%x4pfiXE)?}-NSd=dfxM_tZENJtPn3G z+}xw!xQ@0S_|mHKNiV`X1Z?T(*(k*yjUKOQ7^?>EYG|Y7w#SYo>uB~XU_Lr!MVJhw zknr8~N>|f2Y*H(KujuXDL+C#Nt{3K@wbc88KV+2(EFS5!6La*=oFYS9FJ4~j$fmyd zIOyR{2|~2{x)qD*oC$az-3K8I>Fge_eq{cxZtQa_e?w`9vdUyg1L7DO)gBSQlN=lc ztY@Gz$AtTnh9aAF{5HHs_LyotX6OUR_mMwUu2!!A_rs{P!z8`c=@45qxA%~g!dSDs zA>Tj^nwyM8cuv)t$s=SuTP}z6$u z$_$;9EZvmgA^+Nx2|~}-&D-z^?R(&J#Z@7#uICVKR(rwhQZ>eaU09#>RG^46;ZtNxCXX

W|H0(c`nJK29Ef6^z(n)7`iu#keZLjd@Nx{m`6DyeluvTDQLLaO(ZhCa+0PmK` zAuWEA_n5IQJf;mVl9PK<^KH|i&+U3t;-54!m8Hzc!#2PC@dc*duDbHZ`Yb5%^UI{g}t921R>8Ot6)P-YbpK;F68xlTsha9M1^ z)|c)b9rh`qrS-p}@mkx{uO$0`TLS{5=s7m*)P5N`hpS3@Ut@FI&9ODsQsa{aUx%vY zsDtZyd(pziwdLNMXy@ZOhbk5L#3|Hq)5F?#_26&z(%q}hjOEaq)j>nUscN0z?1!q- zh_3`Y%xCytZ|lXwUf|BlcqrH{;V; z+{e(jb~oBeU2$OzDEv)trLqX)QKOND!uh@RxbKtM7wb!m^@SJnX0x`!Db*-DU_oEUw`58eA;|G-BYiY zwDB=^I*!HB=kWshid{lpQ}kHK_yI@+LVIqauZ+0out@6=gdb~pcP9l`8I!MXoxLVl z4#JT|=xdd_+NxEC^$3S0T;KEJ)H+=bNPTPlmJOfgb|0F&Jx5H1zqQu5(AMMWo?h%^ z5GKP0E=k%G8!5HrmgY3D`^r=(<*1=8HM6-c0A$S>_~LJ6a%he$088Zw@*ozjvL&1sv~ES zK5ru4KcThuODk@@ZrzfnbvM9{Tn(voC55iDfUKuVdoJm)*IURv(0Q&A#}n)x-%xL| z9SB7Z1A#fUA(s1S>wzMN!zX=m)H}lD?Y37B@s|A7mUENhx~D?lDyK6j@N@D5pnOSj zL{v$yoP=i`-RfD`jK5k&%lYO$7pOemhQ`ffIu>O>##7}n@jZARYkPLnyp|U1?B$-t ziieEDp^kPe>S*75TQAWK!5^(8*%KyNnD#8Q>2>&s8$V;o0{ak^q=^ z&{MgdN1CG`e&$?xap*%otSi}VUveq2O91719VGkx+}hwNop11{r%N2dMZ)Nzt`S=^ zrSxl8&+>^Diy_ayMTwrJHA|wPfP0=w^lTNvxVK(YP{)JZyAQFM!zPW0=haU^359TU zGV(8u_H^3wxb-vvS(WgZcK1H7CZES0IF<2_bx|pXtDug`7R|^7qn2-#p@qpME-t1J zk&*V%%n2LQzFOW|6|mA%;eRV;t06+#rHDzgKyMbGOBe@HnW*@^Goul6{g7yVzqO;( zpclInX%P6Y*A~)o17u6Ip+^{cO)2tE>C%@{Q7wMUk1_$_KVQUw&2^qG+3Uokp60-k z-o+L-{y1=8a~WPDT%PvsWfZvC8G#0Ew_hj}(XPjhr|KKx)ajTl_O`17zvDN_-9Epw zEJ%T}B_EA?=H|!lqU#$VZkQa>b+LF?H2Z8rACCT|H$2doqzN(^by2!BHLf?NeUE>r zsB}ph!I5jZvdi#W2UgT4hYtJ@ZGR6caDHOm{biFu96^G46JD|6{YZ{n{-6{G?Bjz5 zo=a|2Iqsk#I9qbT1I)2~xO1zoPIao2c8(vcSxkw&xzD{za7LOa6 z6+*bcDLwjFZMi$XR4bpoGumb9K&T}diAu}Vorf>buE+BY4I_|N`YAoEVKuu(YPjq^ zak7C@CwSFF9zi%pdYgto)>EmTL0Y#$LEqkf>)38Q)%Pni1@VhPt(<7|W-XWB;?nsB z_dOLi9MUzy+Jel3nL3SF!Wq&rO{>;xH552ZRN*)ey>X9bB>=e|QSJ$ExABxaj<2gp z&ca}X!^OXC3@vv=yFdRMyS#&zl#G<*hSSam>}Rt{ORb9+72JLHx*uo1nx=YJUIkYM zE(QvOt&??v>A(l9=b@BImQJ)bdS~^leq1qIK6%PYF1H{2(sug@gs(>?-H~BFn?*W! zyq{{fgc?iT^IS{7;ctHb1PJ3I5GR>|*Gp4%3y1XT*!=)A+mrTY8nSBo1@d7edD zBudZ4m+KMKhdo;PqW1jdp*JAUw<68s-XRQG+960)k8oSH`;3!O@giKdC0UJoc0$li z$olzc%=YR0t_J$e;#Ce!0VHgDit&-sr0>;uiN@KHF?K{hSSV~nbe#CaQV-gAAYXD- zNt0ha$C>1XB(-7WSJAi+I}&4jL0LL=q}$>;=*cH2>?sJ1PntD7THmRlaZ>?a=WMX+ zQ|g%k1&%t}Gf}?y>tot@!1oL;>7#|4i-W{X77e)dxp(W^+uNam!xl6xS+HUexMxC7 zOGqPtDKRBW^faU{YwX*UHe^x&#GxxXD-b%(8B4?EWOui-KiNiq8NTr{SiEN;6*ijgoUp)oMV?Q2^Co^WoB zh+bwCE)Puzry@4Xg>HwvGJ>ANBE2G0y1u#CU^=c!=l)k^1is(5nTN(c#Af^g$Ey0sr79Lcg{_$N z@)>KYFFTq;sJA{!HzQPbFrcWX(+!{Sz#&jh$@LCb3QYJhYi#bKbg(dXL}-Fa8t)8b zJw2#WA&f$aV@mwY8(!gW_T75dlWWz%?Vd=4yTgfsc_ z#XA9lX6VV@Mt34t3R(8F>w&KY$v%%ucubfVuNL|HXDRHsewBI0cs^u&Et)P1TFXyD z##3bilk@_7-t;b|{URy3>~x#$!-~@&3`1aDomU zz>}>eQ1B4!8xxn{Qu(&4&mZHM$y*VdcTyWp5e@K&K25FYm$Zr%xk~3 zte5d*(d8|&?RcK!0gc06pYgC+bS>?W>wHi{bs7pBlOv6ebh^Y74jnk8gT7SL`rEq!8rxpr*;@yct z#gd%`liM*SomSzUMGw@VZ|yrYDEwHXc$1DC97m%%E7BOC-1E7|;{L*w?nV6zt4BOc zgFdwdXw-Jfa%mR*Xz{qAg=R=|xf)$lBkySALrzhPjeM{1KCr%gg>>DlSJ{1{tp~z} ztwMUd@6gpc^T1*$YDmei0rv$J;DG!Y8jyExH~&?Z`NS(s)0?%-!>K3mj9HwjoY>U3 z03winL>Y5_P|+J1k5-jSnz5d_RJhN7IWFra@)>e|kLBOM;Nb+)`|j%64xVJD9xapf zs=#LTExK*FQrUi0mqvts6O`?H(LUjUDUTKCz`njtTuGdm~#^c@3jtfe<>O;drN54%KFh8`^i<*-Rt_uS^nI0=I8zaUXG-SQO@+BEKY3Jl?M z2@?TLStkBJ=Clie5=(}kaEi33%RS1vBy|?POZHU6vi9}yD6PmXf zK!C!^lPF(49DV=_94h0e63_OJ&0F>CaLELbPk`Gp-)=bwMH`C(r&g0O5VD>M94={r zpO{PGJ`e0$a6n<4PGNCU0SJB@AjJofXtd-QHuSAxk`{lh(fOe{D+s@a?e3oOoVjfq zG-r-O)@N4Ulc0c*^~B+0hfDrJQ+>OzSDXCB-krzHg5o{^p~s)suqD+!o^ojPm~@He zAU^nTTg$a-4EwIAYSCS)Hyn!lr>I7oDOj)_ihH_7BaPgPKk%H4zXagvzDjZa>hCi_ zX((^Bx?j3r@&np>C~{O(2t%+6D#h)!{oir(-<1p*w6qAkMYI$ZX)nKJyV40C4;@L7 zMwno6rh?boHAISxcKmJ*yWk3h1Lh;&4;!hZBh&Y!%tgYLf2?O=%8blgiD2*r4zP$CrHUiin}7lRYO?LUBnJq*8ZXl3LKgpLRy9~ zCc)(8i*ai*Mvae%o?!jk1ZxwOec?Qt`)~C_a({!)x4EP0xN_BSi5wjs^_1~^7GVTa zudc}Eb4@b-sja?xvS&vhIH(f=mfy%NavRDG;Ux;{P=m>n3``U7Khi7KM!C`HbK zzEuMdlq2_R_yiemmdzlpl4Id$Ra5g0&zGU0y@6Arra;yGZj>))j_%N-&Br5$&X=Sq zq%lX@vi;Is@vs-fCbftwCPQV8812bebZ0YZ>w%1eq`nCcP8i&;(?$1{#U;S z0hlmd5FX-`ogs@w%4L%V?;9_8kItKjZw$Cw9y%BUDWSD)8#zO$-Gx?-% z8wWn^cRt&jm4&fevhI)Ax#@`ps5o7N(#{9HNERJDc<9snz@#Z@auXE}7r5e@A)@^+ ztMiI|K{lfoI<4UwJ#8PIGy(6kh?Bp0zN5!qO=-a^{GqN@vHmBaN~ho);$qtFQkP*p zLxps6X!`zU)baEtEa%I&*uU(5c?+`sDT2~0il*J7BM0z3AL-4Io%DP6JZ(AEl#J*6 z;)y$pc)j3NnYi-;;hq84zR7Yvn@u=t@+wM|k1oTH49E|7Gv2j*C6x2C4+(@mo?%_I z^YLd()jGt_n&j1G@Gf$3?LY{Ddwn&r<5mHWH# zq^UOFpnK?hjr4{`n=R3S1Py;f$wD?hE2rkoq_1Q1GE9Ql!T8RJe0#5n`@8Ru#7mf=6c4g^z0jtZ*{WPw6*7`gCA`xdGv#eerGpd+d58auXFG?Ctu#}t zkY7@9P_ZKW*MAKSh3Hc?DdXul8O~>-+j(SbOue|aCOeOAAqGfQL?{ca%f~?!kv~o& z1&j6mmUNwiCmjk`;ByFPOb2TtuLGZ+Kg8bcPS*JbJee@{UUGssl+AUC$$&^F6JMJ{{`ADUG6xtE1ZcyGB7MI3EFm+qQdukr6s< z2A41xt8y*z$Uo+}I3}fbcyZ+V8DN8Q678L&&sVFW&BsHB-a8?^CAl^+soF6=7jJE6 z-eT);yFl6Omi-9DZwk6V2R>e9Qne0`@a(Fwu=jyqywrN_4Pp0jK6uCK8bSkuuFtte z+YZG&oAiZgJ<}xis(h&$`AEm_$&0T+Xy6P4BsW#>)1a-#xH!Ofa_I>A7#nA)>&cQ^cau&uP2^8+c*>IYL_4i_^;>V z8))ls*V7bm(zl3eV#e0LQt15p-%CpFg`8{Ad}%$Lpx%bHpoPdsHM$ns$L~G5J6C2HF*W*!7+0G*^SnklY zR=?(GHvXAS^m%N=dOzSCa2fjrLNO=K=1ZCr++Il4SXoC};E*;)fH1{lq zT>lkafvOFD5dpcLsuB34HO69W(`TD^KEktQVSUk)q8M=GS%x6Y^Dhe|yfom=vUyy> zRf68+ak+k~)mU3An&IfXVuwq5bW*C!8~4@mP8e#ee9oO&D#Lm%kMwSEcz53y_1pMDynJff!}@94 zp(=-S1u1onVMwlP0KR9bl1}(~ab}0xZQZLeNWpT!$-@_H!M2(XkHp#f_2NdLUdJWtCOCaB?BPy?bLeUS%c$&&f8c#^Mm8kqprx1U%2kW0i z=A=Sjs}pE!;*`+>>hMxy6Ao#$drx+X*RC9?0(14s+~UY>P{vt@bZoWHdFRQ<_H0$s zgL0m;V$1iP@%Xp)hZy)n?*G_MW-)=dhu0A1R{Q1p$g=A3OHty zRwDIw+yA2H-VdA(IR4BmzrIkA*kX$w?1r7CJE5Tijs9^74;^-Y_u9c1<6~O+mdpAV zhD?Tc;l&)MP~20I!(o$N8{mC&&G}x87dY-3 zM%~e68qly!4Na>)zqtq=>ZFMwq)EJMi(FPGm`Xt*vAM34-TAJ3UIDT+s!p>XD@`oYcv zQpb(2X^v1{Gz&zca*zzf(~>dAWqhxY3kEB>N3l@9-*7B`mYeTVg^DmKi^s#Cc}I#hjhZU>d|wZZP$g@Y3An}PAy*w zV&C`Born5I8zpCb@XnAs8Q#Ima>OeBuQ{I+ErB`26BA+l?{kx2$gQOG)S83q}+v1j0G~sc7xJB{QDq|?=gqx!)yE89JlxJ|? zQ<0-ey17burjZ!FqZ`Zj^2XWE3~X#60Co}*pf;cWPMZ#U{LRu-I>K+()J-|YqUtq{ zqv<{~H`#dWHz;48M(DB1!{L(cP9WVQIEOGjA*D^z)u^>E3xhC2wC69YbOBS&j`ITH z`b{TZ)4m7HN2lxw_f~S^-Te)3rF7T(5}KTAT0!=AE6SJ;a@{3gD?D_lB8~KU=9;2F z)*_>3EbK+o%!@a&uYoA$J*0WBuXtHbM#@2ZK7?7A-mHTr{|qn2BY%&}vs#eFVfqb;;MKSD;>vsE~R+d^;d zg5plyk9fB4_nT&XEEm-M8RU=dUYa=N(Y^;>Er&sRDO<18$WUO2?{314){nT;CRZRkU-KK zVse-566W^wVHm7@|I4A1giLrNyA1VKXGXlqm*IN`k3;y`t_?18J{;SE*)Pg^|Iuu~ z0m%1kRHS9xRj!p`Jy(@QcwXqKe?YOuwd2d*E8C-1if*s`Fyi!xi3dbGHWkJlQHGMv z3Is)6E;=)xPC9tTq@XA!>BcZG-mW&yb|pUfaoEt~R(WSEgn*0Cc45>9+kV>jc-&Lg zs}lBnpxPA|>#OfturlYYcJJJdX;67=f)M0;&73mY^H9DdejYn8S`eXD`yIF5GN|8< zX$+3|H=!c!%Dp;M+Vz0>4B}yb#$n&w(4CFgj9+V)wn^rRJrI1~i5Ok(<qKWd64H#huW{YJ;CZxL-f#qKwdC^GP@5yW?W4UUf&}=zU6YU{m%N zaQMJRct}`8V<2rlo^z-w4WajBXAgQiGi-YPdWi?VQ~klE{r5qsF)dVMrYV^R$gp0O zG{u4!GG4Q6(`(#%kCI-^XUoA0hW8!`gx`K7OF&rQ+45BwgmdPZEsaX=!rkzx+o|rJ zjUy*P&o&4_$b||D){yTh2$@5=F|66h?@u{e{}fC3{M`D*(+$DM(Lq}Sd1oU2q^$>h zkG2K~!#NIyPt2RMq>lUODsc>-gp7fB*1Mu!J@qh#VxoK^VK&yEjSm zK~fF=ohqK)^w$DgC|OQH1=@avflq1cao1A?8k@9=@a{t;zII9NnDO!%S_j5oT@E2R z=a90Y)`;I^ouOm$Nn_t~M;Bkcc}0wIL)^b?OlrM65c4N6jcdf5faH}8;cMf0g<**A$u?^p5e z#&%a-*1{_sm42Ve+*&0F0gOid>|l{auZ*UIuR^-S;k9#)P0RAb`3WMUcV#9TU`x0X z)d_Dc1+g+>hsz*-W)CA54K2^k(QSu+ zA8!3Rx587qrbFqz909NwZYhqG5jqHeB|PM>IT~N+*CaKm^}ARr%25Ytm_KKo*UP>* z($2>}wUSvUVMWQ(a{c&S3OKz&H0?Y0lZ7?p`xJCD_3VCa@V+-yClC*NUhRQH;uu`b zQC}sYGikw51YrwTg8igV)T@k)*d2E5^cRb(A`#h??co*`#7CM=Fd88v( zM%1&&Z&}%D1k6sVz^oVf-kqf{QU>`6F^Hcqb<3qLI_iOsEssH3J3Bn{NU>3j)U>U% zLU2!W5#;<>lrT-^n@i|ufc0!PY4&kxZ$zod%U=9z#mso?@6tUTY76h9wy;a(ZnX^O z^LeC!oSGVy$Hu|^c!6B8aO542cBnVuq0Y)+_SID~BA?AAEexpe>jzVgtBWp5LN$=^Y*x1D1YsS@JMGJ=ntlm}v zA(wx&;76Quo3sm`d9zFFJ2ft4ORw-uKL%&kjJi~aqs zp~b1f6{iFirxG0hrGV^zQ2A4CK)TdQ+Vpr7qD;>-35Gz#9SW%cP@ap9b}LiM08+?r1BE?}W3mWO-FPjIoBW%kdh*GWZY9NiT@FotGXF+=u88}R z4Lv;Usc#jRc-Y^3>Q?YP4L_9N9O66Op?L^o{amD*-PU`08{~VcPGFG6LsXXAmn`@p zMgG1uq`vlbAz0<)m?6cbMY{s%xW|1@t#&dr$teM_uCj6m|X{jtctk{lMXdGo5&GrkUAP9EVIRxe09WWpAJXIYNrvb|K zrH6J&5iCUfWZ(az?K^{_%$~1zO<=-^n9wyN2ADhp1MKR$U>pnxh=>6LDnU>gKw#BX zjED(A5zHV+5G09!859K+$*72uBVS#FiW_LvV@YVxo;rrahAZOO@CeQ zaKO*;M?SIVb9K@=jh~yqCp#0VjI~8xx{9p_ezXiEGe-AEn>Vj}T21y%68An=BCdV% z2Q?HXpxf}fCU?BX=9AFDOSQD4y$PEkYRouCT7S@&bNy@=*gtkgCzZrwbHnhf1)R^P zUXXj842jK(AkQSc_&uXs=^PLGSCyk-?a&01xsdPiu$K1VA+P*>m~;6@GRc`2xN+qr zfdZ7=zd^M15lbG8lH+?GpLRnbv+rTAlW7H+VW#tjsi@t7ax@ndG7ql5_ZC}E;$HHz z642J_kH|0cbqXYJt1EfWVtRTeLM=c6>R;BFJeST3N#iAz3H3C=aPLZShcQXvRhoKS zlyh1Y%Iyd26^ahG>PJARmw28-TQ!^C>fN$3QD$1$r@CoL-C%HL(u1`6cLtp1LmfcL zn?-W*bfbNoO+Zrej5eYdq7*v#!}Ha@tqzM>RC{BQf6SsyI{)bazCi133C~VT)kuM8 z$z{-{GM;E+=m;DO$QRph`O1|e7J%w*2`J#CA7i!SCkvR*N+Pf5epld)dndlr*&GvUN&_l$)*8c5)rv7THy#0CQWDpZZz zW|=R7fP<@X+PB-(Ec!|kn_^_L%as=#YvMq;9~*SLO-tl%54m0v>shon2D~m;1^l+7 zjl|87Fr^u~dJt`W5sH?}cW_2y;{nw3c+`iS+lnfBKFcHtDjuKTsD6Wh(}jffmL2|b z1_KAMUcjQgrIg1qa$Zu`6G(JIinclMY`gnGxp5VGw5vX3_h9D(kCsEb11KK-F=mli zM*n!&#nAnGW1-gZ@3ulwzf<>`ujZ_)O?*S$mZ%qlfvr5r=@uUfO`RLUPXmzrdmm(3^O61A^7lCJt$46LJJRfp6uL> zVGsBoEk;t#6Gn!#_pWd(cW(3zk8s)I-!`%j{i=cz~O?6g<4@kQR>o1 zrr3A@Hv$3eXkXEJN$0M*jP;2kmziH?LnDVnNN)Y<j3G=QCYt%QY%lv6K)++WCmOu&S8#JTsJpN`8R(2yJ4xZ7{hP{~Mu{f*cE7=NZ zS$i)2lBS-XVe0?>)&7oVCWVo^rF1B=n}C;;C?`2V{`HG)y_DHy-gae%#vuprM;nO# zRg?UOI>|u}kIAR}uPWYN5$d>_yil=t7V}&A((MrLXQ3ReedY*xGW|R*?P=StsGp<1 zt#l@Cjc$8k{Oj3s#~|F_N9pk&W8O#)RFJrrq{oQ!O}BqJ(&}fp#SjJ_L(yOyXSW&B%l)# z>ZKjz6&UJeJmNpqNh6vS>P{42k>h+mhevs_Q?2)1b;e8?66V*GjhhbbhTg3b+RxMf zHtUfb>v;keWx<@h5|?9hqg#m-St;g-yK5MjWllmo#y{6imsc4wIkZQeUjFfAHw$El zEpAI~_nIaQg2*BLQL2+S$W5NW7(zZ}=X(jJo0mnklPSK!;i{y_2Vm4xKy~@?kzAIX zsL7%(%GloNlCz?GAo+6h+`d$7iUpL=A^FRd)`yhA(;nBlMzp_+Of`+apGsR12vu11Xs!8r znYHxB2H<=)gZ5_a$clqWeq8bhpeIjg_CzHV9M^iGe^zH#yc>o-nI}u8CmhNl-(;id z9lLepwANG9R(9YW7aUxjyeJf@B<*gN6Z2V2+5#viY|mEZ*>sb$pYAzVE)QJ^RkvY? zJ{|rehsBz96yPK;!wVY<~3%VYk0g2 zJ!hU-tC8AdFiFlr;)adq&b2_+OR_Y?E}{$k3d^l-Q9H}B2(g5Tm@zbd(ueKqY5U^8{jeWA#w#Y_kPYa!#gv>D(h&YA9e zxPcUU^Q`gAT4B@z1)X-p2;{n0Y{J%)u*Zx*+W%TFzckCF;1aShuj^hv<@GWsQ+SRj zfiHezufoOyu1AzW%6}`L`cl=437KTX%)Pi^)1L+qQ(*(D41I6+E|FtBgCU@t-}9$$ z@rqy5LHOQN(N{5N&~V82g=j_Z#L(7CIo1m_d6Wkzae}TZCzNHhY|F+h4|5p`O+6p& zK&LOy*e7G_N!UwHd{ft4H?jONcl-nyCEJNNmrpL42BkT-(VIQgul+k@yyVUDS(I@z z@{oUQ>TFWuO)1JUOXm*(Wc+u;XFU3P;As4(g5E5L_DLlZqsK=(UdyoR>}%iK`W_e$ zHPgnU$y>Tu`5`u+1dhb_NO7I+kM_jd)7j@uT1i&jEe%#~XE>N9JVS!2vB4XMVdRhv z1xcDfo1YWsYm(V%QTgis?kXw853kxQ*bcEQ{zQDnYjvUED!jz=Oxj&cyMrSOYt@?x z&+D)KIHYFVTL|^b(BR5+z&GjWhlGt}a78`AiO@0OG-ZX6O~Br8y>9caU!YZ=e59ek zR$B8JgC2OZ96oJrL(L8KZz|r0kml>U2b8y0je*QBLOhG9)e)!Un9t_W-X_mvnkVjE z^ny$iM7))WBjFQzjmUhbzKA%v=F=9sQuD2R>0nbBMI`rJtHAV~wO}7`6>8`FsrTco z9P=4G+S-i8YaV#%#Q!Ag!sCGfOj~QPE*xhq6#Z<Rx&uiHbO^(^YUwGq3TbYuSL zB7m=SKY7wrgFL7@nS{n}uBu~y$H)PE&*IYVW5yk_>*(xA2$-s7X*=(SqWX__n^QOM zD^uhrGj`T2gvyiqNCzTiEJLcPNF zoyON==abgsXG=Rr_E{ShS6Cr);ae1Jli-*HuDb0(rQx2w0||1TEnh%8T`(LLZ*AgA zp3zfU+VNtlj|~L;V5FeERmWxnwx0AoCa2Nfh_4XupJ8vGPX29mdDd;$IMBdzENa5K zm8v|GGi?@dd6ac5GF|L7I0|i3Vi44(ha3ENTve6 z&a@?{b~2PEtD_yy1s_u;KtV?WeCp!|FP+C%zps!v3pM;~ zf&UekM_b)cO|)>|&|6E&3H%mUmz4y^ zU47p|<_SXneGu8E(S5 z?naHw+Ufn}SkGWkX4IvA?0X#O-a`iaZ1)i-$Jv5oep^)4`lPY4FmM3avzQFZ&Tsd< zJkjBg4x*~{%%1b7Qp7}v1-=&@9AGD|TLJlAlH>4bADM2CYjiwRBBMUdJewOfxEJh) z{Eg=1H_hs+VlGZ)xj}_hKP0D+YxbLT<%%3WNJwe4 zNz@~q^Deif_L9?1LpR;JW6z-e{Tjp$Nht_Cfjv(~94V=b@|!huIpF=r=C|aV&3I+{ z($^cROMXKEXZYM9Q?T*mty-*EL^oK9HKsk>99}^FWl!q)&AAf{z1Nv&ZW3hq^#C@V z^gG^%r#&L~X^MAWAgh1;%wnaF^D<~+^#KK&n;SEvA{M0axS*olN$}b&m~K}jqhV2+ z{IJ92Hk4adp;+^v`$Z^@lt7$E`e>9p2^D2;dm>t!NXUC$%kK^E02#0yXvNTfYrMQ- zmdT?0m*T&4b#qF6PUbg@H2w_x`gjU7WgddI^om}K!!hgu=kvI<#i9((Z8dH5mOWN` zVARx8da2V5?VY1Prju9I^$jA9 z)VbL})wnmhlQ5n!M!FbGB1e)UaA@b2CzhE6^D7(4m@}`e>FS*%a9v})qfm5)Q9Tg* zp0r*P?^(3fo5ht8=W49F$Um+Ak-M`#X+e*cc}ghSX4|kv4($1~8Km`k8hxWvii zeXlTXpfo{~_KdbYJfWlDT@Bd){NYlgel;3YEg$BJ^5ewK+pzg0a3qhGOWXBvyx8sc z-KxlFKh^(d=q8pb1p5ptq($(&pL8Rev|iFd6VP67^LeJW&y*#zYtnCZh;WiS1pDI% zIZrxE%<-=ZKn@peYtV(gIQ_zNzC{^XjVtFYTJCTes!hgT6N>Veof#*`dXy$mezcnL zGb>vx%E=y7N%g94W6dDnJG-MKCnF;YTTcQqVRLDpOXUl{KihuWoD4Yz8xKBma~=yl+P&yc>$leA2{xbfJ)W4* zPSN-dKdp^&WzL9suKMAg+W}tM9g0d5o9QlAkoA(%gt`WVIO*n#*3JiHp0G+^^|408 zFv#~ekba2LXH9pEdjL8-CheI+>i#wByx6X2*%zjuY703cYaJ(Uk<(6 zW~3rKFkWLe_C3(Oq%FT8WS2*)K**qeeZ%ejN|%!l&Yx$&|&eol=-7xan8G3^Ujda86Cf* zJIWiHmrO@l4nys}hn&&`v56=PjTuHLUa;ViO+cmAF`~ArBY(yh42eHF#HnD2Q_Fvd zTu+hmhT<>N$H)oxY=$Of*Vo&PX*WM0qiy)9zL$F331g1!c!(mxQ9pPBZ7>Hw&SjP5UZN{e~9%C4cvj|EhqTo?5#D z;G_MB=tRF{N9@8BM$-3^fXNh4{#nJ9F>5l5`p64zMOSuo+Wr3T7Qz2MQ!yOn35y5Y zgKQ{CcF(6RQKy*qxu~*P<{s44<;-L4ZV>KkP+6!n!)l)#=47I|{d*39R-ocP+OFP z62G*ig~ZMm*2lD&$q@3{sEPURS*mm`mGr%&Fyt^O?{&8Ces1-uO-8(8ep6Q6y(Dl+ z=_%6tnUmhvg?&$2kM(|Ni`izL(V2Ajjm&+P!DWumRg|IsRTkPVZ^}FON$9fiz_EN1{ZNY5kBQh#ouHB)N$`m1f z#RJ5*zwrCUw>aRFz>)IpDZAco*lxYG(`7WeS}*RoXL|uGYu_R1jkS6Tdf0jZIf$`N zJLK$YzES__6&W$TH}!4`Xa^f2b~_Ov>UE_Dh7Rd`NtVf`%@4_Ijk{HM{~Z}HwcQQw zM5#g5i67DhJn$}W4P?Be7lj5VbbqxGBd%6HYiJ-^uuAi)-Y9$r^PHhbyL{&O9b2&R z0C3oR+P5A?e%oFYt^1Sch$#J97OCC6RpjN~PvK3nd_CWK-NoK&!kN}&a*wB z6JOO##+$UYKM&=YgLUBvv@Y<`;@*C2J@97v0zT!!P_ZkzH2!Tb8SEE!`t5w;pbVwQ zw&#Q*tM6+q@uLOIXHwrZ**r2nd4XL%>HR@hgN;}4pe!c~ZCB~VmtBga+Rb>(8Fy*6VIhfZ!X8y0}q!?y`v*;7i`{UAk$PBxMx*uVlJrK zZ-nllompHs0e6u}=VNvb?Nh-)@#7l5?JaB~#6#Ma4^%1m8)zbP5hv})>r7=FGfCSe zz~R%5_&zV*joe>eLE64mV@5*c2q-~zK*kR_5PVRM@znVtyRN@~TCt&(NOU|Hd(@5^ z4up1r2cqRRHTw>!P!s@q4vV%HX>qOprPSAbg!L&}_pciVo`76`98q&dDU7R!TrWw} zsB;-LN5s8)XGF?|czjtKV4SZECCF>hzp7RD>v=ixhQp&xZt)tm^x8iAO7d5$s*r3j zz!v<~&O{{G;QlkE=96z0PYh`ji{jj~cc%qm~nL zChg|EPjYv5b+o=eA(vC%r7mtr0co(i5hpEi#HdV+9MboglSW$xHmI}1u=P$l`KO(= zabEug;2Qk--9pjkh_~R9m;^Y~=j8PlYxYGwAvGEGPycnXE@ImSIYsm9> z@IZZsU+>YUUEhz8RjrnbYiTeKda{*h)SUWE=O1i55H49`WM73-QByNL=DR>%MyD(YUy# zfL`!UGZU!-J`g<3m18~iLj#K9#^O8GGMqG#b8Ysh1!@GC*KDffw+yyq5Nw3 zcOD)ryJbppcr{%=q(0VCfsiu`ov4@}*?1T~Ti{>CqOG@XGPl+)-?NVF-N*MDDZKju z#hg`$P`6^l{(BfWBokAT9#i*xt6TPi<-Mfmi(HJReen7PA}EYQS%Ptt(-&+!;CXbJ zg>JkYY2wIoE4;ju=%U@5Kcug^yB~y`2WT}?^=GEr1|P^Swl~&L%3h;DHJ_dWl9Ct z0qYq8F6Efxm9J~8cDRptwVpH1JC1373C(?mp-kbrvW}E^4_MD*(3V^`(Rl3Jv+6bJ z`@p14E^6xrLC|SO61-7%)_3F~AI(naKHR)@sr5^C%V_n_i+cY!xf*PL4@YzI61R70 z*nBeVNPbr=+Eh}Xq#Hl7KYb>H=HzW%E{;Dzg|Q}d)@O2n;aoZImZeGi-I~OoVYxcW z@S+ZG@s7;C4wWbWZo@x&nEMyDp7gz>1%?;6^0d5Lcgmt z#N*YAV7g$~L%!$Hu1~~2{P;b&>11PJtkQVpC)yyt#Sro8oPtWEl8QZ@v8dO}8bq zlsyL#qh=-q_sRhdn??IXwvV5-{+hm8GFOCGZ z(-Z|AU*gY^txV6FGwb{1PlqDrBxHTS8j(=0^#aQ6Kyk0x?L7x`$SiZC>by?{QBcI} zM%%RqhaTA~$9i-bhw`({yi&09;KEw6A?1-4X|FW~s%*dA5sKoRRrksPK95UVrEXWp ztT6i@S)}iuRM{wmIV(U7sWvqHDI9I^4kD#tMN-;#ee4`fBDNpNC$0CaN!XBd7$BwP zo&bvA$<+i=MIc(l(y|Dwnen@{3KlH@RHpOxV!bieD! zze-x~voXKh>Y6TOeJwib<2!qwybF2)0c~bf+-|MqH|u5CIp-qhe9=1u>H{7?QV>P; zr|!yWiLf&Q&9Z$P~2iK^S5$P-kM>%5w1>$kLSFmuH>LwS)MW7g5B2 zEG|9)g&j%6XVMmMG1+n>BF(antWMVF*O|J11=~4w_t2VQ#R2L63IGnDL0bX5_{@l_ zJ2)~Ok;!x1*Wcqn)k!?!)va<}Tmt!C(gNqwu4_;1Y4cy_R!KHQn!o2>G`0YhEZ(67 z)y=b(7B1>yKPMd{6|gm=GW_hESL9)fUk4)hV;BT>nc$YKJoxQUW`f;7drr@krpVb8;;r_2$lDE%}%#@hYh|5ayPoNsrpGG{R4`g7>y zz{3%p;N3`x>v;^yLJ&arf{a$<4`7wW-2MAl#2J8mNW(E`9>acFBP)Su%VYPONtSIT|7u!d6zD#u$P zVp{(heT8zI&(x&di}Ly4aQW==Vj{!z^r)P*TklUOUS2{Ck+eMIjc~~Nrd8k zJxcDUY98yBgB*^gfU@<5d(Wunx_1!EwH}vF)?HQ|0fii2l;sRF9$SH}2eKS4mL)xU zHyZlUF7!t-3a{$)u;YOz%MsA7OX~Z2>+UF~kx343K*7*e`=DOPa4VsxOrNo(FJ)bQvknX%)S; z29x$tb#brn`=0!_xIs-~g|dMSa;SuQT&d z-Q6m(iDtL^XS}LANdJC>o~@Ndv9}!a8Pw_DaoyT6Tg+3*pViv*^t^{`a98Xys;g!j zS*(JfgX=2V-1|KB&n^%DlsVlwNjus@zXb~T#z=z0XQG!g_C1MvNtVN6QZ7tVH+Z?% zHF%P#{iC66gS)>Dfw&?1XN98QzU&x`T@L^sX*g4^X$^}BG zC)Yne?s*BBrX8H{?Rv;wDByoYz3*T4el*0iBEb0qK9BN3e?+16m3dd1Na&0^dCb}U z_gfpSj}`rKOlW=ViSvKP%e{tyckg;_Qc%^i^7^ryFmOye z6SWh@KVKr<$p$>n<aX#S5W>w&Ggu>!X7S=MEiC#BY|gUXtc8X{YxFUmmSCI$uRRS#dI;+^ehT2enAc;5UO}X6= zZX|O~>Z+2(?nd!@^lM1m^v(2l?<@dU+zun_m22JxK)8`uFQ9$o#KcDBheZ%6@uvT* zSCrjv2ZWm&h`wt)G4wPx9tb!b>Uv9FRngt|r^*DJ>tDLHs>VXCocSonnWyjIgMkBB z&*0MT9jEH>MgFcWWOn={e%YMz1t2>i8);pwnWS_GJD+^CQmre>tDRnXZBMtl$Y{4L zw0~DH%oRe;RnEFM5XRUNzR|@(nA#_awNXz(bns4_qnI_@J%oIqg4@k|H%?Si>U^Pa-TN% z3wT;xVmx(Dj=0{^x8C9n3H#kV$9oIBK?#UL6fjj>s-$=5pn%EeQm$!7TKVkXdohzl zj{YRQcD=PAZ~ZScBX3f_@&n@@FrS4MmFP~}g1QRIB6fF?=D&Ay>Dw_C1is>Jbi?pa zkB1!dkx&|C^YhG~F>Bg_N$_}189UErBiK>kprfyG&u*~f{H}Oh%D*ek&2Kfoejv97 z^s{ra>dIOmK9^D$+DlbXtdv*NQlD8FtSfx7;5?Bb->As3)oXnSCCKpzIPdm($kPYp zv1r#O^-QHrcfZMGX_poy+b$mf@$QZ93PsF~7BzB+>pbcK-yqm6%B-y}i;z)R=$95O z8Yq*bFvh;Aa{|^_6Kf5#vsetbpXE z*%c7*Ez!)a=#nmYCGMuO@2h&A*Y$#&xLu2wg*DpSVjFE%Fvu?jC;dmB&tkRCI85^;)Yw zP}K7|(r!7IKI4oW^U<0W<&|KuapbvuVXvErc;B1s&P@LV_U=z0+~4VV+KQnA5OZkD z!Ky7C){vS(PWit_T&z9ozaDCcO!7dA{hvPF$F3*etfVNXKJ1LkZp!H?Iz|F#U98&y zT?g<)$ZC|{d#MJ?otm&|Pfg<1O^DtSTS@|F>iE(8As`j-1Y&+ae0^ev-h1O^3OQNzFM{)`dfWN`Mp1H(Q*820p}x$I?A(J zpLUmf&CxP?m4zX z4V^uRJzdsu!(5K)gwkb<}&*0`xAjWqvI?WXpot}&4J zH=vk5(q!ynIbnxGoj{#;yZD25KFNel2@MESjp~F5F4}0nkm2`y4R${HZY9|QS~;QH zO*7dZ65voHlc$Z+zgM#&aTrve{2nM2-OkqFW9xyS$!F3|Ge>S&m-H~Mp_EX0E3~kP z%~%DFn+KyS<%7obs$l4l&c|0IX}2;B1FApo`zj;kJoQ(VgA)fpEM#+}^5&G$vJV>% z`JSywxg{cYE?DwHi{xV}nR9Z-%!-G)3VTpjVe_s2&oOdH*Gv9aY}%`x;&sojGP-0= zNLthlN$h9^Id$P^0&(kpt8|~7v|ciSKvxXuzFHsegdaIpGB*=WF(>q2I~fW&Yf(>R zePYTIIlw`^K+2g;+}Hre-*{#D#G^fVKKxd&J(MKdqr!akQFrN@7yx^8e3Y{9y+(R# z^w_i$%`}g|VsGQbFbMWF=-`88dHZqPhb4g{;ZSpE1E)B|FuE#*Ybt2^+4ort{G>^XRqjf%j*s`g{|ydO&HKdk2c z$nO82`9lnvKWy2@RK?H%>}P8VCc78&|E)wl?BCrJTULu4_amMTW%T4VdSqn>$yDdYlZWP}2Y|9m1t?8kyQX0Z6nU^H zEbaYTlZ7)j#Lj9Yn`&2%_e87Qh9XZS%685i=yzIShaAMtd!Se)C9!iP-l*;9;@3l%d1lm^iQWZ~^(#+Ph&%N&G}8-3dn4_x5(h$ZlX{*euom@4bVBQYM`j1D@wH8Yy zsh9;hJCtld(5|q&!txK?izcOul*$eBUl~@rf?b~dCWJ?EXF-2jPqYD{y?ijZawUnE0@{VSiF??z zgIC^@@$!^|&Z{sjs4y=>rS0GMYrHY+$zU%jZTYl?IMfU-Z%}V0SF=6;*|>Jrvs}pY zUT9PAs?xd-81(>d1bo_i@p;=H-(IvYgN*eywp-UP_XBzC_GoH*aq$Bk?0dj`Hklgc-17?ATnpvvm<>xTc2t$xbvGy_BB?9cm2VNa#BS*;~~0no3? z3w0He_7?sw&-a?Nso>&;e(Dul`iT58#maZ!1^xce&*}kMoe7?3(}b-jUoBppp?zLS zv-Z$Jeeg(<`1+>+Dy+*WtZ9HQoQHyr&|g~ z?0~{$Jpz4r!yiZGv_rUj+9y2oc3L&vIp6S#XyA9Bww`(@Sx*ll^BSPC>UZ&(b=dbn z$l(fTw=#W3wgqmBEFphZb^bnfyY@h2h3kl=WA^8^<#Md&aA-Fa6jgW^AJ!fsG-$Sc zVe1|^KLNu1SY-X?Yp><4>v34L?-Oah$!VYUm=vn>{2s+s&CUaPjk6FjFgjows6m4X zvD9~LbsWu7*tKMeIo~rh|IvDIY&Zh#>;3AKBwZ~hBc>!tLsSL2RUyA|;oc?o-$~p* zIT>I!>>3pAO^*siV#R~kG44s@@n$*glhXzoJG<|v))RSx{$@*&&xM%~Nn|+MvF-8t zFc2FLgd7foNx7tr`!st;1V^T@Dt2Uv-Dg61LM|$46I(K+>ObVqO5%FjCosi1QG2h? z?jm7hT^8wI^AQR-Lr@p0j?J5f(_<1gk}QEmJ6gtF4twd;D5E#FFSgED_+&UlaM41_ zn5%ar`^x#%@&r8EB=-3F=)(=kWCK&FYFE{qC|&SZ8-yAP4=;__ioFlvUX%8cZQdi_ zuOGjC%OV<4+vgZBwCEiUQPbue6pB{XR`tW?lfcLFKeQihZ(jA{bQ!(0qJtXCuRaEi ze~3sTuQNxQ;g~}rACp9A=a`yLt~Z``mr*ZII9om1wH(SZ{m`s@eumC$$at(mO*>xh znmexB_&j-OLqR)Xt+|sD6zyN4enOn%+Bq0Dq~~!zfp(VQlb7DH!18Mp0s6a3ZO57G zfH7w`Vz~V5)|iW354>5#aG{(ghzoO@Hhbif@qTa10<+R?C{1{W=4~Cit!{Fx=kaOp zENO0Ev;WZfRWsM zyz~}u(EJp|%ONHjFR}AU^CiG%@F~y9+ui1>mw42Z$O(42Gk(1Rl;vy*5sH+)nJHo8 z0o)6iw5M%(+0#4COl9bpbC0W^yL%RDeqTfB@hHQ8K$$&Bj>e>Y<)nSjz5GpvGAv}l zxp_?cwUF^b)VVj9*yD#?PvS;mJeT&lEip@JiBBrr`Cmk^84I449am#9|%Q@^}4jN?;+T;X?e5d?!$kHwU$HR8DO@A_q7et|sO5ILKw~dDrGv zGR+yr8hY!RKh#D$gSJkFKHL~D$N6aMgfbhm-FhX#(<^i!BGUj*& zv~Bm!;4tHBEXCk{KueJM?j9$Xj+} z3219Cd5vOsA99m9@Dro2VP1O`T={WCs<1nry^!7?g@UFglX7+9lPoAseUn0_$Q62h zuDsGYP-$p`z~g9LE^S8v=ChH!C*2;bSAMK|q*Xczo>e`(q)(yXwDu`l`U!ErEu~lh z=JPqUr?tg8?wxDBW$1um+O z*m?jt=!Zr5e;ahxZ)@VTpG2DJxkPnRZ|^Dae|sGbeuRrFmf>WF>;y{tQFLGJ39F&Z z{Gc{+_>jLME5GjnR9)RUE)-R?M@ZXIr0tTX0&NDb$(I-1>fdFKie0->d$6}>98{i6 zuts8g8NdI99Z#YjD+LNDuUpmY`XmI${vf9ON;=2i_IC_{p6oEh!(4yKL|qQ(84Lzx z4lI8g!{~BLDH-kOPYB$9@DM0gSBQLn`OT!A*nAQ=QicUx&}*JIXJ4^?OB%m?l@{yk zHBb&BL@X2yKk>r^8&3j9(u?BIUaqb0NjWs5qL;M3%XQTo(IL=!7HVU@>a^ z$D_S+vbnEwwbSbqa_}?c_G}+kH;9~V$oZGVC*835fb-e3RSx6!xvxpD)FF$j_Dx!k zqn%ZtBrOjmX~luA{c+3zoX_Ud7D6e`?0l1u*GL2%&+n5z6m19ZCMY2F`?&L47ePH_ zNuI#sQvT5v`(A!)(NRJg-;r@n%ZI50jttEZ5BAeGJL%sFa6US+PT78+?%1Wf^JSE; zHhLd0*6sx}+S8wi_1&3HIkjY-W|8pyhuKExhdTy|UoG5h_XLVNl2nI5dt6>oBwpJ5;|&=# zC+lUEnUq9UM)IzLYc=K7s8Hm zOK&BC(;Crh5nZDQ{jgS{Y5BGd=F;5(()W0?oVGeC-_*-n{C6esW|elF`$y;NKhT@i zLEI?s*ZG}tA|{7HyRaQuxZviPMwvyi8OfaFstNFJwjmmNuKI2giDM3#B})=bCgtCi zqR;-!l!v8+?>z@+l~3-3Pel15g3bp+3wg(DIhwRn9ljuTVd;a6(*#$c?vsOKxfT?2 zN)dGKhxuD$*8|U%!=k;WmlxexZW{2Ee71*Ts^dGS{R+kVY3Oe?*uXp-3YqwCMZ323 zdA6Xc$E}kLnI(F+myhv=1}J0D;oy`4zjBO%;uRJXwvNQ$? z_{b5%!AhT9BgrtDGv{1%`vVC1Dp685F>NOSt`meT|{bh>7{Cig8Yd~$- zY7}!8E|^}0T@TP{z5yFy zdcONrugv_R>*5&ITLF-exd&SL>3YfZf{-I=NHJ&!%y#F_=UEFxC?~MAo%cgg{l~k_ zshjte`F!*5ThXfvWoZXc3p_-$&r^=?IXv1iC)0JynCQhaZH1E_=7AC5R`vn3^`mq0 zPKF%oxjfnj2qKhi##U9ilY1wj#(BmU^C8^lqlVN)pY0p5^<>P!-9XyN$@`h37kaZI zpIBMC5mEF*`#og*i~VS^d51L{GF}oexwK2G)UUaz4yncDpSH1UM|kT*C`W5TdBQIW znY*#^K)ht}1(ZpFaghe`ea15Tsh(%P)v51<{#7ac_)|lN_l+}-_fWhnoN&Z_ykXB)EjupK3dsc zLAmjfa^ufm|08;(fL1qVo>Gp6NFsQ3gLVgBt^HBRU(7lZ_KMpt?r`!_``?mF!x53! zV(oV&$n%)U%b?s(*p>81qrK)#IiW?+T6WFcNlO(fOnyCpTF6PiX+zda0uGOM57Q)h z=V!mF89DsQmU?gf3bH74iOfziUkc92|MEwxV$R>CQVM|i906@I zZ1Mi;nD;Dq;!^y!tfF?!IcAV#(FfH09)8Z+9^)Rco~22f6d3eno~BW;j1ag6TjiBV zXDGBS=8b-}-qCO6tp>Are9G$sCmyIYG&~X$&R@L5(ro961yFiyh^EayW)!c-&L^L( zWYW*)QGT|W!wh?)df$`4ubGqnxvO;w6f&2hL_zgD%T7)glgFmb3N)Ey)Y4K^9!Nxd zo9(uaxjX;OnnOapw1d0?L%obg{O4zDj|5!Q7Wuaosgk4HZoS(et@$54o%AlzQdi=u5dvN zsDS?%&3*1EkLZMakC|PxpKV@8N4UXJnOmL@N2MH^SOl?)enB<)SdWND*m$!2Ey>bo zUs)R2o3tU1-$ndvJ)07)Wos{kMh_Y2Z}o)rH3i!a;D(C`I&>*6c~qBbP1C(m$Z28w=`eF7J`+QvT>AZ!b@l9UwZ}3`GXy9 z50LX_nQSiQ^?~{b!$%9+Wvp*XQD{_h1>1mEQM@#~-=u+^PyVfNyrf;#X1Z+K*1ccm zV0piRSF3amLN$3k>S3n-vs>QX1k}T%j2!;1mgdJ%<>bG1=uFS}uZp1Wv(SF6S>TpU z7&@fyCCwZ@?F2v0Zs*d>@)KlnH7-;!`NudgOFLqR+TX>dQg#t(y(D0A1e9ZrfjDE{ zhPpOlLDgeL!Q3%jcF?PRj$Un;!-UD$^+3dAa%e9}`ZylV-Q9PQOmnoVMqKyl=nrLS z?@?J^^Ikkv&a36nzJ#gysi4v5WiR=+3i-U@>ii@q-WMS9{c)S|HgbH==g?MEZPz~E zajov|P9nwR_V&3rwOK>Z`3H3|(=ByEvH2wKaTk-e@5RwI1MnT?$TAoC-TkjRYfU*x@8K0}i- zJ;$W4DW`9eu|MJc%>9pjCmjO4uYg!}Lpdwe@w)}RPrC&!j;}p^u>Xn%hF3+~ zr4rfzaJbav#^TDt`fhm2=qXg59?^5|JV@l-jUH{{PY0qyTB?_jf0e;K%3JZ!i640X!Rk~Ge1aF+f$4;`c z(od__{zJ(E>L(0Ei`l0pYRQ`y@))!k3PIZ4zumWyU9Ytqe|0cYJVp{V-FZRvI@8E~*FDeYCUIH$SO_E)_ia~$rt zw6b&;@J>h~O77o!S{dOKjkI3!V%fB3{DzyNYz79%Fpy8za=IBqK}we<(m*lkbEt=` zmox#nv>z@1cHfKNp3Cq^7wDH6m=6U@@&c4!4oohUUd#r9J)c3le=N2yez*5-a5<4B zvM;tH#>seeT<(j;`eOXwWW1lJ-%UBjGkKJ|-+5z=#>M3K5XLKo*m7qt^@s9=?WhZw`hCy{ zY&-xQCY$

dI{gM4#)4V}J^2iGn2x=b(7`3>7BLdgJ9y9=PZNDc$^dvrBGw)@K

UTH1j*8V_|7?p}(MN@J4NOI**OE#8vZk*8f{ z*h*TzYHfa~+c?PeLy%rq#;CsrVb=qX7A>YyZse%BUwLd@@(&4|*_;&h?e9U@&qwAT z{G~EVPRv24Ybo>Y?OgAUPMO|LbkX!()?Tl&Wb?wNGFr? zWllBZ@l$4ln)MS*#Sb) zk)cbb%ZWH#CT#+8=8xo&u?-DmX;P;XJk0tl^k&x~8E0i3Kk0>gAmT8Yv}gQ=g}SBo zZ+yvcugh+j%u56>ZRDah;Ni7w={h-JK95EFke=b$p4Fuzn}{*FepydtXjBx`#5|9} z{qUZTtJLF^TJ`HE~P-t4X5_NL~GuADYgM6NV_SS>A zt?9nVS%!o>ro7QUArQ*%4bWQc&|xFMbs0$?5LG91(|fOCL3Gf)3Zk^~ySy-M*5{G1rG%W=}l|NMr6q9oVG}ce^ld$apXD zJay@o6Kaizx+0rN&#MLq)om_8e_DGq@Y%iAcQ}5t1rlIaqc+<3E~Smw zdI0o%>KktSPV3cMu2qwuPpg}(RdXLyLcWQjJ#*DgMLFgRIJEO)O@FaQXxC3NQ5gFD zplO>B+?Tn6mdUp+$k-3PT1ib#{l-jCm|oDN-@1vyDkZ$|+Vfg}`~H&S zd!*GxJ6`(L7k+>GA&~gf#tiwHXyOL`Xl)c1Dz*o{6DD z#!Niz)TA8o>*sBp?_BnpG=4+xP1}24Kta|0NJ9JO*O?qS*7IpElh?0mP}WK&g)u#Y z^k-##Spe>K7NH)jeQKz$9OQ7(z>sc|R($dEHdiCErJ(d)!+p3ZD8(x}D-_*GncE}B zdIpd7g`d3r*7t85k@;U;JH0JzW-5gHXtedPv3$9^9P7E7v}2B9m*uss3rICvk9&=} zv(_6yoiyd0C}JKxm@NnQEb41wW>?eKiDkAsZ)Qz({OJ#}ip)+T5ofDOL$UA4m?KFt zxwNT(29MV^q&<<*y1HGdf6WpstZGm%DnI>p5@fuj7sX^#o|~vGcYir2qlriqJfdsM z!!6pOf!hM~W}mKTlsENZptH4l#>7 zdl_mVe@1Jyy+wOWvFm{>hsCFTdNe4<@?%XjseE!f(eySq6{JoZA$htvSGC%(^<-Hq zS(f2aX13I~t}%%*l^K#}SD$}S4Ib|_MMLr}`$R|ZQY{%RCEO4e?dy^J7`vK|f@G2a zyHSwX9H-ZWUh+okV?}=)6Ivg8;{2bT+Chki`OZ>pBJ``mJWT4GdzD1BJ>LV#4y?&k zjVEp8Q=xtA!AP#?^$jyu3>*OV94>94tGJ{kdLPcp9BG+Qw`aRs6qMv>p&hZ0rFB0b z-(%R*-Uv4EjV^xe8$|kk_KJe`74yJH8->mdB>gqzBKAG`XeH5}_MF+r=azRVzlQ9i zS+!l*8w#F>Ka5&Ymv;2K1$iECGt<7Vp7+r9`2)LHvXOS^f_dAfQ(!Y>DQX@+78w-c z{wo=Bq|Ia6Swfqh|C);=cRJ$0bVSF`YAV`i#p$|5}uJ2 z?csCkD`T{wW`YyaEx#2u?>H3fCAeWz--5U6@hGgcC4+tU-cNe-)4Nd8`M(u^jw0=l zhhsGokapaa+0&DhlmTy!=ORxHP#3;w5eRE`MHHF^;>P8i~AodWw;@O@_jzdy$2!36pc+ro8(-P^K1pQ&qu2DG*rxOiY0%v zevZl>1r2(j-o4Tlq3C@6GHG1}0H4jEO{X&)9@2Lqr;(U5d-R=+s9peW`tVRyxNAUv z0}LJVZ-wb}v}gQ^Nk!EgY&waGTz~P!MHvnX(4+keB??ThW5JN|l7P>keW)UpdDh8v z&cBh}#cZ0s;k2ED77sejQb;LJzneP@n((hd`@ls)CqljHT6GwZA6GxATHrZrF1dp>xCj)Q)+9>;!>C)>hj(QYT0oJZ53GlT#fu0u?^(BD)m9so^WfBz}t;{e?7q` zMh@=z9NO1SitXQ;Wonlb<|`?AABc4^hKMaIP=>6~F$R?L#2GT}{;N-G)5o%%W5^wT z9~ZY5Z)2;Vn4^W{ijJt1Pm|+&Hj6gxKCiyUx^I>zSr`h}eA<6%0A&4G)QUQBMr%E` zp8V5FT2V~eBmT`>=5H>$MCuyeE{!O6{%aQWr;S95KFd#JeZ`L!2=^Q&?e4LmiLLz! z*D5mPG=v{DepL%D7pkD^EQ0Uq6R__A^95YmGasK6qX(C!))Se6e$E-|)gNv`39<)T zE{q?v_!Ul&0qa@RC38mdIv9n;DOrRDfz{+5{i*gsZNt>;^{J}sQnS{lhA8}}i&=}5 zu689CO3B}V{R~ao|Ev1c(=KtQjYO`XG>MnEp0xymz9;HpzPWo>?%Dv4b}#KjYC%q+ zI+&s}3uYo2T&vlv5o8BXMuihc?3Zo)0>+_Pu`wA^$q6PR@jI z?Qqy3V%bGJZ}<|>->h&g~u)9&&zQ>Qc0s6b;PB@Ep-9qr2hAKvq3fET)`9ZA?Uu$ z0rzRAvH4`!k)&!2+VX&E!-j>pC$$qfzUSpi$J$jU;LglI#D)DuC4C&W9zZ^yLtDlo z?@?F9hYk%=CoL#i@Y14hFhoSIK(%?(oaItNBk6oxo6|n??N#Zz{^AvqTclrcI;;F1 zNWQ;^u7s3ZrG#VOlg8sKAuP(na-Xi&oUSW9B<>9quE%HzLDv_ep!3J-bK|k~0CKq0 zH8|p&f=|`#`q@Mznpe-w7H?Vx_C-pN5X3jm*g%}+lg^hsTk7{^d;<2D{_Myjf43iP zG)}}17+t!1-VY`9A6D~zWcUA1lKc}HZ*(s1l04&SZx3WTFUWrWsg>vkdc4h0tScJ~ z{cJVRS~I8csXt^qUTda3x$=4WGS2T0vZteTIWj(BXeiVSj6_}Jj+wWmyGkT%@VJ?F zGjOwt!>*HpdcyN5Q(Sjsx5YxnccKMJ`{Dd7$n#j?jdq%l=f}{{xlN`Co*vcJte!nk znqag8t>}3_AA#cy>3Io%nnAlR$4pWt-mJNc)2P?r_m7Z0^z=b$$11IPR3 zknxg;Lx0O{SiAko>S7W&v+OyQ%j=;2eJbjJFPagSBnS3<4(*-n)V_q?a_chkH#@pB z$<^^2m?Ve-g(8=JyQPDE0QP()?V(}&v(D_ct%aoX_4n(3Ex8U#)F~l$k^6gfAp{+~ zW5}hfyY4lzw#z2Im<*YT`M!^}b0FxPLJ{*(v1zp&=m>bU_Xc*wvCp@x>m*<8&P`KG zHh2w&8Y1UWOW|mjbAuf7nbemyd{`kSX0-(*bUtR3O!WK;2K;VxldCs$YCATc44IPj zSiq-TlSgzoH-6~6MZVkGioJ!Q#vt&2A_jP%`)MWyKJae2d?sb{6;I8-mS@yOrfHtJ z*@bnE5c21u7XAun{ZVqPXR&FI%lX2nrtL|xN)RhJ?#>C2^^Vp^y+y}U2U|}fN0MYx zKNjrc>-Nliek~bv%Q1|I06)=mX5>p?!Y3UD%OD9bNHa837j^QSg)Tkx+SJfN($V z%n%DX*0b2OyRa2`(?i3a^%6;@!qKXW{Z~JM%G!O1nU?umsVasJNeaY2TiXBHt-Leb z-WDR_DBQmJZmHnk^e4VxNc_~e7=_k0ww)Lwoq3YROEP5In-7_z`D2oc z$ih(Rv*$3+wlK)?;fIAH=Si_gF>J_yBboc4TWEAKA2;#rt3aiR zBBCkW9XS6pMh);{*(}<()ia&DtUbGBX$lADD_cZ?3+2O6nvk_{)C6ok>3eAxjq*CY zN!1hg{%tK}xLkO!usZ<0^N@$uBlip~*obH4r1g>~OMO@yx3AA{+uLN)`em`bnwr~O z&|Sm-eME0AI_+~tQ0oafAD{N2y$-)iXAaZBy^qW=tBfDa+k73I7%J}-ieBs)oCsNu zn^Cl-%lYo>HH!P1N#{S{eW~eWDL{jVOTj`>%uuIyUVyzG$Pt+lCKP?}v6Jrn zK+YG?)}IkKS8bk|l|y2u*WbbSsdyxW9S^kO8Gd#5cZ__%d~`UK@_wpM>B}9X-I~c1 zdDg1%M%(M)w0Q>NxL8(u$-9oj;nMEJwwqj=68W;JgFw%ougd2lJD_&jC=@gq$th|0 z;gT^QACRPd+9%IB;dJSxRPx;pd;CqsXe^W=KffvzonHKlw2=uQ2XVV-XPF$o1D`gV9&vfUXb@Q{!iPErFC*xYdJy2fqCn`^F#3(<3aF5Fq+QRpFzAgHj z9+FcxPuCv(a}$~&hXQe8`$CC@Mk{~5wW(| zbpZ0cWOT)*y%ld4DSo>_=0v=w%V>u6kQ8X{w#Z#5a??5ms!&VHD<*9rWd5eYQ5AQ| zb7K0_zvnJbI|BvGV`xyW`it@@3>-4#Na_%vRL`+nCKr zZS2;jiKWdKi;ippB&%w1++O9aqhc}5}IF!(=fjw{*Ph9&fF9+ekEF^@~p0H%wm$wbPo>d3f&VW#b^%OR{?w zZF$D_*E_sFRmm8?^7hm7mqF?HEvPQs5H@lvMm-Sj(Z&+xfY}}!?_5w&ONN}*$tP=E zbycB|qmOo*7j2o)i+vB6&qmjp>Bf753hiElH{Zy*(8Sj%OB4@{t#VL`*-}^dPM-A~ z+H6d5(fWhdjPiP-a zFmd^IprYy|`Ll}iKULq!REA#d2c%py&c{KFkwYd5l3y*KO__u&)=F{g`G+MMF*Y(* z*?xes{SHmb2)={mfkd~UZcxg3F3OPK+HR7!YKST;%2#IM8uwbgTXdW(%E##(QqepM z>S(8;wf^Iq2d~4<2SO%;MSIfklN(q1)Uks!KRx{Nmk;4!3qK3Bqc+U?%Sz6(&%o zt-6Z%*wS~$u9L06$q#$lb-MWw%|a2)4ga`zB@jPbGG zrG?D>PM@(?t_R$K;^j6(s+$^B>xXdzSkLA1C|hs%?W)7ig1aPg#wXq>kNyHy<+Bi% z*E4$RS~=$PnM}&Bww?KXPv?VjGUgn*va!ObWfYXBMWFSEF)rc1W9*Q?mo#*kv^$wT zIfvW>>t)nEgY9>g_6;~`AFXV!pxpRKx$)<(|DhM{KolJ}m3O~m-;>5mddLVmbpKU$ zZkHe4DQ_lUExMdKCqx%iOgnj3C>onQk%gz_0PuM{+NTUn#A$+mzR7fvV^_6ijN0i0 z@%|w>wk@9jz?Xy`>mbMyo(~h=YlqYn^WYPA0+=4fWRi#JCn5jPQdQ_@- zAe1UN+X_X|)33Wg$ic&ME@k8xL^|!-)(Q@b;cF&DpnS>&&PA z2X*SXPj%I;TU9GPdm!IGLpf%L3quVGIylFq-SJGcxxszXR7?gPSEWb8MX}(O9~RoK z`fBeC18hAIbQo;f9JtYNg|4iqRzf5qf4uIrq0LP&W_F?#nM3X0&&M$ni1=v#J>7_3 zJ~-#;nb!9yM9c{?4cU3%bvIJU{`Y#-e@;%HP8OzN-~--gvT2V>)~hMLsL^R7a9qo!>-e-W>a)CDG5?`K43LqY``R2m99 zYQgQKlF|^7$aF)_>h9xRy5bLHnzJN7ZM=;!)NT$#Ii_(${v{c%=kaONIkqjlgNIj1 z%?IafSrZpr0sXW?QGPGT(d;85+EZUCtW#HG*4^ep{G$H$0yxgu{X*HWtUH6ZA9@HsBv`@r8!v@ z!_Px2YvG91+u0eI4s&}f?0muk-JYy zh$P32^-y(rs}gu#X&{oYS8?)pL%6{bcG~}J#(@dq=?1k#uy<2UoqIoJ3=}S>AlzKm z>g)~nB?60LpmG;dZvh>Kz#LR${c{M}m>k{J&6JY`u|`N9}x zZk<%HJYj8Oek}lUeAoj-VGj5fE+fO?tI^){*4DG9{jrybY#5Gv+M=oG4AzADXqf_| ztJo9*J;n{~ThqI8BdvFwFC?E?KVOr5yd6-mj6_|Ntn+~hGJMbE(MEkD|8;=1T{l@2 zriSxO4Z9Wbvi1-Q-yFs`uAZvt7sePo7o$-)oDW zp^n?gU72|pIzWEORHMBe)9XlZd9+Iv88F{+r`?{h6iRaDqR9cBYGYSyJsB{2$E_%5 z3H&E5@q=tiN$8B)U%X+YD-UlAv*EOYgs2R-9|UPwg_48dS1Z-oX1@4n0-DNPs*%XfgiBjZhY=G(GG>hchE{7=*2=jxvR*!g6@!KkObN|-;UDsoO% zH4*CNUwWDj;Bui*AA(SSdCjDJY&?K^+609SUq|}=g6VmYBkBmoJ$9cS=*~Jh_2gUcy=z{% zU9+CD`M*h!vFM`Muifr_vEu>UF!{9kvso=Udn;@FiX#?WhN|(yh_v4_$xZ>I9&kOA zOPe;9C)0-L+IrCyI z=g$j)kaGa3DyqM(pMsrFA_uD~XlIySoUH{>Uav^s`#$^r^Klxud4q*0z?F~g#$xLM z-=pn%l;i!TW420`FMG(BRy4%9E_NcgwBJ693 zq74tWE`a{p6R1VoY58g$hCK-!$y>!>QVuzC*VG@xnIx0I*&x5?K$Scs$EiT%t7*f< zt1@sSP@}z~>+JWd`J$8u5`ERb`LOCw(vJmoRAWY&px(w5(~9 zQXN0&FZb)3BS;-*qXaW3J8dAgoVL)5#6fC zKHLc)lu-Sc`rNz>aBWBd`fDc^Z0yy&0?{7*wUk@5_1($ccgmy^g%Jz&4n!`3GRzz_ zU$s&+t^x;4z3hSh{kqTR%g#;Obi=w6? z;jZsiE<*;1$)>(?hVL=E?0XT}HA%SG)PBbtA~AnQkJZ;%wuu-yWWt7@7JbeGV}<5u-92OU9CcaFXVNZC0_%OF z&y-1>XIVRcRG*@5h>9A5MAO3QY4fr3N!&|1og5xz+!y#guV`dR9ej;&sy02c9Xt?n z3Z?gN^ICfMM3L6_ruURtKsnzgBabtsO~ioDkBOBk3ymSyuRZ>Q+ zpnWUBOz)Xt<)UN~_*yHz4!O1*3i$UCo3rEE;Mp>K&k|6kL);B4+Vi(do#WaV{>%CK zUwt9mtDx#cHSP2~9Pa_#vuNL#_A1S(ntg;!F%uk@xm@y`2W1MTi2dFft^WsPyoCKm z>(S`u$BDk;D=#0Bx7Fnt_OG8e=R)~$2ih+-X?OH@Y&?K^hJg0MmRY%@?~EHSb(+QZ zRm$@O}L2ws~txLm}g<(7N?+6Ad0> z;{n&Ba7nqS<+txNUAyEv8E`)2KYO?$0eWetqa;VsbNvBqJ>+`YQo8c;V{(E@GP!p- z`YNVw$Q9_9-GOAsopXHiplFF@$Fvnu3Lfp*?WN@;h1vSFx;R}Qe5n?o+lvD%`Lbr1 z`7GMXmeo7d@7q1CA%SD4`?NSy4|=J5(X7DRZ8e{;?*Z5|)o5EU&I*gaU;K%5eyzy+ z!1_+`Dts&20sGg9%|o#HB<>{~CX2S{yDjR+z0O~c$evGkh_1NHNdwX+xS*0;WVP&1 z{MV8UtOWS9mB(#CD%yGBbp-h>UwZEF_`4!V(6s?23BI#VMq}Ga&r6bH>c{ikD@V)? z?C2!*Tvzwk{5}}u0FR)mN_cWu?@=7m@mNYnxg;zX913$aZzM6F&Q@`{-~~>G)uV1z zW&WHYkms>jffNq@~!^)!GK^-4sqyto&Y0xVS0pbmxOMB0ZSJGuO z{^B~4eSJ40`^9H2SX5b|r|Rt!e{e4veyV6E2^qGJ6N;XGC6QyYba-e#KGb7oBl`09 zubYi=umpV1X3_4Df6=q~(eO#?GKkrvZy8e?2Sa7a{0k^rTGy*#+ymw_*tFFZtDkhu zyyNwYe=f_VV;=W^maIOsNxjgFDGdt{-eJ8IG$@_;lP22b!$}epZ?q?g_ zi^SHG(H`TTwlu`{-QG06?@eU1cTt=C@|-@D+M64r#lg?sT*J60jhB>!d=_Qy*mk^6 zkKPmVoptlqU*$P_Be>#cC0eL=^nP^>wjO{zy0J@nK*{}AnAOgYIb^F-xAxH=zYM|U zwWl5nMUBFv2W6O#?n_gy3i-$1*!`%uN2X}}y41YAt3lDdK5CNx&KuH-%_p&gRhT@= z{Hxjf#u2tHEkusycBUx(b8s8D-Rd~%)N)kqhhgg>>>%&cWkYlXYq%yp*<@|vYZy_f z*#JVHher4V6F2+HFrO!&eMKxVYEZ7bRTt@fm5HWnl$^mnITz92i({-jWwZ+gY}!k| zb#yA8etlF<<~poL+oSWB+|fI7I%mmg;gQp^cK=$|qJrq-Xcxvu?0XXUm_DXGE36qntteJV*w2Spsi~)Uq7ygzH|6HmJTT zLG!?MwT8X-lt|!92odUiaxd%8Yb%R=NY`&%nHT37GaO3sKiv?DvNeA>$v_T=Lp#sR z@X%=QC~G2@2mhL@`|xL_BE;uZp&Va3Z>$GK4gh>EpLWpPmB{(g{z__zYL3=c{R5`Z zZ0Bwi@l(2<1!L<;=-`OYqnxOz)yuAYTGi@t4+E+D-<#w_iAa+ z!PjR^-!$1%>LO85od4x!W2itWM2wD8bD03cp7cCsbZF}lxj8gk&fm_S7rEa&D zeja*esNzAl$Ok>4hVMZ!<4ELsald{Su=OOFCUHHFa>I>(r1CwpP)Zy!SMyzjc^CN9 zCYhj}bg8;yA>2rqKpyqk$VcHTAFlaHy52KgX{*Xwh=ZMu_7v@SdbA2MUh>ECXs>nK z6x&$-d6?8-C%62O_gYuzrE*1copY-<_0pI?uoN(9w+n4m%Nxp1q>;5rmBt?B<>Mgh zZIC`;^s^!Z?0Ud@rhsch7jS4#S&b8_`DdB5W4*#rom)|vq_V~B%I6tR^%SVd!Y>}`)UHHIKr8OFJJ@&t^*jcj zayc+KM6tgM)Xo9`uj|Y`|HC{u{tuIf@~up1rp`0q@fT zU?UK)DN~q6K{<7w8_LLq$6w}#T5C6HsBcP4)k;*_mYAZI7&P!-Tu1?0Nq72WB@<^j zr1K>i4)wuEHNB_H91Er7TyDa$+-Wi3Nt5Gfd&T0IL%p&b!22lTQ1-r#)2dw8H{+lj^8JO-g(&$M$`P(-1KlJiWC-mEn@)wG7 zst*YItR&wJXV&mNo6uske&(?l>EzmoM+0%94S40hd9!;}&Qa zZgMf*n`EIfI^V2qH2}vtD^NlE$G!1jlfRcspse22`EtLJS5XvBXzrB`dW}g17tREu zSrgON-HtMTSq_u-a9(+e*Nk{kDG@K-j;yn3JzELUICf}V&gT0kcVgs_sF!fBY}(Up zU$#XzcDt67s5h;;e)RbRaP!74bj~DrKtqHK-!s{2lqocEfD>z1R4ZwIi^`l~UR}^z z^%v5R7MmXIWiLtJOIRqbfO4eypD-G;a zJpdKt-YC5cR@Q%rkppDM3=VbZICox(aFO!8`E$kfYdGLvy9RAN(e)c}QwDTc4BD#u zv)XChf|KoJ&{^3!+m~kvJ+-${qHsQW-8dP}=TP6P*LL-1b9M3+GD(wPJ0V1n3wHRs z{yC@~;&uo-pA4B2VGf`6NUc}XoQ-uJFUi+x>M)aJw`d6X6VNKp2L`3PAmb$rCZBeG ze70WK@wB-VjdnTT>e?19$oO+8%gH#(;>!RIlTDk=;hU>kG(QO?YuY5=Q9)hJs!)@5 zDUybqICcR%$bzMeEXsUB+s}{FV>_Ek;A|Wm;2QY?BJP)?6H1QT&;NjcBQc)(H5oqZ zeY@+%U*u!8!=p7>a~O1E^b48~d%xpmIb^&fN8`{gX}>I*+BxUPw-lnTa_oAUR2L6< zz8;BM`imnE$Ur@tL3<79>b>y|5&PbfxXF#r8FtVF)Z{dxGejRIYOjENFA0}i+J_bc z4a50spA?f%mD9k|;F|qVma_%T$*{dr|G>T{W4)v*6wvOOv^~G_#J0JHe5tf_yYkc; zhCl&l25J>vUACwgyB^4L(6(~QY)HXu1?PJjs0gnOpbadl|8+$Y4WkfrjG<$oG9bk#1di_YG`4;CnWMwgA@sxl>tb>q%Al(NCks zSo9lXaX@Wf7~k@g(UIt<2m3{zB9OrIS9ObHVp|FL#E8-VAPPt zV*w-WwRB!R+p1GXWRu}?Pi565`aXniffF%%Dx=Wb8`I=I;MSKC_D2 z5f|GILaFgSG-+~IUTFgadOT@DJHu%+3^$E_n@4*7hjO<=`jg2}w`UOAK5%fTyA#F@ z5G)y7+RE2iMpo<1ci9tnHSR849cigD9Ez1=OoXDu1y|2O4HF4)IJ9@_nT>v?6Mb50 zt()jtR?6TdK*PiW&5$qOHT=2^&-2-|ul*@pN&dp$Lbmr^5^j9FX14)K&x}zuJ85j5 zGlY6v&C;epbudpv&vMqO10aj=9S&` zI|EgPLe!`IO_{YFG9LG7X%m<_vy9(PyxT!aif;e?z268+NLn%WnoxB1#FX3Ecp&1l zxYSny+Bx2e<~I=8y_-jRa8K1}C_%PC0#ad$yBYpzN!(xoDQ)2~|8h+IqaRgd#C)T5 zrpB=q+%4vX{#ka#(eK!L!1rA0f_u3Ru61gaD@h*zp?63t@HrTAYOf;c@rqR)GR$Xj z8I&jU+HOtx(ax6|>GWSWcIJk2;I5)osKq~b*!JF2og{W}i=Xyy%WwH!6@9g#iC|#U z$L$<5{wBmIG@#|dJtvPaWc;=qH38*ql3yOjE0_66Eg`VKUHwa`9ZHg$_6tREE^Cfr z>q+skq%@>G;v+82)!(5Ybwd2KsW-?aJcyVc_ z*PqLyvj#_>9DF=$@bTt<3D#$!mV?baIVWs7@X9jzv}GY)R9ne%6a7js4pTN!W~;XJfIx3QFsf(M(?Py%=zoQ-T@+oAM*Y zpJQM0_PbO;n{+9pqB#WQy~|OT^Beo1rVQV+8MHOitFO8FMF#vLQ{zxe{)X+kkngvn zZGdlPs9wd^lkrB98Z&7xiO-1F6(`k8?RDFdnpHJU8OrPTqNNYxR@6Jn_-FZQw3D+< zkLoV9v8ASfSBF+*8=e6ESzXj;>vQSR3mFqWY$lH~?8RLi!-B+kvMLcryIS%y{3g#T zJ~X#jeonFR+~U-}{|cC9u4vQDrKg1$IY7)|Fd3A^uL^rguGNJ*AN&7zw#eP;wAX`0 z5cRzRdH+p)SMMDnzJL^kWjt4W4(+uY;x9KW z%{&Up;>t0);p@8xP)&XT5wJpErC=Gz;qqwD)9NHSHodyRAqiOF!Y57N+UG;&vyn!@ z=*Se24D%UW+Gnf+Q;#_EEIY~KuvM9nU91eQo0*52K5aVO{TMqWry!woXy<9Op2y6d z(J3`5Biwj>lut6$^C?CFv+!7@61E+BYiSQ_)cbsxyK|(}82R4U#k=x0K@n#X8W&jf zWI8BE!}?d+>JTG~kof1nq^Kwdt@H(&9pFkjyGKHidc0U>jwzshCpDvLx|mvTVSzitBJ9JX%jhO^`J=Dvf(8ZFBMVKB)Lbz7ff^h|*`g%OX1qAv!D>ezV5^=M%^ zUG=e-O3B!YC@FD8WX#;tZj->9g>k6IpS9|%ENuvyi=?bu5A!Yv^ik*}{#uv4y7reh zb0O!aqNny&jHq|jJsB`@SxZ~NTc3DwbmuNoUXgGzzmN52Ehyv^q9!v>Ax;M)hcsT& zWaiOc&!tlnQM52Y>L$zgb*?YcOu!5+<~%y*qZ8zatp{+AdYzPO@?CcO%v(yYl27ft zI3tgMPzm#b7<{DWk(43Q_z~LWgEZ6%CH`-xuQ&hXFO>-t-bi~6hdC{ z_Thn@rU#+)zCV(-Oh{_z-5d-6pGAF?oIg|NV|0PkZ4=954uP>P;B}B$DC*d4xbqY{ zABZ|!HOhntzbWmz*85Jfan<9;@zhO$8drzV{)gfvroD^q0ppo`%EqrQD*wg))ZG66 z+biUY^3})Amj`2xJK8y|5`TaVxgO^^v|-QR7Ryi0EhDUVyBp(L?6?#XSahPrA*%gm z?7*EXGD(vt8EIchHDm1jwY|HM{AEqvrX}cj`zb+vtE0!zbY95$Rgmi?Wi3OEa@#5_ zz4E{YKG}P42`$MwrNV<;uZWs%+6Q)57i!Gg{jG&iktS&J;`>@=LI3O{ zG|jB+?y?sr3cx?hrma%oH0Tj>p8S( zG&z1E>*zOsGRx7-o86K5vK4(1?VVF?Hcb`noEob9uYT=iq%2x{a@k@C_jo>!whVLA zruiF=hmzOlTpSj3wq6_nz$>pN;iLUSRFNz>IwSQv-55R;{xs2b>J;=X<`LPb(t^9)|AUUNgoA`eoZtO=~>GMOLF(AYf45 z{ZOv%|8!~LOETK)zu+8x3~qKih1%p{`;8RvFAF7TOcv$sVmhJkYwPOCqbBlsalV#z zIhGw;E+SZb}{h6J%ncv4kTuz`7TK_O<{0JGwQ`dbL zTpH}bEU+i_A#X1INS?R?dT2T5r`_><&U9=%nd3-)TH4y2O&woe-b?r=sN3(Hx@yzZ zg9DZgaAmEE4)?3wzXT%g$D#SQaWevXmv{oG=LlGob(rOviW=GlQhPUkzr6YWQ-8?w zLR5~wp5Da3p&qcFiDpgc7PM{c(P@VdWi=5c;iZrH$~xZQfY>d>VAh`s=@ovHz`>b4 zWe&~DJfXn*{Rc8h_^!$ur#@qiP|M@JqRBtg-hJ09|bQv2D zxL&}Zt%=eJOR3KOnoe@xW@?}IXEyx~CCAU*5OE*1QWh1$RHJ>faP^|@I8zrXT~2F! zyZ#t1C@b2A-m0eRCB3pDGPjpJv>e(GtytsmTdV0W$lumWB{}xT+&<7$=ON_$)A<#> zE3N?SFx6-uO4WH+WP9GQo`Al*^LFop-Fu+lb}%}N{rH^uF&uPA-%AP;#G=uS_X>-m zGv77lkx5S6^$8<+lOYOl9@j&k zhro!*LJ9J3Z%kHT>&eF!PgzlJb%w>_fLAm$l56wSAYvrd`&`%~rQ-&`To! zT93+8KE>fsVfYY@iFr)X7y|hokBQM9dEkdPUrLK@A#=138tSTnBCtvBhT>)QPnIEM zy(C^TXy2#ZHKglTaZ)8|ed*wC&v3ngP{3?LL|UJy8Rgh|AYigsv{xwTe1801&0Z?r z+Z+tp|I1<=1pH+W(Gb7F5(^pTBSjZw4tCegntHqTucY@C7kH-|JIh1nKSA5+vaSVx z!V!~0`=?We{7aIEM3%mde5EDPxo2Stt@X$~R!+0o*hBwCQh!7x%B;eMp|C9q9ZeW%39g$n_aW z!TaI0^I;5o5;u~UmQQ<6znXJfv;Mmn67@P|6IFkS!7N9Bs@mCG-J@jqo+02+{%Kc- z4{dCFK#p0h`eWIftpadk&a42TXobrp9U0d1sZZ9b*=t$9iEhjM|H?}KJD|PGg{n7OD`$^z_wCAY9KlMe2whY`bn6%HI$$eGdUvr;4%bc(%ZS>8t zSy03YLf0-2t-icWhV?uq?W2o2J1pic*6$)v@3vL>O8neU5b8gm9S|*5s=YH-K(uG6 z(U#@3{p#%5eB^5x(W>pIb0oh#5u&1ABHaI-Rh)}`PyVwK+;eGneZ(bSc0}iP5dW-v z%a5ij$6FxatU*$`W8$Gr_@{+j&t_BZGoSTx4l;Vs)kJiC;^TK}{yG5W#}iTOp~)>Q z5}Qx@UXq~+n3SI?aqGT!r6>A|2xUwCcRYS3sR#!4z$dJkR$0?v1tonGwe3< zTCV<0`aY;+@2B`R&`>H5ty2B%_wxym>m`L1pZ1uN*R2dI#}hqdO&ji)8+~~^IHqJ} zDinQ>UN{(Xy@dQ`&|Y+(_;Gj3p<*Xue{fO$mh>a~zo4IXC8E(hhgQa7*8@MTfI++I z6V{Nc++h2I^nKl%kh<0W;1Y!$Xry-hk&FXa9YX%Jc%+uLa$4v0o`ii}b;MgGpXL*K zP<@;~xPW5|T45n#*bTzw1KwvdY1icZAgA4Sr9A<}Yvpzz*=y6Bf70gv7No61eV=zT zBEj1x66mwlX!m{AwUtD8k*A>K)4daBvYtTVmQIu^)Oo4@kO6&`8trBMX3u@Qbl-Lp zudSPhYtIXxarcc z#-*>5)o^3+Xg96G9$&B!UL}tW4E%V(uZg+L#wz^Gy(c&@k7g|{Ls$o+|!^UF%5(5Xao=N-GtN3a`qgu-c zvNBww{;jMs7t}MZdW1$(8+o!6E_|fyqWjzy3=ipQUPBK2xS5^2|01*o>OY)8gw*$Q z3RAK3$-fp8Qnb}Y8SGT9MaqLRg3wWpRAR^FG=yKFS`m{R9(=qu7%8zOD1-UL$`t{J`0tGb8j2fVC0avmsroBEwU)D zNDB8JCl&7-U+;YuIt`LD)|?lL+}*rn9kgPo(XI_`Bf6SiWdxBKzD|2+LznGvh*R)D ziB56Jov#=h)?1GwkY9@|LV@%ht48}iDreEi)#&jWf0_Jg0|({?S0#e`_3Te0>q`%oLDowWWFCj|SaX4i!SVL0&t!Uktl9C1o|6(3 zawZ}v?5ySIIS_C#hb*A{&jvd09yx9Vd89cZI`SLqN?$14DYsbZk*Cv+1`IjijFxgUR#SC)1ejtLAu8?E-IrQe5(s#o!=;@ed(8~bT53{6CJGh}rGmUE zn?s&0t-ZC>@7YoVjepUY9JInY=Gwu09C85Txm?^mf2e^^+GJ?H$|HPj%LJpTlTN60TQ7fzSa5EY3ZB+Aiug;Q(rcRVlqVOg%UKg8B zZvDYCGjyYUn~r-+{7#^r)>lwq`lH}#w9SK?5-O35mgMNbo&IFVu9PDcl zfjtlWvM5WSoL}l3Tgy6<|B!TjHRshmo&iYR>s>^fzx(U2mJxB#ZFS1#hZ%l2_|5kx zQCF>c^fFb?WhvAtPe21RGZtx#l3_iQM|&^h7ehz0{FgsS=bMyp);dgpl6xVN@#^O_ zfNL2gZhm@fchK-lQdgsZ3zm~)2Q%>&PJ8oM0w`P)0)jXA#$+d>d zyUPeVEI#dJs`XC04mADBAfc1*dq_)l5!fg1M0+5<4$Q5UfgLu3Hi`MgEdKDWQQd?* zXVuTgGlsN)r_~4E5{hspBX}PGVz4CpHr3~MrqL%Vw8<@GdcCNA1f$Rs1epQUBfu5^tsI=8>48qO%&WLGtx}Sfa&6sa-*-x2B`5c5al^(4fAv% z<0Zi1)0Wh=1xHoCIN0e*bZT2|Px*_tLDc@Scyg!s6`ykZ+(zp_bttW9KK|POlno~Zv&Y|Ey8vRrL1J!Wbgj{&P^%Qe;WI6 z!aF$#I9|3wQM^y`6>L4}dI{<|wAYra86^(V4IxjJHt7RV@a4hJe}@KB8b3O?8r0 z7^2PtWijJwyM}FDuWLv`q;l>jewhZCAT!W;nct=*EyX`B;C&vCc3rDxmB+F1FD0|I z?Bt(XO*^2*i7A>Yx79tq0@Ij)^(?l4@_Ut-#9lqzUrPSn`dFTo_a|^5elE&$8uOLI zWVl|y6;MV_!R4opvA3iK`u#5~p83@diuf6i&}{JaFS7103e;$;0SkOP7aUJ{N#g#E zvNl^)1Kfn1YKE?4KkeCpV?Oy{NhE31Pq}6AR$0aUyhK`m;(G8L)h@7WwHhsA*p-EvJE)qkiM6+PFS?>juvbU?&+LC?&5V*b<*7IvIJP2^Am|% zh9wV{mEUt%v?mPf#ko(u-1v+=vFrOQZ3T5uLyyQ9?_iuWtf zkYV|3!vHAcNCGB{_MDqsxc=1b;sO#mXN!Wo^+8$G10+CpOZ*0|^^_P-eds|=Xkq-Z zh$ZFvi_GV~HiIBNT?rC@E9!k_Lco!X4KQh^XmVpd8rJefU1CX;f8oS_tElCLVY#`%Ed=L=i~FjF{y79l^s;4l|^ zpA7htERCT?`MI*S$X~zYVO2Zf{MQF3&x@!AJDzfg3v@4AqlEJu;J;;asFTQf98Z_W z6{Pt?o}OFu97=SWQMcJ8WY=^2*8;|K__TA(a)rD}4##rIvUXB1M{&V(h>+@!fa4Jq zJ`r0_0!I??1+)u8HT$;?YwvWEL}q39VIKvCc6za~blNobpPp8VwQD3-j zn$(RSGfmg$m!OzafjU3uOHPO|bjZI}67Ko5ufxk}-W?HFFC{@f;I>nx(h;O#uOlMx z-V+;p9CHBRBV8Be1&tZa^@bd0sdlYBJ3#%O3Z$|4jvlM>$9wW+0f$F>Q=JwRXi1qS8H7PfzeTLL6<56X@wURMW#!JQF zaw+%uzlavi_+|U4iO}ZE{(3wce5uUPRBeABqu%r6BOd7}Vv1&t6Bp&IzGQk6_XO6cv zWW6LyV6iFlP+nmzA5VnFk>iC)Zpl6!w>fpS!qcQLS-*agnRx&zxu(`sY z+yIdf�~D#(oWFY!c@bB z{30UU%ZE4FT#ajj7(iQe>mg=!p%?VaN*F*6ZTj-8Zj}9amK2xZ7nElxd@7Afuef(A+MnH#yy4f|{r`sB5A-xT|-61zQkUy=YQA>S5?+g35_vWZ7;-_^JFHg@|*9nmchf#xn%sh==;W}wN)*sW>tt%LP zGWxnu>ZN+JV)B^zrjV3wA7U>R;}+{fo|mNdJlYE0Sv@yr=vB6my7gU=O9m|a18UN~ zMlaO^H?gc9GlxU{-fMDKw7s8{f_J;N)3G`=Ft?wAXzztqItnu4C7Z>fywy-A);4Rw z*2iSi;n{{Y8KdulO$Q$&{?=Y@Wg!DP942KpA!DpfgPWCZ@oS}6fz!<@zdUN)z%o*V{-Q; z8S1yr^xc>*H?ri=++z7T#l~}sQ~UmFXUkRe(~egjENdo}LmfAP`-)Ro3+#y18+SjO z=f<*{q2zcwTG6%m*J2R#5;lQHdt75zUdGc-s~R##5GH>b{iqZQ_9qZ$Z))r?76%;i zrIO%=`h?XkjVrm$apYwjw@+0)hYfFn_3Zc{p{Rb|Vji|0$j<}}Hsu~IzvV}V!}Is# zHLjeE8XvskCqM-)4>8A?j%@?*%6QWG667#wlW1Y8wvJ}sLP-^4+X)p7=h^?vIRE!q zpIl_V=ZzdtjV3Xl#iZ=~u+ld1-Zdp8@L3*iLyjeZx&3FKY5}#)aFz|64JGW)=t>>WUEb5 znb02V)Unt5_^rBud}()nzO3=A4C z+zO>=TTqJT8vHE*TTj9s^Ov-ZS4i^l41Lx^7KQEmA8lT#0vYdu@`N^l<9o<>oF~v$ zU=}!Ah1WSs?Va{~%3^KNg7O3(#CvbGv-%B#p7gwg_h#}bZ%?Q{mgCdB?+1x`S9Sa3 zIU7Lz(I&j)2Rj&Aw)sXLi1HA#-~jH~(zg!ZA=$`xzl8J-Sv|26Fhc zg%ue_*Itxe$|Ie>Du(UjCx9vw3qPUgM8SC_Y&_t5t{Uylbcy1k1IM&U3Q+!HdVkjE zHISSr?VeC%Y5ew?4CL^*w8caZ$`u9>Bfz`s5*=$ykdaB)Z#nr=He=*n!29U$s3Xm9(GGcYgv^GQoM(IL0=Fk~CY zK=f<4t57tJ-Tx{!9soYNyhwRzi`-u4nx+(~+A3N1pzggQ=(W0v#Ji2RoVYTO!xqri z(S0#^*8Z|Rlhi}4M}siqpZ9@M%sir5^j2$3ma%k7JZJ8Ml3cG5Ej+=awLux^ZKNNK~q9YGw?t)$>kThPB;4`To z_1TltT7BjV>H3AicYY840Ttz2(Xhr1PmQ10^JHNtX`IkL(j4}DRP(`?-XxnN^qF>l zt||1-+94_3{Q){U*mmHt5^!iU3iZK3H>`7|vNYo}HOVe zT-O>2YMuliN+UDO5udb0xi>+1MJXx_FX~+ziIGF%UP3AGX5*BnkrBnS$AkeP%CuK9WJ_s6kw)RtMPRzl3fV9=Ds+OQw-Q2j4EFy&16l?02Wu z^ff4Enxg;K z;aX^`4C@&@+7l0(hKioV>?D^;CX7&z3Y$L+vVIhr;=ez&@PrKO(M2W7jELAdeI1J> zwZGz%qUDYNaGZH1N-`Bj{TYj`CvlH!6WY=o{^r)%DLir_RsQbPE8j0Yfn2X}K`7ey zI=5H(4ZxnkqW##4RlBoytxYEX+EpFt-xv9V_d(X8oik0FTsA?zm-O7&wC@CG+{pR0 z>5n$D@skqpb|zyb)H`{C1a&cd-(dpGOTB_Y45r6dNNCW z%J(LM4srW4?cB@rPS9Wb?1WI1aXq4UK^n;@V1WqbsZOzV%M;u3wMXHSbj{#ONmB7K)Y*|Xgl-Xo|<-IW?*2MwdU*eDZmvmN7OK^iwtVQ2_^)3 z9_`(3Z3gzGF=hS%#PSDrw?l*D-#thh``^->1L#gdgWjJJGGNbT)1IicwY~p(gGUz$ z`_GNH>_gii7H~9b8D1^^(t8CB@IFUCefh&adG{@vzX%EPKub~IRdwSbLZlrj*S(AG z9l^dQagUYjT*{P!ZCFS0)a+m~UhdIWs*C}pmANLU4tj^>dw6% z(MmYqZQUH#gPpaY#$o~*g&%uy!!8IqlJuVXX1#irp0`&AxpZCrrCa`j=0(s`I|WHG zeP(TYgN+BCS}vbQS;VVQAkK`vCKd1pDrbir9}KB;{y9wU(5Ivbr)gxwl>D_U+D)sr zV#md2y7I}Q_DY&TdweEZGggrB)>i>G( zTa^R$qa>4Zo|d8TqUM58brV4%f4ua;QS}1YxMCr7(Wt|F=F9kT84TLxmH4K0vxVPV z^0Lpw=OwA!@ld;Y1v>RG^33-^GD1F+Mf(b!9KX5nZqO^z`Pm-w7LT>TLmN@3|ByMi zJO^W+tji^FhjwvzcAw8P^PW1gE??TY<@m7i{$SXNK_lh4^3DS>bjYYFA@HeRLi4iK z@UOWlMFqO>xAJx_heCc|bX(o^uMw&;ki+NjDfjy8J7V`(yS0*G$Jr`$rsjFDYv_VX zl;rs2UJ@CKI!rd@sB>0l^iCVYb~4u~kNh?J=fgEoJ^I!~u9{&p#mB+L8GShxKMxCk~F z5mLH)=gV4=Cg9V)jid9f;QLn_DMg@W?f&%9B8UMWi4vVHQ9ZJ*4WRA=<>Jt&RIvS+ zi0qxX{g}UM?a(n$Y5NRuBFa6b+i=JsfrB{_+Juf=!*0KM^^F8@+}!fFuj4v{iGt2~ zp=jd0f=cM0mB3y=dvmteL#tVPPe@JandFQaD1RKv6GUjlu%t|NEo3|2w7()F?|6h-uZ*&m$DpnME+3Ta9<{KC==>z)P7XgB1eLWMH1PAvds@5<*rO%3wDZgO z9?pvLHz`C}$n&4%9aREO4m2S?Xa36yS;x4L?h6XoW@uVi*VaJb8kmN>BGDRM&3)o;Iwpr9kk6wtw1x{AhK zIw{pw#r351#x2IvvKK&a?GdzIZ^?=ez1Jhjpd&G!M|)d;n`Qg2=7Hv9ymv4fyW{pw zkVIaBTIE_Fs=<&cX`b+DH?E9|7g-j(e@%wWV&?hdP7dIJY7;7~_->pJGJr#!4mm5n z`#?A4pT4sF&Z(<5O+7eZ*#KA8s@&23)2&^h*J?SEGoGA2Is-Bu>sx5g1}FNwsEf%g zB&)&${T=w>6aV;-s+Fj;EipwaF=*hwcF(ZU7G9MCma~kA!{O2f&ZeDV=H0Jv1Q4D6 zpPl>0IvfVG`)s6d8KQgdkPP$L9NNnb-L>b$hyUmxLr!*t$@uHS-_Bb^jFg{0Kn@&%|>mvmuEW-`CF0=^}8SV6QdYK5in^c3X_5^isWF9LL53 z88SNfN_pLt?UOSbV#_*Gh*V+ZB!Lpo5UNf}QST&v!zF)gJsIvL)d`11IZ-H3^tN5# zE2R+m;669qtr6mKD$!!bQHnFmulU&ozgyKOdl4VXa%xe2ucu|9ApFL~iv(&gZK%p(J4>;$Pdk!!%^DXdD)8L0yJfWZ^(wQxlP0T36cq z1+L*WM=g_!7ma)O&X55Iw@hfK2<1OpZCf0($f_j9*CR+X6s$@nAtC0qDdRHnPfJ=a z;Sx9k$~4aE^_Dizo|0F%?si#sbgUf?$&U{pT~6M#ep9jWK*Zq-XshYkJZ`t1ep^hW zXKweE7kO2iK*2s8rN#^Xa?HopldhK}I4C`%n_IRSm*zhI^ph}Nz9nwVprNHuxYR;Z zN?(oBpFzgsDJ9yiwzK=pcIVlXMTvZs@$eKSWhmZQUqUx(Crn(8H7x*cm`vIWf7)h@ zSIcZjAphC)?qkc9b~&I$I{!UX`vj#4^&>nk;cfv!bhIuL;F2-M%Fns;i656|IMPUM*QXD zjOjg)^Cj_~NqeEE_^I{lO0OJ}eYN_OC+A=U#`{}{z&ui-w*&vTWL1S!=rmU@&Xg#O7^$F>8%Er&~crZzAqW5+!AMuI|HRmJSSx@ZLyF%!_W zPUFPD%QCEIqj7Ay@!q}rOZ?a3Br@n+xtRIna0tXDI3NkByfH&hhV@)E+C||m?VMw8 zT&488brrlB!}>!NEgyxPO3`L_Y&{TixU?@Ns14bAxYoPv=l}N{T-I0jq$IgOd4k9d z!9Gx_x1t4L&k)d_XV$6iEV`9-LMq~P+Fse84hn$@j zKra>U6S65&XuIF{P{G zF}>^Jfq=sj&_3!NHt%EkAjf9H^$B%6lVjV#y?Wk9gre7?P&R~m%p23*I3v!ps=0pR z9T{&NlY81QT+(#g+T`E0|qAMzapv zs+u-o>jC62*?ig|=Vx_vRA(yb{59732J<>WNlqjZ++WwP>5ySQpGP}SP>9WNobN0p zxOX}FYrePnP>2JxL$i^WUC;DN)&cLc1+;H*t=?chw{@gFaa-nfWvuZ#?l351TA~cI zZ_M8bxGV&$=c>_Oh?${$ts%EUYH9rM2Wztf!!*FUaN9MZ$m;S}SuJuF^3QiPX7qS{IjUjIqE_{Z?_HbKATNDSqO{XTsKvT+_vQ6mKhT+DuS#(h~x>J zpL*Nya|>9{<A8iiC#w?)m&T>7J`QUi z8FT2)-(<{Jgs24(A;1JFS8$Fdc&o-69(*t52( zxB4|mb(vK{*V%dJfC|zm#A43QeH;wI9A^?(LiLGE`<+I^}WJ?*qn3} z?YB+*eH}I)h&U`h?Ht)iTcE7t{*$ymbFABrkD!dP2`NL?njGsTkOAv?Toz>>@XNNw zjM6TtR_)=?`1M!dJnar50{10OnIi-E91d+Vs$Mtw*Q$F(M7L8uZtlUc`UYT*e+v;h zgMaVwlVLtnjkb2$_U#Q@YqxJ?z&{-8cl2WlnB<2dLD~$%vtMOFpDCbBWa@AhJzZrf zrNbPuFSaUM5sLYGh!hEWp>h;EpL}d3w1R;4wkWZuMZ<-&QpPXrVsYnNgBsW^h(x}A zrf{MR-?O>2RitJ^<{UVZZ|t3ee+~k&!>LtLC!kQ*|(vK z%ofzyj^Wq9Y+=A*G#k0)NiMdYM2>`5VA39im)mw}_CozmBI2*Q`d3AI{zd4$%0gXOZ)it%!u$H>q8RS1-T~Ry;s%%A`LQ!$`mKWIdz>59 zXhxnmIT;nuow?*FRN2-cg~*rtX&{L#>A7)Pl*vH%PrMM-g(RKkVtKb@MS3;_oCGvV zKI2)?4-6bKzn3uJv=95(Cgol^zF8_!h;{Z<&HD1L04GMts(NavxOs057 z{5{v!Vv!)HP107YM zhG8)(%A@qEWv#JA!y1&QHOl4KLHQZ21a4NnIux$$+5vT%e_5kz19~$yI| zKzn7&>hYz~cW_m|2k49QAA#+$9%4MPZr!DihYf4>b z36Jd9{QfocQhB2MOer(h4uhUFUIKdRi?hX%^@lDTk;?3UzpU~gstiK?E)*@d9ntI6 zVFK}nt)@n~s4DnWle{L1ybC|Q#kage+W>O?Q^bZ?Rx3Zmt_Q4V@o6tevwgaEq2XjH zBF)@8Vg2L%&_5e(BowL6W+q|lN#ICO&!sKQsb^kSw@c|JL%p~z_0rx+&_lJy82z%R zx^_YVM`Apmc49APC#bv=6c8zno2WJVh2vl_K?_B4H2%AQ-d#WBLxodg%AwxNi(}j| z@iiGOPv!GH+jc+7RdquL?y)k?&+J&1NALBVAce`9aSg zw$&X3g_BScKQYgAC`kV4Aw`tOIPW;@d=mB&>XJo!`9K)It8_`wFOoKn3Gb|AT0`$t z1bSrqtQe|@0}g3Ceq?EH!3>;d%*k$(>W+V6l^l5A1#;dR=&zl;a^e7NJ@nV|Xw$|z z=B8Rnwd$m3UCdedV6rnPZ1F&-x6N;=t^DIT`B-ViJGIqaoeVuzZ_ted<#UVcvH7I$CEa}i z?M3~8{@kG8PAN@Ml=DD=Mh`fwk&UJu`p$b;1;rdmg2v)do)4=p88hsdmy`PDTly1D2%Q6m?!Uh-D4X)B8A#ob-a z4QEN~^*pylJFW+}TjihzZL#3Xc5FR>95(fO+&u)5)AVK?c06U~a~LpS?CJC?#+k@wBU{VwajWm3OqKR4A>Jyfda zuwZMcoRU8D-`b$(>crLi%dz$3e~W8!+QTN|caFz)pHCw5drQ@E-rV=lb9EcZcXxkj zK8TG6fX`LqQr=zRzBBDj#Y>X5cX?v=$ot$lC`n61mEpyzuwgQ+XHj3Z9@v?7b&5A> zeM05_MICvikndxVfYj;UMmKCd2^=gSr9BVqKCi1M@f5i*+imN&CE8pjl-^G|k8bA~ zM#(xZ&8K}4-YiJbJMuNTC0;(Qd-6JFE|g)GqJT4N^v{df^8o4@Eb6sM?64}B^l+Vj+CE4j?_qnvl#FC!z)DrbYA4rO4b@Cxlco;bN? zD>k2my(C^T1(ds0yY}}uZ|eS=d}_V-hlFcS0&giTM)|$#-`oW)zh^$`J*GtZ9b6JRb7B1otf3w<(O6N0{asq-Z_i*Rb2c@u5(>7ofFtBfb|EVB-PY^QecM zU9C19PQDEU?%j6PDw#K(g4(pjXlb+BBj>9aIRNbWw8!9QdFuPw-Yz4JZ=GLu$=?Sg z(w?E^yLXQLD3sxQ4xje2_418z(T3VZ?SCz8dA8K;*3!>I&kR*OD4$s*_%I4&?{iR} zc6zh^-`IMxU5G;tWjf@4w0-wml-KjNv5OJ08*9`k2r6vfl~rO%u&+uK6e%_k5$Vz) zY80>lHbeo59Yuv|4vK4-sk?N8@Fn4P_!IWzan+~YIS zt$$TxtJF*TB#IZ}24%;)QRm^L^4=v7ZkRNIM|&sLKBUq5T=hjV;4B$t?HPaN2dEg0)N&yQ~2 zcskUzx0}opieLZK{CF5rg$2$Q9zgPFtPPvKV%(E4hoRE=w6}bO-{veko>W7|9IMwC z{VjijSWIO!HC=S=Lj%b?@W(GR)^A`3<@Wa^881&(~_CoPR7Sd}d;U z0yIK86`ipPIvox+4DlH&+9UT3ITN#;6Qssl3>=Pq8Ux-1*@1|(pwJzAAlx&LEswUI zq|d&%)+Pt335)2?o<6k&&}@zZ8s1$V*fjuTwHPe%I`Ruf@OtVh*22 zo6NDeoYob)pq9w)y^KBI1wPyXB?@Kd#S*V$(Y-RP=cv(cn<%N-8GcV7t6I&bI-k?d zW1+e*7qv}7RmKmj(*n4su2!VOKi(VCDJ7cyhjx%jiwoFs`&S=rsjXcZB%Hx`IjCdGy$-W&eCmhWRWuZ34VRuVMZPQ>oI>ddh>C4(sVq zeWHsN#8iHn9)^)mVu#ro;Ik>WJJp^nIoI7zPNm5&e7jJkCjrXR;*r|Y65*ay8NO%p zXvfUFd{w7CIa2w(cz(E1y5kV2vi${pw_5wf8j$aq_ewy!F8A2-{qvSosndC8r4H&Y zL!l(|4Wf`kQk-SAPJ}$#@^mp>H|~DgC$&&}_ebxBhFXw9K8n`cs=cPS$bgOj?YGfQ zGCk}HBfnWneYT_Dn=I-r8UsOR6H+T$cX!NY3>_e7a*_N7W%Hdiw0PZ8<`4hfOMZ(1 z^k5xFsm{xV=9jVa0Wyt6Ip7N&x1{XN_97XbKlDF}^31_|@Tbr|aOvFl-y!3fxh~o_ z9+YbN9c3MDBq3thxmK&v6)ei9qx}BYOFO{rJSM;A($3O!nq6NX%WET3Wc?PK$&WUH zL&(aWsOJ`KFwkr!A1f?IO8q3c?M5rdpf0km^_KjVt7Hm2R>Mz-CEn}x0x%Ou8qd^) zeA-PbKfQz^QExGs<}^;4{xQr0R{dt7Ztbi!P6OAOfrx{;wUnF9$&Y?Ch`QBH0>5(Z z*=A)Us5E?UCYD70_+tT%ms1A~8f3NK+V+r*!Tuu#YD*a0Q(i3`>8oP0_*x$^2AlM} zT<;RE848x8kzUI?qk@yzbP_iV3n-+n3RvwHUt=y6=_f2z?@7B0wI1xy9O+*#@8sfO z38020puJEl)C%V1mbZ|ocl%zsL6Rs3J+p@p4d`$99c(l+zNbD-7jvunaZv6TvZz%# zEa#RJ17UtFQb)^6Jf?yJ4&ZwsoAzd;(CFX`+cv4e`ziIUiYhEP;&|T^OV)^H=V0JN z_6umshS*0h-*VtsE*b7KyZleg?S($ud+4p2pk%cUBcJ?inYT(ndyaIZPM6Z@y;2ec zXU|2}RL%z1QvbcEZv1|)CuBXIETVnw(ns&m%=1#ZAzmMIE58^8fi?LCL`J2|**mb$ z3?PS(*eJT$@ksyoP6x+IA!jrvto#TlC|Q8C>1qSE%DR&v;8Q=TZjo-{T-QYEKLk|r z!jE5rsI+`Er0`~!{Xm-76+H?QKBRM2VccRM-p7W7>GgjSU{NA8~s z!JbJI1U$->iGB2IqxbJ)$tAZ}@h%I?Vqx(LRMU!A+T>yD0oV(uYon+ICkgi zE$n&{^>`JYc5X^w9Fp6%*`v0607~+ME1pg0bC> zm#T?8NB(%l%BBf<&`Ya_qW$9NlLK49fc1PnZRh8`3T7MVHjvg|*t>0f`f7+ryMwF` zc&3UPDz=TJ}GxfHCBghZX-he^R{2MaN=b+_Ox=(G4hPhK? z;V?2}`X%T)9V(m#eYf^#wRZnX{XiM!^LVs#@bflb>ZxeJ4F$Jyn3Q0mw)-O&nVpp^8HIR2)lUa-n%kn+2uA29n$v zH|XR!U$=j&f0jg!tIej?JY!Id;Ob3uUPdX~P=@aXY}!M0RgUq;MK?-`&(>*;r=M{ef7qhE3x$e?$KT| zud(?g@R_=tMOzWG}ED`BF+3k*9gNOzAAp`3z;574~Au`NwVp z3zDSgnd*cmqFkO-71{fTa-`_*Yc*`Q%53PHy@2HDF3Fu1Vb}nu=Ll#IQRj6mHa=S1 zL#8=h+7;FjVc=FX7tQew67(p^FrUk&&4Jt7xY?zoN0LeAzM`FXmi8+{GZtHe#FAuX z^NAStfcN>-#hVQ?v-Vs$K+13=&3vxjY76cwRicG{(;;E{GOXtcY3sMdY*BQ6wylo* zY^%P%yWRc=^w~zC`TKcowX&8B`7GM9k{$DWwrO;}AmhDV=7jNn<`9MN^#Bc77(f0l z!}lT{?K2f?w9k!u*F_%L7%`zab=3qnsN-3Hh7>}N|Nk~WfO{@=-6FN(md^G~xn!zv z$9#1CkrpuO6e11bh~F+LW9O3*A1lVQC_h(Kp1X_HKJ*Z{m%rw_*Y>S1M8j@CJ3kj) zMi|Rb2;|Xbbn+UrGruiNA$un;jG9xg9bFw;AQyXF&Y?igp>@#a^+SeEL~YrTgCbGW zFmLmVQP}YSZdgLv1h~)lQ8B&qrIt=4U)pvSzk>*!hC5VSYO*$wL@mo5;s(V_ ztNTa?V$V%kXA*?;hZL;J;&rT~_B%toc~)l*Ls{Ak#O7QTyNrZfkJ%jB`<;H(g3_lq zE6As++g#w0GZZSx_oA(hHR{0wi(%jeP#mpU)Hl!6u8h;ZqZkY;&#;sofUm0pz2ros{cx z`=zGOi|;g$=D)vOnX7ph%8)O4i6#GV?z+fuKASoP9@B4p-Su@7Y5gn5^|P-Pfh4jG zB9TLR(Whk~pD&=@J*gUR;Bd=0pNyKBwkN-Sx(p=?^2qt`9DXsA;e3{e_U=QlwM#_n z#rLH3xpHC2#Vl}weRv4cQ9yI06*N@C&iL> zNyK)H9g+)V=A&pUc2$YHw<^79CbNYlmpw<%?18d{e~YVeKh%I~!VC+`<4|r~mGHAm zQxltr-ic;SXL9r$Z7AUDpv8?XiZ455;6}(*qx@WL?sO{NQ7t9gzvbY1w`>=X0e3|8 z$(ZwIlb~dQsZXe@=lHM+^7r&LlaK9~=rnnqNDcMP$=TbJXa13#wLLjx#D9{7iD(e{ z+sY~thCP|<;KM|;OWTNRstSD1_Sb|6%FVYkvn>xnq{2L;R5x5R+zCU6G@kipg?!4r z{*D(@#l{n)=8F>hBr5B_fP9V%Le74R%`+hD2arP<_jx&=+w}KHt(EVb^0B^d7kEv~ z5{-es_;J%C2sljdM8u{XbA&q^*4oE@ARntw;YnAl3ZUZ91fhQI{oMoG!6a}n>S=E) z8D^QJ@jA!@fJruQFK^%D1_jJ@DB3G`{%Q!}21k1qWz-9=b4n{RQ^^o8^rktu}SRe@d7ib7PBzbQqhCN`uP(b_U zgU^G+*ytT((@@?aY-iw0IVfP>Lj1kK%gI6+){A(ws}r9(gQ7%#Db1@Zrqw46z!gsc zBEZuY9axX8CsQ=$tEH`QSdv#|qW+2O`^c;24`Xd>gFLT^T85s5e-E^40o-uew1n$M?O!>s39or{ILkVUH^85#rsx|nd1>z-}c4eZ|_3dtb{v-06jcHl>HS``> znf$9$H_TttY z`QpAK{Um+=KsSW{-3^@1`GPL1Yt1OxB*T0Tbv5A#yZ)Yc?cXAa-idpf+^x1EaJ%+C zVidXz&JReq0N!V-2`HzS9=l?Ko!91*=0_hf*q>q!vdGiC#gYTpluYq=3z^TNJtg9? zEK&1abPow0(^j|IQ~uD0>w@}jzNTdZckKb|g=$>N&eu6|q4d)OEizAA^X~iSpDiXq zqrA!}MIL(p`Y`N#GHBuynRdgrWb;n7n(vil$bS&-^w4a$r`3~5RwE`gJ)YF`?T7zV zwL{Pt^`TL2zhdJ7-=ju9Wi^G7s_eDr#61Kfl60ZteUf52L$=el?!O+_c3!UZ+AHVeCTf6KgHN2UoI*B@S6 zR1a1sihrR~fE#`ehkVcIaBxJF+a{YgmMa*Pk&6!_+6y$cn#(~E=Q7F?wk_Qa>N7G~ zf{3=VXP#-aQdR(YE5z%yUOd<#Y?K!`Po(Tc&8bJn_5(ox9{^@g{>!} zB`(RSXZCA7_G}iCdjpy^rTrUC!yw$49YTCU%mt9RXF!hxVd+jNltksbM(;@@A1c+w z(Z^J z6rEPBT&N3LUyed%L!9r@Wd%d39Ua-INjA$w77ul1D& z$}Tavy-EJsj2tTY@yx=h(B%#MJ$v;01Ho703WSLL_6L$RG-tb@8~DTD>iPLHthCFM6Cft zlok@~>bCLy0OdJYu#0+bV%@F`}Ym&q&6gXyxXO+4or~$ zZJc~GE0aatqs9sCn6p6T3CsKw88Oo?5AKWk4knq0?ZuL5qdML|xMxPFxwP9pYXXWV ztLnB9{Hx}vwGmq+um-gUN;0p?IYN&W!-jBZpD~PS+Pi;$?QQa@JuG%ypyW0hdaQm% zV?~$TO$KBv$gh^k@2Sg|D=ofXxX8AgOmk*`iVQIh0@)CC8>C|K?A$mAIE?i?+D#MT z>?PyxIZ3Vim~!ra);SCnhTUkCao@X(CNf?tA&<6fzkRFMvU@GHSwy?gG5p$rSk`iI z7;pp%_*>R@yn~#Nt8&`y!V(Xsf(bLEgx-2izi|#b0Hq3_k0Ob{2j5*F^ zV;S90IIFIbIQ+WuaLTBqDG+k<5eYc@@Wu;}@eB#bqpf~oxOd{01C4I3|J&rBx3%}o zi5-KXqI@4(Rw}D+a>vF4FD+L@yQ=kwSR?Oi=}3+!n7;bZK6(f=P8WlAmBQX1Xu{DR zu%53*TS+0$VqU^4tC!?UTWzlBx-0<<_hV3onc5bWhMiA_dz_@vzUOA~bo#XMIUPiL zpLB9_bLfJ2h{W87hDh^6`uEB(UPOCkK&_)~UEiSsval)`KmUcvFvxf>bfo3%k#TQi zM0>V~HXGvCX`Z;QB=;^6aeBN)4(loX_iOmS_r!$$VoCPUpF(7?IXo7hG8O1oHt+F~ zla2rD{a?3ibXT)o4@G-#H2SUc&rV+mIZTcwqWx6m1!`O}Sp1F1a^!E99b7&=5@Nsi zp%ksGLn#F^9#4MLzC5}n{^z+F!v4_nPdREqMCrd=TER1=y;d!_IbJF~;yPfWoPk|Q7KOz2j#Hh1<825nl z1!~ksTWVs)J-k#w0-y6G=&}lUVf`e^?yVDFgvzj9$fd1}d0^?&-_~#KBX?z%8=TuY zWfT-JyAh!fSTyUX4C_UF+9%dGv&KDDyxTw|3htGUO(k~05Ea#oWIfGmgO|#%ozTIT>01q4hEhqh|J-=W!x8b{m7fSH!EGcip8 zoQZNl(;+YC1Xe@7$I~ISuhzy?+VJZ=rL@;W-&g;h`W#B{=b?GDz|1fo8Mqg*Xovfb zEajHJ>#`#WGDlD&u`aCIVGtvdf|fSsf4wkWhWV(? zPkEp&Bg_7&)}Br>O>=M>dwcs5@VhNQ(0{7AWCi|i0q=`Av{~4W-Zb{M@(vREp|^jO zt5<~zlyWq~8#DFAM;XpXGH;Zz(=lmrQ%XJeLt4+Uu+#&lefI2f)+bW<-YddPOYTx6#DFWH6!}f!vJS|2oFda^ zbk_9ei`|xWlaH0=vsHI;BOp#;I3fZ=wwh>R*pr@Ta3iEWjJZZV!Q^C48i^bIO}yq$ zO;aJ%PevOXs=LCxuI}|&YN=cuLyK3qmJrb&F|3R?PJ9iOW8em`} zqAj-M-DIb$?mtjCS&i%{5jC8OMYLzSstTJ{uWc#JBI?4^mp3-L zc7P{Z^3k?T!usY|8Nlc9)hN?BekR7s2g6#4BqyomQ9&AeI8>DHLt76a-G^lr;r?eNXqTU!d=neOxSw&P*B5E+-!=rp?cy z&cW`Ancw`YREqX>+q;t|)yT)EBZ2x6S^PI|4ay;F(6t&RM1b zX{4zbqa)=l+zr_M?WaNlz}L18%|-b|^TIInN$Z){ zmb!Skk~re5sjbwE#l8M_K^2uyjyV`1e^sW+GVFTbyXA3cFAfN!^*gK&WHu9zZD{rM zKJglmNIQQ3UD}XabQzmZ`kp}!k9xP(PQB!L=325>-cxYjjcWo*b^V2qbJgExIb=P9 z9O@~up)Pm--Zy8+sBj7w)SX~?e@ex<0|#dN!{LZ5PRQ%it>bjLtwmTigGsXc%Q8MlCQe=3mJ3j zc}9I@0iX!7B1(0hSDf62zgo!mLfW_=d9`O|gd_zsef_X3@U)V6owHLRs{8f)bJUa(v?)Q~_0n+DQBRuU*Qr z2D|utKIPWK0l)TZjn9in*xzDL4nJHB63FL}!k%XEqJ8+QC4s}V%2~8WL`Ifx?MaTU zB_FH8`k1>3#o%7^H#A(-WO(EmhCL8-M10!uzC-KMyY5se`RuP+S?h`%A>22e5KF2~ zH77#8XFggXZT*nE>#5FXmPzS{w9n3!D4T%!eKKm5oBcibk__J?MN-PZkBB(G-)grD z`PL>?glrk12)(uUko7B)?zCdx1IR(Xr%WpZE4}NQ6DO6Wed~Afeh*(9NI!!n8cQe0 zN_1E}+S-yCDm$vOcaqZUBT}|$JB5K4k6lowyjQMsKxhnbK9|d-?0kiW$d25{Ekx9j zPtrG4eSQ{-_~xixJ8$Bl(K4XJ7V#*Lc6CgQ{h(*mN!I0ZQ~D+9kHgp(W}Hn?Sw=AU_UWy0)VpqRN1t%{jUwY!F$Prg^os+frO!cxTKo$>ZT z1*GwMoc^{4Hek$r>?xL9?tA_o`<}F(p)v)ud030YUGvj*r4(VmP2)A{-iC0$0;LL} zvjp?7@gxt+qzXdH->hL}&Xp2`X%F*7>`O%xG z-=$K_!mr)dU1K2JyP%1>(3_W5%dlQV9rq=>9JVYiml8L;JwlkW4?O$2Ay6!Fwi#N0 zgFW!oB2i4riTIofd!s?vd@|ZId=B-)L_#O$CgbBx zWMx>_WA-fS(L^Xuc#Fm?#K)IB#%p?{^?1yJw(yVIB6F9<5GjehzeWY*zxa7eSk%h8 zzgJ$1TB*P6KRUdMNCP>xDPmxo9{`Sk`ety%2B&6+C@B>S%~b{ZQ76Hr6H}zatJb#- zf3&3MnTM83TbWVkQTJ-|hvj6BGsh`yfk*|4_98T7u_XNIc?k5l?L#|3%e&+gS{Lf+qqXv~qTT(z(lZ4LUi8InwKY`7M2^MHNYQ~Xt$a*G0=JF|zlX{$IeXrWpNm2@hXVw2` zR|T(}3`IdlujAAo*m?l?d?9W58NV0LI^Nu=Ag3(i#NF15(~m$==LAx`TFE-I6`M~2 zpAm!L(@u3fbh19SG)ZkMO<5E(-FrFs*`}i2$=wF|J$SZ@v>x|PXkRCaDAqHJZs;Zx zHMxS*POU?OW-FEd-Na;(HcgT7V6g>il-V@3W~H`=BB?_mMXPILydohc@G45w z?oW&vf}sN-U!+ERsxijR(>vEx%KK-7>|Cms4TfH<6KG>;4g1y%Sl zxpUa_{5T7fFV z>uc(oWFUu4JJ@>!W$Un6Qn!ij-!EM247NKR(D?nM*x-Sl71{P-suS8;3Tj1lEi07T z2=ZQD%d_yC5g?43-lrD{}rKr z(YW&LhEVe0|lh}g7;?;G62 z&9<+ulU423pk9xB>+w+IWG7UM^rsVG6rt@|>7gN7L?(}4Ee zM#DGfddZ4Bz(A$=SUu z@C2!P#u{b)fQ<(}S{_G@@`)M0S?S{+#8wfBg4g_6WB05F&qv-zivt#GZFb18p07rG zo=$0J{bS3U@5qQ*F;;JEr3v&_#ULIn{?M~o8298y%kXG?+SA`c{liH&o0jyX`T7upB9!&$)D_5kaBNk5tO7ILQKw-I=gQ&tY`D7 zmnPpis=aqQzx+DKNq3Is<~hd0R}DYSai5Xfw4?SEWc^@7g@gsv*I?uTUoD$MyJP4V zr`B1oSW!tVZA7KYnYe|34bM(=v38f&kKlnE=CxwcCUOiF64RglO*XCMFTYm3vjd!q zl1J;E$@{kIW8afsEne?rQGTq}2)D$(sCq$Cm^tl2@3>fS-RBniYRB?&jbz|ngqDNp zmR9yhx}xK*eIq00qY)B0%Nj_l>zspFawf{G8uC5U^%2nSH0NokM?WulMfyHvp8C>R zyFl{$jkQ?vw!-lm_C1LlhPvm{ZWv~4_1bM;L|!pW+Tb=Ke7Xx1ay}su>X9oAwPYAC zqD_W0s3yMBI9*Gm$MU0&N}~N7pu*}PqS0&%^}k@;0P&J1pgla@VYjj2{i71HG|{;c zRBycwtgJ++=X3ByldKypJTB!OH;Yua3RlZ~682d~R5V8GgPXPgCJNa<^vDuZK#2n7 z;>4$Ou5s4+24XigsWfDSFs>PbP6|pfFE;)v>jopAMVm>Bd19PUp&UX!wO$SZ`{Vb4 zm-M_)+aYM^tKm??4YwV*l*yc`0Q={XzJ3xqDrUaJ^I5Q#!f&W$)wphZH8vmkaD^h; z-fuW;Fw>-o?DKmiPjcdWQpQ+WQ>=_iY<`upP@u^NAs-$Y&`&bj({?!V-ZxfQ?a>= zBo-cy$h|*zIW$K79xb}Xru;EqR<1^UN76oKgK<-&yM)l}QafQhdU+=}S7(FD!+1Rn zRct=#d!{_(@+c1}WaMS}{S(_q_}*)}d({5BhrodU5@q>Z0e?URg|r@@nxTyxd!;we zN`93Zq&6C}G0W&9M1sFZshanYt-oT}10O9))hPQu#&^fWclI@8jk0NqsOFt1^wAzg zZFbaF=DlQ={AFq10^P9?jqHVn>I}Imudwlu>!}}D^5bfR zwjV8PCK3g);*Ln&T~Gt!29n{}?A0|Ot4g{a%W&{1yWa0XwXdSpSMr-tIUZkGQ$0>0|Yw$59h>Y#6S^F_3$_aUJH8xQ!N!{t#X1M^hB-pq2SB#{&R zKIlkWIs|(z8pb>=Zy@W6B%k*AQNQY>ROO3}M8wh5+TYM4s)bx1g0#{$4eyA=t_N^K zT|&ffevaWer517+@YPI_T<%{GsgR1&%S&>9`Qao1z>R=In?%lg@N<`HOD$QJA2T*z z@SqFa_}TVvini;jto8$sOZ(LKW}$j-*RB&}U3F}}+vM*YFv%%I5%cBW%UdyY0Pmy2 zT$K5=l925osh1oG36!$$_g1N-D?{;K`L0+}T6V@yhV?==?d{sCzS8+-+(t6yth+w1 z@VhmH{Kx3C{r&8-IA{!(3HN;348BKkXIxaO)NQM#kVy|yR@~TScH;Aj6JoOyagP7l z(>sLX367AmXuqMFciboPK0GHE=M z*|TY@b(JL8=vjQLAwSv4MRA=i$;MEAse{_J&V5OzWCTn$pEeOyGH!>P{d;%P{A=lP zAKtZ2hnSp^DB={F^iGiR&2l*`$`yHp&?P-yONvf#_?EkM=RWA0U5p5Pm8cD+GMq0$ z=F{yN`VHWq7Z8sp?bA+@LWTib%o$FRf)h51U zb)!kPdii^r$ zLXIJOwfoj;ZC?$g3Tx0nqh!)v6Ucb11ws2zxevEHZGka4*rmBE-af~23X~~CBMp%= z9?u7aEP!|^WYK3b$%QXgpa z3F_I{^p_M37<6BIlJ#oH_s;08dNHN{05%@*J)ciIUY&F;J$}h8Y&-yap&ISSsw30J=-s_xOUy*+v6AIVwUlS4-Q zhYuN!rjXZJEf~0!4Oq{nUe(4t)nE4eEmC7o{&nTb&{=vAf&BI_#G}o7n~Y~$NZ>GR z4v)Gxqmrq@W0y{%sCCb{^*W$)5&A;_+`AxI&kfT`Hel$G<}(>4OO0}`Gq2`JzSFu7 z%|ye^<@>bz>2grOYz{`}D%RxI%6MvpJld;b2b?>t{H>)PtCarH<^{_@E#7-*KlQ}H zV^3t5kF+HzJKuhM?%ejut}Md&>h()ROB=^P3roppsP1QvIqNWVfbUkMMw`C3cWxS% zB)B3K@IN-OQWiqh$wri8E;^-=jGa#cALp2~$tXWRi=vX+K=QG5z1ORuRy_;yeIa5* zHhyj%kZ%Ee&*IRQzE@hR`#k>p8xlIt(zN@=xPj6?GZB$#BzZefl>_FZW;5khxte-k z;m71wk^{dz?m|>=JGk4NhKADAx5p01Py^<(kf<$PCeyFkapQPRscRuGnza`h)_@BH zSJ8v(ndo*z#)r%1(!Pw=vEWFG*@`kU**P6`CvtxqG*hR7#uD(1-|T3U zuHF8T{A7RsarljNRp_m~gcMMms{5uuZ!J??QEwUw5A@!f-!CO;i=@PSj}(D@emQSc zpEMlI#?}MAN2;)t(=;^)<;Kl#rOvEhj+~va`z$C_r;IXuVQKXNY(A;r!escg1*0tL zdi(zFk|My>RkZ8&Ie;gAHX|vEmA)C%Fz(5K$z*9P+UsH-aaM0@yrf>LD=S~*oDG9Y z!)YGqqaD<%hCNRj&uHgR&(YQh-1_HK6q4WU<;BhH+0Gz^{1tVrL?f=r(&H5gY4i67 z*7L@Ej;SCAL|n3(Zn@Ti=U=CwnYxZ64YD>=IUL$lV8+(Y^S27yh{9a+ap2AEX%nIL z!(7xmIjis#luEMIr3W_o1+0<-jzcva!K@OIUIBV`}sT(<@8?Rn|b0EDM^B)SA%^! zwt_R%`%sR#=408wL?apRnH-Zgk-4VK!XR^V1JUPq-ydq=t33`XYY(3kOMDM^_G8bJ zwlfiv_UwAHU%J~ffz+0s=<4qNwrx;dB0Pic7>ds+=@6+Ir?8+%1X-u!w z)AyITtpH}y(vj#=q2!7Wc06Fbh{K`0p{J0u{OZ-FUNYF9(C5T#?Slf2HEQxdpOlw} zttTH^+~ns`jyJ)dKQ5^*BWGLOJ>L#7YE*zieJaWlrnoxiLdG+g=c!SiA~g)KZTZu` zo(%P3_d}DbM?jz-jhdZ-E0;Us6bHZ!kHwhaSrlGOF*gzSjfA!a1|tI5 z$JXPm4D*E?+A_!uwr71Dx>`xtXC>w&F6*2E^=f}YEMRY!^(PD+!22xfn@S#KaY?o@~@So&53v&K8bl*q& zK!6B4pA0(qz7K6J2&I0zN56(j%}-mmHE&q86zUkxMMdF-)gEi{V?{o+xa~u^qHPEX zn9zIgD@nhO>Rcb-3#kb2K%k%f$4PB$ItY3p?U19#;+18dAql{O(8cmcAOi3U^85DD z>2VNf7{9aGl%H8ON&6M8JaShiY3{1)P9H$+mJ7)9Cod$9m+`@(GkTOi*kF(9aXES9 zb@-$dy=Hm8ph2gARwow?@NTK}OT)egfWzTaFKER@wO0?42M092x34u01w}oVp^EU6 zw!w95JsECrMM!%DHpVq7?-$drWKDJGO4pb~tLZw|#=O3^L;{OSNg&d$0a-q!Ahh+=12$<=<8hNGJf- zqxC|{gP6$=4H90PRg&1T9lI(1kUFS$rG=<(?<3-`*!d)MF!fFQX06XMk!tPnPh`M% zwl$fM<_zVRgD<0yIqi`WHXiUjmqi;n_CDu>Qre}m<5AgLKHt-TtT#dO6(1bE!9h$c zUqM@GOy|=5r|QO1n?4n)zKZ4HV8h20^=a)kPkaN#9Okj5e#El5e<=x^`4?&x zn-7Co+7{GySlctFPX=;C0@_ufj$6d-Wld7fpJur$N~IWzIVTYHZC#QoYeP@KroC@+ zAX8`8#c||iANLHa=h3=a5bm}A?eKH%S7G0iA%{T@8sVkeB)9jmiCOWif-DO!{-yP7 z)?==;65kq3^OLjskJ00ozz|5HO0ln zt6df9IZQ>9-$Ajb44`m{C%*-h^JC%6hmMwsQrh3{s;180KZ0#ePedpoJi- zJ6ihW^7~s#GRa_{C_k&w@yH~IL#wqwmpdilmm%vJ4oyH?e>x)N(kGj5Qs;v2RW1-) zJO%5*YLsA34y?R^KUyHk;qhrJ@d}Mw1Fg?W-M-wWsS)B?1BIO7Vd%ukh*1OTZh-Y7 z5$%oO1Kvu-=NzQuihM5(bDswuhyREaF-y}*23kIV^?bBuMfa`Bh=2DjUeZRqRq}7m z7xmYxKxx7ivNuE00DK%>Fqrpc)SV2aP6BHeOg89Mo5vP8x6bz-{K~4iGq74xru0 zkpYDm_at!e&^>J#VVx&BErmT*WXH!!G3e9&YoNy1Ej0EmF^G`0uYu+ODYN%JTjJk2 zRVI^zCU+wt4jc(Za0Crevv{lCZzJ$*Vj`~hEJIDN#W@ls$j$yi^ zJk8W#150EQFnfxZsUh9JG)5dYX`h<*cbv9<^-eY-2E5GUnXxPeoOX^}a$euL zwpnWI-plv5H+GTmFx?w3u_S~ad`E`!+0=y;VpL|^Sk05-bHu-oSuj2TYCpV018JNO zi?p!yWS@K>)1jMWDzr@*t9zT2&eqH}7&ArJ3>qvd4@6g{w5J@ zw8gw@B}M_0a(4L7^co4J$i3)(Z|qWJFAsi1yfhht;;s2elpKYvtbSHLETG%ye4zizWPR+kCP4BOVo~ZL{G_SavJBHkbKX5Xvw8a$6b9zvg zxo-bdSu<%Yp@{N)i~aPwW-%S9r1ygYtYfF>gO9B>5I7Mf?Ud4tUGp>mY1BiF=01H zdi%r8AFL}$;E$HeX-!`W>L9lx4!mxSJQH(Rv=0F$2OReOlu$>I3i3yrigHHiLb!KA!09xbvPC9vXcxA^x`;Nn zH2=GVX3<6OQ*nWfvmr*O15Fq0Tsq?~Y(5!t7*YXAlF}_tI;xvX%@*XICcfI!33}&~ z4M9re<-e53-#-c=B4Fww1 zSE?TB1x1Uj&=C8?TUTB~)(;G^Q_hifZoAzIwCpFN&YK{;sHw9-T0s#>-%r<{whLPi ze6?&o?fEF3m)eg_vfq+frk94;j^8;Kn$mfTGPRn6d)#FJU&y09t>9-IV({#>)OKyJ z|AW60J0K3<0VT;gH=C5P^GQC9Ns?*LlPWk~_(x>kOqM5!*PeFWsRh-pO3+l`Z%V;y zu<>M;$>3f{Tjs4K-tucAsonhCP!w|7H=_J>ePGZ zLp}-nTjMJO!V*S6T;|??Sp~M|Ldbf&WJr4mT=+qwVsrZgGTdLSyXN8}0JVhcQHI~~ zW~?h@Ju$zg5=NSL$~FGt?HgblfMG-I5ybzE-zi3?=w8Q0uCwAyQV; z5HW$27gVcKf+p{p+)I=vBQEqc57W8KIZuQ75^Bu?WflbC4kb*sLb zyF`w5aqKDnjBX%1NyEh(OUrr`zzlWS^Q+W*;Z;qzB;(7+lQdC9q<&;U}s-?V7 zfuT}UA}tF|^=zj>u-}bNLp|)Dss+VMCduK@-fb4zSFJAWTu9~#`>r%A$E1O5)GkDb z{Ip))8?v6^6j0lZ?nj#!aou@Ks?ug+9sATF^Mz(& zNyKrB8BoAvnh!`rn=bATq!hQrrj(F5TI-Xso2KhRbVw?i<+XmcH&ur3g-8dPuJuaS zI`;2<(@JLdjtS9y(edDlXDfQF^1_R>vH9dz%hV<;+Ed{6eNFM5c2ZKd-^}a84{n0B z$x6h+X4-CVfvm?YEN#`LytuYowmG$AZSwVSV6RH^90>P6pbb^+OF9GjF%WgQ)Kxu| z#77>gylE%W9IyVAdHGsHAQm$Ty|t757Rf=r$Akjy9L>-yXr5z53&|)X1juCrwlX=NiK>>75J3%oD4nt{x4tS$>FHa zjx&P$4hbOFA4CEFmw88K%W%C=jrJ(7{mU|g>!sxCNs^YP=7+st(@+le9u`(?aFBs} zA&d6n43fPM|5E8oK39ip)i%{H1=Z5LP>MXhY~xYveDb*(=owN@bUKzyvCQ$Rd3|(c zThvOgzgNEh@#K$_jlI%YOZl4iP{h1~#_Fu2{{CBr?^y!c!kBrk4N0HJSdzfs*W2zl z=L$HH`49~?Mi>ru!M+D#4jO8t%!nuj7TPXmmyyp^QtPo1PaZ*~;RH9dt>@o1uqjC* z2NQv`1ywD&w*39zVk1H4B(c1;LXA#9GvF;~&C^J)#6t#hczoK!Q69UxGj?Ztl3(qt zJE2{RT)@Zn1nNEb>nCi0*eE=pqegj1#P2~v=f39py965*Q?z)W&sUg@Qbjp(*Q2yU z*!v`OFrmYt{MH(l^*(OS?jxO_8FEDJQUEv&n}o!8J)TxX;m;PZo<&>uN}=2}{-5Jy z*Gj&>tJgSM4r0wv#9gGJioo5CMV?|wSZ3Nj$asc9=F{$+*f)Euue_8&=Eobxnd(}SHFZ<7NAJb6OX%00%jZqH(M}$HST{5a<*+KnTT2kVk-l`|- z*6)OX`%K}N)2 zNLKX;g1x99aX`Nug1wM72OATf+n~2ys%fQLxIE#j9OV1)sO6SmFn?gd6R@7or_JS9 z=sE(XdSMEGPElww-0br*b5;C=k~ORqDtaoZM^45oyX~we2-2n0h8lT z2szx@B^mgm1$-|O3Mscc{R%DJddEK}Q?z5p=l-Gd3sloCKm>AeyXsWzd%$`wTaEHd zYpB8HJ#6hEk+WX6ZbMEyc&_;a;zK_C+TSe0e00N*@@wT6Td&*g-%Yk_Ka0QG?9Lwz zEjPQPjinQ(#)xE@&!)X#o7ZA}e0BP55mAg8Ej2 zQRC<1M?YBt_P zzmD??uj%|>0$)Byy?6ffrBHz~6Y2k~RSX@9p-%=KhK=G2DYyEC1{1@VH%iIc>fVVH zf9n8meNRV2)O{JA`q=lR^$d;4r>#Y87!dg^Vwu#|iEV1@q1G!<)X7FS?)4kgXF#rJ z8b3VR3rkAEp1#W67p4$Y+GMl35dFho>m&s+f%}f<6l3cF*bAtSxa7rHI9jJ(Cn=Go zvsji3u7RUnYY(8?3F*!Yu=yl%up|L(Ca~&re6LQel!Uy|J;mbDgUd<&BPhTq|oVOZ;aUo#hkaO;~6!ZzX-=-FoRZ%M+S~HA0V- z>lpQSvVg;-y{D%$``&BYjPIoN?FU*5NAaPE`2x*Q=PWV!2LcY>bQ4kTTE+COHEREs zMCLgiyEZO;+cq4^bM_!L>UkE6f5yHifx{3|T-x8P-?djgegY{SaE}1D@UdSZ;Dn%f z+4pW+tqcm8PrG4Q)fv^?w!DrkPU3_WZOzbmsO{*Sp3{odEbMq7TJqSmJ->OgQ=i50 zMzV8K`6Oz6l`iCYQxq-t%v2vZQcl7KM@#C)KfRO1DQqIY*uWFE&ULe(FIEM~$Co%2 zcw^U-#xo5!9_>A`s*j&j<8m_IM5U>WO1wH0s>plMdZh8aCNR`9RTYPJyD)fk zUwG?Q^0vMF?~79|o7F+SpMm)9;I6I~v;qBz^|SL8?g{==iuul7S9?I6T{hrb-N54#?KJsO{; z%zg_Sje6HN8j~5$AMwwYg@2g`&5=$)$Wc<h1B(1C#5d@pu|dMA`Gf{#NEsY8uIi zGk*K`?H6M}p|Qn5V#()Qij5dIz(>ocetxvd%Q z$!fTXShSBd+jp<)bX?L-!ajPkX<^oQP=Lb|wR|#X&$p4`eAM!x%!DM5j+y%WU>CuJ zxSLe2U0|#YWth*A1bAA-;Z_;ebA%kq5!0j2Qd{pndHdDC z@C+;fe32UMW~bqcO_En=C*=H%?{$us{*&f1B3 zZlCn?bnYCf+4cR?nx;5KLhseqV6mjWGP+EL^+GP~0qT-^yD+0xXSBEf-W+s6^5l=AKv364ftxg z9NNdNghEMus@5m6v`U@wE#;aGs2>u6CM zc&lYA8mY5y@|*)9he>tVl!eAJQch1a6Lo(1b&iwn9L>#hjEAopewyRn@@=fHRvR>+ zkZOX)NcYS+gONj~X-v;VMEkJ{Ui$Nq7Q-6S^TWNP8xrckOraTlvkw~Vz$-b-H_M`Z zpeQ4#qc^)vkK9yRbh+!7OR;02vUV3r)23#e{|WmZ_-aMe>skdT%lel)E|J~BJzu-b zANqnrX)IJ*Iqfcvz~+wBwJK zw4Pxx`Lw5a)mVNDY>w5E6l~C-Vgu0(C`&U%!kBdnMY52?SEDVQQ?j(N?bkg$&4ixq zg~Mitu3q{PqSE#t*&mPkxyq358RYPJl=J(|Rif=}*QL%Y{ie12CrdD523|o|(asHR z#jppyTCRXg*?M83Q_e*<7c%JlRj07^>^HE@JQ0moZ1UVIkIg4>kH;%$Ti+3@SAMVM z9+@A@tq+@A8#fq24i9At*0ssb7&(CRS$x|2k--*fPiqd5ms&<7-O%zBghF+>-M_cK z2VZ?G!+I{8HYw7OTYT?rayz-*87(;WO#3vn4nGb7pKmzl5k?N+doFbnIfI>6SZ*OD zQn$*^b$hQfIL5mT)#YBwtQRtz&k@kh)2jOJT|F?qgJcyVY~mYE{Q|KHm(XC*Tg~-0 z*!kpViwBEn_xP)NJFU_mc94(lVYjbWfev3p`Mt7Ny?w)Wdp(iqcx8-Tp>=E*#3}e7>74HeFAT=UlT|q$ z524JZ#n|_4*uL>Andh8H9o2rN8M6HpN^>sX9HNSCCmqkEIRe`A(;3e$y_>1pLIj*7 z&9Jr8GtWYA)dI9u8=60A;NUdrc)V6i+3^{BI__B1OWm7JvYM@)UktW=YEjcFE8Vvo z`d}H<2x-fy`nBz;6s?t7m+7*a(lTQbXuSjCVE=T!X@+qFL`$KF_Ej;3by=~`a-`J1 zw{pC$nXZ6p6HRnlDfi;SFOct=Dl&F=sE2s8(P+y` z#m#dvc0FW0i+0G#o3PL2Ps>vBr83C3`Cc;x;*WnuqdB5!yKQAzFJe>f*5(zu+PWWW zj3hFgZ*z<9M8`nWbWhN-$*sSK48suz@I6u)qbwtAsNbb)k|}lg)#$R~8guws!c(;B zlk{@(022k6&rzdIMa4Y4-?w{ZKI!}qip2*aA4AUfL%DI{#G@0i^T~jTb7KMJ?6N9T zt>%kWnV7%!sTs_ht;@TfEay-J#b!*ub1?Zs_paYC{XM(z9b;-H3k3vOsXhqMdNhd#9--7D;$Q?nm zmC6sQl*=oZo2Zm$5BX1@SrgUci+_@rHQvJJ(9SSRT*Do<`&W_zb^T`#Djv#*N|T#t zF6ykqqTSg0B<>mLP%p6#*vwAYgYQ&_b$CH}A{qP^> zFGHz9)<(`ZjC>&8vsgUJwN*r0!PVNm*a)^_wpx8;=gkR)Kik2V^Om5}w?h{;juKRN{ap8RSV8cIZaE7jh# z(WR7klB58K?wmI%)D}X$8X}LEFYX+WWdy!i4)wl+-wnSRiiJ{F0EfAsRN1cwmE^`( z#S+bBIb*Qv0qeOU+6}h|<^Gqcg`^g&yS1HuSEWAm*ou(vZ7$qvl3_jaJ>_^Qytq9= z@q$#};nb*ix^WjFr?Zm2o#p{p+6iGz6MGXp(O1%_-)%r~*D%A(!^X z!vSum^7(ivK}qjK73Ep=V2@c5?Q|YmU_KypMf#qhUpcggijs}jF1;VzL$)~!Laf{c z;Ni#``?~GWo<9hEV{Luo&v#7V2V|uo;t<+zVC2elOyS%TK z5Eb$nm9%rbatFRz68218!sSvPA&qIO*Pr0mxH;K5Yvc@pys55lG`b?+xI z*&DN?l6riNJ0ehgvW2aWEI);cu^GM-6}xwJ>2N)A3Wk9DjhL;ZwZ)x}$jpjfGn z*25;)s;(PUABQ+&N7WgdW#C4@qund+;>|HpIMkD|5)ZV{mYRuJ%B{}4yp~Lh7ws_k zOv2*pOHW|yfrumI(AMbJ$(j1FX0KGJ_ilIbS+ohU879PdU!EYxPh zqnBLT8kmzNM7cJSf+t?znnhziU4eU?W6^Z2jwhay=wuZ1r_ zWi;laWz(jh>^Co(Huq2y$$P&&yD8TdoT7^kL_$Bmy{VG%)$*w8Rwx;YoPvv6i9AO> z{o9PPYidxF&>bPi@I5OW!yfo*QIC)^a)eg(8MVfrf{4@Dh6csoT&oly;9o~f$foF@ z=V9lQUoB=rD6hxF{E>TQ^Cz;q?Cxyrd8uM3{k zvZ#Hfc=l7`JE$%!unGjVX4OT~39g@G&z&9(m4!Qy@eKuG zvG|)MVZ#{DqkWOwufEsS_Gt$Rn{dCPp8Q{iLGSE2bj-*1RM}w&H%z0A{;Yj*+0?hb zq*Au#x-}K;+7(bun~w&jZ>v2U=r04V7jY=BIjF^cKJqMAs;u&i4$n*V1f^P5q8_Kx z(A0sOf28${>)EvB0F%oOY<<{ZPtpl?N1J-GuR*S#hLVK3%E%IodMHT{3MjWY8$z%2 z{n=TPMXWj49dX|0>^u|V6K*30^J-9hJ%&ACK1)b@&!J;_p?@ly%+S1!y%5cqdm0Kk zTTsKKXFShf+hK^cUx7NDIbU*IFzm^1mdS7gv^x$u&W8%ihc=Vt`0~YDbq>^n zM=2uFJ|Wk$xg4XOw4RALeA-V{%yqMm|Btq-eycKl-m9)_V`9hJn4Athz^;jTum}lV zl~5!Eq+{0t3$Q^&Y(OLwDFIm%R7x@EZlvqb-)FDueb0CIIiI=CPtSia*Sz;L@60{- z%$TRNV?~vF>aDW_%SBMcxsCp_MSFYfA=lGM0_kx=4a=^0$EI_}*gcSO=4;yyYlE&A zqW`SPBChn5I$o7ft|xss%>F{hrmhXic#<%1#E4y=S3%+C6E8`$j-HDlGR=ZVn9DI>WMY=)xw<;g`p(k+HK<|*oxOZ)~-;4WT!x&!u?UHvBX z{b92KP%T@5Xz!*OZ0Ru#C{_|5s$zt$IJ##}5AOQBE~h1jGNCqM4%!QKxz&FM^kS*@ zET6RNwHcKqo{CTL@nsLw`p(uZ1E3Tk8I8tFzijOQSx>!KA?YXUBeAsFP{iQ`>;BcrwM7YO*ZsA00;%^7dn zeCXAZChf;8;oUrPKt@Tl)clgM{bNx7_xokktrAR=b{rt*b4XtX4m`lm+F622iIR?c z8ElWvgPv^}T33;Kp*jo-_w>37(&N`vU+Vn?>-%vkL73N4xN{oRFtJ36mdvsUMH)DO z>jlJDwD?%3hBxViN!WUuL05+Y_nLB|gz$M@4kopQ_~#)B0D|EP#MxifE|#N1>nu zkV3tH^jTd=@vSLtE)94&?pJVk{Bs3}dkr@ci6>rNJsdw2=-K{XOZqy#XPA#xc=)q{6}?Y zj-OigEbupb=ekI|#%`kY(E`Zf5>L=#()&Y8M`z-=*S%)4Meq{buO4>>t%sj8V>Ru3 zzv)$IpF&`}qCe0mZKB-D=XvfVj(3~Yw z3j=p|3Qa}g^lAB4(7UC6S8UQ-485yV92^W&aqOu4!M5J22@N{5qeU&RjU2P(@b*F; z>B9)x?|RlI+;74&g{A(vo}Yi+78%wLy4nUn4|I$cU5K^6fW#l{h^T zD#<6KByITDC3f_q#p^0MNh5uGOJld>V`o7L{$``*4HoN1{{;POlaVT9B17vSZ9Puh z(;Xke3PyojeN)?zZFrKFmHU0>;^m<9^)IyC{>e?o2Rh&Yz~M1S1IJ^hs@tm__&sA! z_Nu!p?>~UD`vz2++!<%yLtBpnhb~Qog!>Na#xa&(gfjba-VHhwKcW;eeiItx{5WKk zbVdd@p32cU9K!Xul4V%zW#vw+*Op`yb~|Q$GZb(bC|qux>Nk(}Jb)Vxi}X>1KqKz( zC{Gt`)yDpGf8*2JvLWl64MpO%{lcGV>+vT`YoQ2Nv_&t;OnOB-|a+*=iHHU5{CEZR4sFaXLCG|_-hboQ$&wC4fq`NUZ$ zZ}E!H{oC3w>lI!eHJ{W_4f#G2S)U)Jk|~A*OlCtU5RFh)gNsFMZ7x-hr&A_)9*M zaJ-BWlm>3uCNokPv1aCkv?@@`Rf&@0vVa-V-Rb~zgy_m8SsE=%xp-{sjtU(3rH}3O z{U<;T{;~%mv7)W`l)Psv;1mASDlJ`ZTqMS&Xr+3uPP_DOfWrM))Mj@0kKrNHc6Ln8P)>ADLHu3qMrG9-zO)qgSN3-0qS7HrbbNGOo%)PJg=0Voe(h$-z zI-k%BaqrAzHjgHJ+qCt-bdU>~kEk4#;(5{omw33R30Tq_%I$q~3~luqv;VuK#Z$8A z)!RQFL2veKph#?~v;I#x5eKOg2>)sYb4yKZ9`xby@^yOe=QHOa>-VB2vqFH^NO{)t z1ca-?DxO{J%GzZ7)#`1npX$FAB4F2`kaK!|fpilc4jj6oCB3mCa9LeWT($&rz2~Zv zw??@ihRUjeAtG^%iS=Lfn+1Qgq!;9ji7!4<*wTW#Ud^;mKe7)TDO`xg+7xGwn?fT8 z_dOLbnWQ;1^%Xa}i``|8%}ufE8qNmqnAD)I$zP5;#I*5%@7WB}gJCg?rYMcc!iNQt z%I=+ce90K9O%9$DiCdnX9wNtjCWmyABk-FliMOf8k+Zh@S*J(~dbE~^$qA?wyUW2n zk3o6{+g{bwA$ogV3#PXpp!-Zy{22UMIisrxoffuMa?EEjNMA+JaGV!@;M=JHOqO%& z=~WLs5qQJi2BnzJ&A-La=Ht(nN->FFSrkZemzDSD;d#!~rEBiBD}y^EBajxbfn)cc zwjO%70v6%)-ur87oKkcPo+@;@cNm_U0h-^7{UPDZ^? z@kq2Vgnn4F5f9kW{jlq_``l;N-rrb_N1YAn&%PE$L)86Wh>hBLvd&G8>$$|+ zCRye=ACq?UVQrK3`;R|vPc?#SD}{q1@lltqc{J|vS4;7Le9|IPZN*QSs)jXq$aJqy z`{tlF3~D@VLup#~J)Oa{?{VwtG>uKT)#))te|&i5dmK0ytQOgosX@Q1%cwZ{@#zG( zp`0pCgrt`++Q*eghF@*NU9Yw2>shNG(34d_@$!?+(u1_;p?Jw7Jqhfcy{kWXl}x8I z$8tlcum&nlbWn8rE2s_ z+NTA4k6KoQlbou3{k(<7?RdP@GN?>=o&YW%$VB(%ax^XnLe8hxbCKQ{JT(8cbIV1U zfI0fs=4eqVco6sm%8%#GJ;kJfkH;K3KPJ8^hdHr0TT7h}{0dL*XO2jJ_S68B+^<249~SG~1p6jblEWswqg?w|d@}D@ zEzagd`*-kD8o<8EF_h#u^(1#gz@d{I(p_@x9E0ZSeP8iMJ3T0KuCN=*6Hc8+N5c$$ zF{X_NLJm5!NIFGZDtepUgb$G`cnzt1KE4m?c2=SzGJgkMyiHq=zga5WGf7_-u=oBX z*gsolKm0kqZnWbQh|C#}!llti4*_I6g&QGh$^Bl1i8{t{_#tM6d;Bxsr?*2t+T24T zvCE*l?NF?zq9u#;y|%rsM}m8=eLRa%Id%_K3d;;Z;rA=FqbSsIzBcW80QKl7E$JU^ zg|khaM<@Pfb-Jq6wyQvIb`-i8wrP{CyxgA2Bt60JVc^2IQtieolZNqq8{alTupf&Q zQC`=Yq*Mt0W@%*$X#&>cTYJISaG8L!c49$Bi5XOw96%K2pj``fY1jk6;W0?N-bcsA zF`^|J|IxZuEqAnQ9Sx17#-S;nYuo3Iq0PsAPfhszoFW1=2ToVQo zune@XWm2f~INEy1`Dn6`tUy6f;kYK#NQO>OahoKXlr<7sQxuDqKP=5#6Hf;n!1=^0 z@2Q%>cg#18?nqu(+%9} z_58f`u`t%#ns0tiH4p&He!^KsBmj@=$V@kO7v>K3fp3`U;Ytyv)C7$0GZ%pdbJ`UUj*@)zHG3$yp zL!PIodk*R8wlSiv`j-Kwc(@M_U;cPf7nq~1LkY5(*?<%p^|tCp4(#8W%md9oi7Vr+$DeTsgEv@`~fBb%PJQVEBkSdB{ zS|D$4u#iu>W94)4L*LojW;|Yo`c}K~3c)|^XVj=26zDJ$!aen`5|U1H_HMr#cEGP2 zZ=2}kPg$>=26i5*(Q3C`!}OUnba32LDJF3`NAfV{;8Pcwy}?Ho<&AGR3I%%yL?2&# zpBoJsPcsU9!b(P^6pOL`rmdLk-R(Y{`EF(eF$zU!Ye>?U@dqH>P)!pq=|7dp^@PUD zol$s6p7wBk!BZ7*#r-Ix3~@bwSRHabH6g|p65jRg-Lg40M9_^_g=<=3s`*zT4pSZF z_Et|6N@?SPc!_d*!tpXo`7MKgwimNrq3>vqLc(VVIR8wD8MZh6L?;P&NlT-iFoT&< zXP=qUD#2{`Y*@If-UQk}T85bK)>q%8RS6z#=td#wF0D_sL}}wXnSCuQD^DnNE`d-} zd;v|jjrgsNey{*)SOVfCTHwyol^t*J|I{C$qcX4Qf&VE}M8EF5w?K;qJ??u7HeAy6 z?9fZQf-moI!!n$E6+4ngtlI)*IG#xVS`~e7uN>bqxlF>Smqf+2bzjWDqve_JZ+=`8 zg9PUFU^Kz+yZ$fw$pX+3vIK<9-y39~UCoiHsiI2u`)&ReSU+Hd_EuzGQr|@1e*%o> z@JJi4-EiNrZ$b;+@-ZI#(9E^{pElP2UZ1cADZg8G_1vL>57^HVlHOdg*F3=?ezpw% z+OqsFacKmU9seUBjhR0+RgU+OfRymCiG9%5+he*rv9)xb<;qKqT8@ZTY9xQvOrEhb zIa4z^c*wt&S3E=6Jxit0S&sLSn2s=i+^CTF;fS^jf2^>uKig{*G+cNabsp6E|B$C4 zMN|%9?`zL#bXuiSh*#uOk|gIJyn(P&hEmMC5tpvgQ4kro;Nu3)86j+%D)LxI<+X*arJ%vmmKKx8Ki%>lDT_J#+5Z=bXwB3 zerp%1`#Jz-agoR zph1rFSwhm+Mg{So7L+7k#G{Vtyxy<7W5G)mR(C{V^Gsh)Ip*_-cgu(7InCCQ$aH^{ zwdWM>&I7UY)&nWn%UovD=Hu^{5+ZX+tD_p7i^sHCXX8c6^$`&huZMyP_IYUZ!Ll^u zG-N&9ZzkP9iE$`D^Wb{`4xO2?=|jhMfm@d{P?eI@-+4~XyJay+FK4u`vFKafBr|tX zSl9eo?-oQS3sI(d@lfnccLt=)sNe$yIpbss-^PX^0o$Z@RAy!Jg(th|4T$6T%sxb$AP< zt6@RJ_od*Y%|Tn7l|6?pqpb&iS6l|^YY8#a!xC&NAK&k9^zbQ3v$EPLZR z+I$>2l=C?}!o-N>b;g}d_hs1F+DtWNU$wzdo|b~Rg)_f#Z$j2n5tBo_bNKq3UU-Gf z{6N4NyQ8*=V1YFiZSD6~P1;2FA#mT*V>6_sT}44L(V=%c|C?prt}^>x`EVH&amr9} z=p(4O1VtRWIAjyX4a0T8-xCw@-l4+V?>Sed)l|9!N^p2Odz2JZ*OT`fqgaC!OeI2t&BSb=m=Zr{AZv?BOiC03L#zno`( z%@0g4(@=6hcJ2IEwDCZ=L3mS>9T6^K5Jm4@$ z|Eq@f+lDW9?!$>>Exk>1Ihs&Mf%pAm3AI0`bw{tR-&})%UjJh1JKJ!41j= z;KfvR3z2xv$m?~G_4L>Y>6W>m)8V=JOhkZ?Au4=-0 zP>?A=DVq7QlLP2i3&b22X%5_H-`=I!=@L9qxMF%R@Tw9tX1D+uzq%yjxIE(-q;+-H z?HX5(w&Jcgw6!pbIRLSkgHT=dv!TT*+IRr<906(i-lVWdH{m|MvR~n)(mjJv1Bm~A zgL0fK4;LwWkK=~QaRj8Z1QTA)eT}I&o3Q@I_Lk2Jr$A432TCsmcOFPPws@968BhEq zlqB$At4n((*0nn8_9E`x^O?|pb~TzQfB5BcF&*mx+;BOhS9J;Y6{-}!^25`Fis8xa zQ7Yhux@BlwDe=}G=^A9fd?t@{nqcDK6TjwmJ=96wV~(u%d$C436Aw6_&nJB`p|PSy@_eJr#e{=*Mz`EL z1PLvkp;N)J=eSSg_?}Jt=0Jw;_Ak-;&3I{YJb03}$w$cd!%*YIE$H;$a^5YAxH4_% zp+mi)c6hw^JRW>3UTgpYe-%>T_m|B(LYt2VeELQU=@Z|3`y0jhjk;dZU0 zvCix4g?`-mQ*{C!wZDZHaU4L~#x5rJOM6y8(BTkQBgf>V&UUN&jQ?+y3)L)FNTx&o z+u2BA6!?MFAjkQL%^@tNRu^xoU7jG5BByqJf2kS`(K!ys(E9aTR~A6ema1!sYebZs zIuCy1$&mM1X}xpa>E4iQj^8u255jk_HT2M-QRB!00RGp(C_^_M8%lT`k^=$?Fg@aIzX*zUP4c+ts!abk(m2CTK zK3aEQU}E0eCNHCVr}3bo+zc@a2X7CT7UekVsg4!#B_e{QFX!}_$ZWiFVXf3z5)Bz& zeN`lmyjme0t_3{LVUnI~mRRf6^y;PI5vSz!;_H_VK&Zcg8gAa>?n>{~;;yF}ZYqqKPqfc3d+Z>;c~+*AvbXydUMg4{U70B95p3*U|CD zz2Nc7n}`vqiF-Vb4w$&}sUIzpGm;gDRJnHFd*$>IPcR1_G^$Xxg(|BMbmF^x%koXM z?{VX)(u6N0JeTcZUZB!YA+vSq#Rkcu#OvVPNd;oRfAjm+B&S!41|y)eV#%YrcJCNqZkazK~0r$Mh*)`RU%=_RjxG*gdNoybe2D23seC zf<3yt!?{CmD2ujnYpiHN>f39?O5#W6;hcpMCQB*zA z@1e}#&m;ED=vjxLmm7v=oXrQ!lh-}Uoz~?f#gvTGUGQt{P zT6f^q*QUEVzHtHfMx8w=632qAKhUj zTpVh%52hI>-NiYPr!~esKg>WfZ97t9F0N>~Ajf3`CuX!iY4rBp@57OA*AY4Y+e)ak3PoY3@a!CUZ7U9gxcENOHPvjlj0$;vY$EsC z2dFsFa6=O6&?%;n>nY%{h|l|+x8^x0wc`@%ZRObwpT9r}as$H6+#F64WIR3gKsw;Z ze0{vz?V3#MPe6^Uja^YCEbZZtp6<(Jb|k&0GB6q}zZHrEXJ*E)iU#v<_>_8qDI8#kWT!IIwL zl65Kki%UZ~9_x?Aw3hvFg`#EZVKnX2bZ!ORw8D+2T5f#OBOB^ZYZrIUkcl@hCnnt7 z@++_~?IWsaJ6u&xL#Uyfov4&Pbu5Ea%?7P%&Z{`m*$s!ibqd)8m(ycv!ay|<3PB;+P*I2qfHKYP;5TZ@UD2u@u6K01WOKa<$6|G zjH`in@qek1wCO#63`u=81Nu)*L#e%1eu(s-7+}2+EzcpF+K1>N z${^%yN6MDLMWaAL8m(+0JqmBRr>EI|jLZqfr>49E@e{zrejy^!+8v!ZH0}Z43s|IA z=T!BF_SZJF;Nfzjxyk8I{X?N;Y58aib(vdi5^X*nFR5oMBpq`YkypAB>t&WkiB^`+ z8g>($Oa1W><;Kr_H_Lgp0w#wr^{rn2(Z{l@3V*hbPCE_Sl@0;l5Ou5q(*!+otQV4p zPP?Jt$QKzIEX(%7rW_uWUq%_Bv4_B@`Ly)_a#*ByKxkWr$G^B&gs~wCxr#k6_sxfl zABQsgu^-MqgJ4frgiOMJtK^;>fn8>307kzqZr%LUEfH+;*CPq9b}OwyxD zjb#UQ+n355+#SD1)1-b8IP$OziJ~SOZU(KVrfP||tGv@Y%?qF6zbenO)u{b)V!-7$DHdKQ%9M4*1vvJ&kbwDCZ+XQC-L zvZYB@Lh*$}Cz<8<3(R+I+Xl`TzD5;!)t5CdXzTGeOIPHiufBRDEU33<;Ob+~vjvkT zp3;Q+oE=C}^mSWa8vSMg*P|?f@OnD?)@nbqZcqGQ)qGMdPEYtVRGBEF)h8!SYno`^ z1LmXECxmft?_A=&YIhYLFj;ONxA4|NxX(t;9~P+kNuC&xM|ydDOsYZq;*JKqGI5=6 zy};qA3b?o>08I_(y9X4|;K7kkPYo~#J3mGxbD2$jDUO}i$H%p%cY#{KQbZ|y35b_+ z-}qcG6*5T=Y%rdf?cUDr?fkEhQ9&uRARguN<^kleQm64%IZ_kv^R&u`U15 ze7gVE45b4WOUi~WE=$>)y!S{&c$aNT*tt6NP5$@Q2LWn4SgzgriVi!t`4sS(q_0h@ zyJUwPVc^*DboDc}&>aC0fx0M7tJ=Aylzz37fBNYsD?{s}hi+U{X2r_waSZ&qNH zd0#E~h6I|5-gYZO}{U1P=!PfwUFFyxY#w5eM)+IyyiY z_&$p!*akIx$IX8!wy57~2=D*yLH}BZzqj3hyibK3;&*0DRGJg-@0Ypzy8BR)SDh{> z%(;!$MLoJY!~n9MiuXuYMD};3ZFltEf!F6NF)FS7={MCgFF@>UL;8gHeKzt|da_7& zPV6-e`KbZrcyZD4_>?r@;${Vut?V@F%?J3G?TvJ5nnZ4`&Cio z2x#PC@qLka(ICbhIWZIUY6-JZ9%d1OD@HO*U~EOjQL!0BiCi>8<1*ImXKCy4m`V9w zNV@glvmmZ)bY>y$`}&|QS2hoX0>1GhR2v4)lwODjLZ(2-C7fgy#o6q?Q;>;UUtyP) z(A3I>)YB­2RhQp&;t=JSN4#eiA*lJ57J*KzaHvYeZuYQeTu9J-8Fx^uI1X+K~- zhtDG%Gc#D;RtZflc!6S_`i`IO22tQSXueZ*{q0T&_*8MlCcWLz#5cA>a;d)ZKLP*G zyR2aQ^fa(td*q==%sEy*hc+H?y@0_coMnca7+dT3cVHZHQslMn6AhCfN@qT*txA7C zDLs;d#~ix0B0VE!ZyqZ;yd@b=GJ6)<_4SWYfEb+vNWwcV%W*sXw*q{R4s#Lqz5T<; zg$HWi{TDemg*z>HS&ktf537$_KRGiOO`xHJJD+a-kd8T)dGmJ$^vjI6Eq|w8U6Tma zCmLw9_F{F&KHB%V@l=LSzPL)Lm2hiy@S*IiM#}>!y5N2L02DAa#cX*Z3l8z|LZ3FJ z?%y!b@%R<_a`YYfl^F1g8kU{CMj|XTMm!(O*Ee}=O=GEJ2J76joAg(=4CBv z@I?6$k=U32r*vWl$34||6YvPDbE@>5*rhL@xEYdC8tUb?n{3&k43PaD6>^(CNPXcvm9f(z!%}TsX;~sFnkjWq%@J$}+wknwv z;1P4qqLXWPwLrj+M1L#Gn$8Ny_q0lcG>a_ReJi$WMk#Lm?*(Ez(O&Rx_4ctyY_?&f zubf-~5juo39m{8;tY5o3@GPz3?8wx#$LXUd08=NI(N5U6``=1utpMz>xulPBH40|f z7y98^3x&Gpp81>4K!01?Ahcx9(pS2j5wKoByuR{@Jmm81{a^V1>Ux8Uf{_p$f0%;= zQmevdGU&Ma z*$=L~+UbQ3q7|kE)3^bg&th>2Yk7;x@^ls(wPSld-OEe8z73xVJ=$>ev-SEEJB79$ z_dS)Su}Bk{LlZxTHLZ|28=O`3tSn{%BquFJ6nI;rSpsc5;CeoTwEo^>SC(V<{jWIg zQ*s73*SbLe+CU`G$*&wNo#w|~Pr+VDdefUE`$uJqgUr8nhn2aRehhfb?N8Kp8|Y@@ zML$}cQ=nTvgyUsKuXW$Ygg!jh_sqQVqlW{Y_wjT_ixl>7z*`$sx0y?NLNd^Pk8r*k zF6C92@!EKOcQb?=4HR(dFANN!JrAHBP0SFckkv2bS>==$;iw;9zhu!2A*jFq*+wK@ zbF$olezZ93ssAj8^eF$Buqd&pp$Q9@>-7r~x=J*li1XtFx|k5p-U=B{vzVmyIqDZT z9!g*CYJ1x|A;f!bpf~&Y?Bj2JOSSt)U#;5#0jJUwZJsIF+6oy@Jy{NE@;<{e|6`D^ z%yzwi1oMbn3n4M-G&G$WoSB{_2lZ$=l`!hPvu;@JyIPEA33lQX#=&P`O&*Nskc`p` zi)r(5)KmXifspXFD2dvp?u_=Qc)VP$+HIo|I2BSU1R)Yu;nchY+Ik@5pxy&v=lkqQ z$l>-S;~{5#M?#)k$#keyzS~kH79S~@L7R^|pQ>uPq|c_>KND^D*iwQq3JPs+Zxk-Q z1~Ljy(9lfR-9MH?)>F@xM>W;b37kNDE&Eou5Pwbl5^3 z;mT@n#)?}FZp~Ox?pax`H%V_fG^zIzwN6rvQ{*iq;1WNH7Wh1JZt<4SICS*4t<`yQ z5~>Ryof3)fD!q-PeUGR2w90}oiMf||-NARhjOXnQVv}_bLbks}{P(hedIj2c;L!@W zq*vKi^*EQU_2|b_1?RX;>E%P9MCTsbS#&OXN`)NjSq#!!L<9+;s!H$vnG$G^TIG3r zRoci?BPSYreh6Dy_{s&MqRLU4_F;eJGC9_B8Kip;9>yMvJ}z;_GUWX)_EtwIw?W9c ziU`=eu+m*}tY;HPj(4G*lJCoEEaE5_E!Xr<{~fYEA7yD%Z_-=SF;$xTlc2r;M{lM7 zJ@9iI*3F8$koDCB|&zqxP)e7rLY&o#!@=2eo zki2gC+i>=4JYbGfkqDgYAG6!M|yL)M76q4RM&~e%c{zu`O6Ey zKKWvF<(um=L#hwKt*2F8q_-ezJKg*KbQkV=g_Fk|89MUHkGxB5VGVR*&m=mhFwdjw_ zV559CYSmsFFlz`6e87AGkMyvchIUKsiKLu>|LE6m3VF#1+lf3p6FzA^r--{rRBYRcXK5|F`K8S(p@_Kyb=-anPmmsd#f_&W)T9OA9xF2zJ*dH1 z*dgxW)wX5}A^v+6T1YU{aO5F5KPwKKPr5L)>0D&`P-a{yK1|#`%}gy? zj`ira65+0uz^HlQIo(pcwCYYYT%2G7h0Lp{Fido_m6zwR7^M5;d+SE%HW`1#L*{r* zCHoXT@X@v-3ANXwo}cB3bJ(O)1wqhmE9ayzJY>2qwPF782Rxywiv;W`uiESBn2Enz zs`bMsJ*XGMcd9RoS%N1EH;r7b$JdR5DDX}+smIWIFYWW=d=6Eh@CYx*lqlYhTqDMX zunME61bh#zfg6vXLxGzkKBi`q|>Jrzm75>Bd#o)87u- zHl*X3!sIu+Zewc^D8E zIOT&anDy@4wq^VKDnQn!BO>#7#+yIo1RXAeN4P*46LarCVBI5K=O?PN^;7_Eo$XEETO#2=;p8C~t zNDrN82ebv(9qx<3Mt)YZzC6Ds2FGi=(JGD#Bh@^b#{_WCWRsrT(BKW1yjj_RXPGvh zQ_i^j3hZCMiGEh)RYr2>Q~9KOCoyB6{b74f=6LE~0ph+5Bf&YnDikos8DEgj4ghHm zX-Y&gH{Lk)(P^ag{?7vT_@>euH3g%g+2H*sx&wjI_gp{ zI%5aj?sW|Ab|3Blu?jyUag?+6FczID;K-q8#Yn5_h8E{dP4LH8L3plk+A?>+a>#fy zM2U2U4wsI^1Fq+An1to)g22~1pNYG%aIbLcx|930snC!i2lWiq=WdZFp+@7igmK?^ z&41?OqjeaU=6P*+$i^uhP;pXkE)uW3RO$}_hpKAXOu}WYW%i@q1V0(z#NIOWToeyw zn9gX2NR*|q7Gyk?<*-OU*_bh77MC02RGNFD>xahX9z{hE~G(r{pu`)ezR0X%ViQ4 zk|x_JwS3>k zpCEz7ZM1tvCuN@^{bm8=uo(mRp%9-raeqAQ?6W)$y_EVtj^6ddg` zYX$VLHA4#y|ClrUxg6i~Iiz=E25NNQXkCa;)_T5Ia2~C?01{*FM|G9*b8S-kj5D(3*9yu)`RmFblYb*(pYFzi<^&A=_F!kQ?#Y zq{ppH&W{`Il;4B3ecabRNou$?3@T1;qfEy$^@eo2Bmf`!I9!vNHuYfo;y+3B-e}u5+YQ@;gFsS z*0>to9~$3Qjm;`O_-^p<*{vaGfPG6tP>NQ`yv31&908m3z9sMa+&U*!nX_VQ-?OJw z20+pND)s2exF;Lp`hq8C6K-f?Js2&;e_LAxF>9yQ6y zY5~VA-lcye5;tC9|F!sO?=qoaFF`GzRde4OKqW2J@3WR3S&ax{K&b1&|BV=d)u z$6@e6v^xkm-sM}si4z()q^0W_!(*msq~IK;`%zEyQ^n*GVk}3BD0h6j{iD_)`Yrk-2(`G{cm$8K4g6sTRPj5h^&*{58Dg5_j1q!f}B@rK4c;Cca%K^QpdpSFhIdQpSF z*hJ5x4c5N{pcmgptLZ#9o6?>Kj7Jv$2`_I}|D^R^rvjhqOuCSLXjKZh74SUz$!^_} z>IoGkRG{aP#*O_GV>A7tdb}uUtyS(jBN__n=z0+iGHU6Kb+qqs)Kf(X@%?B@{;liY zz50RSM&a6v8D||sAk=50!AO^rk4DkP1Hj=hNoyFZJbYd}+$=MrROnlhZ`}%Um-|pH z&UYH^CdYah>t2VS%{C3UzX<=dnoBI2k|c6Z72g zi628 zr7;Iz+)Uw~a6K3}F>I@D1+Io#pIJTbTRb@5(}2dvAKMOzqn|9`c{Y!|ySdw@#AHC!C>aZ$GTH%K^V+<@s@R z|CF3tV1xEN`d7t<9ruuf93hMJ2!GLKk3jtZncIa^x`XcOy@OO0$%qO$+cv!hLJm!Z zFbSs#F}5b%tvAghr(b~->*<6TCn1@P}_~oZkY3rfCm5_9wP|0V^L)Jl=Bh4it z>%a6XgTQ}@di%#WB;J(+9RZX0uKNi~w=3yLFhS1xwV#5@`?Vn6I}&lP(>RBg(AMMs zTAF($J&u|@%sBUOi_DSctCIz#&Gragmd+B4`^>+N=1x{whto<;oF>+S;GqI7&lCTYun z4M{gd5N_t76A3}5f4rhSj}N0#vks&ehG@S&^mN<3o@}h)V7ImZe8M3pL-RyS^^`uy zJ$T7xkv=IiRIQ}FZbvGf9cMbODUXSRU=xqpC8M=^-_U<595z(Dghjf;DcEIQ{jS*o zm#d2+It?8iW#wa@;@aM)mwDmx=MC%v{rwQ6cwyK?}xA3Y^yGJ|zMLnpt=OOC5 z^}rVw8uozsJT~dO>PjK4ksCE!FunTgl1iKQpJqTw&QzpJcyz}49@L_xrjvGhXs8}EVjt3p<4*{x)mJ^`) zDtELYO6S(jh2yXt<@0tss$6<|7HB}WWe;RL^{*u^VyrsPD7m@31*6fDignft^dlk9$09Cg{5kI`IWdRH zB7G9aq~1QDLz05WoQ}e@#449j(BEqFd69T{lkGxz<`bV}_DS5?@K^S8JmxrGeXPaE z2k#MmN4xHSI%NGoj`@56pRfQnL-lB)9@^oQj)G?Q`?l$mpm+O^7;s^Ovo~!$5Omn2)w@M)7j_4fH(~+{_ri9! zTcZa;?{*cc32+P14uRr?MtS<+V% zZikGgmn@OyqBPoTeY9jQOD7GiJ$e2Ks3EOD+5OQZPw6l!fE$*8L0E9#XnW*`AP`?( zoAl(*)fMsJ&S^GE?jy$rNyqX4>-ikgjKY|>mEFnBEqGioxzfU<-%lwleSdm&ZR z0mwlClW@4tn!PN?IbUX{-h}q;rx&$7@$b92I;H0V!z8Vz(_IH!J$HXcAdheKLCt!-cX zp^7ifl@hgPHgd2Ew(ju}7>Q%HKIGs7V2 z#m0uN2#kZ>%8cxb?0}+u0veU6YFg(8A&1@=Li(JK`nbYpZ9hT-ux@8XQhoHH=L4a7 zd?b?H-|~MTccCGV^sCkAu@^S3mzjWnTOVI*2fo@nXyFNSO3G0>=HR%e{#ASy;mZ^m zVHdTZUzZt`+0!>TaqceYU-ca&IonnS-Jp#JU@sK#2@mH{e%~_3N6B|*`sGb z)-V63uzEBTRPfS&TG9bi(h_Z;65fH8w4Ni_DsC>m10dK3n25xi)xI{-zQ=(>satrY z3oGr3K1!X(D{<>DbG~L=n*;r6jqF5XG;1PVoq!upMI1JVaML9G`>;*nrcPLzPDO(ZUjjkKUW51^jI;t+nbjnNd6X8i!ieqH*L+S`GV&- znLi(kSDpb*%4|acXR-2oUkEsq^;`~NbwyTyLH30RnSj&%$!&*D2c&;JhnO7I=X2$i z<9yIl?S+y$nKHjGFtk9^x;<*J1IT~ozH+ild!~j~LN$j%M1832|0bq}=QV>?Qcnd|Q)lIW-`qk!Z-J+Tvuu&L;<~oPZ zKi470d^VRyI6EF{e>BM)8S>O_E!+R}r&Hl{9vasr2a3nYwH69XuC;cu5Iy~aH+XUNll+AcD zE3T@yUD3=r3(+AFDAAdH)gJ6=`I@%-b^!zgU>`pmj*>l6w$xqEN$4 ztxb0=ty~9i&*GD2L&BfsNG{jOEFnm^>N#2~0^Tk*_!Qdg_G3dLjeOkslqgEbAPoE% z`|hiaO<(ble^XaaaI|Ry6m=}U&}z3Iw`a)#K8rpT>zCteVsnPa9v|+IGu)x=U$Zi6(ZRxz z5t`C82e4g8dcT-`#N+N-eka~GnK#+Oq1Fcywwyx37R|qgMbIx6H=c@?EYkW{pHj=t z?1D~wL4V2%lLDTdA~fPQAV?&3R0zCCV;+b%0<-~wtf)vZJ+!Z5e?8tcaXq_ggyv4D zItfS7a>(3!QMB&?>-hrG;t=guc?oXaot0SIWO-`dA=Tmukn>v&QR87_ssjCHaXA{5 z<&a)q5%aD%`_tbz4VW~+{ma6$zX5CYrX$pwuk)1NcLh+-B)vdEa-ipERL&Fp$-4R% zc0cYI201?6StPc+v2-wix*Ir|%wBGe;I&b?Ko4iM_8{Dw=qXQJU{kQM%{9&cAg>#^T{+XC)cGP#JZdB16v zGWUS*Swhl-@L4Oa`G0qi8HBgpx6f_TVNkvM6Y6y8DxB}9p@TnKs?*6OUD4W?WgmXN z65nX3;HUOttQj~C%tDhU#t9?8K**tV(=5{GT_vT5RT2$4Fz#Eycl?bG{VyPL4j^U7 z;Z+-wY3m{6Fi7W@-ox8hMjn;XtgoD6J8b4H@U(;DJ*4OQ*}R%Y4q!eXtv)83qG@Pr zHo63t;wjpe-RVo}e}*Jc6Vd6jy294$wDmadsi4CoU5ztxeN{HBD#M`TSsegVk|_J-)n7i0>B2^=+WrT|I*Y8&Ge-#Ti_EO(1tYIW;6 z*k*o)jGyQI5j<>68&7(W+`dJapFgJx_qtA080l1qI1uD9C( zQAoJVKx%f2a!)=R9L>u{!s!R5t3qht0I+AGedT21Wzl=d4ks?IJ@&li@L8+y07L-p z^FXJ=YBfRFQ+WbgNVvtXJ^A8}>ROpqp06K|1@LQnEbQGe}<{vQG(_m~sv86|OHTY)}939zxD?#3!&{J}jq^gGYOcMPrf%PIza1 zr=LS7PG1^L@Aq1o1Ey%3QMf;!*m4lEp03DAldl4s=T;kg&f|Q-b3L!Ta|y#B8RG=h zr>*dQBzKi3@!Ps4Sr=|ZKE&k}3W>&NHt9`;@`U|pXN!r(2nQPXIC3a1hff+gF@;fI zPk7-+Iz21e?<)TeiZFu_YhT3{fYY>8zl8Y3JVqRUeuY&L4tt0Gc{OHpp(gD_B+Jp@ zSRAB15B+GFEW+B5z|9h2?WHo@dJF4xr9nw@7;daQ zrHgkttA6%(3h4U@QikXvVawb_!=;lZfbZF8zZlshCnoYsi(8629&%DHIqCPgfr_qt z6flQy-b=NB_@kxsW75YKB?Xadx(>-4rw#c&S$~-mg!}ymMdIk@?1wb&0pkUv7j!W; zRpjYLR^!RNV_V7@ZfLelM?F*&nRf(-G~6iKN%`U6sUP>N%Qq;$vgAG*@U15Xx7=?Je*D4JwY z(5odg0`FV5=r{Z89g(=PV%h>aTte3KNUz+8xo+uFTywb+Yqe?4+UXd21O)&VkV zSG;I^(~L*^ddFaMem=P2stO5;-lVVjN+Tbzo=KXAO3n=No9Nq%v1sexxpYps77PW< z&u9Vf@4Gfjk5~b~XR}GqC<*TS$CpQb#*wpN-@=-LASlb3juOo2L38BI74k^0YZ183 z>D}ihv*+id)~yI$GC1#$f%X3e*7!CMReHF9UQTu+71HJM@AVR4}bY!htHane!rBw)_4%~ zuXRAickC=1O#2>>mz42B(nnchwC+A>?0g@9|7u%4&dBeZ2)X_c`qf@NxM!3c-1CXc zU)9-B`ahKL>$K}He7dlw{t$%wc_`fHKFZi4$9guCLpV#5G)EY)cgXY|1}>SO9kdU! zeheZ*?%Hez`2c|%)|KU#`UK-<;{8}It!3SUV^cI>Aa(w@5= zN^(A;G~thd^(K(<6b~gJJp!*C`t0Rnt4_Qs?2Fyey*e7oaiWl#>+|9#{!qB2K+h#T zPAjn8+7MABGpG?NHt2}xo(8G8Bq-pNpB$Y?yB|o3ohQmHAU`%J#VZ} z?SnK$UlA9QG0<9%wjM`4MdS!cUu4l%F1_x0t~&d_w>1=Inf6VYl?DB0R|caqqc)Ao zG;jdd3yCkKvyWL6YSQV4=QtH^&r4X9po)=;#>g#o29?lrCb;h@+%pA)furQubfJ1^ z=2>jv$)1hc=J)&l5!n52F&zgr3on}~o}r-wcpp`Tgyjj1-kFQee09c@fXC|!MoctN zfqe=#1hs?bPI}c>p;QLcO->vTF*Q*VNtnWOD2-u0MT506q)>F+w0clN9vX<7;{n(U`J{*Vi}rmQ%C`OIg2}(-yZfUbov}$A0sXCR zqeQ`=W4=@yg1eq>SaAu@(@GeBbiX=Ni+4>@u3Zfg^bUnelM+N?z8h(@n|`!_?|A|y z;Uvx8)MVkZqqqvwQ=+_>?WzLaToeVON%Flq@|I2u*rbDw_rCs^RpmW+nihS@&8R*R zTsr*`33K9^0rHMBqrWX-VNUYy$<9spzvAZmhdJdwaD;?8Gt5L{pU)?x`xtTLQ~AAs z^c67;yFx$7xnjKQQ(v28{D=t|zZwlit}OchJ6r(pSuD~7vX9HN(xew}#iJ)YjaIb! zS<%XfaUfh^eP7qLEI1Dg_!%hRpL-TPmX4XY@9BWgA-yoCMnAwxsRhe2J%zbmE&Mjf z_q{-Kv-${q_0O)Y|q-Q!~ zyl*FIY{O@8iYF+sLswQ)T3IFB}F(6$>Hb zGf~&)*MYv^qIjz7!zZ2K2l^@ha7ygQV6Tw4Cdsxx8!~cqiCYW&@ze4Wsrwj8$5Sp-I}FTc4$eN!s4=nOUk|u z`qw=0R78oGDDIv@KUyHI2TY}JE1Jto{c-v}Dt>uf!nuE5b7<76`rE5+MXfSW`Iq-6BRQaL=eq_P`hfjH z4rv;e5&MF-yD0-t(}uUq@c-E#9JG3iSdnkf-j&hj<1d$DMcAZs1?}+9x!$!hV`68o zYR24@fQ9)!RG7b;GHO3$JynOyIHsCS;q=j0@{%Ww>oNq4@|7Gx~iVizCa;T`uC4C#aYJAA8NL`sd zu#dZZZ&eY7y;v;MJmIP=u$%1S(tVPgGUnf2@kbd&b*WErfW5O(;oL zeHMFOj`;!}k1(0(;ag~zb3kT)MbNZ_Sw>sI5yRDpSU8&XSuU}_BTeeW=yz6K%6yK; z{5;9s{LqimYp~Ot_P&@WFCVs@J)8#UX*Rw zi22^rwJ=HRd>EAL7$P$B>7Zk2G;jddBQldPhwp8-qFcKo4R`(4JN#&KXE0A*hJ3Fw zY)%-B931yj-xCIor2|)AZ(Te7ze;@+_qfs&^8GfnH79xs{}5z6^}7<1-ou;q{td$^ zQf6KM^1+!m3acRFYtSx&Rhz9|K*m#^=aQc8RQh39__wtT5j&^zf&_0F`LEJyJkqacDp-JfXQ=#`Pg;aL)M2|_&!mqnSjV<($*KfZ{55MQF3OzK3$dL##1Q{i}Y_cS+Fd| zyrLgZkB!!8i-Ifv*`@Qpo8_BK(UD-SWAdhzh;Qq+54|o7bNGx$98Im7hd+G4s`jHL zn(nlHVlM|dJkpvvji=@=Q7oB>8Sdasd1l~RKn@y*pZ>M)5p6sW?YT_SqB@UHPTjjL zWDd)W^ZGou=PEQZvo$~@cHT5sdgcMJ9<{9qw>&ipEY~LWSL4X3?n$)1UkFLN7NNT8 zk2ywv$niaoM_QO>e{sV7i68KtjPB>7`NosfprZBx(idgbEYOl;JsMXc-0<`c-ZU(H zue0rcTm5rmH?`E7{{j7JPa+a|>^p~#wDowzq+9)@rCn85>q6A>+OafYeRC{(?Ho2l zhg?ExOy$yt;D8~m#w2}iG$Sg+P7?@=cr|njZTa@!anJv1W z6|nE)fVhMmx2vQJYysD^xulmLD}Dal!(^9X<+#E!zZ1skmmt({N6GQSF$E#C>jCRI zLelp-W7=xc^xa)>d5$Q#--ccEGZZgPk@>~-l3F>q=Lkt>n2Zwfj`1C?m^5m2-Nov| z<=}d~;|TX9l8dRd^YM5|g&ZO2rj@p{VQR$L5BMTjiQgrUGEI;~TaG3NKKz<0?YZIB zQ*9GI>HN6y`Ll$^Kfd74cDlv5^aw>LiliViV7@4^K89$cC+tCC|nw&B@mk3Zk{ygfr!Ink>0ni z-E{P&?q4tPMq&GN?yU0NAnLnOzvrU*PPyWBA?c$y>J8?#k?HJ zBkIy$_8LMC^`m8yZjt-Mwr(69@d_W9$=&(GN$>zdjtSaDdTl_G1#LWl92ST4x_E}& z%9vKw$`*_~b}qj*f8+@$*yp2ha-YO%>5W~$dLEN>gWRWj*|XImyy2r@9&|on=VHkB zlTd1JmN7V=_C5ZqqP5?o^UJ`Cj*Ck;<#@<>t+TMF%LwZCcpw&P{6X$`AnMU}Zr>-J8o+%|cM3`WtL!b)G(A4zBh8-bZ*{Io zR3PAZKNN}2m?{mB6Yd2J((J3rcpYKe#X9`a{vU1E85HH!g`-Kt3U*?T9YvAtyRvFD z8Vl-T2SLF`Q7O_pv7o3CP*gyg9TX9i-oy?_7m-Dfjv&3W^zS;eFO%Oxg?j)xOd5}HBWjc7j++xi?O1+%!O+05`raHU z+#8?-bKI~i9BNdEBZo>bNw;#i``#d?rhtRHUi{LsNH@NN20gp7jU`mZ<{9l= z@;w>)XoDUjWx&(-y`=b_r%bww<`vc&@=|U9Z@-$djJ12`f;n0;lKtjh+gV8Y9{6ZE z4AQcUUh2Ely61J^uho3lIY(MYL(U(E=Cr4DY+5Pn0p!p)gdeLQzx^M&*zNd7tK{@z z+?FyZ;?yAa?wkXxaTIcJR!rCOnRmCCjJ9ngfInpcq~F`7JCHGOXzzAfWg zaH4nKH`6t1)Kc>Hrp(%%lDju0Sms~ckm)GLyy!h_7X*AN$0WTC&%Iu)JGnlO$SI~WQ(7aYwAK#$ z*LSOe9;`Dp-P}u010S{!aKyA!Jma;?2<@m66 zXk&wH54NT##=iPd7jFEMl@5i1YDH*Xcp4#p^}Me`Lw*1{Y$oZ8R-zd@1Mj3tFw*R; zT%Y>9hLVLRXi@3)9$QdGm|9d)CR|&ol?2UL=q<6D8rNPrJV_TKheV=Wfjf7aG?6zp zI#f#*Ir#Xa{VViBzLvMZ!%>(fO-~}^r}pZ`x`^8m$+b*OjBXv)O8^0HzR_@pC`r) zol6C*XD~?@S09lkGG6*=rDbQ zXZTuULO9n?4!;DvRq2R-EJ&!DO+g38y*S#V)lRY>txLyNx3BXC@OI9^{Hunlc~A?P zhn}jw<4LKI@nT*PkMw#Tw^h43V?ibk9QMX7GLJ7pP1qmwidkbf#6!5DCT_}v%UaP( zrv|s8INW%x@EMJPjbJ;c9v#N{24q)*F)RXEyyZ}h;e-|nm{NNAr3ss7ZW zg>2t1gANpMfRIBcF6o&v_)T|r5`NE0_CWL>dJig~G-1mRcF4HVAoH7Ihmh_dkIzzx z?bfZqBTj(Uw}3*pr|=M^XnI<5SEcx#%_N;CxcEIh@jMSNYh9P*9RGE?66E^_s0&+_ z%9~2z9zYJ0Nt)dv3S08pj9r1Z@AVD}1{7a{3me@?iC4{>yH|?yIXoI+{&7ucT~d3o zL^Ex<#hEPwdm-naN9!g(rB4J^ki|iV#wDB|2i5tRJ4DvwzSnjeFt*zB6ZF(>Lfxp% z7B85T@A0Qr+>IiBZ@^khbfErOBW``h>?N9Swn0zrbu=S zY3#RxTx{0-t@r1h8jesi>O5MEOiODnqrO_arWL=nr03*1N{aE}CtrnQwvV}KRiIP| zN+@KYGj6v-tjj6m0oT)%8H97R=BRIz_nS)$$`e_}S(8_Ri|`E8O1rH!f36hsk)|i% zb(2j83q^g0Q*rO7-H?9~Z3JEbY(urxvB_ZzqyV4AC4GLe`AYGZ?^Xl&?8KD)OtB>& z>I8-$8f?r3D-FteJmyd|Skm_k-NzN_cZEx+dX5`0mOo|&6mw(|ku)gw^*@mD;;)uR zy8m7CrK4S4BL@dgy3E(KGlh`nX(&!Gr`Bo z7bObwOI4Oqz6XL1IzvZT?n?d3TjdpN@YC?JjjZGEIN=a-j8QM@{G{9mQmjXFE5dS7 zBUSU-`(mr{kCxu}vvUSGZMH+cKa$UUC&hXW`jIWlxyiE+1kI4(AWth;Ak(%CYDR5F zO-x$jU=IZr-BV^|>BLy{qGxs41>ca=-K% zI&m^;qckEZ9SQ!BMSbb<b+4w@%hoWwd?3uRL)XWM%J(n~&M`*}D za=1a__~PfiaknaId~np9f!I0gy>>_&SrJ$Nj%mFyzbv{g4a<;|zR7R@@>m9+(J>JQLcwOb$cL$>l9sYC%sj+i0BB7K)A zCF|PCf#Yp>meUk%*d_-rJ*c6D6Mx@dZK#j~hpo3)r4$HMc>oaV3KilGQSw%@mEZJ@l5 z$4u(6Wf5-Y=&(<$uD8M4_p*brv6ppcfgkQd6!FJ!l!inxaqGnqA006y>w6ua&O2`_ zB%Z5FlYHldI)KcmrARgBdG2{xDCCP1d?a;6*7_KsiZ^d-3l99M>anqFmO>$40U3XJ z#f+iN2i)~T#uE;i>W81soE#+~rkWP;i|qG$5I7>VY!!e0WfcW`;HyPaSA6G$IQ`($G9c&LFCLs>L&>oV?7|`h`(C$7twa9^%l&RxK-imUBK{P42{Y+pnz|G zFLf4WJm7mI`9l~wUT>aicr3&DEy?>v+)NDE4Rrz+qG7XeBtx276pcqGY`y-KI+LaL z9r)GP%U>3~l6Qlwr#m4H3j^hJ3itR|E6y^}sGMxb@oKM|-*%RP^8uL+vPNl+;OvBs z20z!E4i1fLaqB5XOwz|5xSeHryKkPa#;8S8r-le;2|+Q^4_EmD_rDu%QN9OoPv`Im z58b?C;#$1|D%-HKobRM(mb44(A>T%#m}e{3mr608sZ3h-zB$#-{P!0UUDyVXz&-R# zFwt3nXcpn!6`=4sMYAA{9rfM{`+@LK9QoI20RfJKD9bSO>7f;;{*1 zCrGfTaq9kNjM2K*eACk6QoCTTHS^}%+doDZ9E<)2N>>+kcngG-)g5%SCWw}1<_ zV&pR!q`hCiyXjix0QO+XRChh-_AQ1wu{o#{8>)MIhzyH|eDVB&OL{xFx#v+$hMI)& z_kzqHA7epZZ9Q6jc)IWCP)`T=Y7y=UyFP4})}tvs`20ckMWyVht8S3%AEL2aR9pQV zX?YrlMc8`bBomXQ=bgBmf~j`A_e}+;EAk6slR8FQgi+Sxz@ermq?uhY-$j2rJj=z) za!aF`0ouJ#iky!mN%wp_K6DQa01k^mI^vAH<)8FAOCrH{PyNEapar!u&C#U4w9R%5 z6)%7L>8GDekC|DVG}k_6sjaL;C7EPXOm1Rx>N|^Jc(4pgJx@1u1#g68qRPre@m&xE z8*ydDA-!=T49Wj;paFkpHwt&P@ml<$FV+nOOP!>38PGdR1xwN-Wc41Qe$Jxv@>qV{ z+2?2QqPYv@omz&@MQfe;hRzAL|Jt;=gO&_`*<*cx@;!iho-&Q_ZCU2bj!}O-yEG4S{=&O_fn0OUfoA_JINJ?7|<(GD7MX&4PBam7o&T#0Y znWVzz4|kf?zv8i;6MMfP-3}_rfAB-jSNiRzJP)8A(L)IHVD;ndPhUA9VZFt*@~2DV zp;(_|z!xY!<@He31GwQa34gNLhSo)M+VT7FuGaVBJzLj6Jp!6+fflK7igG;w9F!yw?tYiHSC>zGW{0V% zp6yM`pOWSa!TuS7efjDO3R0{`w=W4#9@N|4YAxE|{Oxh zXyk&zA#YJ)AGq&?Gh{s_bw#>$DU5d8({A_DMUh0pxJG z#7n|bFKg8@i8ZD0PD59lw&@Tj$`c(*kejhb+K`#aBfX}iP`W=ddP5r)?p=FFJrjIB z4&@15$M}L*g*_pZ^YMU5^%4k&oSGzS!`Li8ysG-RU4Ch8F~|(ri0Tr1OK)jiZw`m_ zZS|C}1Faj3CAffFv^3lQ*$cUTH%f9|#+uQf4xl*6VUQjZTF2hEcWw&}#5#bPtbnbX z58I+UMgKi%W1}%AYxtv~Q5EpnqA@4ofUgj?CR;I7Lh$F6w#5!r@C4m*w9veSmYYaD zS9rh|j~r;E-&*~hB3qlZ5FGfn8NEA;8leW@c$6qiKleu>_0i(SQ;7m;bv@Clh24z} zZzSg9TQBDCivu^|d(fn9?(XC}l^^YM{KRJCo7N}LF$hxj*c_kr@9-x0N9 zl-8=D10jI*3?AtmQ`vD&RQM(dCg3{N*jaiYBWf7pb9uxp-7dxVY#M1|h{8@~?)%A| zcxCk}r90eo9_0HQ_xS?LV4I=dG2nX+i$R#b>t!MOE9r_5PjtL*6xkI&hQ8W#G^6dw zO^lG{d*aK5%~dr$HhU$`RNR^3WGg!zvOW#v_ro?;6icz5hxSbfH(-lvJ3_lNaNoyY z8NSMQHPne}LupQ4P{JuHV&Y>?ahgNebYV__b;&o0h2T?%HJ=(dfMsD3V((hIyx0Kc z3F4=UP5L&APEK#7b!AsBHfcL{Vo_kE=_(aSOSKa*a%P{h7~;PIA1#ATx{o$KnoUzN zXvISgdsJebUI-L&G*F(>aeh4{YX+1XSfzS9IRlMLXTzp!#Gk4K}2MK8C4=AMRqp~(&{X+1PnE0dRl3uD! zv3nY2!YIT!Eqa~&o`Up|&}wAc6~3VOo9ay|0TW5)5a#cytuYSuH7PH^h9)kqi%(D7 z2jN~5wE-KisY=tIW->_YPYWZhb_N}lQ2bGeTXeL^1*{COqaN(Mu83MH-a|o$PP(|# zU-i3XdBsyazrVR}wCQXvNIzbN$RT;tUQU2MT=D3E{C1>cm$LpFiPEs~{XsVs#UEE- z|NFGM&LzI!&E;4c1${hdif8;h(k*0Vr^>;~>&bY~Y*X#=Tr7eJ3csMJQ@?K`crJlT z6-XZw<8nO;qn}BvN1A+>xi;n!G&tF*%NNMZTqf;~8;wSIO3qDGPh4I41^0a6!>maD zsZmfX?F^b1Hbz~lmh#mir7OZMh4C7hCtFKD;pR_bxNg4S57O3|sJM!GHh-lQ^VxLL zxHsvJWnCVWICQ-DslWR`%P)}kKcj|@x9h?odI%6R*)-DCRn4JmHD7IU-FVlYh?-;a zN>GMxZN(ReV!jS(+2S#Wn*5ONM!D?u*f!A7jlH(ASN_hJ6FLY=b=4r&eZ=I-EGS}% zS@#^$yFS(@HS)i`lsF!l`+BptoCcIDTt*F@jT&o*_EG`hFwsgm+0xL&F2efq`Oo-g zJ0{-fg;%f~l&IMunY34Jyz5dvTO@)^nA9bFzV}e_@w{rR5qtDorFBv^750N=aJqgw|@L=4WB2` z64~~~PkxFj^w_$i9C__@--ptG!z3*S>-E~bf3s2-7IR#As;#bqAW(oh4CM-WzR^mM z@5PA@Qd}bY)ozlDy!N;UAJ}fxO8D9)rwzrNEadw?7yV`@&G#%iVM5(_mD(F`Z1Czz zHcc*mV2>8~(Q2VyV1aKum-0OjGTCg>r7(8E5C7edm4T z{psCCna)r@YANd9U%aK0BjuyzFiC&3G2X*E@K^J9;mJ&-62+jiXwQMnI&vkOtcIeuX0 z&`~Jd^;Ezi&4R6AJxN?L(2gBda^;NWd+6DN;|Bpc)Z7zY@(n`0IO6a)gw;3HY&7T2 zI*D&tCGRgD9lH4t6mgaz-aRL`=mFJ81KwE{jkJD6SjY-RZX15k%2jVqZ}HX%_8`e3 z5FN+S317Gd`f91;IHWVolzl?pkjmgu$>giiNmz941t$#YV?Ph*h2apKiG z7`mY*0H?TkRev7rU-|=5|J}!wLGzOXUuI2~;(a!QaHb%7R&}+xLlIw(tUq*h`>_{4 zLv`(4#9x>FEN=~2FK!~UScE@ZYcuon#|I>2b5{OS?i=k3c0|;WIAh9Q8%-$eh^rG8 zld$#K@$WPZoFpztx-kMqDg6RHwo?Mp;=_T4LkAg_EEI| z^u_65WoU?&PLe%#mO;K3zqVW+;V$xc#d`TlYy8sm#-|TI=JyMr*LElB!hQ%k$CMIu z*mTlzQ6qgUxt*T_@X=4>=%X=(%JA*csYp2fr-wG6?2kBGptA@=XOnJsU*c^EiM<)B zuIW1;frGdCs24cy(!hKQIso#SY|_Y2;aO{ndJA#yFWo&_@$Cz!i97)*A*as#`do_j zbS~+1!OOcqZ~8I`PNS2*&)pf5A>_|TL(dNnv(8Jgo(!nET)`F4nbC#jHZ( zm>whm?sAbY*zPy^56XHxOBN3eIi!KZ{oq;BSkr~6=3IE&xA|#P1=I@Uqy2#+uZoJP zfR7t5o<6Wiul%SR)rZ^UNQh9seSK>*rw@$x8c)#fMvLK4Z3uj{JmP}3BZE~HR;_Hq z`#G*xN=ghhz+2gi5Yr-ej_r^LHDEps9UUOs$&6W*WNjOlg}=6=y9T?eWFTVQb;K|_ zmKZBs?}|L+Kny zsY}%ur8)8{L&En!z+{ppiMTKIa(wg?ik0YUoBf zT-I!f*qUecLr3r5{rh_=M%U_2%0MaFbQEyLdp^5O84m^=(jpxC@k#^Lug>7f{n)$@ ztcCf|L%R;;XtOf+fj4WZ9F0eKVptkBIey;Uew>HA=9>r0Y6=u@JPsnj=MVeR9U0R&q~)8bt+r}=5tu2<*r0kDaBEG)w$UCVd9E| zZF$MnF4cP8^w#PD4xI(Z&mNY)1zA52&6-)oe_WA*90rp#MMQmO`1i#A4BYy2 zYkCr1^nn)>z9Suu8^^L9~9GJo^T$3iLC zVe?2QI>LzLGP+d-j{J)Tdt)E;L(`v+s4$#iuua-AIvSTrIK>?Q`5)7~&G=!f3j5MA z=g&-rUfUYfO8ezu+R)4s{BB8;d4>DakH$DxVO6$113i;jwsnmtL|K&{K9uN3KDs_Z&g_x-Dg>7df=5EtI zuDdp80o06IhE`N9PYs@v5_1^D1*olAYw9vCR^xN4lTq5w-FoLj`TZ-DWxn#fG$cs? zAcxH)ov67da&5Y`Q>!sPCVQq@&eWS=$P7e7!}mq!ZK(MJ4ju8xmP`81NokY^uccce zVqUY+tnN9r8oWoh9A(LZkc5R0@~JGDw8CLZ$3RAY${>~{Z%mJO4?a{51$-k!a+#i# zT?H9Wkz7a*4V!md{FGCKKeii>6-Bh^sz53Jd1U-1X8d&Ov&Df!8BcoFuTEpxX!lhF zVz93)HnO^C2Wrr0hVTU%J8K_P)&pNHk3)Ld&^p-rfc?=tyd_dMHc9t^68P0}(PQiN zq*Pyu`AjzH*@=lAH&3_V8=huP&q{3ES_E>~*ZT1VT9+I0A}p#P%x$*K zd#Hj#r}E;LzMFR7s^pX)zTiyN{ArZ+fb+SCj7)a;<08+Cy=@_Zoo990)3yeH$S*@H zZ=v4HKT|IjU_PBodfiZ1big$AaVM7K%kFtUuI+dnlxePigv6YGxpGj7^;|Y-j**v< zQqj#^i5-IX=|?=jE`~NeFQJKZ@$$ZS%6c65)Wn%aILQ}!HoH9tf2C;{4j;HN$rVl@JwXS3Oa zJ)hm_oi#|Wz(DW1%BRsUFBt3wYN8`8%ipK1rCbl-hC!MhrS8Gn5xeMn_x~>t$o4Dl zx?#H$$}*Qf;0roy7Tu$a2YkV-tG??n*9LQ zb7`cB;KIs%8H%eU);wQqcC@+$?#@?M;6CX=Hti_7lu3@X%@J-OIj}v zKUpE$pJpaZ${cYC*tvR$YLnG(hOehSTEO{SCTa6)Vq2FyFscs6f=;>LqqGNZ&{z9| z;*xR6i%0n$&oIRyhfeyV9msnSd#V+;-RakB3E$Ge98Cv>oDZYhKou8p$YGM+lT>qT z-Wi|Sh<&uO2G1gg86Sbls-Mx`jM8M2T~csEBd$&=+@X8hr$&MkIPdGe%&y^3hB*dJ z-Oi-uy`*phpq@s2Z6-U&y1lZl7teBv&M74`oj?Zr4r{bwtM~LA<$OHkh#TNc(wFpf zJZrr_pTwm&HnzUvTwL-QstTv0wfKkHiOH1lfbY@$NWy~7I{EpB)2=&W{GtjigG;G$ zHqg|~)sQd9_8U2*#DTkB9C3II!hJM#A+jXyHnEMc#J`I=J)2%rrKOa7`}C%#Vz6lXz+e zM*D|1`a-x*M^)|q$?`)NBmvxWxWt>7H`3?@i4yB#*Ub`c>@|bp{biJ4X6x2_Q?AEf zT5&IjNf`ECsoJcCDH3(nk%7f$wt>;!8_j*xIQyhEFnL@W;fPb}n=}5C3O?s|9eaMI z!>bz*ZdRaK^YFyoF_h;4+^`v>qrKOZRqs~DeZzV=u2=eUW|)GvTIM6wC_}H-Ar%q) zlNGOuu}JHHyBlX4G@i7^#325xajSE9Y6J!QT(mi$wsYptaxLI`bP|oQ{)|`r{m8r3 z1$crvVR2T{N|7uSE*I&cIl01o@I;X~Trx->tuQHGHG>6tAbP19bzGl9)>AJP>Aro< zpm}{o-gn&k%3F!yUi2{#aONW4A1S6Up+XMid(z533VB6I{8)+oPJ>nTp4W~;xxEN= z?n6TwjVRXxA1#|pnqe{CE48nt^&{R+_;@tLHRQlpXeC|=>8kb~h%SMAFKz-77erS7 zm>e9VT#MZ?lug~LshVK|1f z%ORZO=q!srJa7>2Cb(`+3fz`x0Fv)VoaPIrXw_Y!%*P`R)qW+uI$-*-RcQ4T|7IOy zPQ@tQ1e<7A>=239_wXyodhs_)C(XULemFVF@Jlz2`(p3uD|*f5K+)a?C78Uf7HRx% zHj^|xp?S1+_l4k64EV0IYV&0qmVi2Su}}DdeIIJ1UUg%Uu4z-sGb3!`@y%e@zdMX< zr(J+vD_IooZ;e&C4h0=5+>znkP)^9W)@_;*z;TlVM0`P=aVr-OS>@!?*;3h+uH3~p@N)=`u2Tsb>ku9#cvhy z8FTj61-22@E%+z9Zqi|`9!Kbty@=}Z<`~8;=&2Id<80EiHtWG0i~dtl_*2z*a8PNM zk}Q;>T|#NX+moI8Qe4j=eG*Msx#Y#^{vO=*6Y}1-^=LzL&KA@F+(fgMrHlunC5QNu zn{ueZ@sd7VlGN2qZ*m0J39{Y@1|ZV5O7?z3N8DLFj^{2gqnef_hbkBHCi?& zj7~}%YO#7~DKl$3IH#S5zFX@XNu#8Fw`|gCyw(=ZO&``I3*G#$DExf$`j`p zfvB%SW7-jMW_pzCf!B)3B0X%&zV;=*>XXEPzcY1-fm;t$Rz;vjROa7%g_QL;>c!bH zYKM@GIL$V_>lsfaE?~|)f3JkihJf=Pbue8wZM#Yt54fJqA-$KXz$%&f%|xP?qdIM6 zjs^#s6fQx8`@wPhbfm~FaoMC^|+sfeP|4 zqyoWjy5J%O_Y4+kQP1W=%iv_Qk8K!}u4$&qzLc{7?uVmj-(|EVLJD%24AMJ3VJg#} zwLO%$%GD;z=(G9+HemG-bNaf&nU7S&#KXO~i^e2<-(DE8LuXyE#A4^DmgD;ieWACi z5rz8%&jljNc;KsL6F(x!)vxb!$nwV%h3Dzp`m44>kJUxg%1I5SsZiGAt{2yZJkm|H zO^0$qf|PMK*IB=eZ+h_yp>K9SVlno7n!k@S9&kO4Mq2tr!R?=A+xPdj|1sB2bM8j9 zxq2i19C4Yk@py5MgO3|jk{3E67NflXX6mEGT`x{BY08A@uR5y~!si|xz@vTB=jHZ? z5@tbThv{flV?pb0HzDiAH7$*_sASAiQN@RAzv3fu-w>CEHSuzg_0v$_e(SgKdm-zo zzCG!u%6hkUn0Bv36VT(~$%f8eaNIT()m1$AfA&G`5Nes3bV07ZCM{uQb#gBDR1MDW zDNzmMgZG-9kzADbquFfA`M_t(B;HUceO_TKis;ABRRkQ|IN#C_)HeJLZ8O&ywGOSM z;@_><`y3|eF}eDl=vv*E_;+iU$EdTu2c`Ej?xA?U_w8vZAro!!6V5S3qSrZvO5OOh za0MsnKmy1rl1G#%p3XE=3OTszhbU2mmo;Kuh4sf)OKi8zThZ^TWdfeRY)3(7N$zI_ z$a-N&dC zvI&R1hW)-0NAF+3(E}oWx6F$0p>U5QN8C~1k**ANx+9HNrM<POo8Xh z7ua+4f+^Pn0h7ifJ!aOAZSZ|&nTq>f`-8E=$1mV>m5X|q!P$ans~F`d56RKe3jG5RaE|zgFDN>*x=5PqS)|t@-B(4{mwv6pffMujSNl46Nof)y zMR`5FrA3*KyI%a!vPid&M{2d53N-(UyME^yqa?p#aO`7&9xLJJ=SQiJ7Qj7+PWrk} zsmP&HV?z~ge$kGAr|YetuXX{N`m7W&zC*qjXUJ^QFRgmNrdeivKb|4iPigR*X$9_@ zu+Wi^Ct03DwH1yW>PQHOaF(OrK1nXt7GL6*o$=@Qpayv;%SlC=C)%bnZ7A0Rz@ejU z4YCd7k>2l=SAA;5vz&!p)lHk8gA+Fm6z`WE86z!0rtwHOM1tgejZ(TBuuMUAL`Yt; zV?SvA1eB#sugo)|K3g0*RF+0MK~`5;b?+)oBG0MX*%Z3868dVNBB`Z``SLMRpu^yj zE^Kuk-BJs6s>OWoI)BXS0BxsfP+>b6`CjgNe5o|wlO8p@EOC>MsB*waQGf0;^{^NZ z>aMRq#Pw~bmS$1D$AL4%KPH{tXXK_wo7Caqe#t?2M!(mlw~*cYOj4ugHsQu!SQ&R&))U${F-Nn9 z!dG?cDC6->AMxygbe5pt+8*9LVGxsyzo4u6ig|fD#QRo4wDp2f*CtT5179p6<`7O3 z^xf14+gwxecb0e4WAxDws5DuOMzt#zz8;#J0M;`Zq#Ftf_6A-5R7t3w43BqSw4n&R zP+p3dIdWbO;2AoKw@&=NdUxZp+$S6HqIP#;?TzpDAOX1?LC0mog-Oz&!=@94P6};{ zuv4MF8*9OqMz1MYy&ft}-lG)F(!JUndT7Nd8jExXcKqs2&Z)9jcq?k6Fp% zhXg^)%f2I&@9~gBF^~y+UX)UJw6jy9g=sV5+7)&a^wEZ(^}J2Sm!!(&5HAYHyBzUp zyV8Z@Mm6(w=$y;YjQ=iTMcof*ONDSF4)*9`D%oa;^|G7c->d5I^zyZ;XI5h$DEmDQ z4VuGUe1=4#@br=zG?P}l7ls#imSswu$ewIcN9V^6gXRuqsD*ic!uVa^NT9|~L z@0H`e{Moy9EKQKzo^R|CUIgL3*N-o#-=QW=Xo4lW=OU zaM&Vg$zqAEf%0#$UDZpW1oPEnzF?ju!%~XtdCH{u$K3bk^IEq`(CO&9;R(7Apu&WU zn%}c;-BF~h$6Ze~zqy1TE8!Aau)(i&c!oLKaCAq0EcDSXMQ1Oc4?8oB3im+Bp>s*I zqLjC5x8HjtQJE~s_x~#J1&2Pts5I$*LH~s^AI}rSuNCQosVR0lCiS#@zzf=yae|Yb zFTfjC6& z>7*G7qJ^=R{e4St{`AQeOT)i;fsLprbe;V7{X6N@R|}ZWpz{bXDrNVjjDHx2@1-VZ zF3i8?_8p2j5opcIIquu9Qk>6JCf&pgDhbPJo0*RXoxn-UjRq%y*a<=dbfd5P=cR`ILJ9I<%QDBXONDWn|fcqD6uTTLw;J@ zbU`{FG(QNbHz&!hT_goNbSCKra*SF~VONBN+>D5Of%% zFL#!9#0`|@+`uc_&kr4!#Wnu~&1zjy#JBn|e8_qr>M)f_&)kI1n)l>?osT!u6rPN^ zqGAK;)BS?@ElY28$Ux4g_$>^=91CT?m$c4>|w%ww0qPQX1rZ z8gYfX7^Uu?PrS!N{=N^!92IEKtraaRO`POXO}QR0o-?y$P!A>*O(gC*((I$eG}G&%u% zPb1F%RtsO^IrgX>PO+HV9P?l-NU^wwBsjFLZcTz*PgPf>w>!fk^TwLHN?eD3d$L+H zXE)^f2qeq+^RkEFl?QQk#by)cq^UdJt?C_n1MfyDjaU(Rc^4RQc*yn5kE3TwaXp*# zcBeuWZDoHE{?fYo=3nhxJ_^dx+)-6Nc*S`eWjs)olRna%9qahE<&=bSOLXy`$#!fg zKUP9tZ1Ri#Aj)>=i)EAUDFh|lY;4t&=qU&i`x{2fLsOqz#BCWPH-4xn$AhJK&dekI z#p=iDS>NMJz~*dHqh>=UI4}H&W)CKtT8t^*<-_!!*&v9WvZ`R{;D(#x`B28@zGLrKS)#7WAjK) znuYNV`-gjE;2Dn7B7JXF9yGLyMZ}hbqmMnP{0s+<81{71l9KLIG%c!6f5463zvpu9 zzB9l&wm$0I>-=**0|GtOxhJi2Wm3JVbZ?SG=YD6M!=$aoP)+p(sb>FeZ~6yiJOFy6 znoYQess7umr?#I&Sa#-W)pqo#;&P~yGaB_mnhswZiZ_7uY&5bWJM47vy1}huw&A$3 zYIyrN#2RYd|AZ2p^}^3CR9=sRUYy`CNz>M?+Z`*;<&D7muh)Hjmft)v5^9BfM9pu% z9c(s*9Kd=W=_6eFS3I<0Z`Wg^PS-Pf7d5Bug<^dj>f?mjR2ovo1Hhr7U{4k}qFXs% zEI8#j?2o*gTUAvCrDv1SM>`{L=MVuFupa636CM_hPqSV=^)`N&Jo&>Ly*Z66Fg5l@ z&Eu7tapxf1Q_W)rVe)Z|spBp`V~O@_a?NV5xbfG_s~5b!1**Jzd;r{ z>OI`*X>Q-~m_xrar}m&alwbaXNcSIDa}y!oi;HnKY1VpJxovZ`Z8dIu^d!rZX?39J z%t^HGur+XH4rDzQF-hMB*|ak+rzENxk2$Mr-XftLa-3rw`t{Us2>8SA^97&Bcr&ELOb&yz(p5@YcQk8%1r{@9{rd{0*O^19 zf;}n=uNy{~QYs37^JyH?DQ3{>fgrXhD;L`uU@0kHU(vD#lu_WL*8M#1FlnMcbOxL7 z*+{jkMIX)UB-Ulz?hovJ*9UGr96=4(sp`{RrC=Z3&m(NUFv@iB`OkOo?)Q4HElc`0 zgX{2hL5O(&<$Jai>~o3hMTHs0JT7|Fja9Z6veM_vRck;={&K{O+Rk5oUyAii;tk}W zPvcB4YjiRpIMOg z<|x?_MwXXT*5he1mF&<6vlL=xTWrs7l+X`3q50|c#4IRV@IbErOZT4C6Ld_{Es^Hf zR(iO3RyYRS>(q0L8&63Q zkcPdr=DlONZTL6q`XIP-#FnsCYt&Nm_NL6*oszpZC0OQP(vqW|@&y;JseYk+4b0$6ML;Twr`8n zcN_!Febmt8q;c2_11eR(p(DmUoAidEmub0<<;^m@M7jKQmXZBQ8K^Dt4CR?dtKHX1 z@jY76BV65Xid|Zpxwr#EPVx-Ri-W4yp_bGEbQ~w)kaIL;J??w)b|;;*aE`TaeM#6s ziL*+<>RsLqQ=zAJo*`dQdoX%vR*M@iu5G!bXD2#7A?inr`!IdL&< z8p9<>nhFFL#T5?^AyY4*50Eq8q#Y-H-|d5HOhx(ririx4ZAv zE$A)(e{sg-n`2ZbPkal({t6P#x%S#tu4n=te4F0=`EoZ-hgR$d>bZ?|{Tvc&9Z_x@}w6KzkdRXd(Xgh~L@IAx%9DXoC7?YJ)D+{(nIuNZZyC8QL%8x!;+%Wb$E=?g2ZTt|Hvo(2S zcC0_F3ZMTZSa*Ndkb!*9L>d0(QL@r5+cUYOBWCGI!z9xaz4&JVP72obhQ}uv=)1i?{qQNueCWF+tr-W_s4|a6r=iM|k9Sdt&Tl{c^poi^GmDev+Q%%l zm6gPs4}^&#UIufbSdBTkSO+}o?V5q^_dl+m?9-fUr8ZZfIX86nzp9h1xA}reW3LWf zJBB`62I=A|`%A%q-avUEc9l!rYtft)U%-W>8ECPb*%w|#Wodx2f zm)f>;h#iF+FRsWL4ASGyrPn_WtgXVnSJ&IuGR91@faWGYp?1O)E!`k0+CavW-i~xP zFKxBy|Mvfozg?r%`1isRD7(x>Q6(#hPrV=dfy~w@OZ_;B^@}K)V`17^zn@@ zH1p9wHR0&7H!e}u196^7Cw-a7y0a$tj=Kt;U79B)9DF012~ndAkpgvAr0YH@=F{1v zmDh!)x0=c_@&$5}pGQwI{bh=&uJX|^u9>y}N44xhaAq|(gfD2-;|&R*0N&>jKbk5G zKM{A@rx8ytZS$v}EuI0*$zxIbduFvLN{aJ23}wQLVnU~4+k%WMICg%ie|&Ih+zbdi zH_*n?qXyzSyQ@PQ6tCau~#i zwJ|YEEY?}2;MT8+msOv34tlJr5S90QP>eJY4jP*@a@?H?thMyhaO*iuHl7KEV1~8` zad|I%@Jpbak3U!9M1jR7T$-pqG_!Ejeie?DCX1_OmM*vfeYL-%kz1^@ZWClYMGzsa ze-ie^PW4=D>;J#Cda?&IeRe(t6{t_3s>=Oh3VBvWTq4s;Vs> zi}y?hwP)mhaKMe9v8aFv;fC~~W-q?gflR9`-1ryjKF4Oaf}}1!YNIVHHykO&_e>-< zMmAsyH4gC)WZ@;D>+i<~oKkN>&4gO?)Mmc^Dy@CYXc9jbZ!55bLA)w zl%~~~{J6*!avnmC_^sk76YjqXAHSnlbVTD7?IQn4{8*7ZG-!@NDe?<>y&DvAaNJYU z<)m{=_b-u;9W~zK@v^sAGwqj3=&ibeI)F}L0W z9QT0f{YkV>USt2FhQbYAj*EK{*4^6!wvG6nF=!%5AXpniYfH=I7hO0{{-vj1ziAzw6+H-4)uAIZYuP*y^ zz~3Jfgv~?z>Fki+1JFlH@uxY2XPu>PeeN|UoAEgw_IM}50SrD{g_v+&4sz25B8$lPg6pzUKu5V%g;{PFp7>ycdBp2RW1_)N$Vpry>q+ zzBo%@k```pxp`7FWuO#G?OpG&lLI%c0k>1nppw@4dbqSTHwK4vFUMN3N2A5E1OI3P z_dJ>jW~$nEHB!-~Q@V+*;htHA>&U5J0IS7!1T z6fngp8iTZivvA6UsZ+Xf<#pLri9R#az=e%}uJ8qWGy;cGG$3HoIHZMyb&67QCpU_) zw@T*EQrE#GEhu1aM>VbBrt(MXs|BoQGe}qDTu;-c!vrc!pW2=NVLc66B+KA}xqg zE4_Hi`GEOI8jx^`xv9zbz@eip*k_v@=adv05&`lsy^#h=W$1tCvpaLQcPHll3$gsV z>oy)x)U-k1`QQ_MQHu36I%zcs{pIeL61623gU?-O2AIo09g%t@yCnN1atUQU5O)~F z=j6p159*iU#nncUS?{Edc~Ef`i-vCNcckp0j0b>&E>s(iN2$*2alSoLtfvt_ zcP!Gj^KhFlp;I?+lIJMz4G?n1`11uemIJ<0tVatcgfBjb3Stubu1f6tWGtHPk+cNr z1peX17qHIV87;+nI-RtZtr}~zZOX?V+%r4Pxf|8y>W%nw#AU|DH*@ED_Gm!9pN_N$ z0`G5+lVUx(JW4p+$Bg$;I`XO)vp%_TSMD#7RnS*^3KfTn%1!H~meY6vx>EJf~zUXzJF4zS>dNi-!)U0_JlVY{Ji# zyXvzgM|2!94eGP2Vk5WQ8Ux|J6$SiXoVdfJ;GW4P{n;uQ94#?F*o@)c^?GiguFNIq zv7Ls9X=`-VuS&C?#v`0$dO3+Aw@8ZBy_XkZJua_JqyV46B#oTr0~2m2 z#!GBHL@T;Bd@K4HYAh6?(s18v)fQ>yGl(ny_-N_TTgt+*zQ{T|v-COed8oyRgd8ne z`;ampkC_w+nebN|W3$F+e{L-vbf!jDI&LojcdgXX+-*nxqRABSapT2vH`2ff)7`Yo zVQ&wnrEnp>q@R_)2&ztABc-~96O5iyj)wv!i}XtN$he{k>*iv-pO%z0x#MXc=z1fx z7HroWWKX#sUpNs{qe$n+OO%Z3>jtrQNb<4H!F`%%p>{|nqF7u=G#O8M9#7FI7BX=G z@T5emZC{J<6s=Zvy`fNL4)j!AL8I~uibZEB#{;CE5vk&5tz3;aM}=?y z4N8xNC{0j&Z6d9K&tZ_hZ7*c}X|3IvhzA^7t*8FQZIdDAXCVP|3!}U^3Oa!EIm)CL zYrRfJ_U$w(#Do3XeGMh`zQdun${D5i-32OpU~lekT!@>%x8!?S>TyfR7>qUOAvMY$e-XQ|_(gp0z`HlfcW^G+-|md&`S z=KKz;#=hJDV$wlgWY|>MghzkCnp5xjv z_|~#d6{My8fi&tSHq=NPmUED55!tbizE)B2qYnIxp{r9#?)v9WP=;B7uA!xL9346l zkLNk!X*2PqjpnB8M)_77tRkP!?)4RY`VGRp1`^nNQ#R>7g&f>?aUYG%BJ6pWlHR)9 z%~AMQdvj*t{x{3P?06{>;21Sqc@q^dp@)`1T0VZ{<;+^oR(s6%Z%RJ5463exd>@Or z_pgky|A2firloO|2^WQ>O}zsK6`ye552!rxQDBaOax}RSRJRDBoA5Ni#DzNpWRG`tQYgrc%;Q_t!vv#>#yqJgL3BA7l};`iV$+- z5kJRfOUBUF27r6S5h0xA2z6GRYI3gl{{%C0=861mN9)FbqlZXczToTPD}#{p#hga8 zB1tyfb6-?v*Sm27W+@ysR;(Pkv@%^MMd#Evk$L6QqC!pRvCT#7`^P_hrBl}9S(+F+ zq~EF-pFpN!>3iJunpr0kds~&DDgSmPbrqw$e;s8!9`D7jXE6!$TgLBaC6#}=sfW!? zqPYI?ZTcWbp&Pm0qi=%}74HGpvk5;|CI**mQvL8N-xuzigqB_!3w^UHsQ-H3zRZoX z9r$J$OwuZ2*=rI9`!BZQu4iB3Ot+1KR`f0+0{HzgnyM6T0PC4NE@1+==%Z;$fqpR# z`w?cc=_9qrK^3_vO7CM+cW##Ad?s<-cy5U2zK3^k=p_GIz5SlG0|cF|2s)`pMh>k7 z1I}kKS%ixd>xC6g3ABE!GIVX-6MD-Lg-{cAmknRgX5qhs z`fhRK#jSe|@dZiRn>Jy4F`lJO?b66B*NHL#Id}%3WX<|oK_e(rz9=v5ea_eZ&`+EcVf^mtj??{0@mrhzV%9<0e^7sR; zj49i=N;|+n1|nH#B4U^5_b#w7r`9BSgi{@zarBz;MH1%>eVqi=2`j-o^CDW_IAhfN zkn%nL+=^>M;)KTR*n8D+2@)KOZSr5=MXEr#f&m&D-tqfM8ovcy$RYgMipra&C|M8S zna+vYfNQN!A>de}$&Z@4?s;j?EuBudw9USb4sNoxTRI*Oc}6XDbdmEYd0{3c+#9I#x;?KK_+;qr~_v1pGxP-v2aq z>r5%Y=h8__Dkys#I*{C4{T&^m;Q0t_c5z2F?ygXU?OX4*;LbCBEo+Rd`4F zQ9A}5*$|fvo_jga^yexf=v1$(8`?aqwgRp1h83%=fX3T=_5?$oA96 z`GT$yhifR$eB7~n>Zb)v}t>yS9EBofYUvi^7R9)4e@x#28%jBpe4ftfa#N}ra zHqH&pslgpTt}UQ9)ywACuPd^?;-z6vf@jGgrx8#$ zO#@{)xn{d&P`JT;Ph~lz7av3kb6dZs*5KCHZ#C4_4TL~{9=)^W;|?66j0eIEQ(lH^RI+Vf(TCjb9*S2YzfA7JAPT4`T`zuPo zuQuL+FOU!O%Z98M)9<;&t=H3>7SkbdNiTP0W<%!-kV2h<*7T-&Oy*P8L#QX7-|Or- z>NHSai96qTOXlXr7*LM)B_goTKX>^U1$)4JjxuTf{YV|Zgz6U(M_Qc6bS>yigE|Ut z5jpCl)x9AlXB_zAOovBWKYsk+Ex&e73s#W3c10Q&_LxGQsGW#acWPedbBY0u8!t{W zS)?1t+0SnEa{s_(qg=0Ddg-11J8;a+5M}pQ5?w4P*xO%u47`n)&WrHJ;vYYLe^u)II^4lxrc>+iWlOlY)9SY2OF+`!q|JJZb?$>y=!=45u3A!jb z&dga>OBoNKp35Yyz)=$xez35=6APBI@ndE`*p&o*vqv8B1xp3*hi(8u*0V_`mukXp zrLK%5eAIcZL*B2i<7Wu<{fHkjv88-yYXd+Io%Bwy^)i#JY+)aUdRfPS6w^r{iB}J4 zw}{^TJVc-dd`~Anr*+xt(AD%@LP$YQ@7ck=TJVtDAp^eP(kwZ!p&(|Ga+L{>+qh15 zulHXc#1k}|)CYs6;BKnuEMKsE`1gfWw8w!X-q~QV2vhH4+Io(E)$qe%|Ilw$TSgH` zz1O|K7la)N87c{J>%~PCo%BL>v&Gbt!Rivs9M8~amo)c6vo;Z$)6RJw~ZhiMotVJm%;gG4m;Q6+;j>q_sZ?4xR zMV2n~-5x;J^Ig}~QoaYCD-M%1ttdu0u+gAA1CN;>@(-w(wGM~cXcZ{pkE)H`Kmi|* znN-9lEvs4+KSynrMl+UVZhUoC(To`g;a&#yzwP#OrS7?LNq@EK`<5j(2Ik>kt!k$( zyQUCoC*&ht%zDrH?NX3KW02OxwAPO+5miOuG4o8ZFeQTzE*V}#b?xn^)9fhZ0Kn(+ zc!ZmnDfU)3PTc#3XF6A1Z_KiL0zFtg4-r4Xtiwi{^)%8kQ)K3pd~j70{@ETKz1JjC z1O=T^wAkDur!yoq2Kb&%Bc0*9f73Lz{BjSs-t?QVPEXfQP<_&Y-mA`p!gR{{c+jEV zD-PkM8SBnRE9R+4)P@3%)7cIisIu)x4dfo-h`H2fiyJR)AQNwYd%dVCUv)1YZ-}hl zXTUVF14+Dm)PZezJ?{`@J%AiGkM!XLHK&y=p3N0_&{<&GUGDz^RB|4R^2~_+6Gc+Y zM|mb;=$L#p?z;Y}7HccG8t0aT+jkDXWEwfeRAx$R#FWqLR9)GF>n_=ao(uOa zhQ8aCh^NppUF#+kbSRzz>4sFyVPXF!RS7MK#3#uSKUYG}RT;`MJ$?%_q<{l_wj4HT zIbLNO#|6QO9T@IqU)ijvJh%;<^iM}h7RfTVODW%j=95m6YuJv)HrW!_?Z5X2JU!+E zC2Cx>sh707`>qu0(WV~Z(mcreu6y?b-1)B47MiYLE{1xU`6x;LQ{Jde3UnCCq;JjW ztlpJ$sQeoq@pUa_X6-8mk6YCt33D6WiB?jaPbWUG9sj-WfMU0V;8>)F<tq7X3z94+MPTpRJ3(sbWV|E?%I7_;fBZ>4lJ!hW2Y~4UFU{E^2MP`c4||iKhy}H8u@@1}Nf*+OmPVsTrm+P>y^VMf?$# z0q>+ZpTi>kUX}h6wO#nE5s&zF?HOa!EFtJ*q1yIUm%?)?*3%fILHqaM@Iu+lzq%iehL}-{5s6x9#G{!Ma`1>rk*G-%*uAu3 zR)3#EnXOCT*gfi*FS=>+sjvR#gN~Fdc(?KaL3l5Di>fNKfBWsWL<5^CbeAR)%wRg1)or~5w^9`L7Z2wh~ z3lI%f&oEY6tmn{3H>1?NV|2Cq;_&o%U?6y(LkuV#-;HRn!+z>tP2mQ}(b%XsAlIBM1ezmYG__`w_tGv{?xuX zoa(v-Jg+2!xLuRC?;Q&nFMes6q^A!x&84|F9Ps-@7t|_ucliZCz$r(4K%eX1hji}& z;Gh;V;h3{Y#YjWhOhSgb{)|%cNm-~gk<;S~9v#;n1-YKO987xYB&GD?D8&OfnRH{x z^tlHb@}LBBBkG3ymZF6oVU^_}jwBOc(dm26}Dc~1T|Fy6PLz3f$I zCVzme7x&SKZx~uzHZ0Y<(2L{V=eb^1L<^W7??Ri+GaMTHA?vBlW+vgG)kxn;`@*s> zxb-VyoacXD1r~o)_3Z8&3z;8`bYayQjYAP1@II4CT4;}J=d^rZ znB6Kp762x{FWtne(8kb~IWR`&2d|P0H>Amqq%-kI6pe!Q#Fq?2DD{4WaLP z`h4{owUoTQDYJH`uTTfDURppf?iD$12(27$wF6oX7!9%AQEHLIn)5hw4T7~HU&vJMhh zl%Z}Xw<}ea@;#p8h(iv8NqF&((KG%>hl&c^_4-V%Swu2OMIA?v)uQ&#){7r2 z25BxQcI92AvNN5y^$}}&TV?YgF{3R~P`~V6l}{NDg&YCtjaT85wI5YD_2BA|{3lvx zdw5X5v_FRQbiJQ8Qr6?H7bnMT($U_ttuDIfPB%s%tG}5ZA~Rty)F$6`L`BHCSTO-Y zy}0whARaDH=$To4dW9EN>8*$Mxy}NMsxwH#>){Yacgc{)6A&g8VhyL)KR0W~OInAh z4jZ2*AfYe`b=+8vb%hXesCY>_N%L)ZH7&)W5`Sq867Sml@POW`nGR^1!jWBIT|%YD z#QP?!%&n@GxbWWX!}W^Z6lchIU6kZZSCXAXc^-;5T+#}Q*ov_e4s_LH*}ZHED>N_J zA9|{6P_PdYBDvsz0R!C8505xhuqUlY3pdwMaltj)x}vew5eMw=HRDg! zf!-Spi_)R&cmwMA3^AOQ1VwwQ<3oD$ch!o{JclJ|xa((4?$G!=4h)yO&!Ict1EkEA~B~Pnd+tY`+m> zu>LLX`=*(u9X1Of0?-7d2@CkmPaxx|G=Vf3QsVzc&RJ3F>Z{L)#Hl0vpag9wk^`EN;c(sAYP(dbcDMOIzfiF zQuefA5hrC|ZKiN{9pw8F=;H3He?CZ7IODz->l3)7X>XaV9>bIbDb4+*w-5h%6$E7o zXHc+rh)ky2z`@{+}IE(b!b&DsT>?3M=voIz^^N6iM%sJJS z5P_M7dWBVj^K{VRu$Y85_UDGRmOr{)e-X34XJA~zi8czVWifH3n9IeCqrz)Lqq`9GtXXzJWr`| zNUx|1F5bE;w)Z2RKxmNv5n2K;3^GMIsYJ75<7hWfI zta*0Jsf?Zdpeo1evWl>1b|GC|%RpP|$WDoQ)_iER4{O2e+Ui~t_3h@+d$j?ztQv>* zDA72dEg-%8MC90Ak$UVZJ|$)my05d$Z5gy;?;sN1H}yDerg8<~%SHDi3D<@q{RM4n z^Q9_V$7cpLD@&pBq{k7>M;<)+opL@N^2M1Bi}c?3#`CV-?PgNDB}2-V`l}r8;G1QzNN<4Px2Rb7XL{l0>zO(DZBGOj>?NR?hi%!K4{4yo=a3FLjb^?D#}~A| z!|pGpWz0Q2vIv4s30e*HJkssX*rSgHy8fkDli&U3 zI&S~wA&~XkNReT zw+hKH2{*0mTy<)GoE?cT4@vN<(KJg2Z^Q3H!y0#%i~(=HQo|a=E31`Wb{kJg-5ovT zaU)>XPmn=oqV)Li{yDR0ki#Iok5nf4j{U15T)8gWaMaXlvn_<2Ek;QBov$#8LJkgl zakS@<9))k@zA!ZE>&07cYc}4$v9Je}DD;G=2=C3DtxQ=D;2y2)Cp@jOU$-sEvce6| z(Nc?lcUiU%gUZ5Jh)Y}UW?n#`(u`a9C*mh0*(1} zhW*(^!5;8Ei+D||u~|PZ>U%jB?q!oE%NbAAgR-0`gnO??Ep!SCF6oJfs=DQD*GT-W zl67D8WxR6%^j6IbMEg8TcmJeuJx{aE0C? z%6dHHPy$}kSEd^SZUl^P$2AJFDI2rcscO*bkX2~k&%9sZq0}b}pq|epouchuajUPm zTWaOKY2T--zHKtlROfj_C`^2?Hi+^)U_KH95@rF7{C?}^zQvC{xcymVT^TeNLe3!6 zax0!ZNHPhJBS#!B(ZN@;6sFGjy?yiDTCj-Y9uP6NuxlMu(mqEQ45y3~DNx9nf|R6| z23FQ)C-e<$^pzFGtp~yhTCD8{30e8H(9OtnK zi|It>rBRy}OAVx6t;jKLGlin1kt^yu$p2hQVIDVLOhYkAhx&7N)+G(Ydn+-0!qwFV zJW(E`J)VJR9QD6Gexr;BK3G1B^oA~-@3x8UO`*8;`?%B9CJ%tb$A(C8A3OZ^ZpwPx z_2R^yL;AjS?Ed3RuDf;P9Mp~Gl%KN8plCA@y|P0}BPuE50oS8fmhd<0c{E4=2Nyrb zB`a5VYw5cdDBQ46lX;nkiR45xo?D8W%%sn_<^C!uZxD3gp)xmrm{2brT)Sb9aPyRH zE?Kt@;D$?D2zaj2b>WGqR?K?Y?B2Kuk)V|B7`k2C>(DzpeAs~y8sBqCFO$^C>F8^| zJ{qTS${2qnswRQ!cZF!AQ)^(xUC4TIdL|%!;X!2JkeD7Ml_hvQJ!Pkw0m>6bq0PrO zApsJ30*-reSt1}k?qIa+_YOw~slCn1cb?hXKNG~g79wB&2~1L;d8`CH(!;>9M?C{{ zQ~U7t{(+D4eKM{>Pi-LDX~U$i&sOjcW1E+y#lo__VWC;;j?SflL;%Lb|y(*Or;PavGz2YSt)1YSto5DL*;l1n)11}r#}D+In+l>dOR$1qKi#U#tWSP(>ZK9SVRVW`+&^rB10Z@sJ~~Ot{1aQO`CiiC$&k)}MT_?8IPxz-)ywlci;{OUjIwmVF=m zpRFNEXtYp&eFfc#Y%ZVlT0Op(zUh(Xvj6>R4c+y==k*^=1{0lNL;)tO)q4(MM@)Tl zNn=OmsPB)Nt@t>wY(U-_w}ri+_3das*B|;HZD>L!n?rhtKX~_j|E}mhJV*XVZp%}h zKY@+wL8xW&@z1&EA=guiB4xrcM`L+nZ;xFA&W3~}=tlPifM+j<7^?_B{P>VVg-raj z6$6K-Ojyh%bK}3qjhhz&W9L^E^lqiSvwb$UxTL+%U;oq!m z%tfntdL0lOl7$GsS)0oS(cp&oiD|o?Umh{^J2A|=JFXO{CVc}lOcr{qwsL=iH=4zd z6^~1pd-a{v`SSPgQ+T-V)4y%j+A;)cR_#UKEMvprFA#9V-z<~#7E(K#G}r65MEEy* zZSwbL=axXg@j(j+F6{ZBK>-IyFxfoP)@QnWHcU1y$E(__l}DzB9|N=d<9AeqqYn%? zN%RoFj-}$ri4NU*v8Mvck1yO(5elXb zilmGOfWzUCo{QYS+gAO}fiB$oGwW9MDNTZ0zYdj!AA@BgX}($}m$ahDZg&2Yn4hJ% z^}8BE6Bl=ZhgnSB(3sNGwob}?9690z3QW=&noi;K1DdTL@pwO~`H5&b}R>?6rzy)wQK!Z$&CjbIh6dBbkj#>vA{vMeH0ShpNsef9ySrD$4t^Rpw6=d-b%jIq1V9$*L~c(A>-LdlJm`OgG5mT zc%FFAM<$_UnUj7so?%7`yBGF+1qp@W2=%k7#?(_02MG6kK9}$qyr+!tlAZ-F3~}FW zn6)x{CfN4bijX6E_m)nS!ytVz(t^|X(Q!#7?)=lnGoF0h4RM%3=&6m$5Amk)JqNwD zWYq~4yB%AvW=QQl=`tNWX5?pZKFkXp8#R{8r`timBd!EgsIgd6HNTLwJY1XA)D?I8@5(Uzt zdr@YqSx|C1{?wW;vya~#1*P}bkqA@sVX$P&6%cd;!~?#C?!?lLrkA+y*9AQsQxyPK z<>tuz*n4;9(LhJQBt6KVd#Bg_x=ji0{8@}$3vZ7EdBAGKA=?j(bEM1%pu;21!7lZU zHAs;XiJ@XU3S#(=mrDm zwQ{nmlAYC1oT%F<{5O9@e5!h)4UcCL0&5 z2Jdw`A@Y8ZMml&al_KvMgqLQ=>Rjmw+g6_UKW%bD_m4ZSP5x{P#>)d}O6lE|>vSWj zT;fX1{Rt0`+%=M7F>e|Fke_@DN^|~3?Lw_tb>M0}YEni(xM!t&Zso`J#5%k`|a>^E8! zPgs&x;;Wt4tcp*;%X)jK+fFzL1svxaC`+*Pp_`Lo3rO!i9xHlaY5uqePmiz2&;H>s z9im`Yp&ozG5VJCxr;1B_@rGS|(Kw0u`9Y3Zriu)dU#>zSXY@aQYw65ql9mIC zIu0EYJ+#8JoHC=pR^uPwe4F`s6=B*wJ2v!KQ3u>eOV^cu`nGGWk&-BEoYe4L7zzc< ze+S8JJJ`C#>9i<+!ymmQdg18|oJ-F5dEu1~+UTpRkP7 zF731Z?;l@r*e}s}dh2IC2>YF=aq?$x@_x$oK!VBSlD@j=dF;DZWE}p|y6x$?_Hs=J z6fyT*P!Yz&oR*`k#~&*(>II}vgUA@0|BM)ek7Cb@YcFQ{`~l_mDu_eOXC;wm5RcX%6vW8KXppc0W-W-e`Vc)nC!?4}P^Pk*+9e)4ijR z^^~rN^xS|Bf_IFZfn zd2f~64)uKoBlf;3!F?~~djR+x7U?#BZ1;;i4IQbe)U*8?Co5)x0uc*u#3*>FZJ{xr ztxUSlFN)~fq~k5MeA*|+T(#%>BKN3&MVg*V1f(8t4$c-D$ZS`g?vF}L4@SBY~9(_e6Wk6J+){wqYm`ei;ZrHseZ zG-@R#;o3^efZrH&Sn5Ww@ux4*{n1dGwi&U27R}R?Apy0R1w_a5$i7y&&mFU68yfKJ zzA&Lp*JNrM`akxWpDFz7jEec01c(0!s0X2t`P#JEjB-5`bcpZ!QAl)+S2K|+%UdE6 zLd!u;p$whHvB@iSr>w_OPYsHZCZqQEPmaxqYrqqokf!W~PbNUc$xXCsDRg*I2W33q zdURWwaCuUq*SosKPwKIqeER64=_2Tx<)In9>l+U)p~5}jdKT$`bME%MIOhYO@PHHD zec|ZmFfda%iCWDUb|}_R)&suhaY$d!)7m)kX1MV$oDn&;yY-a!XYj36M$oZ5Ddf{Z zhf8_|GJi*kqlLPZDsAMM3Cu}t5Ogk~uhv!O&NIq-06Gj7;gC5tvZt;&S88j^r=X@w zwX2}7w$l@>4!IiYLm3Yshsog*mfri?rf7%#mTEN*FP=Wn`ZM%eJw*!YNy}GCVh-+l zYU+VW*!5a_PrN-FA;sq0SKG0=x&^8X%Ml4{e(_Zwjq4dK7Gc*1e=?BW)P(Cp?k{9% zTRxc$wF}3hm5hg)&o}b?zlCfhM{)k`+hp-a~Xu` zs9eY3NX1sEL}ARDh_3BFpxWx+GZmw3yXZR2#1Dy8@%QUmn0DjgUj3xb&Q*n=Hpc=D zT5Xxm*P($9n@xJMc7I+%&w}DWyf(R@mYif~q68s-BHBhEYg#a#N|B+E$spZ45%pyM zUiUE>H~(;Zm->ou_%!(pl*Ciu|A9F8*SYp=mObQJluRk-!nD*GKG>gGZ*XDecnM`f;@L4zE`A`?cA9fK1k z+E|Sv=l$jawT(Uy?(I?gp)Vw4Gv$0d;!y1e(p$zvE=s2t8NS1P&+_YVDaixZGHRgC z)uODuu9WrASIZ^6`NuA)=|Yfk3vRyCuboOhLU7aAB1ENWlt#~_po6nfVk(XFbgC%9 zm?ykfiv#BxD}Pk>3kW!-D9H?1>>osu&NO z$E;@WsBQrHKp`^!UBp0B8uYNyoF`!#zwzjfuUG8x;=HiBc%Em>c&K^x8}Wgfg~@U> z=A&bDgiDkUu2;L4SxXh?$CurmoMaBpKfFNPf|17=TPkh>uNH&&+>$6fa%cAzsr5yP z)2#=)=Rm^7v0msZm)eruG|p!cKTeb@@32PnS?WspuX!^c2Izs%&$^5B7S0omXw2vG z_=FX`x%Z;#tW!epxL?mG?rmrt0zp3lk%G6zeK|@KI2lYn;VR2_`eI+-zV2#FkUV{B z{L}9(tH86tQ&FK(p*~!L2Ky`qX>Lc9wXak3DGPUhWRzyz$zrHVR6rZ+QbUzvDDdF9 zvRLgx`oK@Da!c%yH;F;mUfb7(3q#&Jfr-94y2LnfN>mc%dOTedx1AYW!n>TS5(9oa zZo%_ki(W!hH>N`H6YA!pjRS&Qlp*@5iBJtVN(He{yc^Z*bt*~)yv&0C#S zYT=a@O*nRR2RaIryddP~q7o%(Z8L|04q!clPx?lY!i!^iA(D)uLVkbOjTQ&NYPq9l69x@v5zzHji*| zrQo5R+y6o88lZ7fxphks6!7n(fUmo)T#qsyz&%HqK{#L<9X1NFm+!|oHT9>RiWjxl zL&yn4-NOU#hux!)gNGcddq}$L9NuB$l5Ag%XKBO7aL;!&fRxU_)974F_A^Dw_qg@q z+KR;`Oh_q@k_in_zz1kb53XyT@3#SReF3_7ay}&WF=ade96pEig(aO|DbMRS7GK1M z;|qJn#C>`Uh5IJ7Eim}1r4eO4?s_UoBVE=S`6r3S`AFTke;U1TyBD}kTNW+wFI-~` zF0>G5_X5(4g3jG=c1h}e{Hc0kxY=t`{{W~g+=l3o0mGvutGfU?g!J8t5B<&xj25Z3 z?f3KX0pTv-q~{&PC@ekjGMNfE0P0yx((@-JUDivht{36?R$Ya$k^t#ODfWIVOHh;&+Sx5s69Nvu@E@V8ay$=AQ2)Y36bMVR$v z|02qGAXW-^q(^K;-vnyeSyG2)Hmpb%mCuDT1Zz~3DE6L6qp_YTAdUK}QTbN<-da4j zJU+=Ft+NjT&TTX;w!dt(9`#P)pR71B7Le8{Xc_jKK07AW>s(i`J$uzEaKbhY!9Jzn znJi?z81{T7;b%(b=CrC4F&%ice0X8Zma|X5w7v>a3G*lHm8eMp+_Sh0!g;;I82jYK zdiZ8l_jyiR-Y33>;-v}NaX2!qKbXQjfE*@i0d=A|q&{!eK=Jsa(1J1^Q^k84jOxRpP7NX=7Vkj#nj@VzX_G_JOSZM?@Su z9#daM!5;8En?alh3Ak!qyIm?Ze%`y~;P1=ON85ztm^o8VpQEhDKU!+CnKbO}?4!ch zZk76IH@+%nF0+PS+C(&Or7>Q>hJZuOTai{pX_@(EMpsGA#D|ScTG8h;1S)4uuB!;U z|IDMya#%dl`-IP3_?j4fO==ajNBYUHRszWPx>o2;cKo0V5OBmi2#d5DGhFxHA?=yH zIQysm!R^H@KM3_@s9mx?-#(234)Dz~_@p=YXPW!9mim|C#rVp;BAZlOFyw@w9PMb} zAbrU9k{pe2WfES0!R5h=E{tDg#?J`E+u z2A8WvknvP&Pu05kK`xXDzw0YW_&EjT2rJ^o-S z_|;nW0k6h8_E^`b-2(NaOVQ9ngxtb?kngDhL(<7*<~5fu7VD%=O?UO_2UvZBeBX@P z4MUSP{U}Wc4jl12#URbtD@SdMzTNl}d#7a24D!n^x|A_yqGgnvkf&baw zqJ(Nf=K-0Wl_c}d;IB3Vf%?@*p za_rg!RkV}Q+M*8Qd@y2)3llc!@9G?H}_PsY5o?CMbGQzuAexY zkZQBCdTIdJXS?xGMOf@w2wR4H|2fK>=TD#vI9}G{E^xKIsfOwkIda{{_C< zQ+8_L_~ZR^p`h~>Exw;W_wGUp_jte;_pA79!f9G=vPMXlqm-n@vAD&h3f^eD9c^EK zxU{5&0zPiNm;^)T?1Ulz)bcx3C90kZyY|Z4YRL=t%0Hd; zALOK<`LOOikLfr}21}VRom0XV^+jsecVhEl3j-lKKAz|2$4{OzH>&MHh=Pj@2p`4^iI7gC>=yk(L44z3tnUKVO7H=bCWJ<(4;4X={(1KiF15A}NBL zuS{AUQnJ{gG|agKbH4inlVr7(TcA}ChfvRIpgM09O~7X>lin{WQq9rTahBR4a^S{F zRh1%;g=L`ewwZHg(rM|qEaKno&)yS)!%~f(MKMcN$Ly7bNMr{zrj(Fg{Dj8)OycFC z?+M}YFa9U-9RKj7Lg%ep!Ceq15EI+*z)VPEKH9-fc$!~JrGMF~KB+|W;+c_?^h98` za2oB;c{TU(JSyw}UoM+Ryhd@2xqJA022PBmriBzU-a*7jI?`dr2&&go*5g5w(qWQj zb#(j%G0*pP;XyOQtu;6B5fpYbP}}WAQb{chau__)#clXD=dY$VmH0GyrCh@qZW36V z|BY1l<@&`}Am5AoCv4J8vQZaXch%`$Jmg<$4VZm!H1uG#qMf|Yw_oa}@jZ`Ay0-P5 z+-cfhGa28(u}pR6SFOh3(3sL%)OcIm9&Zi#o@%^t2=jrlhhNNlW+|nqYZ^Lhb4xpf z`vr&x|IA*0mhwID(F%xPxmPPU`!u``kM|Y%oLe;(AnXUD@@hh0ejQ~!5HJPg*C8|O zQuHd%Am;CRjGW~ka+XJw4~O%u*3RZ92@ec}NS#wiBqEn1H-j=Ca6Xf?G%8%=P`a{c-;uWW4yT;*y?kD-kA?XCCau#yV3@RdBsKlAy|V z1Iq7*GQH^DDlYL}zukPp2*;vo{F@!+F?%OFX%v*-A4I|~x%>ZL&j`VuNBY>wIlW%1 zzV1led`m?~N3&(13V9}at#<5r{2GFeIOGUOFH!LIwlMrYIjj;>=qwpAyOOyZ8uf8R zmF+iPH{HG^wlZn!a~=DpmA1O!Y0leKdWjqA7C?{HF2qQg&hEcM`5u4{Dy;}pnHm9d z4P))wu>4+jo?=L#$7CpCUPfYthwj=Hl=VQwuG8mVwKo}2c3pJFIajxkn!>k zD#GQDHvA14Pqj}->x;rw$HpYfOR;I{f$qJFY9Qk;qj6^6ol7NWFmca|8xU;L$-SMS z-C>^!six-zTg`Q*`@js-4NY1(o!~V?DVo^z9MZ!|RRJQCtLjpOLUBy}-W%EAiTeUX z=bScOMR$6D$sxT)JJ&M0rdZPr517kxHs7fG1)BdJ?Z*5RSSWEm5OPrCjWCTI`|Z9X zw@yk6dn9?(jlLxCwPIMP2y;ueN-ihh$QO&#IHVg8I;nO}Pw$tsV6Cg<)t_4pFG8e7uek~*4jZI$`A>4A_+M0it0sPr=b6pimW4AMI> zJ!Tz)%yH`_13!dAj&Hp#^HCD+d)c6G$;;H@AQJNqDh#*$Iw+Zi2fkW# zPLD7RXtd$P*1TdV{r!ZZuw`yXAntzXeHG#Or;9#NzyYjB>^I?v8EgIf^q0VFJW-I< ze3l-NH3%wehoR3l>YVBT8uK{}(lQHWt6RU~P4e)@N%B*@(Orq)qN|fg9;LT1P;!(G z2fjGTB;I?lOL5U@fA|x(-l`>flWPsQ64M7InUVJnNJf4D?4UFEgk|h}xqVi1J!`ST z(0#~0Q|Hn@pz@>|bxx8VJ(pas#eGk)QObl<%(1yK9EZ+O9Qe$Rh}zA2heN>Mi#mp7 zaeRq14e&jiOZq5XxV_rDrMp`3G%YSVLvKb6l<5ThgNpL)XC+Dn-1p+rkoeVRe&Cm% z9m}L9JOc-x8S`{9lw-ytK4i#{l(x z3WkPDZu|fNlS#heIcMjz&nZn<-^VTYY}jY#uaNcDDCVp=V;(|z9$Q+N$1%6oo-X9DNeihpEH+(<>ubaxtLGngPxem+Ho&LRHIiY(3*gdMDH!RQ=4!@a@^Gtl}CDBg!{m?D|E0-(dz} zP-SbX8lXU#k3)y5Y)R|7_B(w`{BTHW<<%l@H+F0TSeH*mN#>5v_cdu`;A{?QE-<(L zk>_0APwcgF@5-vZeD$w;|M#8yZD_$>b?F-L0IYa;1Dy#Wt3=j_OvMkGsn*&{qd6Y!CanlSFQ8V?04ZFRur2M$H#)m=2a3~?gokus`xsBJ3*dupeCj|Hk{b7AGj^K=GdR{6Mb# z&%zhMS8-CI{Ui7GZ7pz9T{seU36y64Mfo1Lo)UJEUJ~eAT)5<;S0kQedfra|+Ohyj zGA)rL@cLp4AIf;(s}-P2m}CP!KQN5beNsw8-C-w~Ewc_H72Y5s^W?pWbW^Gv7HJ;V zuA|q`@mmy5Dx}*@@u*821JO}dsQ0t6XVDsJ?gvMXIN-BL<6h(Whlbx>o!A{rw}u;= z(uUtcx))%pLM*~g=&3tXDDxrg@JVwbqK`WxQ!7*OWZ|Fw$vve9;6ov?k5zbqrPe(8RzM24@ohgU53dhA z7)-rb0CZS97Gdc4&T2Ib@an|PkFVdoY(h9FwHS`3oZrsj6jM#CO$mv?S(j4Ly zG|^VxzyGk6p?r^jwUWC7gkf*g!8MDG$2X73I%f19yXOt1_)Jt?xhX{LfnYDLuGnnC zp5OoCdS64vTf8>R_F7i_jVA}?Xwjia)A*0cF3R-)a0DD4VM0pg#M=jQ&7<^A6AJtR*1h3GK%w7J>cp_h{&9m0f;0<$OG3ie)au z6P^8glXcdb7U1c9f_%(AKX6F(65^46H!7WmjHh^HCSlz3A1lmlvu(p&|7vyNb(6hN zia8Rk(|cPqKd`wb1yU!6QAh8032~ox>)5GNh`@B);f`)Ug@!O9sU^v!P7k5sEqA zT^eW8`CggyQ|sHI_#?fe3dg@N&pF?_drt!$8i#8&>@#a=sHnQMoKNvA( zpP;Yy)CkEc5vV*7kS1Ycofg=pDgMAK+Y17ly7UR)It$@#G%I;H@E-~}fcYHa47f(g z&b;3@+OW@dm``u5eta54iP)h%nG?rU(8;^F%B06^WwvEJ?maGbm+qGJ^#cbyAnRq2 z5PYKdKcgYwi|Km~mvC9m_bPOFezX#QuJ+F6FLypZ3*to5QPWm4Zkgmz5riBTX&P1` z=6KO{OT4g^wLiZ)&6fq`$dRaZQj{imK{Y+63>YxL(!k2v?1a97jlQxXRT+|ft70E< z)wcJ1$34%u;r`aZ}_(B zcl@YJ!+R$Q!6!$6v;`<&dd~D&PFW9pv|I-18DTreWAj`;w&Kp;R~yvDSO#h` z)sgdG&hTuczFIt0pvIO+Q-MZNb^RZD@oSQ@N(ZiYv>${Q;TIv~XO?P99$VaeG4i>j zH{tVlbnHu2s>YMddDCYx3=Tt`{(Wfn#CkwqAO#)VcyWHuB(1X0>08zi93(~PM7NCJ zS-bo+5Xi=~Ti7iB!~)$#=_ z!YT_--Nc}mYw(dV*@nOG8+f!qY0i11Vqf=Mi*5iyz$85>>AAPl`h8C)9x~I<$3(4+ z9|46-NB6wIG-&b{az{XTN-NKd*dNfMfdybz77aFyKT^Pd8FbpDq`YOOVp4p zX%6{tU0;2k)cJ=S?amoxhh0zy{r}#Bf5TKo7#%)Y9f~>P2?92Qu#DYP9w}}B-&zHva5+0<+at(& zadm>U$YgWmT)j5uYUzC(6OWcm*y0PaQN1W+UKeHfQ`Q3^Q$T#Q--yrc$f})+2OSFq zW&KbcaJpO;eYUG!Upz?#9pJNN5UvbMLNmYZ+JxUvD6P4Cp&{-eR9X!|jL6>;JLKqG zj{-hf%{?+Cm<{mv52~%E!WhE=f{W6T)*p<1iiFHsBQIlM2ci70dBmwZ6)9n=D$T| zc57^fQtK?P&0O7?bRBA)#GaK^gicPfcA>A?z-m~<8>&6D054m6X+R$_}lpjZ;hxX5+Gd+~`IB>)dEt~WS zTfS*|OXHI){G0u;d#Wz06e90?k)*C~S?f%iV9#QZK3ri@WVyaoy*>*YQ8g{txk_jT zMw}>1L?~?X(T034Zk#Yk=k}uAk5xh%zqDZ18y~$pbCfLvoQ+5swc%j<3d(o@_5wC( z0$C%~;pX)h(pL=yZED#oA>??WtP1~a zcaDtlj;A6fjvPt5lW<)n(;2m+FI#H$(tOvP*6$f$yHgW&eU>;+rQ5~9Vekl-M(?z9IG?th}o z*^5R_m``Ipmrr`%n?^NT^>@7p>(!CCZV(hP|Gh3Ye3(}NWj%mTz8N9Xo07e$5kc_98to?>N+=ToK83w5!bLQZy?mP zk~32gvfgMqQ|9Bo7r$1-Z+Yh0{&Z0*c#fy{Ph9=I<)WuS46GaCa{AO8=2F%J&gTnA z-?s{X5gC+bA+?U$L)BF!^5|el*VT+tPBoO(72$4+6HVppW? zBFOwYG`UeJC%d2WK8_tq*F{?2;#+aoG_jxzPZf$59qsWw241GCMjgXNBepd`)>D0c zE@4W+sQYGGRYVJJ{V;Ra*NQX2J?tHb5IMPy9}mS$aak@Po#1C4(`(9alw#8CH5WO* z{tR&nEogRN*osdfGz)b29MUIGVz2MMS-1y>Gl;?q%gFH`oGC1}CyVHo3g&W_jUwZJEB_y%fV5A~UKK6S6Wj+4Qin%Bb z>7v}|*@=-G%W?krkmaAAvjPS{0cSaq<|y0#{uBCSsi|htpKNTqx<%TlGkCaE=;L|q zjT{U;R`y7I&nT$+MY$dT4ui)b-Ez}an!E3W)Lz(~-ygJom=1CGuP>k;wlRzI^M=Q8)&d2P$muiszb@#4fF9aLwEPpmwnDxL)h^^-|dJ->(P|;c+e4l zw*t~DXmXXTw)dWHyohmWfn$D8QyK|H%(ZCS+xyMWO=*yWs5HW#ZEkC$?ZN(5oX|;9 z)!iAu90CD<0ZJ4G-Ji1w@;%i#A-%jPm}ySJGO{29t!v@Wx^42fBxG;ZKhI-qaIJ|_(LxMT=%vEZL)|` zy`u`@UQ7k@S%i1z4hggFJ@ z9H-c&)=~qWh91Msyz;=xN(P0T#WVF%C}k0DJr#0D*M+fi6K+@c<7NmkrM+$Df985BgPKt zNw>zrZ7)pjcj0MTf&cHzx_5>_bkuD`fyd1}uMT~+VhWr``l~JRwJeDVlgiQryX7Vv zF@ZSbJTz-Hw(ZnA$arejinK@}b}_g2pY^#BSela>bBHgy2&&1~qg8eLUd=gA!3O_m z#l|y93#fG*HgSIDMB`b`68konPkEp!YBXZf6qkj}rd$tvvrIne8AFX{&wH*!;QDX( zg3&dvk1T=+a3eHh7<2zm3(EI^^=Lqn@KYNbs~)avEA`a+TNyeZQ321=wR@=u_e?gH z+$jRgXK_hS^v7x$+c#=d;4x?9g4gDcEg|P;qS@g2`mgI~pu=a7ey+xDvMsu6D^-?z z=~YBk9)mvHP&B2-yrwpk209!*>Bq{~Ui0aj8mXXj?2q)_4FO=g`6jwHGq%g*BISHM z>WE2L4rxK4=(SqPo9Zq+WEzL$c27}-D#LRq=$N=T8`JonDc}=ct?KzqN3PmdO2(VN z;7YC9K5zs6Dby@KqxxJTXy+spjJ+yeL2z?yqOSW(T;hsr+X;kpGeTfxSd3dVuBe;5^(tz{8PTL)5 zf6MmD>Q9jG#SurqBi#1MjOW$Wr90vraze6gXWp&Z5FxT1(f3Mgnq464Df*r?2^-sS z`01y9XWaVS9+$21w%|frBXse*c9O*n%6b4fY-Q3L9F*n&mor|qvK7qj3 zLb|lBrmc6Wm;;#4V+aVx`(WldO%D}(nS$GiM(wA&Dj}i5R%HDn74^3?&gU_e2}d3N z&Bw3%E2Ku7@8;aaSM!SU}<h@zGZ^0cPB=}rkF(3hNixNtlx-sd;aL%UPS{PK9fthJ`uH6 zzdREdkB6OB)8lJ5CVLBiS?k^(q?Q3mC-P%^$oS@6}0hfyeY2Gy407L+u9!+F_og9`8VBK94ku92?!c z{$revaLmN#F>;oF$XOmyJ{-=sQrR<2*}fgz{v$%tw2Pm;&r{F=LOz4ILPxpXS1&oX z30H|Iu%eH|AAx3m+|gmWCo7XkyM><=)Ba8sEyNiXUty!mE|gk(XqUvb&oP0zzrAek0gGOx1PBPiV9t`}#SXy+AKas8%_U8fng+s<0Y%+Im=>S?SO@JLU1 zerR&f*E-OGX9|`#gN%=Efvo>m%KKUAF!<4m`FlR;Go<|1O`2sFs_~FBp6O<|a}UJd zfBtt*-7QZ^d4j{9;uJ_rL=<$Lo8tmRxbaH7$ikIR20*QoYQ$rTvKJ4eK3X8;@EN4{ zOL{7N+uQ3>gv0*%wIv<#vp_bg5ebnU-(3Lfa&fPmM|w!IM1Oj)t7B6H_R%)Cs)SiNKfs>RpM2hgmjVoxXT>J0ulKEQP z`QnhtB>mKS`p*fCR>CFVvTEwty~hqhrIiXAuhm|8PO^XG$8LReWy}uz zTF9D%e_j5#hy~^LW{=Qp@L82`I^Ym5tb%3zpSIa`;JDv%apBTuw?I1QJ2L;x=JGRC zz=UwmCp|VZ_W6ZXcNgOmOKyo*g!zZ$Am_)UO%O}6YO^TkTyVe<&9i>e&1wmMY%;2~$5P;bSywh0iU@Glv4 zQZ~PX4mnKHSF;sd<9-I4zrlg;{K749xg*5FdZFS(#x^&R#(K6g={+1{^)jQHpG(b^ z7gd`G%E4>#n~;$AhRWVv%6c64lmMUfxRpiP?W6j|_(wbJjZ2ihVgwZK-y)ep?^fF! z%6K5;u!x^(sajIoZJvf7i%*$Rzv>O%Uf@S0_Ip$7oL>MiK2Xu1Ba>$NiUZS-{-hoZ;RBW`|`pUYTiqrKL1nnR#mxb z_ff_JuIKYecim*PoQf6Anz52xeYLH6*eOs;Iv7dn(*C{?21R>ns+>z&2zz{^;-cnk zJX|`y-ZuHH8ki@nK@?`tz~6Mc;{~LL%6;cW=Req5f}`H_n&R4>wGg4O46Si~^V(E$ z912IhI9w7R4OUPo+4bF8Y70kz^RLQx^-x{4^%nVBsE1M-btI?D`>3ea!JpeG`cuk@(XLmfFm1p^seS9Stwlc&?&$}_cbKe zMjtk|SwQAST6^*yx1fg}4UV|_>ucyn~kB{`AzsDh|6{D>lRFgjGu{+b1`a79%Vd)94><}jmDR|TWB<`9eZfq z@^u{_K2U%@+UqDe-WpWBkg^_ky*SznNVj}63_m{lG}g)Hj%Q++=e%G~)+zZ@@BH4> zZajTCoB>Uo%rHdhrAxs&C`%Bxd|0Hj1Us9$r#D^Y(1NF+ri@VxJ$+3`Y_z6pRV`w+V82bYp=Ymmb`GU{L@+gnI~W2gKjXM@Mxr9 z1Av~*B;9Rm^fD>0x3tHO)|Qrk{nT-P74*rrqj$FCFU2V|)^qu!S1uXVb9J7n|HR%| z_xpb_vka#}nf*%S`}uXxe$ZHtd{3AP$*mtd=Lug*koMzwdiU7~h)bwPBiZ&>-e^+a zEPxya+SyOGPrE;Oto>A$)Sc|4#kG4>H-Qs+1*oDe>KZnj&U`*;{x!F^FJ$N4U-(0N zqh32^nHDHrALfd7jV(NGL}3SyIpT27AkCsF#4c~%a2{8N$Tm&!8$aPM=&kZX+V9e7 zKP8n3t_%@VfTTN}7Dc}l-#o>c5I1*K{eLcvhMuY-lpGJRcsCJpJas3V^fz0jsijk& z-i@U=Ztr%COIl_CIlcjXvunQXJ52|AG}27=o3+bl7VJ-Xi$AnpQT>8Z;DCAtZ=D0tLR-07p**?a36<|({6IBoenvq<;Qj({2LdfO0iI} zyW?k^E`p-{Q50`cg3xU%f;wJ-8Vyf`(&K7WLL z+kb4|kEWEWJp5}lAeUWvu#V6eQre(!8n*zZ0 z{u-p_S}|k8S{mmIcudk??X?`1Row3u?5i~nN}8n_C~#fUQ*60Ule_up&%{?BANNQg{6$4xXY!C)=m_5czG3rX&9hS-+jedZvJM zr!!o0>x*{@_!U5R)2+RghjJhZ>;U!^`iwS`DSpw3RU$uUIN(-sC$GEgph95uO>+^#MZ~;=J-M{QrMj;=6 zvc!rs7U`S2RfP|-BAnmhPgdc(nA6%I@YBta>luT=7Qfhd0qH#u{MHD^0}1)K@zcgV znypj|^{mdI^OrSC*B+t?_-rhN)Zb0x8I&*?q4}<#Q$9x{zlbFL4h%N>_J?Vb4U;8$@DqBKHmEp*_l@`LU3|~ zfHj4wb4xHQLm}7j`9vt*oJ6s{SR=KYLJsbGD%LXz&%!q<=|A2UA(b9ikJ-H7L zp-yT*ENu3h=}E=lNbLwDTX!;k_?7xy05)7XIO( zBAo8J&CILj+|CR_IoR`iU=ZXpqBW6W>txvt#|^ zzL&V~P22_!M_s8Ep+Tt~BX-IB|?U*;vd)0*YXCKu6u!P3X5iIHHLOa%)?uH<#x{$50XKjuW7&2v% zyhU^=HG_&exb>7che3D)wXb84_MUir9$WTFb+oW<351*)6z}hyng|Y)i{m|U20Zt* zozuvy(|C$}aN)V6f?}}Y`5qNlJ1okSsJ0al@C7W=Jlfb3&c~O>)O7x{x;=We`<>OF zN1Yut$v@Zh76r5`UW`!q#uvbBe zj>-9xwG`|D^BKey$jYuex)hX~ao?K`FOO(=52Xr^kofzFjn_BIdi!43YdZb#Tp1WRDw*JjPf*d zI2tfpgwZ)E@z-ar>OKhpCl4{OZYIfEG{9kVNUIq|jz3JAz2q{meLtd4;m>X+je-~v zd9}iTxv)xQS+CrY8zD8$|FW6GH04(xglUZOF){@$t{hZZ;<^9cfP8k!q>^W$3V`{ zHbDXZjjAr?d_3Tb*)#^}c^R$ts;5QUTW|(^T;;tQ-e!mae~Z>{Y`0DQOaUJ-p2s4* z9MJc8*|=i+DBSgLl?p|EA)xEy{8fZPn@BneoXa5Ha#Khtqz#zwtgN(TxHQfO`&uw9KNUCsnK8w_8f4U_0@XO&avoh9WL4WTSx{gdB06!zMio zAKTx&CAF&(e{83m4SVb)0;kCDh?7)ene`dSQg@n9yNS>2aXdzGIdmf*3uQ@j9 zfKRX2dpyZ>nX-a!#e;DF7;RqP`F3G0jrC~rI^m_5M!gx&lumcx3BL8fuKK5Ip*-y- zs;y2mxsU96M|e^?sC4`(aJ_z=<^0^I4=Pvd4M{bl!aN z3yYYtJ{4AJ?0o2}Ej309w0De|4n<5cog*NvqM;zWA8h^9BI~aN z?0QJ~9?ujc))OY98dsX6znO(M`qg);z3HpxL*3>)w76yOxFe~M>&1db7U_u@en;a5 zoBO3WeZQ2|p6)*bWRN%CL+SmlPdSwJK%&4EkUo#2!?O*^b2y6!%-DIK6TJ?BRryeq zr45X}ERo*>=5qw3dCak9PQFvsjcY?MYw87PgSBrc?vp9Cw4e)R@5;!o{N z%}P#O2n736=%bCybEKmb5FtXi>DE}Dt~mZNelhqy`>Cy^`bsFpyp2fMRl~y;QxOw? ztSAzebdF|cAup(FzJv!%--`6zvsA`FY}B|jD#8mHuLn~iWZZi3YsF;~?zw5)n)cqQ z`3v5zy|Q%KWuF$+m0BOZ@BA=x`-iNZA3}!xXKZGoxr)$PKEo1Bp)h@#TvZS2{84-9N{27f)7%tgk}>^Y1UiCPE*r zIAHQgE2A2d6g!2-Qt*CfOio4m5BsSQa+aYD&QmxuB}3VO?|A~!T$J72%2J4pcOx(K%!Pn+3grpI zJ7qsY#*0G^@lJD9h5kFsjEcPfjhC|LZEO99s6$Lt1sdizoA8exgnIE)#URbVj?K%r zwAopXqrTf#Us(JFRCT>VJlggVBc4*O2T;%9vkC9uunTbdDYTH<=c$@8ILyBdDy*8( zSo4$HZ?Y(T2#$L3ShIjbctp>x=fjx|vG@uOS@*WQ8rGlp_L-k4{OgR0`I!WV|Kw+m zXknEMCmp^}*m05<{#={|X^ z&&#`sO1L^i)_VPcYter|0cQ&0U-RcWchI1o!6gkGjk+4eoP;i{@8Fid^~>nZwop-+ zfpQ#&&95fYSdXq*5&mY!K9e)#cXnd&(!H=OVquOe^v&KwQ_Z8C1{|O%t2m@twA}FK z*K*%8@RLM#!@JVATyaD*hyV9fvo+F@Zcx434Slv^9Vv@TIKPZ_UV6;?L=7J9FHSl! zvv}tys7t;C?cneTtgoZ9o==#`iH+AQ{qSuUPDC|ckF{Uw0$!;IHc}B@{*WrUsDy`m zamXaUpsu@lTV`E1Zv6+dibEVHP#$ss38<4ott2W~AY`JWM1)&bTA!C(N?U~=Fia`U zYT*s{A9w+nX*P0K5q{F-UZ$V}n2!z^5=OqLrLOjsO##m4$Y$hPv_6{&F$!8pA9DWt zBgx5HT$D!9A%y!T7LVOGg(u>DlN46H&G4u3P;%dcaKBUM%MvQ!L%0_ZW}^59CLU7i zl$y0Fx>YmxbpymFOuD8bwC3pEri=%0!(x!`JH*zizIy&uih%u9op*JyH{|*QNYmy0 zFr04Wgv}-`Ny{~z9Bi=;Pchx!Do3%ctf4$d1ucx4Z5_Op%8vox3k0Nvq%t@BkLOy} zv|tkCq_aD0Cqa9EG7+7S`8z9y3OG3GDLR2o`mJ)UJ3Z>+XWaG|1v#I$#(-xYLeMvR z|I4~Xl#ykXet5Ke@^$H{9ey40#K zZEV1EoMOeJI_YuXTx~7tGH;I!=%-0AS!}{B6P-g{$Ch-o1YuLbk)!2SPhIN|uIe&H zLvDqSt{tG94}7ysCh5EO3f)uH`kQXyh2aX@E`{5AAosl;oj3VoK%_BcK8|}a9YTEl zM)=r-#@e6xxb-TRc@}CvMnL(o9GdkxZnQ%lvR?ev5?8h;-|o{h`6T80K9%hjWA(w6 zMPqKM2peO*_|QDH92RL7@SN55Nl$*@8=Teq54R0pxECsGeUJcoV)ElXl>0G}Ue8lVPnU(x7hZm?W(65foi8N4XiO_>#dKwDsa>`)H=Pa+Spp@< zlTcasPN(J<4R9C&(g|{G>-z43d!~3%e)#B%q=tgQP=?%v*2WvZK60KiA1@0fNhaB5 zr_3s^Yo*pwcPg@jCd``U2p%2nL8X-@Kk6(693bSdSfsZgk6juQZ+EQ?YZuBYx~@NS zu@FMeue(Ty`Pb8NG}d$Z48jS%QK7S%&bb!c`jJ1^tWa4ES>K7;K6i}=I#br;5l5Wo zFiC4$j2gC%c9h4D&<$(&<-J+Z3>iPzOGTKlH&Bf-9s~~Qrj^bFd27Xgq+I_a$9>@O z9?1I7HmJ1Pmi>VGW^vb3qx_^F+SsgvtugiaSy)kfa*?i5P7CbJB`#_5^(bH^TmVoqSNm5IqVyxbvyHmh@n4$vE9<`=X?7?N-Pb zcy}*_vYbGK`y+C;Z)tqb;;;xe40Aj5JT}`D;gxMh_HdbZ^&tPf9?eH4k9Ltrx&Y{~ zxuoaB?554!_NA={Z~V--JpFk$L|!$PquaEYb~6UxU^&IqVwTc#lci zD|p#Zm){AseU$RH{Q(&-Y5NccPHgThd+po3n50WK%T#uR`z9!0K0=Z%xrrA$Ax1=; z9V6V3&2sFf-O(8@s>D5?bUCXxyGd0IQZk-FBG@~_hDh$c0HU>xI{a>No2cbze6?&|#vs3G2hCEmXwB z^J8(_gtP`WHsZdy%c~l^u9|Xsn&H$?(DPG}=QkC3m{P{$Ziv}Ayr2)Ia)_Wx-6@_#DV@BM~TsZN^bd7jIj_b$U}lqMR86iPxU5w=X{oK8s! zO(;_{B@qcBr;#$2$UM(7hi(4eeP8?8uk*S0d%d2Y?*Cxzwb!%mYh7!tYx#NQt4zhmGj$R462YfG(;}Px`8twFMFSPlDht8bUbBAo^L4?8#bVM)f{9X=? z@3~CUHF;8-Yi`(AsRcdmY)^-(IZ(<`u|*5nm)8eU*5hBT_^IUz2nSA$uyFj1=TbO< zH^#V^WetIxaKr-MJ2E+pG9CyVjvQ&lqHU)b`#jq5U77M5b>DJT{(@XzgM??ajDBj< zSkLE^)_~xft=3X+!ByjBmsihh%`bw&-W+W-Ps;r)X_EuK=kZ9-=9C=Xv!diUeuysd zaMppH&$A)lix7o5bGEFc?}LZEgu*18al%#~4((x<;~?$E!V#fL#$ajk1|`hg=AmDx zrxx%%s(T3!w`_YH(cT|ckDISD;B|A`Y_MCq&O~1I7BAh63Vhu8Vwi)56v!fEBg^6r z;gHTYj8d?gQ}4!ag`V0-G)c<(dz1y`d)#<&Nlska@S-4QbxM6J{#JEPxSxJ97Hqjq zJcZ8tvb*UT9up zd|E1SeowCY^vMbeoL)2r8?910fpR_Y(IW1iuz-c;q@0eQ8ku<5o1Q&js1gZ1wQ-2L z4`R$zr@|gDO~mM)^eHzre;><^lw7N|W!+j-%mM}MG<$G=%|!V!>O zQ{un$&D8B_$G_QII}Dc|i~|d+H%Q8MPsNyEn!w?4NQ)?pQ}OZlOvFX+o!PD*{b$XG zd>@GhG2^D2j-s)iMI7ZA$@{mKZu}Q_eoH{^x2VMs%9)7Z@r6T`@er9q!DG^*_ugTC zCa;PU@VKAyEJx|X)xNI3Ha>f~vGLAE|Cbwe6#ldJ;E7m3=GBc%%K3QUi@#b9=}xWY zQjfski8vdQc=?Lk=+8b-x{pMPKV3~j=}u(xSfmRpnbkR67KSx=!u+JPDYNb!G>N$h z9eXef-E0Hp9BLDuG&~MV@vbv_iA(0lrvCe(cy}Y1bIxCsR}Jl*EZL3314k?(%w`cD zf>mRg2_I|WS5p)3|C{~2EFJ>)=TO3Yx~`8-HJ-;IeMm1lY?+VJ(K0;cL^Qc3o=FAa z@p4CbRd4U{k7*)DKsx8-aNDzI+TErnVqj;k-#iaWm|~}Ep= z^C@a}?pwTlHsyK%VKRB7^(%5Z8CwDkitvOP;yW?j)E87XJb`MH;lVz1wF#Sa+SQym@+*sp^UF{Arks*#m|+1^k|Mz z#tELiA|fM;41MpD+}2$LcKNjGZs(hR)p&G6IqiPZ)Miq{W8u2)B;$(Su$Pts(29#f8R zy3|xuG3;Zu;puY8DbZ7tlY=3Qb_iu0mWF~FY_{OD!+ebnrx!8CP=~icn%s^jEMLG@>Uc2a?9b@Z17dj5FhQ^8pPWUXK2^}`^ zZTRRj%9(8+!tsPTCwtM49r>Vyg*Hk$mv7lfxO*VqqZK{EIA@vcNLOv!2E6sqCditv zJ{J0JcOf!LX7ki*G|p%77=*uDwTzZ83L+71eMDk`=N!8+(0BW5CEKN8@F==9H_|h_ z<^^Gzf3T%y*RRwwoj*eg9RGi|#pCO4D(Bz?vN+#!2shlCBXy5AG~$hi#M9YPBXn&c z>OL9Gz?PU*f%i?sEFgolfQ9Ik?V|FybUa_CrO#OFH4MTyj}SJ#|JOyyeG~klrLZw^ z6#{=x)~51`Osw1XZ1m`qsm0)2j-IQ$YLqQUBKQO38wOL3@SYM<>z~wftO$Q;U%s5p z`#c%k;~#%kUbS+Nvnv(#xbwx4LtOUTJMNDc(IHa9fM;E`oUc?vFYRHpBgQcP;!Tq+ z*>a>&j(41V-?8%AK#Ym9F!XJ5vjZg{dXTK)5|w|!O&>86B_MsCMYCc}{vw|aY(*^b z$l5mnHlv}JY8H~6QPUblCwI@~lRg%#xAuU)u4yw?6(;(+%nI$>30c1w4Ts#_@wSx; zd*G|(aY-i~H3QMTm*rKfuKCiqkfbR?|OpDGnOI|9ru?TUe{ zABLtw)QY40p~#`e=}3z$MQ7G``3`)=F=lT<){8dAy z=KnhQ>Z@K+Nd-Qh@F@`pCSg87q`0v1d$`n{hesi2&OZ2kLgk5-6|yTTj8|4<4gJr2 z#cs4UkkorEfHEHNJ&(BL&$wml51lRSMuQ;#=VYq7>kHkkJgBS{p?SJ(JNoH_8JP^y zGYUC-7ii=f;}~;9V#P(-k)xr(qE6&{9kmMvG;z;oklxrZFSucKB0CEw()zU~`I*{- z>*Nog%B%jR`Ns(w^O2e=;Sme-$!mlsURT#*p~E`ZyH8dZJXpIHwfUE{A6KR#AOCEr zHb3d*NTc%DYpo2ab(x}1>Hf?rh!PosE&xs)c2f^Bp5mfNuMO~DK64c;mFn`F1?Wbc zSqfF<6H%u*{_STu%6K5>Fd3vHo2{upi6!vh#0guZ~ND zP}(PyF;{*Hl3auWB8Sf)9rro?uNHstZ9Cd}`2E9FADWEG7cdF; zJ2g4_O;x8>;rDhmCpjpkB!ZGfT^{nPuCv2+Xv}AFxP+U{K~K8cZx~B$4!Ah)T`^@9 zcni${seiY*9vnuQk0*Tb<^Xzb$yQf6b9?nqWM$)AV4Qzi*gCsu(0oe+TFO2+fhi$H zaO=ed3Ws#7T*gE$JYpR_2&-)O*QLsVMCiL+h6bZdjDzH9T+bqX+Fq|fZfX0Sk9f+o zd*ZNffo-$WNsK5H)4&fYI6gc-fc1up7;jR~dvux53Q&TYTI`f|= zI6_XFb7^O$DM;w(q2cudu1BU*zQ?T>53jRHS0{SWY6II;@SSGa`^OYgtxcfn#2dY} z6TWRtr;G;zhc8E3cqZ(?SqCMXH+bNrt*CzZ^Zi=~Ylo%;?u&#b?<0`x`i#|2B`rhTcrl&BA$?@STd}h)eak}}Cdf^ny_c~X zL^*9ppKeNx`2s3%aO zm@B5bIZ)=~Ig^@aB#m=&n)|l5cSy~Mtg~NminS9AeL2+fEF8Hl2(n)MUNK2abqN#J z)z`n9iMQQMCoA+nZd?wXdf*@xi~KZOC(3#t@9??ANrg;vgGN7B{JFKaQA@CEUj>=Z zM9WrVy5&AVFP1oT1f-P|`1^dO_pg;2XB=jeW16N8;rlf7+}e#Cx&bm?{M_p=mKFIh?84m;wlS7)$F|Q7{tdqgTTQ;5UF5ca44kdge zv^j7@P4gXPJ)UyJgaVgK`ng*8@>$Hx2JK&{b5i|z5_j0MKQ@SG}dz%e8S`F+ngrF3`F(fZ|xG-WvOmc%K%?u(lWrOWwu&^+VN(GMx> zfym*qNG}F^&kcT^UX_CT-p6sbb&vT3hz9%x@foAEzEkGo&X+)Z!jU8F9Ps$(+FMtw z)4#HM{cGE0pm@t|M8WFuUC zFFQ53={xRuZpAD=Q4g5!`DjYvyM70qdW(R~CfxQJr)kopp^qOqNh~w2+>jXpHJd%q zXjH^&!S8fPfkS#OP3GqQdM9&yO2Mtdv$`<L&A2UGalp0+ z2lof$`+0#OVAp3o%9l%f{*=f-fccX2eHo9@`F%|tQhUKqLqeaQ)CKe99ketP;Qw15 z<$FBiP)joc!e6bNT99pKycChSPi3IP+7xvDgJ7iIvUR2vP28hKIbk+xTaLkutRDk7 ze?MT6`Mz}=R9daQj0V`d9si)Qp1~$9-y)}bXU>W+d}&5DVBD9q$%#B&k;e5Lj)3sCmFB_Pvngfuc+%PP z@kj!@AF{q2?TS_2eM>h|$6%4(_z}MAdbJ=yO4T#hHcH2H7r5&7Yr^8i@5X1K?M@2b zGYR|Nqq{S*Ik*}xtvp}ruzEHC_th6(LmG8iEV^%&$tSJA;e9AChP$!?Z(9j$BR4oN zgudCgXtKz8#oKP0ut&;_gxMUur>hvDrcUS{c6^A(!XOXUx%uZl+|pNxKKi+MIRr2- zy2z`xe6H<;7UIQk6;F=vSXA_xlddhfx;THF@>sAc{zfJGNB*})-Cm?1GTQ8kKK0ZB zNP#UN-876gAIKRl&4_4t_FHN;4TlQD$!MRy;tY>Y#hJ|^{njS+oPNRIS%XKuh%=`2 z`WC2H-hg`L4Nw1NQO?J44%I6sJ!7%$Tfaq?T|S=gE3dvzo-+sRoS2}5pJ8uF*ED3H z33jqWX+lv)RoSj;ylLq1q`Rr@=Q@Z?+kNal~dl=FeeXOW-e^}b=#YS4gt|4BgF z?u#`b%IrY3;kP|ngK5kcaG8Wrre^&@k*MhkUfT92bS){6Krmg8G@-tdAv=5$i7IM9~Z^b5k5Y2na&1s)RQu5{JGH>{rI6`H44cZRAFpn!~x&dD; zkHsOJbhh0(X|eNjE1vLIj-9Nz;|G-Ra}kxMuuoTVj1G@_F_p$4JxeMoOh|a2(u*7a zcd@}pp9To0siTZj=DShy$pWqyut_uE&H7hYMD2ET{J%J@{O<9V%%)lhr~Qqjb7tS| zl(d=w>)CA5gK5oat=WBsZTR9wv7zb5KnKY8>_B-{3xnbqnrzP}&fiBz+vRy$oZ*q+|gCdSPEr=ayy5u=lv ze>a(WYJsGK79R*RnPHbTbgy~hy%Xp9z$W*(lb~j~00}So?j0$)42Abj#N`R;`4(a5 zzX8FEq+~slPr7`Ms)SzJEvPu@n^f?DiW|W53(bN z^H7_AOz>-PikfQklMWmHRmCG&cQ4~nuQ*qCLPGpVs3@F-cuZ%vIag^uS|*>gPTe+5 zk(unkHQapJcB_W09I$P56@9dSr!wErgbss4nnUKBMjLevlTuUor)+F z9C$z%`EsN;JiQZBHRqL!u$HHC#$Qt%OxHlAp@N^h>W@KguW793@JP#E@y~3o^qW(S z52nqiKltba_}%`7lIDS`Lb`KwOg@V+BO=%5lXUu6E*?7TO|>GItO7$P1$BS6j&RyX z<9vY}=~><+_t3-7Dq676Nlfk|>2Sw^_69Hf z!J1=isj|2a+$vv=j;EF<=u1jN0PAp>q=`)78#{Bqbg8AQ2Mzt-PC3Xx&7a38bmG1) zHKd#mm@kkcErTLDt#LB`-HmFjFlSbEJ3D%V=3ArE*5l~EN|gC{>`A*@zPFF&LRifhU3Hsx5x;2A_7Ii%;nWy}sm zYz(fzSP|L4f2Sve`#{#KAu@2-9L6{*|9TaFuw_dv2$MeY!xx_F&)?O9_dLzjUw1t0k%M}k^AW~x^t6-cMgd{ZATQ#Q zWpPz25^tBwwtqaes(w2}g6pI82ltppM=Iq2)^phm!Yxnlsq;F`t8?+3qfwYYBc^o{ zK!f&HU~T!4%hmsiBa>Mo|s z83^q9v5eyu=eXg^=k*Z4=c9c2G-Tg7n!rKT72(o0`qdvx?0cjRs519Yp5hb>o<$pu zRJ;17f0f+H0pcF1b`fr$$f%^O$Pe%Wdl(xO4G@gnaz0}nhwly)M?(^E4B8s_tx?4^8Mgw-9@xo z&S_sNIiU)Dw>&0c-)lB?eKhNnGT(kPf6501kXPtL$7Y_+DiYCz4vSBEvEMu)!zypZ z0EY101cnCX6{8@i)ALKpJUw(36*`dfIix3gHCOw;{(hzypO4y_+%)4PA5`0mM57}5 z@9Y=Tm@nY)2xFa^Z|;Rl9qMrBr(S=S#PSCfEx3qFj`5a}q#gXjrMP6$A1;5PQKD6V zROsAy+xK;@3fQ$p*B@@H{7Dx&JRWH+^BR7uwMkhu&Pg@)9QXP-0KQl?NJ;0@r{-le z-z{1{AzU8jgoiGQO>VAGNBp_ne(8~N54dQ%AN8HDy&Jer`5p)z2AfSdWsd7Ii@9c!jCX)W zPg<&dxCrFI2O&j~eZ$K})0od;kp6Bn4mI0e{aA`WSlnknSAS6e&jOmF!P2g>OgbeU zbU2%E&NqsflI*hF9$Q~pnAsNRynQxAO1--)ud1uK>jsVUxjfPzuBOQh(HDzqJo2-3 zHLI0pgD;lc33=6vwu`<{A1*#=B<@0x7FH022VI}vSdxh;ip*k6y}{lMQ48is{7R%% zHX5>>n$;mpEa>SRI5;B~rvu%-y2TfcXp#=`&Yh+IJg21xxMrKk%Bb9=8?3 zm^VaR%yE5lU?q%nV2&ZG0afV75@ zW`FCd^v{>^$dBetV|pHg#_N`#+G@t@*9MgJxbLZyBOpAb6aD5|?)t)xTx^j2pXK|e zsxO6%--tMccg{ClDC2>!=Mk5r7FId7?=uwP6H-%DFUePTK?(CPVlpkiMf%cM&*zff z8M_$S8|>87kK^N!JCD~D@}PG4Ni^TJTz}AZ8tajo2;s;PmA-x(yuA^BtadFIT%Pz1 zvR)nK`wed!Bw-Ik4wp;1+duBJ(m-KW(+4c>m3(%;*IWldv@vLlpf>1h4vp^_4AS@3 zMFX*^>$pPTuvkE5=rEq7N>mDlI1HMPc;t8{`qMnxq7LD)le4m$~WYlR3 z7FOR8NLw7O=SMjo%9sqoi%ZJ_O6K(?OSPO8mab^}=OL6aHzBRVw$hQ=l<#rlDXl}& zgMl7XywAikoAHl!ZSf;>#oyuPiGjT8ShLU{l7Ae{hpcLmzTX-l&*!qipj=*|z`Z zBI9P%_bGe!d@tpDzR*E3@mU0q_Z;(+p`4FLy%-(~ z2#*AcVk&-^xO~Ln<*}yS-P1L}{fC|CWcffJGnFzPa6Ol}kc(Q;YKMq$sdTBN%lpBr z0X6XFqh9&6*1JKJ`S@2$^~y<$M=hJIz>Ih7$7!en)&SQp57Z}3LZiI;&9ywpdT~k4 z;}Yf*au|ml-$aJs+&zEJwN=sKGa>H&7TOR_S++hmfF!<;@a_ zC^BF^k4gG~u$=#oX78>l-20KiONuW$g5J+VvS~wu<0aEwc-fcPwAP(`hB~71!Em0=9xbF=gOs&y81(M%p=(SC$wj4tD z+H&LwQ^=z48c&qYSK^$4SMrQ?hAvQbl8nZ{2f9;TsqYq#9Pt=9m$WWHiPzzmHn%^w zVcdPOtnYSA{QEF~KZ{Esj`1yy#3u7;2RwP4w&P${$ z%$NPFN#lDiaYn?Wrfa{IZ7H5Ijqlm)9u)#M`Z-8PM;IW`qf|bD(BU&lZ_Wr~wm(u@ zB~_Py@bYoEvH_6!)VqZCAMT~zp>huX)l#y^q?HNe4&QU=^!|ir%+PfOCbr;^0w3** z{nNI~7&4yP7bD#;%<=J`D9V%)a+$N^L*$h?P-XZN3BEaI*n_7$#cvgZbXl7dYm|F$ z(_q!Hlft7WTl_ZJ;<((gFuvuP{=QC)cyKny5=oS+D zP4bFn-@6wx5khIgC-SP+HJcS^tmg|z_sWHf(#?*9OXWa6PDIv{+nfIi#UBWr)7 z2_24r^hM7S`PK}}vNw2XXmS03%}#|8Q0VMMcL9Hll$}L6AOCK}GvMe-7g>~+#MYdW z5?6xNR)}! z30FK=UWJv0vX46ail_d)`F}I`u?XpWa@5<>Q>S?OfqTX#= zWh;}RP`W&YnzgQ-VS149VmgFHoWxZB`JryBRJOEb#q@h^hT`VY4S7|S&kbcX*^3A5vQZN_f zqV}NaoLet-BWTQL3P{gb82R*{`ua5(FAX=dqiUzegB0?VEApzV0-t8mn9tynrZKnm zIWkYY3CEw>r>_+gX2uSNp4tM`eVE|(gG-r@XC12hKzfc>Mj`&rA7`a{C(2X&@*?c# zL&Kz_(c(jM^<26wNe;T8Ko(<$rFAh5g!Et-(=Cv7pgl?zO!>$DM5KtjK@{YCanqAc z`j%?W>E({)8lHIQ6pfNsKN$Esgzqn+#x&MR{Y-ff<= zGWC#VIVh+w3zb&$ts^9BdH_Ub2}m~|yl)u%u(zwl!#>!}>h#oAAXqqzR>G@UjmWC=8(Sru&pepR_73Yi&WXvuP*V%C}`nl z6_U`YsD41FgTiK#rgQYBu6w~mJL1C^oN#At38`?9m5s?6s^_R!? zgOAmC#2}|+yp)4NN6a8IIfUarrzD~*Ipr%}*bbRdXwO^;#r=CUMg2bLN;qV^xUyoB zUKP_!xqmBvY8QSjr|YAuW1$K}AfHFGu-ximH_CV*aJT|K;jWdpXa9-4b|pBkpYoy3nxqHCO>r4z!XiFa&Ln1#kSyx-|l>=p216!_H|BSOd8>FP9^q$6OH zzIl@Id{yY7=TcK?tBX&5zt{j)wQ85;Ri6irmkc5Uv4g}E2z#HO8Q9*`(ubF|8Uyv- z&sxAsOHpVx%Easb4jS)sIHW&Zx%_^E3ua$sAK!%u3-R;`Dh}OaN6W|9o>7fw;wluzwD$G{dHio-xckPUEVz~0FAkbCoP!7 zOWWqddUf@k|F^v2Tk^G5M_HEHqpNknAs*|4JOV>J4vhWJn2WtR0&DMvNFFU5X^LN5 z4(aO9TXSM)RDUIo)lS~-wemX!!38a(n0C+As)qV*apNh)G}0pe{I+67!L>fTFptYm z>|NXieYU=c!w-CvdV?|^Nck)|(hu&%F}IsK`&x0=b92{c9&UmNDRab$9Pixsiu!7C z*HfGbX{=);G^t7`e}gA{Mdu|4isQjCi*cy+7IpH|49fSo_0*mu>5SQ&v%jU%Di3%4 zTJ0J@^wl(NRT1x398Or(ipanGrPMAj4^VMH+V^1f>=#0obml&FD1I7JH3v~NI z=i4#L^|DnUffizx&S>@ zzGx76sOJ+pGL6S19Q5PN!{etflG+ZQ>8>3cyZ|E8R3D;6y<Dl;?qL$>Wh8&`Gj! zD)mW~(lP(OOV`WD9QtJK5lRR&5r7ly6iOg1KO=NXSJKL zJJ^kJX(OsnChx1ah63j;a{btlXJctxFCe|18n&*rr|FSYRdsQC))SsR7&yxjNKjZR zT0*%V`e@mtFI)xn&3opV`4f9*l?z+c=eYVn5QmQ{+DNsFJ1Oh&z!4{VbWoBk!U^lD zE6|T_#6DVC^)I>#uMMG+P#^Vuc5iiXq>Kk#&tj9FUe~_(tpZmoX=;H?ptNt z`k0;EDAh51aNYiN`)i25mqB$^isA`p8t3!*r2G6y-dslg@p>HE&&XC`1?&V@`e&n_ zVQ1}h$(^&SDP=kyHe%D!EGF4(uld6`^x%*NY!o9%+d^ zIaV@DD-~DubS{2+CRTO}G~4nKA+#R_aXM7C1YA#C_$R2^ATGL8Y6x~jc}L8SLa<#p z7;y>3b!&_u*Ha_Bq<8sC9=rS6spBJEvI#!*HU>se)Za%1EnBVV6y$nwrst8~3)Wnl z5@?=Tg9Eg5fgv~TG^k-Q0%pp~+BR%XLw(IScIyeyi z>fppw@c!sb1aJcH{I#EQJPL?vLa41w1HX{w^a<>kN=nvp~CWG`O<1)R1sCE5P@*%

4^iGis~G|4QufAs!2Z zJXq)EpZjp@UD>;KpRo_1ggFu24c0%S_BZv};%}`O=CDX3%%s$Wx6wMdh_meQt3`&% zH=(a~8k!@`nW4?4j0XaT%^^L~CG-tg`h0mghI8Bu6lUI<>j_agA5nY1dAh4T_0a;> zvxuv_1ucKJqTgnq7L%a<`KL?Z5=RiFMWTL{Yu|Wp%K3QYh;t5?M_B!&CfH>3t9d;b zgPG{6le%_xD^$}Op~A}CefL7hc&e}>y;?uc-w(V>C1mGaSEgWapqTDbx3nFO}b>DDMqq9RL#0q8$`*K z_*4i#)zwR@0Bn%&Kw`G5TT|Ik;D~1v_@rH5QrT0y;8-t40V?<0`0za;7ka98BXDoN z=J014-*bo$uIHTW*?j4P)KMt2(S{*T<)9es3sllF0*8K}e2-U!;zp-{FhKKgi{Inx z)q=fL%9^j8tFCT@>Z;!nO30rdC`mZbH%nZotHfx6=Kkd(%=$#t#(P~$KR_AB84*!J z`$eGq21P`XmPk|U>werdtr}1ErdGzXO16;knrKl*^@rJIDr|6sBPPCCq_snYor+#6 zkLodWDLc%iD!Ta=gm8i$p&o5_awugy5I1}|0bw~$H63Q``(?G5^=^hQX9g^(gu456 z$a?+T4GZY3XOLb}l3^X1Hs7WfxBgzYZ@_Ucs4nqA@()uy@0(H9&QjJmf1pzl}3U7i9 z@{I`Q*u5Sik-7rRN78_V`?S&b9Uu4Df5t!D&_{Vwf9@d>1&hBH(jBa2%aOjB zD*AW2lYZu9Ja`V>Ykl@$Er^hV&^X#VorN=@tSLrm#LHUmcOTiQ%X;zRq%(AMRr_Kn zYi>h(sr7HJgLjq0DW5?)X__B4=+x=@ibu{Wlf&^-3&3$S)^)U)x@a)nooN=j??bk> zG8#RVx92i`E4aL-sQAj|S_tZBp|Vz~MOaS-4)EDBiSx(N$2+}!Y_c-3eQdvBe~)=J z0z#P?sM|Tu^3hZ(XW|)O43QZO!e>Ip-SUiUc@vL+w2F%U_VddZL+@2NT4~;V=hl20 z-}B^ngsXC+>(BRG9OH;JtriLsmK0|ngNiF(w3WIzEPNqNua?7+BOLe5H=hSb2-~o; zR*9h_4>nG|j39(XqpWVDm$ooyEb#%ocS|}%Me@(OdnV1P}SaImQ z_grK}r4i))CwJsk*Lfb142S^VEtgH&dQo?ihI>;j9{OCTUAt6bK~}*Ky;mcrw1Zm% z)O#gIIP%qemKm8JXvIsErt2cl(+8pV>Hrdhl^6c?l*&4Q?>RgcVW=ZY87~xxZs5LG zTyl0~_*#%eK7-ct?pTj)rqT|cG%00F4&fTb`)O2E%^<1k@PP`)+z#x3d_M)@wAWML zy3qKZMSLA9^9`=uZbbBq0n+4TZpKZ|%Nz2Yu z>b=6P7c)|P(!G-spW{Z1>P{T!v}<+7b4MzH7ZbLl+C2S8xEAGnAn6Erq*WAhUK!5` zt|$-0%0uh9PA@y&@Syi}qPxqhExdO29ysv}}Sm3t$Way<|^d^YL5 zftqOju01c>@T60bXRzyJCddaO<(z)^HM41~XD~^34Mm^csA-l-Ef{*Avd>!Y1cm)H zbRmB7^W3MD^?2ln!=6Q&&0Ln;n(7lNb-=U2M=Lfq9eQh%5v8;Gq{=rc?18}HGDt64 z@$;)=cbzPe7F`q8{B?m39`mi-BJb1b;8~?84|FHn{>^$S=mGPYY|;|QL0>D%t&cfj zvyAuK@4DX_q6BeKchMYaKj+Upnp`g+exF6tDZK6bTL--L^ABrIz#hj@5V$WuHSJb~ zbjj>G5ch1-L%id*pDE+d?!zWT5--gN{PzRM!MY&++iYLJeaiQ^@f80}dip!(XGqoK zk6G0ivM;`up#L1pRS~)~$`P`yZ<0Wpr?DBOdZni?hIU|tq zy`cf12mv*wz$ZL-FZ0Ra=gIFh>>Xg=a4}Hs0Cj|8k>_!haZ8H3ZP!$uxkn z>(n$O>G|mrowF6TA1>pO^N;&$kFwh!g=rmtbjxRk%%Z+pAm4M*3^Lj0O8BC7`#@d+ z{#-M?F>rz+i$8+=Hp36j1;(}H~EG0jyl?i_<-mwCkJGEcx~hrn2}g7H7A^1pg0ekDp)m-< zW06y7%3qBM_*J5x#fRf8{kl<+e#q>6!G`nlX6NJ1{wLf2DheaE`rf1x4jwpEQAn8i z&iEQItN%H^;wF1NZo1QPSpLBmRfTKkMWj*r1`iynDkM!`%Di4QK02rpU+fGS(S1dK z1r#_LXbg6;`5${I=42}-rX4`jdb86=PwC~({uG>qI>{^7o}vqG`Yb^l8d6!H8zn_sR)oJ=wHAjLO>?BCc%#le z=vg}wxD1rC)lnS}SOlE#=Ens8WZyYN|P z!FtgQXr${n8m>6UUbvPr9!NPH9_i!i<`Y$2)-iF~UN)i7`ngUrWW5#ImT`W4T5`M) z2RY)o7ScWD=Bzedu0v)UHca+ys`Av8YWYdio+fIIydR_a|j)Bn6N7Pg(W;qP%M2qe{sQH{AQ;WX~25PWI8InT1?s{4$Gd_7$&~ z@3$a`DpC1!f`KS+q$?k|?H&=M0kt{zB8e`gm4E6}A1$76#PlC&<~aIJ#dk|#8xD+j z46}KE><3s>JwX#Kt~p_ADB}Uw^Vy_R4&O4dtH|9LZ&p36`=(`YH6H44OA0Wp_;H?XC0mOYz}D^)r_JTrrTkukJjk% zkJsByLjyUnXbvq*oA;jbJs$TIHYUtMB^mGiJuAuq0|}e{ZS~!JWg-+eRVUNhY5!?SI9QDsJ6 zr8qR6y|&Xdgayu3sGxcEN$=X4D3pM^UX1HmJi^debiM2BfO9CGaEugsUmCCy(U1Dy z+^hay@~UamDvfB&=aSam&6ypsv+H9gj&aK7Jk=Wa`In&Z0qyxVYV%dK=ZDVu561Z= zMCvJ8e;0xYVsy+PeG*<%(B{=XF%5^u-F{5VtUrLMmc7XK?}14Yoh3YSDBDTPNs2g8 ze{{Ys!{eS67-w8M7=re`2wd*+&;d7UDR4=eIF25F`m1x(uinBBv-7hyocEpn`}9?5 zvvw)F7ZivFK}FRxR1&I>nof7h2VEE-3@3UssEt*cY6pz~TB3KhGCb@H1<`~M5* z+8%#A+3!Aet1JJ|Bq-->M4_WMyW$Jwd?0lAq;IllKJ%=KR<6Y>TJ_M@7rc7tquqhh zePQ!xHOP2zx@VDY?r-zYxKVJXA{Udm(%sownLQO^y&t066n_k?(4~wA0*8gVJ!Gq@ zi#e(L9`xh&xZB55BR{VjfauFV5pmp7&JLl%9?zHJltWtKir-?tw`pJ~&Y_tK7R_t4 zlYxT%6FNE@H@uR@!t(5EWY$*oEOwzz!7@mD7E3^wsII`!|;vWX)LkWk8 zF8SPiJX#SlUObOOT=sa}&i;@^%lpgzm~W>&Us-Lw;qXnvU0KR^-c;u8SAlqt21KFF zGRiBUj0dtMpZHB_Z|kp}rowhS=rtyesqe^wg8m#j=$$%V>obk@3=ZkWzR=t0=+XVn zc-S*^cV*ixfmrWXXdY+NoRobu*0bbDU!4=?=*IVNkZKc}jn;8g18c%xGVx6}*Qit0 z<1dx?n+i&*PJx#?dTEkIlC2 z!Q;kt-QV)Eb3kOzL1Hb8qCqDp*8}D=h_8?9#jeVEc2ru=uxL}>!z!rdP>%qb){3-D z8tYkH(r4#__B^$kpxuQJzK+VY$=j(7W&7o54>i{0{xzD=VK7*PQNlPy^We2xrB3Wz2bKqVrKPq-` zpdcPiV35`e37Yb`%BJBgu9Q=>Mg5hK3sK)MOyyNQd>N9f#<=lf-X7`vkS$F3;qBA3 zYg?u2@!f?HlZ$?bXsF3ZH(|>;9m%LYZoSy`T;grc_p_FzJ;6_;j%d@?y0vl!lyk~a zcmKep6dfvVfQ-rHk*>$1k2G(6_pJ^?m~Q{9tGcjD2eMusZI5sBd>%zvkGo!sFxjM8 zwCG%8R@UEA-)seI&+)+hP(`bO);alizJ8_2I0B{|;R(QT7JW_zwLLhIQ?x2La-S2( zzD_~p@#IN~t7*(f*A@xOLwTEPA93!vZHTdGf2TK049Nq>S{@+9?`G%u68&8u@EJ(M zmTc0gd9_b1@klq$9`7{U_GR~Is5q{1|nGrrX9O4UxU$N@vZjcgOSnBvrePhboGo(o8Q}%lr28;R(om@pHu? zo^=ZEp04jqz|B81Mlko_X$8=H9~AjrOCHgYQ4F4dbmW_S+IILouIrYVb-S2z^DUI} zHzFQz*GFfGbOIjvk_%#lb#i3Ras&^y3}Ek-Y>50{qttDn&(;`;eycCFYlq$|F;qYx zlWfkB(OG!a@o-5O#veya`0jRMJ5-e$Ae6Q#dA3BSANRaC?75`ncZFvhv+lVE2Vl#z z=JFov>l=ncuD^z6L-fb?8bBFSY(0ZZc)X&kk@RcT+`ZiJ>s)*}Oj+ff&0o!Y=&{mAZJ&j0u}YBf)JzoV@!gBxCXb)&CpFok z?eTrM+b0O2y?=x{{1bQ4EhzCBqyfxm8BF z9{6M#a-=tzOBA1Z2_IT7wvL#^>vm~ykus8OD zD>jd|!*bn{02Vk_G#;TG%@rSpQohHnm!KTNlP%_#b-dH2H)ADvqI~V5h8v5ZZ*~iM zXANKUNi;Blz+rOHRGYbpsfph1w3Vr=gTC!ZTf03gd3EaYPditw*#5L)#qQlHDyzy? z9Q!lL^5KpBQyy4MW^R>Z$jLp>n#8na30W_vGDl1fHxjax<%VoA8>Q9P+Z)$Ebg*~x z@ny@8?Xak-*`<3g*G@{x&^epI+g%L$J_&VxHn)A1ry>V1A9a2R7gl@=!Rapc^{E)0 zvntuzGmZ(G--uT8=3n71fam^Lt{nFo=8$JeDGMx zc)<5;2I*bki=v6`8qH~K*k^mQl=C$$3W5n-wC~_){HHyg^(@lII-@mpYHf~v!ZT)v z=_`l+dWePfMe}Hvr-uARS&!!&YLt=mPN%s|YH|6#4m{^{9N4M-{TqZYHIc;9UkZL( zXg*pllk_gIcZY3Yb7&l17cPm5)9#F%0*ytvqbY?zxv(%A^BEil;l@u*g8cJ}vhHdu z=S;dZYwlSy@UY3a(@3Xi#alzld^~i-_?XKl4DOp>2&P%+wc~NGJ$<9i@{=H?V0stH z&3NmkQNkHwQt@Fko=ax$0rLgKh5AJU zjTJ?HI{3Dd?~QGC&*x8o(&nOHvBS4HL*soepG%m)&sm{$cSUy@#wxfy>N-_j*fR(U z{d~m4o_qQ}2wGMWGqFqt=`rMT?W3)arAY8$QLMg4=QjWEVNx}e^52ITH&U(#Qa+zF z%#^vEWp}3}HxmPDb~cJJZwJ5&dRx$pi|U>V4o%Wwu}NPh_i((Qw&F-TK45fD#Wk+M z9!ff6P=Td={MtV>)-ySzwMcX9`PD41emrHS*(|UR-UZ>zO9rxE*TWqWpbG2iw=)~`iF)E2w_)M?_LLHe83d(~>i*(W7*e^5E#Q~Yvp9sVVH zt`aV9oj_R+QcYR{gnIhq$y7L#Gfm*o43?wM)l)-V5<5a!?8`^ zU|=NL-PoBCFCmfv?{nlxUtg?=>VNmcyaoSo`)!_E4>Up*;zab=My5o%LcSLhf&$VY zU#d}i_S9=(RDm>#H%}byCTR^38J7y3Fm@jnIBwe?7dWva@J>2n>?WCDlz0bxTZHMr5 z@BDL?S!8_=^wesj8TS4o+xAdjERb)|!BN7rg3wg^Y-^6xpVk4d8ngagY|V^n7eMu8}6I60qrfW-J&uh)*+WJ`zb85BQ$TxML%CiS-FSGR(R+uo9(TQ1L4-*f-5a@BskyN2FzuH6taI9W=LJwru8AtE zOA`uusj$b5rv!vak7Ei46tmUJ3vkaHIIE}E9~ycIka+tIbqym;(pFH`1A&9^F<~ZC zv%mIU#lbF|h*d1&o$)^g>cEzuX89nMc8Pj3WWF5f6V1)VONCZ`&3I|`-7tq?umfs( zzIuw{zR6mGaRBQD9MUaY(W_vG@H{CN+;mM6Pc8%mnB!2-cKV{U1yt7?ODSoGM_U+T!qaokN{OTKK|GkZRu7J;$%_hBiBD$ZDSdlA5B0u?kjOO_O zsAp^GBd_{-qmmNkd%$`Q`H@EJgg?x?%JIP8Xs5KuR0xu=H&E+MHhu3y8uJ+((kr$i zrSjh3iII3|747E|BfJB~jsn^sSa^DRA!RWoEohf3?Y^W2 zX8fOs5Lql!CSfx1+DeRd*o3h{^HnQN3tcIFz}OUP3zwr%UHApb&!inWNXKLHSfmH* zgjSk0mR&dSxR*^|H}Bby36&>SR>-cXFkV@aHS|A&$iMUyZbaNT0mY3t-!n-M;EUQ% ze7|4L#WQBy&6lB*B0wJV9LkvfQ!2L8W=ztNBa?0CSAMJoA6DSnZuNN#DyshK_OA;3 z8AtgZ$e5_xPq?s^dm0dFKPD0XXie9qRu_7J6Goq}%d7T{`1m)C^I53rNp`*~r!#py z`(9law!E>!*!Scm@M`DFn@ACMv-@kBZa=!SOE~FxD|UW9(mq#p?4DO6LvY z(o{29k|kR_-;4Pu(%pw~w}U@eZL7iq=XSCBkfR@=d_NxLoGS+(htqtu2xAf+Yn0Jl z_(IQEYRwUJ3k@|pK_m9QtFacgxUc~y6($^V)hReT66*8Uot0NzKX)y7y-;jD z5`-XZ{XU!8&Qnt2lH1qDrp1&?dzqjNoE!y(G|&}+pYeXZ8JtIn?fhZYWydxdZ6 z3nM|9Jx?^)iBj$`WiU9evk4SQC;>nY{XdYW8 zhjj2{j2&n>dbb59qeI_jE!YWMB#z4#l{<`dv0|}F(>X@FUldy9NF|(o<1e{iae&ah z>l36*x<39Mm2d#-1#)tP3qw6&q-9|DLmZ}c&-GGFeFbLwe^JmMW@Z0DnU8<5;-F`c zo?`bn`(kZnSv79`r0RiwUgcV-ZP|YIGr}_l~!?F&IkzS+(TVY<*RZ(sdNv-4qCk<-0k0{)>Z85i_>Y!hI`)U z`ppBbE7>E}u{XyLAD|)!_-uKkFIISmo^ELH^2PBzzv#Hp=*bX9+k^sVY~2VtMPY`3 z^mtK{>aH(GjD@&d-J*)#yrBwES)OwSDILCw16@yDY9YOyEqvbEo2u7{XUs<9hZSd4 zpxWe}9nv}cet10;H{zuCevy){Zr>cPwf$O7;5K&7ZR02;EUyR zNkcTvPbGG{W2Eld?`!o@eQ*Yv&uKz+)jt&-l{9aafJ^$iy6EG}HjnSpfs@95BC9wY zN|(QSZeBXqJ1O(=j6?O@NS{|Pu{`9->a4-(`|!~0th^#{PGK#2X%D@5G@FWhAas!C z7~y2!+`UlY^ed@TEfdx`>INKyLgzXpTFXIqPklk>t+>!`@V>nd@-lk}K^$SNtZB{v1nm$%b~&52(Rj)*)ql2<+L z?hCH`h#6!qX|*@utFI1?MbmK}@X*BcyaVhJ(2zwT5(?CvJfWZB6Y!6gl2jnwdoa%p z|K?LE)hO>z@Xl#Etq30PG(pZEZZ=WUDaXwhJD+zr$r%MLu&E}kM9?d#?%CMk!Gx3l8d(C!8 zLEgX~>2=Anv#7AajThrf;zM0IbKgZP_4MQXWyFM;)B6X&z*&HTe!xe0I8_qj){FCv zKtLEBkNbQv&DXRYAF%jT_u!rkL;(s>r?zx-?gA=o0F1yUE|n(ZVYcxy4Yp|e~ee|I*c7HV#^kJyy;4F+E1{p7| z2$7UC*;c1!{(aBFNGUnqn!;eAB@e=u2Opp{r7KZ%3vN6%>8n;r;}UF4T{`ejHfq6@ zE%)Rh&ORLNn}h_19*0~n1~|lz?aHjTRD8a^7mu6HKl`++A3$*2 zPfQ75U9Yx+3c?sf9RC%PAc=cCawy`M^fkAdlhMB6ucTnYjpV&^pYb4ob{L(=KDBIH zHRO3Q{m11Ho&yZ}qAomIg+pWI_Lctk^M^p+>~thR-KH_9grY%!jKf472eKb+PVX0k zo{qVA!j#$kBda&s?{g32%Rvp=;iwp2JMTPgF-}^h%lm1Ab<@BV{HgLhUG$jW1?pUx_@RD@ zagaoR8u(~AJkobZYgnbB*-OPeU_O_)`TUmZJzFj|;_$xVneEE9F;KpDM{2fZ zBaDq`tmpAb&*Ye&U6{DGr5`H`-F6mkcUc??S^pgEbuK&c>;Qx?#W{yX8r|pQIjC)} zkW%bF*xktuwFM`q4G_B5<=&AT$p#_^oqZ*o?~R@XBpf#o;gPd6Z&U|w3sjQ7K^wu> z>PnYDzNZ*K(t~u%yyASuC*fzI5`RopZaRDfw3kis%Uhow`){DC)0v_R2etv7GkLX1rzTmch zZR~qa{X)q1!@cBH*J!qUqO1o(ht1#_soqjoo z#U;!}XWb^F#lPBCr^Rb} zoF+qblqVVu=}*X)9LvUY4%KBQeRbE|N8ZWMq5;PWyUo^Y>(QEu|HNqs~+UlR_Lan2z=himlCgEAff zm|Ov$@K>8Ou=eKC_3c=;m-XD6FyI~t^_o49_(q6DMlVfWi>B5Izg0Dtj~@2#Xu~mD zLc4qQ2qrwoH~|f$g=x%4rve}FK1V=Whd@}QAs75y%6^uTzf9e3PxYvHLZvQqXF6OA{EegWPRjXs#-~QoNMlUzmH<10On)39 z7iC{4Xj1}v{il%rv}@3{7|MFU_iO>_(9f}ax;E&C)L7Sb{RPvHH-IqhAM{`;#60q+ z@(%8Nancl!9xiI`S^n>u)j#oxy8GruBWylEN%Ivd4SU{9q&pPCVG-BjjfvOUeWemh znru9+^0cj~=eqiO(iooWw|I1}6f9^2dGJ*kdf&Y)T>+FguYr5);iV3rfc^CsIf^_cI zMrI5n#>R}IfC*4h5Ja-fn81W61~O)lASkKHW-x#tN=}lI3<6Dlk8Aa1&3pQ(bw8c{ z1=Y3c)~VXHYu8@HOS5wL+YgF+X@$=weQ(-&%h9`ezx83Rcd|e9;78j+$oS_MP;Yhq zjt-S`fRC2=;7y{Om~WXVBL}Nn)vWsQI;f#=95uFoOe->@Tn~gjkH;a*Ow)Fc%Q={JwcJgu$t<8cj8OICt8cm;xs2hElMv^E&9!)U>9XR9{SQ^fx#v`wH3#t z{kU@b2M+1nuD#wcb353guu$-*&nwzYSr0fLX)Y0F>F6*Wv;~PVL^)T=t;5GzFdEVjcQRd^ZBLzlSr0=wp z?E2AlExZnooqkUAdJmPc5VdXynmPwtzu8KqP275EbIu^G`lGepz4fJ|%mkuvw?_N< z)lj823E{|VXZ%iw2J%TO5%2?gi%+CR<2C-I112gqr=SMqU(_A0)*f<*iW}go<*JjW zlm_UxZmg;~D`UNy(EBzA#H5nZ2%`4-`WhPZ8GO=`uJ4!7LO#z${vaaD%RJz$4o zj3kR1uCFMi%*W%Nk}M)E-OsPyVcESyrq~%(tZL{v9c&MGq5euPNM#LVJ=I^4zIEbW z()_`w@G~Ado(@(8OA_Uw*LF9e^Zs_>*JF_NQaUe7o$zzz&bgw0IIkSH{-h%#W*2KV zWPKU}7Q!|PmOvR(S}Sl#M~=3f-v0UF5*(B|?VRm3HwsERgHe@y()_?M%6K5@@QB0s z%6#J!c0uj3l8wLYoa(>Exjej#1-(v7*e!Gd{J!L3(6v zkYmyNto%Hlb)qV#JgL$c4LN`Mc|?nKtUN+Bh`9AqWI;fhPVL@VetlCzKW_cWdEI&* zsx2Uu{WU6*Q!{T&qw)@JzO+bYlji9djOX3Tx{A+j_iuT+Noc`_XgUpOZp)hAQ3e?= z^*xJpcc{+onH2p|M&9s@=*Y53w$Kp89HBZ|dsl3M!d_Y`a7k-uyDx~==}z~@1E;TH z!=}DYu*$sUjpAne)e_2jAmej5EW#@sO*?;!sd?Xvo6ijT6f`X!1f^yoEVg^l7&?{_ z8;PZnrGuMY$qTpmS4Ppc==fhptW}}*suBrydA{3vhsOC#25BjaY8RXG`tCNo)VXkK z=kO{0;QZ=eGoeWH)1(Q|XDj6fa!BVK>$={gkE-8r>p!2&U+Xd&0%N&BLXmB2^i9fm zAn*kY9^oR{Z0&)JDDP$rN?v`lbVAgbbr3(T5Ggs|-4=A2#(H!FlknWx{kY<%@`meG z7+XaC+06RX;TM3rZiQ&>e75e6fW~?j`jP!=`8D6Z&ivMmkFPFRKXjks2t|(h&vS-r z{_Uf&p35XXwiP#-J+$$cStQ8za9P!12R&C#NJTp|@1g<4DFxyltq~BW#43*$Dp=dS z#2b{PhZ^3E{{V;L)6i!B>B>QLpaO$I7)G`>vpnbCB(o$u_mZB?Tz!zv8;9!q?ES7R znskr8S;B8^z|MxLEK8XQ%5DDCjt7gubbk_kwarbB!f4{2#U#x$k~7cDNqpCWjcw&s z!j1p6X@@orV~|Xs*!1oI#S4ggbk2})+>6cH-eiPC)#ip|`Kj)33>FE=9VvP=6P&)OqP!#aG|HelbHMv72I-660erW2)}=D4X%8nx zL?|#cLAAXxPmoSy%2K+ORdg(#aF1dg{-pS}<#*iuL8kVe`(l5CKs7F!LyTJa_#jR6 zFu0`49peJc{@98-nQvF9X*$LW6k^vg7m5ySd^wd$oVZFRMUEw0HdVs?6Ia}mAMD~2)!PF3{_|mUasAr6Hp=$^pvE9AN1c+hJpbQ`D@@9wa>9Qid0rMW)<;Ik8aSgoX%3nG+V=rt!UiPa086Df7}EzrO`DeG=_{nY$_C;$<9@vT#v_%6bodN9$oQ!GY)M!T!hy+Q%5e`6!!tbVRezVLS>1y zBV{}gHw-rEv1ikX?B@JkIHPy9e_~YPesIBDgs{NPbM}m;v7X5yE#L3Fu4qQmMwt_; zXZl(klqN$+=56%N`b}BOrn6o^nw;i(y?xEn3Y^OB6!^FKCq)G)?1K=s?(nt41GnOV z$YJqGU(|CqOsv_qxfU-I0=-TprI><Zsd;JilkuKr_b*))9#mqEJ5ktV zzh~#((MO>oXFQVR_+eH&peTYrR??T2Mf#&PJL>$kGrSsez5KV#DIJDSz$>0Es5AN2 zZ#Zxn4Yyu8>SwSC1DQF|S|@fyzr|CIo!aY=oJZjO+V()9Xn*}UD=OsxaW7zyCa0yx z@+-Ea$tWv$PP(}2M<~>qFwv@Qdg|f;D(T?9m!b(A(q+!L5l_D?If)N!<^R26s!~)4 zZZ7?SZp|#*96~2H$y6siJ`vA*UKSVMjkCM#dOt2-$Ax4*=c9}>Suk}#76Ny@G~;kd zi=k9cUekTEPe$g`>U(9rwI*bI1kyXq82%!KihA65Y1{}%--nV5epVm|s=zXiOHs(% z%fenLU9Ld8lABh&|BEsn_+-)HTEZZjAgZU7QX)Uv60+H#JQT;*%~!{G8nQ98VhSIc(BHHv+z44(!L_C zVB}huyij3DC-%|G*K2$V|6&AXoCRo9zIj7%81zy}*_Z;-Rf2n={mMCpRpHpoCv|q$ zvIGr~3cCo6tkOfzzN4%MQVu#3Pq@g@?%!M#!p9$4m&pEZd37~#WvL0Z?pB@T- z2W}oGAPmzW>+?P;Z~)h{_@wWKIG^gRKUdg>M^40a|0J^{aP1@q(L-h%r)tuf&mvtR zo8>X&ug!;HIHELUZKinRHU-<0(gq=8(>p;+TkPUTqR?{K*lI9;Qk_ z-|t1MdgcZ9K*2p}k;x`Kc`)GGDMifxjwMW&uv_PRG)F?^{jW%}PV??=Tgvlz!jx{E za7lNy)r{QRS(|Y!k>oT%{Ox5MK>#)e@mh}eM9WhN6Stn)E9Vkc)KZ4cJ9Mn`Lc(EW2%WY=ra{Nz;ne#3aey$D;yDRCs<1*w$LBzJM?HwaZb$02 z%gjd&q)fnkwChF~Omi)gl-xU+heIMx+-Ki)j3E4bJ7U7JFSOjHVh6CENBrWCc-r&F zF}*TeOo#LNp@|0eNH#Vo#C2(atAB{=jizb*~w@N z7ig}xVuXU3XTn9HXi%y0D9U{N)1_*B(o?q_&HYP{bZ6tCKlhYf`7Q^ryJ~+V6!Er| zCQ?rp5IlSa=~YSRkxQ!fdo^J-{_3&^XBWG*Lgm5%J0$yNtbC2K9{0Vp)?t!fQq?JO zoZn_ufPc6BZO5#?&WF&z=ZMx7+Whh=6gU*Ei!>EeCs{MIyUhhJGf%~f6Vng!pcg9| zNh7y)XMla<&o_H`2KkpY+~| zmixqvfSouUaQG!|qm#QH#BXsx;=FwxZc0$xND~f|^yOx8W9?frlW%y?&sesTXSx_n zI1Ho~=x+PZ01S(NvXojN=~Xwm>tBpjL##19@HzWJn~%KO31JG}kCAGZbAK_-Q_Ck# z5E;iB@6#r$ShwnOal));LU8RN8ufTj4(W@SVcX?Kdz#3I+g?Al!FSpb zDDH=#xUXsEyoHRH#yx{{nNXt9vv75PN+vcv;rLdSjW&hY-# zCkWi9ICOb*p24$yUB7PKK?m>{>5yY+r@!ji5XyWU5ur$FgvYfdIkTek>b~MB=b+oC z$q$9#uGMO^6JHpVKAtijPdQTKIiy9qBn}Nd_g-JYMZ4^;Xei`cf=cp#AbN}EpcT51 z^-@rQ_~i`)-=|H#X9nSc!&S|-JJN3leY7tB2t{Mn9ql0NDakR?)v@)RM{!2OKjD$n zD&PNXi7I&DEd_)A}wD;wgv?9TR4E zQAS37s$Ykm!y@o%%Oq4|4srO+o$@^pI(#l^Mj+pFLR$3kY`o4HHq7mEa2n+Np@?O% z@t@+qX{=|W0}5o3z@{I0ZW87XeEiTKG(G&xX9!QwLVIEl*4}$WW4(Y!T4U18E^AX` zbw7@V1nhqEYQb?R>6joIZ`AHXbV`AI0qMb&mdDFe{TcTaFcdbi$ggOk{a}cv;Ehn& zE4yz#rg1)tLwZ{7y#JGU&VpWSe6sqqX84WELm)h4Gor#KJFX0-tjAL(MZPEf)w=4> zta4rO^S-*BuHtHKMWbOWhFxMgy~%Ff*8Liq{aiW0?0Bdd0VSNV zs7`2~9-TlL4JgOu-B;piy+wK01WYe#vU~&Hq755j8_gtc0THN*0;+{i# zXM^8z;6;YdYClXHQz!b!^3V!ZC~$ULBU#u&ZZu@Q^owPa216t#&GJJ6Uf}}rGZ+QO zGrGWh6Ntz;{AZOT=^{s+^o=g#uJ+jVb?xC;g}M3K!}F)ELJ5a~u$SmC|0={%_%3SBha!h!DF_Is9OW+6`gi&LSgubtyR7W;riaQq_+@I2lBMJp-F-Z-lKyr>ba=ugh@PW1#4;`uV zd8CV+aq^3EpBJ@a&Uf-K*NyL81m&CqXscPzR%;^_IY7QgH#Z2E$F8;--%_foao;zb zOUkyr4GOn-p=lv!rhO!h`FwTKBoX(eReG^kig7r{>1;*dg;^`!?Z@^R}G?e;uANA3+L=Y zgiylILzCJu=eDX)&lT?afeMpw%Bk@HpsukDjtW;dKx*b2G+9NH9{;OqdtR#FI- zPx`o+bA00de6Lk_rO@Qn=wW843Uwxts53G3EK!DBPYpXsUnvqldY3yhs}<{MlV_-8 z4(rQ>dfGZfZYda)O(*QhW0B^6r;IJSt?&+4;BZ>GJu-dCGAP|EAlE-GknE)LB_8!s z*K1k>OaphRtxE$g5 zPF$G{4Qew{g=Ue}a-Z@%5H}3sLRTrmy$J`;SK~#((z5s|)>;t!`cv{Jak<|dDB)0X zLt55QJf}+7YAmzcsl=RpqJ9miD(Quw?`i1@bjtCFUO~7@Fcy6`sO`k*-%k5(w$xvA zgr2JHXhrYA_J*63?}5nSuu0RubJXoF9j(a4Yx`NkExRImmq2C0Dq-hi>;X)Ujz8TmCd;O}2De;xJB;>J@0e$skH z+DT^OaC;f*bk~+ezR@#4Bxe_rQ8=VHX9ZPwE`*Gy9xT$LMOxKO;dcG_v{T;H!9)MCKGfCTKwEB6 zy5oPPF`iGlKvoX)7~j+U1OH?dedj%$d>aB3>X7Fh=Bh8GF`hWFB|X+Hb-HQ~Hg`yF zGinVrya?4fOP&ZtrKy#4dZYpY>7Y+n2o}GnZNsg%^xY$W)d7l|EChYOIqvxn<$B<$ z;*tmMCrX-sF_md+J<=-QK3)JN%e>QwbYJVTlCmBz?L@iZ<-veWq*&JkR5iK2y6WwCmu0TI0aT{JQty8n{fMYG|p!TxP$>%_vv+(al9%#blUv> z_;|e)`e?P$#HT!Q0h4k*UY}9Bc}&6!V(zbglsv!n7H@0S>{UZ^*n1^`n7d;sg zri*vgW~;4G;54DOu%_w8fG#8O)gl0vu=VZ^@wr@OT)4&M`ONFnO-4awLJyiT|LX8T z0SbHR$cM=$EVkr4!FZ>*q6Uu}Myubg;SL}IYl}o6b`|HcA?pW3APCpSIr{TVK0j^8 zq5GIaJIYSZ1Xr=$(V~xS$)5u>Mm+4L#W9z3%8>*gsn*^5^Dyv#Ihdw&Nr@JRPmTAFQ#x}sI_DRX&RV2{0>CIlb*APVWid~rWzK3?TW(>>5_cBk@qO)JJm6MZ^xr~uyKmq#gQ`0Q$ZnrzSElGYG5TgabtS6G3+v|n`cFDHPS zm@AQlaMQ@_t(5EWu$O+cOwzn*Yw;ofG$pqxjP}iCJPETl2KiiJDDJ0Sblgo@55+y7 z^m?AFhvU1~8ZwIaqoy|qR7ZkC@^&PBqWg5!fLuRdK9^5=^w7lbzFpY;22c1e-wghy zzYOXNt5Ah}Okli##`#OsH8;+aB#WA3?;j}AAnek3WCXM+FF6s6} z$M{WT-D4R5yvDz1W_}0=fS*IFok?QuO3Hlv!<8aYT+$i}uAPkjv)>}{57*G-#wJhZ zWT-^WM)Z(xBY6H)(!{N&ctvc|qB+IJw_I=cV7#K?>s&U)om>DtSM3OjYBo+80U0kX z6$GTuZ0Kw+PCW2X=Bquwpx0Y%BUCDMB6Yxd%g41)#sfJA9hV{8TbZpFXO@P_P`Zp9 z1|J!!0zsHZ(VX0KRN26+7O-Giu5gmMMOOG7d$Y zvt=2?iW+wm-In?C-aWAnBD#$U~uSZDS1@A>(HDu@aw_dqC8uFvFB#shJ~BYp?Xtl&k5()l*Lv2wmK zblI?Y=$+k+qW=8tTXa`~*#Z_}09Hq0v+Z3`FJ2u7Ydy7&=ww4R&JKhh$Ez(EAh!U{ zXAp-0C6i)LSER<{**>1-e`I7Rh(*1)B^3SnAk3F~s{r%a4AKH=+Qyw9-JaqL5AxTh z>Tggm0hdjFM?hfDu$qDI76(KqAdv8qmCi%GMcEE`!j$jJ^*pNZ1RDFyuo8;y9-T8V zvI5>JCTV7iyGBC9kS(Yq=L<9j@M9qAxopw`X<-HT%k7KH@r;=eSIG}yfpAC~Vil!-^Il8y z(Xxo&ansi0JU!9kkLR5AMJJB+wEhD1v_Cu$nK5?4K;Q%3XY)yCdram_g}ZC%-ouixjiLl_Pi)RtoL0SE63n5P4cc+gw*%1bC(toF}w%6K4fI4sg6SarABQ?K`RU{jyuY4yT- z3lPdlK@tj!R>;Lt*5h#_{bbRN4YIq~&WnSVlo{eJZSq?`UUuM0s5Qw&GEow>Q*o5> zc)p>=%!F~AoSL}@XR6}c8p)+!cPq4TARNaT?V7AV`^R|7b|7r{JktANIT=3RtGBmf z@MUu1m&cEWdqURFL%f`qclFQESkL1M2$z>R$%~G-CCUs5)mb?R*V=QyDE!56wLS!CwG%_bK8XpWm53geGv% zH%mBOR%aB}Y9!0R2~8H=ervj+u-{^gmQ4ov9HOkpbG=mX8{Kdto9lDl?Ed&+stkj) z!MrfU@?WT{iblD9)s)N1RACR~deXI}*&+D=cY6tr|IM2{^0l82r~rHL5SsSfRRc9t zrJm`h%>Tv7;V{SZVTEz3|l3dIdo)|0m0`IN-g@_ssA85d4Z zyS>953i?4vg>;7gnPHUiz&p$2kRCadeAwZ&Z$T$ko;lS#^(-2)3Yt}Ep~~1a>dy*l zNe2I9DH0=TPL8o!($V|P-B{Smr!HQanVaJ`TeP@eL#TzilDH+y z20mKcd?^OSCe2OY`=2N&cWB24%vnAuyFC}lK~TtA1i$u0*!t0g4%$d1oG{IDKkTyJ zCbk=iugqeT=*LxmY==HwAj$TfEB6{6j4p}cm)`!<0 z8MwL#e70zpnef=5iDQ^J&a)RUkMCZ!ja;`7vVIuaWnR{?U=iheJnp5935zsxtnU78 z_UC7<_&KFyh3}SY7eg5{2pQl0*XGkS#$W7a2>GO{wub5bJhK2P>r(%A;&He=LUEcc-Rae$ArIFWxa{B ze75|+o~qTgmp{Efcm*=v0kHu8ovu6}pNbnVtrD1|hn!lu9bTbtWjexV+4ULT?U3;X zsKgoiTEh)`XQjrYO=hyCu_W|lnpbBgUg887c!qoLgx^^kG+@>rGDjDRdP;tPv=*av zXJ6v3%O7#`x9NHdL_tu#DMfmKz2$eysmdNm^$Zs24gPeGKb|Reb>h|+TV6dj*%n;G zzJmyuUqaT>t+sJ_qhrJ~yxv4cNXQtm5*v}`kf zLi)5siwr#Jcuw(TXzqY!4je>H@K)~MOc@V^4ht=75Pq-b=}Zj1E5WMc)#-&-^>0mu zVEgGPa(utKSJFiemvni|PxS6>4KKrQr3!6hzvq>&fNF*DXy9WsOlv^T5O6++L0Y7r z|J38Iiasu#;No_x%JA)b=(U}UcA0J43!G`3&k?W))26Lijo%U)R^ZP6c)7egEpaR~ zApd|6SkG}cR)9*eZ|CBfW-hq`~@S!Yt{5B`tSD`WCT#+(^xlQ+_)?LRpu9DTNB zGxSc<_@1p!TH{Km+VT>|q76?vtC{*=>vM-e8Q%tNJAByxVIqzB3?7GY=;SBgG)a>|{K4XDuKUxvCDtF?Q|j6C>x4KLDCM`K*a;dJ zMW;c)W{^(#;~Lw<`t~v;(kWB2z78G>m6=9p-J$1`@p>wB@Yhzl?m!#>ZyI$eaf?Le z6x6vRCgq|1;3E8f#JN8kYD2dX%w&^>VYNJVe3@a4^U<94_IM;rk%!(Z3F>W~m`aLN z+~boIDXPFHTq}-Gs;(2)&&fCafIn4Pi?0X!90T_v>yY((cITT> zVS~F~YCWGcttFsaX>-PtAJ~k1_3M~V%L_h3F<*yB>n-g=)F9)jk(D}OYKVctf-NP_ zPGK-$nceo6+iuB0LmypqoWj^F#1R6cq@HJT2pg}}#Lvm>!85)5qqYS%S-&A>ATacK zhPWZyUUAx~um|d69-s6wvwG5^RL7$-tyT8ETgA4KQ=kg-cSKOAdvh|C3LU_F25|zc zL0^+#VUUb`@bvQzLpne_=V6FYbf$30pETABknS|u&QQxYv?}Fg8`c>n*BwY|7_t+J z{9mpLMdQ!jqZ7m^HDzZ)Mg-d$e;x_J&^Izl*u4HsWtY>eh?c_g<-HRMMp0mpKb`@A@dP}9FRD& zlqO+vi62TeE>>I?zV{st!deyFdRxDHG}IPOL3i_FCG(Ean9pL7J_zrAy}P00#T~rP znYAu>XVFx!t5rY*5rw*~bXXdbL)v`T5=*ydmX7#WYyHq$`$uG}ZBMKWYS(~mV?M?ONIZ8?I#TOGD8qX`{>x`6O&m980+AKoXUa`j?y zqJ^;YS19stqI~~af3GU#e7v)g=6li`wK>_x7aDBH#6Mfj+@&2^mQd0;fd)VEi=!lz z?RdJUC~2gx&&hcwYTHfC#*J5+lor0Q6*B%g(%xl7?CYW81~;Bss3omJYHi!`_q~KN z97n5ioD~<)Faio2m!B-s4PEmo>w#~Uhc082t?P|uWmLagiwi@0ekec%@`p1* zQDgP@L6rHp^QCwKlQi`^{bG;ncE?Wat(CvZ^58v61j&r8?x?)KKkXG|J>YychqUOo zM6v&*QT=PY#JsgE&u*=y8kFz1qS*QB9sV1Q`8+1+Yf1*zVX1px)!^p;I!RD(xEq|h z=^!j>M&)%-L4o2~FbMN3!pe{Pgr~`@DY=dI@YYXZLj|B?fn0AM)^^?^?RPhLU`12lru9= zbqy4mK+a^4&iG-$yxNKp_E?R%zcJZi`V3HV#ta$1HQ;6u<$Az)xH*W+;` zEiSpF*%eJCsp}=U++H#%5Drtu2&v+#uT!iLPAK3C#2^JtZMYTaR_jVDB+Gp!Eh+y6rvizCMjV+ zQxEsOH0pVzQ7G+TkE09X+Og8otC8Q`aAGJwVb7B zKhMt5EsAnJZat-3K{|5e?C}hofzaV{NRLf& z?6|^BCuG(hF3nGp+;^y5=_`L0fx7&qv-=S_iCm8LBO&M{JG9GX}lCLFP zDTs~g#k^Cgc;J7I_X)R*f>=dAPuW}l;q5>d_v*w|mQwYztZX}Q>+5t^u85uqLYV8& z9)H*dyV;cac+!!kOb+QY10~jPwwK%B3a~C~l8Y<7<3Z8swMT>^X2BbCiouIpFU9Uz zEYdw~UfV^@w=y4Xv)lP?3BPZ861BYH&T`+V<$4Rd2kJ~QoOn9VQ zT8Ztxb2@r?c-&kc6{pgn05QKS5&XA>HTDt|HqwN{VG+KqVW5Aa;n1{CtyrCK)hPU| z!vyfQ#@{Gi{(akWIOKXNU6S4h4zRxSyIq+Kb=tpRg1Jv3G_M-rClrNPxztj|1L=}W zT;a;yG$LT%&5yY6WBYT@-d2Vx%qldc^~}1NL}NXg(h`oGbhF~OPhaDwnO)XCjQ^ph z1aXQ+BJ}d9-;ZV}?4=kQc@@tL-P&f$cHH&J3bCdec7a<~-w^D5JK@7>8s9S+q@OD5 zX7igi+sg5jV-+7)RWz!X<)zh~R~1-D)h<7ED;8f5)^ zbk4`u{F^%zIa1O(TR^zHH1_>*vGeR(+<31mS7&YEfK|dz(dkXPDHc@Z;BOT*BPT6Y z6y}iK_rv=eZv7`d>#I*NR2=7_3j?2{iUx2fAaIb!TnKx zAD;)kR#wM^q9XNLA!NKX=P-DLC1;v;|JL#7kqr6xpWw-**sy_vWf0wADS2G&P|*!gTkJO){r7Mm!DE zOs$6o59<)C< zd|rmWGq(p9Bd4Ljc|CJ-A7s2VaM+~jy9OcaoG*l0AHU<85aK!~z?F4I@yr{KSJ8Dp z^8I!~QU6nPyn=Vd9eux9ruEky=*}Mfz8PQtO<6r=tgzn7*%@)jj`Rr4z#icb+>=Ym{#NwOV zQ<~V}5!bo0E-=mdVDlZfzG3*%>9h4f9PJ>YM6t&0-AS4M+n_;%%nw>vnw-!-cv4?o zO*(iWT^zqVw%5ic4M)*jOx8VG^8~yBbsS-U9?m)*l=|e^k1X+6-2MG_+l?zY9ZlV5bIbLjU!XOg%pf#n zu1OD}F<-zUP0VrCRekI&kf{`0<`wV~7lU2x9vh*^%CXUgN;-J#NI^gzX>x_Ku3r7S zL>bNU85&upx}ZSXVYHK~9e?dBWjqi%ER^xdhE9pb^oPujm-u)4@AAJhCmw?)wccpS z$18u80Zrr}B#Lm>Y1)0%KQR(-3tcRuw>PM%fJ;78(b2^}CJ!FCDFZm4$0jYpD>n3g zzHfodMV#oP+3|5-q0vJ;qPF;nH~&o&Isy)#u=91wpWOUiu@&1GaLRqL?3Kes=&_xE zxFOLq=7ZwR6pfTLA#L2pZohYrWv|w)z!OMmZgIg~zfrgzC zXvi<-Ul>Wb9!U2bCh0jj|N6L?Z{NG|DznnNzw1l$bjbV}=whTwyyHvC_kj86U?l0r zywC1Y?TjeAwVj)pm1orgO-_^o(6Q0=5d(Vnfc1P9Y1tN?+ir&gB_-I3n9G+3nr{;H zp@jbgq4!TMvJPT*AJ0FXOiE@u|mW4;!xd#@l&A*4v`MkIq>TOcOaACUK#w z%%xUUCO>fN52npNY4`?WxBP{8QI9JtZ&KFdIfvp!kw$ck_2y6Tis{GS+MvT-wj)6V zSqUjJF0}FcgC^%NiL*!pgeOm!Ry@OV&Hp)VQW1h-%BSa4AR?$e1}%cyGs3+Fp`4au%M7e3n<-JAoxD^bk7FJcxjo#BrPc! zR=8dLP-Fw1asIfv@zTMmP+PkjDU5xo)or2z2hTXtDu;MaE-{bXQ&%igC)jQ)T9aiD z;vqd~D|MXf{2a*j6uE^o2CK8n^m=h4-WDduS}sXjk_h!CR%mE-`o*8Flyn8|dTMAz zdQ_V;r*#3VDnAnodhQ-aPeWzlQtg!geONjKRre>%CW6{@(y-?X2)8BymirE8Y{ezI z%07SM&KbS|qI5YRKH8nzOCzDck@}uZS~Wyx&i(#di)9|#_Ix9o{Yp^6`G5vL^YrH& zpo|A9Gy$J%w4%mW?iFdwMb)BIE3X)HAQ-osq>dn*5hF>jT;u1Ft12w{_l~U z%k%M zQsU1L*Jk_7#Ic;Y>+5pvnva7Pn)jon+WPk+!MTsLzT}ezV8fQ4_D7VWZEvgbc0Bx1-;B^YC|w>zq@uX(>p2aUJgIjcW+^(C!Q@2bYySbod=TEH=%Px*Tx>EJCGnCy{#dM zXzuCt+m7d(9-rO)OH)C`7G=~Dz8K{>Aa4acRj8jOED<&Cc$sQhEv~n|qU4*^@K6t^ zI2NMn@|~azRLhZ8320k`>^ocC-K?hCT!L2#jjNt~9K{F8A)$ss(d>&kW>DNqvn7)> zk1=2;TlKk(%=Ntf{Nf!JA>e6^Ow?7)cIX&5%7W)hX;(#j;-eMsSfr@jhoewwN>2Wd zE1?R_2Jz9RUbO6{l0E)VQOTZgS0bs(C`oab;b3}O2wY5Cp>(+$$%fc_S>FYhCe41rYocsobFh@sFbov3pULTgvrRz&LOdeq}V1Rpy(OVfZV6ws|=XGw6 zAP8*>+BF$JW7AYBZ~*6{T@%9j(tV$W<(a=ra2!XdXs0O{3L(ews3)A}FCIfKrMb^y0TZjGT~scjNeZpH@Oh$V0@+5x34BxQ_sZ zJ%=n@Op3_FE8}=*fFH*+i@2vExVzCJay>Y3HMVW6ao^bYM_EtqgXY(E*@bZ_?wKJ(N z7Pp-OFGx(Rix#uwA7lJH=jD-7r07~FPON_3VNtgk>ZJ2 z+?p=Rc);}nb<(J}_L`>!vEDLb)1rjS8WlZI+$&u{68Et|bebWE$VE8W8|(~Ko70V3 z?=t(=+m3abP=&J)H73In`Yh-g6F#4CWzXlCmJWNGDg%WyZxlz_Erww4Ehu!RzG&V- zV?JL%dQRx>#{OFNr4LU!d6lZx%Ub7x=A)!D=Uv=X8uQUYD&eM9&darT)4ECw19WM< zt?4KZ057t{ToQ`rtNrqW=EG$$Nk3Q;*P<8q4&qZV)FX`{~4M-E{sTGPq3*1@v!55CiC^YgDl)*nYHKTx?ZgwA>%>3!fZ zpIvVEKjR1CoxZNE)PJf0#r-sN@N)7q`x?r6yjGA7+Zd!L1`qD6k{jTIQNhn#li#!VGZGDUX_~;?vxL$iaOtZLYY) zVZcr!<@b|1F+gE;K-Gmdr%b51YC&D?++Us!yjHmJ(yo?GnirB@6ZFwqAS2nLnWv)E ztOkldSfeTJ;9-W5ROH~+Q&U>f5T@8}Rek#SYgO2>%gR$tUcqXh^zj39mseJNF!aM83gSZ85=4i+kC$6 zvxe_9DC&nG9nv>d{vDL@z&Fcfkk&?%RO-IY@sSx>y`QxB>*bM9SFVU8Tb4fVA7FC< z*0Thpb(XA)>azL+W%vn^W9~jZ^ak?%RCM}mQ(Rm+^vz0c{rwA# z^*rLM*y-lSjFwdNV`A&cA>W;I>VAdd{w7K}75lcfQP$)6l1e!O(rfUYV#Tyib(rg2 zf*)SJx;+;fb#8u)j^_QlCz=X-;G^YpiJ$bgFwASriNs&pvr*4{9mNx&xECWH;JU_! z6*T5E)R}~vTK;{dmj3Eg{Ih*9cA-XMuN-8)BC77|lBVy0LWipExrD8^{%vxZUcSt@ z(CMG|tuNf5>fR77`E$i0O*Xda z_{{ATW3g_~awu@@9fYC>jwOFV#!L0Zc*JiT$47iJxL1K2pUnUIs~t$f{BRQ8Zp#X6 zgjO}ATQW@I1?KMPQwRGx@PzYn)@lpYy+1EV28FmT4RG}jaosWYKPM7?L4+>7yJu6V zgb4%=n{-!b-EIFi=&bIiv6G%fPd5K`vbmx9fiS+skDM9o6Nz9`tA-d|4QoE9Q;`EO zx=3@@wUo!WCkY#{msb9v*!1?XM-T?M00B|Amv5mv1B`5 z{IMew`euishJ0d9tq_VEDHy^dO<6A~&o2$D>cMlp+U&{2X^9|xcP1KIbu@0Sp{xg< zDlT!oa=yd9<7rpA@UPZnM#~e8S`Y->kNCTmN)7j@u!qd&lBN}jg{*m10-1w2_Qjmk zo#jyISX>o~x=!Wm(pb-A5uFM>gBjgbtF4 zB0PBDx7QShTh!wP@}yH`V;lWI>59uJ>s-{c_op$RuTETmz}2p7bEAw>KeOTZg?tl` ze{7EuzH_w%;rV5$>FM6`OwRcCXX@z2)yO~sxN zusNxGh|08%BL`^Wp2sIWY0g>rv@xRgI-c=uHFm^r*f|PPAXtRVugmvMqBEaMT4K!D zySA&$Rz@#=lTu<$!eJ0X9)}=g^?$xrQ|9BJtrS9LleXS^--kt3#u=H|KC^v{e&g_? zpd6_(>dIIA7OoFjKhTvEF4R)I!^+9PYl<$GiVRK0HNlOe)^v1>E63#A%SJ(gJ zv;hiybqk@WaKj}P%6dFclwsRzy;EheSNqVmwtsthKCUZZYrO;fF|tuT+#&gl#;&VhMC{1utEPW z|AgCno{okvjs zIh=An9`@3)8=FPA$W$&0@38iJ)rwULOE->)+RzHF!W$zbvwgvdGnDUf>nS9YI6J2& zeV^D?CShiE{`;iO2#R}M)R#ZFW=MC$jmadZy;6~rOa#LO4P^2yI?Qi*w%}3Ux40{k&4Dt`A+%B6(fcbc zKZi%UG1Q7I-=)6;=cOgLPAgX3$$`rIm8irlyR@K=ih98Jd@ga{2Y>BvZ~lxwR`SOS zuZ6&Jp2yHryXm-Y3}rr0rEy4)Z22ssp!XjXa0K7Dy51V&k4KIa2_&w$E;&_F>eQ8k$G!KE`jJ&Uh*f8RTpv|Gnr^=q z0r-R;E9Ft8J&$8$h-vN`R#pA5a<{MH~!JypFfA^@C(E)dWa(D%R|F~-UP_^ z0;Yhl^Q$lQg7|BDU&z z_0$ay9If3WlT0k9LV@!f=_#nVBqmX=2Lgw~CoLi(_jS*$MSHvOVR=P;(o}gh=&4OW zy5BCp=MIK^FHQFh(znnIMwr^QcgU!`?X3HIUG^R@OLnH9;^7S^Wc zSwc-ne%cFBd52v)F@$nHU_X<`B+S4!4wxdRI}X39wED@#vN2~4K##2g%J=H~-biSy zXRt^=w$%$I+3(eHFv{iYLDi74{t!##B~qZ7Fm~}L%6dHTDFqtR8%ydo`IZ5m{dnL{ z95XTT@kPk^9S8yc@$l9cD(66f!z9hWZ_4P6G5q=suQAnBEhD{7O@R`=s~r;m?)hs# zfd==z6wYCi_Pv%ex8JO#3kRc)e#-Gt@q?1iFGz^v%dyo1i_L)V`FzsCOYRl9`(u?$ zvB;56TXx@}`#x0W97pmwf8Q$w^S!jpAwF}CJsmzVtv4?B>zt$Eeo|k9rD%We^^Bx_elb z8oem<$ELMW-pgiry!u)E?9f%T(pD7dDu&Mb4*|ae>8{rvDKn;=kDE`Ci%8$?6!$(^ zRp=q3!m%xLX-rmqzTJxWG04xy?ferZ8%ijA46N& zDvI;K8+6oGHiPh}Ssc^&qQN(?3JV;r?wIn1ezU5> zZTReD>S%xSpu^BxI}}Z8H&-w5q7pt3I(!!Cl*vD_)#jIcKfFrQ(+Oz2bl|7V?f;(i zPeq;WE4g2mQ{KljzO+n38w6yX-?Yanq4eqx-1#+IHh2^tfocUGwAAn3lk<==9&kRo z6-*dR3%D`24uR}bvk%Sq9E(F(Tx`GiaffciEgwIu5@(bs@AmK4;NwUZYD-! zu2wsM6qiS6!#1vZ=`b4SGufn_um0I+>46i?nDgbEecF^RH$cS#16^v495HA>iUSB8 z0h_ecUQ^pjnJRmgN#(a~X6 z4z}RN+b~omFZ(lUVB-x>I?_sw!zKLOD(m)dd=cA=MUG3R-(^h`-{H{AGZYQ`pIE(o zO7q^bI2^)=PEMWL@ve(0cz<>KS#+bPKX~&Y0^K@E`SpH3_1)smmr~Psq(i5=YLtOj zH@>Ipl8`p9WyEagxfP!mik2Iduqof;BoS$uOnP{tzUx`sx=%7lW-qJ3^wJOT3Sb?2 zYfrFNH9(%1hCKq)$iB74%`An^6EcIV_X>v)Md1*m$`8ogGR%gL3%q|o8ywXYc8%EmHfd%G}Qjjd%KUG zEBNc2@aVaC+y8Xs`;e~cYx9;1RNMfr=dnp2nKABR_g@m%;AclyeY@9casv8fd(q@4 zbkm_K8tXX%2I28T%7QGf>GyE`oYm)@wNCvz6H-h26%lzaX6!MctOv3slTVl-l5qYa($>zf+ zw?s^C`9AnRaliexQ1nm#1vHi8aR z;ISBl(>-7EuO>6T4RgMHZ%WxAlZgBetOSLOeWfQK0hMO)bO#!-QT=X)tNib;B3$vA%5f-(o0D>D^OqGL6|e18)m3i*?t z(OrFI64z5`s>)3}+42$ZOy&ozTNSMjqR9IZ68I)&UpeJ_;G^a7NMD*(U*laj|9%Sw z!>+#lD(b#}1e7r!qsMkKkL^hF(IPyAFqFoh9aVB|Upel41%>x8&Nj4&LQ9GG`wG-xN=Nc?`;z?-7T3LzmiP%69ytm4cXD(j02_sBPvS zp5YfH&(wZtKazYJikn~1o#_V_1$1%*EYkcC{@1w9SE=3jLwlqC;HRV3poGg$3U&UM zb^SC^k0{iHs~m}Ab;Xw|83mdMhMJ^GFchj2o**Xdf}W%S7!Z#fiU~`)C3ns%bx>B3 zDUb^fYKD&ThbqjSh@5lB{?iB=-!s^xdAvEoBkvoXF5{tdpna-u!z56SpcOG;XHHd^ z2z|9uCM=ghIA4yle%Jgu5T}y5+==|wbNVR62-HSB`T5~f7E?72^j5LCgeU#t8jWy| zBuVH0Uwm-6A2Z_nmcIZ%;mpsGo531inxPdBy|iSJDEErVU#51I;p?d(pBD&E7NBqf z8pHRfDbIGBHE=co|7xWWCUKoWW%nN~hYZ{Bmo|9B^y1!QU|ak1wMsDBlSzHHxb*|C z6=6KYd5MEY!+M$HsoAfV&Fsw^1fk!7h@aDK;M+=B4+K7wM|!QCuVDYMI_EY%@Z2oF zDn_q!3}pU7L;*kg;Hx5KK3?WXxlyE#J_PtAXm|cmhBsCl6@%vM9|Qs987OjW10t;{ zbP1jfMCp@LLA0JwCEJakPrvqLPvR@yWz_{OobYcC1%DzI@OL@E;()1ij#=?W`_V4k0zuLdh z`))iqdRUJb?6Y@-}{d4?k`LjhgSHB2)0%`ab1* z;HyQEL-@IJAJ5RJ?5oA|{S?#G#K2B)@1zygX(oY}2Jm~pd>-+Q{uIfg$lYNwjcrT( zhW6rJU~h;B>__hl2T`GeCw%I)B7F$6M89^N!tXeewmK}Pv_%gjc8x-4)VNtmujnF2 zKsxSq+Ut|u7GKAotAdXHt_FWD^juv*E1tn7C%04P=wzA4SRMsmEnP7s5{m>qZ7oVzF$CdtIdj^A?u|C z5xzR%D$RAXxWlAgMoXJ3@ZP1dp9kffO?S}2ZzVA%s1EwnF zatq5p8l)H;uav}VB)zOqhdx{%wC!d$@lFB-2Liq)emb}$$9m!FLo&ERqh{?hcRZlypkgETrNF_-ql6moST3XU3fgEw^g1{=}ua;Bw&O)6jGE z`jSxO%ez@XV?BdKdN*4+O~*gvMiVwPOuiWDS#NqBDiykr^)D@cc+pxm1`fIY}Qr;}mN7Ye{RpzdeS&*>;48TwBD_qv8h0IOsMP;g>eY z@O6KaUQa6~tUA-T>W`Cip{Nf)&B+w=&?8jf0M;{!j~`OpG=3cP{DfO?;dRToA7&vB z4n|teFQ5HOW4?ez`eL?ODoYgO(1`KUTtqUxIEwSO)5>r!k)`AT5C(5RueVUYCG3w>rl*79=$Zpb~!-lG{_N ze{_m^wD1p?lG`I*sqOk$@o<^Uy4$~3L#7|$L1H2$XnNIPY8y}Edp@5u9LSH!59<28 z8-KHm^l$39D}h7jYbHpSmwjpgQNw*N#iY1=!s9EkVTz4oQVnkXquXct&v`(;zkmR> zs9!?AQ@#g`7m%iu>Ika5(g%CtVec|CQolDB9H4lh_tt;B8y%;VPn_16Gim0Mj`!cH zFlB<$bK$q7jQ|>P*R@q7Vx7aSc@e;`{wzga!aT?zk+sb zpSbTBxXOrAq$nvG(y9a|J(2ZqFXLe!?6KMJ^+vEgJYggh9Y2%-iXuyiE^N|+Lvh~3 zZgU?AzABj{&K|l%4nh`IqT$u^d9wyQk5>xRb~9;B0(Wzh!1uSk@NYK2xS+PLbsSXR z@AMana#NL?sizirtoX#K;I4(@4Oc5sKr5( z!?{SpNa@$nF*MdAVk2QdFo2bAVjU+VO5oZ!a$fjJ=(8P-=*VYO=Yw(<(#TLmdhhOH*}9Xk$Y?BBK+#QR%(55Su#lI z4L~Dv=aYNB(u59|%_j^=$r)|0v99aHDuvbGGe4L({Q*@9a}gbRf6_lYDeLjKmXc~D zYg60@4Q=4GyV_x%v41hWw|% zbxzm4A;+&qYTAe9+dP1bmp-*j(kOD6MuNY|9GTN@x1JU#T@pa8$r^+q&lz3p1{qIb z$fQS}?&5%){f}f0{aoJTxHifO%9f|igrc1vBh_h)M`C+q2mRx8+I$x8=)#0Ck&I|NV9o87VktSK9GoFMWs+@=7qit~geWH3n3QM)1(O%i5oqpSyBDh8MIuHiTjp30G^YP`nL z6v_2?C=P~JPrjg*{JYELZYuBr^U=N=VJ5ZQMO~F0ukg{2)4{>f?aaXtm~$C9|Cbnr zk2KaZc%(&WYP;Gu`&Y&o>=WBOevm)lS=7a&99CVOf6Rx0xfuJN65DZ9`L6W=XgcuM+1lI(Lh!{u` z)(DanNfHGlN|2oSU*DQ%-u>O#uIJO8s`=j4)wiG1r@K$jr13o>(FhL(4z<^8>7FYm z1a95exsE>piu)%Bp<2ILY-RAp(os^R}17Ev~ES1h|+uT$nB`B9KuX+kLiDWU;%SH{NuhrGo#KtJ{y-K4yU(S~QW*W|7`^^XYS2{h9d{ zPnsKM#&l1-3!V?QMvML5)1JzD4?yH|NjI%BhTHhI%5OioujLi_^iO~qo`;a2MT2!g z8cpa67#zYfjSPn(XW^Q9jLKBF@O+|prV^C%Z=%p2s&2`mv0lg`jTRzjUa1V{HsK;b zmlug%4xSI8WFNF}HS~ltSfEIYLl)^ln<1#P7p<1R`}L6> z^=k33mo9Ixg``nttEQ2g?N|JBUMV4o(rZT2RB|y1+q!& zG&aUx^n9_p3d@%sHym{~hF<{{GRsei#NwJep^)pPEkiD8s9>=uNzrkq3r1w#zWFVo z)azHs^;Zyu?5^^ugK|CIXqKiNF5%j0Xx_v~E89*y<6JPdI>^5U-V3osBML80iaIId zfsDiBGYEH1s+Q;RR(HuwSfp8gj9BId&LCHz#q5`7pEOb+6Ayc8F`IN@tMtOTY;9#b zj_2BNh30=uiz?(xKB4(AwL7 z>pec3lep6JytnTNh)y%zD-v(MxOq9W6)zpe6p&WHugdm3bE#up$xB=d*P)K^9&U0ea z#rgJ4xa%X@SC>T?gP&RjL@LZp50(wM0OoU;q}#QM71y6c&ThfY->r6c#j5wvxAqHy z_YVpu?Vy~GKU(Tr%OVW#ON=fz+c($a`ToIQ3x|Y6f*;$T(2nP(MuU3FdcgO5HlOqW zcvQ9ZiI8paHpSX@Nqd))a_fK1$a!Pnm8raNEocN^{KJw$&R zlZgV&T2btliez6LFK#%q~(z5t%*exdrq)8vGkhGrjDW8Ck*0pkL7SGMKXXsqW5d4#L0 z5<3&oeqT8Wnwst3b95I#zJG*(4r_|i4hW=4yASA`A=&Oj#*SSTlQ#EZbV$O!8?J*L ze*=Wf_0dNBS#|5JG@j?PNJo9*c1c!mTrZyOeIrb>bC*MtQ4djBTX}f8Y^xbam^?n| zxvmVsKT6H&C7qat{Q7G*bf%U<33GRVNIcTPsg}m~JQiu3U@_X~kmGJS7E{?h*CG8G zNk&xD;pG{2@wezLH={Nu@MDw zpo~MjW7X&w8{b=fArKqSvGrfHX;R6LHS_lW2RueRMxB<`PYqfW&=4(_FF2$yizq{Jx3@(=6p_@^r1!bXQ8W3Vc`i;f;^ zJYQl=84pAbn@gGmOw=u4=vG(Y;68%y@GahcG*p{7Uq>43ZUz1WW1$(fn2dqzKnT2`|j zpqAB<$fK0;Ka7ZWo z+@hx439)k5T6$KN?0(%l9m<%8QRm@CYXGQPM0FlWpCDZy!_nV{bR_6O% zS6j^-3Y;H@*7us5{0coQjLGCbX7;CE?5bUbn(xM#L;8)0x8!6 zkCw?Ktxwmn@Iy}et{$vwGNg7{d)|-~s5JQnrJT%{*XWj&IBe29nv#3nqI^jY_O+F~YNe>s|7j zeg164P?|@#*NFJsCMa@p(0b>YHAiL3setut29I#BGt#hYyHFhI|Xq=DQK7^gG#R$6b@oES5wK{pLc6D*?&rrg5LZU@+oPDb)>+!g!>MGI% zvX-0q=Bp_`R;vDeEF{5RIWuVu4>TT$SlCTTv8OSfOZs4TWROjivyR+0zj}|GMvFE? zVLr7HiEUH8+Np#Ic%JxKF1_pViSAiFc+~H34YkaR8xIjtj}etKfmJ6{^aLI)k3o7C zu(7zvsZ=C)mMdUYbL>Ym=u^8MjUOABTQ8&n2e2OXnF&wRdFI}_ac_1r7WPAq7QL`= z1kwF##2+8mcgm$A2e6*SWDvGKQtQ4;R8tp@(z@5S6kEE0O{=qLB5ml=iFBJvEI#S4 zRc_SbmkMcek)JZU{9ft_0Pl0rU=dk>uVuS5uZa5vgJ}vLDzT#~ z?4aJm+aG*RY_KvFJ2;OfC6GzeIqSVDdv1k&!M6+R)J&2#6@d8O7WJ%r*M9V(j0apV zAU+>b)$_Mkuk%Yh@Gm>P7(O!;WJFrgik|m1r_D6x3)!UmKDq2XJMY^yILK@$KCo!z zLvV)I7gblTlU&ErBuysq?aoG({;e*|It*nhth{!iU7H03{x%dlzqKjq(pWD*7naCA zTR~Cs)#i*k?Adyp7-ZSHaTi1?)S$N2@~sWwG@&El@(Ax*Wfa6&X5W*$pqgzsrg;o} z@1Yv8_q}PSWLO8!I@F3G;qR4C%)UQoKYfosTmPAp4E8<)v(8Plq&LaJP^P7T8!x56 zNwcsL?Hub{dUCbZQrGjnIp?6L|Bg;oByN7$LlgB}0qN=Qj;RYiyxP`_0iBceAq|?D z!I1S2P-S@e*txMZQO{B`=V zZ%B%K19~dIf}J;OG-cu5U$C7rANM^qWkGt&P_eXgnoesK4i)P99cPT|0|}|UsQELr zUVj-CIe_!gg&e}4TSlqQxbvS|F+xh6W4_~`A`>Wd?*AzgZ(;o@BNlMqQ(s%sG;)<| zfccgGmmL31NU3Xn+;iS(4rKfmwB~j_rJ3$p1@WzoTz;)#@S6ZUVLlkS(k-bEoNrl! zrb!3Byf~UBaM&EuW$+UnMq{G=PO`q2xYuPhO!vd3(t6HZ%XM83 zZl?xYAoZ3`t4Qe4O8d<`HsQDzTya?6XW54Po_)5rVfY?suIm6oIqlabcu~d!anIwB z-VD|nrnK_omlo_po8Wh7qw1f(LCq6yG@q0BlfFA;Js$Sb`5YE$eZyS)c}kAnt$1-V zX4-Dcx}#9OtV1cM^vfnax|G8sU0V6L=2^Tu9*Bp1<0IAn*)7wd8EQTf2pra5GnK}C zHt|7N>+R2~UcQo}z)LmyXF3~$2vdkKTK=Ezze1rS#b`Xz0CWAyJ2sI4wfLv@p-F|N z<8vrCwXOe zNw-M#`7o&KITBF{H-g<{XLoVyr938&^l>F0`>1zq7v;9aik~UeyX^lNnpEJTtmFIn zIiZCd?@X_JR}lt9G>!lvK|i|>9QD;^tx3^Z0v>*Nv9mr+4O$lw?U_EpHHwI zGNI|&gr=IG{-t9fL8EEI*!vSHH3Go(NNbF+fP9sW?^4lQY`6KQ#em?7jcO3k$wG0% znWWN96ZS$jX+hZB<=?ZH|DKG8{UNtT6(>vZV>=mYQiaB=~`H6!n7`N?D9;0N&tz~2^T<_(DUv>|S9pE0R{Z+gn@dn}^%!A=&CSerl=XPd zp>_>PUo%vEq&V?YbPpCc>ccgn!&Izs?sBuxrglKF27#b#2Qjy2p$a{ zYc3Lh7%@Y(?1o3Zv~9)a5{~*v*P2Sm2!0>TBY1;AJg;y)zU3PpH-Y|cryAl$Lyd}5@o9JK*FjN#7qMvP*Y1)HVggamXOTX!u4T@v zx6Z*A`sdy(ug$j}2z_WL+!Bc^n#Rqbd9yqLk1!3zs86(g@j~tppx?r8lcF|3zE?y8 z;Pa~+Y-wNuOF(*#)aPk#j%~$x{6m}V|KOaP+f1lkIQ$4YvR=ONKIMGi)e=9+CHX%4 z{^O2+@K>8w@qr(#0?|-MP&wQBV8B4gcqvNY2niR27Gryvy+_LMg0P~Xvp87)zlv(NfayLIg}uRd~TDc=Lu^97{O z0O~z+EzLKn^`EX}YPF<%=;HE}orybbDym#wCc4`5p~0xlXfb>1gECoB3z#qDlit$v zQJlJcUuhS%ucTg>zc;i`0)4L9(2p+k8&{>gKH}7Ye@j%owS)}C%^z1~lde!rApkNje zIj7({6gTy#RoHBLNv2zb$BmSH6$lBF_CxnL`0rkZYbmJ5evdhHa1?}(6_J{)^`NX)QQPQ&{Nzd6|MclyNi=%3(bpW(v(G zNKp=(^ekY8rSV}yAV8#FYW`d%l zNWA#tXc?=3CryfjCB5*Y_36e|_tVXCY*bv1cI$B{^h1sz3Gj?s+1Xm$cqvjKesv)7 zZ;`oeOadM{Tki#~Jd*^DMJ+lf5@%E{Fr}WxZRtrw&P>4Cu1zX>sN1qzPBX^EOcJ3?W3&6Lx%zjq%ZvV z7$!D743kq+I5IKelxiK+d(c7EiTF%JFU=UNkWU(AuJ?Ib%DbHYzmfCX2RD5)o;&3E zIf&269sI!$@;t@okQR;7i~shx-9&EhL9bP_ZqRNh<8+`w%-OY(N2oW8hYhvdNqXr) za4U&n`ThjX11^n-I~=`h2~^eQ+Ka>r<1X+a>!qy+o{;cNk-#*TZBh9Mx4wL|VcxSg z@Zdu|%Jy2v7XJYS4wdamTmM*)@L`^<+|}1s(G-`zFF=8F4575aF-Jlm<0&qRbY&If zqOxU&3x07|!7*)G*3XU*K-Navkrkr{J%{3kx=loSGd1^Ss)PN@qj=m5pA)%fiYf@v zBxrCwDz%sPRt4$7bv@5*RnvODVl<$_sNTmnx71e-86Nd{c+}D1PM?Q6wf<}6p#X{O zJ;)g(qrU-w$wG2hWEq8_PN~j}MRH>~N59*24+mx5YEWS~`hm_9D(nI4QKyzL6E$=^ zH-Brj-2KRu*GsJwIw3xUi_WG77p9)1;vTS`#U_2E#kxXJZqnC+*H-Lb^V9qL!DDnf z=)n3o)j{f%^YM?B^x5)BH~AA;*G=;;wqtGbgp@0P{j>KtgmK0r<7ZTq)lt5Oj3<4f zr6Xj1cTkUfMLCK{C6ge*^o*qhB4@C|dEF$}A^{%Jrj$xMJN$2j--Rf{`cijI*&AX)1rzF*(#w^U=+d(8D7$=dJZKU1lE-;#2L#pQdK zlxGe6SI!JWS?7A(lfP)Z&n2!>SGBSv?R#w#UKk#*n>6oi0azI3Az{+UE%7ph3HgwghIR#ReEONYF4xCH zFzqNB&UwzrtfnFd4}7Wd0@Ct^J4bE%W4kT>Y(4DK7FH$~fmvrKsteBqL@cIU4+IVx zNh92S*cpH5()mC+lzF~5;;RwZGHgLP^QZM2I5gHHSx>@aumZDhorWoLS9eX?x7#Un zLKJu>vOdbx#*vB~!1pXJ=>eCj?b-$%&0p}G;~Y2txKca_lC{t}KVzu@q!#hNIpp|3sOOzgud6nn(C^%P`>jO67H7ydO|$ezs7^Amnb)2wse zI~X#bg+8~3SA3LRSOUyPG%Vpk-pE$#hJ88P@i7sOiqDj8>je-iVvG9CSC%GeLSTpL zH>vcll|XHDYrX zCwrY=M7HjMpiU=JwavIzu0iu|xk3ivp~jBx=AI26a`HJwF-2kXf)t>!Km(-1Q8_ib zfyR6`i$NGJ=*8_#%RJzPryZVf`mny6pbj|GOC&xr&Yw>9ip?Wk->#33Q%NrWgeU!Q z<#!Rwmq9Z+jp*6Nnde1Q&Ig_?oAj}np}zLr^+V)V`m+s-LrMZc372qmO7i>Dh00XY z!55aOq(c~~X?|t0_Y9AIJ;J}>u^7Ubv(cDHXyW->l<`2^b9kgdrlQ36 zU~kD6{MmM<7n;^KKs>kzN!7)@54l5Gk7rD2^GZNmGb-klmF~DiD(0^XQCh3j463=OOdZ#f)i4g8y4mtoCuPE6=*o^!(lDD!koh;z2n)@ z=W@2apc2Gh30DyFP+uGq6R3Ar9N%vl6I zTlU{bEbaOBV>Bs~M|`b+)J5{zgy|&ia3v~ z=VDV={p~JZmls^x6}Q4^8036KbP98PLHtN6ba3mb-5KIpCn`B@0bg!o?49vn$}cq_ zkhu-Duk`y)g8GuO-W%bn+{h>7FoAlLb zEla!5$XWQg7WK^dmbtBGAfU4zt$ErrVM~oi(M1AdVn}X;2+$Hl3cNv0(p)UGdv3GX(P`-!E zXOo`7_w-n-tj~}m@r(GD=Hn_L6931Rs;c&;FdFBhEmgu3Qd$iLI+r86@P_||%vY7V z)4}p&4r&~FS+~h#L;&Zrc%*0R*1OD_W5H5oj64AKe@5KQy-yQ5EH;BM%*4~NXxK?~Yv2QFGjV?NTe zAWZ6XaLm5cFPnz18%E9>XO$j12{L~jLdh-bj?pSwa7atTMjm#5osfMFr$rvUQ2PGH z4C17$(OBu{OLelgGyc7mHqE)Dsmw@wN4IItbvQ^~$@k9Ns||f`gZGKVgGMcS2z7s? zY#{OWNlb0hQA*Fo%-GazUOcV(}7ir0Xrg;zG0=g z$GBpv`#KAt&uuyy!Y_Wcb~j|al+qE9E^RaXlA0~Wa^g!n{;b&RSPLQi$9s_Om0(v6 zWV{sNvq(c^y}(QQoBQOB50q?m8M8SaGXBs3k=VyTvJx_08udKV3OX6Pjcu3se!+l( zg6fO>qJk6%DEx$)hGV{n*HKRvfH^`YX-=UdCOh6fEhiBB)bEn}{}Fn&VW>D< zqBW_62Ig=Xq|eQqQZ8&Vo1TDwYEQpd;C-+Hr0|`PD8x4X|Gyj$1U?@L6Og51EsDR~ zQr(Wv1}coGWSA(-hZdIxqH8m`UyJ8ap@V;Fr7Sp?G(xs0;DU(w6t6!P)CPCX{47R1bl8+ zjvMNMl78{2w_oQAe?s{s>g0y~o#Nu1}Bj}s7^Y;615+mrpdmwxbLMY zN5CXJ995#4;Slh(8@GPKE^{NlZqRyF#DTZJn+z(LQye(y8%2`H`)X=7uW;+l?xx&w zm`m2Hxa*}{4vVyAngwS`u6ttx9yd8A z(H}!uYT#8mQ}m_ne{okrr5wQdYz}FWOrQS!S+DAvaUL+JtRP;~jtjLs6VaeWb6ue; z6+8G?o%Gd`Uc2(yV&68#L{61=gV)-X!dR#(pNk?V#5z*e`GF#bI1AXf=F_Zig?QwA z-V*=UhB%15Uy9;p-QFs1%JE>_kk;ae?A_MZ{!ECs%Kf@pdlTF}mHwMhc#kGwPfb&_ zp|f5q}TM!gTc} z9Ab7I9nsLb2>RBxqk&Ar&k7zianEFvKJk-y-Td=+hkiWnH!Mu|d#(nae_e;n7x=Zv zM05b>GnvF^M8v0*dwW}P2HCT7w|QJYnDE!2Wxe>!IoUMcM^cT1>HCs!yN$6=dQMDlu`RMvC;kw*suimWao^(8E z?pZM@?V!nz!vz1WbvPT5$mfdrm#NUlt1F5`Cd^|F)p6>KZz;voj`pbf}21l8zQTdZvz23$`h#o^a-1RPk5{m|n9pUA7LXEj z&cC`#LGJv6^M!*hhUp*;>llcbOmR^ajrjsLgYc_W?A~!_xjdy4x?DKg$_P}D@+WNrcl#EV=GrS8EoiJ~3P_(?lFVwX zGpW9fm*x*XZ!DJ>L*-!>ihQ-T+g8z7&t;R=!Ovii0))mktwb8<^Vy`&?`Di%0-s zWnU~DD@aKl)Ga6bxgDCMKlZY_+%?REvxN&)W57v;EL2|&>Mc4<<9jYwNZ5QqZuYZ( zwDGw>h55Vu%K}3nUSt8H1Ly9Ua*VPb_q~h`BrG;*y>iU>@Q=NCZM!Izw=At38dSK0 z9<6{^`^`*uT?+i@`H>ikoAL+^#`^bGNiShw3^7N)IFWwAIil~TeuK_E(huhUqC6PaW4_V(M4hS0qp ziW~hoZYSvChD+G-k@uR*ZEm#T#>W(IVkqZ;QJ;c5|76O5jga+H&m&5KY_gXeRBEdG z5QkT_IvSx5BUXZJ)NQn=rz~!g)h0MfkXp~<5H3v=`zj}1e~v3EC=|ce7{Bxa6gaFi zBJtGM`F}vJmx@^k_=JT-BKzE4CdEC(U4K;+Z5gC93_{0Y2w!GY{7nb$nF1E!$mzHr z?(x1+?#$J7!J&1UuAs!HDcWvczGkazQxCuiEDq^&o>luJB%AGUoZ#WK>A6S4Oel2b zqO0ZXs{7xd(4iojfNG-tB-dd65eI9XDAyFghJQQnO_yF(boojvX$=C6NpoZ;s zbV;>iov56~dOn9w_}L~7b$d7|vJsoKP`GUs%6A)Z8W_OuK~s&<>Iv(qxCbH!wVMfd zu7cY1tiC>%JEi)1l~evbOK^YSHZs4f-h4QX^VwX|^RS7|_Ck06cQ{sXKQm|f76*t* z+ZQAf^F0-1E4G011su}5dOo!en-1$%Y!pnBfG~h1U=f*zIiZOcVEf7U`Rkr~H#bGFr>9SL@NK7EwQ; zADl1}AUZ^In1VHBKJI%d9l|3GG8HSA9KNE6AF@p-TVmd>mIw;g86X}|y>saeC~~Ac zAfI%;XEbICZw0kst$y{6%+dPUwGf3Ijc$yE@4V>*883A`V(-b~d!N+S2Rl@H@W6Q( zc~af=3G`+k+la)M)qS5q#!E|bwA)P9c)j*#Z>ElQXHwXQ>GoXefWgkw5d{oKyo^%QtDBX`1voCIc z`GB$>&zDko&*KxO6g&%TOy(3{`Cs23x#c=;O?n8JE|U-wb(?X8PGVBPBn=bv45|+` zsW;*vr(bPjo`gRhYCMcUL+sy{Zjv2k1Ogvv{}ARB)*B~n-8mlz3JJr-ou?-4hMsLA znqmL@aKdINa;O=0(gTf&H}-NPD&=;T_I-YG!h9tZ_Q|NSGXDHv3{B1vvPqA(Sif&s zX`|lz_Rm#q;j27uu1XtuV&p_~kNkz#C-z+h#URWOK5k12q&t{{@G;@iN~^+n;UrbL zUh~F6jf#$CAQQL>F(MzDrtYIc2MBx?oAgmkiS3g6^S!DusGx8*)@gd09~Ahz&|KPG zk?1T<>-@x{^Qu>fA8xJLwwY-)l+9tu>+XTB)zVu7}|OFv*iz=qW@W)xwYfex6{@T zC1QqJ&D#yG^g_l{_nS$}py*9@_*k~)JB~8JS6o_Ikp5$apCO&Sw!G zQt)|~x^JcMEBx?qb}WS^0xzTX!@N_==1|VZ z-z;_dK|r{;vY3!;>iPmdo}e(|bnpJl*$`A1j+$=#1NE}?X1rl2tqe(jsyrv!ZZ@*T zHUrmMx(kmvFz7dG`{Df@`NmX=O;-^-4uSy_=M3ahwoW>?{5Rss!Fd zVZT8C)mJKRps;6=CZjz2;wvk!HC196(`CfI;ohJiFB=tB>urZ@qOd(+JvzEhn9fn^ zx;8Jbu?*K>H#z)D=ZOKzL_pK+De``A;Cs5lP{?Kwwm(w8_^jm$WK2|`~ zqs?Zr-zv$|J@2dYdARyd%mb!DcPcnOy&R$Y6T{~gQohHnr$#YJ6KNTXmBO5qo3M^s zLT7i|iip!tMXrci4>PZYBvHl#fx~B##t9vce>X5zXX9aiO(XvOc2mguvk2Yih3Nc3 z1r81qD0ENw$x5Ddy~}Jlg@0&Ey@#dmSr00>>_ZUk@`vhT8rKULqyuN?{V-8)NySsg#9J<$BxF8^WJ2;fK=n)zSyf|mk`Hc%VPveI#;7IAwM) zwci`fEyYldLc{7qquu{n6ZLs`)Y0KipNBiO{%d}E?gca#m3EbG>w!i5@bP*@!52=x z97J>AYP|Wy6@q9!=-CG6f3Bqqd#l0_EsfmJM8`GDxNVVH>Nz%Z2-BbTr?r#(iTQL zA;Kk1f9u&<1Y529jw1yJl_uUIGbnO?$O*68_&}!Lf=3P|CrtWOeB<&Z+EaqNagcV} zA+#>E3c|;GP9YVJy8{ZSl!F^DEvz`CCyNAg#>bjGDaSqkVu6?2;hW&H&#|K-aZ-Hs z4Cv8Hhq};dF2d+O+NiK~mYi(Sm{s@dEAByY6NX@pa$nm(%6Q;IE8z197q!+CVsy8u z;Oa98ozrH#sBM8N@+0UjSLKW&=c&K}tY-;Hw;lvfD>{bP55m7y2HR5}-C6;Pdsd)j z{+x3glWEN7@<@-tCRROCh_Nrj5VA+5T3z=ARd7b(EmBrpovreciXHsfNbb+mdu|@x%aV<1yrF#GjX2nOyEV9!@1bYQC7pBx z?c4seYHz>`+ahJx8D1^JAc*-4#r^uHl`V8}Pr5eAkl4NMI4>uxx;x-(gvNV_Nt^4B zjyA`?dP^A(_?{~yEstr@k?d0*j|(&^*qvpMP3J=_rYoXz8jCgwX{_h7NXtv=wQb8d z7$`^Qu$&xQ6+oOb8L^n*-gkm%;-1MPEwblR>Eo5FD!1l#H^;reC+b%y?yo)&iKiHi zzeVGGq+vmLGq`b#n$_Z`_*pj(m1Kk9t>DT@EE+5tcEK=)vK~+P(%Opn8A+`^`@-Zk zID@RfJaPMZ-eBl!H3}8w>l+gMX(ER&Bt6EfG`{+x=NYxKIQkn;~9b;-bqlC_lc@yL;~uw2q%FKON7 z*82QYAlC0ZqilRI_!}r`>w)O|*ZUTVDBt7OOMwoHNqDlzM>&8WwJYx_CIh}mbsQ@z z2O_{9qvcfPx8{nJ>w&-#3fP2GjwH>o`9Y!FTK1mt9M>J;;B<}{4U#TdVve= zc;`ntNlH5GBd4prUzS;cr+bZ*5&iciknMhGM4>IjOBOef=ZQ}iG3=bY#VK=p>Tv1v_9 z=T4%04+K6(NP2HWtFXU#Tl;%Fa+0+#81HojtE*>w&@kz9mnoF<@z9a-uq@L1J|&6I z4N|o`@s{U~@VuiJxRCG1qJC{;a_Al!FE$ZR5fiuB`$wnd^Nk2vWMY$fwn9`mhkM!5- zNpw-fX?zITW9>-3-!mtu^K%?6D+PqP(h=Z1q#aK-;gsmd=I+;#0}9j1E1f<$KqRaf zq5HoSiiT01pNvLaY|ZQ(4%i!;9WrL9P)ccJO;1#ee7of#K2WEwyW?`9=|*Vj!3&ul zHN^EW6!KEjnWPWg3%16V)V|cfS2n&~eHc%-;+9<#P!4I(;6h z7B>6Hm9&e8+&LdJ5DJ_W)a3vD;z`+?1$-|MkOr3>{w{~o=4RpGazTTEYtF}?p-1b4 zTD6)3N6MU!$34}mB~6A@F)lyKyV;A+w)8yT`fM8r5!MBW#Dy*#G0h|+kHsbYp~@ZG z9`CTK8dZPaERX;C`*FW1Bd07)`*m4z_qYAO-TLo}a2_HP+HHo&L=H(1J6#DGW3<*^A*<^;t~x?C26PmwC5om}8`cmb#8Dk0FrPS})2XxcWOAgq@luQkc7c$!lrDlEZJg2MB!qdtU$ zL!YW(#M%o4@!^o?seTXXF~*^%E}0r?_2boG)**%0b|H}QDF~mb->sI3k>VwZbe4{^ z*nMtql#`ul5}qrEsh=%2_kyD48B(U>ANonAa)n2YG+7cCAlTWPy2JL9+)bZG$7z~d z4Ip@yioUV8lynEvM2(O|cp2D2(r7U|KyFI)#KcH6r`{1GFE>9fw~Qn>M!KDP;TtL?a9kwxv+U1Fq)@NYe%)NV|T3n2#p%$jQ)zVmxv@i)*C5+yQ#YT>DiY*yYsk2{2K(F=$ z8n|c7ssDxQmO#Gea0qwDEjFy2xV5tx-^9L?s2AJo0&ik3N0(U|-!5^WypIPyb+?oB zN~#t!L}IP<9YYBo1xM9a{h9;?embJORTj=^qOdXGd@h6Zef7x4dED6_s&VUk=XbA+ z9|aDzOhn(>1wWr{hkP&n*76vHca*FTGf&=)>cFkPIpLw^b#RaT7OG3W%vrVwGM?Ha zCw*2%$>zfni}B9rpmA)7=iDGq_R-l#-(D;0d$^?9=m~_-I*=6Uv-n&#P2li(9KuK; zvaLO;z&0OmFc&q(9BzLJ&h9Qp&HY8|s@GG#2jZT^Bi-s@#A)-YugJ+}KL~UU*boWv z#&&2NYSXCsHZ;x`@=5E(OFp)?>es~LKqoSDqq$HG)MR{%0{`Mk_k7Cvc*djxpGUZ& z%{|PW-)!HE!~1a@l~3_ML2CC*gwjmHi-yqoUPyXqz2kA^7vJg2@b126dd@|kesCPB z0)1_RTr_3M8$jUmxTMcKoT`f~V6o+{v#gtI_P%8?gmi`>kSQ6sE01zM9ywBw$tC@* z%?&%0lu%oP@APLAq)3xbs!qiOiZ#OiFco@6RJl zEg`7zlz0pV}0&p5vdPfHvkpR9K{t-Svs1TwoVMdF9Wm#EerLRUx4lCto^hJ>{Wm@M8Ok_6A%NL>DvALGJq0kCgwv&-dr3(gJ0f7FlBv~_ z@}Y~%Q+6iqw5ibI8<>TCn+T23)uHnmzK1w;-zqkbbkGazXB}di$Q_`Y`2BjI_!@X< zR|nCrd$?1#Qh@`!SuTh4me2aI&gT`U7F+>$c9J;vRCnfOKIf30uH&HGhi}_tV$%Fk3>^|nlpDFp)nt=nvl-- z7Z+E>9gsV{7-KNnt9>abct7@pNX&`;OSUn9N4}In7Ls16_4!^>bz<)|94R~&My(7{ z0yF5e_m6ZxWysh~A1T+%6D z;`uDkHuVi2Iu%#f`0u&_sx9sE5s7~@yG*A;z~L|m^T-`p!n&G~Pb;wvw=2PI*Nel! zrGa2n+K#jweU>Ke@Q7C^k@1}0GP3X%ghHyTllR#ks6tUfw-PSaE6A>s18GOVBK^IU zJlH9^Slo{lhYGxt-46S~(V|&@i^TuzyDQtO1+3>0NBI)R`#xWncH=2Oef+nAxgAhx zI}s^$89Z6NmFC@|Dy3$4Sct0NO@*7kJ~_*kD~=C)?t$# z>&gw?T{fmeP6T2@!?(qQ-r<$ciCwo zz$@%F>=hI0T7{Pi5j1Ve_oWqWWahf2}`)dvL0@1r26M~ zEN6PGy`&MosRaCBT|`@M8Cy>+r#hebyOm-cA!)Qw;0#e*eAqh|(LLq= zjdrXNHKNw%WJ&YA<#GgsL;rC~4v%vYZ(zOt9(u0dQX66yGSJO|BH!}O)WgM{FJ;x( zq}PHY!x$%LH^}X5%v?C#D6Ewaz1!P}&txyow}Y&g&VUO^Pf<&j%yfR~UWk8gn{$>t z;XDM}wgXWQ<)?3pW&7~JyA={2Gm6~YpV0IHk-JIhO4 zG-~K&tsTMHaw>c7Y15}n`W=|%wY-cbyb|Wv(Y#tVi!`0wXb?OvBOJeg>A?$M_;De4 zV&*tfdRx~OHHXG}7E*#ByEM~SwnS{<-hwH|56NMlcsRWn!uYxfC2!EG=FnKrOF8gK8XKv|FHdnwFhu?T;xER42X;Va9HWsX>~a81*ENdM#k8q+ah&e%nzdmv$Q z8KgH1Bfo#Hc{AlZjxtNjTHWJ6ffC@pXj$y>wb>HL_tdf&=@ItCl&H4OGcWP-N?*@l zqXXFY^g*B6!-F5mPR!teLw#yVOYBJwyBz#fG!Wl(i(IiG%|`;>FkFU~JKG1ZbfF># zZ+uFvCp~|kTM_JPzfo>qX|u1cx8DJfNOnTo19n!evTqgcdg+@LlGa{t9Q{bY?is$O zr%=6iu!CkGlrA$7JkGrvF_H>;=*@CTTQ7Lv7h$h2r?|9h>6{DuKSSwK?*Y={9aY1l zv0fk~y+5G0c}GNrPGct4g78=-@<^zJlqCnC&5aj+8NQVDc;HAA4xdd}0^+glAD=(Q z%1M&0ju{clYJ(aOe%FyC>8BBN!ZTbJ=}XfR{~OPa&X=nTr*N;wFUf+ee~bEtqf%Aq zSXgvvnsEC>(KuS8duJ)0?E7jowWkb%#u_J~lAJUDueDI%NK0}7X;sWqJEpdrER;KT zd{?yWmuUx}j1z>$0_(SU%Y=A=j3Y$%cFBTcrS19I-;z794M}ysEmuDMLoB?ML~Krkt1M{o+s^CG-cx01bn4jyOwEh&(UkRg z&o(OM z0Oq4h6@($$`nZ;^%2#sYEpO6BWLLz3Bbhy3NHyoW7TvvFwvcqcQ_$+VdP80e{<(7N zUh!nnBar-Fi%xRAnR7jz#`_!|X(fpD=UlC~+V$Z8IW>E$TAu;fZ2ocm()hzn7wF+i z5i*}mIP_0#pP6qnrx!;$zwKFgQTZAK@0E`s3FkS#Z=!sUr%c&iIbn#IYy0ghJJ1W~ za(YbC1($6>0h9|KB5}m)Yo96CL+_SBT75>)6YY{Y={}AXUgdN|I3+`~$Q*QMI^}U{ z4%F?Gk~wS!Vc+{GwtTGqn1jFCrDs_20lQt$7F=+M=ZYZDzz|Q}(f^w5+J>$@>`0#X zk#asBI?|C$;(IfmQGQv|%iD3FQ*q{#Gq(?l`^5<8Wbsa^QN9NvN5CS@z-9=#q91hS z;5nz+D#gg&zY{&?N8zjLZ?5tWUuC5FFXvA{Qo?2JC+<`47O-E)WD_3Hi41mXaTm); zlCB7~vMXH#ru;YPgInViMW?8Wu2m4`qkQz9_twoW!(;zyOs+5gB{&M6dQK#^&r*6s z<9#NV^eI3e_Y<=ZG|P=O?$LM@b8|UZqkKP)&MPg`EvGYIK>AR*wVGo8gC02|HoiYK z(y3%R)aq|XZMWRcP6ZnCd0Zah*iY1V61aRV#j}3L!;$8X41R_rVH4~`V*Q1!Tqti! zsaOta5uKf-nohf!a#ZZtkb=}yJE%a+NBf4w>ubU&-{VPNx^KuQJ>lXL+1Gike_Ftd z|6RRe==;ofsaya>&PH_VMEj6q6y$p87nk@wJ&CvFWhw48TH z7#Hx{N(w*Ctm|*ig-9I(#0J*?-a_YkF7iEDN~&=`v!hYD8-vGFz_ecH2F$sQf%w6@Eow6Mym- zS@!`?^%OEDJy;Yu&BuDz4Y|8Y*Q&oc-m8K8O=4j{!2Pa%TyxCdJgHE$3f3Guf_7$(L=XN4 zs!ODgmQT7Q6xdf^^Y<*k(PeLOy(n`tIM(HetS`#Qm0kD21D~>Jz!i)n1EQ45wY zJv81Xym?{^Xl2erH0eHz_lTMgHb|I5gd0+7FY~p?67yYSVvwRr>Ipbc3 z^itm{zdy+0VkJf;`w8zl9RT^+woyK~!Sx)%fc1(C#+H#`~ z51p(%`@A;BK%d$nK_c-g-oSpE&=IgnuXt8DJ8127F2qsJt{j!Ok7~hHw=-zF`MQ&R z1da3ATqfbRq0&>oFD;+t3ahx>tgYjJhH8_Ih`%@6uvU|@9#1+He@~i0w(zTDT!@vs zxtrZM+REGk`d)b>HH)bN&tE9xahxNq3Q2biBY$<}^*(CA(|wpxuv6h*kmIi*XkXzjUbp};j#-Qo%h^8%zDbM59OUHBgq-AY~ zUMTbLkHHg;!m@W$Lslq52`3RH`>%zSvN2d7*`rxZ!qQPCeap}8)ycvG$KiBr!s~rd z;P@ifS6O?;LV-gK-jfzVNnBDE+{u+wstepc#Gy?E{Lr$|uFtC(1$~tDfbV%c(kBdq zqLn(2eJ#h6{iKx6J(G>Wvjgu@&nLrND~F1Ezp(i$(~9% zgx_q&h_G|RU-V(qj0u6k%X(j1LDS#s+(qKmo#w}=sK*^IZI}>W$QF!??~l)w)4Vd> z=B=p_IU4F!>7Zr)y&2B3i8>(Y*+_z&EPv?}bF<@5t3*6sX3vNUWW9#s<{XlN$R1-E zM8ys6d+Bfsi$geYs+b!JxV3VUwtLp@wtLjtYA@z9JZ`l9U{~!bW(srO_pXAm%vi?3E_fj4WsUeenw24i^ z`TZtxvn@C5+C%DAfL9+LA&JI}*ms3g=-}2<5{;yp?;wQ_wIf%`?Q8_>X!-Ej75dJy z5dYdR`LS#w4L4rO43 zH+*|L4}HPIe(6ZHr(e%P*?t}x={mgVo=hkWc(h0_itzZi#79ldR<^6ANN(@pm$p;a>*7a1)yWa`u@&4g8$_9p2R`+& zrXeoy~~Pryzr zirH7D4YGhY(Jud++RbzVfm|+|aABD1cE78*cLM&oaxrpsP|sKgrOa`t;WlxLKtw%T zAaaOPu(`b&qBEgAI2}?YFu8oz68c&lG)J}7+M+2`;NZqfiF*#|ep{|>#g`X%GyO67 z`;4)EjUDOZA=ht2K-E9T<$Eqvy z!03RbAV`b$6^TWkRJ;xP0i*~fw#KY#V+0e-SdStz3l;tcs>zSl4Zb-NbH-9&ile(%+t>w4n zKnZgM(n$L?e@_i%{p0}y2H2X}IUKMzHald@P>~``!h0qe-@^4e9^(Sk9*_J!X3THIXK`7C;c6{XeozJ55J25UQVcJh-Dla!d zS?AZ|NbKt3>7UMvyIDaTv+z3|8l zhTiSZh>W_Up-PwWSxnN}GmMoE_k7rLQ?L;!SKSBAg%I*>G+DH3+2LI@&sM+?5C#ic zy*pn`y4!+(uRdJL74GnbzE?FUXWmp_Dl4skz~>7{?{((JFSm9rmpk$EOa8~hF@2Ew z%p!EVc5@VSIF0XFJknyYxkjlg#OvhdFne6527et1MNT4`BGqiWI)TP|lye9-9~e(^ zA1NOGhJUZ#a9+mNoP?^A6)5Ly^GLU#tj80+bP$tx;6zr|j4jk|$G=w3+O#^=3!$(t zL)*;r7P-ry0&YCD%}iRq85#dt`>7njSKe*Dsd^?zAfH1V?BUA%X3F)zqva9@nN>R? zmw)>+8E@By)Ca~@9flrl2V!$7pLwmItjB#%u{orbzZ>1>^WKM-<5Az2^tpS;8R*S6 zhKR&ZYL+`tFb8nGP{<(NDgXAjO~dxDI1Q+>(0xUn6-bCMkmP;QICTvg^Vv+|w;nRW zzHNS&i39v+n$9_5$pEPDBe6$fw)|CEQ0PcICtNP!gjrQ<_IcY9yfjoleZOw=!apE{ zY=9_*ksf}jl<|1mM@lIO2p1#H>Dm7}ycXx2Y{L{LNB> zn0&$*XZ<%rrc-}E4v#NQI$Y@d{)eoBuKsLCt=VGz*`YK3C7P3t+WdzSwI5Ti2VO0c zDK~o}f6%xPZmN=|KlAVdm8+t@U)b|(F zfgQtvw2LY>%enp(BphWQ|e)H){jYu1{%dzs!96;YwSEJknBQo(7U5yHV;{-G`v?vJ+(>Z(lQaYC!#7TN+SY)ln^g%W9<6<# z8f-Aym1E(QQ`o;-POyLUgfku+jX`ug=e|gM)jTkRCUgWm()R`; z=kK3BaVx$rb8_RBy={L^gy3-mDou3GUXP=3KAT1Q@@V7ku8&v4zOepjOdtP6axwhox8OW z<6v$~fPtWbfRZF50y>U@2{8g9U<3>V0f}N(P!t1#AW=Y)B#BM_&#cvlZ|3w{e_x%8 z=e}00ed?*OYuDe{_rSa5^Jwz{^(JIy@8pp861;~z%DeD4DEJeAWE4&fylW-P`E1(P z9<&qUJ9|y;lK-oX5f3zjEWy!9wmT9A{4S`)&If?cpgl6IjP{Oxbi0vge`^IF=y<0) z3j+Q#^lEF8>Kd`{$(p=xQH<`?M>*-Mqt4zs@^|H`V12Up{vc>l-i{=kcRbkvu6E*) z8*R^f+3eLAwWXUl0H`&fRL-F80p$5sME|}!<7+O44e(|;d;#T1;3tt}${k)FGjF&PGbjLXP0NP&9bdWLb1Tu7Eaj%u2NH#$-AZq^{i;@9GpUnhGUpW`~5LmEBgeal9m5 zFUfM)w7cKVu4bKg{F~54W@BrWvcYr9-WsJD?Jpmtv)#1CeKbT#JL8I0vKQ)un)ebG zEcLTW2~ovwxjO0Oqa7!VtN-Q%>JX@+A8ke@;~oTiiS+_DWkpG^#2JbHCWU0cY?{tL zGLZ|-_~)Y;|EC!%=VRai0TZq0QJ$NaWoDLA);3bw2l6GJPx-qeLJ=FWf`B5c$U`Eu!~4YrEIv z?=)5HbqxmFfYXrke>GjmmF0Xck8)|Ua)WBsoOD+rMJtVezTihnA_V+tC}KJ%h*-1dhTh}$kLyxgYQ#&n7CvEEHv`n3}yMz8UtDTN^JAIdI>O1gF zK3u%pN!xrQFN4~g`%R?ztE@Mkcr+CxSUf~Gp-iV)_HFZ%*5jK{v>Ry&Z=J3m-=Ez? z+zM9Z#rOaD7Nma7$?{EHaCw0HQ<4V8k9RC8V9Jq(A2b_<#eJC$J_(i{|>o~rh+zY-?cQNTg)9+9( zZ5JBXejIpmlnmr^xwNHoqVjjPZ?-Qbv7^w%yW!>pRaY&jsqpqecCZZVdDQ1_X_0R` zp8u>QlqKb|76r{-qzUEtD(H{3FDEZWmi25V<;phfUb862g1pY6rIYOFA2kPRD%7Ic z$<3m*<7EJ!qfT2pXH?<+hMO0EkRjhSWJ+OJ4LG-Yh@f*~P%^Jdzuzz;=VjN30t#mryM8s2sVMK~^@c2wD- z$_B`I+>WAsFj(xCw5%+)QVKXX{h1R~pz2T;J=*^JBKssbfOyYC$2;j(hl5?_+b(H& zN?M;D(d+!x9-N(AM5MHrO%Il1-vj0|1p>}W^ZZrecRoMsc$Pg9z31LK}Vj%0R1yPH<*v8Ac$gp@#F%Et+1`?{d~z8M93 ztvMI_Hp)rQOM*R1@MKJoZZRVYDI zLt?PCS6lvsJTK`4GT4+gAk-7K) zW#q!9^?yoYqfa3B&}aBwBD#14gn_xW%en*jh%^s16Yrat5Y7G=monu zS?1p%AMKsyOTPZ_hMo#RUn$FcCT*28ul)P_UwzA|AZ90*2H)l?t_Pc#V^IgW z$K}lj8Rj#nD~O1r+ZqP8oFvguj|;HOK*9m&EBn|3csPuI%eRdEj)@-YjTPz)L7y!iSK%cJ>AjtVW0K0NTR zqIQCpP;_j_{*4&-r0tUQo;n{eCw6IcV`B^%bh3xs6LvKAgHq%;RGf@=e6R$94K7Y- ztKK`u-O$W5mb%7u&-!LbtRqyMXrPM&yZLYX%XqWsY$xU4)dxZKqxIs77-HtOx7wPk zYIG1yaqouvEDZAr4foL<`7h`sBFU%~YPB)g`M?j0N&VvMDF5A4d#$8)^g=&53}ecH z$pR|MP1PO4G4RQTf}|*?eVM4Zz@^aT_$M+|xbtJa;=C>J-wFvSY@fgBD>fc*J%>g6 zN0ujk9h!J#sLR)(E-n8GmcODQxnKYIUm?`svXHilf|<9+^A{!Lwn^&j^WOu; zAAn-z8f1LJ>my)xh9~^A&l1_N^k;|6?LMX20oTI4ZN}Q$w)6j4xe^jFIFq=*-#|4OdjB?d9>CBB-F*CS>eW)sni9yNHs#4VTtn@AAmJy)! zTTm18>4{)j`~54(D!T@N{ z+=P~u5(4Ld_r!3LM*CKb)pVApykefqlRPLlM!FCv%#k= zb!C(tyLv-%H(8nVPT0|6stA!oDvkXK31j z-Gp&y@-Su5`Un|~C?=nFGbAVY_Zq9W9VLsWxo)4Pr9I7b;Ie@yS)O(gQQs;aqe&J( z%yC9N%o(=Dpy-bz&!JAkRNi;S@YZ;;w(`6m@8_hg4E?KAQRiFX{1_+vuOj1RU+0_h zsMbuUD$^rMYU^R_@$=2RsbG@EMEm64c~O60>jC8RnY913;-)p7yDILI8FGKM$-evC zK=Z>9a@162q~n-FIv*p4_QFh*vd1=;@D7qg`eNehjWJ13j&=?O%;YB@3$gFX4kkXw zMS06j-H+W=uKKfrn70Krhtwpg^n)l0!_c^pVeR=CdmaD|i@~5gCoe8YnD=~RDG~6! z-yBM=NwtSu-+_7xr3$xKVAliIqw6x1U#-{N17(kkpOAetk25O=yyuUAoPQcozsJ9x z-XbI5vju$0*a-_WHJsGbM&iCaD087HQxjaZGDU^$#xp7kA{Pa{c{lRXK&Vy zlYtyAleX+n!^NJ-w$g{_GG{&Pnw|g>?^mI^wp%Ou5OzKpb8uZto8D46Cvb;~5;<}6 ze0Aq#h~d zQ_13RSlqgtd5WM$-3L3N=<>Ud>X7vk+_R}uEE=xeZg9vWqk)NHHh2A3Ybp@9F+bj~4cJ%D>AgZ8y!qr}2%2Rd8H zG}GO^dYJnnaHsslKcud+?&i?ER`Ro@o+N*`;^tAkqm8Uk&ZUgk`TY*A0@K3WNKwd!0+ty}=L%IUg}|no}BGA?xwF4DH)E;yavP$Bfsc z^^a!HPkZD#5VAfFMSHvB2WH{gimb}<)&}LWmj6BZQ9*|^C(6*~0c)@jtgK2AvFOpV z0kUo|a;X1lqb_wZIbBc4pH)xZP*z+GnBM!NBrVi6XEyX|ags)RGj(P7wkHoZHj)Xl zD7~P^^fiw$@Q(qP-uy!V_}?7fdFU*Z zrq|BDu=4@?(dGl?@k3P4oQYA3$?`-_wB*PvSCBznj-t*r4c$JP2pKbR)S-Q=+3SOI zuG8l4WJ_f0`;db@kzhN`?r)T1+J!e^?2y(=q7Iw3f=I%=lHPrpO=QdrX?DLOcnw3R z3(eimF5P=k26T8V+V&e==}{^U=_V7MS1uiw=lu#*S0@o8a1GNA6gZSPpUI-!P2-y{ z>NG!BMH=s(#Ej{89ilTHM#fui*awnCu<=aFkCs0!e^I!Rlscnfk^2zcyg^VW(+IVr zcHZ~WmIWL(pK{F9)?I1X=_4gyzBP6Ce1~BW1AHFpV{W^*uutERe6^DC1DEzzv-sWQ z2Q!_k$e(T29nWFROVFW^zb^?z&wfch^sqSR1g08#$1r_n2* z1qITGxTSShmj=ZxHPHAMBQq9FJ@XFM7|MVSi~8-+v{l;+3L8s^h%YzLGhpIFMd;Z+ zK?^^e`#;{|BpL9&fJ2*JloRbz&3)cnL3rO=UuRx@2B;Hw>$XsIFG{&chV%J6+AVzb z@ZNUb^;W|9-YIJp4_JVcw-l6S-q_!E9Ydddw~{ndKzrPupfY2Re_IcsTI7A})6mB! zCI(McF59b8CO5atT%|0l-@lL_is-yIwk-RJu|t|KA!TxCn=kfo?q(;RC!2xI3+5MX zwi^HySmEfBq27FhI&3|Jd_L_=O|Nu&L{Di|CNY7~tWZnoDxD4WG7DUgXjIU2kb#dG zv9u31>)G)2cW$gElLZY=Avfd##L+p1=)AwSIRA!y4c1oWgbO6ondRfuZFD0xdj7-1o@1^~7rL^z8D-7RW9DGb1F&IpDf1LQ$QOqGTvSaYIdV>8znN~~ zKvnG?G<;Z`RvL|s2mZ5Y+DtiIiXHFI&#TWOeLrvQ)AD*v=uag=puaohcqRr80D2B( z+xbEHXMY-fB5glooYa%01_sMnNNJ2+Ira(8F9FvxkklC6O*gOmk^0e9QgT-XCD-b` zSsGv$xeW>0s;ZnxkO3V5i}u;thSG#_-<+j*bw!7-zYbP|pz}A1Il8~!>!Y}kuT~Os z1RTmqPL#3R3wCdD6OmtjH|TVXECA11DI;CXxvOuCkl}kSpEkEkeM3Z#@jG%~EcLHp zYlQOzP+1#`ezboc{Hp>#ThjNEA1$9jxs~Sk{F6gd=W()+$=|bi-8VNd!E8pfz)!E{ z$y!-rb7*InK98;^R!{#zLg(u-&DoDffjn?6)WAQOr<^JSIxIGu@?Q4Jd%L@AGuntW zM=sz=!|&iTBSR^UNMY2MC&67Hv&czPm@Yd`lzQ5wVrKRrKKw==}4D5UV%B zrBsIbEGBJTQm>$e9+zCCM8NZww?;%OgAJW|DCApuTlY~i0q-LXbIQN0sIRw@t}>bl z?0A2d^Hr(;6KcfnJcbBH*FN_>Tp;WSsB3`x?{Uj=mr~+rIuX>)hSN;Fv*?5;yI4iW zyG8nvlo_SY*Cu9Mm?_0-oYC~>OO2sWp6QDe%%|(943uF#mq&ZMT-^0XMy>BFGHBXn z2dyz~fqqz90)!&v&y$K}JX;Qfw&s}F=JT;lW>OL~{&RM+3~Rusql31~XBmXq$uOVE zq+QwOJZ^vaxHXmR=!kXAe7oERK;xgA_CnF~9h(2J;pZ}Z&*IW1u{YH4r*3)QL9W;;WUNXyJpol$8<0Ncm-qiS z`2l>-Vp9HBMVZuPZSxaL8UI|(d-W~oUo{*h`0I~_gvxL|n?;+5?6cjzsm!C7%rTu) zHZOd31Zo7jA_l(P)1nF))^l0vlqa^u7CL(Jp+AZ3htw;Z8UFG~knb;|xlex7_p>sr z7w~D*qdthb&qbByl0BWsx67HUi=Yg1tsCOPZq${-Egcf}lGy`~c1LFvuglH-)$>qd zTsvip=IVJnoe|CSe`~$@pux}CD`#V6L`(r~Vx4n|PWN(t8Tq$b@g-xJ`$?DswLqpCj-M)L@WZ1z&L)t>%$`L&_ z_S-&^$bXz+RXF(q$nIK?-tE}_zt6|eA+49>Y1FSauQb?Dqd!V2SI8Q2{mhvVXmoW2 zkwg|Y=v&}tOB&zDMW!5d)cs0&b*p}mzbn&vlcBXeU}g0H5y7>;KU;}i58$4|q1}!W zTl{=^h$nStCO9cl!}lDN;P1F26b*_|$dF+@UqHJsG)w8$s`&HANuq~ubzLoC#2d(Z z*W*Ib;lI<8psE(r0{N7YBMz)(KacxC{%qG=jH%uVRkibw^pain&{|oZXVKRG@#BBg zf5jkYp5Eqj90sXD;ua>spTe05kk1VA`&<~A?5B1Uj1{Q@qcg5+(zbiZSso4z=6!CP3;nwZ??DHS3{->55}HQ z8)ph3ry6Z}4p?uc0wG7TY{;c89+hCU`JqSaN7DC0m(?F%zYx4N^AfE$PmB6d1G!$3 zrLk#K@QeLy?ipWyO(w`MUqu=uT!viFLqoUsa>h%s>w$oehHkVog}C+?r=qV{5CMOd zVqwV!_##~hVi<)+y?zSokQ2}M>bw?hf;-BcO(I%qG=3; z9LZKcgZ9jg|LJwqrTRAV&2|l#p6+h*|Dot0AruX}C#xac;}v1r)U+_2D+fY+$z46~ zhYPDG#`B>Bxd9D4H7}Hn!^T6vK?knr@}rz{^yP0p?I6>%2hOIi5+6d1%pC|hmvYQ! zVe83gFKGn|Xp=;uRx1zRHmQj;UhVsBQN>LN_Ty0pykvn=D>fc*J)1?lo5T10{&sS= z6tyer_wWuoLkKv3pe4_@mUsJl$fU-kWXY2T3wW(y@7vs2l=zg>vY#LOagPXQz%bhu6v{=1NuyL+I3-Z zcxR$>_v8QO30DN=A@lqjeQHs`^}ja_2clluC8kxMJ}H154vY5MOj^!v+jg^WWRh8x zU37vCcBA;7Xy+&UX$g+_Bz7dV6{3jHeYXj_>&BW-mXfQBstbR(?==K`WyB}lq}mk> z0l#l?gL24s-r;ahx$qx|{6~a+!1;LbSdSQ6lkjR#QA<|7Z)AZgR-<$hzq;ec!azx-?M1n`Dtj^-1_O3 zR2McTvf2A{98}h_kp6vv{m>r7bEf9@CUqB+entKQ?(qupO-E{A!O-bTl=32IPFn#E>bV%mLSCtZFQD zZqEI0#FUE*m*+()fLAx>pl7>(=)JcxfRFU3DG!^K=kxT6r<1o62CdmUux*12)WFv> z6N+xj2gYLS$zQF+_Z-?{7RtkGyWHwukjOc;e&){!XCQ{lO0;;=yj@F#fdk;4E1=En zQn!xj>^&zX#j#>x;3AFDAWdPlFXD*kkCk<=1&PR0u1}1rK9vi?r1oZZ#I1_VxC;gR zFQ~fupyEAOhV#+XjdG&n^VMW`LT_aZG4Om`n(OPQ4?2Gb;)p0k?(UOm1h9j0Ov>BA zHY4XJe@vEIQq9~qa_y(>ze3}O(J0l~z168(hWEJ~+I?8Pb1mmY4evuooSkL3pW;Hg9oO5RQ$^%4GN~t+%&yHQA zp{_^=Iw#o^)c-xUp8R1+GBrMvaZl#{Y+XkUj+Z2C`r1*HTMF6%4GkY3ydaGanOKlz@fuupvqlOoYm#q+>Z*Nu z3Y1wEIgE<$!+2jv>kpU~evcXoX2>q6G}JMR%f-G20uGn@lBe^yMX7&Pq?2!UVA1%3 zo|Xwvw10z?0$o-Nrj1Hye7ey@YBk>B=-Js73Se=#3sFR@uY2x+o~@)G zB@j@~bCk_?ZG64TgNXLKI|4c@bRD3&yd3e;^y4QAA>$>TKtApB10Nh~i&9>+lg+eu z-Dl5q7eLDo_Go5!&T?%THXgt|lS}(JTICqAd|^=wv3TMc{iAxzz7WXut^0(cNe`~{ zElH9QQ!=<>)20LtzVB`7r%f84TBRnZv33OXui_yByM4TgtgCt~2A48T!6$QUyTe;4 z0{aX3DQdGipbX9AAliy&R!znchjhIpO<>b*rTOh*JG`9raRR}yc(KDHwQDpOa9$t+ zxay`7u$LxjDF|q1X#6w{-Ah%k$!I@w7*luoBJgL`jvlT5_f4`0E=)e{Xy0J6qv?6i zN7DQ+ihx5a2vsFf52xzm63 z^|3a&}+NLaCkRiFe#1OTnRu9SZbqi?8m7ep3>}^J(+ZDj!$%6sb#X=uM7n zxfC%NuBj}Mj&t7OzJV2q8%ch{r>&w;>3Xna^L8l)?93L%&Wm#(+~lB>4+&?~cVpL+ z!A61`+KprN%lE&nFis-_W$1d{M~N_X+8GhL26(H;I>gAP&VX&`%$m2)pFG&CweH>J z$`uzO*AGP0kUtAPO~FqV$m$sa2IWX^rhTD?WkwcMN?o}#j$8(TQ}@q^{OX@pGOXwF zY2Wu*`SpOq?lbR6=nR?kdjD~E$oH{G-Ehz^4=k|t*~OWb(H2f|JzBz!B?> zL(dmNS^Yq?A;vV&lO>bJ=hMFQtyg)!X~mlh6+~KZ>ykNUdkD0ZYKww>gUT21XfO`; zv_npVM^l4O`DwBRmF=`cFYDkiC@mg~f_>rFE_b3q8kKi{8SkLFsezeNj@#bf% zJP7US8=2Wk+43{qWa*?$-JF)GlXiE|zr^}YP(}62n+9A+j>Cd4P{giD)kr6 zhI}u{a2QO=EfD3**fx!;WGSv?x2<~JmW5ErNkDV)MNZ>n?J{%JX{&h_`^|Q!I*>sk z=aymb%jM+|a-N`F;Mv?qL$T`t z2@dyw^?ZRk<*K^|p6`7et^DHscL@|H23n=%~fi5MOFZby?t3(DJNv1%ZJ{qR` z{Y{Z!D={k>BwGEo%w#I${6^IK6TMrLh=UHfma!4O?y2_eXCWC`-e`lu3F}w zW@p_6CC5{d9^<)bMGX*cBy1KYZ6Z-a&MTMWp`^}_xAU@!gSoSy9A_n>z5e)<*@cY< zo-9%l;A7*&(RwZI!g*F|Mk}H;cJ{wA+7`qYpm0)F`FB`}|mXiapfDIeT z6AzO7hC_R&&1^wJ`e_HL<^AsM6*b|45fI(j6|IGJHST`tf0K<@KTXZKX4N1g zAqw%&K5Q_OrJ>4W(w*=ij-5{;M}m7MZHXdr zTX&6d>rK-43C+BDYtz9Y;Sls{4@^l=fFcg=U#e3M_Gvawx$izU6D6URP2HQe$xy^m zM{oA>xj#VCsN~JEXfK61Py6N|a+6|R#&{_5S=JLEp10~Hq3HAE+CwpiN4M z+E}-F|CLsvf9ZKP`)9%7A5e;OY_Cw{rnSEB(kqF2$-II3egj|UqsGiGsUu<&rj&Fh zy@yicEl3+mk9Tz=^kgN;CH1Q&IS<31Fa04k8L!~J;D_mh;W7{foCKq!8yGmG>v6!L zeON>Lu2rY+g&v}j;Hg{mqNoMDfTo2w_RE?)H$kqKFmaf)WrL$^{TgjkrHJ0^XLR12 z*#jP*+kzs_vKP*v=rPU`Xg4ptf}5U}ybUC0gu9F{$ul*4z(kCrwfxe94f@`wnr9;}NIAedfew3>+X_ve~q`#$HMJdflZ@Vu~uX=!L!u&HbcL`Y>+PVX2 zweBqk)3Zt7dw>4Br9%;PzBBsOK2x`mwa&&?r_BlZaJ%JHiJ*Z9nOfWThF*KW3d-(3 z9YCYDUoHB&2_zLt67Oj@6P&e8u3vHbN$@V^?)HocnKKf4wHN$_q9pVAeS}x&)$(Xd zeH+aUR1W&uMSA|}%fN*TW?$~;#6`f9ytJiS|05MU}x9bCv^`!$i8>~=3@uj zQ~%kA|KAdr!%qoC^Z3hUQK1+t9_6wyEct@JZcS&4EyPe+m5D&_q1_B#vX_7!(JJUp+EzviD;b951uMC&lar6W zx(szM2cmdWuxsLG8L(lnXzwJ6Ew+bh=#$HAa?47OmQ09+TtDQtP&Cy4|75K|(9=#Z zZC3X(s}8*(``(I$v#drpmlAYeD*B5H*{ugraDr{_k*AMP@jXf|kLiyhWH`+*9)NKqQ&hSNG%_ zRQwL!1|EYpf3?(_Uc!6Sg<5sxh6!Z7 zqzlENEg<=!zHmP;vXn^dy=M;j5?UAp%ERxzf?6RP|2m7U2f`(XOj<^R>nw}uh+TD>H(B4c66I{abU1w4QhIuKjGJTk_mIwyjCQ^Be!y|t2lBRq@f)7w3BeYTd7} zP-kN6$(Vy%_q20`$_)ow4VOt#D;|VeHP(a1yP(Qy`;vj{vGD-z864Uyz$i_w#>>+r ztHs;eymM?E$XJg+e=DQr9evyizDa>bBI=4s25bIUv{p@?}FwJ?|c ztraKZ)v~EqCw?sJrO&DZ-;W#@9WQU&U*2|)x^WcW&dbDZO>F^~BOgYMs2hF-?HD>F z?r|fEK{>+@bH3Q2kt4OkJZI;f;3<|+`&bPz*7xa8I)RM`ki%osKB45LClv9Pb(2YE zM6CX+A(x2h7q8^u3l>f43x`K%3(d6#9T=x}Cl|}H3 zb`Sc^CVo5q3-&yK8#b4Ac4?OIPN~M1JWT6(>Rq${_C}~MX+T?2nj8!t!_oP$$)cn&1DZ& z4>_nTX-ATyxml)DF>pxNOP(x)`qeEf*V;LI$c4hxmm&49^7NquXHEo)md}5cSdXe_L*-52<%?&fg*k)@_og+lzJR9LEqEvVU9XzqjymMWem}Y$`6^mF$k39+J;ih z$~&jxWmu0^A}ROo^o)Yay={i-LM^4QknxhbkW2eOXQf%! z+fB`_L@z{ceD3ept~x=zkO(C3&DHfQ#=rqQ&!bIR&#`%GImEM=3^;9u3m>1}1WpSB zQHDHj$e}*17Sei2hRhRC#!b||D(ySHKZ*2S>yvRy&dtY=>($UP>0x#udJt|Too^29 zXz4uKPf0$FtW8o&%M+4s{{%XB0ayt+6g5hDjMpULA> z?qC)l_sOXDlRB%L9=O5#XbkkP@Gjn{KI6JFW}L>!J@q_;$!T~da^Xk%dqp#Zv#W-RHV-JEco{nj2$v$O4uz7 z+8vR~kDCh3{KylRsi%+r)wAd*6m|Sja^HRI#zgFU(s)U7&!Ej(=YPw0o!QYvBB$fl z1i9LW;K=6~vOc6@MV&0`Y1f6thO^qfHwKV})y-gooQK^kh#ayQP07798*{MrK+xe* zXLWt>-`Jw-C?#C6HL``*qX$0QEvOTyR?I#QE!0Xnfh^kTedQc(k#?n2ZQ@(D%yPnF zKqlK5QD8GSYh~g$3%H)orJbdDC0lfzeoA(uuTT;~y|kT(k>-$ZD@!T|G14e& z&4_clPi(N0iuVB_>&;RUmbGys20aNJNkPt|eG$0WI;-ck4=I$LT6^8$H1m?kbN9+Nho@?RlYyQ4e+O8tJ6N-lasxt(1ux0Hbdk~kLxGzg?yib1`nDCd}JLc zWbtV$R~Vg4GK`o)279gLM&G9S+d%Qs3DH`5olo~Q?n&feS__}D!cxwa$Hs+a*%bu$ zSRtaPEQ2>1iZ~TMNOrernyjTrbdr{``Gd1peZ46b6Ugyi_I{J<4FjkL=!lBKtn}EG zGH@^8(cT93O1Tp9R8i_^6?0idd|M`j`z?s~opx@NDYl+O4kjpYD7O=|BXtG`K9YL0 z$DS-(leiwDhD4!W&Yq$nAF%O2$l)+)>rF?A)3=@9Lkf6m#h&`4G;t*KXt$t%`I}Ga zNEz0%1Om#lPM`Y3MBN=f$e-1g+Tb;(TcB2s0L@J5`YqLlepZrtoO=H?A;J94_VV*& zlJmC3!(o34crVNcg&Yg*`dDl|fE=U{MY(}@R@7SDb8(c6FYDBf4MjDZh{GKSYYwxTW4#mu3tjkv=2@TxK2UJf>t<)}Ec3)}H38*6fgjC{-e%su~1q5OagGGD0P+XGzDX!}q*}|O6 zUJ$q*K2j(^4TbgHg|jen$f8yf@M-I{47Tb#=y>@BiTa?pyTO{5z<9q0(V{lTHe8bt zarkT|rik^I^2K5spxS=jwVPny8gVk0=qCQ>8?(=Q~D8mdv=U8(4Klz41 z54>3}kGA@QpRg??D6gB$6K=}gYY%7|2US*+&k02_314IlJDJq0+QAx=T6VX5B+VZ_ zYoJxT$9TwmZZaL9j`I?NE79%a*<=OoT#mfSuD~M6`~^}43xp`w%w?i@YgrPKe6$E>jga8EllSw1EY<; zA4u~D-3_-YI1dV8GSF3xF|XKJ7&$=1;nUvN2-`KsepO);QJAEb1nH{CpMlb2eRSHP z=lR+`@mnofiaCc-c6^Aj>$(i<+3K{*Lcc|ZRS{du$jT~NsdJY-3;NT(b3`Z9 zTTZFsXG`K zS~kfGFOoGcFX4pDh2`EI>5*~z_);~?u# zp_u9KmNy?;4>+Gq{lcqrP{NP;o@Ubd?vo8XjJJU7?~!QW$+t>7FC*l07_{4%Hs!|y zAMEQPA8wM>t)BWX(Con)t!&tS`ka8RC!vE^HrSNOfGanDUhp=N%#poc|J9Ph4S@bv z6@Efds%DiOHXcF_hfO)dZxHWGy46!jy52KpgnoAhq(jh#&gO-zKKu&fo^-v0$td7b z9=JJccPn*=d?k&an>pU&;cal-`3d=6;NX!Y)AzIwS!pNO%(=R-gUr)XzVJLJ%!FV+ z;FeG{SAEb+?0Wz?JTC1nrgQy5lY+xi+9y};T0Fks2J!(z(YQ15rDqj3pM;L2I7BKC zbZ50b@4`p7e+snrjh%B{A63Tct(cU94A+BfJYt;fGB9_2Z|8N)!$Ag+;|ch=?R zFLb&G*0$%6?##N&H&vk?tfZI5r@icx6JKBvoGi7gbnWEW#!H8mCw?88cx0%{*P$*g z|5A73ASx!`B9Dz9E$Mj)Zn(71SSc42-1(?Yp0V-=trymNqsst9(c1H z>PecOu49GC?j|x|Ua@jJ^LaLuVopUp19P+s1NlBell2%>Q z)}sk(STIo+Hh=BW8jKy%`*=`Jn~bS`nqL?&o0QH@J#y|#@X1?HQ{kZn(x&rVU4ng2 z8ZU{L)RpxTrbPdlRaQ)Et7Q^oT}MW+Tx@k6G* ztZn@&gn9~1NX&EoWtSH0dI0tuKJ5;;cuMLve$_M5_jbV{y_*xj^BNk6VsZbx#TpEI zzPh1c1JqnnVXOD{C$EhDRPRpZm!A9blhRrxrS=F~lF zJcyA`K3hqe!=s&I7DxGBY3u$#I=^?}Z%%U*!JwmzfIqXJ#Y1d8;Cwzh#YOjbn@}j$ zvj0>~{;noPOx|B@4d$2v8==T1dXO=Gx1{s276J8KJWI;uf`Ck&JHn)ZhAcb3mXrF94=3tazDpx zYw_&baZ<(AhK91JXWEeUGwz}$?7F-{8P=n1a>~P#gtEx4*dtQM2G$K~S#7NXy;@zA zA!pl^>to!L@lpaDE`xGM!LOk=J=JbDDKnU5YVoYaX-vhwm(r%KX}l!IVba!HN;6EG$6C@u81LOZ^|(SO zcm-_@nl&r`78-{=58;MKTV;&D@2mZ@oYwaL?reA;OZbu=nhT-6KMMAxS%Cia@$+YADdo~*xBbjb+zctFDHQOGGesp z7Pjy6M+iHTX*1$k(5=dC+WlOXm6l}^?Wi^GRSHR6pqA}sl-T%$5~FkS6Y2WDMy?e#`a@*o3n=I)-X9^r#sjYwC7P7` zunji*R)t+6Wt?}HpBT|J0c-HK!sF!pyIkY3@V26U{50xLu-__%#_9GvA zfD!X=5nrSFzt=#Y;VBIIiE|}^QvS>-QSl&+5G{u{xIBg!W`^*AYgJ?w0VJk(*lDk9&`}a%eiY_bBc_Ep6o2t z!#~LsKgCZLu%5-HZM}NDtNXX!cT&Hr@-CZE?%>d~0Zo5mkG+$1d6Y}LnVC?izoj-% zO60Kg-0Ng#P&_^g{i?LiIZnaIAz_byRczY#efH$%9B7kjW!8S&yX1r>G`ixW3^R7- z?Gng%Nx)&#mgCh^HO$D}(?za%-uQ5)O>iADUd|QWOi*0dca@9uyd+0sa47$%d>(I4 zsmkglLBA&^HEioo4KT+Udsiqr^U*vM`yP0-0tSn6VHg$f=V~9FPbN8+&YWD|SqYW3 zBaj04xw9IdWLVGV2q=4h@HmZ_+u|0|`nL{RbNw`-f7MF#Xq&e=_HlVh=wO-!Z4K>W z{$n1;>@{ipJ;l?eZTG;sP>5s#hc9J}lM(KjEZRwq`U1x{Uz??vX+P>rG#@M)1`V$+ zAsKBi(PUXyx!3~QGJ)y_zFT%}Ahn#eeyK0_*cAxPAFg{NUR`&NEFBc4I_=sd%CNVt z%is*zQ*f^hsL?F}`LH5%t@+S^;iVWmB=RK@pFvytp8qhc<#582CZaGL`OLsjqzzV9 zl}OOSUL#ie}|HV;b`NE zU06^7;a(E)d9=GxIgyjP%Q9lgSNqldg8o6?0BE=TA>w2XU7rD-uEm^8+8YE$j!l=} zS#=V5nwID5q<-7oAlSb{?GWEfjqhXtN5H2I`<&`G{xMI2RU+(>xZEXxpqP)6TewFL#Esh(O$nJb?naQV5_W)cPt>3NCq9NIfSUSnHb9%WY$%^YvRvrT)tPJ_6) zirOI$rnt&O)=O~1VN%W#68MqsS?v=^dQsWm@@!2*P-stpI%x$})7N9*0FRc-q^*Wr z*`@R?Gg#{Iz}PK&emY!)ki$nJE)|9LD`Z&D6VT3&l{fp|i_PyP{F|FSZVAz1Dr`^04>zbd7Zjidyymx0_PvRADOEL>h+#apd`i|p0 zi5m&(`5ekbWN~+#yKU5GGQ<3n^}tfC8p_cIBeA+4MM^^;<0Wa1fVTF}N@b552ZG77 zVshWYV-z~0AmiK6^23`WwSPdy<12==XXK+C-@e_opq>2DrtQ8P_#*>C{XA4wMbI-;9BcR9LO|o7>mACtocttZ4J6oj1nqT5X<5rZ}rQSi|S91GD2DXxy2` znqrBOLs~D%5}0htF~_GT=;<6Qa!Q_hPxDm%IZ(@a1*%Ns2X%E|;{n(s>Nn-0HcBvV zS8=eI2=}R_-`m1x%R`N*`G`)JSTb?B4D0zUF69)>D7GeXLbjM#%l7;@v&FV*57f9H zi#GMbZwytEVLdXQGAHVTVMp`Qz?UTMXMG=g{gNx>d%LS>%I_H_>yROrO}nN|xUopd z>A^?R`nnkTuV28GlbXFk(ct(9@C2r0?7*bGFJq?XU$~w3lZ^KJw%1w()q_>l1|-5! zZt(dzMh+Qrum}fjX-t08v(H*0DdD2cwep{A4?tDbQv{re%e(htFdT)Qil4<8N;}XKa`;i)7MWZYDvnK#inDU^;Ej~G2c9*Mq}Egnuq%IY{^y#t_mq<3H(b_Dh_5zq5f6wTvlKTG-95J zs1+lxeer-$kEs>3$#j)|#R*0Od&ypcR?mDl{m_9BE5{hEl-rEk=Zvj~!lgRxaOr$5 z`Fi4-9wJg9AO;549mJag>j%@{Wj?D@1;#1iV7cN+#votfdBRJkMumkXOs zgrZ-|Vg_K~kl|9|dfHo^dR;a;b%s)RPQ?C?RSir)5#)q>LeV$NMY0k!0rfGh->&vo zb2rqJZ+61iT?N6Dp;kyZ3OL;=9ux4275Qc*0f)_}yv)q!=b5x7MUqq6d%m28HX{#k zLu~0up=g29?X?&=0PaziK)EQ?Q>hwV-zY`O$&7!gGoTlgmQ+JZ$j^+2ER$hAhdTM& z&&TD^GRsaf=!~#FaAvC_IN~3HuGV%eSk!}~4hbGfnj@esjOo+-(D$qn$tg;0QV6a- z-3o=wjVRt9@!ZiL`<^r&$9vj3X*rGW8$OJcN{<&PwySQB=nv&N6OgKB+1sVRK(5Cj zlQyv>ZP&#GS>H+559&Qz>BU!sS~<4p5a8CXPoR=8J_Ja+4;6N)Nc_{~DVbspQ=F{K z@r61$D(K3|G~J3W?0F#Muu#CKTUV_#UNHJ%Qc3QA*$LinTc+8KL%m;=VJ;VE~bFA@AIe+wKJ_I3wpDXJ{0w6@0?Is?9Y8k(qFlI z1C{yHz)Kq&5I5nZ>WjYZJTl@)e9xvGE{$G0tBv<)B7t*vXVT$q!BAP)bsVu;F6L-K zuE(xk~*}TxL26M~7KUFi@l(9Sb>=9(W1UPKkyBaGGI87?D1f4!^eC4?M#bSHcJ@*91> zDj;Ao(UKM2fLVNQ{ul=@XF@_jsmi_8v)&v^6Qm}XBhNacb~yfSXrg*?9v?dILA zF_ndS#J8v1z^rT!x__j$E0b9A+2@j}R~8JV2|6gX5B|937>+mqZa56uVz6n>bLQqe z5|d@&#JtFxLVYm5wDJ;)=6Ei5#;_;b{nmDheG(5FAe`06%Nz3&kCwIdKvlLJNwR!O&T+>3X=g{6G&xvY1Y(1p(Bmo>lTf_8@?terT{<8^M9S0JHZ3|)s8_lK;yInBK)%=t(S~^_yWomx%$QQyYVLu zlF?pg*`Den7EooPgpzx|eZjH@{44?O&Af)(N0~dLrS5EGUYYs3cmy=C(z=N*2HzXW zkO6!in?t#WxzgP{R{ZNC zT`6+NLbafhy*|pi+ow5cPZMpQ7OC(rv7c(hxi{Zmb`rl@z<54`c9NDBzp22!OX|W5 z^6i;h@4$ElKVn^lT-?377V%>`KO!E|v3AYd*`)$k|PN4OO-M(BGk+cKM;E z@l%T0GX0}zg2F?PkY<4rwbRF)12A*|^U-M~%Fouh!Z1mjUr!Xaasd{FUOzZcws7#Y zP{jImy@HH)i|!p$22a?6`U~Zp7Q%Y(yq&!|1LlFh+fLLHv7Y^I9X6kYKBnf-ez$tp zlHPheKSqZ9XoI`mafRTW6E(Ce<5a(87lsaLy@dPC<5Ax9`Ec8=EUlxN1kRv+{=>AM zSwdOn3N&>4E%ado^t-}Se%h$_v+Z12?QcjnVaL^lzt(@(jcTs{o#|{iArx)iuy8dL zawLCS0c~oIp80~#!0uOM$YC#Hh(tw$pvj3Xnw;>)E$X`{Mur?ob;YNh;paG%SzO3X zC9QAW5gk+C2~L|oqIQ&u&(@)`fX`x4Zi*<|inTWg$$zc4*O!dr5$Vvg9gE50>KnG6q$x-$TiU>hO8jZ^`de59 zp<8~%z52xv@M`TBg!DGL&CSs(fBbZ3?I{xV{m<(T@dyMDg;*l(jSDL) zWyy32s7uax&2fvem?brRm=t_2-&O$qY1bkF2x37_V3WQtGy#Re1NMu_+k#fcab|ZR|7@A5;wAL&~--s>Rp_aPOF z(b)N9xX0vg4(04#Pux=Z<+w=dOi0|*mvt{xpiF^ zuG(TGZkAy@gElcrY<9mnlNCrt``^niOqMr?j9-BoX*X7$_=1gxo~(dDdE{m@M*EG% z#s9YN5qmnRq03YF6MC{o(ZI0XV80=LvViqW0d?UMqoM9ooyoD4x3#N|pM^UZFK-}1 zp#Bf_Co-Hb;Lz^EMkyE6H_fghai4a4)9&67Xl`}ymQd97p-NU!%cHOQ&F|7Pw*E<` zXlsI)jR$xT1=$u^Kf0-+RR(l;JleAp=O6RL<*TJMCGCROCfW0cKmutiLlH6R?$yOI zpo4r*xgX*)Iy0Q@lh`~Cb~fHHX8|g-Z}V0PKNWD9NJf*#NvjWwYLMvy0%Ms z^Vt9=MacPM(1PJ6bKSmmA0X@?Ia118*s%5k8DY*}nuv}_NoSmiRxQY1|K}vv5}iAJ zibdq#7B}#z-+E}|#4(g=$*7a#?VE4)9fD2;Dhv;N3W<{e9i-q)+4p+2j{AP{s>t8% z`p`PjA|;U7rHlSpHmlxWlksku)a%-)sP>5lfAsukTz-rQPYv}xwJhCrmWcR^Ke~qRn8tvB(_|tPEuQ`?2is28*%&?fx1)}lVpkZzYWU|F;k#*BKeZoX>T zNMgn|?@NMCtkC zO_z>%MNgEk>0-wN2?B>h`*@z$j#2svT~f*$uO@79x#bSkghS4tO`lz!sTlNt^-St# zBc1P;_scu%CK@>|I$qwkzr5`pb>k?$-C*bNFjtR>P~hHV=UZZnf%KAS^(i(ftY z>8(V&CbBNk%>PSGvk+8^&qckE>@}ysRT)Vy1P!d{GFx&sbre3+m0|<71>8Ls;srrx z4LX8mE4;r^7VvqrPhK_{n>T&-BezYozK=Xw(Ypt#Xm_FhWyaja8)P7d%cQ+um=NF7 zd}+;ma*yBMJUg7x0upn~(TdxR)^jgpn9pF+R_QV`OKRw8jv-t3L9L3(FB?Zg@3sUT z_1V+!FMS#2vpBT5EzTe2-LHLIPe%M7MTJ${Mh%Cig;8je-{`y1AZ$MQzmmLL0gv*s zPtJk8U;B-XAnOwED?zFuY5gGUH(wQsY66eSk~QSAXrDJpGckNzlaWu}+MP8%AwkU# z9CkV(?9996tAd>m{IXbV+UDymXu0G2`hk@9*Lqw_>6`-9Ro=e|os8af7>iH8-%SV zU5|yoX)kw*Tb(SQ9=J^BF}f*7>dx#SS_-LcneXqknL$znUTETG@?o1kWW3~8%V1FsI62j` z#>{jeFE7fqhH=kNm;ibHCpy@v9d#8HKgOP?T$6v8Z{l5$BBl7_%ltI_ODp8~*>0$B zZ#A(H|7JiuO+b5ERVi0?W}m#&m0Ffv^j}9*q3rB7Dr(35KiaOdE6Qx? zj^j9D!iZTJ6QZEdxmz0057qI{gc(Ywf2_)vjGtZ@vzvJP+W8#U-606gBI<@a)OO6P%sp7gSm+ zK;Lgc1gukAk22(Yihw13c2Tw3cV}H@D;DZ6yj(cuaqUqk!I44N=h|ltv8DK)#v@(R zY9CI2XlvAjr)SCISDl!92V6s-^f$WbGb!Q%UA%GkXn@+gfX6W$sZY;Jobfho>io$@S+y!qLHp$z8thci7N4^RU{B|g z4w%|E6pWYkNsReiD3Pt1;Q|#VV~~RMu1ddH3Wx_xNng^J(Sy@K)udaPuGdRS={yFUMFE9 zWJ0Cgjn$?(c#_jP=u@ol1FWl-ArdO%-H|(#?{VuX5{mSoi3U?}t;V_+3-<0-j$_u( z4uxFbgSZ4IIpuMX@ggpPPI}c+*c7|R^TH*JS54g)V_*!SzUVT#f0pw+o{IHAz@f28 z&kJ~=zCes_FD~UOo#)@Ay9WdgEd&)-8VV+q?*a4CU2MX*k9Anl}GK? zATmUNh@5@@vHq2EJ`Q_PyhQ3^=bU2RS4Dfo#X&^$$L@D!M}r3F2(mu z8tKtO)u*4-6lS+!?8+BXS_6;VNM|e<1@W%Q_-Sr^c`Ge=V zi!Ap+rO7drV6JvqAZ;{{OD8SNQ7k+7?1?$Pi&WN%R^Snz0F{NQsHUy{JyaXQy+~C= zQze|+3)|Tztc3;mOIr|TAFLJy3a6_O6ZO0O!Xn6e5sgM8ebL7&ssF~A-4Y?E!Qf^hOZZoNIcG`#&T_EBe+t#)+ul~}rOd|zz9>sW{4v>ppVs$vS#S4S zJWCs+*^{Udxc^+~A3KzD3wQlO-$i@tR)L3EiV=rd zPV*0>jK^IsGM>XF?0Su-r8RL!2Jl2-WmA+&x;nVKV#yu8rbF_kjndv)HtF>bVGX?E zflVEFnpPi~^&{solw>YOQ%VaWRRgFU1i)9zW0D@l));WAJO3sJht8^^Qw!r5@UEyR zL?J7FzxkcQ4q!iBl}ETyYgkpBng0+!W|f*XG{(p3r&XCaM?0R~3<_qwy&vjIwOndyNc$yq{JyoEP zRx=8tR<-E(cjE7r*`Q~z(+_x(A9WvWX3Uc2dp4W&T1@k$>S0H3yur=i#dz;|I~_uf zD^iD?)cEV5l&_Y}BwiiX&Z~KTv<82%{F_aA^0B`{1pZ1CbRKExpOIodk4Jjar>Mj9 zWXlaFd_XVg_>#j+br3rlh(?Z@?wcjWd^U|vSg4@AqS(;Z<2{a@y!NYiL-N4^y&QB{ zY15P{@yS>G!xd%u4AL}mm|6Q%`&fyKuW@q^ns7ov8L}w~nxSFdQe_q#Rl?3MnjcqK zKdu3X{;y{SZDTe=d|(8Uxa9Y?fgM{)X2BqwX%HXPZ%MSPLPix0GoeMVqypLjzf@GwfXb-aM-bLwBK3b%wBkcOR zR=X01qZ0Mi`0d$t5ym`-lH#GsPUdgJCrL4%&Lu8Eo}$$4FkC`NYQ=6+y80E&)4Y&; zeeBu+@U}W7Unl-vDL<}>d?(TUNie%-cA*CvJ2{O4=HKS=9aM>e<6aan>7*+ZnU)fd zeM8^zB-5p7+l^axzVgsk&n;-a(tVN@^1tEb?R8n5QwLgqhcdMylpl+I{%u^3CpyYX!Uyg_pe}GH;*wiusDjtwMM0BzZCe!n?RnkxN3~eT zT=q#%cEfV;{^fDB-mq)$TWMMg4w_OW``O0cic!1r{SEH?i|0f4moA5b&WKBVO^tQc zuOZ}!dMI4d$nj`On4~`>#25G1CYZ`r^niTkPerNWTa5{j^&;G(VKK6UeiJjfSSxxHpurCoU2sC#AA*~i%cVZwpPYrkFfqpFJ2q|n(2Mj8(iG~9<{Fq z^Tzj3uE$w?QK~?ChcmbLMDzLMR=#r;|1wjml37}nc{uH`MU8M@Y{-`kT`1anAk_cE zZ4p<7xaX;Lu%xGzCLD_&d`ZWny==%^x0JQRq1ws=X&Mi{z1>N99(ZUuEaH{nlYp*9 zkJmVE{Kq8^ezyVNs-?*H>V6w`K$}m? ze(xV^y(rfMxM7i&@@hM7TK+jM1NVIPP~Y6lHn6g)MoT@9>5h9!Sq}h*#~@x>O-$Ud zcTj=~^l3`C)v*eEXy;p^rJgnEk(Bw* zI8f7sXJ~Q5R(FqUhA4$AXh70q*~K`hCKqML#E~OYdgR87y7WA3x-)OU_hjX=pZetg zy?OnH1z+>>?oNLS`FO|_F@fZ@3Z-$EXs!9U@2!_sHix=^o7WW(g>1{~l6It=%O*W> z#r-k$r92IvA8_Bg|D(?=Pe|Ui!i=wZ>d5mxDZXcrPST2Ad})m`X|Kf!t0$S)c>TFx z>*pUd&2RImI|ce`scC-FF-Q2=&a7{iCvN?&-b%k^!!BAz$ytt+YkMx&RzK`to6=?@ zK4I`^f_Q@q4tp`5Kv-ZTe6Cfy?bS!zcuTD$GvTRUATH-LIy61$QowD<^&;!h^aI(t zio3Afso_Bup65)~8|j?>JLLKhw9_+I%Tjz63V3VjOwyu8S9+RLM83qdSYu=8jIK9O z+h-cuox|QXaESV50qbcrI$@EBcI42b)D?aBQ(I$H8R}RIu9X~(aQ|+DqPG;}a7a(Y zdu*L@ta2|t=#__4yd9Eyk{%%X+ygVn7=CC&xcU#)O73j_ItdIX%d z9p_4@hy#4IDB=)q`UKqB#Y!(7#C_l7eUBd42u{F!ep8@y|waU)_#14 zi$Ja0$EOq=f0&ApQz!SUr4;8g8Fa!A*5`(vLT8Phx2M;1MXz!HXHE9lzsF8BkbM|@ zI%vc$Xlkh%Q3}<6s!7`}$>owx@V&0j&qz*?n9Vk;)KvfO3tn0OWP%1DF0sG`IwE-v z>OK%I4SCfEuB%E=;QHBaE{8@!5ubxXX06kF@#RtAvt=H#ae8sMH6JgoLPjXZ z$U1_n_`5W@3sG7I4isXPj$xoj#K*j=YvD0=gU@~=bN5SwEtIq zVu?a#$J5D2r34)s8kHoAoT7wzS_XSR;UUvt>gN8aOi)bv39(UZ_aoxx3eR*XHi}Ky zdcoa8#t!DW?HCQ4{gGEj`vX|pUuMPEEXvrOLj_FSc2VbqN&1_0RaYBW_vI{(`ZcAS z&(`}wrPWfDV){BC61Prp<3%YZo3y4&khrI3Z*DPe{Cq)jIZq%5F==jSB|%;4`1us- zaqC5{Ctj2bEL~Er`i=LSgZ0T1EJ9EBTS0wtS=6i5QqT;9dJj~umUM9vpc_?n=kry6 zj6hzoZoZ9Ut-Z}Z9)ZCgD+4_IgFUpy|10FIMY5>ZQ#OeuX}I%6@(>2;-9<9r`urwW zNerpxZDPERcnI~HUkXsq?Mh|^^wElnau$a$7d0XG;GTCT5*xd2-i`eAf*RQGMCak- zm%VMLj0YZCt}2r-iz!T4v31#^7W}2!GWBFCYb{ii^NsnMX?n@~p^sLS<1lE183n~6 zz4u+a+cD#1eWLp2HWh*|)n25%m#t(BgFaf(OGP7nK2oMq*tD&^5)YW{GWDJq&sOxO z{`ZX;4ua0n^f$Fqpu^#j-UksDR|&I;wY zL6b_b`Ou7H3L`b1dP^~%Nh9rjjZ%{?tG4^K*n4$7C&;etgbEZizoUH?=Q7R)Q^?1k zE75C9BfX>1BX_4;$daGWYErPrf&dT3*?DK*-dVf#rOVDk!y)5k(dfYUi>JVA&D7`s z>17-f4($vpFl@uWT6tso_N=?VLS)ohM8jSme=9`_a?qF|;q;#SLb$;;s{#kUqp8ZW zB%85NmT7_nE|34VzDk*oBZm^WkbbZx6y%nD8tB8L&aJ!?%aR8{{dcJ~Uo)?W*9hTW zlq2&33TYC0b873M6{ngt$w$U`Ij zyOpFb6y}ni3^ttf{-Sz0ezZ3A-7VkI(-a_y$cG2$km1bV##62baL*xrq=lQd^KpGa z4?dq!*QdzE#kHoFy7QOewBs&`8rcpVNbT)fW7$VE^6raX&lYGj#AVL;eswXw%ejkHx5LtI(;mN!t z@SXhwwX8-Pw27A-0>PfeB)$1($KL)WH`a3@eMV#iIX3BWL_dGUf-wReAzhb>E*9~j>EOB14 zdv*#$AV;Hap~+CiWog!PNgv74(2%K6ava2?{qa})4G#^Vul8>gFEf2kR6$=Y#bT1) zt7@38ZFApFB0JW+nLXFQ7tHNvpn!Qhr~U$Dy*SAsOn)1CA7#8aI)G;h8_!uSTznGL zV%nmJ`EgnxI36jAm@LxgiM$G?|8wXWzNhZO?AlP_g%uER)Q~#F@O@UP6xgE{KVje3 zyn8AF<= zhlu)qHE&Bdgn1EaxOBp5Ipfu`=C+?^KTv^IogECKc!%v!yvtbK+#JpyV;-vduB(rPhM?p0Ct&w z9tyeL9IilFk7HiMUXmVX7PdtzIGr!VW96zCx#Vef(D!;5UE27uJ4SrI5J(Z|9MVJl z0_QE4)0g&OMTzXPv*)~nM?ttLMML}zNqvS?s}T3R=#%9UW}vubasJDzYw^@FBTL6& zZLuG?t>_Wr|Nfr3?jsd&Am6K!9wnFQ(ea9FmbmvCCvRK6MJNlU#+JzWzZ`daPQe~8 zs;E-~%!3>9qM&S=BZWeE^0HDL8kxmkX%gQ*+`2fnD!$t1mfgZuv5hZRqU zu#oA#E6L!hGc;xO5M`GsxznYI?wQ1m_oz^qFe_FojFNfO;NJm2hV7VNmS6_*)+S zUUe%+*57o22*8u*=D_ipDpFU$(n(jeLdT)O{f}F4ae}bqa!&abP*wB?N^~yYZHSN( z@ab&Q4gT0}kA{-JAL8kK(DUjTLq15O-9>HM6vj~oWj+pks!dCJhqLRz5>=(RFL=z! zGfocL^bG7ed`7$Vrp4{$QPu;4C1#k0OEY$T03qZI(8Y=G80-r6HMSA_WYU!f)?O$8*&(@f}+|S$@Jo3XwR|hQY+h0Mz z7pcFwJi>fbOLJ*&p?5bnCFWj!*L_Pu9Q4&H*`kF}dbiF&#*2zWI%#>u=On$aHoNhG za@p?@W|dhTknue9*hbAB8U`6pJ+`E4L&GC}c`mOdIFaamn`jDJP{?t8jEF#aU1>{% zIULfiH{Wy6uIfcyJJ$5+923ucejIYWK3bBNdaG8P;Ny&rDB_TQXv1_L?*Fp48{+{t zwnX*C?>+(9UXKWo(hcKYLa-6BQ8dydW|3!^ZNxTQJ1twQ>XN+r8sFT+)B8!a$?9@6a89WKO`H5@$HF+s_o8^iCM}3E|B~6=)M$rk zk6$;o1iuKef;yc}s9&|ld-hhyc&cB;Ae>&xbQm2iFU3=wjh)e+8(nN61~~{dng3I6 zD&7JM0EfpSy>#7UwDY@C0lxS|wlXEN{xjHlNJTpooTkv$QLYE9r*TOy{1HrFK~pZ2 zxG0vBdMP>PAf!c`f^^f-4q^KsCW`7jun23>H1_)09(_85hk8p+%y04k0ag&4MZ%D? zE9&1!@jQz~`j*=c(?f6Trs5aMFNFV6IOF?5=#|}vxO>&-rWFkXH~!~h9c4Y9*Nemn9MUtXVIPlt+him_2NC`~sqwn- z-u+{{$3c@C8HoEfrz=gSj0Zkh9)t8t6>!X6ZU1Qr9i4-Ht#hjd6fOgh?)dThTp?vW z?s^e}$t8VgTA-CT{owN|3^(qvf1FORl7%?HM`)hb$y~ORG9GX}O_g*-#Z7j)GVuF5 zJW04d+)}gG60%+f9hSMHKI?`Q>*>T#+iQ%woah)QvAH7qkM{f_1!yu)0iD;lTxsYa z#d;=j5#tBJ46A&VHk<+s`b+1CzabPa|3LB5$x`cs6zgd`(vuo#R}#1vmPu^6`f&H3 z;QJO3bN?JwB|cR#qp0K<|7b;337RV;8|;OHAAKLT3`!6Q+k+=eat0f<9}x+~TBI+I z_P|%mMkA?Y&7W|o!C_vK#Pa4LcLh^Ne<(TrnM)M((vCz8tHwi*#qw9Yo)v|A(w_Hn*uO~Eq7etq{PDKNCj4O#al9N2wk;4Y zVN2a+~=e{(vd;&F)6aFkg*h(JA8r)HB&^!reCE&88Nk z&@?m9z2-m4(1>&b_-Ou^l8tN;B;!WK%RL{QN@`SP-zzt88^!d5Z zE|%@5T#E5;HpymuW1lx0602_FH3oKUtso z**^T=%M*THhTpt!Zwd6!iV9jTi}3mZ!+X4MR?EKO-|V*33X>>(@Z9KqG+b5sBwtJb z0?^@dNVho^eLR0?MM!K7IlHrRO+pRyRLwyl$JELcJlHAvXo)Xu;ogqYI%z4fA?i+k zdkJ$Ag!@#qI)Q0jo=gD;a6J?4ohF;(>=+6gTHBF~3!;|lCatWrn+>(9#-P$fuX0$7 z6!TGOLYT?%YP2|#SG*qoZr3$F|L7Yv7czeb8U^0*^0Jsk1ELP`JG;V|eWfZ2)mWk+ zdnZ}9Ppt=fYB#u`r6Fe$-6`MW#*6xFbUI=7Rq;huxZY419`Db*4{oU8gSwVlq*@=} zxKs#PPpQ_KgstbceKh=f>jJL0zZ*MHJG*u`R2EK0xX-om*+W?me71Bhn{Z{N_`{*E zukAkm*>e3(j;-T@%8CuBMQg2YFq_I10O)Xegtu-KWdz^pX_eSuoBTt6sZTRRhYUlb z8WR)O-=chv8!t)~c%)Zcxek0cx9GiwyZ-qztw@0%C{1{Y(tDqiiQ>b50CJcd(rcEy ztOm0KIdXW!d~Oy$v^H@Z6fuvXBM(*!jm63ezK>V*9z=&72w;Lo!g~7iwlAK^Al>%i+9;Xaa!tX< zf&CQ*$7W9gBR&_6V(WT$e21JbqSA;Dk}DPuX6@~lP;>Q->uz%$041=IsPD60E+iHz z%&EQ)={YNnwqvVO20r7%%)1{>8=BhAU%4YKe_z_1J!yIS(gH{RYZd8Blq~qVo)FI} z;m8;1D`=!|d$;s|GXIt)vBkEavVHOa^I6bywZ;uCcT;J)PC*BV_cR)tba~~Q6L0hG z9RAuyZ=Pz_!yO5kZ*`HcIl*A6JrwXoVTVmx71iR9`)b}aiP_E#7j_L?5I`yZdem#? z2CWvK8o-ew>NT^7j|3laHC0;Cf=RkA6qsFGG|B;zbR{50XWQk~HI(N8;GlImghiNK zpRyDE_djEmt^33EGlS%fp|^GlA_M>Ub9yCZJ>YsCk1zwyomKIzr&xl&|J~tM$J-Dn z%bAZ<>pt}A2U5OSbOnvD_1gCNU6Hk)@NahA)TLEXDj*lQ3~l>~S+Y>tq9q26^sQah z(uiJjvud1Ha2VugAHkGH&zQTR~N^4tmvNZ^unW$H8f43(@it|ygoG|iTmyY7j zI@E=Q%+%Qzd4&eIAf3X`Y51u=+2Ret_?csBmnT^oR)gK5bm#>xr<48uv@cud0C=E6 z2DKlyJ$Cb;fP)82k?kDP-ILfzo$vfoPdwxd=KHwG4}o`O6p^Ct!RK}2Gy(W%SxnLb zYXsu|MZ4xa>{zr zYDU+Vr6#Mo@J&nZZ$>Q&jw$j5_lGnfUDsNt8cWLgz-Nm{Ou{6rOoY>+j%Ep2n&*{O z&L15>?<=7-uvZ^!TPy|nY~m|;4b=o&nAYidmKOcWsJyTcN^|~$%3AY`i6IQB?YJcH3fdP`oyfi279+*?3dqsI%4Wpk=)}l;_By)`^PyGFi%a;HyQq z$q8?sKJ2GwscbGWOulpF<#rtd;o3K{yKT;Qz_2p za7k-2HOh{?iFjE*;C!^DjxY^dG&}2!U1bvMaOidl?{T%(-`{|!~mV!QB z+fs|(2rKIZEQUqp={{U&adX+H0s9^~sOfnEsTwC}C!|3mk|I?joAjo!59Ou(Rhm_J zuD~B-I?Dwbk(_o9y;paBV^NL=V9#Qc9(_3Mcqgo?K%#B+YoSh;7jqiaw#q;KQw|$* zm@*&F6-2^14rz@@*r@Aw|FP=D7g*?dR`?Aijex8#MVU^#(qb`zk6TY=I;3w*E9&p* z{V@gK{GFQjOZln3DNxfb7ZI7aV`JV!t``xRJQiVLn%A4=%sAr=Jkc4GQ}@ik4CJF8 zp@2Dw?s-hgV}&-}6E19b_>|sT{G<;fz%Mx8&Ph4=Hx%wSpt`nZ+y`k_+}J$gi-g&{ zaASuuJmlEO>-uGAg53urv)HqvYL*WyrEiW}GhG@D;*+47yg^ztXD%a=j?rGr5F6+7|73GfSKBgRdJMWM5mv zOn?HWJDU2@(MbrQ0w&;kq~s->VG6tyLz|)`xIjCO%H2MT>Cj{K9WCk_tL|hC`CimK z;gIh9cs-a|HeqoaHZC@@`SkluyKh1=g`cY#!#D05CdKz?H6!W5P&=%6u(JTqkGr%y zon%YF*3URJ>~{3gx~G)+K*%AE9B#t*hIdNc_=)Tt*OoaLcF91n~|8f?QASu^=s~6UNmG)%`>9(!@lk z(&cgINT@XV18r12^LL{R_0a+`hfQ3jAQNo)$)OeZz5BZE*E8gGp_g_Z+DGtqEL++_ zRVJNu_e2oXTmL=rGXB*@hgp;V5RI|EqAOdb8L z;#5$Zynin9NW6Xq|7u0?9#w{9Wfta~k8bfL_#Wic^W**QoB}slC|d9}Z89RH z^=mn#NA-j$Mg4ys#P#d$W-BZv$GnGlKsi&i5;HVn6onhy^VDcFY2#yE0w4Cj`C5xf zz!SZ1oEb9}V(%~iT=G_BJA;asK*T{y-U#Pt9}>7`?|XFcfce`h<&P&;fsOtSBrS^W zzju-HJx)YX$vxpTLFTHr{=PQ@SXH>OqobiIf)8cK;b_O3SHUl%C=w9IjfhSlz9sGR zJ-vwg^$mDMu6}&q$=-Ku=s#&4oM*dZp60=Mp>zMG|2~AYMLxZ2?@_J?ki%kJ7dS{6B!g+L!|)MdVA{%j2eDY&PxND~TNhdlkwja~R#RTEdYq;L+nPC)?) zTt+*rP^6rX<6ac)NrxOo``mr^lAE!r&|T(Q`b_z&P@0f}n5aYQE@LUzr69 zmfJh8@YL57-17>L66+@Ff_K#;kmvK?`pl&~k6TZ9o-}(beDvu0r&*m?$Vp9-Z+F=` z@*;5S^)#Z7Cu$#&pMu+(RXS23J$Na?7-Q?z}xjR|f3VAsSRy|nM2vgc9O1IS@9N$-r}&Yitn%UWW4&f3K< z-kBwV%f_Z70@iOrCpdE=iuX*?GbbAH$z4akR`_H2@rfv9ioo;trC85qlU~-l7R0db$@2B zzx~@>=&L=6cG-sNj~Aaxz`t4wIHc#q1konWy^SGwqEMjbdo%(5YE4mD7^&>wLHQoH zo+=ATFI|_Jy<*97_*pj`v&<4Q)yogHmgGTN^5U&*~EGX8wwWiVihjOUS- zf1A@ovh6J!@B}lf`2puZ1<2&gN7TKKo5inE0wxy?>5(NvgoA4q)%KU+$XRo>xz#Id zG(^BUp{CD)Ckq;-n2*#Ugr%55``%YOYb6$0XqX+kRUbVAGXFH9U`>u&ifa=b_+lL_ z;eq~^m7m_FmPlLy+~Rh*;f)a#G0!6!?RJfp8|8c4crlGe*!5m4&UNF~MjSb-{L6G> zhlWA?@uJ&&&E%d!u|fgJ6c{|xRc+db4(G{MUHEr9ll>}oQ6ZEe(>%~|@_FmU=OY2@ z>Etigp0a!QeS*YW8)P=GGG;MU)?P>B{PC-Q6{~o0OAP0)E)BH{UjchO~X3gO@kHw)kf z$w&!nTeNdO#D2df#OuOKjA*}(Yv5}&4K+Jgsp#cNF`v#Nogi}~o}GN38&QiT$o;-^ zoSyC+1+9c#iblnTmt>EppaXaxO=S~)Y!9cYDDR)!i!mY>{%RR2?M{Joq`aHxtNm?f zniT69Ow#6^J-)2AO>92X=ZTxAjZh`D}*uoa%2-(ENtx`RBLCexZy9K3gPSCv1I@ zLB5@yxkUS6dyqxWr}5BZYmAt{i@^ip8A;srRPTiJ=}yJXy)U{BOSsCh^=1@saOdlWPh8uv~X^kWf6_TJs}-TgTb z=#A|7ntd*-93kUH;gU^yU?Z&mabn=kddzrtBhM9!3hN=y|AXRm9^n}_vm265lhvkRZaG(*7I zi4x?jQI%6D*otMxsdN0#(?-Ta zuK$YWHSWDBPNJ;GT~EzxkT%}yyH1HpBCbAmFPr_!pdlOLFpnTAhxcXTHE7Oq0~&+f7>JXD?!-c|2K9iLs>mKss62fkPu zgGE?LCoD*`iahxaXA>ejMkHJZbIVicoieiDEAAEIU#ti?95&&0m3I8u97f+u-1ucS z{x9O@fUC<55EXLS^2Hw%asc1cQNxOCN!4=ad2{{c7(7Whw|{WpSsS>**&mJ6KJC}o zAO$*TH6URkN@JkmpCv)Pn1Xa;j{&E4Ap>f+-9+0|(_+qOQ`Y0qp|+`#?iCgZ?xzkd zk+=!pbwN05;3gDv#v)OX-5V(e6i{e- ztLb$#e(k}1+7^E1TkwS8W;Cr~cXUn*<$PRAM>T2*rP(2Bs8u3E$qQuW;Jlebg@hhQ-BDJsysdG_zCrDwOYW;E0kmv^j)qmJ{GG{Z5dP zM8_m8CUxFiSqL}+R94N{(JfXd;Kqx}Dz+-&3{$lt?6dpo`aEps%u|lz;_Q&$E&-gq z98zKaIj5_iay+zBt#Wr$?^qw759MepQMYR8U$$c5H{g2)lk_OIAfZ+#B>jy6*61v$i1m${JeCWS2%GGWjuf!bm^Gz#+jl|rbl|VN?1SX{5hqa zy^!nsPa@#xS?;8)$6YTHL@`J&Zx&Pu$OW097IOz4WS*Ljc2)>HixkA+6J zK(Obd26LFql_iw#ao~uaS~`<3>NOmu8xHU#8a~{MFL@I9BSN|;X&w8boI&z2Ct&i%W6@5N9sN!x+wkgkibk4ter zhe`T4ORUqfZILS_gdxrM$KUMQ2Yt0WQJV89{_8m@&Sx;$gg;yDXI3lQCsjsb8FI{W zQ)km4aA*9LAin0EP-l55=JSZ3XYopOuDQIWPj9y3UuH^GGE1v652qcrs0ncBdRbvS z4r0e%yH$E77Sv-YEb6k}ZUtaD@E4wWp+|$Q%}FPQlgh z^>ec=oj7(pLvwga<)9WY18GAJZ+kD+0^$#rSQ|nZ`2w593#KMnxb^&vTxJ${C_590 zr+IT8y_EudbTF8(98ED#?<38)6t{k~fr2@AE*LbUjM1%!&Rq%=@B!a5Nh2prDL{QF zM50Z;_|kagSbHc>b3_++>ko6AAmc?uAi6F?mJ#u~r(GBqEU^go;k{&|X-}XOSsP6k z?pf0zo~p$?PfZsR*X3;YU1hZ9YdaS24|%Rk&Qb>TTuV@4c-C>;2nzPN^;BU<`kqyQ zU6_Xd*Y|mt_5QWzY^U-;>r+vl_K~qz+5%@bjr6VNFq2&_w4pD!`3H|(IrBOh3is;~ zgKXZJlnD8rVvvc?h#kD%Ea>@&N1O(Inp?0vc*< zrWJ|?p9Y&Wmg3)SN>2Xv%sy~oQ6kC}LM~|TqnwX7n?;8^N$->_vIt$Qf2*|}du)GC zsd+Kp8yXUubBV9nT_h)_0`W{iWILC%FiNJh+yBVg9Q>)RNZQ_JHWktz*P<~c#~T~O zC$fQ$mZeJiqm`*nwA^zL?-1_{{>l}k5-?osVu%oAqTLYMSM0=D5sm~^u7>}_Rj1|SA)UfkU~TbZLnCo zsNqk_`M_t(;1Dir4I2f1Nu{`cTK2yDKGxI0pb<>K6-YZuX|F_6Ow)4zmZ-*3U zxbWvj%%#2x_bKGy38u(+(vv=lC!2bQzLerQn)i)lzrucyQP4-^eS+L=Z_4ukZn!+s zDdq=ZW`oV%7W_a+)rltoN@WmkRtKX?1L5+$Qmp53NI$jaH~Qng1%Jj--$P5VnYjfb zM6_J_nqv;FdO}%`qh6GxF-Ygf+DlW7rm*m-RCgDfJI*yq5b9~@!p4?v!vqTT0C3nm z(gVS<+7p*3tK%=Nd!Ae6i})~b5dHz$(^X(_Y%Jw_$b1fy@cs?g{Wm^FZEwZ-kgWU- zTYj*hBuy3_tbOxlth5~pG#=@(huCXD13K?(aO>r!sgK|sgsNIKlw#JM>*<#Q9Tt;G zxH>UUv=-h}?Z&@ao1C)lW;w9!qlAj`rr0~1Dd+&7Etf;s`p>oA>aBMrPRsbqzhNgR zLB9V7QBiK{ZZT4P&t-B6Hw+Ey@3w~POAMyo82!SSYX&wS{y@GTDlQS9L4$lxT2mK$ z`*uIyMWSJt5wtks_*~F>9-{B#>{G-s6StnC?@4d#FVa#oD81^Amsa$p<0}R~fHyWC zqgkttM?POE+yfz#!y&yjCyY~SzSvyiNhdG{Vx#_pkfV2G%xntyxbG<%kVUvK zEV6T6^GKM8`~GJAE=^VlxP96UiKq*lk4c;N;i{6RqhiBrx({VZ9D2AL)b%LL6AC)4 z3w%wE@s3Xvasc1cNo%OJ=Vm&!UX+mW8b!6o>w;~oJ~V3Oc`5xk1snkOG@dHqcpuB? zOL=8`2%i)S*fcHYz;cif=|CxR$S+TWq?pe`SCz;%`dfs;pcY4oaiw9Qo~`!F!TD4L zw6Li6(2L!a`8ae${aPmJ%1}n@%0RF4KqN-rf4r(PWKafHS1M@Q>TPakI|O`@$b!Kn ztZ(5?G{{Pyh@S|#5Lt2dy~7BoxMDk_ot`UM?vU$6Gc!EWZ>?aib6%wWSKRe_wg(PW zDT5L79a2#{zAy`>tOq_@21Au_f?rf*y>Or@q!y#VW#?Ym(i=V;qN9pWpe@LkpXyWQ z|G<5uraDTA}Y)VLMtrI@OB22OVB)Z)Is z9a8q<*!}Skk=cb}PDi-DCG^!&8WGaPmH8<>moBT%IPjm2dv}Pj8>-9yMk_rR?#q_8 zfSS%EJ(sQM*iX}|tj0=1*-|UUVzvOv6!zHiH7~T*--2K-ay{BvME0=~_=GhsajC;A z!yL`fZBg#vW3?K^oV;Ty(tOXLk=Ey=O{-UQiW$Or%o>$IRveOn{O=9aEhxWFoi#j{ zf;|v1Im8*AqS}z!$qV}N=~|!i$sDUqkR)&?;_uZH7VM{x16a@Ekd~z#4zGyW(VdNd zwf?MrU5?raXi8EawLHz`$5=}-pUz_to+@|k?aXzqkf;rp-l=`GaxRGcDM(hw-BWpp z!VdmiQ6ZB_ILUNfSvn^m6(4O*z1`_-TaX3?oqEKk`QFWTrHlulL#HtbN1YD?F)WKC z5>Y2IXwKXj=b*y&B5J$I3{^g+tjAq1YP-=$pQ>;T(KkCKz;EbX=(8I6&GjmjV}7^i zYZ@-x3$8X4B?>eeVbsU=rq?|CBNdPL3?Gvafg2Ps&mzz-b2uZO4aPk$0zHTHf$tr; zkxBzf_)z)A!G@y=w;~|V8~nr9TqGZvPr(KNJsVAUl6`7DOh&0W9+DWhYJE8Lcx)$> z<;+6uPOUKo;uHT1>iPQL2eLPA+#8-Es{m<>Mj_uXH)-*a=6f{a zN!Irh)QfYKc1WCQcI}Dj348`MABs_O->qwHM?FuVX|PFaSvDF9ImM_fmnI%M&)Ytgb!(2F5)mV3`J0@jzUp6L zT&qvL%WE0>&Nlye1O|Jo4Dj#|_Rt#tuhT>_D9;IdY@iBZhf3~AFV9Ka73bLcqaJ5- zx^4!?92hmJ`h-%I?9wVDrK+I0Caon+vzt~m+aG^xQ%!E9 z4c}l7WocCiIyyrA8&Z(ZV36JgAxK`SUhw$`j{Mr}ixrF{aI$$e5;T?=w2Gy$c+{Z; zjigtlsa}bT*>#`;7ZLB8BW{tF|l@c(~ zl?uWIxyP1{zMP&xYy*nBmgbYDoa1o7)Iq&whS3Kh<$WCXRIi!zM=Lbk8y{%+7XN5B zMA!$OK*EHspT@%x<9l<`2oWbjB^&z-XO)#01nI1Tva``tM=#z4^d98s9}n zVvj|W#fJKUNXYeRh(=rbm~TzRO8_`@8tI`E!C>oFxns5MSg-a)$s7N3XMlh?2aUs9 zo1RU8a6^s5lWy|2WTx3!y=ldmd-pMp4+f1!L0Q6xGw5t**{C;Eyu?8-GM@N$!w+{( z6&-(@;g7XCxA)GZSA4Mp^GkEoZ=3(V zF5o8NZ)mc%%;KZ?P6YsaCW}d!!wh&{^zvmezLa#M>nwxV2nDFu*@vLxQ`7E3Se77b z^>MuBvOT_Y6s!JsWilW2I&UlK&7fQlz@E+}Oaf}xrf2atN^m)2u64T`&w`R;b3eYO z@zY3g$N^B#CcZzUNb5yuV9)D3EZ7Iioskdue^Rs(RMWm#QqUnK=5R@`N}Is-fAq0U zf(F!BY;@Z4r)K1TQ)yNRI*-O0e3xQ9@p*D>uZNZmA1>k%)8t@N^Vno?Rw)GyNV*1U z$Wh-dfE@;l^dboEk+w>+f~)v@)g)gxI5YicC+mNo3gIJ4VN&wGYU;xU?B_5^M|^=z z;L8u+-s6eRSGI0Sb2gOU-?8Ltw(4lyq^!roj%dXpjdXgiaWTk;7hZ>DI+rP-ow?QMP(51MZE_$i!c$WT^9biXTuZpffkpJ=A9YMV@#)O-{mRH?RB)ACl5Wg zaj4rltSZ8TvL1hIMb?vUJs1{+ReR}63=XKT%H&V*1i74ZsHlBf^hrE(g5!oNYDsrH z4aXigKJ3zmZ!iD8rZ~$|59(PRMcNkHnst{b&_kar@o^uai*vAblElWShgIi{LU^Z+J^y$Ca`k@I6{@ zNVxZ)-9h`3dWC}vsKd4f3&Mm-&_|nqLe85laz7~O;LfMooum&nPpDg}u9%PSBG{N4 z-{iT>2}+S?qH%bhOp*As5^lT*ImAZ{&HX06Dn8VTf3ypRXE=wRfas9dDB_%ok-JEF z9smwal|guBBcQw6biZytW__ysve08%Ga)+U7?LQM=SN(T0(&NpN!WV9!~RVPJv}%J zxYWO}SJMuh_6a~qT2^Pg8YOWPZE?eYX2;&`q(-A9|Gac%ncliwJ8JT3i&rBLOg9 z+>Ck;!(|_Qpj;0G9i$^AtWxlZ4SwzMP(lUUbj5gFMI9tb`-WD4C+~WESjtz+LaUI; zDvRm{>K^jmO5BB7?77OVY}7DF1$zvMb8<6H11RU?*by;0JkqmDMFV%$ZP^lo!A=(s zW-BT|z7Io-F}sx6TPWiJX<1GiqJ;boI%z`drH_BMIE!L46fd`Z6V5rmvmXjEzP0{3;4 z>+#1*q)8)fJJ-o!@Nd=${F^cfNdfmGc?)6lHTV%i-%p)*)Y+$cLH}(9D97A}3iI}xPtvK7kAJtK@`^>e+pJw? zb0MoS6VG*$B7ECAYavdg6io&<@Bc;o*aE)iaY=8{Ht$WoS^P&6#ss?e8m!OfSV2+e zHIifAH(Gj~ay?)@+7U=N({T-Q)ayuZ$F28^FPUXLAF{slIA8N`mpmOPW{QBrBdl-X zcEm+|-_VWYM(tqE*7#EJUh{mkL!@WXv{osuN9$|}n{VE`a`&o3&3Juc(>aZ^xB;5> ziMqqrbhp?!B*l6rhxDlvZQA*5>pglf>)ll{%_^o^L47wSvVOtWyECO(&!!VT;OP-K zRj==QA8virkAD8-XW02O=eJ;`09=Ia$(MIkH<=#$*nh%pv z&vO;WqL=z;0qfZ`(&Y)at)Q{6&6)OAHu2pkAHK`8 zfjr-ajzf9QyR=#gaJXF3Z(PPCS zJ=LtZs)y(JG#jr@F1v5%T#AB#^X(K8iLA7IOC|WY@uGGohd3S8*SNdA-4EB^@6mW9 zmujiDaz|SJzO*@e((?AD1&;iee4UTp+CKHMVr>)}b$E3m zKke5N`f=#19fLIBr}m9#fgUSSj!7de$Sg9MV(Jt4--8chc68X})axoiDW(M)t~E*R z@RfoaG|o?28D*=mrMa#b$Ib1gqV}pHUC8_b)cB$0T@hdK#6ymFDw}Yx{O|x82^)Nm zTi>RV;2awb-mCbz0bFC*T@4ELI0G)qa!60}*L~TQuKm0Vk2qmb4m<$|$`j-eflR;i z;~&a)AYP*DK7`|?%)OKVhgXBxCo5~0pc66aBoyr*xbZa~&ysPXK3Twe8l5zuAeh|Z zcxHPFo}b^uc{k$wNrD9fS(1rtN_e zg1WmV%xlF$IVincc@}L+n`H{lJ&2n8=t4YMiNXh&iOQzlLQK^)GPJool{E{3{UuZs zmJIk^l>!_(>Y9+XUM8P6;PpjfD`wWEjh|+pgt%{O)Fpqk?b0pEdK@?+*E2bUyKSlk zCu8n44Pv967vjeaUu?^TgqW>p+~=3#qi>`b&n11@$3sux>=s#vGa)AJeoAh|5O+KV zeX=3CG13+rvPnxBWdzQRu^*%G1n1egUzLCKt5nW5*%$Pn$iuEjXM~`g8`P>zd`=h4|^ZkXRw-dK_szZtWbR_<+ zQOLU{#d;p`1ncNN^&SIBk8Ypf|+y2x54MN zSe7t2Coa^|`gbT`+IsReSI&zrmEwCQS}I8vIbn&@g8M70@YFtJ--d4*#t?EcO!%5# z@^r-qx$w72BrD>O*4=CK{nWP}e~o{%*5#{qZ$Akt8F!$9Had0gU5I|Al#HYwEA#PF zzu5Om-1hNM&zaV7NnIUkJCq^n zCUvJ`%y+0sth(y2$yc8$56+1xpX6)WeF>RJJy$q(s71DPr&=bYnJDceF}q&54B>fB#^fpP@~glxv3aOES+j85Bq_dUF-b3$ zl*woHwC6}9I+ZbJ77V_FeE%Hj?k(P(RiLZ~aL*=vr{eSeoMyw8&v=^iW)3^Kv=TDD z1C_PU*JK@`fCGgbHt8*Cu_hgn&l(zW%o)-%55h&Z0KEpI$k4q^FpU0{+)Y*iZm-7f07 zl%ESu4df#+;BKwIw@|>xKU+$<&LKP=$-NubnyPem8b*m^rYt_L{t+z8Es&hpgOYY^ZIQ9Q(f7W`5Pk28M#?>9`Yuww2fkV+kF*Ll&93$3PFyMO5ub&cwKw#4nM-j#jYj$$+Gk(S{O@xlX0r1Rr;q4Nhcf&tDB^FqGEQ2f z98uteH45C|!7OF^5SA>+syv*sFNzJZX;;y(&oRrh(zNS5E@@d*5&g^R^IduV*moN; zRIuH52u$%8T}3OXb#%q8asc^sI*oAH`Rq{D9UURWpW8V}V^;9Naeg_}b{o4g5WIgW zA_IwQcs*>jKc~FMYr~P1Hxx!F@F3)9qssQwbeC6Bf)2W?M7aMDYoTG=m?Vb}cxGOU z-4SlK2qM9^qY=Ge(-3i@2E11+(gELtTRLrEumXQ<=QJENP3D91k*26^I4dAAjS88# z^%RlGBV5@EP6P>}+skq5t*13IH#hm04&o=!ST^ZL3=`}Qn+eanS` zxD1zs45(?i4h@|ACVzf8WIQ!+LOMw^RBp`3%eTW1CbWAjR=F?&0{wKPEV_6`<~jAv z;;<2M$ShUD(ekj-fs`KoW*jz3Ihr>O)nuXC>b@~w^YFGm#TR#R>qX56Ch2p*8vRa! zyu2+q1^%f>kQFNc_qK&4eM3YV41 za^oP_i_&}IoPw*Jhum}3Hq3bUy}w&Bm|r2|&!T0vH?=lvL&l4~SsrOknudzwz$1rT z9QKXx4*nLo4@&MAT|)~vN22O!qvC5mP*V<-h6vC@#az}T;4|C>`cSw zjg$}*`esQ-9D#3C*Rypm+p)Szu65sgtJQ!G^A);{Gqdu<2q;>LV8bEJehZ4@de$@t z*J7!$%?lSpc^5D>PDIM@RW4HxQPu;vVY5iDUH1^SbZxvQQPTPi@_iMaf<)R@6mT45 zXiK4QRupj1#v-y*&f(|Jwk15olZ1^;zdHEds)uUAbExxhd(-J3Qhd+ga0x%O+KLle zYg?Y+1v!8AV$RwIhlphrVA03LpbWFhDY7`BS|97xm_{-N{A2i)~-W4 zAl#Ji9iw~?;GW4Qy|airXnVu*+c`YyyqPn%@~aORb+pms0Ds3q78G@;$pPYH55Bui z6FT~E=%|eUt)|P84@#q|P|vV_V7nFcV2OezoAijAhlNjcpZ+^M)3NyK`DCR5)H8gF z804DnYI`ZrVX4vxlbFJLi#`bt7vRo6q$OK!p$#&~6J61f@0lM~L%tV99pV=x4L|0o zWVz#8AYKo(<|G^lhmwWks3_+Z?p*;HPZi~)x8BD(a${*u66Y`HZ`)oSDGOC6N05%! z%THBIVFEFS$K(=zuDD-Hd%x#I;xQ+2!JUJaSZ(9}lI^6{NgU{B|=3Fm3T*dOk3 zmTmY)o71iPSvC`70cW5BWns9524z0}*oq=1i?r`OietLVTvG9#+uT{cp@!jLuh|Xl zcypPa{VRog06Gjh>7Ar43Gwf9BXNm{?5Jt9$YTtMQy7iJ#EJWWf@- z`K?DKPIBqg)au910g+>l_QC$Lz^I5?yy$Ywy2Y}C2CHz`(nLXEbcih3PAMNs_J}DmDn{ycD$h~J5gi^rAt*3Hi7U9MT zcfQs{c8xBu`*A?EcswNJJ?YQav~uT48~NeVNiP~p zyZi3u^Rlj<(`&k-*SP<)CVTAPW2YLpSC5GN>(@C@#1vZbHH+L{XhT$>D9>S%K4Pe< zofudjBC$AL&qn`THFO5>$WwHxxz}$h^~nP9lFQ~2UZWsv2#$WR<}1d3%XX<$+y$Hl%p|8 zpC*dk!!9h(l-N2`cBR!*ZX5K`W}=XjFv3XOXof-#mvrkSO--(w_5h#KbMN|Uwz>B> zRMgHvnyzc=$8J-u2dqaoUkL-Jj$JgjZ$5r-KsK&^_m~1X2skHE$jR~F{1;_C4jd{? zARRB$dRMKqAC-ZZg}bKy8W;Toa{X`zzGiA>`2xsz(cl1$^a;a&kC!~zZ7%q!<6RZ% znzV6Hit`$^eYDQp1`{-@&rDj$C`@Ksz1Qu=GyA3?J=VnxaMG#~(P$RBdtIof3P3#? z$tIj8xF*NfeTojnB?`)NLpE=}fp_TMBO2{`mnMiDDz_)S6H`Omxi7%F1&95%K+mYI zbC9ZN9oj|E|Je5s1$)5v93JWA*+srJEw}Q8cyc`JU}EU{gAfxHgsfk&vvc26vr`A&C{$y9?CCIpv-=s{o);z?{Vv?%%1cp ze5`Xp&%5>zJipvydxH0@6H0NeAqi>F9_s+ALk_^6Mf|ReqI-k0-PfT!Eab$Tx~sqE zA|DjytU(iQXBX_xpqvlb&*jkxCkosbH8EQ^rsJP&L}Aj3C%2&#tqk39+ZmHLiUK}h zJ)1`QaHm)JG3$)f3LHC^H&;godxJ#OFf^xBvW_-EiupVm=>vuz?q;+KE6V*b=Kh)e zTiwP1@HqSmv;eu~yuoBC*rD-=FF=WI319k9BIM7OyF9Jo5k%%(LJce1&81>G1P?o+ z1ewhv{9YaA4uzdkD#U?LcU#A4-2!Dg+fl^tAGrLQay@RmDB{yef3@b@c`qYn`MYO=jY>M<)0i!g!dajUnswxkU&YIV+)l@IQNlC;Yx#a#V- zi@lUgfypFo{f@y}1Lgj1tY786JKuC_wlZp^03z6RXz|Sd(RN)?QDsec#u>AMW6q8d zOi1T$NoFv%kst~vAQ(Y%W{emS6QF>Y0g)gmIhc?j0*V9?5CsX6bCdrwYu(#xzSDoL zemW2RUaPupovK~Cb`3muc^wLTswroYX10Wf?1`*D)`5SuS9Z_Q-m?K}Ydz75n43;9 zcyp9W_H5EZwxXR{uD!bpaO2er!d$+*7!Os*YtUZj?vhF3rwS-@P-93~9WZ9U{g3y79u_9%u99Kd>pB7-mj%g^fBwKKl~$I*0}_wQ5kgCfWDAmWgo zO_z2z5)JstHip`@h2yRjiLjiLTIaTu=~fFFuN0~*yi{B!Mictft*ED#%Oe~&-nA*bMs0~5F*)AekDo(8g}OoLqYc*l zE*8xJe9vQ$4twv&Eq;zCGcICf&L01QOjU)!(2)E!8ayP=aeWIpp8})Uq|4**xYqhN zE$?wm;km63K4R7efc+C6Q24D{LNqf$Xl z#n4NN^=#sx!a3Evo*uU%{JGj<@?*vpABY^1f>xE9oO+vF!Dij0^!j08A%M$Hh z8BJKmbgNZ3Q{bZmb%p6D-5<&{v4a>ujO!?68^tSyN&nCD`@V8YT26i;sLLAdU2*j6q`A^S*y7TCsdHF!)G^+D(xDYKKTU zsY7>2yNbgkzDj=1#?iHJ);HXIFMsQ!))T?rWCBv@x^MeM8a0H0@Ncqpf~n$2oy^1d zsRZ?h-8VjL1bKi)XzC;PZ09ZLlcgeuOPU$d~Qb1aRV2pdOUdO?o_%}NFqO$`C={mj{m@M!Oy_j_I%`Jm1$yO4?qoHh?Fb z`PtK#>Yalee*$qUCWb6NN81jhOSU3u1zT+|;~n`EaS_$j=XXc%4{m`1Ak)~FNsv~{1 z>LfPcN7T)Zlo19prkdu19yV$rcGs7B+`=C*sP-?&a&+nH#{;_{(Kw z;mLYe@hUA4^$b3TaDA3@&DpM@>lt1fPxLQ|ENC1H3A>F(HO`XcwG29P0Q0#F(gPEb z)6s7U`(vxH;r^C@O|8#&fT8mcjmM8a3c5*;tMIRu=8rN7lhMMT{gjOp;hVtj#=ft& zWvqgyRb!AEBX6Bq9_@YHd@9`&7f16h`RnD(fpUD zvBM-iZS#K3=rLYZj6b#;!xa4PdVm-7rrbbd2hWh-XzKyzvsePcd8f>^ugs?LJ)U=z zJ&V8D{2T}6on2^3uA($dnqEAg%OhMNhZi5U&fhGt7pWHHeCF0vs56{|6bSUxf~4tY zvxrloOf8)SyY@>QtF3C7Zx;6TcW7#I6AgVzZ#YQZcwmygXVui&=+}2cg8Y3p>eRcA zV#xU;(1?HTj|tMiC>H6xNK;?cTdtjcc-B$4y}Zb@7(|dQ(TxAeW_j`LNFeL5Nh=Vf z)x}vaIWN&$3GOeSWRn5$NPi+K;F-LA(zq=G7U`TB(|FxGK?e^U_eo!lOt-!b1)ZI4nGT53MOx1ZvR61J4z@ghqJZr22|?sp_t798-AM^DC?BCe$2m zLXwzOpL9H>L=KlYt;jT3yRGo7M2m7*PG)}Zc(6*IkET{*CtMKEIsxZ1S)}KMW6p)% zn)BS_)wz6$r@e7B1dPJ0H)O^l~AKaFuBgFV}IuzZQoAbzk=`7#INW zSt+3g>%`+~F#-4<@p%>WXN%)eREaaLMZ5bE(P?Rm4}}@tCI}5z<1c2F1x`4$gve;B(%7;N`NM4cYEeVUGWz8ATAtI=JZa- z=u-za?Ht-^uNtcI_qNceRSkDn-HBSIr}7^V^Cbc?mu=TnqdgA<4xc;$w*ScB2km}% z+~;rUer((XlJ1#^wysgj`b1|;JaDMum{0n^begC{tMmsxwo3g~wfhL`HT2dxqcc_u z%qm~dzQ>KHs4Z;Lr~jICbB_NgeT}<*gT8fRLOi$;Y>9BF?LLFbAnPdxDVsDgC&qN! zbG!Caxb+V&McaR~9|2*2EvUlOj9MTE1rA+dlE&`sUirRnomY$Zsqx;7mj8 z5bI%0V!0eVaOg2P=`DV{EIX@%HlOfhpJ$>svuz6qTI{FL z?6ZxhRv*?9${h8}zxcxwLeW+{QWnaNT2@GhJzzbLM_Tb)euDpX6~_Ynts2+6hpDg^ zq~>f#C8qwdFJk&JU_OU9HAmF<#d>(-XZ*9x5Ljt0(*^}>kDvn~l|ILvqXdi8Na(E(oH--ov>RN;ZbOrYd36>ZQq1SENMBU4>!{gv;6p#|eQv*X^In$`(2Cm$ zG`0GyUA9Gv`FwP{kZg&c=GXSs??Dsx<+|4&?ksK$1ly|&)Swui%afi`}nruF4 zX}~h(?)iqrZCHh$Ix~LU6_@JJJMMBK(_D?Uk(*PkoM z_37Ay%7AHT%gWv(-3WutA`xC?h90U(u4sVdH%1_7z=rA|agB_RO{mt8G!|88^SR~W>pHy1 zvGa9tNPuS#btu_~*%w@)0|y9ujv|lnGC5yQE%xW@a@_pKVcG|qD!}{9^O1J5w&e+s zO-jW*i?kkQ%

|4;F_^~Zvp4#PLx4xx{B(WB9q=&%R!C7<+hY5wfcc8~flJlQXP zT`=DXocp{)t(EM4AMrgRAaJ-0(kJ0Xl`Y15oxAZ}^2Ku|WLLh0^5si3I@y>%PCPCI ztY@%D&)k|sF;O`t5;u-t*9x*XD}w;|yYtGz4t|K3(}hP41qAX)zf}g^jw?cr=HZcJ z@z?Z;6Td?Iib&K~Wt4k}q@)}^kMy!qjKK@hpV=Sqk2cA+-^Q+G4Ad5`Mu)hT-T$2n zeYI4D$sw(oqZn3dRj1p8`+j|=>(s#uptoulx($-rE4x#g@0p}gSdnG(#|xoKLfQXa z6uY6iJkqXT4w~|BKuT8|yPwC>=HqcsjjfoZ_xNK1@;lplE>&S=&T}ix8?9O3}fiE7qLIF8kHHLlZ1Aw;=}j5%&3!(040lfD=X(%)c~l?~Cup@DLeB&pRL41JJbj zG+HSC=j!_o$ao4-AU>~+(aIbMN@(u--;+KvS!yzi+ipV%|23*}!oOH8qT?R_YN;X( zX-bmC(M+o~oSmE{I;-_FuZ&jx03L(76o^C_-CjxydpGxf9 z?Rm)`(CB9r%J_38Ei<4a2S_@62Is)=YzZFmS z1y|H{+rq%P+fIb%Z2DclR7%{VZ7b3okwg#Y=J7swmD%!|v%|^>N||dA!)4)=7O|u! z@YOPzq={+r?!8K0UOjliU+eR(tLF@4{Swq0o>ba-pHBFI^&A0d6t=pQCs?)?-}iAZ z(tRK8`w^TPwj&Pm`0``o!4DqzGzXbY7{@HMmV0R3Co$_kIaQ#dl>qLXq@hwF>2Y|P zl&ph}aglwlv_IKZUrvb*z-#20r*|&pFocN0+m>-Ko8yM*@-Bu)A^ohCVQO#-LJd zW`|2Soi%amX&jj}&E?#&X=%~+$+;NJjG4Dpy7=)pQQ`&7!U z)!9#1Eja@o!NfgEf8!;wfC4VAV?x z%kc(qU89UQ*HPeEJ{--}NL6po_C$vC7ho)qbE|G^t`ihPVCDgwUJNp@0 zy@yKV(}>FJeo`KMXsMJVAT8peXc)%cdC3LK_HX`az13jnudj^lR0(Fj3yIhT(gzpzzR>*(xH$cCChSUv5_a@swaYL&c zl4iHq>3(8e^%}q+SofX5)lBP=P|(|>y;{!~Lk;P;0X&b?U)N@I^rtAWl!6p#2p3Hb(A?mC0-&S?qFt-wYjxj2o~L)MNQ)qgUeuh; zP;;-s8gjimkx5>Qz}10H^vzD@27xFb{mqiT^AH%<^Kjr@7;gQa-uk@FUEo6YNHlA< zy!2xVopFGVmX8?VWYG|jWyqc&UkM!r_k?j4t+5cH&IYmX*S;U=BgJ}@>j}@S0zX~w zDT~1qri{JWam_Q=p@;Sz5-kcC{!ZHF1B>|K&YaD=HkUlW#cWe!vv$rrxEV_KI_Q$v zvW!ns)w2bpWsvQjDb*xidX0Cq**&UWkAfh6ixTR`nT3TZQX+@VCEZn3t7gjuKEi#k zo;j~?(c-0$?;oJ2wq}^?1u51u*~A$lHZ^9mY5JdgVj1IhR6^62!=-;?-cldI6s_t&6YL{(W}oL7djLr)1Bw10;FWnh=6sp_k^g@oc#d*!|UZ?aIC){YANSNi9*rTCsFP$X=>eTh-8vn()m>9>2Ic&W zQ_4b*(`OAK-&4IIQ$W~ydGjkhMYZktqFC0|0)T6~jYtPs zu&dmU_B;?cEaGd;+84otEej#vQ`8V9Y3jP7PF8u_)?Pf@59s|qV)+H=n_Y|G9NUgBs&v=`zUQ+@PfoT* z#K-O1-hkJag8~{hH3oykmU6_2+HrTOw2NXK(!%RwRFhU6?@Yw2gjKI~^{te_DuLsN zMDLBJ8%c3Khf8|yGbXmRy=PxMKDNr&R5K1X2N}pgs8SfYprA-frNASuq|l^$>sntG z_SwobE_J)LI@W)de8r)~6*7w|4lb_9`{O^%oFGK$(ro05OH4fD)7wgAeim0kMN_nEx%sdbAu&m}L>ZJ63ev z?;D;qtyhlr*IWnTIX+0p;#}~fE@^3pN&3)9&etyayS5VY<+7e;vGeW0)#iGn<$Qg0 z?q=G2{JRxvITQB1qOwV3kBP*{GxLL-XJ!T%_^F8D!n;r)<{;zN(+n5VLVIaOzwEi2 zC3YkOT!mxT-he8#;=_nQee8`k9ru9oNOXzp*exewWUtp7iR17q-AqP~(uRz0M?!D= zYE;B4@j%K!LT`lIa`X4`9qSfU;)PnHdQ0i^6o_~~2k~IL_PEy5t_Q4V@<~r0pWlMW&_z?huYc; zh6Qe z5IFrZl+fy$Pf#E64N4FR$0O zXl}(|z*>{~Jv#@F{rUfw_M1?Jv*q@_ZYfdEVUSiD6S;O~-sT74jn(Z*ewJfA!M<=L z()~#mek!JY4}7!?2I*7N{Ewb{rs?7%E4QBXQChJZpn2OtbTIhOxQ2O?yK-S7f*y?R&_2(hQN9Da#ZRr7LT|s-((WB|1*B2Tv{071v@kj}m z3Fo|zo2M=enuKwXjV2CW>^Thb{VjBHVBprr4^ZIH7Y9fy*~+(9nCIBwOR0w4%*3C! zUO}$kfo9~ZpRN?24926Ln$t2!@5;o4w{^(8YQe#T$!2Eu2bY6;ow^9gQ5^2L2y#7@ zafoZ5r1i9%ewH(Uf3safbe?@Z1&x`#&|CFp&maM9JP`F9CTSoiN2zat#chcLGYe<- zs9b1=te^8lS@`mm>}M&~qvDt_6H~F<+0=TQ#M#kX`kLv(Y@l!UF&Y-CYJCcnVm*sV zx}g;;Z66*vOINBo7J|P2fl#P+^##%}G(MlS^tZf)b$jwViAx)QgrppEod>n! zmr#MZ(fo!L?Rz}sPz5HJPngT79n{~>+mVZx3AbB(bBmTkVQ+=V6>baiPD94iKUArV$T%!}KCe^_x)G zm?P%*qRnYRQmRV<>3n1NqQ0txcOR!Q77uu~o?JT<;zJ!k7?jG=J7;L?fn?8PlKy19 zZ{B$O%K>L6$oT2c+8?bC7RO$Q)}oV<=|`K7!#HAY2wC_~qp$eLf~4v%*o?eWcJpqt zI&fSS{Zv_4=ecz&9rl3lk=zeqBA|htiH#t%3y=HJi|-%O=Rp1VX;h(=+wogz*W>Au zX3{YU8?P9ytJPoo8c&yQY8J^=jvyIr8G5RooQkuetp|M1C$799>e(09w4oGl$l3Z$ z@x>FtF>@MXuJ;XYG?o%NXqB9BXJTiPtT1~vejdktSbduJfH9Qsl~KM|9b8aOJ0A!g zE@?0%?XX?J>puKKh)lreQ&n2MAa!~eqPBEje+@R|6t#s%`qu84-E()}3+u+{yKV&; zr(TWz1-YJwXzO8A95##eZlw1tqq;D2JY~vUeKR<~IUC|c`J&y(%Ggw?0Jik^v6CK$fGWZaR4Fi8`av~SYG@)L zyJ={!>QU|Jn;P|+VeT>YY6f%sXZU!#}Yi6+>gicJ2CwVnZ^lI z|GFLpp&`32qam&Dw-7q&0oOBlOu}*R-SX42&^-!A0Vf736gwONSHy0ismZ43wujQp zXOiAb4J_9vJ|HQwX-aYC<>Jnl zDHuF7x)2JTE|ha7UfwoCito9I%1Acn#8@7$8kD{kUlB{Ful{*(uPj8St3Wae5hFXL z$tW-x#6`x&9q-5ul32<9wDS8sQ*b5wCAy(Eju}<}MGggj^GS<&Zp|)N$+Y1ADh^tr!pi ztVfs72v=!a`y2$ z6^?V%+58Lg{0mg#NA^#UHm^k)pK#7Be7orFE2nlWZrm-u9;)XwLeH%T)%bd&Pj%37 z1LPbApR{0K%EKRhC&nL}FJGZ>-`XY-)%=a?m zhAgwG4S>KvIW*~?J-6nJ)SVB&YVG71)|U_q349gOMHHE z%+;o93V0AL{j{?1V9KHKbmZX1Q^OzP-Boo)X#vwjVpcv;Ztayr@O}FOXuorrqT)2# zdLZW@bwkn_Gr7$4N1YPh90q1*`Xvnf1>wlysJ)uV%oR(|;LfMoD<0`3y~0EM)^9`7 zaaJ00lAnLXmhsS6tAudmz-1<4L<(>|lS^7EEv?*GC)fk0D!7@{eBIGI1xlHYmdZkd zO}*lIIqrLkREN|V3BwAvj>R0$E5bA8fdwqZGe^M!KMLKV`)B`-cqxI8&U_ON{HBOu z{j;1UuuQ{g1-p#=KpL_vYR!kF1x=M^K9}^x0eOGx?zguSsxUsLyZkcc&bz-sk`+OQOZvnN-*@@qzFLV&XVnZd#xcPVsJFF545NRlUi3om70oarJwQnd zbg;EzeZ}9aJx_(UL9I}MKM9d^k`8ab0U1xFOaW;M_!!r=wO#S4_~dQ&?!#x=2SF2v z<>;$r-JCA%QU#AqTBc4>JJ4#wF9}`GMCRc~QT-rC=QyhHH(1TBr^6md_zYw}*__$L zDz>!lc!1~3nD+{aflec#xZiRZRhcE*eQERYua<(rS)}D>ya$YYUdOTUTER5Me0?NL zkSap_uD0=$+i2?n=kr*kKU?ki41n4iwDCaX2+*b;+0S;EL)*q<&ryIXF**=CBiH1?GG$Q+reK7O&BM zUy?cBJ^;co$D#sr=`%k~+V%J+OBI+b(#I;~6S9@x|CG4@);bH75h zG#rz!NScwUJwx@GQ-s8sZ>?oF%-)GkC&g$L2# zH9bTBcOO({uY=NMA~HVV^R`z|;LvN$q+!5es@FP=w0_`GUr-q*-vD3SeTM2w%^Y=S z$a?CNWpfD69%6bn1+=~O#7mq))z)=eNH2+lSjBnD15hPoW1KO z-1qK_N4oG8z}Cd--x{a)+;%$bfow0}krtk58eV(sbFReo$a!7ecLo_kZW^0K?OJhv&(Sl*E6*q&J(J+@AFZnoh>pn{(_cq> z9!NM0MZ!_9n9I}qtl5W&_NQLHRdmFG1(n8bh=yFvzBxb#JrFjC5lFZ`GdOg++h?DI zMxDQrr^Vt>@Tn?5V}66uPvx}l0rR;W(pOGQHLhtn+#kRywA7KmZ~HiT2Nd;NE-4Gs z&d+B_v7SL(#iDTElKs}T8FJ}7~F#z&~gkzJ+p59E8g$RWMA5%_&WlI5yy-1ov6yH0p9q53ib zy;U9y<1-=Ssrr&Zn%d$$$3|3jD7gxQ(BiC=TISAyqJAuz)J7a|%7cujqMk*%K&!UZ z(^(XUFN(?32gI`vFN5-p64Dr(GRkL|l&EL&Nsl^nTs}vpJ4@W!HJKl_L0K6@FZZB2 zp{SBAZQ+N-CcWUPp&#(*$yIz^NxigmAgFyI6!vXs&#nHaQUeq@RI(S49(8K$v3J%x z(s~g~_7=51ApyG}TG1y291mZkF`tecAlb7>S7`j5ixVBre8UeE#K)`bO(pfQlDy__*MxLs7nxp_Lpm=_?-pHO9qQUc-<$a!EEcD z8hpU7o?d!xMyUc6^ai?sJs$SdQ-##C$r>;E*0(%0u?3@}xyS5sJ#=#cM5g{+DfE7J^5qjCCGTn^IXzuOLn5dPrb!$IE>SFwB)BB zc#G={(irPftrz!HIBZNWY!F_v%F)qM`ViEHM@_2Za@VdXs7BC21y11ZHAPY~J)1)~ z+l;9^9_yuqU#M`uK2o{iMjg1=DL|gzW7{vDQvsf56NW(wAL=f4cqjqkY+06@mk7w-3yqc&#HUR zFK(&+`5gaZugSi(Q_uldO-3Ui;nwHn-|2hSlW6Z>^X!J&KR3rI@V?VIE2%DE2wg)KJ-jYu|jK|5fe%v*p-^^cZtZ>#=OBaHSt5H)Bml5n;> zcOz8LsxOi150<9No;d_nH!q$bGRw%hJSo;A78haMRncN+Klc^xdiM!W>LY(nhfw21 zDB*kv=@QG30=^e8Nc+B8x9>$Pw} zU2n-}5gzxvEy2f}H$vrE7^*GVH3#R@*5idSU0af7afvJ{Rv7O|!!wS{5QXkRHBe7- z8BO(H|DG!Yl{gf7#vmQ`F){gjJzG2QW_FX;9iF-#NIDKZsw{LLEssIoA_`1LV5aGdQqhqZ>iJ^-~O}WtN;r8EYymB;lwVdA6mfmEEefK zay!)%>;FlX&?~<@I(z)-mB4^=B02=6J&idWT1KS?<1EtsU|Rhi>yKU8c*40oeOqU89UQ*HPeEJ{-;m~xQT!S-GyhR`JPX@Iu1c!>zt~Em$hekn2gMY(HdJS6JJgYFke*eT?rM8DNpfv#*6gf%DwlN^<>Bu1spBb3m z=xI4rgh!6n<$<5emx0jb8kFtbj{Q)i^Cg~fsJDtwnm;#&(Vg&Ih@X>j7s(Bp9R;3I zT8pM^YQeeENL&IoY2ek=Js~3VEq>J7-Fx^h%P$FFfr;2G(-p5gqXP%XmjdF~+eB)| z?*y9n;gR!g>HM&7ji9bxKC12=z4AuWkpr2pNcx~mQ`^!Qvm+TW!Sc#7AwqCP^1|r-9D*Mqtjw6TTPd4;Qzd z>a7?o!qfy0=Z5J)syGZN^C0}jgrS}gnllNF+WOUQorS(zdc%bDi3k3I=4)SCzT$B| zN6s?-`VIKIt-YlzyfNik5AAy(X|jn+u9p=xmpnH8(TaVy3tECq9(O>_ABSG7aZv+v zrBs;$F6rK|TEp9*+wco+{iWDJ1^NuW_S{n<~ZkA|A74M_XpwVAE>avoqkx=2L$s|^n>xUHMjgp&XpV!evB z1yHGTA5j?nxb?r&2@|j$t@jYNJ|?TP|7~JBp6{*PDi=4Fg6h+Qk>1P^HT!La>0=s4|RtNZ+VF$A9p@IsU_ZD74`oek%A9S++%FN^`Do6GNu+ji+jR;XEhYYmkYMaVSR0%h023@vU1=To}sK!ZCGZZg|0pBc#`0{(1Z=~pG z{Tm#+S2&!^x9Xe#`Tijya~&(o6`!)gBZqpZ1f-SGnm&~%1!&>*rOXv2C0*5OXjW_B zsw_-N7KmrHfbmG?hb$AV(5v-m>b77UgT23V+I3Y&$ars5UPeumNu--XAaJ;B(hJzy z50X1~{v4{5myDksN2EcgP-PSe+oN!P~Ohd#{r^6mJsVz#61Z1t_PO@^!< za*>tVEO2=gG8@V`R!DyLb@6a_+VMc(umz-N{PMRCG@qN@k%BFm+>;f~+~5X<{Ww&i zZ4W&7REqUnKI#1)`RlrBi}y$z2RSd;ZE;}{)#~b& zGQ2CX_&FjVZ#%?B+lI*Yn>wfcM!OzQm()AUCrv6czf%|Ky8kr^p5e4(neXnd>5b7))TbaOT|rO7L@CyDIHczeY4!`E zKb+~oh%N33a}RHMHUcUy*=QZoU|^XvnHC0{N%*1F-W!-@7}$%krq%n}E-WnA4BXd@yYF5(Xa8pS6gi2g zF}dio8x$U(8xzudv}GJ+bL-X+yh8g^Z;7{K^-QR=ABV7Gm4o3MXxBp-lR=tZp)F9` zdvsPS-jDAay|Px#915I&L8z{-;DxmHczH=PUnzL2O5d^osuD)K zD+}XC_$JZqIN*7Pfb=b;m}^0Ab9=h*We1bTVS{A{zyk>v5sp*wbcQ%^@NbsJaY#cU zO}Wk%HS6Bvb;A2X%@NbAARNa7ZD7~O>=EDd!HpMhU=xPD3#~%KJ3YJbpm$racGm40 z5VZG0^<_X&o*NzYxb^gyle7wBU{asiEdNg2dOxPiAXYg&^Uq*;#E}Kc#2fS zBTY{*|GG6*vAz$91=r3 z<_3DOPR%}*a;rSOGS5CW5vqJzZ!n)5 z-KYP|<|7{TR~r1vuYCcfm7LBZ&4hV>i4PIsudJ8{NEXByQ?RGKbVmi=mB?0BDySPl z)tLZ2Q}a2SDrwK-wo}g(k8nT8kFI+?c1A4@{&nO<>Ny+*9l!97vT(mgIFmLWNH-h- z>6Jo}$v|TB*N1p*Y3KQX57n|ZljNr! zpeENKbOP$Z-{G&Nn9t#ouIxo^0dMP5{qf+j@$HX1&@T(Ym+^>C^g-iR0c}2>bEp~z z4adoTwx%K{WrKk)ckv#FULMW!lTZgq}^iSA>mZAaW6`nsHZ)l z1B0PbZ9;vfMDKu}t7xApSXGK-FTJmt{oo_M7&X^zXhs?T`XXKQ(797zTn@?!MW&gE>DrLBj)T0Zf!ZQqw$ z6z-SUcMuMQHkHPWgkCEvgxnh$CWvoR0Om8;0>a`CfuD@|Z{zX1Z88JHwWcs-pvJHT zRrq~g6D?`yVscr8^GZ=xe7ZBg-Y}%&T6}1-|x7{_3H9vXkcL=v{MKId(iALg{9FKacC+9N= zH@1Zb!lO)2O3auu{MiMS@(^qvjmG}pDf^co+9bTN_&>d!AC~-NU0MTyrQpL?)`&~-lFxaH^TI{}$ zo2-zJU(-l+y*fkIMhGqz{(BdgZ8RGcAfUIaNEi1xz81!>4hG?XLYrnl($1@3*ykby zcA3R^vDh>o_EgH@ke=_yyfBV!xKWNz$c>)<8fbL=3o3FHQA=LMQLdK~_)He*<4 z#yIWu>A)V^)U1xof*??MV;72?Wr=eq)7Im@ry_^JA-rW$_(=C?a!NB^-LnLKo$fIZ zGo%IyqZM8IAm*as##2ZXM?knEAJ+XOru&M-Th*1x3Yk;{m6z6NKwkN(L_Bu@5+;jD z`ts8l8MVw{uK`geZ|lH}c^h%*s$jplK_xUKlT4LaR9`>*P;^Bzcz6PWIdJdxuj`~ihWm&T#ak+o_u3~@`#uu zFyH_41d09ps=7*B4}7@hXAB2@*=F4OqHp!nn9!fhsDC1vTZe>7Qj|V=L@ri4YR##^o99HRoUGZ7{ zX5Y8&{evO++Z<5=XZ>>bq>Tq$k1nYb&Y9kk3N8<>NL;y8{Yy>QF&KKUOp(+#E2Ym~ zO5CGO6T&I8sbFk!)FyoN;C^M1|CJ@%Kw8n}AZ6h^RmA6Rf9+iM2&&8-(h`o^5CB=LegETh>Jy>6C6(nR0{RjNJHfewj%D-jiu#<=0(4mii zw{)3FTD)TGMU|h%t~l-9{ru0?wQV4a^f@w~Imz&p6yuqsbw~|H)*ZLM(T@*)?gs`R zyQc#oX=f1_HP+^PrkBjCth69Gi&=VBBB)mqz-F?JvcA7Lzpb z-aOcFz^=LjFBVEHHMyOtVAe5oLKpu=E|~*`4z=pTCLKCyoJA^@0WH{L>ptT{#%|YI zXlA$#fg-(8innRwf%l5RCaubtcEq78?PUjEB#*tR_Se;ZDDc~n9_E9y(dX&N!BY-J zX5^CQ9~b&~9&zmK!UHG!Y2lKI&Y;NHR8--gxpiHl=}`+X>>r?Q>`qIik5UpQhe?_hSSaVRrtV}Xo^w9w&y0J&4(hGi(Y{Ge`PbXD z^YM?CN;xdjn?9ochT4xgT|(LM5z!MY{+wWOK+!0iZ#jAT_wJequq}5&l*X>R)%CRX zKj(oUd=i`gWNNh5af#N}vm^AQnGLkH zF$a-E0@vjnq@9mPK1C8?k;XFZ7Ijs(e=@<7=G&-}=zRkqNu&hTm>F%i8|YPj+dWis?kjCO0}ZM@)f6SM}(N_cc z!ycv{NVuhzcRi7|9``+!?wO=N+UlzjhYd>lv8UFp z^ODxgFk5KmDMZGXuhG0N&3G1J8Q8+qw!|ELiRDh!tg$~QWkJ2kt;1;Aygpuhg$wsQ z74>Y=Ql#3ia^mb}RpIF}d3AC7Q+p`iIHJjk$4!;@^g{(Cdj^k7*!5)_jQm@yB*;bf zvzK*(Ql76745({$VycvvN`QbgvM-g!q={qdeQ^`T|0ZF4p_GHgdptslFym5zFx zgG>`#2v?Um@yqff=6%QBDfi#P4xN$(uZ%h(R#)cytJ7%P@t~({=kp2ov<7`~+uAN> z;Z5Pb!4r+|tb@MTIwVZDeExf5$at!_WDys+dM&C(?T}sjg4x@s0RxbJ8CegqK#dXX2>pp68!>iq;U16>k4f=kZ#y4(pZSLVP})M zuEaLB&&2e=#6jmRUQDnUI-%wHgqB~w|A!73hIB(z?ra_;CExJ)q-UKm&qT(;sw6yc zp7#0Jr1*pI>*1@)!U+j&F;dKDa!CXC+SZLZtMfbY`mC38UGGsZs9)QB5sk^0Ip#`< z9R`a{_^Ar__3wQt=);;S_pV@{fXV~VXS)qm2}{jZ6+sOxRVA=Egcl5}Z}N5G%Lnj; zc`4s=#K~KCWtb7H4X zmlFAG@@!0tkZSXL5*oG*F17ukSHTb0(;BT91`Z9R&Bq^GYFUX-8b;HO(X{^An2D#I zP)8f5{_TUHBM);>*4%ifb-k3(;c@wdj~6O#@laD@)L?~<%riq{gG(;76N?AWSWlpwW=^6cd(5T84w~!f4Ve zZN*sXPy3(r7DCXXFj^8#0hltmJ&H^E@>$R z54O{DHM3XvYnA9Ti60XR^4HmD#k2j_L~-N*&gb%p@07de{jl0Cp$6-gotu|j0JXNG z(el9hyWU%+IG;~kf7(uN?i_aOd)|VC8BmQ@;Gisws8&2j2R&Zg zQ#Bgt57xBsM#9V1UOeCY8rk|drWjW2$T(Ubb+ z>j=Tg5dzj^rnaxZX~`cgvl>7yqYzd1&6haoQp{%xNNX-_9hDgE^gbUiF&7k!WTwml z`O|X{ugHL1CRU6BypM29!ryG#C-3{!Z~L$!Emi-;S6SXjXl3RBdTOUF8he@kW&!Kj zJkm=W!|LN7gh}3(QHeE3Uwt3?Y{w!nDuNlmSBmvKF6r4%lbWZ|j!+y?P!D{sntZbx zvOXGt$lDu+i_b>l$(|lHvj~q2&6&FIjvc|bvfXO;1kaDHgp4;p@9c>-#V0fZ4g?O9 z$s?TawHtVA7q`~uVr^~va=l#9WPkA1?o@Pezn$7p)xJ-X22ynY2wyXH74=;KIWHY!)3Efyx4i#-#PO0Vh9Rcj`Y8uYfTU@ zKH!BK)s?dezqNrQ${ag2s`29fPCfH$$wSEYy@)`a``F_s?RX$%aurGM`zUVvyn9Z& z2!j-4Y8{KXXTu=tJrI%fTFY}AY1Xs3grBRli|OgI=60C=_nY0z_66Jh4WajAk@fPL zyKlqay`w0C4HC3yUu<~x08e@>F|5wLiePDt>H2^WnuWj!@o&!J%jY%B<=Q*<;HIP zxa*f?ubKGgGzbh?gzmUy9@G)i#sl9h+U6(R*NR+j8E)JC8h@$sroT>At$+fj4Ba>} zzW*&siuFteX*#2afXCQ>ECaWGkHWgDr16mTzoDU(?Tj%kwDtHmOOxsZgb6O%pZcCI ze2fd<%eb56an}BXdXw3RVewj<_b2qtQVa_o>3t2mPqvwNkCxz`@6-&9DNP&=RhRn_ ze7xkr4kOxnAndsU();8wQ9u5fy}BJY-)&}n_Lw@52Rk2`UwIs*Fs z9Dj+{6QvfdksC>#rF68j#{H)5GI!hthP@kXLi5YB8Fnp}8ZKk6*>&aOs< zeV@UqC$#Hv6)Qiw&;fd=|(-OYrLv zlJJeaek&dFK(a(f9thK+!cF$IFb_Fl%fN=MokN~I(S$x&6*T4iefolxbj${kW3$4gPZiCu98Jd{A!#-u;ln8RZZeytn8@{PLRqU_60 zO(EZZKt#GfH>Qi{4S?_290p-Y$?E8(ict>uNhS5q{--VKuRzc24g_BQeX=&3j(hx* zrMg*;fUxoBY(0_>G~>rj+((YslalKK<(n=PH+SMDdC*~x8&AcJfb_Lg?c)Pq`qtax zYB?I+^V+|542K2|-smLJxap_F>%f5Zs74_B&D!0(@i}L5H#Toj&w3FUyzwzVRY zS-AH1ZfOF-2(c#&|A|uc?nF9BDAQ$KJlsFM7?jTb8$Gk5Ox4t&u&19{(&SgsRr3X_ ze&piS<;s!ATKtAUYpEiHK&^bZ8XS$&-z;%qx|TgX=_~Ldq5F%-1kXJ;K>DQ&5+aSx z88Vu7Jr3efuICa?IA#3Lk-zLE>iQ~&q$&-j7`VZ!itdA5f6e2JZPWIlB znZ^Cz`~xroX7P+W2@W6rt$hCf!#Jsk3sv6JELKne0-wVnt^W`+@Tlc|)N7nfq}uFd zdg~?xp$U-p^Pi2MM#m0dJzqe2TcFTPZC~vKiEFQ_N)>*i^T6PFgD#WH7T)+mn~#6D zR7cC>5{@17e!E8V(-Mb*r_Pdd?OHGtS}c^msVtnFZDmYb4>+I2B|W3n-aE_Hutefa zb7quNa^FE!s7l+3o+}Hlwj?NNQqL8GwDUz4$|=lGO*o&ZWMD^%S`9RGc!my~gxx-O zi#8tcJ<^>f+!t!pINCLS?ZQ9X{L-bL?+h9H^U&f7nMD-`7gyx{@gMn(6Nt55xci+n zxgQ>rL)d!L-8S3Sw&&wjTD-8z%S0J0bf%&K`GWO{2WjWypDjHgC%wgQa5QOYbjS}3 zh?2Q8$>dhI1GK4Ojr1Q}WPA0be6{H6C1KxJyEvBjdM?8mjK$A(H?L`027R?BP|`X1 zQDHpodm!*xJRV^<$2@-7)5o9i1*_D8lXLwndm!gG1}h7PUfv^~a{|^2SfqvZ!jB&H zkCDfdj=NU>y`V1e#`IJKz?Q4d`G*c2Jnm`sC}}-Ljik>H_ZK!{XilnZ&l#V9EO1$a zfv(kZb;IvTsnpQE0O7#b&Wg8jd@mtde%tt4gZTkiiS!9lfbcHSP@}yM#14bcAdDc7 zsdK&h&KXZT?yQl2W_;5FhgNb3LQYF>IzWH8c<@k=4u`aUb75xXbN`jt)ln1oj^W#T z8mpm!;qX(+!pr03#CuA3YfG)Sk!D1Rx?NM99_8UFbIqEp@SRG-p*qd-sIt&dTO|4!t-l>PNj_pqMpwny{np zsJEa4xBlC+V3*XlP{t`o{EAmokIazrTA>5kgzKEGLHY+~h-&e;-&H$n#%AMxr&+-v z9!h~80U;h*vi~XZhoi09WnSa$>F*YIJ{3BA(r4(ZgLlWx32VcgFC*Cd_?p~J2$IT1 zL;g)pXMAYmfuzGg3c_R&d=C!4j+s}5TYp_(lY8+G2n{r{Qx?uY%+{f;2V9S&8Oa)N zE)>Oyj<@3Z{^ZrL4JOZ_xF3d?fM!a*V*LmFrKRGA^qNfJoMid=M_Td5Pm`{%45Y-B#nXR z41{0#eoA6l!@(<{(WgoVDsuwR3BA1=dq+yin0(@LMLGJ)*MGhVGr^G9Bg?wGj_tPt zGbZ<(vM_Y`R56@}f40|J@E$#JcY{YZs3)xN;ul>&8XWJU0EUa69EKZ930s-kKD`$B8XP0Z=Q~p=R z*}ckEE_KR)3uyllB=S~Tkp-T5pwbSPwAPhftFW{4hs6Bn*Ot<%7F^zm-q0OENfu&_a_#m+xsRko6Q4OPr7yv%Tln zwNMGVLc_iH*)v)}D0V%XUOl|=K}^yCUMwbyw0^lrbhx`xHdX=_(SG$Hdc?epJk7Kj zJJWJC(}IWor?o9Xh35B7t7Pb~2dqaI69{*QF?wkkYAO;+1nVA!1h}7p0JTME;J@bG zxXn_m=dej1CMq;|(f0JdYIX z^4WCY;KtLOOwxo>d4(NCH{>N)jpfq>jg!Vgh)x88(-ePQ-$5G>e6tKi(&Goah)7Y_ z)xQ7DIKQpc?{Y{i`~#|T?9jaYYj2U5Mh#fcW0F? z4E!3QNe=zZ0@iaBNw0TqZE*Oce7qLVIPZ%*l_QErLC&9h=-=Z$iQnna!Andk<&eH# zxOHEse~WDj-kw-mj<6qH0HsUavuJ%FVeKQ@cKn;A=T@W_#bUC?*wyYDz&(FyUk7J1 z3raZO5mUjNzxu9}xM85ykSvhtU3mOQ-;7Y4<8tT7;yXQC#z4c9sVLbWo40X=6yLM> zgn87}$&Uhm5DHV|0*+rTJTxmGyu!L%O5CGaIpKZyoP7fWx*9*Qp_}{D zv{=VBW9X}GMUj(e@3zjfbm-mPar#PXi6F7*r2r1dV z>r(hghYpZ3k&-Rp{Ri(OJ9|4j`*ApA$@806M1CNk@EuK?TO+)l)8^yerx=;U7a&9d z;SS{!-Er$@mijpDS_K|Dwnnkjc1gC71~GB#sn}tX_I=KcWhG0xB#x$DnqTW0Y@wpI zHSPb$LspuhK)j z)wNR;9)&R=>;FcbRo|H5HQZGKk#{~Y!Q zh$C{k|Bq2pT+cv97|DjcLE6`@!+%Lk%Of&RR>>WQ%CrzvrfGz(5hDutH%paiT+#&m zvM{F}wH*@oSvb>~SLQ5*2A&;gJ2->+z#7W-G!jL6WF_+9E-SLg#tY=+Q?o=JGeHFr z;X`HNi=mb$Y3qTE!()>cpD7&MWFL@Gk3UxXleX+H>iiRGYok!gNxL^&Dt1r&&a|Dr zb=~H95{F;ITJ#+%M?mzV97n`xOiQSyzgj%*>D3L=Bnxi?;p`11}X?m?6BM%0KwNAu9yGQlb9vYWB67-H`Rc zh*(rmJ2h2Gy5TC49x}&R&wgOuay9_t10FcEG(O8}6qGH~(S-lm=41!jeEg-NcY}$m zk+O0tmc37`!mN+e>s>yt7X)*hJe7rWucwF8)&rq~E^H76ki$LtKUQyT$MKLS=Uq#E zkAch<9_mbP1eRsdk&mZKsx#pcPM3kUA2x`dOXzT1Xj?k^-Fpa$dh!$4$*$u^%cgbrf=6(7wm5r^-tv=>m=KT6^h;dn!I}+jKAD@s!`8g!vvlRfdO` zgCH7}aTuhf#$x8{nH=EN5EJ*^a~>@T5N;k?p?d64lG0>~k~U9U+mXMcD`*Sdbw1Iq2ht^*LwcJ(CSD`(k%GjM z+uZBk0Sg{M{j3ARUi~M(O@Vw*MLnDJO?!UI^K7G!-*Mm1+;v-+uQnK>R#^HY?zegO zfE3?znWXuz=845|+OPYuk5*>!jOdb!PS8X99x>?zD^3|ov7SRbatw5)zuO=A9UoW? ziVkUgm=8tHJ(O~;1pNWFvvkT~5vC^;I@JEk4J^hZC+_u?X@@$Xl*2(`A8&ETT}s#! zzrrQ&n%wp7{#qOe@veE-pRWfpimoG>w=9LDVzDv2N}#Gs7U?;yV#9_~*M&8B)E{fU za9{TpR3)55rSZ{GZeqzLz+yNPwlM$27FXiA8I&gq& z&ttF&izpb_JBj9|{+xuhRWiq(u~ck^K}{hKVaE;0&pf4>&nA6ONqge!cX?m>@V4sa zu4~gwgy52x3Oe`tD_Bikiuvf=D`7w(aCdA@`~eB>vGd|2g?`0ZkoS)u{B_>UZMsqt zK8r_sO>9_n$Cvqs@y^OExg|LXrt4Ctd7vCLD>-=w&n z#~}@ol_z;81kb=X2`5KnS3f+s3&J^CXi}!LY!I9^p(bTW?<}$~5%O8x5+{`|C+FXq z91rH48nld8Wy)ke<$L_U5;Y5npFx{Afw9vt(*-+SSk80LdGEFiQZnvC`rVOd`m-S8 zMIenwS_){Fm-#Vd2fpk|J;Y2n(Rony_ zFRBYsZ9>*~ox_8^Y2WeDJelOaA#%eVp{O5%?n{rUaFaF`NvDyX@)3HP+U@CmjbqG@ z>MH^oRKWYpdT1<=JuLiCH$15&J~vq_)qjMj}$U#IX3FUfmH zXUrd729;JTkrwUpnppA5e!%xE;ut4)YUqI(Gx2i?$zG`&?9bXm*0-Wl6=vvvlalT^ zJklg)Y0`jwLRU7otoR+jFM#W9ootH zobJ(%KcTq)4UylCf7}t@OThb8qIAz8+%)kNTJ~Jciordx`?^Q2C95H5?2R_Tt}wG4NtuoZji}#4e4x{(qCb4m zwsMTg@rYR=vp>xrGX4>2?@!$@Z5SoL1kw$gNu2q1whTX0SQ3bFA+nQ&D+eb2d+hsv zuNd2fzN-Ax=hBX)@|dJ`fLt59Gj;bT;d&yalLLuw2V@~xi-`+g@O;%VP}U-9x6w&A znRO<;iGQ~lyQyU4(dB2WtzZI`<9#T0ez#K>4+BH7!y>(N#xSmHg|Vg39lMuskAGJ; zr3V5zr=Fl8rF{cz>e&L;b9tmEQguS-WpOr1H2Bx2MNOlHKtzr%A_2|ya?eP4w;U#E z>vJPZ^WQzVhsV8J_+`bDN8m+QQ_umxKh7QJQQilVCh?6kHJ%N2a>01USI-Z~c^YyR z`e}QSaQe}%EFok(C7dQLu9$d7IKT94IbNE`ZSuSJs2hr$LXbE6*=EPIG_*mI~oPJd==t+LOLk@z+ zU5E|Q>N88Cj0bWKi%ohhqoJqceeM?t$^DDUq@TwhKvK9lN&NQHuHK$_e4Nk6Y24K&F+%kr`TW;NWz4WZ=|e zbZNu8MVdx|t4#Wio`sUp)$4_LVW@t-d&$ghFDUYLP|94}J=KMZd_3QaQYMRdbz+nq z!Qi-{O=$lWAHT~!v&rtM9E8%$(emu;HBap!1VBYCPrqelN3}|~D|Xw!vsTn+MS5?Du&ty0gY6dlgrQHKtlq#O zMJVjYA~uA!U;i_eF!47lVngVp=L$yR_w+jRNOK#!_IXAvgDLVZOmksB-2tLZFZ6E5s`$>8W_+Vjs1Rzrl^eKf43Klb@qijuv}wAZr>22UQJg8 zH&|RnoA2i=T4X6D^4UBd;gK0Pk2GHw+d(|?w-hCDUEl*hzy3lqh8?lbsn`L$&mzt0 zq_{CFJYu`?mTldct2VAB5R;sTLg(O|4^$sMGDas8?2gM**5kexDZALD zXJ$rO3upB&sKauOhwsbLU+*n|D5)}JeCMBq8Pbd=jq#1;;@{>v59a;fz3Va|&1da* z&4HqxVTm|!bD3pO)Kd*x8sTi8+u9tdm-7x!m;k$LdR_@VTS^_JOn5NZ zPPcOL9jies=g7=`RbSF?4xzNAh}7Bk;*Af4b3~*Llk_SA4bQzVA9uXV#;U78?yf1D zn^&tqo4O(pP@vB|ZU*^Y1k;#o!n8;!zsj@70H=|YgRgvUZpeo6y*)z6<;e}dQN{z$ zmc=1`5iR;_xt+nsRxIIrY`K5hoyCW~+S4fE4|&-q-s*{ewW5U2C7p8&wf9ChSuqxpcDdM`m)ddWkbbneC*peNze^6plp@Y^-6lUXvj>hkp~V zmc*Se$~jEZ9f*`rnV{a8xQyDhw&h{1Rw~4&EkzxO#&4$|Q28D=p6Wo59@Ig)Wn zx#|U$bAl7+_RlQ>>9ogay!JqhmUt&A@M@VH(woNYBBSfy#A@MG?4n~m9mRzp(&@i| z2KomYPEtt+cfJVea7k-jaP|#kyeRC6Z>Y1F z%;x>Lji-Bc!@_Oh7px)UyHL;bH^&Aj>azk>SObIu~{qE%V)c~_2`i6Q_x>E<#Vif87v<3qQ8nq zng=XZeO^^}MIC>#eUW$k?sw0E81TiY*T3eRuC!xrXzYYAnPb=1;bxrIiNkxJpRFAQ z6QIKI(-ppetFTNO2}@&P}~!aoM-+Y?LP02n3^%kdwXNs z80gjRM0^NSCsj;E;jdPda#&2ly%W38c?-YmOB|O;d!!n!2(JA(h88&A{ty)o6;`5t zGmlHSD)d>*Ft=}U#iM@rSMNZB1OE>1{ckDq4YclRgXPJ)6h;Fghp9|@VyQHK{@d2V z4!kxo%~pDRZw$y{K11fOUmYc_=gCwieJ6x_NQY;uAaS9^e0w|J{vCK8M-k0sFL^wo zkV-m$_Ze(1;g)UIAHBO25v~&bgBA>&g6BY)Ja&C>Z?aaV`+s_tx4GpKk*^{M+RJcCz zqnwn`VX--+2PIDqys>1vR%4azsg7y;Yq?O{%?|C)>3VfBTZ;494ALK#-BFIM>$f`G z`r>Ux(yKuB#NYW-B5u~em;kN;RAI*LVFTgSER-I`hc6}SHFjp2eHEC{GQLLgby z>0vtMd)#=6&>>wJ=GwmxQ(r4l8M2OF9?;hUGrkfU7&DHc4VPj)x`#$~>ME;(M?2o- zkGsBce+X?gcM=phEvR3+rtyz=l=VQu=b%->WX+Gx?tj5LCDE__lr|%w#2*w|WFm|| zW4EHX`2(0wLq`V)o8Qp2q@%^#2unKo`)hL>_kuYy0nL_M-W2vi&sG%qY|{M)&61e7 zZO?F&?D0=^gwq)o^xF=@b$<6EP!4dxUfb1VX?m;MR zG15jQ?5UMDd_t#_UcDZzJ2(EWWe1Ki^>=uE*SZDyUKTZMS1e!oREqC;4AN^=gT`Ez z(~u}_T`P*BymWp*RG>A2n4bbwwWU~(`c{PFUc++VDU*h4c(&gfn&!kBfP61NOJP6G z8(t6POHs#@M_OgktUEg+u0^8z(C=rp{bIt9%fMMHJ2U{%now3H#rJ4|IpONWC%!%| z;6WXpbEZaex@-4B5OXE!^e-BE;djdSK+Zv(e!_f|;iVq^=tC0Lw>osO-IRWVod3uk zsf)ORQIz@kS1bCgIHX5}b?TS5{-e=@b^1NFZBlzRcPH4mT7wE(JK16HrGyTLNqT2j zkVXS7cXu;JDyRn+(PC_0LNLb|^&i|Tg|{f{ao>wz4vn;sdg7fZ_XuGd9{28{V}4(s z1jYRiB&s`au=_a`I6&NU&^0=;_;})u!RJ*S6?n!R!>df%s01dRD~LuOz3={BDdzL& zq*v(ZbRX2py7mn(u9z|-Lv2&QXFD5F_#L(T$3me)QTU{vZL>+$j$%W6O`v)}{EwJ1 z>!F#ky-1*AbY{RDGM*CXkRE?9zS8uq>5CIKIdjM+jJ@#QXlUpv2FVmw?VEH4GMCkV54C*Zq|7K(^s+7p#aY$2976q0O?4EY~r&XA*_m5ydcsO+l8d;JZr6lHZ0O!*g z48oE?`7-|$?GppIP$6&MipmvwP_{2Zhf_b@ChvtA2P(lUQ}6eNw*#}N1ORN#^Cd*9sxUMxD=*AVgC%(v^3Ak zTFCXH;)M8O)f(NjzwgFZ;8c|RnG1@Xl^{slc9}1D)vd{ZtQXaVJR0G#^5~ehzKG!2 zxE^!sszla<({$*~dLx`OtnY*PS~Kv~q8mSiJ15aI+tiztB$~CW9IFdEG{LX73lZSM zQ@t-zhX?Su7vUTlY5lrIcvNw%Wi=K$GPg<`zeTTkpl^DiaP0-Y>4kWQ|J)sjKq$v- z&CCKSZ~)h{=)^D0=(%vK>q@GzM)Sd=wsC6RBOozp>Q%m=w)34d2{?_*AS}*_-eY~r z)$tpSa@NuwsIB}6v6w^93LU!*6TwS{BAh^{5jNh3A8uCOz7&78g|DJ~Bid&}ul5ak zwTe4e#ZV{*2pxtp>B3NR)wFL0uY0hZXt}( zxar}oO`55=<5!%x7QQV6RCPt7nHk**{ezV4K-_R?%A{M(r%yEdSNG!P3#!u<-3G=& z`TiUV`|zc^q}_d>AvTIILY`yY{=P~=5NMX5b<$V+H^}@lLa7NAltqlK`?^5U;!GWkWIn*g1y2t2^l+a<&h;Jm=Z>!U>tria*eZ9t8D^GwZ zZ7C`Y_5U0$2AMcYqnJSAG6inik#kvJU;wbh>EXo>toeko+Vs4`@bZv5oFJTY+3zyM#G%m;k+~g-6v}pdN~Qt_ zNI4uPX;oVDAsJrC4Sd8iIlI-Ao)3 z@`ue8D@HA=NHNRztxTnY{E@7Y}zu$^k5#EZw+Kso3%nKj=4t=#O)NF3Jsv0Y1!$f=R!tebbMcy%U;Mp!;rV}OA^!Ir zMt3B|)VhB8sFZZc;*gGdjY(Sq9OAqFFG4f&*j}=iZTbQd@&3C2Wt35Yj#TSOx7>s# zgY@Oioj63ZebK&CZY~59$fbjX^nW)a2UBp=XXPn{|(WX%lSFWDC2>cM_Zf;gEQgb$=z$CD$$qJ`D&fV-|Ie) zyEtx&k<26Cs*y*dAc(LR3BNVN8eU4V9<3Q83~+>lJKG!lU*iDham`Y0?qbOLx9G(l zTlR501TCo-OM2Esc(Nlb=TZ^Qz4m>J=+KKE3n@bmA%x?a_h>g|J^o~=_CDcUY3$7G z>Mh!aBb-rBm&-UMffvfH(Bk`>dlihN1P+&>OgL~-+*AL^nUEC@JgEam`3~tW{_@RQE*`kM&h`B)~hW~3xrV4P&5Z$Zt!Ka6z8*vZ0=b*z-gi%g(aA;~u7%o~*emCjN)~~UU z@3oO={pp3RM=0w7-_uBsDCK@>e&KlND~=PC=+kZH>Ov6B!hr}Io6>y@<`nq^3T{C zknbbVUuF9(S1bbrd{1LB3D>mILE799<1{>Sv;|Rf3ZH?s$u2aKI-*o%0LnSkNGj>M zLQQK`)7B&Pxb=1Q)ghP6z}r3xkd*H7HHTqRLWe~oEu3x+iC_=tci?)ckFkeuhkb`~ z&Uw@?Ny(J^Mp=*N98qOOBRwd?tukPizih&WP|k2fM4fZ;2Y*@-OhA`Y z$v)cXfE&+ttF>WNjz`rGMYT`v(4%D{`RF!J_bkZs)cyq0^kuWm3jaeBCGchPl~6Uu zHpqB3YE`wl$jCxZRs<7>@743n%qlMGm$(ly>i$^Uq<9cso(Sa&w$mM?$%%MO9^nD2 znyA{YHYdFGuwOP%tu3QG{FF$hR3;HXkv{Syv^QGw3 zGDsiB@%dU;5%X1Ixm$7ZI)UX%NXpfNCN-{4SD7otcrNM1+0W?Z<7-MCuo?JwtvgdL zE72h1wGc|+^j-sZ0#Yb}MViXdZr`Mu--svsbFS0vn5Ixo*oSJu5!pAzvSU1KC@BdUbx+m|{1{f>%yC|xp0&*cfx0r#j)_+c53@Sn9;qqadmtpG*Nj65egWjzo%OeW!q z)>HT(SalD+J;5XM()U51Q;_lXXs6z-h6!4f@D(>+^k&(lujd&m*D+&n;G+V`ZC(mq zm)8O#GDi>-qB-rw14__>+fFedq;(0=Gwr%h4-Vo_cFr^JI{{Pvy;=Uh7f;(G+3pMa z*)qy}AnMTsJYjImO;k$U)RmKs(XURf2Um62-CD49M5LB7`D?{t}>K08|kM{~G85-fgihJrG z-sUKY#T5fH)mKmMg&ysnR;cZ8cZpaPf(JfR+2EwLnE{9To1+xreyeY@y#)~ozlk{xWvkbj2G0)numWhY@*ifrhMF=IlL~YI?2N&x= z|Ewr#n56MpP`-BMskYoU?8&aA|NhWu4p>#S9znyX&OgPs)$y1Yxt_FUS0^~WvG0V$ zx^Jfm`#v{+0a=_LwC-dhU-cIiH$b|fvq;OmjU&wcZsy|ROZAEid2&j9au%gItd~D2q3yG`hZ_~H4e3PNj3A5%4 zOs%?JP@#jzy$B`nXoQV_mVer}MJRDgY3pxG+6#-plkgE}Q+ZzfIq^Xs+IspPyr^)nJ#<*f8i=4$n_%Hn|QtyF8@O@?r=VyFQ;q?kGSg#-eft1 z(*4uystU?_;L+0P%7j~On#bv*)m}(6_cP>X{<>=lqMU`O#XQQEExuy~n2#2%6Nblb zzUj1;cbf2=v*lWzW7r1h)e2C@B*ZghJ>`5n?kVXmX+=@AZP+Kag~W2J4@PZsr>+Dq z1b;%;h&;`wg;Ul;zNe8s;3nTEYgtzJsTxx!JU!v(_{dfc8s^MJ^4FSq^Vd=dA9p?_ zeS{y%d+;ID6#f;@a-?n^Sx%qqA@(hL4txC%_hgK}xzCC@D($8gw|4OlX zkivrxUJI$513X$b>3cXjztUU3o*KXd=X7_1`7I@I?}HX%kCzS45Fe+&t*5kTEW#w9 z#mmB;525%)7MaGG1_6#Up-0vK>6|0ip zKw%?5TgqSjoOuj#y+~}&AT9XLy~$|FY{fhZw~1lEt+b*Syu!S8zdJWN!Yu1-j4r0Io^h_S)uTe z4dr+sY&goKm7~oGc|H9bQt)iKb@Ud9oXK{oMSV-N9zy9hoIaF>Q3h zaEz1=EsaNd67|{W)%QBf3$n4AWQ(96K<)j%m$LWh&9~K@FVLGGKIcCj+FV2)vod?d zdtU+fGZ>`Z&kgIY->x*+hS@({cjS=?ZV>ybdx|gU+ZM43$~mH+mUzFX^hCkl;2&MM zhR$!y=olwY`Ty&ifY9bnw@IPyqZmRS14L*~nZkd%ilm8RSITz5Xjm72H7ErDSf}X`8eHPfx zzxG?QS_58+?@g;#9@GJMHPf&11(gG-(%vkMxNuj#sBuYdPZegqOw*^wFYlB<>}7BW zUl8&6nhO;4&@n=@sJS$aMO41W<6Z=h+2ohB zI4#|Ks|8}8c^En*S_&8dn zXn%lfeK)o^;pym=9aUqYbl-^ZvE{9{ekycu=Zn%k8t@^@pvm{0dhM`T;uuTO5%&p! zMpDJ`24lBi98nC zqDR*E(Xqz+gO9f1=(29#@mEKqAjUo|3|)~K*Y=q5J&-JUT+(Z%b-Yi?*H-r6&R_N; zqpmU^+_yU$HG3MIxzgrnQ9(|aH_noMVcMzEfepVWKmPS@MAHh00<1%eS~PBdRHvMe z2fl~`q?4Y}2+Ez+pHn80a=hN{K0D_$xUjYk$<;#!cO9UtheC%3i`GCXQ-tp6q}$^<$&b>W#7Y3nmfhwF!hH}#TY=zle0lZ< z%6P!{G&X7W*fX|nN^?FwDj@S+5Rv4479w-v5x_ityi2^q5RZFm*$Im~~%c#)7vG)3WD7zSfY0FTH+)hy+RFG0#W)5NF zYuJu2uRBVtPECx(NJvO`m@in}Jpk1w z9JB>9cQ#9!nv2dQt(?y7an0MqLu!xux=-#}d}Q@Jj%(JU&<89c(u5DnQ{ z73*q=zE4P~Y|QO=5a1t2ZSuCLQ5&J0BZ6s68e!`#j`H5y^yg<|Z4>w79(8;t5a`@N zb@`PUH*ZobCXnyZeN@82Z^J*Fyq}-%#%avix{l~t@V~77|L&b6BcP^nUZ+ip{fNaR zoOW^}N;m9JP71^{q(?)y+w092f?YQyG?u#Ru2&+JckmyJ5=D^~(=}IDcc^#^vA&gh zPk6tY_hsn29fC9#g7#xmsn7?4hsz?pa5|_^*=1eM1qqNJE?2>h24mkCb*|#v0^}jz zi--jt>F-t;<@ZKjP>zMZO!h79SHFWqEX$NHSWm7CN4*oi4^PEG~ybO)AK%`HhzcuUVr%*-MM?9zSSD^R|Ps|7E#vYflvKaEW(tI&%#LF z#~=83p3GE1$my|ssIXm(2&s!boeGrkK;UqQkCLZwryVaH#OL5WW|ibJ7;2E~?gAQ|9A=LotD*5t@bGyTIOh3GsLBIM?ImbHVOIA3|uxLp;Q1&v5I-+9JXfxX+`V zD|`#uu)dXR^HY5*!r4;z&181tvkI*5BlBTh!l!qB zP_|6@8$sifHilH#0NIkwBE3j5=uUpG)8jgvP?*Z~;OiQJEABekFD zI)N()#y&)=)+>(vCB^w18l5nWmgTZYS>+4fa`T8}we6L$gAnE`)Oz@9Wr+gBqEW2} z;^LhB-mTC7F2hTcs`lkp+t2+OlRqZr+!*`(G4>t*(I2;L|(UT+&g`4UJn=;8=&lOJDjE^QRf$lYNa={rsHj`nQz8VJVZI zRPro2;861RC*JQ#8>VX08wvH=J|H58w(7EY?J@3qYT|)L_@f%-p?9NETVlZN+OW}z zTSFk@yU;F4#lC}L^*5d^MeQEaTRb&YNwBl4k>gBbUu1tW^O*RrlU7yjn4>Dflcpm9ZlBN9-+v58_;>KUu z^Q~+9$V(?*%AFi3*BU9;S~v7R5P^o$P3W2w6DjG2_=J+q-hxP{7X`TSY{&SV@Jk@H zv_f&y_tgbF|3t+NX%-}Ue!!IDANw$f;Og{fd-%)=&Xp1n2o3U0-33ngZALG2@_T0v=82{P}oyE2x-oqYq?UT>4e0VpT*-Qd0$uxkvQ@w z?EN>DitmBo2}ktHvPrK`2s*@Fmhz+p3mo;22a??#HbU8wgGv&s?1r6?=S3w6ar&&L z`B{p2;s6fL+8JjWZRbJ^)XXbL!ua)DJY_rpjA=||!s6G7NwcP}yo0;mb?`u3j(;uW z`ohb6!NOfwDMXl_YwE-2F>(NfP*%?#TN->|wAT7D~ zbe{KWL*uV(Oh|X_&L^7G;cmaz1XoDB<&z3HM9f_USU0x=75Ld>zYt zWY!1<{$-RjIos={K?NF%bX6Ec^Z%h>Ex`cBe05!MI%x#dty+l2HPU{nNn1j|VUzBV zE5B@g^-UnL+U6O{h-U+WAf*bJI2{E{7X4DFLKN7lyqjJe804f=|p8rzAJK}n{z?ct4h!gsmd_Uij|$okWW5|PoAohwB-O?-uge8Ga=tNmSg+^2d~_1`jd z25)c`qS?sM^7ZSaIiE(lWz{^zAa2PsiLqMKTd5&_A<&2Q$0fcXQdS$hY$Ez?(W)!5 zjE+S~_#S5FFYMLI6q(!px)TN&zZOk9yuA_eoN_(>Us2NzY{JGH?=>i}{!8LcXJNa& z!>V5pNZW@H@}4BuE-CpQU6dwFrfC@1SY%vM!@sNF&rccb?*#98o1s~aW9D)ykncrU zfl2!EoR1dk-P4QJc-!QSNv~191*AQ0LBr%8TPwvd&qnaX;Ng=WtmAqHqMwR>fHu|mdeD55YX9&6kTgO4*a03 z2VO0MG)8`wzE{;GsT=>SRO<$_r!R+q!Wy)=s1w(@K^hO zo3qQo`dN_g4{?O9pQ|b`&#bfi9Hglr)`h1SI{vlhf4~OQ!+*Xht~z$qo3E}p-)O}85$+7v+;?t8JFi11E%hd1VZZu{r`rJQ8N_F-bSmqe z;@J3jn@4lg#o-IeAnUUcr;yU(G)mfU#b6N5_Zn6QSGPv@A6n3T!)Qp zoqoKy%3SkBJw6tSoe9YL75&G>S1KUuSv5Rov;-1SSEyd*C_^Hs@ z@fwf&fjtd@N<46b0`CG}@NrU^cyIvsy+~)l<`N!-FMX01+j>(%%~)ctaKhsXm~>Vm z5`4|-=XFrzP=zgz@YI9n6&Ky&s+Mq$6q<1Z;;&*70)u8*>tS;~3ShUH6-hcb+$&uw7Cb{|SP zD#BBtl=*nrQz?fuMCLwdvw8ca39k(Kxv#3MY7HQSFK2>Q@jf0o5wczs_8bmjHj1lc zX3OvSiKm=FEoS}P{oq%77U?WPW7@!}T1sF8B268F2{X`> zRk*SJ9z^DdpDf{@s-`k>^S%YR_*;E&Bs*%-JYZeU7Bultdgxp;6*qXY6k!A=X~&QH zI=HkWyctjR{W&?|1zHmzdB{!_^~1_$OWT%1W+&TPwct3Pe4FN4QTru~}w?m!ztw;d6-7jSo;k zIR6-5uv=zwCFOa1TtmbilcsSDYy0fl)=KE^tG~Au1X@Eq=4jO4pC5iGib^-YH^t$S z-X5$`9`Af~UoW2M=l09!Yd3%wBQK*`e4TFV9x3LtIi#;}37Zf0K7Ba%?rizP=86@g zmQ|!1rWjgQDcdOp**2;`)OQvN`!{{(2PyM`uxD`y>(ShJbqV?o**L;6+CEw5DG$7p z@DX*}9v2wyq2eBh9dzb_FbkD3+2hk-Rx3tesu%rCJQ#2ZdbP%=B8^9vmb@KRZo(xd$T9LQpZjV=y&^db5D_TxHUM zqqD%}k(uBVo-xgmoF6F(KwvL}q#=jWJ)cp|$0JAdS#d}MG`l*-WjT8#hM8lw%u20u zfZnXmIliFtfhQ=+5n&wEG9laOv{RhasMGTc3mln{zgu>gXp8p;(b~tCFrJ|%4a#jkRy?(<8e2K- zAt($VSULvUbRUnbA8e$H5B~wybLoV+1UJS`l}8Q(c*?QLm~HA14n@vtq-t@Rr~eTO zdrH+pdfQC2p1W5`MDEr<*^1s>{cp?1d+`TH{wjMWG|wBRTYXpFH$p zMYGsE(w!dR`>v++TVrv;K3%8crF)YMR8$3`{Z`Y>FNtrm;4fCxZlIISH=ezbmV@C! zoOnITwO8~x3L^OhDUnav|(dZq|a@9!F_V|56(z-GQ@c++(w=8 z_mfUiaRYr+bY;T5lG4iYJ@orE-IyXLSCo^g2ruV!_tWCkD-w9)P^O}GyIwf?e%r*ZsSq^OS?I$5gR8k683Z!m#~;_xI4sl z5Ufg8d-DZ6V;5;-c?>3LAyn3$)i)x$YH@6Qanji%amCP2tBXp)V|#qXZG9+mh(k1u z9`pJ8opC0_qv1iHdfo~MkT`8kh85wB{d&ouXby92%X_T{b7%5lT7C0KTAq&6<}|QVxswD09tG z4Stt9ej34J-G!$fBi}+G=h{Df!S9OGrA;z(Sfquc&thCGi$Xr(Kka6t>D#9SfnuB% zWWMUAA5yo!vPrK`6$+WgJKz1lL0Y@fh10Y`u(>aTbXi;*`M=8w2GPA}WM%RpnNB=Z1<}18#bf`xAexL*ApcIQsuIwKG ziPtHJOo*w-7wcI7^O-c#i{0dlkDXYN)`Kl}b4|TK-#*t20tselz+|e^I8Q3<0qc2m z(!)u14-c&Pd;}+QT%VrFdb8yy^v{}k@&&@gg9B2mr!z?}S%0?DW7S?ei7P%&evO~s zT@BUa=iHDIYGU+T%6dHIh??U}(ymYOJ*xCNvKlK)JQ9Kny{tT-l+%RR%Q^d6#M33X z@zf_vBYeY0IFX$;z-+@G?UrNVzLz2(l^He*_u&iTWi~ACR=KAIMZLZwU$DI2 zV7un%zQSv&!U3nT%B#Vgv+X3hOPiQIkqR9gVN!e12=m@P7SYN1%OvPa^_aRC z*&`52s7HGTW;X7dMcEDn4wFlIu&2gmlVP#ZzgMsSJHVX$-XZv*dIMCL{6sn~C%&Ax z(*{`2MVlDOW_z6#oaK4#5-02#ZySoP4nhLJZlpQZFsF&}B_8#n&OV*=j-2S^e|Ars zDA646NjHD_VG|TMK4@~^as2u()RP5V&t{TdWvHy{tnxGcIsRr3A64paKQ;+!Fi$}! zNA+ALI1xs@S<>xsyJrtNqjnDB`O>;KuBosVB%#(J>bSN#^o5jH%ixhN3rpjh{#I}( z!{D*Z@nJ(7)Ho2z`TG*u#5mPpA7wor_abahd~%$-Pit~|k_3%2K4!zdo;b*O4$@v0 z#JjJi;vP3%^k|9erE{D8(u{Mw@v!f7IuKq+p9Jv<|4uJ+8nkXh)>Aqz(wkqo_jrpB z)|cbfHyX6x>gyQ^S-%mrnBDVb#AnEXoI~T0CUbPGwM#P-@8O~ryL9K2fd7AYV2|E> zTg~|bz4_sD{&U^o47x*JWtDN63VgtR2AxhADtMmOos^-}{S*6am%LkQflM;YACUbUZe!{_U(Ic;xatYVZfwZ=4~eLr!Ot&iFpEam)9= z?86vXkKC9$dm7d}&^NtMxb_0y^g_JDe*&i$HQQ=rmOrJQEf6@U*+#gwYVNhIk*$|# zIt(P~_crAZg{qUqE_^}7pNF?m=Hoe2R2dSN6bW;Vf1n@g!av&`dTCMoJn*>deMH;` z$nO`QNWkH}s3<26F`e}TTZ}WZu_@ZqWA=w7wn4wucvM(Df6?=Zdb7Casltl%_;sm^ ze4z8Mw=Xc`ovs*c)-r<#g(!sXf2;_opuz@-dUSh>FqboNKq0%?&Z zheg_c#zUu5LBVlOD99*$MVg}EkgegA`MC2%DThTPyfncx;IT!;(=qV|-lD;St&B#0PA>&dewug~fa->R) zHxxq1%?P7KtiEuA3LGG1B8*0u#jG(b%bR?<8&8=}?N`0LV+;LOtIZw_GCUR}LY zZEk@)gwSHqf_vLRK{;hR5I1P?D`D#``ghEzc!-YyCl?**RjdTBYODz43zQE`F`(iG zu%1i2QEL$p&)wA_F{$CV``Y#+aUg$Oco#|OCjJ#G#rbR+>1l_FT%#^kK{@_t!`AhL zJXC_x{S(xw{e$HDHCnHru(`^*3L%IO`50{4__xkb4jf4EempESrE)pyXw z-6S9XZM{~_J$@-2)PAo=^+~#eM!S@Ui}vXe_P#v*OM`JEzH<6d+4l*v=r5q8xe>_} zI!?;Iqr+;!)&*oDh8c@6v?L#tO{H~k!g77Q1WTg-R9EP zD(}lj@louDx2$8M6rfG(rietAwKbO};H4{*UYPB(qgTnP)(fvswsze0PwbU}5dQq9 zd_i?`n|NXaiX0y4tP@R7KK7YCP>p4s-Me@1`85fg&-1#%7fd_a_DagLrLl;g)_7An zxQ$ua{eQ;`WjxG{#@+h|8hUU)xu# zJ`m2FjJ8DOUGdbE5;;7y?VGI5LYN*CZv68Wo->65&C~DYfty1t(7?>frgHKA2f+C( z4(TOVxl_7=e?6_h*+6}zCrxuwAVFpa-Jj%kluBsN&cUMbugs0M|;0O3q_^Iq{mA0T$P z%B0WF8LNe7G^}jH1XAkFKYYj5-GmsmT+}#xy+&=Ml!r@Wkfs(&zj6Q3w;#kxERXeL z`x@gC!0Mcf{#(ZrF5je>j}%gbvu18o=Z}adKk@%I@mN3iS>j{}tDQpw1e4~k_$bAE z9-Z`zqL7L9I8>eo3_tr!iu2hF((FR6a%I`n&-M64B@KC>8ixcB?Z}{GyMoj+;5Jne+M$yk z=${y4cdpyE46n`~-){&s%Yl6V0Nqv}X0EeEO5`A7hcKP2lgR3O{_;B>_;Pf`cJC8V zao&p14s)5DvlQ#m{$s*@XQB0gzn8AWWq4c8$2+%=LLb&o)cG{skPF_8q&lCZNBWh^ z6pH4o!Y5~BGM+f@OJ+kQ%0jfgImAW#8s&N%Nv*tIG(L7$n^%=lB0+k3F;&|_e4 z_f&oblyPLx)*`!?-^5}IJnTh$8iVx4sAwOj2c>VX;V|dboc_$!U5ZfP#G`|wW76-0 zQ;!z#Jx`f*%4r^aq8RZWKg{B>*K4-S#yqIJ;-I!|`&;2|>eb@D7o{8?>Hd{rzq8)q z+J3yWo$}Q7R#N*22x8`<4p4OT6gr4XCd-N# zuX@>1RNaR^+Z(;I#Z}%=+{YnlV5f1Hv;~1kT}Ren3v#TUvD%=nBWYqH$09gop$=+GAXZ?#^ez0 z+sbR##aX_V5F__Yk63Dx2ff5f$}-^=#rR zqwIuAw)r!z;-A%+xsm^5J_E;=y3p*5`4iz?%K3QUi00x+_dG2uUzr^*#80z~+>>rU z|5X4);GaV2(o`4@*5jg}=P(KXvpNTY6KrC#+pu&QleX)diyagZz5@cYtk@G8?w);>| z7IZ%8lkgK;2D%h(;afyx!pfZs%p#z;S40UXN=Z;eS&#dk8rCBXFPl}K_)RMB#gCgr zmVe;}7($xNS~RQI`+bfQWW4Cna!DVS$?X_C^~mN64skX`2)vgsfjmz~$iDRU&H%`G zkt&c&`qaS0`X@0TzTta#U3a&hZw>}?y&3A7u-{Iwmez5jlb#;P75+Tid_!W+(EmnU z>-vCy-@?;Z>l*)FclXu0{j2{oE|!JN4BqwE1t_LEA%_hCwQ0L9{h~B>?5201eotoSY zl~r^^9}oL9TUm8xG~i zS2oGT4Pt+->!}Tom!*w`{@Sr<{^7~!H*2L>k1lo+hW9}}hnLGIw&Hzqo4tx<7yO{2 z)*4M*P5%-hzMzN09MNY>Cw*Gl!df?}EawUikWUVb9xRTX1yPv6=(l~)vBFo1@6mQi z!jYqskd)Q4J{3pEPVpJBw?9F?pMgrNQz5eACOPhVQM-*xTAcH&wauyiRx=j%>Y?{5 zulH*~MeR2PNKNGJR)2fu_B^<(cg`Ad60y|)vpt_;yag*Sh@g9|1_Nr(96DES86MUxsNruAkA zoV(^D3q4x_dbWZ-ISnas&!Uk=3S2I&qvPF0JaG8tPoLf}24}O+p@c6tySxet9FgyN zq_w1)cP1$${Z)<;$TAo5ll9dXL%v^v7DxR(EGdC99ze(p9_dG0^SQTcuSO|u{kHK| z$sGrw@9H#Chh$dw*HG5uZ&pO5aY%1ec(z%FyXZhWE>IYme16jkZOC{Nq-ET1Y|u{` z54fI=?i`bCxHU(2s~bJ2!(q;Sr%g%QYawCI64W=Lg$^8+Vm*^fdM&K+X1{4AGbA=S zCxrGXC0IaT?O`;ply-b`EtPWcz@g@qNb4&+f7EC?C*X@jWZe5-8K|uU+ss#x^}=Xf zF-n81Cw2uFKoOQVEc@ zwd%63oCPT1{e)7^_6#raLIvFSqLjlW%_w+k(`-zXB_`eMI}d9w)`P-+2WmYetFqox zj}|bV__{IS+gIn~4oU1&`0dh_w!Re*9Wozn$6Wrcd?^(;c+X12-ILz^6P;+{>*|w% zXG<4zHNC#V84$Y6N1H638~2JyK-_py*suwY%QTO=nNWGK1^=iH-m*x%1FpurgrpT5 zm;U2W)KJn2Wx~ifYvQWsYy3Mfh~VM++3c~l6ZFfLB7k!;?0ySnJdkdfG}7l;EMof( z33k~b(AkS{xP7F3LV_}B9K6S zmvHa7gkABCc-)&Z4qbT{0?|-8{(OPYPPQ~1Ad5wMfeTl!Y0;wos=WU@SL<=(;@}AW zJ;?eKNdIbFH&<*u;Cd$Mg9)Bon}cVAYw%>hMR+0bh#ORl7ou)k`syzhRM_LjQ{6Vw z1KGlM&f&BSi9K(86PqbY1w){2TN!Hb-}`;J0~PhaqouJ)&$nqD`l{EjBS8V~SupdI zFarvlqo^1+bW=@)d`}hQq;HAkwp3MKG?;}q+njDCq$n(sfqZ`e4VpaYddsA&2Yk=t zkY)g*+f1Bqe>{UTfKwFYzn}C6B)qA(SphPhVxdUmW6cbAIlo`H=ha(22wp7t9r~<(58w+{-CS-jCFQW# zq;E{;)_L}yDw8<1@q4Cr6W4wSR9E?+iZ;~U8wAKA-xD9G^)VZ)b1snBU%sR;N2R@D zA=EOtbe=D`bAB^;-&>^UBEDo#==boUR=7l2c-t_`nWX}e3E$AVC|UW-O;Fg2bS>mZ z^R{0OxRHe`x{?+eo^xmy`Q z92y&GDYuv zXo$)&96J3R6*@Q@LhV!~++>#5w(ydfigRe?sS6uw?`?oOCeu)>?T@cl#BEOes}dnh z;?1h)-tw9|S$TMm`NYc9x`YI9AFK(A9N9g6rBc#8YWEQKz1t_J6ct+u3NZBEV%tP6 zxPhSk2>NQ<{`7zXM^uuNu4&yIELC=QO01UL)6bk%2VVDSL<(5OkOk`~+W~M-QzqSE zo;Y!HV~-ZzVRn6-T9 zc!2Jv#(4hmP>T5st}@}7fuLv|yYOy_^$EN9+ho#D4}}WDf8+jiq^~JuKAtcsDvI!< zHSAfgc6zPE9Qi%Pq|Z?bpa515wW}ht&p)D!$1|qLc;a1JPiJ4DwO$HNVvgb5nwfqX zZ0{GMjHx*-M0_q7c(y#^e2Cju$KAbIop@23I(Dgx$0=}LVP}q;Z;FY?C^l*J zvE82iS|P`~@Uk%JaiQP7rw~f3w?K#V4!_z;Z6LrShnf!~Ev>M4m0xu`7(c<7+;(Wv zqoZg4jL9Dpb8d`%{uuj?|6rUkwun6*+F4Acd)#)BXj7p8BEd_W;~m14n*?$a4Fh{3x36_ zs^GXr1!4h1hkTH>Er+8_de=|1;t`jH@)8qbim#@Y2*8b=ZRn?+lQTg)@BsX@q;FMt zrtFfbDZ#H_s%I!AD)lx%>9P!w-$^aH;=sXer;fQ1))VEfEQ)Ks{|;}OaPA5$U8aD2 z2b~jqLGz&%j#Sj+`BGF9vWaiuwQsnv;a4O6W|wu=-s?`70P#=<5p$on`I>mi5|DBb zb5FP;SMF+eVb!f`rmOBjFYL3VXe z7t|v^fjXV5=XRf=0tawCi%EL%w}zZuOlQ$|JaT^Q-hXU!47iI_7hQ#_9eRlc`Ci0e zqJz6+yAIrw&l`R^CE(UORXlA?j)mCci)cjYVnMywc)<5`Ch2=(nq~)HMyK@Q@ba>{ z+O|o#P|rkQ%op6%cT$5~FDgt}OwtLn#HMKNVu=+|qbmQZo%8_Wq3)pBw!gj>Feu{z z*RwgKwIM++ISmyl_*a#De|*n^va`@v<&SuKqrXCuDeLiUPx1D|#|nS!+tq(U;?}?i z8>Nh~+EBx1Dbf_(@`%rql5rS3(g02PqTe#-UK`E<8rwze?{Nkf5Nt+s*~1cMHz=n8eS@|+@Jc#4vCF=mEK3$pJkzjPcrg+-o>;x zP~1?S=MtvSEDGygYQpkxd?{zSa?V^PD4NzqT!P738F1}}2;;Cwt8&~r55_P4CB)8g zCAS>m z;&G_u52R6oVP4YORSE+b7vk~z@;z^6dCLFqZRO>t%{eXitN1bt{$xdMPIOXSdqR=It0xfO3Z66!kKMEciv8tNUC`MC4N`d7llxA6LY?$z@2Y)rhXRKKmb$z>G8 z+K)r+ea4%a%cw_-TQB-(8KmVf#0uc?5@nX^^YePR6s@H5TxDxXwunAS&vg8RL_C%S2fXIzO8G0D_)KF zM|7x6I1FXW%V^)p(%pB(lc<2_xlGb(D4kXcOztdXE0yzsDBKN z@;qccm-JB?&D4|x`!Wf^J?}T$Wi$6fOvrdMG^eq=b|#f@@VKFbXoM?5yQIU8+8^HF z$$r43Gkw4PIEaM$6KT0rES^g{FTmoE=FsGm65~48NmNxwdwn^Dir~G}gJ_MU|H(o- zDsph&i#jGe!bC{v{=vb$9$7fNd}OT~dv7t6Elp50UfJ>e5EVB-)U(-K!Z0B>@paYa z+nKoaAuH+elShMH!gR!;c{IC;_W=Utvsk3}tmn3-S(7$910T+2RLFpo*4{>XI=< zxnl7v9ye57LV5z*I3XhGRBI0I`l>?um|OiIbNmhY{;+wbw7m&T7IE6%K1ZRm=00xz zt+7gZU6o1@wtxJDFK}0QzDr8VL|ftsgS1i3Ps83v_F^!{WAC1XdsAnDzg0g{kOutW zt4BRsAZ0R$A9s*HaNTHiti-X}u-^w%me)f`M+>Q1D&~#5D9!oI|3}+*e?^rw(T+0) zOvsFJ%vlr_I(KUW#sL$kD4-x_L zxK>}*ywhL3`+hn9L9M#`)~VW6wTtvHTB=O`G0s)7rB1U+R}$OG!A%n>)GS=6H#?Uy zAOCShR21s@kS)r0nroGJG`zy|drx%}9lxYsp}NonEezbQoj2Se$E_Ddd>(1djqW1` zDZE``g4t=O{dIUBp}xZr3{#o4d)Mg&(c;C`Lr9^&P8_q-d?oDnwyBzAZxgg;Lvt^aTO6&VV-o+4mLH^^Id@+u_Pv||}&N>_wzS9$^% z>#b3T-1gG@*Oc`D?wM@TxbGe?%$WS>QY}WK{gJJc@gof!rHeQq8w-#&i!-E`*jNUMhA&6#`E!uS(j8OmEEuGNqQ zyFQmJg{n#)cV2=1TM_gbq-BbX7$+I&q4=WA#?G=jc_&ayaxr3~Y&@M#)A*i4dWnnogYUSJJ|?$IbYYb@lnT5OR*8tMQ%T_-u%5vseP^^=A+htcUMHU2|L&sV_ap;kkSC+Y&ta7r!wfQ> zD2QGw0cq>KZ%f@G5K#kTY6k4ipQy#=ZQGA;{M|4~maqKTLc;=&=`n$>cTgDUVW zExbskaUUogasm+|TV%#QqkIp<92PnlN!Iy#^2c9BH@?PelX1;ayof>Yu{A=8&eWsl zdTE@`VKN9)fl}rMi3x?c-nW~qgXiKmK2T}(8Ij1Nrd!I=SkL2=)=_n3b0%D@c67Sq zp7_*#QII?9%z`s-Z{8b9NS$lA9_l{$qRFV{IUBlYpu^{pK2Nc8l4ii;gl{%pT=p`vcu zzC4fwKZ)c#f4EFO4pp|IX-qchzMHpH-hGEnV#Dk8n-z-(p*?xb!VCtcWv zJ-%|Na4Ambq%`Gw9q0ZHXb@PUv93Q2cPmhs2OcX9@yAN~kWbbry|*}QI!DZ@pTdJ0 zp0$V%`F&(SGX;A5kEQq!(q(O4>&sUE7jN-+<0o63qi#J48pdR!Buz@~q#fmZ+a^G;h(lUAW-K>9}auT zNLBTDhjpRJ`ykXPA1AkH_#_MNduj@nbeBJ@OoI3H6W%SXRPNf+w9Fpj6MmrSmg}Z6 zLzL%%h=VTd5@rEoY}PrQRcOcavx@qmG#@L-^+!-ywR6ORcQn?cvWoClYTiOi&1Z+i zPO=m&WStFGg??Iz^XTf|=$Aq$#Sz6z4u^2NO|x6qO+FYGY;j8-yMLw0`T%XyvqkIA z3Qf-@*#GB`Ek7evZM+dayatbhp4zb@O`<7hW#o95w_pUO%f2@$VOItr(7#2`tj>e? zVKlH|^Z0~8uP4RNdCL&fJ-#xlaACa$RFv2}5UL(}7g$9-v%oLQmm_@($9q*(OU;je z@nCQJasOG}%n=tXBd1!9ncDVzYFpii{~%{1QpG&)ocuU7M=#>~f2&;$DLbP_$$s#yO&F88s@S<69Gs3oMM>MNWy1qeIBKY(M2_$uE4?aF z?@eDPjvASnDbWQ^ApN%(4Xw|A#&}5c%d!}3!sEL!yW`kjTEuvSW_9g77o8_U9de6% zLe;K!ZSQH!=P_A?$=9H^;y8=q?|5c!@I{U{TLF}=Soe=m_0xxaAa+C%hfBKAnW|jm z<81f|uf|7fu^&un0%z{Wqh4XCaZLe@^92mjy~5P|xC*!9jkx(;+ahz*zk@CQ5kHfh z*|RoM=Hox^aFRo~qUAerK5zRjcF5kjbnb^@t7#CMP=r>=M>HvJhO8H*IULfY|6E~uM?Hq_r z=s}C{_b)`yUDja92?*Z>2^vt?)o3S%`|Y0v6}&j8M_zYMsA|7^V$!za|j2E#9Y|^OLduFkFOV%l@-Sc{9uFTSWa2tCL zqC)DGPy0c?EJcNo*80)&(PWgiyup82)=8dMMjSYdwj2o>mK3PvQLYD)djUG;L$=S^ zeSBtZK~yuA=tvG3_I=r^0;R`~kbbRJ_mAOoi+I4H^lM2|$7K=|zU1A(b(T^do(WlI z<^%EG8xe4%r96f&aN)*_fWu-CF2|*8rzL24^kC6avT0sLgGmn*ZxWE4;pjI@zyn;O zp%&uPul&qH-lqBvbL-xYyf>dT#geqQzbj4FXG7MnM@ibKr3;4B z90)oB(#Vgg;AFPxh)LM0>?#`T0Cr7&cM+-~t|!@Z^0P-m&(*K@k-A&| z(mj;%0B(3J(qiRhzCLeeM&c}>NFNZ((tgv} z5h_Mwo|5t9gs+8u+TAGPG&arw_Z_H+Lt6JFYv|*1_o2pYEaIe8St4$nCh6G{wa@iH`F-hs>BV9eQoghSjnPP#>zk2_yf)(S`? z$5r0W=$W3_Qs;5AC+GAAT99L9bj<6OSS`FgzwP`N!Nb_ z7Pj9}$Wj%>rBHLg`#OsJNbFwJ^1TLgP@7?_pqQR zj(btx1O*+k9IUtX!M{r0=Hf}_^&{cu?+d}0^E1(z7tdWs109s;5Qe_=k&x~Oi7i;7 zBbgi}Bd=fuLFX4#o!rl8SEI2WRVRe?NL?GQ+{)3x#}r&rUf-zE0Z&04M;*8Nppo+^ z-~-4Zj{9zh1wBunie)+zbGb7PNPyQmf2vp97FgVXtQUn$4(XvT39J3b|F9EN1{|xl z(pg#&Y?Rw08ndyq|6j^_AY?MRq!WB8#g>zqrF-#xY;D8p@7(;+(2&Ipf1&EMRSI1+ zz~?eakGSl#?wXv%@5APEQf8(Py`QK7r3y!lg{n7i_I{+S$AM2>*kBRPbL9NBNv^OJaOs1+MruF$ z@C?5(z2?fM9)Iwt`eDS1?3UA$qrihBpJGKwGg3wcC)4_ilJHa~@64po<%(dxxzh(t z7r9>$tX(3xL|~-O-Z9;^yr-bvQXg`@y!B)`3i^QaiC2fxdv>Nr zOu-jZU*BKV=znnrv`=o1bQJ!Oc=?7x4&ZwRnnNc0-@2YUmQ+;MfD;SLVg?Iutp$(5 z8=>A0bCJYK%J+czOabYkM!ul&;)9JTICKP-hPw|xggE>-G*HSYiTIOpK8_q}pp^Kg zRqpo|z#3cXi^DhdA3 zbL)XP{1+P|U1?m;B3_?7dVhGlBc9=>bQNyXXm$j7#UKI0ARPQrwkHBB6YX?@G z`Lz@pVD~{6TGqsQjiHG+d^YLJK1NpQ73!bxa9=4|m=rlD4%#|-j9i~+UYQBOUgUZf zX~}-uD(PJ_nXUPlr01W7tUZIUTvUexQmFH6p9xtn8Zcs!9_`Ys4{z-19fcQH*A)wD zg@-3YPpu5v_|X_2AWc~hyj5timT-L%WUj6=Xw{29wTFC^obPW33-d!LVvabxRf+;W z{?}4nPtqa^<~B^`?tEMn)5SVLz4+4s2=`@A&|5X_Z@OC*0xoGu&me!j?3oLHV6~wV z^YEq}A&Vj8oJNxhA$L;l(jbS&A&s0oqjG<_p<+ByxSD%qtaC5OD!f98LckKY4-j&O z69vNKq!I&(yX4>1yv2e}x`5HOYz9Q(Uqie6E*pF3Zb$Nox31!npJr5~;jV8_U!?M& z2&_$v5QU%g{_gNucp&ER5%9^T_Y(RyJz~1V^r9wr{@Ke^1X+dUXvk&B>=hgu;B&a7 z1;D*a?Z5k8>c&H+)#lQg<5$6u>5Z z9QXTN6rGAK=Rl;wL!{rb?B>?Rl=E@miz-_-m+&~Okrc<%quCilPUW4nw$gY5s5Xp7 zf&{;X=Xz1T$Bh?l>M=>P$VNk-huV7c@xOLjzrX2^fl&~0_8|rB35|K{A=itlE1n$T z^2Bv)y-es6G1p&?jyp0q1!C}dX#2tO!_MJ@Xt?V|y&vLyj;&>1?+E`7cxkv@Cuhkj zo2d}$)zHb>h4%Y`AmE6sCq93lSHirlX88{PXIpt6+LJTEEbSTExKjNznFVDE)W#KQ zMb(!4hFRQZF>N0xsYo$J74!*1oI>P``O5D$5JX>i?iZ z4)9nBh+oLrnPALUpr$VpoNJM2Sr^x(E84p2+_^Rj5n^%(zJnP!A;_$=3$0REwC}w)2_exj8 zY9VDk?t1FIB0UeQd_=qVT5K;io95PYBlm+L8!}!FZ5qyqE?7wedzOH-4lVd z*^u5-D+xLOr|eZ!kms=C7-YR1X+>DMf{uzvl|CHzwK*DVepo~0NiTY@de`OcrGXAd zKw2fRJFM33%PTW{rgVGWVf({fhEUKsiz4QYfz~w2eEhc+MNBqnRRZOr6)SBw;=A!~ zu~({dLc+l$`6{~jFeLqzM*$yi*@}V==~ThU{!J2Rwb&8K>)(H^&y0dN@Lt5F^|b5E zr92P7Uce$<*yX2iV0II#Q5tA8E>NTurivx#ZGD%xsmi;5$T+I&S z6z+XIn6c}(Z4l~Lqq)F=)FXZrZUEn-xjMp0rc{$jiDwAjcT2Hzuqb^!4eGmXLSuoe z)H?UlSkEMWWJYh|;N6(ab}Ye{v`Fz8%)JU(&-Oyylhm5+G}g13q*c4VX-rezQ7Crt zxK{Y!=^yb>d2$e0ujf}ftf37chs`A2vDGwnm+lL|_nX}`lvGrF7$YD~!~@la)A!G# z6Uan7CSl-9S2Gig>hQIt6oFs1hI%}dDVQPW`!85wObZ>-J7ezCu4($Th&g}9h+YNR zL1-{-+(n`4Wb33s8tWNoe}in>F!gtJxyRg}qRsy$@b6g_7e}%{)h;ze!zwTi54OBr@oHCgF{-7(r-xPXiCHYj5q6NR!q7*-HH1 z(C-87_u;Xb(O`ZV*IbY zq{G+U8VBY%chD60W4RgS5OPE@he`ShW8T6@lbW#uxb;hWv?3pCLR8u{w7K!m;pt~7 z<8d00+T0*q)5^KV>n;5tCKLEqb~wPi?pT`B0JPvE1K zctP%>o_w(Jpam2yIfzGVw%w&d84tX(4C0&Fw%S>5SQ`hicUCeo%%)u91{5tV9w9a4 zoX(Tf9}8H|=aFs~YA*GNjIsTUH#;qjWev1Gf`hP1D8E#4eY%EnK8_qJza&oO#2m=K zc~tC>o?>Uee0C8O?B5|WWXkj{PblL7-y`jN!eycI(Jz7}enVJYmEzRXwRZJhDBx6~ zexdf84m!y(HiPsWZ{DrQuMQ0qbA&T|hmvx2@kK(`)#d_l7Ein$} zrOtiw_*fUe#JHjsmfDj+^WP)JXG>DZ!L1if@uFrYSr+YE`eZHbwjWqo<+fs};CQ(g z6zxx=kfS(Fb}D5&0DC@<^wNohfn>T0(+=YRD=+rGKXp_cvVIgQOeXJl1Fw9GfWso4 z8+#`YI0UPtmbx`Zvn@8NdAUi>1ER$zvyU z^{sW~R*N*d2+yNQe{lSAVmE%`Thf0pu-&&BN-*1z0*XWAOF9h>CZ9BJG^MoOCe@3b ztWbS$#O(Jt322bi;s#PnyYPWdcZtR0628rq_s4^RUQ4n3IKH?!`O0muq#c9S^#0xL zex3pj^w#n@gkkUfdVx*)JG?k?J9%-RcV_{VV$MQhZ`-<-dQ#ToX^tqn=W_@H-$+eI z_qo~+yt49&7~HmO3-r%2QN*!aYkP|_9&kNFKsrB;$@;XNN@Yt zE_bS#)fbJ|CP|yZpX&F65{;T@3buXj2|CRyHkb5md)tPC-POzXc1c1-xG70bdd}}`5eR60BxBjoXSs4<~;I$1dT8dY{oTWx#2e6;VCfz76 z)3|BgVgC`g|Ki**-B>?x`aT;$e|jj_g)$$2KJg9DyyUXbkG+fVS#jJujU|qN^jdk| zjKmG!_B6F)n-95_#U-nLIS<@DwnjW`(xcg*AlFkoET3?u7SyWeklXe7xzF{>>C_6V`m+C5SR+N-pm!PiutU1MMWI^mlffLO}Z)%((cmg%?!cww1%jW zPxBnWYm85kzT`Le^D&h5fbThSq{n!@r#`)B;4F4A+k2|7DtivNIj|pvoUO0+WYa*0 zBM=a78h$G@)R0`_QLbcw-GT#M^-?+gbiB zTgrF<_Dlw8=^~@J*YSH@#FlII_a|m+>qC|8QFLtP(Si6yl=ZmlMInbtx->K&yU+MU zV-EgQMUHAuxAliyAB29{f2z+hDdPdxbLB{<#}fSOs|)<`Azqhq_G@duU!h-iB`Qtq zrNW0><+$rbRXLk9r{LPG760sD8}9nMG8e0EJb?I|)lNdy{Gwk#Nu0DU(o|Ul!flAe>@<6Zs)yUzn14T_NUI}n-R@(FAebT$A9CN zM&aFB1!-mbeaFDX+EMO8)n{#vsx;=KX$ z-G+=8EtIoJKekyJ1zm<`2k`_s&8*ntlr~gY&Ax>W%~*d5qKt<^CYyAc*6k~s-gv4R z!;Ra8cT;K}7(xNR5h-wtK*L}(*7F&p8~su@ukK3qYQ>+cd-t0|k6(vSe+9KomZ)8$ zTUBDA6+^NUfzpQtGefNK6xmJ1qS&A-8}j{LG}pD~yN4=`?@?(*INWA)h3x1{=1F@hmrW{%vDEZf? zmU2EGFhxtv#Oqoq8J7Fgi}*(N;k$ufjNfWQDRLIt$mSFli%WRRmy3umQFahPks*JUb-ZL zZW@y>Aid-!<(O&khKt{PkUXE`C`gWlVvhQ8G!VGq?jFkdIC4aU2!lhoQLAa>m;7R| z34dziSMDFWW%~=1-%mx#Gp`*R+o7M9Ql8-u4mom}wzpG`wPTN!QqXaqj7`qaPn(8r zPTxIY!={V}5(O@Ybea>i!``trT5Le%aid}lI|a(o9-yc8lBFx{)ng9nxvsK=6A4P| z@R2&nyIs4MsRTob!e>-jC5C-mN#lDahe0?$4odem>i??+PtsccvWeIL$^#mipyXa= z`E|;A{HGPQO<1I3!4*fYuB90+$a z%Qzf?SB1y(okKIi!Bwk==-Rho>aJnsc))xXaS`h77XtrBEvb0Kv{A70^}G!py8j(j zwLe%}hF4Po^HF+Fm`uyt_p*OY9402S1HW9C#GY0Yeo?GCz&(so>0M9~0)c^9=(RKM5#HA&J96Uk;8u1-T zrSCQuFSq{&kqYW)7;}QgU@H~zf!~(LCQU}^)nt|4uEuvHmF8u?^GH4nS-%BMQD5~R zI!9wYSHL9v*LuI?ED!$Jh1DmL(XvBv8hucG(youh2qap+Q@F<`EJW>ECgFx>SwFL} zwkiyNu12oD;iWJhq>#t|gDB+Ja-*p!WFX{lNY5xpXMXls(ou~c-aWVK`|(==s38Ol z)ES|e)8A^%rH})dFCcw#+WkY>Se;<8eg2CxyH4{#X-Q+$ul;&0gKlqw`1pF+a?L~b zuHP}#yFFKwRb{M8w|lv)6@wT9NPBEYh`MMf}U(4~r=T4mAgFHa-Uh%mM_Q*!E-V zDdX|FR@C|-tp{uFIBm`epGvGck?b-3OT)Ph3OKpwIFVka=WxRlNH7^3((>P_Lyfc4 zTE*nQjb{1lYJu|K-e=K~mcQ}~Akd3qJ&!bhFCE`^bn7Oub994aa{Nzz2b25HNDr1f zYQGGH8^HHSu8Z(LE6v@icT^J3j}Lp)O)nl*4xzptZMpr}wB{sbJ^oZt6X2vzr+Vv1 zJFd0*j>r1-H98%Pix81E3mI?xq-ioGf(#hX<`MS1gs}53owqI6KkIhmz^&YvbphI@ zXN%UK6`Gz+u>X%J=2k@A4}QA7pK?3^8$OHl+C$9Z`X2dgvHLPFmW4hT83*kb&OtkF zR-1EwrLmsPCoOuPWq;sK_;WGWe`$O$v2_Uq`eHQ3s~2^3G>!EfKIv!HJ@(F8vrw_S zN-J*$jP_H2tY3~sbLuK;$5YnhsHaAANWZcz1^e$hKf@KAC2wzhcH_fC=%xC(C3d!` zX1JyTV2`%M25RgKqGW+OM(G@62Rf+rdg8JVSUn|iGP@US?fQ%q^y?wr5{ z1Nd|GwQsgs$UmE63&zEs8E028&aUG>&($TgGZWA9ilTgv2OUZ}hqMZ^QM*IZ1pLQGFF+wvv?|6St-m4njH^AZ2v-Okld00v6`Kgf`w^(wIaqT3 zFUs`*Zg|B1TJLM_Q5!79c2lk0VFa)@(CMt%;ZH%|5%poU>p)GEmJqJYWZk>&uk778lUGjZ4tdYav^8kh*t zuWVGEbUE$LpsWXA&u8%nZw@Gj{jsKyEp{(BO;#&EIum?q|3=-~lG}lqH0E;!#HG^A zPw8*YFUGz9V?%#Ui9HxHJ@28$!=dKqH0JY|r2B=+{-r06l%K=Rk6LPZE~*i1`&c0E zei9Nafc{%ifx;xc@l$5P|DjV-hvzw`gEm_66CqAP`V^WFVd!syCPYLF{an(Cj&e~L z?^&nVLjPS~S;yRi_DG%jf8T|&NAHzk&Z-8=_rQ-UV3M9gb`9y{d|%g%6FMh1O3*uk>}N;HbJUKc-sv8Jy&5s#VOH#}qZ3BlU7 z7}d6u-)$dD109YWX+kY#(K}%WD;xiBHIkTJkrogg_y7&Kd}#iCn86344wFZEj9N;2 z@X@`T9!%9%vT@0DFP$(jU6^GlRJ|wlX94AWTu58gbtBB_=&@EQ6ddWowq{&>*Y8k_ zmxWqxyHT1MS(rY9G95=fm1dIG8Z!zSd$sY>DQx#)(LnT2$Au$Md7_4HJ{($C-Anzl z0BrbN()T;NEmgWc7rem#*_qDUcJ$o<*R4D)kdBD|!xGAT-1nm137<=NS*+Wk;(bT` zNu0`DscrkLTTKQ+PAh7jWGd9Xrm>z!`sOY_|3pQzC^+pLc2$6~*Ie z+Wq=x^Bj6cLKA^JR2Vj7EFMM z`GefYr#Fk;`u-67sbBst$oWUn!c{_|$$JXg2^|cfF7HQk^s-lu9$ERX(x17GR4drmthffRle(m}D>WBrl>J`Npf z7?$)DwfmRQ@>_OdTFy6Br}+5JgV-ozG!3h|I$rH!3yCC&u4H~1K?vH*$9KM^VNFuZ(t6d6Dc zkFZ4%qezks_33N#M{BitgC}L_N-@og+KS=9)(v*&O(sTDKg^d_;+#)U1afX_tl71`%1Z^qitCvJV1`I6a%OkUhbsJfbu`VVg=uWF~9k0VD^ zpAg?3NIelB^|d}V8#{HB-5KotEJCEna;=nM+~ey5)N@5RQE)wUsCs$H07fD! zDPOPaE$oAetGnpJ&zZ5G^Jym2*lf~oZJ9!|d10=YV48w&{IYS-Aoa+*Le=$Mk#wWT zTn=gDcMh$p>+ljARR~CxnS6RN0!a*;}(fFh#yLRT=^mzJb;=%sp zK~|>vXy~CGht^Z4N7e12j0fTki?|fE?E~W@_Wa8He>QYRZE(A@A!EY13DXSSetnr< zdm#;qH_Zq*-^11)rLmsNXA!0pq=LS4EmQ6B%BuE`oWK55D8W=RLy}#tI;Bvw6lG{^ z(v!&D4r{WH1$N>2W$EB{Wv_|gKxQ5)O^<1n10K|_WS=X83E-ub?9P+>Js0#l=ZmlMe~>p z(i$S&b8O#h->bv^S;@)_mrIi$K*_NI+N_-*Svag{3m7jT{mbf|PpI_tZEs_@UeRGPyj@4TP8@}P|VIBuh&M40l9%hv2d$%&Tq8IPB zRerTLj{5}tuX>0FIkakNF%;-Ui6x74Dc&7hv%oMV3GY|UJ#}HbhXTl;1)x={hb8e} zD9i&X0=k$$c$qxaJo#JX-d?;Ud7SxYpN$OEGI@rq*RRwVz6u3ePdeTh`5fwH)rze> zTy1x_5v~ZOXSHY|%Ai7T7v+2Wm!-BIn1q?*JYk?~kBQi_Qs&GnZB@&lVEGAcxvkk; zu@8d1$an_nOB?PxF5Alt;2X`7d(T}QQs@T{)~-H@G!#_d56@5It`|)d@kmRTOB^h4 zZm;nW8?Na7v4h_=4(d7VLM@ZA4m!Ij-~g}}@JQb}mfPBpn;0*qS5#!|xZj2c

i| zdUnb{i>_nBL}Qp_SrFyJy0^N5#4Zjj{_673#1INObC8Df(g(FKA>30M&ZNf}^MdrB zSslp33&K^eCQBY42jboqv47P8vUEd5#7in$b2YwG*FSj6AtTghUc#|SP)!x^7#)xF zXnRb<%aUdL9^3!Xgl)Hb-G$~=5tAB$C}ZD-(Rg3+f7YM9Q*wHG?4awaRQxI zTDQQCG9L)|T++X-)SA2T&8}iMT4XZ@Zd;a&h5~*8D#x!0?PRHdk6SN#Y|+gDvJunh zfK9B|f_@zLgOf+Zc`Ss=@la&^;|%*AI^#*p6@AM(nygihQ?DtTdM>w@Y=Xl5E|e&w zZmsU4!43ICdQE)~P@03&IH7-ptX|;+s&pBnr&fP^_A<)#K+IthUob4&XJCJ0Q9WLd zce`dy^>_>c=Up&5o0{?0a7hbTFOcI99!`*Ow!io=313u_v>STT-fjZXmtAO4DZ;w& zIOTi%pQSF3k{)Y`sXLX>^z;j!D3qLR?X^#XirQP~7TN>nl?N!;1FmPwksjwVFL@^G z6WE21F{;_EUHw27oFP?4?eVp%YQc+KBJ!0%`jQ(z-mphOqZ^RQ-~O7ci3L6$>Gw*3L4=F>Qz!zTUPhPB*h*air}Nar+whBi_`x1ZsBay+%M5d0yQi|6R-jS;aN0uLrocL z8!gUQp`t}|*3ix=YK(XJXmBwuKIu>UQ)Zsa%UA&=lryZPQBHZ5* zcGKNB;jl^1LuuMF2LH(J#h zAn#SI*#!Ny*AVWv@;0VIyE4?K59wj9yful34|ERUuD^c#zzWX)V;SBH?Q2|Q%bC(R zpUERV4;A#Nt!~oVPVBuJlQJMv=(rk!&Tb>2>f9@C%PBSr|7}Ge@ZnVarxiU`JkmS0Wj|IHnKyrG z$L2@xUd&jjpD+drIqhf=a8a==-KhtL9G`HbTu(CQMO0rEZa%Z{qnEQhNZ*?y;qoGv zEyMeHxbsB~PZpc-l2yx^2Pr+rUgNk|%nTX|EgTCue^Bebma_ zWJhYKve*U5&7p5Kd{01=IsFJZOUnO0PPvh0@7=YX52ZhNQH$;QtU30IyL1ecV*Wsk z$i2Od!@vPD1)hNPh8W*4qrd)DEB@B5oLMqh;`}GnIk9jRs>-hZ7etPzbHXMqLr`Y@ z#ruS=*oAe!o>7~9!KGSbW1*^?O2Qf_%@Jjo#5;!O6SIq_TZmnkkh( z!E%xBd+MhJkb@`%!ed=!IbKXw#ZOJH|87R!n;rrX9U+ZSod3KVqK0 zr$rI?TD?QsCpB%|!4!0G=Zms5F6pUz&0fwDbFSFg)aW?|>Yc4n#LPq?XJsaTSPvFA zo*L_75PoWddfPub7YE`2^Zt$xdDBb5$!|j>&6sPSrbSh?0CJGN9^t<>=9J!6k0WAz zEBWFp+4CS3D=>eO~_fb3a zTAUK4phV$!Bpv@inLU^CJpdgxgLIZ=)VE+cU%m=2%9Cb!+D+a7HJg_s+5VTjH%&Cw zGX$iS4UKZ$cf=IqogbIl^ZU~CSy0Eb15wD?c`I^gtmmNnk!0svQmc&PXAL&sV+y>_ z#~cb2pq}9>Q=#hN`9||8;N$ULRGjchmsaM<$p!;;iMW1+vgK^~T4zwd;%8yF^0eGF z$ok>Jknl>XcX-{hW<(&7cPG$HFnSsGtJc$CzAjlz)o<956# zpRk@KYt{}5XfHvvm8<#<0S)eXT+#<}Vrr}P;@`GoF~@DrUDJkaM=0ieMwx=wqxBCc z-vbeoCr5f2yL=MDv)37j#^uaXyRBC!DA0xt2NaJ@NzN z@09|gqLw6sr`)R0bkWqNz+r_tJm`p01>(k+ediU=dV{abxZE~=Jj6Z-F(S)Q!_($z zg#+b!+;~yLlR-M%>usz2W?YItR!UFJR5NR5K{Td4GXB`Kf5!>=&f zau{lNidG{zr2p8RF(+C&Zrk85t@+B<27UdX;$8n+`}>G9I%_4-4Jsgu%x99;`w8pO z&^d7;AFs(-<2qKD!Pk9O-xR892^GguxCg>Ln@hS`%l{Frd#oe`&+j)xuhwpDmWFl* zULxRMW*xmqnUDXrBH(jLpA^f|N~j*o63Y}6E+#8#XMl350VwFSnJW%ohQh6!k-DcDK)dp110ieU-lGgN0)!5;8JGvjACcRXtaMH;E zs!mQLGRo?zQ8$Df5gElHeR06OaMiNGlVTSKj4#?Xs5FBt>^j84{%$ZSfyVdf(gxuK z-~CGTv+fwN+G=d%(Ee9EXvSg+(twzJ_iP@G^;|CLDe7-ITO=B7a1MDKw9@-EEe6+7bwyc$#c5-!zCq5yPlG`0)*E0&rbIxBzik@qvGiY4T;1M4I zSNPbqe3zKk(#9t;{I8KvaUw*n-?#2rB=pmYT+ind?vyK^w6n4qNWveh-p*|`z6Zbw z5e5o53L)OtDBt7Zo(egni9qjbQy2S|wqjYDi-*2aZ|ivoIIoesoAb0Qj+EO$C=2bIWh;+M!kf65twWhhhflSX z^*HWDRV{-weQ#^#P?q?u6#r{uJakLfyzfC@D^jela3Ul^puC#l)|mWP9a&p!@BFS zDBypZ6P-($j{~3L6bN^%q-y+@__gDLn39hTg}OBoir{ga-H5-Ra&V3rUCa~+2$NB+ zt+w_Kc3<(@&{t*0b%iW&KF0!WN#4Dn=tP;1|F@#3!zVq5teJSY>sd;?AErQUWrJmc=J&!&m^NKJuo`yuGo^)Hbd@by~B;$^b~0>hz*-{yx(!=q(8Dc=L{ z6_>#!Y`twq!#_P;H}Rh57rC$uf9@=(?{*%s$fwsG(xWq9K)UbdowK@c{lRP;`MJLy zXb5cp_sY$Kg{p4#^&@Do!xxZFc4FR!?9!H4Dd6C)7llmX^F?~w1Kle>>IRbC^2rq7s`4dVlr5ycip^g*8T9# zYQxjarS{KfY%&EIof@l7J6MfGpOnczrZL8_=I0t_nSwfxkF-?N28~k7B5ck z1k3U#=*S6g&w4sR1umO(ab??Iad!8Cm$>WuB6;@7qt64Ui5$>9wE5>9zCpMVMI09C zWii`#g66%aYH;I~j?5mHYzWQ5S|Jr=8Fn0KyoktT6Q7ORTP1U&+!>Q_-nhHcQR>VD zh`v9GDl3KJh-sAPfrpkWM|!9(#`4J5rJLjN4AXmiv{&02XdZJbDy$@0hv@Xixaib0 z+3tgDU4lUN;3qsHktRuFvq|5-l;)>J#59X3FRis);?y`K z0c|V|AbHH}wUg#h=HpKl7412Mb2KU0grEh3xY(QIna+h82A&8|u?6E|&y2Gx7-!e< zpY>o_Wc?EUqhG0Tk6SN#Xa%IV2U6RuBbw~{u>ONm`lU6olGara^R%c2UK?UJ088@IE@3bNh=%^^R_nBonE9BK}kIDvm>)==cy4$OGB zLS8&iAp>lAE=8UG$f&Qw+rfbExx~kdyi5HWTlK^k@G+ZZg-xZBP`s~2KkeQxe^pb^ z0e)HzX+?sdUYWx7cLO-?y*kUCd(S{Lpf)OM&rgrs2^lX+F^Ma<@S8t$zr4W#xqh-mbMEuelCCR8NT)acwRudBDXzp$jtGanD)<@dYPUp z_o4jwSJZ4ySeXz{c^*JLYPu0l(z%6i=O z!!vb+>q5=qu*GSWP53+Ow9n73-4Am8B$QyD%1`d1j0arLMml?B^JCkZmv_2W;#7`g z-<%F#=45ETFTYz0_Dt5Bpb2Wl2Kyv)Nc; zcwGs=4sj)Ca8rj{EWx6APmU zaqG98Z=S2W7S!u9LQI;SrLP&qCjiJtQ@n&T1?dB+Ep-i{53ydY!L2JS?X-5pGyLzt zu4Aa>mVL>>oQnB?{Y)zXttwvLI|13Xsgt8vT4mDNB zBRmV+GR3>~$mU8sO^a=He)0!+QEULwn3sN=5k~T|L&lq-BvT?I`aT659QBlV4(YQ4-7>~eNA1Nj9lL#M zC8ttB`aAalIu(5RgbHOn0DC@zG!^B}58tAGOzb}SQJ%v*l_F3Swi~fIAwN84QOE(z z=knQv|613Z6@4#S#B}y*e1qFY>OghvHspMU!8f`)%{&30u=RY|)RfS&E{y*klbOK@ z{{+t82cliE#f3KkjqR4)|LmBPZUu(G6|F4={=&wD3s;kqpEJjh8 z0&YB2U6Jd? zQ@>qoKCC8$NQG9EBFhl=>4#|8nTS(3nK?%Yy|omlKzf{R zr|Or)!OBWJy&rnmvbsdNA1ummqY3Ky%_CAN?BGF%S~?+}Dg?!N$#EPj@I1#iN3l06 z7tD|~5G5jMzjHS=dJjN{D@VHX6Bc|ev+%|Lt>7|#Cwud8A9?T)V+fiL3Gi(L?=_3M z{G>;CZ6{~b8!moiFl69zQ)syn4D-CRTq}x93$+7?Tl{Mi3GvUIY&Z`9= zlQtgl3D-VI{o!yr-m8j z2)|ZAn#X&r2cmK3*9;Xs?-ag9zp}RJ*`oDlg{Ef{?Ef3iSW%sY$g{qA&ENIo^Ii$4|T)SiTJm3Ef=b{`Ao*Z%N59qNv zj~br(ibp;}zpW_6WC#dn_fmZeciGou;;t9Ys+G_CF%eoDP)22Kf~V#RDpA1SDypm{ zogjO!UTo1An2K8;{wz32bu$E&1P0`c9{Z+nA%q9TUy9PP(m&ejka z$oSpog{nK|M}dPmqNj?>CX5@28%f6%Q(AD)v;A*9E!+;3Ci-Y+;1|BzFbjyoMr1s3 zDknxgnp34GcJD!H-$0YIG&s^#frKDDlRAedbAS|w!6lvI*c#1>ZI69}qyEFmnJ28% zp!w-rD95SKR#Tz^4qjJ@d{26S*E_;7)*F9N;=Om@Kt3VZoa~!$#2GILd^XabUQVFLG&5Q_WC#xLc;lV7IUtMa0-*c@rfgIv~>!{FK77YI7Xb-muv_@2cgogUjJEIeTNwE~Au zXVv1lgK=QQUy7JCl>z7BvKB(VfK7Pgq@{Jhsq0lbZvNutgzPC!zd$VJJJhY68k{zd z@;(qW1x&(enyvl0*0j@?aNtXZtTnO`PKBOZn|tV3NW_%6l=Xn~c}&t1jV%?4R=LiN z*;vfiNaCBF=YynzDH0}?nRt5mbS>_DQG(AT{oLjqo|(knjjuhpWnPiIVB!mfd<&#_ z_2Y7R1m$}?Posns2u~L6?6awE%rwFCH1m+Wq@K(J&^)HEH4?E{zqgDs9{0S64`GmQ zljm6vRxY?9rri>>>e{ZBo8WWBMG}EWTP8oEtOsDvK*vJJw%lU6mk#8Guv8~a36Gv? zIdZC{f!vWWzLoH?B+um31SsazqC+iNe}9st%*UNiW%#5=EMknUeeONP>sraLGAXA2 z4;2enBsR7zFm?rHJ>Yx}leE^G?e4g`4KD}qfWLe0_hTzKWQ09l%+IYoQ&Vn1K)*<$wel?`@kg9CUE#h}b9&>E1&OPwV9Q_GU5P*L?lc zAD-lOKPpu9)7-ic%F{$_6od47XI{s>7vDn%@D%@d4X5+U_E33+erwf=W#zjm+~ckn z#d{`c5pcb{yvOZjV)eFJQ< zlVJNn%3r8@bH|tA84&KN3$URA(Pn^JB`Dny}fBPlzCWETg;-?tBS<6}L4~waAm}G8GmAUyF^w-83fxlNOoa|FWPr#EK1}M`xoiuxZ z#(WmK_e~i1EACh&tZc$t5cf=YHK%rf=KqC)=8_Yy0%)+qWs!bx%WM?&K1{}6tdxy+ zZL)tXtjAy;;|=`_4t2Ftu~X+GWkyRrc*w6;ECF7)5pcvz{_F`M1xBlWSoMG zrv`M0-yrpn;%G33FyKf&uJYEoxf?2Nxu{qE#pkOEWW0zBWRNaT`0s_!wkmbt# zJ8ta>B{~|2RM`D~%y6OukP4(xBPZ-`={|cFClzLBuC0rI3JL_iMy>MY^ICMMfP-V6 z+6^Xcz2>14ZE1T-aLn7!8!9eXFbaCBd=QuR^+e8P3O7Ks=P`MN8xYDjt8ab%)PoJ* zyJYx%Kb@!s#TyT__+b8IS`_7bz8O+}*iK311&@J2d8zU5Gjqbu`gydr)w_g@O(qGO58d((6_&U-#Uw zx5kZ^T>a8)T_H*}DUHz>jvea=)nn;rAM3#Y{qe&rf%H&;#Xy{%|(#!^AQWnIxkmAg-jec6bnmQi`PBhv1m=@ zJDd;Eoe`tDIv&gv3X$3v>%zvHl=XOqOeL9whg{5W?+R^g6Qhu?bQ)f0=mk4Jmr+f7 zeEPjZl<@#?&^CvIs}`wRS!E!?itEEf;T*=C}u{7l=lRh0EWykzl7 zzqQf>OJ6-d@*X$ei@SMFblymaj{4a;d9au>i^hD^Iw4F)@h#e_y!4m(W4EomgN!&G z1^Q53UXBv{r3e1)rhpH4pF@12G*467uV7ybj{I9yCD&9pL$y^FqN99@0>FqlOh*xZ zYQ1kh(+dtu!^8cRY+Y0NyWqKsIMlBlnzw-Ns2iWhCvCp=zNljwSvc}7Qxrl5Zh#}1 zi_t)=>B4m*X^_uikeqOgs4NfGQlL9I&1aD2VWocGFMYhF7jOMMeE!XNmM)Z~ zeL(Nkw(eWQcUpjmiQX&1Y*f~@YGFyUSj3!QQQKgb0Y%K4sJJrs9vmJ_1FYw9NMGE@ zGYEgZrnnzVG9`=mDs_c)f;?;{GJm7H6^|z7@HnJN5vjDxTVfevBIYUC`c6A^!I0^J z%%3&wCf&_!9*6XVPTqp-NS@LU4Eb)_U4rjS@RH;VFGM4I-QGh59RNFQ;ybq8Uk0=6 zRmDWR9$FpdP31tPA?G4Gwywmgqp_aBAie-`U~zw@q8Rc!tl~pvK7<1P6Evrg6L#+| z&0;)NRdhW%)cq?aVl0sitq`Shx}*UB7=M1aNA2dvVHQaAu@0un&xfH z4bz~2gJ)@?M2E#7jC;NA>uEERYw&;>73uGx5&}+SYNHJTMURoga&Nfxq74G#hl8b0 zm^3&B58}mDv`$IRA#nHPUvwp>{8PYn$n_#lghzTzM0xvid8emh>HYKDYk5;uz+J;4 zMB!gl4c}4(SbNetf?`X{Z%%I3JJSCy*C_@;?@+vR%=V`j9doM~$LT89c&&ZJA$EukoZ5Jmj30?^sr9 z2|cw+sJ8O|ad$psyeQ;wNK5UdPIw8O;|yO7H8zfjBbS2RV zK<#D|JE7{MW!v^b){EX*9+U7tt9ko}_1mUbI0HT?*RbNV4A}TNgskszy=YHsJ>jxe z(<`xRUCM1d;wVhLE}UQoa%pc7a%PN79Nr$la~#oQ#U!2M?Dlv6xCd|ar{qQjkFSn| z{@HFsq&Y2(`9XOec&b<|(h;M7UW$HN z4(TKD673iE_pfTk7zMYy-rf$AHBf$Ofx5Myj;L;+j0b$r;E_%ff~s;X?IOhrtKPG_ zrxmzB*4Ltc_Eqh#29)*qJ4^Q2`X} z0pmFg!XqNyC;A6+d5ZoRhnZ!s{eNit&Y&o>=j$~s=qi{n=ZFy|&nU>67W23w3IZln zP$URS4r@e35fdWOEGkJ*7>OnXML>x|MuH$Y=kVUGdLG{W-T8OTr#n^iy{oIAzTKx! zpZ*m3a|x8}w;?bjS)sm}c0CX{Z1UPmR(Y0Dk>z-eqir9bP@e;Vm_t!{xz0nVKwFRd zo+>XnEW*itv}OIOsu^uqm7u;gT+zJ#4RE63iS+`3QqWFV)nxCuZ(S zoW3(LeOKZOng3vb6Ogv&#ZlAWK+dNgD<LwqeeW1XFS zHvX=DoJOS8Gd5IWww*%y>vK2ALB`Xs6=|Ws(Piz+o3os-pf5dEKj(+`0x07IpFnWJ z{1d8Bwx{^t#Lw<3@_9E^D_ij@=kwI3$vYiD_|+Z>t7;p}0LdY=uqx?wAH^`y@<|>N zJIyL*JJx>6fn0wJQFz_sM-HJ~4?I;|WiDa(wX)-L6w_XU+R}e_UVok`2p(@n-z;yG zu_F}r^f${R%!=CX(h#%qO)ZWmOl=BtdfEn6n4{2k>dAkcFVQs`;CpnAj_^yRJW=zr zV=In^$UVz=T9K3k4{CQJancb7il@-AgC|Ui6~!P;5Am3}u<2=q#K~rj&?#A$ia-wX zASCAOT0U)nn}b_VD|V5ll8zoz^kx&g0}CCwn`O(||F{W(IbYG5+q$JQrSj>N*@Q`5 z;)Z)C{>n(fpW0i4eYfsh1tPHjGK+ls)=r>5TPX55q|N_!wBW7nnF_o>zIFU;zVZR6 zMtg>i*KRub)?bSC96sqIKMgHK^DMsO>=4&Z?$Q{?8BoR_e?>(&Ht|J^r@kJ8FhpGJmaLE~C)&N};K0(0>}k1xNtJ&?8aWF+j8$O!&Q$ zZFbkVYyAWNY_q$k+*xJS= zMo?Pf>P-VgQrz_vn!`{gOz0Aw%8N*8lGt(!YtvKqIVBG*=^a4bNo`<`9OQedJK>XV z$*tRL5`wON#`9%>wjNL4W-!zko$o3!nC+)$n;&aM!fTij{R_rRlm2m6r0txr&{UyY`PS1*2+Mn7io zNJqU^lZTN_pTv;dF-vy$xm6&5tcyku=QoZTnEC)E8ec$KgrivYbBLy*9R`OyysB4U z5WNe^mt|uqU@W^?t7O_SC8`zUyL4y<9*FRlp>jB>*9csdJe$n2O4$Wb| z@V9oT-$hCu169agi%cEx7xE8J(VD?&;6n9b?6ji{W-)1y!F9JTA?5yO`!qj_7-xPG@_jJcCl|TZ zjFgt`Ii&NY$i~@5|D4383?m`9GL;F=9-gD~saD$e^=R|)ua+9sa!BhNTF=TmI$aG< zIj(O^OJ+>p2STtXJrJYr;;AjP^+3i%m&yq@<>GLr-O8vw7mQleeQnC&;0%yr5svnP z^&2k?q)fnkK5Ra;ARjUI<8Y|5qV!(1r-wc);~+9%&@aKQ5`ly!1U@DKtg}%=4&+*o=@jEm8ib%Di9Uw`;3uSyePhAE*GsGi@Diw&|Prdlv z=%#9i#GRSDdNccS!eCxk7^-yMn2rMPtkaba>Al+hqAatPw1;?Wxc6saUS{hE=(%-3 z8UJ~jZUdb&ap%(+pS1Fi|D{%~pVs)?M=rU)yYq=Ii0JG`JcZI#SFS?VQ@&?%2}6Oh zHFEry{SrEL*Phh(tClW+Jn_7kV%(UwuODx&qAXm#1ZP40 z$r8jYt$|zRz-!AAkUrzd@96sC88r&mkH0nECz2T<1EowC1mR!IybiJ~C?N>=FVGmf&GO?pj56oX&7aEA1?T6{arUEKgex#66G0 zAZ-4Il#`$9?zUhBzVoL*t7hRcus;!@=j!^da%n7NK95H@cKqEJO?>mQ2{(U#bLowR zB@l`%LORq*&z8KSQzl;MP+u)^`u(@h_L|r0aEU|bp1c3#-BE#9$U2CH%sM}PfPIe} zPkpt-^{)2s@@u>Hq9^|JnzryYuJ_iYjJz;%f`Q!K5wV+}T0q7dAWUS|q&o&u!k)t> zeGSlKVY%}9b@-hY*Qs~}s}Z#*YeuTno6TI( zYFCDNZTlOWeeuUie8w_%V(pO20IzE;;vuiOICbEo1=2l7z$5JZ(PP{EW2>97e5v04 zN0!Z0edw$GgcyM%W2gJjkpo%JCoLY&_v^ZR|7kVOXWUbC#wb=5%J%cosDJ2pQ#&a+ zhmRzS$ksW<(Tu-svp?bWeNg|gjL?;!P+BEg_}RpL`d*6j1uW7OcCE2KJ)*gI%9Klr z_B)>R2UOo@AxvRwT1Gi-J^orzm;#ryT2vyZ<(b`Be7n}UAo;3JfdypzG_+l%mo!;P0~L? z+IpOpMuAbJImiwDtp^Jqt;Fa2$5(Zp2+bS?xxNk&VO5{c=SvA3COUOOHeo9JdipqC z#WRlU#B|Q7uz2XB)k3a!$e7+uTaSOVRGA|ny{}}byfQ4uKq7D!XrGE^WJAWsAo#vc zwqDu=Nv1OC#b!f|n*ODL-Pus3IZ08at#L8B8+$suW^IyRR_7{v4sPWx%9hTo%8 z?;ft-sd@+Uy$8xToJ{2#^f!wK4o#{f-I06jO|ko>E^#Sj-@bY7%ZxyMJx!$Htn;&H z7i2v}&f$=rxmkA`=dJzafWKAKUSDpwvI3Nj*FqJh*RcG7o58?a#UXwRu;Ea?)rVRM z;reboX+=v^-QE@OZK&@)M@GW zjV{Cc+L@>FjY`Htt(7XG1inlWme7#{SdU;p(katoi(}{k2>}=HiE%qGZUspqwrF`E zC9uSvc0Qgn>E!`7;dLdmingt;`z7|W*LAA&DR@JT;bgQbcD2LgENwjCdj^ZN?)~Wg zG3EI``bz#+iC0FW_wp645jeV{ly)G@o#>tTHDIAda zrkE(HGW~~{1i{7ovE>3`5Co-pqHEKA!hUdOMHR?s&y8%p+zI~~Jd1G=Zq{L-Yl64EWoK)1fj9%zNo-p6weMZaf|*3Z_8`PK9K zLJ1DSKFI4RxOEwNYKJ1{KW;hxQA*B1I2z$XL45sSS(xc}yimAvIjt~j8Cc*8kna`! zf11&;gF_0G?@5z$Jj|7Dmv*N<#cqntNU`fIUifdft808dfAx74o05fWjE8P9Fx)-qdcY3A&Y>i)>1XP}REE;vm z`e3R<8F+oPB@oeISB8Hl_O1!k1!DBt-puSKBaqm0dH;U=F z2VBo5P2v?Vb9&idP>4UYwjH}#jA}rJMIZvwp3Hl&m9`%6J%>pegB2_G?C})zVsDje zlaJ1-rAc6&aO;?gFhVhEJsmo@^C<>3gG>0Mb@QCn_T0Q3uM+}YUst~mhlr$>rbxAa z)YD$t_qg#C3dklc954FWW?bbZ#1p3M#>rNuUEoIi15XuUY~bNTwDnNr5Qh}}V_5|~ z$(eYeAlCY-P*eaemFuF#=JU!aFKP2}=Tn^(i?p1rSgqSLJz1hYey||XBef3fYPHd- z*j>W}U&wkY?zyCgZic1@EjOx4P%(3oPwDKP3BI*YkZ#cy)8(t6ua+t?k-Q{XD9vBR zyg@weHJ&nS);pGS4Wa5@4nb*_`%ZSz#shKB6R=44CX>2in;aw<)PBZF=btM;C8qfU z#6bRTWGBUXbhDOld9USA|M^(XN8I<`)5kiBA4AqZMP2P&?s2K7veDsJvXPV6Gow}e za5chhYK+fMTYcVp^2o_cQ>NWi?OYx{6QqA@pqblF7tLHL&SwZnPYkUWpHynTA#tdD zLQe9uv>>R)+=Bp-q(j;Rdu~ABGr6Q?Rr%KC50k>e@r0l9%l5Ac+rX3=j;c(>Bc;FS zlnIzGAbvGrw1IX+N>>*iJ5LYyW&SJx3$+roG84G_Pa8UR@b`*dnIVlSD9gp!wm3_K zj@RQUU;6n_jXVa83@yHmI3vaP3>IlhU~x1jrvK*~Jal}cCdWkDj)Ue_JDpU7{=<$$ z(B|X5r)mWzX;IjYcKufGoG{<%|9dODQl()p-+%?}NCu+=n9Z+`51g&Vt)~%i(v?of zq0YixDRp>v73yW)oM8{43h`*_)?0U<2ZcR7bt4`2BByH`tNwY97x;h1Et z-+tHj?aDtT4z(EGo*C|V1M>Y(v^p@ke*6$RZ~)&U1~p-h#r}fb314SPAc04lU6U?X zLDoO=M`vdA?ktoNIea#0--~*Vp6Gd+hDXjapUH z)*I8xTCzXC6`515HmvHl z02iCjp||!(X-+ondm!)`9MTGt-Pm0~_p(I)&}UHoqAIkr>cV6#Slmgf9uaC;ygwO8X0{I*w0>@XRm zNiH4}m+FM9_=QzEa$(wcwmq$Y(vBiJH@#hRg|uBaE{n8s)c)a)Y7h68;YjSqdz1Ic zZGt-USpn#J>TJ2QQbI?-W)LnGv^-Z>xaK5PU_^^uTMx8pw~dD)|F5HnXVGXo;C%eS zqG;d<)FE5y7<%qet>69$?+vGWSM2I2hq|ksh{JBFy=pTZ_ki&n(rboVuXV5LnM+)C z>w8dbFSdljz8baV+6vnTZnXfI8Ekp z+HomikKi=I8MEU^$JVUiddzy)R5iX_N)4DX!;R3U-aj)y^?M3NW|Q7+whj|S|H+Wp zSc|#776}$% z+lnr1hsrc}w6e6~s@+ z-*RXTFQyQrM;V|x=ZYG$h5l~w(4p!aKI#5sL)P5`qd)dyy`fBnd+Kh!4U{s|P~6A& z`aFk>ABcOxC1&ELE8Syb8gl+u!o{`g=&3QO*-(M3h;|=z`j4kWaYKP=Y|_1nXwH3( z)%SEfZaV7s%BOaN3NC4=N(*cJOPVe$QjH=!Hgr?tEmN^g#W4~01M)$y_kka+2I8j0 zJeJj_oez`>sLmmr@%cL~d!I$sHe-;^s+%$L{ii_lQ=cI%i~K#($h>^MGGUsFnXQdW zuaU%}WVP46zUUk<45Er>d z`_oJ)?NB2KF6m{xV*T0}i+vI>c)-PBPvwlDw4;Jhg>#V$2QEJVkjf-6;jAN4tVyjohLeoc zpMDf(ZncCu^H(VFm!{nw;8FvT!{sOw-Vok@sJ*iTh&*HHNcPQfb-+ImV_23CJo1q%EGV|01L^7~5K_qg#CB1K$=Mpnzx zqB@O*KUdMCd*X;Cv40u`R#H|KN|{mALcG>R)S>H2el(_~X$I#GVOfe$hz>x1QdCAT8l< zxH*{FUD1s7wh0x{cL({NhH}p43+QUL(cvEuBt?C+0@7%pN4lEQ$NCR=%Hi#_e>LI6 zDm7@s*%)0~I<{rS9XfJ=z~{4+36E_zc=hZv&U%Npx7LpYa?z^bd$k5-{QGUX96EFW z^I1I7jAZ5J3^lO>&XJNUjOwX5kPYD?2`(za9ZuKAOL0DfMcn#5J!g%6oWY&%Eo}RG zN(Xd)Cz_$0K7RM46zB68q)+Q@(6ilj=)zY#X-++rDn79YnqR#^9m;ImPIW2Pqmwg) zQ7J96H7YgcX}I;5jDjvCJb^}sO=x89#GEsrOaKHvlffcPSg4deUc^e42>kUaLn^8V zLxH~m?Qk4sH|?f|v&++^R33S!eS1@+pruL&m>Bv`l~R)?6s#Q?yJr z>1&>eDlZ;?@5YHPa)pn5dGTVunTln{mXygYE<3uUEOW?zh7fh6Uvi7b&5tO*`O3i< zYR!YuXDd5CMq1KAyi&qR$0M+C*CRg(a^r~b{6|J$f2E7wt0w{Hb)|$3gF%{Y!GG!Z zxbd~b>5Xxv6Q1ji05K^uga>x^mrbF~$FmMqs_{tUffr+}_MK{!m;iQG})gC)kXGSjafqYM`_cQpU zzgokNz87`gc%>s=x@wwJ1bCP+1T>OCbc|*rpL2=)JQs&khA`RMjAaWQiHsQeEue7i9Ku8mYB)bM4oE@jI z3#yUtpxfVz71@KO#61hGj*&$(tve6-#=j57g`GDnAM1GH7kFgsG(s~s_n7HPaXyPma= z+I+7UT+f*xwb9T|Mfi48WEgEdkTJPT(kFAi*}u;yVd3IqayK>7qy4^ukt0UVzj^D& zA}Dg`6?xL!MrBQ(Z`Y^cOB@L$|GdcVEQOxhe+kL8vwwlKQd(4-c)H)U!{Tj}1hw%E zXUFBiV7~l%72Q1<^5;j|^FZJ*_$s&Wc;^eEAxp0z-L$DbL+H2x@(q)zOt`eSwqaXWUk=2ZLeZ{v zwZfP3P*WIy5)Rk>WjSp=?t41nkd~3};MBLL&29F>cH{Z|$<2Y~AkX3?np%vqtq3Q3(c6NrSXE!$@aiWq%EYr-e)-rgnUtwIOJ2sc*6f?Ox7z;67r zm0!PA?pOyzkDB!mu|&-Em8DqEV~|!e-(S?+V0BSK-qu^yul>Yb=%tlIZ&k8_(GY2G z6=|AAZ}L$e!uY2{+W$H&>bDel&pZMA*2P-k}VjQ@c5bJ2dbhPgX9IHC8mxrBGF z#1A}XkJFUkMpef=FQ3{3W&4rn2CV9RO+P8$EDs$&CW|Iq)SEE7L5#ytuIbqk%DN5U zH~X)yaMrU~F;b!)=?W7r6e??aOxspB;bdNFfsFcuW^0|a#htElP+WYa?(0Wx&{L|W|6*KTj1osX-T z4=B-)4V^^Qlu1wB@iSKm56;IM@xgIzE1L7)`D4vvDX!-;c!cLB#iCi??!-!HTBt|M zD=Fp5L8QR-h~Y9yr)7*3^AW>^aNKVYdPXlakoaze%ae2+{{AIHTsnJOX zc(KsHlQ5gtt=Eo~TGW7D{&tO@tX3M<0u?)vCMv=odu&r^>v7*xl^T($B5v)6(Pba=I}Vd&0xR*>xY2!Hlnq?zRNWo*CHR zn1sMg^TQUWj-T9j*m9rpa*CNoxJv72IUH=75&aY!xjm?8e-f(#zO{Q$l@^&4!lzvi zRB1fI-IYhLUY@>P9}X$#%t-$6QxOydFMgpStR56B?Wq;8*o6BNw{}O}BFQD;+d{|b zaW6rJNEl*>)EU(crBe>@Sn>Fz?-gmOt?YL^TY`Iksb2a?Q$uKCsEzoTg_F4;4omYf zNjK)o#fOe&897pK(1FN{nQ$U z`upYEN%ZCU3x4z%T!Wt4zmKR01A^u{(1C;33Do3-L7D>Iu=2X4=tV1zMsXPqQDMnY zTdR&3b=eo%Iw9k!hn6cK{LOYm`Y#auU5Od*Iybc1p2LPbZ-+W7(S3s>wDCaPuy~}W zoejojwjZKO@G>EztS9OY4=NK5AQ_q$w>~G)$sVwt%_hBCZurLL;D>z@h{BPXM~*1D zfnzH^S{FM~oj4i-VX2`T0>H^a3Kvy8@`F?Ru$>=g`>+952^g6x0jZeiNY~SK_X$ml8I7Wzs#N$E#+?`m&os`SGC<3g$x< z%#SD^3gKH=Cu=(xHV%Qd43{E8+KmTSJ*0iJ3^w6$r{Suy;@<7}PQTm_tB6exKSCKN z9`)m)yJc6<7%ZOa>3*EFpmXsFcjc&FiHFK~Y4eOtVXEM+*gAALL`J0lo0QmL3rKH1 zXf^(Pn_hhxA9&iA_BNQ@VL$|GSwt*)KWN=BDY3&P&Ovswu=0+ItHWQbfWjSWXZJvn z--6o0q`6gB=-2`BJ)ciH>lnVu+3nZbj=ffLKPR4YZVQDM4gW^3?ViWGo=6EE7LP&r z%jK`=wB1zu5k~^|ycYKKGG!o0;UpRw{y8;z5*ow*V@zctlG z|B5%1cQ}X{b*sYLUW)G-T+&q1jx6Q-nrkHhk;(Nf_5GRP0f@IKbOJV5Ns~fh@ky`s zYi0lHZ~T;khmPmeD?+;&AU7%oiPmvLBf(Qwv}hf1#l1zRQiAjw@y>AZj)_$_cSD_F zEo!dRv6lE&bX78B7b4=c0! zavl#Ixx0Q_qV0!3S?4dbYG_dXX+R4f&pOofgh~2{f|mWCr;J}otm<8JjqkQu0d*)b z=nBF7?Mc#v(})X#cN}PR9A=RlhV3hb^@NM`mVrFp-Kf}!^By*Ed;@rI*#goFw$@Kd z4pr#1V;xGu<>?U%=X0RX_A=V|>7Ou0+Px(fhxEOrjxhG0M|Wi6Nhg2YghTa#V8++H zgV3~?L~AKohs`97Wp2nfU-D>=#9_%dFO~XZUV~U>Gosez@1A}JDi&yJ9gnbRoyTDx z$A~70$XEZP;eHV^p5kQkNfX%jpGwj;@aw?vd*@FrZPiu7AVBI0 z;`07XxZeR8Pjh)mlNyzGb8ovk^aWZz z35{v{foIGwyN9}}S`UYq3J=lbXJ-*#8vh=hJ|S%WXcZ^@woO+nu;~f^OUu5sJtMlmJWb)VjMBMjE25S4g=Yvul@d%Q-Fd`5HVyX5-z$Bb; z%<9?cMX{}Tb2u!kCvMP6DDHz13tZh`P9yDld~QW$9Majc(k-8Dmny+hxU7(3+}Zd$ zRHEe|K+VJPW^VJgD{O|UpE&Q1Y)d+5g z)zv!Ed!Rl8T+byv>{PV1F7XVJP)ob6A)gXyI1GBIA`z6fa+Kx?I&c8r^LeCMU1mx< z13GTw`k2o3&*x7|H-{qUAu8?1c7%SBVm*sPTB6Z9I#X5LDsc|;_7&sh7v!N_Z-)xB zvAY5S=v&o10#3`lLcf?g_HnOp5Co*~V?JpPFq@@T(8{UWv9@m9i-&ZyB_vr_qk9HO+bGFBFq{)Euxuh{b<;eKg z+Gp{rdaglwoi`7zhsvDJQ!2ti8Mlq0&V;J&1$@FCE#Je>zw4+3n=yXDOat@N>)zy! zcyo4yP3{Pr*8g-SuhC96Z_~>GVN5*e>78s2;X2_W-=H^93%_?Fm$NX^FMtC%-UA8j zna5VJr35{PxD>K=SLil-F^bFb@3Y@1BWe09j^C`4`P zLIuuz%d)k!>3CN~g*}fjY|MX^*CY;jg4dQ0#(PDtYJ+M^f3ym}{fwS5Z95S3JmM-{ zZlf>n7^Q`a_N#x+y`yuR2Z7$Z(1D+=1z`gVVu1A=0cl3s=m`6tqK+o~lhsvn5d`Ui z87Bd4!zblD8&KfD^Cgw+1*A9mtzR46wL1F^w|-la{FYmz!6Bz5!t7_?2^P=^2e+QW z?D;&x%O;i9I*yHbo;VcpGloBQQOqC+_g-kJBCPN18c?vnKU%8BVG?G3D`qJ)E_H0i z25rvSS8^O2)u0k*4q9)!xpej&DIYD9MH;`<`q{BQZGIyTCAgohxqhM(s_PBCRD_?- z%Syv>(6I-?zTdC+HPYtqJiJWsJAP-9vk)X!{HrmR_uhY;l(6TJmQoeJ72EY?#o%GT zqQX=&zX#le4?#29MMsSCXzPKDDPWNn{pqM|DNjsUg!7@M-43>j5-31ltvS-4K9rg- zb+J>K^revEO)(ApYKdvp%c(E=wTi$ZM-@?ck1;YvO8IcP#3$s%Hy5Sd{AS~bEh?qu z@o%qlfa;ugXg@FFU|1p@J9xsUT3QBa2+;a&Lhq`t#aPyH-D*0gLKq5ux2=a&g!(6T z3}AqG!ly^fgsWpSuDPko1ia2ks7hb@c>)7UnUhhKc4qRt+fw2N2^JB4Yu&VWnctf$ zAvC7uytQcFc&JJnh2rL@W!VfUZs;z7IKJ%>k{#AxOt`nY0QH5T?rgjeaua|I}JHX%I0I8Ho(+vDFX<$E@1^$k%%#@Cm} zi|`Ut^Tz8cD@!PF&Y*3X;eqi3Jt6Q|v6!Te7ZX*yuT6N9T44}U1Y($n5TtPTMrR})_qgwANP+Z% zUa^nOI<^G*EoYoHoby*W6gcu1RfI!^4yk~Qr)YpI2H|g(ulBhz_lJbu{XvU~UXwGR zr&j+t0>9rL9MD_`zFEG2Lzo8W@gU~N>xyc;t)1lL?Kzi-?e_ZetIOy+=nIQ`WE-e>Vizqb5w;#(^sB$gvHBX0U` zP63g?9f*Z#F*x%9H0z{3TLx)JWb}AbgJKIOtgHRdnQ`X9JV=pL4$W!TbC>2pUoF+t z@;HPGg^pW!eGQUSz)kKuxT7XODQ64XZaZ};P)r*S#0^(K8pibZxqsaDp~PCJR+h7A z>PcwU8HLdMq(Rwo(yV7F6E2Xq^Lti5RByzp9J$Wy8<&0^gM1%~ps4BYQ7ffb&r~MO z${D?}?dJA9xT>UjTBzQV$q^8r>mbTFhjdD0rC5(nO%r~t4AYWI#$2?+zS&ZjjemAO z9tyQqb%?(^Rd3P2#0{?#=#Q4Pma18q$MplZ+OYyN!ROx6)BkLOjNgyokTcIZj?u2i zfhgK|!U?CLd5is{!VZj+qn>-sC(5V_D(x?#iIr==d;|SZ;f|-^1mdzM)_D>0ER9NV z=)PaxWu;0gSYF;i8=ZR3thPYbQ^hflM|kicvNcSvTG)eQ-@1t>;`|gr+V@aI!Tcde zW75_G$zH%Ey@)N+_!!-CyAXH2P%XJn_YincX*y!k@%PT(NQXThIs;5P!f~(2$qz2G zYr|kP*TakMPwc3No~jlE9^ahiyN@;=|7NKQhje+iVMSP$@uf=K^DC~Kt0`@SO8b%M z&co1(O9K@S5I0N)pD=iQ@m6o(82?5r<0Np61zHz-UvRPYj4M{`ZA@G`MF z4(7{UsIK4H^Xda_KJI(Et|wjLxV`dbok;$Q_k?n(Z>+D{EQf&m3rJyX#t7Yf+Ik@F z*=*8^@x^HqM3$EA_*dJQ*ZR|QCP|dBN=(7211#=mNrdJA0 zRfGP+fR#g!)o+{j`q9qEBcFb(NQ?b=dahl%i4uSFO7Xybv% zLHH}-r&hK@q-Q%UwHZ^c2$&H(?m0-D)<@6P5jRI^$61(6(h6^eE&Do*eI-uI>{b2M zeZ?LskQEWR2!}9PgM%2HzAwtwR%Ouj%_{oQ@c{UH^9$(Cq*n;WWCxC z3Gx!~I!C18Y1$d40_qxiqK|goz4%dd+~ej`A1#}7%F!BgFyAWxukU3d?iXaOwT0^Y zt*EQrR$D!Qh5#R}fJb^ASa!=67nd8>c*@!38J#nA8C2$!AYx9H6#yB>{i!x~%ldrgnBbsj<_-aLfePZ{L?K#K3tT^z!d zg4SV1YjK~1lI{2rFJr|P;Q7U$sK~seG+CeaJrMaEE`xBX(4b}4xiTpN51pFQyd`OU z5T4_JZnGqP4w061*vh0S3gRiEXGx23?QFSsRkp1?C!wq(i%{5$4tscX=->&TLScEN z-z!mk=k`M-jkxRO0{3sWKRE&7@J>Y(g`|BSETGqxrYMm9Y7;}oMr$ffbOIW(Y2$&f zmMb9L8X7(y_f5AB-)BxJe5}#5&lajOXQ5f`>?4=dY3p&<(~}b};gs|3nejF^h9fq! z(*Jq*w3TovRNqhZR}l`bS$>N)9&kOMMOyF2I(9|m-q{kXoy|{^wM;%jAaXHs{a+W= zrb8)*a=m~-xWM1;VaG^5Sb#$cQ}fMZb#+ET1^yhQd-7vq_Ib$q0dX|K!_MuUyL!qu zN+5w}GQ0Qg6oN2pw}XoCesy*=9XWW|Q(%;UbX(idSCQ5*zZq|9OV1~t_XM|n=Aruj zQ-PH!Y8}>B9_dLEo}QTXw1226dWF|HtJqdfhxdZ0!Z1Xs+jw(ElN9s$eA1Mqrk#(ce5%4{k``s`=n6bg z8YaY7W`@?=ycD*s1W{xo6=BYSEd%5t+1q#nEg?@5|WaF@UToTSc()aD_#0MelTr35cM21aVGoG z8g5-KFK%nWUR&3LIjpaXO`+G8hl3T9H3+%I2^*R_wTp)$27hSf2~Xo4L4eE3{E`LkE;mf3u7-q9A4_1<&g%F zi#?tA?^-1g{KJJiuGFsvlvLlL8Z++e4{4X}1$++S?!?+@z3l-{3AOl*JBqIMiyJdsp4X4p_q+5D+5`6mCgB>b z@}vH=`A6j`U&(aza?quiJy= zAnQ%hC!5-|HE$c!KY>rS3MAgLwUr|mkB@$|5kw9ZwcuG)MJADo)wTB@`>W|jQd@?%TNHBi(K6gY$*s!FzSWZZt7PM7dFV_E*=zo1Xn1`TRQKAb6Smz>QbtvfB= zJ}WC_LfN1rF(Pm0ND7!-Gc>{h;ygHp`Z$kmqyJoRigcO^MDoz%z?VOTx9K zvct^KuDSJix|}~TRyA@KxCftudU4*Xz$n^$-1k&3PW*<|w`k6@V)Yu_dLgIoWb{?A zrOHIOePg$LG8Fa{ZqFzER2BE!nKN}CE}8A@*8I$P?|dlig#ifp-g{aabSz+#rgT|P z(QYYLt-zDL<|~LKEg)DCma;>CcCz`;_O2AD8Z6 z<{ba&D}h`pTRA4S9<)WH+ZTauEB)P`2DLbQ>Y6Lt@?F(O z!NB!Y)|uSbc2Mk0Lpf)D+MEF*Bj9`in?bln;~z^o`RPRm4kj!bbpDFZRVZUxq1yi3 z-CItO>*?B_^tea%ZwKF;ND1T1rw@v|X$9>JEPRCCsyBWEI`@FyUxd8o2S)H_IR`MXFU`^}fVK;t&+eAY0d~LKdR6 z*rExuarvVAwCjPu;S)bH;K5FHw7uAd`~H-khC|9Cs5j9?)~8opl9uiH0@57Jkf<5i z`+}QG{+w;6Gh2Q8Y=hs|{_es`;5>XWWeh0)uo0=n8(xZENw+3|?~z(O;RUyb{O&yw z6&-k?FhRrOWZ_;A%2|MpdhZ;*hfkXi1U{Fv4D1G;N6Aa09Nc=-wsRF1>On?S4XV;E znfpm=YZ-jfhfNamEgjN*l<@g@bZK&$PV+>Fn~;s3s}7GN$La4DcRu}Gk>0Y};Pl~{ zW`x8}Gw0a)acMuH&vq>8PNunspN1lbD)1Q`!i9o(x3xy=I|)+Gf}@33PVNIm6xJbX zg5mUr)n`jYD9n_M4BpJYrKssW`OTKa_a zdEgBe#cv)fH2+WFxUghW$7K4KZ-h$BFGxlqqk7*>+Vw!>@EN3KuC#irx~mP6@pL~e zszrCv>zPoxAB={DMlNR=wE1}CP{Tq7>AQu7g}t6?N2~C-zrz)8RMG>BOd|uN40zLe zG88$~W5p)D=d(e4&(^?B;wsJsOL>nMYav8|iTF^{PmOA(jRzu!gA~%p@}ag@KMOjt z2bUsEIL~fOzhecBtTIrM7NvWoh6bbXz@fSm9_egvmeyP!(cjkczXh_)hnF|g@3^R~ z+@6@ZD{=bH#PnT>FJ%6Mr7cFy)n<3UA++;x^QlTfz$QF<5Jgt{$uCK7#yZ2+LHBp0 zTSHv5+qY16GU(_|DNiknLs|mjVzx&{@LhbX*4ZgWw`~R_YB&bbN1J!99Dt&5xgxqJ zC;e1Ci#gKGk~o~_e!S3UDhqOa&jlpgvS5Fpv}{QlMr-I})P_Fj#iK^&vW~lnIYu)?AL)SsZ^D~B+b7xTNbT&d%A=&-L-jtxaLlP1`izc&bp`ude9#%kS%!v(v|tARaixg{OMTdM4>%q3jh^YsWor@e*g8{G(-iMuTH!5o)UtZCsZmJ>J#IV|H4M@#CbC&teQ#}g@tFT> zTD3`j5%|e2M%F*kG#^;t$HRuQUO-r_e8a`B-MIyQ*oa)_MeWC=!Q-HiZ$$jdHo3HD zC~PPUib*=#hziZlzP{Luy|S)Po-S}#8wMGliX5M={sO%EM>(F!BkXy;&g;@6t0gjh zil)-4%Yz`_ z(?9}gBAr>m3Z0U)44nJgR~D8P>kY0${;L4HN zuW9q~mx|)FFi3M>-8}8C0^wy%ekV z=r&+4Rl=(mc~=Arpjl4|BJKt@d3DjY8aou;Htou%PPX#Zhs^|zNb)Q0ckFj z7JIer^Ba}8?~O{9Jh$2i`91}8RN~&_|Io$*zGrZV4`_p%zwG(ZgF%-G%$LJohJh+M z?a2Coxwnr?i5v!(^nHPbi?-35$`kR(dB4)cuV&RB5G^F%6RmQ--!Dxlo}$D2R;kDKpg+U8*418(N&AWgu$;;4Ic=E0vV3Qu5@hV4US%RP5#;Y*Ru4UM0s zKLbnTU<8I-cDiOK#drp3>|6XSW|P*MI!rjhwaPRvWAJ*Y%4|jzvhj_d5w!6@h0GyL zVicXqUz2|xzjo>R{;rRo3y4BJLf`DcXU7lIwu9d+>3fl)n|_gRb@1uF+!LdOzH`r@ zGA$Gh_xVrNKs`Vz=K0EmzgR<2U-#UETX?>IrN;KwjT#CioP4CypS3D^KsN#KJ)6TO z961+#En95TFW}~%OZ$5DPCdxpRe6f|P%<}`NeLZ3lk{^{d}vGVQyYovzdOAfCx&eCU^>Yq89?(kd4%U=1XStL&Icl&Cm^j+#P4f0zx*i(_rB}A zto6Y;gP=My3U#(s_BG>a^YMgFb+)9r(+xLrd%J=&@jAhaS-)-N7#Ya;JqWum-fOvy z{%rBUr;X zP>%aI|IJnJARI6sv08kp;=e=2)2tTKnsf~%CZf#eT^JQj{fXw`mr=7JH0K36>iwW@ z^xt&M1D`BQne>3)`mRP-V@fFgSdGm$&Z-fEnsl~^iZ=V$&Vk1Yk9u0Sg0%0o7;hZc zzvyYkfk4jlDVdrOnJWp69zGS^8c3J8@dKj=!etJ>!|uWKg&%O^l~y%OzkC>ctFEFI z{s2FIEjWSnO2YGr)8|5ULK<4@3<#J1Nn4Nmp5k)xNsl_s zsyE1`sWoGGj{3LAe_VL`p!)baGXB%hE2rp>7BHSinp@HF-M*&3d_G+#*pnr=HA&@#%HU`@<5N&8J69unP|c`SwjH+pm37xrcT>{?Ss_ z6F;Y3e0YmCqxlD3URD@H-l-TRMQswP(>s`~B*;vr??*^O%Gyg~aykiN}UJVPv|s{Ondk z?FCR%Eq*TGpV@escgw14gkLJe*Je~EnX#P>!WiXLAjpF zmK@S7Os(ig*6lqlIDENl<#cAhFIXm&-B%I*G3TEEI&gq8fy-wQZmdFn+~^BWuE(4& zXPl+=IAap@%`QbN@LjfRr0Lr;xTKfEWUqH=%&EcE#bnaw4cTh95VAf5Q52SsC@z%Z zdyX<`hDGsbvAvDO2fV_3%&OHp(hjj(I0$~N-5buLt;fIGff+O575L)gnm2SS@TS)J z?)AFMp8Fx!4@OVb#z(P5^hXPXJ&Q~FdRS#tYi%&IAJ6uimw5K+Dhz`zGp|M&Q*nD3 zxQ0z-Og8a}PXx2Q!t)lMbGEJWJEgtq4`|kzfZ9TRYm;Ir&S!E+b3??dl6pP9oWGu_8V&6QZjbPc+>@JV$qIH|QoV{&g< z?!deXx1RcJd8F%OEfFKXJ*Y4p1HY?#uZ> zK8j=`3Ze;(OB8;~y=B zAS1zYvRKr&R<#`qCrRjT9D3}xaKU59cs;}h^n3bi6`gT_z(EXN!eQ?r)?&AsHQ^<4 zR!s%3cPm)utV9Z3I#q?B1}s$~BMn=!zIWUDrLSyeH}+Vme}C7MJz_l+_O1y1UiU}5 z867x)@3{if33GdGPgRqL1h?g3uhCEkkOLcx(C_`TLSE3;<6%#^o<}<4j5b(0Lc0go zop!Z4p`bf;6_o9h5De&eTCNQOziAkd^g;4(d0D>cVmw_shnB`hghJpqA1w{kjk~ER z<&zaKNbjX;HQ5xNF8+Ye9YpKv9MbH6gZjcxs4raOv*{%rH$c>*m0-f(Y>4*T?rrm0 z@y_baSErL2m!Ua%0J47JbmQZ6;6T>1NoSm5n`h-gTs-XMo@hE7t^E_YL^KKE$91uq zqv^=OKUo?-CVe}sc--yes~!?B)r;5NDVa)Ou6IFC)yBeCf6~?iu18~L!YjebQA^_* z8&2cZaa}-=-ZY!BP~2ZJRuPWr8abSfd))a{nIIr7Lg3#S)VOyp4#Bz#O!D{(ZbS9u z2}Gv5T*3MV8BcZOOwtIf_{-Fn#V&bxm7sJhX#I>qmw+?&t|-}GXL^330|)m!o$N^y zzdK$Ty(m3iSAh|~7Z|JQCN2aIdN1%rP)_;x-)YwaVb2ke#&X>Djp=I4X~V;QXVX}f zaq>{$EJWI3jT(#++V_Cl#_fMB<9gyaHWzwR0 zX3Zl{CVs(3wWZPGi7QK2K=`*Rl8Gu1eH##*!2_Q{0R^P@ls3G$^f_p^12$*=aB1Ng z({K=ovb9nXE@K>2rdSGwZH%=_|x>jBDGs0i!-(EdV) zJ#IV&g)m90cp8><*xo)Npe+r53o}b7!qyq;?Imq{fTUy0EziL{yOCJ3*D9Tct1U2Nr2t*5N8a|Y^ z9*7(U>7y)_;_ufLN4MeZil!9NDaH?|qrHfTj3LK&4}y%R3QPuR&l~E7^?lN)#=qHs z2hH{KbD*B^r9Wy+D&Fs=jR)d}&moN+o7tI6c@XyQ)E3OVx9g2iA|F?Ink4IJt5aKkV4mvo;3sQ zIKJ67fL@Yyy!d$i;*Vw$UCBiCT;oYIppzy~P-)!F6K$biS>TK1DwE!9Q_Op5(j55- zf2U$i;=XkT$wM8XF6v8?ewt6E&Bx=0>PxsB!l<`+w_WMCVMVz0t0w+hW_uIl6y+jz zg3|ewxlq(o_#c<_j!#2u;hg2Uof!1${8zk;;H(W4^-Hg-2+!tUPoP~7L=KZn`kNI+ z9&9^ga{+&;!hMnz0xCe>^g=XpxR+Ht1M)rf(K1ONfvSwmesjuCLbt-g<-z8eN1>L` z3RRbu?-!fW#sj|RA<-7HIY-MkZ0Gj)ZtR_vyCa`qH25L(&fZ5T)Gy;XyQM@9i^(Hw zy`e|%A*Jpl{HvYRZ4hw1^EYTlt8_|5D7T^V7i~VCbEw9IxXyY<=oWTNR0Zz)isY## z30pw<*JWtTIimKTd9?LF=&%H&5zK~>y1mi!`Z4oei(a@+OMLCw($Hu$n{H*@W!}h z(b9;Fd?x9$d0Lh3Hov~z#(mGORyYz_1jfA`sxh19e<-14u5jN|&lQ8TXiG+H(@xfa6Z`&Oe`~XEqB|(a6JCstCc~Su?@=KBUMsTm`z{N{E_NlDNViGR${k0tp1d=yp7)9CvS~sC$ zhlPY0?bfRdrXMWac$$bwS}Mx$&S=dFoer$VS8psIX0dV?gy%$}Vqw(Ua%uV%h!aKF z^~K&NY^t1x<8yMuV@5MQIm4mAaY5Z-;xE-;$oB(NE5dcAtYt?@i)KkDcHTIlz0k#L z5me(JK=VQ;gWWxl@$|fq^c|@Ey0a!6cEcyl&Mtl1b|p=L#wJk+&q+By7CdZ1;W-S_ zOu*udSFeVfIiYtcCeUrJzZ>i9?6dKAKODZ%e)#A<$oMURD#DuD;R|Tb1L;!0BYkGT zKWuO9hd3P3kvla!FRWZ0N;p?gvadUIQks}5QsE^GV}6TKwRs|vIEgd(#%-VWjPYBPf#Hrd@J(i_m*vdot&Xhh2wINVn z{uH$*t|K$w)1iY~Pq!y*!Yjf4=B-_`6>uVB!kix^&aF96dvXwIC={Hi-w7E{)%RQ` z;caX~yExCsr3pAYB+X~#rekpsh#Y~&K5@(X+~~Lg5+)k^kbY=e-F$jJNi4$O&-){& zzzl>$j-Y*wD~dC&(Y^=FXLCs}1%K21HhEF0#8X>eFjS_W54~1FXxe#8!M>b!J|6b; z$^dCnlz4`hF~{LE{?V=|pLw}I7-XdBq269|eW|D>Nr(#U`{t##3{0Cg~x6h}Rwa)bwJkwwL>H zYw0O@P?0h02$~o^8&*tHU;)pg#ZI#Dy>p4&fm;)llvxTtN@K4J0EaUqD**MD*FFzI4_13XD1Z;IJhx`W9H8nRu%R zPgh3_lVU!H%_rTC$5r`xzV5=EUo>K-@W6Ml!r6(cOUtf_pu8AeU6Q7UbVRAY&?=V* z``}F;PCC9|Ut)sR9a5%z9!Sl2vw;6wGa}V$Gv*ST^f;W1qf;WylD5Xx|kS@@)7;EkHGwSh& zHad?r{im4HYCNfzNsn)gYDa`4rSXpf;y^+h#ulU>r)W))l&VqfOMho?RDGF(FzV2 z^j(_ozNE3{2K3ebn{pl(?HUCcKag?=f3)A0+zA@n)rGa=>N|WyrWICDOE?=%OlI|n ztmwxI&zE%63kYLq+c*102h8uo>&p*!b|uzs0^=tAzKSqrOZI@c8&D~5`J@jQ@@w?- z?E)k?_wA>bEDWdv&n}KcVn1q2_6&%g;LfM8V=jwup}@D|K3g5sf_=1dr_-0aIzNSG zZR4)02wUEW-_wx;_@2Qf4Wd=59WYC6C=bJs@0*)81vtfk1a&to5f)<0+&pjy3J)9#g<_Bv%dwue?C%suoKENZSt(s( zZXFmn2trd}g{9Mh0~pUEJ*4f(HgsrDlGvve9amGT=Yuj!R}gNmUR2AWtp~!M&nA88 z)$LZUWA(bXc%7hDSG1HR3s(2xhKRd9Z#}q_N<|KrM;Hy^$2%$hkd?UbaJ{+3)X@M` zN7F|WpKN{O&kzPkPkc!8(X2()9+wY%#C^}mAGZGHpTHLUE!0;nG~WQ8^``nN4ukMZ zYqr;Y<_}AW3hfQcMcz3d#Gz`RARNj(yI)$^Gf0QM_)+BQ&W{Orb)ORSt?)qW5Qx=s z44tw1ICHr)p&~@3BRp+06L!2@e^BB+^PI)?Wv?bcoz){$VO~GI(13P6o-wJg7m$|v z(c)FS|9DErcjo^}ySXJ79F4P^3rV~6ApBUNpve+?X=x~m^wvN}TY19NwGvyMk?Z1* zUHct+ta1<*)#deF+ND>4GHC$Tdd^Fwtc#6Ujplk`T!Osg7_dN|;DX?gW8(%cK>@E7 zgF#yJ+b#OtkJc3xSbZ-yzy9LkOPx?>wZ;hvGKTy=-oCRds_glCbj&(n&T&kr2z2g- z21Z8*b7Mvk!33yeBuR2iV8VbXD9V@sB?=NHm=F*I6eUWQBsn+vIj+^W*Uaf({rlB< zzCo?J`_`%2wW}&P0z!^Ri$*7X99t%9eM*7f_DhN5_(JZ#_^wg1%@zg9f zX=#Ph#B4izCHxqXjPChRhW>TP^V`vg+r)BT@pvA98y1iBNbR)~22R%(;_DbS?yvfu zYIO{<{!g^0f38xGKNT+l>)CV`;VehVVuvukJR48$uNWVvNA-bkZEGM}`aKX!r;r1f zkM08#eym&#==}TsIEkrouWT^Gaxdik2WXk(xU$K|Dd*#lm8h^He%af$KKgp?YhOH3 z;Hr3ZB{zV+&qeCp>=W;$T{dCTh~H+eu(!3$k;rozTYPSA831oH4?zsF+_G#tDbQii zNN+!O&63Ms%)}Rw%ET|*&*<}oG*R+sh3&K9kFHbJl0X4SVCtiJW>${x6Uz6H`ApJvm7c=!dxOz9d+cV>_W6?b9mx5yh{@4cH_o7} z$A4N;Nz0)VR&#lp*?6gQs&OV~YhwN}K?@WuucP^-aPxFG3OTs(qNWLtOW1gBH9MPg zxEnW~vGm8uJBlC$Xp98+?%T8mDc1wQq4P*n-!*o2Ewc<7aNK84eAuR71(j9j(MvUR za^E4!df=rZy+GmGsQkVY=PPm74~_ER2$dlo=KzwTnFinWf#^$7YD{Aj?)T(b$(wH2 z(19Coqi~zq^Y@zntpXf^rjz2bWx^oLQ!QH3DS|NZNs9B^vv_(FU19rZH+)Cw)Kiq! z_YY`O)&rR5a!6ky(sJIMwsNo#$2{LhxvH%njP+wtRdU7cgQFDl89dUk*K>^6x$LFH z0)hck<4L+(Kv51IB{`p>wcb+yEaZJ2=@nP&K76jI2y?(U0=_q{wj8MlwaDL~epQT@ zyV!a>+KXBy#C<=icQvFlOIFx>;Xi+hPw~9pj?j|FDj|%q?@$|jd`Svk3P{nBfIDvKGs&_!SwYt0eO)5C^`P?`&xC%df=Dkut`tl z=_PhFg$%S-V;aow1H;U6;2ftPA!kp`rNtC-0P|@|q;-H?-9+2`A760u8`t+3TsQ*d z3Acjyf>GQ!X{#i8T++Ql&*zPK`P-`T$M*1_ne=zVppy2{X><#|LT?J?dmQ*8)}BYY zW5P8wU6!QZjjO(|8y6m*8Uv-5{dbX$E^ypQ%6I@cEC%TYxmJEyO^0#>4xGLfCqFCH zLNUkc0$-3nVf+m0uf<(23YcszVZnWAmu^_O@F|X);#(JK0}0?EpHqnU9+MiopRykC zJ&*WknCEN9&E~zIaPxiby2tjy(&Gr!Yx5jI+az;jaZXe=EBo( z-;iz@NP8TNm?%50f;h(noX=sg3G*SYG;_y-efUnsN zFKi@Tm;?n#fp*DSlVa@LH~K*_iA1zW3YjPv@&>ru^?+@jS#SgdF)Oc0OP~1FdW!J5X!b zU_My)9?#QU1|Pq1-}XCH8m_sA_D&Dn-%0(ofb}f$gwAKD!LJECiSkO_Q*mYZY)Fq5 zisc0h?&*YGv za8r6|R_F9b3vT}C48ic(GojaZHM)Ps{zX~5;R>*xjV@V{1^%^95qs=^G~>C#%%Be; zMx9WBaskCm_RZ8#h(o4gCX4WM)hy#(P_Y9)A(reLTkCLf{?_2g)s6qGz8|@Izv{n6 zu}>lG^!jF5pORk>ySyZU3Y z&|6!8HA7V*yJ%>SBOy|GHC@fV+V(muP%w<<^)j(Bw2PzCxj_;6WJ&i&7f>`r! zAtjIV`>-B=a!JklkSR+c>m5teRXx%+Pa_>BVTFaQ zx!h5mQ)zh2DUAB~Evx|CLfVbmZj+WimbMEMmF0xZkM`?m&{ECD&7U@|$#%9L*te2L zDYC^nt#&CXKHB?DxB)TVt0k`^r^yc^!9VDv=WVf22UGmR2t8lN4BVB1eYO(m5+!t- zO`q!aKK#8M9(XlYEfoqpC()(XF;B}TQq}`67P`(tHce|D9~sTIstw2Lt6k0uzwC>G zl7++QU}xp-O+%$bO*)fCIP9c!I~=P0XfKeR92PajV%QW5eWk;pT+4mmI<{rjuYhJY zlu+9+QMccLLO$So8i#PAmXdX&`*5GcfFa}fnTUctKJ%cRKd+F)#ph$wVkzEdD3K=A zqT9H>$DV%0u@f22Y53X>&ILE44oapDGmk<(u5l5~1(QzIY?pric4ScEAe8QaSKGxw zsCTsv&DHk#9teTz6OqP+NqXH<-rnmo3oS88;6F9n?;q>7gkD=d8fkX)9F|D=9Y}R( z9MZyzIt!Shv3#X7nUYf;jN)C|>r=3Oi0&5B#&l_Z5XE`o8}?UgEw<$7XHe zO92!w$Jy}(H65Bmp@1Xmma|E#r$_ZO13Hp?a27U4L&whO)c~qmc55%N(Oe+VUJx?( zUzM#PQb$D^7QLm+$NyN7`K0rN8lV26<^7p>xG~iqm8tvzwq6UZQ7BiexJ@Akz&)GI zCj3~*InIo(y(qCswKBwRd!{V}ohUSDm37+$oG%nHBE%z(tKDFX;#moa%jz>%qP$|D zpEeF{BK@mt19-YnWIT=ZFnsgaOIdkK@ll`Tdo>RWBR)g%G7oj#)}~JQECn}cIFfMV zrzT6aF#cI59xr+FlQ=OQP=0wBy;RkWhj&m(0v<1^mx?r%6C_4a@DFEPCt8K}O^?5*IP1>xox~0M^sUXP2e5`E7BnIPC8j-*9(| zgu?|DE4!BRJq{d^MubWFfFAdH1mDrB69-O@TD|W!4=CbvqK!G1*&Qo^!fhB;!M! zZUKwK=UsAvn*96F(8HGc5eAU);-Lq^4J$2fUHraj5)`13@AiO=d!UCZ8$DE$OZCQ5 z#sj$Fa7mwo=N>HCaj&l#3-vO&Q$AE#C_>h6x{Z|UAFqgKHUR6Hbkf3{P@zr5!HNdF zsv0=ArhBCms0X}?Qk;j=8i> zqNEL2((j#>`Lka6-v#+%R1{i2DG!C7T2Wm^C;i_x-|PkWx zrri*aca-&j_fdvPnETFCx_jyCb_xFVZupkij2B?f&GR^45O(6i4d}-esau$&bzRpy zqK)LU+pu1eeN@i! z1uJG6i7RqEWQy`*Ch3!rrQGf>N&73iu{E$q*1vCSH-J?JB>Xt=1ye zCjhu-@<`wI9#x(nRAMQ?eg}^-wTnLvS^q221G>1L_MrY+JmOPZ8A%UF=IzMsThf|> zGq5YvH=pQG9|M&qpAZ*CpXo50f<11%h>N0;o`?5WiEB%@AE?H7z{B;&)<#}}TI7z$ z(3IY=j26iCqV$;f;J`K8=EJQ)y7+-$E!%$G9nF)Vco~7_Wq!-r04^;TZxANT=h((2 z2mQIE1y3=3+!T{clA&-pAG!XoSgR5WH#mnWc0Jh~O>4gT)~XwIIOz8*t-SfI2+9*? zq07t-cDawJJORhNXs(t;dal;f;lQoXS{FP`*tU|Zs5t)TZiWASP<0HvaiI!38z<1d*c*KdD z5@^@(5rWP)6zq=+Q`b<|1yA**NSp8Hb91E6OSmlO$8Lwo`Y@hz|}AJyHrpLd5qUxpeF6HeXFgq~SZ zt?*~zZLhsRLvw+_h(AYMVvMv&&%WxQ3gz{?5OE)DV6=`xJ@C)6nWVQG zX2m_cEi_3A$D|dT6j_aJrXce@6Rkcu(K+G16!Up((mitjXZ77a5oLIKIXpK}=YHe} zC^_~-1?{&{q18~1CJOf)(kmdMZ8Mr{Ki4d2NduByv!GveCyyy`EO}V(i&2w#Gr|v<0RC( zhaWN9ZvG1Ww?D5&Dj)wbO^WsCY9!&h%FNr!%3`9#M$B6|v$anTgJNbSQci1HToJ3$ zfT%-53--uXR?RHt{;JM;>~f(D@AmsxS#`*IM?~Fks5mChb8y&;sCx!!B1fqrjupSG z5sx_*2TT_~qVMNHgyQKu6He6pVRzt{ij&B9L}>aijmaP&^N=kHpCV_xH+f79Pj%OTsV zknPiKrtXCtPf3cD2&Xusyt^N7WJv7bbsgCCw0kFH{5Etk@`iSixGcmWFUss`q%Z7h zCEV)2vF?2uRu$?h-VE%Y0ZNZwAu{CRktN2E>nSpXw3mje^p`5mq|>CNVvQl!o5El%*&qi#)z^W$Gs?8(nxQdi8jxyj|`Mp)jw|c zX~yLS=$$e^>pX9~YK^6kgBwpN?nytg-1MHz8-tZNl@l?o&Nw6iQ~_>6g-PXr0(fdv z6faq%sc*wcmjx&7CHg(py1Fw5c_Sg%hoWiPquD3LR}ygFi&`ecFH1+?&2|Xbk8eGZ z@qO}FWdHo`|`8H7YaDQKZ^$Q2+vn}n)QwE4Y`7c93$K5)|Id4LMhG$C%$0! z9rI(9`GD_vq}SN4+oH|0tW3i*`=NJd?eXaci$a_u4*IG@R25ni4UEwt-? zy7B|w-~ZltDMmAJI0XDrsI1bPTmZJ)L}eA1bf&OwboXb4Li`|+#^#$b`KrL@JaB{X7&P9NlX(PO*H4YN(Frq{&0lSfDobv6Tb+~pe92hot?fWF z@Kv)8%#-4KHkWjp*)z!QNAgXH11E<~LSz%Y#zKGX3zQ+xU*4#vS0D2T{w1OL|I4&&jU)Qp)wfW5rWq z6PB$DXO+C`k=&jzvS4+F!f7bnpF&C6`XZff%6dH9i;^@BY2c&?4V#3i64QBI@pl8G z>>+i9J1R{^Ck(wpMI79Csx%=j%5i0SE}5739iz}>G98_t_?m$G2W}v3$jXbGEhyIm zz(M~kVLC*vqUQUL#7?YBo-7+-*Az4l+Wnx2GEBy(NG9Za5pZ~P!bFtqlSDtYqE4)) zbrW!oSSwn9P4Zl1eeQt)0p)ufIieJeMtaI8+H`y9bACT&y^MND@`nBx=%4)^(IMyJ z3^Xa%1HfU@N%QtveR^XqJ(pP3ztq%BP_YZVp4W@kC#>pQv>)=ls3vEz2)Em!GjpDQ z@-N5!TDNx}yboo9yY6FAY0~X6pD)e#EG5F$YxdYR=C3HkA1kLB8JFzpWT7PII|}y} zg1ilox`L|7Nw1sH<7=K6d@Z4XecZ`DsoV;0Tz`gkT)k>nw4=O_|F)ul&mlb_=Gj}d zJ;k(Y8YWto;dwM!9t6u;KeW;Cw^16!6!3xnmd+%-d&B=qniKyvF8r1WSCzNy;Xx#< zA3CvdTFY13ln*+wLAWUQOh3vm{JjH_m(D&-yv&L;tL(u40qETxe^4+1Na-77v(x4wFOXaX}LE8Jg8N_-I)e<$FBhh;YNE z6He}3zuYsQzito*z0TZ?XNBXS!fGQjo^?G;O^Wd>(qu?hyk@@bKow4g^q*ES`rHWp zv2`fkOl!!fqi_R6O9q?tIi(u=0sUo#eK>I3!}Qrc!Pi6Hj_5v+-$5>o9ik3aCINZVS1vfHmuzSym3rb zwWK#!$dx@i7`S)fKhb`y<__JZk;i92sK1F)oQBWg3nx9WDmu2) zzVN&+j+`I97G8~YAOSla>Av+Es!}QQap#Nj1P1Brd3riKU-o^zg#a=Fe%9>knn9pB6w4m-zZx zEd{42TZ<3)V^v>YfBD`~h|Ebwr~f=%L+KQ70P8s{(ub^~Z)EoyzxBY8Q>Ao%q)8l@ zABP|<9cw=W+=VH6tXQN4u&#R+&MY_SFaPhPPqIT~Zn5QMs5G$-;0sjgRx(sk2>2dx zn1ti~HOJ=I_t|(s?)JtsW-#Y(peoEm`SGl?Q_7{l9`(ox*W<2EokzAk%?`)1oIO`N zd1psL38o8rtla9I0x0Y8cu750q$$k24>x9IH+Ntppv>k2E3c-jL;tK5>N3-GM;l4` zXSu}J*RHcr>hG}0!CfEVRXI0)A9!taJ1Ps^*7lB~%*TB%daGEZ7t`hS1iw0@Gl*MX zZmwc-ehb(($w7rx^Ze8^6mp=SmQ6ZQ&Pj>0|UdnD>2JLse3YxA_R)(d}X6Z{joFS^G-wbe1yCO6N# zyAJX_H5thud~{K3hhqN)b^OG!+o*d>@{=}0A@d3v*02dJA5Iw$_#Od=Fp*}q-AA?e zuL?ZqKCQmp5(N!R3~28wyzw_fAc%NB9Ed{v;Bvjv?Za&#J} zPT?N^X+>2no%9}6&5VLcagh>JoudUIF84e^_4GfN(WzALslQ6`J&pL$NZTLF>3dXq zaSHa25m9e)?I7I$6d;%Y&%|}Fyi?Y5iJ8u&6Xq^Un+g&4 zQE191`~8qgDBOq?q%_iy=k`463@*#WU)lPzm-urBK_Vv>6|`F`y2L9~ao1A?E$NAY zQj7S`5T3*&^SL|s#x4d|W{*LqjeDB*?1XS5ay^H%w8CsmL%FlB#MUT5;%4qYGp-`lw+A?n-J@~%GRdmviU z88pHZ1GcxrTHEs_rfI#0@v^6aH%)}7q)p$l{0}MCb7`a}__gw1WjtSu&zi_oj=I-& zzZQCBccAXR=_&6rDCAJxebTs3x!YzsaQ#CyMt!TPUoPm29STw3`;daPySDVRG~e?` zlgGjtUv?Tj#J4slCt6Lk-vkclwIX$bYUY#)QmkijNgoEui$0ogbk<-S#zUR!=bMat z2fehN=&VV)+Pg25APV?vnOxFc6XCSB`yqX~cxKr zyZw24z~2%R%_H_El!t>|{-6Cq|Fl_#QXVYSFC=_LEHAA+_4mdu9QgB|L@IO~b^_C6 zSu|fbSI_4e<$WM%GI@lv{F=}^ZK2C0c0kN&x}1@^1A4D!qgHc|(`-K}zb%)+B+MXt zS|0d2pI(9gw!y|*b3ZV_jhH_W@=FrvHd4$-G$vu}2ovh=CY^LK!1CmogBpxX8SuT` zaFs7GSeKqpK?nG8>2%TxWUa+}*$sITJIl}R{m@>}39+zlDAQc}^`es$=QBB^CuXA4 z(mjRc61xbh_w6bEKh}&5Lvg1{qf=VDnL~WDVcv@Gc^2vtjVs4oQ-jtcknf=t+-1G47#x|YJI@yg^;CXP$j5`Gh()H6PIe6Uzi52t z@C3L1?4y;#if2JV(-#?k#_;4<%6NQZ5k-L$Zu|(Th8FBliKz4Fi)D(+hQ!MnA4u^6r_oby5e(oC$F$=b?h>E>` zuYfWizztfQL$={5w9X%}s&2<|BVV|rbDAQUWu8Mq*y8U-;LajS2unI(+IFsuP1=t~ z9GNqZ`sN&c4^dK$NY9vlOe!tHWRcc?XT^Q7U7XsR|KCGmG9w;sZ#Abu*1vv)F2d)9 zh_$4^Q_EqH7T*h-2lrg3ISvuJ9(#GT{9+XIQpabV13qkgmZ>xq9+&lO-kjY%i0vyh8F zd?Pom3jcARYL8TD19|)nNZWN&|M?8c`8akcZ5QdK_h#cRp1k!!V)^$4m&83yI^gD< zcL@23g;T+yauM=5r0Wy2{4aZZjEeEv*3!MvPhJq2L(DJK9KmOW4%3x z9FDCn$E|N-tq8o?3K8L_uk!`b3YBLl-~g~kw`BI;t^F!Bddo zl@<&}96zLu>bvvDQ7YQwt`~J67)pfKSjc^Q|D;=4h%=etVKx2hKS5a<#}sYhZU6HH z<$2tA(bxuqLzn~iG;`C@D|w6Krg+^s#z=LLjrtu$oLRaLg_P@|h(mlbSj)nyQ-fEG zBj?T@fxiDGh*8*yTF&9$$KIo?$9+$=oJlXv(Q~`g@X4wI2Tt3Qk=_l#kVIz>A_C7& z3%8|=2VBo1zKI~O=UttKOEn%Yt#f-7wKO2>ucHi&Z=n2AiuE)Wjc|e)ZPl>q;v|XQ z&zp(8zy0ul9$GKdHB2il5c7aIaHy^!o$yg5;UxQr4Mq||*jaaSq8JUJ0Q>}6oU`j- z@eL~E;K5$>&XRs+^ZIm~vmQUjBTnpO1H~6XptdUuMVwWKilhlG=p53$6SGU74Z7?k zPC`{bk2fBD6#~vobYtV)$|`U{orn%0&VF;Nzby{jg|CZp+4<)0;;TW>Q`LjiQU0H% z{6*mgh&Xf>=>^o$>IW`;y6TAsd%BMTcVOvUD7_qpI7~)QQ4VE3{?k$`>Ug9hj@r@k zVk+I8BfXK-)$Z&5fs;LWxDVJeJ5@b=I^_I^ zh>ZHM=HpE%=5y$z^PHMktIzr$8u6%;W4wiKpazaxG10ArG|QS?%6uF!>D~LJSWn}UR=H?(lo}Uh%KrDq{blW(B~LT^LFBALX_{@>HZgq<{I@(N=}Eou z+772O%?fbnELN$mG1)s5nkqm0QwVVjeP+bPcqbwSoy2SFqMmuhI}Chnzo3wLZgS#TDdy9-q=QcMirelX z9K3Pmrt3bfz(@;>nM={;qJILH&!^1CgATR1i1bcat>zW6W%ciH>_l_q{Uh&zOQ^L_ zzgbr$Xb%;20O+%Mq|c$HXvxRtb#&kn-+;%Xe@lSE&hRIEfqc?=mK5tbY|=ZlJ$G8x zro6p{JHOyr;iW_1YR~Zq_!l!7trT(q-_zKn|J#)K;zhpJ_y~mC_D`Fp`S^fz8tpz` z;5G6|gcS2xJkr-f^zJK^4%!y9VM2?`tr67;@L2!P5!(vesz@o=;gR38x0lKByHblk zS+@nfe^x|8YHB$&=E)wE5s%N{QHRpFkRI5}%4mAART003_Gn99^=%VXh`=9p7wsjz zR&`Q}>sd6?O~cZ_(pLV<{(MZT@b`t)=T5pnuKyEte)j)eEIyoyyI#advFU`@pm^T3 zIQvOUBFlUgwLEv7{nDKd)pWNX7{zZD+NQ8>e#N#?M1ne=Pl8d?_Fj4XHmuj(VopD zJ<@+|Pw_U}&rKNU-M;vo-gf}h=X^%Xe|{@}p(Dk5wETy#lGkw1K9FnOjr*RZXs>0( zfq)Z-o~lL1mdHx69&KdH#q1;IRcBcq^r3}HT}eqPk3s~o0L8Msyx`XQt(6jx>#F> zQ`SSkp_AU@JbuF->nC+>IPRZk`zW;Z{tDs#F6usPeLcQiiupVx8eu-fp(Q5LB344)l;lA@f+IH+I=R?`wYf)dN39r?ta!Bxg62<^-YM$y4JO z;=%;L4u?+qWI~>0)a8|Nb$FVyHsSZ4hYTpU|AwAg4MyK9DbQgNmy)`^$n~DrRa5)l z%Eaw!3r9At2jrsU(4m%|x~tO6XVOWls68iMH?O@`j>jFFd9#b5_#nFwMi%GP{Y|8ZA;4<6(xRcapS3NX)MB(m1gjfc8j8p z|7_8|#BfQl*?O^hC$tLX7CNPuIK0F~3hvox+KOyl$W;&dR{O0S51C_1;?#@7CqNBb zJH(`&-0?PCiup7Si!gHXntHo$55C0BUt*A2f2kMThWrqXx;3d}c}p>$!y?@@T&Gr$ zQ9V$G$IRZj6P>%@>#4a<`GO#J5S{vMfsoJTDiN;B$9GumnbxZ#?ZsS8`~;xT7p-xZ(z`tbUwJxH6j%>0m!6x`F!(>hRl_9UAxN$sIOb@qN_t@9BCedgfJf%G+wQp3j5c+Za@$ zC^>DML;bfv#OJZNgkxr?zMW%xb2^Uw*~5b-kGlo^xE>}*&MTOh4f$TAVkchRYDLEv z9UUmfjbCD)Q1ael6y*D0)brFUWxtlIPehbgq!HqTo^CU<;n=Bu(wDTQUerE!Lpl)-U`uI3XW@SZY+5XWjYH{X@1m=F4hGCe=Ubbx(ar3M+ga1nFxR&)B66PN02Nk_FNZ0uCv&jf4<}(;f!W|TD zTm9|2%M#|FH3;8wr+o+%c8>b<1y|}mFP36Hmq~hCX6VQL@y$;qD9wOD)sy`x;~?`_ zq3)Z)tqljHL`^pF{a11YUy8oRmSS;7W=lNXA7d)9}emI z(6A>wskt>9f3dtb4nF>73zoNYf)F#}^!@>5J@Di5*rZn@YaQ<}AKE2x!Zvm{$A>#O z1%l3VBfh}BX{tK~9o+fUJxS6HEbi{6%+7iVP3&f;>#Jj$v=K2ifqV61&d{!P?@m*&5_oFMmfBp4e zo)1ThbQ+^P)Yr?K+s{aNpD&8S6O7w&g$v@Z~IVY+7tKT9&S*U*?t5uf=+)NrGStBwW2JO z^r@v#?!NeT-B)cy?{o4WR!>2OTj#9 zKoH*JB6l;q(d%6|#)-JZyB@bcJsF~r_g>-)p3}8h6y||HmPR8j@ydIsX?vhSqBaS< zQC@!A8Qk2Z63iFSn+MiNaXyd7C7d5;EsOHB3ztw^#LlGUt7k)G;4suOf88@oe8B?$ zXGI+p;zzFX4%RkrDX6N%qNV<%r*&>)plI2NV*O4V74b55068q45@9|k`bL^C&TJqX z8-K_-{c+`XaBbIDRMg4`%Fm{7kGq~)d_|hbG;_4JG>%QhgFQ>pP2ZFW&Il_bS?1iA z_cAH#@pvh!t4Pl*`G51bDSs_-RxdIWtqN=a&*}|Dw~wPa29K$K7I(d<{lH`sR%PbR zd#VIT$iqfzo!zWF8Y)e~4Ech41!evabVNxGoAgp) zPu(8JAMJN>>nB@m;yC^`5vZ$UY!t(nKzME;oY;Tqp6q){I>}BgoT+x?eZNb z6gu&m+_+?Wp8zC81Sn6FeLM`j4k*gg(6KAB4D!0|Ui_kDi4o!M^roGP`H&V|^(0>~ zdeOZM%JukPE205;EW*Ia3p{i%S64z8=)YTMi-s)p*BYV?{`FslL!`hSE$}Cd8{6i} z!AqS1_+$J1n@^UHB`DF!MxB!((@(9GVm=#5*~ua&Z$YVbP2mmvwSB|PaTu)&Hv3i3 z496^eoiqwMz+cPdk)Gku`uh7vo5k&Tmb~=6?4Bq;2>7d!^@fl8&P#DVmq+>na_OfJ zx)J6Q>kj=g%nwJ*1zCkN=6t~(-;Lsp9Qc1Ls!+)9FuEfb-u<#K9II?ClLXxZx!`+M zh{WJ`hPwtyyCO_{7fs#)rorY1>Hn>5|M(PRH+AV`h)uhT`n6T#BO0V2hruE(vxv5= zRI1*81@E1x&AxlgdetnbSAGro{$Aoeb1CMdqn?DxK&{l9{I^Vey{+5P5=Awysbiq} zDjP|94{nbG50{GwDYQw4Y|IqC9JrwQ<`y0^8;g~HAME=bda*(r5SKZX{eg;^_-`xf z{IFPra|PGKDvr;BgjmRwag=>j$S8z>Z-XeEEB^J~l<@$iLwahA8|U7Xzez%qX|m?I z?HX`Ywfq8Kz#MpThq4`aJVoD=HePP*g|OJXE}Q|s_Tb)uTq8(>&q8!m$QbSOkny5m zPh23fZbxj``hya)o{a@|UGJ=ApiZwjxQLLtJi>hFDk6Kr1$3-I`l?#9gz@+T-fq)whXvRBpC64y9xuPr8smB zapc&T6b!q{!3(QzIxCxM`+tK{oVLqIMXjnJzCHl_wTJ*GoZ@6%^L#&OJcvW*Saw4q z<31=!+l6-M$hSs^Q@SYpw-vorJUZc;{90tXvPVZ7mL#}!*#G!oqofL+pEf`mcAZZX z-cZN~yw9N%udIG__3fC^h3&LR*5495^vN*jt>vS6H=|nq7|MFw`P94{X))%yX_0k- zs_l59u=d%_(sOkXh5Q(~e#H53@pLxmdeS89y82B%e8qO0NYe;*sn!P<^Ts1pm&Vv6 z8ijkndZg+i-6>BT?6G_Ab4ZHyOd6ALUFdp%rrYZ!u{G_|?aRTFTcI3z97^!3 zKD;%davePAQ2k~O;aNSc`LUfwj_qxj>sRCirFqW=@8u{WDe3Lqv&CIQye<@_I;30u z+-dYnR$C;9w9OxFCflTgTFjzj2soDm`BZs=yI%Cu(usFYc60i-M}5Uz-%H;#gL7t0 zOu?9#Gh^%u#@KcIE8t|HajUzp^~B^o@XN9oq_=UD9+~#pm2Hb6H#G^)uxq+_lV+?LF)WIZe5!&M-b3Z_laz1XpD9s^GzzSyCoz#M_-9IvJwZBndfvq(1#wd9$ce{u)0{MgNU)`+CR zzoG1YK2nmZeBG@`g&fHDJkl|TD_`(?#_Q(tKNi?)FVN6jU@+p(5tkSm`wVh#>Nul4 z1>gVo)P^zAe{Y<%2+VRQ{Ws~lFl);3&1~G?QlL*Kt`PB@Y_>P(z#J$?qq%T)JE^|Ab9$aOl0izu^cJjVWGXwWP66uj$b)?gI96v%lp*a_c-7H z9?vel!xt3g>~xa?9+nd61ybCCLrIA={D8B}nUA9fE#0BWqm717#$6lfCB=FMhjhFA z8rOpBrrm|Vxi=dfebi?`GLdYgtlL#KCQmB#Ns~I)bhA9>ww7bo%lK*}o0QlNgGilq zSNVd^Q_`EII3L{^Bg{#0?@aHaEy36LyJ>v3i#YiNiaV{SX}dc;9NYpVBEq?(&y0=N z&FpGP^2Yz$EujkewoZ$oUjHK$c1ng!61U5NCznNhWnifDmm6VOwRpbcD0t-VG!i1z z(h-^2V7zk~g&e#8ld!3!*IACWZ+<|iH$gW&XU~({Mui;Q^Aw%NBFuv4RWJk*kGe3}$V|vR zW1#R66sBE3D)xh?^Te(PP|xO(&K0ztmCp7)A)%xeIBLwQGl5W_gHUgAWVIs%918WM zM`uFUsiZtt{DJx2OP!jExKEjn<6cCJppA88vo!w+J!Ym&5qPvWIe+q`kpp40u;$%# zQ&f(c0d@SntWb)t_ewlLfMZ9bbm5ZLG-g@b?s+h604uMOOD?FM)CLC#no!8Rr|cC* z1swo793|33c;2&H0g;*#3u28U?Q>5CKpAqBEjmvZeA1Od4(@uHslw8BktDzhQfcOwnE z$D~fFTf2yl{pc0iuhV<|5D%Fak<&(*YJo=}+R(UOQDj3c)p`SP&tR|#7bi8(jny3U zBzm?nDy*BCQ19(1Dr*-SuX!MaRA6vOr)i-P@kRsQ-FS{!$qA-UarObpSR3@)-ZX9+ z2?1a9+cHTDV#n`k`@1acBmUc3Zoe_nMj7gtd!dLq^ziskl<@#^I7&){b=1NI6W`mt z!&j8b)T%_iEI1A2X%%R~dEA07sXY`fmvE-Tt^2ei@g2TPUgj2aQgX!*s65FzidM|5v8LirxRJ&i@WDmUA!?tG@Nr5aO6-SN{c_pzA_y;qHB zcH_&Y1J0EB_+v}WZZHXx;GQ9MCtJ&6{V?lSk9%RNQVceLPNUZ6>FH~JlM-}z#90MH zt=_%-tTr4wseVh=EbfJFb&W=qZ7wZ9thT^?FRE-=48p$G+?%WtFTl6Z$aE`|?5X_= ziaAC|Y@xu+2%=n%8!sviIi$}|=ebAdZY|BiAFFK|mW$$KAx>ctD$B=AJ}T`lBa^N~ zINUd1@UXQ|YQ}IQjFlfyk}xK1r6=Wh{D&1K z30%?}4zGQ36&CK0kbuW9SGF9DfFRF9b8acSTE$vYT+b-V5lBbMbuR`N#W`2tp8s&Z zWKnh(6l~&=$-lC&}ZFR#5&uvw2b|NK?X?SuYU5#~{wmMnj1mhke()TR!+7*F3j z;L#8RZUBFQ7QMM=ZeqILYi`uEM?{7Xe|{Le%G6yJA2DYtW+y-~Q}}ZSiq|`EWtS+sq%la>gk_!qeSb?-w99SgxZAIW z9;>PL=;X%bJ>Y*!8Be-nWm}Sax6i2)|8LXYGLBfAg6ex$ht- zROa=-&b*)vYdZWm_&#xlJ_H+CAGA6C!xpLgx`?Zy@@B|&8t-huT|d!g&i=&XpzBpo zO||{h{U=n&!7~M_rXoF{DmO8G?@eooR_D^HX^pidpbq&jG}`<=U0?`VFUrw~%aBu! zX=k0RuEc#`YdWbl!wIy$+7&g)4_L-P){ByR7L#y`UoJm|`^ljTw|;NHm}gG&z{l1Q z@t5b;URX-~v_Q1yaoB{p1Ucu3C5!y4@WM)%oPO`l94KIJLVM~o7kTAV*5kMrA%{hp zI+n}wR49DZhv%448E<^lFGDLhe)c)T&c70076XjuatY^{uAiAcK40)Y=g8gpZ+j*= zLZ0tN<4S+-h<2b*58#HyAbxb9eY??XPH#2F|2df`hg;uaKzc3#VnWQ~Ob$Z8p~wW% z9de}$@|B8)c&qSjscF(Pd$7km1I?6YA2$W}I8#zO(uyeVqJq00z6deYYg|27vnay} zs;uUtr^@fdP(#S`qNj>YT6u3~$?YoL^aBrJv)RF>tF|# z&)djrp9HlV-l0Q=wCksQDdT~7!={n0Y4da^$Lw=#Y{Sya+@wlB1szb5a|N*>kNQ%d zNimK8Fb_%a&X^1>Zb*u!$qe6$^Nze&huX^QXjxl92u2*w_TL+0C0Fpq%|$$`2%aRZ%8zl%eBK3A}t^-*9Wxs z=lsw=?J3{@*3&tpl?kCfj=g0+7USnfwJZt)lodeju>i4X8AB{Pr8pmHFbOj`S$XCg zc7&AUf9;S}y0Y2UP?p0*BiX0_3KDaeIPR&DY%XCk#6SM)Ug!3fZ0xntU$S}M(Rvg| z0SZT@8N?rE#oQDqCIr`EQLVk zvPqjCy|k=7vsPlB|LS9t^J)Lb(j`BXEQ}Lg@}j&C{JBgf=^Xi5ti|E9V-i=n-c&!X zFJ1;->H4*26|s-Lc3?qY!>;H|N47Hb-g3~N`{37(e#-ec z^u>QJ;S@jmnDur=XNmfxGqb5MDG-#vM(Crf3GSvFDd^+Yi~3e{(xX(BUg*UFX3 zp9iqtHhJ)$v&{Y1FJ61L1j0Q<1ab)fwOKo-T#xO?6;W;sKZ6rD8EW7L zmz_wt{<`vT5`=rvdrQ7+wJ_LrLjK_nP$rwSAr}?#0${xLj=r{~CV- z^1K()t*d=qdX@4#5OEk>($)*z1I!jiN^X}d)=%0Bo}+8^Lbo>VUVAIWdM1~2aTvPn zbFpwgzJx<&XUX6kbt{OyAA;KC>E_0zRGt9%p2i^EIMIrz{BBeB4$qM%?|P{a=LHVv z`61Q)v55UlDduyONH1_vx=^i~W?7GwS8n#{cLNmmfep`k6z|u#Pwt_xga5Xoc#n2D zlcjW;zjRJ~W_S`C^*OY-M74U4D)if$p&bx6PSH0|#skn{@6NMQ(ywNn?q5CKRNY&69pa|`Ba8aI%s-&cyCKol~@9C z?9yfL+dK$6T1a-Er^91V#skzZq)-sc2b2dYy&golx!P)bN z?@B=qQ;D>sab4nxCENPH;UxZw62&+p2XK@22DJX^Jwo3*|)aTLHW@B zo>V`q)87;0k*i}1-kABhyFcjs5-rH}q7DR?Mwn6%4xCz;W!{Vbv+EBGsLyeOK)(yA zEL1-QFOw2+(6JEG;v%Jz{xy#q@GLFLFL>-eZ*W-`4JDaFl6Re?d=G?sHkWk78MS5W z@${Xx*d57386Jt&mR}$y@FgO_w{zoF=gr@&g2J`$QA&_MDi>&Hdnn-#e8 zMIbk1xkqgSB^ibojz77sar zuA6c%?g29echv1)8h5RVf<1s78i(}SoaTZDHu-lOFx9T9 z@;x;RPkL@cbCWjTQo8_uX?Om`soGQza%tv>(1|P15>nPfzGsp?>SkM)Vv}PaLEvj# z9c!nsPX>}0twG8_n+glm4;n`ZdT{9I&eqM$-v;imxPpG$Tk=iCQh!?xVUbSrZ<;5rPWZWY z_ut$5&vdx?_U$)^_#8{*`b|&T#lXh{zNj?hk&Zc9o)OEHGx4h2E$VBgPl-94=Abdj zgJov@Qhblfa>A9Z-k8BY*5CNv9JjIMU1bJ#_BhnYqd4$=tn(L`*YRM7_{?n{;ZMRQC zBLt2p-m7epTTK}c{IxXV(_)(1ZQHlBNsLLpUe@YctqXAquTgFFX@W8z0uEJMk-pYq zmg8;p;$$%%ayIRBx|*;OOw%@_ct5nLYL^t>(^2D!aDCFAV!Qt4C*1r5UgOeZ-cYJZd5Qpy_1gRS9VKrK9_jAyk=SG z&2Q!s_fD!t2D$v20o5lpsO=V{&KDodhMdnJU7&BRI!E(J%PGz>OD)<+{g z$FV+ktQ6nVlt^EIO<8F+p=mRIBC3KeIBsGGPM^?_D$ssSx|q-be9vJr2us071sGN4 zC*Wk7%p=nu%Y9^^fZvCF&zn9*+;s!2rx9OgEBAf(B-cE=?KYC3>wCC<3zXn1BThuw zc$F!I9Q>`NI1$o4Lt$E9+M;R+E$`?_2e14(4|4q{lp)K=M72`J1Fq+wm8xXpz2|(J zhSpwBJWKnaY_A*>4#oSkXm*DEM!iFd^;{m0FziFSTe9sB@3#%xI3^)q0u zbEcO`v7X0Z6VC624gqTUF5P(VCwbq*Awv#AL}nAR{!(M*M5=KGAO~4bSRJKQTX$Ek z1HU@p_A;kxy|+Bvx#~x|gs1myHIw3f27@%Cqjz$#l^Aa>98U_lQF4Kf#SSl^LnnNwmb}&c6B+kny6boI!fWA=m!V z`{TOb+pvkZ0zccuyVpP|=6Y0H6-52Qr;G<8CgRcv54>^Zi(|hRI=-h+V*+R;C{FkK^_{0bM zgKlPjRK+DOGMt!~+79{XU9_dcG zR*~+)#Qw%?EZ~fI5!|yW-X=6$GtD&(%7U+tE{{Sefs7Zxb?FJB3W6oDNC;(RF*n&`VIX-+2j%EDlVPrECX)gBGC>{%MtVg{gdO z!WXM1*Ct zuJc}s@3{=pyO2kDKFDv9!}nRZoNG_IX9SLmMWQJ~?c=KRDeLinR(v0aaKvfu?CpK2 zji0}C>kWFC%~=P%wBymi=_%F~pCRK#0f#snq8V0j)K9({(|>Cua&wQ&TLlqO=Kt^o zGh^buP{sqOM@MT3^9i<22_D_6KjGn0d93nF%MVa$@9u`q4U7z~mts9#iS){Ttmc9zA{DQx%q?@u_jtq+iCefd!c>TV z=q6z(yAr3-);_=B_bvc}{d&}?b?Ep743|`=mh_xh-qP^ihO@75{&mUH#Xmf%p>TOB zkT0OSJhGxZ58#H!B0b-k$6ckydXJ;t&9ZRgj@||+#|cL7teMNO5GjQTmr44a%_{9l zND3RksgQ=NydqPmFqs_87c5KgklO0xk={YAWqWM%;OH~>FIz7gy|jT17KL%B@36X% z@s7&u0pxHPq>o=VA5>1b(;y*9OXus#D%ykM^&}K9b+#*IN;9AMVN*8B>Ff4#+^lbXy7)o@ zH>WvXGh&pXOrZl2u$^zc7elTW5wJ`;VfI*aZ)$=<#KEyj#-eog_+q#Gfm6 ziEWtv01qmy7NKopEo<6srI=6Wl5Q4yDpgMe{W~NOnYi;~ zr4-!r7^F#sQM-LQy*l3EgwB@K2Q5a^pyJTc1+C!-_)B~U5cj=E)kXYVh?1J($&`4B zxoqvQs~5k5OW2K&I;8Bv_ia*K&*hPB@;9dsxX+F(#VL_VvTLl~sz#P`!_0`uf}ssi{i~oZ#6^4??R1}+(0>HDVYLloDdE@Amm&{3K1v!^WP|u1z8b?`Hu-!qi@iY7+d)$ntY1J%2>x?B( zSzdtJ&7QI|#GVKKTBJ%N+;>ayiaH+L;)g$1(<3!@nD&C4$XFynUhQJ~1pP}=eMk-V#-wCm~GYZ;AV2hTZtUOpVg#r%Xd?xW;|9E|WeUEO5{WEp*7@a|h z5C>k02AiL1(=Soh<3Fv)_gog?_Ji$$fP*^s`tc;wtJg1N8F(;zDJ{BzSaq^Zj>r@A043_IF+99hG2lwHp1jf0$N@)kOeu zm<-YhzGh-WBBLoCM~>{FBX{CLpm^VfUfL1omMy1nkN>oy44KX(oTT~NE^0TkOK-#S z`_q}LZ*RH+`u+y;J-u+5n9qTH&m_GqjXQmRiP2Pv!vpUghMya;6>9!up@wba6>VuF z@mvn+V=a1iHKl%^2XSGVFxGdPOAqwdZbWj-kWH;s6mkIHbBN!i8z276xkRZJ&vVxL z3IY?-e}z`PjrKx8r^?$^iuuTT!dh6*j=%qG$$5$=I(b{13a40t{fEcsM3=|1K=IjT z!25KhwIDmWW)(_!Hop_kj7}#iq*kVyw4+krzpDZz^=k`5X>ug_`aA&eI(yCB~La0_t}psX+aowGMp2slWA= zp)^^f6=9MtQOt^3J74}K#G$ii``wt+t^E95)#$6lsTk9(d%J?Y9;NPlvtx9kcYE}1*03S(8lO?x`1 zcNLYs9vt!%B?>IkQ>NofC!jDf+Udv1Xf)Y6QHP|Aecb~L6M-O zHG+VEA`(PFqT~!ietXZEXU=|mKJ`97^?y*OPIYzFty{N-^*2_gezd?JZD>cVII&U# zGXGyy-T&q2m7FnD4?*xw&DIxDaShMLY759Mo0xs#p4~sK* zItIDQO`LN_?2J2cAEKspqod`gO?H6STBJ}WlXP#A6|^PY-S7v_a&a-4d&J2c8aQhr zZddc@6?9jA1Pnf51ix|2*0KC>98Ej@-t+Rzbs&ko@f1QtD(2=>&lWEfq$L`I^jG`y zM@^7l1b)X;@m~M%828yAfIk$?-Hs`x(ZNwjSCz2ui$5g3IM5c2R|=n;v&Xm30P!3p zRNg;4^^i^lg+ctPo;b3!{PkWgelb2`k&V(*HE82a#Y!mJEGTADIR_6NDG1Id4T77+ zy`IKsdWpA%4?IWrb_GIzts0tK&0g-6Oc@U(OfHvAczlxQyzfQlyINmt<~eAj&xYn+ zs3R92L{05X!B6PbN^3NPMUic+@?4p38iuyuWlnmKNkHp9@YQ-Cj!Vg>%}F%A=c|&I zE*kSZ(C5YWUM$}$Dx6FjY!BWc{ek9g?JpfGA>T_sD?VvHskg5CN2it^-1lGJTU1QA z0oFO$DBr&l&sU**k3U)}-;>5*ZQ29d8Z6`rPgR@8oF#RfU~oO&0peKWxGR)f*r&zd*Paa7;{*7I4UeJ?JpeNnTwA5WN-x%+mm zWKD;_oX==u%@*r4IZ{Z0PkL*~%*{Jh)%p`2_s+N7x9<~yao_GE6m|ICphIAh zng!v|(PsP*8>y9I^}VOjTBFT^^$>_@{}-Zxo2banKH$EWVo_|;LfTomKlAN>Z^IL2 z@b-o^y5~XT(fYt&4_HA|+~dYm>jR`4L;k(3QJtv|gR!5MTV25(J`?P$j8JEFZ`i5L zG&x5=d_Pz_t>i-E2PaJ7aCJzw>eI#G+RVRlY0a&pL52%OpsRRXGi1!?#0$LsdDXxumfUX)7ZfUg8-iEw#Ri2an2sL&})tjqkuKo>C}^ zIF6>8He4XMhY$J{gFZ$2Pg(}%OKl`Ull^9k41xtdD~5ph!S90I?IC?~^TJLaH}$>Z z;SeXV5J71lIyon4UM(Nhm}Dzt)yAVX(HTGSj2UK=-+J%>gkq+nMZ;ewKc~Ai!(ovI zqr@3Tu^HNOgOkKGWuF@ys5!ZX&V?M;9uWgQTj`{kOS&(V=qHu#{@ITAuS?AVfyhz&+zfHNn8v1G#QGu)_i2O(s_Dqg| zFu%p4YOJMRkOb#O)qg#$Z0ibz{ToyuyG~J+ExQ3ZhtDBiASZtfyR)PR8$Aq7yI()U z#Q|C#@I|s$nG?4>r|~@pova|6awNMGnakAV1b}=Or8-T!13g-Q)YTq06{k|x<6$rD zYKdP9(P>j!+gj9&xjtDb=ZZ*qG*l=|K|4PcWeFyf@j&1(7^GFGi!*QRcDp54AHP1= zwLa%7^k}sZ`~G`w7#GTy(n5hvdg;WkucKEpBMcuGdi1Yb(N;4T8W*0oKnjiXv@;;< zr4=TN^p59Gp@!p!gMF1)b)O#8_PA(1C|+cbdXvVR24X65@UWNlCWP^0{m6G3D=g)< zt=|4%jawsv!k&RBUAr#^n?SCYezZ)|>N&%%^a(!h`+(QSU&jY_xI6|Mt8s`8xH4al z16eN}@)M^-`88H~9<-KoeOm0^3l$>J`U_WuqQGRsUnuK=l*3l#5XKWc92|DqHB{hr z!V%qtF5#}A2F*M~NUQQT?W5uzFrUXI%~8N~u6zcaWbxgQOicZ~ZxmnL}7u$J(!S>N1gOVgH8 zJa}%MI~N{U5B7!=ebK^|xt4?`c-RcmC-rO|S-7uc;4rMB>9$|h6ShKiS`%tdRK!AS z%K3Q8mu5{K>8x4I$UnNJ^m{fI`AI8t8qT_aSErYv536IKu@c1*!L6r0ELFl|tKuhJ z|6I($ht0`1OyWjQKL!ZMD?&L#jUQ=rNrOzVnuykezjUxRw*>3}vL#AO3zj}|arz#)x*|8(i=$!b`S7s;1{6B{PH zP=Mg5p9l;5d2+cu6#3E;A01dC8~OT~lC|Zp|Hl8T^IJtW=d8e5XAAmnuU$MINt5sS zs-(fRVuNP0@ThNiu~0GKbbBd0xF>3l)bC@69S=-kP$^*dkDn9t&=5{3e^%GdQB zu4}<-%yV_QgOqx}9n}eFa5cel8OXku!U`PH)8?#Zn{n6EdrSVWK525sy=y+W}TRG;_bE4{1b^wPbfkK@&!~X zxV(2eM-w?*@+=Ee-6Z#fI&600*`Rel>Dw3Za@;KaO%fo^+&0CX2L+yv^>y zn|s~xDpRqpYQ^|Hv!F8V41!@l%@^*aF`h?y>ZWRSX|qH1(Ifvia88&8r@uePf`H7E z2vqRc?=L&22ZTM3M;cVn-nw4dKe!#6J|uVfMcgag0X^FEGf0g3AF*t9g2#=tJ3%{o zWNWltIo{8X7Pa9BxU$cS>7Ch7kux2+-rChjljhCxxIDtyUNU!LuSLaq{IlBLHM2j- zdI?nCk3d~*(yGySps<(vo#|jOc*UKFiYp}?9X1NMj+n9`!{r6w@%2*1J@mvPsuGZT~-SyCGA3Shg95L1o zXc_`lIpYvT;GXr&Yp9%;#|5JOI{hf*5eldI*dFf@Jw(HXBIDe85D|G7X# zJ>YvL@x|JZwjitR*W~i$V~YpR$Aj7a0}A`#{Yu(2DTm7-EsrTqJQ&rTegbdF=eG`y z-5Lavkhh|YX|f~dC5`jZt`*^N?a#uG?605Xq^Q#?oL==EgFdUZD0ChNEup(_#Uy^Q zSzEnxy-;6{A!72QasB~ysKT^FUG4J4S<5Kj z0KM8TX!5f^*Xk5a+_Q-fn{Aw8OZGL^;2HD4j38CrY8Ld>ijk`Az1Fv5DBlA~hr=dK z5ea!x6uV(Pelf)J#E7_#2s6m}T8N!#ZQx(~OMULX8 zmm{W!v!F+7gpB{~d_)^%{FGmQ`NeL(y@Tapll@0bR8^?3Cu@3yReg3rl^k;a(sY5s zw-ZolzZIMH0Zaq6NPdEtFKp7QH_-fY_$09nsM1^!U=+-o$U!xE5|U~k-UrLpDcYdquI*SoAV*$EQZ z&!eSs%f#$@8s{^3q|Nv1*vv9`CAaCeH&d}CN((CR@1u1qk22;28t0<|pD;-zRxi(O z%f5X4-6~nwFMn$dN*sHUKathw^MnfSoECKw8wzmV-Y9#wG^3X6MQIxrNF zUJX|Dt=Lkl`!DzJzazKRroBnWcX%(>Go0h7Ge=}NCw$g_3jFa14~ZUcHiUYzxb4!$ zkWU(lO3|*3Ev;|Fll|MNy2tBEq56IR;_=?p-E9gPPw{w3?<&Q&Bx-nE$1o zzFyi5H?jNGXZlaa^AtAQ(e z6Hu$73K3B`;gxz*H13%jd#azHpl+g&L7L&0|%<$NIUnWU%W;_(hf zpDiNc*Csej|4LrId7t`#EoBpA;- zD0hf4s*SZ=*&Yo1Y%#(UN*?co0$GAfDIsCf_ogLp3LTyQ?7-vRL_zb$^hpqg8E{T0s;*r$ize(DOfF#*?PpAcQCE}P z5zGTd1LC|A!O_DRv{7Djc!6PTA=TIE1u(u6S89yGK zzKC)@{%EO`-z#PFEY-WFK*XY7(9XjMMfLz1-=i9n@ZLZ~m%pA< zPy_D!J*Rr3M%{*9Z3ZH@_*wYTF^hP7(ns!#W6Pd*9+b3TOKt~-SESxzK-SlyjSbPW z?Ov4c@yL;OCoJOYCWo!Gw^TUUVo;8QVp`|0?GU$RCYqE7#`b|i3e=>WbeSWmaJg!) zk&GwIbNnerBQHQ@&StcsC$6rT3B6eg;0W5X$%Xo23}Mq*s0TZD(z_tS!gGzE`j7&EqJ@_#X6T z@2N#Tpb2{hX@)|cvwdmX*%P=7Z>ULDb4!aGlyQzBVaB}Ku1b*g(h`k$m7x9nO-pg^ zT^x#X9&8}Wg&(aUnvz%d-;{}10FRa_U=kjgXxBe;jXEIL)efx-@O`EXN;sDxUCEcv zz7$c;2h2y?CWN^;e3M$|&NR8sDnsL1M_TPDhz%HiTPRvFcl)W!+}CBm!4tk`TClqM)dNt@+=ITW z5>Y`sP2{izq-EYhzCB1zbHH~tJYy96mTM$|M}sR-cQR?>>p;qU-1pR=mb56Te%v0t z&W^`;(!86w?1_OIxE5@Qh9@u5J7tv)Zap-oKoL*=2zPxM?^j}F( zoo;r*VUXTTjn%2hdDdBo*9uypUtIfb211?TTf}Ef*;6oziX0&4AU-4Elxfx{ zuFfv2!_TZ+maO;Qv;veOutrJ>^WBdRpfevaqX?(Wo*2Q=NVyx5)3dn`GcSV_g{5dq z&sF7vZ1Dk)d}*D@5fHXM;)Y+t!i&w=ilNr*pf#IzOoM*g-%;p1Pds#iQlO#Xt15 zyDld-w&r!a$6ingVknZd{bug7jxOV~n1o^EUA&b$le=1R=LKvfIhftSitErp^-9u+#2 z`MC3?%`J~b_`k~AYkJ<)%ourU5$+zMW9Ew^A zL-n6ozH#`A%}cEhxYIlmda>F_Fv{2Oj0bIgIcfM`6>B;pNWBd-Ul)zuPWkNKNYmH~ zc!b9%e!r=@7W8N0p;Ks+sMf~LMEr&Sef4-E;v#3=ntYvlw}AJ#TvfuMUmUmZI2 zrXUZPkCr3}*O-eZt^8)cSZ>oTO2xn8n=-hf+Kjp@`>KpTXkv%KCA~RQoY?8uncWe@>dL39OmRAe4gdGVOedNevDoAk5%BU^9psKrtIq)S~UX%!GNPzUXJUYz;M zRhq1cv^@!jj)%^~?=Brpxb=?;A`eF=fpbqD0+N5%^L;~OJ|7Js$U0xrf8gyc&#!pe ztTkxt+Ek?rp_y9`AaY%3?p-Q&@E@1r^YRH>?=5lJ*T3UF-k+R5VrLUDfqyP79~I52jlTh05gNs7Faz!>3#Q;W0=@j;g9#n0aIw7CDOBb5lky zsewAIZ|G*luLC|eLOF*L(k4B#Eq;+0R*~O;R|*w<@nr_daL%zb6^b+m%yfn#NBU}s zV}TxiP1U-Q|5o$0RwrkyIvFr^_1=qr1V|uO^MB7OWby6B;ox@?TpJ@g>&kl{(USW8O?7#C(~2F|5}PQ|x=3aXNbslxbf6iOL_r9`|;rw+im5(T2-qLUq_ij z#&aK_x!Y=GGb(U^u;&xsQ`L5fFkk;M7tfemgpnEzyWG(q_9)DIMTmEBn77{O|4;+Z zpd!3Z2(h-mbVkMGI>ypHBy0$$B*C(nQf$BxAXya}8VdE1}=t$$9OFDESa`TH1 zJnzELOwUv5N16kbpuct?f?{)h2UOA+&nMoTTuDIGZreOA{|+&@^? zNT*$dPAn1bPGT3gh3s0JjhFYoMk$zDRe=**OVrnHUd7o$g+26a1*A7Uz2B=`cd7e~ zo9{m$DQTzeR0v5P5F`}sNmZvqbhr#2VN~I#VYQlnQ#x+`@hwl%j)p^s&UnPcKR#u! zD;4;F^O<}OVI*0vqCa*9~C2hZQdK3qM6lQ? zW?6b`b~e_Ygsrh(v?fBh0=lv^8IkL>^KC~`v4cBb8u?7pmq=sdU;ik2V2W=qX-~1_ z4Hu7u6h&gu$?`n|lr~eL14KTPxV~!a=8lLH232pdf%)q*$r}w9K(XU=6HVXL?HQEs z0qePJ(*Nz4bpK2XRwrKS%=axHD%t?1ozn=ADl#A0K;wJ{kMs(Pq%yI%+^P~sVi)F? zE#f|hKCB!6R%(ydKB1hC5B#N63(`tDvG?AuXnOY$Zw|Mo=f|ZSoecp}$_Ucg>)6ms z84tW#4(avy*n-K^ceu*^S9dO{O*g&)YFb#KLhV}mQM$7seBy+Ky!oHoteZ>mz&X1y zSpB=(Y^YERK#`NS=Ya?1d?0ezgkjjm{bgOz#Z4_(!XIA|ylve|aOJQTRXUf%DsQPr z3q%fa*P9uAV%}olJbcA31zPKxt00ojU{vU|{aE>f@;s0**&NcE7O{?N_QbWy9V%L9 zd{%kovoTQMbRpri4BenPl=*<~nWRZZ-m!^&W#5+LbGP)kmD!<9JSgWF96_fmruO?& z*5hF>Ez?MIEgBmI%cFkB;V4g5OiWpl4)|9cLaVBg!(Sbv!XAhmbTpeVRV2bFuQ|G^ z9xu~krmDTZqye=j8_+e$5Z8+7l!xz!mEirc#RgLnQ3pV3?lf8JkV)32eXlo>!tGt7HI%KwkzzrM}8gd`i0+LJcxM( z)yD})lEc>~nT}z^V3HO@&a1cUKiS=c7iqPDU(&xMflO*n2s(T6;fxjKd*IdbS)`8w zikGKEZ`*)huvL7Y-E9z?13CYJl~9zgf2IJ6d+DPUkXAcXeQs-g$-5js+g#&&*=hm{ z%=gOZv$8qPc?nrBZEFRj3k7jQ$LW6WTD(YejCXG^2nP4d@1pIEMpXs6RZkX^G$gVs z)Z8fjVHZZFK0U}w6mn+)R4CLSNQ4_#phfu}h0Qq;k0b_3ZUwmW(@bJNObP_$ zZL^SCW1&XSDVk@CPFE2AZ1a@F_g%c?Znn4|&EdpaLf@4Qa(?yMg_$(YX9_rk|EoM! z%cdN1#_WDqI_N^=z{;Y(yYTEjfjX%1RpD6DkHJx%4;y!FrWpr zz61$^d(BUlZC&BkQ_9Gs4@wqqJF~d#i5QcS-+R&HYTu#t5UwvltQY?@-DB{uE>0HT7#PO&?x8S#nz^Uza z)Y=x_nKXeW@VNrgIaBA;X1{bRIX(80!50nHRUk-brVXOjJ#KWOtOrsio3xnxm@j?z zW*q9qBsr49G?Jg~ZHJ7Hxgr!D96$XwWjs{r@JY*$NnS91kB^iSlRtk&vt-05$a++Nh==m=XRNWQ@en-R~y3neAFz!gnt=Djz{UoaLV~W}T4!)mC(*4#;;+BRS3W@Q+?=8nU6bPn(m2bf?(#?!sq%(&-0PX3|PVH^05$2j#Y=tiVRG{&L_4KgOP{O1}{iJ!|;!mb= zZyx`^u|Oa55B-ZAAqdGJrFp2CTZX6d^s0x?$(S0Isvv3ZFfN>m(6J7ilMKmL0OOIOKHYokQQ=DQBbos z-66qhwA16$_8dw+3cXndf^*!*T`{AK2VBo$ljf7^JKH9&D;MAlm#woaRBsG{R6ZM! zbXNeMDVsIpuBW8CNQ(={+BU5yT^5LcRTV4S)%2Ev*Cfv&n!?w6ewvi;aqFcShsz{f zCh${~i}a!^@Qf4Y`0&+&Xow)P_Aiv|*{?x43+Y`w7HJGN!eNPTnR*BIWRt5G)u^qT z1*OZSh)lXTblM`y^FY+2(w;CaEu_b|;K&>a?)n7T2q47P7#U>1-`RVM-Hp*uMH<8u zI~wU;7RilkOUsX6Q!0m0KrtG4&YF0LPWKAkARtTu&r4epv^f^PD5;nfVBJ3`2C6TW z5P*DXR(v{59W7~@Lz^3}k>$xgI1Uxh^^Z4cn*g!8UZW!ClD*bvs2`__9MWsq zKR11;@4DZCW&311|I%9fRk#1Q0u3MCTA#`Henoj6NSACTi?BW>pXu_huKyk0kEfgo zUl~&buFTB5kFK6v)RPHc0p{}rq%~Z!j8g1N{%OY}hh4W~-&aK_U%o)%q@{nZx1w=A zlR>&EjJ>|+&HOew7H@NnN&Qy%z}O9h<=FDa%kEAC&gZj9@4D@((+}A)y$>&tcHzSxb+pz+(VH`pzzi2sL-*=RyhS( zPYpXsv(h}WpKtZ)#ydmB2RZHwm$-s*+Uw8_;TPk-8dBB+S%-rrLSer0FaC-KuHzX?*e<0KMB@l=72) zoliGv<`d`N+ZZb~-sBhKsKV{aPJ=}y5TkMLQN*gd5-XG2!+kFed^YLp584~jmnP)@ zD|q5!I7droj_HuqL(Z|Zrj+I+*eO8mNfr_kdA+&Zk&1iVcuGiww9cfyhRgfx2MxH+ zq>gcXfBKC~s6k0azwMdJ{X3}U3V5{wRnoUqbynWUkNiV|feMOMmo%aluZ1AwfAQ}f zPh)f`>v7*x_%~^p#xc(Or#vc`6JC1bU86a)2MQcBghtJ};I)Pd9KiJ~Ch2+M80QrR z;;!;wOenB*eCsBIcyQD#LPM)ROp@VSi!j_7^Ll-mnx=6gG|uZlFAmN4?bZ0@6=b zBGJBJ%c#U%pL_0=@3LZ$irIc$C~B{qA3(iX!1Wwe(z^qa!`@-cD09FdpoXICW`4PuGzwNT)BmQokD+YJ7Eucza zLKs@`H2Y1qD+Yv)fJ++5%nF?FsNzQpj%2%~vI<@T~UUWHGKzJojQVnknGJ#snS-Uf$B`t-NoEq(XghL_pc=0lC=*G>DoKt$&k zGH(kUlEqH9Ehu3B1aN2E;R0|2p$8O|H~tx z=+85M=u^c4ly(@TsS0BPE`IFDloNbAbZny42t}x~%|s)JU3x9nG|uM}Cr5dRIgec0 zn(_a357#Nwt_b{Zo6yG6aPfd;l=JaQjoMfueU5a@rP}YTwQ~ExHy34`-~K1$dm;L5 zm4jyPfsChqThh`?+Jz+?pQvUGjZ!Qv^)hXK2K`sBP>CP&=O=Z_c)YQdmiVL<#~OuZ zS7X26LV=!Px9|5KJ`N#im(b=wetGD5syzXoESpDK$wH#*U{K!?ga`c;-El2-20^nI zm;LYC+1n7H)0rN)gL<@h)Kh>C>4TWDS(97#J^Ivw{k1EOq9ahD;P~O@S)pjlR!=%8 zP#_?TfEP#gZtksa$BWDs%WIzkHNagfHI#9p^b><2-%B$NkMwD`Jgc}0>wn~qu766} z&^$U2TsrYUN*u$!Fioge3q(E-)oEnM4`N&Oz;7Mz@z8lccJOgV4D@cx(e$Cg%R7X! z9*=u!`at^G{$z~{G&q1?=t^eihtfkWuCcs(4P)3oLJTbLV+o$Oc*jq^$F#AJnAVRlk|-%o1|%<^v3pJ zZLL=C;|{kub0E()`%^c5LRBY`FTqF4GnAy~hoqDD}~0IxLODBfgyaG}fZo zQVxbqdMkG93Iw6RD0ECx{rZH*RF#JNUOMkYDk5aRDoJyK#jEQpac)4cn5{S1{k zRMH{MqSjZMb}_Ch1uxRJE2x}v2?Eh53q&tET3;ulQRBX+=tZOzyLRa)UYCT(wS_0_ zUB-7WggD?M-G!p`GJ)*47;e0j$xD1Wb=Q;UMF~60@S&UG!ZmBBuYqRGV#Ln5HuctS z>e1pqt<-qp8#BC>x7g-Yi=#;5*6^JqD$q@kR}kI$NyCgOy;{P}2E{LTAdK zl~bs|2SSI*ApLA(I%{O1}WqhOyq!tZCS!a~-*jZF#2n0TxMVg`@?mqam zzpMy{bMzyf^%pQ!g69l3q3`z8*yr0Q`|%%3TI#Ubq^DL}IexD@Yw+f({JZh6uWLLU`!L&+IN9ulEmLs#y=-_SR}O z)So|zM{t5xGbK}bsp@^pdSkg1AJPUixWt-)W z4ov>^YV^W9s7Pa=GGTV;m9LQT(lUX;ARX`vqc_;u{lp!wQEBePJq;mItI(F1!q5zv z@xV{TXOTt$b&O*=ZMHV!)}KwjYH&3es&eX2AXUtF+do3CmnM1^X%JBL#gXk5PF;~0 zH)M|Kd4<9_Xu$7)PU$7@NCwqZrJpQ|^pz8jlCY!mpZ4IN?BMj6mcubn&}Z5UMa$Ey zIFRS1FP2T(^NmGU7PvG29Za=HYkJ<)%ourU*q_S_68biN@W+wN;w z1F6OY4;^W;=aO#7^#}$6P$;xNi|uf1d&J7@yojOuz^IYbf6X=JSx2Emj*W|4*gxaIWhet@TiiwgwGqFSc4%P`2ZbR+{dKSI1_G*}aPb zny`jYYvk&#olRSzj57k&_5!7+vcC$58$OHluuywce8rUbcD%yW>-T!>@g2PFGc!~u zGTHiuZdC@IN+6tb{GPjBH}U<6=N#+E%znLWQ2e9~ZRizeo*hh+G6e$ScV9JFKQ#aT z(t_1F771xbmb1Yz`FbQ~d&%MWa2gDaN19cno!?P8rX@HSD|D(Wimtz&`>)vN|3*Vp z&Y;*&F;IXWu5?b$B^^6_i@4W1Yx?l4;`0dW8^(@5vTW7OdffG|?A*ih z6rr3MjcBCbR|Uv~6o8z`;S-0VLOymCHdW(EXRU_bwAqCqeR?Jm>&n>QG==g#U_MJg zy3mQ8m>J)-3#i9 z8VD^kv(fcVlVwjUDd*#nBc(<0Nvot4d&Z13h?855ytXfG{DB(iuZly=Z(lXf<5Zo1 zSNGDeCp~pATbENL?3C*Z?VZGL0{=haC*f$9++x*|e9HAe+_N~ODQSLtKhCW%!FL|C z`ad@|UfvFUR-vdXe?0hCUmENAJkqp#)z+XG&$L$js|`!K%3>Kn5b~5OLXlET>MAO7 zAm5{P8L~MiHqboTyQLd1bF}9Csds=056ROIkU8efyNOhl2H20lG{R+?-w)#>-}m+7 z-<4o$TFdeqV1eI?u)r}(vt$erJnK->lB7Av9`SDVh37ut6ovUwxwRcDKu}>V+D!fQ zd((U>^l|H@jX94?ct$Q!f7HL}svN!Lp`}xj!bT`(TB5PldoR|Lt#;*2mFiIxjP=UZ^fVNcMFS(!my!d?V={y4V~EhY+`fuum8EowG)xL zvTX+4pj;1R9KL|`NvjlQQuv(8P7IDp?#-{NZb*Q9?~n5Rw2EJ7dlNos32pEGdAy)` zc)nMhxT11g)jH^}U4xWQ#BND4iUQz!0r5vWY^hs&a-`g`3cU*>nYXV%6|yZtbJo|V zmeIsLk92e5XT7igPNiJjd+iAfdg=l$rVg_}1nT}M>B@NMS(YePQehtNr%D?^-Yb*)_?{Fa9$)b9;#RXnGa3 zK9K9Bd^B{Mh-`JA^>KZ9`gOUB1FM|`RZ)@9U-b!r_nWVe(xzMwWqZ_Gk+ojJny2!p zHUszl@*`UBSH^>*lNI-cqC0Mv`IPSg^LYY3;nu`M?dja082o&s;&TUglgS-WW7v(R zwSiyVU(-0BCm_wJv(Zya+36^^aT2~Ia&o{oFyCvVrH%B9s~D8|K+X}6MllTJk(iXlQ={5$YXmdOLWx<8%uzIz9!05ZN9i7n;SoV-IB52YL~gK%GH*6(xV z>1Iro(NwW>K|ysFxK{fN)yKB!8_Fo_@wk!JXz1oE*>s7LfFVVhOfqh1^YH2Lz#++q~;SB*lQ ziMgvc-IL`Bh}V~2Eg~vB0ra>Lpgx|LIFge%T^R$a-mU&m(;t$IMit!|h88 z4x=d!cbFFD28uxJJ17(_Opeopte1j0dSr0s0Ch=nldAl5(asp1^p>vnH=|!>gG>9KE#2ZmD#}8rBWPEgOfN*OSQt~s( zv%?t^{kc)A}wg^ow>z3-tf@ng-W&C93e>=+Ay_n#4trct2V z35C6M^1vf~V?*4|wtZFo1`qqckJQX!DuH1?9nGv}HcT*rtf%JWq$P{;9@)EeM_rNA z^DO!;I>b={`fJCb`hJPwXBi3zwssExZ0Icr^p|AEw>8y2> z@1d`jwC>5`D1-MM%lk1f%JcNs=Z02FP~gl&Yt1!}!$(uD2OcfDg+_Sfrf*Yf*8Pcv z7ipJ`iVyMKCPGEpVZ;y7F)ntXF<(IZT5z7~kMw{sH!87(8PDEIy-8UhwMYwzSa3!g z%XSR$(2;^s3>M)^!K}o@;HGOAo-yyVWPaP81n!hSK-RbS=*lEX0qdEhb;i6C-kG}h z$z5vJn0~-!#tV?%@({HrJ68++sAmgAK9fgUGG}qK`*Yn?xzz!!=ttj@_z=b7C6dK_ z6=OYzvL5$6C5uUVBRsbQQph9e8 zdDgn%Lj2V->-{FVf!8nhBm8@;<&Qub>ltj)3~K%QI)i7vatXhnL-#TF3=}vsoP;9( z9Z%;{)&qgVCC!U!Y<=ecG#y`i@T_)s)PK_p4SrlvbFxgL*-n%0*-X+!T11Gc(+(ld zu<(pl>N{A9(c8gcu#mUSZw~f$Dl=y&baD^*CeaBk&uAPb3|vX@fi;;NJ=N3Y%XCCS<)BP zaDTiUrZ6@*QK|I_G&}hXP0GExb8k_;$0JAD8FERV<0|fL+3za9VCZAdHOV>%?nkae zEQN!CuCu9}14Ry-G@j#as#ex@QjU7>sJU^vSOO&-2lQ$^4u(CTtjB#XeYI%xL$)#G zC&ovAO{&6}MV?z-in6(pknt`Lg(8W;?H^R&0Iuf?NFQkNYmYH6nd^xoA{h;Bp9M;T zp+|c;P$(KXDrzQ;`CL`f8z(8kTy{&v2i*L_ewmhiEmNTOWD6oH^z1b~O@$8NeI}Dl zn5dv%RO-|l+<|wtF#|THmfeP8M+vQ3`CZy$K<9ko3!eO-i4T{%;gE>pu6u%GZJcT zt&sJ~4&%SkI3F!;5O)6J_)@z~X+Lo^F!^ir3O6QLsqxUfJYkt(5#@Y5@Tqw@ab42< zId0C`Rrq&%U14hL(&bQ*+=BG8wg2>qhK!eDB3#nEG)c|O_sy$u0=uGD+uFA7x6rHA zLmT~^55sJ!z`;E)O*sNS;VLt4&e)^X2dnXPUo>*LQIirV61V`(A67rQ7el!oc(iE# zKzMqxOUY!X;Hw<1?wZNq1B*d0Z6HFC!%nQ>(O55FkiIFVs?wOBv7iMbcWJ%**zrBL z97;J#sKkGC*J3)kQ6C~AuR;m)#m5J9B{JF-BRqf@ zrd+Vu|DXi({ppXNq71)ZhpcZ5L$tt4W0ProFCdSJEVO*MvZxljxa*mnUYU5d3c>>4 z9T1A%X@I&-X^zhm$0LU-kV(^v_^l}-&)y%n^GEd$h}qBsF6!B%-s(bv2HnMArhqga zC7!r zO1=++LjT`Nhs9C{FQ>{X9l}7Y-}1n@rEO*S(3AT`uQt>j`fNv`(bcD4TU2NgK8yJN zz_5S@cbjW9_`4l3+~UPtAyj1UK*OJLL20Sf>IwdAr4=%d^st{_GP|LzM-GmsYsYv-FjrnW= zX*4jUD)1RwQ%=5rn^%LYb}m@s&p^1s+XX6_H0JY(_g5ZkKZXc9s&ODZDorBH>;cUW zM)UqV`&#LQP?*F!^I;DB*8zeiEbk~@SbQ<vU_OgaTD2=SB`8_4tOa|uo;M!{tDEnK zh>f>VlaeyX#Em9p^7stGH2f5`n3m;weR!Qbd6q(vvmUtnGZ}&STv0nHg(97NvY3Q1 zDKqsR@0y1Vc&+1mqO8wy7|6@i^c0FNzn;gYaXylcB8)8LZ5K!E?(4(BOuHU#f1k|= zs7(HJSSZ?meB=Ts>qwzk;x|tui(DMrLTmANn`-X7X$^RM_fIr4SL)20MEM?1nbgdj zG^oQ*EIwcEn}WOk(3C?7{R~jg;w*Cg#Z~FD*&A*><$BT!96A-QOItg$@K@_Th?P5I zB{(xrKrr~=?!y6)@1;dPhxE3jwsz2mxK0WFYUA?fi+pE-uh!+LP;@T;fsE0M`(7%L zNqjl}r~B);XNMYa-%sxBv{wlPi_C?H3;x8E!GInurNU17W{Ahg)XeHDE*LFyb-iZS z#o?fs$Sw3+Iad9$g)$!aYte5-INyuswHT=_D#8ES!AdRJllJ|x=6^58-$Ia-q|vB} zvK|i{DXhQ~5bh0A1m^pHNUA&kuKc^XA4Nn^6EGX_C6{t z3&vn%jl<;$n@qqm=R^oPx)J-7ZuG`ya|k!KW0r4^z0`~^&nW&-a-IEZB{X{bjE-)s zaNWy*kXUJniB5))C6(%j&pO=wUhdFO*CVyZJ$sLW$Ff;y-alc-fOML7%VLn8pftK9 zsP0abQv&a5T9Yl>0Xg3XSsz!Jy_6>MSxnMv!g)QfEu*WN@b+Zn^!6C$PEc6k7<#xm zmTTy)<*)_B#lT-lviiCzar3wI=k(_GfT#lV92$LAjq9L^9R_i(h@|khvhHd*;k4~@ zzom_u1^u_K2nE0VE&dHn?C^>675q${sxr3(2FPhL1u!)}ysfeyPxW^g86<%-TrsN)1fO1YX3Y}wP7hj{X z9yPawpY7tZ&?aLeoZ_VwD^B=uZ!R>o9gJpIqCf6Fp|Kv#t_WNIGxF=!14nA{_Hc6Q z*xUXp5J4@%63tIsH^@Xe@VJ+5y>Uq|Oy>1ixZE8oCqBk;nbqNZ27+{^piSHJjHUt9 zqXjZ1gLsuJ-tw*|x3m^-u!cv~bR0GUKPv-twS2$p6dAC9`(8RXYJ<5QG+{r!D=FyoV# zws#2E9E70Ed8o|kQ(Y=Mya7B~7MD-BwUun0oPD#c56hQ|3%YacJ>5Z6qzV-ZSBLsn zLcXUEeA3)HGljNl=Y_4f?*sUo&M*fj>Kcny6(u$=_#XGq>&*>IHVY3;P3Oy?pPM~bZ z!$w*va7oj7ZThR`e13(O3a5ikZ$9~S81&g{A}+PIvRN@@JdkkEWj(@eZEV1ss$~(S znCm^~ZTmFjkr&jREJi#FLH;sOdW@>lNF(6-&yDw{9SX)Ph1R9Bl|#;f+cWo2r7*HJ zo~}gZ@JWNPd4_DmyoMIMubpUb6fW!qg@ByU7Qy4EQ|3eIlG-954d=ve+41bbO*xu~ zmSylP<=O$zInMxRq3D*2svGsw;u%L;Ba>Er8?(INMbo!TJaYOhC!8H-3jeeE2*3Zh zS$!t8vIjg{wt)10xrhHhceq9P4uRsP(uBDtzXLma0}&Wie(rBsiHRpnDHz2eeuZH6 zzUOr>3vdwjl96YIFcSP{LlF&p>BTjsRK~=um;STp?g`nEZHQB$^_&Sfq>!Adc5GM!C7v?Jn8dDXXnbLcg^uy|DZRZ3<00SgM~kW}A_mHa z4}kC4s-*84W<_?-juusR{$D<~8SM4AO`7>hYY<>G;IhApMxM8qJuj=Wmw7MNgi^jvA8y>G)as*s1w+a%9 zGMmz6-xXj!x_?X}4}*k^>IFKID>l=tztm*yNU=}W5o z1FlMkUzXs`58a-)+wL34q#kk#DZ~b3T!5^nHv37l6k?sLtG~u(;y9Yw#*)Ar{ez*5 z*^UNRRZ}J`q@FDhI%w69Foc}d^5n_U5BM2dEp5Fm#S1i`cl!_xn=QZmJqYr>G-Gl} z*J*xjb=5IGkwG&T@3U4a8@9A8eOJmZ+Y0Rx4)kR}H2aVmx zw&f{>IxTlJ(v5k^n`si?U>8Ea3t8`xJu zO~6v&H#F{ zNegBA*)}*y)NAlUEl(8d-un||!$u)cC(kykg-V*hyJe8xy5b9OJ=>N4t`du#quT@Q zm;MUzsCyldde>DKcM1Xrj2Do0z4*?ASw)ro7(?fD;F&e{%d{{5?=g8j!gF5R|LRMH zJ#M=c&*73z_a27v6)PK_;bF5+w!nh;gFWI(4TGLlkie* z^0WT9f6U_!aM{on^@a*O&yiHr1Lkv?0>U{bB+khGp!FL(-?vPRGs?XS6*_*1+x6^Y z-Y^Qv1VV>N8b?mq>Z-o`RX83x`m?^}x@9(@*Pv%O$5CgF$Z$^htp5;1zM&=I3tvoR znhJpP(eeXfRAg75P0zH_I^6#G0oxFD{CGwzjSSk9;0~Fu&tFI4`e4s7Q`|;%>_M zc<56|Ea|l${+4-9^3>{ZD6_xLVD7>y$oGHzD-mmZEQ2y02z<1xN4Q89>(;!#J{I55 z);fIRS#r(>2v*3sgbu34?@y$$o~25$jox?EW6@_muHK*z?(>`;*42lUK&yDaWk$ys39#^2F=V?B^*ekUMw{(Nx03 zT~AFtIfUP=_Jx9|UelZwOl{Bp`|QUz3_*g9%0qN{efS|wI^Xk2&)tf>-#-Z4(}F!( zt@5XSL)U0P33DbAav2gmN0u;g-%C+sE{E_1g%o8$^=v^09ykRdRtnpEp|0Ep@htXO z{*VdbdivdGdP6HdsXAxHvW!sqo1htUf-7%fJ%oakqpg& z3rpYAn9t*ohQR$kxriH%IpNcj8G`4rC25wB_b;K&_NL+;4rM+b_|ndnL;7k!3o-LclBs@IH z+a9+@ySEANP13GTET~KbA#h#9X)LWP0~a4CP9tf3(vVS0^V&+}v;xx zvB}|P3kq@mz1CBM=IA@WZGIfBS$|VAFj~`C{XcNXr++^ykv1KkAYicw`#$f>;dCWK z{0^_8u94!&eO6GiUxn@(x`h8DTapA^&t#H*v#~k(j;xlC_?vxOIq&rr6DaDl5u6Zm zL){EY_EI>3M|xFE99Wp}Hb}0(G;gxIknjqsjyEG-*Q>ua-lU8NT+b4a7Tc4AY@eH( zAqPY$86L|!GZ(UcB+}&F@7$0WSoA)=nGZHrgAkT; zuq@*hjq?S>Wkh0~7#qS2d-2}H_srVCUL2@S*nvnE+rv_16GO=P#1+#*ddxDFqU8er z?F0W;?p7cQI0cPs)g7Jo(KsKCYY8{yS|uddbgrhp=`$x za6Vg=bb*|e=lc5}61na~YvtMiy)JNGD?otAG2tdh>fz#*0yXI;OtKK~YqA;M{}q3> ziELv*w`3l~E*gV;zvh5wC1pI|dlqpC7qNbS#QQyR9Q+y=jYUc`z|HI|Bo5nMbaNsV z_;_<71w>e?gyY_C`lMy9!IJ#{%jEU^u*oN2-+c(g+>U&|G3L}ZTHlktMyhJ<{;cuC zRXlXQAA00!^kgnXCPO*10u{;c zhFCp>d{52XNb8{Jj8fY#sZPNo=atvIyM`*zdhk5dUH#Gao$k7xfVjlu7#FeW+hgA= zF@j4^!0aCV0`S1wb!7hh#Fj$J_fXOyPhzioBH8HHhd1WeTS}NwXQ4`Gy%{Q!y<-2M ztjAxibX$+ZB>ZZ}^avm9D>#cM{Iax5`}Ti&Ed#x8&$5&gf>4dJl8CtxSv%U-*gF32TQ&`7dpQUadCj3SZQj-==&I1U{2ABTZl6lJ>%Vsob30D57}v zaW$x~dWqIHERR?%gRGbKRcz9(_j7prEvHOQ()Jjyh|!w>KHIry!_zS5pT8jMrGZ0y zT`9Kt$*vCn$9UKu>gq};+W~3>enu7Mmk+0Gsm}^XI(!C;@brNn>ufv8Fd0uemP`Eo zv+qM=t8w=biTBPiS%nE$&*PHbbkje4ILQ2M81DRNVzW&M@3LR=t zPP#4J6}V+_XGPinqwT7{s@$IUz1J?V(Q7w~$mx(H+-qDg4;CS10*VNNblIpVq8KO& zCZGrg(gKPB7N|&vfFLQ|`Q3ik`<`__``lUQr~Mzynl*d&Gc(UTgZtiKLwTC}5^!T? zAd(1dinuCq)s6$?m!6xG;_g5RzYG;8PTEy+wC{nyXA4Lx3hP=exqG6i2oIfSXVuGVMMI!n zF%FtrJyRGVd(Dva=0o;$r<)ebq*A_1ewB{{czF6gn%ExDiz<|nGg%Bi;hf3%xY?y? zo)nL_Dne-UEFCIOenY?QwsCtHwDmYvpnh8x>7#&x4BxRP{!$c?cWV3fJUP&-?T=;; zS|-IsGU6Udy%Cu9VI1n(sr(&nVc@bD11&xbOm|YHBL_%2EaDt$#lejH?QiPwHNy{k)jY?_L7}6A z+L*7>(gJDU1J?6d#1HT~?O)eW*n=p=!4N?m-`{VR$Z$TNPr4`K8^Jk! z@?jVLU#)$3spb7*=)Zb^#EYJAUOu6nj|V=56<8d?^V;lYw88a49#uHxLi0&*& zy!|B#FKjQwAGKSz%>mTDcS27#JaBj@9rd{9=_gA%<3u+da^6;c6E{CoZ_qsLYamRU zgCO#x=o^EeghRQW_+2;6Xp3n72&vhLlFIH`kB34yCj&LXjjEsShK#40;6lPqi>7tzB7VyD}Ep>L_aLT+F;b2|(8ujl#m>s)A8xMR`JidT1O7PV) zeEaA`0|qd?`WuC)yIg}NsF8*M$g0>z{ICL|LML5-O_1>w#sddJAQN5QuBQikO zMny~+)wq^(1pw59d4H0d`B1P;1$ zLRiLPWP@SrGK;r(Rcqs)k~rT8)Gac+jIO#Bw#&Ne#$oXZFW0ua7p&iCnVgOlx5&vE|cijs*@B!}&1*FH#iaRPYtG6^`vvQ5J&bU3Vt09E;9qsdJ zgB-wmCWEw^v%~8)qc6Q}c<7JlzP!(3rz41S79vJt!TY~X$%uV)Ac`{H+L9X{goxq>!dva;xfoIDSl2%h-41f0OnQ|wN6{4RXUg8NJen>;>wL2Fi z%j(~A_@wXrI0$EWo1SmSA1(h%c)-ft5JdLbgQgEj@u2=a)k9{IuE;g72^!Y7dg7(k zoq%4qj@EI|tX~yXwM*SIGw8^{A1ysC=MokaZdVwsR6MmF3;X1;WtH}A7olE`6Z)-+ zwh9(N8HcJ1g`_1=vLF4mJj^_---PDGM9+>U z3?i3o^xFG15)`VNi?-sOs&%f>IR^+G0gv>SWOnGI$NT)#aPx;w3opOe1v!5nDh@|( zoAi*j9#}IZeXT`zeA^F|ASr;^5p-Dlk|XqJ#~_Gy?x1QQWIKf~NuQ)M3-H9A3sQdDzaq4Ew|{Ps@nYF*4&j!9!@TL?#=cS{WWTKM3F>3O7i))>Hu9?%*h0Rimo`XORVPk_ zk9Kvb#eb^4m=V@(;HK3)bmHgl?y}Fc@ld*9k*0Mq+T%8^zmEG}u5H{n_b>gSv4dbg zVs+_%v7sXe4|}SShUUy<+3SK?xkCMybvUxmix9hAs|WXj2ckQScZZhDqkWHCPt6^W zo-JAH7593Y71-dTLb*JfNf!OWpqp+3kldA)g_A64Mn0RgjC1>>^}W-#G~vE~W^4b> zzY4N`Kibf%pZrjk60(p*`dGHF>*wsl>>}*ZdZ~_3EmS@Q&U{o6#t~m?QKBOUc(oiJ zhj9D*ME?BD`FeOSB>DO)J-dGlp@KXXO*&`ap8^hj=wTt3@XpEBH6nf83plAOnd?6* zYR5*X38;hi#KLWi`avm2vL{B^`0S3lw%D^$#GGqGJA;*Y;5z(ARMGNwK9StG$5RgF zdM1-FwZ&o1&Ytobsg0RMZy0?hdEh0+Xis$8%J9_$+V?=%Gl|my6?ebOd(tSy|88jt z*=N=R=6e-1_8DwDLP7w?olpH%OeW#cL-Znd^O6uHvHaL4QRA%pkFz#m?0h7!QOt`T z|4JQfziObuBzQ^epE7cefJa(`+A8iwWo{2%k$W{O?yjwR2<4m^=xT7)g(ProgZgWQ zqyyi~wQI-WYbAIW?ebHVHM^N$zGoxfH$|oFn-DfKV33ap4cQrh9<`!C~4u7^(&g7Dw zJ48q9c#{#GfY(;<@)J1+4lR$#9U60FsAKL>$CiJ|)NMdDt&ZBklXT$Vw$qn)S%jH6 zzUO#d#!m6{%EIF-QsPA zyJ+%M z*_4v5of0zWUr9#?>0Q-53|dLY4sJdLk(s2qISi|>n^!qBVxN_U$@}y6rxT&issU~D z?|ijf(h$Lor&|gP!Wr|E^_IrV4=eFktJFEhXb%VKq%Arq68n`G2h(wn8&9PiHfiR1 zwDxz~j*_={*dMjO#u*$7vO`Xu7Ky*=$Q`7^9>_UNF6lcVW)8EitCqE;W1ahqj%%#?{a;hho(5r<;%`r$u5~tShFyzqDaysMPIKmvk3X|PA}~@jz(Z-#;j^k=s{n@t-J1P+ry`oa%GPfvT^)nB(do%LsEXw5Jk zxNM*&TVr2L`Q^2GP_iF|K-xl&ic_@pxa%p9Mtu4((jh-0C0a^CB;*rUp-Krt_tV`) zVur!XK~S=%3R@O~aL`v=`OzEPE+xUyqp{pTr4StaD4>k9+3WNn+Vw!-poBvhAZr>a znCkI*@M-hah%JZhRzoBU2h`3nbNHth@;%kgVUbQax@k_0Io$(ry{@Ax1PgQ*fxgdi z6^Z*#GL~E&0K#6tBizr49=*Q(`8!+~Q|{&30jvdH(3>4_5jCSqZuX~L4+IXIN4lZY z{%CfhSGCkq@EB*iflC~~$w?2Il^ebfT1A_W`<{v%9%&A*rqg@d^$ERL*vpwT$*Ux! z!b3Ntd_VS$I!DHY$|OwyAd zff>6k>O%((k4Gn&>{|2;Jf>%hc%=R1UvH(Y2Y95UWe9xB_4fDHmjz)89GP#vYO6R6 zhuR^Ph@Dec{zBHt1df0-4YvJ4&;HmF|8mUy-bZhi#Kw(*PA1$!x<4;0HL_^m(k2&po+db?{G zzEqZ?rQNb@>Pz(o`)KlrBI4bgU?=0Z67Wbvgv?`*W?3lua{lg}*o1e#;~Q3|_P{qVH4(u7{m44Wg&e?qHlH*nuwvne zvzFYso< zQiPEGm!6bdV#KYd5wegl7dFL5wJbvy&-WS`FPNTT$8u6d&+OxUdLh1!h6Amdvn2Q zXF6)61q>HeK(42!oum~+eCx~iIv9V!U4LI)J+M&+Vu<9SlL=0HKRC-Uo=5ttGKqcrWzm;%P*O*SBCj0 z;}C9s7ll3>SO2^hXVisE+a+FT2gZ&L5{$Zie4?zO4~xemOwAF@D_#G@SV|}DsqtsW zyk-a{Oh?Xln&om+M&$EYr19n8_>_|G`^&Hvte5upk1pIcs485A=#0WAp8^rNZTK@zk6@ei^H7al_qE7wIOmy8d@pOvvTIqkptvRbnbz0 z=xkLmcxG=|fLp)KbEmp-HQ3ClJ%coys}8!$a6VH&ngRaFSNTrHpEwmW`OL_?(G7n< zFf9~uTevFcQe`-w&n11~CwoC~es*^yo^&*n#)VDk1@ZlA6g%3nqrb^8pUot#xTNXp zu-|g=cO2}b{uIlnnu2L(FG6bDxI092?BGe0stg4J!X)I8wGLk@Yw=c^N9Rlb(v4~m z*5RZ7YI)+CINEsN-SSwZOGCv+6;7cgxb+&9mG28jpM$JFatqb9DF*H`B8Mj=eQQI} zV2;s`XelX(+D}3H`)a{9X7etQIO*c>F|_$O#;2RGgu9s0cD>q}wsrV#JJxi+p=mvc z(>9@o2*32&SUPfmuqUoGx zPB~j6+%q-_r1E{zf!j)f?;(&GjR?r$Z?x2Chrw`H(i=Owbm&qooCJC~%IH|GB6gRDm!@ z+~nN z)7mgnQF45&!ra0b2;iuq7UrteGm2>I@lTd+VUoU45&gDd&+d&M@v6$H{OQ{GJm}4i zL_1bX<;9>z8nq$DW)W_qDY`o*=s6eS#(xyOJ-iVtXs;kt&z*G)RN$phy^u#(y1A&- z|A$s;7oKm9a-ENC>JNQVI%uDH^URTwvod(tP;){KkFZ*iZpYtke2pyJ^J%d}YJ6b}W=}_M!p#gKJHlGMtZEfP@1-+Wy6Tn@%akq7PY13Zm@B zK#MXb15pof#gu9p&KEF(=#J=B4=9)Gv=ei&(0 z$?S78oWBP)yJFxvZza7CBYS9|#G-191ZP+f8}7~RhEa@|cAv%pt{ z4k{52`ieDU{5M%k-Ll%;CZDScRkO{ASt0K@O|sF6M-9~k;gPPy6-O7mcv|!#9b3aT zoa|+o=?+EBCbXBAncp{_PL{aw6tHJA2p8kJh0WGm!fTo^<8yU-zKJ*YhfZ1XQ17pC zdA=qc^SJdi8A?bP*=v0*&db_{ucLbSByM>5$400k3`E%`VdsJz$n~^v1?eRjt0yiU zEUO;;lijc}e!NQ#sMF6x6=BfyL0=%((-k4l{fbaL{wPOO~uaMMZ2nKS?bmqSrS z*#BCWj||tdNmF0F`#N}8Q%f>AV*QAcgd)&hg?rZJ(EQ^Sy~Mj-l_D# z4;*W3JGid>r!Exr3TQZ!=Qg<#aDqn*Opv%XkD)>F8c%O@Q5ilXMgl1*i}^*v{m_r;eu19sUQI;<8G*wiy&vPddvXiQ`30UXeJ;6L z+vtLQZ(DR0d)xiWOvrl5^=#5z`)I@U;f)2!_+RyPZ}Y@&yo2W^mBi`G7btfw9= zlS#OuEpmC<7aA^gM#=nw=u%+=_*Lyd^X17_8-LK&1CN%=Aq{f`U9XxOqqz8rjG|8K z6=#@9GRzmSNLS>#Y9W1PF;eDV`?%mrkHb7DWsX8Dv^~y0FUT+->7o(- zYXv`ZJ4!D})#R%q_?<2dVCz`#*Lmp#{@+l}q&{0F>Ho@iYj5qXds4F5ZF*PN&dr9Z zlVDVx9I`9$gN&!D6Ao$4cTvou_9v-TSZO7f(cYXrt{D2QI`5(@17oseot5DWNz?7M zeB*XCF^}M*!p_uCRi`gwA$))CSMS(&{w+H0@z0j-C~ycfp#&X9JzBqY;YguxW>2L0 z53mbp;3pFQ;nnO)ljxwFNn9jK*U6^o?L&9}DT+HSl}ZOMDE+WCW$XSQMGof|zJK2c z>JOM9()Y7@OD5Ca2kd9^N%!uvM@OHtJeh^N|6`s>XkV>7B)nmZ)@jGSJl{r}j|UHx zbp)gZ4YyuR>`i(Vi^B!pN{f4iUqRUr?F;CLTg17?wDo}V*&NbKR_#4|G(ILe;~#Ez zniXeD({SkJb{!UpM-aQad%1Yw>^^A7AC0&z z_QgT6Kr)Xs*3ooRx&Q1_6NWRr#`PVx;|+vB@>ld~zv+5P7z%*v*~A5Sqo2N58F&Xr z$zFU<->dIqp_G}6NKuEf6MbdGy?{x&BlXGgS@Zppk2qAwOe`GV+B*ZP4!@v`ui~{j zS%K52D2M!xge%Y9O99gRts+!C9?ee4|wr|DUK1a-4%oJM*xa_Y?2Mjnp;mn=4=>H%ckHOSUjSvD7F65X zdabLHVLcmd)smHre{^|u)5R)ByZ@Dp-_e!X)5I}_ga}@sk@?8EPg`m0@xZ4><^s~Z zx{BynP!W1Qr@L^_bA1 z16VKMk|s%Ir?rJO-jq_s^th1P+#L>rg?O~nJhX6Eiwq*QP(b=}s+OW=_l#=1A($LH z?PFvJM5MMs`<xNaNbk1nN5q@6Kn@)4cc1?8YVbrC&_hrl= zkXRJqmX096ufZj$4}Y|OxHm?r?{agy;T;m{ts3kd6zZ)b|F4zoiNBK0+7UrAUM)vJ zx(!}*_8XJGtO9es*MyI}DQky7#bJN6b~5l@j-(q1yjmWcbUW~o`wwmguM@ZaqryXb z&o@w0=N9Ux@lTDFT;l?)XE8|AMe57zU45*iHsW_jvNwiULgm#8#HHSUyhw8V5`VSy zb}ebmA3@olS#{6)uypUGtomJHvIy*DcA)C&ccb}-=(xwNr+^NZOL#-IqG5F6wk1+B zY2E(f0Ruyz&#DY<5HMPg9iu-h+<2OeO#0YybbV)n_TS&|(on6XYu#WKkm~XpZ4mhG z{|YW|P(&Reo3IRTcB%RL?j?0t;K*5e4fytI0p$9zXyCs*v0RmQJ@97v{GYKk^}l))e~)%&zz<%!+a)_OBmo+B*yKk^D7t2k9`s~&bt3NYZJ!KM*^Fp zq5cP6waY^dsTu_E1?_K(fdPv|jtUianfmJ{~&M;E+i=XFAL(QP@-3g;Bu=@!uC~ta=U6jC`C# z;=rT^TiSSh+D{d>#5*Ec2@_iuNqx0{9n*>%v=*{`^Lde2%XFwLaX^-kbleOUJp2Cq zoeEC0aQQhd_fq2^s45RZAkBVIon$2*2zwUsdjru|LK7ab%5aEzKVnLl-9*UwV#LdA zoNDxy4jjOG0gE)wiMFh<^;=znTfa-=PoBwJ2q2rF+0XOE4Yy^a96s?&bY`m85*s$> z<2SxHBnEn}84Pwr9-(pn@=3Q+WjLS55E5?ad|D`YXfpK|5$)f@AB|gyDaq}Fq1x&= zVp?oDmjxnZDq-?T3(zoBhIi$5Va3Uf;E&_fEPfrjipd=sb7ZJv?oh{;f0ebnk#PL) z4o_=n*W=lq0t)ElE7?|>Ah|g(oY9Jhed?*Eg4#;x(Vj&pr}9FSM8E~l_LT8#!vCz+ zs_=@dnNk#&jK)W+Bbp$TumGOA|)ZXlt8x{J|!BZkc<8uMQc{Mc6*;wDm38c);~cCh29p z_KePWrPoq5t)BktSFIk<;AB41ySmYHAezqgxa%n@vVb%f*2*>@>P6c(ysny5ZgJMU z1LVT4Mj$6azR{kx9`HR{e;_=q^|gsM?VNKLCB~e*p~AyMh3p9|-D|?kDfdfrZh~8? zs_508JZ!N+hWT6$>Cn*~+f-|~NowY{(!DIabq%O^<@!J*-acAe*3eDJB@HoCcK5Iy zbK~*4aEno8K!)Q$h)8XTda(K@zVDaeeY9mucxLFkc|(49Zz-NLyIkBqtX2I3GGF7@ z%T<_ZM4J!2Tt4BJg6{Mu&bNcBaq9=BrCoFR2@)0Bk#@ORa%QEBtjXt*zE)A+H)Ujm zs1<8RdF}i=oE-pesv4p;X8ISk&$RWp?`fz&TA$I^{Cmt#lTUcowCsJ`e5D+M_aUes zlBD%=CLK6H(&RHppZD=qKT@{FxdV@!4taOAkD=hqZ7c!{JMJqjfP7DZ1s>^~naz)K z-5&oL_r1ww8=Z#b5XqtrbrjNqVjMhan(bS+(1n{<$Ng0Z;g>xmPN!4M6kb5hHVD>9@sDzj5Vc}eGq5>W-bwxVXuq^F(rQ5~)!ZGHHgRgWq zj%%#?{a;1xX0-42peuNvj9D|6_?BvWW7(H?_ov~VwEVVb&%@sQQr7uz)%al4K~B<1 z`dvok2slE*`vZ^IquB~^?alw&5AmqJWUiV69zkyb}F{x)?cb{X78K{SznIS zmsbDe~PJ(%@!aZh*;b*8Tmi(FcJW2t}SQllmRdbRS1nj@FZ z;L3QlNXVJ+lC9!OxoFjfpXnHpSG8*R{jn3#?rQ0OpQ>;`#g)^;(Zgi?wL&hF@VwUh ziE4w>v~(P$1-fUk7ySUwge*a_5dHRDm`O)Ip73cc7s6ldiAOzs-fdF1?Thag4-W}| z0J1rfzEWTR5j-GCAxz>csztHPhNq?7|BG@C-ijNsd~OXmYMyacB%ZqB>Ji%Uz@ufc z7=%;KRu}(Cqh3hK)wyoFVKqnznly_MNkM1Vys@p_q{m=LT|(y~|)*U-@@a(Y>xo&(Eb*|R>Ty2lv#BXv2{spv>+oE; zG4sRTqO1L(PEHwW1HQVkXe#Y`;K_1%r1=$^?qjAji*Y8V*Q+|U&9DE20!Ihc z;~?MD11r+!9-`lDe)`=-N+|HMyIStk1K_UJMKovr+pS1)tOD>o%9eynTE%p}@Vg=Y zXp==P2Q|!xLI^GGgh*_(Px~SrIe6Stj5Oj6*b^qI#ST$YH&X|?X_y4rL6c5xG$dbi zH*zc;IDqQ~#Fu>rhb^`_ZYi~^wB~(5mhDvVtoo#^k{hdzYyn|usi)sQlcT)$XSaX z?SVeG^R(-M$YCPhJ=r<)i37%uZ*`R7{e+Hh4}6|IgnEEGP{LfJ@`q&Zfcu_Kn4|+o z>q&H>W1Cb1Gdyq+Z*2$2;GK_3TE}UNpUdz)8W<9unqm%QCtXg+~rmoN!661v~7ItMoc3C75=P zo!vI+(DMK0M6E%}s>AjkvZCV#x1DNW62I^5+oc#X?}bzYQ(Zlv-X<1u{5v#czOJ-O z06CtbhX{$EXfE8^W*b_9r_1eyI?-?g^h z4+lA^tkM$`+(8;+7lLRBw@f4|5P00s5KTb1|JNS7hTb^AK@Vq|0XxIfsPzJ?x}*DNqXqu z>s{91qEV0gUg6yzvrU#m;Fxn6DN6>emZh4*VUfOclKnz0r_Cw_x8AeKWUfU&XiV$% zONiR2(E$p3Dqk{5D?sQrS=>5ZFICd^Zef|MgiBfn6!z(76J*WWctX;eKU@8@>p!UA zX9v7?)aI)y{SExIlhBe+`;`|G9cMi1sfw1k2DnyC(yOkr)^KdpR=3K1!frP(+n+&X zuG?dsKhcvy+ z1Y|8l{@$ClbA=4^(PkuJjQObBvApGHZaGFkzNMU6yVVkGr0qhr$meJ>Sz;nwyxTdD~p&eJ7#MmY%nfPMNw2AHVgQ9&CI1U{2bdPOW-pckU@Me1~?ahCCw%WI&4+Z1%Of~mLsFWPz_ zaEQ0=b-PRsg_%pqEg7Eqw#%&?l2Dk3K-zZxmQj%L6i8z+2$K_n%N7)L&XF3oIX;Y8 z*cS*He+Y>Xd>UaqTZZvG(v?+odEA<`G`yW4cbr{#%D^8g3x}ba_Qs!!(xH4qVKhFM z@VZ8OO{BQG&;zf?7bF?PpLGF&f(x4X*ngZq1hSr<_>gXf2tGgSShYh+MtJix4a;>` z!N&bA#O8Xx>MI|zo{D-QY2EmgA=?&jF~xZy$!}dXYW*3Y@9UBEzr8Y&rNoQ4XoSBi z#x5n}2v?~!_}y(^3r5I8D2Ic{Xe$&`^l9G%$zI4OUYv~jHp9rd8y}jyYP;@i2Nx%6 zk=oMtytO71I z5fIKfid_@8?{4VAUaj0AvxbeuAJXK<0>t$gB=BbbBn-qkRNM=MggeM)?fdyo;V_wor)%KU^#QKn|bl3^j>d@h%?_4RRX9V622;5lb@e2hR&1+1*bp=seWPR0Zo z?-or92~!lz;y)+N(eK6Em{G5yzMRj1vd;Yw#QdI;wSa!Nfb)ec(sO3rUE^IUb8>O# zr&bKQ=2-yl)jmQG_ifHMdl}A0HwOr}L)iW@V;v3WyJg3Y)j-ZyLgfi>Lrfp- zd?0DE7=-^Tf!oK<&lx>{vzesXjDwB4?!|?aV=E6{TH9(*H%$jt9y|~= zr)6^XSK9S}@d6HM-+SBp#w_qC#*OcZn$+936&!drpn2^dXO#IeUM*Wd`k0|&RmsRY zt~<8jwxiO=&P~r8f;tz_@!DDJIag`x@mEWgwrtYtd4hy)=T8?Z@Qiu7r!?Xe8*1l_ zL8mt67tYP4jRzu!#UfF)1Txf1pg4o|RJxOcmxW`>jv%g7S z*M=1(k1k)B?}ky*c68kzW3My`3Vc5#AR-@qM?{AX6!=2Y zKqvUhZJUhJA9#hrzWmSPKy~oD+KI*wu7bJyWqemm;>$k1cHKQsidymCcCMa7%<>}u zF={zF6FXkC{Rf_PhH0PObmk${MP83C@1{N-JYI(NJQisltf2Y!b2Tj~ZNr|&!)_-{hFX-KAD0uF-+)QM zdbBrmKo?JnCk;$7I@%)GmW2LXt78%d;j zXR>5{v|I**Ft}HYE%f27ohsjQ)XFD9>oQ6xa$YJZ9Fk$aKtLMhSbg>78=6SneeH6Kzn7&x7-HunqaO0x z749Epn2+ua5Dxqb5r0KbN3SV{bFRuQ%6sbquKS1)HEPWMd~4c#Jn7KXDAFX6cB3+v zD$Yy%*|w>FQ|~(84_a2TL(ab-zgLB}9teFQi?m9bpd!vRq4_xOd=uxdKh>hAK;~s-mN9wQRviv9Kpeng50IR$6TXA%Mx<2Ml z4-w@0AY{CIL6Srg6EL1lS~EvCq^qQB#pQDBtD4C^%Ij?ayMV6ft6H#O;2_BL^jF0r z+&~U)IX|-RE&gIPl81$MA6Nvro{csPUp#$qhEDak>m>rzgsVc|pPxm>bK3AWTB5xC zv-tI(jIAS@S+SLlNO-Won`QG!ACJ^L;r66pbuZS5@=~7hBPj45R2Ggx8K?5?kUlza z0PC4-(mD!Oon0?<_T}K+?|_Bv>HYZ7*yj)$oO~5e3Zf$iu%62zEv}dSXkTFMabzs)voBNXuey3hL*P3Pikx$ZhCIb-5O~jun$-$OAFQq4KT1E^ zq!M?%`vki+T*E<7VdaF*Oy8beyjI4mWpf#X^S#!#)7g7RcH=m~OYirMyIw*?`62}E zPjf2cWmwM<2na*_?8Lox8>UEI98f3~cA3nFB8P`0gvA&3U6b)>`J{zxvz2(|ueQI$ zfx?fYjUTR=gS)l0Xy@dX&p*zz^+3jC3P@vn--NcFFS|?wru?r0hhV(b1^wa$P(!2x zZFs((_tl0D9X#hy&z42Ho#W7@RIquvR2NhG(tuIn=b@=j9@>#)@h-9;%b5QD9l4_Mt^4~$)N|pd>)(h zjqJhmuUI^ZE5$M9-BaN@50pR_wHRF!`yrr_!CS`KI4BxYn z^U2N&vu{kXj1=PAVqSM*Li#P-2&GIN#7evO=z~OI4~QHVk4Jd=uyslJDo2wn{N4UY za!f1>gmUIKgzpFa9eUwd*UP|Qcq`rN;-u~fG#xyrYD#GEHhC!~UCe0ku#feta%6qk&aU$sv zrHsey%_AV=ose|SRP&FZ;61I9#wXkmF)J*2Sy0`9HPSRHTEn@0V?cC|*nl<-6-~6~ zfhWsGO-!;0M_|)6JIdru6D9>=sH&5j0A70d2hl5x{WB!D)dA}f8IW+o@qJS4{3_`x zp6%u0)>au5{st9>s;IQuO{@6g}&0p}=awBNL7n%cMoP&tF zZf7|_g3xf^Q*<;Q=?zJTny+6Jj2m&^$7_6uJ30hG95U8>zTxtQw8&5 zZaY-_m|}C2eV#p4_3mIJ?dV;RICtK`0W!?z^GQ>41d&Nj_payR8K+vwe~@SxSXezr zlams;dCTd*$3utKW+c5g@W{0(^X}evc+N=(bh3Nk1I7J6Xvr<>u&zYH88@ER;2^C= zP`{5c*nPLuEiT`$mz)E~Lve427`#U|hDmZgZamH4B|Y>h@=J=+Eo{asT8-X8ProjN zJiiIGkGI=xGM5qchzm$~Qd=+I&HbM5iG!T>HFvxgxqv;)=?@Tp*XEV1bGt$g>7%0+ zb_VZyrEg3dACoV5`WD7X<&zIkdDja;evirK!V@ z4pWX5T~zmr975eP`{ruy!8Sh-pI3;tVm%xyVz7(5L>3F%nu z`{C?G=S)1|(>fNU+i02wi<{Pc>cMf26Wb?2@$}$ zHC2XYRiMyFxq$^;j@^e^;;Y!SJjmADlx1e7v?ai*coi+MA;!Bx~PXKURnJV3VSMU*rYul9by(0T$_fY`x>96 z{eH02)wNPGv{R;RN=esF2^sXS1BN5eqLR;%w|gP;smhQ^9H!-jyL|6Hi?drwCzKkF zG<5`JN&iGTb>0u#`^iX|T++uL6l3j+3yQh8`Q2)bHOn*PAXeIF^j&qV&6fyc0?$?; zARYN9Dn2aAv8$>4-_O=-NP~E)?>F#H$aZA@5&Q8HtvASgA(wCy`4Nv*&|a2;$G)=T z>Zx_2VbF(l7xAZu1m>KjV+SywgC+mg`aBPak0*$%6AhK`m2x%_}X!rp)#D$VQ~rXZ8$uSeW|xI7k7Tt z4`u#GBd|UkjMh_~ECZP`%ongpuMTLP>aksIT#tRYUjCcsd08lcY7l^@xOQ^clMbjVu#_%NCc;MZ#(P1vK)<;_z^6d4c zt}Bi3E3o~R1+93VK>f74J(Z?(YgM<7D_F>!@`(e=hVKhQJ zbLRN8K-N=e2jxt%u2nvvt9fkpKD*BM)u*@kg&z;6){CX);GOJdRGX~ID;_GtdKQ=TZl^Z{cfNIcQ#FLpUZPR|^;WiopMyVIdel$4tkq59E4Lb#;Mo3SZDxY84MZ+_ zgSxOL>$)X8Ufg)93(F)0bru~A-stvP0u%t>3mBwz z-cD@qX(+RiBGs{#U!E3pL2)08eyhn7d?YduxbNxTigXKH&|Xm;$^HZHAulv^4RyLC zf<`|lLQx~Fc4WJZS1aU`?uKZ6>i9g~O^PP6BGofIL>`L!9d{4|d>%uKj(Z?-5F3+l zZ8f+j-E4Y~6b0Pbc$R;t^AM@1+*q61gt|TtIC`gJWpmsd@aR49D|HYZj%%zKEs&zsw54$wg;|ZM+cUKLuhbd`2Q1rW1!thCcX{rAFmQ7L#l*N7s7y{>^8k zuI>(FmtM|sf+EKNaf@y}yV*rY4&Zzik91w=(4^h7TT$x3dZ^kHr;=w-!dZ`ayk4e0 z)iSI{8XSZ%npX6fxhjj=F@{L;OUpMI>2n~E^J`hD$nIM=^i$ExN~CEDf+wlj)~=a2 zI{qep|KQpMkVBn=>cW2O3*X7`J%{-6z*eVGd*3?O;62RV-0$W2Y0${02~BE8hp0%v zJrMV79_dC}%2k)f1)kq==Z9OQYD^vu3S*8%zZGZkEhg=JJm*j_fk%4TDtk(6{qQ)c zna|%rcU==ZA>Z#o!@>#Qt{kL|hkVZ>9rzWMoW3*#d|S!m9~TS0{z3@c$D-RxnU`3D zWxQGeX;NByhIeDRuT)(XkXE>M;eN0kQjV@ot6dSv$?!coM@M*Cn9}+F?sFYntt9P`z_?xY$@S zJLbCR$s#Cn#-YD9>3T>I9rw8F=^iYfaM)`N-ryE9Q;HjM?V3gH!rvj|vk^$kUKQz2 z8xMp%i%)u2Ot))3%ON%k-zfk2Zu~Hv#ZVV;51RVKMU{rju%3&Uu!I3}!;-%$!=%=g zoagYY%*~&(px85Zw1!&kMr@0Jbp;jWZnX(mt%nTHewA*x6%m{ z4|{rVgY?CL>Ff=%sjXF^qv+r?f>w&oEb4cs{__nTZsZBS< zdpW_cE6w|yL4@pcMkF4PX(J)R0_HRMq?gK1#58r5-@Sl$ki9-?scGr-hZ<=Qk!rui z%i1fn_wm@FQYLYf7Cbn@w6n7hr?ylDsq_W*!ec8W-?A$Dh2#t)ZappELYfSi($G0U zF|ro3UQT_Pl5)XjDB&+fCotbzMO4zR2O@{dAuT?msj|q#u)YOD3SN$@1+n(M15W|x zN0SgqVOi0g6guPMeLyPfkUrQv^6h0?zcjoX_JmAazO%e5sLcL?MtI&SkEGTX~Q=mZ|kZ2I6UKw<&B?g z+z2Wu3_VBO#=a;frQg`{N(Vu%5#u zebs8Pv3;dROa}hh-nW=PG2|K4g>AZrcFJdG$l_rlfk47jpXkPvj=%hV;y5Q{ZD4?x zH8}1(au8htEdA#=6!;V!kV87~t(<#TRO=++zMtQ9c}md(@Uyyy2Ic)!w(X%=q(I=a z1*9SJr;WJ_gKHYGKIWimZfd2)bl~`?vK49}KiABFTu;$Rxuhuy(cYtC4TGe(j33x{%H9RZcr(KMPeyh`{m3BKJQYO2F zMS5P?UX(gzrl1SoRx)Xw`OU%)$~l%uMTA?nx<`iZnHFMG z@@GOWkLGR5JB5F>CKHzz_{M@#Y05~it7yO52^o8jjY-nAjF>wP*l2dqs}5m2z0?JW@{#jU4+0+;mcL3fiLf6iGcUCa^Z z%g&X66lC4KBJl}b|KU*JP(>||w3Kjk)D3l&{U33RmXKEC9Qoiks4RSiNL_*71!|D> zG^va9Zl^it0txqEqx~nwE$b`BeP1JXyX5%{e6+0=DBVB4_nM9z zyrCe0m}F~m-F+Q58dgZnYF9@nM6as^jsJ;^KjH7VNrv&H?{Q_<*z1H?NL40R!~Cl1 z)`9avJ5-s}Mc-DJ@zJ6)Cxq#AMeTkcLmP2)FXxw;tTgi*)c%e_V{+?RH^G4$1cmuY za6PXKfrRr@-hjJ>6i6U00#To%XtU>D51w!K`g}N=a2yJo98^^)sAmV#FBU4ti61a* z7qr#&d#Rr$KlVw~IP3o7tW6j@9|>&o_lUZd*DQvh{SGwaKUxrN6M0flYLS6 zxy1o3c-VWb)^@)*=^HdI{EkLe?hSJ!Z8SXWsmNiI-q-MsbG>`SxE+I+a>q5RFSD$n zdR!Oj0~U29f^t!`J|O9XTxRBl&6R&=;sDKAZr20LR5003Mpc!P+2&3eaW52-UX4`T ziI-QkZU_BOZukYPSL`bs$NgCEDos9Lw;NoV_*AYY>`pjg)c zG$&VmxM(Sz?}2B_WfDjCF=~z@zP-Xr@(=C$Q}coX&z2S~BHf4* zv`yDj+1iOmzP?NErX_x$3c-G)H1?aU+T+ z=4B)uvZ?Wf8)Q8NbGW4G-&&UP?JtCFSjzP3iZh-2zyOT*yNhmSLBz19NsbLzB=3J^a;rIRKjPG7B?&!+U?roDn*~pb(VM8S_7&@ zO+n+rSgW;+PApJAq|wD@DP%p>4|yRkpY89)Mrkr~4xdk28c^3i?|j0|R-BNg5Sb;X zaR91Kt|OT9kKW$RwDtIJMdcjgb>X9k_*r(Pop|K5RNeFFHx)A80g>shw<~BvfkPoo zA@LK2X$D4)W-oB#&DF+UYN-VgX6$`L{;qnINm~yjOd*4G+<(e>=dfsz)Qy(fZMNH5mnVNXp>5Fw3hy4T%P+}c)iHVC6KI_z}o`}Xpe?3<4M4128^V*MEp zr~b?QFw{cUYje0yhYoH&-9jea2-J-&cGM1*(v4@T^pj8f0tUW08k}72xwn_L9teCk zpL8!x>!;~OkyAO&%z3ZiIX=Ki9;&WhqVh!fbz?D|G9mLBq(Nr;yw`RdQ9YLMjV9_v}&8Mx$Lx(09rFrD~_xpS36KHrc4290?pSLB{9KiQ%9_f@B{b+W8#fD-W>KH31 zS|788a9U4@NIXk^fU=B)FJub{>p*C#7*69XlRDO%XKx<4_9BRM)}XF}yo=uyS>|&{ zcQWfm_0u(f*5b}zGjU>hlsni?TZQ_thbr`tTe&eY_5&4MAd1UwH2PWW5UxWf z9o%?o^ur^4@z}S#ul$%t23}nSMEd(hW=(-2#{o6LFXnG!L9VBo;0UOZt*^9Nx!E-e z_|k^P(LE+>OeR1i5mTfZKRwthK!)*b((IzaTc%{rnU5odLEj55{WvfYqBDL$#)r?j z?JmQ3;_H##C-rUSS3Sow&XmVPzHD3v<;(AAqkO@Q$U$__126{(DG&w8AtAK04hfzQ3;@usRtGhTClPb$e^QWV0(gOa>>%ohYJElFWuYdw|EvN}Q zB&?JR#SPVj<&i$mQom<|NcV9AR@8dw4lItm4T5_YG`0G1Z~0X^Zg9s_9~J4riLT41 zJ)L*$@qa4X^LV6XCphHy*^jQ9q#1)Rmg+?bc!amC+L6GF#_LYJBEK|_b<5lW`lhC% zZ%VGJ9Xy6c?+geCCwj&+g@%P!S}^0~#-;J6&0Yb4OCgdipPS1Ip<^CMH!L>krCPy) zP4)(P)p*dqu1#JtbQa|LcBG-OQ+#!;4C|Q!A>m|MG|tmR^+i|7Uo)KbXJ}~6FdevT zpeNg7cYJK#a31teO+l?3{Q^<24C}e*@F-b`pg5|@=J8u+bh9l!)O%L2H~YwpBd@Q_ zTB`echtuy6M2JU2pPA|lx@B0;7jQ`XK20tr+Uza<&FZ^4XD9KYHkuq7G?(l6`O@hU z$ClL4hf7)qHae#Kz|F!+e8~T0*^fPwg`jrGel)V;xiw3M{CKjbtS7y$q16-dwJ5n1 zhX|!Rm*%XP2X#WOp@Q(qxj$sd6>%7R!cp&C@YtoW?68#UhgUo0nnM|<##1B?*r7C0 zM$|Kj%k_Kf7EfiSmt*--u4|?06_w=>y+Q@8w~f4TeK!>K)K`UWe3MN$*@Yd)R&STm zi%)c_E>u$ovE}`JB5~^Es}iXw{LNA*fyE|FQ1EW>PkGxWb!s3zVCC-1iBQ$iW8t%)8dp4i+S)U5${5#+0 z_hQI?P@9hB=QYaEPs>3+ty*isGrEfdIG-yd4KV9VqU;J=q)?7<=FG>VKA=SoKr$x> z;o~yT`y4uWfXEk;77=d0f8MflQwNrGye6);-|4~wrzUT1Aacv$#rZP4&qEq-WYbQ) zO0mzW&aUSFMQO?5Lwrnn#yHsB@D2&}Rt@$J3iZ~J|JSJbBKmFpLUYGJ-j@(W2m}0z z9WiNk+oU>};Z@EPj6Z_C?@_2QWG~m1?C9aKLshjxCgC}M^n^U2V_Y}hMH?V?)qZ*v z>W0*!lAJeIc`TiF0ONTK!orLUlcvp@=YL%_{x?GY9-{j;!fXtbb%r28PusuJ!NQO# z$+@JtIf7V+b?bLm;GS<2oZlzZfIR;e^`WXJuNy%JJ(My9q(y`Uj!vFSSEl3EA0DBk z_F*^pUu{D2be1a|vT14#9yrvDpUEYxd0+3@%qrHFI<>n<-=WyvTk*e}_Fia1Z;>hI zvkcesghIkm@B7lFsNljU93eljH!5Ad66CftqSN-P1xb=^86a|4Ow#KzTU8(Ztx;Q; zj!k?_kFI#B?Fy|8z3SNSs!c7In zA}C{0Aem3P8#Qvm$)-9;*+km;;;7Vc-8}p>)?9ibu=jy ztpEI+4tqRd(vw2c>eJC3$%l6QOvkNX=qc{6<_Hqf!cn?Ee>hU26@^<*rF-IU_L1Ax z$>l*fDJr>;{n*R>Db!PlMAeDuOvgj?lLZnck3o7=Smbc;tA%434)5Rdl4cgzL)Onh zztvw0gLPzCFAxxZw1SW=AEQo6Eu8384=d;qLe}3#oT#fCCvB2pJ)cW@+b8;(dV2n9 zDIMFAju64?(~$KSk*H*nztbQYl@*6W{ES=05bmlDeBPEU{GK^!+Zwp8J%A8$#`4WY zP|~3gGEYFbHW}$sy1!(f)Vfc1RA8#19=IqbLeecpf~UXHv4bZasxB0ecD`BWlFt?rH9~A zI_`Qg__YDKxTAji(iEV&upP;CJ$@i}4tlaQ%3%_2hBz=P-&gUK@jRx|2?*VfOEC$nEVJ%7;8FA?qi*iNr^el_Vl#xa;ZlLedNcMO9%(YW{Kj(cYih zZFWU{02DYDt|D>us)998;851{NpH(oJyw5vrxWkM%DoARyBpUBjeQ2A8+6;ArZ8!k zfV-Ybmpszj8qv=!VjuJ*c%OE`PZ2xSn(K@dWZ(@2}NOzCD54rvcI_&dx%~wU*cpz|Ce9}!! zht{&c7nn=kaXUZGPa&2M0fjR3)sFtj*#-dx%Jl-$8oa*UmC+8%r25Bc%7x1H)nF6T z5zTxK3~33ZeUBqdnqfh>rcH4-a4$B^!ZW7IVZ#USI-#o2_B4`|)SD_xDvC+`MDvN& z^I0SQKe7KCCoF4tar2%{3}pRXbbGPk^>JA!hs`A}i5Y%VagI?H%ImF>OTBI^O&xxG z_;^#fn3h_flChBW#kL~xyUzJ_P}EcKSV(+o67`n1s!ob~yzT60c;82dyYI`~Sz5I{SC!an%b2NTHibl8)IIQ9C|b|@8hV6>v-SF0^weftNhtA0bR?^M<0 zYv^@{^|@pXSF>{lTr*f%#DN7By6-z*jOEYgPtvio|HKiW74OjF!xsZ=_6LFtFB zDO>md$Sz)7y()hn#0~L8Qn1hekG89figNqjdhb=SFtGF5C-}mhGy!-5U_OlC& zz(ZnE+_QOv+h|!~+<3BS7I zA8&EZTI&Ikc+4vvMO3DmjXTx9jWtqq*tu6ihRF(?8cipuA%xtv*z?bb=4=t zT>pO066AA9D-#}R9;us#-qD?bo!HdDwRm3DtgtyyxIce0Iv`QZt4n)N(;%Ni{H9Xk?c}A`Te9&UZ0}z| zv01&~mFd~2|9#g|o9^l;M?gAB&Z^c4_ugEEH5FV3_>Vn0bO=<~jzm#2$nVrk8t1cF zOu|t!ebeXLp(Z&v@@rDfuH4)G2NZS!(VRc1&)XX6!^MFwP1J}pNz=`D`89O5WMCwP zPkHL5dkk#A#Q}BHkXn>}C6UJaEH>#=Zpy-7@yVuE+oy|7DjRv3(pb+YEoUovXR22BvB?*k zTiwbZnAcdQ0x@BSqjj;v_M?|mAs=|M_$<;ZKYYWhVLm}cc$$CX-Uh3Kxlq{Ii&S%F z$FER$&7H~e)Kps3S~hK4<*7LOt8rIRZzX%UP1y6=Lc zm2%SYmsYm*8pMGF@VSV7|MYmXE@eG{9EN~2(L#S&jJWjuM*|G_6W-ohRNw#-EwYg$ ztmu982^#YSs-!z3=Gn}{$pX0(>*6VsydaA7EEX`eF%4Ylvu930Lr| zv+?)#TETpeMUG&^ABc9dXC>6g#^nHZSOU_$WYq&P%hVEU@Tl|rQ(&sj8))|Sd*73ZVEO9zK+((O!5 z>(`Y#jPYZ~>Mda{&s)8q9AAt`fnD!o|Ajm+HJ-sGOvubKz2!A+k_7AGtDjp@`(wsu zs4sE?(Rh>d2WLUXQ=@*;_i@%bbVklx*MwnSQA_F86qW;2+UBAR*|0QhD-|wr*iacV z=~XeY?upaWe2X#TU1v?`boVv`cdfk9lHu8dLvK*72jUHfPx`5KiJ2XI_~C0jQ8@U- zcVql*2=#v>7391aOAi)h4ej=qXohK7=rzcQxP&6GL9Sy z_Ns&@5DF^dEXi%Ty7r(3GsDIPik6wE32wKq#TtS=)dVNKqnGZK)bzBs41Z=d4z}xR zcY)-h`=~VGPt292Xt?X8g%zLlj-Gjs#H?p(2wqs(F3aUlx(ar|_aeQk>$Xm(DcIxI zQ?iVtrC_x!nl&H0zrw%Sh<%Y4{7WFcm+2SYt@h7TG*__|qA zz6Z?b3AlutQHeP(=O_m>V+opTWuxN4tLvecRtxbNGxL7lqpZhaPpuA+R)QVQoj=mQ z&^GxUj{2BEbOaX;=|+^t&s;{zV|-|+_(5>Q*me#?vsjH*m3}7h zIw{!Wo|m@2iBEp~^lCz$8q4Xx<{wel{hSW=wBn=5$837@*By><5Q%P0Sv zRyP1~VTWbw^`Wo>*pDu>5Z0c_deEY$cdQ-H6b`yi^wBT{-`d$|a%I$A=uKljk4-x2 z@T&@9(~4^G$9CHL=fk}6K=aq22kVjd3A%%5NZ^n#_6wszcDXz%#jvlakVsXq?X_@BGD`<^3W8ae9}v=T66;OTde0PZ9Lj_xUr3#(V~c^q%4Hdp6yj z$C~go(=|5kLv#i>F*o)_$Fh^#=@w7;Owy%op=-#PobjEQXn(@REA3mml%PCQ3+--P zsW-N#aXynveAAHY&{LfyNAPNGU!b9?2d*~zxu7=Y^EdaYM+<*)rL8nJ=}awaRC4!` z&2lr_73fMvPBEFWZ7xfP4PMo zIgjvM=Kxc!<%1Kryy1$PX|GQh$mB7BRENVOePTv?QS`^4S90qQt>pp-;Yp|+bsmi# z)^Ij|p?nWmkNV$)Wnm>ob5gg5$_+dR+lk@^WrIwG=_t!*J=-m7A_L~5BkP1S9m7CL z_1jWhAJe&F@Qxbwy^!-OP%p6M;0akf4c~U7_8$n#uWQFA&TctSibtHIix%d`ZwF;z zkD-xU$t%lYP{^T1Zlu+a>&+(Md$G(ZOr81St+x?;&vzE7pWHgv5Urh)Q}?F(vgI|_O1LTcPx8-PtL7b-QZJO zg);oQHrp&3^SK=2L z!(Dz#DC)R;2IOQ)a|J%>4G5R6IhxrI@u-uak`hzvs|&^ZS7`erYWKM7G$E5idZ%Ba z9sjGLqY_Vaw0CJ27qmht=5BO^u{~jw24y^e8$Op$8207!-NXqt_`;j3S-87~QZ2Lr zaT;a!+H>_hDeLiXmLk=WrXsJs{WM?qMlbeSC8Und9~`Ozf&MaDHGDN*JctT7c%DEd z$b{#es*z%U^QJR+ycw6eQ|rY>aM&D)#t-{N{VFKqA>1%Xb92%&JX8OU?!lT-u9pIQ zd$!er;qnj)IC`r*ydmI7eJ>#0&B=;i&9>hw$6^1JckWVAGBmjop<^K%`VFSrl;jbY zkI(AJYECMhg_q=?9A4;dJvstnW99}5MU0c9j?+L#z$aZ9iZzwr`F7!bOjl2l$#nxK z5c$W@o~pk4N<$j+xdPH!9NLz`t*L8j@R#z<4 zDwAagHg!>BL;RDK_K%5oU_Cz1c{Q=C2|sUtWon-BbnAPQm5Ys3iWTP-A66;O{PRBx zSC0{gI>1+Z1da2VsyxCSk#tT;Oz(nLEMO}3e!IJL;XnvFil`T*S!{Kl#(EBtFelr` z^c$#b=XDrAcdVYhI&)*#WGGcAL8-!rDQD>>CrH4Y@TR17{kpwt(qG^aGiJ`{x`EoD zj`kiTAAf1$Qdb)1GZ+HG=DRH}IQr1;1ODBP%$%mBWB^eb-=gZ|)}F0al=b*`E1NwK zHeTU;-7w91Ifcn4JL3-p`p~?#6b-FDR}2k-jHmeDq=ln`gX1%7-{ASZ;!mdU)OCHK zk5-6=R&%a1$|&Q3c+U}#zIGgZ=}tg*p8ToiG!x^YUC>9{4^d%RCSIX5)-(B}mHYk1 z&Ko|Y0B?UMWE#a4HvS3uz6m7?(_0;7;zf8_D@8qNQ3Au=Aq~++a_#Sp=UI^&7a-5; zps7!f_Wj*7p6Bq`q=#15D{Od+@vR5fTyEO7E9%h1Z9ZDrc(`d?GG#p;Z=|0rm-KNW z{^y)WooaG=yeSO@t!K-iR?b#b6`B+{Mp4ECpR9mK`iP`;YmLYDFW&e|weRbUPb=?2 z*4v|g!e95-KBBD0T~GBBNVmR~Z)x7n_}qx6_CGsk9XnDA89xD$LnA}$kPv7(_nwxW3IVL=ut_hKXNBJV`Az33UXX8U%Zutz?+ek8Z=?0j-9Nn9l=E@m zOQ$9rCgI$^&~^JU-I@jr_ycs*Z#u8yLY=4@W^R54{dF1xC*MsLlEwdtNnY8=CkE-h&Q4R-WivDv>dMs@3xpNE`#ZetC37#AC>QYDd*$J zk>&{uCgJSZC42kJ;9$AeYNC4bh0>Q$$h?Vse@em5g4Xw>U#t2{=xJ$7!wZvwTIWC) z2`D)hbOCMrJZs3Kd=CJhp-Q@Y@1mjTZ=czL9g%e2Tv?UTw+RCN0+eB15A2a0%f^u- zZAI}(U;1`g-*qHqUp>ZU91xJDn7Vom6z?4n2fVgxkW331a6OWrAw2gHYt6d9RT;Nl zy_{Pi8aWcOeteKnGomAW1Pj7nEk8-z_O10#JXQEw7u))#mkkB{eTZQZIn%#C zjrnZ0D&b6r-`3Qa^7tTb{=2xa_y+4gA@gkzzvaoQF)|Gi06WNf()$CSc`ZfJ8o2q^ z^K(;sD#7R04CM++lkT0OypMmk(p-T}x)10kvaV!5k)tS_y`!#W<_R*R(k~S ztOuOWARczIp56?7RsJ3i`Q3Z=iqO693jmK-gvM5x%1d_An9miEZYqf5=D)0O3&ZQH z8wW%K4V*wRh0UmunL2gTR~qxt%#(27$+{7FB|1{>w3xS-iQ|)vp!ai73;)6Bsdm(Z zi$kAk;ggmTQMOV}~pPn@3ePRth1SLCz&4i*&3R>xu?{VX$nHr09D^OeC_W9cb zZDE*j)XKCsMq?*|t`9>RD2qpLTuE6Ee76Es(&9fJZKq!6b-l&SpL)lu_^uPU-t37| zwTlVy2WW;r0@A0&_}YeJISq15g@P#7wwKv=r$WOY4r=Rky}Rg6=Y1aOk*(n_OY#1O zXL#5N^=TU1s|zxb^H2-_TH?pW(05C<@JUk@6zX=K;H%f;-|d;(iWwE5P_ot+jjnjF zmLyTe1IR~OfrMjbqULs$f=9hrqU@X&`uNAVtx#LX1trSMY;M%hAO|f=63*2m&yOyw zsg{$sbzGc1#jbNS)EKEn50+@orGYfg=kZC8t|T>)ReRrg;lR&I(LNg;4~6{usFiH# z{^}xSJs$F!StPU8WeGRG)SEBdo<-@<1QOLoKr`{{ls~eJr zP2B2=3%KWJvS;Vi{Qx%&b5OvK|9qd0k;zacz4fEI@gT24N3NGVC%HK#0X$T+4&CSK z|0uPM@;wl9cns2V9M+oGZger^cp^>T#aa$YV48UZX|WIM8F-7rJzzf4q$W(kPaO8k zwY~=*y*Ve88CP8Eg~nHZ-4u$JeA1?C>#)$0Em^KYdf<)QvFf$>b9I(!*(A9PS^p7j zc@7-Xkwya@CXX~phhMaCSBtS+p7}8#T+Qa#I4IyRLdE&%smVKOpo5k-2)|e9FYfBJ zm?mUkY4SYd$mv_tAg+QU(vnwSGpU!d9*>z)EqNB{u9W7kriV4>>zgp+qc3>v*m)iz zNX#*S!-an#YhM_=IFC!j_7?)1AG>bvdp|D>g(9xO_|-JfAug!x^7U@sjLG=&hO=fnGcaNulq0L6 zG|lzWGn`qL%p6)Bx^zF#G;1gz9ZwNP`(G=D>jF;`NN0Z zo_g;+u5_5Nv!rA;HwJP(6Ww>)(9t2Y9uGRw{bn9%Rbh{%tGkK^wc?4IR^qMxS{I;* zc?EHddc!?>X^_KJk4|be9E~fn>o+H~NOkEh=IROefDQLHR_RM1el=*<~QP3fq zDp*S%9(+@A8E+-C1I<3Rhbw{By9q@jmi{HAtOszAqSdrcHQ$<+1rt)Y2w7B@|wKcCTaaa46_pM!WH%6Mx7gk#S}tbtH{&lF2u1ZgLEf zQ%-9-q9h)&8|sO?Mg+CmHHn`n;NZ4PXK$ptu;u&@teQMIF%B)Gyg0x1v5@0W9!IAi zre8LKdf?JL0cp^X4fci&yGCcWmf=Jft&IM$^_~MtD5j9|fzZn^SVELSbl<)CWfij--xgY&OJw>4va(aP7uj`H;8w0w2C<6Xn zucx!ARY?f=4AN}{>!8I2^Nw`jNv7lcNlhzP04I=VqNc*X&vJMaZXn~iq(@i!!QCnB zczj^4*!P!r=RdYkFK`4p(xq`>o)rWfYE_a;m{!VvnAXIumAm{o$HPAf)=Ro5*^5g0W=t{;V{3iWGLWOo^Hhwj}s`qk3lhC!N#@6p!eSn^>8p54zkzhrB4 zd?=LX{8o-S^{+`Mg&RCcqXt)mVWWJzx2GZd75>g{d)D$ed=1nN>5C>O>>215d!Igi zT+t7RH%#IOG3#?C3ZFj3S@??i6EFMUxeler)u^A~p&zn=&Uy~%5Gyd<<2+san=9ZGerP=+0~2d%OL6Cq+{tGzss*8Q z?g(n;#2uF%cEjH)X?{t3^k9Cc?Ab%hpZL5pFRlMlyG0Pk;yik2@2?yj0|AF>0upW? zi?5pZbUHjK!#>*7jX(0Y27odm?<|F)n$IaWppRB|Du-}0M6<0Y{%X72tTt!Sn6&-- zZO~2UfIzn;er~>jZaaqkN0Y!4y|j^;#-J>$6gb3ZwVL~fxevW$jolyk6@2E3iRL7z z3D|%H6+TTdkY#A#Q%jniV_g(-piS2sht7qY7u*@+pkZysVRWX*a~$2IS->H@|KPUQ zCGMlHoMzX>iw=icH$w5U29dz`-sp3f`ep&wGx(%Wo+Jt@x?6Jc@OXKtc+$Plp#BgE z{586vdTZ=FIth6ehfg@@Wa*XE+$rnEDii0Q0VbbXz}sTa&_}yBGVuqMqyf=hK-%|W z>+PFL_sNmchPoG2jsf#yEtI3xdnkkRHY!IW?Rk&pr=N{;KI6by7U5NYz#HU6*`vBj z^&wl7wZ6H8KicwL;f)o4wc`=zn#1hQ*i6v+?PydxJIwes1sve3<*KR@hP?vs zyU4z(2XCU;bUoBpF@uP(fhgP;y{y)vi8)MF(h`l5LotPgNj$u$Ef&q+W7P#7-yMyZ zMF!laK+5?zbfmy1ek4jkZ1>*eUOC=GOI4X&H>3}we*Xb24@^~8lXY?c%O<_$xz|e%Eow=xsCp!)$A_Kxg>yqh9p7dfOadhim!LT;J_TAGj^_ta~LFy1Cr<27NQ z{(W$KV~L&g}m4%}ydtLhJ^0k{!0LO!%! zjiHPOAkP($mf_I96k&htSrKmilDeFz@$(?-8xIOa5gEs2!k9SZrLZBrl%1v4rW>*M zJsxdFTD_c;_Y90SrKk@wGRX07%Jn#IWV?}sapMuO>cf=~xyJG3%zW1iO3(+p6^Y(Y zn%fdj#d!!fEYkaVk{qY{h+A@$mSMXUKQSXf->*dbZRtJbs+9S-@1+w54(Y90zd?*; zuWTfEuzcB-!8PN9G8WI#i5d5!d#*y(Q;#fZ#(jPC?Qs)&I&kX`j^D9kV;6Yt!5NVN z89oJIMM(AkNK1&gWW_hUU6+d|IE#C>4_?*^B4;ORdl!}Fx=~*(9&#v74&jO_c!&Mr zNs77vF6Qpm5m_2@x0zYg-`PNJpG3($nSo9eE=?LYlEyujuJuz>D2I7@95z z`w2xmt~aiuJP(8%K8Li3h1<@U-Xph@@QSMEvPp7;Av7oag6KG_`WWR>z6Y#l^GIKq zvA)Lt_2y+3UQum2{K=zX<_Ks+djRbVR~UBfXucP~RnpP* z>aGWBUrt*gGNQ4b!6SWW!#XDCF?VJI_Sw2>)v8_3X@uTdeWX+8>AJ6j20DBuX-bRu zM7?ru=}Uapme*RI8}U;CYTIj}J0Xef6V)l_<8Q6BE@6{ivEnbB61r@28y0n3{|Y>H zW+u3eosS0OTLjIMDC2?8mdPPKbI_hsx!|*9367kd{k-qw)C!|stx`WcUyhLDo3P3_ZZK5OzC&!H#4^52F$y7;p` zYNc=kpq`^j`l)qU)XpwBFQ;ake`|N_OYlzlhSP{nWN<@9$-#Y3alUzkb2QD8uNTa` zy0K;fU5*$B3!k*1 zgTa$o!Ru+D!{9Or6GPSx`oTH7v;hzIIhP83j6v1=1SCPt?GmTZSkF==U7QpyzTa7M zt_#mGKmPR0es%#0IyMM9BS-O`QP$(YmsVB+4q?|TMENx7Kamq>jQpTGY~-I%abk{K zUmdcFPV=5AAPs!Ywiv6*fF2z9`HP=!->C?>J{xhST^~MXQmzL+TNaD7YKwyS*lg`t zU3i|b(dtIm=`T=*X@M5W`#siBpxUp1^&B?o1CqgeB~@P|8?ld8@%!7AKbQTzIVgN( z?fsQ^!&mAq{ST*Q71Cy0{*n_&J+*-G0s-mD%A=ud?X-eqyrJO#qqxqy6RfP(_y|Q= z$5cycki#Qxez`@b+ld^!7o})bQ2MfM4}=^gG-{i6gPTG*9}hXysEu^A7cV+)*R)vf z^60gNlS90pf;%$KzsLJ4Lw#wiXL1P(MMzLAUYh6dNL#PKl8oqmP>h8f#j{)29X$!&RnkP$eFgnCI!RInI)_Gf)@D6TXwvql zGu{s|oytEk$liJAMGHt zn0IcOgED125HVQ-(k1!u9rY<9MF)%qxW7Qjb&1+m$okJn`{6@wmL>Jk0@kxROv0ob zea)!4re3*3q3xb+?!Y*Zlrsd8a!f{DrF*V80w!VLyHwTRdmD|nkX;))Sx2VSg8gqp zQ#5kh_~;GgeLUz$t8xZuFNMxie`$cWYrZuJE5lhgv*nx#EPXl%?%lt)>5hQ?Ki7+p;lU-Ky(MtPW2j1%tY5O z2}gX*A&a!E7s>H=)epMbJ19Y1x`&8VB-v^(h5`=$)k>c$HtBh%M9ZQgqP-ML#b|Oj@ZhW?p4IcpC z^GTlyQO$dv|KMRG-i~_oB=>t$00es>(o!v(-~56C4iGRo4ARXsiDPp_Ze|ru!o0CP z=;;_IP8@7Lwe9jmnv+;=#L@`OsGMRX@} z7;MtWF^n}yG>huQecxo2K4HM7j>RD(RzQE_J4r8S5R<24`%b z+YCQ9*6C@d-+R6_SO2$A!%caI&NM5{X(F9z&!_yS1D=7hoIiD6%QndY=x~Y8`8~Q5 zGECZ^<5g{3{vch$q-K0!C`lDWZqzhvXycb#l!^QNUg)Dp41C=?~JSDm4( z2b|Afl4iJwI~sF7xIagFVh7AriWTM+f6`CXw;o#rvsD$0kC&zlw31SwVa3ZIbmPdswA*vy z_1#b>_V?C?_o;wq6m)RlQ~ewkVb@!SbUW7t7UB=?x4MqV$8!{*kY9+>g+Vu8%T#A@ z>!s;}fb_zQMAB%#VMh`E-sbi@GVD+>lx4n0+vMeYm&>HTapR?~7m)6OCwkvE-_jt* z5}ABB;YCmvnCm2?2W!C=2inC{;(Sc)(qlRc*p>L`%Bsw(E$#s1`%8#M?c%xyOp>K@ zH{v{G>*(R|)!Uc-BQFLVJ*3Jy9hdh3Q{pJKvLHIh#k+-R**wJviIEYP3 zHqXf#xveRtw+gqu=wsOP+JjDL9QVIB-M*mfIE5YlOQCo#O>}sq^*jwDY&#skc;fN? zn%dmIg47hDG|dimkpmK^uA{66G6g=5w5*}_i|LXwi*LC3arJx5)5^fX+f0DanY#C7fr9CHbF!?UXcO z&>6ol;hy*dw0klQwbbVJCe%{K}2;npj` z9XlJa+0TIQkCWSO6Qe zgu_jFbKKo*vle_{``vQU6sskW>jen)bJ`|E(Y#a~0qN0?M@U7P@6&*LQ~!TEXKjt} z$B83zp>~cNQZ~%HteHtUA4iTfT5?IBXW_@!b$Jf#n}*3sK6Yd*ywx94&H0Qb{dJ3$ zU!si1Lp{ZfBFt~`YrWx8Z)k(D>i+o>U2MB!807ewh>yv#c>9yG9Y8%pK)MYWoMM=| zajY%g0H4|0V)Ex)2=(KTZnn?s)h8*`S+B84*EK7cv>7xkX}uMcw*^AMj&bwKvv}(&>g(C4+wJe*1hEQ`o`1Pi^W62nS5< zXKsG=@8r@16RZ5=*Ec|ELI}!@|9PRimVyodd>)6i#+!CSUBTCjKk<;WL2D$#PU%mm zsuiK0!X(3KvOEDWpF>=;NW1M>^+(H-cvXAh^7cyGcTkq|8D;kGV#>i2>r`gXAzafc zTi&raS@H(Yjvpws8{8-W%c@|+qpto(BZ0y_;Cr?zX%UpQ_x?UA-h!{qxQ?}~ny!@u zahkSn9!prd^GU1`WQpE_QOUDe6m3&>sXd^rjgw8M(D7ql8J%f;K~6hFRcn4AiFe; zV~0{+BE9Zb-qMh#wm?o~FL%zDPOPrAcO(_?apR=}PvR_UZJlRfpXYUA zLpRr@VWVdFCqZdiIO2%(4f6a>84uu|#UVYn@^fj6PAQe+-#7G0d2>x0iaAkex!G&W zu6}gZtCF7AntSeU?ct%r<% zj@miO`^ImeTo1sWOI!rmdbdqU;~5jYbN|;=?eTXbz;J)mPAIz5P%;4Wy)?~XlDrE=m$p)kYndQTCaBt*7^dHAy6t3(wxNHl8CY1z;RH(#o| z#3yZjxnAjy8#ef597SWVv(vYlK>_Csx(JnAHvSG3aB$_rW*LJ}@6_I6OvkpiE|Cj3_Ee>$w^VP1;g z3jW7*w$Z~hDCitPK__~(f-K9yflmb;()@4hZ&veijcRe=?-Ff&?E4HX$uFaoc)O9a z_d~9iCYVgp>2dvqdlPDp;{qgA9of7cIQ?-XB}gnzTI{nc)Ms)drAfrtg` z@QLw(ay<}nxE#`aItA^t4&(19ao^YGx!Qd&9|`&10!bWBOFmkMy zG`w<+Uy096j^tVPRPGuNRpg^lRrpi=Ss{cR=|{^WeW}8YZ@a@VA{h@kIvM^QFY=*} z_SG4o=wbWUeUR&=@sdMY09@7NM`!slIS%hw2hoJag`f;XG}1~_u&{qiliZ`j>Vya7 z^*!U~nC+JQKZ3%%Vcc3*k<^Si%*|o2(=|jHXgeuw{_VLRo>+y&q zC5P}y6LTardqSVO$qlT^`jy>2@)wljtU>$m%-AtQDdQp66W4C>2;Bc-JF^?BtP~&k z_*{4owg43$2}K*$DV(EV4_MD*un3DTSx4FE=+%D3->TLP(bLLfheK~w1k#Q#Q@asN zV?L7WBK%l+NQ}}_lFD)OwH8Snn6tn%=QdKI)_aupo(4N8xhL#>^F#K>8bm+vJV%$~ z>MO2-UaQrJP$zgjXC969T;k+u>#_d+H&QzPU%W^6xUNUOmCo-{%(1q;Wo*OS&7S+8v<(txAHiV4Y8H zHNLP4)a%kl?HuldTXB^0@rWiCIub*vz3Tu(!kVzW$i35uV z*L}Cc>yx;Ste{;pp!&oN0q2Lgau(%z2sk{_z|lOc7nkEyhP!@Ur0Mz!XXv9{f@W^1 z!TRwu)^i06!mu|SdLemx8qQz;mHNahSw{u3o`LpdhQzP#raoF6IMUe(mvj?WZ2i8( zzDAA?sOu5N4tD?vb(c^pknPvAlFs)$(q|a?KYH31n04XE8M(el?`|=)mAx4CME2z^ zISu(<+K%FqUdj$0zQ1d>Lls`x_C^kNcjyLtBB?0k+;iP0QxL(CBMmuh(tEXBY7MSCx9P(oj9`TipniEl|u6BHSkqS_a->q;OAKmNdAf zq0s6ME-pEssUs|*pc))o4MVF|zj8HIDd^z1m*xo^HsPLvwZTiZglf49p2xoBAKz;O z5~#Uo`kc%VZ&vEV7XB_tKXds_xKP^VKf>wpX}hTfhZ!>sG0QiAxr#yZ^f+wJmj$R8rnQk zJJ6^6ztzT8p@pBDTmGUGpFxu!!oXM9ZM|TDzFaeHWbN52@4rEBZQ)^|XpH3_+R#@^ z3IC7|n86NVC70I89TwAL-~CqL4~~A$1PVnLrWw4YtOtNE;PDBQEVLuy^IzYS6NS~d z-uAq)2sD2hBIulda{CSST;V}Snq=}xYaA+k9Fw0WY{G-i6D6Z1N?Zsz)6v8;?)rxL zknz;SlSA0`iNjQvCIlDa#`{&?cPmMTB4!~9_YPA&fiwka%t33-gel09@~upr7Cb)= z*-@}KtpXIZU5aS1)V#=sonVXQANkvl8dFV%-dLhp(tY;V-1b@ zd_IqGACPY+I-2}^0G=sm9}2IF>-hsJPBx?E)BwxpvQvgQbfn~UG&&*s)dsKMFnS}; zL9Q2Nn#|jw0~Lk_=&8En&y-32;Koy2Qql)Vv-0iP-5GMct|@!0ryXnnT_1$D+`7m2 zdqjP;K+NG2zilx>m&&6F~WO{rz=49Sz8MeI#bv zn|cI1Q!X_g380XT_NsS(M0(CDZ$G)RHGHM({gtUh&J7u3;5zy2y|TK#kn&6=>Z9ea z>XSqB(y~~j>5S!@;yC{lRySc1X}j;GO#gll%#UZF=DjE*@FoNt>0`wqP3&5`-pQi< zWhHKXm{Iiigb7fzcSo!IEiS$?9btUWikdtSu1v(wr#K!>mLmkd+h)u$a)rn(4k*^E z&23&ngB!LgX41m#W-bvZ-`q7Op9& zks4Ycs04$3wIymF>pEYdoR5b~s*grIT+VCnz1LQb*R&QNMPHWf0o%t1(L%QV2b*fD z3kW1REHg zo0dQ^hgy6fU6Xrkm3ZC^YsA_iie|Y}7ggp!l)4I(Vc!2SSwtBRIA6dQ5U#8|l*Fp; zSMW4PQR$wKp2}J1sdYgMGu3@Uw@}vOz?bG|#GhKt?nK|pC-rzcgmcU0tO?i-`HXl) zitSVAj;HeYq_=`q9S@!`-JXMgw%?AODYge?6qId+q6S5AH}%!xu9wCf0cin?tUJA1 zy-$|B|NmKz;`?=`XEl1@_0Ck(!z@+MN`}mrB1b^_mY&=C-geu{c$}G&*Ar)I^YQlx z_kYKn35Z2~QRSy>P!4>yJam|gY?7H3mEyGhg509pAJ^}g1+u_2Z5;~vlMijBo1CB| zlkj0K1*0$XoId_OC}XEHOPohbK4x8}cL2TTx@#U}gc)*-vu=vxGu6|G#(9IAn#1|Qb?NGo+E2F6902i7-Xb)msS<65;* zAT8<`Dy=roAL#*EPpPB{2qPz5qq_a*FS&DcTZ3w%XEY6hkfV+I$8-6&WOP9Mt)=?M zq^nx%BRg$b#XmDJ-}hvU-^%ZWD#NFU!mH9R=o}SrfTxO~N}77FAZo7-RmDdSu7}?4 zH}f3@S>K7QS7MG`LuxvD>%ZFjW9KHQqcF?}y|d}h45(s-W7B+dOU zPv0AmWg%CYocCzjH+2z&8#BZW35dJ+iOza9@j3IJiMeUX_^Oino5#KD2d{#vLMtRZ z^QGPHF=aiD8=3G7;TC4OR%{!i^$i|y`Y)K$u}cIMh4YZ{AHFP=F&QD_Nw4x3I$keN zZkHo;4a-=zAlx5xqxZoM==L>xOK|F+HRCM-!viwJo?aXv_h zT7-lMB%z#Q%J(?zr3_d$=_J9;IH=2{q#Ii7*QoOQF|{R{iJ4l7leZ;i zXe9;=_)nU12hl5;{`q~R1BHCA>Mum6fygv&CdHLVr7b$ z0PvA2BjH5By6j_$xn396`*uzKK4IqH+T5*X@N|FD+?#0>X0#?Y-ab-%RPk zV@^Mw^Ek(85G{v?2K?Wzh<8!O1FmPFphLC;STC42V()Z3!5rXR@FFqb0u*vgP!~!i zY3>^+c{CeOktcr^^=vZ*d*8;Wd;EYK!-b$vb&p9;J2iFf4t;wv z9>>lRK~LVVjFnK>(MKyAY%$A=3OjhNK#iJ-4?C5Mr|6Er#k194glCSb1&yDD4pqD@ zS>a0=4*;JhAWe!2KF{?m^TO%V&L>5$?hOD5X?>7>$eLl6t7xnjpabh z%eQn<&c|_2rD+_(8GfPr-JI`M^?0IVdbPwo-wZ0te_zQy^f5&iasc0Rd3?gYx4!JAcXGla>hN zCs@BIjH$!(v($f!kt^BHW?nU45z<-_AC_(?9svv2K|EHQza zfp1aB9KrlbcjKGQAT3j8=yGMZ0S7+|rFb<~W$fHEup6jy4kZg??sY(~tu*QgNGoU$ zSE@0!KOxsv7{B@tSG%cDH_!v|x*~F{>3q-QGYGelwO>3edlP1W$IRUo+~DpGMQGUk zFQO@gk4d;qGc)9nrmvfSb2`Sk(tytlixv#j>pi_HGG|ca=|MI*gKS#<(@a~0yer*;f9pN|AB47 zu1ehX5f2j1e)|YbJXfH%c2{wg4P`x^=SbgL7U>h;{4q_Uts%u&hOF3LXZvz~3gr5u zCa5S+3Hu8&UfPcms1ly?8=8iu+CGClt%Qcn z8t9H&eA4GdVWvW{qeBs{R-3p-|~XzO8FkQUe*C8 z{8AYzIe2}tsl&cmS08uJ3o28f46PiAVxIMHxBwY1Evy)%$5#4>d%Ya*S73)K6ki60 z>P+y3P~Z19+OyKQ@{O8WLEkL#v6Wx+NB;Brnhb1Q8?AdgaGk;L&9{I+w3zC+z z4x28C@4<0j(fM`P8A}K{Md(yT^`b%PrDvxk_rfTn4mon%*-c9)W#%NK$04P1HMq`I{LE%=E^*Cyz(UMIX z@>x-<{p=jl!|-_1xouh0J1Ep2M9t&OP{o~;@qp{Os-$l;OX3#fE^)4q%Z!ndlE+c# zgRMicGBc&GOfw#Ly);&GScFlpeWEq$e7PLIA~h|O8Qa_!ss{s5erBQj@*0ir1x(T; zQq{PHc?ETCSbmn!HZ}U~+drZFY&eoNtQ?uvkIK&gi2wX`IjFkgLFk}ombJTv8M(PIyry7`RN1} zh3`@G_}!y<#WV>fi_az;bzBxlcc(lbhEpuwnJ(GyaIPJtK0)CtYwxeT8@^I^>3ukfBm*PATsFZ#Spj9`6lhn5)sGnYmztJB{_Ib5D4!wousB zb8CMC{@t35?uC%Olqs#m>3C;tTa)?pa1qnDjjloq}Lvlx7oyG zZz#fXZyZp=U;G4mZoAM{@SFUDZjkS#R8j_;Fey#a?)U4q%|{&eo1A<`?|BX)r_~rO zZEQE0P5B;wucTc-4)M)_D=B*AzvK=*q|O-Ovp)`MVNOH4K1sz6uPEbj^$@A?r0>-# zlpGwf^hFJd>;F%6W@EQf*CZ<_;BXNGd0q~OPS%i1T1eHrQm^5=KNtmrH-PU2Y|?V~;wZE1Iqp~R{_CpR{pm(M z;HBfYXb=9|x&8NPoR4NEgp)Mo%>hdavv6jM`pS|r=cY~w_=_G2MRyZiw$WJ6<&%DC z{g_u(Y##m=YX0vQe?m+^)paW)s3B5lj#9L9fB8|+!GpcD_su1pq16vpki=9K;!o9; z(+1BwBL+Z)VJl+ZXBjPbpsWXg&*YQV-{5x^-}~k3jvq}GPgWTf5x6ych{8w)0iIQbdz-PFl(j<|w zi*h}Hdp46vxUjNrSZC4Guo@5e!o^ClZ56v9Ga5({TL9>A*c`&psgG^WQ46p9|IWW(eyyO&;01*H#R&I~ z2ZATkLG+tuW3}2GcQDL)_FJ~XnbQ0_*j{ulKiCLVLfF$9&xBeG15=1i$}e`Uuh8zdnS`- z=d%Zd{iW+dQHk$0YYI0&$YC)_11C7y=76qG7nUIpi0EBdu!#dbR(!OR?R$URWXgKn z_tZ`{=?<(yIrph~>~8_a|EBlqr!Q1I9IOTvCz|(!qNhK;w^G0XT+d~aX0B`d`r0gf zScv!0-WO;syaAuK*YZW1wc%|gl}S&t)!;uVqZDVV!&%e7yC_j6o51{+VzV?rH~jfe}lbc?Sug&f>?X~^O82=_3p z!&AyCubSY4lMS2qXXaQbK!xFNVovrYvjdRpDPj(jaGp@_Sy-I^1838z8y1E8yqOE( zCK|c^tL;3nbuV?jfOI>=BX+Kypsfc7eX?5F!ZCK>z|aAWJ0ouK2SKi<#+{_wA*!Pq z9U6T~|9^gIpg2d*vS2_gJ@J`OdROh9Ec*(~^{$;9b$Cqf_X+!_%e@|-1AQ4_ks^(+L_jrCu1$)Bb((t8+-|km( z^bn)AfH2`-P?lhUrfuI-Pd=n<2T+gr6@;^6ap_gH}Ox_UTbO59^0YNOSKvaytRub%2W*@-!q7dKrpjY-%Xcb zAFZP9xg*0K9e|SK6^MnI-CyGcg&aKMNT?LwMP4%*`Q zw{3Ifl&7=9Gc<;|Lpho+Vimp2P#Q}49yeb4T5(CQqz3oK9I;IOg}+w*b0$n(*7_Ip zTD2V)iW+syUO?7UYy6~-dl%XY<}RtKXu|rh7AD=_>xAGc`Fpev+&S*J>_!Ff)uMf1 z!eyZXKWTJfIo^m$7!o^cLc(q+OWTaZH@sJWii2P;O^^koc{%A_`YKBU<@O@gTH=!? z-iC~SkGAtJpZIi=0uJPQ4r$j*EFUXkN`y8eY7I><){zkd%%1y zhcpW|>y=k(Z&f#5lRw!qYnE>ul<26UO`k(o4xgg2p1~%q0Kv};coO!j3%C9X=aEJX zsM|6hWytB(;jJ{*^B5e$%%b3A%kxLp;$r=$lMfzCybDgrbCJy0R>5GpQ)1|=C7dZ( zN7%*tJgUJ%rt=YA)WR@u@?eW73e!xZr_p@3TvgH$U%^o&ys_jG{@o5~9ld9-&LHT! zWui;L{R7MwQ`o^@TZ)NETFX{4dx8D@$lu+A|MCG9Ii^o5i`$`QR6Byssl~NcG`<%w zNJ}V4uEuqK%HNMq`IVbDg||h4jX)PvpD5id@S!oEuS!~*k*^f}D>UUI4xOIT%9)Ry z`d>Kua`e#wqZ?n0ZmjJ4pDDirs!-k@8Ynx4284VTm-L;D#Cw(PXX_g9pgF0Z-Nd$d z(0o1`l^+{XBU?=c%x5!6m*xsBy5Sq=;@T&!W9ME9^6`YAUx6~Ujg|vXP~R6~=cS(5d=dhV>OZQY?3b zP65lS?yqc#`g^3Ct8BXJZBGDYm1%R{Z%w3%yaHx2sv7)LYc##FoLok@I8n0 zs+h;VkY@9T$B!P@r&R9X zK%Rf?B@{h2aA=^62fkSji*$bD#u&0$TQ|u{hEL8BeLskk%pa*u48^(=B}MK~dvFoxgAk zgd3eBXiV-sWH^;4;GUO`JGl(Pq$q2@qxHFAZg{jbHQ^ck90DfD3(=(6JnyA0WIZ)$ zCN0v%?^tF2Xl^f_-gnP7b2YgNs?$9{n*#%E4y>hs1AMar4rxWta$Q614BvW;-7=uJ zc#P$m8BhoOIGT5E)Ef1Q#`lO%N4AZb6&-XxuC@pF{bH-Ivf`zn1oCS%YhGu0UQFYA zCPS6*#51c!Zzc0$JKn$lu@!|r*Xc3NqTB1RyrDZWMwjr9h7t!r>Zy%hS zlkiDzthd#_z}RYiAlmG7eoeR0EZ~vew90zDci!Hr7Cgt<(h{In&;_NJwP?$&aoy)V zbl)t8^py~Wo3@Qjr+(rkZEw$=@0FHdVbbU=6m1B#te`QU!zaD7A)YR=Du|QI(Y7$J z{iC)4tjI$TA@cg1X^GHBE1mo>iPHgNo+Nf}`-S(SvSWt(Xe@@3v@vMr<`Nu}PWc}H zXr+}2i*zHc&{OSKTghR(6%}*9;h6j0iO{%q3p(3*D{t%<$n{ck4x4m}nb`eU=CU(M!ANlylfD(s_bk;^>NwaQv%v zZ97(Cut^QPSNj^hwSB&9u%xhqf3~u>mM|?%(rBBSf9wSQ*;dEhkEqZY3^~8WQ79V6 z*$Fbcq_q`;OIU$J|A2>2_ye3kt=LxfP^mWse6G9^jrZEn02dnH3rKgOTT&6?8i z&o<{9WBvLr__IZsPQ{_J63TiY>Ik@`dA#E8_xFXia_#S_{#}lnb`66DKkHD2eEZVJ zzoCdvbws#?Rq6^A7ur^pc3^dFLc7V588-hw8FDn*6XVAox<})CmMW8Q#4i-vl0Y02C<`ZkQBthmHQ4+#sg7@g)|Py<~knM8}@YXY{jiV|&uz z1{tuP%Oowcm-VQ--qxz)B1Vt0TGY(1z6=&9sz^I$_<;|{DCgr8b}CsQ9CQp9Hs5~h zC%4vI)NjFRy&F)-e2a$7wbxkPR8s+PJ-RkPIN*zK)SDmraia{Ix#bKU<+<<_&{cSe zD#LTj^Z%kE4xXh^l_BYXW3A?t{rFr9u3|BBr*MDWF7Q@!0NQ-mJ#u6*1smLYX>rA5 z6VB4sw#L4&KP7kId z4k2FZb{1(?k>u^DvG&J1@G!4u;Mg9%w;xoO{xN4c6>M^t7`+?NW$X2Ke@?BjPiz=R*= znb*TdK|)tnh!3Sc&3r2raRA`3nF7MGUff$1e4!~5$NhAriFz$Rz(MVA6@tw@jCGLj zrTten>7zL1Y8IDDj>++%gp~t*w}J}DQHa*^r*0CH@;we5sqtuypKMaEn&`6FD6|?ufRM)PouXM?UeE-G|^+8Upj;4YRfE+%DbjY->E=8^HOdL7hZQHJl zG64hr8AQC_{ZWOE9l}*5T~?X9>rT=sm)j_xrq-QvYB|KrnSi)}NB_u?ZNmf3N4_WA z$I*TrZrj(ntO@Ic6!;uHk!=SBoj)!j35!VQd>ZH=-aTPvj`azP_8IO^@Pho#GF7|M zu(MEMc=#~7nCjCZi}?6+D=Q2Mw?YcLTDLvEj*m@TE58`^Zm@)qV~)1@2e{`ypn?uy zJexFd+}yA2I-%Tw=L+!|S@-&>L*0ZWXxyf7*y$N$ytFW6F$lNN-0nF}3vo=qL(bhl zLKW4lAk4DBnZYtFj3P`>gF2n@aUw z;UQ;4is6zsE(hQSBI!BXyP!65h{vP*zTAW6lzrpWq$^U(; z)-^yVI^QLkM1vgxlS>#os&==EovP(B1(hI&4L6s8XOM9WBZ?>8wV}ReDSnOr13pNKzhxJKiU7A z?NK@6J#T&1quysAld=39+Ox9tv!%?(oFvrYB z3BG6i*9DaI0CL!TRl)>?#2eNxEYdRY`efAmFNX%lfa=-SXfZXy^r{CHG;!xkm&v)L zt>-s}#5skx;F-e8AxeYyR72&-9@G%=W^L$(jHenRq?s+6YIX~YHdWy z;%qGxadZ{;QP$(1tQ0sLRl;pR!?BVOyA^U-+Og2FFLty-uJ=HVw4c*7meZs;JkqxY z{6a0`mFtTtuvSz+zuU_~rlUmyK(^%<`e8giS(zu>Q zda+aDSTa82w47YgZhN=s?afSx)TM!DwUxV`6jIg$0TXTd5ca)3OIInlu@VnCdXXCn z?!EnYD51R18Hs{}LjVT+zacAc-bguTecQXWhX_mt# z{njd6N^ud~>BTC;0q(cgd}%a-fIkE+rcRr}qEk`e5SNPb3%X@}XfCdzp#JavC#T~F zLBJn{CT_1L3S`qxJYq^aX)F%uZH=988s^p{;R&YupJ{;|7E_=_{sxp`o|yN24FnvD zv@Re#s@1N3>p%TAzL1^ptJbBb^#}x<-^aM#M(#1C`DoEGF2dFu+SS?kJe1?+ynOEM zI57=Wuvq1T6f7Fnr_z|u6YvQ`$GS57s#8h|URe!kOSreB8$1${a9Sw3v1-IZ2s+Y+ z4pTswmZrH~eBW;h9&^<1^+rt%^MWd?X=vzXwfmAcWW03f#w49%uD$w6v(3WE^1fSa zpxX>TH`eKCr{8=2v$`>&DiD;7|Aj7zY0g)4gp8*I(nyCKkJwbNjgLyOw@NYa(xHG;5eDL=fHZeq`PtV(%{V;RCzw2PvY6)%!A5|>+9mG8gTJY!}R1{>E;cY2TH zy@ZUnK(Mjbjp(2nm;h|}#E-(qug_U@wHq%?vdVsljzj&+-)ni^b;^d6uwc zT58zL`}t6gxL&oY>CVRe5a!n+^@myelkzC*anDO9J}lCk%-X%vi>hwlDZ@sEr(!kc z^U5G{#YHsWAH8_$UYa+StxCFeEb00`+O8`qs;ucwFpUAsm=SZ9&fU_$m_|&r5l~bx z0xCgr5Eui332{`!1O^lo1r*823MFvm?|0BPxT6Nn99|(+z@2@+szKIMA1bbZaA~Tpx2VJ}*obF3h_cKpi$-%$0j*V)0 z>yjYrQ<30_gC?&J%9qrPmP49)tYc+g`$}OhPFWY~*sHyK0?IL-L;C_J-nG=r@I8mg zCJergKEANO?s^x7|E&vfd|O&%4uyRIsuOm(Pqd@0$HSgxhLBzmv-MF+`j%OVmG*L} zuDf?#1o==+=tH}Z#Rj#5sShoW^d7nYo%nRWEPO@Deeg)nmoBMLg;tGfoaJ&|XP~I3 zYaG&o8xdQKSlZ{L4i^pt<}d#_7OWD4NPIwHR=zS6H`JU^Ksx9RMUlGY+weW|1mB99 zry~|aTr`afLQ(UN3ld#7Jm{%}BOra8VpvaQG*?$@(Do_P+0v^V`pgbR^W|N^)kA5| z1G%2bA+2X<*t%;f2 z)~`8N1HIV^h>!E3v-=1AW&z)`Iiw-`Vdr}Vty87I1c#AMo9;dWPeG}m(BW3trc(EyPT8ot`7fL z#ZKR)*541s&Zvt>j`8;e0WxBT!61FfO2^FT&Q5U)K5;mj9lw1^KB&$0{W99tD7{xL zBkdsl2f}5JMs=Xo-XT8YJtr4{I@yMb2TH?afhQYQLps3 zfbW@1(#4K{)Qmj=pZhUP!S$X=-jF}`LCw`}G^O2^s_jZg4(@xZxnhux`vtiVZJVD- zog6)1_^PDLAv`r#;FKGMo~ zN#}dq^Hhb;XA;Ik67^!wR^|EN-`c#o3)7q#LiH_)nOcd{cO+(LB?b)r59$7`wNP}e ze?k=WXsPas!6!W47hBG(_`I+R2cxd5`WPSU0A*YL-EWKikps^6>HRj+qThz`@48zL zU*EPe9R~uREw3COKOEF6I)%*F%e*h^WG9bFnpCtPc1-%c z_@DUKYH74xM~g8y_}PedW!C-f>>wj{7y=&Q{))fi&P%02sT#Sj_*mHMK~Tc~j;8#2 z+N*u(*uirq^=t*C&xl3L?b^B5C0_4+w2wDG{R6%gN)S+J}pa`9%IJT2F0VDXtb2ZGZy zUD4NSR_#aHdffHY#}8~_>V6vfSaqsBlj!dP*7F#o;V6%) z7g_@io!Hosixb2rk?GEU8P3e`s%toY@;= z!M(^esImHIi(V6LJf3mr#)@>APeQ0Di+$|M?D~Nks5NK=H{_H7q&Zo{!qK1iko}#RCN%QUbhrgwo@0C)^ zSyMFkj(h+Fh73YacGtNm$vJr3c z9XC+6WRe!S(ihkyd8J7$nh1KMhdU)e71}2h^+!jm9EZMC)RX0rzNBPZSvTik#{lMg zImV-zkCi(Rz7v@@Jo3zNyS(9c?f=1{?x87v`oSxb0u3(`Xx2Jm8s=yRdvS@;0G{hN zL^fo$`9k?d1#Qzt84Ly+LJC9UlCE&foSuZ#+>#<6SM*<9{QWXCZZO!uYL8eHI~$#kTLRkrukC2WciB7(a@v)i8AKLp(_IE zM+-y_pF^6qzF_$sp@kM5hd+)ph z>bkJD#Pv>p*+>fos5lNsG|VY8w@4~9+<2OXNu1d7MYV8^Wfu;i{V-kf>Hs(?T#T3@ zA?F`w(@_t^4UpxeE!8?WVamD(0)3Nl-)l1YtrW96&f8lgge5B z_WW8Siz?jp)9df36h8-HoL`VW)ChfsEL!@7J_LsJGuSp~%rAcQp+`;l@)> zmdzr(yq|usVNdT@De`gU+>^g@W^N4(Th(xXm3P>xeX9RyO6H)#zT-FcB|7AB+v&od zN7#1$i6)!JACvJ1J7aiXt)OcH^qtZ~VYB3G@gtdGL%1{+FP^kd@BmlllJl|pYslp7 zP+Rg7(JF?`<|@+01Id!1OnSY_EnCxL?|v~3dHY$rdWLF3ZHYPBYzxd-JAn=yzZx?yIZWZ?mi z914CVuJRM%d346-WqtU_#C_@so0v?<_~i&YPI{&L0SX*?LyYvWil5VB)A>jW1N?dN zq58efrBK-SxFG^**JE&xoWkunY{JlYdPc_L-rxodw|DPOIrwR+4Kyd5jt)jH>A5Y7 zHO*#{7T#U(OfK=3Pd`?st#iFTF8S;>s8UEk#N!i&w7F(NPZ+X?zB0#TI=n9rN#j9eA1JtZrH@3;@5h%TSdjVC(!r z^QHmwxx_cbszaAWiN$3ZSi0Y>I4Z02m8uFvoMs^TT9@1aQ% zMkno086R5?pR~?>@IA|wr_V@TZxd{eTsUtQ)E$-}rTFrSiAl8ec<4|WpF#RYf^CG^ z`rM;;@Cx5+vv;&jH=k}(Ta zGTWt!g{+UF{OEWnbT*?RlgSG|4#hoPWRjNE^T8&gx+`p<(vZat<}CdS_d+o{?;-HC(JFJBTt=Xw&9I!bZ~T!+(yXw18CgI zZCo@FGM<{9a7i0K+N)&hvu-KXnI_c-@~k3=3wR$bGpA3PKZG_ONSHi6>0xbf-kz6@ z4jFiXZ{NJIr|bx1eL0$TzSwW1KtEYv+DZDw+NwEbUp(lEm&a$-Bf}#(V;~TA3A!=R z_+jrU+IalMQoRXNKss9(iqfz*j&#`LzNdEE_@oz2bY523dl;ADU#iL5Q@bXILvYSc zG_0MPw|fj^Je6=*q~|_v>CH)(<8WQQga7s=37`sXbmLWg2ygB(U#0;V-^%HEX=gdF;z8k~8UF~=8_+obgiu)~ye(buzei-C>ide)aeICK= zW}MdU@hy099J{-gBx!=KG zx4+CS#|wpZ5eA#LM=3(+aSQs?=Dlk3qpim?4)v*JlIHK~%njxhRes69CJ&dL>}Dm$ zK|Ns-+67+XI;Ka)+=Ry>jYEl}nWCrt19-L{yXaJ!FW*~nLHW_e<#LP4jTV<@{{A0M zT_@sxD;$mlhqYABVUZ^1=-YH!_J-hE_wJD+#>OX_fK&d1Xw>Y;P0*l|4jwx6sF^hH zp0AeRZ&7p?&pB#Z^E9vR2G0W@McBQa&I)%r@PTJ5Aig7(xTi^V{(33tiUpT-3zFGT zecz3k>!Rol;Jyh>Kqf8rBYwtxYFYmY_kB*x+AMD&Smta%5a!o?M&2@f&*zdBJ<+h) z66n*8Bd~J&ryi;3?}R?K$_V`~S^6tehV={v>7CkY&)8W?@1+PLV}>FqN(@C#A(Dc< z{R{uSjGT#%780go<`{_YT&qvOGyaef2SYF0dQXRPW&r}De5YEv(pd)pqew@Njx{&K zDx{(n`(8bsFE_%m1%z{We+xyHZezdE#^WiIT4+XRamZ3(BdYqB*nSJZpRH4TpJn4) zP^{kwSs!?Qz@83#z*n5?0B8_ko+y1@Jmo~mCpa< z`+kQQX@-c?m1yzDJ}Bm?sRLV?uuc*G@WNMNouBa zL`_FXRBB~=Bkg*iLgVsD)2Bzr8|gNgHsij3r>*se;yy5PL?~N6`117{Yl5=O-jiY^!r+O;mAmwJVsXnLMFRG<375`A>{r1r3 zRU;Qca%j|Y8AFjo>ydGcgPrAm}x?yEn1iMv_aNWanC1>A2;nt%IS0ZhQHda zJ6$a12Z5oZjLOT);dg6gyjnhw@VJn_X#T=BhSVm!&y_Wu+Vi22RUq2YySQu=II^NT za&%so?5ovxZVa^8+KS<5a%a+2d;6oHw(1^QH!*5YmN24#M~lQa2$Si==)A`DH9h#F z{bcp5P-{A5{RRZ()ad-Y2*nLmUNTsOUB6)W$=$&xrNq|lPF^u?y9vb&4|TL_4;}xT zHXd+2gF#yVL3zi$s*?xX@i(hrKS?()96|xtqJ(qbL`9-rfu~DaC5kkKRA2LO-*MY& zd}#94=-xX$Q)o@;A)-ThZd-m3%9b=8iZle67#$SlUtfWHe%a90hH`j0vJ91IkE;!3 z4-0vO!``f8>;Z?&KCHk@5C-Y}XkkH6$bLkw*yo@PcH=Z{oiq{>aiX@kxh~pg`hr8I zi_3>CDo@c*)IU+#^jfd;Xy2 z1r+zGh|cv$$9J7mz-0|}EQ zAkD8x%$;RrA6bcit1RYfrG|V5VW^eYgrc$ct)IyDKDd9hcE>*hxel9^v{0Wc9Yb&n>8l~ zL8HzfbjvERR$JDx37bcHTf_h9ZvMfy&+y{DBQVu6Hx@j*xC1@go&m4bwCnM2E#-PH z>EhnD-LEF_%~{;}uN7`sofm-zj@{8EuB|BpvYgN4F$mM?bV7}fEUv1+&ENB^!=kMi zyzp?u2^~wdv9qI{k3-*7p~E0t9~-uP_Nj`OYE2feNY1z!2>O06iX7vI!oO(ap~xX! z=y;u|JDJlSqkuKFCe=$Szl*?(X=Q*^AlBXZ2w6|zA#Bo&wCY%^PM16>JS1+4PhCjv zD2S1E5-FtheOk<>O9kBb)U=RIT9nc7N}E?yVi(>Q)}>eKroD%ts8QZRk)r7x3)=O- zx0WLyeLm02zx!%(?+5%_J0feX%1KqQRLJ^wyYTxO$u>D)K9fV5qo7l)lryISFOgmC z>H{O!9e|ua?>=Ji%9SmnBL}da%Ob7$-Q;us%K|Gg9y&7?ew-^e6taGfG1^l)p0J*_ z9*=wKYeoEWAwP6webtc{__sDfw=3$FC1iXxD$=f5F(rde!1XK^Y4Bdh(#ATxzYzae zowVv-#&rhwd`2J)*4-)KDD8W|d?Y+g_;cmew%{6LiPU=DUe}(;@2!yYb1tDWjm`Iz zF(qdZKRK!q^`_T;S;j?d&U`mBWBNWv2k>&?1hnd-(P*@Z_C6l@RK^!D2^Tu)_O_ur z!kVyW>z-McZ{PnN8r9B2ovqq(r%y66K8vkPxU==RJz!sF?2gw8NA7tYeU$ne^tJ6m zB;L7y|MdX!Jq6#hd4zA9cuh~7Jok4##?0R;zb3BA93`eK`)Mie(OB)Y7TPB0_ zPO#U6*QF;doA9q~Pd{%_n=2GK7RdVN&y6m~vYtsg>A1=7NZ-60zY3qQ`-`dZTwN&X z3__H&K@0BI$cTFZmqR%2a~y0_+sD=8n^sG_KaTG|JRG8u>Y@*pcHz5)GMtadn1qv# zc+85oGf&}%66Dx5DFZPTUryEXin zsr}ayurtp`G7w85emh2655x|KOInM-YobvP!#Ohqt98EJ2@>^$f+y&#&`S2&1q0*h zw1YdJR#G6%2n;Us=eDS|W1riExsP2>e=&ek{sF|HzGNB2g^Z^;)TC>Ll3~rq1vyeH z*(v$ALUUh0Gf!Kz`LN`dB%zGJK|*PSla7wX`jbaLe8l^!XP*1=np($0->dEDUP4vx zYRNi05cg~W>A|7+Wk%K`4Jn3BvACdY1lS(VLyES3{O}F5^YO5!cLzwTpV%t;)FfE; z;}!np`AYu|pEN_qP|d7k{XQx6a*;vr*Y;YFq2q~=*tF1t zJ80(vNG$2C?DXz*^QxQ&c-;4!@A_+o%CAs=G6b<^R&|7}a=*VSb>z8`6Ak2Cw%mN$`~b>1rASF(@On)n+IS#vc*HNO`+KfP(S9j4 z?LS}I!A)w1tZzCm6ct>VRZd%vKU#_lOME+Z%kioeKZH_8m1?#|4t3OqMz&0Z;NP&Q zdJHkBDKw2k`Z$iV`uJO4b@0A+okMlwp{X7Vv~`tiwkU~om4ascXVWSX(Yi|K#-`AY z#~&=cFGD)yzp{3H|B5R!CfrNAHYmpvYHGC*0A6^tk5AhUggm-ZOPKy`SnfPtYYvVe zCu~zvTW_QamG*%ML4G8jY)MBAWIdboiQv)WS;YhGQtq`GZWV{+@e zW4Q3l-8`!h<$<|SXcXDAfD6^Cc&h0M~QaEW*4l+pTjB z&Fb#Q;@9({Xvg&3pPr3dZ!n`Z`*AbGUT;Tqz^U^tuY%G&)t4|y z&&it{%8vaLAXVn9I})^X((+WO|L(oz}G-}s^;?!pN6cbk|v9^ zz}_&`w!;^SdhyU{F(2>!^aVI4AO1`zS~d2O4{bdV`FuW?aFrQ+tFqprMT*{Hp|B^f z=A}H8^M4>Mg_d7#{zIFOhYp1wb4bGq>3ciBT_}^%U0+sXFfwZz2rJm26ElaKGR+|C zsYxx5IEmVRZ(O%?D?Vo)61vjW=?ggXX}3mN3ePPzL)KG)&m=u9thRTwJNn)e5BzUe zmbS6f!4uyvP-i>4CPH%b6$pGpN+XSP-m-ws^m>h4(sVM z6R@7iWfF$KbK)Ee%RfdVNw@!5)r-jRQrpkcxE}DrL&e|2?}dl9{C|cI{^%54+rk8i z+!g+6sakVy>kUDx%$V`g`EOHGl56EwAYhiWvtsXKPj*5gqxsnH1QpLoRk zM=oC8h#Oy(WOd#%5-RT%5PV<9E%u_nR6w?5aY=JSbQGQP-X2N9KeRsE(>^%w0b8qw zsL0Xj-O7M`PYXto-jE!oo?&15TNMsQT^=KxdSy5i_EV7fx65hkY8k#~Gf0bn=lmRd za==as2)r1tc-tcSH>kkmAPVx{;fYx?rf!JQML6(Fj*Jr4e#hB#u9utFA2Wr9{P&S! z|A@3J@1ekz7!ckzqcI!6RH>=GY6$Z(YvA7iNU=VK-B*f~|=odbW4x zTe;Ao1Efqgi*$|Vm2%WK%(og#_;R6ZEw-hOhiWu!1c-PqkNGac`2sfSeg0qt)z@9$ zLh;^Ycvj0}bz87EnTgonj+?kkWth)ok=AAuJDZyR{WJm3_>a$JT-nzO?gl3zeoo}A zky$cghsz+{oanSKEs6>6#q0ZxAyFp&VbJuX9@S|s7wZPgu%6E${kgTB+0yy&#y8yg z;lukjXZb^sKMj>Sm$OnLWrPlk%Oi~Eh+kHGzZr2EhXPNQZ_v(pITZTboJlJn3B8w_G);3#@c(knqy#q|Iv~>uKR724Ur*Y8}gY%yy~Mo$B68wS~Rl(gO#L zA6!RdNx18{?^_qYA2}hr2uA4l^tS!o(5sc8--NThvRqH#6bGCNE4TmL zwVr(^LCvKSr0Xd@uLSDUQLbl_UWd==-)v~znt>)V2-=+e=FoaINROBDNo zM~hVU2!jfvFWt6U>sNt)tX@p{V~qVc=wtN|f%oh|WA*5d6<|H8?Fm;o`WL(Qq?k0} ztDVJ{pX|Qz1WGwW5Eb_C*`{MNI~)k>Id~BA{hlX6k@NRw z8M3TbCQU=m$^PJ(9w&7k$NB2S8R1z_Yf_8G{8MJ{y(3o|sGLD`=mBt!j5>~M`XA1~6Vu9o=6D!o;2k$IDp?)_!I zMz!dk@emRfj&=va2aP%obtlxT<&fsW@)x{4QBz%PfCav_R&|T4NX!X+j@Bf4jJ*}qhf z-2CB!)58Uk=9-?s^&!Ax!{pDvC*uw~*>;FWt>Q(vb!-NnfD-R3FQCrgX*uoX=Dyy$LI{DMDP+hlj2^YI`A`v5hD zZQrzIsfTcRq&Ga%Cq@S^uaSatid*-ZR`i1e@PAOgPf)j&hzSFs!$NdMvOuQWUVdzR zw-gCkFETsTLLCGZRv`wsOP`S|9r<|d&_r0`YQk#a`_+AZ;Aqsj-zuJsD1>Mhnn-wN z{itPY=sE}RJ%>kn)*O5|<@Kih=pOn1EN+xlwq@O`81Mm41}{WgKeay^xbiF|O&QE&Rv^%jH zQWTd98`b1Y4?{VB9iq5w=-S>&8xOo&L`5e2y;Y7hH`)0p3y++Og%#lyQz2O7mpeky zQN!tj=)eK2=P;BBk3DsKgi7t%Qdwt{h!Z!a0GwSpARX{|dS5v*oR3O1!XSQ0>fLf5 z#a;}=U$;H4P^(87;(==-M6J*~MyB-)(yUCcM(x}4qpI*K|MvU`t}EQ3&#gVW`{4Uw zhY9U_{MAyUH#X_vm9l|*x6=|aZhY#6pU3`~0O1NR5v^|LsoYbv@j%>jl}RrU*eWUV zMBY*xOVcgt%k?%wul6TGMGkXz2GQ2zuBVz?CTSqK+Wp?%d40I+<(6e6Z;lc{g^t5< zM94gSNgV=3DC4 zKf7PzDDpf}dQYtdcpoYc&6^Y2XG?_Y@VKGp&7|2yZjtXCdN$_Z<$dLFYdM9n(1(_F z9G9sdd^{CB1QV6$ib#^NDRzTpI-JCbU}vid@SfHVc%urG9xYeqXhZT38NiuEoQ z3Y>qTz+PiR@J74@3M4$YQcm8{Gx4Mpr%qMzRad+>SlYXydlfg##=WHj2l!I4h)Y>C zE!g{@B)a$6*|{R(Z6+1`YqenBL_h_ClF2HWbm$FC~|0; z0-Nxg4Zaec*W)TRd(c}e|7yfwDB)P3Ie$cMz2rL!_?|^viXbQT`Gi>48vIiw|72zD zP+RCzwE$6zejRC|OUFH6J)ci{AzmkH|HrV=X?T$nSMQV6UIe0OzoKlvaZTC++I&3c z(Al0zcOUjCoTa_!lpDIpP(VKEV}KsJ=0zs>OUWU7JzT8%>t^VK^$4lGwO+XiiYd_LJz>eKhzASfY=gS+ z@6}5^_jc<+(3)E=f}#A=o_>)L_dFJ9^w?0vsbe7IZ+u=m{Bo)0m&@R+yvtlD67`Ig z&@u6(Lw&A@Blr9ur_?+7xMsh*!$g~$cmd@56 z)1iZ#PscrJ{(6MhOTLNyJACd?JkE5UXfw#qsYQysx?TDcXzPKGEr-h_%-7eGDyqcS8vb%w%b!`_u<5eVmtX#sKkGM0bMd&J6S**4}=awne?Ic(Yf!&znPAc zz}HosS9PrIf+~e{G^#b&{$n?7J^pMdf(xJYeyU+QBhzv>e&{5j%P}{Vr2wVOxn@Yg zMSh1SWIVkqCLmlPyCvF3-m}QVbB_GT3%;52pn=tCgnnn~jaw?icm|(v#u48LotYV2 zf`4k+K~vu?UJP}HW@u2`HSuc>Z9EY4946`BDyLu2zfCUzFEO>Yz6iTGA1ZSec%o}) zT?P&^(j^Ot!jdJWE!egFhx74v-1=kc3M-!HgGa3*(WiFx#;zvX`S_cqKDBJp2}i$C zZp8N(sf1(Ioq6n-H{|=p=#XBr`jmLucp!3^eA1)NlErPN>$9D((Zi$EWq(bnUxry45;X$g)*)qRKbvhlM637S7lorYFH8RsQRm-f~!y>!^)##8B% z%O>0wZc$SgnRQDMVWWD&^_ruGLNMlcW5kKt$CgOn;{t({^`y0U#a4o#^=5_mlYM1> z<=g6TXq(>@LHD6<>m<-UZaWR#6NWJP#a~0sMPKmml!$-P=|m>(2CA=U@vcZrF$ixJV_ei#8tcJ)g-U?0cQWw!nhU~&nwzRg}N+RXLp#+V_l`}&SnWR8GR z&Ja}P1Pxc`+E1y40nLsiO?E7}CFY6%!1l6hvTi*v*=)kVy|^WJ zpkZYa9y`Ce2MTliLE>}{>P$BMXk*jf$8!$dnUFpW@0B`T<=Dglyhv*tarcU-0?e3` zQA=CD%zBfI$Y=6N^F!Pm=9L6~=){;gt}_N6kDB`sLI4lAqA9s%D>$&CdJ`t;ZFsLq zwTpi$v|-P7=#}9&n-kVRw4zdUW`i?QX$TZJR6ouq%>?9!IvFVWNN*R;Z`*bJI!LB_ zi+YoXE7pTW8r7Q!NFO`au_`yVDM|9f5`Oo?DHZw4q26ROx>GT}>C|f4^+3KyCwB>d zY~9qH`j}_F<6SM|xa<5>E%3z2Iy5WvKaqKsezbVXp=X7pg>3ats6=ICNhub62&!nU zD1b_ZCPYY^qWa2^_C0PqtusbicgEJXueZ(kn)meoJrQEt9A-4|`U{kCJ|HyY%ZvBl zY1iXL8kKQKubHIx+SEAMl;CmWT($H1prH^N(t21ZdhyAB5M(>`WVwVPG>_!2hQl*) z^@^d5nsM26zEIRCp-dlHB$RAd;ZZ}QP^3AS9*3=iqnyNePxvk~KYQH_@WJ+?mCjLr znXRN_9>_NWF6jw#j@_;1N43#-TXiICxp`#gD5yLxK$M(Q2BZ13`MC3G&)FGX z`?Yx~B0jwepI|;{g832UL&1ED<8Haj`j5|saPL15IbrTEv2t|S5^I)AU$#zop{u;kWkZ|FO<7aeE${O~(SC!+Eti}WIJMB7K}5q|afhsy5x)Uzf6 zs5~2wSl=4M19WN61L=~@B0Ztie>t`;B76YP_N|_NAMHCK9OpSg06!fsT10Qi=X(0$pp_5z7`qg#bP*c6#Mu9b3T1&7$Xj+TkEC6X2R&6Iut|TY z{L6|>+D=IwRB~B)P9?Af8WLKd;*7IN=Lc;(o^9xMkT8+RKXK=cYf`sf%g%ng>n?vA zda!>Y?O?sncO``-?sy7DAkKnHcPvvJ-PMA_e=+l}`dgSn2-G?Bi7hzxL4u#*##5hI zHtDaF@;}`>Qao`GA>rPrsrloRA>(t;ApB|bhsRKLLp3DCFQpnfSYAjnmg1@(+i3k^ zplBpCT8@5*6!k_INyf84w&5w0CXVXdxb1r)y%o=uX_YEfySt!Vxf|umgb&Q~ba?|< z&n7ODQ?hSbvvONc2qu|5!sYN;EoGtlmc&f0#OXT{Gqe%|hW;mA@{q!n{@9&6>5K!| z&*icS=Nu0s+wc?j@^SmEW6~nE&Oyax0iq=geQUXej(j{{QaOi7xFK|l-X*TK`Hb8C z_)^-8pNSvG7B@F>&)Hd)S04OmTbZW^>=JRxE4QzB)XA{;4(p|EbrFPlciti&i|OT@M64pSWs; z*s5%J_zx)w+gX8!%5R6Lfhm6u3Z0m5o6_i%kNchu9nym9I>&3vEwf9o@2%X$JlE!( zpxFIfRAuJRop+vowz%ve{a9^@ZM+)VRE2-6Y;I+-hxGmmDcH)RrnY8dmKJ0^)zlJK zi_c-Ed071TfyYhM-O!y4ir{A0E7aBMl^dO*0|&3tsIHbrIM*lo^Yxv@{dlfda7mf7 zu@R~;$6iAfrsisy)C5E*A{#iv0t$m$Qwwp|pS~2vE^q{IL3yFp@Hg@7<+SVZbV;>_ zOwwHY^fn*!w|_~!S(kNOb)9KYUwaoAYL|`N{6Pe%OR|gTZH` z!hDccAwZpBDFoNn)5S3mIXph;A+4=S(D(VTJFzdVdqMSKXNx}p{FRSd^8F`@^JK&g zs*cI#%hCCh6vo!zL)wG~7Gqc+!O?ylS_`|SYSs*89J;zB&6(Cw<5ZpB--nV5q`Gl6ck8rv;xE>HmuvU8N#3Abwi}wYEvabifP7CiRV*&yG9f+pjlmOX-v?}0 zIq+~9G_Lv`3FUY^EBhcL;joB*s%-t*bKSqx9j< z%b+jSSOlVVySV?5;d`WaOnAhsGtb1r=G|$$I-U`vYg1P|1p?7Z5sPl=?j56Kn2*k% z5taiq+$(PEdUX%yh3v6&Xn9;>4ViCr8}(J(#>;f*0FloYkXF?5+Pde}3-MRHMysj0 zFm+wTo}1JSiKhK;B1-d1SqxK3=6X&rE93M7xoD z{Fdzuh>MnosB~pI=Vr<9zJSXhJU8*Wu9A7Q%N@^|b2>QBFQ|cStvqV24w%i3lVLuK zp-gyS=v5Ipuzu@DJb2u9Ie5Pa0uk6=RAyehe;8C2qsmMHX#_Sg#W-(alhl#mFpbH_ zDvP1dZ4+9s+LV&HiS|8SBh!Q~Wx|n@bNx-~NsG_8>x*>thCROrM$V>xMdCm0_?=Gp zxb+kk#U`yK8L=yRyMt#DZhcFJu{<*$V&y0kyRq=v%vEn#D=l^?>z!;_^z$MSb@V8AwTUeci`d zDM*46j_9UP z^uS6(Sw5oZT?^iuET0^<_#aTHJQ-Q<>+|)NOzZiCJF6|W`lGMy!O!5h{_QRLlD7@& ztWMYoMNd6XaB1s-z#+c>o-=jVb|>R(JnUyFo%(Vq0h(7up^i4edZs`9X7PMOb+iJ) z)tSyj+nSu*Ivh+W=M`+?#{2=%FgGF*Ms{|jtfSZ*bmWz6S5=*4l^ZkAm4SU`TLZFR z6nBn*x+>pGLXonc?G@Vhz@uewNHchY?{xRRugt-_D)S=~SYN(?Y&511lC~-jiI!nL zm&qg?Ji#63wZwK(H;76al9mUmgXUjy7m6;2Yv|C=7Vth(nRJboKHltSnD)QtyZ`5; z$px2&cZ)zS-Fig+Ug@GCOLPOl-(({{vG>FCj*x#wHHJmrjR3u|zU z9|vX3>1a@U`ty6bCQln`c07%lhzHKP2;19NPELbX+dd#VUoXX#u}kv_nndDa790U^w}L z4BsQU5W>_DK0AK*A#177@obd)Vv`8woF+7Jb3W`Vp;rK*!)B1?SJ;lWys|YOziA>T z3Z0Z2v=qVjPrPf1@$^$Tfj^GD3&N zBMlylr^I#UE=<4^{sm4hFLgLLH+h2KkPX^Hw$tY0?FmJvBRwn>N3#F4x+NtV92bz) z=Wz*~S*=A#6ldybSsF`hCh3uzn>kZhV&93e>EzDyo|(>Y1bzP)!N&-&)=H zyB%`#=&XaEp^X0uT_TEa-Bt|wo^H!Y3zd6pT(Uzy5|>6x=%4RbWvd3BG!glsgr8?8 zPg@W8p3meGCSr;wA2{gSQHysc4hjQncc_6&Zk-6d?^`n=f~Iu==Ck>vS+F`c_w!?$ z$}+HGfwB4I=H#pQB~%8eG6Xa4@5{mA)f;QaY@518qFud!LyP zwaYIgb06GzdeBT-RL{1}>q_i$DJ<>IaHDN1J?7|X>_y&-0(A7M`AhL&ne5_xLRF!tjyTE9VHWc(c zq-U6$?x0V9t8mv-Qbjxl;mL`3y#Lp)JyJWhBeIJp9XSE-)J{ZnK%Lxsiu9WWoX;js zy&pE}YM)0+4-N%Jn!dBSb{2AeG)ngIi%Pc9*5l5n;+{u({GhSNch9?rEx7Sq;8)bO1TuAH26GlDe~XzRZYg*PSDhKJZvcA8KhhCYA>OmcES(b^A4qT ziXo?gMRG4B0C8}(j;zw2t4w;CS?6_KP_Kb-Y_DcF+l|96l4B~y z(PREMt<<@Oy%@W~wLPk8mLhmwzz(U>Wu$SLGK^=F9@F}pRVRMk*VFc=l7p_&x-Ciu zLsk#D$V$ju$U4313RD-bN7UV>!@Xl@jVonJgC>%`8%zCS0DGbsIdJ_No-KUhajSCokR@L;yFUnNOYai;*&%&tQ;VsMYW9 z3ea?y5~dq9!$5QWc_?(m2s?J0t2dUm9#1*cqeT-dvLo_{+?2SWeEbf)-0z_-{SJLl z$E1TV9f&V}BlxYW;~`WRbQn<6xBb3>ch2N%t%paUQGJyl$C zd4#DU>El(cOq!*tga+qDHlBCD;|RM@GwwL~?@^oQp`PJa6rF$-oB>9Ln`P z(wALzZrjv9NV`;pu`pX^9X=ku90V`R0+0Y~&Jm0eD;3?Vx$Gu@7AHi9r(+ z|6_ki_BC+l(-RZYC|Y_!PwS@n19-ykw(n~(Z-IcEDwK4VOdigl>m0!M0v72>XK=E+ z-l5mH41v3j`?H1e?$Dl37LsIqwqtC)4C}e%TXNoxjhBzx;xx=hhS%R;oCo1hI}L@R zC$FqjWVGZQ(szjT6`T*{q3an0$dzmC>63v9_gqw)RxIQ;v8Du<_E*Yd9AAItAXo0^}kyE|-*a6RQDCXUt zAVI(~n_${_;KlNlxr9emhU1oGIq$~D`>ysIMc=Q1G4Fs%w8hHvz(Y86iAH)-mED$@K{4eL>=y&SxybvIT#E#8y?wY2i+z<^Tpep#~3Y?d-%1%hGY zeyo`L2w!eXIOEoH%Yh9gocZW0d#=pw0_}R>%?cQ#->j{}jXuLazv5vZCV2MPuNLzC zVKkwAn3Fl3uFvqmp(nJY+o}kg%+B=XS$JFJ8p)K0a<#r(*|CIutj7L;Cg^zagx7f74eybljVckIX#@-rwp&bRw7iYrARR zAuNRbEr16ZPh%mZui+@Gn!nE8+K<=v z^?u$v^TBK0uh3fOpF#TCwDC~R;cy90O@lEVP-uEAFsQ6&F7846vwjVDW19h~T==PbfxlyHzN6RFQ9!Er;y|c2p5l@)y z+P9x5^n(VK&S_f? zp6R4=4wEzv<<((xeo*uP?)((z#mfUnfX<(J8J(wiI_)hTI>5U{Yd(a(R>N}Bl_KUy z5nGJvD%E-G!Bv?yq&uBE=W#Y|KA!NYzLrJ$3RlzKrmVJ1Mzo9p;RsIfyh!`WWc$1Ycp3&ChzNaWrs5c~AWxA<4 z{2VxU7We(gLj{-Xwn4379U?LA>DN0#8xO=iN10C;&T;GhaKJAKukc-OHNQ>NP=gZw zEwoenV$;^qwDq{_DNF%ryODLh*qOs|IQIt6IY}!<40w)!bWbiJK3C21*dx%JrGR^+ zK|t1cotG*HAJm@0hx@=b{ z1kH~^HD*`h+`&-Fq3`RG#uS40x7_j-;!5}KbDJIPqqLz<)d4glU#sL4NE;9Mp3USE zUMzGQyXaMRGCr_+#GF;u_31d2?XwW2Ysc-Sl57uH&tMUUkYk(o_zIh`&d`0-yv+mF^9@@}(Zj_Hx%E2IlR00JXJa&^~Rp|G4!sQVv5vTFBF@X>;ss@sAL! zwTc;KJT)s8q%s~ry~%`iZ+c{z&m&!7^4ThHE*T`?8I$L17o%$_2ZhcLgku`{Ia|sw zpM{vDWD6aB2P@^mivcWl+`o6_PL)puz2A!zAXe8b_Msymc(-f@X?eQf%g?QA9QrW= z^}1F5LD^lMQ0Tu#;|G^Z>sMf$@WYu=qxB+!toun>f5wVBXmj85#&-u+Pw4mMck% zylC42&+~{2Pm51B`B)#4D({znE8lj-6|z19^(K$TRsKR-k9(emF$pJ3H?O8mB?gIj z%31oW(yyX2Xyj&$ZUis)+n*rg$#MmxG1$=~b(_NXONmzuaF<`y5DbHgdjSgi4+ouM zX!G%p6;-1NNQ3ta#NwM}s~d3N&$pQ<2r>bQn7<($kYlg_++sG;X2a zERb=y4ARRohRgj;b{Y5K^Ug~zJVddo5DjzZd7NKFgNC0u(+Q-2p*WA#9*EngRRRi9B|Bh3%b(L(k zD2a5Hf@b_jw?Y}Ug{u_?)kASlJzCOAL%KPqTQ>TDE7_~{|c38ThURRcUnsh zLXktgS~iEU^OaL=JBoaz=7k$m%T^YKKp(3XU!?qSVv8AVJn(3FTo&OX$Nzbd-sI;gxfeLZ-a4C`3}0bv->FgB~$^EO^yCPbdG_-=g@0u+R3xp4mQ zC3|V>ft15!5jNf{E2ZGWCtTFf^-|sHxxow)~F14!p72{O+xJei0P+si?@Qc&WIBc0F!9^=LVK!Wl<=HTP~| zDNf;aO?x!qVv!wG9^XOVs=Ae(&GfelH=gpmfb=Rk-?FFl(cb0WGZq{&U0gnFQF)4f zqW+0W{$cB50fRfyAM*cytVW}R>7B;ENxxd$e7Y?ptu`}k%-%e^t}l4t%5rQ-GfuZN@D6D{L=moQq4}zn;^q_4wFsTdbgd`Av;u>@Z!GedBRj< zcj#la5zTz2e{Y*6!+LaBns9wA4*gj8h0*&FlMX2mK6$nNSIGBrNK#L~e8yb*(E^df zT5I8&iWm>sW4n~&!l3V$@ML%cSt*z^NHJ z-C%it0Rd@)E9U&90|yU#8b~AESXHO(+joSIV>#|Yc?s|4H-HFi$#bFT{m`=xwC91a zM~p7QzE2Egdmjsz0+3n1t&3I7hDyxAh@nsx$d!mm0@gDa%7iNgu~>a~bRo`Ncel~n zY+8R00@6nOyP;Pj)}?)qM-J7Jb6A8auv_lVUL05|#y+(}v!intEu8^9*($_G8@b1^ zk2W4~JxiJN$12@KEN1vMvB%Hfb^w%9Iivp<#YO9jYV>5hTZD%Y_P$Q!KkL_i z?drlxyVKU=DU%8v4u`PXlH0+}qU=;BYwQl!Y~AdEV>=<^ zw<9#ig)_4hGM+|rNDKZ%yh`|9vRP`suw{|<=G{{vD5?ty-7BfRkrg*c=$rTlTu*LlM#P_=W<#z|M2NzKmqY)S;d%~fu_BFzg;Dnua1n)so~PSbY2zU*>N46H zSeQ35QbxvM3rHhr5!<7zJBPR{U|%b(l-L^%9)lq?XOV?abXCYW4*8zq-7`tcc`AQf zQjwE`D<8W)ObzPM%Y(xH4a)XwrnY{N;d>tOEwN$d@f}^4>hYd@^Y;03HaCM>OGA(n zLC2;MvZ^!zgGso?)G1uv*=wAIn}7Oe=^s-AAm{H!1+w_?nw3!G&=MBJKULT78BSP? z3x2Qb-kuaS4wPEbLc9EXRc$3#7lAr~%O>5M7&)baa&wl${e#d{00@s)(HQ$ zuvFLtxt_+qIfQ|7DsfJt5@%(3X9Ls}N`@wcfqQW@`^V;_G`y<{ z+#5fCZ)!8jLjOOZOA`$qTvp8%%7}XogY`wppoEF*JV>-nH*wA5JQ&qP7vq|3Iqn(8=aGi8scb+yM z2pm3>LD=^>-Brn(i}djFxM2Kk>&(0Vjz9nZ^1ckQNS`~0HOL5j9-mJb!8AMKVY9#) zzbfOJtrrscq8JMNu?P)OaCj|CuZYJYeM@QBez$=E>oWX%^_RR!jCa&f2#NAFLn~ri z_JF)1ilM+Io$%cnjGN*g;@c((Bcgp5{Gkf*iZ-FhH@mIWFC%i$p;W>prdL*ix4(|m z&B80SB3_6t1m!$KJj|W9)xXNHo=g7z*?~iDuTmW`RAWBB^XC)V zdOYFNH74m5v52zB#vOi*c-a4{mtQ>J0Mb2Kfb`w$$Ev@C3I!_a`GiO05#}%7_iHra zw$Jap{;9wX1Td=+qw9p*NmJT*Am0m=NuPN2h$!!FEOqh2uy6O1u@NWpSy13CMw&CJ zG20~Tz?{Qn(ZCM&$gD}xN0FnFjFUAlC*`m^|ZVg=@O?&FKYea4j(*lwk-g!WoUGRc@?c$#xr% za0J8=1>3GU(IJPLTQMB!F4z9phDyl#XUBx1Ebn*;@f!~u>dmrA)47JJ8isQj71*0~ zKRoo2i}eJ^cr8STdUA&`2#Onu5XEBXY zLh5MWzv2}05Xas>~afb3SO3l$549S0b>ft|^p=tM=+ZWmc<_eh46FcM|ok}+rL zzBIhC+PI~@%H=t@7}}~ zNIY&ZUq^=d0uGOGeXpV8HSsm09LHd9yDZXm%K+Ck7zjwa;8Hq-{%;}gb4Wu`k~cnj zn$}hLkDFVZJT??OE`0`Z0d1#!zD48Tfb|?cX%N=L@sLJu<0rgY(6pVepbn{du78M_ zErx%l$ch{ukMN*ekbTLiG^-5{{2J#I(MDb19{*(oMKuP7I?$1WCruiPVh|p8YD9^G z6tkoX{NHC!B#*ie;m2)=Rn)fL@gR-f<2^a8071COv|RsTqLu_-cyNF9kIu*C)3Zj6 zw~Cx#HF!efvk8q=fBYY6P6e9rKM8jM`&ycOOq!X~@UbWD;xnoDYR10cX=U}G;(8on zk^bED?wpLc=Q2o-+$0CznG6TZC;= zdzu)tK7H8~pPJsOP?c5~Z%%d%jbQ@b1nBkG%$= z*~#Jc)7|Mx2mfuU*$Im{repajXM~R;;D^{eR+(`L-G* z)ruwHZyR|8>19s8P=q zX~}q#t;WuIl3!S<;CX$@u(s9zACkxbgsA;7Y+0qO$mjA2lPrA4@0dD{iHpX|8D?AD zpD-L6mDeHt=AOo@vTii91*ElSDry=xF}c-yNTR~YNt9??TxOZ_uXO)C^XF_p9QP_$1Co%T#eU{j?;yLHqKR$9Z{J^_J6A&sg z<6?2&3<7XHM?kvFG+DUY#vx1UnwV?N*B#CVN)Qb0f_NgkhA!^AlZ}Tx%@ZL#wzYTW zH-@k2!kxcu(&nly$q+-Q5}md;9}&~HZUy*Wz~qv~@F(W%x*yrl{=d^J&tGlqM>{4$ zOEcwXMdEGU@qIU60qdCz(g~BXe}taX4yi(CxPD;luF25Id@!1umO#<0@@D;Cdm4w35O_xt1fNA30-W(*5ka+9h5) zp$d5(I$8Ut(+WE}VFK23Ii!nB`@-%!HT$Frg@on9Ys)ggD$Nr;R>{$W{bV?w$s!#( zLtZTZl^h+015!1Ua>DN4hjx}49Yx~Jsg`GG=i>>J){Q5P!wMQ#*L+~T$EzH@DWL@u z9)a33rHH`3bXW5i+V{BiG=ZHo8CGEUc&=!@l-!kr@#ASPQlWIe7>#VN`waP;c0CaH z0yd8@25#?mQ2a7;Kh6u}r0@B4-Ek;{floOp5+C3H9NaUcW>-AYCt4);7fh=zZNVx` zwe;mGm%g+^73N74I780A>XQeA0*CaqhY!w$RZ;0J_)F{Ipf@b14l>>o^@Ue^7u=zv z9ta#Jm-M(<65hO5!i>a!+BM^Uedn7%VXuQAllb@SuzJyJDJ(ugz0;)hU;BQZy3j%STG zhdfUe$9&S84{EQ?P%T{c|a@gmfx5lffudY)$Q=m^+Y?ZUW{(QYL25d(D49&+q(%e#uANn7jrf1N$k=78PXU-Q7b9Na zCWjDX`o9GtpTj1tQI~S<$P=TG@3`|fG_Jwa5jxw}Mv-85vzC zMnfQA4LWIczWbM~fgy)Un$c*P>H4DQwI`l1FLS#DX>w59uS8(ZEyq{xGV&z?a|ruB zuOZ4HMEbnCUvJ&w+5&J={sb-b_nV(LUWWO60qNzFun`4|QYBJKX>V$WIxTnsruz-3 zPUC(#ab8B`vv{PnEF=dLz6CCm(vA0;HA#LQh~{iZEDNpR*N0>{pUoj1`GVa~oeML+ z;hka5mP3cCmB4xJ7}TI#Xttk2n~%R&RD;6h63+O7g#BOqk3YgGjiO=UaZNhlm6j)` z(CN|K+e7Kl!7Bxd6i9l`&q#c-uq3ntuM~nL{i8*jp#uLZQhMt!EvT2_c_C?eL+$53 zLT>!i)`Tq@DkiEHJtzT}JQEN*=iMRKgOK$!nN&a+NYj2%%zxr4wJ^3Sc&7Re7(mWO zRoZIrH%lSw=_-x%da&R@>TNJy0&ZK0w`+rNj92_*P$`_U+8kDl7lC>9ZVU|p7ch(!quxtsJa3j{rz&ml|zm&|NCn*1;Xhwdv>>Yto0 z8VrG$XOYU@z7Yy?P~cEQAL2KyG*mKlwCyo^g|Vk3ID5oneQ3`76cq_q)2H=~P4Hiq zDiV04^$7BwwRIe9@xficDcnlH=w1T#CYk7b_q5ax0!_lU6;N#Ax_iIUyYJDSq?ssd?2*kF7OO`jcb;W>nLNS7n>)-YC zZ5iU$Q`w$89x^2)FWOe>;DGg&J*zvsA@u$kqOU)i_sw@YVv2yH&@dwNfgw05~h;zD-iP^k)2H>1!caaMmQV|Jq}AuHCI zzN9lI;Cw#H_+$~}V!NMt@%N+#Kk=h#zBzS3g~IDcBJnBX<}BLxfb~KKX?}>WrQ}79 zqSV0fD`)@}O$pkI8=QUu`F+&A1 z>-jNb8KJ{sktQKaLbM)tpKZb`om(-vO3Ma9W!fji;!U*PF-lj+Av4cNZ$oD zn2L*>p_Y4TBDgx>iP$YynL-Y2J>HVjg%08Bp0P0Hd;S4@=9c_PD>rIlCp7jsjOv`X z)#Zvb{*6aHUFVQqPd&|XajP(w;;tVGF{|nM2hgB?hfW>0&pMk$`yIEPYRI{y8}gu~ z){^~^ukk-Ni^~lj6$};k%gjXLjp1v?Lg|KbJex^)&>YiIKfkCp3okGyTf7hGDp!OG z%%iBlY|I}kiwnr*ljc`QdTdTU6~Dw=+K#%&m0rJ~bfbg%@hufkBcQ;cDm3E99<(dG zlysd-^Dzdjee|Z^AFe}S!nkuHam4k4KIS*@%re=eS5pPyj{Ej|*5hG+Oe zZ9LvnQ9zE6aCNMG_kP53-7?(vaPhcRxh4>X_E&&NJjHqPRT;l5k45^rx8U*gPA|7g z{GrMXxPJD#E(j(3K+X8HSIT2#n9t{thF@cLU5qG^|AiNrVIc+#OzG~%kN>ZL9-(*?iqAGc@W zvV2Y9|8B|**Wj32bh+z5Pt`p%>Esqqel6plWeZ5xXbQP85oPbBw1gKw$r{6j*O}80 zooicRqb$jO7GFU4xw5zE_DSxJ$4kru`|oWF0pZIQw3M2@ZD-#~EgtsNQ_CftFDv}^ zb?;#{;$ffH=yKEiJ`_1m(WuZVXDq0^PLB#Xga@5N4wp;_?rp*r9+H{u{(n06LO9e4 zlyJ5W7#B~6J??pWxlKsec#}iX%ARpuxbfQ_M%(!$f)DL*RHC)*{+JD=OA7WT&YU(7 zG*sO=o{m3MORhc+IP44I-eKpFz?-9AEA4t9T{6*0E3%`u553PW1eQwGXd}|=b6XNX zp{rTWB5}p}F~?>29wkh&*5@gFpX~Cj9eZZwwDKz}U%Y_+*@brK*29L8DL8%YB{eB|7Ul+8{>Yj1hT$AsuI}eM=qjW4_MD8PDQg+ zoq6eLQX>}ip6OTXO0U^MQGXZ_FgL89uS#2wCwuCp5|Cb#$-5GsR2kHQyS^iP+sv4y zP<5$|w#Y}aUtFY(2V5`UkZx&B+J07?8DfvAqy6fh`u?lKEXegk(Qy3sE2T&o$)3d| zoi2l1ZP%Op^ftx_MTIv6^36`l(6H?(BGQ?9USrYbx>v}_h(8lXwn(Szk($@r*n zuD(&6QVZD7^3asFFm%T`I&^UBscg?7ZT%2otwFFRj-e&%o$N8WG@MSUGJ2HyWV(-N6x|RP<0%GCMJ(#bbrdSo=Y0Y36e~TRXkpu z^uN>!x%;(QI-wDe@14*?JMiqlb|_!cL@v^*bOP5bc1h>8K&(ty^_G`1Hy-TAqfm`D zUA@&=hVKPj;#fTEN@e zef-W8soMC4;ng0-Oi118HBvn3C;CgBPB_3j%VUxrwKeRyY3G(BC6;rz@#Gf$2zki- zHpJz6%d=PoMGnp7BCRB;T{~9wp?V44kDvE^Wv6-;N;q55s(_XL!%MX9@yMZIZytv* z5$(exrmkLZ7gi;BF5EoSr_~u;h}>m?un=*1z6{rMNKvCl)(aV= zv5-8g6)T&{67hFdWaRhAx(8f;KN*br@n>@`%QBxuy1)!Fx%p(YomAkz&NJP}*9ZBd zfrz_XWjKJrSR;4@rGtaM0=?9*3iuvVBEs`N-$Z52^zi`IX3AFKel|W6$N$a`| zaqYd7po3q}^PK6JTsvtR6!rrUtEKYhiazQq5cWK#fN+5pB&ac}sQKRkvj^L~yDem5 z^<60Cn4vmhi}u2IbkyV7o~jerY{GSd#LeKB+LUVipFO-JZNJ-okdm_>sayTbNt;Vs z5BQ!#oWtmwP^iD@s1zlqrZ;4qMJV`K3DC6a%Z4{h+I-ykRA0p*O-=BP%c+UGUW2!^ z_ubPh(z8JZX2EGBs+Us>j+m*RmdhqQYm?+XSH5??7Jq78c7I*;WF8dvTM&IzKkR+q zNf{_|c%-wvWZMI?iJeWj^+rX)(hVaJM+&(9_Z#WlXBn*Yr86cFIs($#yA8TK85Rjr zp%WXhpyHG%lrpFIh{PU)p7uo!;hhe*>68PxUce%p@Pl?W1g2R_ zO*-92+Pzg4{0VIWyCd@lrCQ5EL(r{P!jElC$){}HMyVq0vPWQu986CzMvY*sl z(4iVb;@8Q;(!NLUN@>Q6v~gOwc1!)BBCQEAFwd@FjFTZlD&&#o6e)Pwn_p}0#Z%_& z%!OyZ)xasU0TuXG)6Q^d=L4ZHWRs>SD8x@~TBn7t@OxIf3}w#`hH|DmD%2*AWe=i% zTs+~^g&L1=Tdut$>f6;yNdz`|SpIIN-S!(`rIYgj=@g~z-$Ppu_#R!dBK+SfjN8`R z(UOOoA8Z$Dz3Bz0bf1CxlbrX?kLl3ColliIOwygLZ?>|&{M%k^(MPSemmP1t7Gl$# zL$li4YaJtL;{o6ES)}18g^X-bu?9}3bMN+8t#bW3RH$u2lan*k7t1=3&0`A*4{P&U ze7>_c;@9&$9eBzCn>Zl;y%srt$iU(qGLj~rNqWymk`;E^;a4w?fS-6`x24g*3Gqh$ zTT1mUDs~nb#DgEhV{r{z?5|zw}o05d8PG-PI>V;(~+=V4+Dds5vac4VFp3y-by)3anI< zQ})^8oj3gNh|`i%LutOTP5)r?IjBfbnSg zdPqN0L~+@%=fo8m|E++y!dsAIOt-QP?a3^VW}*R3tvcDmhp6{g4j2<4F7H2TyulJ6+o};7-OV! z^*k9Yk|}x-n>3O4^yWo{5xr^nYx}A76?>H{go`XiP^`wux?(7B`k+|Cu!yCOr7Hhj z72cVrEs!4)Zw*ph3cN((SA)hi($)hdKATN?MNjafLG_!B)N{3Acv-;`A$VM70utAo zW>-H-hWRYwvW!Etm7b$m*pb_N?N|LhQ1E^@(w^pw;4x_5^K$J@diI-r*7 zSfm2+O=<5ZC~_z~jZd0H%~+cHY_79Z%9$9RoAq`kNLI)|C32)~tS4kWRU&gq%iRlF zg!{9)4&l4}H7~47|fDqL(lA6eD&zssq^HJ&-QTwC=3 zO`>DJ4vRfL%;D=WhnD|SAPbNT#H}&WziHP4KP{g_`bLGle0M=!>l?g49_rOI=yM{N zbJEO3;x#iPC)0l|lFcu$|m@IBI;ButPh z9^Tuq$EZFVD->EajXs;d7ywPL&LKg}RhMq}F-mco3(cb@jDh<`TPB3v>%;@+6#uj6 zQ-7$se-k1SM-M9%%5c3CE9v!)@!A$q0KM zX$;)*Qcv6ZoekJaEBEU|`VI?_te}LNlbG3s8))C-|18~{a7b4cTMf| zUGk(Evfj=?B+h?0x(^S*EBIhy^vDhyd0sgd9 ziN@y>{%JL=zGeQ7s>d>pr=kARsq*IF@Ie!$oPPHr`<^P?^>oVNk$z~O*>@>0rSyvC zX=W-^l|f)m7#i1#z3%*`qaJ@}srr&nSQ#*g>Gb4rY8N)GP5x4H^H*97ly7v=c4vG4 zX??^lAX_pyq-AG5DCakCeNuyG%ievneC{uTtj|Lni`%ceWszZpY|=uod438Hx~}0* zmE5|l_G8l|koBJs|GqjR`Um~a0=`FbMTAKfzUIbVzjG_`VeRwtKB2r=u)N%bDB$V) zV}*3s-A33(r+^h54XYah>!hw95~=+di!;i3$B;)WYf_2Wzy;W7W{ z=6pN-%3i!L>8x(u?qci+&dGhzxHEf-dWVeA;R+ap0c4HqZV$UN&f}p|H+ROP-nM>F zd7OaeCYsA^wV}|VX3ZQS;goqX?*1(18!2kn`!j!tjf|n?+8;MW;$)4%1+?+NZ;O-x z2@63esOHYsH~n`i`#qhWU{1XQS0%LBPR5GOS0} zQVEwi_HP45$DXRj9$UF}p8S=cjzQL!pp-d;8M~X#IZ(`a-lJtcc*O7P(S1HleQoIu+xtO<1B0|}qUCQV|G5iYcAUyzAEww_9sz6y%q z))ET|1pd(^HlQOP|8J?@O2{Sr*jnl=n4hR8#b}JvY@4^P0P4xVqm?V>u>R__@qq6+ zT+&S5hTW4GEmtKtipk#RGVt02sKReXquQiv+B0eEao1BNGMo5cn`I>|u##FINXu-z z-C_(G{}I8*ox(?bqDy#NOT`W8GY{RbhaFT+;n_xyA#bmYjiN-ox}^U%td0 z-xu?QGtTJ)S-NvOgKNUz8*6E7OIXny;1DL6L90{>XccLiBL`2J6cLk4I%N*A&7IKG zRe~iQ&kgdqLv9B`N#{7CGKM_1{DU?g2zw;zNqBC;80ogHLmp5~*GzD%B%cB|y@FI)>kEvD}7FU|eXKkI>JK0E#OG9crr8jVXD3`xdkWYHbtQ~M;#*-^e7zn6lw0%{5s0i9O zu|dN^Td(vqs3E6^g`~+9F-}%r0-FPH7UtWWZjXiI|5X?M?=7+C2+LU=#I=->Fu6zv znXK;m=&(q=ZiiR+Q(IncKI!ysupz&JAlOmS@kugbN5CMhgDknLcsuPVUZ#0Ye;;Qy zA`9xsOHqMe{`kdG8O}$_KZHjQ6+O%LUyGM|Y$ug5oYPuC_Vim+W!jjv_N7eV$K~)z zJO4w#qORM5R{XgdZn$x^2PoM!8R?C!+uH(43DbZAY2T-WJPX>os}&c62#q+ewjdNN zkzXSO`Sh3WTsm~{=ZYS>5g$GD8odgQb;N0;@z2c*stm!KO1F?KY2=_O{pjBox1M^h zh~G=dyLYHFpg^k5Nn9$@*{TPt9^`r&5Fs7)dC3tgY}>YTyoEYULg;kRhl0~v?K zC4DJ)bkENAG|Oxp5sABbq&zwl+^l_xBIl8(k&_JHGf7W74dS;2F7d`|%;fj+4-4xH zAm2wI8H-_m7WvV>$NyO><8T;+alnh--y56nRpG9;$$g#^p97Mo#VB8@S1``g)=x$& zlU9b-Hs(k54Q=%qN|g14hlLs@-xqhrbm9-yw{|nJvmb~j3_{c#FWrx_q;rH!(if(O zxH#Q%E4+bcoYZi|iQo0XaiKlhQ)-(t{tWGUJaDLym5?+VVldj}4m!3``M(0%o~AAf z7DT&(fiuTNB>uC%UVq4XD%isJE!m7LIckmpG!2moiJ3xLM1Vp$U_E|c_QHM;VWuin=dyfe%>qwF&~ z4zhk5LXgFqM$LjEhenV|FBfV{c9gXq%$|fnQHPfu+I2k;?5xb)MdAx1AI_lVzwy78 zLho68!hK-_GjrQwJt->YeYHzZZbDa%MJR5P$L*D++0SM23Db&v6*Ypq890MiPO)gg zv`ssqnU&&EBoNr%8iU+}gFAK|%b9(??|loX_Eq zmI&0IV$bFq_Tc89O;z(BkPGpO=Ax%oJ*;@34CnKBOu|JbMLSaxOq(ge{amR8C9^$O3DfFKE(#Qg7#KI&|=i zPhWH+Eq9fY@!Yqj{j_^It|@459LkXeduLzOlBWd~VLK{{x6fb7ul;t_}NmIf(M z^yuFeXmdaWiQn#jVcLqW9fapNhP2#>V!+F=21(XW2u zg^p5Lg2N%pfl$UghU&EMGmT{JilN?+un9KiWZ0cl2~$%Y%8rjb&DQI4aI&wOYFg?%d`S)>oSmP}iZyPhg@*raFW zzGI5*zFn%t^W}_>lkVgWfx6mhNG5H-n(^H-@+F&eeH=D2_bjKk8Dr_1>Z8P=5Ff6BPY;(TX?Sy6gkd_$eXZuejV+5JnU&AFKG;1kp8aQwf#6=-G8z* z`*zkD96+2vFYU+gSx0Es1CfLFBMDbI#RXRu8F=B!ImydcUr)Zh7OF5Opq^ZEw%nS2 zt#IE{*`7suKT^AW(FW(-EWFCOb5yl@=n<7=(01x2Wd7OB0jf~w(2xS3Fdeg)o&N1z zGyd1gMV3EulJ5dHmPVucc+j%jeQVjc^Qkh2O`2yh#5hBXHR4~&aYD$&IYAfM$7dZ+ zy0%|Gck`ee4XDmhM@{XPH%I#vP=L7S2ua@!&hu)H$tuA+%{bRpQgb(-bLZ+eZ3Y{we^ofXisHA($T>)bgYa52qaegr zH=`GOY?Dg{+?-MbE(ZIeVZX+T@xHY0fym*qNDE#u5_~TiI!SE?H??haHQod2!45$> zZ|e;FV`Mm=%_c45Z145)j^-l?4k^^`csK3LK`7zBL!%S+#s`KnoX=*EmX41}RJGdp zs~vxB9|v^U7!`u#u0@ENw)n)zY})yF%A{~i0qGm6g7}nD%}Y}MZT-M$ejDdP{Gz)k z-wzggr$WZlcnE27)WwB-rxz>m+q-htjg&oGPC-R9IG4w}O+6`~zzMXg==df9%B?5X_Z_H=aN3DUH6D7nZEejvnCmDr@J=K%*No$Q6 zbVs(X_fN+W*s(hcgn>a2!$lFPSSW1teF`NUs>%_v2m@*M%Q}OeCuQKde*B%dRcB{H zp0`6Ql2)NP2O;Ar&vQx3srqiMzjk+`6msviJ@4cp>jCa4$J1p{-3iQYpAX&*P4c9cFN0u73@ksZx0>#qD zDG_ZrFGn%LxQHtPp^zLzPq>%4S{4_R$7K`lsu-s$a{cY3o~ek`cH`K?P_nEs6^ZQ? zGsZ%JLk;+ar1e82uO5}@Ji+#>@8x{&cKq&?mCB6k@S_0%)P6A(7u_eE$&=7});nF{R?NeumlLOjgd=$*Rp zB~lZzo_?n|gfXbR#>%3bFJItW1H=4{IAEbzGGtLnxDT>?!Lxq)(>$M#L6GYZl{G z{g>oA?FYl40;d37HyOz7CuEI(0pTFfR zO9X<$A}xtIq&VPd0jC2m>+1`1<0lzH9o1gs`+%c!)9A1VIx0Sg^!Yz+>#Ds23%=kv zCok)Xo>Qw5)Xv^O#E`ljpJHX0FJzDgUnPmXrT!KDaYj+zfuMJbRlo(q*NA_7;fcyV z`nLtV&lZrLndEhca*Y>t@$CY2u;dJGDmpNCyby{E24d zkAF6TG)(HXWs<&1lvm^*aj#qIrjqXR7kbq#6Chen6M~_XcH79h)XZiRpF8;W&h1(u zMd;e0v(SI-Q|Pr7BM4A_T46jL_&63q^@SYL<^AbPzR6}GQrh1WT3$|^w-Ji_^Qb~r z9B}Lq9rw8LbcIa1&{5x~E@{{+wGAJdJBM$(2^>0@BOYVEcW)l;dLU!+c%&($#b>Nk zYYf`3p+j=Lrq&zVrBH!yjLsKot*g68`yQ|!oi8LjBi9IsUDRwWwJ!5c^YFwhKT!O{ z9(Cny+~P^J`FQA1T{)7^CYv!OlRKa1tJmRGW`Vnw#cst>P=E3eiT?0|SI(rZhn&wR zJ>$=N?xgoEZ6KcTySAA9Hr56~1!Ls=s`tOcY3v(vK50qS(dLWwbLZjGjLC+jdBS7} z`p!d>&dBk-0Ww_AWwQwburV*L)?eP=gx5J2&dJq{GX?nxQRuCG+uqWjPCB^jskfH6 z^tX2M)}$vNr1}$&{_l;)O@#WBrZb2Vbt!8+?R(sKYS<Vi{Aetg5X1h6pNiBGH&uk~iC1M&xjar~A0?Zw<>&;;o^eNad+@ z>_8~pUqf29dycQ!D8u(cE@=S~!RN#!72#cY&bi^mUK{=eS_?jk4%=&PyVr**;D0Rz z!Vf%H)AG9fl_yIWgw(Il|LYhlzea?yvcLAe1mu(V9}zpffw6oI~~G#E~@hLX|_m@2cQs z&Zf^x_y2Sq4&os}Nd5bo>lixh0pAO_q$5YL`%Yr&O)28K&N^4K=+jV%sd--{9$hg% zf+kM`*7NzK0g=4;>WA5NZn*OmbQSU#Y*p~Kk0M%n$Zv3bBE$Pk4rzHq`~1i`oG((V zN^jlwF7>$!Wu1v=ZJ^&xBR|@DJY`Z-Ll$W^UCchFX4WoTB2X^c^yB50R;W~Xg=m<9 zHp{-7uR!Rq8KhMpw8!1hoL-41{N!CvKMQXD1*J@7L=aJV{O58y@Nw5uNr(8*Fvfn( z+}Y)|cynSgQ6XB@7+!I6KwDye{oUA1=S;x)Og`y-a*g)XpLS;7ar-?UM8+skvHp(htX zB7*24@pRnd##4|8k41QHm6ywi{53{uIdYl)61m_qFzhd)*~$H4i#`+<2z#U$MHq(7 zv%Q&=bzka|UQ(f%ooNOLrrkp4&>oxJ5J5SU0+Csyn?sWW&s3JQwqw*Txi8fZcMlqY zDhNPw=_-nyC1tM9WW|nh`=b+j>jeGV0nbkFgnHWz9wM=cWrs8Ed%$`olTWxqF*zS^Suc5m_qJP3 zoQT|H4-%yMp#j8ogS0*+1;Bg`aSd>RNvrCchITx5yfQhqDz4!Cgomb{eqUE?qhklp zn)K9@G_W9GioCdXrYafclaSLrCWCXr|xCqDS8yV4-9d&r%v)0G@bH+ zz(>1QguO3F@Yw(UtEza^`0(fnRs$wj88Hro39L`7^Er8uU>5V?fbKzSd}c-eq3y|U&dol9 zW%ypmBfYRR`kKm*n*7)Jk897qmMHiP`TnRWI7^PyNb&pNHCkyR~0Q#4Cjcz3ir4NsWki zq@_E{PGgo>ch(d6|FdPd7%6FQWt_cE`yR;lEFP2aTWj#Mqh+ynBQ|pO^p46{n?4MJ z1BaoEbLiNtS+w=|OG{-OK52Qz55L+|%|^Fl?Mbp)>7X;cOvv~>Xd(XZ{lOOWPYbvn zQ56XD*ab(LJ!|gz;(u+<(QnO5uYv@lb`<&FeH~J0-vj1z5t*87!RHmx%4ezwDox8P$)Q`Nw~;KVS7!|nfn`y9JMRY-v+jHK#`M=m=@l_ zi^kJQ2REKd_rwS04dsTRdwYBEY5$9l?aj-k!RADZ-UL#9fk}V{y1QE6?aPp@% ze5qV6`-YQCz)dLQUq*n`h}jq1>E9N2J_SfI1%yF`lz0n%eX`VY@LQ*&2XnuJ66TSp zD?eCNWeHhN)yG^e;h$D;2nO5YOY^2K2i)Y$GvJ7dk4*4jgVEd?WUNK-OD zG>9T=J-*(NzlQacip!1x))8;h}i2SoSneF=k8b27J z(bc4ntF&aq4O2)M1CKFftn5y`gV)Drjo(G@-ZdD)G1=(SjFMg;*cDP0CYSi$jFs(S z@0YdsOWQNu=WPuBH%w!opX1rA(!?&5IGzs z>6NjVMLWB`tnI*@@7aBMcW~8ss6u{#7T(S)&aswdJ%@CmqfzsyY0L;W$Nyc|+yAEU zzV}K{pfMdGBG0z|6G~f;$32aRkQT?3OvrbBuZ5G-JU_Uo`Q5C79^0>|Gc+Bi)lC}@ z1P+@^dPg|MaFXV81*sijw}(#J`bJR7aYuo3Z@}|DP9|VI+LR>R*Gj6}b?=wv;Z@q& zJ4;=Z)S$56Y9ta*@$T=%g)3t(@Of7ClBcAR5*_h-`=#2-8e`Q9BBIs?ib`!4(d)(eR@wnIb@OGht}+MH?B zO-&l;2)$Op2*#X{w1Epn4pn3#S|HgfEv&@9>F(i7JaX7OiVm0W0negsMr35inWf8V z>jB?$5E4k%e2t#2)LTwc^V)^uyf=Ak4}&UvYlH+o^xyx1HXrzH1zf^4rh>S-P{pAh zkNZFCYxI`Z4>}95L?mcx4mIf-?Yn6~)W$NrBaih8Kc~MCY767h#?`n}zt!n{10;JsaYA5& z_1-0gk}B-2^31;A*`wJD_9iFr);sm@HUE93WjCVnJ`)x7B^LKf*F zC+v!iPjNARoM?5}voHHjF`x=99~H*~8_ju;=jq~@H2TemziQ*?it*7_eB5|uaO)aq z?_s)|NUZN#Wkmn7c($afOBU&Dsli;zZ&xqELtgorl6j;)s5dqjUB9&5kTaY9V{u{* zMPwws_n^JKeAaILZamc&IgR2ZO@mVXw-7{$dU>hu78(@u0@AvqVZr%xa~|M2$Z8#% z=agPu3SkMC(KWPxZVxr5V;-=c&tMRKs3g7%qQdsQ#tY*yStEB3SOHXLPDsQ#dv4es zI_M|&>(|f9(AviQsJ@}CK0}F~(vrmyv?FUx!ds+B_lwPUc5Q<(`-!NReYZ0eyo^I9 z8`AxhNoIiKtLh5;hn?!3TgKN1xw}!QLa^;LA3=K_3L7qI3F=~f>#kJ=UHB`d=RCA! zbU=Ry#A!#kx6YP)SqER)Jkl)8n41=EuG`XZ@7F~&-Eb3w2VdtP9p|fmzE~>5`#d&j z;G2=3|Llt*emqjHeB^}-Md~1yu+c&!uD@{PFl|2mR#6Qhn>3U0V)eHOg>I>Kc3jW9 zbbnir8sdp+9QDklr9v2ydxyOFB4Y3(dOW?9;{RteBsHy zt&Q`be%uTVtZodhUMRzQ4u|w(JLF?YrKV#mX1&_Cva^F8fa*B|k>u46e!D##Ie_oE zOeSIA{`B?e#IC_oqOh+Ec8Wv`K#@RW6!-())#}jB$FmL<_&m~5)G@DG=H{Jm!#Z-g z%_l9)tzJWAS~jY54sTx9r}Tyw$W*1nB`jQ2Z22N_>0&8?Lj|78;g1|B>W8Ck{x-+@ zzLjhsZkRmMH(xC`h3YXgnlR6M2E0?eEAE6ED-LQ+u9j}^3me??RBJ+d;X&b}%Dw;- zDdKmbyjjvRIVfs&BhQ}^FB~M}k40;#gyY5_G1==^>kk~qITJoj?~5C_q;wqhCXLg^ zl*%xlCnQY_v5$S1aAa>iUZtt&PP3h#1y*T!2*7;(jnhZF#}f_(VDd=g-VL1zcdgoe z@Df?+W+BV2P#5}Z&!e`s_mt8t8I7TkPkO;ENGT`J!L|i&3>{(*J>K`%*3hU`b+=aC zj9R6q@_&|1Ob`=Lpc3paD{^=O!htWTXj|FhUX2^C`z!IQaw`})`_X`ZoN;L8aCV%}5Zd*4)YCHu(&xz;=e`EdX1C)h zXU^c(}4Kbf%7 z#T(k!pw&;fgjWU{T(&N=D9pu+`(161Kh_xjd&l;_cO!MtoU>fm*ynvbcIY`L=`Aah zk3Kqq2`!lO<-WXE?XjH+9({E{ZSDIpPeP%{r{|occLsb*75uDwGw|2yQrf7mgPlP{ z$Ki-beDclYEIQ}lzNf4wu2XlKwf)e}q9(jGxl#36*?1H*GtofkcfMW0707rR{U-g_ z=52NASr=7@r~6aM1y|ODKnj5?%tYeNy>10i+|b}R>4(-p7`;+4r5;cBGjtbOgtUQR z&M!2s(rIV)sr~?Q!y=7iYCpI;=TIcB^5&__F1Ogc9Mn{8MK#)8YmEm`;LtBEY5i}> zo9Hd^TFtoc_l>-it@H^h@2$~l;qK$34nf(TUM(aY^(G9rZoLb?u>;?pyG}+14{%!! zsvG`9RnAwzB)$ya6W{dF;O@H9| z^{7g)Gq}p+|8*dT^WqZ0x5E2H_ z1d@uvWNr_>7pY!<{^{jO)drk&XQ^q- zG9I*gkOw>YPX6?7ZkwRMaY5AGY{7;Y$aq>dL_m1dDYzOurDX?xj85*hPn;-vIMi32 zMG0qH^`PO9@s#ITr0*O{^iuu&yqmH5EO}n+1Gfd%P>FL2VXuyZ!`&d`>7fH@9b1iV z`Dyc_y6{wAo3V;D9USm)M~fO~#sXNA39j z(EG<}^KswPoNv+>PCkr@5gB$@;rOL|Vv$W-{!S?4Ohs$hGc04S(qRugR*2U^xWG&a zh06?=ejs@_Rr^(Lf|z@n)0cE^R#!Ib0#>W5>RxV+6h3(fDtB zcn5RK?w-L=jp=VI5|95B3ML&2PhgUk-3aotFV5G`#;rg4groAK1yo&ELz^bzzl!zg zxCfk%G~)>`q@I4CR$zIj8vkvlPgA|$WeO#oKhQF8i_tl@jL_jQN%!QwTF%;TO-1FH z9A-zHw^LLX_+I^cn&|UXufE%tfb;o0(kla&s+G=fGJath-}9!K^6VUFStAwUua5ir z_0^bo(xDz(;v4*@B|8=FxJb$M?+!Lx>zoB43YSoCQf{|VSw`USghIkyxpqUfPHgdW z{I9K>TwOafAKXWMhh{!S9nS*kzZUmBHS^){3G)+1>-SdeRg~f?e!z0}Od^TnI+#5<7ntImqVGgtjMNky%OXA;?S(Tm~h}8-5nT}yg+DCz#g=kVcXR3PNju@VEs1j2^y1q||`*CD_ zLJ#ix@Admj%UYo3WIWQ}UHEFh%yiEqE!gsbSslLX4LX`9UViPI-4*zHUUF#soSnOuL-p}Ebm74zN%<)K)8c_c)d|EK!;0o>rek`f z=x9lUJ2or}fT+{+P}GMHnzaV{XQ`;?k-my!@N?7G4!0Kktx^n0tyjqdcT!&>2=-Kb z<5$}CK$XK5kUk!%;QMY`u#*&`a3^Es&$gRTzEndiVl^gvd}UaV?mG|;`wyBEHwX-* z?iUW2u_JeyClvO4bhy)GWm=vL>-lK(Kz6tDboh-i(VwM+o1;U=mFCt$DW?G~YZxxp z-wee)&B7#2V^qIbw8*;<$L^Cu^o_U77lQ!ldn=3rZ_|YgvVm2GZEbtiFd5c zk#&cQ&*TyA3Kh5ou_@bdElIgt#p?OHSs-hjgIGnbnfBRq-~b5|;YTm5^{QP;L{5e_ucl@|?ut zlXT$Yl>$AsB8|ZccDMdc`7E`NU6;0|aY707TInDVbLOF?%Czx7=(qkk$1`xeE>d|NF4aQdH?YKOG<^%lmB7QUrNg z-xD3WU*mvI&ZLM(`r6>ei32K*gZVyhNt%q|WMLKKZp+o(+2!|zGBwN-#9^?2O-%VBf=h4I8 zJrkf3|1FA~M_syoQc<|^ROARq*E$tvb$i;I3-P!YBt3eTJqm(Eo?JrooY{i?GL|D* zd^X`ltBWrRr%c_BGo##N>g3v%{RJ#Xnxk=T$A*<3=&%8zp2r|9w-gqhCek=61>gHP zZ(CM<6LS45qyRB#;gcE}|E!Qn8cQ=-#&>D+48d=9J~LX_6z2~viJe8}o2K?FmEnA( z9zwXYHAu`U*|VSt=hW?XSDof{1?p^V(6!nqm-l_4ga5Qtcf}#Ch8gtY@&j$B3Vhs| z{xx}b<6y}6H1yJTDxV)gyB;^5erZWF?_=V`hGo5}_*)g~J=A0_ID0sPR{1AwI@UM$ z0e)I0pF=p=t84qe`RIsC{&;>b5=_+D1NMdo(Sn}C;NGE-@970S(u$0Eri;9t{*v0+ zs7-k4!UCVFT7(4hX1P3}jR$nKi_Qj6dBo~`Lq4(&!>JSP$-uUHTv z!+Iq7O&HKo7;;f1J5MU()J^J8%xr@&v}*@h3p9oin_j5IkVFXiBUxlp=%hei+kdS_J9#skToFCaZ87dY-dywyl*<0RT? zqputvvOWk=6b^cLFQBc*T~AXKNE@Hm5aaS`dl{Z_LfNKACk=(Nx%mk9djWxweg~8ZZR>XO+-F znTGCvWNFi}nOwrdPW!ucUyoEvO$)!uj}p3dgV6C@#Qh%GWAl!7KCYZi)d_?#sF+5@ zMK-IX#Nx}lHs)mB1P_QQBIWGmibvY$UltD>>X&7aE-x7emhZ8xl1lchS6?2n_)u-U z0cFdL8(r4ZjtBl(7LWK^>J*+s)!py-v~97{HLb3y$xvhBh1&7l?N|HiOTc^%gLH{z zU>E=L%^qB;fAH$u*vi>6pkyD5WC#|X+tN3v1tNz}`ubUMeL_NTiPVAJNWO7ZQ5UFv zyubzx$;ZumK!*-)J^jy;rqfj{D{;Np@&SLV+8+4dP(C^gqE|#B6@_8XQ>M}*6Wn?V zI%bg;HH^{!?6!KH6t|_^$Lvquap0_p5M@iV3qG>+7)cMvwY#)Tbq`lIVS?YgelEBk zmkK4E}p8oh_k17VUMCof6vn&N=#e7w&jZuW`b>surk7Sc^3EjEYkF_L=dh zq52XwX>Bx(hZkN*5=*ek*wbBPY~1|_)JDrZDH1DKK8}^atRT)H)wo_2*i<7`BNVBc z==aW&fXs>%lyFx4UUpGN!V!{Y0t%Sb=fz1KIG8ZZd_H&acaXpPuLkV)M+yEi0-wht zeU~LD*3U5Da8vXDY8AO>e>bg8JOwr65r{+jDEZG$+IqY%q0j^#;iXQ7XN2~nn>cBG zutmkamT6W{${B>v%c<}8ZlY5?ka7e9(px^KwJUS#h23~xa(vLC!oe$mn=*feip1;B z9&x3E9xz@=UN=Nzv?%b06ciHKu_tSy9$45HAi46nri)@|^YMg9i%F8EqDg9!>f_9$ zIQQE!{F=N&K@#IcBpf0a6dp@QJ#IbSjg#&P8J6)AZNGKn>E3kFwoB)JK-J~!hiJh{ zwK0`;JrFqp9_iB>d2h6L1u&$Rf#*eO=^wfVwpI2BL|f=HN7jW`E^)CUU&GE_2ix*vd``)0R-pLF2k-lr*;EW*&eZ+wusZsl9N zO54u2jMrz3gW5t*w2dvQ%$0T0TS!`BY_!g9`E-jGY)qT{-Ow{}cMa5?bQ}_iUw*Ue z%lLTCprEV^*AY*XM=C;RJ8BlbhC0k{ni3;&k~U4O;^NbnzwDk zkIKktdKDN=ISW0uyU}a4!dpH}hV@+XRJ2XK$se^Eeqz;qbDM6`_cM_7DyYuURUCVd z&N=u$OV>H1HCu{5k4g(@?5zA}Rcq8L&s(c9N1Pfl(b)54c%${aE(8q%_sFx507QQs z#(7!JXEO;eDrx6l?pXA;279jLJm;7#XnqbYn`}ke8*c_aO@I<6RU#8Vp66TfY=7_m z$VvDrxytBKTYW%Gp$#R>-k`TLY3qUCmdPM}+Qi=Bo@GdF9G>q_OyXz5s(LkEw1YU(2-eW&)~c)dcGJ7rkpc=k)mNVe~Q3Y~CtzwJQjm94b#fbTgR(iBpK z>~W@ht(?&zjf9YkbAm3ikIy=ubZ!62qbG(WDndo3BH9q!KF}bTwjOsq^;&UB&rR~0 zT1IX>_8xz(8bhDkJqDlJ2sACUeH78BUV$4=#SN23xXQ7gdhkKyiPCl~W1c_Dj6c-{ zrTh1Y^!+$-(t6tSK->t~EW(4@4-a3WghlK{?!k$~cz=kgp<2e+PLtaC}9NH8fmFC#^t`XMIaEt-cI*{YN|7B3+vaP)|4pG1mVU zY4?8{^|sS^mLZ^|;dlh*%vhXx35t6v<*-SM{n$G-+Wob<`X;;sy**9?5KO)jJJhU2Sw&`8Dm=mr|ye+>3LM z&t6zCX>u>frHipfi+SPEj&$hYPb~%Ab4Uwss3&GyE4IJHBPT6=W=*-O9Hcn22C25p zNt|(?wjRj$eBu(e_U1m;)oZ2doaDpTmT#{F^ZjSE<+EU&Rk{rGSxnOZt@a|5u2W8> z_;VHU#V}r38ALIi(9S^f82iOC%xClYgzJ0l@|ZS5(-PeLDdGz=_IrY%A94{D`1OBn zlwm##O&`dXItD4r{ma~bV12FJQ{!@Fg#gfeGY_OP=8>38zqdf_qu3!#E>g(#H#X11 z585ZMJrnumuqFiGuR~nS8Ea>1%5pxBG{NO`&-1dpA2m3Xrgw0L(Bbx2s7yYMHkB^s zyCusopHKWoNZ!q+H~Wqi;Gv(qd#Bue{@QF5r;j9_9{`y~Dk`gTKc;1_5_%%@;s`70gpzc=HVu=jT3mByT+ZctM zum>$!c;GKl3-n&n4Gx?~*@?uyf+N>x&*S9|z4$gMRS-|R~#FF@Vx zCUjNl^E(w#hnE6%grwgqjl^a3mKXDI*BfUtExWgZIcM#^5ct?4Q1YIJz)7#w+TSz^ zD{cFVC;VNkT_^AGps=q;2U@0IdbWX%8z5l{g`}^EHMo3OP00An>27j zmfh4nRPb}?_1~8xoyUYuu-~H!6}KZ0i+rPSnlv?4baIsNwomqH9oAt`FPmw#DCjX3txS6*-_(%ipJ=#W1`QEvHd#6 zwta}kmZ8I@3>h+H)Q~BtxZPv^ForT8Kn{mZm<{yc)(wXBj=)Rv(|wI*1_!~0X9rT9 zS#Y4Z1H!#1+H*;lSKQM-Ox7D`;sJ9;*?24cPf*A?eTFZXF!2~TO)4V6k+LD#>V#{S z8r{qq#EpM9cF=m@I#?SPqFGqgNO?bM4jBgyH495x0>ULkc=Y439z5i;@`YZi(+D;%=VUZPU#ti=G}6y3_d_)jSFFK?b7UUd>o!=& zLnLxDiuEsgesiRZ2XKQ9G!u5cOM0|ra;AjR((LM?!#|vXtZzUg)NMg)#4B!q^;|CL zD{fs!Je``}1>p(W5v!gS166Q@nvcTe0ITvM<$M74#3^tMOU)h8E84M{H1+fplf}Q6 zLB7vLrv@f=w&+98tO)iT7GWx<={RkycSIwqyZ}6@3nxS!4c_b2g%z|isRpwf)y@Fxh3n8j+Vy{Cor7Q_@;rm|)`Q2yBlYYHt(fhu zrhbQOyKSL@a2VQ`Nuph6JKC&jG-W+LJuQMg>2Bvn$07i0k&*hSyPAF~c3n^ZKD|E@!$XNx)3&4nT2c3dy_nap_!v#2>OC#JRblLkQ z(_IT+&Qnj?AFV$)6Uq{lp7RAe2Np_`ujMgGa|uzJgMWR?evJprH^MDnel>vdghqe9 z;8CBhG|g!)i?q-ZcSp>IvNd@)@ZEbZYmU1Gg-d0$<ya`4Jl+<7cCBG@02yWFg~4?<}441Z?)IJ&GN!b;AunCWu;WGxlytoHt3+;%4{W@cT_!<$OEr=*s;%67Tvi0`Z36t^9 zcIyn)fS3p<=yal$jjbAIcT=v%aU)7~NcWgW(dhEVU;FUGAO$%JHylnuJ!X3pa_(Ch z_)7U?xyq!^`FOOOwZvOCRAc<{)_KpY3MYVhnj6AR#qmGIM-l+s&`1XyZIwrhUZ>$L za@S|xWv%VMLM)~nDo)h6A!7O%H(nHPxTJ?#vQ=A`rg%1EU#!f%>|)zpQBb?h9F6Us z`=Brb0=;N#mvluwYG>B6F||UQ|4wq1SBE8UFj@kAupNjE$?H#+HZhIvf)LIUCPbfX z+jqDduW8dK>Qv1(0hKpY(V~x&&}1d$dMHgmH@L{M-`RnOHW^NK#K!0jZvRKdyY4s? z>W8AW)T~=vWhvHkX{6;a(~c)hZ~OFY(7+t`GG zlRt-V>iZ@EkCqWBZ~eX8bP{a)4-0 zCryatPfhGSo?L|I#w|a*W#XK`<-+qQwRehF`$Aa{I3K0) zb6$WGn9FbT1%b`a2c!fYCY|(qC9fUWV!OQzM}F4U1e$sd6m&dL!|jufM+N1496BN* zkVd-4uO0fDR_#)R8y|ju>A>?7V2*YSsW*4muNp<|R{_>@i3^|fw**#a%){%dcOmk% z@tHq2_WpNKtB1bZU5oX^0~UD1r?ND{RbhV2^~R9FTliI0>7x-Ixp(Op%ngbizoVRVl3wuTQIV!)Q+e)QE2Njra4n)N&;;WTYRSi0_jzl0#>lfPp6b#x%$ ztU`tDIKPR%NU@$nBdr9xG0ZX0&$Js~lzEh0G%!R3VqmABM4^(lUTi&(D3IJ1&-!~qKL!0lRT5M9zYI{e7t0o*e+|zz;WMu zRMf%ay{I@Lea_18&XlOFo)WiZOB$-RgV;cy9$@Os>|b{a5?$8od7C(*IieLOT_ z!9*634jxi~=_yn?riD}-|z2l)Sc_~U2J}pf6M8O^~pTi}s zfb4(T;?KtW?Ra{B-OuNC|A-5KV*FmjW124yI4H$>x-#ihVPkhoNo(IrJYYu5E#fH5 zTa=!wnKoy4T8?H~z{r11P^Td1&`p(}NU@&H;gZf3tpABt+$6DG*t%=0Ztx-~O>09{ z?cX#dF#`@DhrwVIE>1jJb2|4<=){o|TmN~^*Tvv?hydL;QSZMiR)fW(j;PI#)PBh3 zX~tGc_2G#vSaG7hq3^M(iV~D$-a=!%LK_Y7>^le8*GP1IR&=GlXB;sP1kdX6)BiJl%|$FVnsxUO(9zO7It<98)uprzpjG4snsL{2Zq@ zDeHf9V~w9o1N}T<2K3clLlpAEr5}r=SkF}^eUD4|%ft6JPjKJ6`U`%2c^|x%@D_cx z-|a3Rp{&OPCMCZ?S|_S$In&#rNkX!JYA5~Cfgs5B4k*QRdJuF)3LnCtlO70+vTwU* za8#ntpJcUeg~3@sexn~n`)eEG-6+pP->fp}@tly_D=V%C*<(X>>jb5idJfZ|EN3dB zF*hFFFTPic<3{w*5)b#v#TDJnSvh!`;Cnd1VZz`rD9hP~7Jg2A4iV>QfbUs6E@47M zo9*2@Nh<|UF}Jx39?uROauFzNwb82B+^Mpl&XtG}VbBOyRu+*m<_QJ(o?B|gCbh9f zHc<0nw=rMvhc){ag?k)1lzIq@@G^hb+erqe)=H>{Y?4)quDAphRzXO+c{qQ^NXmEs zICKu_@fO3K7tM|QS}`VVWXWX3R+9{f2mBKe3N5xC(n1cKLwr%}kZ+d0!T?s(rW(<_ z%ecd#+&&*ow^STSIw{5XOb+P@i>6@Tx*u*$xb=CL!_4n&f|8tR=12q9e#I=xdK~s5 zK7qj^TvrLrzn!}BEfbG8R}`a9@0|w$rxjfiTfBE<0cAV@dme*Bm<k0E4v`;S6)Dx)88+vQ`Y0I7u8j4(z7idDbtth&c=KE>h{~x55HIsp?)(8m+7r4 z;;Z(!@l?1Z9qaQmUj&<9`qqk#wwP|(p%%IZP?NlYs;VmemC2Oj0oWiKiZJN2OBhPE zPbH4C_#8M9GkQMs#de_`tA$q<%#czOa%iNxCWgL|4P`SWmSuuk9XDD|0tYc8&{I|C zRWI#YDxG+fUpXq>JW;6%TPSx`$*T=E?}q4vDJZ`z`(<+&<$N6W;{1|ur_+PaIKC$) z2Zw#{o@Ded(w6U+JfQdBuwznU6;xHZpkU83 z@Rs(~^5~?MkCpFeuWa9kYkA6a$}U)PaRl_$9zaT0okMzyAmE5x&m_%X%3uCE(ChUB z2hJ~6(;7>jgHoQ8(SSll$5<80dLUxb*u)p~;t%XU`?~!JwxH)_dt}5rA=oYKMVD#~ zpQ=hbkIiIp2zRW6R_kxBE08$wkUTNwiHahWC+tAb(R(!(oIj?Z!y;_Fy!-`zRznMx z+o#UBaIwH@0n{`(^A}PXTeJ8B6mmr8QkleW(CHoDe}sn%H_N=p${pRU0vSII$t?{D zK5h>gFN*d|()$|UyB>XB`5S&MHFeP2YM-nER1aW z=D}nsugU_{4(-nlNgnZ+6V_Q3kyNmP3+UWIpgS34O z%IseadmBT!9)D-4jtS|Tm*2MvzS-7E;AY@ztkP|J=$*ZO2_1xg=Nd^F58#GIC#{B= zA8is;aI6^T&{hP@)N&sSC1^otdY8V%tcJo3U_FOUTD_uc`APo;wGz3#LQq5Oi&|NT zznpUnT?rmFARa2h?+{Vq$7DOq-`#TaTWTaWf>mUb3lg11L)qm6R92q$ylPhQtFw=P23Msf}(Md~wXS3p>4Uc}q<7J##!--2X zp{Hsx%8os1RkNg6&qJc1WU-^smH+8eoy57+XTja|%k-h_cq&?y36p*Ql(HTVn3O0Z z>A4V(iHR=XM!v?8W29T~knREHXAe=QP5t0HajyypIb3DZtbN*19hLg&sW@=vKH~UR zZ-E}#KysNZ9U8igCpjz|kR3_6|gN4wE6Hk}>Qfp?fAuU)+o#D)@u zjVQIhHSp{>74PwnmP+kO-<`{^vaO8j&&5Y8j`aH|y=(w4G|zs@7c9G(w1Ema&{xZ* z5hek@H>!nyZTy5or%10^AvO#8YD117iLvd=#3#6L--`k!o%HFprVjgt2i|zcM7{FR ztZRx-p=fV$7VVncTrJKpapOg!Xgt!*Dz`Yf&^HSuBxi2r9q#R{gizmh7@cQ6`|1jX zdb}_Zd7ktnSC?7VO-Hk895peiM`l#~0JjB(pa%0a#%KX$JOFwYk2L6;60JIGYWLt% zfPH$W+WW67Lcl?q+JblaZ^X+EfcZ2Y>9=Y^VoKFZMhzA(Wx7X|glFu8QnV@PrOlCf zlqkjd946_qa6)L`fyz9I^T3ZnF9sM1K zem_A?6yes3y0pYEh-uUY=?^?E#c}WV*g@?q)NKnyqr1g6WzzH*87$J_zG>Bq*U!q| z)K6a`72oFuCdIEDH8O%;6E=)ktG@X*eGIh)4V_YH|6~7_v}`nT@uT zG+dR$5g$j6h({y7imhFe726lmg&*?>VhQKna3EE^Kt7%F^Bk}fv5tf z4R@+*aqH(57-T&c4uJ@frD*(B?eq%+DJdq6Nm|7=`+1?8&O=-=KD9A%R{D|}h)L5z zjoQ%nqoo~Gr?W|iOn;f8lL|tKV*_I~SAVUE_!R>FV-qBJ@3TS7M&ZyAF=^!W?!!vc zuBH^>na*sx*AwiIC_y}+5M9M)6VOYJ5+*ZCm#Ro1A|5z*$jN6%$($I_uq(wn_?e*i1TM z1q)^U>9(fxBqVcYsg0fTycB$H_o4ybh{}WF)7Ut2r~zKmY+6^>!M7FZ=kS;rHqZ9x zLB~l@#Ft0Te_lSHCC&LL(ZXf zBJdX>;5@wfO3X(A&lQ`&BD`g#TpiUL&8^0sE17Mb-xq!kfM^9dq`tAfvn^Z-?CHd% zTa@?Nr5yT}hvy1Y79Y4;IS158b9P5}-29#9Qpf?Ek4O>1GrZc}PqMZ3YjNC<=>GJ1 zYz5@}v@?9cmURtwl=Jb3DZ)L6v{sb1J2$waH3;vO@0;{U)u`F>=wVbsna+uO7;s#F zyLxyqM-KwdepFqxx!nDeay?R|H#L48cxn6D+(|{{3)s0jhH(GUv-APv zdlBy0q{Y8222;Q4pJ>4&=HUx}U3nS_`Q99rCtrU!M^nZFzGt#Y-vDf)d052ke~bHm zwr+{S^gO68&q5O}Q@r+HmVz7(gLLmlJF~Cx^&1a7-kZ7S7Z+X|4v`{nQS;|i?~6&4 z`FQ_CRGpAM(yScI)2VH8$BkcI?GztVO^3>IH`H$Sj1CE+kb{RDs@<$ixM%3LySmf9 zu^S)7>^Pp4>Gv9fy#`7!7bS4kNim*BS{qO}+xU?0RD4HF{aw~yPcMFfDytYY-x876 zDb9|8Z; zqlpp+2UI={loU<}M`4?h_0|`3#ha;s^$gNoL&Muo?V{4Fup~`}u`NLMb`gXeO((u! zNB<#D3ir72qAZ8_By5zE-{Oo23H6PhGDf4mHIygpMDvV~))dG{i8(A9kMMAj@WjCz zbp}uIm^1y?flRYKAnezn6WOO4UyExK;HzcwNHMP5Ai`ZrxHc{ zE&3H>rFfsiCaqwRwkjd!#Sw|gG{)o4x0m~X-uFP0Y5SGe=1DQ1K|Jbwe_nm3{a`I# z8fH#z$g<^6gs8whQgpd51z3iszX`xH`+$Bh>~Ry5K# zQw@vUXezHH?*Gk7`Q2dJP_kueXMd6Pi<5kf- z;}hi};++#9UUJ!_`QxaV?u^9~FW})m#zZYtB?ID*BM=j{>EbK#f+3C@s#{B1lu=u$ zv*GOiR6N`i$ei3gsfkQXf(6YPNSq`I2;;j z#rur|%?6!os_~E$%XYXi&KN|_aU;Hf>+ZJ^ng|r(o=N&Pi$&hefv60Lu1V76E0v7j z0sW0=)NeB%$K4{u^=uYt<&&;k9|>Ek=vX4yWn>N9&I}jCObBQlFd-BiUrC3iRzp50R{p_Wy z1IE9;-k!8%*DA0coP82SOM&wtD&pX<7Y()$4>-nOZnPY$e~L4J+w}*UD#|xNPgNsQ z-=KY1D{ZHl#w9JI>egZZDD0kuh{CcO^JxhJuunS+5m9MVGAyM)hlS=~$(+e?V3UR<{;Y)ml30LK4? zX!`@@)e!1MOak$p2aDUyGTH?a;1?lW~A74WaAa>?*d1^4+$e7=+F>*d0$_7gcRR1XvA0frzI%4 zN8lx`OysAM@h!a&hbD`Be{fRJpOp20?}>{V8uuyhAG1s1K6bD7)~}T&P@bTPUfS=B zyQ3iEsh5`YfoTheo|wqmBpf)5_~eUxKZu3;3weG+)MzcpcoFKEq&p_xV{V4fZ%HVO zJuY}WX~bselO2XgsJl;3i>oU9p%QTkgx}a~wVvOq+t1+{&ad`b)8*qq0__C4QtOd_ zs)BMn5G>J^TEg?A#+va#Zsj;*uYUaF!NK$iP<}QRZPlurdNNds^(^9)eQ8nVog+>X z>kewqSDZEXgBF@yJ@|sXdXJ@D>tr%X6Cqvi%%+6MH((@`>!{*wOSfEy;*E?CU$9P@ zCXM!HF-XsHbvH*4uyNb`$$8TaI;D{YgLKi z<6Jyou0H)GXQ>^;z6PN7_`>P+H>5b9%OTxi7PehTwfb9vJB}5cFDbk`4ytGak+vSq zT78Zb=X05)ud--3hJ_7m|ECpONo~xCc-l4+3ivCW`GTqUl|EC}1FsdGbhAqP+qYT# zFZh0yEAO*l$%yq(yq}D^4t`1P(oT&siJuw`(f&HO)}j^9kEcJr&U&i_1^iB=9HJJH z2lmHB^d*Nhi6(pyci18Q7G4+ntjx1|QwWZs8KE?1_jX%nDZnAFn4@hRa_R7iFF5LN z_gjq*Oov>rZp;__+5d116>@OYi(0fSWx^#n_qdnMHTz;bUS3H(yM4PpC|;3+_{+Ct zfAvwW2f{r%YeIOaWn+Rc&p@Rg=P%v9XCJjW43QyvD7&9CiRMqW#{uivJkklW;e{7> zl2-orPU={VPuuRdyDWmXOtjH*l~SQSjdDE>9BR3WwBWa}rSznoiA0`I*|BqJ>nsTM z7txB$)A*0#HYaX8wIV~htn%lmzOC2k#joMWxE?jR463L;K+#fg`>uHC7&o43_K-GS z*!nQ6r|%*jEmydn}-Tr8K_J_zLq zD^Y@G*Ktf*JdFn5|N_Ldr8sC*7(VwJ*X}Fi?x5KH*T!_Qd$9P*t`58CuHwGgDa_aCoE}CS9KW zm4n`&aPy-a?w23h0`Zq$(PTnGKxefS>uJQb2fEtW^36LXE?v&PTKRBbF_hU4N4L*5 zlt;Hv)&tR=_#$nowYAY5C5is{de4}&8+0hcnS=%ai+!G%L&j4&q@-`=rCrS~KIqww zF@Ph>y{*;9TS4D!2Dbt?!GKQ^o@i6%tJ#ycOnQt6Gsg z$+a3&hw7Pfc(&#k$a*GHhYC>A(4=BLU_F~n`s|!=Vu)Gs!aI1htP1padFZSnl-Q3% z9TP|6x+E#)a~NF0ZB93pyR%=INhrn7)4yfEcs4lF(vGn6b)cbA8g^JL!U?AKu9?2+ z$#~33O`0A2dLTY*VXVzC1;n1;j(wUiM50b~nZzI9) z#~pf7e9uJWH`xSJ<7(*v`wx9sym!{0|N3EUKlE7LMq|g!xZU!U_4rFm?KzNMhBOY^ ztLU~^;vi1j_-$5thoK~A$vM8D==Bpm_0{6Wi>5+oqzjWStIlR`m!r5UT9YlW-!V!K zN-&3@-F^D=ke!tEK*&VAH{p+V!l=-maAS!*hbPD0&6aHd<)PLDp>A8j;-ON^=kZ8~ z%&5fA^`-~6kNv{j!|Fh7lEz=8sulfS~o(1ib zg}A6tM1EVSe=ea2SipKVX+ET@rL1EL`x>5R=7mnHzIA4O^w%-b=f>E69b?-*L}Sa) zVN-?-88T|fBQ%vW=WgOM$nzpPgi9x^@)Hv4+$s@sl6fZxb4JEm>5V3eI;CveK*_J3h>$W{D66AeD z?)uF5m!qLPZ7Leyef0cyC(8NwXG`sn6Ru81m8PHmdZQI*M7A{x{ZiIKj7T6F`VQ`0 z>PX=p5B8#v!zMm%@6}ip5{d68xmrGb%2>G_447F+_4tp+?RAvr0qdEhCF#DGO^f~K zWH;96lquMqwjkv@ZSvR89ioF&pY8%n$ap>`- z7L@Toz+tgTUvJasv2M-Kb;rZyPRm&X{w)x2yb$UuFAT1MfFt^58Kie<{Y#Bhnj4dI zuz@1;D{_%81E56z5k!ZSd;ggv#rKE~A)KRWx5X=WZO_DWw7M}3>C-+zjfb5mMYGkO zu!^!CkM&fFMwkWkFIukI6NLvH*HwW>w=C>|*brqjl5@?xLo8g2M@#YKG2w@*>p_~Z z!r=#=pxquEF+w*B#Lam$%vHDO^i~S>z&Fd}5y#E+_*%EjOgvr|tBybDY7g#2K1cB~ z*UVSE6Nx*Y;?YPyRTl3(tPCxCaOXSUky)9m2x?a7BIoZ+znLr5`AoteZHO&9w>4Q} z4g1$a?)nC&heH|KQq<#bj`{1Z6!Xy>AmP%gG_gthX{7{{X6K}&_iPZ%?rV`;_JP5A zkb|Ykr8DW$>t2=vy{?a;l>Z-MV1*NZ|Xk95fN zQ2V^@>RbH0v5XokW8~y|=&^l-lC%dknFk@`sU(f`u1Uz)XQMxF5@NVHn0g|>JZBQr z|eU>IUl%>zxlm&cBA<*@?}{Vqq~n){9_IBYn@r z#Vs)3x1$AnXI-z(uu3;q1IZ9gG!u1gcfUIY9o%{mpTH#Db%?4<-lHjT3dgmSb?S42 z4wxTvki`9mUaMIYa&YS@X)e-DahbWZ1 zm3I4#NoNtxk5Oe}-*D;&{$5p2^Ih4zZOBE-a5>A7axGzUEw#V=tK(*k&Rss({+UL3 zAIA>G1F{JhhVonOV;avjt!Z9Ukes-a=2i+(5T) zSj3lUb<4__`U85dRFLrr&wgP^3zk@?Wrji|8DW z;V+g*fjx`#NSg6p>w51$UQ77Cclf>z_@n(BwI1~3SBcLk;m)U856XngLiw-nv;s_V z&6d=pFCTm7m_o&g9%?jSs@&W}!5)bB91iIPF@NE1v!2B`9pYNDYgf2jC{!29qqjCb zup1oy7QMAhCSlhLUoDyRP+lTIULNc<%z78ZC%7STe*49)Vj>D>zeOJ{>6a?|Xum># zcM1;r%GuUhOns;<)Iv3Fx0~+}=!>OlTG9(*T}g4@s>2)bfYUN)s#6D_Md(ICMU9Gi z$0_Rp(4!QMa8>JKSIV<*O~%casovrn76b0LO+dAY-_qYtQ|1E!he5ikwQxArX=hS{ zBPX;(En%SsC`vaAE!1w9qq>Q*9&kRBO?q!2-{MoU`P)ml^T$07nA1m0vOlH?2nbe(z6f zlQ_l_x;?1#=r=n=uLT6Usrb7+33Stv{a2n)_?R!Ku9vft@>p?cq!;v>I0nBxu#)H) z2D4WOR5U_$tu4BuG+yEH8wxr2XDf>LbkfJenz(tf&FT_6Vv7e)^__SR-bi&o)cxhR zJ>rEK+l#9T96?@2<@n_xHG| zMy^X0g8CApzpyw*;hQ|Oj0xOD`3?5Z|@M;+#jo8Ie}Tkm7nIyg|6v$&KvJY0Y?vOZ4w{$WSqP2KG8l(I))yskG&k z`S?dG3OPK|Oqz>Vqha%^2Al`9E}3`Q@EN!?aLfZa-(_{Ll&={A?G(|#<}_Dl0D0}cix;lHw&V2TAv~AUarPo3T}8b z(tQ*EgMoRKvUt02U4YhRL(AWw<;WyNhFmiJYY&7QYPN-VkGvzhJ8p->Iqyf)5`uM} zg0+bjl2G`RqI;F{Jsxo=2?f$OMn`=b9WW}o6K`3yys@7Y9t_b5VQ8&(@}~28ll|Fmg8TUQw`exppRA^ z@d*h@o0Tc!ao3BoV;X5PN60DAtN$PYd$SY196Ob<5bPDvIr5Do4aCwRK*Z$HNMB`6 zGd1^&5lFmNf4IuuI28jW3S-a=@5Os}H$c9pW_U?6_t~}X2D9TO^mi8rJQoHxfX%|= zh)>A!Ri6o2Pw@$)cT%IC+U;1kr7jt(3YVGt&Wj6>fpBkxM!JHE7v)2V0yWY_dWbZ8 zqsj+U>k6zik@*~#UDRR(B??+-<>7MZG9}7*0QM{2KE9tES1r0KY}AgHj6FAY=?C^f z!11`r7u1_^#Tgo4J%dFjoaK1Du=mT$po3vEF z&}&jvT8~7Y^ZLr$n9ty$fe|QXetj_d1{HOnm`S?r z52+5+1WC+KZ(bIV(6S2JjZ{Zz&U4do(g;`$ROqw!j`nYR>^#<#!5|>Rfmfqopr+}qZH#!Bc&RZ(JGk_yUG-AObeN|?{ zQLS8~lfn~s-Qok?7W%u1DA<}GmUU`X5bR44a%4?D_(}0Si%nYUUS7@Vux9ZG{I#OD zSemQof~D1Tw8$T!SUa9FANM^)MUieEy zk}+jHj(kdOi8QI8{Vbw#&_F`^WH*0$P~opoo4*b#vHy?Dnk$7IEpi{?;8GkI zc0tz7brKT_q03I0Cr^irAAz*#Uhdy@6f#~E>zSmfv?kZq#LvgOG0&^VdbTH@vVk&8 zPc*|jYi{RWDbbRxO!}Gi2zcHlJX3=QdwZj%+XkT^5%?XAGQRq_SS+>#eX}&ughG@L zOEuR~qA+ay%j9yn5wvf@xsHy(*G)^4;(R)nbb`!{{?gjD&9@qBl*=e-pV+293hG)3 zP=b6Zw>+K#KHz)~o%BhfrUEC?qf^JE)pc)r)H0Gn=9 z!;?dJUxs^-v!%VO4F7E1#~!w80JHlYXbg6}d9--F5I_!{PI@M7V{n5;*$W4}cjC1v zXP2B2lwrW`imaBG=PMM@(V3eMZVUE8ltYhs+f!MlG*+XP9PqqRL{2oJ!l+ zMd|;0LGKEZohkgVYmt|2uQSR$IiCeV;ne6wjFQItRSDN-*W?HJK%Xbhx9hQ3$ruLtGgUykY$SACpRt}fYO|7gqyp2 zr~fU*dIoXDpZvfNA;%aQc(C`0?3rcW1O@x$KYPtd2Rx)$&*PEKkV~Tslbg0lXs&;; z{pCR57zjDDP{{e{;3b}J0g%IEa|sWBbKg%->~HYK^8}gRMKgA6}3~i{C7Ve4PC6Yf7_fKeFM-E0H zSI>REb8;F0b$cU5&e?l6gz4jrZ2h<$sn}lX-S5tZ=S-6z z&|kj67yPz7xt{VoWIXw@N~!qB+{O42I_E!&*`_v!p|Yw0S%0P2qE#B5z#zTZ>7lj% zF+BjCD^a>N5~nWJh6!KJcxVJ zsxxUBUk6t-{ewsQYk!Y8apwt?qIn_lkicX4;F$z!_?z%~kf;uW%`1y4@g!lMPwK-v zeUR<_C|qVev?`S5c{ZJ}^%mUSadz38RlklqN6 z+P6$~f5QcwLvz)$bxQ75hGs)H-$i9r$kVk_e9tC-da>9i`NYRw965Wh-0yt%E9840 zba`>)xnaqa?}2ZY&LmA>juM_e@Zduw9&#K@qQg47=0J~CK2nMrn!}W*%*O+!2s&)i zGq4_gj-3r}WCgNQUPj7U4wJJyqI@WXYjv|j^~ShfP`JegJyi>Ld0d377Y(HGNMG9J zDn;-8C@EO<>T=y`r)coRMusbrNaGf$NdZ2cM%w(eL9dpblIqRtqu;31heBPG(TF|f z1u1($zNgq@(!zjUr#lYl=0Cu3f8B4{`+?>$P;!40Ed{IodO^&;;<%@lf;oiaeZKcM z#!)4S`*U{Z<4*ZJf?S`8mV%w8TbfA$4x7UxT#yS-?^_V|2B$Dx)Azl1$=DBN_ao3b zr4PYl{-%I49jOCa9=5VRe$wEuje+t?QI1B~bc@7k1@v->vxQqqg1Z;@fH&cXpdNYB zO7?5Yb|Bhw&~_o&UYlV_V2fFcM6`bwQ5lh20w$OdC`B{N3>V8cqJxw-n%mN0K;wYgmr*d`5Dav>N^hoQ6 zu=QN;{#AncxKxqrynqg!$4emokB`F5NIQ*P)F+E$o(eaFM_(;A#m0Z=Y`{IQ)vol$ zz+ntDfO!Trt1h217b`bIuIG>zu?w_- ztjBRfZDNyFc9VCTSZC2`i;Y#3_f(eb4|Ig`n@}`$tV3%MucYF}Q&Y!m!YM-3B%{t1 z2Ws(%bGy&IX>l;9yWwyewa4uS3n=yyw_cPOvq%#mQO|eOG&i>5)=!q*-WPeN2G!{Q zo4lNf$b?ywUB#oj0PfigCSm$A`($i%xMCGzS^pzUcj4j}MK%wD&d*hcjg7(L#X{Wq z)T#sNkki#3)pYDe3LfoqWKFg|1-m`_(L*~{H6oV!Xn}{8^yuy=jhbDn_jcg1ew)pR zSch2<2c?bnuy+Dl(nZO}Q#}?%+&0X5*PO?bjRLQLn{BTVgJv5swvqBZU_NU05O%)yOt-%K51KIZ zWzHn{&Go(rJyjMcIbJrzafB4-)9Ivzo4Hm+Dpp@F<2=YtcB;o$MNr|&6K%Fl-t8a; zKHz*NhqRFAgf6>AL)UUV-fvsoYkq1t)b81W>e(9?RAy1o!9QEkW5pvKb3%MddpP}> zxba)hj?uFzf%3~RH2HdTqW=TPcoBidB;Bj>=zLVr8P$LX`;0*D<~>&+<5N+<+>`iT zd^Qgc_M&Q>LHLzzTDh`#o<=908w)brUpW^+uk7e^e8Gao5eF#81GbZ%O3=vfFmrhP z9tVxiRHmlp6o>^0M~|#;W04LOZg9kls#zMFa9dv}Y<~A9?;_sn`7{tV;I$WIycJNl zp~jKBp7K0yy{M#OkzT&p_(r*39L!Nv;-ZX9e<5^LN8p_0WVy^&{8 zZyWDuCvoCcC!sF4emR)f2mjPXE4J*XkOP>{V~`%0&S%tU9Dmn=KU4{7?v}S!fji75 zhVIn7Ldav#Kwr9BcQ;G`EtgK4Q*f$a+yh&L$o5g?ZhMp&cpJ*eF+r+TK@ohI1g~sH4iNtzP?g>bZr0 z&)^bn_-yR+a*B1scY$T}D>usNOoVzS=Kkmemtej$>0>UFv__P1mqSe13yD@?K;x{U zYbQbAZ$wqO9erhk6z8+qEW!+|zk@|sLH5sizyB~%F&Ff*R$hZ*=4SNS=GJIBLcpg! zThc8bk2hKU?L}Yk&$fqqJLOFYnCnbL?6*zw=B1SN0PtxH(wZR~)21~Pf5yqE)S!q2`pb=io6GkrRD_szbhy1wr z%i@~bz;j9w?tH=b=P|()bO7Wtl}XQidwlzC-;a3`$WPzkUXu41!p^=xw8@;DDQzN( z$6*pKZ!LN%S9SW-Ml+&t&T*VRE(W+&PiurHk; zP8M*_i*UmwEuX+OvV7O`z5EH5GEskSFXsAG{TqjJ^xfpObmpJZm@m+oA3XP8XT%E7 zQ>&4zAl_~RJkLYgZe%AJ^MBNZJu@i9yKXYB#f?wiK%Q4M;tQOA9L}b2gL__7morFv zKFw-CUZJoJZ#JhK8j%t;6)J4^T;dCwI~MMxj0ap#qmkyLO4)TsJ*PI~*1JFOsBQ#D z8OPe8nJ%MK2~wU}F6p^%4JR!-`vVdaX?Og%0!1b8X5^V;d_i2i(sjss(Mv@mt+<}w zb}T1cmW@+^-_yJdlum*v+AAai8@+jL2$iDYuoulmu}K$(9>-H}y{wlwmiodZuC*!@ zKC1pxdgG)ePnr%XlHMR(8X8~c4IZXT3?QEvH&rX^5>%X=MO*MYUCS>~pDpfuQHDl* z%gW`u9sAp83FVDnLape!e?bBBJ36N{^y!f-2=}69GnX`pY{7SE-Q0W)&+XkeS=9t5 zg8hegC^?>37GEsI^~8@sY4mt->UMm>`-bMLbjFudLAdcjxbb>9xe&?{M7ZIS-tze# z9+PL+BoQ!AI4xX#?9cVlU&lnB8)N%*jBWeBvV|Mvpj zE-XoK%{DlQ~d+pVaTW8>?VW?$&*!>-RsWcG% zeRS?ZX<9j4Ch2~yq5VC*>-#12T7qVnFMOg1wH{&+nP8?9e~1DOl;f~igcEz={;#if z&GFn=UC-u9=;g_f^&Jn90Ku9!*QHp`A%58;+q5Td&g4EULrXoJ@o2>D>k#g@A_jKG zi@aZ?SkK~-7T^7z){_5QRV!APj4bHR^t>??vi=PEYUR6wwo}#vUoDIDs!UVi`;G+7 zYCPmT7^|@4(hP_KEJR$wr=-8d`(e286qi6+Le*oS&`Etv3C>?C2~ORKT?Wd1|3IDQ zVN<@Jgwjh#^$e;tOua zZJR;mI6%x{DU+@Wxr?&A`0d?zz`xO`8Jjsc1lsi}M{ljc=b_-<0QJ_Ap2Uo5?KL>s zC^1O-sog9j=nHr>@*!H!JG5wrDdl_|`6BCCq^;kmQrUFRR$`9y*;OawdR6d7uqKjF z)xP?=SBmvWewQp6;{JXu!Sn6lf0&>TeNIZBH$BjvaOaS;CI_XY1H&k1{ z-m?uiUsGvHT>dSnG&zZi+M0L{SXYUPS{CUcUc>zMWcHV4JmBX#7q>j)LCO8^_t9bR z;>BW#E5P+^9_e;rNL(kkwB#Mm9!EIJT|A*L3&os%l%^$iz3!8O92#-m6aOgR#k2za zz=O=^$X?fxt03psqmEC-_1=llS1WpL*`ym*9)s1pJdz~t*{ACr3imSwhZMZg{5O9! ze;?(0JYrJw-=tMrHpX`?Nw5Bnzg9l6_2sSap`8=UCw#&D$Tv=u>jB(z8Kftp(#1H`K9r|c)taS0ignM-V7XoIuG?oVC>|C z)Rj_T&tR|!H+|$+D{#I=O3YVWZ~VM;TNpUpatGy@J5troQ0C(iQ=DTG<`k3*)Vi;A zUaH1Awd~lJD`^&$|ldA|itKAPtQ!J+|lfJ8-AI@8RBC7!B zV6~Sn2@LE5r3ijrvig-)zg3F!iF2?nt^Pqp5q)2^}ZpIp0in z&y384kYkG4{Ev$FZ-IPIsUMR*G!Rwxhw1~`0|#*4!-3{b@~b8zVxbH^OnOoICM&69uA*k4rV&x=&?N! zS$Br|Y@tktbecGZYw#(v zEZp_mR{4b~R6&L95wzubCGy=!%JaZS%i@rBz5Kvn>unneE{*eRzEM*u#E3jR!xy|U zi`hY0kK;zPsK+6_m#vXo+G%k5XK4BN&WX&lG`-KfwNuApljS*s4lNU=RxKsJ(AWfN4Lod6FM%@<|mGZ7vLfDp8n$V zU%o+{$Vt@nOsOaeq+VJ)=!j@o;`isi`*qbfn%}_7@}8!bv3d_$y}&m?`wErjhC+4)-H{Nn1sjn+T<#zCVNlhN`+L;JaP6m$UZ(^;e! zu8cL_eMn5`!LTFad$DOSG!mjk9zWy@c3qgLBgJ|Si!?3b;!{3XcM^WD)_LNrx(iKf zp!#YNVlu5}D<7qxgMYRnCX={!ymCWKx#Y?&-WZ8wCD!GzmUtb5?wgh+n1>A`O9tvX~&L{nloYR zm2b6Oq;=x^wXc6Xv8;Q^g+ANU=)}y6$Ss8wa`4YqG$BRj5|-kScghHoU)+VyT70w$ zZ#77U%0n5H>d21S!jPKkkna9y_j=|IG?d`&{-Cty*2V8z(4YF>3&PjYV)>K$+PjqV zp{S!wx^pP+{qm2kIsM&OqB;KZCdQjM$ot`lOCC5GPm>Ze(OoOTvm){`r=y}_^q0D?7!9teo<_@tB@R(w z_e%8LqM=x_A@loHpKP@+5_;6BKKIKOOoamea`ap=H?A2+xgNkhhj?wf@dx+NBfCoc zxzba~IqO#p`hMJPzCh*1{6Z<_GihAHzz0=@wtLEgeT#^P_7VyPA9z8_IydX z9yeY@CDTcF-;Bo^*e34j!D*4gy5!rL$paC9dr-ikleXT&V%f`f!ACs5FBX(!9a8|~rPgJ>fac!xiJAll%%?F)t4yZJUmn=A z8ef-`IamC4tJ3fHbxqF~{(hcsdOptXUoD7@2spc=j=4dw7XgP&x_OoD(VsN9qXTz+ z&iEs%xgTU8LMIy~_-2xigB~0QEDk*t_VjMs3HSb)t{v73d z0QYPL>D#HJ+!gq(i4y63@vNP!%eSEPJ{qrNF;6sffB9nBI^S#ORKw3!`CQIPl;~BlB^9T4=4Mk*B3Payr z3UJW%2g3aa?cbb^+;+*waj*MaLA(19#3+UsZombL;^SXCf0=RnfZPZaKP<3(f+hez1>{H}J7-Z$a6C`6(AYRiFS8OVBp zHQGJ7J-?G;VR7q4o01&Ty$6?=JkL9=mH1GmR+7@x=^?AZezPiCAvkz?!x#!V0PdM= zCgB`2f5(g$dPRLW30wE5PSx@`g!|bjLpIgF-6_R-)a@rshZsLMjPpwF#(?i!a8Z4R z+Hfex%tB<2|4ScfB0vl-o3QVrjEWe8o)Y&5;)nlkK937!3RBQfrrW*z3h1*HQ3}Lm zbV5E{=x;BV5Wi}*;n_D1fcx2hqXp-$O3%c%AArvmJ+@>Ck&TxN29?a(@!}-*^~}}h zO+gMe2c23fiJyFl@;&g?@))Ei6}l=W$yc!?bIiwTnx2{9RHhD^?i#kuT6`rQFrP*v z9rBHjzqhb%{weqqALzEw-;Hr@{<&n&gUO?VdwIT4g5QsFVz;j zoDJRF&_Y>`;`uQTDck@72Q5mHE(~qIee;cdf`+CKnJZL`T3+$aFwO8pRn(qaf$;;& zp&i=}6TZNE_d`BqJ`Q_Pvli)&k$tR;3$>>?rc_|xtZRJ9o5yh+P-ij&ZO$lv3JRyJ z2b|ARCaqZ)HRa&T@2O{TE-lEZS?5s+HxOnNn5Tli$fNwZhD`Mu01m$qkuAyXL<_@8`s ziZx0B=d(%Q^OP@s^j66qm&sIbD>e$v<3cp-Lgf2n14G_R@jZh_dcdXYI@9WQ%2OQp zQGXq=ZcG57#eiLA-47O$a(MR;aMuZr)1y9>=|iRbbKxzqZQ!+KIi% z_@b)JVDhfHfiy7Uk3-Y2r>>?=g{-HhVM&ihS@b2^WGN0-V=_8f23^sCsj^VA5Q$np znGY*xQr6=XxR{S3``9)e8f-GtE5QS1BKv|%M<(d{VMwuVg7KO%%6J?&qNBqV1M zXt|s$?n~eMIF%pjl)!!C+!CJ>P@!}os>;{?_O2MRo+3opguhzhNr#z(sng!ePI(zA zXE{vH@`&=G5U!O^InAf1h6a^}o6!V&k50!J$a>LZMQ0K&Y@1#fG<4P%;=a#X>nvjy z2TH!(LRu*6wOpmG*s?f0!p@I6nXBxqiVsn{Zt%Sw=w1Qg{&%D+{EM&URmk_0t}u%* z?zv&#_H|rcj5n^fo}8@b=m6es9)eD;`*jSykoH=UCUlJ7>(|nj;oHqJb!wXj)V-j_ z&p#;5Id|FiBIJ6i`9S(k5qCAsBI(;g-1Q#YZt|j<7eF6vFPcGieW1;yTo1gp9O82d z8=JzS8WeD?z|?@@+fTLZfqcIYX?(t0<`62ydIp{J9Zc;Pjfon8?^>}f&sY1luQa*| zS^p23O4~MJt5`(`Pmo1rA%ir9Y&d?)?ve)*M^F0pUCT`V10rDq(Tqi&*{^C8>;d3# zl}R^F(xMMV2>SBza6kW)%+p5xNNAu@6?IM`$7@}dl4H_nq%#FWpY9^x&iAby~o`7z<1Si~Q%3`N)>t*7k~YnjBhzkrvuD^t^bn)iUiQMHHz&yn3C zZ8(a_B`qZH7P}(!Z$(@N|Nm&a^0=DQ??1y>BfAD;8-_@9_j`52FhrKJRa9bVkyP5# zHuzFRvbU+R7L_*AZcR}tqJ5)O+S7L1e~;JeKK*8%JLh%(dj7copVztX=X}ocKJO!Y z&O6ZV%|&Qzb=3srn48c1f{{-?TX74VL3=}$Z_^c*rWQx~-u8NQ!PN&pLBRJyz*)L@ zKoy5f060v_Sx!06SO1HXh%9R#eq6LK^BNQ|tG~;jd~Gquo(EzMYDH1z=frZV-))=~ zM!J6bSe{<#eQ?mPf@UXO8NP!XGXQYV*NSd&lE3JkUT=68>HBR3tW9UHL-F1n#rwH# z5fvCWfbS8fjxs}}oa36+tWHjAJ*Rvd{^e64WPPiFP`y@V=LU?NpMUt_2TKDh8&hk2 z16zHirQ*7fGHkL}G}_o#e>NhTfWMCOcvP|{j zUJV3>6pX^=2D!`=h9y2x3AN5c)p+& zr8EE1$jmbs74IT|pz|jprEOa?Vw9A99~O^AdDy(yh25!d_?FD>BWIdivR(!3``950 z^{SU61`i*T$Psr#1hjRR@*V28x#&occn^kj>c@|p_~pO#(q5x^8}AOkPzr81EZVm) zwU4AHc|YqUKUE)Oabk}imy;6_!9h##LdE~DqqKP zK}MbRK_r(pe#juHi$o6oR?*HcMRO7dEPfmyE0fQk3i|iheLb6)BR|F_qJzW$;xVl^Pjt4y2wIvayNwh z%-QFZvGsuS(ZrDQwAMbM?fDqLNo3fW+`M4pKrFarcpdRWrfxMez+s1U{@~SY%6X1^ zvcTCp!9Mc_XXN|75}5TUW`3s3C zWzb%k@zS4etzs`B*p)fv!t{yCP$TUQ;_~vN}ob9<{X{$ zhw||{DBj;fJ1Gr)H*pyQRd53_Ix9Q~J>C}_^+kNjGhj6nK&B+Zm-fzbN zlXN|vlk+I^zw_^jj_p&EP$RgIwXmL>2C`eeqBBJkY|d0;-;>sh69p#i#ertlVXd!D zBo)(5!>ag%K^BDi%SgrI!K*!k)Eodf3=Wg>x5_*3l~=l9H?f?mIwHhH?a>TqUTA`% zeZxMb0?75^XwRliWz;U1WP5wNL@z3=_j>BBbCBzgAUWYl>LG(=Er}bk@jTi!xpslI z-M+^IWOncJ)%@fGPz$*QO=^exwo8*D;4x^=I^Fj=_nx^S(LNqH{-As5Bq&_ILn+Rv zS4(*iZg7f2J39_u>L*%|@s(&qd7d|Hzp@Y%*qelK<6X7F3o>4e8!l}=n(@`JT$%c# zw*Ou@sc7q&*CWz|s3A8|FQ+ifXErt-h&L$QQ2tP5b5|rOvLw{kzuXx!cVQ0nWFH`Q zMWOxY25dd~WHGyfwpvv4*W$a4Z+pqD+PY_7QqmnD<3FOk)U%^1t)v*wr=22LjI+O? z;X`VArgFY&O>oPBUTh3fLB7U2H7INd;D*PcO>9|jX1+nM=POZ;%T{Yl8}?}>l;C{x z5~{ybt$&1F4_MFS(ANKM9xeMNW|1TLW*N~Jhwf)VU)dVOPAD)`;YhKb!J>T(FgQGU zLPDB^_WI1mN3$k^!uP$X2iSk$Q3tl3e6!+M&!9~N%nn!C?ITZS#%>NHd)henA>d3v z%Ihl!)a-C(3;>74qP}FMazr$?vxMy9oG}lq8tps^8t*gE%p{~!=^XYwWIpwYPrhS^ z$4R#|vU?oRzRXkR9`vp9K*jh{HJKe!oXYI_wyeA*l5LtonO_3ZQ=+rhp!u4icv+w7n5_uY+_IEdDpH+@ea2PD$X zM;)}8-D-bBk5(LTShTOK8<$P|q8Lk_+3;*?PdKsA6nwOih*D(yJ9|)V3HVm=(aePI ztF?Dbvno3kKtgBBY)(_2?~l-@b~q}?O_KEvW9I|rbNRFxQTdna>^nD0jQAI;-&HC7 z2u^(TP@=PH-Pl|y=Cjze!%i$GOZ3>Nn~eD8b_-@-UJUN%si8F`R~=q5PISniiPw~9 z@8^lG1@DY}-$7I-p2HJBnBhUSTWr14@3DVsxi;3L{Y22!S{Xac(wX}Ud1O5` zDI33um%HRt}c0pgrc)(2Shqaz#Qfr(?gPgJC7~sr?D<3tYEXyM$d2 zP&&MNiw+6f2AEm@fffAeYmumg)<-Z$!x=Mbj9$YnNC&z(n-68PuPp9!YRYUzDmIk57|%G{CxSX1$s|g z$R=R5&!kiOT~Nr8N1USj-r;F@J`Nxs9rmH@{MgHj+DjX%$?xoxh9cRcO!)Tbx9fCni!Q%>+>m%Q%Rx?M-M?s-LOEA^Ye6uA-w9&WhIV9*5Ik9Gzqo3CB^>$0lx z9Rzq%M^}6qatu5-eFZJJJ-spfz7*)Qn6y`dwXK(Rj0$fg!K35tOSXg5SGoOf?~*dw8!pn7J7FsUERbjAmx zWo$pAUomiiXwPTSE(`PjG_WY#N=6*nXWNGM7lB(!b*Pu7X0hoxMh;*-k4t+yFV=bC zUS6KW)mKgSFZPzz;MA%W_0rB1hcsd5lhDCqa@yK}`L~lk#Pi5_>G_-g+7UjEP@47; z?I~^VT`le6E}KJpPeC1L5*Bl~8jvU9%&>9$W2H;NnphFd>Z1(m`fex4Y-PDl- z&b40;2a*+v%dWsUN6v6)a%+bTz2QRsi(7`d2cK<&1=)CfjihCq~cVyie6}J9x zC}#eRQv5{;lUNw|z`JD%_>?IY_D@U?Ms1cDo~SR73Axq=?YM;?E?~=%OcQK9>3cC3 zkW0HbwAl3^A%8(7*-2~rsBC(7EmWB+peC%t{b%k{cEq@R+FcR;m)kYTD9DpSTrKwXpFYqgkcW> z2OV;w+t0Dr+PO5MIg>1E6;g^^6P-ZZyP=wV{U%ip?0dj`7Io=w?`d)EKPN~C_HVuz z1hj-q=){`x8 zadkp_;x=BsHq_Vj`#ot#ow=$SbB%_t8ScSSy%|{0C3hEsJr`y7b|DwvN`XC(O`FRo z+BVazu#-!18VyxK{- zxDtI9Wql2o(1JZ%7uq;~IFulNLsy{`SZ1K?x|n4_U#)15t@uWbzKDYzZ;QC*RQi1pJLaO z#)~KY)YVAGGh|#uEK*|3^NhLM%C`AXn&W^}%e&{E1Jiq)=FmQ(r=92DSGnmc>3P<} zAcsvqL8sNjkmyW%=Zi`BQw4yY&!a6vAX;$m#qv)QE#%{VlPkutR<6`Y`>2^Vb4OZ^ zW?IOIe|)PJpl{Wgc88ZZ(IJr|c0TID(ydOK&ln8obc;w8g{;nrlNP#wc}@jd-IkI^0iMFO8LT zBq%QPBKx-;KQIKMxa>n+z^3sF-(%bWxMvDjls{GFI<0p41rNy&ZH7SaTCF0OCu~3o za#iP2C&>5WXiuGF5qmYMJ!(lS8FMzByJPxs2=u86M(yv|UKJ-PzUQ*}lqn+Xr|jzN zwJD7zy7!vTvj(<=feX#k?S$$#-6V3%Ki(eu-bBGDxMXRs2A^9A*mm_sE_Si_ox02i3PotwlTw|oB&3JDd_ZHUSC@m z1bT61%%;wy+vXi7^88HVCNiPS@6>Y0@i8IjCVco=87UPZN{lIgr!2mF^y%uCkTm=v zTM!f&r2N^gFC`D6I(3z2AC&I3Wki(#@9vtDG zU6!=EgY>=Ml#I-&pzoKXL8sb*1)#8-xP8f|-8fFuO^K@3tt4M#6HX&zHpOBBgr~KGM zt0jdVnF_}J9^m@b?{uLGg|DNEY~?GUI74y%c8wy#dn%B@b037baR@0KhL&j7{tL$ zL*f41F=r!kMok^e6A9c^30^h@k8?SyApau*Nw6g1$)3O zZ8>_lqC_`PMgdQJXs5{8ODuQ1b?7JAbk%knLl-20)bFckW8-hLE1-I?*m@?DG7ZyW zt4x~Tg)YK+)wgwJ(^5`C0iT09m`euE#bV@;xW^q#+Qw_!%2)l>e4Ko>zGb#&zC8e! z3k^}s)Eil6m!z75F`Ozm|Zyv;&7AIlKXrof7R zdGILj?{XqT_8fa&iyJx&8Z&Dl+PZB?!yKF{kj9Hs1rF_5q4vw9D979Z5;@OpPBzWl zZx1F55r|GVb#7h*20rk;;_#`{?&G3dQ;*B36USbQFORKv?*ngHc_C)Y-R$XcQmQKs zhxUqItl&|}$pVRGpHf#xhcC~e0woTG%%Fp*j@bDmc5uj~&QMtK<-MnV5_xD>*SF!} z+qe->WgCQ)TTJ(=^x-}x038;GwvMe**2vLscat<&w~X47sXxxy`rn5Ob1cz5c1gku z$o1kTEQ9u{O#T(VYpdot^4S{3--%es25ZCjNI#@8#UcR;I^u{)T|qcD`||UQ76~fg ztt+aI+kOrNFOzRZEYi0Fw?X+6yf#4lI*U@m{wFUtk>n81X$}i_J;{f<$a21D?z3Be zFiQhq&*pO}uMNZ|HyZ0SyOGd&9(ZW?&H<2^^BYpT(lZ`uA?4Nb1hiFzgEwD$WMcNc zj7 zc4lKZ6z+GUNi%ywq5~9j@T8gc)M_s$ta^ekskol{ICZvB-2)IfhG$wu5_I@1+Uq_MyQVZIA8R1%lmG3H z9Fm*}RknvvqSM|m>nQd;Id&5#IKfJi?UNsy%Z)r*!&4h+|=iW+(eBmV*Ku;v`MLp!{a}pWg0cewA3O z9XB;j(dFAuP`1#8L{Ka;jUQwzZ}|nX{(A%e zL@28b1BXPt_+v#|uE^f|&u6Kf4O=)_Zx_*n`hAwxs1k6C}5@`^$kXG{t|3G>3i|;fk#_IA-G~?dFGQ!;yWvwa<%G3 z@kS`Q_d!j}c@8?yFz!j?aTAk4nNeqKI4-c`@n^z#&**WpY7Q%a4TT6qExHtSF&wfU zQ;Vpt!i%z6E_-*8G3WdTX6E%r;LNZWeXHbtOX`EH7k{f*v{`8y{c*8PnMqAA27-IlE?#`~pM&!euWs#N@o@vD`js-)~I%OhMj zA1JqPM`st??k-V1w-eg^hEnWKqg z4sAh9`GU^38T%x}iej#Yv>oq&K2@L4a^Z#Y=M%8!fj7&izKop~wz9YDRd+R!9@iee zWTvuvD8y1&fPiB$RvskYivy;BMVU#ux1-L_=R-FcafGU)HXa%QWtgkbn{8~_A?-8{ zS3tWeR8mwqTHD%7cA~a8jO0dzgCDCjbQCs zI8Rp#>VEqoj=~YeNgHtcm`roTBP%{_j>7tCZSRHCI!WYQ`_Ngq$4g#IXRe*bTy>qf z;j{j+QF{}$LIOOTC*em+1{~Z9q0IjF<_<(0%#cvKuk`DxKDh#nmX_yHYTtQMnkXZa z`hj3=`>(IAxuv4%&H;0U%8`pJGxnzKJyI3x5M1h7H33Q!j-aW@x@E?LtAzmS*#a)* zsy6ukZhLOE#OA=0*3k3r#bAzh4QWMLxh-v#@@Sb#w70QqCKTU<415J-b*z8P&rf zjzWx~P<__TybIWR^3jUBAxzrR-(JFt^UJIxF50)r@3(n!3rcc=5%oU)PE<60wE%Ji zeA;TH*<+skS!gFQ;(vRv`btL$xKsNVDr(&uzu7~hT3po9UN4MwT=REt&j8s+>z-P$ z_S%`1%8&}d0hHb^o<5Q%#rsGjjq=y3{6KDTghM*n5J~#1qjt9u^!^;gj0#oMor#eT zfQQSZ-HobAzgU0yy~MP0^?+a$ZypphN1>R%bNBHuDb_O?v|E9Eh9G;txdfHhzb9_D zTo9BapGKX)by|vpJY>N4sH~+N^6ec$&AJODCWcr0I^P#5gNqxx(7w`)`x84b^2wkn zez*eKH(I<5RjfaMeM_ckTV^KDQ2Mk8N|MhaC4zV+V^Br`a6Xs1sHeBUxhii%49P8; zY-`YMQvj_shobuAX}bF$bjVCiT-ef9QHXV_dlBQN8aVUcsgA}9f0L+z1(54AP=f!v zSG|msSIgql)>9qXvdC-vmG5e3|72L~zjM4bPq-P1ISbLNeYLv!m=x=oEZVi9{HV6{ z#8;i4|1EClrm@nzaTmBzKKX%A{fn2(7W`-d*rUB>$}uOl&-&H&s~zO44e+Q9RSOsc z)#axVA<$RGdQc>dj5*@!ib1=5pTBcS|KUp#f=dUZXWErUfeeudlx9X-rG#VXkk;cg zlXjvensPa>M!uauPU^mv(<4k?LY=^~Cxz;_D#i@nCnt>;Pu+O5_m#9$4L%e)wUPaM z<XmsCT;hj>KAym9a6HBw;D;?P!Z;cF-6MV{;;t$*l|l{Nbd2pla$XS^l2>H+~r zJUijiUThBTjxf(1B5|rht`p|7k_D4Oxl7)wda(5o`{GRvTWx=)9{yiP-$p})K5wj zPw}O|p3SDsNz?9dPdbuyhb*qFXH}KGaRsGpy%8tPPhasXMh@wF%t@oopElNWXgIpF zk{r5CRY+F;ngXS04oGI~+Qy%ou<-!wnF87Ylb@KfE#j2~H|L7#wY1@}(4+kgCHFVW zqBmpYkgmtcJ?%5o+5!H}4bL*jG~s^eZ1Y`7(;C9{?uxHZFFJm7m zJy(0)OBnBYeNt|Zc{DgVxr%UOGTx*HvK|xaXfxNFjs!hZeTrT}#*4EY9_?9kzTd^3PyG^-n1yfr&g{sAjE_g+ zEfH4!J1}s_aEZlRIFxy$76aphSF9x?j;E_;-ucq);BKm25Ne~T^$sRE0POkHb<*}$ zjjc4D;6U!1oG&Q4zT`cWVRBJHzHWcjAiIV1Jub)@l(o9}@{PTI?R_}}?>H_q2X2WUXktP^#}qN@Jcd7A1z9hyY8kZk4ZSlHk8J$#wwfTN z&Hwr8vJFo_+&?}pRPVcSR}UkH6kQVIo^m6qJnq7RbVCVBTJ5<Ag7@zm; z?h;Kv#i9kXou7kZUH?N}zy{{ySm@c}E+CI`o{*OG^yAOLT?Cmi)u*`Yn&!_?cE1fJ zISJnilp)~YB!_kj)7!?>t@BeZ3H#{>cx7H+LD+|*_OV9T(80A-An34^XrI~*PBdKH z5hZc=vZ*fD--$5+>cAGEFYT0ZLCd5dhdQmO+~xN6q_8TYktRDkE>r!|bSU75AVyud z;uBkp9KiPiKJ9Jt^)4DQ6)h6^afWH8Vo4I{dsCF7jgG7vykF@ z8}$1pvVCl@A$?`gZm0umfqIxZCmmEE;NTvn66NGxJ9Y!tHs==kYVB?K{>1@M$g#PN z^z{_q+{Ii*0607j?NMj5en-dWvrouHe&Ke-0jJ~b=r#Pe=+C1YXu+`a@ZgRfU_Y0~ zrQCwGPZ9McpU)(fJs(Gpo07F1tje2_5c1DQ!ulZWU?F7MOL`+2yMrf(3=p3y)xc*V zk8@8!owT-4wAK8^b+)vi!=&bvA?tTksuSa^{S=qX|Cy9(X z$%oH(M|RAEQq0gZ=z^YemNb3^Ly5MILYk>gsc& z1I3YT*!4ib;Znc#%I~#2w0B)9>3g+TSwW@&Lm&ohDpIg0Up~J|iupV~?IC~uPDW5? z!L4edhxx|8DPnda*!}(ydB3Z#F9<(c$onknQ!9hU<@eZq1a@S1mi1T5{0^w=St1%{ z+0hLt5bnhh2VF0u9C0iz9Wsh|OCrbPmi_Kou~2RD3H8w?D;kDj-~f-7MY}2#eg4IJ z5u>``-`5g6+Xeb^{qR-$2dFHx44pazvL2U(w3khSmtFUN=q@odxh0dOu5JJpCQ%4D zu}em3NU@$ryQm%SawVYeP)-gpB_B7e&8WB(T!z1b*mT+_zr4b*2i`1FaHdSK*z3so zXz{4Gl`voBQ@CYm2s9?|Kp(4{BMwADz88P2xU_X=yc9;n3dPU+ahe^AQ=GExx zv^0X$4)NTu$HjHqa>)2D6mb+*ivGg5Aq!fu@zgn(ZB2L68eWs@VVjh@;u})uLrY5I z(PHFVSNCpgJn&@EVkG5Hl}1wozx}qvS#=|=A!Y&QAU|O%nz(5uPm-!AsYJVvmaSEP zY2#EEazkug$dTC7Abs}_525-GE}QG5bO9L*+AGcZ?9NxS)0dGWD~n9Wr*G3+&;f}5 zmVuB%Ddx4!qe7&BhsUKpF!YYx=4@U_#(TNUk$U!*!7=$EM5x;n(JD=f08tbuV}HD_ z@eRKKQg%I6l@s=&Xgd^kW+DY=-nL@}Qk;)&a#8LmSlA>q?>{7=ZkSi^+OK{FEDhfv zF6QlJvj)o(GRwqVOfF^LEAjHbIc>-zzqT_BU9QCO#zIr8k0|cs%&?KY;8 zqIOSOzr^X$d(YJTxYxmD{%pjlvstsS1Se{w^TnwSb>W=+$uo?tBS{$x*-1m6Ejo7z z0=|r^P<_>gdfst%+p-q;9NKHN%0EA^X@wN?(JDV>^PAs)*1c=lN_G|0 zqa5GMtpK_Acl?Cv+hqTedL4&JTbohT%M9;szYs(;(_UU_aI$ZNDq9uQMAq#sU51@c zMoe*q!lEsHV!tw_r@$(R>;xW{*`K+`2K4sujT+f2S&eU-cVI!A^;iOv;NnfKm3 zI1z_TzD(k%Ko!XrdVeZ^(cKHwRVku<;g zTQ%wX5SO*5W0>%nav$XUU$lIEq(FyBd(Tay#6YW~tu}{nzUqKm-&I#|05J-YELiKa z2Uj0R=!i3X7H!~r8}BKKzeC=w^^Bg#+S0ZeOp$dE`+i(k`ZNrDAnLFfv}gVNn$Qnj zTgVTV?CA%o4|s~uuzV+y{YkFA5|6DXeUD{HX^%YZ+wOe4ZStA~zH-;E1vBiR&s7S# zkF(|R-rJDzVm_vT`l^^-$-aOOt)%)%l;NlS#~L7ZPM(EO{l%J+M96sYx0XwL{$PA) zk)UvU2a#mD`M!I3@3$1l_%DcBbn^MFLD&GG7jS8d_Pc+p=~`r6OJr%XUpAiFW2*&) zdp;^o&Y_{60_E~#?>pD$_0xNZXPaua@Y%4^(~$2s zpv$R#=WOF3--`n#buuYGsWH32Y79AoShD;V|GHP;O{)Wkt4RAM_YtC z*duhw>BEj>3qRmsLBj_#XnwN%fl$49<)lHuCE(Et1hi|by|1U}t#~JKYU7#G(7IJJ zko9Abip2}H@_HO{NY{%SB23!4Ik8i{7CoOM(EvZWz9B$!5oG)oG_SRI-#7TNB8|u7 zA_nFD_xep$amCpZdv4J_6}#(JK*s-sT2U=)N(K+ClPh}I^K`2!uYkmu-wbles%l1= z$yE1DP{P?4F?h8^)?*>mh$$8f+H62k%i?QBCT$YQLc^vi8{CB9I#l`~< zmPovj%*wsnkz1cYnNDE)hL zAk5!I{9}z#HzrCc#~DhrDP2mY{h<+`n@Hd&)^1#=Xy^o9_|85nRIlhi^;rsZ7#!N| z1bOr1)^!&o&KF*iU3@a!0V)Z{AURSyLv>v#)-zeuGqj$>&IN8cB=9dqP0``TLalq* z0HOM$1M!z}iUT}bj(~P@>~3GY@MwpG0*9N{qC35=V2;B@lm3i7&X=T^&tTC0(u(@3 zV!M(YBuW#r(1CCJIS~K*f{jpJEeY-d;(HG~%2OYuPTL)2f3^~pN$SR`Ho2*#Px$KJ zG&t@gady=A^s9mEGoY9={5ub}V(2^!doo26X9^tJ>~(&7(#LBRZ*zzS=FVEV1s*Qo zrqUls^`~I=)WM}@Am%Ws?`$YVUQZi%-bZ#r4rjU#y#EBj{srpgWbMB;Qwnkf90BFk z0sFhD`KiD55+$wMmn-pizf6Rze~8ZLd8oL63~F(H%%RSp4tR5I#y*KlZv81&?OaWv zM%0Gy;nH#bPuTS&>~XlHEn>m%dFk-6s+kNq_6zH3j^2e5WFZ> zYBYo!4&qPOUiUVVVm*gPn?J2_pnrQ zO3IGcZBFEp>HVF7rOW#wz^XReN~r!>w)Q8yZ~{D9Htnt2@w*T7ISfSp`_cY&Gh>@v zTPE~oMd5d=Q)N;fq&;r-A|V z`AW2Jq1n%k?#%U7CmWdBA%?{f&fu!jPxpoD&&!HDq&!eGlP!&z)95!pV-qA#R9ym{2`;2h&eog)4*Q({SLgoBD5bh06p~k(z>!FbG;@-DFKpFO; zn>%9S{wC+No=-ZO?!T;t5`~%&q56tpc5ATl5b9a9`)KyP9jo-OO0-}f{2smet}=xB zZp59Qb@PZ+JyJg9C#zke`)HXbU_Tjg^b@swzD-t>4Z!NkPOc(a@R$U)1h}ymq`|vx} z&&<0u4Ba58G*PIOU0iukq4MLt^kiHkcS^;hS>DU32OXZD|$hx+2`0$x6D&Ve9ANtrjZF*{j ztq0=00F8aK}DV2rVA$`dB)A6c#7&n0NwD)|1ZJZmw z&FknQKD2rbu47s6p;2cFIzd-ZHVx#ziXBh=LWn4m({?#Eo(z`SWlJY(CxA+@-e}A` z{`|=R?0Eq6Xs?s<)JLQ6y5Ci6vX3TP^dR>`Xeu-;^h2$jpA?r24#~+66`r@zKE~y4 z(U4ZgmdK8cbJlD#@POh?4@z;aHS}G>FP1bOr#Q4V6uh6_E?esSg)GP`WY|Hf#h|v{ z_vAQiTDlx${a|uTxe*o1E@~R6%OMjq`|dL@^H+j7f+d=f=MH%^8>jXF>;-JvdotPj z^}0(2B#^UASR41-cRsb{qbZgnrhI!i59j%)DuXV?1Y(D9Fam3_MzmDDh zCHQr2BbnKEFQ~VQ@CMf+tq|%LI>`*Oib(4*>Zy->0_Vi4bxFvKIr;v6Q!X6pqSc`m z-~;u(K~fQEy!cDYqrE2M?%UtE+WjM$8>i2kntyosX&_q8K%U<}ut8BuyrJI-(aL^P zUSm%zn%wdz6AE2qp@L8s(RceQF0RF(2i`1`O*=y?@3wUfY^)?vUplo~O$|OIR*B3n zi*~+*eGi$>p*?rdZqU)O-d{^LkK@19_G^N-y=S8I_~$~~Ut7^f zeyXlV`MUIkKQQUI>XCoL|xo_wxNu zb;i#tZ5Kjyi5j95CC6JPVb=rJ3wX4(R7LUj z@i+21$UI?I;kwIz%mSSsVTfjhK7am-oe#jCNxN&G{h_e2{MQzOw66MW`Hg9v^C8%e z@D{3HouHc|#rJIL7n;ix@7#B(%OsIwWES_tr5V)vX+uj&#y@O1CB=LOi}rEv^$&Ag zT`T%X^Y1Pkb21lR*KqPgr^&aC86dzFMT)q=Z(mc_- zU3`eUN{aIZeA?3A_K{mfZ{9?cpDTH@c!lY%6Cn!kJ=B8rDp4L3NF(1ZX45ffYgc5Z zJMEk&BHnFk`qNvoE`LJ4FGoAU`?zN-rTCu9r#&{&h^y}S((s6E-Y*dHdk(+d2`xRW zL5uK4aw7%UeA4&g9xR(h+4tIsZJD0aCHf(T{ohu6HX8#CeMTW-&U)v$gKR+3dU3A6 zqJ8DqE7HJpAfMbVbn|}h=+b`=Le8A;Re2=uCH`DNF^5I_tWSiulOWCFBN;M1d&gaw z83T25R-YEC%c$G}@BfJvy12A~vp!)_Oq)zyE5W8K3Co-In+W>Y7F-sp>m(>j6H-Ma zQpzK%e4{HnoXjL#Ul^0*aVG}iM5Q3tE4!N*LT`3Z{+M!2F2DO?n{uuMfp=r4)zXG$ z@Jz*fR9meYrXj6?%x2L3)Q*4B?ffQg2H8M9&|G3*=KxAFDj{9Kz15XnQeG{WI;G3l z$1?KcJ966TY2NSVr@sy&AlIHlDz?QpZ1Cg(h&c>Ck1`psX5%F5#$6KM+IM-TTH96u zmvPo0k*f_pw~kA3J%>%3(G~2_Un2CCI0@x$UaysT1}d)RTt{~*4DFvvnHO@nJjyYr zJYTD`r|&#jT-j#@==FGhLLIjMKHIqwrO3QLh6|*4pCO>VXyt7lztT6XhHM39z4_hA z<~QhL`yD%XM-P*x?}o5LnThFTzl-JgF`4xKXdBJiJ;G5?qVo*}P5W(8(%67(>YDNE zKP&8d)n86d`afRDaai^Qq##$E5vted?LCjbSWwteqTNPr=E-#P50{atj)8DQNMHbH zzAA!#AM4x)>CmUl#Z=n4dD16M2V(lO|Mf|Ay>Xi$cF}XR*Zju>lME@=qrGOzlm7J+ z#!MQO?o3#}MkVcB-F8quWDXKF!2m*N3-I)%F3gD*L zYs7<{w8#*oGm0k=0@_Xd^~DWAe#%YcyWR6hC+d-U{UjZTKe|obgNU@$HpuKY6H0!smYTN)>FK+2@xRl!p z7P`&%OkYXd+1SBRKd7t+jtvvh=PLI1lX6m!!%(8#2X7wm+51Jeix}CeemuA)?1>_j z>a?Q1!YYT3JnVbmW6R`lDA$J;%UhoKT1i}c7_cpyq~r1f)D8R_LC3GRNDG@!0$&Ur zF74|$+7CN#XtrJ^f$!^lN&mxJke44qMFswrD8c1D zy;W6a7ub^8i^?m*Ni)An@jZu4ySQE7WyN%T?MeFnuKD5yeT$J0?rpCK)ko<>O6y6n zcs$BPvOXE;YT||Yfjz0is6J6!;Cl!|2SUCQZFxrfO6$bejuP$6V`G1r z@Z>Sn7%4%F(yuEtoupXLW6_pC3BKO_pmYI=eA%LoQzedPpe)lS7!9v>M7K$4>+q>7 zSv2Q`FLCIuCf8=tgZ$Gyh6REvp5G9SeM^{uG;*DQOM8am?)zn)fr~_2C(P_|;xDog zc8t*2Iik$gSqgR-OeM68E#it#lSdWyKD3e{h zZT#|Ht5%Q|%K33?riqq770Mw*@rrWE$i&u@L>+OWMq5sJy=~#GZ{KRkTwy`v>$e^v2O_3`Nn1`hLf!bQIp@1>a8j7pykIZZiMc0IeAZN5E(x@@f`+zR zkig-r-!Cl3Ut2O&5X&yH*_0Cim}iT zVliqg{CQn&kWCGMhsmN{n(vL{Ct2Q==;9yW=H^oVWb_^6Xia}Yy7=~RB0Edh8!G zZUXuK=3hefWp_1x#u+~8d+`bcn?pHCThEWluI#QRzqV&4*}m0F`F=v=zYneR5!WSX zf89|j&PR`y@)yfk+3e2+pZf@UomiO zAKHD74EX(tE>m0w7DF*-Cc4Yj+~`q`olgQEzgp_8%*nfMU05oy86W7OoV6hss>{7l zirHIvbul&`Kn{~SO($4qO3%V5iEfmz#H8oqpHN-ihgdrMwL?m!AcxJMt;b<+Z+Xb! zk;G#E#6ymIgq9#P^9*Vu>pc#&mF9dU+WGzXUbD2<6FS<6Ba&`9A8wb#L22446f<8h zf3sPd^LY%)WCbr-y<0WyWEWSWO6)!r{5!#yeLHl-n-!&CeNupu z%r=dy()e9S*Os#RHKHf_+5eM}aw%ALJo)u{DAO@PoZhV0S@{?_K+I$y1%JBLReAG@ zWo5bF$W-T4@|o+&AWP>1%F|XjJqVWq9flI^W~TQJXZttDcaaS>`M!&0o&Mma@H*7Y z^bfr9D^whc3v&)_6&-CalRmGerW|4oB1kW#FwU&7~G` z1ILcfA11~7T& z&}j(?|I~q5kC)kjU##gUPhPzI(R*p;vuIBa`JKlb+IvQjJR^&Ro4R`&euHWh88pC( z^`Do7KUpMp#5D>_K$#w>oqNxE{Xhwcox77VF7F2=sb3&w=7kc+LB0ZMJZ5InmbPg2 z)0~w2gjB(oJ+Abm@#;xGn^6!{gFUapbq?lyp@~+$-PiIX`b|f*h=g>w@^ViYJ$@3*(UvOH=-g$$Uj-P?OUgIibf_l4>|ociB%DbDBf1(d0E_KrIpo_#z+ zI)DBZyXI1J@Ise4+TVEOW;+ggwOGxCOSz#?Uh2QpS5M-CZBEf!x1r#x?L-ZQz-2G( zA>+j%he_M`SR2#bR^!vj6zxWzR^{v{s0mw%ny|yyuNu6a0K8fTpG$eF>kBp>c({D}3Rt-fCDF-ME|zw9lS+3x5}-I~9=a``ER293CGBl;l%xqV9L;b8TD} z0-on7(I)eHhd4Z7?~`D|a;9XQ@tL#rztvD)A=udEvBpSwvV6qlr5iExZIn$7zV?$( zmf2zJwA>Pu+|xx9Plphzl~PbIVA9rvu=h_%PE(T@*fxF(2*0}yLOmB1yO$YKi|DN7h6w$Yw@)o+Kn{rDxJqK7fA%1 z-u94N;lDxQG6pT#9{!2*PzvsuJlaYw!EsDZ@8M!H*oT;3?%I+GQd}BbgzEWn=eI+? z7jtH{(Xq8eu$R5S@|ZGYIs}{zsE3(y_{eFb+iK z&hPeS!=rIOPKVy?ZKTE_r`h3;jR&GVSBbU^{(AcgvzR=xqafSzR{2UoBE$*Yfp%0a zzCN9W^JBnz9`(a+UhQ(Dw+!?VowQVTOh|xXFG@Rs^A#J;qt%T|=PIRmpNURD(EVH) zCq!)Cq)w{V$##WoTBL9o^8O?vv>~isHOLAiBc>Smh>=Ox_>r;$SF4^#EP49KRMzEd zL3<|~5sNx!rcM@iJ-H?+o>|f6A?F)zvpPH}hm4mW14H{7H$b-QIwC^j(ha+Dv?m=e z{!}qpl)E9Znu`jTlt^$%ug*}tyL$`R4Y`XJHyTcB4CZL0^>}fEOS`ICd04;f{6VrP z>fToTxrIxa0}ohPIGMgp#9EYgH{FhXW!QZq6$yrYRq?k8hhn|61KNo% zdA}TgX-VV7;gWiOnLW0wVu7fW?4zw*sc*a^dL=kFnTRHCDModC2svU(7ms$h*N$sB z`pobJ`D{DFOWMuPOoDhh8$D22sB(PpA|vo@(RwiDs#d9~K$I@3A-`6S5=3M513-?# zNYo9vpwc)f5KCeQcSC63)$>+Zc-bnA+>(^N5IUk^`7tO#u148?yZKx-=+$C|f`Br= z!b`4e;pe&SWKDbT%%M2t+t90xM#jGkEcj8H@m$L3WsT`dmh$pC^3}>&-Msa<5}LTF zA`Z^0Q^)(IyGGH-&!IOpk8(RuP&P>Mu83h>-(0pCM49Y`*r(&ljDU6NU~6d>k=pFE$4|m`?G}?j$4Tx8e={ zsYjt^&Kh(#WQyHVZTxBh+;h1c$|2J$@SEu6m;Gdh{6}2Y*3I!hKw1#PQI1);eLu+l z#yKW!L4sfzSEt5J<*fu0Gf=(l(A#rh$ow5W+xv&D2M?qH&SwdDl*UkJCWMwFxx6x*@&eV+r1(6L=$VpNS z@y3r9a6OMrTM@Z=>;A;KJc&-!RdbhP{prxF9ffv-yHD)Pm0~@jPg8D1DY3KEYP(v9 z9<1u6oTcmBT%i$#d>-ym3S!j7pd54V@$=T$_oVSS$D}SWnb?uK$4{C3Sp9r7u*<-49MsN9 zI4e~DX(KZSyB_2FxTCpl5rq|MZX8e8BnW`T*r7vc0`1CamHK*%GOZFO)NmggZJ9 z(Xcr`chp%7eZYQ10H^aR)H=$(Ji`NKwyp zvK>r!M?9@3(c`&h!6grW=yPj=!p`-`tNS72#bJlbqFfuwYdPx2SXGg(|7G#cohq%6 z@g8V3Sa-;WbhH+{S8lu1^qwW4oTZHnD{PJqmC#i!8s1RkdlxEe zrz0w5vj zYfqTBq`8?4I5u2Y_0ydY?B61m!iiNbGo|>R%V1I_-^*Vg*rL`iaeg{=Y1TMx5g6>J zp#8{5rNx8017xrl4^No1KeeLmk8AoSM3UX8LfhGsBQAjR+7fg;JLO^Obt%qgDbbcL z;L?{?LAWEz9+h8WSIg~pHv2;B|Sgk?-=+%qJR{~D0g(c z8ye!86bHzj$b*@W);ZjSkiYR58hNJ3Wnkx%&=Hp>T-wD|T4Id7ijl;=QdaV`vfSOn zp?1_*#9uG_aZLzhy|^X9r7hqRjKn<$`Xtzx3l#c`3~j)1^B*Ycj6C%Cm=xr2sGru; z*yAF)Z1;l9bJXqF4!m}#KCwmt|4~VVDo*f84aX;1#>P9uG9#GP-r zdnUNI;f^YE<6BivF?2}l#h+USZ6>eiHyeI>y@Z&8>dy_uwmFokQ@V@n zNSWFv*=7bBKwn!^r2I3tNo+YsC&;LeM2;&rv_Rmf43S(GqT$akH31)`KnH2nQEupHDBl&;zPdx! zS3k)qbov#8v#Sb}ENqR9bH~pXKt7j2TN}3dYHq1$9m$53wQHIAamg77`1{fL$AlAg zLyGg!_=j>=#5>?Xe`AKkk*8D!@P5Kh)R0n17W{zCCu63#A%(7y((UP_S@zyD zjO!(eThDVvhH|l?AapDdKWdhDsyW`cBCQv{TR!dcZoz(8m!AFdU9#L!XRfNoT%+M@ zhI_D5$8?<@*tiNf{@sOkBsI(xE@96Du;&P9&rc$>_hgTckhtbqm$1!K&1}dSfPg;| zncqIGb~sLwA@jMkRpjl>5<32ukwpfbS)=@WgVMg=WB+dz`8@Q&TCyoA1xFncI^qu& z_0#M2j2j}Y6RBjP7JX=YPJ#`W-zpZwLy5P}h{3E+}&*1t4;Cl{} z_MNElMcbSdx=YDq!GGJdn4UdQZCig2RpwV~G^F^R&u363idgK~$!Pkqn#BDgt3BS) zBcV<*2W=YGt*Z6F){~D`T$!^uln3VJe1lgGM>0v*XFj=k^dS#&z332fz5mA5kn!SA zEt^ld6YIV>XH3X_ zGaQq75N>qQHBXsOticOifc5B_CuMy`@0R=bJw8dy-5mF;7nV7KOpEWARAv44W#UwU zguS@1WzZ%oh?sA0R=Z}Az8|aJDYtwxSeA255I4=JsvARxWOrez1?47k&5;A^_r>-R z1f$gS+@#2iPH6Dve-y!f*V#vq?Kt32uF18NMAo-QG?BqFZozr)^!bqOStwX$*RBRj zaK# zG_*;12IP9Ky->aHbaOpqytt3XW>O9}UaXe$hu(jenfd22#(CB)yJFh!Lg|?knp*9! z?CQtS1_+i+0qva`d(BK!Q9>746Ry?LbQ}l(iM*`_LiM7BvcF*8li>!Fs43@`+E1=D z9NzqmjFrkytfnr%1AS$;qje=ay<$%(u4gd#l&ufu#}pOSNXQli*==cC*)a)fqnRU_ zx(e4vtFY_IH!E&_b7_m0rzuvRmhrSd`fu2uXi$CAx^^uD``2jdv&H9H4fZ{0yf|E< zyT^1pA+Z`UZ`K`g6^KIyO1_lmbJxhr;$D%pvL0t5{>KuZ7KQ%^gVrVr~5o)4O)q;^f zoWa(U$Ps_4kP-x4BU`_i;$$#eEPCZGFJ} zk~#5nBxOA_%3M_Y4UU3BY15GTN^?dGPMRU}X)jyF7R>Cwpio16t7Nao$~YfB0)?Ev zkh2&jSI6$)qj3ZlM#nkI5kgL_4ky;6LG)+ zT+b5F)*{GPE-Lr#KTkG}0}^%pj-LJ=MgLnU%>+6B?aLx?R*0QX`=*$-U6Y-|i+Tz3 z%?fYSKAZ-nXkKARNqC8J8P0M5?+f^}HJ2=UG{4MF8X&b4F4dOGROy2Ioe`)L5_xJ> z0fc;Ua?hlV{4|xRlNw)02q8bWmc6R43q9K*NOP&xZJWFl-}4x>HR@surtGq6YanYA zl}9r=H#md77ot@$ufP1IiPW*E9|P2GG@tz2l72!m%B{6!@q;DXA!5#0bSLDm+2`eO z*dfb8tm#QPWHv{~hcq=ekg&f~d}vMO6vWT0G*PIOU0iukq4MLy`2wEhS!Utl!k|EEar~Ya%KPwMPE21S6j`UtAb+XiKGyY~5pS>C!y!bPbl;mGwMYN zci#eq@5Q|+4s9)nSf{l&x}MgO-z!UB?}VYYP?EV5^)Tl@G&u*wd)$AeEd`OkJSSG9 zCo!ef6F6=Q>w!wEY}8ShZNDS|#kK3EM7JJ)?LCDm|lS-sGHw!9Go(f*ukGGCCVLSZ9i+>ybK8)i*TPUZlmWx z4UsS;#%rp-Xq*(^BLXtz=DoL_-RZeHsbr$#Fyg0xE&kxRO&&q#O6VjLDdw|T)HSbq zR+LXn4 zQTIZAQP_SbsK8>NFV-|ujV)3hu7FLO4=5^+XgnV!vH38go2T1zX9TqKvjKI~Eja+-bqZ#-71O;3ZLq=RRwF6i6hMW&P8E5BXkPq3~%d?bQs#w8tNOMph_enXBD4oq-Zf-Lpb< zSEYrwvGG96WU#rEImp`0AJ&BF^pRcgU8$2xxErBNEdwn#JIuKwjsML;Ojx?}6Zt}y z@PG?-sFLc4S?&4v>dY~x#!NNxY4p@9Fq zq`OUu^#bbjb@ydeTh4p;5Z0%v%}(!Y4}qZb02>3P5vV)>sK+s_^Y3qAx-{!5oqbM+vg1e-wyKC&Uh4?+Xo7XM4}1G^JA0E zr1)OIr+s;V-`Cmo_COBVSXiN^yTa(eC@9HvLgf1&>t@7b-viL$E77j6M#da9m{HwD zX88M)ueEd+C@qs% zbxXc}=KpB>&aSAk=W8bzMg=40oIp{bbGNiIj-!|xBPa?O5EMm%K$8ul7!gGUM8FIN zvLq201A?G{B1t4iiA~P%9M|g0`pxNoJ@?i52DR$$Tc>K*t}1SM*C+`2zo61~g~N#r z6!LNGNK0GdYsVzkW|qp4j#mFwrZHFbm-N7iL_KAv zacn1E6>i&YxXFzN^{u9(so?i-)4QqP6^QgaHtDshQS}}zcFK8pdb!cg=~c%^P)#}% zbv&Jl69!Zwc(jpH$b1&zqHy#bySwJ*)wuN$<3dlG!!h8^nOYG zS0&FZN}Izl2D$xf^bBLO<>18)4U`=#rW-$};tlS6=|9UP-RsXWThkTfDzpB6-H6ol zQG+4ie?@%4(pz2v8sMX;V8S_qcE`DRYv&vsI`56I_U@St0>2Keyjqrcfo}N>nyV#@ zeE$fRRm=&z@8%+K%ww-kg~o#0uc1YIc{>KiBY~*Hn%U}u-8^&&W4Q3R>vU{)&%X&IeF-F0Ofo<=uo?JScE5Q#r@rH1HNj>h+ITv zu^%N@E^^jGVe^RMi^=Eb@VlN(~eBR}~_+qKK^a1I3= z-1XAOmPh*9v{GzbL{_5AshOCi8!Gd_xnLzkCw#3op<_dM0@BM{#FCYb{<<=o-cn{P z*ZS}SWC0ye%T1_mM#m>`NbirYI)79=-?|J>GWTludOO5}%UdeZW4pt0P9%jKAmng4 zq<3&sS?MV0cDG^-vP;X{N}I5LDBf>I2SdyvOD9ty2eKZSPqsW6wwGP3eyJNz6<*gp zyS2OpBr$(pD*rJcde+UOOvuWV$PDu<`kHv#wsW9;S7nGs3ymsTN&|a7pY(Wb`bO6cIUn%4*15~z zH_n!Q&`Zlj&DvZ^0$sN9jta!+eK&{HHzG={IBw4VOL<*)a=nwRO0oP{ z-lsM4uNW|12BN2Sv8OVfx`oeBC7h#4_O)m?N(yk__m3SJY5!6V%8wP%ZpoX`uKkqn z@f=Osa3h^ycDVP2MZCegh4Py%!i~GHL#VGt@p4V_y$%TV(s;=uy%)2nd%^RxkY*e= z*5_t!i}MDxqyoggX3jG|LU|rXy_9`LH-5;zvzmo|Poov_fFm#W{?oRXUmzN=6tN*W z9?hU2jbboKABPg(zadbYCsUBmU30JSO(|r&0ipp{>jVy?a08?`XgMI^%0z5zzQ5VG z1*h$wsxRybSPF`w+9v>_V>8?oA+*Pz5WfH+mJ)#w?hr% zcglPm_tLjYK-&4Le6JJBTie4h9?-ca_1xfouq?cQMjvL`{&@lVYo#?Uhjg1+>9(@X z#Zx%{Eq`I=8{J2s60;c{!Cazn_#9#NWrWcN{9=ti^ITsGmD$)B$IX@Q;0t&;=$9q&&b1!W2hKcQ%?Xda!I zkP_Uxfh+ew)M0Q)cinOPr+=KtjX_O>UH)7W_pKB7paKJkq=GCGOEvRB~j_*QTAF zd8Fh|U>mOuVsmoSdvlrMXA8`wbugdDyq=`l%hRY`}EmP~c% z`Rl#g8QUS;|2!l)C?z?b#`oxuBw^@yWZZPTy9Zx} zJr5oEAxkS5>HTZ<>>WOI;u7vWQ|AzTavJTkT`W?Rqp=<_frLqsoZ89<{qtqUHu_%m z90@rJamc-BLiMBXgqbwfvpJ-vHe65KxfQdnD&fB)GxCaWf7B-np)7MN$};Dke88cx zp2K4iR9hoMWZG6iwp`__3J~sp?w1VEe``rukMo#Rr<^c_tSR3ZbuUY%_waGm zs>-+dkmrk0p75LK(FB?l4dn@hQ9o?tv*jkjUM$+nhvb)hsD+wVZOHN4ELa15a=`JV z*Kp{6+R5_Xj-Q3n$eR&(>93oR^Ql^=LvHFaBC za?%B;QyYy0b#~%;14krrB2CJNFiE#MRrMZt#pugy;kYy|x_{>kkp7NB46;Y8-x?@E zqZnk;MWL(k*0tah^>~6dG$lwSPYs-h4?sQsl$MQaXpqBYlhz-n505)+AJB~>M`P)9 zn?AxnBI4#(I?E5T1_I79aXN_3^m>R^)?LkDF=1lIUbFY}-jYk`Q#<&tjvXgi%+w=eM(&SGv(h*_f(2v&vZ$Alv1aRoM%^Ks!l z#V3&Uya&rUu`IL-_q^5)-^Ref7l6w?_BW9fkYn&Sjptct1qWH{&u6~8*4Xtv4C|X5 z89MoRxH?Dz{%Io={rO@K-N|6YqLH<}qocn&v`twwYJ6yocJ_}lal9)21TVZQLsJjjw2dOl_jrOSHJ@}fu0Q6|j}Wyk zY)DDt#G&zN#feaY`5v)QCnf~1q%wQl_0p<@_)6HEgH<-YS7lPPCHoR$R8IaK{cU*k znc+6yhTF9M&vHZ6lS0w0`&JSv;NZ4PG0!4>zA&mKmlJxh8IP7@wO%|jYyjiUS|fCm z=;jRYP=(a<9MY;B)#Lj{cZIa!`B_qS$m`eOp^8Ch@%ovL&2)!x&@C&%=b-d&7-@O- z%Iq$`(7xxZVmv6{^+Y_#!UHj7)E^5Z32Zj$f!e6feUIEm$;`^=c;E0{xDG0-LQ$hu zL44;UHKznv&*YJo@8&f2yDuqi@WWQr?GDtl55HQ85cPj=mee|mlKY^YQ=tEr+Ivr0 zO;;ss>HC_W^55K^Z=tHv9aWUE1LDw3(Zs`%wC{gH)>AwV=^3}E>1GW%fm3DjgeKMW z<@TWT`vhvXZJB-6jItiU4v$B=uv$AICU(D^%&o?xIac2t3(wv)q9Z(dUC?Bb-aDgdR>)W0+|v19^4MkbjwO#Gw?c`|2eh}v;icG{LJsbF zYHtha>+l_=mdmWYWJXh+vzMpo-UUUle1v=J$o&O}LGS`+W-PRy5Xgh>t1_TjG^=V_Y+qA}3zIWR>U%F3m|oDe{Y#-8OV7GU-ky zf2!%+zMD;Wn)!0t#dVP@0eJ!&)#U75x`$~z&*GA10VTJU3j~!3cwIPQ#>emtE1-z8 z7V*cyRq_M4!T(ulVZ|UlWyRl-`p~_i5g(O_7sW3sSOXQcx7~!I>@EH}bgpNTUS5$t za*M;h}qFqhSgT`=LCuGN(!My;dE;hZ+>&kpj;0ak93%1 z*^uD&k$Ow_w_>Pw4m_Q6^#r&+I}2S*%|CU1IQ7f|`6Y)-x~%P}zTUmZxGw`E0c#@S zHt6RKfn+WAXs+|2i_J#J_fq0|g)AC4Hh5WdTQ{7G<@ORdIr;|ATz5+A{Ux6kgC%&9jN`o9U z8A-V1lfE;@$y`sStn$uO(-T`l0aIcr6zMMJe1Lo}ZPW@#6R_G(4BGh?#klW1BgHzA z&wsxNv`vg0k#7Cshu4(#ID0H*F-emlu6kp0U-Z=C#>b>N${EFg3%c47ov`&rlLZZM zcmh?zJfKp;_&W#Qwc(G|)6D0;r3s)kVLJj&(&ZHql!Zk+COpAZ%l)VO zDp-y$Lgn~mxzKSG?14Oi!zKOFO2X_8*jo1DxL=VnR`>T>kOOo@(}gFpGgBzv1Lm_h z48omSqsR!G15Fa#`E7F^S!GOw(wq&b?K9ZW_aDmnIC7}A59u8Q9uCzVp^xKmc|z)v zBkonc;F0Xls3PwV>^}opFRjQ~q%~3cANtJqZ=dX|86(23IWc(*NHW<<=O@0L^Ab5IO;6$PCp*3*?V&_O|m z@N=c)b?n74U710jb#G#GC(ePYlPc6HpFg*K1Z6!QbfnJ}hqMM($+0u@vw=*8Y!(-y zUSb8YfKlkg#+Q0cIz<;ll}T7vG)%$Ubp1maDoVL#zj*0Ju+P5+jWj3iRXa@se1?EW zcv6PH)JiGAL}qDDLPPwJ?*(AQ|EbLxe>LD&2s)HDhji0NQeu9k^B{g)CNV9#ST5lS z^w=6A>i%Kjdog6Z^s(iWMvlJDze$;O`2JvxTYe|^MbCsJUDE@FqVIF27t;VoARv7Q zP-4;9TJi5gJXMe{5Vv1-7z3IA5h)q1jIKYR%*SJnw979beWYCC)|F;%m4PRjgZtkU ztgQvBa+~8wc>mi~eF!;HB9Kkm_iHDnTiZOw4+cAzZ&-D!a~TBty=Y~QeSA$l<$9b_ zkka3zTb)H6er-urGCPDVwA7wWbpkzq3iVCS_Wkyl@;sC%Fj<6KojC`?cP{!QGg)}4 zp<=SX8r1a}hLlA|BsT~2yMXm<7HK}G>U_Y~b#^USt5YLs|A+d{<4{q44|RP4L+j~| zaq&2$cPI?g={wYS?QSKeEE>ygs0kVY=J!ibj=674Fx@yaOTZ=l)bm5J7`E+K@4tnIoSk9MwfDXH1?rqUMjM0&zdbk5<;Q_TT^k@Aa7G{R z>L_;3$6aq-`fNo~6x26S`v;v&-7>8#+$?>@>LQ%*PCW8V!@Xs=Mq>Dm{ zm%SwQia(C}+VIYqdtJZi9y6^d?GMC4M&1JGeIN$*eKFBEfk zTFU&k>&{uld+dbB92KMPoY%MP=WP4|MtQcrSgcc%*x^!Mg&B z?4RKmiR4QaE)Ka63%NcKok`d|&(eh^Vxrv-glB4vj@dKAYg2GOA=B2qet9o=AY>}y zj}3OVyrDr3i%nV=r9V-Po3gPU$Ni~64sS<2g`Dq)0_KhVp+hL^apXud1s>@O8yyF9 zY!#Qu%#sglbLP6+La?8MX36vB?K7uA4u?T{Yq^oS&v(BlnMtdB_tYU#^&o$|+gvF6 zBi%Qc@;#nmN<|7h!m!tmHm{rTOlD2goyAN0!cIW0x4a+}ZFcvWOWBU&MtTB`OInAS zeq6nvrmP}CqY8<5lC#!JH`n{>GJus-hFwWkeyZ^v+6Ft-VZRJ%>+v z1#i&-`8M|hPL9}KI_HCTo=yXa`x{7BG~bQAjS4t8a41<3X&GjeiI!DzRXYAsDUMp& z(OWVPDor|3tl#0Y=`uB4h+9uJeE5V*+Nge;_|^}RIFa+>=!7u4_dkVRS~|0>HD`-- zW(UpqpP}IADB8E3ETv12ImDOFXf}TAQ8JK`-KT^{8z=990;VY{tj_igolijr_-#3C z(p?kng@p}cVykd%%a5Yi$V1OTNm?XoJR~<~s8IhcjvZ;^fkFDQ(ylYVG~2Bei}x;q zUBc7z!QInW(G9mJ1qKN;zUQ+^>qwOf?LwN9?;B#|ch|8j=SbN1At<}&YH18y*~NV? zeXjUS(yA!kFY(33GFQ;T!s1hT4Pe*D68*M=#od=E6jkslK7leG za6OmBCLHlSmYCbVoYQ>?*$nQOI$br_)dUwRn0g4LPLe+lscA@> z>>+UKJ~TNv7L1oR&(V>J?xZ{#*9$nL)fMTfVjuMYnX2&Z4mtDGO;Cb-3IXTHp(qbu+8$=fZ)uh`(I!{*^lN+{g)rF7A5uh8`g+z=NqxsM|TDdEVbN z-schLkX6+R;bf_39w%adT9gr!k(xB3#uLZOY&$xc6Y{ibU&>^Zyr1MLCpK?t}ML!ODwdF3fVbk0aL(5&q7uPFo_X_mtxT^4FK zYUM4?l3=)ZKKM~*Lc;|J_v_KfL*{R@y&&VMkq6SMdnM~VzB>{+Oa7c~r!!kabGG4- zRYNYZG{Rb)-<(+t8UGdux=xur@S}_ef<2p~N;t_WYN~!B33RghFBSFRh;sLw2PTj< zWEpy@nyfAjsCNPDIRY->!Ok4Bl`rp$WD?8}DR9`N zk4C0j`hGg5i0{l!9M}HvmS-pg96q{usXOFCC}g}e#bJ=X{ih#)&wS16BCMcwDXGp` zzwZEqn~O+ECpVq*g)$z%4O^9Tf)-`Ic(3|L8Rp(CvR!ZTP^czMKY{M~jObRRtjBR9 zC1AOvr}%SrR!7|1)Qr16=E9d+cT4c0MT(-}d;3cuq5` zARhG3zCtGk;=diaNg)S_I06=FDkQ4kAY#LtaNPGU-GQywY(VJz^GGP#HNr}lCOzg6 zUvb5sYRopwZ@|re!K$CXGgJt2AzM&wVl?vG3d;TXk4rT>NmDue#1rlBs;hDHeSCF0 zbdLWD^{h7k+yv`#ci<#EZoO2#%Ob6&i@G!Z#nHSJ+`KAa$3w3+rfwg>fHH->NXb~SQjRV^MlB!0CAq4SYxMmcGWYB| z&sHb@5e_A3&8SuDnZN!iU2g)n!J8;9re!wArmEOgtZ~2d1`a5*U9WO{4!Mc#f--iK0OPKDKV_g={BFR7)-)rN|L_# z^Q%6|oUyukT6tO2TPRO6L6w!()2snG8t!|lvLgM{dWadTuUp6<$9(LU2xCQvfAv83 zE-%j7IhXEn)T+EigPC*B1(ejkT;J5lxXrCHd^pT_OGq#xUO)gS4Ik0efOU;mW$CB z0k$n2LNwr$k!BAl=L6Ug5I=GpY~1NCHt)o}pE4!7yekq)lCPjlVYEk-HHCcqx1}-# z(xZ_^+O0*&?=o<0&U3b!c4zw(2>5o02UM8ldWB|@Dn~#VI{rUy>NLKoz{+y@XK&@V zw9eY{fA1{MM7U`%YZ}=44dI4Qy626-b4S$w`o09Kd@G9a?sGy-{T-2@aKq_zDnmnj~|Eqz=#;(t&EyEH%`27`xp0p z{^a9Uf|;PSr2|#AJ_|xe(}f%skMNE(eoXVJx;Yn6N|T#6TyT20fHjG!eMfNO%+q+#9Rl=w@ zdO0D#S~kTD^qyH!U|@^XrOyIf)%;!k0$jC5{ZE1)vpeSZhkPw4O{+u5Q4|jY^Bk(SB7Krbdw-k2MAX@g$%;%qEOraL0U2M7@|+uH z$5W`676_PZ4u^2##N+xrhvx2XoKpC1pLWN-M-G~B^G8qZwEA=T&|fQ!m|W7$&Z?+o z(QzBf@u#+a$K(4AD}kNmzoVX2XzQNaG_L0e7=&FPrO#) z*G%k@scLK1Z8Y%egRGZBRqgl4)mtg#0Ip||mbL`T8-Aa`Y{VD^mnFNc1A;bzgYXlN zq3*-O+JXHKxb@P7IegL+8=6`ADk~1lY+4F?wV?8Y2}GoAL#Pjbp*e}h^$a%Q94D$G zwAsi{Mpd*A zC|IMJ`U7ihfuELvmi3dZ$&-9Tn_?Qg@sRV6DCqeF`{9uDS9%IXY42~-om6LYNzdn1 zEz68qwY&@eZC?ayG#N6X{5Th_&OTAEJ&Pt{^7*9IEvBhf2P_teaeYY8yRJ96%OLh% z1!b82Mal!G3jydL)ji=1v%|plZStK4EKzVdX{FcZI|m9no#?eXXFiU06Rd#rTkBD> z-I1qPk0a;rOIfjPwvhF)XwWL|^%X4&Ie5I61|2?WGDlN9FV5kDOqyfIYhqjSp^`iZ z0cY&p+B(X32sp$${T}XhU9bDTWnkI8d*equw_ zahA@`Pq-q@dB=&w+k7tc&-NnOedhRmVKh}OmqYrnjCM}yB1xAF6;)Ge9%!cux0*u` z?q8jpQ4Bes!aeC7!s!`1PGldl!Dc((TJJhI^}%9@!`y|Ytb$TZz*_@S%P`$3A>z8a%oc@Pt?JvKhC-q` zf0QXK>b$go#(EZCl`w@I<+Nnqrn~t#@TWJ)@&5S@vVJt${9QaL&6Q$v0O&9n48qk_ zk~qiutiz{f?6FOraYW7U3~;5n28DZ3fKLI1d;G1X!aZqij*&x$#fQfRc+W~$T6%kn zcsxX;1*6JP?aBO26mS6RIc&mC)-}&lDsIUsXClpm}PkKY)1^_*mc&ApsuQOTvDI1UWTX|je zjDB$84;NLnZ~E*6H0HCpq|^JPVS+dlvm`v?c*f88zHlvgWJBLqC|dp6z=+0tE;=$z zm{ZVBiuz1d(elu5Yv(5vnJ=tSp)sFNTumz8=Xl}x=TA6zZq+Wbt#A7s zGCv5V_^qmbcGQmxVV`*8r>Y>$DO@6R73%d4E&dr3DATb=4bP*Yb}MO|FJKZU6|&;p z>sm5!=PxSIIX2M|{By&Q^C#H`=g^qX<&fsUJvw*&@bGzq|G65ewV$r2f;s+pM1srh zYxSVa$6qXI>xac9oat0mX9~?4W!3|_*ne_rD+GlK38?Q@U93VUt3%^fgdg0bVR!Cs zX_HwYawmHB{uFfx`LEDC|EpEubgYPgLwbOqBk}XY%78BH99rVH+*e+CFQ6A!4sBgh zVmpOU$N{1bhj@je`7$W0-?9`>Gv}KXTD2Vq7p1*07K+yE>={X!j{{%YKVg$r=ydE| zbgQMj4F7FEc3ahUSPy|hz5tcx$Pyg+p%*UNC&GLyKIq`Rhk>n;f<5~XE*y4{p{qrGK$KFXO>eewEpuutLsrBEa zSE_c5Gh5KQs1OH!mc>-HiX=#qdH*SrG>&*lx8G2pN_sP9)N+;JoT?Ta_}@3MvU*;E z?VsIfN1#dI^bHVls2zbE(%WYo%0Ex8e1MC27k|4I{;G8lgq$BJW@cU=L#GQwo9YNl zjG}_>Ivo4ZhyS(_^L-{-^TE-RjVS8mPVZ@;oDW7F;_|MoV~&+qwBQd`#`O5YJ62%J zJm@r<`+3thu#b1rph1Jo4J<5=p3pO}(oxK+ihJ?F^7yZOM3CP;kZSK@sAEd-Jc{2Bqt4Y|>1o_)T5-k(bFhZmv#9 zjfr0M8~1d{IEi1D8}o+mfQ&zY$h0ML!}im-o=Y6|RsHql{Olh%a3)rd@awdN zirRm!Ar{%-28YIaCXaOQq-q7Lar287JYM!rufO>z8REcipur8L|Q6=25<KAM#z>c#O=w-8+p}S3CU)h^P%wv{xH+(v-pt;CUXK^srS<|Dw>6)eU%27_ay6 z_;U3T5bXa(%^z2jf4DR;hsz~h6-sROW-6L=;)z0jz(*UqItVx)&`J^;L|rbMP;Zeyo+=SY1Kww4bT>6JHH>UH0E=dq(?XScc$CNc9rAiKX-qaIl%$c zxHuqL;GKP6=Rwe+WPzj~+o7RSA`B+&1HH98(sf~QRLi&cY<$(5d}(#*m?e*)1o=AZxFz0LHHPM&WwW`Y zCE#C*PE>TAt;BR`CW}A$W>|uq{y)%(ZzV0ei0ARrM_OC)iBH$g`uw9+70(o09Kzhv;{CyP zXD?F2KDe9aNm&m>9VUnLxeD=t{tbPrc%U%xDIC+A?&b;?`2i6<{=Cj$P zTjlAsru`jXWxO9&QrmnGgiaP}^gHW3p)0QhT+%XyoUrQZOJBQi=g-LO7wTt$=Z^28 zp(XRWwg#I2md_*IeNYXGkMz^3#p-hTO*hr{_3D1SZ*Bhac8#6*s%G858re+-<(U z`~})MmT_Gu`mANSiYDr?i0>SW>UIi>?C|!(vV}S8)pl~=41X`8MUv!eS5dwPq7IKu z`n_FS%sW5Up#@*0{dKG1Th4K)IuxVl_8s%tKxqqDFW~VBHx2#Q-g)w>P=-gYt8E^u z{t{|HRH22)w@h9KQ_#V2FQwC%q>b;G@_osdkYaoVP3M}Kj}>ddOl=Ax1ON2;JcdFJ zU_EhKA$UZjzPx&G%YT=cJO5~2JUdVaikSOR$T@XI?mA?=G)d-@K0X??pRsNi3tzS8 zQaXHs{KZblcw1E1CO%a#fx^ACu;uaz?+MhN7I~@sb0PlJwqkoR!CDUP6uyX}PWqNPpD5qsA(M(a zq%-^uLuKuP;94wCbJ2g+wc2?n)b(^g^@-Z9)DFsc;J0P7NiS8>XDExV?^FJpye0|^D8}|t^{yj<*-dNqp zrd*F3PbCUm!jz7yN#=yECo;YM_A@r^%5o45JNF2ZGv?^%QO4r|N9uXf$-QRSkuEhI znSBaPUmmBN8v;4r9OakA&xY}+P!C{Uz$1OXQz^6GQWPw6-u`m;wzj37ze3%IMOV>Y zSe=5)H0CpjcORn65}XBYGTr9>>TOna1|Mz}R z%cDY345MuX}Vu9wm|JkmWwafZrahoX)Qj1M_Gf;IBK z2_)^hepx8896dCQay<|-8646g5hI7Nc*m!;IGeLBvtd;Hc5uw|7Mht!E*lk3nU5of znwcS9o4nL9dYRvZ|F!a)*lD%9M?eAJ9?_Ut=R=Dr>jCGZ{Frdt&?tYtg_fiePmuGn zCNG)LF$yx@1c~ntJo-3rH5f8qmGp?Pwzh}f?p&GE30@hgoAhj)JU``$P?4$8SUVAj*0GJ7`>tFe}3EsQFrE+F6P5uwM)mH`VL_WBwcz z^N%F#=%maCoX;bj;t#Wxm}dNO0e61Z!L&;ovcc9{^F^U(`bI`BWj)}0hAN*h^u<0~ zmX}7Q;X%K9j!nYYfb=c(cM6~99-)>x$H&0{9fPP?)Agdbe7t>r37%{ZJ4oEB$VawA0n66$O{ zBowWEJeLhQUkZHUcbm0ixy@-GRdDNtcg8vDv`mFU{#rEHZz)JvO=CTaG?yvX?%uh| zpa%bKC#%m0=ntO`DSCrYrm5;xDuk@3GELG4#>C^=0t36g|u@1{>t?rOs!Pp7M<9ZOxo}O6Ip! zlCX~Nho=a}AW`gTR;U40AOg=Vi%WWwyf}Kx=a!gm{JAw)prN=-47EK~QL1xaRQd}9 ze5$-9ov0-(@=@=+DpQ=NEC?9A!vd7VwxTTmRgl4R z{d(;;8swv^l7zGT(Vw+LZ)f9-ru?%5&vgyKwRKxirsk}r<4jqPJ6{@g_u%QKGiPPLNIkA2(i_sBuV7swR!Gv2HGYhu2rB!uZ2AEb#ur zd6cL*Zm6dVnP}FNFdeJimE2%lAv5(R?%BW|?+B8~HmK!1Hv1(694QmdCB4uhr`+*R zf2X&2t`O1sfmPZL8E=oyyWP0I%n||)b>5A1Y1>h3SrM}SGyYgLEzB6@v;7@!)woa?FEM%4{TsRyV{#XR2IqT8AoWKk1hoMnVX=TVEJv?)MnD?}v zf7?)-sx9I#m%D$ZjyyMVf}zVpr^Sa;X91__T9J(XQQy@j3ibF)C0(GyAibj0^;qYa z2Wq$|P`*LfxJ!N<)VdmvmKUu|e*Fh!JoL*VDKgoBBat{v&ivAi2{JWG*D1uidO{8J zO$at;pV`Dhpr>HNBy4`sInBoU4~t$9^jEH+ecGuH>9*A|cs#=DsI?BW zRZ`8$u>?*2!nSR;HT6)q6o?U_z~yg*d@p@x*`!tA{5>iCoxk?u@2rYXw%bqR+$qXvQ^66*7)LFHy-U%d>!q%6Tq6b5t)Df z_qw^X=94Z>I%;41&`1w6#EROA^H!Y&wqVmX3q_scGC6G;^BH{7duWQh7}-zEWC#)S zc7c}4Zm?;)=;vzQ^n+_@9xN`4^qR@@!_>6Xpa0bD{zqC@a6x&64HtT_c03b`zWMz! zpfLiVFJO}1hT?xK=je$SGF$w=YO=1n&Vcy)I{~QuF!{9u4Ri#2(rFsstE0BJvKwb% zkB-`vl-WBCVqqVnwqdvbq-+}Vkr14)uuQ50VP5dU#)$Ew8Z#teeYKZ2I+eb4?p zfkHl>XG$3nwAPtyrlz`-|7L<~E2b$;d@6C9mUxkE=?h4=$T@*D$lcEbEWJiCDxp@!e~AK!pW0 zu7;qpe7CKZ5(OL}=%xYjd0fHp|UW?;+-E;1TMd#jU4$ z52Wkz;8D@}t!3Zvh~qn{pEIp@5Y+0ILt<)EccvA^hyci8GDxdLs*d-3oy2U!ljJVH zKMWT@H)qBpZP%bz7e_&^m-gJ4q*F|fI-6FL~2dxKtgCZvcRj*_%?=3*tv_mK5m()&b4-?_zfNR&B% zJRzsoGDsJ6emjaee&gaMQO?KzT4~H-k?uVdDLKSg?JT^6sgX}NKj*H=hJ0^=eDBn9 zSV*-yA>Z?Ogxfynv!d@=^%UYUXNIF!#ixS~;H=~^q^4dubB{jde87GNn@4yTjVAw9 zyo-7Rj{J?@$IHL8LYcxu)H_Mt@bn>td>lH`-U)*=BW1L6oI2Aw5r1prdm_zy3gw}I zZ;B2U-7ns#K;wHhm-NO!ql*WkzSsBS`Td(k7v7JZ36+MyNZK`mqcLzk0r$O>i6x%i zN7;29X*iXRmsXFb&Wy|-2kyyygeE=P18y9o@jXwK^yTuXx#ALzMjQU$-Wqr5M)nSf ziM2-|Q*MY#8D%~0duhldzQZWz?u+evKFUmuwXXkG(>56D8SX_i^0d+{6X>UuI_`6_36D8WmkSpJ zYJwwgOf)RH#&-BX2Ldl^r3w+!TWHSjYM8TQy9AFoArXIZe1%ZNDMJ73iQf}0(YT(c zN_tpQ++VZW=Y0yEWJY)%9k$pGJlLX!*qq4mu>%{7@Sj%7=I}`?d8>3D_rx7Z!6VM5 z%bmxqd_WF-JetmyB)nQpg&Y9)=n^bpVN^$fiHUVk5uPZV_gQX`T@BT>QApM$+2TuQ zJ&(^K+<4=A>KUBaC-c|Nyy50Gvkgiz*P+E@CBJ3;MFV^$i%*!1@-VB9j65K7e_F@) zUGm_Kpito)Vxta}cb=hv4xh~-oMU<{Tx$2~UNc_U-l~YzwX=g{X(teeeDIf*x|H+r z-&V>-2}o}xh!X4h7c|L;zysQxp<4{2IdtNy68D%^W?s*K-1h{5=-I2$>&3LA8 z^;V_%MjOcW-ALoY+Q)RKv0i}gHKUY+=2|GllyXrv)C`042zOBG~Jh+dgPJlb#thzTe?F{tP4nm{x^$#w2QSlPbFr_4{fUuk~C!?w2Mp`dk z7M9%Rg@^ZnSxzY`tXe-Qvnbc&|18CSlcr!z?G~9C4ynPDd#x8Wzb^=e(u8BTg(8c; z)(r$4;Gbm+NH@wg8M=3(!(=2b8RC?Vh!s$F-)bNfG4jlPDc9q;k@5)w!hfvCUcdQ) z0Ww@jXwIbYtxF)=70`~x8}AO#Es_g68dF{kDGXe9{d#hM9X)&(!t}(Wy2Pgebi6V zH>)^5rmCD91!kAoXs)@(%$h}+kNckbXGzN$`EgYfGr}h0mn7#+Qd^wq4c@`*KvQnH ztg`!*^?>tPeA4rsIgxgyUB3n4&etzHddR2~T)tFAeM-Y&O^MZ=#$J{J3n=a#DTuu5i7Q zWZZZ!r?MgT@!*ep1`T-rF*ay`#Kf(aHkz&Ud z9kT9>TNH3`$_@Og**XDfC`hAQ>`q+TVN#H`4r=Cm>8j zMcuw`rr0QREaz2kdtkK#nBD*5AQXik8BqwiUfM3?kv`-(+IIijz?wRnPw(0Kk ztj3LZ-fl7WuT04J5Hzb~`+aFQWW4l`Mf4?E63TRwGIyMUBhrAx2Dr}kcV(TKeI~*4 zK-c|?2RgyiyPYmVk%;rJ7G*q;-!K`(<4t9j&LLBLm$1CAx!)(}H0Y15Ly^Ant9&XY z%fbIxX{6_qW}()`M(noDmD!E?tz_fk(>d^_v<}3DY}+(<0p)yv3n8s3N~%2Ktzy)M ze$GGlsa3QD`rzz0Jd+l__viu z`%C^iV&&X>Dsg1WbIA84i1!{lDf3s#c*ysvq&1Agbds~S+-t;pRsAMzIX26n{LBq0 za?V|TnNC@cyI#s)GB|{l3F0YkQ{s4dQ6m58=$T+2B`DZGK^qiuCwlCGjF%>ts8vNa z#gSBsL*k5o;HY23F)KVU0qU15LI3O%k7@ms@epnpqzN?tY>yAcT{0`E)gva?JyVBL zoE{&c$jmc$BaQW32I(xph_!2HiUmGP?&9NdIp=x|gnBci<;ss<-bZJ>fb=fg;Fr6K zrdHrRhs5u5-J)F*Am86YG|1+uJ$_WQ$NyO=?2!nNEbOCVO3c1yvhb-$?K0Ep-u9EB zvBJO5eAT5-A<>ZaREL(d>piabTUNVVz^(Vls{Y&V82D7BAl`VpdBYSse4mqjtt!By+Uep{EPHK%r{F(Kf8KvWLv_OvAs@F^;Xbbg$3C%C<^ zRA!xLi+Stz=K^rpVIG<+3@aIWld>L2beK$4!fBee(k#PR)9x^geGRMBt9 zR_M}+X%4viL>hG%q?-=GvAt~-oifhVx9D*+b1fcGiU76e*xBzZ&kB#7ePugHbHi`Hj~_H>(6B){hzE4a3+zuTHLy}{8wUzH`+d>8!_&SGG$E7ABrUJ-FMf8MQ;6rt&gXWo zURL-Ag!>n$U!^to)dUFl(vZm)kWO^s-Acc_@WQjq7p+<|3|`4Wy6Jmpe{;TqUk&AZ z{I8Ybo=tkWp3!lgT!pC}7!T;Y&A%$4ei-EXpQ@tuHa7=aK0v%@^GI)>&QZ})j(s6B ztFgG(JyGFEPMX@N4Z?! z?-+X;!n~A#WfS-N?Cpi21s#~}@{cqk>kC!EIgLuR=E^nw9h-{v5NsHvhxk=FuY~i(;Ng7IGx@<_YMZrDP$bXMBP~LO$3{#jhATCo2Y>jBbPq z!&=0^3QtcM7{tZ{4%K)dK4y}jVrcdd*Y3LfxvzcB4*_JnK1wjt?|rbMa1S7d$>b7F zFoQj88@dAn@g%1}6ykYHpa3P9ZD{+kyt!-DSj3diNgw7;_8)&Zv7RKij}FpaBk-!zY{_ zYwFmY`P3xAE0ft%lvh>yfDv;R0#3AnvM*&m?t3Y4xTIl!e(xlnU2*|ll20i=6yyC3 zyzAqDn6&Og0RzJhz+cN{lNKlx*|}+##8sfc{=YkT<-OHQp0OgKDVZH;|G)#UZ<>(r zrTHa;G@lT>91iJ4OG;^%a|0S>#_}qa z)oo|mg1YaoNc>t*bjObhm;iDFT+)Ps*ph=(xNdm7zjJfffd}B_)K(;Inf{wy1m%0c zdL(TjEJhpV^s3^`^NaXzyQ0pk=E*Mbw|$3_%=lyHv?%lOpd(FlxIDrod6fN<#g*M} z{je;}RyjO-X)m~=YpfeOEwlLSCK~9l7!1NBtmays8irOS9&~ihzKLCG1-)1MQOK-c zmr_h)J(o?IzBg^$vrlDOJJxE}s7M&)#+whN3Yyo1qB)1JwbEG6u3$b?q3MM}Q}r+Z!{yvX0uk?ZNpx*~7KcT6v`~A|lW7HGx^Um0 z+}3qbt{6hjZL|*4@AZU%Yg|Ck5im(h8PBhXX!bl=hWq}R*P$g(w}QQsVQ6Vf%Pied z6m;;QBh7SJq*oRB@5qa5JlTO;-=KWD`r>#X&%gLGf*(R^A7I(hN zlCs5TgCOhQpuxzg70n?u*0cC*!o%2Ay&o*z_sPt*&6Xef)g}`aK|+LsSxg^ z)V)BJaDIG#xQ~NZ<CBzz^BQ<|xCpKdK6LzVP)xAPrthYo-5!umdmTv3JZs09%6-OxJBq@mAZ zss9##uB6>gCh6^N=>g3d#V2gAfs+TRM+K8H!VtmQkE zSUzvg#gnunGjuP<*vUf_@>vvgbUy2V2lS|*L;ALT@D7QuNkSi<=IpAkU-)_&l;*5C zE)?y5x#BW}8z~vZB7O5x>AL=+=tCX2@rFg0GbVy7%eSD)UHAAQxhAc_0v%~Dzo|w^6|2&*&@G( z^C!^k+=e8)RX3CAmS%GWq$in2XLUyz?U0!)oT59*Md>Ug{(g@d{920jn<30o4SpWs z#)CL%Ns;-#eVza1zFkf-1B8x4p$30BN{(mwKa``42VPk|heJ9^Fpb}Q&%X&zjwjAJ z<+%lH`n02hmYch3E{*jZfhuAC)l@~Kenb!Nw+&sjs&sHT6Y@O|?YCOnRUHVuQ_`}E z!6vM0Df;BKTir}%GCE)&l^ za<^VT6KuHUBI;glM9sj$8NhrdgY?!7kLUJ9#usH6OwazbrL8Z(u1__3tAf~{2JWEY z;hyRjsuE@}qau28^1iIYHBsYLH!qtPI~vMy#ApnDxZ_4phbg7exTHm}`~^Bfr%N)+ z(Yi*sq{Y{Q0^~7hva`zk$WG{~r34nF1OEAvTS0LdjV=E>;xx^K!6qFL^kpFoqQF;q!M%(c58_)T$_;X;PT9j|n}1#y^}s31SH_hl#Ldq71>T3;cyzjvT5 zZWR8~9!(k{vFHVXGak+Q%&Ay9aA_C7J=(rYI73z)^Hs0CxDF3GGln|4pK}0{%#wf5 z7FDYfAIkRt?m49Atb%n-8#Ds5@Tyi(jTiq%D98bZBj=AC@qkW~#$%BtkTnHe!4I{1 z6R^^7Z-dH`ao0fxRu$<1&ufg6;6b97 zi2wc=uA4_;2Y|kSPnypeEnf7}$x|l7zrJAw>*ERV#R^1~dCkI$iZnr!&mo?vl_cyn zNs#GxJ~~>p%+LhNGovq|Nvqrk7ipZ&V3KaS>A%_$vB;$#&oj3z=ucA_1D02((Xf)~ z__%>94>>hIA~5R0#&wd>N~6<x|nZ-a0n^*oPsdF5e|)GLXQIUIR8E@6SgVsIHj zu07f)Ihz{^xnBC%a!HHtB^@!(ny&QVuCEy}SfPvqMVv_};%t>DzNU7mXk$oX!lFrRd84BbT{0f+RgRnd**FHY1K z;D!0-SHt=uYxz*yO@M~2-fLbSm~_L#y)$1q8kOTN01s%d%tafjtWA^S#mDuor&t~&7^&{Zu zLkOx*PTN);qIt0xOwxzY#53&ki*CNhk?$^E^y{j{P@ZPwCloFJo=Ug5h|eUwm2`B0 zulE)+eASyv*`pOZC#FI3R`zJR)@StTV-$4om`P37lHMac+Ga;sPk1^0+-84UF?0#s zdDB9alugEnkrZ-p>!nmIn{4 zCOlrNZESgL_|*d3_mz={7hUv%+CL6RCz3g?gKk)iDNFW zlFUJf5&84O;|j`p968c}DIh&EW3+VZQLoW5gW2|(PuVpaAtulm(Xh|&=0By32Y`eA zS;FhOObrY-7MRF1f5H_{ndF*4KkZO7`Y?3F{7lMv-1XGx1Bjv$I@=F86=XmZrLAP5{z+@7Zrs-evn%gW%#nXhEw;NvMnm}p75LDF0UMmWQ zTu>0zmHj(dJ%tS zBZje~@^_7b{@Gsv^h#e_8FMre%*aWVT&# zblQ%nbwT;rRy4A)j9Zrvxt?0V!6c0O^wzj;EyHsBrLyPAcV7$y8Q7`lon3H##RnSe z1;nQw!t>kTH_0r;9HO@3v2F(_?6U9_ifRJ~(NQ66E@?6$SjFM>*l>KGs{94coZcZi z&{I{6)HwmVH&0SxOhBDOdWADTB)ZpA^bQX=-3bAU4Nw0a{cU*knc+6yhTF9M5BaKj zStyz^Z`XC|j|DPg2AlM7QXs?FvyudI&p!3=i==#_OtRKnNGcgrYs2w**vI1$p( znxLN?ZjCSWWGCdScqae6d!nT?+gfwBNN0A?jQ{cec3YvydbKUsE|j*J1*DVX;ON%& zH+^?-{_>FHh8Uh7sG#;oA?Kq))jlZXNYhIO=^YS8w|lxi`pRsw^`IFFsTXO>o%cCds46O82mr9c~!eg~-1rK6- z3`_8*c5%@3`j5}Smd{P3NlReXO{8qc!@V@OCp~i_@iJ^)XPb+M`-Gv_eU56&LyosY zz0R`D%aUjUJ`&Us_PxhK%V>Ya9!wM^f2MZ(HLooYn=l0FE1sOaK&Ncskv2Zc+AX`< zrULgp!+<-&mIWykO3{|I!)65o=dp1zL0VRENnhiNGHRi9SUN`-8&-D;}`4zEHmxtSe!{k!e^GMG}c3AE{wbDZ7zOjYXG~a{FanMU;k9hC3 z@ncTX_@1juTG~=I*4kg|xP#SyFGs$u%hkQo3d+%RP`otyw(AUy^#V4ZFo~9)=KEyU z@?Ly6HFApaych0Jf;`1ZD02KhlTBHVhaBls#UQ=5yy*Jy%@gxwSo*aPn$;~Co5{(~P1a=`Zf1~d)7Vf~-Ml=-;tscCr9 z+G+oONzI0oGk%yj;Z{R=XiX=Wplv~=)#iWW3n=6O&S$bnSLB-4%j359dR8@C=CsfI=X2`+xCp(p$5FTs@ZNP80**A? zb4ka`oaKU$J2hQ+cHFmm)C{LM@YX;HDonmtYrUmh4*&=CXbEpD>e!bP9K5CtA2_K# z^Ymp(0+ge*BVEYWsI)VX@2NH?k2HhHJ+|{{!#Oc3~KW9K5cg*bu_FapiP8X`I!F6(%kp zo8$&tY=dmqM6!@Y&+b@LxB*a))`t)Vj#%x(!SV&yDzRvP=;5n~D>p&*_-9?EnKAb& zWj-D+Dcw5hTf6!_op0|uRNx_JrcVl6?GxDNtVMeiPHuQMhyo7ad?s<}x1_1N%DA@; z%hBY=`Sr7oszWWGwtMJ^o_B2~<$J(-E?N#qc1N0i;epV|sxKLs05&oH*ae5?kx+W? zg0?^`-L^+WnU6z9`q#4gglRPGs3%)1?|j9fGwPONn@T!3Dr1S>TD9Mj7DCojZ!Kvu zr^Df>BIM{bPB=(|91iJBL3Lb< zPWRCtIPQa9>h{^boB|=|=XIQ+y;q-5)&oHYZT=?w+nyI6WGD2=EP`mdHL~!QI{4e} z_$dyl-|9|dzJMVh%wih-=v#(*zyV_95KnmsE>$Cj|6j`rX8(I=&jQ=b)f79nEWqP1N^O)&st02nheR z=@~hx6B=Y@+|Ip9?frEhWPA}4AD^$7x0Py>db6mV#_H`FXP=@r7kaz8=}PvAt9OZV|q z1IH*(jdmL)Ihuc34UjpI?|Gz=BhF|msWiNVGYWAZ7v9`k`3ux8^hVd!1z}3+)IW>Y zE%{u(sVX~3NdKQcHEwQ5Z%EEHnV!WoEd7-K<1dKTM5efKqE$eUUp9N5l zHhL1KLp(x_>b~{s`Ak76aExiPg($}-nYR-6s+F1`zf%V+4;z}0WVKT*~L zu4nN{UrH#73qc}GJG{sLE>2ex(y$O3@)?DY^ZCl?`84Ju=Myfgs`3*AS|&0RsS3A# zbkA4m*Xj<0J&`ZJB_09Vg%8->!gd(<2{0qwUc!n%hb&)=j9hJ&ed#*0C%hs_nR-~{B zDy_V)3q`x0&mNe92YyE4mYN@FYol&EN?Hmk@py0KR5nrj{m)^~|6Bd-i4=7V^DRTEJPpUa^tob_Zn|lXJ!U$h z)B&3ZF0I(_a%JX9;9SCHYoUnGJNlhMJ#M?SC?~%BA?a`f-!N5Xpw_KJ(lTQql->s- zZHwGs&83v%0oXH%Yr4)`S;l(pz-RcKt;?EwduDC(6^#JIR6p*mKqT}iD z`8F>k7@^=Y=dtmoIyor4lt&^`m3@EEZJXf;NRK-N3ytoVPQ(|CCA#S~dn(L@GMp)h zikh}n*NVpXT&5~v=u~OXUzjxppCi{O%~DIqc7uM}^GG~B^_NM@X{=|nNnhfUSg)Ay zcCXBetJf1Fe|`D?X#1|HsIup4of(xeU=|f~#DtxLHewjXgpG=TqN1XLVjze#d5jnl zMHCgpEP@0{k{JUML_krJAPACkZt{2LTlcc&cluwepU%U5uT^W`Iu&;9S`S$tWh@f2 zFY{dJV2{64RBFs4%})?$M_Zf4hvNO$w^`?2O@y}d{y~!Ke@gvLY0u-fQ{j?Dx(9fn zWzj{8W%xCygt-w_U%nlOK>y(1^|0XIu0zJt)i~)Mnu=a-xJE|;9xk_Uuu%(ffJiwB z2=mT4)o1Bg4@64@dBV{$d+U~fi1H5^_=wguu0s_*X+OsYwE!7gf0tvvKtOudrf0p( z#JQpyM}6(=2`2}|fJ0hEWWMvf$9>r);C+FB^kSs@GRrL|&bQ+wVcNuS>n(mz#JPc5 zA#d;faFpYGbkd%1U82?QIPXn&6OQ~?lY-Q^MrEj~Vx#|d{bIpm+I+mAr72OQxe3x- zq4eWtyb)5g_*_@JIk=Nrh$>p2jWP00DzO=)X*tsF&wJWc@8Q5d7~NCU`&kL{y$H3T zJSYBRPRC3D_)I33aO=MOkgI}pp^UQI!mfyJO5JtCbd#KQ1p9=84~FF{eTe-eEhYgIyrpOV-rD!q~y-ncX-gzXnWn&xF2kO zGf*?cAjN(%4ISKisybnkK9HSgCwW}3rW{Z2m5(cX&8mQ&TPBJ*dxtwNqg@Zg9MU?T z;gcl|-&`&6sYzm&;)UMmkYjo4gC2X|=F#si+`lFl$Mw2$(%aEQml{b%tc+fCK| zE}4gpH6Jv#F=T9GW&i(Z5Co&T@UL^@PSDl^KP`(vdg3Noyr;U?_ze#GL9>gti&H=* zpp(5w{Ad!lZ%z(4pHG?*RbE%RgxgYxTmN+LXo0d7wBc5ZRKLf@sP_qU0lw#PiPMjx z^N+Opp2Z*AO((`1&z=qaw9Y8c={$9ADjjhk>-nTlp(z|uo0PDp38&KCGjxhKtbxiC z547^2*|8i{)uZY{lp>RD9!q}Rclr3L9gCNWWlwcouY^IsiFks}xb=J8r%MO8p3fys z-<3Y8cQ_@HNimtjw@q;qgE2>PMI_FhksyzR$>fk$D{|p)bnoG{;m%Lk|4f|n4eCX; zBJ%Nxd8vwWa4%$&P83W_REr~Za0;o$^p8GkqLx6-?@LIqJotNTAHf2E4wp}SP%CZE zDq_^&G3Up#oUXfvK+SKJi%8v#@2f{YS9rXq2x&ahowPmI1t&M!mSkXcxdC_IkM&c) z!gd8JPkeP$`$nCB^I1aD6a{HWOUn5d!|@|}(!DIp2_H=$>^w)81_BpvRe+pNt<`df zU$vjyyQwj^1<&teZ3PO}vEZ86Q8avTjGV!z|63e7^zebS)Rpu>z^IqoyRqSehQW^1 zNuAbE(D{jYq$|he%G(k{O8tae$SUh?!a5Sq;lJ%Z!{KflyugizC8)6NxDc^|_B{Z6 zCh?0(#=dq+R?j-yu`_h87bl#qRD+!FkLVQ#qx#R3(?e#FZU&}jje8L{yA?}xG>ocp z&JUUf%nLgZaQ20>W8`?AB_K^e-ZL*o-*$`4+-H7%n{w|whz6@|j`p$FOzrD{5K1_*{m|u4+Nil8QGR(toU8`LfpyOqmPQx5M0{ zb5sXFycT*va zBwvC^MXwjFtD!>A_fT-&=a%Wl9XFm~-kBI$WqWJPER% zmIWkTSB0Ak*@w;RaM1VaHSsQP0+Zt~^jNL>KA~^qhWnm+thijl;Zo8wJex+o<4#}+!~wl;`mCe1}hG;2(rL81N{T9vWa*|3$i z9eQWEr1LX{QbiYw06UEKy~?ZoQe(ajR1vzN>~dLMn!X(CS$r1ZC980wfM;Lzab}Ct zk%w9;CTwWmp#-V6*iF1$LjSUW@A(YU61IAr1txFIKH>%K>CC9!t>$nIr(g7JO{BHdq& zS~iUSadGTWg%zLl)JO1DnwAyQj3tN4tdpQg;1w`>OV)>@*Q z@MphvkCJ1(fVhUclxL8XZJIfd{mVzfx2i;C|+ii-2Y0W9-ob2uEr)+_9Kl~ChRkJp7dLQAXSQ0T3?gLpZ+0vQ>Q@$`}s z=@e6?b@7-)Ph6sFP(o1>*OdQRC!tI1bIVh_!$UbN={)H8Xck0}{PFt|})i|~lktNiKJluRh%*r1a*`*RAm%dsAv z#379OKqKF~Nu%4aaaBUlTt&N13kdaRk!XwZpRwy`>+yG%E=>qCUR7^Jy?7X*P0S=*yiqI z+!HacAH)UJMvZ&nZ+qnK$`IdEG97Iw6g;iKvSY=%Yd_YEwuLH_ZHUPjHeTy8?R*^h z)LX^j6Hd{}J?}I%C*Hw*A32WMT^|cx^l3&+#v(O;PderR&|xu2>q%<)RoCt;!gs`+ zT)VD5-7*D=_d@hq?Y0?EO8XwLo=JSMv)pRah*-B4Y{;BYm(%8d7OWyZ|0DQh%;?tt2uX{S+=wn=*zZ9V>6(W6?z&2Pb1ZPPsVFYKpv z9(L#B*mLut=jzraL?XTI+}A+He_E<46p}tQn(g+Z>WDRdbW!o-okJa!bD@ZH0*wm) zK0EXp?RWt7JT~d7(EUJB;ysHp%=L<{UtNu~??a=)EW{y=D1E$=wjOsq#UT}v9+B(C zE`0ndtQt=+A5ZIl-5R{itckd2>8oE3rHuz%&k~Xr>c0@2)i&y)Bc?y_IQhhiP&*dX z3u!>-+H6eYP zc|@zeww0L-x1wTj&(*vQknewgfmX@WCfL%(1GpD(NuRPWuNQu36&K@wt>=c(@5EJ5 zMZOhLrwi^F$Q3F=r>w{h$@iox<(ao8;>{4>-BXmxqd@v@5DGd@7sJ2HaX#7*BmCRC z@Lr4JcFXAHEdA2d-1roN&MdT#U9@HL z$o0>y?4snj9@T|}T^|@dGktuS6i+bkt(+XZO%+Oy*P}h3kH;4m(&;e}a)|GmWZSPj z@Z*Kd@jUGT)_-_D=Gfd{)o`!2ZIOPzM=+fL!iEr9OF40!m@M%{i$&mmeyg$D`vi~a&{|)8nC(O zty)=rR9;Pp4!9BSCrH1!r5_A$$oXH=x8iV%n#1Swp@@@!lKW%nqQ2AEIBw|Vp7eH` z$_0anEjMKD5h*>2J^lR-^vkNDa2f1m{wIVRDnsLw7R^?<`!bTNfe&dFC!Bw9jBf>1 z<2TTn$z0z%JLSY1;#a*Tu`h$I)Qj;HM?=>>*k~IVZ;m4}+V|!6zSGv@y#%TrXA)LE z-g8Uzeza*VhI!}9qs7Upao`29jfk7j|Hj5eG;V<8n8hYNuDXyvF5=ionI-sKf47OQ zLJ0MhDAbP*&DEx@$A4KW)C);7icEKX4xbTRgGEbcr^p4pOdb?1ry-U8v!7HXwDFMZ zS;Tk4DmYKuZJY2B^DC?Tq8U3N*9W5&ng0Db4{6lnuBW0U($phcmPlOdjpFaW$8!W; z+D6G6FHrhnIvSeH`F&3i?FKr#_Gy!cH1Zpun)Yubp}JH3{sL&diX!DONh?KVADQkj zcahAN&muq9r-J2x5as|xYuSEmS~!h+06Ba%>HEO$j%Pa)^Y7uh$FpuXD~vY)_wx3m z$Lhgf`F$iz{I{hlS|MpQNxhhFK^^xx@tD(T)vME?4F0weh!EAPdvgx$eB64P5Jj4D zFQ}?bwJw(-(tTe&|CVPb_|}d`Md6$c_CIOs0qCF$yM&8E_kSF^y>evO$D4L6aBa%5#alMj#^+px+Ts5FQnTNmSU7~%D z8&56yut@hpq!9_)AwNIhxOcWYzI*BJL6ByP4pJ(r9Us;w6NOt(1xx{Hl)m$dKocFq}L-|`Qh-YcsuTXfHSAT;53^FfO; zS-O2&oq+j52I;lVY^#M5`wVA1Rq$7R9WlxjBq&@(Z|!!`!Vk3f0q79FAm%QzNZ9@~ zA1B?<+L%$aPY87h9 zec}rGNKt_G95$Qq?YZ*fWuwe)IAE(jhU@b!H(T37Re2#Ihr~=j9ZmZlM-J6e;E`^A zyO>EQ^<)-eg{`9J#~70`Yl!!K9La{v`6Hljz>gbGWePmfM8?9lfY`m>ZCHNnwDx0@ z0)Hmt`Q_-PeNr&U7y4)EmsUu6X=1dD*m}^JEdTuupxBQEqTCm6Nj?kVhI(p+ zOv0s!)bC4ZlV2YG)b^;pI6h%4lqY;bdBUBFZ=mZbb?L zr=SpCu9lR6w{sL#D?ZNe6+z>+r6%YuHrskS^wUzvVUxZDCCK;G4)c(qPJ5_}{o_W0 zKW#W#EzHQ?b)QBK9xrMBF6mY5!kZov$<^G;*edqe&-S`%W1ycl0u@$Yxwp^L#zU}Y zkgjUWog+`i*Sy0sOtlu}v(}DKHzXO&9dvj1TLJ-xo;$D!k7*@OLfb!mdxYngI_lk7 zwm#rF_(uphvB3@(Y2O3D;gi0jq_w>yxcXix9&tW#8&~fH&+Gm|&78&q%3Rub062Ue z=`pP|bRBE0b`{n@R_uSwx!um2D^75Zn-A=q2^?LQA$Pr;r^dI!ER z>BkKFhL89|yLZm0vVvZ)`OQZGv)j_9Q66%5q=_vmlJf4O&t=4eo%7n7=3a!-<1q+1 zf6N)65BZ)(4ry()wGPI7gW8|?OM5POOO9g!=zBL5?e+5W!ChuL+LKO?6?Q8Ze0zvD zax^|n1aw!?{eax zaT^634xexrYDDVJ@bz|W_)mLdF#mAD8Q?tdcC@G=G+*_I{$=rSNx?=)8aDMKE|;{8 z!#V3Sn{vbQ4<w4n5`#jtN=0=%o!r!W>skaXBw?PH@{1-@VX5cMdI_3br z7oa62vN@XIQLc6JlREy69N)8;9Ks{3wZj{af77wUHX~=I&*`e=Z-a`Hbku?UzV3)W4SYOi z(yebc4Y)5WpX=e|q=sp}HNE9z`d%%Xvh zLx<)Su?Z8>q_1)_ihVoqzxMXg{XLZ?P(LIJ4cuyfFAjl>r*Z`jX~A!)S7+rr)rU%0 zb(L2zk*(VV^pRtlIjPTo;jHj5+hE_Sbb#tKv*$yo!%`hDY zwnHe|J)29KpRlx=8(Q@iZzz1yFx5u9x4#GddVz%xUne{wp zi`ym0B*o{>skn!&5=Ay9^S3nyN zL>wN6^lfSH-G$9tQt;bz&hM}MSU2%A)I$CPRkb3Ak>zq=&lWNW!(Mtl_)_=ZUvc2* zN6+mUz6A{T2hnS#wD+F8RvH(n8j@`(NExe>EL^j3^G~%!-*MOg)rCPw{^6Wc5IC!) zep(iv@RFFfT~lHHTNAvakW!S`VAnVS%5&zUx-c{_Z5s`IJls=tA&>OcLU*qloQ!ap z%F1Q7XQUgbC%FQZg|@FfMYQn%zk;-GbN$+zm)d8@G((>I7L+KChhP(dcC7wT3z-Yq zPBp(t_r6t1>LYsv_!7Kx-k(2fwu5Kq{Ll)2z)F$5oOr|Jk}e6uKMM?tHax^zm^;D? zZs)mx@x~sF3->8Ej;CFZW1b!tk}k&ud1HF&|BzV_dlek9Aol?DQfZ)7jZ5ZL&9v`v zxddI(kr#N^_1(`q&GF(S-a8~NvrUp zaB!@}t(3jCsI}(n=d#q><+-1W?(qLeTn#`0r<)V^iAK)&e*OBHAF!}Ia>C%iNdtx| z&1@n2OpUP3tPglqgJn3*ir4buV=^GzB)Eyhi&V$E(YOIJ9JYXTC!~ByTS8Sv4xSp% zajf~_BLVC2$tbf|yt~4m_B>!d8u1fu0j?djvBsBUgLhw7`dqCG84K~bwj$@-HeQxT zxn~nUh$9Wy^+hWguc|Z>9y>1m9u7gL5J?{&SGF{!eUJaNR40c|Ji8p}pPR*N!f`)r zN0M5^WvC?lmk?F-&!)wY@iZZdbZ%)ne{6OAU72&_Uw&;@JP-_dz7lam234x9g^Z^q z^+*$27>uzO#%1Ef7Q;_&LmZZkgQ}ACs48Klg&mg{afGB*L$VL+#gtY3!k;QuTasVe zo!_8Smq*dG>iLanE9j>Rh&Tcy&qX%eGgwhk(qb9)htw(gd-MOlsKWoP{$P$u+9h)Y z=j6Db$02Rwq>Zip$VVMBTZ4*`Rb-^Lo@zf zeSP$rRkj$M@++aMh5cPOPouq$$4r_G$RS*jE2!^3(Ocn!ThG&p&D_cON20yX z`FG|z(!R%WPjvzLq}d@ZS_i5|4zK2{VCdn!fd zFbL-g(gO{ymbNmxg>l>3;fJ6Kw4kP02Qfu8z9QOmBTczyS z3GOp5GDk^rO@0-Pd%O!s`JVK)Nx2udEP3~HJj=Y#{IIk+3YxafLDRNjHy8h)ZO3s# z%O{YY@C)vCt9)o~#XX<-vv+p&Zm5Mh0`XdQeD$uUjR$bUVUs4)l^aK8FUyi)k;bx^3pjcMJ`yz14EngrT<-1YRliu5|LclC%(muvp*ImP(7%=C6)pP7Cp{!X#UtH8u0 zRp_PCLyf5UD_a8TUlzwa-L@x8MUzNFoeor7#DnD&d%NQOlCe;BDL@-m$_r8s(#Au$ z;gOE@dVvXy{XR0$vTAgIxtapl!>mU|c_nX^0t6hoC?`!nHWnKhxW8+_o>`}wGHZjP zu~0k2__0Vl%~rKPZ9L$6KJf#!;nS}dnm@#^Q#da(@RS;ig_4ARs3?5@&97CS^=v-j zE+E78&epnpt@u{w=dYf@&-9^p_AVmQ#k()qM&lljI5d%t^d@$_QpLT{8X3)#gjAbY z150p+e+*g>E4jdVLHi!Jo~j8^50h*=r0`H;$r23Vt*bvYvXY_(H;soC}iaUB})fKgTGThaLYE-kAhiKOMF1 z8{$gV)7Aq4lg%R?ai-0#>`UTByZ@irJy4uejQlP=IH8} zR6M~HDp%L}41f~Mov4M$STRH1txg_?wBSs7;Y)kZS-n`ePdGa6;mdbE&|~!tttp+m zefklN96aVw2_{oWIAFTxSUMR-zQV&*U%(@3%=? zS@&L>rQzn=D($oh>kvQ%`7p#O3St(9$uXbH77&g)f(Ewr+eKILvM|i6bD^oha46yr zxg-)Nox0`${kBv$1Pvd^KDL2Ju0@7*yve|nmR8^GC|DQ=RaQ&U`L@vd)Gj%b6CR87 zdnGX3yji`b0EbScPMN)Wpa?u&r9&^95)}k8I#^fBf>KuhlpF*S(z4u6-LeUkR->TQnvYLSd6i^NHWt z4ICMHP&fTwWqw=z=^9$ojRvk7c$w|=^ki(yOR%StfNsLiYq=@+COqlW-i*fZsQG{4 zD|(7aZC<;-c|$Rufs&nYZ$6AH1%6L`H=5t8+_%#x$tJ7uyYDDdYFqY%hW8Ka06bZN7 z`7+T;j`eH?=^GU)w=^4)RctWS8}_`f^9I&5l>r>XJ~Y+C*4z!GDG)Y zGEK&Fgb!&JCA9~jCTtMeE!;h#^`4vr4as2=E(|3N@vR?nw&L8D>Tez=+p@S2a>CKT zFi{Zji8deiJ@r-zNH4f4e9;_ztQ}YVb_!l*(Q)hpDt04s2S=P4Y@IvUy5&FoX@5kp z_;tPo6kMlz$UM?%LVB)pdWc^Y-pK4pR^_(shFrfBr3poySNhYg$I0JRVL~`bC=W?> zZ)&f^L4SYE)yvK?;L1beWsx|<@^Ifdcp%s_*`z%m=xAns?|2bze&gJlP_Yv9RGmUi z%=WhC9NP2vGfQL~JJ<3h_vVD8q5LY#KyIOThIg!6Cfe zR@fDOdRCy?*?q#MYRRI~2Q1u=Lh=ZbpguU{f?_KSm>}cHM!JbMlxugly zdlud`ziHLjgf((r>kqpVw;1do2OSZKt;dg*K-N=f0-rc1%CzI`mvs%e?~hD8bF$YB z^!;PB^q{pjt*3`(YOjoTp|xFKU1%$v>iyGxJQ*WqBcoOInKbf^Ceb><^hGu_*@Hj!QN` z0rP;PNW8wz?=WpW?s_UqU~veKO}sDP3@@6}fVH3ovD0QOh?)iA<}A9xb+Kx#qnyq? zn>YhjptC3FO`S~VzFIuBtxB-0hCW|VZvX5+M;inkI=AN%P81Y^JGM*@l-b2T=pXbg4`f*Un;oZIY(GOA4`j!L z#eV9gA0AHXk~ss_zv0@x6a%Q96`|yK^-OnpBYq~6wBxfMG#Y+yzkcUOIKlTx#-2Zx{lt9NDAioqaNM~r?$sQqH?{DJBxpd9$X7TQR z5OP9IMdBmZ-+}_XRJi1E2}qA&o7qy2hkIhlT|fQOb( zdY@U(Hg8vF*KOSO;a94DL84|kUwL&-DA^Ze9sn8dhmstnxgQvEep)t{ z^mf}G^+#Uq2W0w}8jg#-0u7fz%$6nSoc&qn-#}^zy^Sp-+=!AakmkHz{;U1e%GR)z z&JR|m4n03~oRM?qDq{7jbPdjWCrV?k}mi36Wxw443gcltyJgDM2k z5~KlZe%1oQJw;{Y@(8CniHowEzi7+cBtLDXo>8_AV$*e_G-t(^#LaSikFMDhCKVZb zG#_7K@e_Y*CwF?32Ka&nc|R2Ik7VDNMVk)mu>ERSq*~>w!#xMZ6QW$6m))UnPMeQApDIoGq%Wnq z%)eUJWm$y1R?g=%{PUNd1b^647=+XBuPB84%stQM*7>|3K2_FzT1lR-j( z{plbmM;?0-?G_&T{RQNEs{73q5dLk$JyK1#ERYHK-?FAmZB_)4a{_JWO%BWF)7InF z3B4Ifc)XwOF+Z-rc|fcvRbHOGmT+-Ow|vX$c;fk_r8_OvI$)j*XQ!;z##E2zPVVUMmb);)Ab= zC9u7;PE9g_ptBzVf9D#HUOB!OvPg5HF3j8U%r;bJP3*>oO~<`-q0(?D+QuF^++_?M zbMV)S-UwzB-V#fEE$MuHq8Cqe4sZ43*DV20D$PcR2DB+Y` zQsn8^i37(^crbXGCO9t~g=AZ{P2Q>~C+6_Dq({y5-`n%D?w8=^^HK|yKY}7@S%|$` z+{6`8{o(x6Horbl`htj^skwY(clAhH{ilTas zIalIo+HGIQ%)fl0!geRpTDrgc!ZFBrswyWg`h6jGUsvi=nWO4f6NEo1*-$rX9ik}I zxS#I35e&pj)DR(@-YXb9DvxfJVcbs&_}$G@9dbP%i4{4RzgC1$Pcw5!9|~cTVct)9qG54@v<<_BQbbo4pf

|6^}ymv~0K z8vq5IT`1Z&oB!xDABR01?MbUB2#lkx4{wsUOiB)q0=s_xBi zKL&CXBCbTMq!ABjgcYh8MJ%M8xA>1etTLGwcZ>xJkl4%swETH_$CA9@}?{pa8wvCLZf zZ+6(m_XMxJBhP3BKEza93M1Vcue>v~5Qza@K;9nY8V==cyE#c$!&mW$9U# zjOPjoMeN=!pZj-W6MhWG-rT6mWw)pWI-SPGp4xi(}1+$V}f3fHUDF*`9a41 zK!JsnH}%JZ*CU{S`2{7(n+!1Q<1RA+n zWHc*5|15w2L+j-R{7s9;~TG5kyygi2o4sJZvOhYPZWMMBT(n+3LjMG~ZW?P;+`f3@3 zn?l4ax)g2F1mT97@}oI9S>p?bc7$cV>de82u&#ebeZRF4tPGE%oo409M~!ILor1}T@Ggsj&wLE?J*>YmZo1HUZN zBPEM^iSF#OhGP|Yym>e$>7d#M2sramO`a8RcaSz70uGXlCu@DSuU=Wf1pE$K!k@iC z8rDCdfRlk*usPyM=V|M4*HfWhNSZ||nXV_8y{!WaIEwKpiH*AlK<$tVXzDW~r%Imd z`7F{~58k>xrhCmkK`ku_PIgFdH^_F2I+gL;jxGGvto|p3ED4< zIkDNzBcTK>9t}>sr;V(IkV6G~4rvRqUK7G(TZ)WH-woAi@oJd^YZx4?W;!-oSCaNMX{u2S}tKriiG zlwQ8sP`-!mp#kY7m+(95qQB4PpSGq9OgTijcf*ZLGtpA5#BVx@leH5wbP|0B{ipZc zf*K(XU#J=+u92!LDqBbBfb0H)#kMIK(yxyN$su8q%WQW$F_$(UcRuyf@=k3?Di8e?2IUDa5h*HT{=uP;>-$Jiga^&;yPHbgER*nf z*=uCb>go^5s9r^f3tQGsb%I<^{k1~U&DRk&trnUuWOfE#E=y)Ugew!II?c`r>uV+e zKP{V0x}9LU$ur#C{5$UZpKYBE+9$x07PZjkrv8$5qM7(AykNoGm*wv|v2KEs{=Sax z(WjxxqyzQ6ecN_zf>2NQy-5cg>D!o|+$tknPLg3-syyEj-&&RlEY@+@_Tx&g{`^<`qD^#Js_7=*~R%m(efQ+YeG}6bcE+{D0tox3i zN=;DCdgN7h5_)LO(N8;J#?~;}cmOvn25DZ7V9cBHAA51v4|;bqan%R#EW8Km0VcLS zJW2nvfc0n@oAA&6S@Ni%9=xOqi zU2PcmJK;xNh5lAw=%-~NVL<)b>3ye7fS;E5P5V8PIS!Sn8MyC94d3Kt)1nU5CW=UI z-FKvk9}OMcdRpmk~8ld72{a6v_a~HdKV)e$MCvVh)S+h&+3SPV9!7qW?`Xmw&E4omf`}H31nYUQY7h^<9Jq zY!{GLZ7JLxrn`H3B_459-nHdr9)eP|2?#ZQTn|v^iVBxP2H_TF`O!P~#*W2j%!8`R zQg3vggN%QM2&5yjB|n*4+5bPS`@hiO;n0JL4gwICSrubTdTnjzN~$A{hY%*WI^=hJ1m5(~LAF zKlrCUr;P`I!{)IF`+me1q1B6oV(h6^^qb1wdQ}8fg@))t^F_v@0th(NQ_CYwu2}2X z8@uGB%z*zp?`3sfSbvCIF&4P`o) zbdun{_^xfXv>*eEH%6*VQN7{6+mgP1E=#>#p8L7z4*$>rsT5d0g-}ncM3J8F zOUHNwwtLEGo>**A42jtczOz{5#+ zc$T~zaVxSs8J&>z6sv_rTIwfVt)OkT(P#XrI``J;hrT~JH5r8>&Zg+rMRFq!=^42o zDPgNhwT%9QezDr1;e4orsfiW~Un!*+(Y^=XDlVTz7&`U#uPsm3T*Tw$$+X`0H%ee!5{)S<`Bq(#d|_~y7Se1z-jIpr2~dd_i%>O%8pNZak~?jv%LBVdrO z3r!CzIL>*Gp9e`e6X<@LwG2Ye--ymNilupqeyecT)7#9X)$Z%JZSP&4Afqof>_g0& zyU=6x6s`Cu#=q#JRzRrdl9npci*^5a;=0V0*Uo(`8Mlme{b)`@=NEVX5DEaCm`$RpdQ-R#`+T)G zECi~^L(vg2Rp<6h`nSb>PoyZEf;UW2mt@G^kU&!2pzk0k|Gi?~u%=wBo2KsMY6fMVkCYy9KCvdP;qszTU zjF6VlHDTDXfHKJUH&8>tY1jTx+Irx(WpW9VrxSgJGv|%(DOx_=R)4yN)^wwRs|H?X zC%jrMnyV^>0%j}PHDM2%^M*Da01jGGB3zredv0c3G?D3HPXEA`6gfk#k8np5ey59l zyBdJ?9O7%_3@`m7H`JPX@IPpHv?JDd}&cM1+z1dxsyl9a5UF<6oN1WSd zD#!UkHtCIx@H^(mG>(?w@qX9b9aqi2Lka$3RGxHg`Ydm5g2e6#(@6K+313nhR@a0% zU+u~*f1@){yuXCX+JQqt2hgbk9x$X% z*NBa36|Y}5v(CB+0Vf}gYE`(RJ}pup=Acn6Vc5IGsrc^7|I_ z(|&xT?L@;KuwEb_&1BSjZdY6J$OrEOI{)C=`xNwtGGx6cBJskZQ}}Ys=W|GpeX@hQ z^WL_!9JXL^+5udQnSb@zIPBGiQ) ziCW-igL`(;|1AI>HjnhATpCq!&ES~KI=R!=-&SXhg_4DNDC(&0e143^4m5NlOwN&> z=qmRO)WmtDA`63t&wH0b$Qg>%H^%?{V;OBc;CdmCbY&Z^W%j8zts4Jt1)|ET=l)=( zGYKusJjhIcK{o?&-&4b8(zTVs{nsm(RLksHIff{9I2K933)73y@Z^DXyt^FSb9tn- z-7dVWeCcRaQSrYlUd3YXTis;@)51Jx^aAbckyp*GB~vWg7J0L1&8k=*WL& zfGWbDk@?Om-22p2LFAJ@aN@#TkVP zd2{|1xc$F-_)+NEz~NE0ecMWS)S*TYq_v{-m}0@pd98Sw**@Ij%ClS0YqcCHI6EBJ zDxm*b95~d(lS%sGtNZx+(Aq;Oczt4h&+-1n1>mUP8D$D-dxQJzzeUM_Q=s zLX2LtfGx8*kiX5sihUFMYbT>t=EsIz^W<31Vw0v>xOg>dUCoeL=Fc25;bB-R^jN(> zDzIG(qFZR|aokh!l25ue4D5=zUUs?&|7oLBimnz^L%7egM7#Wxrikbi6E~h3y9v33 zca^eF-h3QUSb!V9c*x?l(R*#c9J9$AQ5Bf0D{0>YxJO5_3AYvWbX?-gyBo0A%6Xw> zo9zY%C}LWprpO`hRYEz|^EjlTBN4q;(VJh6^`o3iKC7=PehWcoI*RuVnUBF~IUVmw zUxaeEHY_Q<>gzRCW&iO7zZB;GO4*aR$E-9vtV^&pWj#dDF-KEF*X5UL@{KAvDQT+WfZDa$-KO@8iV0p6O zZ>0NuYI2`Q9UgY5n8{`nrYfw><(phDc!rJ>~cVm;p6VNgHH8Z|R3&J60CdO|Ui_!&LvL_wU%rQ{}T0?~V5 zye;1w$`$_AyYl=!xRZ{Vcy&TW9n$L4TDDT-$^kN$iRSmLX5DLm;=Ky$!=8Kfv5>YM z@I0SG`WRaJ;^?mW7jJMC3)gFj6&z!zu4N(RoTIA0?UG|Xn@O6YGa@^=_RS5Pkm+P} zV4wDuaZoF8IkLWD{!)2wEt35q9PbkcyWKskB%`M~GsD*DuXoT}I}Md5v0P!39N+Va zH!`y)CmHUrufy}4nxXwq_oP9?A15RPkzb#;P>%I1;)jk4^+(*_QqhF5L(3!d$4$V)IEEKR;@<|=B}3NJ3UxffHMx6)^!=~fAMmkN_Q4vP zwr_)>ch(-YU>CUd9HgxWqP>tyx_{4DSkPpx`w_3Le3hoeYApkWcwZvu++5FSq0PsW zoW8P_aAoKoY*u`6Tm_!wWFM*XKb#KgKqw$0^0)J|mP2(d1s$XVL3XKpkFCe6nVlIK zSdOE^y6E<{8cnl+)!-&1E$N*4P99T%NBpe~Z`l4bg2B8OIm}&bV%>X9ZfO^twxVF2<*5Iu8SQ*Y6|1Dr-MvnT1`PfxHd`Lu2-0p zFS9k1U2*zO1RF{emfjYL%X?bJ(2o@mbT};1^rHH;qjan)Y;hj7*~!(9$`(RJ`3x_l zAkv{AZ(EGVA}!9C*fFl-@wW2#{~Z}RmpJPCh?}7Fp5c#b@*>ehIldPPNmF^XT9$My zFm1;RE1@VhBJCEGD%^O8RPT3AVaTzb$7d4`_>$t62TN|_`?U!_YIEN@g+fW1*bK=V zPM7YXt;a(SMNAWrj`sq6#){A{_{7k;ZP0+6-YCfRbJ5aI(kuTy4H4XU>ZxThNcR&2 z$1B`4R^xfj6N8rSY%Nf;XaW-J8Zjm0H^}u=ykwIu$-TQAPF>rEi*+fA2e!;Ja)aXK z?MsLf*j#oIGM>s4grxWRFYIzH+HWQ^?X=LC^Rqw~dS_M9OJ%#o%^WhGeyLc5R|oVC zF)C~fv+*Qnz@S>os9R99tUxNl=3jC(==>5dtEfMg^sbelb+=hgk|9nkVtjn5q$nH$ zG3wSMN}AHOi+u|}&@(G!68>cc?^V-3vTE?E(Dmi@fVpCD<7XafzXr`%ew+3^5OCO} zlZ3#Sf`--2GDkMfFP$|@NewIugOSGD!+GJaXxIbJXER7Uf6tFa6Q0b+Rgg8pdv2Sq z`5nq}CZLz9PV!R<`JTc(pY+5{a%f_GOl1xJ)0VQmBIkF5+TZ)GpbRbEQr<-P?^i;~?uPE57j6uWM(D)S){YXOa0aTarL6g+B8MXU8tPUq^f_mN~t6YDtb; zloym>3X$g0r3T|{c@dMtB3#od+_)l~9#Vuk-#NGP>A=nUP?|FmHDEVHtoVzz9)GPU z*9%GO#;=V?W^8|0j2j=n!?}014m33pqBJKmICDDm(^6X-0@6K9X|enM`lGFQO&Dc! zFh*_3WT=OkbVMYsOg~x&xt_9~xHh9+bG2lVV-6nem%g_uY0-tE{Z1r*GPZx4C**os z_lHH88xrmkYZY4b0Ut7ld#P>ibObNe79&N{r!KjVXzTI(m_j{i5~(D~tf(_J9XI|) zTYXCGc5u^b24YwE2*hV-+yE&Wi^m`wF4r=nD`y>*k^cU0eyiBR0}43v(SqbDOQjjK z>jCRI#82aluzA^fETar}zJKe5`z0NqJYX@>s8jJZ>>G9B@scVFiSv)W^`iLM%`*Fu zH9iU1?Qu|9*n*_SQVv;7qmhFfPZ83Hzf>-}yJmf8%)}#(-^Pbayrx3Iz6OnH3s!w_ zl>;2UkU@B26+Xc>sU|NJ2hRPAQAvy920;mCDk`kfC7P;o%x5#Wgcq&q%@jIv9q|=I z=iYP51qRVWA@iFKpp^{=pJv*8JYrJR5YpX{5r<=?6`{5GOKY3@q^`%9N3!j97m3`YN6z2%D?Im|M$|s0+eCa<=v87lM_FeknOv<>ZVLh zo-o06%Bd6fP)(kMriG?zXSp@85c%6| z7fGd&9d>3%Hmw-WF2iHyP?PqhV-G-&?O_z~buK?R1Noi`_-x{12a$UH zPbZlTL%m5u6-s}AZ*3)-nw(7H456(De9se*J}`43v7ohJZzJyemWLZ&_N0JC`2-)4 zSo7?{&vKw65bz1Nkfpn$|1Nv}4M+aesUhFOmO{_%Tf{4x6IA9S$N4NKgK&nQIQF~U z!`?33`R6LWk99Bro&OLe$+}NMZ^<*C_{1&ymF>f;L#uE)VB7X%Ul;8Mw^LhD*vT4p z*H(`CTmfli(hK+N#=W+bQ6}AVEw!7Y2PQiyXiaZdp5i?@=A+3EVdzUb%S#e2O~xk> ze>v9fx@$Qes?7gwrucvBl|9|@k>fQPb${aeWir7 z&>F~iDqBFnA)D$b6nxx!)T0Yyk|s3$lN{jG2o0MRP^zQQYOqv}@hsA*PPX>e@khqU z9EN&bH?F>@631X;g*kRiFc)+38^hhr&Nu|>x z0~1=?|Cbk~$UFG+YV9TnIYUsew|OqQb#97FSs;{?R>NbO{ zABD6C7H~y3XzOv;Q(Xn(YGdU~%I5!M|HNbc4Hd77SFRB3yU>1QVOq&Zx~l-VUce=t zCg@oNYLvEm;qR>b<8cF1_u7N|ohQ)zVb+lsnvnCUw~Dy5C&S~=4AZPC4EN4CF+0=J zY@xU65}I4RG53z7lN`JsMRgTOpUIYfay;I0ueA)5ff%LJb+xV*Bv419%FwR#^by*4 z069Vi=?jvD`H>x8lAG}K_+@&*WJ&WtXx(QFl2zTP;iE+Z2QZ(@A>E0+5a$}=ES4bz zo_{f{Eyoh-iOfQxOP)U-f2Exd#2n%&TA+irnZxI&_+Puxxu>)|9PGo6K$ELIrQK5? z>#6Kmz#*KYrEhPv@N9d81HWf-@1!tmA%vVtBoe6J86^)n946`Wog-9VW>tN2M6of( z&t;~!3;WFUGx2wdlidmp)i*-OIfhcq?W3~$SiCrLs6>H9T5~B}Cu0Bftz8+|-otEH z^D_r;LbIRKD7jzM=;s0fhcaG3oFdY_KE>f@`*SQ}{%E>CO1-@wRFUs{E)p-Fbyl8w zi-1L%OKQrTuYJ%?MhjVVk9%v^aR@jKk455Z%SQ~PeGddoH0dW?7P>QP;#zJ+;(u+? z_nz>@{$LOMCwi`ijb3aiC*BJgq@{DT3i2%$_cY+Zx924*HO4|rg@K5V`O>UAj&?r& z*HRIaP5QCYi-~i*o$raq`|+xaPnb)Givt(C6Czc{B zZg zK}h_RVPK%nomciUw+ED;TYEahDnmiD0?iFQaxyC9V28~ked@a~dP|M3YbSOi-l-t# zwW3B4R9=N40hj2@Vg7Qg=W$72-qrF`?3wno5wkww-Yo+gUk()V1?VW%FSz5M(@ET#?>75eRQLt&_+cJ2|S8 z^(6itgquq!V&0F8O`(m4Vh)3J8&hJV_iftpcC4;d41O?V<>|vv#9VX@ott)iaa4}= zEaF>w42znym}xSoFI_p^Y{dj<);|y(nh}l*?vp>kQBNhA90B1xC$aK`-`?HbSO?iD zH=*v?YLE(Rh%}ex7@q8FrQya?%_sqbaA}o2UBKLawhqIMbD{nZ=ho8@ZUkt}?Yw5` zH5xa#@${M-lkn<5;d<>D%iS`~9G`oqf`3~G1xs(#{(fGgE2fPHepz(#f$+wUO5wHL z(;IPal;WxEaaXIRLe@V;m6gNYf_=30xa;Z4igdJ0*Ub3t;8%;|W|4_V{VX3U3w=@l zxJf*^j5Z!{Js;i3Av^SuG(Q#|IrR=FDa^R-7`h}9>HnH4U1b}G+A<7FXWNFm>{h+FVXp2g;yp^&gwOW#6qs$ zfRt>fT$J9SU5}%lB7hTL?sR|B)Y@Sv)BKLUls2(?Jy_DdKxEPfRq^U_e9sq<)(^>^ zGCwBglS~U!>->ZT0oG7{_7knStrQhbpsmM!Pc176NlQ2z@7yul?K8ej?xfvollkNY z^is8;mF9(K0tZ3Bp%~OWCShJt_F-F2@QEKduc*Y!u&&1d{At%C`nrAjr)1joK)mFj zV;f}SWuaBw(o|iUMpQ+q+U=ziq1?C`NjNW=+t3$saNtlsEt~YUW@AlJXrpfr9_)uc zitx7uvxJH0tkvz#U|)HzC%#!b;-J8B+rlpVp*_0hm{Hqms0}p{MI52(+!=DL=kxf4 zA6k_oxnUz#fhG36t-oA<^rOyJq9adER?s z3ik#$;y-|xq~_o2`gXDb^LaedS58zsA3p4|$i;)sNBzY~9~Ogss1%ebB)-Wvmg9XP zm$dwMcE^GTWmP}%Od!f+>S>22}l!OD{t1fhI{&rA${ok?A-%ZytXzPLh7L9!f7lsP;xhBGjCOqsc zOk3t%V-G4>7^Bg{+th_F5OS!ZoI|>!pr`WSaLuvK+wBfmJ^H|B*e*OA6qYpQp-tZ)SFTqqh z|9))kR~+_-osEvqKmAuk?%;?sgROH1TetMn+VJ}yW00i^{br&>q0DE*0NU}uKPx0I zf?U32{N!ERdYkd9y9KQSX0V|o^W+tgc!=UArX1^;9MZ(~?5xiCx5s40ZKBeTk5^kk z5$E4?&53%6)$*)o6W>-kHsVr&8-5i^Lud20{3ko1Uv~Uek+`(~-7WI0=aH7q2~;i7 zxA>smJx2={sDrG1h-ypYavpqG|3?97r+(0C8!g)uio0}DfI#Su= zTwBt)F!fek2G~ve9hJ4)w>l4z^Vlugh{YjU2%H90BRy*0fA8t?4VC;42E19@fnDgo^Ut-9+N< znJ4=;vH|PaJksl(dJ%P+Z;S8Y4Uw}?mPs62!7J-`(9APr^0iocRSd{j zYeyGemVcRGP!{mh4(ZAJ`nfFic6sjSqC5OQZ3TCf=aYy z{TUg0&iag{SEo8bu0Mz(j=1E|9ol#(;_ykoR^ICwYGylS?njOuCywfz4aLi8=&gNQ z?zUWx_2{i7y%wCJY_oDs8xH%!F@CSLn;`2~ApUW@?RQ0}1xxXd*`!^cZBycOx$o9F2!24xK^$Xf|05^!hOFBKiBk?(GFCzh=v+mm!tL2Y&9zB=0;+*K{ zxoDgJ1o}4AiAsu}DUaQPE*%rrvb`X3HLdjihNozyy<77xM?ah_)TE7P2)v$U-NXef5W|yE5|)ur#)nU3*O2(UXWb7aTlnlx)Hg4!sqbowE2MR zxug}G^*YOf+H%VA%)aMvby1i5A5cYm9{sfLk4seLz@En;O-VCV>j;sm)!{$w@wYxj zE5|_X;~A(I5`1(XmxetMF9pOKQG$lji)~%D|0^ESZ}pw3uM=vaB*6?lvp;XI_#nsi zNF0!GyfofXlG?3;3s@+QbDT2$@^4VYnTs;x*5ntnrr`1|M2v6bMP zSB!>yHD9(AQjOnajySwWyUl3lLr>K+lwCUd zn=YeW51^h+eAz_H!Fua*w|4v(SJ`y0;yFF=ZTJMl{w@};-cI`-kC+s*g~=qG+Gl@z zzbyZs9&GO5+!pXdQuQACYkiQo-pQxe576Nra6Zy)AzW3dI2ax+vcab&&aOs9O|N%? z-1SP-$>|nb8_>Ro%x9234zHJE{rru(%+*w@1#gA6`yk|N9~6nD=Ci>?C5lbQB+gy8 znYUosyc!HSir=TE#ohb`Atwm6UqyD$*3z!WVNbPRnWRZY#+rq;(aT#fyVF9j?9*oxu$;V zrUPKaxq|3u0e&9Gg?2vv+fu-1lO8*y?=e(Rg*TZq~r3%jcq)2;_#&lGY9Cu#1S;EI<|@^R#B zWySsQZU&Jv80o+|-ZGg&r^vYPsT7lVD@xK)8J!=!7@zngDnv_rul;)*&_8Tt?Sqx~ z!&dHA`%fz^58Y`#HRmc5GM`#a<&wU1T&}gfBdh)$?)*s~vIZQtSO%Wt(nb2&*;;k& z^m7YIYPwFF9a@=%^Oq2wDmZ4=sb$Qq-!s)&YrT0=)TQ!@F zStuvyaD}9`V7-rdBq{4j@tub#CyUaZFTkKvixRc{U1oicEdYA~@!Rl%?xbaAp)%cj ztGTtIcMpK-fPM%%hjLfP%7YGRGNaVczH`+mnPU|rBZiI*06T#(NLJEj=$r(3(BYD1 zw}gLcckBKdjOPk>tD|;1O2B2GaMXs)ZZ|$9$9$w$M7W)n*ciyV*NgW8okQZQdU|>l zp)T@m1fBcu)^tGc6%{f$q{k1E)~ElJe2K%Ie{izib-U~T>Wci|&+RItQFqHeNZzd#ZxeezX*2yYmUcvYG^UQcG9|Jv8|Kcdz{uK$Rht937|<&nAsOwz<6@2}-~ z!PD_m*@^*E|LlrlL8Bi()K*yDd0gI7Ih#v*dg88KpIv_MJ)Y^b=`Px8`5D~G&a)SZ zcML3vr*V%bnG~@|KzgCy*v_`zV8h!cj0c-vH2Rxs2ITu{I}|Uca!TYF&m(=%O**ON zgZB~{{gc?`!>2|qgkW!tsF)p-_uA3M0}%%;iV-eO5_c-cR~=R5^YrZ&3%gsfxP7mJ-GzaQii&}qnAnZof!*ER-Q9}a zij9GypuWS8-RFB}XP(!;?)?YP@tn{3?Ck99)XoEkcGdUSZ~oyZ*j#>9o&8n%Y4ntN zYGj)z%i4`z+Y;$LhaWr*-Ua8b_OCCZ8O^R%owOYu#eCRFzRFd+RicwQYwN`)%f`a| z7T@k4q?@A_4P{2h#X0aN9(%WyfAji=a%Nl2JTSD%S8v^t=cwUcK9*z|J4n@0O^$p} z?&@sXw7z?PzU=u!HJDdU%rA6Te~iTt@X;EyJ)J_b*EzQEO)D24+bHj0BVX*=qbh#! zfG;iky-TTAfv61hOHF${^q=%yEq%N1t}hkOZhNiN%gyB`l&oh@py%M1hXTrsKttp5yAchg>Zs>dHZ+=C92y2VeDA*x{-M?ln+`j0IL83p&@cu< z!&)D+Jd@Y0%3g$qR#!Wj)o0Y%{k;{LT(s*<=H{mZ^~xt*;92&$L+!O}nvT&i7(HF= z;D^n8F{HubH>&KTulMuWdrHq&INcrwpgj7dg|({aMYY`M>aY83Z4vqRLC!O($=Uq# z*5DRN)4%Lo?1h`hi%!K}+)C&a)ux6V@{ga3t4O`k5xo(zKTQo%QLIP9xf{v=V5z(+;=!S;=P&?8JVfT$2xwxJ&nB~I- z%Pr}vnj@kUo5jWLQG4H4{!=X*O4X>ASiqs(<952=%V&f4S9u z-*mcp%w{l4q1)L(>7|FPqxUxW@~dl4ZPd$Yn6=$=n3s+G)%jX+$?TZ>4-VE8FVpX2{d=~RcY)5AECy%7&sL_c`DY!T~ z*?Qnmn;MtLsuri>nw-sdhR4(Mk1K(>ui35NztTBImuE3M7JaujI*El7Z|mcj=>*epI~?UXI=D>bay*muh@EN4}c6y5l8#>z-Nl4Cch{@LeeP5+DCz zFpaJ*yV=k78n-LoD@E(wK5Y8(JNt6IpnS|a7!c?+ahxQtV{+^^S9_RO(+~T*sEKOs z-CoY$(r9&6Jr6TA%m;i|{Ay2mXjR3L^8sCLF9YmOy{6-rae+OHcGOpxSJ1@@In-y^i9*>=_q7 zw%XeJQAE(QHLC30e!APo|JD5t-~{N<$vx}Va(Pwh(1%0oVw)3Cz00@&|Gy|Ehdjut zVe2DG>V@PFAP@K{bI?7hIC|tQt{#-;*X`$ZOLH=g_wmHA+qKT=b%=z5$?5cUu=hXM z+ik9XAh|W|o$jrAM<^bqTd&J)_bsTa=V3Mvg%3z}JnQ)n_GXi-=l<+%J)q5_w;NTx z&zG@#=Jk#AWM3W%h7GdZ?edRPYjwE#iR6G)`^rXrTA;EYTGaFHuz|WGqvrJW@~Ip$ zYN!;xYB5D3&F<>{oQPYCFP+Y+rbEswNV_9-hvRxtZ98~wWvCF^;~%oO8yzn8?!!*H z?|u~;t_CNM@AQ42Vw!G4=B|xiKF|CEXa0k}!{X``a`k4*hCP21`C7@reviI5@#lby zdYA2Pc)GFu!<(K`b#!c|#pMP+!VuQ%bY4>EZ?Jp!vvSY$Zrg5wQ0Dca6zy5dXepQhz;Y-^UWcxj;cB$nPznLS0DU}?k&IT?HiSSNPz}# zy;|wX{yco*=WxT|aZ>hbN<`?r$;H|G&@!Dq%>3n0ONL&dzb|)r)m_g={;>camY=S@ zQIgkD9E-{7;)>_lsBQiBRePr1wrf%!KHRgq?rr-!5Db2qH(C?8Dti&xx;lk?wazBv ztU*6fbTZKtvTWP^OYchQIXZhGo%6%6s<#xq%3Y5AadGKkoZYbO^QkYYu`k(l@w~6S zvg@VNJ}d?o^LMv)^2F-s4SXZV#q_U+uK)4s&|US&9-MfxZS4no>73Y-Ta_UJv;M)} z;Q9>mqb~*aoFmOe-ReJ!e(0^o{wRF2*1zW1VN!8)WN){)I-isF?SovA!DLL`(*)5A z*W}PmW9IGV<+JtB;E9sHYV1Wm2R@nL+U$KqSWbJ5FRxV1Y4T{_`Yw-kd+N5soBpS7 zpKaA+FJdc$tD6+kw%XjQN%ZL(O6_4!*cG2cpLMHNLExjsY>t;smQGaJOCQbE!AZ|0 zo%^4AM;=^R+ZTLOCkG6;(8++`1t;xX-X)Wz@O3ob;qp&&`SpsLxo7ih^|p$({oWrG zmPXG*uF=uU=S}diMAGc2(wDcDtG{;ax8uXnBspKHCVx_)q^Dj7>Aesx31dmqJb3u{ zAF?-CUH!F-KI>v_38JpVtQ{M zR>6H$uhvejK}RJo->AC!*-7ZWVF{+Ju8>_^sY z@;Ks;F8e+qUOwxeC0(bd_JY09)e~W-)twQ#VwIZ5taf$mnY@=g^vr#G5dEeKOTPR= z^kz>N&&I4b=g3a~@5D{>FIIQ!-x%F-ZztfvQiBUUBlJWs+#HwRRn=QG-CXDqiOQER zs=cs=O)s!**wxD?XEB@Z=jcRqVsZ5sey$!I@cYM^Jw9pNx9`aqlqh3Rd(U=T?Y&1| zzPB^rdVjr}_9MJdJz1^CcBwczeuBm2uV#9FZ?)&;;fv~_9WprjaLzlrkDD8TllCJx z<-d}!W{0bXXxlSf-}{wWOO^PFW;Ykzl z6aw4suPQZPy{%+q>*^7cp{K%qgHOLz-JG{Ck391Ep&Ol~fk!{Diw)6@3Y2=bkWCA!pYV{h_d1GWFuFRUvv=6qJ=6AlRAlcq@5PWc z?%DOyuvOu)Tj@(RO8kSp&0%+Oi%WQf+t8DFzo}1~4;O58aB+3L;zKA*j>?wc-GzU! zH``p@pcB>b{MTP?uBirpjLq!Z__m&hyd9>;FR(WV{Rexi&DB}t>aE>}9!npg$UdY; z`SwkGJ@xed85qoNfieGNZ*cW(<=Onq;m{3agn62buinlrq-QV_z!>lkSGHgKhwP08 zn~VD_wl0jRU)`5{s-;oYh1uO|==B%*LJ#%V?$68VnS0@;nJg|&BBzatn0w(f8D8W# za$xh|zq%gs%-B!-bm$fR57`@R4j1=P7rEapU~%^drEqoT`QyfQf8^AwKRkygKMlPL zjh5`yt5*2;Mpw6Xd8R&GFKeS1<y`rOE#f_BNZ@#W`4ej#6K$*Cr;XMEeiTN3POiziy0|Pxd5rCrI|H+6y1e z?&^GqebKRD&CFzyMWb{3YSh$yWH@=0m(Q7<58vzAOF`b~>JL^#J>1;;+s_Yb>7ha4 zf}el?O`;c?q=vX~vN`6hWUq5*&30G&32T2{kBm8gP^Eu<^VT6VTk5`a^WOktM8;mN z`w#jKqrt^4X4s$~cN2Ked#&^qdCc8>F>15!bkadEmiI-!9@-2SRq@5U6O+xw5B0*= z@4kDeq559Qt;_9E1xKFO3(6b8Wp(e){9$^hR$Nw4wsLK?Ic($Lv;8aHQT^lY4>K(} z6s>pDW}gWYyDGojBFXFMy~*X%bFO+n{9ULuVc%@#u8k9>=v`I?;R~KeldacEJnZu9<~@GBQqnnYPn$Lw_GPecL!&PwGXGBRUry?ddTND-Y;|=G**<5d?}qYf z-N$WALht1%8t9$c$q-uYvyT6l?5&=z_V4{pehAnWeqBAb{r?Utv+IXdPj#w84|~2K zpJ>@;p`-bBqpKU!_D=tN?o#v_mHvU*t==vQi2eKz|2e(Y;3R*G|LdRcAIz?PL9lnN zrP8oV>(u);eVR{)-}TjfF}4rBmb1mu_Mv>Wq^iDXCw2Lk;`iR#UF3JavtN}Sof%yw z7w$Ad=R-v;;AwV~lv79P9a}kQ&()gam!n|N!R_IS(V6o1-HOcLBK2|#pNB$!&hBgL zq{&nTFUT8Q{bZ@g^Lccz4sxYkJq!GYAdGOxf9vVIAHJ!6Ldcx=*Iyjb9oSU}9(hjxlSP~TqeI_pa&^%ypyaFxVg1x6 zs#Dymeh$9iqgQ-b3c0jRF9^8pc+ySkHiTG;7R##(C4ZOWHRlbcLgrziRwQ0`p!^<`%%devTv<{aq1 zcdg_j_I8Z^eC)&;B_Fc?m0v`deq?nT0>gwy(l?co*HL?T;_2c#f5+mM4+DaKsD<+7 z>;K-WutYDXaBG5>kMCdW?|-m2c)B_XTRkT7ZJXt{)o*2I`0HzUyIwD+@E+Xb-AhB0 zNcO7c$jL>n9tP2IQI=xsz0~hpxy?*H#cf*`y$rG!JWoyZq+C5cwHI#(puNSlYG35p zmR2zxKd1&L<)RWBuXNRI&RGgc*ftN7`AX62sJ+?Y>Y`OLzd=z&-+fbW+DwNZe%X{k zZ-Dt`=nt{Izq(IP_QFN8xOy~Z==a}$-#@;xM9D>6&AcmJ�t&#y$}w6h_qUdgmXq zw;NpDeE+0Rv*(S65WUav=W5ptN%h?0nvSX@5AC1&Qdy(K;?-7Qn9m0mLHuwFKy%o0dMwOMdc zYQ4^xwYuE5_p^BSJ~Wfm$?wg5^)UFguG;?|@8xqkszL)j#Swl2%z|*O!A#cL;NP!a zxbh8Bx2JcHovQypPjSk_qvlcv{c>jq&j)mAawJMod$&~?9SzI8){6>D#`dnypL<`A zyigpIt4F0>opSJM=Hs8$7KJ6=4aN@ospp}UgsZCS%2}24$cwAW?CIiaVfB)a&pcfB zLnYtxZqkYU?RpMcVMv8st+i5nP_AmdAa8Z`dvg0O>mUD*Ly0SbR^Fy*%RYz2;jIJJk;(2Lcm!DT-zvP3ynQ(q~ z)45Bc^-|x-;L$@yZ_fvM=4$_PT#G-Wf@j=Qeftq1l|~Qkq<3i7L7lnMw1+h$ zc^$nmxqRkQ$MKIh<$e1{$-bU>vFnx3>JU9+Ulcx7UbcSre;ryA49;<_n_%CUx6kaX zpS~*fp3J`vKRi%SH;WegGWAgS^8Np?Iq)*o#qX*ypIe+{F z?g`!F#fz6LURFp0=A1I;n6vi4fBf$^d_?S@pupaJyY^`n*sqmmNpba>O>uAb>ec!W zXc?p?Hnu5#Q+iCXYAAohM;wNKGC(j;|9@E`XP`jHFEy?+!Xg=EktpzY_=utLS)l)Q z%sHcUUJaiAvZh*AAJcIpU{UOzao_K921*1wy!!X4rIHQ?`oRN1GZR@?NpR_ ztSWM8!$<5&$TG5uzI$gzoxri)bEe`j8Pvp@TKOA3qE8|o$Vx=yHPFjvUU%~exiXC7 znHb}Ul%&J_zihTMp8)uJLW$RTI!hcZp$`g}e(-&KHQUmraj+rZCUQtOX4uL~2Jn}#I> zUg!Tx&(4Grz$Xl{zMI~R7g3|MERaJqZa4$Y1X)k;o)MqFIx?i=fjp@a4Fn}><(&w9 zZSOzJctZh_N)(rNb0#zqdY!|3#w?Vg#v+=Qo+V_1S4QgTSO`-A*VO%yiWiYj1|G;W zu9ei8Q4k!n&;;9cR+bv>a_8Gs95dz;It`zAnz%pBV7W4^MCTP8k&w4gdv-py{$}5v zm|xhqjF^u+W~R6&aLx-m1zVQLmi(jKdrYWmCJZFDOmyuz<7|Rg8BrBeXy0VUTb4L8 z#*u^|=c;a58AusEO<%c^ln@3w!2?;$aa}RajK)Gg&B#QdPb5%mjZglDj~EGVjq{cX zQOCVDa)xORPkovU$rU7FFrRXO>I@?mW;Dh%Q#%7qgL6M?OU?y6&>tNj&$uj$Gtf>r z9phUhSYg~Nkyt0PDFmp_|N@_ZH-!hEEOrKYhOe3WKu>ivHuA1vtRg)xp$Mw`L@ zzpf-_L1%%5rSEt1m;}Ot&Q=5iiG_(FEY3JXAT;|kzv&ZsE8-Y9Ou-R?CSraCinum= zz4J0q#LJpp6tfY_vRmTXvYqK*u_%SbJaa+m;Rz2osuA921fUBW`fK zGma7JEq6*x-N@tAD1mWA^~GW!`g008B&s!@sfE&*Pm+=tM<}#-VC~E&08-(zzV%Bk z`CtK^P;i8R4Cc6pht5Dzfl$QDn?f^+*ohfY3KJ3niW`aK3=^+6oQu@;v-0P{+Y`fx zjTcW#oN*F^+nKK0CG;xgKN}sb;K+3u=zTaBT#vQ6PobBj{{ihcU_t^2x+BOLI|z)< znJ4L7KLd;`kU>1Jbza&z2!hJkvwBDo;VrY8SRjWdP3wGzL$+vHTP@FobtqB+60&y0 z%|CM{6bV~@rh!qL5{tKfhZz$RTOap~%o%11R8qY+Ki(--5!2~m!7$=z7!Bmi?}ejr zdt!Rjhw$Hy6}Ms>?P!pwwIs}zTDEG!Bq?Xi=Z%6RcHS7*!|A-PTW}Xf?cJD*U)LHN z<|9lrxOl3!FdS^FS4DU2nHc8N&W>?p%o^8i;ml_sv=r99`czAvVVt}Uj3Ycn12sXu z(388a{QfjjK3ESQD>za90n3KJu{<3uw{vor`K{-n9vmkM-Z|a<%;5t>pS z6B0nwldc1?__OKfb;78c6)=qSr>F+?fOh*a#*5lLhS!y}BF2$)MCHwSU18uT-ia15!j7=m-x4bwZM&P6N*LrJe<& zq>Qkvhg8Lkgk`ilNc3|Bl6kN0f7S`=%T&WSV)JdDagV*6SC#{c0l!uk?J8G>3H?-n z#La4odpzTe^BIZ(J-Qz)&M$0tbxcTxVWuRS$~Q%Zb~q&YU_rlBaHJiw)4XzQ{d(ukk)3#;m31*83FM%s^(#ai$u^D}Atj9& zwe?|v4A8qsbO_Qg?jgfl@{IDowtvhepLWo-ZPx}p!I9No@8(+%HL<$b!RMIn&5#F>6jWLio`L?*hpw62XGzR9OF6|a0WsPyJDLBFs*=VNW1>iit zT%sY5Go=aUBXI2WoIUOA<#Ybez6gF@wfr!S?7E8kvZ?dBcEh~OW`|~L1A?(KCU1&y zgfbd!R$^kCLXxuKoz~s=xX!~dv)=tYj86`YZH5`iYdWq0*Lh`6!DTGg z<#aM$LRFe$9I-Nki3DcTLDCtd8L&DX<(hPA+iq|ZnzN-ba{%w+dd^LYVzx5PL?(5ATOT+R!-2%cWv zy|wd60pW#3D>!0dW&;hSvq7XdxL|2*Y%d1d*9sF7Ko&Et|K@;e`n%`b_x#ER1YjU} zP1B@KHYg^(Hoi!~uguyS~US$&Nw4hK|XKh z_lG>8ZEaXWHXAMepMdB-u?nfGK$w8KEslc9;Y z3}8Oettx$;C-g?a5u&y^=OVAA2|D4!0ftZj0veSj-075Mf&hg_31-55# zVAdarsC+>}&8C}lT6OYwz(7JmOpdx2Zb~hIQAwQ1OEhF%=@zHD;{S_ zN6beGh!%m~gP=FGouw6l@M&$)iN!H6PD5YthnBUC(LP6yfwFgIfvjd4zu4D9FzqlW zmMgkVj01wpoysOg3q|veTq(Xszwk7l0GBt zJbeY{BTw3=T2CBaS(4ruM~cWZ?j@`9%5p*`rAWNJt)vp+Jv*fU3C{tV;#6fU0)$Sa z7*m*+(8xY4A+XgXbMX-F#eMCozT|-_^kso;;v1~aE9(VLV`%1$T5}A}Gsf%30>yog z(;22I>{!x+k0$W~I;6nJXn}g?4Il_U5xGe78}N<|?9bA%80e1u0yn=-&5gTw0oezz zKt?NL{RbH1V$#5nkHvV3v{DY9h7L(Qxq7-wD?I zd<@iQAPeMxj~}brSQPx&D~_Tyct)l{ERYG1RG@*q;G9MJpf7*?=Yo7zfW(b&r#E#V z_`?@gyr{x&+LpmAA&Z#j1Fzbsxe48JQAH7`zgATO{>5UPL8^vOs1~ zNL54$VQGuMBpbs6z2ku_CR!A-L#1Nxq6#AZ%bMb<1F$x0-r8dxK9Vek^)_Lnh&2PZR zH9N!+OtYVbX<_w;rl0-cIaBb2?kPYb$TQIm>jZxFkmUYo8pVGSitTuCCM5l8nkSe6 zh2ZF3>9qGMc;g!ZO=lcg2&Mx12<_C-HI}}V3WNoe9?~MtIP#WuP?fF+74GDI@25*3 zOz0{PWTa*&FW}4%wrTM_#+f{hC1jvAs*7+3egD?SQ*IbuSk3V)j!}$HcUHwx02I?L zsg{w!K*=ZYKvqw3R*j&Gg~xY96Dt4P`ZGL`#Y)3zf6$@CzM*A!QIDO78A%@IQe$|_C5IAZUOMjCje0drRW#7V8Q4g zlm{}>&G!X^9}#f^P09LC)I+DRgrFCaT&`VuK-Y1Sc!{NmFd^@$7)aP5GcBEXfP{A0 zw%?FASVF%P9BJ^))FY}o6TTqvwAFSVXzw&kNC24(aSvdf)jA5g09Lol^<4ttmGzsB zfrQ0p-UiJFr}0Ryc6s=7W}1O<1R;x&))#CL2{nsJtG(&LBKpDuS*^6e```wsj{LS3C2Zpqm!5cIASr?Jr_ zkkQ$SL;0n>=Yb63Yk|(Ye+WW`$aXOvV3y;-X^4k+f5RNiNCtVd_L=}%F4BBR)1N2Q zc`n8gyKgnn7gWih$6<+aa%mo@XebM0W<33zkY|4PtZ<|R!Yd0`fJC%tq?v-dkhVLA3Y^aZnaor~=^$DhV!5tWP4UVKEWkiw z&m1&dw1SgXXJptlDIu)Z&lDW7XLd2G-FanOpgb6KM$P!{Y&aZ+Ko9{{e zk-RBtwFu+Ljslw1O$|w+OhfwWBzJNw#yB!bL|vI|aPBj#UZ%M+SU~p_93dcwnKtOg zHa30P^mG|7pwK0lkk;5lJqNg`R~ZWLlsK4B0GcrD=>}_5e#Z1odC_C-zIPVq|bR-r(VedS(yTUEodE`yCcsL34~X6Q2`PW1AIhA zy*y5V{g^PNqvq{lQBPRK5`wQ7k(D*-2G>~{dqrN<)mLL6p^fl9StYc&Bjl^|j>^g7 zBwmAY#4)qdMxrpt#BVrrT*qrXuHc9*gK`&1S09Ik-Kg2vlP5G{EhZ!u=AZ&<3ylf) zTV#xsI9SqU*I^t%$ilQ|mxf2Pqi1K;!h5{+F$$2lgUoRwshkb$8L;>xFZI>(Xc%YT zdX|uZ8noD#IDrGc>U1CX-+*z%j=`vTb>~NRhRjY_^=DE*n2%*6#u0)x&~BUc5D8Vi zluWAyV?lpWaHOE&jgd-d3J@xGBSS}?(6&uHA?luI1iva-p?O+VjtO<&jB%v(VBVTE z2c7o%UR1}^E53yV0w0#FtN|Rdd^6WBgTw;kpuJUq#FoK>P*p;|z?^vx|M^8q2(N7Q zR+bP<=pv{7I;^a)&la82+HM;Q1kbJsqxlec3{SOc0&f@dZ^uBwjWN=aP!x1(t~2e{ zc`p4_!4Z3AveRI(E8MOHLW9alQDYG;-GK=SAfuUf6f}dVv!+)Q?bu_W7CTuW@P|me za0AY3ss{rW@gmB;3j>MGchD~XJa9a`JNGIiz5FcF?}Wd@N8D9##Cav&$4+qb)~2n1 zKAb0khL4!D8?zA`#*~!L0#3FQPrmZ2^4-JZ(EhR2(05*LO6~L#2a7rVUW_C6%QJ4Q zv9o!t4rb_jqV78O{u&PiICUS($U;Nl>~Ph;NIk$!;^39l z-p}Hg%(U*h1yuUv^}tj-P>KUAkkL$^CclNlI<;%1a}o%z?5qML_TEHe@)_U>`;MFI z!{dxOhzSWzWS)1_Ug704v|(#BKm0#ktau3Hh`qPLqXX40wuWxTYBfi%=MR0n!z>Vt zk0FNI4qE-Q$#|`E154?>l0>TR`c>?2zg*mJ=ckT~G#jM*FP2qvw^FU@R zZDjR_XsYeivAKDm^(R?IHZ!$oi@<{|Ga-DB6g6I2$5Sj2wAK=>&H>sOG3TaE_Pp?E z7RY9xZ+l|XF-uN8&`IaNQh;PShKgtb7?9x$v!9V7!kfS13??Kt-%Lw^jlnYJXIWMES?^vd4txpJxd{YYQoHzW_qnlI+&{Bru_77ch_@1S?Zb>@s-%GNk{xoM(=5E57l9o^=WH5tbUhext6d zJ~VlMOl7>q+lUzbQ6yfC*b7)LD30E0wTLM5OUSSu=(R^G-N zc2NNmITRc98g_s^JG*x2cV2_WUu6k_6(SN^1c&U~%`FZ1mDRY$0zn4=Q6Ur5-YRbR z(ww(vNw4!jRvJ!q0}*wfI-$K}ghg~(0g@u32{bF*L6e*O%**49x`7D^GX%p8)GfOL zI5Q5t2$KuLo_YD37)REXRFp4pZ)`2y5`DqxKW`{TK@l2cgR`Lm&4Q!4aK-N(a#{GO z9=L_+h@(m;HYA4hVwt?T-Q=pUM)$vsVFVw$C2q*3vuC~oj@aDlR|-o$c)P53FpxN6 z4(gb<8|URyy;1l*NeJV7Rd56$rn53JIQRkACQRjVwuNCn0>={f6&UAr4TNj;^VCqC zVp)&7EDi)5wlD*Df!@?UvnSx5dyN>=o{Wd&=&RCoL}eNLf``y2xcmgTkIIzVt+rLwDVh5;2{Rm zZZYD$u7H)T8~J3h#K9|jrr>BRqy3O+Av=)#(I2g)1p_U6gb7Ij$1!mu)iKE-?l43ykdYc?7ppaf-`ROWFSJ;OL+>zTPawIKqEU$*Lfe(Tde$2elg z>?Z0_-G^h};q;Rsk`Na3H6F-jqR0Nw1ZZk`IHD=fXzB}=k-?L;eiYgOzQ>=DI_1{7 zFIgb?rWm=Q+XEy2N|QFprQtnG{fY;o8Q8(#GVHOZ(DCxl^EgJPLBa@1J+)L=Y$w(K z5~oIJqI6Mg*Gs;J&-kSIg3j`gbBrUiI za=CM!CcVNh?IaIm^Q4JN3v^Tm<(+v@0^v;?`4%&h9o4k((iikPUBD#mDL58Uxpx>x z91t6H5UD3N0PfetS5l_q3H{-Ltn`h$1LEIuxqjc2IGE6Z_bef3t0aW(!RGf}JyqxF zQ}72C$ZDt2UCqt#%FHK4Ql63RBMSs2CBmp%S7)DbJ2I>{T0zr2!aXy=mf=41dSLoz*JU?R~5tkXL z)7ThN1QRzG)!xxy34Ks-goK!x;`_li=1kd3rwxAn7tBX!HS`Y=+ZYL{!6T= z=y>yO+I5e2et9J3BLxJb8`NXJ4K9y2`)*#9gfLLRcNPe`e2HaD105s>yhDmgAiT0% zKQNGxkckGabpdC8>+DZ?clbV!W2QJc;8pRe{Yj&EK69fmA7NnO)8wjvdV-tpzrdh* zAb4HAKQWGU^J%zgga=(cbAC)LH4zIs{V$9o4Yh;1jK$$W#)J)*C(4Ckpldvkk(sGh z9dtUk*+UyVhF3N<8Z#0rGt$0~Jz(*luPCPVk6=P|Vla+anU$%L$J)i6@f-#Dm8Ja6 z0y%7Sc-=d2&+G0evWEvc#{(Ie=eLO=PhEJ#!3O-Mh5X?eF#*G9SXzqfZ;SFkRsZrp zHd+k|9^vIvy>&u3pk%txk9t;BxJhnVxWz3y^}gHK1lL>Na1$YP=OySuTK-zk)+CsakTf$AYc<4*J*u5t zDJ6t=tXooyBVt7(Ed$<$tE^Mm9y)JtJ(6J@u`u{zDhbN7LqGL^=5^hxR1b!WWE_ zKPAQyN^PdmbW?c#@UG3_Up${D3XVtp2aSSa;O*3a zZeOcN_Y7x0ny1D%LKUg|S^}~S&+8Z0c^;D04Z{dJb`wo9&V|cTj~DYmS9l<+nVKOVF!=2UT^_{i;^g$0k=T1?Y<~u5U7mV!=|>)? zRtAhCI(|$v0Imw}RceN8FT&#_cgHxwoG}k^DueMT*?7`liG#Q7jDjQ0nT^K3h2eof zQe(|Zyrjow#DoNpm2nu~ffZU@cFR}^gimYbOc+Q8L9`dr9VGp_Pyh5hPW;RmM@pJn zvxktVE;aU}m&CymI;`M`g_#XBtK$w5D&YA+8|jLH24}&9GzrnW^?7U(rM5{Y+$^1y z1!DRmLLn75?VW!beq~WSj?qlZLG8gXp1<^6>s-cLwmTapBn-a8MB?Z#pp0#UR_lB= zsCRaZBbAYvva%4~;q<+~U_7tY#vCk=jTvC)29Fe@%VpCVHt@|C&&rYGSXX z^MYb?PL_~~hGkpeDm!%M^m=~Fy5?eWAdn`xm=M^q>%ThGl0bN29=S1)+%j6YEd>H< zJ^55IDQS%JTEP)pW~7q>)AfQ6_5JqR#q(K}2lEm3%to8&y&&R9lXjU-y{t`Mj3XU< zI;ZCu1PbmguTA6moEOYpUB`=0?q&706YLi39&&Y~( zl1Ly-=!^m+2w7=x_p=*(UOD5lixLN)veCscAt4~@n12Qr=F^z0x%lj2`4SjLx-j$& z@Grio_Lszbgq)!pfyAt-fzXM!rW7`VU)M;P*$^#jg&hFTmeAZ(-Gs=}= zM%xW6BZHM1#y~i%{;h_s;(>Y^Ss)9bdZa+8vN~|LUfq;elQkyP$%28z9c`vh zUTQ-dLG2;_+LIT2S_@e*j<`DL9ISoNKr+M_JxlHwrt?gJk%yj6W84T={g?L>>q_}x zoFz6)M=Z-gizPAhVP=d++8Bw0H@<}(ROC{2-#O6FM}NTZUKWSB3?G zPrH$b!yhsq7q^_yIUAY0Fp$iA&@0*(Zq}R?*F2Mi@ZR50aD)ySXi_imFF;2>I7)Pey=qDs@ zK#3#A$LCsx32)e01xM&KwBnPUp9(iet;-9w>;MKDTOJbChvOpGQynPgSLzj=fDkb+GGdj)#nM|~A*#?ZBEOV>I z0}ZdlGh&9BbB`8U6D(#_wlWK3GcYX#kg>-_4iFu<-w$#+9egVp zd7S-KFd>oCG1IRGrH8a&-43I*c2T^r0aY=M&>}0-r_~s=DA~iiCwWoZs_{S$`gZ0w zv}AWVeLe#Z6v+dbnaLqZAbdGg{z7LSXh(IHk>06SwOkt3qE8Bt@IIN&81GG9K3Tqv(Wy;sti=<8 z$7Sj@v=3zcJiqCYB!tzdb8Qv~8Z-&eL146W+#Id#7y}il!vev>b^`PY4w`rFnVNaT zB6`gO*{PWw1h(kOq-lNlm94DH5;8Fp_eVqaG-}DyB=W@Km9_C`ALr zMPaIV`gqMYNg%vsEgE1TaaA+3IMadqIdOZ&n-T{LD0@SUqq(1|PTvP_IJ0|LLJ5QE zgefr68>S|94D45xpT%GDICFe49hqRHPo%Se^=S07N@|IN709;{#*rHai5+!ePoOIK zVQP4G34|Axp)m%ME)i{9Z`9t)$Cl?*S{~<`f+OxArs;SR)VLO(nXG*)8!v2X6U;{} z4BAjg!pZ}}py>n0Xk)PO!s_~AAhBZ(`tr^Poa)OX&ubIBF`-mVF^<$|2b~_Vqa#dK zN&8kOpt_&{2?;Sxo)f@1kN6eu$(mdd|De8?&m-F^*Irret3m zy!@Y`br$k@okac^Nb~Zk5dtSR>&|vM?@5m;ICAS9v_c*LI`pt(m2LdWhPJ?jB#@bY zpDQ-86V*{JZ7?BW@8P33s$IMS?FiQzTypRW>(LhDNKwPk zToq_eH#i-imObVdR-zpS635j+W8j;x_gVcWed7teQ*ZUgWO=tQi*@@gbH@RIFb?FmF4V=frJv-=`HOKiIjl3dmi#zc2B{Pi4@ui*#X?4%{Oy?;`xMj!F+_I zA-Y!&hYb=k*$aQI!1HO;72^oQXr*=A7DK@d-Kp9_^1<&(GjwBdNNzdy*`@vKPc2Bq z`g2)95osLncEbd;Ul)bED+RP)PtG?a$YMQ z)YQqsMe;Z{1HD&MLnnfJ?q^kbo!-$86B73`^D)M5;4FrX`uSaMJ(f^Ve~cqUZTFqpXHumrT(MQc3U^7{c;ifwaBpod1tRpavTo)tg+F)Pj zr%3dS2MXhX%uJuo#))1&FPpmeylm0u%XK6S=o92xo2yy9Lkt`(v^v}Pa7CuIo6k;avF3fAZhIE@Nv zH#9yOXL%g@34+dWGNRt)iIgW5(-}Pu(~&2GX5Y@k_1t3O?Owb^tS}zqh?8NX7BK?+ z@g?;p`tW?>O~5$fz}slSwgBXT2WIY-O>P%HsfQFCc~Y6YfH%lF^6ILZk`R{j;E9-! z^c0C98wl}AI*$FpwKMb>O4$Ho-!ICOy2|#NHdh1&u@L5`4~qm%weZ}*t;On)nH1K)I3ni1uPJh ze2ESPgHK+(#pEY)%dn`==>S0pt)8<$xDkJ+NuiC3!J;0w5Hpf4FrAv$4RV1yJYH(e zrkGIGMHokj$PNSXRYIdc)+Mv2)@fx(yqE=YFdt+Z2*>P&b!;CgBD}H_3XnKv%!{J+ zkTaXTVThJ?#dqt7C76(mTF4b$dz_cg(LxEdrd3SGdntwy0%B?#esBXFwGSUCRS4t! zQgFl#WME#)fNK_*_?(WXxMvyWBMd&%LmLWL^!f;o2U5&<34|r|MFEmwFRe%n2A|>X+>|$YNpD?=2??LUN`2{m zz~}7qT3Vk6=F@Ez#*utzHZT)BmPxS2T9)VIu^Qt@Nz-Tb1K_H^TP$J*kMml=5j$_8 zCpA4Bu-@Nu?d5S+uEBi70W(l%+77YL_P!&v&z4~Mv|fvGWb8vL z>oAUxkI_yytR%dx?vtWKdATsG(vNr`i-A6~jE0vEQwxUg=EIhS>oFrCAuG)%uUzfr zQ}ooDWjvwg8!(Poncb5<91NCpb(iO&hW2k9?O(7w8emsM{wMiKHcGnu7?phBg4 z4%W#mrP;y)8JYJ)XTd54Y+BNi-?2+P5NHtbsZMl)_KY%j_e%lc!!dCyW+Vi}e7(RO zT&k6W3$>GkFiwqa7)R!lX}@Y62snH`|J51llVm%_kw(Ztzv%N7cK*WF1s5bCe65~T zfV6u|-TL3lAPd}YcpF}$hwotdSeXn=2zXSPwv=5j`CuLL-pK+%NrHr$MAH`_vC>|V3=sL|xcf(Y#*FvfV?V}`xh0bFXx|H7OC)PH zlo!t{9>z|)OJ4+e`TW`E;m6~wIDqL0{b44v$9^p>X@zgMtUtL9VH}}94rcW03$W2WqIy^5fgbQcCQs@IZ3R#I@zOxe;lvw1|1f4GR%WCj zRCWlTdn7Hb(>3dN1mlPUZ>A3LNH`dc4=!ECOFH9Gj3ZAN%`Ys2^3nF~NBc_w;dR|m za0DMCeOtQ{>SDI7dyh*Tykpaj@qBEwtvDl`u-zHvXvt(usP1tLB$IE{ohk^X?84b9 zI-dkec>?1Il{QlUt~KN&r`5|%l!P!)>9aaO)RDdkn)smHWH;$8 z;FU!wKw@P!`UWx21PFS+CEUv&)t%>9LNLKxy;OfdKFH(ARBgf;URcn17RSg;CR+qH z=;M^BIth2r3m8b8c?+GxatvBR3m%TvVqQ$>gMuS;$i{p{Fb%Bi{K^Vdq=YcghKrbx z05Vz}B$~eiMdQCgSNF-i$A_cyB@85DC=2n*eu4kn%~C|C!K2V+3?oyDv@yLMTw`T( zCe?yfysj4tjyz-_A$99RAZA&%F6~vhE)2Bd3MM3gV6+fPEL{StxFJ_XZFB+F>DE^< zkaQI3sqY0fo80en+2oF4oZQzij<^mj^xD_~*J|aL8+Fnh4|yE;s)H(^T@du{%yLg_ zHo^j$e;xA?0vbsH|KV2J*YX0$Dvhi7IYd4%NfIK|1ejGT&r@Y@YOG z{tBo`q+B~Bl4o?A2eQ~{87U!z;Wz8f({W*D-@=T<-rMNhz9!&PWq3J3o7jj&)bKXO zk*C!`2eG_@SKe7Cj@EgWknRo(WU|tv&}Z2Fzo}at;*ZBw9>~so=jtxhG%v3Uh~Z^D zC5&ZcgNNs;K4t~Syw-;OT6zhek2-fTko51VB`N_cyZKbr z!VCr@vDGO+tMA<{r)6O!ELBv2-8dv zCN%63CM4VjD}8Gd0*S>JjXP=Yv$2G{9%CFq$imph1<)A!YtE9F{FePvfW)N;Uy4_C zy8Kx1%r{r=$0sQFJi&wnj)T6?Ed(Cy*Vz-_%B{zjbibz&!zo zJ;N~Kh?!`aZ6_@2-j%G{16@ofLcx(6Pp;_Mli?-O=nliBl<{_LdXDKxg|^X$HU%Nz zn00^udMO?Z)a3;WWM{@0&jH(U+T*R}#b6+hmpqUsoykxGrpZ-mepTmD(;FTLGSfsx zZ=r$Z=>7nmhKMzFSP_wrfN9v-33VHzC(0`A&)3O6tL|NalKqh9s>MAH}9m!TP5x=rK3Xr%qY_v!0 zD~LMXtMRp@4Z?(Gy=MtQ=t4w&ts7*Ra(=K%LRf`-KVTqXJ;b#x>NgLf)@8EGNe8o6&Wu9c`L!rQGe!DTNln|EmUj;|p zhF03)9s}3mi_0fZ@_Y_{!+hj*NW+bNP}*qyvx?3K`vyj09I4V~+Sd08D!#AB&Z@=} zD*YV;33tIni%5|(VT8iNoLY_>t5B4JBM8AKILPgj1-e&ioy_)^&*$v^fe8r-nW>fj z20Iqjsj^NfJ17d{NRN{~l8F7Td!yFjccp;v!b<(bIAUQia*fjIjg_+g)6+UoPRNpFw@NAx+b%s{`0l&X}MvT(0v6* zo-rFOORR$g+>jDawT3KAXnwo|+}9kK*XEUA=5&kt%eA^F#%U5C;|NKcXb(f}*!yQt zWzD(A3v*9^am2z52I>PZg6@nQ)mr_QTZReUP=I7+kqRg=l<2c8c&-gf!#L9tVnQNu z#>~L(0+qH^*{=|z$uRv!M z7$Ikeof_Afkee==>!41EFg6M1BXiT#CT5=mUo3xhTPJ3zloaF0jb}c49|MK0jPtH% zk{gdTD1I^)2&N?wE4>R+rqy02-N0WzM-(8j^H!S4u|i^T?8TQ_1rZY(l$<4GWxi&) zt-Y5|{-G7W%00uX=tzNqWJ!~H9*yCw&gi(PA&>Jz!4YSb=`KAATR+Ru;F^>)=Cdm$ z<|DVB4&r~g!OQ2$gxfj=prBM3N9v-9CMtqKhk7sl)msw6lJ-o^0vRlHih4Tm6)l?+ z*OowdWgitFnK_|K{R6C7_wh}20?iF>JRxRfoyU9mj5ic+#&21tG%S#nKCbHx)~sN~ zQ947?3a7<5LWS(KSnCaW*Ym3`wUPqDl76Y+h%JM1KZ)sM&0-RNo7O0VCA}gYOUO)L zReD2UxBbOnBTpzGJ;o7)Ah084fKZ4tSB~yjkw5jhGGHJPZaAofl0)8g=%a!OB_V95 z?70Rf1BxkW}TH?;elY@1#yDM1Ec7ZD_-%8CTHduF^RlL zXj;3RCs^m5Rjn)-NE{9-q4(h9#q_?QQ))|^6~hQg8|eFnlW^0Y={!?=B#t%cl!7CS z5KT*80atN#NYrR)I`D>#%7*EP4Kvy4tAxw&t;aRn+_dWl169n<0>QT)$q|bI*Q{uX zlG@jeuqwvSfq}%rtTak!1Fgj~PjuEEv|*eh3XW_ortPkM!3O0z^5r6b~E|wK_rEVmWqRi|a7Z z?%XURBYeVC4WxY5!oY%S2X^vjtZyC`$j*3Y-9sP&m!$A+3555|l$QlE(tBeiWK2h1 ze5JLybaCtm1q0RX)A(_adWv$VmjLj$S(rI7nnjhl`Wi->T z;P!&!x+QRjPTtI;0LGEW)kZ_jj?g&}nYWboupcihTmcfXxRH8iGe8;pobTR5?iiNz zs)8&bhml5Po#2Yz(=V+De>~b2Vu4_6B=H#%!JX)}`PhD*QU1a#5X_Jx=WH4zbdEPj zt<$ymR0qgRUHr~a-}qMS)N;uP%X&!>%t$Dafi}#ihLr_>dvQ$SU|IVY#W-T~trqGw zT!wDLVFouX2Zsq|^I(B2v?*d9B$(!AA3dBu9d~#f2My~J!|Ax0A{LRQVyF8nV4Z;XY)XI3kzhh(>}_q8^NzC zv*|s5G`{md4l}hvu_c$5$HHdtBHC@mjAY4$W^~3wI=D~zDLr^cua6Dm$aFBZLbJfp zTkHNyr(El4$2daN@L-svm<~YhZ-ElG)0@e>bZv(U!H0$^X)oO-V5G*+Tb4$Mf} zS6bHeg`C&+QXNdZggTeTIO3?nSVUE+Pc4M%-{d)`rF`M zOdPpFD+1vy%TtyGVk+!8p#ieU$2;Hnk8#A_Lu!clc|9O58`AZz7T9A6WvPIHWL!p@B6h<4WA0aKt5ime zbBo6@(k_j`&?7jjzrU7V#5gl6Vm`ur*y+x@!{JzS^!fu{K=mqN9Cx(X=M@~eFgm~KCv?6p-RW0@Usy;L%ttN^ z#WEsJy@zkwP2~O48i4EsS9l}o4 zz*-nbI-M%Yoo+B^V&i2k>4jZIOKprI_nmYgGzAal>9mc5BpEE7FA9thGmI@J3Y`b` zz0<`uIunYv*1>$lzFTQ9ehBXQA(lqBBq1#2?sYMaIPuIUi%WvD_dJkG ze@K1Cd;;rZ9I-G4XCestK%S~=rGPL_fd&{y3Ytz{Y6JoFTfZvW*Jd%!Qw2wA5H+o- zA$c;@FimGH{E~*4kH9f)#NZt*#fJG_M4{V8W+K zHUvzldJ7CB?lB8}C^cps3@A$SA~8=WaZ8LNwc18QyV&ob?k{=zwG=fbbW#D5RTuj0 z$&#zQe1g0JtP%%HXhbWP5Pa8&T(0|}LYlkMj5Ts)m{7R@3?%ME6K%_T30Kg8n%i`0 z0A4&M)jhYs^PT+GeF`<-Bmrik++O#sdYnVSykbBNA#1Cic&b zg{gQ6+1g?t&BT(7;QO`EbvEamPHHGp!I3&-p{L_MShVgzFLZ4Fj&_)k0AfB%QxpzI z@-81|@(b$~h;hW>FjIHh2>J42z58U5I9L};wZ}MukJU<_M+U*&;ZY!KVt&g$@<4VI z?L(Ljj`?$+f!c>IFr$qfSVj&{3Um-WwCg8tYZ)C3)TJW}1leF>8S6swY-En}H{{ar zF)P{$1IeCDYGK_WgVHTqv^JUy6MCiKNLfQ)uj)7y1QE?DQC25PT-g~DlG@08pz{tC zqzxg3w(z^(rV9&Xw$MbwO{lals`kFH1j5lm-mVx(m_~YBQ^7l_v(G=gl`vS+j}#bj zT$z}xBiuo5`Dbf%u%s7u!*qmzU@`+qFD8b5sF8#7>$F%j@6H0j_)t=@j}HbU@aPPG zsY94i)*dX79pVLb?_&>s>1!V&B@h?`!NvP zU+aJGJg?JL`ePiK)1d|Xld%$7{7|P^Bf$WSBlgVVNhh)dL(KWqEn278dW;8h(6`L< zAT4;^FWGIWL|7Sz1!F?Op4n-y#tOJOjt_pcL<$J+nD;=8BNhfTn8?-_0e|RFK%ka; z$96he0g?umxI-ggUElgu(n(eA9fbJ^7#nq98$=Xfo!Lx z{uZ4#SEeBtM{c}@5^4`Y(2bzT>IR)Ay>L^rG!X!NG`#ftMAzhx*UB(qgCYw8OZ z+4scbpYR*sZ5YN83$ww;H&o-X7M>>k$h$zR{9;WkHXH+qqsn}4)(iS^ua=*!9aXG} z;R=o*1aHZRCT4&xo#%lTEk%HVR*%4h1dxdtA9@ZljGHs`Z7)TQf!d8^fnd};v9B?K z(1-AO=`bm4d^Ylr!ay=Ui}E1Nw=iDPS;k@E$#{6nO`e6ZR(nnc+Qt-S%Et;g|O?>i3Th+|K8EEvjd ze@B$sBw;X}wBs?15VVJu@J+Lsv^6 zY!v%W!$3lVXzI)z9EL^Z8V!*!SkQ*)7)Ck_wD4OU?!$;jtyl3UfbrS~NAZTeR&d0^Xeuu~MB?Lb?Fo{C#v8U`Hl`yTMfzxBILOEI%`&6J z!HU>=4#tu4vC%HUL$M~hW^rwD5+;;qE(Q|vVH!lYK=897**cv$t&bEOsX?B!&A1I5 zvC&B%rQuh$C=?TtKt_7`)C7m2?YB&w<<4Uf`Ojm4%nsT>eHN~b{nyhS<$;NOQA_=VM3!s1vAH1Ba2lqlh?Jj;2YR7+VP7;Z^o#1`<8 zwR}x~>ZB_!@IYp!pJB@;aAMl|ua_di=VQV$mJv+UCLu?szFt15ttWIY*XqkLkZjMQ z9~yoS8J%6)7{PmX)o?DPPtVWN4nFrS0e=+j&5oG{^0q$FFtc*hEC#yDbO4(1!mXW?vAsI)YMU)VDRNS+P4utVNvJUhJnP&EcB4Yb{yt*f39PN?kYGU z8aGl$Zv_nhJUFeBW~K4M=5EJ)#Fm*nX-}qU5rp+KeFn&dVW7r4SRiQ0BuZTj?&x;c z{IqAb7|4Am3uLm=gvBu^+vS=!X|2?194uT{fP|=NiDN9>W48yFsU{bOcWmk|mJbvZ zRI^wZRA|vrqt3Im+PhgCcuYp(`oUoEhu6KR^UyZM9u~;TOy%$14GIB2XMC3e!Yezc z0Ex~BJAGjt2<5*cGcGNZ62dzcvX>=fH#3jx!OuH8b-k8}!9Z2^u|Uv2KxBOh3jcP` zYteFL7%1U>76_ijlS}#mI3EuyWqBuounrwpfP{smm5B{tU|YP-* zIm8k&IB1;s5VpR~$0a&_hkXyTKo;h5O%CScPuL_KM&=_dkcoMKalI2r-5B8(UmfK0C3gNxqe3T^wO(?4U@Px~?`1KW7RbnS35UX67I5>1PV;KG0wnJ;139hv;N8`(Rco{tiC99bPhdh)8L21i z3%Q0eV;b$^7uN11#u2B(?4YsKY6!@;f1afU(wI=bQy54bR}+1hHWd0`0-0$Ne_vPVUtBR(Cq-~i!4Y>5^I@0_;K%IWmQD*gu!QEGWBC~E zG`Sqx%TnlEx@~e{7^u;C76^J-NO|HdRHK)dt=UBaVF|fkz(6uupbc8>z{y{p?aMJf zJ9J&a5z1($J7$9H(7h8I-t&B>U&MTb4%z9m-w^O)qBAY~!>f?bB^JkQqjNs|!DCFZ zw1Uo?yVRFiAoxle$uz8k`0m8>S8n{uE+{}EzO&J2p$XWtgu9FC6imin!Gwf8Gt&l( ziBK?k@H&;I(^!S7Ud1><(hvm^Pj3-i_XSUe-H=<4ff8L~foz^MTG$MQ?Z`Q+H}HFQ zk_R#vY539}s$AXU57g%1V@4ydvyAM_x6hNoT#c*sFD92u!>6Od4Gbib4NUyfWEJGk z`ln1M_Z}09cN61C6AK;L>h)^x3`12qztOTE*wZ_r07*kc?y@kj)X{gUW##z{zQyvf zT4-!v3{J=L^6_``KxJ;TKoC!n?8gD9x_t^iR7>tXmh>+LNNBZ@-mX6If~#JMoH~BY zo;xfd=J|vH4D62F@uMUkykmXCSRA{FzK;G1x_BeHtM=#)1DWo!Kn|vAau6)zvAZ4K z@r=IkKn72mUQPlj#+AdGJdt~bMZNVNW+W@FH03z~N)!{qr_bjJb-#~sgi>29)U%oc z4v3-p`L#Sy@dqrB%|f5XUxjqT7yBJ=-Wh(Y0LgR%O~uWFy3)GaWp!4z`XNttxWE;}L=@>fva04kJyk+?wV;q?zpttmMh+mF%NIybuJyyoY z3Xa?|W+qc#aPzOMIeF{uIZ!t884wM-LMBDa?qNVsT5>JeRq%OgkbvZ1^Z zT~u%cA*;ni9EaF(@AC#%8zWbS2~B*335nYkI_uQEuK=m0yJ4p$OB^hr>aQ`5Bm}Xd z3X~mcrQ33L&A|gD31@*EX6jWxgz&yt)7IKUF3jj84+IrFa#0_L&F?j6oz8QfQEymA zAZlVkrb2wbWmwLJa?`M^E4*caY&6dp`wiNcZQ^NKjaT-U$ANFql1)1fHrD*O$T3L> z108zD6JomYV<&RC*E~3f2O9jI1u`0GDex%l{^4SE(($`r<^v1lu+Wt5H8}acNrH8r z6aQ3z-I|l3+LJkqv*sJ7BXF4VzdJZ+ORJZwAo*bVw2Qqh&8 z{|XgNr|(aVrt6vaf$K3Gmkc~ZxDk{&%EEQj6M4HDe&ihEcNALK^?XJDi5Q>8x**Rv zX+EhO%&vCMAnX-ZUCaNc-mWV)j&Yb$jc^TTFSVOIsz@B(pQn80dW^s1E&I6G{vKO- zF^tT^`%kqm97FxbFAoHcp!|8qidfbWFb5_2s)D>>@|de3k{?@NFZxUk8EPY5e37oVHJS0wc-#h}cv03djzG>LUsb=C1aZ!YAEL3}8O*Zbk|F*oOdiFT z-1>nm#5tv+a1Ko#GR4>#G1Y?eCrc5ByDVx{&N02w=avnNjr+Dm3sfjc4dbBwItU*? z3g7obZ>)CvTooNOAeySkgBZp>?yF-1ymYKW9CJVEV6lm3W*fSk62e{xTU+s_$j6c7G?o9>Tn^aVVsc&p77Bb%pNXp=r8-*2d;~ zjKh>iw6depFH63ri}gO;HV)^If$)*Fy$7vWi8GwRhaGY;KgLx-!GNsmpMwg$Dcx>b z8xHQWCpyR#l(%FL0aSLx;A48zmc>&Qxq>q973KHvhyn}lI3zz>##cdZpX`lM5Pf`^ zUE1M_boK-sL{Wn*MCt(Nm#A0tsP6o~Y#if!<#@XkI^)r^OAeBS_-LJkif3`cR>uHpTbIb&bmsRY2Xa;t_IiqYyP8{y~w23*#bViSIH!%kq7PaEI*m}dR z*+A4VnP|v?FmGJB|38%G2AY=NmrubtWTAk(i_r{w=!BKGJG?a(D z&n^0N21Hf!7L}<^U6D6zNGh(!Gz* z@O(X=QJa4ul>_&y`rY2xrc{nExU zf`YhYVxRDPV{nYUx}!T;h=bN=;(};!C|?%6Z5bYMC(jZe#jm^zb;!&?X4K0Q=|L#5 zIeh-3Lqa%r7LFlHhh&v!J7ktSC-}#zAK?vqtb_1yuL#U{;?RE7xvSR2X6~}3S-B$P zG9`ZPkJE`e8|yyMUDhlc=a`m-0#Z<64A$=bw_4XFxu7iBImif7ehA6~*LPTW;V<3w zcWfMTy;rUr2QX2)lHJZoE#rdbiSKlVG7wyM0H9!(CQCC+CoblnVkK5H7YJ z(7m({N|Q?k;oA}6`wrN=#EU(+f)2W-gS=k(?#yf?s8>9n++7Dv&#fv7DV6knF@cny z{op1IGj8kJKXQ<9zH$;Y2s`N(Mf;7_1trbHIpln|Ji)24EIcCqz0t{Z(0Lsc43k$c z^C12x*?3?l9W?PLRT18G6IqmGNS*H8{vxx!!HdYtL6ka`naZl|!Xt`AS>A-k2RC)X ze4JyFAIgF2TCCFHRUTR!Mc%DX+BjtDpxlzLLaw{mtDhadW*L>A3o;;&Pgab!M}(Gk z;9G|oq-+5Wq6kfvkaU5iNBy3(v~Hp3VVq+ut$egw9+|k~6Q0b|UBBPPF%5HL+hJeL zmbFHa-tVE;x}bqBF32>@FGJ7k$m+CT5!<1Pv9OzS$kNI^lae?mecgM#b%m4np)WR& z$)fn>d&?hDjo?|bU<_G^bGCc9AnMaHom&wGs@phgVckGIyqrU;v@FZ+h4|xr!oRKm zU3j1N_&CQH2AXCT+8m` zafGRHY8)m5@rJbzaExh~AAdO7yJ8^}t{+a&#^GhrJV6zN-!Q~z}ck|OT< zzil82s->mNVmj+JE6Wa@voyp7(R3!S73M@v*uQAU8Qsv$3hEqTpR5>S6ZZriDvmQ1 z;usoYE{|BF%dWy$?O7xn>ERx`ql1D<#xo0|27k0pgUCP}G&fvTglGE28K4`BeaT91 z9D?%(g;h|hZZ{Ic;%N9QRAKVY?10RYnE5Trx*+sXbD#NoH6XJ#L|BWjV;qivf9kW+8Sj zAEu_WuJQ3sz0bxmmJS8wQ|n`qY$)C!(QI-V2mMx#3o;;YKrYe`a6w>Knm4z}M7(9; zLT4=9 z@z5=u)3YMyn9dlKE_)9>y9&N{xIy8o#5qQfU)GGx!5-+vr1Lp+kG-*RjDfIk717Y5 z#W-zGyUpPwd1GZRh%Bv?(N98BIDcr1^|K(ibf+pDL`h+J>2^6f^_8Qot+Y9JeZC0J zF@n&k#Trx%!?i}!>JHiEr#i^xl4W(xu?WQu)^=F#S5{ROxs^LuNpPO{s#;EmN}bl# zILL(50htv})Gs`u$A_nuAa3fM)j7wQ+ABlz>lkI{!bUqB-#xT($oI;#2K`{6)@5!u zL{^Jxa6ty-4$0THn+?OeneiSw6pj5{lY`9gQ2tTcjTk@so%gkAL(V%QlBP*Bssa@RAom+B>nLPsXfowkp~dk!P zm~YfFE~rRP4x%MUp0@VHQTwrR&nD=W{-Se~ozwxiKEa7HR#5|Q*p6OYkFhjdFV^TK z7-fkob+-iZS*T}k4l;R4`Ev6_%!)CKXLPt_@9o1eMvp%r_hf~UJeybQM13+eZ`d0h z@lD!4lUo0< z@g9_~Kj+Z#jVyl-qDy}%Rm(b4;0AhX;}}bays~C2KBBW84X!vW94mk0g3SEtmxYiu zu_c@EN0T6Vj5nn9Z()9<|mz_P_=* zf?V=8$3h6YJEmo7Y8bcl!a=H_P?+5P2C-4N`y}rTTB13q$zT=acFQGbBG%SKfjSOJ zxJ*M-kk>1#v}z-9x_k5khs*J|Z6GthDx7kteczOHre$j0ve`p*L2h}wC<>yOs57Tp zQ5Ek*^@nkg8D+{>D3ve|CC_ke3HhE2N;RBwXdd#*M8m0(c=2*~1?vou3%a6%e6m+3 zhVQff5#x#8iKdKD1>xUSu|`krg)g**c5zsNs*mI#)2n^*P$3ECvm679?;}CHVTnd@ zj^Gci-7x{|mi&Hw>j*c-_1>vD6k@#qU73f>z6OD8W9dZE40)leb)t?@) z!up?*w`|ZjRglLkkK6{Kkg3$&Z`OYy98_$)3i1Wy!zwiq!B&{J^%}K|gZ^^>xk92- z*GBqm#gDH4>7YFmR7Lm+MTEjL5jH%?{oOhV;)?oCR6$Iqj!Z{yo9JAc}WF-6)k?{OHn;dRUZJDI%QC>Z~ggEcUtMFko zF>*bfCv%R8^IUSf*&Dg{MUCIS(>VpEa1Q0(Wq6ij5x%l$e8`~|?zxRa!!;-k^y@&p zoH_2WwMz4bt)9vSnTC1gHZk%ddfbxhUQok$4{AM)bBrMTJtDed5Jzrr+QrOAJ&1#H zO;wE1>xjQY=Xiu?0-42 z(qXm#d8P`&X@CGN!_i&TD`&0ulz7WB&*C83Z^~aW65f*G;j*lm$Yb2nb>?u6=|euhbXhe-4MXGCIHrSA&Q(Ef zw|uNH5n|XgJyTg#bzIS99fUXJMXzoLQ%5{K>2T&YWgb^#Os(9(>4mcXV)^4Z%=p#j za}JGrkKB=$fUSrBSMaHBqC^W+kWU$A1+g(Zw610q0`X3C#s;E|nH;ViPcQ%KFf$heRyCqBpF>QqD0A!%k5g zx8}pRUw1m5wdLflkFtz|Ov8NAW6k@bN_cXgSh|7s+BhbLRUSc_0?v@h8(Zj{zRS5D z;>a3{9dKCb;IV!>C%A%hOuO(_gFS~*48hQx1#B)!>wDx1(~o)2If8_hZ0Oa9ETjwhkV<$ z9AnyrDA87xDC2*Ox^d z4se#NR~7k{!MYwv>Y0O*S?4aiY0WmMAYYigml_3;=eh#<3sTd#@3U;=ATv)ZnZaYo z>TK$l+4^jZ3%XnNAOmvwWJ+%sBE}0JJNKrRaYYR` z>ma43@;r7yreyifWO`@6sLMst{9$8P6(%tRED@2VWd&VGEgsTPNKp$a=V#~9k9 zJh#0ZC&^J$ysJb8;-EM?RS;g46&{N{85N9UN{`lEe^dwIIX^My?^=wPnPLPT_EW=m zsfuvaAqq&gcR`eYa;C%0kW#xj$oSqR%V7N&u1(@Lw&F8xq9}VfhsM3~1Ib)Ce_7j_ zR{1LLjDOldw7HjecgvudX}2dy6y4PQ_o{*dUir>`^(n|&94pmO2ZjHsf^daTL^AnC zheuRgwc!EvBHpquI!M_D?Z-s)ta(9)7eTl0Qw8DgGqIfAM%r^kuBO(7QZA^+ehxB` zj9=cl{eaF`?$fn-)G+RQ?*Yy+z7Hrh*>8{_ikHCeP;va)2C@=FVnPd`bm(TZz;P19 z8@B!+7i2g=S$bFyoScc+c6F@4GYMa@yhD(h^4o#9@PcivvG{2LrShPITByxPJZ}} zKwQxL<6ICWzU20$5ORz$2gUDC9^)2jbb@n?Ab&`1I1?dhvE@~w_aume(w)>n_{GNV z`>9A%e;)8)ude8Z4#L$CF`sS0s#tpXjLkY|#wk@1cAR3k#>8Ri#zJ$N5s2Hm_Gu2H zUM(+e$49c^;F#;yR+^hA*%{6;w#FBFA~$##Gxh4OlS=BgKCgrD*17=2!347M)}AkV z%O;-XifAH|Vg7M!riW+UZdFKd3spYHImSX>dHefkoRxN(-LN}NXxu{a&U22j5IAD# zn2Swt+;jJ0lZCjTlQs}-f@P91KMK%t<^KFi=Zw0*1({(MlH-0P3JJchoogk&xSp~X zImhTxmc*AGa3pZ3_21+$z6XwRiE~W!AvZ6Pk$LlHwXLdtE@!_DLw1(gsu~z#2Re>* zSn7Yf%;gx4+arhA7Gx@a`S1BeY8Q8W_!Sl83(8j*n`3CSTb1UG?y%1~NVz$48IBKq zns89(Y`>}sa>;UpDTq5`JRCNZIJ{v!uIZeBH1&P#fOmX;vA}JkuOfgoQ>+tp55;fhr8^VjYHG4OCFc4$9%t~`JdM0!9lBU zb3q2=50iBbIdHKoMg56ZyvRXq@2DV`OV0P>FwF9wnPffp!9lt2svw{8KF=|16z8{U zby2s`V;$u2$eU#mh-0?Y$P`WQL`&~+MHI)#T*C!8EqcwxS&742*6cp#kkdReYIxTc zi~Zqtc?raOW9Gj&$fRT3@-S!}(mHKQ=Qyu(ZtEPse1dZ}_M6_=4YKK+Sr51#YriSN zs(VO$CGtF-sC%r=L(VYv|IW%{e9*3d&2{Q?QSI^>>C=y2nn~IAkEDULzjLeokM`=@1By`iBcLAiwf=^DS)1 zZ}hF^@b+EV|8bCsVw5NAvLbBwyz6XDy=Bp#at>MABX8`-!0P&C!EX+KdmYq4$PS6o zaSf+9moAoYNHYz2#ub@qC@3HB4ab_;alvGVLi%FQImfI)Uild8518@i-tW3iU+ury zIL1QwnMVY|XAw4(-V!UfZt6WRxF7@aDrXB7*Wq8c%Uv9*2K)W1frIt4x+PUd5`=xeBVFa|E$t6K7V|)amYkC;G!1q`bkN53wO+*~j?X?Q>D0!yim|{1To$XNj;eNwGG{wq?F~HHwRy)m#?bgJMkIw# zjmHVa&bL;(xS?~uS3z#vw70jc5DfkM#6H7lnDLf9wt@GFvyaX zK5s4d+|qY#92#WG3j$lQJ~ zM4&Kv6dgZBPE`-5TI}COR z&IUx|dZ<}4V%UVZyhZi&b*Ww4U*XX?$M`GgmFwz{t5M{cEwMvI%NHGl%ZVb9dlm&G zD_hMtq0iDgV{k=OKq7;xIk?o`Ep7LEy5oDt z@ckmj_XMe??G>DAme$A410(E7414O^WHSwJ{w|lLB>A#6VT4_qw1sVxyRN4 zAaB^OaX5z>7Lr}4CsvKHqnnmc!#F5kTovRB$eVX{kgF<~*L_m&i%)e>P|3gcK`O?5 zsO3dn(W-c=B7c~?uuuaVg^qg%Ser8Lv)1uB$Slyxzs=$B{oD%P2z}J&Ou#u514EAhV11$-HUgox(txrB_K1H_#0mhYT$r3c7$0Z(OaL z)^iWMPft(6^_YeQ!ek{vGt@0Vdv@00G2vQCRS-VY5m9ht^8K$mX*-jJxT56AbdX0T za$8`9zPPf&Me2(jbWsOkiztqh#v_Dz+B-@^-PRM6tBOK0nfDkoY>#>2*1fWqbC{KuQK~YSxuP^_jp2!Up zo{n>jfjqcoU|$m(V29YFSIWKw;(|WgK&D~J!GB?RY~`Ot3lWD4`Xjw62+v=MQNO+w zCfG-@%M*wT>YjmvOc!#?on{Lp1xrO;+lPV%F36pcbBu*>H&IwucBP1<70^61fDX&o zY@t+BbwR0eagGs$^t2dbXR-D5&Up2UZlTLIkO^Xxuc&{);8-?$OLAS%-x3UImHTaju~TkAKO0YlOmh*=wgMzI_JBMV}=Ia^0RX$`c?HfMMO1$!h{p#f$YMAos zOl0!@Y0<6@SLO2iILKOl#N=8TvEuS==^XAmJhgF*AQVuGJj{iucww%=**Iir-m+DG zE{H(NV6B3^=GF#HtVxlB+5}V(?v#ny^$RPD9s_6kJm~y~F9> z6CH%}QPGP$$TQ4|`;)_lV_AqRvT|_Z(5@rCZe4U?XH2~}wkXIsCOY%T`92o(1X86N zsdKUv;vCW=?2APN`dramj` zSc2IO-XYiXaJqhB&N1_%TvwZ8W0&@E*B-ikQWfDCGst}MCBHEA#3f@IeJ44*OJA~a zXw-XUf@usAUb_#ScDQdjxhNN89Pg94iY1taUd>o_L{EBDE58yu^fGdEQ%x z3n2-MbC8)Aeewm*$*|DUQ5nnW7CL3)kRWC6`!813{W}XK(_J>E1Q$fnt4u3DLG+sS zZgGd5RJoFzV+6T^@*~+}2o_VgA39`VVwTcDJ_*W(mQ^WwX9Ssu_vynnkZGAr=1dua zcP`IX89-ZKKEwu>=6cK!Q?4SHMK#^oUhy2l`{HFd#~8?`ymr`r0Va>wBZiP5J~;l< zLCBtn9oc(;9tQ>!eXwC@)XQ7e%aC94w(WO}dJyMqsler!@ZK-qv|ig9 z53yaVVI9_TPM31-`^Ma_Q4GjkWx6hZU&AIi?GFgMP6dHb4${@VzM3gUuZD zTn8bCD}tDWI2T`)uC&7o(rYSnMP@p4$-MhWY+0Ms7=A(bSlcR`W7Z!f$#5C>;-l|4 zXw7E4VYwnW$5;q&VTgvET!S*fJ{cS?s65g^Azw%gva0~aoLIr(bZbdfRZ++010H+b(WO8fIM3>>9eDpe#0xhVe1{$9$*sRl0sn732-d)wLr`lx)w-jJl#! zwNy~ZC-;f%k?u@e`>8`Q)D;`Zj1N2?VBc>R#O|eI#nCfJ5I6Od+FX#C7z6TE(TCXo zuBu*S3vu`aTfL6Tk!8=3-!*6c-{nixg}9tVbvcICGWl%LHx%KItaf{+&N*e{m>%So zMJ(fB=Am1ke4u7=J)`PzJ!EDXG8}^6(RXShharn08^*i!nAAOY8i;vl^2i z4vNu01^K=5*zO0MX|J0+-QoMJLplhLdWk7NH$wCHpYA)!`8xSTdPI2tyPit={=3PBC|@% z3Z3#;>{nE~SAz8LKGeI3j*b>Ts7wfak%UKO*zLHDCm`62DrxK!v8<}%IToD zI>?2I+CF*w7}wZ5%W1W#;_{ z%=pXe{*hUiv*;Hthh}{FEbRgmSUmUm94b(nw&olY=y~M>b1Cq8THyNDm+NGuv`Kh7(Y(4`;wOan{=E zZXHyooeJ{d;cxq>Z@(-&B45qUR?dqnO3_{g1;gYv@j7~Rn@fLBAw}HO7i}Qw(K5BX zyFE5{dCohyY+?s4$hcm4PIfTD&VSd;aX3P*+>vuA?353xEW<=yEs)*egP^#-a*j1o z%dv3_D_Kn6CaW@!Tl%;Ta)rqy=o|*e>e08YBS~)Q5uLaq8XPjolI>;k^zq~b44apLI(EHE<8;Ewma+;33wYh5Sy6ZY; zKvyov_}(RbUwAbN>S|w2qgyDv8|N4cga=?s)Yeo# zeT@`x-|y_s6&VW!WocehxU6gU+(-57P_G`GL%#RQV*YX%_WQG^D5IM?*pq|Iuvgal z7?{u|MnqUCSl$`m**HcJa>8PY^~`|p+Z0$uf;ebPFD}S{@UFF3qPHRY5x3Rwj5?@G zZxw`h&jjcda-Ly>BRc7zus$lt6_n|ZgD7FE5g6}qW%q>+^5TsK`=mb|2hwf(m3l{t zcrRMhmn)(JX?ag!F^Yu$S9ozu>Ww^VXw#2#%t42IB~?|c3g>GTA_!r!Wg0a~Ffi(huYuYGvvl}m<M?&xXg_)YM%zc_4q3&k9z za$GQxeYlo`sc#orWrZIcbXW%k-SP*5$j6`ioNVrJXLHDCuE=yEuRL`-f>G9etN){J zp<-h=$GFTZA0GJ$OJXU{rVPa44f|%}n9k^P$?GmbSZHd(DLx&vYb+OJKtbg<^Wk_> zWnljkR|v#cpx)zDkjzvL#X?qd*@WkW;r}lB#&e8W$VAyts2^T{g66_Ae&{e*R+&#jMsY8rQ1)+roh)(s_{cN&w~Z*jU=Q77lzwQ-EoloWnm z9C3BsSKk^K-1&2+ay^FQR^9`QH3F}0PO2EBPR#|?pQeIb@&%lf81j!(hboYPxS-V2 zRZdX35Yi7P?Wgv-|0WO@bj1dulXm&Aaa<$?OEs^#jW}G;LW-d90b7-npKCk$OIXcHB|5m+WQRZ?G z36j&|K1BEFQ+{%Ik9Mz(V+8r|gMr;&%Mf$^bEu)01o4*jpT`B!Pz{rt`WtKU1nBD1 z*6|+)6`HStLdsZ;K(ILEW34(gRypXi4)Q9m8lPK=;*l;-t@ti4?yWA;RI^90MF5w&#nV}xa-WM06kT!3j zY2$THzNMUFw!Q)RxM>0$k-qr)!0JJ~T~Bq6@(0)bi8yL4bfW>;hj*Zr%eWp|etfdp zG=$MQXY8&TI_Q_>DhM^A;$-tJ7S_TsYdRF+=UAbFf-*T!48`*!mKC*PU~ZwmY#a&| zWh`9}%TJ!&Pr~$u&0neNL2xFLIiq3fcF$ipR3S84rGgMj3(!|wmdd%Yt;4He=~r`* z=|e8L(+oqJYUfaw!`Z}j8^`$G6Oxn1=2nrH{o57MJN5K6T#y-L%8oVi1N&R8FR#%# zwbpVDEzt5V&}0;je9hgbJaKrZPPUG7OvAh(c@$6)$xx?s~v|d%@2}+-(S&7Whv*JJMy|L;B6@-#8k!I+PfV%U?6IQ7)Z(72QDhSu~ z1!!yJiDc>G4mrwGHjr_eTjqn4VkvuECUtz>)}uD5f&zY7ZQKX}QQlcqLS!O7@XK%J zAT#jsE~$O0PJpl>>#61rg;g=PaE|Fk{-8{EM!}q4|4K54?BXFC$c$H?%%AMRU4=8X zE}hf6_28|lAdgR)Ivy7L(xX%Vk3if)#kX+~E%tH|x{gJt*U(DG$z^;W{hy6PM~PxS zTM0uCn9*<}$>Cjb&mUZlF?1kIo+1Y^G48B<*E+r7?drFkgN)}@6`*mbz7 z-h&G6;2g8DR~{l>IypQdOR=9EZeV<{acF|YSDAJ}k&oebJ9q9Q8Jah2+fFXXG)#FC z-Ghq?^~(&XOAX_e?!Jq2j3BpPo+eemG&HnvYlri3&u$eI^vihhpAIO~sql+cro+3? zD;tQWd|{x+sQ0K}wcj(nVQcrOdT;?lfWmR`pLG4OmU>@ow^s)#e~C6n!fRT=84h>% z^8Cp`W^5=g=G8<1o3_v=hd}R%jbp~DlIQ*kkJZfO-Jx4(={~N6zIeQJr?)z&!66ldm_bZKd$8viRJKfi0`XCw<}e3Q zHdwxSRS4$w3)eUsT#xc{Gd{#X(3N>0^E$=WZPCmlrn9P}9hA;zBnYSRrF006k zH>>JV&N0ox%gFXgaR=7EV;>=;K_E>CpI1LHNDzNEqnKjb*yu%b!p|UYR(nfv`Nuhg@fMPRx^> zW2O$}5FqlF?cskaSO-Ad&GRo-PeGlfSrqdYt7P8en2v96|T-l+9$FZg4s7a~xyZ<&(GAH=q!Apub{zlEXPK zZ5&E@$ai?UBd`xoRIs{!O278Jst3R8ih#Tj_N%{dO63r}w7sB$JR$k!M17n}%&$-} zf?CEspZlT;LdsN3^^q@aUhS9O$^>&0J+^_&6odyU?NiVu1e^=@=e|vXIA`%CF35~9 zC3g}+e3$jcjz;9hQun zHjEX#h!NHT`O=|TJxBC*&A7_tn09&nvOps;b-!%vGplx*x2w)I4x*ip7-9)9;*Zz= zbsXv8{z`V8V`#~c=WGeFgf*^PC6>-PZ{wK$=u3`wTuXD&6E9ni4~@LoY-&uyMZF@kkH{#lNM3d_Gy3Ghsz|#M{(0tv|jw z=!6am!u9qc_GLESKX@+eKiD)#2by$*$RhBl>1Z za)%aH?)g_X4p~Uvi*@5jeD2o?4xf;&eZ=)xN8;i{Gc9&dM2KF31h$0+isEi173z zJ=|fpY#d`CluwHEb`_kF%v%5duTFE&?5A9i0pV(s2!!%2Lz&^ZhR1Z5)qAFba2riT z4DW`8N1XF-dq^PevQ*DG$m})n52bxpe2SPn{OyCGI_Hv&W5$MC9ss;XD)7_2C=Scd z?=QF>VP6htr)?k;D|%$FK8z#ZTv5h3WV*(@;)2ZR@XLzMcqqn;zOKl0eOfI4nsdzT zp}gW%2-9M^?%5p{`WSCGho(iDUx=)s8(SovLk-;l8^^dFHFRQrJ&B;a+&^zB=!PEn zmJ6Z{nGAx{p<%5$zwASv=MF3Kj&rDCa{cLyXt7AWzZ(&U_nM|)f)6=Z zH)F7749`(Zx6p{#To4Ub84S(9VZyx}sh1LmH>`9V&LInh$;%RXF<1}$bNM$KWV~U~ z<8qKSSj8B-0YPyS^60PK`9Ky;Cp3E-3%| z{rB~j6^_qAvU;UDLxNyqVlIgK5bmYeT|WcS(8`9Ftxr$5qFbvItk*)>#o(p!8)ixF7?< z<#S=8%~)JJ+)g)#TE-Q%Nv?uIINq`=+Br5nqFIz_|LBTxr%*vIpZucta{KUz*%Q}0 zd`tG&1~TJSDL5;M38a3e`T-fet`*{bA`tJ6_jC}piuRUuL?Kj>`351lsu`k8aVN&)bzM9S51X0he6t?b?A(Jucsm z)(1S?^%rd%BM6;Zq;;;KWl?%f-av-tph@YuAZnTNE9y7QjU|`X_3Fc{Y6cY)#OLMq zrcFk&vTez$4l_uij4B9K2*URf=!~h(Zce5vI<1571%gQGl^TwtmkRSc(m3Nz8=HwM zGRp`49I&_S8>Y11zCN=aJL9&ln3;3P)?sq8E`w)(OJ%FOot(x6#m&M&Cbn|RJ$Z7N zdg--pRxLjlbkxQ%f>3EHdQk`~b&XmxuIr{Ao|OwSAfHR#P#KC8+Ue|t9utVStaLUG zGRu%hCUoDlL`d{%!AolPDD|VC3xV+7$PK#@YrgLF)^vAg~y5Et~(2BLI~ ze84XPIlU71Gg(;_E@*2mRZ!3^la)2_A=J&+nXCtkIH+rG735Z~ARj_rXKKSWS*T^) z_3j@z$e3ELKwFVFf0XiNTfHZ~&@n+-T(cjGeag%sYdYhGUXzE*p~YV2&HqBR;nUUo zH|cuX{KPqCWQ61?>3yvAV-MW4cCOscx$<%j4b`B0axpccj}qOUl@kZ}tw&Bqm)mIY*d)&hbqRBU;K9M1(c%g;HcWg)N3SFOjiID7O+>kl3d z%3MGN1%fi+?Vp14%_J_X&WnTY=pc_*cA{kHj6c2Ww2+#{O*A)*D>8lBFW>MhjI>41 z-M63Xocb=#p|piuIEElR>wET%LzzV?H|H2r`(@csc~nQ>^-t?@Aa0;bI>+agLH;<@ z5X4-$FidaQWREIHDOPR(1HH+4c#Y1f>g62EK%!4a{y9A&O}G_S@kuCwPvywuavek- z7bm+M?k60#VJPyDF;(O<`0nwcfz&K6XM~^2F_VzYQ9s6c$*yF#!f43zZdfwFF(&R% zu3bdF300~7z504U6(z_yv^vYD;69E)-gLyU$J8v|efHTnrW@i;y;u$VAT2n5cq^;; zo;U2b5Eo?Z?3MAt=GNg6F_Q1OsvD?KLC!G^Qy$hXgh=ty;Rz0v!Jlj#)3Bi2M5jdj zvb927ht>IyLR^pG1iZ2mcO70w{rUK-PSh}N>F(hw2z6EB80a)k+WY-;)k?r}khic3 z!Ur=V(J%x%puPpJ7t|HK(Lo`%e7P|`p8DSXY2Fk9ao=w$!WGdLQC>~Cg5#3Scasd( zJ7cG!oMUW_;}X#sQ=yi!#Mon*3B(2EFUCP8G*ePB=TKy^tLA?_b z_4)0XxW#qOisD?4S)aXf&-w=E><{jKZ9^RH`j#a)hem5qu099g`eM=R-6M~2P_~jP z2>-%}4O!$j>X+t}Td#xu(m?^g^nK*BVlP%zwuC14AnWvRgfN)<=L}tyg|LJ^oXwx{3<&;YC|}Hm3(-vzt+)oTng$ zyDVCS3X&Ph`;Y99vc*+m7O>YxEtRXqW({PMFn7Q{)nM`kCV zao-oN#zAI5bj#UwJaVtw&UF8e1aSj>(K+%hr&b6(7Qgme5AJc#|52UGA(Ba4FINzVyKG}EuE-2m1Vi>dT^7UsWWILGbk47}RgPEgTNbavLo?5hS|I~( zSiU-(V|<1SV8YZZ5qsRqox6)J=&224Vh`nw)tbmIT^qUSXX0={E9hw~PLycg9CL$E&U7vHynmzcNP)!6f^>!fSM zDMpM(7R0Q=95gfM$l1iz<*y;@4~Yt+X`nK2sWVIi^43R<&3(zN`(8 z7_+#)Lqt`hi3$qgfoA(iZHVrZVS6?gHH;f5NmCW%m%E>BSPr}G9hZkVyk%!}4o+>v z6qE)dwPo(8n+e1Pjs2MmG9%R|%QQygM7wPK=sx0bLFJoqjxn`6Btw{W=t9M-MswKy z#A?n#)P>|mvk%t!1-B82ba0bjSO@j_MFsir(wW^x4-hkqoAZ-(HJ^8)U~3hGkU{JeBIDrc_pkRMMZ8ykuz{>N zSe&pQL&fr_mKBHUoGop*ATv4?3+=-wYu~YqLjt#RTa}}fhL=Uf@}vZP0=n<>x8oes z8}X8$*g|i|jw5Zg-#=5sxTT-#prA`uvh0BGTV-!&?O8c!b$eBj4eZK@#?B}pW zPjp3XJE$N$VJ(^##MIaz^VE{MjdFKXLHO8E97Mmt61^?y$=`HEPaHsDGF=`G`})HX z>voYM-W!+x$`zU3=$9Ft>6k(?mOL!s@P%e%-^aWmlYt7d*O5Z6<&H|Lnx6PC75XhSd$ zO^lhN266akjopWHXtW08eblZ<2)8W%!CI%epd&Vr3C)A@3H%wjrP3qb8tV%uE@((! zRS+&-iHY$v(s}QmIW#cjyZ+g6K>A_Rlv%{#9XjVQ&N1zBDX)&F!L5MS z=|3GI5O3Hc8;J7Lvj6l!m0+*rSJ#oDxuC_vRY5_ooa~<mIPeSI(I= ziVHGxnKCk>x5t}V@5^q`JyvHl=NLUcS;O)Tbw|I<9~0D9=M-Z&#~2!AKK51YAab3% z_K&e@2e{|Y+c-2Oy5xR*7d&=mnCBxInu8{e<$^4a$;j+95?*(HXmFlDeD0_+j)RP) zOfn3rix9YeiWp@{4sX{n8;1H_%=iha4Y}A@CQRA6FQ3XDkg34(d0F3o@XPN2Udz!qQdFU;ajlxTOnC<{;yG zN=Hk$kNKk)d_GLr43|SraXA{6sf8u zyMJk`w`}cnRS*)nVx><9K`+ML_YjB+YBz&}jG%yAHtJ*3l6v!vYC0$POwKW;_Q-5! z!FAyg$I5T1M;vbHM>+?uY>LEkKNRTfOMhUs4q7}*6@<6Bg@qO%>(S{{pqUQ(dA16| z>uX{^HUh_OO^z)cqJuKcQ9&X6YiD1Ajw6`M0W zB40S>%;kb8DJVu++yE2_;e^PWmc5^2iw+vM zmRNq=}^zjc+6 zPesRdkViQl?}6RR(&7h)lhZh8yWliQqOx2afd*{){ zm0M`dMy|(j&@N%2Tr2T)=(`4msZ(=Mn@u{%FS9Wpv6c4sZPJ)Pyc6Zx%t5r3mYwi1_kXAs%STFj0E7Ief@jJO36EP}d>^jakya}t{*6mzr z7w4E}`S6c|-9ERleaZA}!)P58Z?_7SK5+si>FqZgE%Fm%O3oqI>2mT^wZKRL(v-Y1WN zvfz*-)?c@8Q6J(BJ7nX~*zn6wo--qiS@v~=18DF*F35m9N|rhuBG3LAk{6?vaYe=U z>ma{e?pNZtM;Fm;~Zsb7*H&e?N-3nEj?*`poi*LMGP z-=&+n??KKn7D7Ho43AZ)XK7ZrV|@Z~L7_t&L|a$+3u$sh4Zl4~wOz^u_fZZq z7E4HzBCJ~YWq4dZ?BrHx|*`2+H#V-aTj|9uQOq^Z{(ORr^5~pgCpgEVs=Zfhowix8L*sM#yPia9Ajzam%RRMvDUxH8cpZSI>YrCj>{$X^}k}8 zo^jH1k=n%#RQD|B7)zt>P!v|RM;ViMPt8iYpp@r0$PBT7tX3b02!CONmrr#;muwtz zz4BW?RGf5NZIF2gfp}0g={y%?wyiRQQXM;>qc@h1Bn)?0l?xnWZ8n9WGs9sCevF%u zIJ|^9-bKza4inucJ3_M+E$((F3RiQ)Mll0Sxeb3F-dfo3Y*L*w#ORzfx>Qb4s{`!8c2fl+sc=H9O@`v*f?gOhU5upQmkQ3daN&?>sfP)>oG$NSFY?c zedJKxk^IlMx_#Q-Ryj(|;uGvydOpuOO;35`y2ClfK3=S0c0sq0!0+&+^I>Wj9~uvJ zP#{bO(((Ia^4Qa~If1z67vJTIjHQ)_E6%pT$;5%E({&5|e2;U?nu@2+>hI_Q=T!q5<=?t|NQsn4F>OdxKdS$}awX7X^$ z#V0fBI#b1~nwKoiTUO@*=aBFHvRb)4I`y0yb**>RxuBE}Ifw!?nd*#(*{oyMzHLYl z=UlRJj3DKtWC6~A65b9QKnCIsoAik5F&umpEnM~%g&Hw-6v#<}_$puZF$bC1OrG3C zJ}s4|?r#%F562{U!ZDPh5}D}(6Y*YJ`5it|!<%*7hB3`@`{dIMYY=sGyuLpbfw-MV z{>}B6A*S4!xPWD~c&h9JbWWLnIER*1d0g8UoA8uTFXSit@P3e7YiA>E+^x4KC6M1Dh-34swez?4$HEqMWpdHV-Ame*nma@-gk)NoSjMK$o zbJ*(z=a@-Ixdiqc(`&+PZ93}>^Zm;?G**=t?h0bBk?r6cD@VmG^i~IXln3QLBGEZ@ z^*`3}2Di}Wmt2v_FL>pskGxk-YFMI!r>*sAA)M!Bl;-HCNxgY~_D_OIP$SM}y@p!VXsLD4Ly?*58jJ{!NFKA&Hv(~|jrmViq`c?!0fBJ& z@(Zo24&2t|e~8IGWuQ@}EM~P(l{vQL%`_B$a6z%7a1bR>WJR|hyVk)+&ZQvdbIu_f zhkB9hL|ws&+kI6JoiivZ*JC)!9w-J9ow>VwvW^hBfr>;^IX;gp9T<*HS&~>OU+RLs z+CXNw;wNqUG*kn9@qLlIzmw;=pdHb5K>@j!%8oq4s%Y6Q5Vv%%7#u_)tlZpr(1nuT z?)8Qm#s&Ffat?JN<(v7mFm>BJ4RYw9w>k*Nqhh#DLoWFC=61)(M7(92VsS;33znO^ zGaa!e9!T*?=X8qAIi^o5e`dACu60kMBj|M*4EKd z?A1Zp;;Wzll5qCHQ5K4xY^`XOig88vb&yASwZ@As6fbR{tM2**3AiF-Y9-Oêo z&_0JZ4jU&_IZ6dnp^5`-W6}yIHoIlWOYsz z?0+jI>SkT|<@@^SiMbv#c}O`aF*53G?tMo$bIl|iW8|Q8&F=R#NaAML__P*rxZjf| zQmCc^wpV$(6n&K8rq(!TqNWnvhIa6q2un$H&;1o1(Cl z8RCj6Cs#oMm#ohDh|-G9ojNShZ4^I+3UURN{VyW?zkWM)l0duvbEjaSPMhzly4N(CubT?!+Ezh%$Y7<$8^r{)~9OZ3X4 zwyMbEF8ViyRaV3G9I$cBP678O?7h0(bQCfa-gun!aMuq^!}ZY0>Xt8FRmW-4oM*#w zlYuy>Xj&B%RDOi&jwr86lgr~t5pUTy8;GJj`GVgx?4?Ha`w}8SeEQgxjteptk`*Io zvE?`sw`NAl=wZUs6Gu`K&57 zz`a-eWo;9AXKa_1gJ?r8f|%r(7OVPOm7|7nOXtqUF*Gg8ghejw5wq`F^<8h*BO8ZC zy+?jj6APCe?p&|Gg#>W}Ey>OW8Iap2Ke&s$H8H<>M7R!Wmcs!g|K9qFBz2E?gPZA~ z%sEvMis^){?=K0D*xn~Yd)-ENbPyg`7E|m8#CbQ9mOG_yTj%EDil}-(R^?qCiIDpB zg;pepJHK9T&M~%D5|u+xKhR-ei#0kY)sLKG;wt5<33n3RX>F-xMn<#G^ld4|s~Gf}g6SFG|A#~AZ?eDV|89XM3TJ2|2S zfq1(T=%xA+G&&y_WI*09 z88oa#@$~Xmx2=epE2@xR1^Jb8?W#B{%e~~pJ8~HZ#VMeI+#Wf>rbAy$H9q_kfw--Y z+CZi+`emiYWb~n(z3z=9TXW9PFfPdSA-CMN{<{nb*uT45eUUe;go|^Gse>+A6SD*R z-zxn}{-q20!OcM?icy{eJcZP9(;OA9l7YCOy*7>!gjf8;_9ZuFj|0hXTf>7}sGo-m zG9cyB_i5yY3eQ^bKo?Zdt8#onIlsCwJQAmUG)f13)IlNTHLpM5`zGb{ry&q;*)|_n zM822Vvz;hH={mN_F>)E7hr0SX$7~ekPT>*^H2Qw5IV6XBEG)n=K7(1~PgAE)m4U!Ni#8d!o#`pw&TDkjEqQof`p~+&*PmG7xWBn~)At{@ZJVjcc@Q z|J~FTViFWA`fw+Z6l;VoW^YRw@RqXGg&s$MKZ&~TmoMT#sLpRZfB7dV?TY5=Z z0&zjn%5ab|HD3R;TGCa zp6j88DXZBItQ}cL|2>BUaZt|+DhU5`i(dT(KKtB!%5GhezoH64KqQ=h0fEd9?JrcN z{T)~IRtJTYOV%He8=TmBr^E5x#!6g~31s~8d^0=Nj?@QATM2kBsAFZ$v4)4-31vrQ zwYku#(qwDy{Jd2-$Ov-Dl9sZliki@G&>k{1=lsvcF~iI)C!&N%f2=*c*eVv~oaGT* z52ZikTiwNRaNDQx)vtQHT2$p6V<6?IeGoV)o}ZYnw<~Kkl@pTXXA6+CsFQZ>7~*h; z-PJih=}dX6Y!&vKGbfz9r*o#(;(93eA%me~ z?J>kk<+-cdr$%kgF?s^B0;wEwLnq_h*{bVFTu0?7yRw^be5$@r2M~ul{)~-7(`!&( zjxB>2|4p9h4|UMEx?GR};dE1Ey<#s$6>Pt6BXm%udMXI#tpemj`SbSu3p~21P8xDMInSh4@nr|Dxhj%is)2^e>vWv4oia5$14)_@B#pnykCXLWGj#oe&U zb3Lz9vY`%AdeH+Ui00J$fai3K{Qc&#L{{V7HX6_d2YQE6>7pcWNPJa)Dj5vUT)9Thb+YBq0crD1$y!x zMrXwMOXg1AsB`{k$_1H*1?3H;MyNkK@~!Y0yDR`gfrR3>L5=u z6@(n4NOzBfg_eBU_nunDcV(|_AQPL*uXxgpKnc>NODjnaH}tyZsvac}u7-JNVun=? z(OLTzD#zoM(b-6(V>a$wHiO#5$3~u(DhS`Yh%`z{lnw=&n=jU%^1?Svp*;{jv>D5X> zLOY~U9)DWUNEdY9#-Uyvl8@=6M{Ir|W1~bmXh9n;$bj$wftWzX!$fJG@0_ZGnzU6x zxY;Ul@b%G+64y;$Qg>R$b}9(JlnF(JkcV~6IZ&Mxaa-TgK^}R8S8O?c;ksNPNF3fB zXSG)a1>JJs$3a1U%w*qFQOmfXdL1~3YIEg+-w3C-z0bbuOdKvKWk=32K0^V3Sg6}! z@o2gz+5u`A7j(%6GQH6&k4+-4YcE>)-pb{3&ZJ+tAQPjZ5Y`?z)W9NCd(Y9*dcz_* zagJ$N01Lhy)CH4%wIKtnY$dl)g3c-kMaM$Xb5vNhc=FMDhmE)Fqzz=|YM*S`KZqLR z|8>J51wXorDhQLc7#$sv*eN`9VR_wU<+^eZC3fWXnHC7on-194j!exP7PA}YPFwk1M(_Ag&f9u)^*qdfw@Z_UjTrg{^`+1Tz;$LN9z_vRdO8fFmtII95@y-i#$EeYaI`>KNwJBV(*3ZU=bziiVL z?d+o}!dxvBO+iLxU-Xw3bVa@Us-QraoYOj^I4W=gGehgfD)f3C-H@FJv`^wVO*PWo@#SZWyeS*PDr5SCYA z>I;KW(AFZMbppfV*!%-H$mFc#)R-R0^VetE57hPi&xRob1!aJKX;^r~N7AZL#W)UG#_WStP)N@Ck1R$)6O^X{T@Y7KF1e;K3F4qeLsgI$uYua< zkMo!rryhCbaJ-Oim<(RCe!h)C?G*B~9YDs4yW{sXu5^x<3) zrQ>Aj;JcRCPe(s}iv;n(QF8?6n9xej)GuM6^{V&J?4^yIA{1+u7`5@ zvU)uMa@F4^o{vEs?y{2OIEVDO27&A1Kk4X#SGb zdW1(*e(^Lafw+M_+dy>mCg%H%*ajUrm$(5rj2q~W-?<*z2FXD`2Qhx$vxRf&oNkji z$He#n>GwleH@5ezk&Bwe^|&T;4y_wVIDg{78DZo&U9QjKi>-5+maj;?7S+ z-v6e9)=uGq$n!y&9PEUk>g>xBHK+^mmbIIzf;{rR^*%U0ZruWhND$}bnZ`NBLN0mh z_UF~O{C~eeLgH`>J+X02!$NKubn!-w3|K~v`Hih{CR$AhhRr)@r3w{?wq9As=A zkcB^MXX0T=cb-bRphWXI$Jp8%kcX4$Bg4D_u0}fOj1KaIH&+b-3tfBTcm=5J{ePIKnXzXgmbJk zJRcw@Y#sx#y6LHRn#as|gMKaU$9KCT?WAw<3MVbycPd;1B;hI|i zWn2xNOUw7e<6~c6drI9rx_JsN=NuykPgII@)lCSRdOY1P1mf-bWCK|{7rS{@_reQ| zBOlf!40rps6D0-lfUm{}Sx=pEOV`_~f|P$AlA*dgagm3$s0(pH zDYvN{kMjS#8&`vdzI?V&Z`masgrBCwgkK-q`fO8U-X=x7Wt0ElicB90$-(gggJXQm z{!d5{=TzO!IW#zAUwj6a<;C2YkVnlDYQwN>WLAbOarlAo? z=6yNjo~XBM^iHnGEQyNmyCZ~I9npEbE~wlt&Y_kCq|3S^omY6&lCwG}=57__$Lpf@ znff{w#mO^THY5=D*&!Q73U#j`3JPuJ!Nw zK~Mj_<8;q&IKcIgedK2$i&moUbjaZUqw6fAv^bi#kGs3O>)yUMS=@DT*Wm6R+}#}# z+&#DieQ=lH1Shx?ocG%Ibj|#WhD& zxaJSC-lQWxm?TM>z)5l z2LO8n9d)72(J{>gsB-dj=$nh1f z`79h3R(D?#O}BLIQ!2>qmG5`wqU)=!dRLGX@v)fvv|UGI}Gj3TNNukW5Z z9qHkHAMYIJm@Y$gV&Q$9#)|*qbf1j6rBCW0rG)%-M21FoO4UghH2SrsL-qE8(0A+VeLTWVUJiSD4 z4R4uD@B6@2&Y_i2xg~7}OYeQ!-MXRRfBN{SgT#=o2QOyvfLRVt7B*eua*TNpS+<)e zE@JOv(-d;>Uprmr9Mi0TOCCA4VT&$U_O*lmn(u}V^2rXX*#^J;-m@e#8Jc(4QyYj9 z2xOdcFIJ%w6Wi9(IV*3ff|P%ugy2T0?$7S8bxx~WoMU!q<*!%QG3TT2duV09^O=$D zHs=^i<5zCNsrrDcsb&9L*_);+2i?;_9=}`c(fQ%Tyej{|%3kH5h5x9EJTB?MF2efy z`^KhQNfGa|#&oO6{RA#`%wI}dt~nQ!_Acj;i9+RTz;jrIzHMsXoBE7{uIV65 zdU4#`i^Rhmt)lhSTQ>V1S7chIW$4E#V-moMO zILBDXt&~7JfaUCc(Nqp@)j1vHN6N8%0m+Kv=HYam9P()=J>-h$I3+J!3nSq;bD-@1 zsLS{ms`Q9+Oi)J&4h67pEStW=y0hn;IFC8U=yAzwsW`aZJe#;o4AR3bebmM=mPTk< z?DhEo>J{n9pL&;#{Fe(NkWwr;8E%q?&7Ny5`CL({Cn_kYWWPtGYaE-=%u0mhCW`Wu zgUptQ|7F^{z9F2CL1~vdT>kH~aZJlxUU^OGX@@1h+Ss{dYkqhc@JtmX?>3jBUH(XG z0)*l1D)d~%cx4j3_YV|rj$1m5-eaF^9MdkpTZTSrB7Y=#;rRzi5bv>VFSsBBa-(*c z-O^XEOAo2xwZixu)bphZ!Ye*87^h$iEf_JOimu4>N(BXdviy5x>}J8NHOuQZdaHv1 zK^d+phcI>AcnKW>aT{N&im;;DO*9po+2vnP#ino-H&MqoD#xSL)M^dCq5PX=U#Vq$ z6y!5JGe2`dh7&5o_&4D-bUU_g4s{tHL^Z!~ z4y}yJ|A@mUgoQ6Wn)|yBO7c|&;a4wWW!#E@Rl~;>2kD@5ItaD9MV}?dldvXm6@-7$vh7fkFBAt(_kruMG} zTm^|R(=9})f81E5FN|*$Wim`7LEO&WqjQcKLDDlHf*o;st0;?g zIR#^I428^PLVtO99=pQJ-5`&F_ty&>$Jj@iVV&UycaNLuCpC-Pc~wlVhh~_P;n^4Y zHH+8hb$D~xIu-|+hI!>(z%bkcZAw;fw=O70Y|f#E1!V?XrW4i8w>L&-dHvvwlh-)0MD%#QdDp;o^TxQZ9&=59u)!!qwf- zl#es(g32c292(S0@%Lod5J!(MRGUD2Fh)<#L1sgA%Q(YkMDr?+zW5JWnvbD_HjWYG zQ+{KT5?O4)`*|E*#}7%t1sPD#FP*$m2*K`*QSyJZesD!aQ>q|T#Sne=5|@%~_T8{T zF&y+$2f0GzXq<@6{`j(G4pFAPsZ>R%K_VRL(XdhacsCs;Z2#0MC>W4MY8PNh8^6Zi zg?f$melQIOk-sQoA4w36*}mOnc^}+F|JgXE)BG;!curdbk2>u>>qd!#wx#8QsP~nE zI90F>m8wlM=&WTvc3-bqJCv>{T;GbxC}P1GqP=NMa~g0l!%{flM) zUCxTunVbvCpNWHL*_S!=%aJ$sxb4vmB#3jK+BlRqCab;NK$jJ-HYpWxc*9m^=6bBr zC~tA@;m+i)FWCxxacrH1gN&t>gt({R)S9$oy3Wa#Rp-b!Q$fVdeK+?1u5<3%I21RR zKI3M1AfK}>u>ynK(7$Knddx1Q{JHrHg1Oz|hhEh6G|0|5bZ;xCMy*x|oz6U%kUEU( zNtJ_h%(>nr7ueWX7u)SEah5o|R7|Lh_hlboZW=-6-z=O-m)6GILHiXkIebW3BO@&?^TU-PNLkLV|q-<#yQ4kJ8RMEpQ8s&%*@~$Su9t1UTUhI-Ms>Z&}5>DhRO;`#L=qeZS>Sz2|z% zV&zjg*b{}%I0ZY$u&@2z=%AxI$gPCEz9AX%$GVK42*mq-WPYy5tRBiQ?VlnTvtrOV zH(7|Ax>NzqF{bv1$`XpX;Sp8pS2nQ@ic(Mod6eQBy*uJ^s_?|Z1mZ2*Zv&ZmuOxTB z!F|A`#tlc3g?P&bgy@3sTR(f}A76sA;@_=sW{4DNB0dfZbE%*JZWipIaxhVf@o}2y zpf5Ve&X+~9Lmp=mjTH;goPh!AA7IP z`Pasw9Z@FOOka(n?d7{$Pp!G3mxppard>hhc48q0(Bh=IO6dk_5#%5mK++Y;x*l(5 zW_PgydR$P}LYzZ_g7S`Q6e7YK=C->}7UH0LItY2o;#igyr>PdtCp)CoE&4@OI{1RA)QVsmxRTng>lqx7RD32~H+n}&l_oKrJ#4S{&GzXa;^UIXeT>Ws{dT&5- zofEAL=a}^j#VqU%JBXuHpA+kg>Lci&jbn~dC~$4(}A^OmR=LCD#Cxu zgrx`LME>W$jhgD9wpCRSYGR1ZbqO}bZLz*q(m^?^=^&-r`d~z>O7GiUi)_R@?V$~1 z`raq6fMdahExvr#3Z1j0x+=&g{~oabn{>%9S0)jMkHuy+bdE6eLtF^F&$09l*@rhP zLrsn`JBRX=XC491az3?-gXYxYf(*#-mpMq; z5we)LHDe7ORJXPY3U$jLt87HLDrx@>Ry{v%qLg(w$n0fqSrnrcPGtjAo+?IyIOmd$ zW4sTv%)We#K{bnH`_g#G$LAKBT9@lF777Gp8f*(>HM~1_!>X9d1y!%dL1t4_{tKB3 z>rmIc|2jnR6V~S(T8Dfx7E=wo>#&d094@y{>mXF25Tm*u9?EXbvYTS;?_Q1|Ks_o z?|H+H*g$3sDdDq-r1cSJ!~P}%aX}**tAgBK8Ox2RE%{fR+g7xSFGD4paFCfCGC$%P zF5NPv?AMG8&Gr1WVaPxs($d8dId!dXb)Oo>4fI!2u7_@1Wxz8&ycpN2UrP~(3+msD zb7)L^WRLa60vq<_r9&D)@K+8p3#?MDeuvq%(u z2yJQ31(_kFBy21k9TwjDkLFoP5Vv&q7Mw#ClCh5km}A$UBy=e371EM(XpTvb`V%hP zGM*1Q1goCgI7W}pBSXtE5!89+`=^=Sur;l?APVY8LuW$6rqupw4IyrzHmx~_yhXVP zx!d7pd*ps=dF4|qdmGLnJtCMF@xbwYj0=D2Q|zt{W9$>E6g6*zOAgof2c2~LENsj5 zP`hNl`c}AR*T=3rstan=j&qD4cR(5_J)(AJOUBbC8*00qIh0gVUL$>9yO` zFh1vR*f=C8L|)kEMTn{H^S0v%#Cv{D2QJ78FN(|PaX8l3d^`3gS%`CLcjO#8*2`0L z4)~lu3uQU4>q*v$b4o2 zkPK3~ai8$GZ6GFLcz;#s!ZD^ zCYN{EQ5%R1Boj5(!$4EYr~8Lm#tk&Q8y92@BzM*BIQYKwOt%i2yj{h*a|{_sNf3^U zz*+r_rQ(nt-mafE5V;-lB>n(VkMK@&cIo+@dwOs|W@5Ny>Oe}QQ+{hU*?M2k8`h^M z=g>@5>Z^}{g~C=nK1vPaAb&3vgxy)JuB#C6y0iYbYczzoh2Gmh6!4Pylznm6R&Y*I zhpD=`Hy30UdnEw31?RE%wRW8&OY??x?!!68LP*3G4O<7lW6;y*Ep-d!>#Krr*bsL& z1rcP3lW*QnvJhAFR0rWzvj{SbU4#EfPurhMSG201swjwLANxUSD}2Qo)BF5Jig=&3 z?$1HSSMZ?)AdV4hUS8j4CNeJ&y>oom66+<|IwlNddtr1AQaOP zv$YkDEzi$a%0!BI%O(xuis;xPXT1k|beYvl_7I1+tnzTqF)hOlvUnLk0$bvlAv>%@ zbG{|U8^J+l3zAOxP&m_HyC1Ab2IB2HX2Y1F=#noLp1@`3^k%|zyu(gVjs(l zSjD^=ewV)2dnc$MuX4K;8DsH$u0F@8X}t5_*g$5z4-JZC@%hrQ@X#?CKNE+yZ2d%4 z5DsL*F<*%@ecfGM|JF^^VUh~+xuxUT6&XXWWO*D)zUQ5+f&$7Pi{c`B5|;Jv{G^DR z=!p$vmLZ?48ZjK}(Eo0Kv@Q}kXT=mQ$XbWQ7F`w#{=t=zrjj0R>K0QuhvtV@9-?Q# zHBWHAN?8JNL0PA95V__uTHXylOuAPYJL{agHjddieA30Q2^atD%_CMS6mQrc)43kg zFn3TULoLHjR&Pd}+`6DfGdPHLGFgi&CswqAe~++Usc-|Ooyj@YiY6AKPH}-^c zCI{zSwQ-CSqtuZ8g6q+A&30ZQ4mZ$@SzM1XkSi!}q`u-+z``=|3K574sxg~`Xh_R9 ziO-Osb0KZxRm9eH9>N}9^US-g_x!lI zsvxE8W&vc;#^@gE5G*f0PvwLvg;3@p!1TYGFHVynZlRd-RggPG9?JehI>V5m)#4I} zTj+=lWHx){!PF=$_~AWD4yG>SPQ&m8svsHmsEnyGFW0c0gyC|E{mwCFYAA`O9kD2e z4U2E3({VZ9Z5%rMitXn$T*asV+h zSQX^*%7e>LI744zgyq#iU6!aIe?Wrzz(l#*EOn??RbZ(OlA+g#Uv(efc6f$9GoINv zbRQ*4(w4#Papz^vUl4~|Xw@=R50bEj13P>jekmB%xwQ^zvs?usQC)a>jo{!%4#fSB zKzx$rT){zfsF$xn`og3373?3MIJ{*KZ5$faP-J(_1GrFFd92zz9kg^M7i2*Aca|`b zA3jX6T|H*${%iA9DhU6N7H7nq@I7{pa-Aea+(emHa}fC+G6?qogYovKE>5aCc~M?|Obt0%E( zzVeo(S;s-f!$-MHd*44qp!?O!CRU;#=UlOI%m$=5_^0QGh2JRhZJ^$;8SA+oV<8{@ z$YK}t3=2`6+bOL=2HZk5H>e=Inh;~C8OG4X@7vbu7D}>_gJ=xNKkq$;KYeOZt_?cp ztc^qdw7d$qi_L7{hsQy(5V!RBO)xG{c2O_Ntz+l4^9=XY=8 zij1kT`_nN5>WjUa8`fTSMGgkw0<0ykObPsw>t}Y&LLr z84|>Y;yWA2^u3&^VPjDkJJpSkgyHttuv688WM%u(kzzeo>7}KP()BU#`3}2OPB17d zx!u9F?}%Yf-899xpnSVI$V@RMh}#!eF2#1Wvkqij&{G?S3>}ag>nfbcE=D?*i7doH zEBA0gw7M!!$&%v1_s!?+!l-2&)M~E^!h>%SuDAln^X}Br4n-`o|D}RlJ{hO{6ZdV+ z7yn@;MQ~f+w}I%sO(vRlz-c_%yU?NJdvMOeeOwTo#${CS24?+%CBv`l7HYVkb7&p% z%O_w@uuf-Nn%d#4koEuvS^I_<)oT$t>-1l<0eatGwQ;EL-Lei!Kira4TQ;l#wTxS6 z=0PsVxC~wy?re&bv$ZkaY|#bPJj6Lh5UL6aM|cRr0}nd2wzhgMD9K?CGCQI_DE!yj zD0UaQaF(8W!_MlQpiFwMfy?plf#Ozpfa{s?KUI%gULz*PP&_s5p;y;a;RxrLp{Nwd zje_Old#{Yv|5*5BjdhfBjG=M!D~3>295zEBxc6V)_)$}88RrZ*$px9sK2$CrV=&9EcJ_qorY>}fbF5h=H?tBr z0}bsp-XVMKvkvmh@)f0!CODwh*n4`zww+c5d1QS09HNxR>n-?K=X5{AITRF>3-xOp zrK0cH+DbQ2$XU)Y215C0u?)RMdf$n(bxP}kUfDpV=kZ?-yZcccF*xt+%h^Z}@ADwV;q!-1V%vgiZS!zWq0^PEFHA1cp?bs(tQ;=6fuLAfq)kR?bQ>!aXBQSJ=Q z<`ahtdSv5RmX?8r!H9h1|JZ0LwTzeNUv`lTqG+ex&I{o#u1HleD#_t?ZhDDRj2xvp z?sj;2nRCCe5^*^v!)4APFHgRc%7UZ#`b>GPLS>wD!^WYbxV-rN4MEeq=Y0+*so8&X zJ!a)_$!)9!B4or`8qDp~#t>V6ky8(K_Dbfz(^P+ml}99AjsfU&a_B9#cwkB2bKmZyCj-i?>OrGtFZMzJR0G4sR%n{`FeZmS@-@-xYMQ1re_x|_O<4(TA= z`-=$Ed(1Q6!cTJv#OLdff4Cyk`);|Bg~6YWl)+O==M=faIpj}EJt^_>bM(+m*8dCm zDEeySm{EjZzlu0RZ^Q?}E>3o+3byku7ew&^8TgnDOM9PmzNB|q?|YnM1o@TN(97uv ze3UNxMF;ust00eGmYpbzlS1D3wX6hT-en(bAUY{XQ@=r`#?N6LUDRdV)SDluf_x$J zUDCUj_|eR$@|_99BOhHJa*$bLWh`$GVuHiF&9h>8yj}SoaSX)-<;|}f8*AIf*Q`8j z&UtF%(3OI`Ea{1rdgi>rR{09fS@D?bF;l}Y^RP=}Yi-ix!#e7C&S~*4=a{Y4CwGoo z2r!jNd*lz=Ik=g#JmDOQ;fh}=Rh2$d4~JxsM|Sc z?o+OZ7JTIb@GPRH50>t72nN@E#zCfGLHUgRUpT=RyseAqf>J!^93#k!-!$8us#>^+ zKAgSabOP}nyJQ2IwZknFeVXH@Bvt9x19VeQd7%oz|FFd>T^~+olu4`q(t~+bUaBCk zTmD3)%Q)O_P1<~yTE_b+e>A9|xV%L0-3)tyhC{S<;nnms&A6iSZ&XmIS6;g0!7wVZYNK@o;-FY>Rgg!?7K|Qo;Wn`Q zXi~(7(GeZwlV`HZ2z?|k)9iQRa6!Z0se%wV6~ky3t`&w~8E?hRIjH1&6%_Qy+`OeY z{$Bj+wZm>7`GX2lN}%+|xjs&Z>J{{s{iSo<$_vsFNQbIYG>U_u0Ux;_vxIo0sb6Cd zJwMSShdvq${l__G2?_Pd8=UcQ8^Y$LU#qw5lMcd9Fho|j7YC0v9W#aNpzWVjMJ~Tg zU(5$j?^9jB_2hwXAH6LQU-wnj6B?8$%SmxkEYZ8jE;2N4Sch*MWW1Pw96~qXcpj<1TQK)47J zF`b)mtfDR5(}pa>M^N*h9AsK1i)STXhpKXoQ~W|0t|wEZSXyCh6h{_%_TsE?z3h31 zL(o4u2!UL2;=GJ8y>M5!l{mz^enDhakxvFK?!q$y&a@c-#ue?W!7F!EKZ{h6?g1VfiOb18obyxX_~gDi1;@Jz!%7y@4fIz$u7@J0 z@>pLB$KMI-K1Qc@@py3m_?%MCXj$rD4rure}2Lu-8R!G2en8t zXRha-4MQEToStJY)&c%K{8!A z4l>@?jp^Epx{M2|lbVCfQieU%K7#Tgv1aYQHw$!ACriUQrpNrsyQC~Qil^_D$cj$$ zmR;0A9{h^bt|&4dGaq=T5%DL| zNQXO=CJrCe@zZk-1s8=2JPU(5#_y?y5{9?ygbiaX9YnbiyMZ2}+SSAUWoqgM8k2$R zF(CX}N?5uM{Du1oe@jjv-mtP6Imq}6G9xphntt0g@v2k9xSgYB;uvFR+_%}=)dH!w zB|qkN$gMbF1yPVvhN&i^zj>(jKk@cImXf9xOPqUrmxQNXXhN_2!+ac`71m>4-QE1hB(|p?`#~?Fubx9A(*QO zRh&39s6APTH*8Z5F31e&P?>oY#5$e3#^mj~pw2lt#|Ux-WpSxoc*aqBRJyu4D1R;$ zgd%`qp&pJ1Ws)yttT(p2WzTewvYKTkn>`B5tBT@^MARM1JY!mB+ca*N%AaXfSd?4fAu3F%gRUi&32xZq>Vq8@CdO3rbsn zgUoady2Z4wj`QlemECXa4ZCLJ7QMh zkV93UnjxHHoEQ|?wfB4(Y^}56J$0z@kl4jJ#?Yu)BT}j&e%G10%w>l)9g?l*2SjZb9Ec6v~3itm!k*<%dF%okH7CqdlOqkUWuom^yQXL5vc zN|tJuTIZDUa}Mc|KEoj#S<5H5Y*irUdZGn5$2c*{FGl(zZKQ?2zC+I0K^w;y+U=Hx z?u(1fWq10`&<#B#lnXKja?3fE9dqnq%VX9Vnmc(#f}CSUkc=($#}P5rm5L5d=NB7> z22enHi#;%+Q&b60qj%VjLaH9G{As~DkMB|Jb?r zOMR|-!&HzfDEFT}Fj1QJ_dL`xuIRlE!kcI@Sy#gm{^RQTjC#}lEUYR*St!x8#Jy3h zHFeJW1mc6bYY`4I-jG{91bTu9Q;sD&9Wpx$6y+Ra>!4C!syG54p|cKI6^OZsp6eh4 zxy4!GEOMBN{~Q&EY|UG?rWjXbc0`|aV9&r24w;%hvu>fb#Z`_+7G`&05FLA;^$Kx# z!*Z119AhDDKq8_u0&dl>WA_}OhH=mX2asE)J(pdLnDX0z!)aS<&w%{j(IUZs@E=l1xOahC35bV0XlAme=~ zh0voTNvFxdpCxt9yfR#nSs9hvNDo%nyo=hrpuXn@s#jL!xa8U8#n`a$$rEQgq%Ni? z$2l~HLgW%V4YTaQ!^P*RVSEf-)v5Ne2;PVY;l zcte7?g{oEH9NL3q&?_M>|NdE1r?zhCgcUi*SV+l@r~Hy`FLtt&-5Ob;cRt7bH8_VtI?{`2gtJtPE@Ot19^SC`HjWuXLAOjn zm;wv!XqooC-e;R@azO^<56EM5dd!Z)Tldu`5Wj8fT8o1y3};`1S|Zou*TRF^5rx|) ze{D`Nc2;i1BkE=q%F(9=jUdi>X5)|=c@|HDxzRdm<1M6z+j&JDuE&@MQ$sGU6OarO zy-_*6!&=qVK?tDOEp!w?xa>s>C)GjO>Zu@iK>pu74B?7Kx8FEii{G<>C|n_PJEvnG zTQYZ`Lv5Eo>g$5Ma(#V_^w+mjHd+yUZtF%3R1j)Bh>Nn>aPey=OfXsRv~&$skVpB$ z*;m|_oR4|yrEcpRI>_sidwonioM@Krck5{qZ`zzjsv^Jgn}Bf@+KBM)_VUDPqgbGb}8wbHbZ(j`14&vSAT-i5Chr`HL*g4HW-Z&M~{aa=MF&Y4-P< zeD!tC2^+_>D^wnU6XJCD;z^0@#Nmb>)tu|06<>MBF&75Rn?ZEwQ`k*SqhOqsA&7oRZMN{Qj1UTswn{!1rzp-{LDMKcd{SYmzcR1h315h8FQ z4=z%cQzgjOT+w?S6bQ&{u}%o%_o?5vH0}5tw7I>i$m5m&t*@a!XAOk{~I&sUj0Bc&h=SQu#X}o1k zx^a+M(*n{xFO4|tzqy;N(7P;scg`_g?~&()<%oVvJa)n1_W!!hQQ}n(5sgXF@Qj(Jf1dw?f{>?(x6nB}LrSRr_#| znXN8aRX-N?>B*1Fr>9BAO`V`G=NLg=<*n@p_~)b6H{DI9=Ae^0$QLT7eRQ;J+L}Mp z5{S2KOh2y345FZ1U}IxjoED>zbpy-=mFdqp)H3Dw9ua?LSf3~7eKIu%Mf*(!;YEn> zs_WqbuSlCI4x{Lh4szqC6ZTWyRn$~D|7v7Kz0-ycP!-`lkO-wbfwwpI;ZWy|_-6<_5|? zoP%hMm065YehUjf{a>xII_Ig4LqRlIsct&n-^`wS+M&YSiV<9ou}{z^i`S&aidN&P zE3G~jTaHvgKEEuK+XbQO=yTgxx%k{dSw?Y?nPncC&=i6Tvyjh?R#MM%&ObJev9yv% zunW%ctlyumBTMtyx?nWdV=UzH$s4?xaE8-tDAADwaZrOXDk!M@4q+t%sINXYEKeZb zvNU5ki27cpNaRM`;@3QL>gb%SHV(B+)_{$KKx6BC6_SyKxSpBgR6TxKaNPIRIyIQKpZbiOde{`Mh^{7O1hqX53(4~p zwn96cQ*0{dPyj?Ge6_${pJH#ZM!KHwHjY_^@b?P)SUiNWxP0Oc2j_g(G_HrnqEF^P zXMz_~s7GCg{}uI}u7bQCSyE>%A~JPK_2{OzEOZ73nU?wF+uzYxJx1LbyGiGKuyIVw zlnT;QalO#9(iMlQy_;upJ#@VwuO_F%(y24VaR@MXp2azqrDelv;f}M|w_*+k%0HWf z%*GLrp|7Fvg*vtUEhWuXJ`|tYIHqArkTEsxr(WkP79b9vtSjemJ*Htnm#h>NfbVf_ zz^53L_rnFXp36a|VJ^9|-U4UV{F@F3*BtXyjz_*oJpbJ>A2IB2nG@t9C5hOcoIgT!KmX&!&dbpvREZ`iYClDf^8Kg&qpu*jrR*7xy zbf*8EgXs2OtQ|+-bbe}F>4>i9x(#FWxRo-()iG7at-WCVa*-Qo_8(l20eNIO;!&6x zpMnF9lOWEiwUBdYX2^5>TsSZ_`t^vUcUY1|oMRjqrA}&gcvKrJetk(C-eKo#9Mi6# zQvUZ08g^yp%M5zMCN1WIOv6yG%)Z)p!+W`*cgChC4i{8u3FjC={t$Ts{P)tZ@a}E@ zw@q(ZoTVx#;Fm|l8#qOmzVx3%9nj-C$P*&H*JlWL4vRfCH#Lp-{pe*}k?Av+{5kiZ zxCPGQjXs??+(f09bB-|)(rLw8p6Q5Kyj?iZubU|93KitVYi)a{4MuGF`NvW7bVUbs z5Q;PiuPO@y`KyQTysU!;uT&NJl|y3P<@h=7*10adX+>74Al$hM_bd}^R44Lyha<;# z9pqL157Ys!dD7#h`%u$(@9$a76`9`m$)&mq@~a+C4qBTu=k#5}Ii~mBGDWWj!d~-d z6@E{8_zLS^%Q?o0k;&%$aQa;qqprhSmA5twEg(L*breLqE~dOVgL;g&YvVeuhuS6o zoRt$^UaCE%XHmQO?C7*!<>0?^qUSe8)Nb8#!K%5+1?AhoLB{rsm4b*ZI=NLl=lBsu6I>ORi&13K~r{eLB{d) z%H-}%IQ{ynvV6qTD5QrsEZ%O;FdYS;kav*mt2@C)4$Be={sMG&c5F#jIflY(E zfRqy|JCx|pe}sd~I^>oI&P+Jj&&^fyFjZdl2F||KbzMhH5$Nw$L!}~N}dEc)* z$^{t^{;h3a@f%{r&r+s-D6Jn{Q0rqV2M_HM;aKKC2{@47vt(Tlo6}epUFkKo6R!K%)imi{LW+zn;c2}_y zZHH%dE$_cK$wqw5&vZ%!$t89dqWHHG400%KeA|XG4v~_b85ODh3Tkfp^yB%*t&S( zoXa*2t!UC8T8mw=e)Ieex2;ppaXp3;43(*MNifZ-Z~y6#%vANf3W8%L=Ib_WLK%KO za(FD8-~tEHCL}krx?>}Le0ArkZs}7t4z)}sw1guB`|xqW3OZ-ZMXrb380nl3gPtqH zPnV*x$a}2JCC(u|a?*D}@V#Av!&ZGcJ`|%}RyjVeELgUw6)J~Z|Ha_})*&0noHtQ) z)xN-1K%U>~VPCE6Gv2Vle{(^``@myaJ0}{pvKEz2N7WbVB3C%a7%1S9p%@<`dI#rZ z*+-V<7W(P{Qhtf>4trVt15X@MA$MJMQY2RVOmNN{cI{z3dE$!tUQ;CQgeBqeb6}pnY>&aK7Q>J&mH>y&l_BianM4g z$M_D*V(3KQ34M}vy~#PIUCRDb3McYmS(9DWIR$QU4xOgtZ^67svB-JHWBm++ci1x< z$Badkli2LjhScrWhip zm*@OtRn_5wa@^q@BM2$bqGgZZpY5wW=?`7d10Cd(&jFtzg)wQ09FK{^1ueR(3i2QY z+CHWScfcPSew?s2dp@R{+~Xj+1e6EhljyQYg+^MZDK04eea^AEOrBg{VjXH&yIWzs zWjAzCKq)cUw;deD6KSmydfcm;^MEU&Be3YPI?Lfv&q`TV*Hh~u$C!qp481rj&;My?A4@?IEYpuc}sc|v5(L$-*1p0-ec!%9Gb0i721ms^(v(M=$r|UxgNt&O1-qh zF)@9oLg$FXd%nWIoMQ~+3dqTtV?BQS+x+|neFuv5Ls-R+Qo^w4kri1eQdj+dUfguB|H@93+zZV>2<`^cc zeHE&WxZwG=SGLg@;+()s&Y`%VbUS-aLLPORwB_g|#T)kC#xV^;try{YY{KMtop{;= z8jD=emRDR5O%55dsEZ9~<;JO{ND$|Ad(Ant0m(F-a@gwEUCsJa*W-G_Ic5a8Z8aIZhLIy6dly|oeJ_Q zFVucRcpyPrm-VoWE6Vv^1^Gkd@*0XBdm3JCGAZIc_Rt10J?5ABP~mv>uwi9-YnkSP z7JpC$xsXn2pBp`J*nG3&7Y9(&k17a10~GFSeT3m+#V_1hZ&`-_RFG1tFg4uQO5Lwk z*2m%v8;9IiSwrnQt^n`+vb?&kXU-?ChgLIrb=M39r}E$2(?;ji{;YD4`)oI~AGw0l zcO&eYvfb!yYG4|;e$1>&7Xa1HLsv@6H?urYso5hLz)2g=36?KoPg4`i8hOz+% z*X&J3pVw{Vj-`U|o>TJ0Z9>~m*chl;E*2h)_ zdHpg*kPVCD=cg_5>7WjAR8XjrT@|A}V!72f-69ZgS)RBYWVR2tybrjJ1MsV1Rj=t5 zdhEcFm+j#w6ZYVFb*nl8@B3x(xE?dCQ94s}*()4_&Mo`f!2xL=pM#7O>zB_Sjv|bo zecKwVbS7VjG9};~n)u>Cz7>a;kyTS2(CvK7hM~iYOko^=1MsaKC9KyI+&*&?s&ZV) z&yNzo0r|(%#38@8ULqBQ2f$)X?_P$yj}m>Xdk(HBWnvYCOM9^gmBJAE-{4&z$wb`J zmu(>ec;d6)Vh$%@_J&1aVW7)T!NM>r7y_!Cx!;^B5@rZ)5c4pGnC}5QJ zi?z4%DHcB&=a{X`BhNvzFjdoEyVZ~E!#O8x9Ah6PpQR~!zGlaU*1?{4*r?=O4^6QU zSp;h{wxI6MGpr&(98@}m3i5=?>(-rZP^>Vw`xJqA%c7>_AY&oFtk3gnTUdJd_Xc{8 z?bkV>auM2qgKOxK71os-ABh7~aXqwlhynB&Z`!x7nekI^R-x1!V+N2?N-N^8tub<@ zvi@Yi<@{&k81u-pT}N2wQkwIZD8j_8yd@2nLl}9zwFhU!&!I^|s9C(*yQJkDGk$`~ z>*#237#ck4kXQ#5NT-5)%ALYpyh^;k^@u|@%X1xsB5Il_g<w2(f6q_t;ypGe zE7wCkhQP92P(7qmc7B}orrxl+*;J5{&QJpm!&%?tImF?Dl4n;r_}9DGo--rzk^V{3 zPt-DQp^G+6F=e%H zi1@(l_R$<_D!v=fgIsR;!?WHPj6T$WbB3h~C zecK`gESjDB(3&{hMCI~ujxmuxM5c@#!vZ_u*~a)fC`Mit0jYZ07lkE-(>qGLXg76Dr`z(8eF3Xkd{RGm(EmS1G%5mZ6EOyW{BqCHl z8*j5d8o%kFK!`kQ9z@PZ+Kex15Qtl7cLA=*^u1fwFe!$GXxx5(0lj5?3v!ON5Xtb_ zcU%ERzP8#*7vzEhAsj?kfbuU5PgWwQp>oY zKV4jqS@MJOc}Yxk*>A5B#3D;`L0#OOL$d>l?0sJ!iJ7M^KS-?$D(K-LVhSV(ymvJE*Fi+kO>s|#x5;~XQ% z7b`u$a*)|u zl|pQJ5Iwp5`$(%{T+j_0#|XmzgN3E9LQwyOTOAzOxrJ0g%1v2$IMlm#uC?y&c*E-c zqH;Vk+F1(DM}tV6thW=KlRQl2D8H$ji}k+s{OWCK1aSjhuyKrmTy9w#y&9ev6l=aE zyAGOCm)PEL^XDTEw{xNQYg9BT&2nSK}q6`ex!_NB0x_ZCrLnwYx&M{*erLFB_ zIuW83MHYOCPYvUiK4IgSIp&f13`sHNumAgtL)q2Q#kd}`C5a--$!Ff7e0LN~j<_{uNnFSKytk%bUasPjd?$w1JF;l$*PVyVgRj z!@H2BdCLZuR0UzR7k7zMF{nc>XPTmeik4DAF8ol`-uDd%m<+yNE{{q>YCXm@EpG! zH?jP3J`&edROKko3u2523!hZ6(R|vWIj2n}&Y=Vg=_|V6O=l?A-%2s(-IcR4=NR(@ zgR*kKnT}!Mf5wYvl|19s>>t`d#z5k7BQEZvPPDo{l12}2*1{@Wj`0^l=iMXljR98U(`Cr?JT>jQ)nvc;r z$!ls30D2HWft8+@oIC9nHm9^fu9s>bXbWVSBb+dbi&55 z8YVAUTjHv|bD6~TXbkbCbxa*Dh+G)4XH-VOYv}U1OGyv6PwBcGL)QRu=~#_8)%*Q( z+L9dJuBi1m$FvJSJ`(;yBMhPZ+ecbaZVo!2gZ%h6huvRT4$%BvlU`BFIA~CPRgqu$ z1I}8+mzsRb?(pxUA`MiK2XSS)qCSXEw=B_kfv)Jg4)Xcr`jG>JI%Vpg)5+Mp)Alsv zip-!^@>mWb$dJE&^A)&JCE-17y2btO7lCID(^x5Mj znYL5Ic%OZ=af~3p;=#Ca!G5UYtdG<(E@(>=F34C29*n)q=HgM&^jw#%XRTaNx2Bv! z7Q(M5?4ZrKZmag&_tmX9xs6sl22Fak!wDHjX7oE<`o4;0UB=g;_RTrRY_8I$de{el)Yvk}3gU7(Ia_dySuJJ0s4xAT^8I=Yfr5?Bh`i?RpWdh!psiO9w4!$psmZS1Eu~{SW+pFHh%WWFW5S z*H$VBze5m{>@n^X+DBdASO;Zlt%C4xbrBibhR9IXk1rgeueWuO-zD$ZC$7cGrS+EQ zx}y1QR7F9b{2#(~95~hu`@eGnw^9AJDhSV<#3At((lj=fo{@(X@nMv@9S501qFcWD zu7qIT^Z_wj>(|kL+c;)+pag+^+W!e3_G;CGu}Kea*wpr1j~PX-Q0d3KM)-B-z^PI6 z;aIhU3JP_}w6oPn9BFstzkQ^LTPR^i4l)aoa<|!SH7-kjUE+`nb;`yuEyHg&#jcnR zo7vp30kL#JV>@v{w3*2ag60T%mHTC-6{h5-F58)Nj3Ct25M#&-S0+Y9msLoKgQ9m) zLEcb#OS%N}Y+AEF&r!=b=&%m*hseco0d6@yj;_{^4j#PEhIZwO%;Ff3Z=>VF`E=(j z=TMiYcsI^5CJHF-c}fIzl9x^E@Pn|QItV`q6QSJknD|Fxzp-K{+(dtMR}~>eSopCs zCWeLY_pBJ8&yU}Fs35oE%JhH>vd*`CoZe}_^i)Bp1uDjM0w_AsH(N(t(Ptgx3d(?0 zj5WCE$lS@{58^v|sfvQif324xjPhUj#@f_0zE$_`t%BtBX2jZD zBlfeph! zS*L!SLpgqOtTiB=k>Sk87o42dQ0L~%%$f#fi44^!pi#65Tm3biN&;XK; z085Pz3(xfa!Z+gZ#p53v$JiO=OT<(?h*L0k}ZSU{#$ErmnWJz`FxI z=iB~Uj!ezFe)>>Vk6W%~5tqNw=jC;Hfl+-J=TJCC=F$F(ApW#zQ61t#35RozX_(t5 zE8@pPj}?CFyGRY=7CNniP)kQlj(bSwuaWLf6&*BwgsRA+Bx|h3zVW5WRO@bvE2=nB z1-V1yE4MUw0@~*HTwX0QYn?K3CX!pT-;Z z%Xkhl0U3G!`w_0kyqTFCLhzq#7^4SO0mT-Sye-n_bHB9;?(&}BK7s2oOMXDELn#sP z9vJ2NWHJ!v^q9yw)bldXlnEo~TFEX}6<9ukT$6N;N4n-Yha-2jQl<^Mpw~8#xx?`U zMWAUGrbewo%^YsX*G=Yv%+v_VtN)D%eC_W1hr|2vc2hXVjA);X5sXD1{=i_ZT+}XZ zpqx`Vhel$EjO4$-ivM4WF(nDad+ebNL@T~rggSPJsO2}!!5LaSjSDgcQvPYZ1cA7A z<#KeVb(+tNrqelx&c9;0-;X%lp_NfX3B&D^eg?-F```vg_#U%yl!`fM-cB8KQwQNB zB|;4a5X{Z>wCL{?vfzs5%~TcnL#3s6;2?drZFlQ3h=c0R(m_7y2UkYd-@Q`KN)YE= zpK>+_(dsJQvj^z19X&e-`}km0yw&PNC)N9pBjtvSydR&D|3(ByE*6HtVAcB$ii z2VW@0?!AQM4Rev{f@G^YLBI9B0JZlR%nsDeB)0X7qk zb~8q`wQgQGr`STyF{_Z0UGoc`PF&bM#d@W}IX`rcPkLrwaTafJVtQMBDDGaw^_U(D z^~wCBm>5FUDt>aP#MOT>2hnmbo!6T~a3j6;`2fAcLYHt3T`S1n9$mx!9Jf>DX*%bF zjbrv_pL{~v0ztw1uilO#4j&2`RmofDMx_a-8RZ9=caNAw}IY6aJ0EQH_V z3a302ZzL~AOT9+l$l9({L8$aE_UK87!_?hhf2Q8D9II3i>V??X=@yu*_dn%2sdMhz zI24DGiN>|jV?W;vv)*#>9$UDY>!D>@7P3Eui=cafXGirR)OZc&&{zz}KujwfHRl(b z;1CZ^zg7jgl=nb4;CsZ3J>dsgh!5%;Iw%k#Pf{bX4t3vmaGegCvrbin=elALeZ|hP z;C6-~I;hTi6@@L-}fArp;yipZ|H&enyao`TsIbS&*wTutP@J$>0z% z?2AKj!0XX<%q9Zy1KwXY5FPNuynll2Y~H0M)~gV1p?*76J)RKhfmA`C#clR5qi&(l zT`I_}B-75r0+MNEHtPzQkH-IWkXOb~Lh$V2YP$9J$UvO4bvGAewjrhK6Jh;0vaj$b zozra(=g|5gx3d`7rq@(&>+qY=8rODT|2I911`zMBZ2MJ^ zOFp<94oC0$$E>Y%&OIB)^m|Yq$~t1R|7XgfWW?bOTX;a#gW9&jueydH++P*n?bI#Q z(|Y?lYc=6q56>sd*#JTo?`F4m1q!gOHVz@6`5J)k*n)VoD*kn_c^=@sd|ia z%%E2CYofqHB`@SHOnSJ5;veT6Gh0#aK{RY?8>D;1$!9%z;0-%v1DS^TWW-`P8a8*{ z@AFYb^MG&F|nahK8Qzip+xVmSZRa`5QumF-m_ehS%=)xqjn=wxoLDU zhiFW{bDU$MG5F<~ef_9|q?q9i^EjM11Lrx1EQAt#cF+{uBbQy7uZ2FUKiWXX#dpa= z&{G`m-Zt&En+(Lq(3T6TprBulp|^O0^Y7Sq`*cCwE^?5ubf~-sItCZNy)?^*5zXotn?kg(D9h3#TS7WiB)~bn1H}=0e$cJiv_NG-p zw6blg-VU!NmtW!$Qz!?(6=WB~=oI{JO^c#v}daTP3$VwdUH)Ouf zIc9puQd2W=r_|Fm{v%NqRMvluZ^=!wyAM)zCLtJOx4X%ggeL&9prikk_YuMkR zc6_~?DkxM*&OD1?L+iFZf;)AIAKO97lC}be^I1Vsj!wPJn_$lWky2Cki zfRWd3Ig$3U^X*3KZh>3ql#N4!S_yf-YmY38kRP?E&$ytmcex-ls=e}#Jct8KfepK+ zlBGGP>^;sQUr)|fFXFJvu8!%TbE4l@Id1vx@*oz*kPm0Aif-IMhin{UAg@n8k5920 z&)UBgd_aOYXy^kj$bdpoPT0PlRmOfFtK`5s1mYGd{*Z%czn8xq$&Z`cybsfL)qCux z&hg7TiYxG};-sEwJq6_r+w+L)p&=9^ODs&o0(<9vqa1p}`aRY`GIJ<8qPgzEiT@-H z7Zm!h%JFz)0!boVDAwtIX()lXrT?>m%!Q&yT6!?t{B!Hyz1KNgpKw8DO#7wlnG|oE zi>B*!R_Ano$~k87@XB|N(a>X!K8>wO9Bv@jGtMzR=ErMv`%oN#o5>Qc@zn{$4fNUu zGGREsoMflqpsjeF;8!|va?bkaTo5^EGSP1UeDg1l-=?G?%^TM71?QNCxdZai%Un#> z)yZ~5rG{}(-j^yU7$OhlBM=xY=U$plSM*c|;pZG;2O5jGd9J$8M(GRw%2!+w#m(jY zRQnD%nDv=5g#>X^w|K2`lv>OCf5Vyl%%w6qC-WQ5F{_YLk83A()+o;p_S7wX+r}|n z1_xGzgqLGS^b}beP9WZ}1#h_^vm=JeU!E1m^17(p%eQ*N8oc8i(=fLjLVXb)+Prh6 z3O=P6aL3RW=Ja~7B;uSpIiSsXjLcWJ%7r^ zF+Hy&S1p3KxM*1IAG(Fce&Tvej|JT_JX9Y$>xP&=tY=ePQ2EasWQI^c4(XoY?856+=6q~xr3z*d&>W$&jtDDYDSxs~_dQLqE8pa1F^ zwTzqSg9FGT9oWyvqi#4cooFE`1*D^Q9+xIv7i9F2Aa3f~@l{a3BmZ)_8}q*2 zyQNk|C2pZ)2{_1D$Ro=~oI%8M=gFE@fekL`yp2QiRSD+yzzVy!QPF}l@wuSM3ArG% z!g}Q+&_h^=P#Vj+R^ps0i8#kJO!>jf8BEtnQL8&V<%ye^b7)X2k6VXeES5c%q5*Xo z7j)bPGJ;Ulz`nvx!~wXeH?LJumRovc5?zpzHMkgeI8`TpvCV+|Y9a7AQm=@4~5-`5IvdI;J+E$5iNS1Ok^#{xSh z?qw_WgZF)|bevi^Ls8B2wC)tu5b^H!Vv>732w(2}GT-R!@AsU>Nm1 z2i?&@_{E$ESVh#LFK}RQG`(pHGO3DCi(bULqa$!}vG0Wpy0IH(Rzb+}6*Kk#F1k9G z{OZv`X|kvwe?a~eqa(^~*DAHSEH#af$E!9F#f7DOO@B2jAImZm^P?sFmQU5?v{@|S*Ne~B} z)j{|-nAoVtVkJtouA6ng%`G$`2UlcPBA>ifIs zXT^+NUqqvpaY3)u{2XMq zGoQRCAAkgaN@?y?qLy*aCmY91dzXBA`40E(k;+|pp%3b<1-KrvkWa=dS0TncqTSG~ zI;clM6@=?{vF0DcF*wuc%oV6*+|-^B6%-7SK2c@N`+Q@I9wSBEL~m>$n)h;ByoF7u z^38YF1r-;x!KDgvDSt*tj~%~N_;G8==b%n*6$A%etZ1ikeEp^NPAeOQgYtV+kPBH7 z_A|^}4C^ub2KCZy{agpRy-JoQ4(8utr~gSiKDYI1FIPkda~T}Ih+?G~Mtz<{f;gv@ zk8{k@=#uHDE3w3SuZQf?Ia&QGCm;h3v2p9#>TzJLK3(tFIHp}nnT6$88BetyU==^) zJ@!X{>!Fn~M3&Z>ft#iNPkyA-2X&)R4x*bS>Bh!E&5sJN+g&CO7nC;0Ikcd;WaXGV zScpRJK50WBenoZN1~Lngyi%-+`=95b?*sz=6kLdPQ&Hf%~BTFQ8{N)*>IsD)&= z&skgr-U^>%y$|7_pE@Xr_ilDjcN`TCB){tLAaHL9u858bvR2e7%#D--f4f2k;&Y>4 zNzO4nuT&L|3rBcCi6Rc~_yVPLj!VA4iUQ|ja?jDnX|i$)ebhmr9+~@*8e8=DFWqlY z%Q$FjX;l%*3<~FC6V~a-Q(h+06?HG8f{;uv&WW{-Pb`LzdX1W#`=1rPLoA? z%NAASifDb6p@t#2;(U63?{aDxw@~9soI|UbJd|y19~Pc0>~SewPrAySV=V2JIU7;o z8wmG&N*n~nAwUyC)zpL zaFBY^p-WU<&!9S7kC|jjj42NG`jsP}IrLaqUCyy4hcI+1L}LEfIkt)3^IvQnip0og zFJrK8^eg+)rE_-F<9cWxlO6w}3lfFHH#oeS>s6m~%)T0si6~Dn=Tj_ryqN6FN20d@ z=NS9={4&uZ#(E^6#f)uT+;Y%c9TZf`qFlnQ{oT`dEH96PHa1ih`IQIqb8sIJZRC~;?yR{Hh5H`)-8kL(c&c*(sCH_f90_pZ z=(xX)mG#40wxWqD2qz8!s@4Xf+*tD+{@&ZFDF;z#NTzHoMIa`;$wr5uSGH!HV@44U z(ZbZXVCp2z-we|G?7jmiM3(g%h56dPTf#;J;(fOGSFXs+S4B{zfnnkC{^@r_@B60B zRZdW;90T{P^YJQ6NDuF_^es4t)}eqj^(>sD&t@3t@MQ9)1IQV;d(CW7$j4RyRz@d%`MUWNth0r(ni%2s$2u+goP?^8MIjM`|!3Z$Q6{qq4zDr z!u_>s%_I=FP=aJ8%%Ce#n@4JFI7kmMwd!b7FSn99qxh>8>MkV>UHAu~z5& z&&DzSqEZBH4Yr`njgE!uLugnhu7@n`lh1h~UT!aK@+cC4xPgjy<{-1(dt@1#EI4ld zSlr+hHH=S=A2ts47=Dp$--6~LWU*!XnfN+rZx=4efI_`87v(=VME6g<8?3kNx2_yS z2Wc7U-qHzrUW&M{r)k_oK+(Xh`QQ(FH#SRM&?|H*QdU6gmOnLk; z8Iv_Z|IDj(L9cBfnyk`5@v+_~$#bBqZlHC&xFEy91()4G5&vy|vL#P+yXxUe!`L|@&p2FPSG1z9 zst6omqxGYaP95pLO}edH_ESM#dAr#SL7ikv=Q#WXD{Ftwv4T2c`N)avp|p+DG$cLT z)OT$h(`Rnwy~=S+*Jtg1btp5r@HZ}qMzv2yJo{q(sJrBC9#X{j*2V)k$gCeSLU0G? z=+e1XI@JA7JCI|HfkNe_?E$PF(a%TqkQ}~xT(fZ~I3%y7nn!FL?lHM_&a6RP55-?) zDCQMbp-)E=4%9id26GOrLNepH0ldzvb=Erk$|C6ym4i}q_DNq57m{_dS9i#OKCg3> z?A3Je7H_}))4_Y4IF#$5#X~97@fCuK#)|YOtwOxRDh=ZxV<60Vd&3f8rjB3qheJX` z+~J&K1bJlj#5$O%v*x?4*F0R$F&l?ws!XKrjI-vRZ&4i55Jrqp^&q)M^jI?_9&Y-X z%Asmm$&nmnCYVP?%o}3+NnJ6)Bz+`C9>qCk+fX9-$&uaL`oHeY=`_v_w9m#dzM@A) zO}AkwOI&A2F4Du7vi_sF9$Lzjk`HGQ$6cJJ?+hJOXp9QN+aj^JhIYh1-G+6s-pTTo zeYSy&ONH9R_MvzR@rv%do1fAJZ5yi!3Pr|;9rOWX@#==#4zKKcj^iM+n7L#irUX2O z3q5PUCqcYnp7ESR9)r99jEuN)of&nl#e;X*8ym-TnOC{=KZ-G(Vs^ebx}XgcxFFgz z?HG%SV#?l^x!J zW}C`EmiHPv5 zJdwNwJ@qOi-baI)8#>u^&LMXuvlUSn;VG>jM`hFvebUA;h7Ksj*q5+}p1B8D=?$wilXHw9zYNaO&&NHLi3_cyDId~te%CocSxz?+OJa|0 z>r3huI;ev%HN;Yu1dIK(W=s3&i~X=!ToEny@~pM(Dum^$I*cL<@s^dG%{eq#(P#E0 zaV*AS)z*c|P|NrjiaLjb%$Qc5^m`9Z`TPGkJhi?{=eXt4nip|-+_XQ;(Dn5FgX^L2 zRiynaIO`mXai$7-2;sv!rWkN@5kOhtlt%iIf8kQYBJvyY*ZSb|O# z`}Rr)z0g4@e-(pq7_x#xM#c~6ptTECMJ~5YP!C1Qd_={jk98Y$Sfql2%F|voTVUJz z&$IUg;?pDlVh%F%RSEL9AV6C-Y^Osp%R?K70yLRFDKiO6S>sJrbPFw6!u6QW_rTWn zKHCG2);Mg2L*k>wQXLc~tFfaY(mQizxTiTBz3$3%L{A6ov!GTm&@x&Mg64RqPYF@29GTEu)U-wG8`$NT0W5EnFa6&GX% zwNEb7H?Uh6{(f&hG7uM3XEo;-L2g9V_Q7}vvGAsh{(QQi6l*w$VqtlFQwK?=_$7;4 zNfh3&Gd2z-nWTYQU?~0?zwlwbVH4JJJ=8Gew}5+)L^)UBr@!@vMXXanUU{v(393-C zcFdoN1o4K&|C4jfs_2!5j=XUD^>EE6diZhJ#-ZJmj9_b_; zT+dD$$Bdwmyb&@MS4)bQKW06u!wuAD6W3!56=dAjR z3!=Fyf6%cWwSpx(#I(FC=d{_*IVNNX$)fJ=*d-nsRK?2aa8Ax0oI|@-`AgCKxc_-& zVa^xSE^g>MHjWw6ex=kn3K9*&qYre5I~VNaf($6+l2zs-5apf9n7ym6sL3uBgeXs} zKf6&BbM#Johuiv@{#HSrpnL}D0M0gF1kX;OOar&kH60WRlaX)&1o@qku64M}F=w}` zD5M+*cmS#vvv+dcMh*7pApGIUzD8GDir>84+k8t0rTIq%1-&whG94#4(JH6-g+M%` zcfkgt`5_83)4;>t7<AT5$RXzBHxNwYXv3rU7@}NUiO!a*#$b}~sgoUsL?)h>= zX1!ra_H&S#X!5n7Bdw7lXp(uf?uU-qFlLPo$+7qfc3%0sheJ)>=mT7iv9n7S`8B|F zO?6^oYSP2U^p6KQho-CIsaf0iYWE~wON49PCRCC$)?#`rrUk!jGD8`D63A_UMYX99I>20&==e z!S3!**$Q1r5w~^s6C6alJ9%Q_#h#;K;ltk(hqugol5*rParPn zl?`MH<`X_#ML*&UC=vd3*EMI#RP_w7$}4vlIN=Z(Z9 zo3G4$`dz~NPmCg*gH^8995lnS1ooZEUBkat(6^BiQtMf@qqK2`lXx)8eP-PW*NC8J$!1Kh80e!y{wY0P1La zjQ-=J9^c2f&N*fgo@wf9GYhM>x_L+??(9gq-7U}`qytZ5QVSuQ1b7Eh^DV~Ype^} zeoGY;Q2u=O3A1eJ(uNKPIK6MHAiwfvL~Sf&dA|*CxC$1$!$D?249UE57($Pt`9E0a zjO1zU553oLJ;seBDIr?{Yx~gkM{W=^BEfu9KEo&!clio$je1C=#9D zw=W9u2T!u@Jn+$2@ID8bB$H3>?AJtA=jED_$N;n%HVH-2F>o=ctgr80FG z2Q_%2f?P^meg&R7^Vsv2t+|QPJmnzc&%E*;X)Y9xw63^quWq6XHje2tA5J&zCMpc~ zG5DK5joz|p&$u81@?)o92lYh4^X08c=SdN7S^tJ{t{?M~>mf^r$&7G+EcT@rhMgt@ z@kw9d6$g>?u$y@uPHaD|T$zgGaP!1^%_(O6am$M(w=^4 zMNN7+)J3>IaE=k=QSwyV5qb13n68T6vgbM|;FGbLZ!uaH<#c)-wECl}2={EoMji(;;WfP4d-u1tH;vm{f$Q^SywCD{<{TP}9$9`g5)0Y57lEyM)cHUM zdFAW22~iG}dE$@O)o9+ZrC+!pGg&>dNar}>h4>8{TN@xgrdxdF91}0dZNgyq`hqRD zAJ982%QucO_VMG#V0I_e6C1KxkBaTl4Sih)xskuOgPx#aVHuKGzn0?-`y)zR_J0P` zFj)-I38Vq?GKf@ljZ zx8fZzRnPrd@CMn3b1KB*95YqD@|Chn9m6AhJ|O@^*M#aGqaUy_F2j z_3YC*K3Ri50cCkpN8W0$w`)*ruEzwNN>=D1QYVYT{<30nuBTWW&Y{Wy`Qw2S2!M0N zIAYbTa?V#9$LLZ1jhqG(!FDe3i?XxQRxhs2Q;}|`%h;k23HZqUswNr1_lEhq&@%5;`w>Rs1q{>rWpKhIHbMrJy z!a0^p6gjiIh+bZ#_gK|kyx%h?RXIT=t9S_qh?8IcQC+w5e>RYbqyw_B?;vt-=_YsS zrE_K{Yw!BoIBdB*;lUbx2u)4N1<_%POu2W&ChGL<^~tGWTu}8? zoI_JyIgFYO-?8v`_y--7B((|(g~?@gBuWj}RPAgHMsDhpHjtUCZs`=qVUo>@w`2zi z;+(N*xFDKjQcqg=pn;+AF*>JWTFxIo!T{ zwZr!LfQ@796O{L@*0#dUwy7l@{(UkyJ=bFv4TR+Ok(dm-=fW4N7S-ETJOk&Lk*MSX zqaurwxAh+DawPAsuQrYuiAtLM6P)7KJ>{$FdbVfedT2z;+WoEqx1wyf9`D-NVd$Oc=xVzIis|vzP#$tJnEYFy6@wd{{GOoy#O$DJmL&P1S zws<-z?bXh@sh`_GW-KZXK)%Ik)ITkHU(^GkRoPWRA-^nvDvt7uD3z`{?0ehfP(fa| z%uzMPwr)w2XI93Yn z3N6gV1yP76w&4R%Dzt7^*kS51-maf>bBq~`{xI3DXK-iplC=L!Al|Nwc{qsNSxCfG z6_5n}H&%Qr`^Gs}Y#cLNz4F2NF!X%oG)_NWn~|66F%9#&WewCz+|zy2G!%mx#tmIN z9|zI)P`GIq3d=i1pJyG^aziK0&oMOXU9xVv7Ls_IFYcK_dN}B$4hkp>;zoe3Zhg~& zMi2*$E1)V0D1V4phap{g`H{y2;$2p`AP1Qtt-KC%3oHGMb~)$ioOofJV^;cr{PV>< zc#qpl(pz;oykUoJ9Aj!c!y^thZsT4`^6n8sbyE*_aX|(Y2+BuY5+g3}b#k1;R=kXx zgN%iI^6Y0b_I1PFL_MxsD7uGp%%oS=`nZVAPNk?nROjrraZGIHkx9J62+P0xGyjUt z`OVAq(4dw_;@Pp16}geks^#S)sEAMH1ZC=e)KdIlw{F?~dWU^<;CQ7sYmBfw!IE+D zbkG*RgP@@BucgpqBeGw!&U<;wx(7Ij+_XGwiMA>{VoR$o1IW^ROnZWyV~uHfIF=K6 z&g2=Aq^6c}K`(6})AcU7vOYw3HlTO)2;y)-YeK3ZyooHLnAW4iBVKJ75laWPE2M&4 z%F9U|v6L;j7copXQQpET$R8$i?tM`P^`S%e&N}F!4#E{6(X_6Z_I+O#+d?32>t*3w zk(u^N`RsaZqn~+uIJ^SbvIysx&i4e}VsVXpaBc}ap8Tc@n)ib$$fv|-30mXt!TmmF(@p(TF%B}TbU-$&D(35_ z1$7;M;g!BP=g@qW_sAy0qdh)3*rBB6l8r<2Ri23_K-Zt_n$P-K8lPsPi?wkHYR-4vh;+Qi^koprCSp;|#j~QL!bH^{zjm zgM7+QE9%44gN8nGcsP1&X;o23c9{6StcaSotYR6JgNRYgvePIKy;NoLQhhAO zEz3c4s3{9H2E%=1%R1CW7UErY$i^Y}A}l#OKJvUj`jI`@RQ!IXg_ie%`q9`4;_OV%0}O{Bo6PeT{eyxiYTBJ z+tz!ifBSpc#JL3GhVEB^3nGv_vP+7NZ}IPNhleB!RpcDgu#ij*U2YQ|(J%V^xB38j zXXBWTcT4ZO2S;|RduOjh?cxU7Sc&T~?Ly_W7}4=jLs_9hcLy)jrLqdb1H@uQOpIOP zxM?q}1&CYP6~RHYnUX<6GpzN|Yv!y^7UC^?YU7xe`NO23zmUzFRxMj10&zjBs&GMc zxFt;;hC`{8tNS`U7SOgT=a3-eU+w9N74VPc;srqY~-w+rdvq^m*f^ zhH(qsvvG_d9FmE{t;g8i{nTVYS_1L?@8asJAer@wd?(_a>58)s05anPJvT#y0b zX%Dg6jC_$J-o!7}2*fSapf(4Yx#5yEuR*xQxN{qY^p>Tr!#N~K>G{Sh@o347=tD>l zZ`lPM6!OZLp$Hs)#z8f=lOo=-sdc#`a`_=>W zx0JbFQP-2GKIfQN$Sc#GW#By8wTpU$48-*uvvJH^MH!TR&iBIwJm%gv8x z&@Hsz#xb*AS;=}K^q6?)@@Abg=qFW=SN zejW2mIbF|J8^`Q_Jo1MX<=}-nuS;-?IDCrz^)uJ=e=j6@J~B(${O$87G&Q)F?$v~Y zXkir#{cS`rulJm@oEf)|w<*U^=qh9B$Olw9#VzJ=;q!%!W7>rWRK!NJEdqub3v$#Z z193rXn{h#=UCP@9W07UJzj;Ap8qnO(?V58AIYpm*gJy*Memhr{tAKlJ-d!-#W!Zp%5w<17Dlh>8{H#=@mm5}$K2{=zv{0#*cPCy}c1 zojQ|?rU&o)D>e?zGnd?J*1^)6Z+b(k4uK1r*^Ub`ORGn2rTQRcK56*6_GBO~s7`y% zF@gdCSo(+y~xzQRQaObVb9v ztBUYmfLQT6#c(D&sVW0KY|ygGK2~{ zT>krN1DXAcN3M&%H;oE<()f@Zv~JzkGIm|Ts0 z(Azl~i|Gb>Vgs3dkV_VOokS`(~vm4dfg$ zv|HwuBVRF}T%g`x)G)s9$T5h6Onff={W18U#HF)a*GhQ1ZrLz2qGg=-3TFZLOHY`n zw`<;DE{EC`CP!jJ%!~(>;;*N6aX~)~;UF_Jlw5bY4&f15;>~=bbJ7px91}3&0WSN9 zzBwDWK|(jIs!To-FWWd|AUp|X2ZgYcPPBP}LnJ(77#BnxCUX`+Ox5-SheRbya|6{L z&N)VqTLv*Xz$tn2#2}rMY=q8{?<7WtPmIyLLkZ$=1D(`4Ui>f1ZlJxGVi$(@vw|Vs zuyG@~ATz~+a%NP=ln>5ZWJT0`W>g%da%9zEN#yVspP77v1`uyo?9m)U9q*MVoB5Fz z+%@MXtLB4)4(cG6@_Otug!pmmpK`d4IBblnC=ir)>e~Y}duJ)@Fn}v6Jyr(=WJ%Np zRCRA1?OUh!ee`iE$fHy;#YS-U+p-aV>&D)#gK(2s?8{0ZKlJT(HitiN^&ig_(fPQ% zsc;98`I8r2kLxWfI)QUc?+3!9|G0$swdIoPZ*i2H!E7?owjYF zs>rM4KQd#3xAd_4nXahUBo&0EOt{8g15v9pXG#w0G(KSilR3z^YGoHx4JQkAmp67u zHNCNM%*0oUS1%&lJ@Z4I_`04yr*J(cT2zXeW`lF}Wh(1 zV%^aBr*RH>5T9HVizCYG^Ywd&hCQ-@C`TZZr_nL*+kT(%Aw_w72rZkg3c?HjBFt-t zwWIaiIF`@n7HTm=1u17i52oS*`qaBtmYNI7I#cC%T{3O{JL1mqN#pa{F2a~%v(LTI1L})54vod2yn+5Zyhp8l%R7=FZlM`-xF7=x`Q&mR zeMNYLYwGYNI;hScI!H+mrN%US^ewA(e8&}~oU4L-%2U>BkUMW5HJd|hepUy$1M=`C z_5!@ik-UV1qDk{qMflsI7)3#p>ijU^ki)ySRp+Z9A09!m$5x|;gh!+=5dFSB91|_z zATvLdf{ne{E*#ubrMJ#GYU7yR_sV=#sU;}T>)qF(D0}2WuE%h2mq)DkajX^2N^&Tgw=Z=dJxs|h;jtqyXzWan?kD^m;Jy@^dAKBzaYU_@WvWj!etPjaF+-mgMf1|QEM2umpIfrI_m`o2i*^Zw*|DA^!Sr;h%DeBO)Eg(za= zoJQ+8$3&jW^TGeZO~3oKh{MaTX*O^Uh4?c1*w_l|&-5sRbvvK8aZJ1X^8Q42BrOX4 z>77n?<{dv}BiBPCTFL69g%_%Qb(K|8$wAdOsi2VZU|uzBrea=?@33)AyqSY&GbO9W za$;qD+q;kT{tXv&+{Uq1R(V)<6_qHrf7^OMH}%*pT#zxf@`~)^#c&?mW>nNoU2!Yt zkRX@5gVP)V!KTPS)6SuD5U%?U=!-SVl3U{Z~^$B4P;v8mggl&;Dr(&98!!uH^dSQ2SnJmjg)N zcX|SUHf3R)y2hJWl}yZmvf9D%ngxUE{GGQA#ESNAVD0IYo7|jiIUip zU4)|8ON*Y=chYxtkk2ol4PSyZQ^R3Pu2Ivti5BnYiYQ$bCIsEW%5i4Nb}NYC`R-;1 zILGw8JSiK5-EZ}4<9F-r%5;!pjHTU3dD{1yWk%p#gy?x{5s0_zx(@Qo!sQ@hs*a^A z@1Y*!oIeh6LB>8VS+ZUqbM=0WQn$#?{1M0ohdIa0Rbgc>a%azD=XNOgN%b$MkaG>l z!nzW3Q5LgcO$BNeABg945C*gu(OxVY4_3wLN$ukHnS6vRGRuZnEHn^DwX zTu`;6oI`WoEeGOf4Cr2eSN&ZVl;ju(nGRFR;pXBjarx9(jdacl8^;L3&dxp%t75mY zy-8PxQ~$BYxgOeW$Svzz+zPo9Gfz!jPsJ0QV-^j!^ksQ)?>l$&uz7mV$2rM4G=!7~ zKqt0C4zA1FQ3T>Wf6xXpfTjC_B93t>QzhvO3;p;pbEkVj;VrX2@0~xzM{B4Mr~Lqs~Dg zq}Z}HM38qWL+)hMGA?NAc`k^8JlSPckfEOVU{w^p%)kQ$_BF5LopVIV878|N!tcwAa3b(msCNxR3<<}u>fs6 zQpvir%NOVlmpOg`bK+CSGf_%z*&zUgEG7PQSRR^`arh;&tL)42kK-FRY=7rYipzQyt zAfyCEm&M2CH}{%Sj|jv~bjt=ZlS8RqbYlr>(DU(VeR9mb&IQpDBuijt;uLw<`m^PT z!^dKy8=PbM9tGmULXmG-HwpWvJArt^(%z%=Ql*6}z8oz+3O2q-*t7HkqrtjSRpJnc51|D2ImnD@mwbY{#yAvZ{&#Ez%`qc?e zx!v+*jkOrl<4$gMcv)lQ11^Zhv|Q_NA&PmktKAM=P}zr^V+7$zW8poPVn=rMUQFvm zfm|R@(ZQZQ=TG!M48Rr-~du1q;7Fp#Lr;lII4di*wImSR@|{{>UyS$7LkE{t0!OK_K2`t=@1DCA?&Lrx#~!3(CxXueU76Th1|pJR$j%>~2J7 zM_V3oIGMPugM3O|=JKJq!j)^^U!;h8q51DrMKW64hY%+JlBWp>!!6zDy^0C?WKqNd z9NLZEocgW~O7}qpxx?fk&>c+I!%gqy*Fl$bkS|OIRZ|f%Tv>CgrVg6^QB~wonsycQ zHO;I$){83KMzubvAVhg0gMS%O)#bQF6Y1x6$v<-tMOD&M&jsgB?w4isQGHV91Z7aw z9)qz^my{meLgT)0J!Vw5=!C*f48;LS}Wh+C-AR~6*(NDDPUJ}*no)#-Ib@xG~` zfD+<==!F2b(`bjq?63`F_P;@SV=6ncXMcQrzCfz z193-GIx6STZd1OBkO+?GZ6U8iawu9f&aoVkEQx7~+3~X5WNQz^yKJ`u$SX@}Gb5m$ z7Byomz3=-+R}}^QGUK^-M0iAjnER|0EH}{)F;q}Mu4dH{coti`!zzE~oX<9nS*Bew z6;lFd6B(MvYom|Ftua+SUQa-5IoyjeUEBSzSqJs_P6eS_P=t(A;bV9G*4<&6`C_Rc zcbE+F-y(@JZu#dJ`nK$~4#I=x!lTtkR_Dl`w@<0_xve*R&lQoKcrnYXM-LJl%6U%6Y_=FRjyDf@dq1B!@?5d4J zgV7_?Ub8S5@7!{EJ8A2=1frleC;*rJ49FtDA&_%q){@P*e2Sh0Rph9ykFL1qb3a!l>81btW?$2tw* zf{xfYWNEK_*UO6#wp`Xq4oQ@eDY+m5`K5`Tw#UEwCf)i&Z&|ri97ID%KF!k?CqbJ! zwydplVy5OCGs%?as23qh|*P6IgSw=`T2os!Ch zBk>$$W8(b3l!f)9$U=%Wo}{IpMAcS(V)*Vm{w9Fi7W z(s4m1@Wf3g`;eZC6Rx^PnpkfV^M-X#&pD=Ho-i5Whhx)GwqgCu)bkwV&7gvO$`9V# zAguD;iEx;$FLh8bOxDzWkFcslu6g;%eQ-rP~K^13fEY0X1MhxB)8GBEUF^6 zS9X6VoW1nezxX{Fn~&?3SvkmzN4MO&oW z6y3IQ%(%w?=|p;YE+*R8qrY3H?Yv?0vvWa|UX~B&?Zr;9e${~vdEv%6RE}3ZE7|~O zK{Gm)bm;o@IXQ`7Yh0#HuSY(YR*ZPhjUDiDcO(4=&>}T$2nZWIH_~IvPgJ0 z&Vr)s{?LsK&F9$Iyj%~t*q}TT7zj}3ztjFg2I8Pf`E*b~T4+03mS^L|*QAJBC~kfZ zG8XcNL>jgR0<_ER+zyM-Asff^m{(q%h=s{|&o#%ZH*8n|u7}37N1g(n#Uix6>K}b{ zQ0amy$fx|&c00=9l9$Tt5Pw7u;~*0^cx3$16_MV+sgtbRt-Q%K<1pMG!Sm_QF% zSUYDP+BN=8C5HssW{;{z$?9ywnaR^Ko3`lf>gwej$~4Hkd##XV`tseGmbAO$_Hp?* zhq6r4J}(e>eu^4BrLO0Rjbo-5-ut)PXBHOdUt{;_OdLLdmixILGl1M)xgg#`hjm|) z_#T0H!&(J6h&oKZd6)`$!BrR5?kEM z&|@&9D_1&dJrTuQHaEl-nW^EIE&GD?Cw{))%a9<>X;g@Fj5l-3;OruDx&4MLk53%l zu(X9ahvvLXZpfR!-v|06ba)r=q7L!|Pug{RiU)epD_23Yf^L=qn zF$VJZWrkn}4opTLPvG!7w*xki8Pq{pKfe)6{mMaeTIxMNqy!gaI6k@G+>g-Xr{^&o zg0qq(Imh@#pR7PSfR(;-mO2sokd9J{b7%x98(=pwAFU^Re_C(YP8-N99LoQLn`2}D z*;T{gu)S|-F34=`J@Q4!F&Kzj*9;o2H>^+@&M^%Ox#g+CL99Td-lTh|H|)I)L@SVd ziaZOIZ8MUK)$MU5zVqkcrORG74@9?-8~C zkJdjvc+Y2u;2a|eC*)$;@FR$M-Rw+1G7tw{)j@ubEb32#4af44T^8u^^zT);BFdS| zGK-bS2>-e-O;%k{y{epJT86@IG0C!EVTpcaamQirW}IN+LGo$E0}(JvEK&k!wc%KSqYT~E~-oMW6vKwcg%)DI7#TpyfW z=OnDjIi|z>@+O!E3*yu|X)X84hxAb!$GB-!z}lzkQ5*vOcJZq9J02c)jH<=;7}p^j zP%k+9vfoX=O0DAKxomAtq2UuIpVE1Y!>#0pjbnzivKQZqWi09F@%Q!4@7;jwF`e&n%d)zP zV{kY6MfaRKDAZ5~DGBrQs2hsXrpqE7^j-(y*Oa2q`e4_ZIbp;tGBxk~&5cw=!GJsq zh}=f!eAd^xGsSJ)?I#X0eWv`*s|4I@^mgM`kRZ-+H|88;YXtcAY2O*K(8sfXmLLo9 z75bTtWBOj!F-=4UF1fovY?8z6v+`$EPS7h$H5$M^4}$-6ClGH}nC64oGAy*Z>9^v zlYsUfD~6DvSB~&HWFZdvxw#6$l~j@UsEicFz*}1-f8W9dDDJxsVYL}i|INWi{gnId8`vR-urc1agbRQz4FdwC5)m? zlgpH)*}*v}T62yWMSfW`wqPXQ@T~dTdhCI7&gh(wEcY3Kbnt}HK;q0g;^3T5Hje2rkNnM42|T%aYwN}iWN2=n zEuFa@(=PnPUX;R3z*cH>yneF@#07Ql!a*i7S04R7J{mRsbJIA)44$r>V+7%OO5v!} zV;B8vxl~s9A{X?+1~QgbZYWhnkL4+NXolXfHQl%%!|}-ny+&gxE4nSKgTMc!JLi~& z;dME&CPqGPTWi(ev?PdkS)Lv$2$><_@2_Bz<*(j(sy^%Q+dwqQWIDJKBG~lXKR(k1 zE$*ob!VerpmsLUXY1;tlI8OG_?{v_09fZf9#evc!bbh_L@dLVv{^+AB3gC~l_NEO&=MUdJ&?<)GO>5X! z1>xsuVia}4p0jbeD-J(+N!w2a;YCrg!&`yKYS)aE*4r#x(Ip+^S4uqBW1?jqHQY)r z^WLBSD_2CWQQk%0gy8dsH}y+XQiltw`5Wh$-p3oKVi?67ic{Oi<#$o5=c>c^uA$kKf0`s*;R$V@U>2$>EBYF}oo zRs75i6dKMkwBeM;9LI5Qx8v{mO6rDwXX8*lPac#th3{w<|6u_#G}p6n1lL20w5&Tj zfDTKV|JR0O9^PS{M{*8zSU_&=lfx_akG`cD3F4rFqg0UJBVX-(icQ&q61N=gOg*uI z%oOv<_^j1L6wvQ|X@x^v(2CKjAa_Wf21G$5TtC5>Z`3kw>NaCkkWad4H}YpKcf>oR zcYV&WoMUn*Zdv@?44a@|N|ZlH9Nw@yHV%2$FgfXaFTi#)M*9cUFb-Ncjte61imDI$ zWKDsp%qRc7o=G5Xp(f)w$aI-Yy8CCSLfLaDfmOW71!bJTIn*+r+>rM`%i6!oR+j{E z&{Z82aLWwAN=!5V%pwl2?fyQIE21S@4(biyWE=mlLxFgmNjgWS@oS@^p=;94-}Jsu zKACfjg?vhh#YN;$7PT$0O1ID%9pnni)6FKsQBL`&mV<>RPEi$k%_{F+w z&ATjOs>;FZiy~kw+X;7_##L~LsuE1&Ad_oQUe~{XWK6kuxen?U`q#!WrpCjYB3>+j zrNgs(@g3?jK08KC=YnYIkPWMdF*Ih^tJXTF>|y6*`(B&qxV&IM60BfJip`LR%h}@8@q;1+dJYw_9i`I{?ILG&g%2BSOzlX&zpLyqnhHeV;t@ zb&y{k;KW7zy6n4Wy=e$>MGtgPz%QeQa)>^*?;md+xN=i3U7#zH`{?`F+wDDG>MWUv zb6PA^IWD;(olV5&i-TdY)Yp_HGxkIuBwjqvyWABe)J>tnhX_l%Wf0&H) zGNH)tm)^r1Qj8aEAQM*wWwmkSPo3V?xE+%QBk%jE%eWxJ3CXIuHW<`XTmKZF#t?5< zjpdwUrddEqG-Sgdy1e{^Re;1nNmi&Jk4yd|7gb|+Pu=<#blI`bdkMr%U11dmQT>R#l=?4b$IsE8w$eG@ujU*xJMc3V zyPi$hZ=TAt?hn1|_t`kcKtB01g!kyNJ3|ugB0apv2CdS#v>OZ5$&gq#ObJkjL*>H~LM=o^e4t)^S0`LN57| zg%<(rNIZ98*eIy2!;-RtkkT z?7fX+EREMt>_h0o5Cjb=O1!3qan7afetoI|EY z35k7FZ->WE>)UT-PI=3+ZdXCxfJ_N5Ml75pY4q!Q%Wl{}X1Xf>tvQWAFH^J`4kbTx zcBp~^(hpU@VxK<60n0IROV{7YITSR=m$qXeV4Oa`*&wns=cL}nIi|-#@*%$cn606I zHlNo0>v2@;mBileg4sRM0v z&h~$~ATt<4vdrQk&L>J#?7UOw^g6;hMvqUXgrDL(y1}na|0WLaG5=A{F$ThaQbogR z;O8Y_w+qG8L9ca?PbsRr6!|hwssU^Do%El_R7H48NhnH+w9e@S9UKn1IvnR9<3E(E z@mp}er1XXg7pY~u>+_%B9Fxjb9&68sHwZFkc-oLWKIc5Nag3>zpJ7yJi`wqm10C{$ z%T97VCaO|ukp9K}8&CIjJ@t0AJjFStU4FUy_2M)j-Py0piNl9bw$q$r+U0Y}?QdoL zV61P2tX6Rq2i?>`2p7e6GdKL=&skdhtSg#(Mpfij-m_nX?cIfkIcn>mMrTz}2o<$< z$2bJxN86enEhnsrp zd9H{2qEG%x=MqBvQptWeP7anIY}dHJK{Po;!lD-zj_PyoTa^)9PvVOlWAu1@VZzYW z;5`;6y0(h+aL{obgx4NK)X)~78&BUq(k(RhlB&oXlBv@{u+Yu-6CLinRJ_bVrprR| zz@z|@OouZawIWYGgyLM`921@e)CLV>oKuMNcMb7oR`%4^qcjT z0q?O+w>ZZb+V7TSI-d~bO)OW#A*T~|TLqz}UwDrTk-N=?`Tx;d_EZPCWQ5-eB?Qx= z9_TUR6%a9Ecm&KB>wbW53GW04r+Z@1^Hbv!cPe=)b2#gtE7ncea?FvM5!1# z>xW}SEd1kGYg5Jr-L`Q|pW()~2&khWp#D&;iIrsHf)?E8f+&EMgK_-g@Q9IZb4Ass zed7n5L$ftZ1`SzJl0D~y_ZeA;w=CmB736ivN2^+6+Q*MNCO`o!Z`oBFh^D<<%DUnH z#M?H9Ug|BI@kke>T*66)oKB@XlRi+(xS%?ZRgg~xF-w=@KzhK!>AIlgPgG7QOs=g5 zP#6=OSnVk>OCj_3?JJ*^<9Nw__&pC%YnqQ8g9*7qUPdr~$-zyxkfhb;-8}c-m_9JFQwf?%v z8#d|%7ev!uo(8N!*Pr$W_LHG`!^*wn9GdpZRoQ-+Wovg#w0ew#zI&yDydL?`SbQ9~ zHr{`srEcoII>_&lzB(#Wu%BO6h#*sQMT1`Jij?V57=v-({STE$5w~^8H!8?2Pk;+z zx&OI)0;|G?htyHua*mbvvPTUAV4$K|u3B3K-maZC42?zHzp{f?A}_e7W^adbjlS== z9?A>KyE7XxIf9u}JDl5w-g6EKQm#3!LMhXY-s`f{VC05=X9Jm>usa~)sxz~3Dw%tB zGU9LxZTO%H@&#oct~_=xCELce>XtdE^G6lrQ64@ki|P6(T40$zgj}CEh^DJdeH=mR zBVzjT%8m-O*UTQB@@PU|n6 zLy@O^qT?~D>WVFVuuZp5&aa$9dSo%&LnPm4UHaCK+QmEUj*Vl6qFXun|1okC6hDqb zE@r_uF35m9GWb}G$=b3(!U?*dpQFTQzi6Pj;gxy8MF<-1915i%3-Oj^jH-gX$}bT< zpvt03*I+GO(KQ_uz<=26V`wPSXHkwMaVYzk6^$!0eddzSn3ThkSiaj%FA3sfs9to= zF-xLS$}|}fY@H^p#}S8HC}j-JF{Z|TTs91;+<*UleuGTS{q$KI$P8*3;vYqY=iF62 zZxV*m;|i1iME786o!cO5W*t=ZI~9bJf8p?7!7nyXwlGO(+V zYS=QYM_mH(E<0ueQK~_{@RI;3f~8ycjMh1$zUP9Br9(1`aba?V)@QTc?d7H}7n^fT z*W*v!!Y|IkF z#nlxBL(*bHBCf{-4Q_c^vPLVcK@~&4lKXevs z%qGYu>-?%9e>P`U%wE)Cd~y^_!a1g0LBEX8hQUBb*LAo^ATH>M4hqPv!WNvBjq144 zdhdgCmM7(cOsYZo!)YOGTi<*sZdI}IhP6z_In-e;*|48+Uw?C#E)F%GIg+a&RIv&7 zu?ePb_AX9->N2kAwhqEId*P}3AQhLTc7}mEXh8~95uOzliee#QwYgIdE7IeNnxs@g zK2*fnr~P}3>IW4YlqN;I(=w;xAR5*3HfiMFvEv2`Sf}=!^Pi1lIt^v8c0GA;TK4DZ zp$YWCI6F1hW84sqCGDJC;EXDm*2-6LJ@wK!aD<`XBgOdF(7&zw9Nf^U(sGVz7fvO` znSB-f$Z4)O8(HA(IO7D!-G>hV9Gx54Rjjb>d`JK_1yM7iN9_ zI9siz z2ce$5?+3v`H@^Jnkfx52O$B-7^TsC;G^}Yc*UB~UF|^ypp`bygyB{N4wYqjQYc1oJ z{x!Rl?w?IR0 z&#p&$xP=zv=XwkWJ0NlNf3h`x^07MfkwCm*KNsL2It`G|+0VrDPQ|KKdrSk7b21d< z9J6jHmz~aFX1F%y>O^{Y!>-skreT;FB8FK93*9U_ESC;rQ+kB z6NtC0j*EjR7bDMGYa`#8WJiXwIw!fCbIc?QO5d>!D{IP7l-b1L7CL3)&=3m9oK9+7 zRGC@tu63`BH*CCz3o^6SD~mP4G0Ebl%x&FA=7K7DImZa{hh!n-Toij1sd*)WTE+#% z^>L7~kXN3Rl|$X~>ApRB6Nd{rXyX_`9+y08?}Hr5_V@=1>7b#0F35mzL0ZI}e$0+( z1OK+JTJ!W-sQ?F=F(eC+5@K_A@8PcIq=y?QYLH`$w^#n!TX+>-ok@Q2D{;7icG@_m zUHI>nSbk0-Pr0vs!=Ln7-#5esnRY32Y%jdflG<&D=$t}@IETEDT<9}n;aD^Ki1oHH zZ`gYq$21HVXM|gvhKi_!X=^&f<(mt0LDcghnHGH4JUn9e<&UeVWxVIRg>w)s93o9w z7T&CH_ZbcmjJpWO7(Ic2tm&_TIrjI~E-rnEer^MqIfklbd&uBN6zq$(%!(DcrPmZy z1tAI+LnuE|=DA&`chFemW4hfB97HK|`TTPt%#AdIi&@VJb55ROoI`U%o+5ul(3!c$ zfqA5dH|)NRLp`rt2+D+wOY8Y);yer?Rf7SqT+{KSl^s zPr(ae-B7Y5KR7D}= z&+NnT6{gwQrQ18vG~;n_gVG#irkS8zLB68<@SWDPUVIFtD#IyeEaG~aUCmqU$TD>5 zW~CXpq0iem)b)P3wARJs_|o#46~u5sQ_8A>T(STu*^uyv7nLr3(Pw?Na-3sMk^M5t zYXv|3N2%-%^^}RrbB-}{Q0Av!jlnBpcPmWQ`~A3$V+@3IGLf#Rj}`jq#0m~YC}V!) zf@rpSWD&|_#0**9ZLof-!Mm(t1r>w}3*i{^VGndR_1}qgQ^&2yK_;qF61j~>hDZD} zYO9M(#Jm2mjbmCClA%ZBuWcXKF6&SbHLMcXLo-7bR90(&2Qkv+b13jERaxb@!il8tW?s0(E$gxt(m}g*kYBkdc@9h2jIr6REf81Kzly2| z4^RlV*b`6Qz29=xDvjV>RlU}t z%DiD)t8qOvIRbJU-3O!$8mT?e`4EUS+!rN6>U%Q12b1!`~*r7NVnkGydi z{c*c+-9oQ*j&f6SJlsd|G_$OW-`qm$YH~efA+M}ySc}?w%s^yPlM-E1X=e{j%bx!troMYB9<@Q7#L_;HHHa@AF z`lgLzOpV)eVzr-&)0-(D7k1PI&8yD^nUGpJDI10?+@L~bDv}^>phgW;j#7&6Lx`XI z@+}7grE92i@T!V^EM`ZCwP{$*sygI)F4{QMVKUDUfkN|-oBzA3+hKd=l{)2AlWQ{q9YU<>q|1c^%;$X602J3=O z**HcJesL*AP%MOJ4KJlnrVE<*vnmLG4zTywd}MSIoJ(mvgTs5QN)yg8v4`?6w<j0>XN znS70_8e)dSO9y-P9xL0NbBrLrTOK5)K($Yl#l0Mk+hVogATu}I^8QU$EYa~te$7e^ z<70ZCjbj9Pm7i`VM#aaWbXWh>L4#UyK?a2DCBjW-MId~5@$sQLsCX+C4z z(uf?`yqwP1+p0m~pio;CCHm1i9ho3u~BzA76f{}&L&?|E+qSK&K(eKr6g^ZB?#2t3{{RO#Q<@*&ql3=spg@?c)u;qe`E<*z%aXillY6R) z{2_UGcM2{xZR<)7rJ~h(sUW<{B&Pj+tgkT^|7*polx+Wecw+7;pYlM(Gozb`MZpzs*#R5Kgw;V=eU=|CBx2R}?7D@9{>lZB z3z0|L?XjOqv+Kkiom28R&M_|EFQeF@;FR0(I*>-mNWS_{yh|nKAiM4HgUL#whmGSd4jUeq8VvK2|gVqn# z72)+&d*_cte10we=f4QVP1I?a3JS=lv}R*_zjj)`s>I=uRe|9uM;3cUAYm1LXr;9& z=LUMHWBkhNwDnQNmVf`h*3V*iyOxbm^?2l7G5;c5Nxq+B0kw+@YB5sf1eE)&k-Ol% z^_E((9tUL`rGkPknUHym={j%DkOlf+ys3kHLAe#Wf&|F7&vAxR)3}M|jpmAsr}oHf zWj};OW1fDyu6z7OV>pNM4f2?)3NluePc7c6>q$SBb0|2Mj`1bVfE#?*!{L|2muwu9 zURHi)Pz6J};QDqBB|p>0aXnVXN<<$CP`8}QU4FjaVKv8dj`1FDRHE4DYC_ZXxeqlcjl&4V%IhnIOh1D^AnkKw$AtI}Q+s3o130b4<%nlPg*_ zwjCZanf<+WhQkF#o5n$=$3pTNMooCL&9~k?82g^^&EuYI3=S!e?-f5fs25knDXw3bX!1i^nra5FgVYb&z}#at6Y@ zDuLP#EB&UKs-BSY#%)0a=FxW4*g|@E!@B;ig76D^v3JRe^Tc-3Us`8D+|uq@9AuJ} zK3N)b8hNHF)zVpMYA)!Rjbkj0+Dx(K$k7rJey*$zg?_7Nb3vx-J+ewGDkAe)y8~%y zw(^Fxox?e1O#9^Ai2P&b)5c@1pPq3}?msw(hN29GGDA<(Ywq0CW1Mr(#vwiO%D-2nW6puwY& z1mYc5cOeH+z#x-MWBMRpF{{aLos)7A=NLOHuQc?+ln=do;gpH7amYYknTFfCGCZR8 z;rk91o|6}IK?W4^NiUrMBWPy4!jttbtG0xLXaq^;x)6dsWx8S2M({36xRi4&LGn6s zC4~2P4jg%{3p%EQJaUdDLCpCzX4;ZEXVfw-$P8)aJ+7!DaaV5mKtQy+?ZY#ih4{W9bniK(&om$$8SJ^fdz zdIB<{dV%G+oU5mGmymaSkyV^y>=RJZo$b-_pRfN?S8v!S9pse_i;dcm@xzOa);BF% zS93we(8_-&HX+^hC2@+bx}KhEIET_*vSzsm5_#XX&*M;o;$O=-#y}pt+iQYl-~;8K`i~TFP1}@0>4y-?RL+{5rKek+@31lGNV=XpvjuGU?KR4~5+(-(2i(k93egc?nlL`vr zcT9HB7>et=}3ii`J?tPt)wzHbeY{8MCo$*@@87R8gZ!B-T^d%xS;5JIL8RWd4h0g zDX~KgHBQ}`TE+$Kwt=i2qL^c^(POz!pUb6le*1?DGCijJUpw;g#c_R#TkjunJw^6% zj%k=no&k+S7Uo6z4Zo9tIOmg%V^)rk^sgbj8_+k{as{=E8+yw=T~A2H<)^XMuQ(C0 zncN~5)MGyf8AIdMZ~N5PFgiTq%D|!yZ>4$;a1I&BCv&(-u}7S~dS(M^85i_Y2l-_1 z(G5fK!nr@2k)^qX)*e&^;fJ(hvCoD$uh4tX16@%2LmXtBhhGk9A4)<_>{>ueXmnnDL5@WKa zxqY@hnVPq(ET`0=s4$?hWUfCY^XkJpQo%!>hL^e zx)U5^#-dj~TeJ%PKEbPBt&=3)u!}a1@%KS_43K;l&dBP;^Xfe|?IhP@8itqkMcg?R zvCz05o9-kK7gXyM2N^%@lS8Nw0^zHVcUyIt+|tQTbB+-dR1W-(!Vl95nbm*JD6l z{IS>W&8}llmT-DMhceNU7dVLWIkKAnCR#SU^suCQ%c5T79BLWv71;&t$6W0`{@x6I zNbj_HKI*fEUA`4wsF&NOo(DSiHT=>VU zLwdX3*+8^Klyyh(5tOeV{=0RA$Y;jJD_jr-<+5C;3l{pJiL>q}`|uIeQ!@-p*iS39prJ#3$h!KT^zFQZcJU# z>^rI=ZV=m{H_)$)n$wNDC%OI^5wp z@*y3BS8~NDs*3ZZKW@ZZO?}2qJ^U$GWa1Bxbg|vBPX9J)j}@TtmX&_SIi_VU<)6I^ zaDdZbLd9LWpy{wsDMa^vieJL(ubl`Q~)Go?l<6di=5y zdpunJw=qMkcQv@nFZ@#F$ThJ5?0jJ7m!%|!+xeXhLw3d^7IvS18hfd@2@_d9pLhJm zS6q*Y%$1*TokCpIvD}LeB#3jmyyhI!Up`sQzZ6SH!S@BNfyf&c_J(sz!#r+zINlJu z)`Kk$JDedu)j|G{49&McY9+wn(O$=3F|-HtfCVd*|`4owaWB74J(;btKGC{%x&b=`rFp&6gKA__m`V>;!Kr<{7Ezg3sV1=aq-In**7 z-`HC=8o8mvzRV8q4JH4|LB`+vWlHB4DctIv00_NALS8Q4(msX9#%Yp=4ip*vaiSbf!}dt|&oN6@+Jt z#9=@k9=68DWZlHb<#Negl$YTRT0WfMPcuwrN|CldT>IwQN`#g zD5xAJ=EqjCa(MoQIw(#I735XIk2X+rr^Jb@I_RJd3VP))g1Ta&UD$Z@CV}{P92%1= zqKPISADIL}Wm+t7s1q&u9p{+w81%|zs2sNCJ!d7TK!W%%iWW-+`2sSt6M+S`eU7)W z2*g|Vw+&<#SdVnFM~35({!=F=)41lGe&6eYq=jOy4v!c%vBD+N!y6VJTjk(Se!^Qf zLE*>rUH|@|gFfn@KtRTxRS=>*jk>cn`4HZ+EpfOaVgUBTcj>mHYL z$jRc$gWbtCL|xtXpNDLwmT^JecpPNX!ftt7mZcr;6*byy1=XDM!p1SqIw&oD6bG)J z;Y%HkOjgI|dQ8K7Ve;6mF4CU<*ZZs^6KJFyK@XfbGIThGBZ0Zera0W=S(-={gg+~Y6+iMWSnGvL9ip_BiB%Bp zf{Amke0OWO z*9>oRIvm+wvT=;_@XCKE6~|*!i8duJMRT5y#OW!x9%CN7HzWqoJA@4j$0e+xgKDKz zLHKKc2=#iydt6AHycW$3KF5-!;vi$`kX(RTA@$W^S{sKW=~Fh2X&G{QA|Q&qLS8<0 z0*5OG<5P1%WTK$#`+Rutp?9@5qb$JpYhRY6{5_j(kz zUYMpyCsM?1eZ&SLTgwB*PuK;ge%QCQ-uWZbsez<%cbWa zld%%}po(+DBa+6OU=@gSL&wa(DW=E#9_ba+B9-s`y#5Z&Ru0;$gYd$wnD+NEUEQxP z*3}I?AR|{q=?0mJ8x8xk8!>4O8Jc(451CX>NM;7J;)+|3F9qumhkM1(HjX)3klte& zoc)>IukI0s%h{5d%OPhkvpV&VIX(0$kF`(aoNie-hcc(~x>OV_8p#{9SW5lHIqs}F zN1h{}#R2)8-H!+8-SyPQq0%#%J*x}v8YkWq>&62gKP$6wJ>)vvvdFI;%21AP99x?N zaZuarDhPjK5;0!pRpAjYTZXJNB@W7yLj{GDvgNG^Vba}uze!hgUk3#|@*VOi$mqo= zIN2eKvLq*0Wb#$m-Pu>x*oa_8yeiO@#v*T7vs|2GZ0%9v={rbT3|+d#;SeWFZWZM6 z%a-Lp(qh=*+17tj`Dnah1DV<3lkYEPLe#l+NQ-CGGR~QkM-}9ghe~bX7RNViWxeCb zEmS|R%0X?FsC`cunT_eN&PRRE1*Oi%LDVo=Y95Z2HQ&v4-&4c5pz}5kO%EKE+WY?nDfzh|0}2JD!@nO{E82L~P`zc<3viGbi~;$4%@#P2ohe&Rp_XwAB`(N0 zRAD3M{S++FxpOA4rYq+hvvFvFmV3=#kjB5?cjtX-7x(w0!nhu@{>W;C>{#b#CroBV zoxH=!xj2UAnDTgQF61jVwkvv_^l(rtw+g~b4`Qi5iv-GvRiCV%mv95^w}B{uBA-o+ zg#|i&rk>WlR?ZpZ;ew2Tl%Gczi3}Ethg*AJ-mqd`&iVh47Va$a-+K|U8duVnvadFf z>3O#-Xo-)E=gl_@>rzC;8@A2I1(^+pN0wP6#LRdU+!u{{jB|SVImgTluRNF<2sb@s z@_L7aXCS~iG=!9YskFpd;*In>9oE)24j?@3WOp9#koIVKqhlF;u5Ji&MP{ygWPSMP zG5F0;-6hsspCIt`xS+`Ak+8C3pg!SqUNXH7OQHEH>`Cy=NJp&z(g!S({N&P zy+=!je*xwyqJnT9EjF7oaHe#7&DZWUJGi2II>;Z8_t2NaGY-lA-&Ha-2Q4Y8D#8Z>d4vvX{(}l~DL;FEjB~&Qmo_?FkIq_*gG{G+WQ@NRp=YV82W#qruG=`K z({R8kTy<(}rkb5hms1DLDb58M5H?dH)sP4iEkpcS4o`?TD4~K}N|AWnIpGn#x__Oe zD@s#R1tEDRCR#E4lGZnPUK|~CK?k{&A0(&23B{6yl^tGSoLWj%gpy-1j5@*1<_&vh zy%EL7V~x@($fLZ;)CX~X$9DZA^rj^(qk>TICrUPkV1=Ac75DBzKI=3ZhD#rQ24RkzTvA5}&8)uHIJ)Y!iM(4vmR zjmgp#bdXCvcv&55b>I_frxUQq>kys~Lm;AU&@sqjJv?QsC%&k^=TKPM6(o8K3= z?g8`8A5e)aq6CPT_;nC|Rz0618JU`6idNEZdatr1+00SV`E47-jk{*c8nV-V#J%X?)Iso^8q zU6pgl<0}vTU%=GJyQiZ=MD$z-;jhM`zmB8Ird#{7*3(X0(VA+iBK!_R1P(*sg+4sV zb)Uj>4r*Ur1>vb&Ve22UDmKXyx~AJGZw(cM%OPS_Y>BB6>&D8mx}pa<2u~V_bvg`F zV^hYx)*B0aOfRm<6;au-7>et$xMm%9a|sP1ZlNZ%IEMUUm`t0eMz%ZApehcFYv$T2 z2$vs(gZ&$&r&0fmHc?mfpAK@nWD$HZ904bJa^E4+pHoLwg#UwyIQA9_G!MRMW?d8D z6RkmA4l)6{lKZNQqvU^XBwa`?IL9nye)$}E9vtGt&Jb2kAB^X19Mfm`$%`1( zTah8!-Tp)|UC@;JT#(tl2IQ^ngJ@X&Itw4`oazlY$22S;Q)r)%WSp~Z>H(dTxFP45 zU^pbpBT`~(*6YWkR_2Qj>f<&J4Qi#BZDR{uoys}J;mORgjkqAQEk{DvzK)$nf@pb^ zt8Qu-pR5&s;vCa3IS?!3SaM5Py%L1s11NT5jxln4@>a(O$eHxHbO9PbT+RU-hjxl$ zUKB>Wu(0oqafIP!9`rMpW6X?qK!v{_fppBmxb-VgyEv$L6BUG8{~})K3@5bpP_^>9 zq9{#ukW%qe5luVP^m{Aa%@ys`K_2C;x^PtLc=k4_r*B>RHd7V(lsQ&vBqn{IVlSv^ zyzj%Ct04UU*FF@h_X>}A)oo5yvNh*?uyIT*q`YDC0qf7)ey7IhdN#Mmt76|t}cXiFT zYN}>_z_Z@2w(9EYnjDL3<h?BM7hRCIB?r;%lq^{08yy~T zd`T{cw^Ofd93u$N^~LmFJHzbOYPr_aM=98^?)1K*|pj%!k*1>V}W9APIEB^Af zT#?y1l)|(l5c?X~{@=wUh>z-)?KsD*Xv%@S6oh7j{q;dBfx}aV17k;-?d=65<@xsG|yU`DBLo zC-m8u=hOF*B5vzUoj8b2`S5$WNWR9!iSu7iXl{0LrE)`IyG z(`@B-K4-%iI|t=0*Lhq_c6)rWm(CgAjmx1iEpwM^VUC^eQZ+p_i|eV_opWf8$vnTI z7}0kU)@wu@-d*u~aE{S~hg0Ho7nx=;{9&pM1mc2@+CauYN~M=t$Qpa~Lo$a#CPRC2 zL8iYvGADZoV!7#-^sA^Fx_B?nAulf|0y-_wVMWg7U8T1x+OM2r45a)^rz=js4|dPB zlKi-#|I|77>6!2u5@U~EKL2ZJY8VIg>#Yhx$V;q>E`%CZ4jGYJ2Nmw4f`T4-5%??C z>4Sj|R$z!L`l5pn?-b|X6*wwZgKa z;i_fba0Q(3P!zHdAJe|yIL5eDA$cFL14VvPubq8H=e)6TOmHYDIcE_!O*JV+IB~dr z*7fIlXe=tL&>qBevJD>9jO@cf9S5kOK$r{;9l#;6ZI6Xk1_`%N{(&51W?4vP{Zzr> zw^PnRe$IZtgIGwXe_@M=4(LSuFf??w&doF#*}9$JN@BfJ2+*zB}9W)p`SsOezN zF_sR6$-KiM2vd$}nx~lFWm$))ApG4&%#FIRP_K%&X6qKZZ37t#`K6#PU2!?lC37ii z8Mn~vp{6W)*P$Hsk8Z>5Qkf+_At&d7Q%ZD(Xb}V@ZvV&kd?g3L1~8TAQYdm zJJers2uk+qjurIcExTj`S%)BTZf${^sgDPvTLBa!nb-Hsu9E;tAcR* zFUHVuWJBi8JT*c$^a@M7W!yyJlT=VpDHHa2F-{y^-Z}gS<+B4wtEq&j`RBw9 zt!q-QXzOHEk=rG&+}>e0zTbK61T~F!T8}9lM8i@3T<|L#kk6N6Wg%O0j&~~O7zadg zWWwP$yxNzw5pj6KUfVdP&-_XSngp2n8*3-~sDsu`2UrHd%x#Cfq2V0 zPUj%A;d^9=;4KEx-7FQ3^yX=__MCT5Ku;pXLV?0HtLISy+1y8}qBAVEY=|E%_D0kw>Sa?Vmgh@OgN z{}PsvVyW9Z)ZV?PgFIm}G43hyYXJtNYx8x}x9b zsfq&1FDOo9x!(IBx5NK?Yt2_dcqcC+u{{CG(xd%0y=kcz=peUDuY82a&hdlU96Ify z4P-oGw|oJS3!#+!v6f{Z6YKxgltiDkS$JZr-mpr4a1M1oe!*y;vAyBQ z)_w1_{;t7KuZb6N5FIX&44y{j_Wu~Gb6!%!TeforS7fF}KzgyUap+7@u|@)& z(`zN?m=Ud%i@Jkd`uE9?t=u8rF#jsfF&2XRA-XJai|~kLtsBJE1--R_D8*aG&`Mzk zO0%ose&TRJ>sG6R+)7^Mq4D_DcApnTXbf>shc!CLCl`;j2z_y#cqHzo5+`u_zFnVN+s4OBND@IIdsrUUo8;7PV{%~twKi(tx zFkORwYjn_pja-lcd6i$Z+`x5mg0ZK5BUAI1HQdBOX2n;2H1-xT_`(BI9Md`9ZRQ-a zR4ZZFs)(JZ@B4g?&be;mP}j?c(#5f!Ej>`p;T7=AEnJV`_>{kzUx4osKY9i0O(`GL zwYI7tmq%VFuRv}?P0tH!3~^AJZ7Rs?mDkBl5n^s!VpA*Xd){T2Y#=ijgEEU`3632p zZ^p2)Y&d7~b}qSbRa$4iy5(t>oIdfrsc*%wDQ93q{sD; zRf*jkW9$?3$rQb%IJg!~JI>*fJm#MqWbEUW*Q6bADyz{okM)O2J`(rYI5al`GCea4 ztI&zoMXXo@2ld~>1sM=3{RqFa1>Wq}FJ9&)S(<}>+^d36_EMZ&-($D0zwzHiw0v;T z7afE%xmaM2V8svH63rp-xnmz!MDB+?li!0U?Eic$5eedxtml5tF@5HeRa!b>EauAI ztT0)KbNmN5$Badn+{t<%in8b5!VU#`-q<+QWg)+~3hagA-F?5FET;=vcaRG*tA|&P zpN+{2}=dPY*I$Dvtdptqz)VoC`7_m-73w zGH~-^w)k$hK8EU^;2?7IWM)jQ;mD+qnr@5ENq3TSj3AHPp-B}~b z(WCtFy*1`Wj^OLnI%mo$u7~D^+<{`@9KA5(Ld&1#da9h}9CFU&)F_IVD$DYRUnD)e z=aZb_92$zstGRf{$lg2Ph?PRZ1)Z{i%!$J&lLBDSN)8P_l)LB&!3OI{>V>tE= zZ~tk>^_G=6r-E=HAg(6MVUO-OeR_V{?0L&#pXVU6-YbO$kHdd`6dK{svO_kGF|`i~ zX!euBNBFOU`{dZFw`}kQE{G!yvkMZq-SBauofGgD4my^VrJa#4&F{oVvPq z7Ud%6m}ST>2lXQC&@bFW$LM-?+BkG3lXt*L;GX$TEZTSah>a-epjlUHpC3Omc60F|5;k!P(d!YyyO@QMY;d} zxLjA1=Wi7h!~-n*obQ6CyEigjcUY$%=^)hG7DKuWyv3KXz7)_EExxHL@+wbv8zVII z>Pw#rG&i`ho83}D$jcS$>zBwf0*wd$MT+<+%66NB%p_A1jyGa!4Rp!;TwjH5+c;)x zb<0)p$x4)pTJUt7-muwsxE?c#LVkHAy#*Ubl_9Sj{NOrwImkNPiD`cfqcQIN&%?<; z+|p_9agGt>Qc6+mM69aH#j=a^mR;6CL7(ihTey+F_vWC(gq?byD>4&bSzkND!_RZ{ z>Yq4wS7?}m|y_=1-7AqSbhmx*H`+)3^mIB2-8=ada&^q>}j zm}SW^U6*`a;MGB+A8|d@Wy&wjE3d-M-GV&_bWqvHDkv0?j&LtLO|5cZbW8&ASr+FB z2bo!>bbT|N>w}|PJ7lmPv~f(!aIP1@_qvFA&C8qEAqRT!Q!a>NUUFr0WBF*>Fthdg zn>VcJGtMy$bIBZn$d_D2ujWobLx^*}**Inh;U{7CmHNwy@Q4K&Glda{&(>YfxgKL6 zBq0e0b}x3leI@hI!`CKzb)vNsM# zmk&0OF%U|A*bS6%F)se^*1An2ksD~^OH~j`fQuW_E{InwE?D2Hi@|%W^D7Rbc!f+_ zFN_uM;Fsqc*V;-o=TrW&4P^Xsnc~?C?ONk)XXWVd zc1`)j^_X_~wpT1i583 zwjd_hf8&o?AzUu#w2fl~g}m~iQwa>|xUm~qKc?k^#(Yr)`Q;sZ1Y*IJqMn|wH>})O z&M^};B(tg#Alak)in-Q-gX@X=ALp2*EF{BJmEbN6SiC#8J`xYxIAoxJ4012VmA3DP zZZpW4=9V7vjSHf#SNx7!k+*ii2@aR_MWZCv{?p)7Do}L86-U0PKi$-u7A2|<3dlRD z!wBU~s{L)Q-eQ9 zbBw9|L3x9`6dUx;;`P_-4f|{Z(FQFW_8!-oF&Z50uJ`@c7^)zzPhKc2fopd3=d2@i zLEU0o+5gNT&%8|>&M_lVDbi2}c6OC%dRA{&p17Q2^tff6 zk7>A<7+L#BY3eUN=^xlQW+Zw864YrP9wRr3GLQsu(4u%;5DjUs1ie8Hb(17bdg`Di z@l}vp$zgKiv@v4GoXP~^U7sZZ2bnD~AVW+eXQ9q%+Grbz!&~;ZjbmEo^T{A?2`sQj zm&S4UTgE=b23>m)RjzivAm86_w zmJj76j~55B3q8wNCp)euaWc*^dK51&E)4YDqr@+$$M_gJY2%o#4+iDy*2-wu$AbqP zPGqB#b3vwIE}4wG1cQ3h)fH29L1j{Kjy0&|_1|RV8MjJ#)!}9$PD&LNP!7>GFz-9; zJ)cxpbVvuGewvsazv9fX!uPr!4MyH)LsD@?bmowep(!}kmtC~fx{u_2Rx~x|7!!q* zLDUYQtqbO7(_0objRQ#DDLjVz(JSiq-UQ+;+hYTnmIb8Oa1Lk0KdUaYQU&>$qhDGs z$ea=78_-#}|I0W0r)RpHLg`dYK$c#;i?d6K%41XLoKH3mE!47v+9Slf9^YARtwP*9 zThenqW=~XtxP3-rj@>`ln)L9F@0x*gOvmFsQry~2$7Wxx#p~?)Nc3dnAhX#AW#OVf zaCEtpI$ai>^U}tl)3^*T^?@@Kt@H_peC1W&aXsV=$u~2N5D+{#VTwagxlJa{F$VH0 z$NK(oUn_n0+~Ec}Pi77>tC>&MxXp-L#1TiHTj2rT^ABtsGlG=dwQblC6Oa4F!HHRz zh3lc7cgs8WzPNJ9*Lj*l1g=q5732-cbdSO~DJ+TE_MSc#Gi6gje&z0_F#0UvfEf-& zPXBfQq3n!3me+0sUSHJh>D340?CiQC8PbW2-}m@b+S9c@mc?u4nh%e5u>a-66G?t3{FWPJ{TwEQWYsb zPYcJkQF`ePtCj&5R4KR4amkV)wGj?3`p-w}wvB@lwpxs1qc%4i5s<)qnfjA)jH$52_*rs6~A7 zD&mW;ug^?OHsZD}o}YtEe9+T>ORp=Pt)LIdHLkF1{m330ffE*{P? zg7E7_F%-klvd#k|f_lr`UKQlRdnvo3(J=LIaptWf5O3K_8_1Yi`Qz>W72bsZ$dop{&?!#?pH)^lL|EO~ZIEVV)BY#!aZvZ3nvl8_9?BJU>32_iD`7%n~ z5dp@E>4P=(mSri(ImSd@rD{kDTu>xxb1fMyAiVQ$=^&Jb6P=a;^K4hf7L~|Eyz}Q3 z;)-bE%SV8n;SVi-vM-v>sTa;Ure%Kl2(Tht#*!@u+#n8bSh~V0#~YGQR64`Uk1?a4 z!>GP&16f|am>u&WsPyjS)ATNz@}nvUl`MoqR2lw9f-{AzcecD`)qYYz@IS;gaxZvR z|E*Y2ffVsBOZKx0Qf`q;!)MHOzK-==iVHfUb5LqqIG?$&xt6}WIV1HM-xS9c;eyQO zDuc^yFzx5&nX{5GTu-^8979XB@&kh6a2aQ;7!^yO9C3@OppZ)*$){pacUs){H7Vkj zKB|KP(v4Y%rTW$!{CB#E zVw7|M$qW0)zk&W0=bb}V-2okhvb!P*8v)S44N)EHfetFADnhkfF&dv?qb_^>&y>22 zik4PENEH=6<2LLbEyoS%LA}q79kq-OLde^`F(#ReT*#mDIy}4kQwO0$wg8=n7K_@0QgI#1;e6FW9{g9wZlm0| z2R^nk%zCcC*N`3MxgxW}%KW@iNT^MbX47u!Gd^Q`R^S-ppSxsfjqPYx(kg|mvl;Ju zUq#L_Ymvt-Yv{Gch0xNpzopWhzY5Lq~QI&IyAp9guZ1@Xs3a%0}qm|3V$55_n zIw(w5)4GfmZFlk4K57{U-Pb`br5Z{ML>!{b9({#CyzduQ=ZYxeAS1d#ENCxAl>b6w zhzn|1gL7zhD1$mOUnlXv$_`PqOuulD=`+8KdH;;`)lYxjclf>WbsL8U5egRCm!Sh~ zQ0}zWt?s&oey_;|8CS+DtNt&HE4sY0mI$V!wSkNa^24CS` zdg;W@R`~!fD55S0(R7t7bs{7pT`$(k;rb;(Jg?iM!dlT@|XHQX|W_7dxBNU73^{hEI zO6Npx$T?=tE0M3rK=rFGCz26|+h>o?kw33V)fNFFPt3Q3;mzvPh|8fwKk4O_#ua)0 zN71V3oKR!VG3QpVEW=k8+u^&HF%#*W_co517bpd5UpRWNLP6@Y4RaBP_xpw>T#xDZ zP(X&MyJ0EI|Fx^b>%C4*RS*g#3qN=^LX{2g6|GMrkz2YzGY&E03xk|3ImZZchhzf%_c(7ByL7=C)4XN(bWq48gC9+?KZj44eO5R1f>vCS znX5s$mK}xX(Yr$_>w!HN)UY+@n3j26a`$^(4l=8~@*?#f zT(go_dmX2SaZ9IY&pAerD=0GtS75fbUmUH0F6g`sWX)FLbZ!S{+UzbJNDyD9$9Ld@ z%xslKEb729^OZ<4NS9NgBgfEgDBoZl$Kug!%;S$bCtfGcp~XXXd?G9!?-Dva-aBmL zP{(^@;G+h%`PGNxHX}jYK0`ZmL8f7Hrj|y%8Q=Dzu?WN0prTzk#^f}(j zJybzB)ro_6YTVs@Xm!=0>$~>kAhVWvWl*pJ?lvQ0oykp>=7Lc`q zvonV1Q~s3$NZd=!T!g1LnKNjg8Ek>N8uIHSl{W!-=G9^NJehy+M@6v3hc5wq``;Bv~NiUb7&+uMd zVWS*E6?b${2ri7hWwmfTj5BJpU(cYQ*I!i>^hzi1Fd~%y)?V(g)7KlIg7EZL4C`w+ ziMK7?_aEvrZlm-ARS@E4!e#in7{wQtW=uex#z9wfP*ADDmIL=UMZ-rmAw|6RXADvm z1?3647X(G`k=r`iaX~c(>zpuo25JI#F>0wm0(}^z7@~r_Ve+!wgyFcpMc9dVi(jLWjUS(j&{PUFT- zGF%0D19DM2fph(q(Bt9+;=O;$2BLGl+|NqG^W3)k)>FM@qeiHLTmiXU_eW&teuJA6 zbU|fDa*%P+P#3{I_1_}XVtuvI|LTHbkK!D&7~w^`xCtr_-!sqq9S%P+Ib;Ko?G@1)CmJZ2x2GOxNCSQEjD)zybP zl(8IS1Sy4b`@jRa`fs(PdXMeaIX;<49r<7M37K2XCJt{{?{Qp@X&7E9iT!L4Ryti@8Q1r`SXBn(RvD}j#hT?_^svf^`T4;>( zX3B;CJCJh=b)Kk#JOP=1mJwsIdhO-=^p?3Maga3@h4a}POZA1ozYaHmFKissW!^A( zTk;FG#WtC~%_Bj)WveE0K?DkU#Ew4(2aiQ#t3DtQ@3S^jRFG2jJIk+l^uMf3f1Q(i zD(8@oCJ%UH5HO!!<9jQ^m+QH2;~3w{D_5am2r%~P8hEWw)`inlJw6#2yoRl8aGSyo z$xMx=bB-~z+b0uR4&loFXV+; zF5I<7xwN*d-ea?7azSRcy5+5Q0o(+{@Xl+Yb87w0IcB{N$cGqLaDd7C!_AV^W86Tg zW^soE^E&|fx?5#$Mqm~h1J;SmM)TpgqfnmAh(gu1q zG_p>`auy4vl#;ENJP?SX+WENN@+k6Lhpo-CkFVy>f zmyKftVSyFXEHWtk?rP&QI;hWLF35neNsF!Q1^lxl-D+BSW4vXBmT-`nW*!+F%-9Zh zfQP<0yiWXVs639B;P*VMGir%H}|LOp!6G5kjEp72z-njL1^s6O8E4ohH=(k)>Kaz! ziNj0joqwu=@MkA+5UL4R=K0kq)=`mn*{^$45FREAP+4SJ^pDXa4w;CXI=GjE%x;Fl zW%kM8#>zM>_omvqh2GgXW@YrsN*$Y5;!HlE^)IA{H*CW`u7_4epDg>Z1bx3@-MAb& zsMCHG6!6Jnut%XNM!Fv=QOmfZ0tZx3NGWw%3%l9JQh$ur6}`|wc=sYsokwuD^xxHM zTXjV%52}h##8rR}ACaqlq`{k0V@=X;?^(##ZprF8;mS;SZIKj&hC> zgx+)&>b=4(aEo zLV$Tf8K}aUW)By=~6U9BxLB;{`$pV2V;8vI2p3h46 z<1IUEc|&q6*6NN}{>J?IsOx!fu-y#~qCmBX zqRea)9QZ`-eg8Mdm=J;T+oI|iLF>|9wB9)K9(!!#&=iwb$+>Zs8XB|8GF{J- zn_Lf_rDTVFMbA(9czO88!6uF(V-{v4=XIW`3CU&3x zDLy#7O1)*nkRIj7r2TR0_IhPr>(t5(J@*dRW2U@YPK|#s#r&<_Sw0@;)V<3&W~zGR zo&6AmU`rH_W(BD^C*3{HF&!TWi9PHFT*c+_4qNvVoO8*>F|J}rzMt5NfjGL{{|bI^ z&gA>59>4Ub#^buROTJDsso(hks`7wyOo!p|uLyW<#EAa+#*i-r;)0Sqh zE6%?E<$Ie^AJHdm93#l%l37}tI%Cr)Kdq`RX!Ij4$T(&$xdN5L39(G$_XUZ=EmY<) z=g^S$O1EP&ZUNsE&t6jp#eSlK0w_9VcNhv{F}qn{vUTCgO?}V?GK(2rBilJEaAf`K za^-8fpg~VnK_0i<4==#ftwzmvxVSCyjDyJ3G6gBp2admG>JI9A-mq^r4h=?G`mQV- zyu5wWI^5vwdd~F_$0c8<^#JJI?S5T!3-x}XgWU3jcpC}ux#B0!u7g7Vs33n(Uff1z zRmP1yc`kvti9YC{pd3S&5J0K=u!QyCl8@?*FI7SKpQyM^OxYF>@Aj9qYBg{{U0!jJ z8H`G@@G$IT|CRbDEA>4W*;)MI$Bx#CrMrE}W7jvUJ}H+Y|(oz$bcY7c#CCPqC{zjXHf{mE#2e; z2boRLCzt#ma2^Zm@$6^a(wRSUj@g5hS4zDQ7;;^EbcgithW%~hn1;CmvIy3`(fIH4 z!_VK5AP$=Ki3=i-Pd@)$hkAvhFP_PwgX(-%L2l(m*m+E|sjX_3(VLd;UloMf&BBox z2V2K`*)1V~c%NOifsCy~@{X%GZf*}%Sl>o(*_1D;AndNf#m|B15p7}S^17gEUpa_8 zGf5jQ7 zYt)t0Fy3J$qH~aGn2dGKh8MFvKlASr| zqYgq0SAgD64v(mvx|Nma$3a_StBUXrLwM9@5a-U`V4p+v)oyWAP*8d3xDr8A_oSa< z=}q&*RYAU>9E-mXM(2NSJ&KIYC&z0W$T$r?`5b*XI<0lTzO8gYYvQSbP~b6u0aAskiI<1RP`LSWxC0H^+7Tzk3G!Lha)Ad1T|5 z#RKm`>~sFjcswNTo!z>+;X`O~Lav7fwQ`YI9hXwo9zH&)3u>B(gG`5oWaWs+$9Dya zz3!)TvL@yn@`a?w&=M*1Pg8ZANgUp=TQ-hqm{%#yQVGY_&#x-aryk>=xkL9#! z5|g7GZvOxNTJ4eEwCTxJMR?>YR11n*YTHG9JEC3}+KIvsyd84oP3R80nt5!Fk%;MpZF_gB; z5bYiszE*EozHFRB4O5oIzW~}_;rwF~;x6u4tToFZwWPtGiP90w>_qaqH-m?0+Imfijqa?9Sh9C1O zLqaP-i-R)cQ9+1Oi@TR3SYQXHytIiF@s?fHK|y)Xz6OKw(Qj29N}Es1s|v!)G9f5B zj=;zJ&s?PsqUztPAfGJ5R}6dolBmxdvVD^0;~X>XQEtq>C+0)u$o_q8th_^Rpffg( z>3SvDop%vx8a!{&fDFxhY|IZ_kLmh=UnW$xLChjmg|XIiQVuGYUj_O7GJF<5?rM{T zr7aL|S=<5~WE@7+6SiAu3c5auf18y9%LN^>acH_Kxo|lUKC8OEXH?xpL&CTq1M<7& zUn)ytP=|fDIWvKH%Zj;Fkn+qRBU(0UQ!%R=C~sL5x5^3nWx25_SU)N+d7M)hwA%(U zg9yKBx0^ac3rzcd*GlM8DhP^1(_SF{ z-fP1CvSe!Bv;qMY!_Z=-j!YmaR3d1d6?l&=D8vOBP)JD<-j0^NZ$0b1-m-?_97HXX&z;(%!|GM< z<`AXMSeSE6hbiwu3M1OR>(;B6`fR;!<509)-nBPGVDRzyxn8|p(|_c8jGyO~TkB_R zWj&jPchY;T`cIr=3>^r`EP~{4solk7{@nUcdo3Cr}Jq+6&`QO+R?DL?x-0*CS4k-3$r z%XrHY7gIrS7)6+=2ZFgjuPA9%gXN%;ItWEm#ZAXH?5)3bcW)vSanPvZsv=jI3{&4- z86I&qUOb0TT)7e|DCC#^M+tcOP4lj@@}jt+xFuDP2T#lFD|HA**M(yy-y>u5;ds~v zGDlaXpw@|Y5af#Pa9S8#iVHHFki0b+g6!TW-xqJ9kD?-_Ime75uUEcQS&RVl@x$#} zQ^WX*AEk^6lDmD?=D01pwfY=kxP5loFvk0E$-MWZxScwlH7S4IsC;XupJ+@v&Tl!=(SABInQmQl2Eg$5qFXk3ok} z?o%CvKWT{|bv#6M`m|bfjx5c)Y?$G~%!^uOh`UMO)3EvTXj z!t;3Hz;;2JR;jLM_v3i2qwVNBHnl|!OUwVZrz zqQ7k*<5wx=JYONBrE!BJd38a*S62nOgYt({DG_VP{xW8OKwMDm8Y&1^uJ*y02*;_9 zqmP}|2V zpXlw1RgYt6`H*|!75EIpTL0-3Ri8!ZsBbB4Pa@&r_P7&QVI`}c6#++kJjk5n@EGEDu&Y?@YhEc<~ zg+AyY)OZpV4OU`zT~V%CPrYTEns7yCmMM=wA7cG@w0eFYT~L>%oMSCS@>%T%Dsr=O9A*+#qLKd-WQ$XADok<6X%%0=$Fs< zQnW+)|176F>yzWOjbk<;rI!2>q~@mCbjP8{)9B7zk8vD=@)xBsFxs)zTa zCpOiy8pc6`x^Y1UiB`d&r4bCBuzpgbw&Lk>wAUq&nb&INt5aj0b| z9AY<7Q)E*Q9NWGVnTVTuR}U`8%rUP#at^}Oi2Es#L$%~zdvcEHGQ~H4fQyB;$p<(* zA`kT995WPM^0z~Kv9(r<7tf*A{yQ7T7zp(Y#IpDrf%Da~_n)V85I4|Ia{aRsfY8|w!uc`=HjKb6l5IIlKCrTrIS!~gdgUsac$*r{;VgzM= zoNpDT=3SQaH_kCJ0*`z}o)>pG;}*You6Nlz2abHnwG^p!V~!lNQUrt6XFC%V4nSQI%f>mNf6(!&isYy{V1y56n)Yq=T{&|*Z{XuVkA1}Zs{gUkk`T;QZc zJg-yB>eiDv&WSOKbBv*tgH&R?kbk-5>@)&>J7(Wc)_ZHt={1gXC=pg(l%~S^da&k`J9@+X<2lEe+7*(^$7kgH zwA$Bv1cCVa`pyQjX1(3X`+{|`Y;e<1vJdaE^%GP*9*?{axHBK8`XXzR>Y$DjRS@2h z3%BzV+`Rd%qV^>aw{-qV9AsvhQePwbWc)*!QLOG{$5G~X)NWB;q zYM!!(!?TyWHV#?HC+l67L@@Wyg#E0;CU4n-XCKJmJ4C!)Y^Ricz2RE$FI^V^$9|%s$J8Aj~i?c1$Y; znj2`wOs>Zm2w?^RiiWH9YAeGh>kX^yfe>{1XfXdzIvpb#W}`1lTn5= zkW>D~IO~ZtxAQq0#>i1pqWn0s&KiGnGc}9bXZ&m~$Ji%;7aev(XI_r9{zKV2=%9*o zR8TM|pGaQ@C`!36)+)pmC77#%LSeEVXgXw_{xzhE!@uK?=^(%I|K~Ej5PctAXbClq z+j{ssuE>mOzkKJo9((kHMk%e*Uc6-`=5vm*wJ%KG-aWz{SFM(B>yRK0ioQSv1%vX! zq$7gnDXtu|e0&bttAhdoc`Eye%|3m`M3$$=P4wGBuE^T##i3&_I{(Vc=ngfY3;)46 z#za`z#c3+C9?p!w>9J%YF6fI5WTu%%9;P-SLf{z~uQP2OoU?5a7i3m^52c+n| zn``}xk8^q~<{ab2;BRd9X;ukd%)FtK9LA7$3FjCCxs;r!FNid3Eps~=8HjiNYbTK0 zTzA49TIxz)oh-x`w6#mQBC`_7B+p|Ao34)^{~%$wf!ZzO7}H_+52M{cdyySc`CdYY zIzQhp=NwwleDacG6Atz})3%ML8|bkP@+gxmIhK#1b?@)ex3VQGxFT9UWb)8dY|-us zMcpKbTd4U;&M}5oY5;G-mD{I(qB|tNXIsTNWFe1qgo`1&s@2yIK{b{Lp?7x_)KBuMR0cb=RnzfKR5K=IMtYX-!YMOmA5FwH#y` z7Lq;I6L$n~>HLir zrHgIl93#ltuR=Wodxo4~XX0-9fL-)oxm+|+;TAiQoBj`;#CLtg_+qv@bo2USH#WD-Z9?07cyVB#!? zV{7e0DhPi(6lp{C5Q>Q&yIyLVt$Z}5Im|((^HDX`K8S83BE0;{4eP-zH_=5K$JjdP zlV_J|Sn*@F9aKaYH2DY@L@U0$9`AyHXYA@-?&zkja+GtZ^OX`UsQ_xWBF{PbVm^cGfy18YJ-m+6R5FLNz9bj)96|R+jH&o}0KF$T1E(^$P{HwU1IC1QcG{oUu zR`vwv7z^R8wHS<%3DC2u-?N^h^Dz|nBnQ!jiCgR(6%l4S@@3*&-O`6_93v>8T)BP3 z`L}er{~RvJ2cP1C49JaFh4xYX0gCEZ8rn=ZQPI;XD5zA6T7>6L18V-Ll<5N(Pw%9I?=`L2D(!id8M zQNeSZW0_j|)bXZ4P>~VebkIi~ghJ~gC_EMiyq4LLCe}fl&#Q_8N;1MxbpH28ms*L3 zylGu8sGy)r+NdnzRS6EJ{$1~U&tEzyB%i%}!b6-<8P{9YRk)(pItUMOM7~Bdq{h4% zRXZjr;=RA_B3ERNW*FD@`SBb9_}aS<-yc&CiXaVw+Y=!*xCRE^`hA zzT`uLMDWh9U0m{s`kw1~V&fR^+%Gr$$Tk1&kJnEUhZ}my6|TpOYH)<1d!b8zz;fD0KHmLhRHL*ch;y=C;~W##QT~=Y9b-D#g_5UqrNu!`1k&P5x?tcyxX(A-Ey*n53Uetkqwy2HL1KYNdl*O z+0;%6h{HRq@-5CW9foHQVk;|x;78k%FU#nlB)4^tQrdhJKwZD@{!s^=b^y8ML(r#q zukc}X!Y4Xt>>X7Rt~bS4?1EXJH}zPDO5zpnauA)#RS3se zED^Q+dg5?FeIKcUJopoveIqM}vH174rq}o#U3Zy$Xy*Q0H^MpLJ0BcPa>_SH*_d8_v+_yFWQNXIE?>GgncZS z;>9kg3hsj9w_DzXMm3)v@%~jg-jK`_PKld^dtCz#`6EXiKt4IFpTos}zH*O;6!CdB z>!F1`%Lw80=c)2EAr2V3GR=NMDF5Z1Aqs4~2UP3~t^NDwzsjQ>;+{oHvx@W=-ySFpJjuG+xL z7Uc%&8I6NX!<0XGR!5KBnN`#>G#BKH&N(z)z0!>ti0iV9^FLUwIS0MbL0+#sxO$hM z40N-b+w?KCE{3Wos5nH+VWOv-uU{Y#H&Mr!97HCPe+G@_fmb#v2HjZ&TgR(|TDa?&}i-LP}&hpq?51kccyHaB_yK-&*aT?RS$6ChW z9MkoPRf*j-gp0sgRpMH?hulHS8JC01dL|E3C9s@*O>zAowTtVyW5dvLhN>9$<;)GY zq40z8z4eC8kH_^8Ncj!yM_f?kb#F{bAl|SB@j1wN!ZI7-0Iq^+yf5YO-@Eh)IL7D+ z`sAt@z)>OLiro$|lq)t69TnsSa0+bp!^VC$LAUg@gsLDsFcIO-39$6QlkUA_Al_v) z5~(1UPr4uFa6$1Q{>aC=q7;dBP$(!S*(mI-4fnRRn#L#nc^invqU^K6INATW{ZR#7 z(1awaAk@tiVW#77s*jxbjH{a+s3 zaL5)tp@UF|QMe5!;Odo({aaOC(WvCABK!eM9LaaK#YNz%rUl8^ywl30;2?@IO0PN( za+mM^*~D65`EZP#l5@;N^DA#LmZ4=k&*f@Cf;i}q4noCT(fi%8R*!GI=O+U3mJLb8 z713HP|7Fq&d7haY4Sb_>ilycpW1*nD3kt{WRJS2bt(*mOvgDC@0Lk= zS+EklnA+RAPvjQ*Xyef4q1;V1LBML z0|yxk1!P&j4cMmtixkBejGSYZM&%ATh^}9`s_Gybi`+v0*f=zXl(NgQaKrgE z?KvyCj)PWz#|0S>ZaBrUqY0*K*;luB(HP>OwwY8=FeIO=%tNZ@oYnoB=}pU_H3MEIt^tX#KixAw78WS{&uKnaaRX<@Sjrq3KIEijOC}- z=aY5EhlQ&C=k=gR(RI(amBHprExjD$n zY!Ndy0@t@Snv4n4IjQq-4qe~MSnNzVMdyOyQT6HZmyKf@hQFc+UuHNgl=Z+}D;CQK z(WJaw5LqZprfY2;guAZ$pOWh>tMWYunU=Zbj(;2bQ28-&JL)YJT$ ziTl4zB0;=mr*sg?)QV$X6kG{ajddr!4jS`=s>tV(wr-11!KXXt9d6Ca=T||<`EXO3(p$t(wkMp#WAMqgScU^uZ+(z7B|PqW@Vl8*&4;oL1rv^WT~GWXjg{C zi%XLrZk}B>j%k;yX%Q3M^;3>^5rp9*@mCL*W7_5S$rsLpFr;g}&VGyR%t0Zq3UVpG zIi8Gu&poQaJ5t0A^uY!){qB4KEEFFCO;rrW){8G*Q4KWwtYKjOjyoMTKKP|{KAVY}~gVbd%U#7+G|2jMU2Vu5XsQ)iwgQOfF| zl|fYz?t}!WIz~~Eea|fuaYd~|DhRdY#d?+y@utU1&pDJV%w13gp*o~Eut6^MEqGFswA#eFSb;2s#C_h`1g7k0$ov?9?fe;-O9ab0jFI}eG zvXVbIXjE}7h}K27O!2;od)MeIc3DSG-md4tlU9*Yd`l{vaw)1C{8Qig-fAX18Tw8nkMu7+J!QNwuO@3wKs)Lxkd5MxMq z#Oqt*9QwX*SuV)TGNdBe-LuU|+z2K*R#O*LupH+YK`3-AHXt9a%zDlZHKZf}-m*_R zDCm~KxP~JUvs!R+9`zYF_2%-bqL93(2qIiL_)UdYI;Tqo&Y^InbYS1&`nKPhJ`UN! zVHG*Yj767Rr@J7R;QQP!zt?jKUf4KfX&FS>gdXcVHMT?4b5#V_LmZc!WT!BMYJb@1 zP!_aJB@Qw}2=$`uLud@*Or8D-x1P}Op3hU6bBrLQo(k6^-wK4#E;QLrJ;p(gbWljS zeCxS9Jfi!f;)Qk4;wq}5U`RUog<Zq;ere(q!ewajAPl1 z%?&o_pt5yUkQ@Iux6h7LW5OfyEm?V92gR+Yg79k$5zf61&nns2XMO^4TOYB3$g`3` zi}(mvy?mI-A(}h1zA6ZXKg6hRiZ?y|#x>ib3o6logN!rml^M)M5JmaYJ?SNV5Jhju zIcAcDWWnTpm>gLT#C3QOx<}_IX=tNyuaquc&^p?4L-%W>>Iuknwtsu$_`7|gbsxkz zg&M0I1oG`8Cr% z=`z1k3M(4IXS)&}aq!P(x8;Hi2;no~4zD#Ly+;j*(IdtbLbCG7jAzHHdq*bw!528d} zIfs_CFgdI{Vi#)uq3U+BG#7Nj2BKX^{)RINe9tZIkEYWbHnJNRM8RCy^9yk>t2w+! zVba4JR;oMan1+Rvo==Uy&W7(FttLSn6sv~{@&=`;v*Ka;*Kw0F>52~Mpn&qc;}P;S zPuw0EhZOPS%b=cI5d~y~1M+=mBw5wJ(3JFW%ul^I##maO%F4FH-AkS&h;@T>EVWcY~xUedF88x zAlB$jm4=rm5O3I${#=k5K}gTFduL7H=2a}&*WuYy(*c}AYohY}VHLcplS`g-Bn$DD zWgV!3@Y^ymRZ}41x%2j5hhjFjbx_bP9mY6V6;J%w+M$--+(D`$)ZZ1C_8H;9et4YL zO84Wou0L1@$ud3dAn07HGhM0AxQQ|h(K#WR1s}6Jrt7{IR?U|*QU3S!A8^$MG8>|Z z3~dJGam?RulN{cxDMPs&Ls9;CS*& z-9gt=dL-x2oR^XA*th|#^Wv(NGRE5#YZT`g`zYo5ha#LauU7u16fx(+@PLhD^x(I< zVx~q$Jr>>qn1PEkl=U@A`8ju`tdN)>EH+}*vSRGw{c9%LW&366uGNErG4j+V6kxm7i2)l zH5dC&WEtotT`LWwPUC~R^F$6ZlguM0eHuguE~l&GCk}5}fk~WW1bOjB-o7Co!Xe>h z+EIOIwsO#O9fYC=Vs>nTuQ=*!(&?m#w`}EPuE_M6Uq0P#iDj|lxQY&M?ORRZ99kBo zo>(}I<$ajU!G*~=m2-@xy)w#Bv<<4^Wd6;;#k*(Ym;jSUo-(&VPn0uj9ZKddn5OFS z%ZEy*G0DEoso#JCUcAE^Oy?XLiY^(b>KeH&)~#7w@A(WfR1oTGi1n--QX_tNebTG< z{52cM95#YdP(`dm9rM?7D9SZ`rYgv%#B(-cp>{2aZav`S3+ykybCB_ZWi^5Xm>Soz zEU|iwTRQnHjv-4cSDVAIBlhf*-Qn)$tPTputJazbz(qW3H(EFJ*x6i=@nAgiS8Pic z!9se%x97dItYR^iHa^)rVOB*o_IAisRYmk!gu|CNDN zNfB>Zv;`bQ%aFXUKYBsu7}g2rb(PpTmg3O5zkas#dgp(&fy{JOR_fA-D?i;k$st#8`ywvL znA#=#-h&zf{_Ig5^3{7T<{V=o53=*@qp=p2>YrZqd`b=DruHvUL8#&@hV>b^!kN1) zPEDQ92hm#{!pb?;uFt0X)E$?pAfHc`v=|9R z|FnJLu*QZhS3!v33tKP88?}N{8(F6yZtE8gAg=_qz-Ww{>YYQ3Y1Im@h(@EVzWWO@ z8p3-HSV?`x1+`wuIW*5uAi+M0x*}>iuY2N`)M>o)^Q__^y0Mof@>5~H?oPdLgf8fT zjYGp)NzJ^5{l2s}MGIZfqSdM(ES(g)5b9d3Mqf`OpNJTqH%(Yx`F1bfpbj5f?gS7`W+W#|BcI^ zQ3qYpK`ys+V$4acpKkv@c^7#^5chvWas{%lt}J zlvnWb$NpE=A)_JbW)3o5K1%D@1x>)*=oD|5Rgj)H?39f|zOW3U1QDzn)hUxzGMBrs zqqcB8W=zZLzw+>_vM;M_T_STirM7Ym`Bl>MjLd!>+kav&I&^SO%x#=Q&5~*O3*nzN z|M`p+)8YNK*T$hKh9n)kowtlf-g}?Dg=heAQ2*^*kO8^z^KUz7K0*Zl`TAd_ImSUh z?odG?C4=ocmg$m(Pg_wPZlbR?kTH>0#wRR*#%@A!^;IER)FrJUm_Bz6B+c1jrn@eV7nmxD~l zt5xpfV|5i^%if|yo0J9`Df!4j+Z- z4s(tfh4>YhSjQ%hgqN6jX-#Su7j#(%g=8=|Cw9~kch)$>2BscS1tG2|hI1~Yij~Q> ztP%<0Evt4^1$jO4A5rOW*4UW*$aCF9$&aZZpI5$^>53QMYoF}cOdxKevo;V-F!>bd z1&$iOPL1VohdB1QDhTfgg^AiB6{dcR`3`llTr|OtUo?@@;7mKyS~{tW|rZEAl$o;Sfe)=d-8=qyj{D_a6#meiyN2y zScGy6y7!Xi25(odvm9gE<&s`dI$T1RpY6I!iz07V;2h_W7le?heeXFiJUrs?;`>%! zCl~ZV2YKc5zp?NW&+R;aSoae*p67zdPn0#AhhvJ>Jl>%L*_k)2;|0#4%~|;gc@?Hzi-DltCCL#r`+{(A401>Rsg=vjQnUS8sy%qo>l` zZ>e)KTvIv9Zzm$N2Bv;2G+&3CG9t*qf>#S+Hg(+}{t&SL~yOgUcy*i(`zOkW5({0Pm&euQ%V&yx=QG z+}oUE?Cewi+ByQx!pi%V{vkmebXW%k@P`q8@5Pw)Gx9#rHIQ^SWC#j_pXPUxV}0~Lg$kI3}MhmgRwVeey7*Yk#b zuz}2BLvHfxv2-k6vd;R|9q;&!54j$*bhzab(%F4RYpuMe&g-E0&s9Yzm?y?`9)yy2v{^Wj#xz&d;DriuxjX_?8j8aH4kgh+ z-~FS4@SH&Sz^&kvFR4;%HZ_e8>l-!@Ipy-=XCq!Dji2SRa=|%g=1VTfctW^jvoB{U zajj8eP<<;N#5pxzagNdBmnpAzaY*=O#kJTNVpQ1>YlOio-wXpoq6B2&uE;^6(F&!n_=o z#Y(K;CQ9^91-XzBVehlgSQ`JBUDkRJ%}sQ|1~Mk{$obkE&d{T0@y6(0=g9Y55II9~ z0r`Sp>4mq8TI-xLA2`R1MWv|m?=aA(oQoay#5f;0$BZFYK-Q}%iaol*p<&j&1~-qUJ=NJR|We(It9DkZ5 z{?d$wBIo?4b6oProhdNK=B$2xQSY#w|8hMvfaLvAQ6wx5Y`i;+^zaeg`wQpLq*u;k z(Q%GiRB~oi-OvTUa*!E`9=R&6z$!Fn(D_Zepbs_<3BnT@`xNVdDBhWbcdUwO+|rx> zHWzVDYHr8fZO<-AIJ|Jk8C?ar!ep?#Bf5Ut;yrE}L%i$n*+5p;i=93xCRxqA2czp_dO-{> z$eLtgLo9(Y-D2Zc>wcaOp$0KIhsLyD7LYvxKd<!T(n4i_{twkpW0R9N;SOf|Jt|2{gXW*i;lk!iuRaB3Z$ zder~|@xD(LmxIhY6q2Ffnz;5GP%r7D zpNBb2v(q*ZnOZh%@`CV)q<^2wM_tARjY+5qLfWec4SmJ2EbpVui*-|%OQeGEBXa?| zfDE6t>DF1XA+9K1Vikm+P>U5Ldt}psJ-X_Oj_M%%eqK0?*Wfn{T6tip9u^#)ge#)3 zsr(Z{B@Chit6IGvL3|JuPs%xTA1Nn(37n=PD&O0dL)*jp*@m09PaxiR~31~WZbI&q9~m!&aSSTC_DuR857}^zkR>ojM4b# z=#t5Z!w1o48;493<`$!IJT5t!6v$vX`5d$@B^N{!)+;Y0%e2F9^JZ_VMv8dn_e#Y< zW)LZZaT6k6<P;s$Sr37@pm#Qq*{DNuC0dE?Y~zQn zR&oyKY)Hcene9xumZ~`nxAoIbTJL~3r&C(aF%5IeYoI4s8S8iT?xjJ^!#erXagK2u z92=<_dMXd{DF6W5@M!F4k5Y_pwQE96>4DYWc>A4(gR+x0oGr%DlerA1aY8MyO zJOc-jLnP;FJ#4NmUpCrA94;tZM$VxTtvr)Tgk-9XHNMOv5EpdY1~RumZn+B8#IiUt z+4V2_%$V~X7i2AqVl|5a7j{#dQ+bKQ8&)?H=a`0J?GQnoTX6EDlzC_6jc`!<%sMDc z=9X_?2@Czx-I`(?bVUb+eA1~-0;f7{_ETA@Y24J)vv5Ubt|}+#SeRpf#aJFy=hVo` zIbI-Ox}I}3ju}E;xt48<^k6RzEKNg^ z8+v?puE(^?>y_cNE~w<mseH4|F)FVh$DLQ;y`5;dv%HU1brqjDr&9R6%$PFU~K8 z5oOBODeVmc@vc8%15uPoo?PEz|H%>Oj`Rem5Zn#c0s_n4Tm(0yE z#?k@hPoj|*9g{aqZmqW~Mjj3_LrD3H`5<)toK*M9>RrFj#<99ywk-0jkZ;M`og|3& zSpU3S5X}vxF2k`&s527#koA0&gMRv61>t#-G0$kAMIXjtr6!vR+O5Lpvc=}^K%S!nMd9N zw#Tx#p~pgNq2_broegB#<&{N&GUJiM%1Uphks!`lUw{iT0Z*J1>~?;Fx|W496>vy< z?HHzVa9?8QG{;UhX;qQBq=%27{4UO+q3Du{(^GNW{INtV>w=tvp6eigKkzyE1#`d1DsjeQ?(R8$4g_}%1b26W1P$&E zFTvd%g1dgWySrO(3l4W@t?s$2rfTK~JZpEgRaaNnXj9XcO)o|TX^=nP?Azne5%I-m zap@KmAcAmt$4s;ou5iUL|1WwBQANp$iy#!BW=WX?aZ!4xUDNuyX>=5wH-VI`J$%}i zMaz;##I?xRm{39%B>a8;W-r`r@7ZS|sB%dP(m8BA0)GVMNd0d#H6FRphQ%pGIco24 z*xB@GiKN47*|!-t+tkuWOdQqssB*@RLGQ6Jj(i&VOdgHHN>f1!EpWR2d4=o+r=dFM?6s)o z*efh)qxvN%s#``^#{T6fNcqD2)Ul=m-jV$`-y)vpDNixV{c!WU_ItRHZk{UnU%his zLw_}K^vRz4Rh^+HPH+mt#iyKY6+}HQFLM_?h!C_3A7ycx>QRw$l%3u98?D)o$%+uu zc}+Kq+PPg7%F(ZP_+c|U%=2$v#W;F#rJS5qDMyVTA1@En5B~I{gtsgz zJUldUl!2VWb*mGZ2(|hRFe>O!K?|!#?>iDt*uBNF^``{ z%MlWsw9_KinYISysD`2X7K=}BLF_Di-NtsZpz9`(nqfj7whx&RHG@m8kvY=>sUV#h z!Q&^f5r=8-@Q#r=HEU9iYM4;wYzsV?Qx{stkVj(TT9l(b7{05HgG;sHmA^%C-7_YR z(u03vvbh>n6W6sbsge0im+0|9RFH0%Fci|*9Iy&HbVu<(P1h3Fg`UY82eeg{wR zY>J%sZh0%ckoA%SD#^3GCdeR{Y<#WAg5B26ld+fJ~qYPxX@ntUjxcfg0Pyg)ngR|#XXmHiEJTvLkiNX5YHEjgXO+R z)=?JA{bv(LFZcXnvojuUjqJGE$U&i&-rR`lQ4K>`cDDbV1SnmZHAYB~g1R-9L0*2_ z79TgHtDAka_%T`GCL+i!fc`^n#N)UfJ7`l=MQ>z~$IFjon-LJs+i636dD^dSN)@R- zbMSSjE!Lst?!`vlI~CNS8RaNjBmJ2TqC<#uPmOq#TNaeNIR)uGnxB5V;~p{8TPaeW zW=~BVCCDv|>iGbjUv|ZC@@UJJx1fRy5P!ZExGo@YUfqet&*UhmRZ9_sO`09;lHiR& z#Z9%l$R^6xN(4FhYoH&v2Rb);zESjuu8a>%9Oa$~Kj4Y_&v)SlA5UpLv|$Tci+b>r z0M@W0==)ju4(*p$v?gsRNcTMtQ%2%a!Rs1jkzbRxE#>Hm@8G|Xd^QQsW`3kzAh+zg z46=FosGf-f(BFf1jMR5(>KW~*BJG&-bnIG)eAG*M-(s2twWl1_G6()OVcv!AVgYIK zsz7YHWqut*kjKmGRQ-SpTf6e1jd~@bExTX>sg?;PCpzIwcB1$P{ z7or|r@RNW=H7wST%AF`j>2dQqJo9lKz5M#mM<{mEKh(NQ##qNHL{)&U8o-I#_$_Je|W-=x-{-1_gCp)%29gk{HQPjTbaAV zktv!(C;eZUgBn$A!JmTLoA8i}zvYE`Usq8O;yKLGOO9jfrh4fwXbVwA1G|YJm+*g? z*KlEPzkOw-V^dJE?jp$H&-=aw9GOFdJ66+*Xy5-ZfwUvTXMH!MpiEdjb+_hFK|6bh zg75e`!v)Vz1{ob~^W!@4+n zu|?^L0(~e)%`?IG?162QBeyAFDiE)TgRpvzM^{C({=?7qZ~CigcpU;v3&Fi zX%k0t=-fy;oN`pVJc2)z5({k0vEPh3q7-ya2I1(+mX9^af&JHOmc{#ki6cZscwxf2 z{tnimph=&SYEx51RY!^-m+;rd+X#InOct}R22ool7)3$K)`F9tVKm|mL!NimD=g)l zG;!3{A^eTqlM34iYxoII$X|R=t{gpwV zWRTm=z3MT@XxVssyv5(JH%%55A=1Rc4d-#WF#LHmi@hWGKMGQNhfqLxFBYO3t*1ET zQB+_G<*4}qQ?o;PAK3cihn1UT6Gg}%hn*ktcH>HVSGOg`p_2}y)nTF{wD z6&mwER@8o~2y#34DK7*e)Q-+1FJ&9$nkIr=9`0AKM?T~tf0waX)22O@LHOGh+djTv z?)!a6JWp1%Y`Un(ZsS4SLg=+!bK76i%RW`qYK90xWo$M>5^umQ`N?7yVdm^JMGzhc z@KprfRl;&>+R9CPB!lp;Z`S<{LIMKY)Hs|@cR#(iUp$K{(m@C2SJy>W+}*DG4{Hpy zP?Omdqc;#Y_lJ974Vm$=hjFb)LFwnnAO{b7U+#q5{;*SDwIaGT-ZX*K7Aw>mJBImj zuIbBhnnMN6m@5ks{?qJ-MJ@4Tm$6qThSWdv0i{LDWPSOdul|%Q&MEO$lo4TdO&=WfK>Og6zT%;~j8AMz`!_aamqvp$KyG zT&+&1xjN#;tu$H?ZCKnzl%w`);W1ZZTzNcy*l&pD(1sl~anz``;de9UoiPx5bx@9` ziDc05#Z-_2*@ZtW&w{BJrLJQ9bA&1?wL}K_`1y4m4#J(nIvLLdDCn;Ya(H?6=?@${ zPnMZv6ndfy$o{2Nk+LMvf-s zgsh|-y`b@0j*)Be{O+w^UwJJ0uc91fX&>IDn+LTW@#>4`iWooZrGnm>Kx*r7@kHqC zNQ%oJ6mD_tzJ4_oq?6+K8_wM5uvETu#?1-U({T;us19@UyQOWo&+(XdN9f2_24A(AOv1iA4OCG!~ijtk28i>L0^ifEtRF@f|2CBMeY2S-1s z`g-G4I_1pXKn1A-zK>6if^ZoxZX9_^UWV#zq#R{xyb@r3)d#HjzN2~H>4wo|DAgtr zWXDn1Y@wd$vm>7~rj$WfWDxSKn4<2;ZkfJhaw^?4YND{sRFTeZ;axTye*Uh}gDtKq z0=H0(GLg%}{|PsCH5S-?m-=Wy)I>?PiXi-EiaEod+ahUn+kxKNM05)}X96idhMzlr z!TWfzxKl-~hZ<bU0`6mT%ZjQIW&J7Z87JX7O@$`Jolj zE-ST*g4AZld%h)Ns3CWkT3jjrF=5oS7k+*d3s=Dh7uAx5|24dnrfHRbE^Ff0$x9?pCz$@;;k5YObP= z9&_=RW1W7U^hY;+0;UbyvX2T<>$I0&Q=Ec#cIdx?mvzJFNbIqna+Dx9vJ%Y8Vm+iu zln6;^^gIRm9}q!^e6r289-lwBbK}Ru|7iQdu%@N8`i-(6lFN=oT$&}@? z%Cp zX${;GVIa+G=OZnj9faS?cMb)z$yLsy_U=O{-{3?ZOX4A()=#(#e-gO17|r=5qq z3cz`7z4ea8E5709MMW+*|6fRX+yveTD}O;NqFrD50tM-tKz?wUf&<6Htk;(7E~6&; zYvO1V`SZ8-DKY6|3`%SKhnRx)U!;N*$m{0E=-4>9)EN4pf^HcF4Y(wN@N*6}J1QYg zxxC8Kl`_b8Sp?znF59BJAY!qjNk@x|>2ET~EBu>fKAeV0O=cKxO=#10ToDyHT-?PE zLa5=ykaFvF(`fJax=KMhHpFc`6+6)1LQ`FuL)RhOHOf&7EO*Ppv2na8Ud^E~RL)xy zMh!+6zvE1b*%6sx=YGwh_E~$K%28v;<>oHTBP>MYdi*x3v`|4EZcva~h=ix@P5L3X z;huY^o*k5v`zGZmJ3ILXv=&D)@0RBYxq$iq)$Z4feV*1u8>-7q?Y=H8VBIeCS+dGKCcnFel`K@IPTAg@0^1I@yNu8;%I z3^$mzEbV;?Qe#LcxZN8O>YEwq+v6aD+-+1Io z$8@Zxl%pEvwev^PA-I=%5$)L&SPuqJ%lUCs0+6PWftYola=<^PZLNtj9+WdgAN#SHk+?aL|f*1C4z(>AWg(I*`VveRb|d6 z6Gxp{eS9oVK%l!|`K1f=*^YV)8zZP5?c%dwaA|l9o?>&14Usl0_%+3-U{(5QRsFCQi^A}Gy;KDR&H*1ItTJ@F+QXrR? zpIyEp)S13`t2r{L-8&KFaPW;R>bL4G{X(bf9-~7s*LxXcA3be1&h=DK^j{)Ks7LStE9|Qe(~awKYU%?r2R;K^K7PY7 zk2UB_8rebve^Wuq@3iwjBlO2*Nuvk1oHD2AAIdQ)6ls~2na`7Wa`boGPUwr9`40ofRFCRf}CFdoM$~E1j{F%GcH?ck9{|R)a>BzLK5TBWo(e$$f%=wwxtsF zc!j?!1R#e0=IXwF@~rQfnu62_5<(45EU$GEPpTnv{L@g5T3&7Z40L23Y7Z42+Cy__ z!`_-WdN~t{tDM9oN5Qi3_Gl0t)9cbwLCVm`^D> z^J{lN04>^rjv7P<(X7l=k;;h?%INLHAS$1FVqU!t(Lq!v3+1Rm#Akimj&Spq6t>7j zNS2jilpL>(*(V0#15Yj$4wjpB!Nk#v5a&cg20_N=BjRWd9n=%EQ9Y_zb{BW5Dq;2L zwxiTD9fhNIu9BUC^l_Y@$tqzr+gr4RVQ0#TpM!GrYQ|3-Rp2uG-PV7R+^`cSj%pa< z%51ha#J-X4VE$?{XjD!rNQ2z`VQK(CTiCAGawJuqq^S5*Xi2uJtl7(WgJ~-yS#ZR z$M8K^y7C|#qlab4Yh)o%&Q}vh%?&&E@mgSx#XeemnmnYpLrK{puz-T)3ZW=UUXN_ZjF(l)uDU%5P4TD89+I@zj!gNEjR_$ zJ>rVg_MywiUzy|a@~C-MoH^bc>vK*wjDq$T7X{gbP{WFFylTEzw3G}QP(lRxkcVPk z&|;!Kak7z1EiTJ^B}I_k#(x2Q6rqO0eIkr=8SVS;CXnhg;U(z~IMvO%R;;I6MmgI{ zQ9;V7cJV&DghNoYe4)Q(PDp9WQGGA`xj8o+kktngJeK>uNEwmi7V?%;BjI$<_gqG; zDBAb$WDx2XvAd}>I0vP9Q^#U^4KFJy!V6Fax`7Ae2alWz)Fz^eI+qhcxUy&Q_or}W zJ`bu>Lbg%9@*>D5lu(?3L3Ffv%R*WaT^C=PKxz>2D0MIRdi#p(uz0JmyaLsuPp&*w z^nb{*aBOR3@$1Bv6)8stsd)~;AS^6WILj}#REDCbEcxFr;wCvjat!ZUY<0>M^W9JEj4X`6- zd_L9Uq9c7(3epD{{=Cr%=c7@*$gg_Ir!Bi-;^=8F{O6?=PMi&ccNEb>k(zo|H7ZDf zgr9a#Ko~!3xzr6bhYG4wUF6vP`PFtA^!=5=KaFWm1tqURL8|Xn@!e&3LQNn04XJR1LqYQ+S+h$I3EYw?{TzV#RD%YeO)h-mlGIIvthCKF2 z+k2T4rxxX?jl;)>^dMZ3Z>SxkvgXhZJ7VIfcA<_ubMYJCp5tuL%=vn5P(u$35(Nn! zeokEf{=MQKsRdC^$=Z~oj%7m8nVdLHt!vrvx#rM@{Wft_!*H5n4eN#;dp3VwR^2eV zO7E#d1t}2s@&>}o8#peN#cxdd)}GLob@P2t@chH>y8UO zdHqIolR2ME9KHGQd#QVv7@-IE8<)sb&!+lRk1~%?OM2T<)Qsp~sHWCK`zyGC%<<=E z%|L92EB)>p$7m|3U_%Php%3ma6hqu}z>sM>v>?ifFmd#)3$H#9RYqykpz8fJhc;|= zBdSLk2yfY0yfYY4rj`>%8Y75;+BX(KHajo#Q4C$y?(>UNdTP*?~8D()0ERUeQ=gJ{c|H=`ic_b#5u zRHbu3p#AQ#5FM|eoJ`FrN4Y`{{@@`S($y1gKbKlth;nY3IBGHT@KyRbw&&W8q!zD= zX11Vu)EIK{=Ta5W^A%?Gjw|b_(^BNPd7wK!s-T4To%~vJXwN5WC3A!;$rtdY=U$(2 zPzGI)LGY!Scb@?J{N_bpKFU2msWnxk{RJL7djtn&*8VdUWkFTjP>!-Rs%EliUR(s> z9%No?I3CnQ@!N_ZRIp$>eQqS@Eev@yTW;A26G(+UoIbXXMdhH>YJ9S%ZW$emquNnH z+P&xZcDIqoba}^pV?U$~E7P8Gl!cI_!@6u0;tW%}xAp3VQBd>_BFN+A;rDKEJvQ7p zJ5PgX%l>BqDPPFJUxFn=`q9@(2ad@W8r+czQe()$8`igLK;V7<*8wu8SSQL+J!a!? zwe46vE29$W42%lQe)B0U(H0_m&_<1!(ttJZ{nzy;l7031XaaBs?_et>vGG& zyHY_4Wb^Q3mfleG;cGG@O^4dLb2ky>_Hef|Eux*Rf@>H}qk}qscM8(cPW~QfDJmJ9 z|B?TpZW-mgFmaR{ga2Hb4;(2Fp00MKaB1CTv|-D8P(6AO2{pZ{!SSr(*Qb~)sC5Vh zX-Al!q|&2dM>C}|9^KJ~W$j5hs$otZu86wa^ouNO@iUZrCXSl*9$r7*i&;OfT_@wf zLG{e*MfK=e&tsIXPPi%Sbb7qD4?S-*=uJ6#Zm{M41A?zPMiwxl%Cx^y_MsR(qJP9Z!>^_BZj=6-^qdT0v4I}gq34WkU_88{BWPTI zDo6FakH;$J;h<1`=mn!ZA+=A%0hFV=UZ|RPWgYzTR~N%&`@|V2g7DKBHW-_R;w|Bj z_o2GSXv>b7Kx&8f@RLg?M3rmq3%jN{v}MBwiGmy$L*~_NJ|cPZ?v!sKx2)7)5riF) z^;tS((q>N;-AIL_ivC%EoIJ;39}ZKCb_G?Co3?+5s0d}PnWE%41MSS1+ah^nz)%X( z0Rnz*?ToKqM**B zMG(s7vAF35_(Pj}Rx(neC@9|;5#$#B)!rXA+IchIdbw#YWRT0wZzW6Pq`2n!^BEdM zJ8i{Ssz{#{`F55E*W>v^7iE__t<^Zn(epzH5^TqW9em}SMUk;=<0(i@Slqdp=UEDv zdd|(N76mBon>b1kN|>-w6!q_b5}T^bl`XVj0u`h@G@&5zGk8RMhX1yB+}da&<)~?9 z=NIi!wNS3UZu~)8n)XI(^|W4nI_CioSKB zdZtdMdbG#LUFvWwL%q7Eu(1HP0^-MmwJTtl1Vv zyS??QS_Dvb&7^Yl(T?|f)O-K#Np4M%&D?ty}Pjm(1JyxBIJfM&+H^7YjbZki(8<^iz!G= zRy=kwkHr-@lkNJP#YlysElazEa#W`w`pRrQA4jSDUA{lmmo5}^T?ToCTaKEzy%|{U z?RX8Mqk7s>sz{AS2QN0X68n72ja4#fQ&UdhGRo2WJol$Y;Q&)E;)FN};#D(JKcq^7HlAMHH2^gs0Kyx~w$OOIJ03c}M8whsM4msS3q%;M!$ zg_R=6BNVKPjfF9O%Oq=MQ^#6GL29KI3MQVzeNy+mm49juZP_6cN1NK89})9RLe9{h zbr$zPLsnBk3WTF3n`Zg3rp4L+x2L?O6<;HQ++P0k*4k)VxfG|IlqGnwI>0!jW>*wuOs|&@^_C?tyW%Ht*kX85FWX1_>33 z(<8e#)s}&;G>Fc9|BW(;*B&Xj5-wx@2#XRFZ)J{0DD#p8tK);=Zlh&X(E3eOkXjwx ze6Rk5)jDU)&Bkz~oQ|6*N3GUQehTUbpE`P+cH8x^rkp%mC`bF$e9K>sC{vceO_Q~u z>0o?j;;5OArHFNX0SLO8cv*5;(6X(fAfe!Ue_Z}g=o>mo=Cs^KIZBX_@iQD3$pdCT z&!rni4U}a&<)}5*#h=@H(P8iYc^Au^yC#m_UioB=fh2-sFIIii9BSw}JE$JjF8oS` z1sJp8YO2_pf5vf>g6i)SK@K0k1x$yu%vyW*UX(4JY8M45m&nWC$Yy{`v}wiT|H&=8 zV&bTlIfTUbs~C&L8&!xYgTi)GL3%6-0r(l{vuCa9eAOV@_knvTNcS0kc^9+>38%xF z?$j2drcSh%a+Dy{m}A@GE}W#RzJFI%2Az>XHh(({cW1*g^yXlOrgF>1@1u(JGQ?}l zwL>`X+v)TVG>5jV;(p3eEyIt>m>XLOn_1@QtrE(h*au{gnu;H5>^nrK6@MGGT zICM5!GV-MEdaCEQiKE)(ce=I_9gOQvP(^AG*?6ZtL#MsYwA11g+~FkU z=uza)M|B;TD8cFC#$!2Z>)fYAkk8Iv-92A{>H4j68`(rpWst|qPm2WsdUI#tK^e5{ zw5SM4jBFwDg9G9}^x8`eqPA{zhJus>;^dsXSn|uJ-P&B{WIanc#*)t_>=9HVnAtTl zyY72x>iZ^+>NA%=Plv1m3$07o(&GL1{Bu;0?tBk_kRF7qpoeKvuG5OBg&LoyAhm=D z#n_?}8y@a@{7GAgwk+)h%F%+nd^GOI)0xuOj%U<@DCmX^a=Lh=z#oN9?^T~rK!a$@ zW?ZC-)S_?a8DF=N^|RVL!Y6ZrE>Vu!%-}Sd7wb-NWV$6eXHoYq>1E1M7DA05Hi+H; zbUV^%Jj9?DI&T5;@|s-ZP*i7Q&LE3FUroG16)ES_$$w?g0o#3KzFtNV8*1q)S1Ctt z_xxPe7>oY$uyz)Co^h{HjhD-A3{ni?frYI=-O%dc3a_cH% zx^{ed(&ET@PzK?@f^3D2n2#{p+R1LYX@hQwid;g{*M0 zrr?>9-=habwIJ%F{V;J78lvXc^Syfe7;1dG(pHNVJHyA?X~Q0xK<54?M2S$&1>B{ z>mH+m7CsdP*Ro!J&Q2aNPV~imlA(}D( z=`p`c8<$;F&`A?Wt<-idC?+m)u6C_x1kS0TQEx>-Ui_QX-1$9lX;xwBV~asl_8kSO zStfX%QGK6!YwQqhX(}k%d&I(_iY zaoor*G3BAS{S(!rIQWqg^Yan_l;ijMoZ3LN$9jDhK`!A>?OAcYTioV;JXw+biwHuA zQl_XTT-ZvRqHmKGeUw2S4+q7DQyuiO=sZ1!Xwx=+6%~0Myz|pxsXh`fW*M!B4x(<6 z6r`prVom1GUx3?%*}reD&>SkL;5W+Ao$t>tmTDrKZT_>{7QG)KgOJU}{Fs#pRquUS zERL*b&393e-N_Z%kaNC0el+7Ihc>PK4-w>Z@+;*Pi01dKx6UGQC)ZCAgqq9jN;wWz zkP@YK7_m>B)NIv}u2`-jG_8t6eN^B>C5Q=fTgZ!oBPIm*A2<=io0wEw}ApvPbct)CQn zTAuf_|B7<#PQElwMEvwhjr2A-*QWkI3exdYo>|!nNeM?oK8@22qeC%8w3O1X8c_I< zr=-Bu+gPjP3mJ4t2DyCvJy$G*EyiDJ+C_tC&;J*lDpD=8^S|)@2UA~MmE5B8VYL{P zqk7)%5g8p%gG1*1fRC7EbhEW^HTQ`xRn~Al#R-^&=`8*R;&g9I~QVaYT?8+lP4pd5C#m zx$*bR^0+=?0_l0rk5rr5;pM(Fm!EDK9YsUpQbFphXy?(v8Q47Tq}pPU3LOxSa`Y$? zE<9ReqdvB~)l)5qn);Uv!jFg8L|cP#oyy}JBAa@5d|8nY&hLmdE#a!q1GOT$H159a4bKqh$kwQL$h=UDR;6r=_<&#}sgcJ*Jq-Kb?l+m$gT#i(`( zUPJY$JNHsa6X_8|d;YeGquS;1aY0enI2~eCvbZgsor(%lAY9|HNmdu@^w35(+iC;R zmeos5L28oOcnyiBNN!lP?uo?nbK&zP-U)=n_|AqomiCxSe}-9k(Rc7m4$MAJ>9rcRum zg7jGA<%betOZ3Zp@QB>9(j4 znmX!?@t+@RqG6e-BDFC3c&*Baaqt*}vR#%tUiqFN=pT4^z=Zv1+$=|6HpP!Gvlrd^3NrL@W`3P^?m|$xaXI7GU%NZh+lK2 zMxb$iWa{b~L`}3lH&vuo5Fw(Q6Il|mU!DA|`;2lr=Aj&&CBfhJe1}Utw##e7$)}t= zc`3(msoCs^#4Z$8(9uk{i_VUxCXVVdX40{b;BrVX+A1Qf$V~36@5MO zNDglqCWBh$7eS~<&zjZ)amL|kI|j=0HERJ8&l zTNg#5RqwS8jCYu{_ixJ}r;le5mB*EGp0_Ip>+wi!J*Nm&q_33ue0>PF@m;t6`{b6@ z^QRm&9KBw?Q-^gy!i96NvB6S7scaOa_C+@@+A$9M>yDTkBeWpOxh!*hJWMbLqk2`c zX%=CEDR!zyH%vH`e?n=C&5O$#Rez|UKnDe>GoF{{>g7f_u6OKeb#;%?u21Zw93{vl zAzr=;XAzoGdzD4wWoJ&-M-wLx3(b9zhfrY9xw(zVgx)i|Frp57yAY3Z5jWH&CkjZC~9+E*vWsnagAj~`LBt)w>%&u>w*V5zS zaIdI{M=X1xR&9@tmnLFDGw6b)Ae1l~HA z*C-N62jiZiRF9q=LP(}@)UAl{$0a^XM8w z$Ku*jRF6Ih@yyzaNNwquJ9N3sX{L9FMHQNbWvL$3E@TX|kyvLG3V|=mQdW;3YUrlrC`j$~ zLI9-jq=3Mb0hj7(4jqXZ%2SRKWOMU4>{YDy5tAnxMGh$FwhThplSNV{LQ%}!Y0hd> zQ_$=RvLc}jM0MEukJouX2Gy%5f}9TiO4Wt)LbTgqu{DU=I%OpaQfE#d_p7F35Z!O? z+beS}nK)`N3V#pDg^I2Po-Nuhb0$}&dh}Bxz6$Ne1=W&<_SkaYSFJ)hs_z~Cyz=Q7 z1U?@Y9lBW-l%OgFDFeCq4zv?q!_+Q^PN6wPgsHd?kiCvn@iNF+TLj?&KkNO)z2TyLx;IAKi1z+x6G)9~T;Q5}zdbI?x7=CPUUO*6 zHq{XYIqkgn)2zb;sTDJg94F{nR|NTNe539RU$5<|?=@u;6|N_O9CjZ2?2apjkLR}< zt`#-WTN6lMF>s%;4=!QecfWgHHqpBJq9CvEua?CyQM`)5b{W*Mfe7;1c}!+DB8~Az z53pF&@-(C%waVIg1f(MZ`o}YF=&4OjE%emHQQ(9FQS}uYT8hsB>Pw8Re)R;}7pc zaO&7QCg6w0&{?0dImIYBsJ_iyw3i6NADXb`gP!%&&R0wz9fapA^#Gh+QU;82X!}q> zQ(MS_ocz&JHjE(Wz@`>IR;t-j1o?zNJK)iwXi}P%F%Px$4|gX zuyf?Nu+BJ8(JqVKRs=b1+^K$qRcP(KG>v3SA2EUSnC7L!q9ZU|<3p2onnMK*YbOfw zI6N$Gv^~!Dn^QlyuLmRT`cmyFNG%=$=Mfg6F#+|AU+~h&`p3jkiwDou3Py5+^I9FF z?kR28o(@!w>M^9Vu|;tdZeL2pUm7Y;)_xr+NEzD4(@1XOl43xHG8QkNJe?><3&KA; z%&W8;j$X5*&*N!B)0TaeK{g+Es{0^temLam92vB=v#1EQahS)r0kh1WE^i}ww)W^k zL3)<)owYHp1SVAMURxGaD424TiSW>wnP@#$>KFYp8G&|O`-bfuh}-6=!H9K+)n1_^|qeU(51M2k_L8ws8ES<0){$N%ieGb_`srpcm z8i@{`kCGJ+jeZT?WxNEZExT;usFtDf9CKfPA^NfUQupq%pecQ+AU&k{>$$R67k4f! ze@1htpz8f7M+vgQi!pb7O-%YiJzpAvC@5j52y)x`>M;)YWv8kgHqyQ*=#&idI{7H- z54UQ;*F_c=cw_rhMcS?6dB>5MWrKhC8>wnkn$RA{OIx;UPFgU35+yWI$ehiqJoS-wYlq~etfz7 z^bzC#hxAt)#RpT28jEcEi36A6-``SQ^+=?R`eC9dm%+=Ed|x1^NQjZ`B2x@Y@e%G?q4@sWAS9xF^qzgeH=W!yE~#@tri5Q z)fS>H`)K0mmO1$~=}9b$Ki$dO%Ak$IsUQV%Ie41hPB=q1rmp%SgMvrMAb(yVV-S|J zi4nPGY7p)G0wXC%nFxx^rjE+(@7TU|M%`zW^U}mo8<3qJfjkpXCqG$(Ray@<^~zCH zkFt=>#_xY)q0g=ynqv_cY%^K}IURg!J%iBD#@hvM>6TGN*~f?=jA~}0?+8=(y?MO2 zZW=YwBNIqDG5F!S+0=cJ$XH^{f?S$I1uYya3PNfn+oYrZ0zSUn2qU^oK~2VqAp8ZK zMLd7uWFOHp(P~*yhVdc@ZXQzas)tKyJzGrsA*r+R8n6gfgdDCmL=f@97G(Gj>GqZ)_a)Gec+Ns~oIcA?nU1e{#sjYw?~7p(T53=;kp*AqFK z&O5)2dpD{m;S>?%5{jQ5i`vijuPdaRMmN_}CXjMJ_;wZok8y7K%QG~F>KPp->hTJP zps$FW&YBZiO9qvnDuR3t?&;0N+Bhi9pyYDr$C@UBY(h-94w_af($C^2h=*kmswpzx zGXgGS(c15g{{mAR4V^A3LXl7wV|)dN=+F7F#zdoiR&oXfsR_$Z3yTptP1B*NannID zzfBnB%5cBoBNDYv);jcCHuSEURE^%Iy*wJT7Ax$ukrR!wx70p;W{Dt&Ki`C02*jle zXcI0UI9;j$RwbOzRDo{%!pkn7RS=~vEGKQdQ{V;aoZfKNcEV9 zSN5!r*&1Wc<*(Y-loK+Sa&*9o=f)Jm9(2-P)2W!F}`YIK2${cekMi zQ9btlVv8ao%NB`(T)YOr z!0`y8oE&1LLsA2^SWG!ekdHrG$cr7wmN8pp-Sf1^GA$7~E`+wv4NAKiB8E~A1PETbUhox6Gchc1|8-{z#6 zp*hq-sg_fYo@97;ZMM)XoXk!}Z#+bUsGut*kUDnYx0PnjTXfmuM>QJAT{dNfCQP;0^YUj;DKN{jbe(L3hp3>+YebNjN8%D;<5;k6u#uKc zIdRugj@mffJZaE{9-Djnkj0yxV3a8pG5TblMU2l59KI9Ed}}R z;jedSJ@mMF!^F`;h&lL)@xEwQ>+Tlb*|dFBj_NNrkL8ZU>N@1yYl|OJ)Z9-whIx2& zIXT{{TuPYP2zgTbBt1Yu%3VZNVDo^!h7EDVg_v)(eJJOgiK7~ZAd{KnKt4<1HV=X{ zhYrN?2dN&_FrSad^PYFbnQZ(;i?^wj{zpNod zJA#YtT&c1c>F?A+M@%3U6BY`yRTzR4=(t`Z#zZ+o4^u(P>%?CP%zDmZL`N@`)#4~s z;t1uahS~Uog%#LWCzWq$oa$+h{gOHOaS$_5s-*#e&p)NeEL(c_QBjcF%e_25gko~N zdLN?aJXO^9mK3(i+{Y)L2Bb<1d%eKv8_C!)TizQ?{!0s|1AEr@!G`EvtFndHFE{_vAm&wv>@8DHK(Z{-7+svU9E-a zd+oJPjD?zlI-C(fJ`azZMk0-^PQE5dbl+1@?z18Y{|aQ&W7G&dwlA}Ood!``KQ)1L zteZ#S3Sws+5GRjCw(*j4q9DX{%3Q{hEmzRU~Lv}>>*f}h+jc=Jas_)&xp)3fSYlk^)KWj_Vmd(0I1u2lr$eB?-RnS%5}#1GQH5vcU7Za!0<9+yoV-7<%V zZPV@H;x}(NGOiXxO%!&83Q{2aOObihet7bf|8i1e_n@6$>na6lzkvtz!ts2j(8bqA zCNP9CJr1yIvZvo^|uXu@?W$N=&E^&zIm zk7=)s7e=&Ym2Xgxo*q0wuO3#k!0|i($f1TfHz`L6@(I6W%#PjcW}Hj&b<3!rBPNjE z&3IkN|Jd%bI@HZ|o8y+sA7)18Y)t8U_9NRkx)d1OwB+mxdmE8&+W?=XaFj?7LIH?Me*1b#y~QDd84r>UU!k10qk9=MP;ciCoi z*}MZ=hU=fGHRg~&qR)wUu(C(@;ZLePKz>6nV(aRvJlR#%&+=_zK>q1ibV;$ zyD|tj|18$<1EAe)di2#Tqo$twLR4gT@$*zo+$;FU>vc*7HGC<8Y#ttEYJ-9nla3XN zu0hn+X5iF1D6mKX;%~uxt9w@#6(`Fcvi0W6?iRj_xs7+PvmJ!G8Z^OoqmCkNr;uVZUcB z8;;=ef;!vl$SoW4SybfX>rhg-)ZtrhT0Gkh_#$%fB$>4=`9S=NWJBt^vY=lkkm@lf zw@@~mf;OIDQ!nGvZ?;UtKRegKI zk@9Hl_Co}@h0ys6Y(lA?_&RD3oo9uAiXg!O@k5Sp%DV@RV!o8~#>COVIDQ3O2R>ut zzhf*e+t>V}dJNx_xoA=4?Z5SI|6aCq``?tK`rhN;(E9(qJlOw?fSor- zgo|&kk&Qh!x~xce+I|zxUX@P2>@uif3=xFNu*^pF5QU!*GhZGVls2Xa!UYW5&?;aF z`BGt|#SP328RT&C)P|@E61S(mHC%K$uxG@giqw%o_{++=PAFHJINy5N*$awIIcldC zoV3e0!Zgh|sGcRAOqaJq5^0vGob0);4 zdell}=L<-mE_iy`q+bb{Qz;(hDEqkijahU!vB@3CFk&$h({YcV;7tT$eTQAMQ_iXfjqzrWp# zMYcfAG!Nxj_D=@kr><3@4y^wS+i1!YY`IZBX2`2EyL z9AG}by*Ef(h@OETm_W+XJj|E_?F#R{%kcDQyXK{(dUU(^k-Q+Qese>!>TKs2YLS`yRS=z@Z{a(Di9KA8G5w)O#DrKP@ zJy~tMSX6SHT$5dYbXi-7g5qQqL2ls}P2X_3Z+bh)WZ6VVWsuFmlk_S8vB=HQS=-l$Y)jrZq=?+GpC*i+A42MB3v6biT1=^`L3G0I%1!m?&5VbbQ{!rB`;`k8rV7m#0TTgz!X%dfC#dA`Kz95uu;kK zb&S8mQqXG|&Od0;wGhe!lr2bPbDR>_7MW%Yv2`5e4C2 ztPGSJTXl|h=|*Z071Y9?f{d-2-McS`slD#ko8&&rWTPB4(~zmjK;ISz1m2BV+b4tW z${-X0V14!z>CmmG#C@(ov}N<`RFOIfc|C0E|G@kx-0MxE$T*s@F588ii$P_!Sa?O(O&rx_UVi3``tj|xWh+0*T|do5^{5k- zjsImO$p-ucF(hji&7lUW>82cIAfJ!V`#1n~3F^~S1|{)WfcT|Q)K3yRFX=H}w)9yO zNV#c3E#DCMpC$fYI3aV!d#NDpfAS%8389_2)sk7%oU7!c9AzP#Ioae0#=XGVwaeCP z3(@^PPEiU{XBZx}Xn=M#&OUgw+^)kWjBXcy!h05Swxo+zUFHleCd$FqVP4IaA$VFS z@RPBc(V0;qK;*c2JvIAy)VV%#r?RZ)mx-h8%*)bm#+1MKe2K*xw7WRfqo=&r&KlMR zk@KSEY8%m0IyL&05J7e)PZ`dE#C*rgHE-mWxl2-zo~!&_SPXa#iCX?Gs0R=g^u@%{ zbJfk?zBGkX{dkGTqH_P1QdE!z36**pB8T~Vg@C8BqVA%y#~l8%3YpvRHxz18{5jf*n+CXPtsk3sGw&iklKQT ze>6409$oQA!3A=|mQ|pF)RySsLHIpLuiVjMaj48`QIT?#9^u#YoA3x?TE)5BWKO0^ zl%p0#gwD+iT3a|V&%z>%C%m-hZ<{#E&~7KsYC3}15qnLOVcO6XG`lhtq5LG3Si?hWHHdb7s;U&ERw7gxHJj)(_QYlW(=G1YFPk{3 zW%wr}n;Z!d+<8;5hLKuJTNYN03Q{24yfMG(B!W9j`k$yJw=A$a1?k`pKa`)r(%Ag= z+GKK{C8|L=N)R4nu@$W?){n^3t1Oc2&d4CF9}H9m+t8&?={xC`Q4@_16cwS0CW|+; z#OZZKK)?jKX_ab_QfJ)(`VH!qnzV1 zNBGBZTlnS;n@s;Bb4CPFJ!&BmYF565Clh%j)hU@%sy5{)2hGFFE$l!xL7}4E25JuN zu|Fn`p7%m!*r~XBvwu$dMeeb^b*LZ>^77QUY4ELbjxCa1E25U}UsnVn-e8{h3E+Er zy1X;O=hTJu)T11=#PX5&5$)<*t4#;FU7t-D-7X<_@FVW0>`fcR)*#xhE%m7$eLuyY zJo*M8)RZHgG3zO(djpxngN%EzdK}(&$9Qm0d%kc($}v_C98b2o(U>D)hN6QUJ~!Fp>~y&v$H0L27;Fe-DZJHAe2n zho9+oQ9ZeuP>eQ^@Pju8R>evoagEX_6!b&}A;X_-Wm}=>&#F@v%j>eHvLXk6abFgD z>*UMlrs}5AG1Rgd1?jz&XAG|zht2*?7CoQ+A=`AHs&t@VxtNBFmN zZXBpWyLpX2yirrnX(0;255w5%F$K54z5jLls0SmpQ2mw^q%0)-`=KaSq0tF)+>gCiHaUj;9=y83mhc+x>TN&ixFDI8Gks!Qcdy8Y)X&L0iPk7B6 zN4^a>ONV7oF26Aw*G^P~`)#%k<-q^B_MEr+i&cg8BFHXei_eC!*WJ1OTDDQF4kF0w z&&$xHM7(NHngqs@Mo0A#6G*L$Lbmuv6iVn_Y<~qk8YyRJM=D4!`MgYE`Uz3LJKkn- zbzi&_<)~3)6E1LX;v6(EaxLLR{vHBSq)UBHca^b178FUO;31zPr zJ|vr{aCZt)gBl63X3h+p$sxHH9e>v-Ss}6 zJoXEIL(W!JU0M(|b^8zzghKi33U3=MRB7vrFS3Pl_oN_gAz?vVh^+I2hmUCv74*c! zQ7v=%_}%>=>}DVC*YL@pCB3L11@hSWm3vz3_d8}SUoD%cd2bP9bMsn8GuNVEX|t3| zWks3$h#=g(u+g|52fXFnqTStiG^~@=JXW>;WZ}{R2L~A zb<=$Rtp(9eYtT;wIfOqKcEO$ds?`0;YelqWsY5A9c@8dap~-NGj&#ZspaoIRRTD?e zGvPNhn-F3ybgaFf))}QK8g9tyZWEKiUjG#cdZbnK96;yKo1?d<8e>43C4GSqf z-*_uPIY|amj%t{Lzgx)&2V}>HDHcB-J8Rk&?P8IUD$`DpBpS`P)q9wLJ5F8*$|2%Ol_VR4J206@Ba+nAb9(8rWtWUApo?kbN zTIjFLfm_Y|^IF(Dp5(R}@AoNa|8P-|-Qi}Sd}DC+mTG2dt%#a>zz7+{9hufxsqK+1 zR?4RKjTAXHH64SKNZZ8Mhl`X`zC{&LZ#7d?GPr|J}{kDL|e9F6jh{lMLU1% z994a6*O`s&WKPe~B1cGQ>xLue$(^g)>xNN1{$nUdA36DN5*)b1IURlHaIJ^V`gbOd za$)&f@KJ~iF4{cE!i`xwmda7H9u+BAhXrC48lL2Se65H6^`*l&3R0^O_s&4s9d}TF z**ZDKixeAwYY>9PzUHV1BSJu}{K&*nRu){CJ$N4ydsZIfO(5kgoIv#`D|>kPhpPyE z3@q0rp0*Ah&W$Hhjxw{y%O`3}Tu&_6{MX`sGu)_7!_rjI4H@M1 z@+lt*hq_wKM1~@2qM4JaBJEJ~{igzIBHbJ443rP#wg00WJreD_kVH;w8{c}wHSRg6 zAipUTq_+(o@vMokSK4ipjNgt?&Uq6@3*wQ6pEv?#dLL{ADygL>hEY9=gWr%a2j7c^ zMXs!F{8Nhxsxp;=bi;T#tSzV`(J^ZSBaMJ^;!dL+HC26lP_Kh0eI zc>FYe7L&E&idRM!0bR<5O{aR)>6a%CZNu%ar%!a_PLj$gK7(SEd4#Kpa~RM|^VW}} z=PKp=G;vh3gvWp*FvHT#+G-K=+BuWzQT^`qa927$JjMK9V_3Y!=rc5pv6%vnfceif&$gH#atoXuim^nnOqQM-xZS46m?h;Dngx!eEPELvEZy1t}0N z?Ag9C8j&IY?C)Y}&x|Sxo-2afLh0qA$YT3&tUzzwG}`%v=24J3{`h!g`2zfx!g;cP z(i<5S6k+1%N$<~d`%`07=Z-Pqn=EL}d@4wdYT^0rQmkf=vKPrGbJ{JS9Bpcz4EG%= z1ltbYbjS_Mu~6o~)MgK_D2@sFD!i(s1yKtBHfG2jt%&x0^Ti^_!ykj%Fkf5mxF1&*lyQm3L19?7;6KNxUOljyae+fkbVmlc zh0?ZtlO-E28*A}8ZKYFz+$jfWnH^i>Exk!;ZGN}9-5#)7ySUe{Y4$;-Jv@&Y)QAM%V ziXeo}SfWny(fA+1p5aD>iJIt$38dT)ACFM?>WIs-@V3Wv%P42qIx0w=G=-YL1J~nF z-(=!A-DR|4CD&7q8bm0a%Z_AeF1^t`?mj8@EzLYN82sKT^UaTG60r zNiB$Sg11qQc8T~>)CDo~J16T@(;RA{0^2D^O*GuzF$)FYg0u3X(nhKu1x3gpJW^y6 zEg1fA(_vx85<)?%cZiA*ZeZg&3?a{pwZ|6K{xCIB`<)`l$LB|P>_a90h8jiQsG!`t zM2^eJ-{D+DKGXfVPitvgQ$bHnAhqEO#rv0G!*}Gr(^KXw-Ax6lfQ*mFQDVYJi~c6R zaT`Dz)?yFk=tWjI<)y?~sK%ZO7GaAldqoiLCD|YfM%B5cC$jgHSCG3h2sM$I*EkAy zw-tWw&Mt%I?h_T+ab;rm(CcFbsZ#TmQwBBIFM`~{1MZzz95;u~>MVm&ACN&pRrv^H zBpmEDKZyp>QFPS=QZwJq-zu%e>8!Oavr+wl_I}twQIJdcS?yfJD>u!_)=w5x^M4ei zLMb*L+L?`E-9OF-BP)(JEb$@A(ZiZwCKo|e_*Eowp3aSK~PSE@+mKXhHjI=Lu1e4_VpfxCb_h}V>b1qK{%KP zbU7n)TAvp=LfT**TrRY3w8sd5PzzX7MrfW zQT<`~yqXq?*$Xdd_1Nipm?6{J8u8-H4O6r(yKbhkx9Ld_c@2#H#3TRev%k-e_v-JtuPHZAE* z5o8m7rTB3Y@&=34e=38{TY!W*vrz>AZvOa@LMheRs=xPMA1qR13MMWw8*w zyI=8x=Fl!1d6()@g9!gwVM}9E{0+Rpi3%YysLVYPWHO*sjpo)}1UVk38aw69FHt8UX$i=otq9UJ@-`?l!j$Nq6Qj47P zkjE6H;>=E7Kx8~-S&dfXipr)g@`Q5KEOYR39e*%8Rs=P+n5}P295p-KyrSz2_@0Bk zr3@F1`krf^Qa#%DWb5KHH0$7)ScYRoM^L+G6r&dpe!g3dknYy`VHW409M367jYL%O zW`eS!M2LzI&u6BNyBa?Tb;tZCH?96_5#)978;|h_pU(^JwNpSeip;S=d`q5cgo`U=eybE?-q04JpqQUT5d1to%g|+0 z9~IlELDbZTOdx%M%TGaW1isp(iat$q=m;A8nF`Wf#ta?x$I`Mt+8bpAsGOo-C`LJF zLj1iRt`<689AKP(seQhiILgotY6cD6aDKp+EqP5gQKNs9qil_Jk&VW@INM)4*(Fj7q9#fg zEw%LD2KKNAC^gAk#-SM3-sNpAN*m0KP8I2K&8z*i!kvlt zn9q2DN0;h4F(^mPSAI%djJt)SuWMOcODBs-G1}575NRHaDd2gg4)R*ORJv#a>7xSo z8oIW}%2@t>I^Fej2u+Gb1u199$sNz?m}MhFD9g_a?1uLpn?<#f5u_as!9M=+Z}9FvZ1rSXhIoe!amRP)K4Cgr}fvFT075XX!(k z8pw+LlZYU@iwD%^EP9Ni(FqmlKlOJVdLFf;@N?X0~-BL_GZ- z6gw!JsI#94ay$86mT?rWCd1NNyuZtrjDl3lPz~HH==uNAbr#%K97`02K#<_>?tYJ- z0~dD)T-<`YyGwAF;O_43lHl&{1cGY_76|e-Yjw?AHB~b|;9I+^t-89p23uK)hO@1O zk@wjn8^;W46!a8(;%Z!RcB*;UVNYC|kP9*(lsOkm{tws_7nd*SFp8QcQbBI~C(_=u zML6L#%GbM*ZtIMRRS^E+F6Qe~^#1(Pxviy<+vran6bQ<&a1NwZSKi_JNmn#CiK@u$ zmo_?zAi>Y?rzX)sb(5+fbeixR3ZU1jjXTqlKzxx+nM?&KE&B_B^UOK=TN8wHuGlyf zIG4{#$G~yu{piLU(!)(XCAq4{r_B6+v7J5IJf#4ExS*;jIEc10`G14I*WmHx)BN4^ znIAtT=g|BJ$%i6gNFlnNsC0Q9bVdhxlz;y8?20UjK(R`C%f_YRij0e<6hN$t%_H`> z*{6uZUA^+DImc`svPj^Qw(uKbomfP{N^a=rX*h-s_p)&A8JrfnAFaNgx}k@p<$|cklx)w~I0W}<@XevXPVsaq2yd>%`VkGjUc2D?gSw)~ z=~WOa&WWXQ8A5vZPJOdL+}3+-AmhdQdn}ZZQ;ebgLFszNhjU)=aQ+$u;?4SC1DR%d;B3ET zZ$7I=AU9Et>>NaAds!AX5xo4KTVpTP1wFKJOv{i9D?GGyFj0wI1&8P+T9ShcA`=DV zQF<0GJH|v?)m~TBB&Q1UD%FlJ;{nW_2cZ|Fh?^*5E)Fs#a!Dt4KTQ36=S%C^8(;A6 z*f>_W((YD$L<&jWy>%U;!n1R8IpldtIqwmTS(W+vHEI?g)V1?)jxn?^D1X4*6(O`w z?h;nYIR_=ntAc_ad1KNHPbreF4LaQ1Ue-YYW#{OP1ue&kaeJw0yvHWz2 z2l@Q+WoZUTLQ6rNVJs+CF4ZQZ#52T@R1a&{y6utkP; z*3|;%goSesb-vtMe?-pD!@-T3=oWgZbMSi=accF#K})ry%TF|jxP?|1R0V}xGQqnx zGEr`n92|*2yk%_)agec)S0+fjLF6k{jozz?!v*Ci%sIwF2>b)4LCd7chhT0~V8P<+o^7>#YN-q@pqnikbTUiq%$1w6FHcYe0Y7;zhA zET)1`yiBasyV0~!@g}X+72VZA0VVfzDctihm0NZq5bynY#knGK&*e5f6}#g7LXZE} zIdw~L4(*CE!@DL-9ktCm>k@}sC`C!mp?QXMVf!LG1t-@-Z?=>mK^$~d2f39uBHOTn z^qJSkS{%8{IJFd4M3)Pq$1aTyj~MJqS3;j2RZDXWO%IRs@}naKU`WPe9|**IEMXZA zB3D?>`?t-ozh+9dhz!Krb=Jl)4w~Fu-(moj&N0ObW4*EF&=k z=hmbh6HF!!ABO{e=6X!KP#;5V(wlMZR{Ysjhtl?iDySe2{+MlV*)7C`C&h_*ng$S8 z^hE~+UGf!HB*fou<(_CI+3+sgU6CuYPC;TTYl{5$rN6uPlOWFN6~Q@X2lB|bQ&XYm z&(8aHlc_l;P>FMlo`4Jpd*Q{@*wJDjakzor+Bl}md?-3*xAY#YL3@5kl!Y3`K^rS` zK?a1xe$n?G5o$=?tkYv1)TxRNa?2~%L~uX8_Bwu62ZdEtL9UQIxpqc`(Osl&OWi?x zrGro$QY2VqLW0%Hm$Unmv3aMhtHu@46{p-0ci;|q#<+ctsXQ0ww5`rLW|>w(r^!a3 z@<+^0*54R8CwmRfp+1wx&8=9^l6K!xRBzWqofDARLj}LT3<{ofs2sGYrm6>t!eTJ) zz=dMTd@nYUAU+tI)KWoiB?a1x6~9GT_cb(z_{Nc;HV2s%U;f-a5w1CY$y@b0VYr^# zHVn-&kIZKp)gCEmx2jq7D0q*}sl)Y{5#*LHp8mp$KX!38t5yr=)cJ*T%<|!pPF_;n z1LaB8!XY@6tS;x69mpqd%6@8vno+@z2lWws(Z(?wH168%t59S(_|v0qi%cEQ+cmx( z*F(#zyyYkl&h}%29cF5U`YOjOQ~in|DEMx1o+o<8|I~nUOvigY(!c)&k&iUP3R#J4 zd;}fSL2kFaocIYYUc1Hh$B`m#q2Ud=B4Z)tEzf2+uT>7^cF656*@$yY%L2+?;ADG;k>b5=inWN@P=N(`8YSI<53zz+|&b`sDhBtB37YJ zxRV?*wa#R{Wrdq^keRGOnTT=$DKTwgoLBSx1N&oG1RL$=a`^Z&?lUsM@Wpxz4=~O-O~ORoI_(s`AtiC^!2@?b>V z!;KjJxEt%!)70P=YSET+Xh@@4vVFl{gNEhHmH7k>AwCqdwo^e~8HAgNj^DNS+-(xX zH~PP99Mkb~nT`eL)zxA6A0&sjYkqrG4hoWs=;9}A9Dk)Z zNqQ{fJADYH>8OK3vb?*U*JrHLgK9r=xRXrQg@eqX4#~4rQye&oZOWBdZ`nl~#|&yX zXJSz2fQhnItF%>b*~G3~kOBGK^5jw$3-y=M8wZdg-e;A&aS$!k@+fr|TjHKB$r|W_ z;&$g8Bghk!iNY_C^$}{{C_4$_!}^pCaw&zdY9sV<^=t9!q=>g{bPuk`Y-J(2*`Mu# zDuJiYh3TBKJvql%NO^O)8S6))%gaaWoant&j!Tvpy^Aq)sznZmN_vNE92!F|nIS&v z`&o0sudQ^CdPr|B$P8*_{aAru=Y};OYf_JKLl^18Ip(bCk%o>513jKSWxH;mFE$QM zG8y=|i4)n|J^xrgy5)Ly_2qgf1}9VMwqgKv8QD84t&4oY@70fUDCQ;B>A!HY`@Q&& z4#~8EUpdC~7m90$NYxBX)n$FIX4CEb-UgznDuc@1u(Ou9xGNd8i_fr4{Z&D@9TzRj zgPg;{BN`1NK^)X&fC@sSO88U{(PIk=*0jz*yvJMvIf!~pz76Oy1XI4tnm5!k&Ut0y zm>%=WVDM*nofC?+o}xEw?I5nlbXmY7L8EbqF7NK*aI4*RFb5ey`1h*ahZzV?yUJ}G zPCz+^=p6Z2p&>TJMjJ*{(i`^3#-WCJWl^0x*y`)7E?`}1b4xE7$^{va@}H<7czL(~ z*`saLV|)lT9;R}A|B^V|Lf35^)AuM?Cro_{PkGwR&FBysnlV}x6qJeP!w|5D z{I2H@B#1Yx#u$~O{QYbwHnLddAC%KMiN|sd-P*}&28mmRN2D+Jt3&m~^EM8Js^q0h zvbE52Ysdn91dSiZ^^l>Jq?qqd1BRtcYhAN*16BNugUm97;-dCts5%maM^C-+k_7P` zG1hp_F(XLc-DDYs*z1(BX>>auv0+TRluN0`Snk))*_4Ci@MaC2z~#_#FW=lXheuW9 z=wBO&!v}P+iJW8fz$+J1J_7bx6?5bTY8baqq)8k^GfZHz;&RmcIMH63@LbOx8^-9t z9~eb{eLz-3?p(iZ*BjPvGS@=`NcjcQ5cF8h+ zN1fvj%A@9HjObE*2R$N7b3xmtazUo+gR)4&TO6X#AI{?t66`jObBu+&N{!>v@P+!` z$bLj`nRmJh@}M@ceU6nx_EFx1`@2%hc<2A4gZv(ugD?q!hFWoYIlS23Fhf_Q6j95A zQPgf+2kThR6?L4cf{@~dKOlqn)n}n-$iYdhdjtcU*Uz z$1g)Vm2q8v<;?%xJT7R)LRFAQ77dAwm8jydr4B!9sIiE1j36(b1KE454?;t6_uYA< zw=D5u73BBGoVqFS^KPzxFhK{M*FpH#m>7#c_d}qeO3k>mpK%k7U&0j`ze@Sb+<5qT z6J}4?toMDyQqD1bACd>)^l*gtMlU>G=fqj2a!~HWZs{CYVe38nWdU*c!g#{Qp)sV? z6E2EbzkNpEmAa)zE$4y^2*EsI>65tSn3wAR`JG%*nH4H1sQkM*9$Z-8lA2ZqJ@2yU zD>;Z#<@VqRX}*7*pxN z{xYP88>q-?&M}tuDZhfPyAls@Hl;nSgTCq@lsFa(Y@d?|(R6R{O+Ky=DG&D#(p0^7iRb1c^h3`wg_J+H*y3 zbr61IBf|IrL@nZhb__AQ)aCaYH_QwHF8o{8JkdP2TYi(5b&0b z`GX5GAfHDTnF|g_IPdbldo+f4%gXIlK{x~1$8>hY2&(4(JWsb!^nILTMZLrzs@fqu zBGZ5~V{|=-Y#d{0uZ%3$#%c3((OKh&!wocOKi6XngqIv5M9>fyIMds8bvR5FIiP}2 z@?XsQvWPVlX&T3&Xv9|?gjj<(b9j(8bgS#@b~G1%(cCknvyL@-0{nn7Y$Xt552E_QA$6f>8Whc;>ZQ zhDWSOGG{Y^_@Lf$L>1(d7cXTHL3{g4=?H2Vw@~M!oI`_1`5kOI)PLSvFOfqIo9mbg zLcWg}L|3php3ODRp&I!s9R$Bq%(J>U1!Y>-#JV8oOg@v?jHCe9>*x z?t}{RE45HIAlPs@Yna2uLhh3sM8O6bw0MsUn^89hSSuQD*;5(AIg#$)u#gLD8}!S_WaPABBNbC?V|KU03m@dQ9PqF{(MVLFA|96L4kb8AdKsh6p!?b^XzeO_|MBGHb zzEBkfL$WH|CnQ9*Dly(l7vz0b=p_f4>7j%N{=o(vajLvkE`$g3{mK0n)0%CsxEcyF$fNjgI7CgqUd{UN1UFCDzd6Tr7)rN_Gkpy7{GIk!s?Z4HAkS+R z1P4#d`qMbI91prn5s2IQwGBk!V0njpU?`%LnQPslxxqPW|KWnnkX91&I%2LidE3h& zU##sL&M_9ke}?QmmIim@6Eoa#D1(vXE$5h1lv~E{%OJ$?td!fK{N6(w$LK+FjR-L; zKyv4mZHx1hp?Qxje#Zq-!+bt5S7XA5X}`1NAG9oTOE-ScL3DnWJ9KYsKqJG(IV4u4 z{lGb9hWTWyvkzjFpZ{rem>S0Q+_Z5hMkyZ`R6>E5Zgr`3DxqRvtN zpcDp6&zzXvAu=%jKd#4E+9RKn<(?WIaWT~k>){Qzbj8n{Lt`5M_^=yjSnKeJex)l~ zna{lIV}Icw<5Rih23;Muh_wRq9iI9hvvEj}yegT44%^;vr&URX>lyx)>!A*lg^x-j zBvky(aO;l&oKxZ(=a|zWO4iuzQym>v{9sRqY>yuzC1by4ps68$Uhy|htGirjpXyU= zuZ?5$gk*Gb8_q4iW=Y{txujoYu7{?WR|Y&naA2xW%I=Ux8~y_akpm-lpDkEjZ~o>K zcl~7JP{;e^y+lt8>HT3H9m1SDqHsafvM_o6Igdo21(DlY`vyND_K3Lg4D}5}^G3~-1Tg4(2b47T>Pc#017s(BDTL}4+M%DJHsh%n7DRMjb z1iN6vm^IoZYi%Y(aJzKAw@Gx)gm_$zSrS7shw=>e!m_g$HPbl}@j1uzyYdgfCbO~k zR2ejZIK12AB+xltnc{O4_XzE>p{@vjDzZ78Gg1Cte z>LA4J#bDftyw|uZk6Dol4jPn1RfIHCaYeEUcePi;lRDIZERs|O1;XTs^&v9p+T84( zRd3oi9fT)o;>21RzEH`wVQvEPPTP}=Dl-bL8$T|7TAH<5*JOsW&MVUn`lc)u86io zS(q>%qB(8qr5vT3sB!z05XMTDv zh!#fS2{p%n-f?$iB$C71RWAd_n09&na?byad(kt$KC!kA-mX*`If(8>Wh%@r1egA6 z?3$r>*i{>cf=hB@d_>B?wM#A1P{X*MshPMQV`t@0c{$di;}1l3Sf;CH<{V?7kn)?= z4{%VVZ_{hkHsbV2)VAZz;(JN=55SYAtKvZ}%H zhV{?Q1)1g5FB5~;A`!-4bGr4ijdQ~DaE{RvkkOnuSUnQQ9AI5Yan2_j$E+TKkZ4yv zItN0l>2j!^$Q-Z=(P@V2jtt>aR|MBj55igX!JUlswm)=cYiryqjGa+EZ3XX z-mQW{0hzXz2Dh5~=Owo)hV#zP<558<^KL(L%)m1AW!Rz=B#3jK+BjymDzBS{fwS~c zNvnbZ=PdVfJ;aggYY{m3BMSd>mGtl~YwqJ5Gl=jv4slYbjy*cxpWcyra5{^hgUlYS z{BfWu!VDLxmA*i$2N!hL#-Vl5FQ;oG99+BI?CfwyHZQ;h8IaE_ler(_#y{$s^VVBk zzH`(Ma*&y?G6MGzJyw2JF)JyH_gKmh$Cw^-OG9s(i5;=r4_0XgZlEhR4z(*xM$YcS zTU;OKmtNHMyj@fCb3tZ3lZh3xu)Hqm(9|k*#@ki30LResDl@sqA)d4H#z%+Xbo_A6 zp?Ho=tVn{yiWG~wZ=+^$J*R9OO01CauC-I~_N#W1sQN%0U6AWBcE-Cu;WAu>PgS`0 zc!!MFvV~L->WYc%r5-p&ed{^a@`ZTIq8H{MI!4K#$vwjJxB_o7IK*%d**K7d=kxF7?<`&toW3c)*j8KqbyeKhti&Ov6@D^A0B^jX_V zudIi|yk)@>oI`!)m1Rvoj>V0Cw@7735C?tGLHMhOI4UGZ=bs!IH;-YXP#K0D$aSO zb3*dOaUN+tcYdg5ouav=SC`>>OqZbqim-GDJ4eMYx3f~i_(I*LECD7E8cIMed=(A?~;AEp&S0pIi_KLrA$?-iQy5OwqJ2@gws_}L2hNG9*5;)*63>UbVavy zkT*=;-V{aCo`yGQNT%jZn^RF$grqz%hB9DjYZk4ZJG<3RGAB+?Ot9_c;VpB z`){2!h&ZQG70xk&PbW4;k7egQhzW^lH`ruJv2O9lBuGV^sHR*wO$#tU`OXC34XlMC#r?nvW*HzqgPnww~6ZLY{n zdbdoXbYrr<{S@d*9Nw~?bvTE{ka8wVgR{bhuSHJ~hzkn*!a+uml4JZYf@e3@+;Q+= z-`O}u5Nc-$_bd}C&9s3T(V(YZ`Dx z6!wz;O?rf+p(BN##MK40Zpb;*GNmZT_sRoH%MCnCCgOs!H{u|39uLXKAmWvV&8+- zVK6@W*1|e0a0_K<$~iO`WlqdQTyRyGxj47(G~BUq%-*V$y7S>^A8dQWOP1z(W;Nq_ zOuO*QEPK0JVoZmf56eg#Zs=OgImZ~)7W4Q_Z1H-8@LP;X>%OD>39e0j9r-4<8B!^_>Hp~xFnxfSP_o>#7rw<4PN zHrE>KAk8`PTB{td3@yLGwSV53z21=?-eV_i9O|*4Ow22Y!^?(AZ5{p^Jh}}RWI#cs z4rFSK#ev!0I~>T%w&fr*7L_cfMz}87+4!Y(hs;|Ry&dNmLFjoAIQ?E~_2vG5`jUyb zsSn#gW|9Tuq|XiuWr@;uH*vV2A?;N`sGcNdSqS$N9XCdAO0$d$D&B#E=zcuk{;f$`!)_WEFf=5qhbvGb*ZN{ z%Q$FZFD}R$Lvq^hLO#^hZ5^0E9|V}s~y5abNZ@+f?j#mzIZJDTwmn6m50JjRJWfBa^W{# zc8BO+gglqGxp+=*S*l+-$oS?szSud{FwZtzdVNkGMb~T`nr9(-Bk=ucW5Ye3Ao<+?T!JFivaZrr`DhLk%MblcL(-w4YWj*=kpriwJkXMfD)<_yV zd!|MXY8oF!7i}Oj^OZO8-%I8-D_z3+$vfvv9Ha{J%A@N=^nL$kUmSi46)~7|tZ=tD zEKEk1rP~lEr1yR7A)G^9=9VGG+AWcB{IYdJ-9X1}AhX{qC2NL2(DGxetm(>oY{XCp zK{D;|FIZ?~u~S8DNbb`CII(?34d_c8E-317&M_83fo);x*a)F*9o*_Z z4QeiEzYSz!dP*6L^%&D1Q{?p$hYK1wLKTF!3Sz%M)CRBghqSeF-?^ZoBRR^*l(A47XaaX}PpkdH93;BGrqKG2G~j5n;$ zXwETSeo(%2st!FR-lVi%TXIft4Ch#S#3~dQi^r!dqpjE==e)CV%;FK0p~2pWSH&Kl z%=%vd@A-{mxgKL^R7Ms~epWa{quu}RBSUjg$8jpiqdX@38?N5wVW%9Djr0A+LF5q0 z-F`iWV(E$9tr8a8LeFg+8jAA$L=cmHbCwnN^qyZap6f9^=9Os{ar+=CDqR696O!v` zK7n)0Ty^=xoKLhWJmR-=t(K7nK+@~c^&kZ4#N8zp{NWj z{kBebD`>%6wqO!hM8_AI&=QU->Da|wiS;4WU^3^Jmf`P)V$x4VM$3qZR1T?-X{V?l zZ%AHAFGR_REMKlVTq@nvK`4?cu1X`2Xg=V_*nd&exQS*><%-N8a>>-8$GCjyT5wik zz0Yb-;~ZlmkMc5P8+_sT#UeSR;wPJ~g5WfW&c6yp-BW+OsVlmqgFK2e92+r4@9kR- zzpt1ygDWzlC?NO5-8kLe214C3Vow1zeB;1(e@81yRc&W{y!-4N$JA=Ry_ab<3CW`H_Z{?fsx@x~T(;ILMef zApMVZh@t&4vXgZQ%mux(aZJlxO6u4&Y}1R!)U}F$^1k1^mcSB|>Pg*>8pb)**K&@T8E*N5p^{k3l0^Ufi8$Oq z3D zkO%wo1{LJ@%4Pa_>+pye+txZ{`2Mt!gN#$E+&!g*N#;sI(I@3W&e4qf5MJNtcT zSc(!~S`&x&+0ac~56uprj4r3fGM)MONvqGepyHc3h?Z%uSYNMUax8CqCZtb}NLx6^ zG)&3OoHji?;@!?`4#(f$Z5$em$}iO`H^)z^s$TC;7UB)-x0MSr>yS(CV^85u7b`r# z%8uasPyTJ3L+h)U8!2#biMQZNf89RsZ5TSZ$kT6A1o1m2Zqt)EyyG`-=W?jy!(_*Y zA*G>Y%(eA(`*hjCL1w+j4|eVAbamKyXZ({6RguGXat_&9zKpMqAZ6OT3mw7(FLjPj zMqmHNa(^MwOoy@>t9EfcWT2o7Qoe15Uj^LXWIc7_9p7p<2bqRRJ=<4@N8D{!$YG{t z-NP|P5B~Wowv9FDurIm#TfbK31Ny!VWID_%pK}x&9UhTC(~6(<5wz%cRS+hISX}cV z>0^J>n8kHa<3Ci8Pl?3DK^pa^{Dr>iLovf%4x+U~Uf5T`5E?wZZd4M)Ep*$)F+Jv! zm#xWg@qhnhG3$9W=gi*6^-#~tV^n8kuGap1-XT|`_I}PWUGJ9LVJ@VeWvKb+GuemF z`J@L_jt67NK3Bg#lx#KPvV(yx+CXLzQbGfhup2fy`uvh^=!plpAhR1PBd9XY8l!U` zw1TGG(3K8xj?v?l9shYG4pCFCme%#eIm|i6&_NkEdy4>Em%jUd*EuI_9MdkZ40rv8 zP3&>8=~49#8+k<4gLa9~ViM%N|59R+H4=Hxmp-b3+=wmOdp-l+ZT^>XU>r&q*_b9Ry7mKX2h+qW;HKK?n+ob5sqiLi5g*A4Yw~ zTUPLd3c~L(Me<1d5#bRzhL`9`CgOwfvkp>zINt})8_!lNGC;or+I~_O4Z2zH$B=rf<`0f_)l|=aq)s7vEFCGGBmx-Jco0_8ym;W zGLKTav-DylcCU`-(k-;%3>RcT0sI-)KB|-8cKp}2uQO1W@xJeLRt5QS-)09rMO>&= zr~3}S2g!R*1qEGl!uqhn=Gz%}w{GhfHjr7-{4)1F3I^lDusWT{M7+;do>v9A<&*Xj zXjrMXr>!$9w@|AKDkl(<(cre2uVY8{oJ9@epzIe_5Yh#Osr!yaIqS$3)6%HspocmL z3F5->{12N@his=R5Qv*-$tA9cj%3o*`4EBY@v3@bY8mG=xy(5ffs@r05@69E`f8r# zQ1gbRzrs0YRO2VB^6nR}xVnES>yUwT+XgaAtWWm+J500e&GucThH*i&uBw6pe(B$}sH(2aJiLf$`o7?V?4ytlf1$ja;2-gBZ!7D2d-z5+~ zbHu;JL1w9z4Z8vZZI13Os2lpE4Py)xl4r7ZxVo8K=CQ-g=BV3T4t1Dvx%D${N;(wE z+J^-3p;+dQ4sy%YqdIN^el51ys`kJ^(f?FIez$B|4FqBaNT}4r8sBsT`q{`h71g~LxQJ&=-4mR^PE%U9_N_V%rAp^%djd|Z}{(9o%2QK zxa29ZB(~N?Wky+Vf4QM|{>Al}u1EO^;du^)3;VHtrv_wb4(fSd1))~6*fUTOQpyb4K1}MRsNALBfZF;CG3gCT-T~V23 zI4G`~Uqo+O=SM0Cg2dKw88`nc`|fpkH5K+)1-bDM!>%YHBCu6k)wIHS+}N*l5Hbja zSN%N^vS^K!*3}&!*K40}MdT349}GRh65IRyQimFRZJu%t?XI}svbU@z#$(5_XB-|| z=X|DuP>4Wu+D){q#j+b)$@%0hdu#)lmidBWIKF9yA0=kof0a0V&0qYS3nDjP>_K~Q z8*umi9jjejPJUHyf|BIl%j$vI|0^ULZZv2f~G=K0s*+3qzP z$2xV0k$7b!(nOQB?569P_KNE<9j{a_YJ=0%yy&_1lbLzDs{PG5WM=u!`UH-5d$TX7 zNqYFqi2s^%j2@p){(>nc-l=?PJp72hdYsllDC;Fw*gxTTR_R-(r4AbVkE#d{o5j?) zhCS$V`LPahxS!u}klBOaFxsbBd8B1_4&P8kH&M*DoI@s39y>M0Zhtyw5r>L8M|6xits-cG0W~DJFj_^LDoAA-uorrs~```rP^(@9@h#DA2f_k ziuiDh`hkOttwZv4e6{&_jXr0n!@c%?8^_q%?~%!8JdhRmw%Wui~e1?~Ez z3i7yQqIpxK#dIvtGCF~HpY{5WgD5RVPS|J|*4?Xqbx6wff94$OGnag;auJ;$8vSG_ z3F3YB)&b=6h&|{o_Og*hYIG$KZ`sB#T#>bxiKS=+yw7H5>(tXZ9lmmo8PzV2=(5+y z60WpErc7brr4_+H;MG6xw!GUizjnB%3><{>@2T^WAh7_+yAq`SBR z3w7dy_o9#--mcp=j%k-q`D__DiQP zIsCA5ax^Z;bXh>g%@g5hKYY%dhty@f>#IcP9OK3WV&LqOuEVijx`j^bprA`;uzmM~ch}0;&7uGB#3jq+Bmcy%JA7o z>>B-&=a`)Xf5Wi1D-xW%^pT6tCOy2%vL)pl z+BsaZxMWwX_!SP_u1+9spocb)nXO70>4vzu&0OH2Rd$uHuZxp$L1rvU`&`3Tf6KLO zl`f}IaupMhrQ>tp;Y6R`%a+!Mbh;FrW9)+`yTUokhPYs+O<~LFc7hxFmJSNxzjF2- z+XCk!`;*C5krxh{lTuaW4wKIkGh+ETR&wBcG7$&WO{IcDO1{QnEQ~$!zKlgS;$5FA zH3yM9Ef1SLuycGJ@GP7-T+me;$JiQ|cfx<2i1jSlk|I_dp9`9rh6|$gOrFQv!L90^ zB9()nYH2x#CWrE4_7OM%wJ+237v0ne)9E0uTwx2K&lcBgK1c_h(?Ow-4CkGI|FI?c z+*3Mee0p7xOFn8pgN(tliSJtp(A?G$892x+L>}pWv_t2wTR+p`@De8@=ls9(#YEeP z)6}I;|2X*6Cu|@(yvRS!Y;TX}X`5y?qtVD4HX;)jWX|<&nbYzPnI9vnXR)57@=;wf zGv}Cw;qWVV=@3G~-l$O$>RlE!iwbfpe;=QYpib=KUmSA!57@BaZ7)-ag3$CF8TVm z6;jP>)m&xOzv7_X*|{JBA)(2>R$s*|yO=iF?=*%us80?Rgv~>&XqmCQp6FcIdc(y{ z9m>f;be@v;WzXQ`m!7W3UoFI{qTjmBEGGmNo>!`pe$TPUr3wnlqss?mAkBPU zd^*{OH>`nM<@jX4;sLJyo79i9f;fDprtzqpkVh_x89U?Z|KYJs1mZvXzG(xQ)27(O z2IGvFac}E+MB#F#dsR8egA|t>(Z8>W5oa9o4r}^UkS8QdGIhmieAC>hJ!vW9hED3| zAUci9C(UCK!yTVz_0Gv#_ctpq%Oh*yp=u-v19N z;)AGX5e_o5RY`wNi0!b)(d^b>n}?bnd_ZRv~@C4tvSayk&Vx zs2uzsNNlV#aq+*Y>MDmn7CqNNcwHh)Gz0hb@3+pZrH|@WB~?XU<^MM+u$Ot-%v-H@ zTFX)@2tKe-R1kN+Yk%yYPPb9k(kckWFvRYf^!vkyBtLZ46+O^FUXLsZ`2d^8gCYeT z?%5ZWQ56M)aw)pl7U8N`3^%((V>hHBM1*Ag@^VEhmPoFR?O5vUv-ezB^5ov zt;>)TgV&IW_*mRiLsum4$G;cjdNQ)BL#BD}nw&!sCV6{P9B#wJcvJT44GY%d9AhDb zUxg#n7N@Bt!@60uNqNIQ*g$lel4J1(UWHt^8hW7{XiIG_$Sh_dITrh3Zp3UHcLX(z z>*-vFb7*eJuyS1-g4#_y=HOC?{lYnBZg^!Woi*c7CuZN)8>EL1#TPb?F|<2O=AiV& zYG1m|y-Wn+4O?B83!>w=d@=PIj_}FNMNjI6Ze5Raj3XSBe-*rdD}}1LoH8}C)#n`3 zFn>^1hdPVQ_iibp#v?)8LJxFMK*?WAjwtTye7Rh@g%&m7icHH~@}>SB_(HLZWIwJ8 zYSfT(Ov{1+IfmN97i!gPy~6=GT_X-MW6>`+vV2IW%TZ>QR~K~C#xa6CF1eGf!h*l| zX&Vc~$I#5iT#y;mZs}8XgQaiftT~qiaZb%9oMSBQmZ6v$czJbT+?e%xk0ox(Ic7Ce z9P{*W7Jq8-k9DWbhtPQ&#~28;n8a%4K}@G_$CbPEhD~V31(}B7hck9p=+bKR*sG7P zh{FX{Y|c4GP{=O@ZH4#R_S@|-Iw*Dv9i+Uy8iuYvIji-3-PFfzAlmC?9>Vv!8dJ|a z9jpdmPeA$i-uHB|sjoIzKLh0U+0u>+G8?@Nm(NC)*Ym2| ztjt$FGdi{B7^BCHm+|(Fzk&ONXM6r@NzN2AdpYaE zg|{qwXB8Aueht+Ncm8Q!)T~b}cc_CM2dIT3m*0Ac9jZ|sd>xJ+Bjq)_lRy7~@z z8pQ{2jxiAa`YZw;&2iUyWXdCJA>x}^c#Fkmrv6#y zyti@4Ta*QdR>LnJaI2k_%)lGAX$aS28W!@&44osm<>;5#WtHXOpiVHP*kS|+nG;7qhLumikLl>nm54aJWtm5E4)vKw4#wq(d@MPB z{$B!dLHBGRv)e2Gnpuqabia;q-w}rknm0-nJW7E~xrA&M}?uM{L*^*-^qUI84-*9_I()_#b(dJN z2EJ6Evw_Sgl6vwY-kIs&9DdTn4K!{%*JBJ6kpF0}iYxnlaeQv#a08W}z&XZ1UcW4Q zw-Ldroh##7>FQii%!wRi_C%%LP-%EWJJRO9XR%5z#Bp=LoMc|`UXOJ1zW=VM{>-;ebU~>Xagf+nDT3ykPt5pyjd~sd!{W>7&tkYJi2G0&ZU<1*;zuiDF;8ayuGI~6< zi+6qhHC&FND1~dX)Z~Wt zZQvkljtL*{3dT?K?4=x@A^&6J7(uA(BS5ZSv2To?|Cn0F1+Cx61sMZ{Wa8py_-3BM zMP};Defv#1N1nx>;h#TRF$H%!7Zg+2=-Lq{JM&^m!h&j0?)T zjf0FJk4(`?0^cm(xIA%*!%h8{jYESvBwuV!Mc)^$|G6W9xS$2wxgeTk()CD!>zhQW zhB*8>y8aH%F@jLOQ!I+h5MI3e$HBxj7_q{|(SCFkasP=9Zgi`im6pe#J{h)PQEB}at zlI>AJxBwPz!yp_wHeV`sLpSy%9pqI4jE%p0dY@AcCL8g!ddlxy5#8L16|FVSLWSaKymkS4owfgj8t73_&w6Fts#N<^f+Y$nNwmw z9)WIPn(fS$&2oo0XY@WUh^CoLRzHu;e(LsZ$8|kr_H&Ne>_hS$@?vy+Lie;L`cRB^ zfOCw2kToR6bSW&=596G5$nHF-gZv?xtkDYhC8PIOuwq`k%LX4*6`|OW7(=V@L}_>B zOV)E2Zt9|kILMgDFS9ICz(g;r?6#I_F6gU`Lncywk-7~z)SnAXe@nLJf_5L~g3K85 z%8Cf%5YDStZ`WGtdoHNg5zaA!f+2YY_yl*Gu?zQeC{GzY%0b3K!-F9EX7>Gpd_(CP zRqk|wH-F|;|xV(W^Fn<)Ef4l-lNCqw4hJK=%j ziH#0U^#dEnGPRiXN!sDQe%(fgG6oCJa6M+{2+9ELnD5uN_j{zEuIF9W;4J4DO9zzy ze}4ZJ)7H;(Mv|rZj+piw2hlPlrp5-`+D^Y5DJJdE+|Ji+7_)IGm#uYix|{W>_#BeM z+co1nmt)%H^U57@%NSJDNL?nYZlIbMR1j(!i=87Yj#EGN$)BARaRVj2$U$ZV$qw6( z9kFiV{;^39H_&+-hSm;QBWNS!Tskx>Ey>}W@t1Tt()Ab!*CRo#MlnbaH*|%|oI{3I zZl&s==a+qKHCh)G`w9n{p7+XF)pWcpDLLk7apG`6$7~!UC>SPF#v&oBZgiYg4qoT* zt6UIG4W*1hI39Au@3P;aTvf?y97NZD(!=kKF@1c6KZ9=SDAzfMOs)L;C^=k)dGX&l zM9=oyKxPbiW%R5Z;*^^=q>ZMVy8jJT5OPO^U)~ZY>D#M@F3>>*Z>k`_U#1_mM{2~n z=JBk2C_bwHvw^5(GEmtL%j>4xea4d@&e?H`3!>#!9>}MGGxW+Bhpz8_TjhjgEG8p- zp;@Cl{h)Wf_YUXKpho1>?!)whmse+LrWZQsjSj*INSw(A!e?mPth2S8aSLtylPj`9 z4Z^7!ij8&Z!TtDsbjAy|^RS}9J zh&~HVhN+`gK1wFyeb(TS3i2pVuVMhyc4bG0gLIn5I>;k8k3Gm@%kXI1W8IIrX#*M8 z+$SrByh3m}-*3f-P|Nrrn)QSWGSdU|)jse4!nH!iH{0(Lhg+!DQ_i935hl0SHrS>| zuK8j`bGe|T&p3!2G?^s47yifN^t&7$0ba0i$Q_afI*Aqb#@weJs9{{sgy&q3S*cOT z&u*ZP-yak9=~h(dRD8iXMvrpI(W)2z;@7`WU!4={CFhuq_sf{qe011|*FJ|7i=#G< z)nRg>PJvKN-$|eU)CCQH#RZuT^Gicl#`1A0=AFdE;UlQT-<)Fv`A{~(Zt0{5dQEE- z*WqVgKfLB3(_=pQN0t;g+r`=Uw!1Fq4;#k_!r4x&9`_LRnse~l9s=t?VouY2L0) zZ@C_FhUC=v1UIirg`BO(KD_5Uz2h8XXjF_B>wQ-Y#a6wmTMjH2lk^LcQX1nNoVoR)64v3<%fJVoRKiOoXG`2Gt@EZ&~Yq zIfyb5r2iTlr@LP1uVto|aZa|6oMXByASsWpSS*IM^3S^ZqmG;SGz3%sDismH*eDNB+^Sr6&vOpg2FM zAg@o>?koUrF=x{rRxE}qI-!G5lSiC?d*XOk^S@(VbVZ}0sEUHhuV#{9Z$0-s{0M=# zt;=*^fVRj|K-k7#{=a93Iy zImq{u3JM10Tc=9ch2D=mU{w+3ptm|G;FWo7l`+vS?z}fdSF|yfs>tJ&HC4v0#`B4F zzdBUW>J(cA;jb)WT*tzUP4sEbeZAMh;;5jYQi5>V`SBEv^r49<sGvv}imvj&+(2Ggd35q^W+;xWfo-3M^%t4V%@y)gz|A5_ezL>74N^%v1 zw}9eIl?Z-gstxY5x}x|gR1hvE#j3v>(_`)Mh#I7bJLqS0ki3&lGb%jd!__3#M$Ko( z=#;9SplsJ8#0L9LDrM!qb4!;=rE+{>($c>)$0MA28^XyzTu`*s9Au7E%CoW;BT+^A zN~(l9=b(*aMs-j=mOO~S&cxk?9CnUDX}BK4@r22nw<#El?n0MlQ-^U26-ldulpo1n z!o5zrT)&N0rXl11*7Gv=(7Lc`( zR;(rqanNZUgc_A%c4Wl`-lw{MR3#8^*;p4>WSnaJPsP3vR>wIVKv1@^E%NhY?8W`$va0)GltI!#0i?iyn`B7IdvOl0U|* zXigw*prKwa$V?99_T>b^jK{m?b_jVF_i+w|8RfnGdvw^_4b82()?80yKj+XXNG^-R zaQ~mV#%YIKl;3R}V<5Lz#^9@=^33qpPaR&$_6?|lJThCfD0=KdlY9<>@&`GGddwy7 zgZ{=cbR<=j^E4EB*Z-@70?J-i8U9e=U74(6!W^_Uq$=_S7ciSW3ddB#6 zX9GP*pFvj4o9oF@h;xjA z0y2@l#e6(cOSkC~wTm0*p^ak<AxQGh!BQ$JRbPWs9hx*-m(O~2zN?(+NXd#j*zSnV({<-is4+uY~5QuzeB((SqT;7 zQL64v#D#msv-OiumvKv9vVrKrT|Vczj-@(xjO^CCcHXjyB~?LgpZt&TH7v2gvmg6V zwhjkXE~SDz9=V{!z%*OGq(zwCvIM0$h}I!lbm|SF!VfxUPDC6o=(LSv`V2oH5DwaX zw5;C0%_r%dKc);9WI%YyC+2HvoXM}Zcx^=+c%PLo%RzJ|m-nvUYoa91)%L1Bs$-Pn z9CLCF%2^g`ZFoe_j@hc~7CLC-n1+QyGLrubHnUXGyFb$Veo%QX$bgWkB|NKoaLzrg z&N|eJD)zGq3Q0?+LI8f`lQaYMmVMJX9t9L>D1K_aAkqo~@h;m_feSKS=9h!yYAI0vPb4hqN>U%z_gApnSC8xwvod#C|-P#S_rMK*z4MbN0^0e?H zilVH$8S^0ZJ-5)tN?efPC|BGa;d^F0e%;}ZfSoFHj+ype8G-)`aq63$&RMxy+(7xN zaE`IG7ta>#d)a?z*sMn{zmkD?T<3)iWV&8PKNe#IMXT8=s&1bZRkhAocW!l44mq8eO~;V4o3{fOm`SXCwo8Jah&QBBUFDdv+`CgIpP68>J} z0a==ZGSpH*0k0fEGdiO(e!Vi23B)aQ#|ARj+b+49#erA#+qWz?bxY5#%>@~+$}j&x zumg^8?SZ&tEjIK~)Sc~IIIXDL^)5~IjG+|Czu zPCyCgB|s#%M)T5E5dkh}VqGrC?1x@??=l8A+f&lj8$ovFf-2SH9IIin!*-#=4wg^y zoLa^O#jDRjdiPIG9TcsR3i9}5Ikw!mC~aJ<;E#IK4(Xtf zQed!lcO+JxeBOXSd~ytK%oUksNG7ef|DM}jxKm$Rg?N`0Zo)C9>wPljRSqsyl(-8W zN-$1DQRqaUDnC5~W+c>6WA*H;=0i5d> zw8}Y=1aZ*Pc3hAF;YM1_vUkn!V}$+}tUm(szHi!|gG|e0A^MEC2l|*L*=t=-h7KHK z^dL7voXED!2#*-osj@?jg*!UP8<6>DUVt*)o1IcuG^eAg2A?jh=*B^2 zFa~7Q{I9M!0~P3eNZ%As+c?G%4#-V09HaWb!m+J0BJZ)W-MJoWn35G$83`=|H+ec^07`sX$)}-74OYK#zJoCdhWp7XntYSSh5i3 zMDD{mW^ROJA*6$ddvqUk^Jmh-E&aQVLzZ^Qw_K9|%J=J-);g$PUoMD1VRB`R3QzBN zw9FaxmWB7@AmiyNf2ECuKup&fKmM(c#g8_Qnf0h?Z(oHvAx7Qy$lJMk!?yg&^_Yg? zT0uM~z6?jtbz!WPDa^a9Ykw8wlBxaQ6JyHcnO%kq#J4i{0M4NyB-)h(-iLd}^ZA6~ zJ^#{%G3`Qjo_I93a5M_hr;5>!49!8S2XZ|Igx`LPJ^BNdvqQhma7YtwHHd>~Ig`t4 zZS?%qwZjuok8wk19n3itf|Gi}aRv&j_R68u+Eye7z;g7spoK%Y zAUXp{x2gb&wO>fp&LLLSa46>(hg$hH%P1_b*T2mBP4D_N!#Kw@%nkp{J~z6-!(Uus z)D!~ohTX7%$itVXyVnTjMY`7bpw5{-oC`9Xpv=yT1w*f`zs=!ZyZQ*uF^2Zb^LT=# z_)XBxd{zz{AJU0Na*i=jKzVYz88NSBkN@3B4dbA54j|=8M_*(_1yUqWql11Mr7H3v z>D1n3$q|fsnDxR09aLeo3JNLNBdf7a$GTIinm)^7jo~0VkxN_mz?#@7o8LJH_kD7l!{Z;5J8FgX@M)gq$TgGu zVFoN_#WKf9s0+$7jdP5JP~TYG{BA~MsMF!W4)1uL*+9lZewm>47R&VJVy7BW!+4i1 zpRNkRVO$KxD7bXl(s;!v0`V?uF@uB5TvdM0(G9N0>mMe?CJq;rWhUns3x)9O0Q+)( z9jE%Xi3`TmO?_Vnq4KIQ^;pc;i!)w7)jNP%!-m;rEj;kKt(t8(jklCe`kVP%5 z)?JhL-$$c}3yQahb4;fpUr;z!6%jjK({8ObW%+PCZ3CI%h{v+_;n)s7Y^vqEkJ51D zoH2{JAlmNb!-qjQEch0;4%azlmvD|T5NeRv^^`#LENZ%;d38>-rJO_2GdW$8<8(K2 zP>juFXx^>^HjeQ>eDbxzf;QhDlNPb^u{mepGOousAYOTl9)wLOONV?8bEEKb&M_U2 zU(AV>aSb~D&hJU$=mz>?1DTFj_Kv|wjF?=roI|0Goh!H?W9X1Pwq`*cil48awK7on zi0-kHb4yU)wmQVFBsK>_#M} zQ2(TLX$0|xty|6Yn1=b4p921j9_tgsl~eDr_G>uEnyO-X9RkN{YT1F$bwRn-a*h$? z3CLF=b5~ zoR5be9`x25cGJe8ricM))p>^2DQ8(Z-(_gbftQJy>6`8Kbn@jtk9*t|;{>e}OKo;UHtF(i2EKAE2f}h|CpBl8^`g;u*6n7^Fne|MG zd~`%kL!?Zto>IfOpp!NZjUl&8W%?HuDspPy1_E(GqjzyZ#zJ_+Ww%g6EFYf+XIe)V z;+(R(ImZa{%eP>ezr=V2S0UGqTT8lrH`Uf%u@_cz`Q1v(+o#yPQOy?fS8m z<(Tt6>u`{BsLz7ZKTCt-=7hpcrjj5I%5z8sA@y0btUdbd%(8M#3B+6W%m$+AAyZ(Z zpvvHpleaSIoaKkPAQNYD$rRWF@bhX8n(8oJn;qdC^33IV`~~*bPW7wzr?JQll<6qv z7)vAeE@sDZ?5z{uM>sU>o&!i;*q6Zl#OEb*tv6*{(7a=+pg>6Gv#bUve~u#7AI&+a z-f#a*f7Q$a?88cgxKp_ zk9_lmMi6h;_C+f?(Xr=ZimPERZek`8PYx(@_Yrqv%`W8ar7Y+?=b8DAGk0 z;3K_TV8clnX^@%PXc4v)cpy`(B~h2*u;D0qxL%H6Q`Al_-= zmpRC+AAVVepdtp*=PzRpkgYlAqm5$*k@Az|mDoD2Ms$p>bGBaLdT8sAxvM>(C*AO= zE}hfmD(BFkmeIUZxCA_Tr@#a1G2X7QYn($D3v#bt2&bWK#g7gNj4y2*GpKRXF82B{ znD#|Cm+!65j@8$>AX?B+s?t8~OW>C4+oHXbbPKh;!9ixp_sG-KRKzKV*S_hHZJgsK z=a>=Xm33Z9ARt`lRx)cO@=5l{#xV`U0xJ@1HjTomtizJ+)G!WOa*GQxAXk|Dxl_wl z2oVfB=8%=!ftqBil(Kdr5U3rc^7bBv&nazBx(A2NR4yq>2I#@jZK z8PxuOaEE??saMswYu%P{L9_o<1>xU$0<<4~)gKxAAJhf?a#sZ@e+@}ED?H*>wiO%n zE=zIme{`L7uvEwM_R$2Fi(7)b-1S|!xa-B8;O_43?k->4U4vV2mjq9O1}C_O_u;MS z^Q%7HXRG$#Pd(FP-90^XRE|%%ApHksN8y4^9iH;MqJzB3-f;w(!GHUG&Q6N>yq|uT zD>AbK_b}{ze*$Bu&FPlC^gyxdJNO{e`jiQFK56j#lOLIRj!F|ple@N{0y%3ch z`>~osQQavU#tcQgP%8YhWH{ek-1C}45H#ii*F%#GevI8f&EV)|+f;qFZs;=qaFA&j z?&{k)^?Tu@EOyshIw$5s&M^zMSH9tz8F|5@6DtiML-US5WaF5Q_sUpmH8{J=S9z^- z20h|>4972@AUKN>trX#@uIcS6^q6y~L`z;Q`d$FLvq$_oI_I;EV+JC!aCSRaLZV^w zTbK1sCcbw3`h@E-9q)Hbw{s)bj-pT3Ti-V3hVJoH1$kw;PX?447rapZSKZLwXPjd? zJ|r&?Peo+oSxBrMgAutTUzckXVYq?*v0+TRyy3Do z;y$*qEwjp6ZvgXlEqlrJm~BkCq%sUixPB)KUDJEM$t%t=NjQ%TTngg6?N*`UN2y_4 zPx{xKW0oLPz1ye8wek4Y;j@8OewrKTmW^W!-ym*3|Hev`00Z0%dNwu^EB5pqcNvAk#3nbUIT_gGV)ET@>PQK{Y;bjuGVX$VYi< zz`rk8AeKYDPtuPnD5!k=IRy?Uekr`lp_t{O4)Q1=;&eE9e@^S;kgJ;fNmUeZ%g;2# zL7$Vj7XJ(9P@o_WC+;JN9{zh{hfwOIjbr*O zq};Gi0Uze&hW=i?^GAKeH{*Qyq^iW1)+eOF<-dkCQ zID9n5_{KR#5Nb1pcUA!>_WxY0Ged9LAqS8W++~5k7?x~|4=p!_3;L>a;C_e|WGE7+TXz3$y}8Rb#of`k zATt`J+xh)|WAy0r?~$cbM)|+rpus((bBx)eg_!Rp%MnWpS{DPjbv!XRg?1oWhwuth ztVxp|)^R=O{A=TwMkz(YX)(qAD1OJvDswBZi^=uS6m!Y@Ti?GEbo$#I>+TH)wf#W_ z;X6TML?1>9ZcX(9tM#do^G6kg+8PljT*6isXHt3V&Mr66LmSAAf{YX6lU2)&QJ6O-+Yi=*qTE8wVsj47Ft>d4Y!e*(MHhZJr3=awhl9w$ zm-Pc%P_KR=qGDD(V!dtS7_Uk>1Ui7dK3~Y#w~@$jmc^bI>)vyvVhG(NGa2;Y|zL2Ek{j6Im!xu346 zLYNA|E97DsdIP5_^V2TYlQUdV+$1U}pj_4-41e)*?Y}GOicadFpz>bkNvvm0NBy3i zK)m-yC*_K0J(EuYmcZ#v(mAdK)cc%MIvMAf(HNB9?d=R-=;XuB4i#)Ml5>vHqb&G8 zU^M2~nWGRbL)_AbY#eJe%ERc=-I36#cOZdopn)m4AhVtYWKeb-sm0!t{&2X>Q7|Rv zkRatLl+9SEyO%w0m11*Cf3|^Wp_cFXx#8qh+A`eAcySB;no1Sq_sBD#yvQ@SZj}z| z7V43jgN&enJhHjr6i<&O9i zLufwzq6onq;}WA4hez|={U$3$RiKy+rZE{m&LbkDDj@p^^?lM zD;9R&;{evhgiYpJC4RhN4{aP{Xgu{V0+$1D&&vOi#PVJ_X!*}vkO8?o((ybx8js)v z*IB_PZ&~y7DoA-%V+)qWlXoY5prObGWz3**g31??i=zrM-{Po#8jD=eZ5znUdY?Qc ztAUEKV_y*6upi^-(PnE$%=+5$i=ktj*hFFdUh7B$jZftAZQpe_=6^&dZ%-0 zX5}2Sb0{A5AzY8dabN!hs|0x2&)UxcSu7Ob3<0tZNirL;_C7y#NiDql8$8<5;#EWWdGjHU5Dlo-^DVdLD z#jA2~aZg;hi;l6_XF-fRde^&r97GyC+b^AgdK3~mV*f?hSkR8?p=XMkR z?NvY@(yRSkj^mmbL%~(UG>S#_f&d^o(skI@~F`X5&!Ld*u`xgOTX}?W%Rb zjW0s8BDf$E`zl2mc?aMeAb!lwWFgL}S&(zg{v49`N>(Db*tulAqk4~p6;e4qdFkps z44u-y%3*^(Z{v`mWkpq7c;#Kk-AP3q#(RE3VXns*I*3G!-KFY*%uvZwaUDL)P@#wl z!Uz(+;!&L2t%!ZpAy*Zrs0#8Z^}%&eNSW{CMTa_;<2nd$=81iy0M>i=)vHHz8;vNY zD)Rc}vbY4J`cbTbV{}l7;ws3k6h@@Sd~MeHSL=j>_gb_PD#)e0((o_*#cB(F>Pd?D zus&b|nPH76(cb%MQ0n8avhS+S>0goyGSkfG7YkbIm8e`iki@Es;0?=PigRc^teEqm<0~rUzD_!c*h{`hc3oR!O7qqCd zD##x$t3K*upI$PjXInB5KeTOBg@a7SLfEGwifh6SoLf(hCvR4oswxE!6x#d!1u8y5 zHSW$QHN08ZZ5(4~kCHO41-IdJ!L`=wom|kYYFv<6&b+eVBRlG|78d>La2j2sy2?@R z1XM+$dqAA)ov6RKp0FC6WBOfrcyaFcJj0`ACCNaXbKb@=j<9kx@dV>%?278v(Jwdj z_?ldgF|=R#?r&b4aioa$Du*tpLM;w55s+IJ4VA=3*7M!9LS!H=D0Xemp&5oJzwJZl zE@H%L3-dVCQXbbq%3Vtz?pprYENwGg(1<#!AiSC<9KBVT8*#H;<$2e~sK+^!_mE{8-`|nlbNY)z-SZ(E$5=WLE`5*7*blwGEiXu2&%11J zeJ;p=LP7cT;x70M(WZ4uuY(FVP(jFai@u+WQYS;Zql&@n_)fiYLC%m?T6X~;PgP03^An{AOn>2TQLU6w#2mE)D^#kV-K zZTzU9brit6?2U~>eeaR$Vn$>dKGq-jOz*PIjkzELax2ee-oXYvZ}xaAR^S_SrzRX^ zHfZ^I_NQ2<$2845gY=ojWV;_!sUBOAxGE2wr~};2a7#WUWsHOtDIH z8h@gh!AH$brIFz-4|b5)GF%c7E08PbIe?I$t+ww z>}27w`#QXRbk@c(J*FHc&BRzdTt8Zf+QkhtwmsKFW6>>lvW%BfTz9o}~-+d&0k z^$=nGa`>->YF%8ZEBdjc3i2p#tKY$v__lObhrRWP4hjb4ecf@G_vJfHv)-QIeKxcc zS7heBUp|4;4S~zZtiKPVmT^vz&YVMmi;OqE=i$m`$kbowe6?}R7{Xp}pRJvch{;*; z_$pe5xSm~IxE?cxl-CDZU`H&NXMyz?J|9E9x^fOpGUc}JOaxMOPM)4mg7`)j=*B^2 zp_T)l>Khf7zRyK_Ah`O5na`7jb!58Y)w zg2DxL>cKfi5MC@2tI%;IbiT%XVO@3MpnN@55OVke6oDaBDCQOGyQaMBpV>gT_-lG`K_-?8$U5u*(m5MaCc8vKnm4RfZ_Y6m@_J+@cOEji4|X1NSUs}# zQ9&N1GJGVqpsj<;jL;R`(?N(@g&#ZsTH|2Y&Q zH15Yi#y`UgTJ~vw6%KXh)QM}6AU?}}?$0@<&*Wv@ zWJcfD%+}Ic7P*1u4B&dKzE?gufmGhGc}*Px``QClkWvp-V?6xnd4H`V193sg2B{oZ zKt5kG8~#~^9dDNEpvw**<#JKu;st89)!baPWiHpCi+Ce=XQ(_bc8Arw~ zOX%~giHO`aq)05i)1r^&95Wn4F8PL5b$DodDrBumAU=u?+Cb!?$s)FjII}NObg9F3 zHed`FWR^zdLGx``iMITg%)zTJFqU&n!!U-#Ao_r%=$H6I-%-POmwj{q1?73-N4Owe z+g)}zz1uNPRfJ2j!gI)mfFVPsr$hD8*nPYT^10+{9S@3%=a{@iZ<=?43c@L{*kH4d z#1isyp~Fj;uXK>|PX7s9=xBYUO;TzZA4D4_azVx?Qr5;6$P4ES4^KlJ-e>J6agOPH zoNkNG--xv_x%-lJ#>EBYp3FgJZN&3n_6@cGJdl<7T3Y)e7xdW1F@oI6XS)01hIFF} zUo1zT3tBma3o=14j>+wUwxd>bP?Ks7my}ve04QkF=Je>=o5KsDODG-|NYg=`i&S^M< zb0{>E37Pz`v}bx+hbpbKGdYJW?Ug6Mov{#=>z3&m8HkUe8#>5^&pzAxzEWFE`&(7# z5r|u8&MdCTEY%))%yk_>=bNM{-w=ljsy&-?sAV2$>huWmq7Ix`oIqSqia8u)x?Z^; zJro(DCy&$a(7Wt+8;3GP(r=i#4q1X>{Spy}H*CsWuE#Vig#4-9($z=fLGy3Zt%E?` zu*&mPkaGCH4h!}EgIOx-g5u9tIY?8Bb!c%LEU@L9IAroq*+8c2@vODIVH@EP6-@ge zL_NkWG-`n=$fewI^g>X#>?5r!b376%{XY&Ow?S-)VVLxJHqEa|dbpvZFXR|A>6K3i zFGS+}zq}6}Hv5A%j_LVexQy=4A>o~@V#EXLF)nD}A})xIUgS{R3(lU)RjiLHa8ATx zm7~1Jv?jo^ds5g;yL`$4sGD=y{iMkm-4!?65Nk?E{JadrE@1q5rjUOo!o(G5gFI ziR{Ni@APkEAl|Tb%efw7Abi$VOw}t06&n3{@h%DCpmr-%kl!cE&nk_Jh&(>@#&({wfGn0-SjU%iiP<@Gz494eTc3gkpbx7&`u7f;YnHPS8tmm`)1)l3Io4SE3GDAqI8M_GABX)^0S*T@v2vy$5 zIbhNKQ!=MD4bdD_Wy@ic6@xTYxkmj@gl#OF7?efTv58S{R&caVWKOqBg z(CE!v5UoQv#IY}EiEy-Cq}y_b%dMriaF7{`L0R~51IJ~rKSaJKLEO?YwsMZ~reE{X(&M{^H zdF7>t5aiVF`Jd$~aycJt9Ah5&2+9f+Anh+V)LJ=sw{P9S<(O^{dS!yC)*4hYZT-=q zaHz|#Dk$WZHU06iYs|i!|2FkISLE8Mf_xr%)2SjX6jA727=gHjUf4i1fW(nos&2># zZ%%egcNo^};(F*Fsr-;iG!%C}j8SF-$>Hs4xtnv0rTsp6D`eYhgi&!b1$0oBJt_!a z=oTJBPITFsbswz~0GL-y8WC(VT-iT`u4cU6K$Zw+rKw-j`E?qyz6nPx%r_E)Glu6 z*$22D)AxAALM*OrQD4*kMQ^LHmm8?oK@KtpN&$Jl=|5IDq8px&n98iqy+7LKigYur4SlmyZ`%?z4ZL@={-4EB?kowEf5p zIsqECFJBew1wL-+xJNjLEF|~U@2_f%>~JTXx}I}R*f?e=24#_7N%)+F*IaUlG)Ej& z^@P0AW5|g}DsA}0O=KY6^(Bt!Af>|d53ECdXZ{|aTE;=qkL#dtdBb35tBA->QKzNX z$Iw9=$b@9d_h=hnJxiN0X{6q=K__%UN>M|7JTW#l_3axvsPIV@N?qSr=XM4Ym~UI{zy?dxUQ3-lsXoI3G&! z*%MrKnwDzHXT9r#XE?`94zE(DlLUh?$@XuV^lAT22Zj7Htvm+{+Q~25EpL$z#w}-6 zMII&5P!5MBhdTDOYEC(*^EnlSND1B;)JW+$N`@T z#5@1F4P-(WkGz%o1A?-(6FOPN_*~H13#uTua@Zcg5}RZ8Ov^-EP}_?fL>{$V8fzi_ zdgH;|KdJM%gO>dg=NQjQ7Ukwf*+-vp6+Y>M@vaSH2BTl8f-Qwzx_axLFUZi`K#MMO zJq8p~PJ#Nv{pb_+$huv^4bRvJZd@ToRjVk&M~{aTfV!Q5ZTVj z^+FD}K(E_4W*JgO&}HOds@56#hAhqX%(}w$n31R?aUWog9WUI}N>Xw|*SN|##?U_H zAYdtC%?^KGvMLz4prqG0$c#kg>SiN6U~*)C$a1MU=Yr0`ahpB%orO8SJxzkWw7&9& zO}NhW&`?yqF!ep5Q(*3;v}9>MH7ecUAgf_^J-@ zDA;;qInu*B|Amc1o$r#t%l94ejxZT z^teK@U~nupvU_XOSqnc=pn$A~stcDYa!IL+q=$EWy2mQV9g<~- zUExw)NH%L3fw-U>HW0Z~GR-|5QERb6htKJpSx;0!%8AP$Y^-ZGuiHo?i0i5GlyhkR zk!2(OM&N)Wb7HH;j}Pc1&p5}L8TNfFgmIX~SK$H4;h1waj2VaW#$ApDc%E?5MmJ%2 zca3|ls==d9VjJs^7aIH{vd_>#4k=>ax zv#$_{ci0IV$jmS}_jXGk#rg5SHQI#hoRKfNAk*<3?$?Z8}+q zw`{;0F35oJ%)i*_=c4a(UTNl#el7S`1^JW@6FxmZj`KHmBLx#q7klXoRWyk(m{az$npa?3KxM`I!)*I$n7 z;No@s#5tyAu5js4{m?ohvde+V^Ypoq=Q9VHxuLwWya$Q12eo_8r$C%r=&_As1cmU) z3A?FZV_(gmyqUG!a|^Bb!UY*n&?TnE4ulCSTfbdRmga(*eN{Pua5)&0z(O@wo$Nv_ z$SG|VNh+&#iU>-8yTteBN^szv7ImSR9w=4|r2@4gCF~Omh|Evyz(;ybKiZk%xfhm*s>SJhpOkGh(UIm+j z;P>Iq;|^~tRQQ2|DEO6bc}YzB|2^4TjRbL1$N7f<^m zh_@B&>rk}u_^5ia4P$8xanQ(EsvwtAKK&VkXl(v&jR?eBRx&mRnL(r!4|GBd{qy4q zGl;_lMT^5Z#zH9N7k%Ff1u>o@UmadBIiQ1(ITJBr#Z`F6zEIcBx~&Js)fM^W)y-U( zA3MkFb$ETEP&^gnamk?U`^1kmq|ITn5x4bM8;B;pJapL#jypxup*m+*d@hJqMp-{F z0=r^ZkK6Bc3-wIEIi}BWpj)$m5o|p{97=Cr{km4&Ug0YXg~d zo>#W43O1oH+r#IOh4^UPoJbYq^2+n^w>Ym~GGd4IU={DOPKi0l#N&8|+&*7ZV<8$o zd#aUr=bXG@oMRTEfK2F2g`NrvyIP44&UtF%7(KY@V%M`721*}ggEj5BfmSEsdQ8_N z!6f3lH_b7IX65!#*YkI#S|#NmGZuwAlm-VAyFdNUy5_>=WKPB@G!jFy8g~g2@9(=7 zxS)6ZT^)p%VuYf%$ef+Odt(l@iyL}Ta<0g9m`C2z?}v!|U=~D}@F2a=+saDV!ju!GwJ=({YZ*H`sD7s|LLx9$~2r~hNAMVh?_X$INPeOWtpT)?ZbK>OjGEn-mud)j%k=jsjI4lW2q;Bse1{;1&#Tc3o=7Uxr-bL z&fO92;2LzH@e4xaMVdTP2WOPmBzlV+`b#FSGQ8dp2o$!BaF8`D8t4;}`?E z0`d;nA#Bn0x(#-?Og11R7i2&oY_0aO`28bp^S$q1lZANhqhKZuBA-Fb`MwA@PiL8& zhA`YfA9YMnUi*EDgWvpFPBqs#+cR@HX3l%$d1O(zuPy(#f054VnuT+W`|6cBudK6h z9C_{IMB?xc3(v|q#?D@k+<-RV2&mwKiqZ7N3831>rk)!iTAX$&sgHF^325a^~P5Gdb{#g?%VafbVg1#Go); z&?6g%CWlX6E;x@)%eXUjTHV$wa&ke`X-a561K&@ozVgSF1mdH*MJ^69i9zMTyNu}k z@(W&<)mxT1H|H2Z0p;VCXK~niG}!!<4!Wa*Jh+H#w{-{$(V;IK2;hQ3c@{91$kALXMzX zqn$0NWqdGJ@~R+IQHxRC7mt&UJshy!nB%67@8cj71$ku2>Gv0YVy9nhm9BC@Cv6-W zM9Q;?Sx_$MTiJJ(-m+1CE{H&WSrFw#Uij_f{@PK1i=oNt zmJdcmVi|fl&UZow^@vbG_&~duWEm0OHS+##9Vc={zJe+UyS=dU5{&6IIm5=2ojK^W z4)O+M+A9pZ;%4{m20Ca{AyrYpFP*&|a6qa)k8Ks@@)6XrFb9!$E?>%RgdsinP55fP zh%I*!&M}?lcFTvoQlpfqf4;{KC#6qykWcxlQwOY!y{6>p;%fb&a+^$uAIKY;cnUk8^=s~WfjVg zx|prCl3DpGK3$iT;Cjr8?-gUZ0g@<}mQQN055K<<-_6Iw)N! z9fWTm*;lhLfU?*8VjTwYS$4w#-|{R1Q$GS{qVeO7^Ul9uHhN;b$czkDO{t-Bm;qv(1r+Bl}q@c9yZyK-3SF&vyLh?M8wC_Zbx_^<6csA72)!;C$p>QqAFptg3|d| zi~ibP{aOYcw5=)^WI%y%xd_d|F-M10|5}Rpi0)dAgRJvb(X!%LgT6K@wweTSPIz_B zF@lua^&gOdo%T~KhdTUcI>)Evnbrcd;&ie9ksxmBwKY^hKDRuT9E^hX@@)#W*XL@R znjB>2yi%Ci7FnIO{;1!b?rImSXRw=5nii^14qX5u^q;--FJ15xfn26wHo(_ej^ zqpsetCAGOAitA;TDFHl>KI@BHTQt|xxDMx#=OMrQy9T$KukMPnerS{^Q6}KeIX~6q z9MdjkJ1mQB<1cU7%48qj^Ve(~V`$V?3CFx3+~BBbvlb--anQ_qTo6sNfUH5vgC5&i zWTHb+RL%MvM9YV?^ch6IG0LB?d@3#|NdwNImf`4RqWFqA@Kmf_=btSafM|2k(A(V=jmcEl+3DSHT({=L;etG^ILDaCGvDmf`~H;;WX7UP3fhF?vkh}b%_a^Pw4t>s z2qh>YA{&g9&egg{9gf`Ew^2a>xBOs4YPk1V%kFJWinytBx8)#m@8yAgcbu0DNciO! z-PDh49Aj#f_sW)`&xTyco0J4`6Rm8=1yP?V&qKXf6A}62`1+O~%t0;Ms~~(#RE);d za2oCw$~cIc#!ZyD0|!xhKpv30P)hBuw{ej^Vei;Dre(-52@|cxdC9C>WgH&9THKKf zB3mmD9cF|3as0%;Ey&iqWsN&=klD+8^0*{6u04!Tn$5}!@}>Hx&YWYioiar1+CCz( zY3+j66ZBlp4I9Sn97=X^!}5s8(IxJure^V;pVfuSG4{bD7Gg`xwI23aQ#Ky;JO|b6 zs)F!fh;XZ7;z8P$V@g{F;w?+oje|@~hNledYkq&E8Ip9%W}N_Y&Ltbiv<%-^wsYxDZ?ZM}5}#08zQfhY$j6Zo+ZMRzPP&pIsOLwZy%F350X3T`I0#0EcJ zT}pCzyGr)v7}Ks$xZD!Ie>km7!FKQTp%}f73JQcvH)aJYP8*c}5?Al~LplhLl8Q8? ze-!Rd#7=E(uH4c?`l^aNG7obfi$|-_m{DXR&MDH5bIju5ktcwqSD-p#eXgFw;imp- z;}}y1-Lib~Gs5T^J)>D?KpeEYKNn;`_=ulyKZYTZ+xW(T(z>a84^Tn)PNo38UWf0p zlghuW%-ItZUOwa>DP*b+-MX`F%t@!7Fs5En!hEn+#V z2;Y2hwn16-LEU{Y$55AfWZE9jLeOvZ;|`(d18421jj;>hI|X8r97#S)N# zI4IX}6@-!~vA*U+uu$S?l8QR$kq+`H_t`Tc9{+TpXExnLD@Jfd6eh~sSDR5>wWgcP zI^^J8)_f%An4##C2Y@lL;J?`ZhnE`0IT=TB4#o8{Kd>2FYxv`-)ri9_{g;hnx(r`1 z5D9`_aPe<^xo%}pIB5Q8F35laxXWXotT&JxdKB66JXxB9>WxuBzHpfm&eZ06dEQ>@ zO+Y^DQ;+2!(`B**w%!QjnD&%(xMlr^4MX0d%u?P)$T2Hee4*a1spGgDvNYCLyMa<; z2zAI@z6f<0@A|6aIf!;3d29DnYxLN>V{dg%!U>#XRu9xc+V#}Ove%ZAJMi2@kM9_L0j`{1&Gq)0m3)(l0 z3o>!NlCA2FhP@e=@G9-}oYQYQ=a_~mZ>JT-^I7#S6;DM&k#h>n;2gTDAU`6z2FFRi z<=Q=Az9@r(FO*}R3c}}=#aum) zvhJ40_dFz1a|``r15wIL1}@`~sp{17a%R0{OXsVCJOR0yt%l3crcjyMI;iOa6@*9Z zMV!zK>46FJnw`*Fmhpco$SvzVYQh)#;7^;MIDDi3%f_K}h42+uA=7<4dus=;eC|Rn z$IN+rHp{*rj=;fqwxt{X*5%Y*#5u;BmH}ccRIwb-xWeHnrlgBG#*9Ry--MahAg;Ue zB=s@9zb-m}!lhS!0%5|Yiu?Nzh>yg{OSmG+bIZzselze$!_*TSiNohuby11j{(ctYz}8#MNtYE#PvBDTLvAPTDX=Pe^%Wc{|Qr{>xcl4>gP% zXw-79$BZE5t%v!T@^$iF+D3vnr_>70F;gC247ZQOQy7U&+va!JRim%u9MfSgc{-X4 z?do!EqV>!>*K^RuvCfjjQZ^2rYvw<5ID9E!z$&iC?9M)!=uC+f=xpm5Ufs?GR&$Q& zu%LWXBPz-b7;=HWrpDt;@(h^p-pv=XPpYdgK(l{i_m2gS4DSNqhH!U)MfJfk3Lvvcb5g$ zr3pTS*01M+jD?hsL`=nT?b*ETt@BaNX}5uM%#`;?S9%DRj`s0JT8Dp}lVhXGQO>hd zBJ7=iq;+oUc|L^xv2jd~;oJ2h>)f~b0ayrytzT~YJR zDhO52V&7;7havM%RUB?{WZt5JJjw;@@+gYf|GMS@eK6k9L0*q6LTHM#(5AU<9IgN^ z+^Q-H`eliEePk%lbsKP5SJYse3JL|}3iAE=fp@pRIb_b#Z08`#z{x|qhbXTokUVJw z3F5=?nvG-JSEV4c0g@Fz4*q&x=gio_^_b}zk`Z)PtRJ=KjXJImqH4c#jv0+UuS~#A zM+*1N?flntL18;p5Yj^St*j25vpp$tS=Ye0fzH`DX8pi|X6HmfoqC*mqa1R$<94Zf z+%B2OtA`wJim+LA^@f$-t%5vqD9(rTarM*c}L&mGvJ{1(eM62yE&VSH3*^hA!rBCD&%Qw;Y_v7|)@ILO_IMnxk8Em%4s7^F$)dpSA(&JnZ zjcQqH`W_oljV~Sc6Nh(M;}e`?1o`~(Wc()1q@vf#d`{oVem<#!aHmyx!rxu$xJB>w z)j@yiAk>|SzVEgiWnR->Iz%1wPpOK6;j-AYHafrP#}os}Mtl&}JIz6+^L=tX>xe>@ z$q(1});TH9a1NyeWzg~ezXsN@)Jfv-KKtFqF@5Io$R{H{!O6dSv#!Ir@6@xZASF)h zgTXkiS4D@~#VY4GhX$iO0*Z_M$MsA7v()w6&Qp;f8)<;}}DSl*i27NLqOE zwk@WER{zBX84zB25J~D-2oyg~-E3X<=RMZ?Zx!T`A8F2p&8*^ryM%bKk}>bJZ)KaO{o6u{Va{P(O2br~0w;vWt& zlT3LCqa6af~44@b^7D;b?u+S;<`9u*na(9>YPEmpEAX{;qNBL8T*g zL6MI*$gE~=xsM&kP)vSymsQWe4HWM&=a``wlEqM25GxcJTGyet^Q4Vq8iw?l*vC$e z!>e#Pays}7qn>a<2INvc?2;62Rh2!zEz&Ji`Y8vQvFMZ4rd8J<|9}VL&M^)1D(|ar1gLny9S)xGS0|7x7|VtHd)DPY+@vn!iuU}gD#CRj;Zi@w zXv`LV$DvrG&r22L^UDIQJV<{esZl#pw^8tw3JNHX4Q0dLF*(uEWO~!y>mZ*$Akw+L zaA5X+`-n@rqHV8LMR>AV4984x^d1cEY<+f~565nAILPdZJ{bcq!wOQU-;&cLh;v+T zIfphgnLEvmRAsB3u9!OKh0Z};rag!D5*~Gt=ZOy!hYzB4@3z#{bv8t zXx6PVK7{uE$OW0bReAmB^h(4*i!S~`4daunPb|(cf`UF-HOBhanBSu5X^- z^py>XF?95 z$V0k}1r{L+&RNC5ME}@0re*l1hS(MVK@M%if(8zGi{**9ATx**ANDFPh8(Fgw;>H8 z-ms>LImaydsE)A@#>f3}<7Mp)s}PoRGK6uCSr~&d5ZZ`^+BNC^BVEs*HjY`)lzN1U zC>z}Vv9d?!%uB-c7(<8T(<9R`$)bNbV%3`SF~PG?+!a8WTqwOf@qQj<+nSd;KZy~ z$wUs7uvJrVkeM59`M}RXm^xS0{5xrm@s=e@$vH+4J_sldU8lnR$n^OCo-yH|vpOh% z3l#Q2y$I{jsysKXlLZbMpGsAPn-5~C9*jKf>!BMQ;+OKNImmRrR~F}@=KX;wdp#w;~l+_g?)bMB&XkVxt&C;}HU}2n~gOHe{>jP+&DIEtf+>2z#R4 z(6_Nk7g?8N15FODsCYURgzr^}96>TT`B7`Nba=2V%1w4_k6nU zw}EJrmQhC-(y*y>EnH56nsfU9%mo>aU*5Bhk62-1(YS}G&p0Q4dd@MEOu4X7t1SwD zmP9zbD*3_2G3%@H@<=7b9Ji~SJVx!}J+?gq*JHXKcW1=97!yg9-dA^8)hN7S-7<2J z8PWk+M{r;=JlIkdt@{C7kUJCS7(s4)JlZ}MA7V#*_@uJKLu~)rK(r&u>tH^(=Fi3# zunOsU0owY^ToCPKVnmn402;bHw^eAt?b9X;$Cv@69CW0@#hKfO29==PDVLKiE9Y3N zwB0&m5!Tn3Jf?--@AqvOV`g7Kn&vz$mxE)B9#m-f?S+DK_%jvg))(b3@0@$2k-vh<@*i%Ax6Xa zmFDR(G`G5*w`{LlRfIRj?5kOMY#Mn#PF$-C>f=#4a1@27xEIH^NA~{`m%5&tDCku| z-hhmwIwAGm``LDfyvKVTgl{E^EM-(22Hb6UA-1k)n@?4Q&)|9N;cxQ z?&jwpGw+pZmO9A27pb4ip@`lU;2bkMl*_j9M!ABO$g6z%XcGow&&yY>Aet*$Qb1LNuN(@Wsu~i@Km1+bKfTYI zL~sx#mSy@iBZA*C6Z=HhTb8~c=TM)yWcp+noU`NSl3AC6c%S`g1DU1KC3A2wu_+Gi zH_u^E&n?6SnaP3DW&1+pMRuU#q_GZnd1@Et96IEXd%Yjt;_HD4!gNC?E5bQuEGoyy z?bb#_R&w`oi0m%eIL6R;$y}@+QP)I7eonc6oZe$oigG~&QUbC_B!-^sSesC9S><9J zWO~de6HLqc;!TA6$={G5-t!5HbB?jJM;6t6Lc(iusscajoKrd{D9c&C-zp1yp6GBG zJ*ouPLsLV(dG-a%>kpTvJJdgyEXg?(Aj&PVAll`7_4-fU&e2P8jQ@4B|J7HXgD7GZPF0DnaHTSa43;ikxGb<&`t_Rdb}22i&nL`nh>> zRN@??MHATH>p zjYBg-In`Xh9I1gOUF(w|4w_q)3o@W!xSaDP5GP#EyQ;ems#8q`x&88?k9FN~6}{{G zEz~q_q7>CR$jpt9ylT4%g*Dfn47E!0IOlg8$Mn4tx1_=Ky@*WtTk3kI)ZluI|Dtq# zQ;ebYmmb_B4!3mWnw&#p$Sv=JWr9~8tEbqRF4SLJQ*472NWO?URWEmc&&rp=c5bv^bbvTH!3^It0i$T3-z@#+9 z;THO_F6S6i2T&AYUq4a#d!Zv!rfd=GgY z=nGPC>67}cXY=^h(dQS=A)i4UXGZ|@N8-d4$k1Glzaht%F&&gQ{?{Pd*buvFFXC`H zuN^pI0OiD)M58B@9j@+eXvF1^%PA|d)4*Z)aIB)`!0=|ZZ_GL5FvuV(5=Avz?xbm> z_j=AIoJ0GD%)z8u6%jdgcnfP|r6xP`hAnT(1(}9hC z9QzGu^5Yuab#2;=bBqTQkcUyPF;Q=RSk{B|@P_@|oO5XDP+o^R50`56Pq7?avs*S0 zxm5D1R0x@h7ca{Wq#omf=Cn`+;cBB8idm66Y1yt(9Nn3&(^3Vwlm{-a!uRl<`)t)Q za7C$FsUUn#PAIC23%g$`ZpyFs*%cee^u6NcJ&fy@{}BG10lyAarox|7km3&hv^p&hv(nyw-L)Z*SK3@Al;!yz2lBMb6pTS=AGe z`^NW=lP%eNz#(7SvkT|YkjB}uUC^m@D1eLidN~Q=9q;R^fA_;q;{>w!Eft zfbG$Un#DUl>m-gL```r}yHA~CeMIDeJgMgEp!+%q-$4+d*f`iM5vx=I0&xQ^oy-*( z11XibWpNhpsX*Z$$UwYhO{Q>;X&GvU#H{axy7|I8_BeQ+>8Em#v9w2eL+LPA%XWKT zngsEN-Li3LuF5aCRmBc{KjRCB<$lgIu7`GLc|#!w^t{Pl;;pWy)^yGxJ@Tw%4|eFv zVe=1DhjBwEoxwTA&^}MN7>nC5=Li3C*r8(Rk_}|m4!7K(hoKIxREy64Qp32Q$um_! z{(vmd8G%)?VUF@vF*gTA&Qd{m<3rSB#>GvCp7+`e(iJ6`t%F={v9)f8S2ZZ#Upe%x z^|TK1%CPJuOjINB>%@AWjhdqhf*&lrs-{R$H~xFt2WlB#hDy)nAUc>523i7NX#c$@ zRS3f^9ep0hm@yO#NS~ny{NT&8_Z-(j2Xzo$S{6C{x5FYLTl9=>dFFh!4xG;wnc3l& zS3zcBIjeH6Pv9J8DSWzp&Z9Jt*{F>;~auunD)&9ZQr7(9ZF%$0wPRq(+D z{rW#Hh>}(Edi8r8v*-HK#LC9-p6|YpbBvcKPyM&T$?M;F_Eu^am*ZN*F=lmDa^{y1 zB2G^IrGd_QZsQm^A^8}w3;ngW$Z?173$0nq^_c!ra)Mpat}hn{I#e6BUcx!lF1h;@ z$IM7|;)cV%nsq7X(9BT2#^S|t?>aJVq;8=5HV`fM^746h7-(MEzpY9!-eHTEaY3{{ z%R`O;ma?vwo>kTLG+fR(reVsqnr0kA@r#%D5Qi@vX;-Kmm-0;6%`v!+wz0uKG*da~ zx&tU&`mV)sV4Lnt@}fFu_DWR|-c}c@;z@K_?n76s_iwnVYp+s4E}5SW$M%yU@<0n+ zQ1aC(C*YF4Ss9q9^{HJ}xgi(yyABFTLGLk!TE89S@YRy3Yq%gYhLlIB$Dr>6m7X|E zjw)+8$BZGDPp+<+kn%cpr?A7>M51*nD4=}iJ1tJM-`xK%D~(2Op|duS@nO93S^ZJ4 z^zX%1I5>G@*QT@exc9_21N>=c8{jia9%<}4& zXE%dzl2|z~DX0&{-)tPyV|d3+I39a&nsjbxyRx+*Mt&N^f z`(m3_kk>0SXX!A8vc2~9qps(mC|gtz#*hd&#=%CfDzA*GgZAkl*hql-V-HGDIqYXj zdGSu`x0NfRJxCtB+(aIC?cL(VbU_8SaSnBwOL~imM@K|%4Xf!;dG=8U;ZV{ZY!*eP z>d=%;n@JFF*!JyQ5M`?5GlvbZe$?7O^1VKYy6)f{T0fLGdpjWI)uv;z0=gjguN-8i zhw@3&m&oBysBqs3e)$-BVdK!KRzAAdXB{3ec=*5JB#497@8p6A6p(vR14Nre-!}e( zK-|>rc5x6zn{ojuf|IFc(aNsYO`T&m=a3-GGkf1RhM?N_9{Ld6e|xCF~x@U-q+}bmE{ZIw<6kmx|tF zX}t5-s>S-So^eQ3guJO3MUxPbf2lTmDs>uHRO7G;!o60JKT8Nu-mh(~DlHC5@|zCw z$=9Kpc8rMJn7WkpU?v|%7i=JMWn>|B|CQLO-5!Vc%qJXC1qHn_whs-*3u8%cTZtwv zsNzu$qL5r(Y0d{_$3!|O+DXna22!r* z4?+C0cIRt{9Q6Sk$23fqn}(xAD_87k4tDN$ipw!RtWVC>ttdWw{<^5ctMQ@JoMYtR zL$u;RsRjyKde!K+TpvImY#<{@c~?I*?3`mtrT^($*|sxWkY#6)I4zG{)!$8r{;T&_ z=d+w+CWcp*ELVkrqTf#Ea8Q=-9OoDV;fq%yc{T#^-Oh6}PU;4FW&=?YMOF@7Lc@M* zeSfIVS$&=hG7VEcHj@dQuGflMmCt-)w7j5llrPj}XcG}xJwej@q=)CcGGF8z<9o<$ z>{mnz88$TCLH)&-=)Y|kn(#qcsWAp?eX+W)YU!Z=UE+ES$RChZkmq5bgI|VyBM>*x zFPAyUGPLOUqi{Qy-)K~e48&WO_IJ)Pf>2o{w!>CfTldV_=umrh-3FqyRmPix5l8=9 z`dEAt#2YsA4_%Pdvl9D!`6N4n#NiFAensVYm6F^wSnR8OJK^vZx3H@!2zOmX43q#d zP}9?stWSdRmR+!c%vi*iyzI_dZCs0fw|J66Og7;f7i78~&Y7Ll2ZMU+!ornlG2<30 zf1Pt^PzU4}Fq&XcpAVfZMq`nKV%<H8PgLz7jWxx_+;MRfQaP3Hvv<{Wa& zEgX+|dA!!W8{V)M_c_Nj%&oi^5D$m`J?mdDM?KF$ znIGsNpM0P!34)g8kslA}tJz&06jYwZEs0?K=iEbn&`q@PAFhakaha|-kI=XB{byH* z!&}ziA?Fwq;k6>M-Uo44YWAPm&y$JxU`+FfgUsacDvJj`Qx$48&>?Sn&Bh@?UKt6^EQrY8Sa*dy?)|Se04EbDu=B3glAlk0R@y-c3%QisO%pO z6%7@i>ma`@L`Z;8v&7hRmZQf4$W zOa6+Vi(MoRe{pfdzg&;mf<*2l(|2E}%!83c;cAM$seiN++Be;bYf98tJj;Opi zQn3r_r}te-L@nd9zR?%Xp|e(TviSrD6KS3|NJ|*ruC!k{#u&&Olxe&>2sQgfB(vO3 z4!W*`f;b+x5224pdz9(uvSvLu(5(NsA`>Sl&+E>@fkNN-#T{PNuJMg?Ov~`7wm1Vy zj!9N%=sAZ3Wzs0=*cTbd($c{%2G`@!KWn$>roL$7&{zz~1$N(_G`gaI;eC^6%a&ItXs32*4d^zjCKV`gm%co^zX)fop4MWSKOuO&EGW18@`3`T6 z{2H6fFI`bbeK;*IkLSSCdc&~4woG^$K!%1l_wKbiAUlLG22h+^a0c{KIhPE zm0v>Nio8(AqeGlN{F#7rj2^r=V&6CZ#a!J~aQGA&LEO+!Y#gHpb5*SO1u>$VRUI%( zZ`i7YTo5I6WI(nW`HD5ma#;6n_{?aTh;zt?5ps5+WT@x2$h&&GG9~61(=L=U2vFV? z5s~4IlUp~gxPfl#prGPT-^7KYCW!{^(iJTXQx)Mtk=W{2!<|kX`s0;u>0gqlAmvM> zHSnRU+a)uM(gmeWs&d@Q_qm^946Uhj(W(#TCc3VJFowin9Jvb5i#6)epIXL2vy!Qb zf&m%aO@$ZJvDUC6dRauR~xNmXzLrAF@wQ9YHr+&1Q*uED6jGjGYk>qxc;-8gIpfDg9I_K`?ec+SqJUPq$)zNC~i0o zMXo7HhP+30Q18qtD5Ts68;b#1=)~0by0L>sOd+-kiw>=%DcIDhP!i z!biUYm$-e&s}7a9&ut)biRI}+CRC8D8CY{73F3>Qg?WcEH ztDKxeJBUZVKhg>p%hnYh_ZMwxe4=H`rGr8q;q%o;Bph|$NGnyqLHBf!M|pxV0S@tc zZM$rRG2BFpb8|&>h$nBg??KIRoYQkQkg2(#MtL}gcKvYKX90NEZw`I1o>t+4e#*;1 zrq4q1Rh_GF`F{O%xx*_RH*Fjm)#0+d`yz@zZvPy6v)=i0@^L{1UXW)I~+_WcX5u1W0cE)b8&{3GuBmyFJWBPIX=0>w#9z- z#@+0;-t|-5Tn`z@E1%+v58vU@o1F0o!~?6!9u6`Mlh<%s&%xZdpUV1n2_K5_yc}cn z;3|gL@h4#jt$N$+mfrIxb&y{>Q$#|pKpwhwL&vxOu)$%$FX`tP zW1oP$L;hw6a!v1h&!={AJ4Xv}j>+rE#jFwfy-?h_@d(51yx)eg`dxk+cPl1F#H$+9 z2*juSfFRdnCWc35^=d-U{TG#Hk(s%mh!E#kg5>RhT6$!FXZuweRUP$`&xaPI@FNlD$F_mXKB%8LDZj3IJW-`3F0k#q=WG7Pq7HO;d?|s znJ!!httg@@aw}I{kF3S&x~^Ad9n`$23JUq;Q|)n)xLO_ip!K#fZ(62eDhP$bq9CC= zGL5M&Y_bYZ`LMpNgOumtR$*8#ew%l;-m?D{R|UD;@@sIZu`qU96K47NTu_4&9Ax}X z|xvHbaK+RNHb6-w%#fiGwIZD1(=A;C%SC zt~Fn|g$_7ypxivF zz_U75$oCsrnsYwt9Ob<9`;~<}m+xkyhH;N^dljz7I7IU7?K)0iHn;k0?b006wJOJ$ zX33kxqY=0S27Ya;w<=#XjxpYcPku7*Z_KbR>lRsWX7U03)W$L0g%9ZvjtZBMxzSt(*@nIfoQdt7cLtkceeQbAun;b zpxJd*LHIPgIHBsZ7>5+m7DehUt6fh8p;}a|L6Io;+woUeO&yfHz6$bUy|*v-dtmD} zMV?mFL6>!q3txJ$gVMugD13Nbh(Nsar!?S-jLQ&^RnXsG=b4_Xob^s2=S2R(IkX|l z^&`f7yx}=LPj9`?;x*(PnjL;wxjqZa^xCo09M+FhHjojdipbv zOuVU_C||~zVp#SuFLXnfYRow%no{znv5}?hAHAqUQFinuoMQ}xuStpp){od_)1mtZ z^}zL@4hku^f4@JD-Y9CSq0}I3 zuCQ8P{?D2rixw^rkt6^y?B6^mgrP&IOqTUzQR)N20+KC8NU|9X(ob3@wY{ z(kt(dW0wPst2kVt@U~PzDDf3NzZliaJ0~SxqFd;-4)O%$YeC;F)PL*j_5|WRzqu7x zL|dXTbTYV#TQ3b;Mi}1n9b2my#hJc|p0Av8jaA&u*ZVweIEQ*(*?`huM||9EvO`(r zQya+ah<=&*c!D>FvNqdZfsQ74!&bHBf+$BR!Tuw4iJuLBok zKpw9wiMxj#dTo>=4##A_bW}lsaCzSL8bkW0D+#S+6(7=RJ8_U1(y~zNHe8tfFY8(j z943&9`sIGQ9T#{{?w=da;cl`9uT#Z>;{j$oU2|S@|SSE8OkI5 zbKx!&_|UkdJ`xjm5rLu5B&!k%k-mlf&7IYy8t zBqI?n*kF)lDF z2JMFaaW@g|NPY}E9%2N~!8AF^ z(wx(35a*Z??UCW(7vw6QM2mbx9Nw@jgE@z$m`fgKM?tRQXzO>c2*kIayEYK*Vj}Jx zgQKKu)fZU#WUl9bLsUJuZYjdmcdH^Imwk=nB0U_`V5klX%2K%a9gywH^C%7V7;jjb zVH`x^s@PXcAj&MzX|qEG(^VVB7#h!)2-md-v{ldjP6)ws!%V{`Nl^myn@N$~)%4;Bwx|crQ2whS1@hT|fl@V(qxUU%-rM*HRZtFufkl7L8<=JiB z7Rjag|NLxu_nb3m0vBWkk@78`ambZ_yZy|{!)%(w{yp5+`1O8$N+90% zS!Qt%ZPD^rA`iU94n5O%)f;x##xV`U*DLIn4&jEu`1NP*5r=o#!r5GpX&4I5#ERb< zg6e;ZzmGt?VZY4bAQB`wb+7|1j2c;0H&B|noI`@-dY=ueV#f;Sis+ncHjbIBetEcl z8>@7|SLv?k?)}VpT#s3$1M*B_I!Z=%#Z6}UX57%#=5vl|m&+|5Ps=eE*8p2ya>$s5 zEl@$Yy(c2Ow8)zsj@&<1x6pYTi1KD~A3KHGld^YS+@hZ6Et~K^RS-ToAwtBoxO~;I zs4KM&s<2Q6xs}gJwnHxX*3D#Anu;rmvq%LY7c6GSr*W9A@rT|e6LHXS9fSwy#U7mm zj$YGBDJ}1V&yJCcxgv7(BxCqUb4o1X95Wi-a&{C%rs~O=gATJJ+EUJ; zWk@EN`he4`_{B!Lo&!2Zd2+@z9^cTZx&Nl#^#hi1Jv2L%1E6l$g39KKy@>?z9*bD6 zf;`Hz=&dl#lC>G}Nmuk)2jLq!qU$fh{fL>OOFkX6bA_rX5R^p-a}g%KNLTE=-n5=8 zRZuV>OS5)jiM^cd?s6UEU!{Uv;j;WSH(b3m50^Eert#7E)&?>wi1Omy_lMdit?rpw z7qoe`D#+`SIh5`=^nWulNe6wg?!1PBOl0qszGo+J>Rg@HROjSbt8?U9-30+>s+Ls? zk%9PVd}QO8VeL~!<3HGi631BV@QTTbbzBhbLUOJ4V!kG-*1b0g;yu=UJ?GH8m!Evj zgCtYKmW2-zhc_(a2F@`J^ZMmuA4T8`A30v|0ChbV^tTRD%4jR&eDwCd)iFsB=PcOB z1)0Mex6B78!=~7!)|S3>?#ns#HgOJZit=HnS6HZrwD@V4t|#?o&Y^``KCZA5K7O3= zOjhL@*K@_jF>X~zex&RTqN!=^bA2N{yu+q#;d)Gmp$=PY(#^0gR*stCs1B;SRRv*P z6z)f?(I{E{;b4S5#}aMRLGpWWxAFMZv+0|yqX2H9(>4yJ7vln#hu`bJHdmyFTve?k?+kp-SeHAs+k|~oVTm3y1Kds zL%PMPQ=8?6h3ydaIPw2rvrF9{ZyVbjUujV|qVi4=CTz1v z@G5$Ua&*@V)pTBr4G0XaTmH5z=#>nz@c?WWB#53k|M9!bS$miYQrm`;8z>95pO;le zTKqbz{SlF4=eKPIaHW0kR=pcq51kviBPd6YAfbfgS|mj@{r1U7prs?|feECOBDmvG z9u3Q%e5R59NI8p-QbEc<4qh~3A8xec9?fHs{n+dn<*0*{i-#HBBS8Hvf5NGHpQi@O zc${*Sflv&Ct@d5uD(*^mDvmrgZka&Z<>c8y>!;(@&Ds4H4=?7O5Cx&<*?Hq6oarg+ zPtB6MzTrs`

6FbrG?MU1eZj8Itz*m}Jz}mt_!sZpm)kq6-Dx zsUBoeU48m#SrLEsIS)?NxB4?a>Xy;LSSylplvCy9v7wkKOPc;?-XP7P4NG)}a?~L5 zICx%7M}!yOk3CUU2Az^YE+H2;K6Z|o-K#CrP8C%&?yRWDCnT6x?}DT%SBP=gq$a9x zj)K%)@8H>VF%i@0P<*4|ms3G8&r^;v5lSSpc~%#F_WE@ei)hs$6G-LV_ssUt41^R^7gGneH=cp@54b$jo5r*Yv9{FCgDd9JRuFcya7H zsPfQx&r#!T8@2S#OQIgPP`9-$$3mN3H zakpU>ZYSQjh8s8k)Ie)*P({i=LzkJmK6;X6+v_f)4NY6t;U?v%mSK{yTZI@{&sLoK zSWgD!xg~;dzZg`J!flEQ_j-cRFE1%E`Hh! z#diPt-=Cv3hgzuR9m>(`qMI*6=@$nCrY%y+ctJ`*S?`J!wi?T{D679>h1rFL;i)Y1&ld=AR0h6(tIC`SW@9 z9|V=`m&$mmO$F6^KtW27u)_AhJx9v;hmY!pQ9;QcQjVUl2!5C+essARd#?C}9POf_pB(UAvW;{%zEt~v^DpLN3@KeDHIGEL_KhGi#SN$>NsLjm9J+ztdhYpqB zK3-dh>WTk^a@OIcdfIbhx_3xaI8D-A? z=Twk7-#Pesvk;dx%~BECpyU05t0mVKqLwcHl7e){^OT1B z;TVW%hg+m*eKm2EAUx7$78;2|$HpZmmTC*pmTiAU1u2ln#ang+Q)5}4DUou^`n;wf zV`{MU#TmF$7+3zgMMkde4dtk<)yv0pN4P@=PAxTF1<;1QHF5M<6yC8Hz-cN^=7KKS zLL1*wK?>w@^Te2W$XR|DnC+Hqp^$eJr25{+lfzTvo~+E`ItTTnr(>w#d&*IkM(IuS zYkCdi?$FIwE6=Tq#7n9RBnxqoL;>$Q5%Q~ zYWIJq9_^U^6`6))wr0- zH@{kL-85>VC7(q_PF`wgC$1-AZM{BM3!_ zopN-5k!K?Of_>uV-DDg&XuDGVpd6iH!5^}}z}fCdi@WdTc3m)W)JA6G6_he!y}xz; zWlG&&bRbUokLuBLRY5;il|c!e!b-6m(h!;VO}ZP+s9$A;IG?i^n%%zo{ZMH{3if7#o{?l@o|gIsYY?^d-dI$T>U<~v$<%bDR{hC;)uT;BJ?eq6DM$4gpB+E2w|@WFBCD1| z4djYLF?zl__!x3xvtRb_Tq8Atw(FA#q&IucDT;ISuaj*T>2^^;TjGj>aQbEQz5>qC zMe2R2FN3geX(zBNFt7X52vv(To!v;uLbdL|ax zbWO5Z+}W>7AS%LU&ur8kiWcW6*hy|$$AlsXf0tuH&x8|E{kPwN-!dp~A`yh2Mleu4 z_zk7k_a30fBOOMMOdvHqZ2TZ}24S7tCH{G)Zv-f3Sz;F{1k+;Xx+1l0=)Ht~aLd1$~jLmRwUwZAAE85t!)6%98L2mBEc1Nd` zIhx&YVyU3ZG6&%pHX7F;t+HwT*F&`+3Ywl$6yy*dt7OLg?f(7`jVD;NWr3+ENV#cF zUI1wWHpa#w-R{YPlBA{_V`Jp8^H8+x(+gXG42qONNEl@%3P83_y$1KnYY=T&SQ@HG z?L%HZ8Yh9Xra}3NdNfi_rL-bPsHXD>zRXnn$jkBq5+|L=5nc!^K}2S~fBGo7T@faZ z>M=Y2k;M!|zD5M68>2aNpB|o`>QOz$_vz{gd9JL}y0*qp^8{p|80DV}e;IROdwn~g zPA$!$Bl^3EqvY6x0DRB2Nd36>rLVR#1?|j81?iFK;a+TIO!~^>Hx$>3Xv_L#5<$4Y zGw-g)u?3}0S2bL7s31pXk%QzRw!l7u7u)RUXN#-S_c912v=}HShS0ppEsTU?+Okbq zs3J9lgfmrim0Z6>myJ5hloOJba#Yv?-muw1Bhh80(-uo3Tc}_*$}zf(htQ(`Af2ko z6pJ+aXC{zpnD9@)Gw8Az-P-1t1+B_13c_!2*a0RO4v}|Z&80G^Z4MEH^`4pN8>UCz zXML*6pqx2HkWI*uh>L*C&=Yyx^7ObbgOEDL*4OBts(d~i_OGmHaV}92ikY)`R%A&J_N4<^+HjRwkO@nC5rWBxxlr!w&LA^!@IDE|7 z$Kq*8 zP402BiNXp~Mao1%Xt)jhssY9G7+EB=WtEFijxv$M$&arkG10PS`D2km6t}1dvg7w9 z=2d?Q;$Ic}by}xeMim{EK~6!@OymF*T=}!B9@lgfjVeYJDHp`e(}m+E zj6dZl6QMjdTde!Rb2zXz^F>+EZyDs~)onW={iDp!mlb5rUKA-T-rdi$JTnNAPwRx>>3z)#N)Ac z&7p$Ydqs}hpD!PUv7Ut{-)i{zR8Vdo1*!GS$+wQ8Ls7rzP7I5!Bg({49fqI6)V`(>kyOiv0*QCbH1^OMzwwQ2JrZhrxj|sAgFagwQbatTN-Qm^99lb#m_~E+>KOjf>6~#S8A#AUg5Km#2!|LhNCtUr{J=03E?S;?Gc2NmLo11j@Pj#~ zD7qw0(DRvra?=7Tiy*9xY!p4h5hiSNT#MQ|KP*80{P^mRVAH+Pe?8TTXy@;)LKUg# zxv*MaKos6}%VsQUl+&-O$Z`0yETZTdG{d{R%_Yw>M>Wb(osSwc%tB*fq5Su@Ssd^` z$RMwe$2}W#!*ROY(jcvfwrq2Csz~ia_#>!!KTCt_u86^}E#6Xet3f&Xx{KF6JdO1A zrG5H4b&t{MQK%;6=>5#a=h-TZ>PfxETV#trmq7?svr&BsYvcaSX9~-TR@V|0**7Ch%#G-IiSFGy zX&X^nXQ@X)IttIx#CATnR8p___(PrAeJ)PTgKwRFh7XuQGI3;?%f;UfSJSL+v1tvd9({k$PaYl7V?W>bbL)0dPGBRE-Zo*O2G~J74S9*LW#FJM5GNNBFN~B!a_hs}1X*?My-An}~uC9A+MR4lJ>~ZY(Sy zgDN)_LHKzu%ktiZh3M_FPd068swi$V5oGu9^y8VhqZ+-k%rp(6eRk9YQhkq*jCm7^ z0pF@l+o=|}fg_rWf?Pt{a6ANKU;pJ-N;XmH79z;u<{3bvqqj3(ev6Fy-!jPUK)(53cahW6(BeY7CT zDcP5D)Yc)?Yl;4=+qFkKipY9?m^iBEZ64-%IQ>Cie~3g zz5GLP46?PWARmLa4y1zA{eqiMvQUi04%dpj(p^t2)H9TF^jH)sp%ucz;zFD98#z>(IC-Fs zJgU14p&Vr*C%@*riv^txSiNVgtNDSFoP%hGyCvuac3@egfh+N`W2 zC`ZqFH?N&LrzdWN7O%diK~&IP6G%B|US4qFJsh<2rCu0?t|@21NGiy1^q9lg841Ik z$K>0l4MZE(cogNRhGAo6>+~rc?H{ck){a?(7HPicWRP9>$Hpe)GG6Vl$6|6!8c!9eMaaR^*?wRHYThQlMKGpn z80Dyz!HHpeYe&4JNj72S9zBNWppHL*f|RL|i)8j0wqVvfJAGRr520fwjt=MX$`-FS z;4-LSpG}%WC&#FXRF7&HG9=g*?ZNW;>RfK4VH8wuk_d9*uEX529f-x;@!T=8G$|;? zWD$g)W-@=VDdOheT~oJfQ&Z4E8RS3?qFGUA#2EMO?{Z4pi1yi#DY7E|>OM{v{Cc(G zypuAg#8k>r)85X@HdMn=deEchp_)S*_T9u$eP;LZdiy(YtJFKF-(hVb+OS>Is309{ z;4zd=2sShI)lfA6$%%N#RAkloHb&kWduR&R|m!XLC{ zA50*x$p9piMI^1o6!*84jEQ$%hzW9crR(vt$rPqj@l9hg)?tRgsTc z5p7xF*%YMRDt;!9&KCtC-;eDbmAm7Lb9{?`<*sk?7X_(7EtCwqf%WWg*BVCZF||*288A6^Pe`&{ZrD|sV;2g9zCgBCV4elXG>8hCxsVD{Cwm*e42u5QcH*SB zjT8yWsr|Re5&ojr5B^YN!CQzKi8>N#!VDF4jGW2eW^ zE^mhjV<)3?b=+cE4~yuu!v52yNZz~h_$j}HV$_t!UAuV+T88-I>U(>yX!FpS;kT4> z)c8SS6a#GmsNKVcM*1NI9kc@Rneh~7#P$zb)zONmp@%G!74dg!7ZLC*UhzR=*+Rva ziyRxz_$rELPiF&984(n!=bMS6PIexiVN(a*S%N_=>gsk;1MOHL>hXDao_G>W)gkSh zT6kxDR*E3}9)YbvS&%@IchysiA4A$#QIJj`;ivHd*q|RTD`s)HduQUPwM9R%yA?<_hh%XSx%}}OgQ$2=gpA}py zgWP=eIMfGegJp6I)F3*Do|`~Aah;p`7MA-N0RxR+T2RjFb)q0-Gnp;437qxkLM^H$ zw_PuDcx})+m>egoJ^oK_SB`MXQSA~kPdi~ux2thEpFBDKHE~qe+lBb+@pZ^vK3B0XQiOJ zTSSmoNUQ9N6urp&1-{6gpM0wb@_2ZH&3f26d~MNq#OqizfMe#IMbTMmy*dA>bs9}^xEj<5wxoSwTqZ#kud7mFM<$eVsWN2aAoZI zE?LAF-*1(Tbbr9CcSik9Oxn&ycPNN3eLX@-m zFcqW^Fg%Gdy5Mo1D62Hjwnr$(Xc%{iK4BMHUjMbxFuH!^j1WN{ACFb`!~v#Q(a{zy zi;_W3enru#Q$V19t$oGiS+?jX6{M!U;KbUob@a-$;FPvBZCJBol%p(!t%IF8i-)4Z zU$1;d0F8E8#^V&EroB+oWa-*~z?~0<-_{MIf^L{NN)Uc*&-S3>xK(=c;oCahGAd~9 z2`Wg?La5SqDYgZb%%c@6Gjvhlo z;ztT({j93u%&G;^mL)tRf}A!!T?-%&>9FVM8yR#`2HAZ4Zu>JFkjpm;UXwv%&x(p% zNX|9ex=0BAG?~3)c5Nd%iYlC=Ahn`-`N|l*!WJIsKSSokJWn~s3d>Hxi7{RG`Z6_= zIfqOfHC?^D&UqdzjN=>3_Q?hsdV%UueUJaJG9UI5rpMg1WsPDawC@8h${>FpfPaYd zeQ=J?(`7~f$smW9S9*JdLtdIUR=-i)eTgbk(?j6ogEQQJ!-GLu5bgSYmnla%!@|#u zLc!^p_SSy6%N$ok4$4@WhvIXD8@>c~dm`(3Z{nySBshAR@j{?r$Ev}yE4=Y4)uV#B zLUqTs_(x!?_}?t@K0>aE96P^tD~gw{O#@0N(DtDtsL*xFQA5#*n)_x09fpA>J33qZ z)8vH-qzvTdS(VGsVIO*wHgXSX$FI3T1?f`|AJKkr%|li^wkY`1{wC$<9Y`otJQ7=C z@97^ zMr!JtCXf>3<@IxI=(189=grW9C}-|HDoA%3kHAOZ=5|=xse`p1+GRoiQjTtzi_fx# z2%{u!8JJWHqM%gwMG$H$F*l|*lA^*lP3@?c4|>;e(F9VnjGtR$An{{xUjr`Q}4zI zx|n6BQT~wH=d_8Vw+&|Ix^RV3x6aaC?)dSKs2tt#K3-Y6C!)DaCzKwlLDbNdA5)O( zFE5XLBte?+o~30ip5DcILODthZaSDt^#LUkK6JicTMMEiF+v96R{{(a2G?U`nKrFt z(8#BvBGfTr4t0-pcrN+!rJp=E%03f8UZF@}69jcq#D9=a4@PS1KPHe4>hSaUMA&-5 zQ>))@?|m)`^0@excnh6>cEGlgx@A;Q=nD!`oiCj3p2Mda@#E1eZEDK#yrdk%r(&b} zC}Obj6Xv+0IkfLTn>cz@J9xzN3F2^hGp;P48%9C@yrO~>$nN!Ld0Ovq2>Oumltor$ zuh$~T=im$MQ`{xnruH?OMonaULqYoDjlX>85{}Xjt)nas(r-;1)iQJ$^UUkxVbH!A zXLf57Q9&EuQbB4V^6)@+H7D$9*cZ!Usk__KYBSRjo#hkd=!W_8vu`yli}Bz8vA8I`Z2|J}gyVKd9cn+X zeQ9~J{`FZ@v!9GjhIBXmL3W6QbJ^W+XYV*=@@2ls{Y;+(L3$5kWHO$AN( zPZZ=9j&@IB>H1eHJ=QIwmah7ff|R9&w@%HlNQb4{Zc*+w?k~zwlU}%&sskr)@}=)a zW);;FVd5w~KEBw;gjc?=@V>peUDQCse^WiG=iziRU+5p4eLtRa8c!9dpi+M*$T<75 z?({RYktB}<_xlb+GK=Tt*J*w-yHohZ%!%nvG)0|AY zVYKTTB@sbxp;&fxD6+MGW|3!}HmL|giAmOFD-os4Z42|)ifETzF@cn+?fewo77OFZ zOg-c1*+DtelTkr>VdQ#-;1E4yF4MZDOI;{xuId}!VjMzE)p3f2>kLh0~ zkls1?(f4nJPqM%Dvv?4+FC7)6V`qGBG{g>+G_-bI9T%bv3r$Zss>j^^+|ApF6VS2+ zA1o5hJsCt0k5#;YxA^@;hVi<`=t%r%!l-t6xRaL%+s2H@vG0^KnJuNbQUYR(mzwD@R zY@YIA@PgZwZhJ{K^tvomkec!~{&2Gj7U_L+8Wq$tgLYWQtdye{X})wU#JS~?U(8UM zlP4SH=yMAXp41Hs2&|cXhsAm9fr+CBG_UK_4zZ;e-YLfZOxv|MJJq8N%{Q?JxF(r% z;EQn{qZ6!o4v}MX^9i;P6YS;XdX;sD(IqicP7%cGpj^R;{%P${}FHftvf{f*xId+cHf~bWq$RLM<-`l)J*S`;*IYb6c%_}Ohxw)d<@Lh|h zj%X&&javCANG%>NUhD7>TGp-Q+~cyKMENO4naJVbi$`AUtF?X&GgfJ8qSF>2q3r5$ zc++XtozA8e(asMmKo#jTH2*6?|K-RP+m<@3=1@VE3sR11na9o#;~_{LD3oNRkwHxb z#VtfZYE;|#sP2io$WN1_wrN3hwnmsZ`g((%>lXCGbxYa$_ceyf8D5ymQQMD={|Lv8 zTjKh2a;AX%H3kO9r|4sbxGaNAs=RZ4|(vg7y{_ z1)&HmvrzL{xEwt_#v)Taw3rBT2>TUI*Eeb$RM|H!7+PnKwzU2x$|mMQ_u#d zsK|@j3g$jbjuJTYYhE$VKNQr(C4$^Y?=yqq!i#wpW4}>+kq)8)ZVFP%hmb_;!yWs` z8r2WVEqiL>==m!AB7GM8MO(qfN#ssj>7jxY2t|UJiP~eHjXaR~mkes_6+tK|%KU~( z=>0r>jx3X#mdhuC+`|7?8zW*Kw7+Y(22oo_nLs*X&VL_ZgCi5awQY#ZSyY?~QhkOW z1DgBZ4Hy5)Usr3%oTeoxNA1!!zM?h6)=~FVJY$~Gts{K^<*13zn-u{Ezd*KkEp&%b z^ISDybeNlS{=(LJwa>N5x>88=%FJFOz^ud)M%*G%Q zJF4Asi#&}O6)8t`8lE{Z6OBULG()2PE-i?f=zt9J`tv-doA4YQVg3(w@6(nIu0$1S z&w-~`+{PWLV?z1)nnM?m;*}{!&wO^Env8|ITe{_KG={e8s|lk=HU744o*uO~;Pr2p zyZvPY?WjWaC=i~aGw1U*;-;;ZlsqUa>Qhw&dEm>K6&-;)+@i`QBO``3%~4GR;Ym9K z-G_5Evvo}4NeBgfkU?%6uM%|xj{fJ(16ODp(Z1hYohs6fK7R?89`Uo^`#xLb)P>Zb z9JP74c$}#c07CXPP3^0#}fa4y^WvD_)$ z_0&EqYf(M=T*hCtpU0X%>O)$i&?W7#;6TbzW6|N|gF4znTb0|DNeiN&oV7&|;%97I zjKVsUxB2LA+Cmf*C4*c-l;8rk#lP+>v*`N8b*Lg^TV!K;54`F>*>YIqcQ&s}Im$#{ z5C0=qZiE{`a+ZlLn<#TV5rlu8vK96-k{8`$FTB+zqMd)+1X57~H;+}m#N=2yK9ij+Y%8~?LgI1V1yHZNZ)-wA{@p^DU6 z?c$|p-01zM)88kTZC#})<><8tMQ+Wu4!{Lxk_z?e$t{c5Oays-{C27pcA;e6^TRcW zdJe}-Ak{K2+wdDBbn*K7=7zdqbiR&gPW7mHCj7^u8G=ovXT~-zZYig93(C<3;(6Vp zkyRIUaoH?c&rcIaZ9*P?6uJYCXky^H#+pM%(4Ll}9=D6f&U<31F8J=`Y7L?d8`z41 z)KZO9QFF)7fycOe(9emwzbMDkTI2|2n=4~sT>NQicA4|Z#L->@zek>qO|e(J0v2f~ zTiQ@Ps>AI5Jopt8aTL#(PRnHjbq}T>9Y^7gUUcbzwfU;ompMh+QjQwX9{!4_4LIM& zPc-T#QbWJA;;?l(x*S*f*!zt@6P;jd+fhAgB=XXm->|a|&AaQ9ZWbMg?b=g}o)|(s zu2dsX*Q;2ShjPc~?m$7x&My8epeG#ai){nTX$}<>W#TA7HV>Z}PhsdIPh%P{)2N{r zccg;!3dCQ^&B7Y(7ZArNsX{r;I*A+?f8|sQyU*D)Z$HWn%h;K6RKuJ?GD~bs`3my_ z(`XPCbi)KvQ{KgEM0Hq=H=7eC84fkI^z1I8Ag^#k;fGD*-$!M}%44WrR~aPa8kc~J zpL=VqL~_eghER|i(?S6P7dD?K6{cC_^6}m98QH-L!pZk0tCuIcf+YLzr!=x1wK` z^sQ!*Q+HAZ**)AspAlyI^sdZ&S<$$jq9VL3VT$U*)Dur{HGDH_qKdsJNSWHsXIVLH z&>tGaG}bf9iP@WS)DRMGr}886G3!P8VBIjvIb`CfNhXBfzw||xPOd7(lSIlH(ueBN zLy_M}Z|aF{BTvtg@{lgxmvU4jMo7jUjAVqy9kN;+fWDbHY6#hRG;bEd6?2Xyj-~a` zp}4&t)uT9WfBrk!>M*n?Nyt#y(0%$-kTx_gp_K%|Yx5rmT+1Fc08b+tZ+EPhM-Tn6EBJ-g#dJt-hC){?rGuI zTRm7*WOMLXRbE^vb)0w7B6GFf5D|o6H&c`Z2dR{PjpNITat)P1r~qvCr;p>d?CZnQ zV`Wg348os4Sqx<}hU0=~N7iZ(9Y%|XQAKJv+WBrDU0LDZ&;38j!@AjU%25lE@GL$A zd+W)v)r|N6)st}q<*2>P#@{5i#)9^G!_B0!o*O2PTF`{@t$mXT>RWp7Vhih@uw`J9?3>ij#`Fn9&VpzaH_^sO=5U? zbZ(rJL0%ufz9o&U$xHIwp<^UCM?{(RygZ22Z4VRKvVBel58Vo8r+;&{sfQ&7ls5#$xNj<+}f&)xfBwzf5GS)myeq+CW1Pa~KUeIxBx zWvAv)LC;Jay`p*e-kK7@s@kO*THJH2nn?xe&iC=_fCU&ugZ^q}(@rdHS-V*xNT`Rg z4byCQ_aqiM{kdn09Q^s&?8OYh7+QC!**o3$RL=twM~@-l&JCxIhovS>mN`r2hHEuXYP@2%Y@=%;NpXyN~$mif$mGQAl$II2oNXDmQy1`!}$l>Fe!V}>TjlVkG z;`owg0R<_C$j#ryCqhhTd3Y8JOJ6c^)PdZ=!*J1A{acgNizoNkw1rfUUZ}lnNRPtK zk*Q$yWST<_RO@fbQI__&_`8{17>m;zJhljZBv~Ya@S{`~df$aKl*qM(4(qTNa1AYgx}*zUR>On zSNvxP=v8yCJ|Zg`uu=s196YXb4O>UeOIIvj&$w4nklH%j{300a38>k?4Dsyqavk_+ff;e}K)NVTKn{T8XWg(Z4zM2JY-jK8vjkg$7 zQ07fCh)?><2%iwWI(8L^0#iIG=~bhWa6kk!y9{+ zJ5m?va8uLmYo|d}(6nt-kXjdo-x$2Yv8-eEKksD=)%=HYlprVmKVUZXB;0Q{>iFKG zz)#}s6r^@(AyD}jlGc9*{;_ZvPnkGs{XoRitfwK4i7~?;=FtYCmL9u<>QN2z`g6}S zIwfjI^8S7GVTyt(>=Z#riDLf86{OKWTGnW@Rz$lj_AUxi;UODOW{C|!D?fETDtFmo z6GycSTPvF#J_yRc=1C9TGP-pP-z^H_r?OcXidz#e=&SWmOsPE-qt-=!23m%lb@S(2 z_q2Jao&PgoRI~8I85V{Mz^!DTL-C9qh=O+SrFs;|?>(j0nP3E|a8`ZWsmi-zS1> zZXQEf0MB!8=ih0L=1@T&O&rxS{Opb`XEhM1e15z6 z2;DL&Xv+aANDW0Vf7E^g^(V6Jy3=raI|TO z&&VJj_h6e~4~lHt*ob&i&}kWDck_IN9hmp|+dq7+JD-BW&WehBLQ>QN1mZR{EHh9W zn~ugR=O{=A;`r8)0v>Gd3kfYspT#*(IjYm}e^Z_yfd>?8;Z4aeG%Ii<)vqUZ8^1uok9S^bfs$y;l%J#vD1j=h5w=J@(VY z(d!3JuI72R96{j}e@dKwPFqO z;hN9QC%4RfMFe^AUvzWJV&F7Y(|0(vRz$n(vk9ceqK99U-ofGJ^{#rwWkFl7ih`Uj z?#GPApl<*0=5;NInyBYB5rmhr>=ZNv9@>KYn=Go~6uT~hJi=3zngIC@Tr{e^P(`n; zK-`HPf=GVB8rR*jjlyq;ijdO6hT}1;jj3D5Xd&CE%S{nvxA6m2ek85eu3y|D>{;NJ z2y#34m16dAkiABG0n%YJ(8}0n;cPU5BSf7sw`-SuN6s{=P>QDIdhiW9RGPI}E=*aDlcEZCR6lDMz);>(ApKMKJY45`-+5LFw;{ zAg6=h1y06teZTOWsWRxA3_`L6GtnG`2a8W0R7RhsY3I+1qKb_0AX{Z`A{sX^{kdnl z&nTzf1Ike*^6*Q6`b+W1HOq2~ERqxtMUESvd3HqqQf27Zw$)@o7fc|vTD$n^wF73^ zq|)|J+S0UPQyx)4YLtz(?4A=%k7H)gmTpW zDwOQLgxR|7eI<*`hT|rVo~>RU(5;8l>;9GTEnf4Cc}fK-5GENLLg&}w_T^3!i@-&N zXClb!cbCeSgFRQqGl|$4>*WcZ}YX z&q%SNf`+{i1))+4>-=_Di2j5(YN7>EP^p(9$SV}OU4V;|GsEuHl0iRZkX=|Bf8fgO zckNRa? zE65TI>`oaf=ag;qSq3>hJPHzw(C6mLP0q`Tw!IY|CSxT-iWROdO>L^$}RysvL&U(l5y}YlN5~+j@P1(dIzKR|bvvzy znrK99sz`OdonM-E!iK;4L!6f~r*s_3QKQ<%({0M&@UgtZ597Tw)$_~5QKokD*!LX- z<9k&Y6JOS|Coa{aRx}Sk;djL2g+tZ$81HDPp$EjH9IeOBv+Qm_(9Bs;1$2+mhI!&s zkiH$@2lMC{$m<->Eg}V6EZhu;J&Nn@M1>ITgrKE;^_M>{wJi_ zIKC$6JXp(Fv?!S<2reVrS}!2(-E;oz2J%pB zo?HgGc;q7ca-4&D1^dgOOesW=M=1D`6l3vhnl7>Av3S!2(qoYyUveQ3U$5633;%3( zN-9VP;`xj6#K?v&xwQUb-DT9&byHD}8bkQuCA$oc&fU1SHv4|rLMc*DmpKNoWkEsY9PyQ@b_U`Wkpldh>DP{$F{^YNGWI%V(%o|sAgIbgeTLi zX=RYMv#xyYcUlq6w@I9if{Y6<^A`OXr-iwR%B__3oHSunpLtOt!wjm36IGI?pHj%6 zap|cZ1#$>`{a$QAfBkxGxUh63s+56(^cKVmDK1Cfr`|Grmn%oa)uK}B--mDW8*2jhrLq9C}!ENro-8|nr%2|cGlR8Z;6 z6r|>>Q2V1D&OxohvKEpp^wY#q7P33}qTdB>RlHIW@nk`Jvrs|Gt+Mk|c`zcDZKppj zCJP#nm2&i8bn_tdEUeYD-WPl!gFM+}kdu$L!1Hq5F@8TP&adc{|%_R%+=aarpd;DvAW3D0cNbHcC zg4C91j&N(-bgiFt zDpC(23R;|(3Q{2aT9mERUc@TfzdV^-b{bmbqafvY3XepRcEUgFR{mHZb28?q9A#+_ zzfhiu4QSHANfqUWT{Cg?ocHI;Yhj#PXDpjMPj?x$(Ch+KkT$hY;rhS*7uQY$ zU0&-Iq#(WC^Ng(uNFj^2D>#PSvXq4=M|YWzzj2R`)7=rj3UTC?U6et1p3HW#Pgq|g zbG?|PTSiSZwXmqj>*bwR2gAC_$_A_CrUe!eLHGqUJ9hMe3tJ}BzVy0j)YeIhQji)& zPM-Va!Z~r)(}ja&L6IhovNay|FhPgVvhXVXEv}X(6r+OlDDv{Vh5fh)c5mHdk18X!Xklizmp2meedE4g!NIK?als^1LQs%>=HqEdhH1bH154s%2gt)|rH;#gh|Dzsa2K9;!!2E%>2)5ImWLXI2~kkD*=G z%S$;*4}!w%IJF#(UeLc@i};YuCxVcS#y}acEymmMF^TRnI;h{8Kzdu`SKP<2EsjmN z!NPIaP@D=<3!0BVU)Y3rOyv$ajTbr8W$avna+HO5$KS;6I&bLAJG#TDq4NcZ7!<}~ zZo@xttR`gm`dQxYADcj`UAW*jAA)*d@mN%>v!513?Yy)k6{L@?{LeuyxUg$}B{N1e zZCHy^l%wqJmxn8;>BUpj#%6o?;%pNiWAL zl=9ow)7nB5G_MR5q(BZAza}4q$(pi3c(^>I8;|UBUxynQ7NSEjbveq> z$4$0OPr^_Pjd#o9CHO@XMjObVhnXU=-d`zt*}|uuR-WonAS5<0cc|M2xUkjB8L3Fr z(zPmxAY?YMWqKaEtn=$U4=+DRXNE64w8EY;dN9)2QK>TJs13-;i<+!OHp<*p>l$eewNR`ol%x90 zEtCPsj%il=fXgC3=CBO%;@1Y|h3I=&xBe-}6pcgejDJax(z`ex$jQ7z7T3$YS*PtAISH{!ODs04?rFenHn|s>zwwjcq8s-V4h~zC+^z{ts2)AXc;Ivv?xm6*d0RvlRHZ59=&|VGhw*CI zH9`*FFnl3u=(x=&NC|TCr!ONBg-fvEn6b9fu^3_EC_xT8Phl)LBOuT_Kk~TTvJuUx zAO*s*$RaxbA%t)LJfnzg>e4MJNV!5b9)aBl&%-mNO%u(bE&FBSC_(uD3>!oP;0v8; zJYu!nvVAS7AO%7eG@BeHu^}c6oo`$LQbnPyM34*5AIuwKI)oW|p4$9XH;s0_w>1SR zFVDue`phUzKI-bIrZVS?iKAC)zT&sV&M|++cjMonRL?(cs2;s@@W5%Z@hAx#+v>+U zJ%cGn4@UlGHh3Lem_u!hG#zT_qHRSE9^A82bO`pKg55$bg59rWklo1@T|t;KUhBaY zKP?PzCn|Dy`KYdobA9iaSC`3daF_NJq)d(ffSZRbgl;$EH+cUer=^sGVze zryMoM_*6}d)T-D|!;C3L+m)aP#i(}Kg}S*XFn(%8Of9SR&~}|LfmFY{`O#%IB07UB z480*6dUQ`wkk_B*Q8&OM6!i0-2o0iw%J-rmy$JCcHWrtpSraz9qdC+SRGq6D&jM3PB+E9xuwq59NbO}PH)tM=6bHi4Ae;Nhb&6Am4bEhBo%qk8^GDo7tXxT))5RJYof$m02bqfwNj zMx%qfAA!+b7XI$KZ0R(kMULCYSJ>=usdKasGady|16?+Ow0p*1Zl_y=8hEdY&XNU9 z8zTzxI{2O2eF&;FzH}D3$7+qGASFononua1C`F~aK1Svw9!ELGT`QX$|Do>K(wEm? z>V{DRoi=gQp6KH#QMs`W9lzV(;_7bPc&bOQLqgi&1Z-t>QmnNI#8nIvL8v0Yu5UI2 z6#V??HQh2gTVqeK0P$<>{s;|j>rwlFHZ=tukwLgfC4 zT8QlYioAIjJS%Kn!#Lkj&Y&rjqlUGEM?VH)VT^Lkvv|_sok}_SJjIWRn-Ciei+e1l zJcvGri3)_HZM*#_CtYiCkH z3WTr@bE+4>LiHw|+@?Wv2z8i6LE1vRl2JiKVOthib60cd+{itfa+Dza>6Ybsb%&{M zeM^{KHuVD&NSWHr>Ga_{+P!(O@PkD5SgxyN5G%?-N>Z|MDh$$AHfJ&96LAKaD=I)f0;l!WWn#aR^xW!Tk~7R<%aE9N(Cv7 zP+_3~3>0T$a31-f(0`f85i-_qOvbS_>DMuuLl;-~a>`K#vU&NUcn)*5R`=qk!l7V-#1l|CTyVcUPg$XTXC=#>eiS848f48&xe<|>yx<{u3`ygQ%d6YbZz`T6v<^HC#&W+rHUI^rDyaLV}`SUKeDDsnb6Xodh2G7lloP<)xC#OVeACLCf z6%$7r$i*9010msz$&QTGJw`#(H&a0hWET#bZ}Ix--P4JWG>BTd_7)0Kd$gC=D-6bs z(v^&{jfxnQlXNTP=o=-T)O{Kk9amnqw5S;pY2xU~VdIyQG2y*-nK;TOH*CT-DoC4} zr@(f>vzcx)2V~IGo;Iw?Ka`_}qLT;n>^LH3>6_%E=FlFCvz>C39+#Wnyj;O#-P>%^ zE4?RDK@ld9nyf;(!h%>AtIt^+OADf$kvpg$H8*^`?9A+0SkC-91<7N&^iIlA4Z~kS z*(#I*!GVuKC5$aGLyZ4_!$Uoj{v)Pv-C+EWF2Y z{!7wJ`(!Ksb(qRgd!g{ZnDdZxx$=68oYjU$C`UER&fkr{#X5Fr?L3+pF$KL2%hC+vn7uAAj ze+3>BIsB2!AY77+yIOv-mP6Z>=s3lwcA+FOiwBKB4$Gbxv$tyyonEI+Aa#ba@$kY; z9DS;8YraEn*Z31ukeU}fuk!(-6dOJ)_@OaWPKA>cqxu~;0OnSG1*4mb0P?ngGIQT;u`w){k=;(*{?UE1Of`lSh^+U4a1P@;c9aIMr?<7R^jT6;+pg#V{8cPd~t&W7=3 z6p>rj@v;c=3hyk>z~Q`gaLxohglNy_y&{5y?8ib#t*A8qUyBRGM>5A_RTPBk`YhRFFIMUogI^gHSLqmPbB%)3O3foDP2dRKZ_%%owlpMoePSDOLhG2ETiKo=aPwIxKwN{n~a-;FRRX` z)CQsrn|52&N>xG>8hSb%%n~8Pm&M;OXETk3Grw;~nKBx+`)#{KzsI zCxpeF`dFm)oicIs34y=c3PA$P<$^g5%k3I_kLpo9@8mBd55f1y7?tL?Jc7#qD{@?3 z?hFk(;wV90H@9>O zxYHX;%^V=NZ1+PdNP+OfJ9Yzb8)N#<`We;bmi2!`L3(a*pK1)oqBGUb3_AWoE#!Jk zIeIMeORb7X@@QM=`2)FO?_~}O0Wv3V6ij__a;i}>Xwwr>5dO}j+$i-zD}>ib={<@ zmyA?ps%PbMsz-IbP<9|+7+!+xySYLhLcuR6M|Hi6AL$=04G2t>b9lIJ7o8kAUWyzy zN)wuASz%lN{0J>)ktp=948j92ma(`QCyt^C@86RZ{ryT*(8+ zrmrc;aLd{4PfU!(sw)ost4&Q!l>QCnC{yDfux#3wMc?PIz0D%ve%%C8eedK>-U+O* z!2`Nk)ODHtRup7+@e@!L+yJDH8QfO4j9Mt@9R(>TPskbwg@eB^zT0pXDJSK7%2AdU zo+UlTpx#v`i&0RJaxR!S%F@C?;ThsW5lN3XlG`=q1J$GBLfi?y250E&8ix_CpgmvX zBjxDz)x&SuQe&14o_%bh7DPb_KZzi>nk*Q46Ca7`4zT6G$yX!oOW!A)s?1 z%WaGNjB%f-ARW-*rHWQfLA=!OUyBHLg)fw&EQClo3&rfk-EpczVOR8Ir51|$RRrNK zo6XiBL_VH;xcE#49g;x^nX+{#0vCT*N_qd%AZqHN->4$xejumDyf8M$F?#Xp=cVMn zFY%pn^zvcn6~Rj2MziUQdlrcdKTIICd>|vjENBYcm$q+h)srnI<>)cQUx4LZgstrH#kg7zHPBrX zN9l3-xGS6wccbs?*&b*?6to}~6{IbV%E;#F`Vs!n>cWj$%Zi%B7C|oIWo$`YBHrC~ z!MNL^CQ2WNg48bU<8i@IJOwFYYh%1gqnxWUNBAjiyxyodlBn@%Z6V5;5tr&wdyt)9 z_s>NhRNX3fELQy5@hC@G8r}z682ci#VoW-3N7>Rz3}?5-O>Brq!f(w3bu zf%NXmQ`g4hNWQsiLq9Eua>5c&L2B09xSlO|n^NxSk%pQ>$6}>~l%p)@pr#Q$v3JOo>~veflP&9JNKec{H!^bkv-*2X&LC;MbWon0y@AdnzafBCLHbXYin$%Q~ z0^uOd&aFjo%aJ_ER*M>C?bA?@Iwtyf{OmH0cZt8*93@Ej#bF^_-=r$C z&*DHHC3C!Xo@W|eyYWMwhzI&kk_uXqjtWwP(Z(;Ps$)4zSAV2MerU_|lw&lETRIdi ztI;j=A1#QE>MR*V5PqY=T=O72Z7Wtbhf(y3g6_&7myHKcAL0UM)35GEPA@gl!i-dr z>U;d9%Dgf+*Vu0~XigFrfq8w!+6vZ}k_F#4-DgW5w;w5cnk%Mz06EqPk?8)aP zH|g0y1zk0P42O}$y;{S89oC`YPnk0#izo;yqq$*wv6Gz}lhPvREHEqOsIAq;57IR@ z;FZ+t1bMX{+VhFCQI0Y+o_jM(Pr?v-)3%RAF2ZRUgd_{L*(XK(?2MNqqH) zwl(EMm^gag^C!P;aMN+O=i4BeGdvg7qt+ojvNVsOo$&Jx7Wq9*w~Jc3WNymQlT6qY z+avHbDSy_fS`Y>OltE564|i{bCp;_7;Ky1Kwa}hCRFUBcGfOu|EI0DM;TE@U1M*Ui znjI(^V7AbiCAhHfP~RfQ*p-iRl!e?v4cRoEkn>SF`yp*1+OSV1kjk;}@ag&wTztoY z6JKP`mi$zZa`A-{e%so^fn6KtzK%3dJ>3dWj?#meu-QO=!(mLezFKoxPr-teqZ~#d zA#)vqRr%Y;_^Ed?s^_W95i&%d!#?Xv9yPMvDQ8t7sz(Pt`1^#WXjkD_qb!bOZ3|P5 zYL}DmKcjHv_F+`#*Rp+b6rmh7fSmkgWL>xnt)HDJpgDAg-IF;U;qS`RaU?4rSv*RE z=*eYaQ7T9^jNeU+T^A78^+Dx=dZJQ2jfzo>UOIgILaEzA{9*Uy&NwnCoxccjIr)z^ zgD~a${YYnVNqWr$(o>!vfx015buQzn)0tr zSqS&z%=1`?p}47P;x_WsNamm*V~Vk<`Vza?WLE-Ul=PNgROIWIw)9Hgq)?<*2pZ$EQYghpqg#f$>O+c33<&URMR-NUDgew98U?6s7@falU9N%289*#Va7Z zUWMJT*Y!WLfnJ$7+CV}r(#}X+JesYj#kJk~(o~QFdF=eMeg!7|^bz@ta?iBuJC&gz zWg+3E%uo0oY3_dLCoe+z%2JNr4*6Two7fM3EVyWq_x#AjQ4RC?bB7`AL~K8uQyCeD zbSy3}M+GU6&Bjw=$_>Ni_~wn<<(9QBPeJOyYUfGs$q{y6mHt#bnUl2w<)~#EWi-s5 zVm-t{Qb93mQjoR}ugdTh$ArjO`-ka~NCh1pCtn!%U@L21I^>)N(Uu|EPP+K@@YlZ65fI$g^UM_8 zGRpaG;wV8rUX~#QL7|y-8~xFGXv22arg{{|?&D6(SPaFCsecA*5FLtr>rjvyiu{73 zH4d!ZH!fH#Z}qmi6rpL9PLf>^VsmUSc883ZmK!dKI`jI zJ<2{_4^Qw*gvD&~l+#0GQ0E{Kgx^lH_1=z2c5zpu2yJMps6c%YgumvnS$_oX;_mq~ z4G1xIoYvzRC-jgwB}Gl-!XBN9*>*HOMjtZjh{`-qYXqs3mQ{F z3S{%=XXrT_P!Gzx&*Fx?aT5{b^Ku7vIi9B+f7mLGRzyvdt|@e4uj=HZD$ zHHWtBiix9I=5lZkzi$}I(xpglJSC)pW;COM6v)k=DGY}Xlkn7@7IL4}ZZ2|sLV$8R z{LXp5BaE{YZCSDwBFHAZEQyO*wrclJv85=; zD?C(Kfy|nK6M6k)6IE>`g7E7$7B1h2J#nD7s4?%UqWG;vkVp76OgN5-8v`SZx@*)# z$4ww*A~*lxYizhNu_HQL?5(5QP(fhTp$EJ2?4M7xipe+@oKn~nWnGYQm@M^~Pdr^J4?+3RNK`vo8 z+YC3RPqAG~G>Dq0M0*O-CvqMfx`LaM_g5<$1=DEDzMD9zWlj$dca}p|raMM)<35st zc6OkGw5^f7Xf{z8I^R9()MnWM>D!Tlv@gsbUJXYOrE0d!h6_st**Z~<66AIAa?hs$ zYF_2x3OyPr=&c3F#S^{uAaI(e_&wtkMEh(*XR1i;(=LAJatlF=^a+ApvY^ggC`Yvn zg{;}J>@(KblU;%=K>53hAe)0{Qw~ArcRXBfxgL$wL{DT89_ll%aRc&nnqBliBR6ej zh^Ppa71&w24yJyAvOg@cP=dROAe`=*jlRSGOqFki#f5#&?ji`wJ_8lT8q%vuqfhc; z6eWX@7sK4fwrJYbgufTaHd@+4ROI&Ot6C`XpA)W)N~u9~JhtpfL25jDco~bf$P#|s zutrR|_cQmR95o&hkzt+Y4@dT3%U^@FiKw94CXhbD@Z#EsaHd*(_H7Jw++j8PQ;zcVg_lJg zaai2Z@ot3XP&+3YAaeN3XoQ=N2gM#*yx}@!!YKQ=-TZ;$PQ(~5%QQ@; z&|&+KK2YgvHH!q;3ZWv$#xDeJ!1t_pD#az;U$o=>22qY`7^1oC3a2eb;?p;6gY?Xx z9e>aS(j$>?Wz7&DYBO!CQILmnh76{HRL2XCOQLYZ%e- z#B-!?Wn2YO3w@J8Het&57>|bm*OOJ$ifGGr3>6jO=elM$<_j*%9+karM1?7*_b|#) zONW=AUDM&o{hIm!2S8+RNLDbH9M^TOuuVT*> zE@LF7zTYa5=Fo;cG;xfP$jb@Vn2V^+*~v!Wi-MMprh>GE?EGhGQ!&Tl-CDX^E21rH zHHL!J9CPtqbv!Z}&OYd5;RYD2^2mcB;FCIlkqJCET5M#ZkT|Z+y)uSedljr09 z14qcS$A6&KLk(1Y0_7+J;Xw$S9YJ_Av+>%sa~ebiC7DP;YAgybOFAMncry09C%VTd z=d8@}@#Q`doarpB>sY)988?aQQ4PcItJ!*%7a7Z$wneWlkLmK0MUdCd6NDGyimT>8 zzxKLi)YNgOh#=(Qv&pd%XQ}*cqkFZfDd>a@f{(}c`gAxabf_L~R1Be@kyAxQcw*0N zlm}Z`wfBA&Id!F`QIHyqZhp8MIv@G-#XcD44JzobiK9Br>GQDB7!wESF=L0%(zd3f zX#aF7NV%^F$C#(tCG3gz^aC?$Q&Y}>8I+^f4}K#ss3U@>vCe;x^>}Aej#@s1Fw?(? z!zI30$s)n#i;1J-aNIswp{LxQUjONK(Y=2AEDJqm^JGAZ`I~+>R_M7w&C_)@#i$^) zi>DCO#2mXi{h&nxb-*0TQD*iEKY>e$*rEMY5?Jfdu9u*$2#p^oXH}h({3K+sF~s7fz#!1hO(zgZ}BA2f4;~OlJM&wytsbU zw$-{_)IbkS9A#;jkd^rmURCm;i!aC{ddUJRNO@Iu{_b}HHr7-llD(BrzD*WVj^0@L z3`@8^D7b!&$U<_%(k-GKJ%oh+7UV%NFKNkIdt}fJ3y_1q3aATbXmh)e3fe-{)Uy_g zirh|qvz;DyN!WcwmJ>B3|wF=IaQ0A0bML9~3j~nPKEWM$-$0l1k#%jvZ>xY{MhCEpETg@1_ zPYa@!J|u%sp^#meR7C`C^u`AkB~^y3p^EfHDSuG*3hr5p56LV7%SG2xj%t}h_%qBA zjOrzk7hB3E`YD6((^uwvbQ^=Wav`DJG>G>7?scLfI}a|#!7=gr&Vj~*Daz@+o^te9 zRpd39GS%*aclcrDVhH|ss$rw9-lNj~O@#&538S5);*2axg zj#`C;e^VX84m7?^uFkTaj+-b)??C*l*%`@<>GGnS_Dn6_#Fw+AZnqNTc{${@iuzqvtB+wAe~Hs%36I zpsQdpd-^B9BH1|0Hp)>02tN-sFJ@a2obGU?zmX9|_1rUYlyfGetKWmqu=n!7tGZp( z(DOs79@Q=cO<8QQ(qI$`n%}*n22nu`wo{N2XW(VcyA>`l> z3FBc=Y@YJAh1+@E1X7Elm%mhqfgalyqm6NKLmM{ZUn)rTn3LbPv_U%do0(ZGe$HHD zC*`Pyq3#t6nkGQ7^ZJE078yv%!YD`wJMCV$d*25;^-mm<&OCdtR7kO zy)P`!v5C8=Aia9earFf?0*3SrVa;_Y!D zi$B3y5askcKsjoz+IT20JNBPZ``T64dT7Jk2PsE2%qf%&|A`BZlE3_$%7Q-2AQyjW zxd*G+_gPtkWI>^aWI-(#g@ey@P!^` zDBfE>MRz<#LE0DM7ye^0IZ9MtJxOj^uH%$rOb#B=se|mJk!uFFl}-J`1X9bQP!4cC z0$wdwP z+ML|A0_ZDwr`N%Lbl|>!uperH>{ykfV#$Yf`em!`Dwl(ehA2P_p zqaMBBnA@7g57A?Ywk+(bD99^hMbyFqJGt!7cp5|n^}a?yYA_0A6|Q4le4q972;DF$ z$a$S|)FAS?h1r3tfX&IK8vY^$eUw3VFTa#ZifQ)a`InPg5pCJF8&r{=W_$}O13{@1 z?$4twLoZ9?|xxH1zAwRTNI?jxcm{|Bt*RWY<(14bEu$~CXN#1 z5bEDV{b#1*mV}>V(AwKnkkMy+&98>^zCnW%8Sgo$soUP6AhlH6c^<;jiO5-Am^!8` z$p0?oC_y$MAvY@WajJH|lX~J)L62mRn;(L@BCfn@!p}*XLruN-o-D}2b41hQJ}F(S za~6k%M)xU5^}T~f8ls9rW!T=VzP1o;Sla(6M;$sm{Do2&f_Ya?M7Jn^bIrt20RkI0 z&>pPRH6DL8@(`$=84su)y;AcKQv&3M|9ID+j@+*54=G3KLDf9-9Lor&A^C}k7FQ*S zA5o5W8u)v5KX@@?dn{#iBalagmm)-+ zYTB0NGN|xN5rhymi=6(#9#s2P?+6+6T?RQEJjHw;7Lck1$6D;tyIxU6dI90j-1=ZI zbAA3)N}HORsMl-CQ6@qSVK&dAoY=KzGqjgSqvMSTf)mRQcu5h1&D?y+daa0d{wEVi z$6$SIFlK~%{$p^)HL|IVT_gx}IF zqo9EIBFJv%;g89f`MIx+A1pWRwG484cq}d!IxV977YqMF5~itNCXUgxfOnMm-AQhWk%KEN<^If1w;5Zs0xt7N_#? zj#j(S9TP{*d#8)XV-Dl()y11zj4%Nm)bqYlK?>w?@CZ>doI66|w@V;fsQxz!(&r9- z^`ANf(=}SfcX}bBmQMYha#SczxOGd8^`q*hUthEy+OTUTj%pZoSJq{2c;^cbrzod~ zA_dL-K?Nz0&B;sZRKl5aX4`ERPm*i?q#%9fmwll`I`Wg!n=&nCn9 ztUN8P#lh^niKA9(;eYeP@y2aez|#@3r6>HRdX#~X4acIMzv1O?jXuRlu%TUF=??|z zYd}6Ze&Kht{jvp4)Pg7{?q8AP;-R?g9dY7(UaOSm&_(FDiK7h7AAqjGG4a>@5*_pa zqH=~u%T6kED7Ol)x6EsY2X9@fM3&y6rO3f15bE zzl3Oa9r)(kpCnwQK~&J*7*vq<&G}tf1MJWv(`@gnIaE;Jn3SUg`GgCKX_%@(?Ft)z zWT7B;ED>aL@p3Wq;K81KaNF3SY0Dx_Ann2OU*`41Wm(;p_owSFqa!FZHWj2sG#}6x z(PJfB-Lp8nbd5tXy2m`+IZKZ`uVV!xEUteG#-$*&{Rke+51bR%UP@I?w~HG3rHP{j zxp)>zEbQ}+ANQ_n5H<9=cvO(S|K&e)s(~|5T9=)PdQ4ES15M49Q)y!GUsM$ zL9}JL5{Mv=ozF5S(xJ}wcz#2JXv?0;Ab5-BSw8?rj#ITu%#Du>UO~V(WCd!gn1fl#qyOJIm6^&^#e56)HO?2M`(zA@G zR-K1awP8iV9WrM@5-LbLRlK_3`B`|Hwt0p{gt2~7%29*JA^cBrD=bv|^58$Z@2Q1S zClf(F7eA4ozzMkL!ScZ}=$Z_|37DDsDms5u%7Y_i(9GnbBAb`@S#I3lE!~(es|L|N ztCfO+^!**rYp4&;yjhV=4RoJT6D9Yf9A#^_k7s7aUWL+$$46Vd`M)58JZ_%Sk_;vq zf5Gulw~Q*9lu}e=b8}nU76%2-i@WMy8B`^e2y)?4z&!P%0@aWEMi|d0sG@|aMUYRp zPR@h4u={TkBN|6L?X(OMHvD*~&Xag*M1Q%{MyC-4xoq5pEe%hv>9G4o;xZLfCM^Z2 zebLRI?cPMNp>Nl=S+pR^iJp#f)Cz)8WVUqw@u;spCq)gJbHKz=qY)F<%;|w7`nnIB zX3!kkV*}DtJ$h6-`PIT@+`J`zw8MC!L_xj`A_zBcENHP0gVDcZuB5V}uQCYtQ!MmV z27RB*@3Il9ri%W}C@ON1FsjSEf&6Jm)bF#dAGm7~_}Y*~)Pw&lo5#>&oL=sC`TdV> z7ah~>vr>+l8!mp_3|NCJPFD?!!r!^FQI2kyohOkjfNxdfaI#1(i1z$b8RQG(1*x}S zJ)5|3mW2nhGP|hA=i+yqo8Y9a>%7BQ�o7IYf|0c)ocTgSx!q*CDxSS^Y&2Dp#=} zK^|nY{dhIS0`#8@a@u(qB^FX)|5+Hvr-vi${lz({BI69qrfYB9x?YSIW(;e}X_Sj{ z^sOuZZQg8To*s<--x%3KX>(JKUeOR^G!N^3*k1eBKDu27-H<`}p9*W)as)l!6}h-j z2F=bRD)P9vAA4gRetPEKWY?yqqo__^5#$xhay`KsJ2Y-^Rauc=J`sc@E4JaM#C2)W z>TQg8F733-CXl`^<(Fn9vAtHmu(zge8RbmLPX+1imCyYAaQ0&S$rn$K#Z@UlIojFd z?P`GYYu@gyn#cx9SdenmAhHWDZcn4jQq&&TTLztxL0%7kDZ3Aw(Dx0e+h`EA(6|6m zk?>Q5-B{8B2UpIdEltNz`9dNG@6lP;&%y&mw9P0FNCm|Xq#*r3k$2fcm%CQ=F{nRu++mUTHOxi@>4_g0$b6zQF!h@4hb=;z<56AB^2nDxU0f`hHaF6pX`%m38Ivm5?RFMkp zdH5QeX%n`g!6z*K)zHgBIcgN)F(``-Zwo)N3|;Ou&W2-MVOn~d zZW!(S4momre=7*t-$b+AI*LzOxvh_h! zkWMEMlCu%siI?@g5p1N6e!HTSqryAfY21!0v$tV=ugM+eUyNdueNaA;Ip`D7uG=Z% z8u4>#=*K3IYM1a6`lp!nrR>!#?oE~!7X^8RB*Yv@Nm-F+*;8$3+GEX1h#{NE+9)_fS)>0lu9j%aic}Fn z4&iR89U{XUn(VwJEBY>j+(KQ^D+mrYel*R9SWy%0s!A2<;2;m|WWa{lq~isPOz2+K zC`Wa^SIF@WL#XMuyXq0SWzJw3gn!SNxB8hlbsSrtI==3FYU@uj2o_?U7L4hdbY(1y zJl1X1sUkI9k<4fo6!jnS`2LG53T1bxK{;xRMwN6kr#hknmf; zEAY;uryW{QHuXyxQ^T1SN<9;D{5EU0>rb$ zM|4N=|J9X^s~kG4bJd|BwWbNzcy|zxnIC)XCOOIbiHW0ZZ4++07Qm&BNcQg=xn;}h zQb7uYXMxP6o(e^a4le30gPPY9LC6_q8}${$En3#vXOWnnr9K7eI0{b}--3kLZK>U7 zbmvo3-!pNPr|07D+xuWQo3!@zLd~JO+584nj}BF{W<44g6zu%7YQDx$IdvOSj54(F zAk>9jaZ7?mqh*d?Bg#=DNH_wWL~O8IuPMe~)aWvF(Zo@D+#X(#U_C&8QojC23!pl z@czy7+9=~n1)Vg3)WYcH7iOEWP1n7%(PEB`Y$ggq9dQE#!2hQ>dkK43`DCma_!hw^mi=D7b z*Dc-BBA;zfYpO`cKKKi&G*LG~5ARLT7NUaswxJx=GOut+@pv{eq3_RcC4<~;MUd0R ze~gg`D^bLmqZU8@jx>R^f6nVy6+(z$PQ8qV7fTn|&~{Xinr8gCaIYiUHF0B*-V*5$ z>e`-Sl%eh1KRb^IYhlNPk>UC0V?|s9Q%lZ97qpzMkUepznk6kn^6y;^IC>h{zFs z#Mc=+bmWa{EA>K6^*k_f^bXB$w^!lG?8C*o*2#um+?nc8J?69fSQIV}wz7HeYFj)m zY}`czxrHK=SrH>Ba;;t=-D7kNrSB?&@Ha=cPwz$eVD+axYFd_q9Xiq zjJYxu@E+%Ks_^%+qN;sF5Hc(o=p+2)IeL5Lk1)p}w9|62dq`^tcWK{nMt@Ah}_K22w%VKzti& zgtU$5KQ|hs;;5j)gD6J{!qX16$hxqfrP_MlD0)gQ^xXtf`;btVyb_MUQ{w(IYW`3` zVS`0MHV=0}k|JnT;Md?Jy2~i2_Ye`}b@NvT^YBU}Ve>;qtckYFHI#zXk;==@E$g4AFX4&{4rChGye$6Q4K?Yh@BNbA%c2u=bIPW`=l0nDT5pi{;IqKmg*dx z%Pf;Ok2NDjMGoOvc^{a1X6JWtb)QiawHrl2%G6F?fodN5K1S2d#%%DC0QFQ5Lef_>%t?p|7h|S`5)3+GTf4ARYR0vIT889OB_= z%OsY&Y~FZLkWbh<;$x}4VcTFFVW^;b6DUY6)h=G!F$5==0O$ElS`g)=oJcuph4t_R zc7H7S2~u{j$gI6&;wVd_?i?FJnGo7>kN7@H7BpoN6{IGIo4-0pfFV@!XTb-WlQ!D_ zzoEmbOcpuJ_hvGqg$N5Z+`v*+^lruCdIZs>Y{x875n>i>3HlawsWk7H z#TDm2vnfc;cpHCipLziDy(TuWFm<6hGKV{hW1;7?-^lB_VRT5pvEZ<6KIszV`<$s} zalg54E|sHas&Gauf)%mW(8a6dq1b*N1?d%$$Ck?>XnrC*xV_BDHJ@_SR24!W&&I;L zZ_#77%z0wssD`=t3-I>XgA)4xY*sjIF2JzAi20 zhRs_{1*xsa!+ra7h~Z!9)YT$=r0x>RQG&eumLn@h;+mc@+RJ+UmQs!yiEbVlD%ctS zH*WSMnasIp;wWDMd64FgcVP3G>uc-NBazP3Nz14nJ)+sB5%s%e+q9vpHHP+ArR5Z( z%;UE4MS2o;pB2AOua`mbSBM~|lbNQ4eY(u(jTW88&zO=5XCGIx|YIq98rPxYxQ6K2W%QNJA}%a-y%M95tYA{LM=^ z&SLLJ9sQ~~v|$HK9KCb|@*~t4+_#O6QF?%G7zGVnLj@_29Y1n355-_?tLLNl_#!JR zvQ`A)K+ldoUPRu9m)m4)^wdP(O&}e4=S6&zB7IoG(* zftx8uncBslq+dgrdv@WQn7K1D9G;MTm5*fA34j8 z{7<$}hpiN(*AM<1`Z|c^9DdsRxNM<3+bBm3YQa^EN_#)?<6AD7^VGyqJthQBB0Hfn zWa+y`))4Kn<)KuMKJ@aJ?eh@HDRwRQ6s?E$ShMYvqk7(fKM|Ohp^qpzm2|<>qcSMd z4iSV38|<7J9o~I-_s$RW+@Ol?$RL}8J7;SU6YBVHQ=^Iv16&DM*bWH=p(0a8ojUsJ)WrP(i7~C`Z}a>EpSpfiThIO3C->K}|tdWe{G2 zFD71ZmP2=eim*JU*9XT!`lbk|dk{W#_5hVh*B=I|JM?_6M<$7zqf zGjUYIoKAlJjru27o%=(KCqY!urW2wd;oWXsL_QiO3UkOk*6AeWC_xVHo6o>uA@{zi z5!yhsVR=u99F$mK=d$Q{NPIr%r}0jfHtd-Rq;COu$g4ZHvVFJff71=4f>xcD1vz$Fm)_WGT*pBqY{eNyf z(FUSjmj1j5@}QEudHGm~2zBZXSBwIzv}LzUAT@?O{AF`I>_8g=ToyM{b1qOp%0h15 zWnS#8Rl~o%&<&${>RhB8y|Z$!YQPZG$}Y2gzqT~x_+6qLb-J_jnlXbggo;$lQ%ZBF zp)Z;^#t`D3@L?>Amy#C_k{dSpG8LqkMV`Y}6+CkVp6#>@O(trA=Tso)mOg2HAwXh{D)} z3U@BqRX2@}>mfHqMZyn3FJS>mk|gY-=1@UFw?qzp9K#lnkqE}Qj}-qbgMP>$ua7^t zjq3dhL+lS_(5~B}B9sbatNuHHCcJ%`Lc5H#X}#}Qf!M(QjZ}@aziL?g4#|C21fdQ% zJL08=jbhzyW)%COiXvqYvTK;LcN05)#Eh91b=kJxql(mOEu@`}K>on87GYhqt?4N0 zeqZDWwGjqj)sG!?rK-#c_>Xebs_)@1FZ<(iYJTI_J!Q@-6GyH34t}p)5sTyPuxLS= zLk+$50o7wHj=YY|c7$X$jLYbiL2Vz3AozN04E^YY#HwB+?`ROUwErUt(lH`_xzIBt zDEME$w!QRfO*s!`j!^$D6Bg^{mD<|mpx%H7*)CMa&=2?d%znuF@ zXVg7Leb2cORFG~Md(Kg30*)^&{E})6ZCCAQ6r_KkPvvpMM!ykQ9{Sxd`$I z=b$RM589Ev$q8A}MH%FE@T`xWh{HDOR5YswQA~*=?k&PWsK$;k zS<%SXq9T`jdM;e)v_Y39ds2)G% z6^29fXL*m-+R{`{go$GugIQ>23`TX&@ED<*L%V+ESE@%%53lf}Nq=0Iekc>!R|d8E zCW7omAkk@2ej!o!W`8i{C-%|?> zi$fLZ(<@KdN(skdj=fI?xn;%TQjThw$Hq^u?>i!uB=!3P8bk&CHi49>@h@<*vv(Ei zP%>}WM%^%a6xth)3R2+){?P3<{PVd<(;0H8q5H(A7}YMEU77Ql5aEwfW4d0I+vQF` zLB@p#Ygb=fEfs9}Je6)26%=XWC_zr)!0-Uk^L35v##?)8=+K0sATKW+5*P1@ub#?Y zMmLNK>Y9jh3=8ow9rgR=1Um~<&@H2a0uob@K2q_AA-Ukkyomd+MRL?D6G!_oyw+SP zSh_^l2;+!H8@4V9)uSzqvTWv|_!UDs&ZxZkw1sHH+9jnRV@R`b<#Y(L-^pw2WK>Yj zWR#-?Ir+WoMflWjCpEIT7yY@Y8Eq)LIxi ztZiX=1*wykg49XK$(OWQxH7HY=O5#ju5|B6kxu0BSKI4x|F*K*c8eanV8W<&*@VDF zj&aCH35sv5M6|~yr>A-p2zS$FL(j#Y_-4uXSh9U8XP_MIoAZ_W1X6##+)6l6_dL}T zFC*pXD{j70H-Wzx7GBXJFnq$qQB%XkxpOp$yAfK0~{%k^AXK9W-MshYawJ)0pLQs$SL;0a-UD;~mwTUR` zn+)=yilTW?|3qf~m}U(v^4WG~r;5~eZ|BQdDI7RICM{x-sMjM0(Khq>n(1UHs_QD2??kHo$;Ry z-vhhuGupC{Toj}n8881yabdWOSqe=t{w+-VK5uTyQKojgd3C0~9k5Vm@;#SL{mcYX z^A&rdc?^xkaq7|K8V7a5sGwDOL_yv_eu?)GzUP<2eV)mJTIHo6H5k1-MsNjV=ty7x z04<1GI$J)@j-^-7pGTm|qm+b#O&j z5v^=A@UD@jNn6&a00rq_J}(;dWkyi&*Ex$UoQ8A-DMwid7ci`4J%%D2(=5P9w4#D; zm_TY%bn@hu9*8pyUFTS$Ekrpp14Kc>TZ$%F7+1v`ZT#tpTDoQ-k>e8r-ci@CA0v}m zoTrinQjiW>@QeH5m}Kvs#IGwi?3{_CCm9bBWW~k()AuJV5{4((s2;T`3Y%*M+;m+z zR@3krsDUclDM!x@;T6qY?5^j&yNvho6co=Pg7AA4wgrVF2pc`kZj02o6Eet!(!%C- zXc;odhF3@sCYySslPXfKxtlMr;kXChx@^3Wrb)+QDHr9aF>T{FW=XJol=p47D2wse z#8IZUyLdhEV^}^0r42Mx-%F z{%8YHP@ZBU$m8axj^pq?hOXV$LJsCe$RMwc-zT?$bKWq;$QyFgRu>l)!KG&FP%4xl zDcG_6H@RtTN{Aq*ji;b~z=9UgH>j&tLZVlJ96s$Kl~ zlnmU(#K{$?8a<+U@_I6aPOHT9AER4E`>S$A%2DRQa>o2uACl1GRc>ri zvp+#45#;dj7nmvGFQyDBU=bZUZ33x{L-;9uj5SC`$=t+vqDosfy0Rz;g=5&MY!c?i zfYXB~$R;XNMFhEp!%G8H2h5$@-}vh~?X#FwDM;=04xack4nD(W{~)7e5ak?_IUfFy za};)tv27L@si)LJgQ`(Iy6-)F=LjE%T$Dq74gZV^DiUk~V(Wbd2-52rNmt0TBdoe8$i{Cd`r|du9am6xz1~v`^{gRsaFfi!_-QbP?niHB96Bh- zR#OHEzs87qczwBEOCw%IP5s^kQl}sfzn7eiT$D<&4^7e*qJlQn5(U|XAoV$zXib~^ z73A5`skR7m+xV@0ZFGLKhSw|}tL3XBf)Hb5E_FpTZS#`67P*YiWe}>JvWXvprMgg_ ziv_fesI6DmrHXW%n#Y%~!_{kZqqD^yEn3y195v6Jf^Xgz84{}^j~iuQXs2bbFM?1u zl?})8IGBwIw-uCI_P_*E(GMgLnf;F@;AEY+)p)r;OR_C$Km}i&gHU*iZHiI; z*$($3e|d7uXe=s%f5wjX^KdcwutX7yJDi$LM37UcM$!rk(Zi(~EV5yfHx)r{;TLEj zsIc>+WMF`98ueo?m_W(_;n$M4kX*Mr%Ln7x0yXu-W}+TPATRag!K^QkFxMfihk`0K z7ePosV`1uz7)480CLJn+;g@~Pm{BTz~XV>jK8bsIXp>3!l9r5P%MZe%~Au=qfvBc70U92tT7}*Hns0G%`_rw^8S}d*AqMgj?(VlX2 z)PhF_e}Qu*sH8=bZ(s+Jv?11sHIxSf-Vd@4+}nFkP;s-3s?lQa}$MI#=6wq8z2iXX9b~7+4l7j4NT3v7#N8JA{Iip@p3_9E-=L z^V$1o15rUwOdKW1?crN}N{pbD^ZOccCMsxoXDUdKARZz33E$&Rx1TOqQ1dR7qc>MK zFJU$ZrhYY`S|%BkxvL2B38lpCIN<$FG`ykQXLn_gS14;=0S_|DB%G68E21V^(2Xim zCbDxUe>+n0{b%ewBMYkEopO|k@C1)7X0?!ERr`*g#m^7Z{3C*#4&M27+MyODrag-@oyT!%Zl}2x2fVm_Wf1jjdW!d_9AzONFK^Hj zW9WDIxFoWrf6E-)ZL>qrbU2JT9Um=R*u4WpK~6k-GFv)5HpTII3a-_PXv_Ky6hZjW zpqcXvmR?nO`#RY|?m;q#A3BENj{IhpLHT7)q=}n+DOo-!zOW(zn~(v1*CI_$c`HKG{Sahf|K49Zny=yM2ZQ zEp@7+i#3P}$~%IBv_s7^wL;*b?Fs*GOf$-PX5wfMjc;Y&(6C;sN?3SkD@Rg2s$ni0 zk1rp`nfz4C+lh6*R!j?Kw0aUPArKT)37$)_Vb)Iv8+AhmZ0e_&mWOW>F*PA}DhC}+-iDo6z_96Yz~ z3L4g^UW{3qLoHor0_CW|h+llMrFtVAqCv}UebyiZDsn6;+!of^5Q%g&$+T zPq8(j#XU~qDKaRKd)2eBd-UFSZ9dh$LpjA~QjVTy{5~jGM?6_se#SWA(WuTZ z6Gyd+m-Xz9Ak*qkWsTynRL-thRF2vcg@S`_yizNC_?u6gna+(~vnfY4%VXmSqZM$Y zIA`v-0UAUFIp&{%{V$$3C*E`KAJds`Ec&p#bs$M>R5G~M>$H6TX>lK4#%LWU+NlZ1hi!V^FHZBkq;m5-4xKI?ceptYs%`&LtLK!6d-Jm+c!qYNE zn=SW#o<$-EDFCc#9ylN+>dmnz+we>VdEr}`7slFcaSGmeW2J5y9oMTDQ$;#%!RxA3 z#@^9!nd`AU99u1+95sxDH_ow;6xXzSt^V3VR8RJ$l%s~VgKt4q+G8|U$!t-rdISASKrG$cEbeHc`e+h4rzyXt}!z8mm4;FB^9JBEo{-3u%O+% zoWiIgL3_T|D$3E8=3BILBYHmU>|?Em&idr5MUD@(Sj|)80fyqSXV;F)2D)GZsiElN z!G>Kp-}!%>U|e+2hD}~W1?lr0Pi3owA$|77UyEPgRbERudPwtlm3ti=&(a0k>vmBC z#al-?%FuYSz!vIpnDaeyG&w8J)l)La$9;xK#608oY&t^s7&Xx7^;D2DkefFwCY**F zb7DM`Ii)v<9O1u^^I@QMmEK!i-bLF;Iod!TZlI_N5;aP?YH9;fOCPiV`FK<~27b`g z@=Q^Soow(XQIQ*Ec+F$l4*{a#X=4x4CZdXhHj5y;m%n>igsiwC-x68Wj`?8%=}T$; zLUA>&+apfLog$lP*A`Kb6ICnCEgJv_ZG7xl7C)%%vz3ChgT^hi02cb$FCf1>JDl4n zM|HjA_L?1qZlv?6*~cw+*o!wbJK zD~O$}RiAej@Bi2TOZ6yAyZDVj)cfXn;R7vF$J+0t96j%aQ^!KI>uk$)#zQ{ZuH0c1 zq}s(FyS>I7o8C9T;uj)MOc>QJK~8MUvCj{S8?T#b$1mGO<*0Vytv&1bAGmToUu#J= z-CuM_H{VS`dPwurU4!08(@OW(C>ccUlX(y2sJY6IE?p2?-X8zRFnJu_F=14@kp0eP zMir#yt{oI%QOjiBUaCidP}P7L=u0Og#C^S1NGqZSs=tqdw3EkEvb}H_CaoF$MmBV+ z{gk73ME(LR_gJKP_G)kOEcuFwqZ%gs6lXtfaOQM7X>qojdVuOt9GjgdeYgW{lETPX1%3R0F9o`e;|Q0z9`by(({HF5MD<5OcL zLSF9!6Iw)s#~r46w59EQ|9OS|$G!JegO&#Z`3=*Dl zb%Uap<8xh*6&;g7cHxo9q>d;(RB)nkJ4I*5h+|Zd>NDZr29J;$GsXX;5niO6lE*1W zXMXU^+y>ZLyFQ!YkQ?^L#8G`_M~WUBjJTV6GHH&VZ0h|ds2~NxVUvyONTefNOcpUv zRy5$G2yzN_>uRF5@Tcep+RLEAr$mt5&L0MOkayaBeszl*lkX;w+RB7Is4mv(yDL(s zlufkrv?$2!ZaDvLe&0`nXy^AlLqV$Z@!KeKpM~KSMF+nO%Qc72Guv6p(G%9o zuSx^4yZX((VzIlvlR-{5zulgRmW_RUX^U1wTedlzDpD! zqa3xQd3cQJ6Y|YRckLOhIn+XV&r^=F5RPRm#`FU2(38ORLo|pAdTs)#F(llWBu1p6 zVbQPWD-OT3)0a)iAFRWXgf*`fYR(BiE0DvRx8E zP6y9hkAP#9&=R&XD z@XhI9oNqZSu0Np4V%N{MrD zzabw&1bH^5&n+A1tcjy%D}K9eUKk4@{9bweREtEdaW|A^V@<`vZC_0 zL=gVy%C^@IXqtD`ev8Tvv2TkYxA6a%n79yFb*8qFQ%gtnQ5l3k1u{i_;SXm{)y3jo za@ZYF5i*)sJSIO}km;HCh08W7epdw9h1W_mu}_CKdN)^t=#lET38aRRi#4n==6%@c ze=OGg-SjQB1SxJ<4B|*L?SXl%uB^f4}QR zW`8E{REtNGA59!Js-1QRThOBZNsx0|J>zDQj-hQ2s2~NxKM7dZ??EEL<8qZdYYS0O z*M}m=jvv36O}z-)S$D6Wk-1Jm0gptG*U9g2LJ|LH5o6*1ehB`8tt`RpG2Qe6OZC)v zLorH^&B3Fvk8$j%nt07Sd5$G{OF>GH@UPl0^HEXjng2q$$HGk}%j>5rk^{%pZyd*K=CE8x{eXB40!hTu-(qPQXFvXye%Dw-%%wUjwqe^5bsT=T2IBUp*T%3Ut1IdrM+{F8F@ zxMn>z9g(J6Pd84~3mP?a-d`fd>EZV;QID0rhc7nXb5Z-eFoE=5#(!P7bbL^7&DxVK zHt99LML|9v^I{64zy7U%V2$p0s;A8#%2EC0;aQ$zagP)4y4|8QSB}4wqwMU#bTzwG zPvKU*n=;kneaJ%-NV`?s(ED*y`u0M;GjgW=sD>kFA|}#^U{M zmAI6ny$_y8-w9{Cfp6a!F%+sNK|IP)1`?`gCc;zD@FzYar;>6`nm8(8Aq1EE;z%|x z-7=$=8XeFh<5NBQNhym_U%|X+9^v;&PcSN{R04`o=0Re&+05UuMt9p(YN_VX0sYs+ z(dNOA>&&3?7|>sbPqP@%`x8<@dO&k;@f)nub=&XEA=%P}l2MLcIs*ANwiWqs`|lixlm)#tfs`N@ zcg*%6w7hZYuA*8HZP;WDDf0*>f~4ZMkP@wTWocR;Cmc*@eH@r@?EOFE1ne{$KEwm_&sL1Ky=Z$I@)uWT|uA@P8G&V^~L26Vx`E$v6h~?cXKXZc2 z$(W9EbXqQ-W#ceAmX_a8UiTQ)bH~Kdvx7fO&4?pnzp3#ojz4qLQ$2dx;I9!;==72uDmDHJ}|l`|Lsw6hAxL*{JtH4KySx)uRlJ8WiU7 zlMx=(`J|JLXgTEsWuqMJQSthc?QjP)I$klV!%E%%Ta@pIlq;}JP+S)Uvfq=t~2ul5=7%zo&?xNI5Ql%27T!O1+pZ z{SHpv5a&~)=V`+}nK-Ip$U$LKJ_EY`RjV00w1udkZ8@nR)%7U1Z59-UjP=@=(~Qv# zqk_8Rq8#029$tuV8y<1RTlcrD7DPb>bBiDkawE)&=40Dfb@HB(pGQHjWDr(+7Un)X z9Qkm+#_iUM=&HCr4^^aREA#Km!kwNL84{r})Y5J9Qj8ix!s3wttB@~$s4*02yK>~C z9BpX_558u?GnHnwk6DD@9?2l&L$QP1X9P_jTo@l)?)zo=MMXXzPk*kA%!ui|hR2sT z*5(B$NLkv$lUD=q*4B5bK|m*udrLM@IhTk*-6}SwH)6rx96S0P85GMcg1jCc7D_uSC^&!E znUcC;bSxf`LCA<<7aV7?*(W=8B9)%46g1o;D#G5%nih#oI$6Gp#u11P>XKdx(s%4U z@KF&#<;x{L_-hkU&R-Kpt@s}Pk~9SFVw&53Eow>c^HDu&S+wyW_ZNgKLaUUHChO@} zm~wPXnLnDzf%8v`FRylJL(_J-i%^c<5cxTwF^-y7y2V^$R-LXMnQTfDTGi$ww*E4j(sDYN1 zqI%TP7a4x$t^P86p&IiOSI~Os2x?lIa+HDa*E_av6j>bnaYSDk5DQ3 zCmiaHq z7>J$qeXK6VJ9NrPU7m8(-0<;ovR@E*AA6&yQ(KyHu9!Ib2*lH29^mfp+N)73G>7)s z)CyFO>Us~#qnpRj4lEws!>c^eAS$R@MG8`j2U4HSoUd?(M(r78aHyb!l_*CGa`1Y~ zQGXNekT1kIlTksZO(0_xVn-lVYZx|$3xOz5kua{K0}!* zBFHTiS11HG&;BQxQKXV8id9tv;Xx3)bvcQ>KJM8OmE@S$5fe!5^+GwWXP9KUZ;i6J zKptF879?cE%z%r3XsCZ4Er_-Z^#G)cU)++h6|E+YiNksXeV04!yA1L<`6(zdRnvSWqjX zEn8QYDl$&eY*6=ri=QOB%OXj%T|LTCF20AKf{tM!ic>6GD!F0)^(jYL2n!KgtLq>; z+`oLKmon&)3~~zpa=eP&wb<=i-(?FeZ6GT0@GP$k@E9|_OW8!`G;K&Z+R5ivcPX$A zIU6DUeS{>MoC)7gy4zMhup=EVwxZsa?^=f5f*A zoG-s>87TymlemS*vGe=r^;pmvmkydM&$6>7j%t`)sP%CeH}*%ux@OZLDrj6wDoEeh z^ZS6Jm>u3Mi2^l;c3HVrlw-^ezIC*LBa=Mjp;3j8f?~B6LHGkSTk|va3kqJ)Ff_YX zL|b;m1X3+?^ONErENBJ3mHHx&p&@NVK~7WxHcwX@Jfb~gu2{U;F4k5AdHMVJuQ&&7 zeLrWuEa;caL3D_PyLaPE{%VGwMKpJBJ1R(d!%qGvH7nfwDL-#4(}Jj_`?jYXwZgi2 z4rC>qJ31^LltuR#?Rs|y%28v;M{DSR_(^Ypy{tn#+nhb`e32K;CON5Q5)6 zKAw@WPJ2IZR}m!qF83OSbpiY2^xD>x^UTE2r&qpKpTU0r_UWZta>G`36ZK%fXNN^U z#H{}2dC*G>qMhHWy9lxgzc}s;P{Ce)_hd!c{*gh#|6o1v^Y<5M^q*ElP4vJ7(tbYA zBlv`bmI~!&?36i+dQd@nt>%ZjOURwDTsAI^@}TvGqCF z7i}ru8l6u&ZG1mbkjKmS#VJTb%2n^c0X>Q+sA7K+NW6BVKQ9aEGJ!?9AuM)l=R>o;5m;hD7A*l`d@>k{B@AcH(3L=XOecxyh?fuUtkPce%3)ANCKtJs2Z5;FH{0JQ>3vzndD*F`|c|Vf8G!oG$ zsQV}pgqrB?*Q4lT`S<5b?96_7miE_$))@dvSDc?cJL@NhpKmYfeskMb@-{%=eIcf>Pvt;vN z91lIyN`@Q$C*?$#I9d-6fbEAb6Z>aRi?^vO$5TCOC35kY?f^Xho^WfO5xbyzT27!G z71LzT`C$+W^ZCUkc zl%rbacJY&WI$Ux)!@5`1CZd9pOcy~mp0qOqo1!z>#(tVZ1%=BT{B?@?4I|bf?`v16 zh4VRKhA7DETtvg4C=>0-1R*I&fl0*)WDh^_h6HC`XyvVdJrj z8366QdnKQ2q7xP%JCA!0gRQHFl(opQ8#P;0@t!MaKE>$H7k)wV6rJDydGDNB49ny_QB$hT3wbQwzN`ade*vo>f$xmYw!D6?LCcLF<-L zL3(!Z+gCsA9)~>d6U&^o%PB`&h+hrlz%=_4n9s=lq7BQjLgYByyf)|y%#PV{7d(>% zJu-o`OTWG~`vc z>)FSm=xN5)A_#xRV9u}&^S)Q_Gs9#>cVv*y$(^eZc-2qFK07Dxuk+VXMQVQ)-mT2X zJCTCx`|Z~p+V>6CQjRha{w2@6&xUx~)8XozS#sZ}TSq~v@9q53BLJ@;I@IxO))u0Z zm``H>P7ZiGsX5 z*LM}BMxw}l7K=x@&6J}Ap(+=f8vPJy+8mnJU+(zWTPR3Jn)pT*RoQ;ofWX0eMAHsC zYT~HHgFkhQsy%b5M$t?;I%K2sDr~xgMrmorh1;i)@W)_*2wE>vxHQoPj(awiS{#vJQD&S{~8ucT0LOO9qBeh}S`ANEEwCgkPryPB)z)u@r;3>XH zn=+TSG;P>j6Gu-DFOM^vO2VB)sKiEkB>jeSk(isz^e~23e?h3l=LVCsU;Sfdge~c1QVry zpUNVY@tldHIt_JhS??!8>^*G3U*k!S0KN*{};R2&F&XJ>CUGuJ81&x-HZnqfA_)-=j;JPv=>7; zBTrI6isR#Y-eNO5+9UcLZ6V4jaf))(X6EKYXbcARxkb+&YYw&a9}`FQn9IelUAkk5 zP3W0yQHOE=X(~v8@J57n*<748cU-y|Pw)4%WdqJokUnd2|KlE_-IK02Gp;#k%L<>R z93=>$Dt71A0Bh{be@p+?T~9&ZWst+e9mcGPQr{hv&7y*DSh%RjEfhC@fnDfYj{_~V zB5I=E=R}Z~hx5urWj1slW>F!|abDygaLN{tYtxa!yswSLE4&Xf$Pvh=$7i@i3F~KX zqgzI8z2$C@KZe$hCPVYY;V2=Zhjp$ReqO`1{{q6;5jo6_oFi$niS)k`{^u zf6lq_iVWm%Ayd!LzbI~8YVHly>Ypw?F?NVysF6Wt{7&rSF?KYQFmHJT{aQp!QGfEw!a7 zXyG*~NP}#=u>B}pbG4n6&*Cvfqw6Bb#ebiH8WXfKw@xe?`lRGE-g zZ_>0~6Yo$ts$E_$KTutc8j8UcEVhn{cSR72pfN=ykq$dx%ON9>OBKbvCxYyDZs{x7 zI@T^KYWx$04x!^R$ivI))WDhZ$k3`5H4BH|7X>*`Lc}~46Cur_P5<}C%O~2h690)H z+)1;%k675uIy^alL{AP1`YVHc!c|a19AWBiI%PPq6tw?=tVp|Y#9Q=0{bs?x~*yuX4Ap29wQ4RVSXYMBpTJo9-Qrn`N|2iZp;Bewe5sM_f#&0M`3zCWljYO9B zroUJ8AfgsZ|CWN(d=-8{k_oe8Qq3jC0ft)Wrir8HtMHEZ2+sE(whoD>Ekr@H-%&vd zhV+gY1}I1@bt5Ii&gOxeffAT<^}Jn~rq3+$dZ9hYlC)IuXa zQ$fl?c7Aj{jM!I5@6H8ePN^@Hqb%g)da@%l-00e&p)x1hSISZC5`u$QG3l?L8{J)x zXlm#KCXUjBKO->5D#fa(-*65yCOriW{6+;SkjKrdBK__Z6x?+Fk*;#fihQRa?d9_d zh;eWu{psKN!7}H&iKFJKgI_NsM4tHb&R;Ep=V3pn9@Q}XZJl}NPqCc!ulq8I7DO%7 z>!%2EczM2t6CUHfG>I(&vCdy2$S%aJ*2Amr*&yt`-1#3ZK!N;4Ml_7-7O6TK&t2*4 z*!o*m#B*3^WD!T?z zK`UZXL26U<@p>dZP(8P8!COgnpHWWBSd^n~rX4)6Q(-ff*mjMpX#>%QWrHA+RKpxRhBg8|b=gdVjKN4b3*v}^+`J5LXY3tCYQ;>X4V^aH z|G%Nb>c3pt+G;KMY1 zwWEW~nHrz!Q9HCybS}ylIv;QM0J&XN6Nnt)HBTpS(zJHPm-Qq}C~{En);v#-!xai| zKWe4s&|!GW#8LKf;~}3J^cxetaCqCY8bmv6bRsH9Z-~4U+D?QADuhflBBzv7Ix*!a zL)-X2kg8#0E%iQ!MM<^jNhn7(45?=?jqmqO&&c=&wx@Tpl;iQE z96eikaCtH|=r_eX-q!7+28uLs^dR!_i;fG3Qn$``(!v)CO-ThQkW;8K8ujy#o=5gu zB@m^eAmw`4_-bDSt8}R$*RSc8Q40m6rX20z^WRDL$5?#O+-tm`pqy7Gj%t{XUnvFR z4!FnuDn_~vwe-3)RFC4goP7OQ1^0D##HTWP2vJbGv?9pvzTr-Bs7>*k@{+*o3hwaBnV zgXj%K^9&TEmsmFG{V-Xl4K1=-#$?P$F>2EDT+y_+2uhWBQZkL9Bj~0HqtxK(jCli! zdi0R`bo!dIoo8jDa+G=S+ivDi^+v?&?yG#gWI?qvQ;?2$@kKE=a`a06dU{E7Xn!To zLOHs>?EI|h?T)i%qstaA)GnAnYHRiIe@VwdGVQ7ak8*24)Y6l(QbEe65=v;s#+_vK z&i&hH4sBSaY?PxK<`Ih0cSqFpea0;oi68N@iy%~tVyBHFm}9}SKU)-RI4OgiZYT3% z_P`1DU!Tds%^Q_NROI2mW2=WC<@O#;W9q?3O6TH>dlN_JWb?$j zCrBN7^?h5o9@BK%Z^|#~aSN5}lH%FJD^C%_8KQzh3Q&-G_8|PT+Ybdc8V;I}MmLNK z%3F|f)EIL4_+8>f1coYZND*Id*)ti0iXUtc#l&;;Zcq0#(w;eO+3EnQNS|7HW?enp zNxs{%rlM{c<+Le8IcoW^@k7}M+$gj@R>s(ZC?|U$<>;M*7ikF?it=vH9u?m=ElinY%s0C3_6T1jP))<>)%W(wi z_x7&6D|6;LMM0>CV_whp zA}sW&(($7*r>=`~bXbT#bsB`MkAUktjH>`@ppUJ5cCJr*IDj#+m8;@?{GY)#^$ z95u^?bo1S~1&Y|bIhSr2)pORw(Vj3*t#ZIWE9@9sRO_LZ9#@#^QC)^|mCVEM*&!%+ zU9t1gG>8f+Uxb3x&Vi?r=CK%zAXAR!&vR-H6%;Foa+Dxchh*+q5E2h_+`K+j1|5+> zUg4iXQU5NxUvF+Z4Wca@T9hi%rgpNf--6?Bg`>s%HHWsWXfevs3!3on%;cD^1;#ud zuR&DMPZLPr*>b-sD_&d%Hn#ft(5~WCkbZF)$PPhi&}DTdPaLN8(1!IcK{-a3@f3@` z*vi`XE%!$r)XtI=q_#3UFQ{}2wU=XMXx3T_q6YeC;wS@o`Hy2_&%&1YXqoZIgf?tT zDXK>`%;DyH*>AY`P0p^VBsZ)}X$n#e6aM|+K;BTw6UCjnVN_6oGL)kQ`S>i0g=6B0 zvQLeAAJjrGO(4D5b3d;a!UM6A9&fH2M#BSZ%ThsVZt#=B3!KT`Jv(fX57nj|#i({U zg*TwfaocvdYxx^m4{eu!c?wd?v=ABE0?z0I%g@T3M;07@wUxa$UPs5cc1&}qeU?_B zdX$sLH|UY@f^WqAFkAaVv{_9mQjC85%gem1$HaJ0yj&+OhjKDjq8v3bJUo{nDGoqW zBMQ zQ%7ASY5bG_PhHtSepM+)O;itef>+_V@v+dMqMAb|>Ln9L8OR;Tqtg|z1VtZF%}A%C zpsCfUAU)$fe6i1gfX=I}^Ji&A)I!yQDM$x&_$65>tQ?C=jaw>PI#G4X(JKdk!xa}Z zY($YGJ!H;l6GzQdAqg((#G0*GuS9aYM%SQv^of<1AGm@|bxES2=dzwMH7Q5?!2Am6 z4icgIhlCH1Inis095)|{WiaJKcl~Q5^V9x1VB+X0&zFvR2u(-3GpezyXJBorN3GBv z{s-5$osqegtV~jEXS$O4>QIjAcOEd^vjLf}1wZ`Ia_D&eV#28L>~rv!av6}|bvbF{ zd0Gzz?WjxjD3D9|sap{|1WQ^pZHNr&QBMS+!&v;S9&Qm=j813a-`VSnAiJACN6rdG z{c{XlCfn$}407A~oUeqVxG(hC8{ITIhBh~#iqsf#@CV!BNEvz5tJ@S=P)I|{QMSe} zx!4K1ANKhXi|Tn~P`*YY2zA)lDd7SF_;1czV?1b26L4=%yo6Wrb1-QC^YA!zvSJ*R8FQ&Tnb1Fmy-wN+PD_cYK! zp|Z&9LsMMlnEXp(0`avdZ9@(suR(NK6>LF)2eXn;!?=O2*)YaHN=CZ?vQo9X|F=u` z&Zaiva?BFzlNYul%8t&rs+UODQ>`)Qm@Oz&zEZdaL67x^D*j3w-eHNGa1O1pLHY7X z1$bw3$}GRBN0raoKxAiGkvSNdiSIj??q_5wbQztAP#TX zfEHX2ZDj$O^(~0KzD(JScL>A<{nnC$Xs?&6YXZa-i^dO6pmV<4I7X22jKy@UK)%dF z97-#;w&Hrs1XEt5t&UK6)l3Pj`ZwOLZml`T_^!(DC!!(C`e%-&)=N6v(B3wjW7>r$ zd&NHX4r_Fc^DC#4fjH>B4#G7#;WM;>d%t4V`>(W;anRbfsv_*rBK$UD5w_?OX`kzg zIueT_hkvMz+jp(WB!5_`Vs+b7@?jw<^bRiJ$uu{EL z5MDvCkLaQ}wv>BPaFlMKXuUayjxBO2JCCSqmdxiI?r-d~am>o$lRsbVg{awD_sVa& zp8kEf9*UaDTFhEl62q4l&PyC_=wJJCj_G*(c|aKG6jGyc(k0zZhUTCjItUL2h#rgZ zTu&d^?IjTJvF-i1BFl3XOGirFaH&0X_hFsW<4?{pn})I-KF88=<=O4(WFfA{*PnBY z9ia!q9C>=cuDM ztldD)F%9#}=v!Bmx;I?*)Os+0>&Y{SbBrF3OpZ-N+`dy-`PI6fXEu(}4CI~2gxAI>?( z)PYbL6&fGmcTCIaaDg!02o9osL*9(6Gczna%9sy*>DbHr{)UZ1eeae@fEI|s?8sio zdftPBX8pwl84&KEieOGx#HN$%pYSjBJ)a%5M{Y&W+>O5{C;)If`?P zAiR4d7V2+!BQ@@=EOV*vxr=wj1~NO4^vtRwa5AXkt#HC{J(EVOdi57`(Y$}C&6 zSJ4|*d5j9e?{-B6%Rro4W^P>X@T0PXV^xqxxeBr#XYq+Y>J+4=@h&@K1CfQ~W0`f4 za2b>(@n*ecqsOU&@B<|=?F)@TarulGBS{dqb-D2>2+M~Uj9YM!>V9{z!}<|>0teAS zN=~y2F!k*kBdy~G7j)Rhp~0wBR$Rjoaln<`({vLJnaBkhP*C|R?KzC1{A0=<)>Xy;q zk65j{j;ZiW2Yu8*9t5cE=Z?Mb^Alv-@QFa&MC)gAMaIt$$^&r3zsQ4A`a1MkhgqCs znMj_1^I-cpbh*_=>U=IJ|7;F2eHN4#*{dS3yl(Nkk~-(5jYEND>7@0=0cL*l_ExTy z_xK_&43dlN^N0=UOtNdt2E#sgZb5u~!C(nvI z5i^f{tLaBQit<@ff zTO*k$HnfxxomM{XV%^pm=BprYP&zZw5J3Ci(yP{1&24>42l??U9s4|+hb=bnSCT(; zMY9&DirgXcG*kkSl#WC1Se3op*0mO@Ak2Kbpf6Y(BiGA0fCO<)ibb4b=9y2v9RCoJ zrjSoVhR|r_oQpP&>9e3L4L^uT)3lBk93o#67jr%4bf!G1kpxGE;=3OgBt5*xDlXw1 zqbHyoI}46PAU{)jhX=IcFI7P<<)-ZmtVBW2s1>A$Tj-PxWGwBH+5Z#ph?~tx5=uSB zTQ+K$Dku;l%Nn9$0omBMRBjT)L1mV!prA*-eH0gA>a)*0zmOu{vRErP$T+et+4mEB zg@rHL_qHo>_>tj|jbqkoxd&CnZPbd*V>_gy2d?CDOxNSz=%S2vIVNlO7_WPf9&Vr_ zt8|c3$rO$g{=0PbF6f}2Iw zq|H-_!^hBubzG0(ctqEiLvSZ&v{J1J!@Iu2dX6z;2yaY@)8anZr)KTE83@GNm2U$F z(IHPh4&}o#ba_;#dBov@p4&J^5PoMx7PD+u z{CC}n!v!_p#5vY1lLwE2F!hLmZ5=M8X4|ZSd|uhIzPO&$C{Z;B-}9jk!X0bT`R(C0 z)E<7{`q=|-+JY^rA_S{N+P+kTt&?Y}M>gWNZoHL)$ky^k>Sq+#v^ad}sowb+w{ecK zb-*v{wCZBFKY#AmvjpOTZreaKJ7ku8IrgA^758VNhH(qc+O7)_MKSc;vTW3~>Z2zC*w%rCV+>(Lu_$;L63#>SY0nI9r0Vi6}?k>3B(u11baBh zIOoz6u8PR#if>EW>Av|18^-9tJIi9BUIOo9U-f;FNe^$>sJ&c|0pXE45p1f2u76Wt znV&$s>&xupAd?qR9;HnVLI2!eew{d6P>lVYLxMcA@cl7zfn{HMuhTJzgAVE-m*V5c z$H6S#l@On9>wyPUMW`VWxvm~q8GEfx6h|M`MGxvApS=BB2)UD}?IvX+8}UID`49(D zl1ePFt&yGlt3{r;SH;IhI35UyAU3-3u=t6FPA@xqMZ~OM&qgQEZFho8J%{r4feCw3+nqF}=&iF%1jiOJRG z*FHFM^sSW9VN4ge!8t~dKU5y3;ts>Dpm?$0Qp>oY&pOB@ohmOLyi2mUtV6ZdjJ$|HPw{#C!==|7S4t}TWHs@Ftl8Lv}i06HtzSpWF z;euY-KxU;@Dr83Ev^hUX?=$4Ta?Xl7T#(tyl!JX7MBo1?)7F~wd@Q!U%Q@6A<>FK? zY|=CCt$wf1)|~fLP*6$WRYWwV&E+Q6^Kx9#6CH$DuIRI-SkHzDoLY}nj$g(*<6xbhlPceN zy~C0};T$tr@uMO8WbFetulvcI)>}HT7g1-yT~yu&@WQ#uG) zK(PZwL_YSq9)?rX_@Q<53$BQK4{?aj0e7)nv7?6w!yESdOO7#?MuDdA8Jgh8@%=?5 zhsVldyi!5Rv)GHVEXKMU@{E>OF6f}n@q6X{y{*XGwqCc&VU7)X%>@|)1?9cwGdLwS zZ&BZJU%8;7Z#c(T$mf%wr0`#NcrT{VO&$5I4pOd@E?bUJOxnxVvzuJeZXFcrmY(?< z*!t+z+ue0V{objH{L1r-xv`%4D{uWt(}U0Zu=gs+Enhv0C_BF0rqOAg^VP;N3%>H4 zbrM|XDV(ui7jlHTg|>W9^>|$JL_Q41vX5!5Tp&Rl)b*nZ3VP*}t8d{_M;V2*geO&IU3|wMTlMiBa>F^H#QN#NjPl{jVy>jR(~1g6<(2 z^Ww+8a%3VdsO@JCqG*h)i7bT}Y~BnH9O{sAf8iXOXUhA(Ineo0Ti@NGx9ph?f;%Ky zHWSI9_*)i)QOmfAmV8weVVa3Wwh0`ozQJrA_2Jn3n+n43cto_JIPM7~yVa$E-n1;= zb&yxy+nx(WbrO0?=%9NJAiR)m@BK=s&OWsvW-=W#=ZC7u@0KM^snN9YhyL!bgX;aK zf^cU=7`q(q7RGQ-ba+}N%})+8KAKndegRDV0Y^qB*L(lEjbp|mYL7*-G$QtOzhUzn z)G|InW<<)y{?9;8k$fC3WK~%BtbVJb>7%H6WX>^yLY2Q5M7*%k;pB~rx}YRcILPdb zF8P%3V>m@wzb`FE96mqJ+BhUgIhMD9TRro)7JJFm+(KicazUocl#yW; z#5v`oagK?9xTSA(a~Upl?W~zrw{-02oI?#$egZomIoENQ+zx~KunzKt$cMBt!fpJc zK+O1LA#Um+|5FwD{jyXmH=4FTdGY}|sCWz&gf|4lG&>9@0&!n|M;xxmxJ5F1`*9%d1r{za zSjY7Eg<~jIEqZ<^=O#ptJv|!hrw&?_kPD(7^T=$+0QhJZ!c#A% zmT^T*5~(0O*dW}7UU2mLhK;X5Aa0_}i8;uOXs;~ve1J50;z!Y~$PVY+wQ)?>yX3)R zJOUtTd&O`lWBfY_*JHfupe(5Fh0^u;S?-qCEnO!m=TMjVLWG;24~x(!@6(++C{;2Q zIkp;3j)IjvtQ^; zE#qBQH3bJ5Q@iC(b{+9tw|}x*=OjwWIc7EU$WVR(EUu-8zm7)@<9bfpIL1Iqkxg$L z@9U&;IsAKKbSkdLbUiL7i}f`-PUV01?q$_iaZ8s=t%Cd>Sppx9y2>b*dW|CsaZsEz zDk$KRk&B26hF$9vu$%^NqN6sDS9;jp4QD# zvaxVp3|x3i1SGJ!F%iD2mJTUj|adA47VlgGBsvI+n#^AKlhd+k7Oh%*y4M5#*A^I`fg- zZr|eRFjB*t)jAvJ7(=7hPYCLdxK6kB(XGkK1?9}nLFU-%mz8W!;Cx(O9qX`e=SMb< z5rk{kLeSuaVd2-Z_m8fF7UtlB3@D&HcDe`t*}Zt#i<60X%bMimAWDUnu! zjR`s@V=m4yg52_Ua$Q6$2K}+h8bDmnEgOd-7SheD0_USqw<@i51I^5>>cKHuoHsJ8 zK*XZ+0f(~eT6t6uZYPT_+koss#aP?J$U=NDrpT*;@R)#5R17Zuqts0wQC5JP=#mXY zM+JFEEP%#W{&A)b`Xj#zaw~pS3>?VQM?U6ono1a= zf`UOAVNQ(%OuI+D$58Kc6P?yUcxKSPQrCq`{rcL)5xS{IySN}T8kINwLg7*m=shem zS%~W?=jI%6y^j&pnaK>~3>hixF!Fy+tK zHL%x*|NeY~ZlJ+lF32>@BlW~ZTyWx`qiu9fF(2oc1=c0!Mk*wM$F2SxRqyyHe$Ful z^2z$DL>P%*%HJqP9B$}6Iwz?7qOcJ_gSsaR=%7CXs-U3qU$}_hxy4#^b*v8hHK>B{ zJ2$a>%JrjfAN-ZJbKlgYhqvp#4P^FcD_|LGDMLoUJ!OyE-jDsjRBzMFFh|8swFvx zS|%f>32M$fCt-WNS9JNsKW0m$QzV}KjU!RJTfJl)n&YCzm!oyo`4L-q(z_Y zY*=?H*@*Z3F$a+R0n%91cmL7vpfx+Vpy6dzLBSB2x!s1rm?p)>(9N5O3K&9fX6uSQ>L;MO)E0;X49xQxB-X z6`2LZD}OAR1EI>rnf|FoE#sWu!a0XZPvr%g*;w%##|XC)w|vF_ZsX93FFgD@xU&$a z^w9mfoGleqIRTluJB7f<``)dS>YT2XILCAtZtvQ6=;-M9wBy6alOxRg%UxOJ;6|7@ zZk|N~r+La>EH{ta`JD}9JbdN3usS&0&D$~e8#RmzTK$JA2(N01U{xiAEXFjS_*@6I zt)haEz!B+yh`8XLZnwYdBQbYX4x+fAJab&d0vol`tz){Nr#22Puu7QeJv{0}%kx{S z5I51{YFrR4u*!eWBJRq13(RwoBHm}ss&kN;8~CxLeGs*R|C-|V^!~)*f-=|O91`S~ zCfbI&!An!zF?CblwSkPOgYqq`$0%I?b$VDlUC=)@RY9m26%K4$Ob_p{sFg?%Z&}@1 zDkxM*Ec}jxVv?07t&=o2b(-2L$S?2BT}P&)e)((;qx!1O@hK0`B*m!SH+%VFG7%Rv zwGJ0VZi9Th?h5AXl`@$w359Z~Nv4>vd3~dMe1L{HS9IO!T96 zQ-{jRGY+7jjG)y);A>l*2Mwt6xrxTq=ZYxsC99dTU{Czx%2FS3xQWU&;2dM3fLEs7 zCXNmZkAA7M6>Z?4I1N>hDidmDQFYF&ww7_KJmNX#SFrU#MB!K4Hx` z$JhtEw7A205l`u*>9}*X4*IHtygpgP_6EqZKFf0VF3C^=L& zQTG-cWc(^zda|2(DSZ5>`5U&P2mv>duO;Ug6M2I2^^m-{UN&z}>5ICccQ%j-5%}bx z<1EH>z5*4t>ZV@PN)?3Kb>Ya2!tOeM*CvPaRJ+zH$fNu+raiJjzK3Oh=!){RQ9&-{ zm%D@EQ+JM@H@j}4XEu=W8}MwQz0WEkiL>nJU&nRMlD4WKrD`lM5}bEB_8YD@tXVsi z6RJEjy0Qg+l{>N0VqH*{_8er^MdekLSU9{q$?`F}&bepf(BVa%?N4EHw9PWksv_X) z(3}ojkC`0GUz=;R2@4-yl=j+=|_2Y=N$sXK8F9XDl6_yP3z zp2V_pQ@mYQZ5*RVN#KMae)ejHxgIm=k&qT6@l#ujptVa65{T~`Rl9JI zHR_o^x6J=dAJ3<47+T8$@=d?ZaPT{2p6lRsj_$_w zn28#cKj(=LXK}^$8vRHR@2@i5IftA@xobScyqJ*okVE)2Mi0(0^Fm3NT*Z=@{I@HM z$j-dq57;ZqF%1h1m4VzZc-O6B)qfx9px%8{ z5Q?9Lg`&g1FSt5iQ5r+s)CKygAfHPvLeCM2$+zTTH&Vn+{n-XGi=y%*N=GC~BaIn8 zSLbZ%#|4?iEGWBvDzZRT-tFzDbGrP=IcAdiWGLnliayfq`o*Ch%H5xHOuH24J~1l# zJ@rNn*Y&)%am*0H?IQbPmKM(Iwhraj5Qo>+tQ^4gkn?J%R7MykNwTO-iNd?Rm` z0}){u;V9NdSb16ZMG5rrlVgwy!Xu0#tbDl(o|CTsGbJhFl&M`C9D~DoBjOobr>z&qn?2?URjcJ*Qo{cG1vSypA1mZ(+ z(qCMV=`m$(?SW(O?9a)o=?$wil5@Tb4)6K+qd13ljSy*}#7O*J zpH(}lei}QagYX+9F@$;`Vf*0Fl>QW-<`x<`nk%9rQTdYeDtI0>|Lw7iTE;nL#&8aK z9&&$f4cBbykELyh!z~nZEaw;t;U9D2RJR|?S>A*1?o!ut&|wEqh@AC{aAtX%#be!W zpaF46`Z7kJjx3K zKX73xbNuLebsK%rL7^UbbGIBekNACNrqw}PCaa22R43NhGVmG(Jh|bJC+j|igUk}5 zyhomE2}5^8_7CE%+oesjI1|l*Pf+)kYC40{4OUT-3 zsv@^6Mc9cNwp3TPyrq`$iPm8{=NJpQWW+q;Vd4Tk)>o%4~wtxGbf+JF=j^$%IgjpFbv~8`|MDX zdBMh^*pj^D6pF%{Y}fqD$vnKf#?R$?OtVmlE#~QGWH*|G&v3ZE6+TY|;eWEC;xH|C zvf4MpmgtJ&&R0P`EQ)r&b0_?~Ouyy&u7i&2pg>UmFD4#5^T*X^PNS~pQ+~t(uE_X# zK3UAr5&ojT-v{fcz=u$&g(^ozyJlf&T{k|8L(VShB91X#<_(emvVSoWFWffHol-Z@ zULE98ijVRm(3xP;?3TKL{#?uznZc;sLSNPnPa>q5VI>i{p$jeH95XrG@|Q!Mv5Ot( zbTkU-;e-0Cjbkhn^h!`wcnmFeyj`YSXzNlgh$ekNmSlP{sDJ&mYX|LOTv7LBD##Zq z=lxZz9}h<^^HS5ei2}fqm5%)=10QTKFcO!P|sX>EwL_W z;|eawIs}R1Z$hlEp5isEs3~t)=arme*6C3BB=IY(_x>b#lTep&PRJ^isrpCp2uq#c0uoOy`XGxpA~`QEqkDY+%6e{n~8Pk;DrUf zbVc*msft`~dAuux$uT#1NIt#q8?EOcGdTisQyhj2+1T=j9Rl6yH*k&_i*EVuNDBB= zk<;8sO%3B+cEiRozL{HAXU&H18mx47kItE~k?SGfRhFNu#}Jw@aFdln><@B6z~41HY;->QP}w>nXp7x8QKi^Z$n(fcg^HWlQT54eUQDOE4H!Qqy| zNgKzkugZ_l8X<(z=}rH`WFg-7e{JV_j63a>ant-5i$}MAdq(ZDIWapphfbPe@rVs~ z@muW6Q%MdVLeX||j2S{M+|{K%s=wP6wfY!&pH%6S2@W!v?|IpbQc(C$$=BibUg`AaSj5 z0Ttg~?K)YAH*DxRRZu{dFP%U*=kh<@98Q|W&U21g%>ptw&SU;5z%h z?xvP;P=QM-2(e(%v=URX*Ee`_PX~Q*0J-I#zk8!pEVN{&j@0*D(U!})qEPu5Q%f8a z<~5l5krqY{>UKp11-!DZGdbLtXfxN}Cq=yX{Z~22Of$a})EDXc@r8a4(oOW<#-UDA zssyvajrqG<4Tmb@b=SBc0)@(ohD7N7RZ9kL)D?BOu7bQCx9I(qI4Z1)wErd9nwu#9 z4GuCZh!P(tgyb6Ve0IYC(&kpOYZmVJ^IrZL0^W6s;0V;UCp$ahd0B1x8Qcahw>pvO8$xm*7M z9_)XQIxf&T3-542#$i+*oXLsM(9$j+>Jf)GtnppWF%5Ht%EQZ5lr)4N+}>3OWxA(= zLPO*(lnvRWOi80S?2317ATt(2Wf~|Jg6~-mzqEXO-m-u0tAg+c95EIn;)@@q#rcc+ zo{z=44^)s(7Kv^_j49|lYbE|UC)GpFF)plE7AtSTIr{s-oz^Wd&bh2}T=LD{u83D0 zzZu7RV2pDnJ>q)ktRU;@u4D0N@o4=Y)bpHE=`rWf;vu7yvk`wC(lqWQvNP|n_)j>8 zmc^h;TA*Hb#fLX!sm|1W8I%SJxsipWCpio!+sF})jo?4etz z^fQ$ckWte)Sj~c|uUnIq>-pbv&M~W^@?K&?q$DTy`g0H&h;t6uIFuQewG87iqRZF$ zxmD*3c)|6U5$%zFo@WL8voog~lYMy4|N4@1OwWfZSs>RU_*IL?bt6F>^g{;)aDm6} z=~csd{Njzf{}6~iA9tp@2=Kx3a-sZ1v;LY#kKxUIpRypQz9&iP1QJc2|e8%-1>yS#6Oh zYlh5Ssn(g}>xx!>P!-`9xkAxW*r-gTsH=2Pn~y5U<&z=U){9Z~e*B9=04?_?6%=&K zwYnMtUt{02?xQPus)O)2rRcRK!?D}1-Zw{|XiNT86)DfT?SW5yu3+3xx}c_?RgPbI zL2Dvr>~C9-h3bN`eBmH7WBu|{Yj>=T6~|RiuXFC&IJ7p(`o%5C*jJuaW(zfp&-}l? zay@3PMwHsVqK(1sy0>d{D`U^+S)Fg3Lo+`hE8#}KuPW)QbdCgZP^#}L2yTqX2V}xp z#G`7yjpF zAJv5i;-`tD2RoeYkJ&(Gb|^nU+Jg|U}>fDi>t>-X{|abx=zC<#3X+#NiDq z9*uKM!-9VKEXyD)Lp5^NpH3id=_t`Th#UtQ{1}ZW?4FccVpEUtxv|^Eq2)si#jS9x z8iz-JN*La*KL6u#s9i33Dr<%gt6zNDY`t9tV{nks6DoJIaFmRdiyp@zn)}(tF@o^; zuULhyuf*@}1|;dCw`_AvF35mFgK~lGjQDbcsYP4ppl-2LkYBkRn;hr6DxWeHqSONK zdS7e~GF=}kQ}%uE+nU8$iyYPky|r;n%lyhCj<4Z-4x69(U%k)P#NmP{fF}FwB-ZJU z+fG=oG4Y1A{e^SrI3*ia1cR~f;d+Tl4Gf3XDrtwt}{`M|L^+QaLL+OS%_-C0D zs36qW2-mYNDt<<#E;L4O+C3fQa>;+G?8kyOrS2cy3B+wZCm~m4`Bg&DBRGs_pT=FQ zbLuAI9MkzqLNN>uWA=%z$Hd{LPL){agv#>p=!iCW+Rj|3gRbZxcTmoIt$C5+qYWep%=D z2Ugg&xBG1)4!874orB;1ii+$$*gK-lDLtP+T+qnmToCOY(u+xjQ_$1VJu2x7W9bx} zV=RQa4`HE0IC3Tp$yS*J@s`C%se%yK5rf)|)I!aMgZAi(4(cGER|fKDAS_(x)@&~+ z;wBoLiYqb>noqv4{t|+g`L{hF4sThJ)SN?u$S;rgYhj`;zxAJ>x9q153ixDYLkXm% zBjvsvnH2Gs?MlNHnc3lzSK}u`(7>3zJL-aZr{x^eGE{7c(YWd_1oc+Dy+MMwi3+4s zL9P(#66M9bpSbcrtNNX{?6VDIwnhAZ(LP`MA|&(bdu*%rgA3Z2UKNBqmvHt{uEKNO zMFvdNP1HGq3c~qC4C_WXz--O3?0-7QolynhZ9y^7dg4g6uy`^n9mJdV)&UeEhhuxp zkHl&I8Ayt_t=DAYip>1*%8mNWXmH;DK9)FKP`k{WV@8on>9lZojTdtitf_G=- zyRqoBh-dgtrLS;72fffiaEL{xU4v6JH);CbG_JXcmSZonm)aO7wK-O`P7auB&h^5hX2USnWSL5BwqGvwkNTC9~nL=DFZ z@@vmYFZGt)(m@F7iuw8qgE2h&s94l8-e>P*l{UsZR=6#3^>-~}Lr>RFDVZYP+JNhz-a3 z&&GW9?BTduuj znc)@P?E9BP%VK#rhbEd=I*uJ+Yj?t*2Xzx2(LuP~E*9$zEpUgXc}nXax4dP;yj+oK znNr&lf(bk3a>nVppyEExq2U;ix7&AO%Wu>sMLIGyAC6J|D#)w+9L|k`&vIYCS|HxC zy*7}Ep9f^+##o&5er}rfQ*T+nfGWrzBCmFwL_j}Vmd?uw#03=!au5ad<%^eDf~+=yzu9&rme7_~ld&I{7R4L!6h*JD;Q`4-Ml9HY-n8{y!; z6f4Iu#?byy`4-O5HrT{=b+HOP`9O?Po`cMkR~)Jl7|?Ty#@V5_YqyPKt*-X&I?ydF z{N>q`lXNrpsleq}wRK|enU3+i^s)mB$oMW1$c+zi?={S+DxiwGuIQ(qmSOZ!f z$j-M!vETF*4lenoid>KxhoSOT$4dla8cvGTlI+X{b*{uYMvzN+#AGi@m!~ApH)|8)Eo)qzb4<%Zl^^NEL!z|O(G!_;K^bds zkTJFL2ewG?JC4rZ+MF!J8+OaaF+<2LhtO0c|4Y=_6^}T4ah+9@>!IYo*u@IMkq%~# zZH;JdpPIEehU|lK4f|?V2CG^B*^e5MeYl?FwK>SDvan+!_OM`?If==g;^sMT!_dr- z{$?l4)CSE{|4ni@XKWoVhi0n01zH}P&!JD_cMyl$r(9jmp_vgXvp4UWhJ|lF-^I$< zbNj@u$3doHGVJ~cdrzWO{W6dq-mb$ojM3wg0n%y5n_D<5^be48zIUwdl6P(z@HmF%47x zc~le5%e_a}t!L_ZfAwv|_0UmF>=@CJlxQ9H>Z9JQ(8e5NoL`T0#@8&tkF_Vh`W8;&@F@R)le~Zf zOz|c>`^upo(h!H+x=jntF}8O5q(`-SNLYBzbcx;)hzrWql7q}B!oSY!tLp(A>5e=O zT4_Yid2HjD$r_Z^&$D5mfvA)E%q{HHw_mGd(RyBiQ2^t)TlM*7z6o2 zseDq zZ`tg&To8f$@&Ss&C_(Xm-*Qq1)o!PPJRvft-4jhqlq9f%K-@$r+p8eumG%x0^kQvs zhpM4VI>)WNDH-tq{g`LC0bNPvF9nXGM+@eYG=R}WQ@PkF1oMLT$&<>&7sMchPvdvcIj^p*dH zKZT&L=UQDP4sTh(UYui0gf~1zbUGo{#&m5*#nC}ubr9|;iADB3eCjOW&#kqQ`)FHx zb47Gm5PBl5MD1$tkO?$~c*DB(;TY2}6!(fjG!JLH&wn&eMh)YZ_Vnc-GZ?+HOd~of z&Bv8azEBtR*2Xb{fBG0vScg_RS1vseAqw@;}&Z3C+8SJ zK9}5I|3wu-sxXH z+)&;ZyaH!9{7dQ7x*JnvxDE=D<&@_!$)eWVYsK$*(-MwQL4M`9un2L}(33~4>@f$O z)j@dSNzB&bm>f@Yl}kc4;+;0`FI7>fbn|N!yb1!UI0H~f#~ zN7DaJ96qQ6lT;4=k1OVV7R=Xpy{~W5L7#LGepe-I{Q!#2MJ@B2ZtIPcbw!FN6BV6y zc>dIlx}wfgR8Ro_xU}2)JwQJ{BzGuVc2Ctoe))HnjX2^}Jdo-pHH}ZSw>FSD;`#jI zB$N>wY|fvDUlE7z)2pU&L1u%M73+l%NlDQD<}$)?IjyF13`J68h-e;83mro5-Xjhl zL)m9=4$XU|1ZC9#+$!vnbSr_lpocb)@jn9c*`Y4TD80&c)=E%t&b*mi5C!06WM@9M zj#x#9cOgBzVfANm4mC`9k}VV#%KmSvZTe75J6i?e#Y?e%j6+`g#^{O{NfB?^4I9Yx zykAzYoyBS4b^gMmh{H$F^uM_vIw*>nkp*XaPsjat3BwIk^&gHg2EwyL0+a%UEQ|J* z7(fQ%?Mgg{gUrlO+VviS;>}99Szlkz+BilKp2!yGyHybtF^ev5p_Xw$jtQg(}SB93u!9XGDx396Lvv78$L%!9j87t013}y*rCV=)jIA4h8+k zZ6I2NE9}WR0~d2aw7|;Q z>W5Fgw`$I_G>ACowU8z>zVEnF1!0=myX-X< zv{)bNJtsljLity5j#VI3V+6VJh>hJsAF(G+zj)934-VfGv#;eKVqAc6^_xK$a}u-dd{Ih zzFc0P_C!Xp?jXy})lc-?&u9Gv4eArp#$>n@1DW9tN-OfBVA9Fot$GjUU|P}JMyhD zJNDVHuR(ik9AjwI@(aKGK1O1^YT>JOL49|rf|S3frG~?haKI~vw>}E)<{Tr)>z84{ z3RtA8_u2icZs{*JkU0Pa<@2N^kqmI}Ocs|od{CHVZ;E|v21-%t&p&PbNQoygQlnGJ-roK@nhePc2feykT5@&_FIJ`95)}bObjhlMjQB_f> z{QXD*?9#^{#B_K)vB5Ew<5Au!EQ2LvQ<<%s$wXXG`r{mAEg@o_CBm*aV?cWA0L(cz zY#i!)X`uFK*sTsZ93Ie{euC?v#aj6jPCHzmfNiMJje^#j?cCJkPjf+LU-ZlH z`zdtUKVuqMxggF7Kf^hu%alKwZ$KH+kX)7XlYzLUe>uxJreQv1qb`b#`gE-1>vRhp z*Fheaj8TWdLPui%>QGZV;v82*7LsKI@eyFWf4!nZjc=**oMR@3azV)t&#KhT|Eywj zZt3V3IEOqddHn5!9C`Qc@h#7aTY8_3V=RrwB}L>kDSYz*UxOv}Q&9hlsvx&4IxdcY z-sH;B9FknWUE&-g2(F&kUGKCE3s2T9N(~xA+(JKWAj-PQo*%q2Ec~yG&G!?BTWI@b zRZu8iX|SJvGvZt}V&RN^G#0s_UROBC%=)0bVVw!i@UDsF^5~qvRn8%2SYC?1gCW#6 z-3fXrKtqZLVGdcBb=SBa6KHVBP;Pm+jFbHF8&SKsq1#{Q9Mkh& zk2G`=^!)c@jbajr8#?a|4l+HjWF?oQ=X1VV&|B~MXEu%zgv)Zm%TK;6Ec|>GS4kbT z^d=W%K*6AVM6D8H%gej1wn|}n%UayxAY*FyXZ9{@j-fbfncK>^aZc9ToI@c3S#-P# z0nZ;Pqgzjn@h-b><50ttBE~~7b+cUmSosnTntO)}vP>-}haXY%{xt@MQQvb={ktj% zZ^6phil=wAIUz_@WzJk9xz#k|1uMBQ}m%r`@vSng@SsAm3+oQ6t0pB{!>i)Ik(b=6Nd|m`kZr&pit#m z;^BzHy@<4~GJ&{-_S!&Zt|~+NEDm?^zNB-gT<-Tm6@<6H#Td$gr!d~e+wy}<%>{+M zi@WxXJ{LHL z&K0r_pkTUy!bGR~RwmFqE6H6U;5AAo^M&g|_FTCVhsb7(R1$pl~{ zgy1gK`d@!C5Fd>3zpEg4(_%3T!a@me#V)MRvXeRpkIUIDoge9m&+B~FbF$n*BY$u~ zCdlBGlVj})gu2~j9G(s+{U7Jh#_E$li+PK(p?U`&uh$zE<0l81X&;o!*=a;iTCH7{ zUEjwJ+Bl|RLAm|R!nx(c=*-rGiQGVgBjsR!XrOb8OxZ?8ICxIiomR4*_k5AaoMQ}x z+_;z<#jruwY*5ePeU6_tkXfe#^156Ar-aL6x75;y;*Kb)AXlh-k*6*8!`#PmI^0m| z6_ta`B=gAk;C3Q6@n3=YRsf${C>V`%jD`GoW8FTco8j!ceM4VsN93S?bx=@g*%nOu zESqvW_%NHItBL|jpS6bTG1tGtuMg_3|KlKXJ)|4l01+?m7SBxTGd>tSF*t|(a_I(V zMSa%(heZ|>hg;~4jYI2Ms5~J?LK>)K{BFf{(5jeR5KVj3^xOL^h#HhZsjucE3voql zVyPfRhQxx_1@rZF;mY4h5jRop*c?RjRbF$8sC;jB^rY2gT+kC6hejhF>bJKn;)Ud} znrp4FDF-c%!vz@-4tFA?6WSH`Tf59DOD5tiYx)ZZnL!kg#d%M$GLE|%eW}jL9G7!w zWt2aNI)yT(?W-H5*Ex4>9Mdr6wZv&imiU_w$xa+@pnu|VJ%)qzLwLe7M7IyCk8AqbI^1zZX%grlubgN5(f0}67aS_+ujwGKOD2GG55@FI_Rm*+ zR8LRH6`4K@mE|ncaNOK{t%rl4YKb_<*gBy6$+1699h;IJo}v4&NfUFBb?OlFK0h+s zRq~&(s-L;3&)PUfkXs4qtVea;?X|Hpk%c&DY!WVrMp1~o0$c>cy4Hi|Jqg68S^1GIC4zPQ~?*r4^qs8w@n;%+S`lpn|D6 zhzum(e|?2@=tfbOL#FJrjbjA4{IZ1L9;&on3E;~;oWjf)sFQx zPS6Eq&B!^%LZNOMB1nL&_OnE%qtjI7ExWISd>(mP=!A`s%V zu*x|($OH*o@{Q9^tr7UD+BO>r;s#2Pi*w8#?UQk)h}(O|9`xNq9G(X{sdHo*wI8vM zT-SUKY3&iYxg66hzpO)WV*vF_JAXXM;j_ME9?l^v%CC|X_>1n*3o zU2-5i)aZE^hr8(ebWo`B8>Rio23#82c#f`UKt5Fw9s?DdQ2u#%`T6khDmv)5{3^(= zTnD?;0kd^zv?cmj{9ywbFUBt?>n8+=uCyxLmpHuBwuh*K@cfyu^%d-98x~&}q_?b> zO9lB|verBUT2{pK=P^>mXGhS@L8fJ18T$H$gKMbwL68J-&Lqwe#3v6m+qh?p9|{bI_i{;_i4}kFn6fLVWqgHwWaCgaNEoOc7W@IB z^WG4K_t^YUE{9^3a!8Mwh(8i9p3sAu#e1w_0nRao_PAxcf{4E_o|7Uifw-Xb1v!Y~ z@6uy>F#9E z(~3a6Wi<aH2ybLkMf>*UpT^>rvzi`dcq5H4mrZosY-x2ex615mlB6}*e^vm$8?x0 zRIZAB|HR)S`gg5PAa3YmHjpup;^oapan0*yk4EXM>#(9+kl`RLX&;HnP-5}eq|1@ z1k$!&wxqTa+gwn;61pHfnQAvs5uEC;{;#a{gb5cER#FAwH^O$#EVzrqizoNc4C8{n z=o~yaBn0IGXl%_Icl3R1ODR=QKzY7qDb8e%ZuZ%%E9zQW1>u&8=(AMt@@hOEa9Qts z@9!!IRptWJ7o({DfRl-IMelS_0FhI>v7ceVPcpgMXi~&GZEYE@$SnBEt*OO0+ig6b zI4%j|oOWe7$Bah&J;|=;-!5U{?`pTV9*5(cJmomYY|sJu#>+v3y1%99VpVAILG;YV zG1Cm8ZZU`|A%Qcy#ED(HftHl#g3R&}D$isG5jP#(^@R2Q1Q*n_0_Tt*pA__Z4#Je@ zIxQkW9F!$o1^In4(h!1hUbC?+2kM}EI>_af|Ch>x739o|O%4z5&Z(#>3b^Eh57&_? z{UbDvLqTP|N-7Ap7Sp2_&Kw!rZO=%fk=rP3WfkNPk;BN1%I^Oy?@)kj#E0Vz8;DN! zvOeMqS~jr2D~Aif)BjKf;ogi0E)U0=mU!~*MS9C>R8c{}5Sb>Ai8XD1vshMbCO1*? zswxP7@e>my2q(XD!k1QbnS(CrAg}U_+EYx~^4(%}C0ldQq-v@n{1idhC}%hLjEl}& zr+eOMm8)|QIr;Lh2$wNIB7KOnN*9!%2Ir6~qtvoh!=jcwm?|NGxS&%ukP+mQ!AjQ< z{KE0dr@A_4WKAxJ7Hb)(-iw!B7Buf`y#UTFUAh+Mn1=b3A90mK!=_A(AJ7H;uQmr! z!{kzw3K6}R9ozh;bN1UfMi6cj+jo!JZQ$h3{v`p;4sPiFb+{hmocrbLBl+N*cet^! zp3eETF6WSQF7umn5oe0gvq@=c7dP~G8^^RO)F;#bUEmCtua?B&p~`LbR6)vP^n2l* z|K4rH7F|$}`kZ3~xn1&}Y-fP}dY)`1S%|mH-#`b2$gUI)wytjKXF3RHdtsq>vvEm!UALz?XlWBwkuNA~NY*t&Tqk?RBf6;8iD@IgJNIoCt81HP4g9m<7UL4W10=aAd3-$Di9Q3K(g{|>Kld!g?R3A3~9Q61@Axo*@nZt5F0kTt5s@%3XrTy^u+JgswPwBmxy%IK1}lx8DrF(K~q;X0>A zYtAuxlqXtpVU|5@_V^)jc$Xz>!#Om|@IyCym;H|AW5%eX8T2u9Q3t^vvU9d0R2kga z>>pjwgtn?6Pl&v*{~hko;EM@s>!3>QR1my#;h;^y82T&Ev4uJ)L3I8$`1}I(@_Qa-7=jV zf`nOuCWktcA|Bg`)ro^>c8F=eAI|x!37#Lcb#OfgZ5T5cQOzU<(MBw=Lkr(@xScq# zGuJ~4tn9Jnh*{N1l;{Dqi_iMPT{y=qjBfe6kG=?Z7Ym=6pE$hG;)jhxnLvAYMU-n) z_`86WpWs&B(v_<*t&*v-9XOMv341n?#xrkJmu?(m#CYV{?gl#j%h79vskb=C-JNqx zr{ni>_GT5pF`>}+bq@3Em5pP19r-N*I)EsC@lC#_WMw{lR`%e63R;HK3$oG^Vt#GIK`Ls!V{Q_}8`h|g%0X7a-t|in`8a+!iM6ZphGpo> zImSQ%w=9Bfjrc(I{XeaWC=R-^PBz9rax2A0@PoyI|zbx_bJODYE=I#lOq zZihqAlmV(Dzw#HPR5(X>igL|L32;SK2C5(k5*t~Rkx0I59d=W1TB1QJ2+<*tq-fa^ z#mkGnTH}Zh?6WqIwZw`E(gDeZ7*lV~rQYY9F@w1v!|}?76@=Rvv*n*FbWYhJoMYBl zk9LQ9az(EF%nIal3;ncljD@^Dx#$mt-+8+B z*_R}UgLaPKf(R5M{~+B3)2vFJQ0qX>L4E#GK?uT%!I)+t-mF`8@2cMU1xBi%fL|s% zO2J?J8Q#o#)toE(tb_b+86(&L|14Ou$``T`@3c*$xFYh;WbAYjPA`8w%fD4`S(nkA zV{9F&)W1jk@S$6=|NTuMF33HGgNz`>@r(=4VO`@`R{o#6Xs>M?N^**QdLnu(WtpB1 zcPN&R<#J5BaM4kK8X;l!=h=r2*VI~#Q$hYv855oh&!I-Y=B4y3aE|dDWaho{^TaXB z@r2Fy&uOUV`4D<+<4}(&Z^5ow5EfoL+m!RefNdD#NjQwqjS7L`Tyr0h%Rq#H-4Hv zsQ;PF1)1owUvlbV6PoQQ_e1B@nZh}=3CYt`=bngC4}ZQy=cJs#;T_`e4vR6Hb4-UJoF_Ug z;(C$$QN;#2=#UP=>#HI-^sO^$sk_Ynpj&9j-&~QIV_rF?e?e?HV>*vRrlaUToMT#s zpAZN^N#J?zNgZmr!o2Gv&EX)klX>LzqPLjzU2|P7sW)twjYA~Imh&T zsEq4`qUTHhcB6-`=cSE9%e`C_qvOSoWg-2n+eKW@vPE2vSvQis?SK8@0 zr}<*eG3^S<+W`?_)7h_cw4iqJ#Ut|)&M_kqVN+2ZQ5xxztc{O3{1V}=4P=}=k30j7 z#7QA(f%FdV;{Ux=732+(p2r7xoo)L>b9h6b?lKM{L2@xm11IlYkEbJOig8P)TFyCU zX5hc8_8GPwddgnu?eJ#I6&uIsQC?YJhjet+ACZ66^-Nj8^_Y?9mp6&q!wb%{{)@w% z%PK25$MihBV6k)*KoRV^5(kdc5aI?(w2Fhsy_dPoIY>#iO*yCnarjU?ZQ~e0ZY4>2 z2ww1v^cx+DM@Fyaf($62{8r;N7NJ_%$L}CTyk%wAa1bp*GJUgcDc;O{vbYOzc*|n0 zeiE~WPhsp}A7;wsKu6YuJ^zae%LFc%A zGOHbi3atbSybh)B>o%)`JOR1hC&hv6z`tMb(op1zI&4uvUZ3=Z3ZiL&GA|r_q5NA_ z5MH(EMgi~XPEv0MhO=#>t_ttnCP6L%!?<56=g*PFIto2tm=k~NGMMkDHVZ}tAk*&jzGL=Id`Zacc`3al`tMVob#L{MSMIy)j@dD-oBabTY*ie z>f(F4i5Bft1!3cezX|Fee+GE1XNT4)-Mn}_}kv;INB8&+p8 z=NOMMC`)`}qwD8aJHM935a*=a$2qhK$*XsJQ3yHlzogrALtn9R%+lzR7t12TojdPd zaX2YV+0XSD57sTqVot$fEZt#v9eAg@Y0vR6zlk ze4BOvK=m)qaVQi%;{a0rmRc53xKdI7?5#I#>>*VV9(@o?;{}`+>Q^teK<~5ihdGE& zL9(RMg>&?{yLWG|ZHr12uEH=3#!SzwpN4Qj zLyvMnG+X5{Xy6F^Bsp`Awj_viiXBrqaE9&cV$0lcaIU4 zBg4DC^JxyEjYIm>jp0*|SeMM7^P!>4(-y43bPhHOiz1Be<`GCM8 zjOh=h8dlUfE6%Ed0G)-6C>ji1bLckfascOKJI^`B z(8?TJi=JGmjU7w`E8HV*Z?TP7tB!9cAN6l_BynhTnDfeSJq<++d9I4qoLJl2}4 zd}cJb$T<|#5oxJ{h)-{89^GMaO>>E3%*N`MGi(k@8iHYk95Mk{Z5-1qIGrLz8fgXs z)Z+@RBKvSdPrb|q84x%EaWt6kwBiV(<+^*Z9prw+BuN`g2i@m0<- zBS?8Axf}fQJl@yV>5ez-tc^n>C?I1@mvH<&`M#S&N@46ZE{Kl5(pL=N*cyEEvbo-{ z^4B@X7|12v@)zj(gE0y?TrP=ogLA0sm3OqhW0ij2ZIe}B!!3Q(1~Ls(0_K}>u1}Sr zqBU1JXXs5Xh|cx$B$XQnp!FjbT0gAfJyz@%=a`1MgEG#22siI)99&X?EY0U?l-nFc z4HMDMNXR0_Y2dP|>Ug_$+c4Hh6x)1tL`@e?95Y#;8GY_>Ii};4*PRx(#!pAaT`fkt zA=eXnmvfArz4B3}ELej+Me#cPyyT;eLu-(Hz_kL}mFMj3`Fgw7-{X3$c8Qha1r9AS zGyBsMhxdDj`U;@@f4Sv*po09Nvc~)}K-0$!wme0y=%o${gviD0 z8H#=W>lHVu-n8Wpbwxq>uOSa6eZE^QHqwyhidsHWK|v*v*Z`F*8y0MEIJe|@tb+V* z+54rTXw`^14%hV`>mdA?RJhZ#korAz`&dzG8XwjRpKwKHwkrP!n%)WPV(&k!Cm}hf z@l(z*)72%*=d;2qpEo{yuij@FpK*>Ej`$0TnD_HgZd@kADl1mS1>LrRjLV>;+w#Np zIJ&O(0o_2eo^wGIr{#%b4LH7&;x5KUmSR*jG7z5}6JDu;g351{@?pA$dTYd@@CgT1 zdaZ)|N|@4xvWOugx~(Bayk!aBaFFRTWy!A@af55x%pJtxf==5wv?VGTw=;;FKCN-O zus*2Ayyb$Z?}M^v=niUq9z0BTlt8>?<=&|vmpuEPz$^>aZ8=wOS*-UeCsg@;Ys-i? zhuq84>YyV!$mf+;zq4W+x_Y34b++Rz8}>m}6qFA)m&des2R66SEmZs?=g_p5S>&!b z0zF9`+(aDS_mMwwj_ER&TRM!1F+HjeOk%x^z(KopP*BO&4_z7-9ul6$dT^P8`u(da z!W$Ig6toTr@@D=d)~ih1)P+8CkTH=@{wt;^O#N=9%i)s!H=W~_w`Oi&P*)$Hpaz+m z>)G;!>#qX%zv2tz-B zC%m#@%j7gUxF`I^1~PlAv~wO*F}*%ecK~6yeO7+wddzaB+`_1VWpP&RbcJmMq| zD_^i#(Gn5Cn0xw?eYl>S|8Wi#M##8XRe02?uhmMZa~|0^roWUQl|6>*F)92-2EASL ze{wy>^-%sHJO$ym1Z{VI(m4$y0wJ=LWghmQW^qSbZ>)1gGoz@Ad_ft3D}nGptn@{HBSpOHYenTC zGPUgbvWVmzUcJyNW#NL7N8=o0BA=4tsED}7urj@3>VhuXK;{&LcQx!0!S~pH4s6?S zpZcB)nh;$TMqtRe0)dj8;^sGiDbh9c;}eIt}hUuV@$jp zC3W^$-x8cvBYyTG1MwmBS?3_JY3D4!3!YgXb(*8chBhYPdd!ga%LGtc?5szxww$5s z>6nmnXlIqzw_4z=d8BhJhj&o&CE^@2f|TDewMOo*ME{IkbUVM$Id1s?PIwC(Th6Qt z)!Vf!G1p_-<&*77iw*JAqmQpi51*>dlW>k{7v5nL_wB;b@pDg}ou~`SmXw2N0Lj(< zCNk_*Vh$N-({_az>I zxS$5fImm23N+tgrWTdK%s`EkTq)Wj$#y~;od4yoXkKR1%nQrJC4jlQW(<($wN9K#` z;44l~$@Q4U9#z_pEp|#a3d%g^Iv8Od&jMN*JBsB+_DUa*1 zc0mEG(IuL+=}#Ok=&X%n1i4%?QBnduHm6-dE91g@ery^ph;oQBG%ydR!zq>XH`aT; zTw2bd)1lm+?_;hmeA2?fd5xWpb7)A1$V(gzacrsAySl?-f5Zl&XpY=_E}{;*VV14i zbxRLTuL?rKMI7r+;hZ_Y^synjg^Fk3AmdR5WF{ao%4+uI?tPv(yz8T6q%{$>LiIm&w@V^IHC>BLV5L0hw^g4_Z54rnvHqEoAT&z>ZR zyDvSma*&y0@*$PFXjj{LVb)*OdAoesIELCKr&!nKNR*VCe30aD&U+ij>^@%k(o7%Z zSbrSK?eIX%+U#79@yfh1Egly)hts#8*_rh40o^VK=a`Q7;fEvkMe$NZ;PparD|XL8 zd2^~Dw@;omvduxLBHn%L&J71W*Fk=dtcA(a7U94)haFz9SelC~GF_$=zCOWJo!HfF zIlx>{v)r6Rb6)usLL7JuWBM((-o@sita(%rN>79VqxF@K#`$@JnZ zySsaEcXxNU03o=$1Puh&;11z?Zq@Yps!#XXs{Qv@&-7SNPfs6x6gAAtIb+e>?$4nsO5s*PIMa*U`ZDl4YpuFHiaL#V z{v{j8*g7be#t(RDIkNuwR>a}9p6pQtd4003!fY%de@q^_RtHt_svx`t5|N>N7}gj1 zr}h(ww=9v5gJ@XGDt^~-Q<8f})HcN7Ejwf5n9lbpkAAx$>|WxR?@6i8xS(-EJVFDyD)$A*m>Y80GoDidzYO+}8i-AUwMgLBTHYs{bt*{a3OPUp*ES=ZeUy zmVx(CI0nU!_0GYGtzUw3%qT+nMzKl9K|FZSnXI{K_24Z_T~Y-Fl~n#TP}KX*b}M^; zgRbcyJSY?6`ZA8>*^8aCK-@$#N^wPI>rglz?1=~VWw%lVxuEK$IfoWluPimx1uJ9s zD)TduiMXJoWjM(6Sy1kY50P}3Zs}I*)}M3E+c*?HlPl~y9Hdic8(UN#L*vVGJ!U~u zD((J=`5HPk%OPK^d^yfB2Eymw#TbeO1BK`OSYH=LD;9j&Z01GK}&L&-U)E z>Ecil?!Ap;45U0vT8m{m^Wz;><})8cTdH$C#y~i?iZYj_v3iv6-=_>sdJgJbLj~d8 zuUPL_AW8IXjw9BMBp*UyH95#k4&{sJk)=!e&2DMM7dhv-jYDpXbcgOEQ?UBhH97T$ zt**uO7z?4WoY?F8z%f6zw2E~i=MH15+8ksA$*EBmw+dU{q|Bu2$y$eFXhZu^F z4CSUmPR!83-5=2$%3WOMarRA8b7* zd$*y~GH&Y&I>?J!=5|Fju?5Y`xBH^rw26&WMIo#}4_$fGeF)Kx@s}%p{0&Vm9X-6Z{CteDxl<2P}51LJ6I7 z$i|_2K>7I72gho7oXb{JhwB;Ag6lDRhf5Y1E04Y7x5rm3Lvv2ymYhRNwMT4F zuHNg6Zs-4O9J9pw>0X+{2t$#xvHRt%-a1O0!((lZ?8VS@h=UH12Up?O0IA%QyDPIM9fQI!c)Y=Mo zazUHhazWHExpkC7H1Ar{DwaFMIi1>Zjv3G>S7l$#Ho%EV`?k?%eL&}J&pDP8BL>iI z-28tWnbG0;_nD1j^eEr-Ig5n4e9hBZ$w%DKt2%H!#?ZJ%78}PRcthT3iLKYn9MrO- z3c?B`w!|0+Gz`q#Au&x24$9U^1qGF>pnA(t{`KOj3p(hY11L;}KAzyLkSg=Fj5=sh zXH^l3`v^y`{&JiZ9=CT0c{c2#g76_?0UFT@Uoj}y*CF9FT~`h=PCh<9Zy$~AaXGc( zPSX7PXuNLYm}ST#&%d8Bif$aL|5dlp%x+wdHHu{6t0maTW*qQ2JPE1UT?OHzJ|fhx z9*HQMKK7Zcw=8)N4l)b1G8(rd$h19Lytev+cG1Q$mR7!(SPDLMf;&UMkcIgAF}Ww# zV=Nt%Nq)KEpS{0P+2I@BkI$!I9kF_eBwm8Tzf2L+PXMHW0-c!ux+6D)QtXtbzg| znJntZDB8WH^LOfe-n5T82q#YAI8?+jsP2uQ9pdlXhp37|UU`_#icP3P?fYYOMcsc> zK|$qB*=1}(wI`2SL?Aw{eM33O^uAJ>vbv= z!%e+m7}sMaEM6mvVI2kULRz;>Ykfe8gW3;QK|ZA*ejlXAWNUEFDgw(vc}A!pOjzL) zRmA>!v-55T&{GGHOCIlgBgtyX!D{WvM%>mbM{-5R{Zt-GZp0C|`k<>;y+huz=A$^r z*xDZ^FL9n>8*1jOzFrrUWi$tw)!HpRkUnj3xF0;GkiHH5qjUW7nOh31AgyyI`x4_)e^~Q1#Iq33)=NXAOO7Sf9Nf76x9LG6iX&Gy1 zhm-V}=`ok;hW^XOp_8;c!1&f7Gxyh94omEm@v5GXQmZU-pZ?merNi@pDib)!+NVWW zcsMe(rglu?@K!(JM9wh=@+g-tDRFOq=D`!oiRG3)Z37ukCg>CU{Ym8NJh{=z^71)n z^dwb~a$3lYp8x6ZMb-;Y&M7@v<@jWwgr*Mv$^M2`@XNQN@sO&@Q zl8aA`12&E^v{y-E?1WQC-wm}l=tFVvR4#~49kSd|7aSILTzzg0X)dVHG|r)(SFR|2 z!2$1wxa}RjmiSEvq3De0`X4Za$`wEJi*D-O)43uVLh|wNL99Y4e;jK)dEqVVJ%e*h z%aH3QHjYN45hgfLVWI9>g=Xp?CAF?Iu5Kru7|~JhvrjgV*`$Lqg>^BmZr_Zb?r_(! zZ59_q%aHJfu3|%6ac1QyGBh_(=h+-%3>5Ilf`Fg!QZnL8V(V1y|B>(lppkJ_u4TcMIxj~XVI;YMO zmE)4Hlsdwn{*?UO722)b(z;EdGMGDi1%k=%bIJOF9VUhQt`!i9ubg+^3hM zh$!x6iT(1IJ{+*mvat{#h`S9b0bWh_~%p(Us6f1f`iPm=#uw0 z8`1T>yASVq^l+{~p!3O8v#nv(E-HQ$8SHba-)w z&RJmFC*p8H{nx01f^PYyxgfTUH*02DFB~~2e60#XqPa+deTNIB<1vd_UNCRj7aPco zXl#gf3(bPl`Qq!p4#~7T)~SM&@-EYnJ`x=I+FHwa!@8|kIbP*`T3vWBuTLCwDAMlP zpn_b=o&9nIDnG>OYAw^;La%Kgv#|!`)l@LjV>tABHuXIp)9W{KL9`)?4vUXPv22Id zA)2Y&Ky5a03@wT-d3CoK2FmQI?(lXq=Vle;Qr<_$z${z$ed<|V(IXv%mw;lH4aW}s z?(SrV+^XeUR7GyD{21I7tY+o^dFv%byvv$z zo`qzJcm?EWC4D)_dgI6qlxipEkb#s$$WriLS9H4c8%+-0V^?h;@?K@M;w8?ksS0jt zsT*k8?_3aFlgbOOgV=yhtvzs&^zg}AZ5QX5hRLwmn`Wq?ba+KH9g}c3#~3@yS3DUp ze0KgFZUq*(bxztaMvbzReMKxdUdfI{$U3~cM(yEps8!1M(r(~1HmF6yAc44`GJkLo zxgB!+#KvJGYm`0l$v&JDb1&zZZuiKQBQgzPy(@iY{m^pI#xZ(4^6iZuQN=iGAN)yr zc()Jvlj||DCFxBigqzs#b*dDE;msBjKJwR&FS_V(ru%B+nEvv}2zOFM zU`qeAx-RMA{l0TQ*JC(dk94HhV0S*;_V1h&E#;sd2Xs(CKHZCartrG<|9^v)TgZEm zgUrP6%F|&N%u`?aTK`bXc!#~RaZJl(8eCyyX*4)K$C~b3&e}sGY?!!ub?PtJswx+~|MC0gLtvnyD=WiRvG|Z=5*iB!6*HSm%I(!{u?g_5Pfc#!rZe}0c zsX&j9Yp7vdQN5EY$m^03_l0onZ)`0;iTaEW#?+@c$gDz2K1^i5JtFP|hxcvQY#b}# zE>bJXtqhOIpELg=(!(1z?KIb8EQIf?3Q!g_Z1?%{XJ`!ZhSfO3LDVprpOY1{{(9DI z4qxs|a+Y&w*2^B7fE#!bEJ^tu z9rmVIyG}HMxSn$7ImdJu?jh}Gx&&CHAD6paL+8Z4z&U1-R+vmHDL+z4w4qfzjt6Y(3 zneuJsrwC2XEZEU1RmHo$(>2baDKEn&@8KvGJGVKg>&bVWbBrDoWwG~I3*i@4tAj>sft+>oH4^N4^635m#dqR^2_QcUa4toI^dY48`ZT zXzBRp(DXDn_?XW6w+g~%%Y}s^3n=ADzNewyvU@g=SrnBl{>0c;KMx)Ek1lB8EmaVb zJj77EgEMcQI@RLopoX_q5OOg^%UaFCvgm&?mRiP5l>Q$Tp>AO ze00+WGG3>UQx5GqyDYVJrsHyE+)?GY;lbF)bdhB^gTLLHST|73yDA9P&V;2uKvA8! zO|2^=t|<9E6@*-60lJ2B@7-F%GU7bBbegZB57RJUMGykE3rrcK*d0g^w%2&+$ z(F>Y6T#HtHz(Ho-hosB!5<$iCCoh#JL45s4_>gnVymyC*Tfg#=`8|iLSs$C=oYOXr z*%H0-YJD(Vp{7ksILy}3k5oNMW%fv)Gh@1RyJ>E4J*6LWj#*!owE2bDT2JiAZRz1d zDEbr5p{+F_8}=T9x>}kpeMt}p9ne8R<<>6(@0&(EnQVQok%I<3)fFivZAZhaO80Yi ztC9-$stP?*LGmWyDR#2FuF!A#2>N2f&`u^fkvW~S5}e&i2I4)o^EsDe)@kM0)*(## zly5&HaV0m>zQnq`P-3T_D9OLP z=Xlb?4V3G(3Uc{mw8A|fmyq{1@6tg}bdcXIU!sl~7g=w!bS<(pSG4ktst7gt#cfm> z#9@jIE$wh;)8Z`$QCv|bsk?9@8y{zfL)T|{$2q3!gK{S;isk-Al=)N0LVO7QW8;|R zJ|M4q?_sj8&G=hvoiqPE*F%$4ruU?UJ3V;tnq6dQuBZM7l@pZFljFD>Yjb9GXhbFP^@dIVqzdxM0W=7)in1+J zS{1>#plY8v#|R1rTw)}?gxfiw*%IsE!a+&Cs35OP20c1p2+gVIl+St22BMRKoU8-k z;m0k$?wW4u@n2Ozo`7^cmSO)XTQf#g0`cXn;x`o}o!1iB4}GZzJ6!t3`A@}oQR~dU zoGpdxaVu@dUr7%i)5mQf;|eMDNMB$P`t)P!k~D;PkB#`Q3Ua&TN4Ym4sc-L_Dz|h& zC8OkIUu2;5UZ>EXNSK*2|$NN3->_Z(0ghb@A@H8xguj~IX8M^1G*FIiNnK`!as5h&3do2P%|t;L+fp}0!+N?zuQ2@ z(tf$zzlY1v;mrBdde`rcrV7G=LqyJw!DUEM_uh2^aY4PKa}ezt@?N4Y-15m|*IGUv z=LBMK4!Py>-nc2QS67YiXL+xj^VY^O26D^rKx+)e#5r#7q;~NUv@s^vV+}=_TO7be z_SLg}8q!eYf;zfH3YpuDj;#|ZK&fuUU(LVI)Gu0kL#=$Q>f zJDGHRZc*e93v2SZ;~_9ecBJXpcu(G$V_^_e6v#<%YDBj`=aQagEo$}+>2<=HF&|X zpSN;IQyrX~>oJQNK2T&g&}d}STq`lfa`AY(3Z>v2qbDFUo$szj9>bMX4t1ly**IoQ zhm;o}IpHi;K3mF~WW2|A|I7thlS3wqb|lHEda(etH0 zRlKD4STGgmn4b5^)axo(UQcX{W>xXx4SR3nn1=aKNzyK8H(aw7ZAw}JFW#`NsktC> z&E&@V5M7o#ytqSrh3x4&M;StL=bt|AR z`2X5KX2JK#q`t^cq9)zDZ5s*V7Fv~#3o^c$QnGV8&f;aRuFk7-TBPS3)AcT?XWTN} zLf`GNfjHbiSu${ru{0_dh<6EnFk5qlWpl`(yJG{k$z* z^%Wfya!FG+gFn6K$|dW=p}b|&vT#M@Ps@dI972N6_PZ|7^1%;M)v~G_nI{&3IaYP| zLMw5Aw<}RLjxh%EE8kOIhqUs-6`M39JsfmK2l@cexPgl0;vCcWKBX2|RP_BH zN$NQyF#V8Q2Pv6Z6_Jd&q;snWx~2cLfsCc`#R2NX%N9W*@bSTl$NQV=RqGo*0U6k$-YE%Tntl8XrQx z=i`FRLhX^sk1gT9p3PRagx>W%!#KwX3MiItheV(DMb@q&5EtZkagf}Dc9y|#SigaqP(HoCbWvvc6W)-Gra4x5kj?P*S3#yRah zoMXHp+)UUx&+rgnc)_5<={L8Rb4c3VbDWmt<6`kV>$xHvnSkRJ{`tyqp znqEK^_@e7O8^}yoe1pfnFh<25?Q8LiL$qpG z5iW?Py)^VE?9tyg4Lv~(<9dn}<{kD!G0q_axnvlw`bd0Z z^KOCm1mc4BI)LQyw;)0~M_uWy5>=ejw>TF>Astx)FbwN!u@ups>jo-Nf^&?amD6Tr zq|@!Mk-LfBu1_|OF|=2fsd>EwS0$Y)btDcq^tO^*k1=$>FCUK9!j$i@C3+Pd)U}if z@`PmdrEmmbv;UOa;UfX=(kjR;OUHi1wOy|xJQWjVr-&|*l?iQ*sN5Ua$~)U1IOr=%RIV;mXzm$49FLhTYbNUsI_>!j`irA zD{4|f1))%l@Xng!SikX1Yisr3rp{QAgREn{@PkidlHK2!z7m;;bN;q*jH!LHzTIpL z#ivC+yrQAVIkO{FJs}ywPl&FccP2QUEX_G}Dsc|2uJUqgFyhKtd(OL}x9jK1oMY^R zyL$T&iY!aEJAL%E#Ni!w$;P3@11^jm)O$AaSWa9^rh_I|;eu!gx#f%Da&Yp}UVNKI z2UV`Bf{>>!P73jHh1~F7x~ybs-n0bORFK;zKX#M^k5j_`+G~AXhWFWN8_0MJ9=QR% zgRN`CfA*g)XiRlg5E8M)aeNQveZOk0KI$eaS3?B_eR7r+!CpUkY?7`7;tOo-njA#4 zL-<0Yu(L+LpT*&G42NtO+F9kgczX>#;}i3@J|u_t*pOOWju}HZYYIWpapJhU&Tn0^ zb5N1mD#)dj|BDkDH+}rkdalX4{<{riR(zjF>>LkqYK>d3-#5KwyX&ZeJYjMy9zo2j z&Gfd1X$)~ez3Xz2=`kfOVkWvQM~oIV^z|%Qk8@0yDIZ3i0_SXP8rM@@&j%al|JM)u z^05L=%;1`-9BL_StGMgJy)oyQF7t-u-kK9HW+sNa+UkNH*gz&UtOl#*sORFy=57iaS&a*$Y*jj zaH~+iU{5QFmbdJtjblvh_sUmb-QmV`>6*eSqrnID?B-mM>HCoU7SwvAe7yf}z%V^{ zR;vZ)P|AngfUaUEn~`PqcfHG!w&WbsFcfSQoBi^Zh{SYAV}*uz!!FoBMvz|yVmc!_ zFhAxAhhnA^T5&-X?v%IMeKE<3-23pazP?sy%{i8TCfuruaI1zE&Ft_|)VOUp#~8@x zlHtznSk78>uHxWOpU^>AKI}s}7vdfds?;t`J2;J&xna_inb)6zA>uGgVmw-^_t;(=$LLW~SrQ=bQM*W& z$@-A)-+}9)9#g(PTO0WUzUMcrVx8PME7*~PC}J)avx)G9GA!9{)ga{^_SuFpdQhZD z9LbU*J?o&i=WFVDZs;AIxE?db0Uux7xve`zFg3%$`n_>8Sc_DPHlC`F$w4)=B&yQ+%tEp-7}f~rZ2 zE7fy2-F587LFUBaml@{eVWN(+GXAHxEKhgNu}mb>aaZA7Uwu}gb2{j$4npC25v9C| zS-)m>;bjEkgJ@+Bu83y6j8guBJKNrg3vHxX#wSPfo}6PWBn$gL!eO)1h`t>N!@E9n zFOD$=LcJ_8%W~m*>-6p_R+O8!>y8a%CaX_+3{l3Ql6rWv8)P3YXnt>1kjo=KYM2{2 zF*h%lx6WkTK=u1@keOxj6-Q)h&4a<-5u}H=D^*_=qf|Bg4fbiYZs|QTH0S(fa?Bu7&SSd}9Jo{d@EF}b?Z)VwFzIzR!*sn`_(DJj!{Q%Sg7K*v^_X>K4tsJKc@`j0nR4?p^KX1BK zkQ&DIG#}47uejc6IO2p=Kk~u?>lQq+=8V==( z(o9xCn5^Omv~@~&#N23Mcd5^~qU$=yt%?p(x~EGInkj-PH>Cl_w( z1T$5T%PV7EJ+Ya!-Cng3^*slj(n0v7keIM<;W*s`so6R}oGRm_{?9nK~bt=(nn)ke6vF31&F|`ZVF7`px4^I*whZZ|L1UqB{ znUIdMq9wy7ly<^x%d_HwhRjt3;Yp&H_x*4RsuMf6mG;gpRCFE(8Ry(3o$AMUV9+-1 z4lBCI1%0=1jD>65 zQwqx!$2MIc*_^2~hPa^MLe4RQLSA{zkrheQQTr6`L4%ru-s>QrS5EwK7>!4^$DE}r z+PX+pM1|uW9cmMHSc~(-Zg|zR zr^gzoTj*aKhX#>HKAlL3S1LoA{O%BeUAvSEGA^TEX0Q!K!(xryXI)40hP7VCIn*$j zSTznS?9}hs7mpJCT+n?R$OuwCjQOD%u5Zd5pG1PV zPrY~r7i3O&G867&TO@~POxjkL(_kgXnAIa7gH>^mvHX2|x*a+v?JCYO%|iZweR-g~H7+|Ji+9AjsvB8s za%veLLQ~dpMW$uatvZ9)`}iBDdJ~2lsM30lF(WY~ugS_|M=X1&;|6_;j<1iYgzyO0$6F4W&&PET-dGDKW;!moMs_Tnf?CEcJ#wR}$mf<%k)I)ZaqPFd4lZn| zO)3cGU4-{h1Y6mH-us5@eII?Z3c^+*%tWu)a&bjn!>5 zWQ(c@^#DcGq8iRGHCOL%rzX>uGc$qsc#N`*gUpiV^9jdl{V*gO z|FtkSwTw@XKWrQ`9_3+SDsF8*x4Qm9m(zQ@Do452-h*S=;dcF7>zv>Y&Y>8Ad^B?b z)3w;N0}dbMesAN@bd}NWMB|anlH*UyGv||I%TBJxn8&ST=S{{IJ^aUvsmac~zdHZU zL9|87hhW7rCX&8zViiXWX;IvNdU)K_d3%X$gQQ%bO)_g<4SmBbb z{-mDgf@bYk1qCpM>~7WmRd~|e;_Vp{#6h(VsGv}oJObszh2C2v4C^gj;@)C$I_mvNG5X~~- zGqlGfJNWcrF7jfyf#MzE7@A}&Izw_e=a`LSmV3Ohw)cF2Hu$E{rs7ta zUCtSHRMq2=Rq(rF(!ai%*x?Xe{21rZq{mYZyP(=w?khgpxLI#l)Z-jvCaV&~PckMv zV)N|lRv?BC>Ag0N5#&-ndvX@5$EoNCZqeM}7V3XO6@;*$yh<>hd8*!JjV^Kw4QjVcpZ^Ezed>Mr66v4}msC)|FP(-E&f`VjFVCifZs{Nw z3ftP}{n9nz5#x3xx6*xhm(9DZD#Bw+;Wd1K0~`2rPca%qyvyqUrGk`fghq&+MR8wo zsPdok3g?)GC?FqMKgRk|Vno?4q=z@`vW-LQ2THuyEwlulul|c8wNLi_MtHD&E+=+K)j4J3 zkOwOt78OR9Rg0Fy;i2uQ8(a^CJLOBKIGC*;>Ycklvz522^i9q&PK**l*?>3SWqQxD zN_X$Cy!o?vvBVPVK8k@+W=H@{g$OuB$+lNpNyiGe@HeO-9VS{dQLB<_& zO9M5;7BtxR?UT;=^)~02El4RYw+NRUNBu7>_lz6pi;Y7D3X@muk)P7=jE!e~m4SnH z{=)^)+)$3K?QyOzTP9l}y=6V_aF7{_K^catg%Ex`&mR+r!v%Toa*h!c^vabwHeCFL z`|@tpXZ>p(gt8-|?>FN7+iKiQH-Y$|-gu8IqA?`D@8E|^{r9@+W2j}E)8Rhnm@(v) zoQXJ<)eLM-OB`;Y+z&X%SO_1n6+1@`2x@oWRUf@!Pi!C(BtH}JC;Xvb_f^WJ3tI6| z73A{CjKP^WEbMIc>LP)-g_=L&AmivMAFe(EcWB<(i~l1Iw@~KCoI_(MAX8~0pH3uh z+`&o`=7RpQfy|)x%j@X)NE=JAGiDcE(7Y$AAb(I+J=+2QY|W0k){80LvU*Q-kWX%9 zeK4q_kBa_D@B38GIEap$^7?lhrfZtg@B8X4yJF*zsg);FGsYo&wkVgwv18hEF35mz zJt3BSA1RcySVio4&yRk|^%(p3UDEOVfb-@-e}|%a!^*zmAc|JW zuZ>qmkg0Qnl@s+56!SIb7$3&3e6$fyh&>Sxuj+aZ**HcIYU$Xw=pndLIN|MRC7*Ev z4SvJ*7y}_QLgeYpMzE?x`?;B@VH{NWtqQ_thsF9jbTt5V z4|-@(*WL;GZ@vWf^0G}v&=%7x>Wey(%8emR0(A#LbP z!y+@N=Xt}{e&K>l!-6uwA|(o6jgGO=Y8V&P`YY#{hIw7`J$vN$>I=u4w_g|Z%Qp_9 z5Vg!4c>xQxuhGllJ2Urf91;|i)gFce6ytaohy7>Ce_RlOl=2*rAIn=lxM@tiWlg?w zkeRGXGX5K!>qiw1OQL5GWQdZBeVD-r3gKm|ef4;WWvFxNkv4h z#yiaWlQxivp?Kxj%VU5OC&eDi(c=~x`4bmpI35`j{tbIj!Q8K`y@PW~#o-)U(Byq| zD;%b(*Z*ybZs{0tRZdX3xBVSKukh^Ed+J?(&;~L?(JNyp;aEO4oXziWm>L{U6@-sY z2uCkb3*1Wne#Bw)=IjEnD)A&dO*8Y&I_*P+biHyg+D8bt8@`sDD4eKC@}CIj(h zXjcNR$Ml#-DNmUU7s;u6yl^N4+B=~Naw|9Fg%Pew+;GcC>U%zhLWwxY>}5)^hd4+= z@y7LsQOh{zy^UkeWC3~GS{q@w=~w%%(>Yrbb3G*gnN0hdW^w^ebI>vtpEW(Of^o)K@>p| zKFoo&C=2(~{gAFFT`GzC@JhxdG~G@N4^hNFu({YFI~cW>Ln4*qNMv?|E0eAG066u)(q zTgK59UDQEX@5NT%qZc0DtxRa`K-@%=(s4y*84Ac0ze%`uX%dXxq|vbEwPYTha~irz0jWdPN4}L;ARlW4cU!E21vq!T2_vb=c%RKP)4c zV=yk|!NV1tTo&&C<`8Hoo=FAaBN$??o=0rx>E`YK=#wmJW)*~cI}sqLgGkKDCObo9 zA#Uk?Hjvp6eR6WlMDBCLW;suh*U35kvv5IXxp&Fudo$n$Ur1T{v)-_RSvkj;+8317 zkM_Vht6HFYExlo1Z6M1z6U+2JbMUmJQq1eb;eEd|n=Z&NFQz8K%X?b8(JdX+BfAR1 z2S>#65p4plOA?N|q=S6Fs312!hi%`=G9lC*oZmWz4tk@5kg_aB<2`hKEZ5F@)M>o) zH|F4qsPknEWiUGb^p<>=bwM3+at?LAvVL?Mjn^)V4?ARi_}1$(y?c@XJe%Y~)bnrJ9Fx%v=r1jE`9e zFYeh@`-$GLL|)DzJ<1EErdZDYN`AoM`OR4!gludP_(+ZTV$rx6tn$BnNRRiaib7s_ zbm@*URH?ui>rlprVg)}3nZB0~K-1z(wsdu3hq4Gi1vti7$fJCpu1rfjCYqEo9(#2*beug2W} zozgi!d~W73ab<~=d>@PazfHRSrMSF zk?zwKT~F?!oMTp@piGL1i5$NI>EbNV$Kqof$Bad{Pu2|i6AfE6u6Z9_(28QJAeVH6 zH{;gjr>M7PksxlMX2m(jbeLB@A&x-DmwpsBmN-8nlbU`52W2jya)j?1S^sr%-E$7t zWVdV-T02}aUA-qlf*&#`b$B{HuOydaT*Z*weKPmMqxc{H_ailno2OnW&N1WAFW0jC z2v-amo7=&=PgR<8OvC)jLqZSIR$KIsaBvl`=pdi+#JUPxkBIUKGU_dxR)#Ag*Fz>o zw8fj5@$pusrGyx6p=xD0heoulhY*g29ZAy2A@?X@IhEtXmw4=}bYwxmGarWM&}YVJ z8^|=wC!PDan5x&KopX2yHoCkj2623ifaqm~%M1`uVAU8fbV(P^W+Cb2RX{O=H$4`7rFL;c z|7+uzHQ%e0qV^-3#XDf`WqtElTZaoWlPn-}M-E{fdb_EV^*WjhYE_qWXnR#+Rrjz~ z=k0&Qde6>5+3TsGkn*{RnTQa)zLC+PZo~r}q?9s9fkRM^C+${{sd<+zuFnOTLy%vF zPzGbR-b~-zAx_!of1G11g!NUP$`Hk`k*G}?ef3D+Kn2Nlx;k=})2&;TnT8@a^mQHM z4@o_J;Ky9e^OLnKas$n7$n}sPBSSGq#v*Yw_ould)zV zArKdoyfFuvNv6EqOpUwNXvLFS?*KXHf{kN(-Xj-}j<_%BKA~bm8bQ2a6Ps{7)G)8~ zV~P&KQ?Q5ers)l<)RcqF8OSev^S%gJ?8%+YDh|dQ7OxrSP{2ZZF~4C*pSyXc6Y1d% zJ7MEkLt3V=CBt(6an!>uG#0s_k~l=@u$SdC#5@Ye$R% z3$4gI=fr5qIn*$Dcqxr#y5fPZ)^!p$&;gy}4aubLT|JR>m@|n(ZG}OtxFFMG$`@H8 zuWzn}@2;r#SfSROV;Y9HgyJ4(1`Z3A3MZXGmgX({<^XcbJIPqMv@O|i?haki?l!6- zRACcWcZcDfdCDzorYq{*RtJU2bf26!x#s>Yp2H)zP&*DXdwo!5Eic9(iW!=AoLa^Q z(R&-m*xD;27EiDY-AZ0LAvKJ1Hn-<`XakZJ2n^v}Ia#`Jj?trhV(Jd`tobed7oGEu z&T+}vx(2ladOc3JQs>O;%JrBbq!gNJfeq+lkHbrKPTg*tLmQBs^w)9CKIP@iO8Sug zxjW|=uhTEgTd*(WoSZ~;r9$b()CxqlRP#3Hn z=i6p^u5&8)@SK>6^;Usg3YKA_|G;v6#&{qhCILJY(?m$p{b4Smwap@Aqr zM0*{<#rr*%TLqH2o>9HI9c=Hhauj z(p10eP3tpI2O;cbKSoD|hri~|YlmZf{y`jMhP6xP_`SiFn73Xxhb;4tHV$oxO0B~P z?9u5`|Gk?`#OKGh!Ca78V7+o38jJNKSG2+H$U>acWeDfc`XT38TO7x)PWyg^^zgoS z{l+=8F#6>~g%(JFty%Kl2_%SvUg#hsz>4geo>=lf_->~l5O3MKpGKGoMT$%RX)el0)n0#d$ozY7%nK+a1J6tG85qnJmIZLzt5+JaSJ`Paf~2* zEkwjSw_#8p{PgZe>N75A*$6Jk3~D7O=FLc)5+|OqYAER8_I7;RCJc@UQl-xX(Dh$*?w{#Fva>a_a6(04+E14X=gEDuts>mAJ6JRj_Wa99|+0YfD%~pqeXw<5VEK;UIk&v7oqN4*zkAmno)-o@s=f; zz(I7fmuHUV*r)r~&uKYUd@!E2acJ5rU&{O!`}FX7%dNyJ4jMC&3nCLCMs44Njw3Gk zCdSAbdY_e@#6f1sS9aGoE07m6vwtG85Em3{GUw2A^+{*A>eBFtgpaaqrXUIj9o9hs zl=HKU%Dz|8!N5OL@*Q z7)xW!V!u8i3vp1v87jyfCNE5~VZ%SL>34^RDqnPv-!G4@X|W5{UU0!ninxh(&g6>7 zwUW2eKI}rl?Xet64t1Z!Ii}D2^4nJv;G!+P-NEu3xP`p4RSvEb#i(9@%*-`y=7j5g z|HcL~`@LJPu~X5oJP-PBp}yw^+B8QMS=S0zp{8*Yt(ngikvA+i zk7U?hQ|D~$aC&XEfOE|D>XDzEDX}sRFcDFpFh+AmcBCg2V@I~M6hkG7K_SpKUF&ETyG3S_;At76UqT*8N zi)(?yQDDV*F6g$6V+4i#@>Z#9E94A*DN|8*&*v@Wf=u5l z`Cip=JC$SG(J7Ae-zU`UcR#Zbui~p472EY5i zY~vU`@-?ytDU~BK_WDyFiIY~Sa(uYHvv2mfk*GRTV3XAy$k1HSDI3Qa8mA5s+W7<%-JH?uC<)@AF{`;C z1M(q~VsBYp1mohLthj+dyk%wAaFB6h0xmJfuHyJIZFSD1)MuO%b1mnPAUPDvW721z z{mkL6{jkpQgyfaUBy5RsGmW>({c}OTt>c2smWVQZb^~q2df)oilaAD7oKti?=a|Jq zDT&_%(aN_IOZ3zY9c2UO7~jJyuK~BBUBTP;t&f**J$q~%+UjL^s5#ul6z7W8)Z5j2 zBiBRjVn`elJxGYl`@iK5i)(Nb=a@O~lYzKwSX@Va9P02k;JuAw1`rC7i;>s`-eT*G z%}-Oq_|(|CnF}%?e?We~Gc9g#4kupKmU@hXx^7WHzL3m)Uxm}u>ne*=5r}u0dn*Ug z{v&TXM!{XoS7($%&fp6h$FvMV6k(z}m}H9+H}jDo-m-PuxF7?J&p}Ifs)A7ZOsv$Eo1=Q~v>$uZaO5p(@;e8atwTwr{)q5LZdYY%3*v$@?&2KN zXF=uL3d1qcqCMM*9n=N8^vbzS&Ju{5I@KQ>L~fOQ((w`g;i}}g<6ZBbh@ka5bBz@79vioxD>B}PSDrVsAl^Ns*Hn-0 zP~&kQt2bpfMX#)xnF#k&M<3>_uP-054swpMP%tRhp@P_57tHGAClGJgVH=2cSK0MH zV|V?Uu7-69%sE32aY3}ZN;l7ivUdxgA908b7Cy{5reTPnh{?JeA;u)bURf1>_!#<6 z2L+UKbd8lL`B2oGge=5Cdyc4z@Ty&GW?^uMS|4BgRqy*gM>&WbJ$WFnhnU5d@LN`w zaY2D&oMTLc`p@FjaTUu)^w(|ux}bMDNO@(F2IZz2^ncP^pBx*Hb3ta>yJg>JL4I%d zvX?WFrTM9>!wJqY=W!XVy0I3A#6KrmshQk9xlVEn*++R!Itj^{gBHeaOZMTQ$2uqw zCSL{hK?cc%EE}v^Z2VQwvQu0UxzzSuBRN*-!!?dOJ!_w2e#M z#haDkjLN~x5L4_Ee3;r5uR7#E-_k+&4y4$iGb4j!YE-9(fb-6(iu@kw!<55og%{&H zwWp@>RjB?s4l+~BBhTaGFvUt2d+d-=2Pog5C_$`sDe<%Q*?fGTulBG_+&i};Gm?JRFDr} z+qDnt7BEq?!_R9|(|Dg<&_Q?;X6IbMBx_%xq;+%4SC0voxgayiWD(CexK;Sj`-K&H z=j|&07st>nQ);z)v6@Z2U(IS4*YndA4l=8m3{};Go{lSCtoSt!GF!c0`Y>a$PJbVkcY(gVM!n8C zG|2)o+}RQb>0rUtbM=<()j@vcd14bB6p9pYbAyH=@3Q_kxFXXs8S_d4pK4T+>9I%; zH&FhY978^p%*B5^0bTz~3TxZoJ@(PYF$QugpHYf}>!f5w`c2bgUfciXg6KL)KAEZu zFZf~TwIzr*totp_Aum`)7kgouK9*>`Rm^~Mytg@rykHq(>V>S0;iqsLe5v{Sfa`k4x4pwTsvEw7}xXjW0m6% ziW5RV1S&2B%kI!QmuwsgRLHskqtIbhp2o0>!f`#5o~U}uXfMPhoB!8DD+a?kUu+yRS(Vezg3<8p(-ybt;d4vxc&+L|{Z}#TvthY!vTo@R z>U%Dz#~ThZ%d1c3ouxw5J#EJwQ*}%G-g1r^j5tM!GeQ@5cvTa&d`W_M%iidqP(Wr? z{esF@`CGnDN{V>PHofDD%m%G|!=M(rY|W-KsYwv$ba>A>rptWN5sHo*mjmTLE+!6d zSe_4@L(^4xQZ~1Hctq0k>m0i5nGIw%4wt;SDTT0EM26c9$Ut1ss*kE5B>IR8HK58yHDm)^6(SL?g%ebKHIw&ZwlHS3ceqE`hLzc$O|F|GCJCySCkzW~# z9-jFhyDY7ea>}%pMgyR0l zIW&Y&dBi>za{{#ML|cc<-s4Un`8qlYa;o|r%GZ@l&097i8dqc{hqA(Eg@rc7$XHyr zbcyJkV=UyCCAR;B*D!4N>uaQkPqH6laE`H%Cn)oAOCd)2tY!TfI%uB`LQ0j0Qw5MA z+_K1tD>`UEOjQwzJ&5~+mk4+@%iW-YZlZ#*IEYU5@-+UiAF5CMym6b(`J!`zvf|y_ zX5kTj&%P|wFdjYG8Jp`dPPO!4!x!UI2qi8%BtUliiDOKU1zfUtnir?L{-=9hpmy=D z_r_5{=y}m&3nt;+UHfy@bLYjk;f<>mDR>>pT1rG zd}L|fvJUY$$C${ky!+0NJ+b}vrMLB#<%zF@LNWy<1Fn+N^hq&6j}SbwflSB?MWpTP zP=3s^-$%@kuM1k8Ko_KZMyD6nkLD*Aj35vqU)Sr5^;{{ zG9}}%G2EevdH*>@9NuLQY#bWZO8JRpzadsNCOjAQJ#X03#9WZEv`?Nm529hKzSgyF z5jm%E63#IV!`H0sJ+^)#j%AsGP4p;k`lOs=8s-kjryOnJQ-3a7ZcS7LsFe8rF|JO{Z9gdp?Ht+d#B_$Y;bWkb%-CrE8WhXh1quP$*0W2@+!Kxch11 zK>~3>1=Dj7Z5{G$>tXm+jlZXTOdQ^0pKTmtp+HbN`73bhXgzvbb^>uhJ2G%Vbn1|t z6d2U|pX_mn>2=Gyj;4^5^gV@i`4e-msT8 z4xL_PQS0uAdQNE4)Zwkmy3AaUX_(I|PttX;h2>y_W!}h~qJXxZs^^}9p*2g+Xx-rM_a&tk(H`e)%>sgvj)q^0cSUp}K zKJ>?7sIb8l`{DpI9EGngzvmhE1@4s$`Nf1wExorcP z$ssnxTu5d4HCLw()bV^I&dH(5amzVh7X4nXT)#4;hTFMzPMxDvm7I*_{;z6NtvSy@ zKj%_G-Y_{=cjAU3$C!$iN6lMySqCX!t;yaEE`E}%%cy0XGbJ|{M0S?v->tam`04kf zsmML!oGN)Z$80}t89j@9G1F%Jbcd_)_<1?U=#dj+2qwnA|CGs19nbB2+=emZ(2J0; z-K8plE9B<4j#@!;-mVe(xE`~XDc^uRJru=;Ie&^jFbW1t#eI z72U--#y%l=h>pxRvn4@g+P2I8|3DK%%&kPIbvX& zPj#$Oc^W^w!wPyh#^?zuA63t=Els7}_?Ee`sugF?zZ&~@b1WNDRihi>VeUap8P z+2xTnIj(`?uh_Jc48%uJ4sL8Jzs&LKiETB<^vn)f z&u?^)Pr15lgt_{t{oS;rh_KU+%>=5J_8j8wih$9O$6pdHZ z@)x+J^Mp8vjz6;A>MvM47B3uEiRLP|^ivzh2=WGH2re2Np|=CB-ys8WL96p~L3F5> zABGx-z| zeeT*YMvglu6Fci+Bo>~Q&U$OdK?@6VJqF}c4y*++$Li)vyo7p;8@j=-D##;mrOx20 zrGVX2;MBlha@A(@xkXbyGMAHxG`R^+ZIuyW}Rah0|3X>J_ zlVX|9)ZjroY8kgs?IIjx96aTD`hUI^zepNEY3MJ$2{_T zf?Ee8P<20D3L1;tbB$YqgXo-TH&2-*D?1uMF2?I4<1W*n6zga(vVD$g+=QAPy=} zRs{u7FTf5;ift@y?$Z->3w^eMD3T-Z+Wx@|8@sY^5uLNW92Z2Zz099IhgCY~uuTpb zI$g_ij7ZkCsd^53c_`7`4E#$7Cg1mltt(gn^m@7dKhrWMh1DVxTxk*Zbw6j@t zJ~$-MuCK@i8B3$EpuNX-bV0my({_g^jqM^h$2dYt37z7&lFGa{?NZ%9xhipvu{1su zF9cmg6fb+p&L?%y6CLDsNlW)ZZ0T*Hp1F0<%F3!Dk5cJVPA< zjh0kX6$O-pvB+DpZQ#((cIviH#Uy35Z*`Hcf^qx()HY#8t6l4V>7PD3~43#wHVH55nt=MPVL zOy?|X$px9UL#Z3y0Yf@=`vdFOC%TU72KBmJE$NQKo-&?)Q3U%WkGgm{hC{!98S>va9mO$rxwQVChAaAYVMAJ&Y zTWAGzxS~$IRgm8;(-`_7%-!yG>Zp3t^7T_6Q0Ehb`*T zV4iO0h66c<)}b(&kv9SDy4QA~l?BDym3|NhnRdBkeq3fT#LG%kDv)dxgrX@iz$B&PSyKL53G9| z-mnV8IEEH#%z67xRuRi$&xC%6cJ%z3khYK1pLKTEHNOW0Fylq?iYR!Lomz5f+g1l}y8fU=oyjXX}JyOJ57JU>4 znN8XyPYSJ(H1g?r{#X=Pci4iv(~pxE_?_L9?kX8WEG2RPuv6KDfPvA zZp95>u6YX699-!rjV)FVUlcKxS=l+V_8#>SfVWPfWh&<~^<=Kdm`FOX?XfN% zdRyPZa0|7V!ZF4|fq*O;kQh5h&jiQ&=?%*|RR!VGFk;ESjMLPrb|0+ogYdz4*9M}~ zl)RAKj4lh!J(P+DHE-F%X{w-*()VM>;t9u^ISyG74X3LhS3n+sBSQ^`S6|JDxhlvVCa1??G|k;E%zCHI6~&*Y zg8TtlM&~US>tU{ZmLtPKCv}j=BTJM;An&Zyw*^*C1Mjra^SL5(SipsweX*X3s7252 zm8|#>7gTxy=g?xUeS-;0W1=_jD^c%rK`|C`5G{@J1pEpC_#~jO)ry#@8^Lr+KE1?^x*HX?QJxaRI*)gaC z*te5IUH;%Q73A{C;As}j`xm#_F3;zLlIqgV8O|(%&$MCYIPUfdp|AJ<~z1 zFnKgfjt#$bt43B1HE-FfRa}u7)ygQUfS_KdzcyIYl?!UQnsZFcPbG4TE{&Y9L!=to&HV)kc$rn!RkUJ7RymCz4(hJveJ*Hv!KAG?v z24e4c-D`$Jmo-?Yg8Ts)t-OLW)xGBXta=FC)M?kNAbdwdC`y3`57qkQPEAeYeSh5s zGJA(dK5Bh~e9Ek~V_qi?7c^soDk$WUPc8F~L=MWMF{KE^1=ZN7g8cGGRTh1J{7nJt zg#qUz*~B^2_i_wP#?tuUe|Zm)9^SAsHjcG4$|o})5o63eHd9J{jUBt03o@X9@;RSv z7>!S7J$J}jF26+uxs?+`Qq221Ka_R&+SN~6Imnv#VhkO?cE2s^tPEr#Zt9~p4sG`` zs5b&*$k$-DgQvF#jW1Swx-NP>gMz4vhn5Qq2u z4?8%=2y*#l`1A|Xs2i><=#csTrw+o`x5U}3GFn!De;kJpNdKK&5w%Q~<{yOTy2lD< zJ*RhBf!{gDWGyQN<5S=&Fv|M2eRR%88^;VGuMB;a$K;5*Wa)F_a7%C9#q}6V-W51IgK7zvbaE#Ftl*zr5kiK}}v3@oT-8gNz#^jtYyh zDjrU~q>U~o+n=05_ED-;jm1g&RLc~(bpzekK|bXZfJv};%y?4pv<_OlPgN9h$;6@L zh{bJ5aAqZec-J@D&p~G62*@+}5;&fvniRAAMc!lS4sZ^cC`@`oYmweLrs{i#W$}g% z3i$k@(;~la*y?&}hkN^32USG@8DH)V54Lps<_>*U>yXOvxMfL=(pZJ2{4vKb8!{SF^asILGLb$IU2k%u{$`M-YbF=a>y+ z?Bi3u_!~kH<>ZxvR=A3TMjYpQ49JB~0NO(hNin7`#9z8sS5)$Z3JQ4T0-FPepdZ)2 zb*O0^{iF&C%0!Fp*jRr^u*AAZ<~?@6#xWbKPreO^h6IVf@;vH9r#sFWbc*XS{vMyKONO5E!#LW7mY<+BD6Z`rOh zT#?yXl>q$a5lGhYw)Rlhb55_boMT$1WHV()sG(5bjScikA2_FS@X|@#OxA=yz4=UR zhlKujI>_ypeZQ;?(ud}hur@{BvMuMiBD1wB*+V^%_wKn+f4gp>&KEexj723bxC4j8 zWv5eyh{L-+>>}rorIoLW-Nq#QD|3RKI_QNCLUOP0&K3_v%a)ZtKz+t7wC)mDWEOno z)EWcl=-bswI|OywT;?3pGQUsW2(&|CuxKxj=GR-6<1ZcLmEUNtjgZB*`%SFOciyr` zHV}m@8M;S#6#hqqhxE}MIu3o;-#UdG!kG<+J; zJXZ`zM=j%u>fKO5*n-4nc61QRg%tbO;XPQYn;c|Jgwl(4L6xw6)JZb?E47S|p({2H zx#lw5{jxO%_1N}SaZ1ja_BYpKIBu^PLXEI6z8$e(AnD--s(Ooa$kKk9pV=A)IzRLF zVzM+Bl=wCW83Xxca!dy-XxE+%w`wbJL1%0nBgl&mW};~3o@X9 zM?U2_21l>QmyL-D#2vKqcR0u_XtE0E1bF5%cW!X_{A29997B3!38hMy^jZE06w?iT zSm%V~rS$JOOl`aT!CE}Hp@-a4^@Nl>f*J7hGXM3=s+Y(?MeeJhfKQIa2e=Q2p1R96 zY8eMbd7y)W@*(=b3E>g*?qstzR}T6^2jM_2mXGm$5YtI~&)O9EpzimOD>9)Ex19B_ z!09%!o)ui?oC1$jjz@a1H3r~g&)=Flyq5cDj8#M834}b%$D+TOV^hW-OxA zoyf;8hWz&)FAiAC8Mk!TCo0Grk`CH^45D)XyBCKh83%cusvy+-7F{+22iHbnMK9~1 z*E-0f^x0HgO!^a#bNHm(#%Ej+*;)inQ{eW$$Asb5pyplQ?m5Sp)gvTR;tFF34J|w8 z22Bpm$@wqmn4##BsmqZc^cm-BIY{R`bl}MHVg+#?Umh04ik|TfTk?YIF+(Wmmxq^a z*b&Q&+HVD5dBYmN!QLeo>fJcD4!ha7yWV59-*Ap~Y!w^gYQ$e#dI$9- z4sTfUx12)_3v-JhofkW6``81lH})KK(E;R=-dS5bdI?UOUs^v%PkzT084G!3CfiQ< zogLx^9bTeGyyqO#GQU!JWGg1?pDRnmClm3lKK=(4B(pwFqQ`ERT^d0cJ`|7JFw|o* zDwqkYYo5=294d(p|ES8r1ADP3&cSQsaeEI}Btg8#N_Jrb^Ca~t01rPE!%ZyS+s10YLX(}^RI0nYMH!m zb77-j^uMqex}XhF@~|&Fn3j25^0Dpz(RG$lS{zFlhTv|&CAiCez8@?EcUT;P1%kV~ zyL)hgySqEV-Q5DgA-KzZ_nfY|r>1It%-`p{UEN(>U0vOi0D>ANUfrKSTu|G{9Aw4! zVvASnF~kAuWs62SZPZt+8tAoJTf}(c_h|SyU{DbC>nDydocni=uEn z#tVrJYX=lkPrK6XKB?gYs9{u2A>ZnjzX*wg1a*OKOQPtYU!tiXpArd;orYiB)m!XP zCVW!|;Ta|2731R-oMIs^hY)6FbX}20ZZ!+wko`^h@z#ZQK7xLW!9gZA3&^91`wPRu z&lDkQjn4Dv59q`MCQ08N)ulGE%6$|lByWju{k%|IH!6bHR1p3-F2cMr0F}ue z;XgJtT#&VJQ{bQ6`k4MJ6&Ga2v|GlD#g`**+W(}(t;;&8IfpD1l=0a$Y&mwX z`0!A-P|7qa2)8#y{1FXxnI-ORdrcrdhA!JcW(+9_>crSa-xush=a5&FcNNAWjeB?E`zgfXL-Dwc zV|ol{9HLIGlkco$sH@{osf@_<_@9XJ;24zwOc@fCi2hmjI zKD;}tWhW3H)I~CL5am8(9yjZtu<)A)mV}Y1Ip@2LV|GExZS+VuRB*3cTZK5h?{{Y5 zdQ9IVh!Md@;nj#duV;y(gL-9EK|$q-xdzBI zUJm-?0P@R6r1!(cW?9^@zTRhBvvWn{VrAd20cT116b_f0yX4S0vQl&d!kG4@F5jl8 zf%m;9r^@lmC1?@$WohT`$w6JlIse%>W(f+Fk99{BoNn9wts!xET5we^u7@0>m>NM0 z#Z3GDnNMcs{nauz$Iws=$itF|y~6E@ubPk^4$7WK1^EKmxlha5qxkc(OKC7Z)_m-HbV zV|vUlb3><4@=oqg zZi@Bi-pu~{bU_onsvxXC;`&|{%+(&X66PlmA3&9S97J?TYK? z7-JxhJlz_Ct>)9ry~~q*xS@~f9B)vzYbARAV%ynPB9{vq5#WMoU6muTE(BFM_UA=i zP^nPPF%8450Ac8C*eJZ(K6tJUiXK!!*h34q_ynaafBbmv5HTFIfvA*47IpW=A;c)j9^^g1*~0 z#?*+-#74p06D7iTSDnxW?F{3BOyA?;m0i#xOx6XDPd3syJqmITO;(va8;PLv*L4|> z>KuO|&Y_@F)(lm{rvB^hUI}#08ykl<_3{pJ9t_3aS85g1hvM2_xgKL^Y<@+L?MG-9 zX>F;2B#8G|yTU36cmBoXn1C^z=v9byM9POyo+2D%ETsILy#}_36RLfiLM`K*r#6mR zHne9mE(5Fa{jBhR8)N48tc_6 z-momiImm=&e!0-E#cSs8zIb-(g6`QkreV1CEzUVgVgbr^`=~=v=KK;|kO6t!@;Q_) zsO()(@v_73r5cvxAX=j3V+O_1W!3APx3Z?(Lcf&a93v#|ahaXq!la1JeG@_mk>2&w92&u7CYNGF{d$>|bl3zi`c7gQpgb7-b2PvK{6i-W|S z9_wWVZs@3$ILHW+xtzL~@W(RGnWs;TeKrhDc#kNnxv@Ab{NeMYo%Dg&zcQC&+7;@O z8Pgu95{#E?vGt}GH*}#Y9ApNNTb5DwK^!#t=w~bc#yMYY91{nH%Fs0zim+#Qzp-C$ z*tV)%k7<}EDF5Z;ABQ_mDgJeM%CB2B736lyUzVP)aD>seq?Z86UQ4D4%Hn;mgYT{sSfAR@rEoh z-iX|Ek}^Z;ksjW#J2sAK7;<>Ry(U9`@^hd24r#?Xb-5t2kg`iCj2*OpZY+mi%GIyO zL8j~FGIkW0sJUiYm08?Csq3p4yy#^gL0Lzj5-Qr0Kgd9wbJfNn1Ig2bh?nv@@959rLbu1-d8q6ms70)#~9b4JP(uy<@cpy{B9lo@P1F+kaMWJlsD>P zBU3SQ-dyWlA8wyBI>;mApw?J5PR%Z5J>|wZWB=fSXw{I(+lE>bm4hNRQ$cvwMNF}sSbY}N zm}^ZjJ~j5(K*mYSEmSD(5 z7V_I2Qs;9RL!Wh!&o9f4qNDGxEr>OV`i%Ge)|RTGP#NQeV7q#(W^gKTc+0x9QaQM3 zC-Sb*hvFZJ-h0+*HW%b+%|WKil>bVV!Yo_aCay!k@Y2SyW|=IkSPcus>lw@XnILc3 z>NZ@E0pXQpamM-y_W?=;vsv{^yk%|La*)}#_+$;-9keV#tFv>+QFB2#+i?!HO!-ey z3Y;Zu&hx~2S&j>OYy;7HD1*hjD4So>y1MmRGZ(a^y($P7(nK1s1~x$Lq77@Wx2$Og z6@*e;k@HxIyxH5C;o0=jn5Cl%LWP%bu@S!tKiDF1a{_S_-Lrw{08y?TPZ2E^crtD# zwTyG-cH)A}sP@S%*&8%0?kjI?;&4;f@60)-@9|?GVd~B(6YLzC@r~ZFv|TvJEQ(70 zZ6Z!0XLb0ukj}Yg*N zGGTB)Mh!WzliJ<8bSVP4sN*!Q)fWMYSbTR98OBY`l}#3reYt~V{o>0<80N;`XKtGbAq9=%N8L3 zX}jQc7+IRPZ0i735Dt(<%=iq~TuR0H&AOY!W5%unImk?W8G24e%vfapbcbhs+=DoV zEFF*s0cX&#xxb~be%#0#_EHCVl*6{15#jm1KdkqGIB4}?RZ%b~JxFTw*||P5tPK?h zwH~5_{PK^B@3EumUh?Ay>N7q&at-Am3P9x5`cP~+Q$~65uRe$#**M15xH&FH^=mkg z7$1i`CPBPqONMbl2873|gahe-WwBQA#8%ZAZ&{P!9AuWofV?^G!6lW){yTtGGa{kL_ie#W?hGC$O*=A3`(R~#y#Mvdo!C?6xr7QdnAPc7_Z-5ck6 zN=@Jx(t|%?*!84BRqyMulO~h*;6pmvL=G}`4#-q@SzOjVw{}@k-9QIy9Ga_24ecz{ z(8d@P^&ko2EgLY23o;ia zdHoK5rEE8yQ;eKIP^KC-W2&}2xydRU;Vvle3=X2x8?hQjT>Pxqr_nED9&Y9*HjIga zy)sygk8!v%Y|vYsvt%ZhW5%I!lPn*i;E;!hx)Fy@u*S1EhsL2>-Xse{cg5&gsVa>_ zZl8>QaS(Nv@Q4EtD~|5g&Z-&VdT!e=q$eOtB1XbM#~vQGuK9CA&z{Zo&_tC*EFa+# zi;k{Tfegesb>?smt@1KbY&jZrP${P@B@S;`in*L)8is>kF{1xMq`0>Fot*^Yf-c!W zlzW#awi}T4sN;HJWtKT-(mXDR(jM|X{XV@B-S_-)ofdh{sXU)^jN|YrYY*0p)Jeu# z*$Qr;gbO&w7|8GOid8-$QC0fCHCFzW3p!;3QKCxrSVN5HI0ZNFAVc#JJ!&BrWJa{i zR@6e`y~@r1W)OzUDYb}WEXN_j&5UrY3-2G=K@*JIC+cF(A^Rv7hYw&)?Xfw|eLTr`bO6k4OpToa=T^K$aEw-lT_#qCjeD z8n^X#8_0~spzO1a$T74?wAA6DvmMKHK{8N0jJ~hF=d@L2%7;+*<(y-@y?mW47VgPp z{4e?+)GUtiu23;@qp=ACdiH-e>rj7j>%6pK%z$>uzftBwEcLi=XmOImIjdK4ImRXW zR#I;ZJc&LQU^AF*DIaPw^c zNq30DEtGj3=NMDFL*$MnU&Lm$SqbY}3UAmw8_4v%^7Dh*D5#2kqRcW9#5wcUb3w*H z_`{uj$Fdlk`F7FMCeb;+Z{Qr`?EP{Gm4Z`z`@ELJqc>?cat;|tx#ZApDM}y1GdR?G zT-QONUU`gI8veegJMRmcWxUH~Y*H2Zl^arJVd{&IYxLDkRBJN_k*Q^bmk1F|*MnuV z5r+#(wuN(yiCi9e0+bzFjl&N+<)D`FzQ1S#887XUd%C+g2e=r0y2FpRCT>*);l`)f z_QpWykznMj;(E&}Z_`1_&8E#$@I1`Q?Q5uI+(Zets~|jOEIeB6RY;Z}Jn67KJf(wz z0eLNU5>lpl_sjHwa5(3zTnYXf;YK@|N}4#}yf$uiQkujzL}NU@j}s$pr=XbB<{lF4u~{vmh?R z4|~?+47H34`d|YYr|*#st3C?Xo8D*ojW}G;#sjJ#yxu34`#89~bF5jn-TIjB_%{bp z-^(P-fR_C9(Jjg@RF*H9e&pI{OjMu_lK& z^FIOSk?5aYw{$%ZY#gIUDKDRecFkCy+EVw zhUQaj+6gYmfN;Vtdh9)(Wk_H6?}<97#z_@~$76-_D37Qi<+@9ebWT#7wmxSA(Kbjv=5zxK$Ax`EtrR8aj62N*k@Jv62+t6jNB#LxXMNIFIKw$c zk4N_X2izW=y0bz`nq$1n;-2Lk(`CL8>0a+)Q2%~8ibIC!xD7;uT2}HeM9#Ev=E~MT zG`N9Aoa2HF$0s>8P=Qcu+<`CDFwQA;UgaqN&FP3DjhKP)Ug~&mplBC3#~3K!mLYy; zxar5c0uEmBfDL5awDQndk@+Z`zm>&0iR6O%UsMJ8mG{EGVYcr1c;KtvvR^N$ARH!$ zi26B#y!#WsB+^a&%?2`K+Ao8}nMlNh6$-0Of_RthxU35D$^)s6OYnrsmcRRv9&VxT zS5!`@NA45L;S@S=n`a4iP~fTx!kv0yp=~%l{<%lHI{M1--Uc##?~>1jze0e2HCG0Q zKS-{>rV7IQh9X=XfE2-N|MtaXYHp(T*Hw^P$$dP>>1gMKhx6(t%6mfvc|7uV+h3UX zl@I?qfIz(SpW8szycbKyIJB(Ll*SH)H7jnag4`kUR$4^q;!m#U)805vaogUbC9tR z@;dgAF+27OFBe=rN|xqH;Z*-}4(%0$eKuiCci8fD08M*tpUXB3O)@!IHzE;t$luc; zsq^OpE{76v(w{X&Qh3ak6ER2+w{zu(oI`UXAO$TP5ElM-+wGMJ#2c325eJ#nX+S35 z6Cn?`Q;8g_@7iQ3h zV(BL;$nTYxImRN=E7fzv-((`LDCScYgf~0I+VKFzV(IoRa)|N|=^&rthdLt`K6L-) zDjL+h(*{4|icH*~6p0Ro%U?MB`W(GwMW1tyv9&uyI>zM~)^X3~O0Elv^n!zESj&4n zNm}4x{udh^s^E6(9A#7=K(;DMii|I*@410`{m1o~S&#pR+Py~(?1J7e9FT-KyzBG7 z)(w}vZS9zj4H>O9+m8Im>a@#Tc!I8| z>uVK+${LZ?*^98c*xsXgbddLr3PLG@F!l{>Jf_c`YRxm=X|HV{<6}eRabl|FI0xJ{ zXt~~LYu>7YLPKS>=|ha7dp{3&MJ?lk+P&i-8bz`eAr6AiOIZ$BzfIz!DEE8LF{8-i zm;ccyj0(1VC1$UsX~scM9Y9`L+?fO!s~7JE6{D7M(DDzeBDYWG7#A-L3$HpNQ5_xB z{G$pA_~bg28S8zgG$AdhY24OXKXH&*@0E(5iAc%BE_>=Jad^w_+c?J7p867Znur$pfMFh=(Ir%jHlY{>xVtgc1^= zs5gq?)@>~pTJ7&T zC`5*_n-GP3@4U-;afX9Z{7^xtUlifzf0+6ef;kq`FybbpvG#YOI zMDA@?@dsCQMhE$W@?q>}@Qx452e;~-KQ@Z02t}}>&wfUqeH;|s8b!R%%17lO(`Sk+ ziuf(^(OT2jlOWEC6^(ODFyod1=yX&!1XJG}M5gAPLpF|y(v;t*+(3xF`&AzYJ%gij zJrttL3~Fm6W&V6R-O8Zy9xD=qbBssxFxDK6SL~;}yg*4A4vG|01-ZQPt<2JB zS+%V#$Lki_WdoU(`DNI6299X_sc}7s!v*zbeT(ecqXFMyh{G!gGdm! zP^Y*m$nTMb%iFMJI2JvfL)hqwr-JZeuNXuTmlaCa{rLekjc?5Vvw_TlFDF?PEQ*Ib z^{tnAc*9o4SM{LEN^BP+{`y;Ve3mDqhl5%sP(d!`KzRTbvt+p@S$)qzITETMlxvCY zVkTsp8dcb6ZOu98p#w637dN$Lh#HMy}1KqZ9j2^FF{?axL z{70MmQ>|-d9Q4=ET#x}_#~_xVQ&`KEuAk*_{8lHa3c}Sp;fQ|54uAZ-EBAF%r%c8{ zX6^7vS3MN@^K1E*TXk04)R%1>%Adnw*^LF%}AXGs|iZs-gbtuHK!AZo9K)UWE_!4I<&Dk z$E!WQ&Pp;7=Zs0k1sR|3mahfXg`OhO`rOs^luOMyv=frA#&pJ^(1?v0TIrmaX*h>w zhy2}UP0X@9Lt-zacJUrN=)mzyL%(ko7Cy7u!Y~4H0}W2g1yOt^-~2v~d|b$d)tiXJ z1r<%lIi_L05P1~56Mk{ggRa&yxm-}>UpR>TqKsf`Be_$y-o4klpglGYSvo`>3xpsZ zx-hGXRZqYL^-Zq|Qr_vv1VJsoM>?$wDv*J5j37@??x&_pLLMWE#K`; ziVBc%NzxwG2jjMkToF~0$QtjS&Q;MHwlq5zWDJBy@9ctp!_!`KGkP3q;+p2*9Mdr6&TdsCyvtvo@Ilv; zDJSQcJt9*1c0HNk?2D#9aZBgiwQ*?ik+*QlBBk@W&imLpXHG7z#~9izpE93}bEV=n z$2#Px>*ZEC_@9F4`64LVh&;RFI9*WcJRD>us!u+q6bYsMbKd`0r;o&|HV%zMxr*(@ z3>!4M$4Fhzl)PLI1yr)u?+el%V;9s4B|UsZSIfsaG~t!~Ms1w`pUBZ?gAPg@qJlii z8zy_PXRVO1ymes4UD+8Mi1w^9?pTF=%cZtI{Yn<%EgR!f1%-yl$gChDvn}yzj@BoA zdAAC3DL+M?iAjHM_dKf-i96T09u6`slT|HG5Wt*IP|jhCc+`e5UFHpyzn`Ac5|h5d z$TVajZs}oOuEzv0$~%SQ(XPBXe^@UC@phH)agJ%1yglhu(kK}A>AjS3c}7;?0()f!4K04Rxd*> zx$L5=* z-v8}}>`CFjV^}rfdICjGM~&Et?D&RO^?7eo<^)UyE%>vv+} zb=^XL6y_Y$_qfC-R_Hf~&0^0fRaSS?>5Hf!yk;(D>ndD)c=RoXmGs~(yJG{H7$#I6 zOI^hn>aZ~7cCrxfvcHO|f?OdoW{8RCb>p07=Ly6G)h)(BCT8%-Z16Bx=+rM`3J`}2 zN>!Y5jHwa5iUYU5u=`0?xvlk99T#-f1~LvmRF+wsLKV`<)a|xWmvPRN5?qi8@0EtF z#A(vCljHu<$58c>oMRe>@(7VMecl&a@!Lbr5r_*)Qi_9&rInw1EJCj0-Ihz%c{Jyo zv2lzbuS_v4z*0XY-Q$j=hxgc+(p(R50`g}?)e+w}DYyI`bv+kUt_%lJd@pa5K1QKm zqAnvJk|55BRhDzi+;Gd}(w{hTS$(L!wISmTJ7nXShPiz5FI6ougq}AHxvC2qT#gGe zL&z&P;vG<|ktBSD<*0eXij-G50qO8xA)bytLVUL3L&z8s#6g*>>mVi28wHP_ zw``nhx}tw{PyiJ_c15j`Vajvjy7dD{9-7aqp(+w-k9Qc;OWrRTMsm2J>(%5GGZvLc zIv%6LMm_)JFzHj*;vDKQd9f@b(u#GG{NK)8&lMYo0&{s@dl_?MW0Ca^Te8W&aXmCQ z{2}5XDZ)*ss#et@gsE1WgUC(Gs53Jb*0i6?TEC{_4NF{ybF7gl2I4ww?V1=a>y;T^WqhB58(x;&y?+i_a^yj$&yde8U#gX=LM{0>Zv#e1k_Xx_5bFFGjL zNCn{+Zejsy0PmVK`l`oz(?04TJj^2ob#`p-mQP!AgaUkSqs@(VMM}NL>xjaUinG@1 zP3zi31)*?6IHLRLHUFA8R_Aj?zNRV&2QC6M8Trn=^P(@;ZS+P5dE7G9-5C{Z9sBl( zu7lP!(-kQ{b^3;K{K&f&MAkv=nyVn6U#4{u;v{7TvKZ|M8j z(cW40oxEk&Z6NA<84=BeC(5xSiAV3V>FrfP?x1}1VFh;5uR5G+Ngyt$W(N*3J88f4 zvAGa9^jN-cxSp!~xg+NoQ~Q-0oSkvit%~b&B{DS^bk+tkg1qvo{Xnc9dy0K7Obz3M zaa<==5bjHgV0bhx@eL@SEvpo} zt95~sx9o_GV@&Nvfv0`G4uj7xUA~lcbDM*Pb>)H#$fMN6bYFz!>~QTe)G`h#(M<&f z@M}uDqK~LL%n<#GA>O9pME%^ZYw69q%p+x?6F}?!*K0V9GOJ?zdm&3 z_K!NKZx61=fN=o7lIqxxl zAC==)?oB1dN&6pV{;=M=OTdabGT9~3TVeP30OPdOofiaqe<)~T$+ zATFqVKMu0?z+wcw!0BejUta9hdn`|X&N15srG%gdN^3r67~|lDp4d1v#bmYVDjagX z`*6VF?%k3BTo3hpK%P%z#ZVmiuE*ar$GCx-4dfsr2vLLGcih9V!h{Y39C|*>AkLvu z1evM40M6K>887OF{zvBoa|j^&x(JRIy@#kdL-9lI?Suoon6NvX{ly~vg(4$ zj^ZE_Qz3-0kHmP0&3YE^-9qQY7_D+VvY5XCvXqyHADylbpucS#vx)`f>*}eIq8?Ue zhvgIb02(-k>!B&;k;g8tQ4UqKWA(!nz49I_JeGq@f>F7Ud=Mq8m%qLJq#Nj~jbnU} zSKcSvyaHDO){Krr%RFz`wsBmKX&79G*hvjXCO1LTXbw-f_88AWW@h;06E;V%iZy9@ z`~>wFpJ9OsoMVQxTr{#GmOei&io-p*w>Av5%P(jAO2i%8Zg`IAhTbrd>oK5!yjpM^ z3D_Nt+FP+S@A&qURF3ira58jQ>hs+`k{;e+dH+;7_zSU^V)+pPmu;NY;mG!x4P=)2 zP3^4w`$4h6u{K7Ei5{yF&v z>%fIKtNwJ(G4{a^hD2`h2u9GDKc8BUBy&*O87e5~k&hx|#p+z*-6bnm!F&FO4MeN6 zOf7asc|~~iZPx8SE@;L~RggbKUjNGvQ-9n!%;AvZw^CzNq07YCTn}}pj8F-4^zRa)1t~XhR%g@Po@SZvXpM%U0a?8EO5}Zo4Zcy+Wt@FHP zF&A)-5#;g7x`^`~k$1nj!@8`?1s$}3Ou(SLxq1$VKrarq-=TNepoLtJ>3XG3qXO~* zCx0w-I7}+Kh;t~nB+J*5&p?D%`*&-uas&Oaag2eyq4M%y7Mw`dYaX+`Zt2~NxgY}y z1m)F&?$hzttg820>tm?b5*37VM3L>Pji}t4Xs2}xnRi)mDF;zhE@Q=}2&SWb>Fsc5 z?}LqFW?85#$322$i9GplIaC~OTBhp36Q1_j`Vz^m-p`IYayYWmSAYE2O!nb|X0BHS1(ct7 z9l@cE>&6x9Q710ww+$R*BC3EqVxNw6K2wi6`*ceu+sHYz&dVQxTzUiEao46ihXph{j_Q3i2jH^4sbwgL$%sJ$N-14NhJIW~69j?Dj z2gTo_f^cI(L@?WM8dbSq^F})8gbu=^S7On4hYH%ai*uLKO*C>VS7dymOV(vY{8+5~ zobN6Y#OG@1ZJcAeOrFx;MbdS`o&DB}w0uZM-Oe%OT9tfzRH462 z=f5xv{o++Mhf=!!J5)h6~~92hUI;uTl%dI!sDhQy5HOs?iCc*|BE;DQVYFN6qF$HFM8UVGpw9n|t~736lwMS27l z>5?_`SZNQgDEmPjBXjmDwGcDKtq+~9&19a07P zmGl0U@MwFF54T#z=WCVCh3e9}dt# zw{(!(BVFvztHZ+o9UrG6S(;mD)=^avlI3FJkH98+Mx4&p87uFyI>$K3ct)4Zx<@>~ zwV~6&HPkZBNqL-eXx_`|I(kT0_=0J6)Ml7mcqro8vQ4@G%VVvqfuIK0OaoZ=iK$m^0nF-VUc*_!re zE&stSbkYVgW7;GC7SR?5NjLKh4b?3)^0Y2Ud24qX_N+61&-0jC#s!r*!$Br&P|_zo za5g%%T#EmQ!z~p3Eaw;txr4Irv%n3_zrCRXwTuh;+Xf;xB<~|$K*}o^|Nl?@b3p^o zse*i=a#8eQlbE&AGwUULE~v@5ofC0WYTJ=~MTo-<9k|3frsr`} zN(d?e1LZl`G_r1>_cjo1TjgQx8XWf@o_^ioS=$Ylxgaygl%M)+$BES1PP42l9K6HY zU*R0nuz-A4tlJVStYyDiQ;ZuZ?^Tr(svNTV;qFT|dSGp)xS(e?5V?DKt1%uy8#ezY7i1Phm%O?a@rr%QA2q}D zhBdgwIW*_xg{#b{>-)LRr5}2arMt~JreQde5{Hpnk%@USEM&7T=!Oks+&!-7+nq;i z?0!c@-&!ArISNSyvJ1VV;VkMM$kCk}HIW#dsWcl@V4Ctf@mgJ*>$OT1x z#6h&G%6;7mY<<_{+0&Iej0@Ul;}}6f{L;rhGg@P&#$NZ-Dp%x!`akA^%uEf)SLxbg znLj_IM?t+|1)p#ZE%PB_!`fvb4v+I3TTEMV-muR$j%gTHLouWyo{V;VXk+C}IcWP+ zF35oJWV8UiM5RZH4y(TDE$i`21^Hw~@a;;Z%a8SQxRvC8u5yCPtCo3D(3!jb+|wk8 zZ&=^iK*rQEz*`ERcxCF^8Z?A>&#!yI^_ci2D3iD=@w`LEKBpZvE$#l}9Aju#i1LQl z7(6=g-zw`lQ{H2FUg{v_4`nYfhIUR(UX2XIK~HrM3QWcN90E5qz37x>x`~#(;)={{ z4VCBg0p#y5FCUvzPc1fk%{ivWuxqhT)+TsWEMMg&2X#G}-f)fyguL=kPRkK5Ox#{% z92tmr{aqV};su!)xQ{@n@r`wFNe?&l?6+JG%`v6c`7lmg?&QyGJsQkG_1>wVK&ad$ zM24bI-@Yv&OLI_~_bLcSnj!<&5nKA(J&O1oF7Bld=^U8}PKX5V$$rB>6NV4yLEpF>V`n6A z#Xzi#ptHvABo2q`MZc>c^p`Mn@lj#nk@{A6s;|(IeyAWk11G#$a!mTE6=JQ>o3>X6 z;hzpdQ7i0x>#u#|a4^v?QaL0bNTAAqtGc3skyVga`48MN?CBTgOK15r zKI^~gpn!ahl=2M88|MXC&$2!}_g_V}^CWC#xT4&A`K!IWLvaLF=P&LF9)* zslzBuJ(@V`1y!DSgIDRPl!0 zvT=+c<+rbOkQYku>3B*q5FgaD;&VO3aml?xb)2>BemHqMfw-XB2{?$V2V@|85T$e# zw=`I&bCM_I9J8+v$`s{gRP-Jwc5|oBxnScML;Gb^^)L2zL-sGQ+QkhtAraSO3>3uU z9`-0E6z(kf+gQnHNOMqlVin{K$|uKjVvrjq4@@G{LRu19M%AiI)tfwFg=QI~N+1Cnz=lpB&I z#*-0Iw?FsI8jPG%C9LRK8OT=D{Mb33-l{Dr zxf-)^amhXOKrF1Ys)dgx4mWe>RGeeX>{t4$F2>J-uz*9R%AJ~nX#B_!W-;;}m150H ztb6=jPb?=wjUJ<&lfmmJd*y5M%xE~h1W*)LoX6;;W9 z?VUwNXLtW!9d>0+({m0TOb8!z4Q~2PvX?RS!I&un$Cxhjg~;7z^oTUWy(pQ;Kzy#= zwSmm+@X3r$ah$bX{Uw=|Fy}osC!;C|_Z-BeKY*3&bfc+h^_JDkq=JGz`NZ8u)S8Ye z*w-O}k~%X78Smkf36wGsJ>M&HR1(B3bj8M@o|lI%VTfKc`0CfxIg_(+J!T#A$SC*# zGE6B(7VJhGZs{snIfwj^Po63GkU@F!*R*CjC}B1gcZt5}Fxguj~ue=-i5oNv4_P?GDJGp7m)4UsjOQJ3Q-r`y*Z9xOTR01A~Sr1!BVcJ-I>Qm1hf4avn7(V8f?3dON0 z>(%_V!=wB~b8`+k5SKjRYPSl1rfRUy;Z?cFc~np^AfKmOjU07&?LF2j&AerMY#`%_ zl={9Un6INB&B>)(s83!l$PA*OJhE*%6wy$VqfvBD{(PKcqL`q3-*U z^D*?n#xa%-dgSW*87Y)>^E)_H4{Qoi1%=9AcZFjtR_r=wC^d`=>g3`aBPcW|@3wtJ zwyH+q!j>Qoa=BFyUS$x8xM2Y8I{AGXEkYdh(g75Z$(S3sF!OQey|dIbK8DtKxFXZ{ zNPgI3#`5shr;;bI@^GBf+RHh{S9_(;Uxn4R{@QSdoN!Jb=a@0=mluKl#%%q0)ylrQ zfgaj8G+R9~q#lIRfGQ{ZjHj59H*B$=3o?V+E$bq>p!O(uyh;(>&`koIW72SbxtQHW z24%;DlRKzkTu;VO&M}4#$^w*c7}LGW@9jh!K7#JpI5f!+=-GQdHnQdmK7JWRATDT5 zkP9+BhJzqGCk)=Ke!(YqbxytfDo6R$8`7UKENss%a7M8a~) ze*4^CL(odUyArHh2G@vNgLo?MYQ*aS~Wv-F5ZG2r&kzyP~I~REwu^hN#Y&W>}| zm*RTNhz`j7TWaWO^rK83nqr*Ot~BQuJ<8fs7ukw$_a>Im4V}9T=NLn~y>hDF2k7>O zJ`PXWK6L;oj|HTK^GI>6Ykq1O@A_qBRYl%V>Fk@r*`N88%Hg7JvvM3n&R*Vyzupp) zKBLDf>E))*Ql4|n9CORC<37$4F5Nz3J$J-8|JXQYC@Mb)kBI`vXANh%sLMEKP6e)q zoS9smvrfUU&6+oBOB`v8y%?HB1zUzDJqhh+#$3=>up=B`$~B6(W--WwEQbzDitcpUF*Bv6>2UE3eFqg{^b8@)y<>#jUP_f}ye`W*I_;@iz-t z2d&)J$88|m`O4bPJIHi5^pCdw5zSjRyoM^sA1Y(BVmJtBmON&VTE+#Hs>wknX7I|_ zSYly2R=Q6HYYWXe(Q0vynH~7;g?%MUAK~%W1*{trykYxo9Mku>*(TQdq9gEtb-@Kr zMXSGYK?bC}J$w}x!0PPC<4}cAu(rxUYCuf0gAi0;c*~}`rN8JP<tK<-T zY^$RR^15W=Jp@P54IbYAqzQK|#5H*^jh&@kA|8=%Ad9RFK~%@B636+0=^`IWp)?d!&PWLAih& zMXDi5j;0Pf@+FPAA`@H%Wj=2alGLM@<+U#Eaa%WT!a2qn;s2__iR41d2G{!~k#3@l zO;wODDAQ+aaKc%uXA6h7C+^rlX3@u^^LBq7jvYhS2QRGOb#lKyyBQZ`7Bru{+PD*= zachww$@PZSZO%Eg=7-2=<_#8*!ad$!*84tH3l)SvONn7U7cHCl^?FSL@s?e+flSN% za-OBduKZH>64rmzIcI81F37B~%1?vmVx@L1-)|jmb58YED#s`Dg41yfIHywOmeejj z78AGT99m)VKPY?GM_inlIP>FF>M}0qtPNy_kV|e}8^AR-O_KJpE@*5URgh2l|3TNu z_zhg0bq*_Ig|;flqg?uK1CLfV>kR7>7dKJdb}GoNT;;imM8V@iH5?uwIHrRF9(ktJ zWhvsuY8&3_3)=AZs-jTk=;bwXI~7+oao7l#?x2E#ei^7WLy*4qcGo`C``kv+JE|a; zTmJ5j=Xe zR;V+_nE4TO%bJafINeTHWI}!#*L;3_wSmkzpjTcBx&%kGV@;taI%j(qE{GhFbZE1X zW}KY$R9&6Zy({OK5It1>)uRG>{`2+c)@5XFAb&T`Ay=*ByB}gzJmGC*-7eywcRDE4 zCCgV+;Oyn|sM8JwwHv#uiclylR z-@AHpkO>?-@|b)pj@v(nj$5wx*$W%T^u1S3vLIspGqYAlBR#xfD|>N0rqBGS`>{Ly z`M5%nZ*ip*JBO5CQ3PogUHnKlKpth`>*$>ymq+kqANRZCPpkdYpr*4pBik!V}xPq3Hdi z`HxwTm~c>{p(@B5kXJ8LAj1=5|LKxsBW~+6HV|caPhX*yaTCQJp@Li}MzTA{3z)Hmdat(LPUN5? z4j|=az>-+xc!dT!PLH$GsNO?~w4#LK*voh_X(a2l2YaCZ(e46s# zk^|V`Pq^93+Iw(L&+(i?JA8Q%a~}KGe~a{dLl)wkzy!`Q`&WOQ`iWc*Z9C=dhXdGBW%@bp1mf_XZ$F81OwXg-Pb@+kVd%=) zf1OPrZlHXBau69>UJ$8`^OJv8=dr3-xuEAZ4y_%^pQ8(-P$I1Mz;%?5<$_jB=7P-W zs}iFPgP>CRmdvD)$OSc+S zinD=4lh0YF9-NbA2Ir65w$ z%K!1Sgr|NxbNs)=;ifJRJ+OrVBC`l7tLtW@tJ_5NZPZQFZ3*WX6S3>qnzY5-p?WqA4F@HaXqGC z{t#J7R1Hby_K)|bBL~7kZI`PcJc%P>>N4Yy{hBo9zOE?m3Kir=xs}}&C25AVclZNq zJI(w4nGIx2g#EppQx2Jw^J(jxCP6%-yKE&FWI{%n0IAyxoASJ6YSR$na+<8-7&8>z z@)y*Lk^6c+qLMXRIVaO<&Y|3w{KswrG;7eqAy#6TH|wsAW11yvK$>C4abZC79@H$} z@3Yr%IW#kr68L((gAdftp%nSRZAJFtC>MqVny^eE?eUzkUpB^|7 zxOpx=4QS4}V&fS5C^J4W!p?)uo?0){a?aHCTn~kva{QDV1?O6DpjB7P4PAW$=NLn~ zkRY&+=a^W3CKP;O)i-cKKX2q9T7P8y=|i}nckMEi)eU{t#-SaDylTGzoWJK>b$I4< z>?W>8oHGWG9cvNg>TKZFf2UngqIGbXeG9(pnzAN zaxIToen#ysPfg=vD9UyYqCS&(^J1tVOWG}OEiyGX(Ow&e`b>F;F*;`b{i=-|GBN#j za6vTdLBkP73B5H1?Vb{ zI<|SASU=Y0O?$0_Pz)_nAJ-96O(?$gPg2AOA%KXBarHGYv-0X}gbe zXx__9={rW_Mn*aJdD6ohmU}o}pLmuBHZ>=OnCU;#(PAkjAyDaH(4lTJ7IVPUqf(!^JrDEe!4wo{bA54CN6!Df-I>|xC zpZTR8DnVE&9$Y- z5AlYLJk15s7?Ndrm66W7Q#8kPY8V$(<_zbMrIr8A7sc$jcQE=2y=5`asvwtN`m;L2 za4jR_b}KmNEjy%x+_LM3!{aw!@L(^sjB^H`f=NuEC zDOEpXu-G3=b)+Hb;g<83w3UOQ zdtc-nI{%fA^khSvm*&yzi+aQIU*a6oFdYAimFylSN9C>ChLfeag+A#ZKYsUMUpg8g z(rf8kKTlV*<+7>>k)BwCs$)$oxH}k$K)mm}Ug03KCZg`xE~q2+iRq>tZb$h=&hcL5 z9Aj$bY5Y&fyZkPP z7hl?4=O8l}l>+~0@I(I=9hP42``kA;#|R1ymCL;gHE6kh+In0EJ<&l}Tt%O4K%^JH zL47M%#Z9#Irm6@}D2mbeY#Dt1lt-0xMNMz1pwLkHaGehs*r$b`j3N*pMVW7Nkn#Cm z`M39vtsrPtxuQDfu8m_xHLg6`NA(8G*IDHo3?mM=(Cj;0kLfdih`d%@7X`y{?s}|( zNDiudR|TP9SeQDZf;s-ohNozLa0{jWhl7l-cFAprza_S=%^rNFmhm0uRU3!4FCzMw zg?sX|ejB|>$4tJ*A zfP}w0?uU$c`Ap}WuyM@Fs=PAT8{uNLj-S3$Z}Dy)@qp_w;|DLK3pX9{Z`C+FBH%uvKxiM?grvDqwmYtUd?$2h0kGtM!~53bMHIVr&j zNgus84v6bn`-1B+0fSG* zcp*3eYSh_f-T&tu*5*IXp`LfkBAvF#!CfkKFNfZ+TrWAuY@~wnj!7j1i*u9aba+7V zk&R;nd4lq6q9p{K{QJ5?^t$wwE=ZPBj$egJjobxp>yy6eYtAu(a1&TKp@>`8>xLG- zs#_?_8xAr~$Sp1O6Hfo$46EYsXY7A$93v=zx7O`rIt*#b@%?8xoczvv%LS3CmD1IC zC>ZPi%edq;$+&y{{T&CvOld%_f?c4S{VfdI%`<`QHFD~;iiQ!#q#w?zjdW>^! z*f^$LK6%V~7$fM_$C8an4{z3t4_uFFmVA-xC04_*+6x>?hH8D}7_%DsRk}(faos31|Ru zLC0+zYMDpg0MCw=OQ= zi)ir(M$!J8pWo^>^2Sg>c;{Alq65h1gbnwnpx)=B=(P=GMo~~c*0CNYdekSrb+XAj zZEZ|dkjE_#{%>Lts^uMVjatS9wTs0;vb)43xSpooPJ+0po5fW@p&`;W zMnm6U9F*)|z3;Qc;~>-b%5Cd#q=lB9eq}u$!Uf&4acJTzPg?9iqN-=#KNFH54w@gI z3o;)2q6Z-;C^=xS{op4 z<Q49+aJiT|&tekKV{=*|2PPT?5=Yk9fnQ5{7e3*a((z;a{!)!f{aKlsd>S3%c84ui2+*qwi#E4%(}Oa8q9d4Q+8q*1zdl zhdgruGZqYl;la6z& zK`qa1D$WZF@37@wO5J_Dasc5bq1~TFl;A&3S8IcQw6*pZu85XHxw#7>19ztG>E|Sf zcUkN7oI{yBnd`idWp(}5J9%{r<;=i2G+RUEYg&E;)K^~~bci}1=^#AIB=Rs7+M=9$ z>DkMA%NA$kij0L^^63CC26cyRS*?Eua0@lg#5t5dk zt@f_Zh7if)_GZP*aRzdi8`yTcY?Tcy

z^YBV<79TsZ zajq&e$v_-5DLWTrK&W669TpD}OrNK&s088`s*;0)%t#DMK_if=O5d}v!;OiAIXTC8 zX`hVA-=L~DPtq1csmFN3PTDx8VQ%HXzbGQSbG;%vJX$p>7Z*gCA(^h&goSlutC0@p z>t%9t4hd579>q}XF*QMDhrD~tJSxcRmk-~$mf#u2@XQXo@k2T&RJrT$04M(5G>IK@ zRfF@YihQ9mPdNmBasQUM*5v};X~puXAeT=Do*Cw&D59s!Ve|V_hzi0({ldXEN7n1! zz+h2Yg1Dl6Iw*kuhua-m53FTZ&wRV0&yT(?uE@-fP}}%kg7Zxq#^}LC1rZBx!xp$#_smv7E?-|~hH*W# z1(vaJ#G4w^b}ezZHS=3R&Y=iIde~LiEgXMazNFsq$qR9gX&A28i-twavRp5^pVdJZ zbr5Em*txdH;_-ZVu2wo|(yyu_q?kmdPeM45RZq@z(?OLBtDpdUtlj6A$3`f|q{n&4 zHS+12poj|c`(?OyrcGG*uq3yvXYY7==#&jai-%oKZ#&o=#5ZP@A>2l&Z%k_hgY!p)=@XMTb(lE~PogOnDS7io5>P zvHIj_w8P=@jwyvy2`;~ZMW{G+ScedK~JIyiPvKAFN$F$7r zmgieXaV*tmdw1(X2p5zsoP+3CO5O@nu48L( zJv4^=(pUFJQh4Fm9u7BuE7as56EXPYEro0F`ThS)Ggr5C>{^^dV<<#EjvoWAdRer# z4q@IA9pv`O=F?<+D_)y(Ov^$;Wl`Nr zT#~Gx+jmqK^iv%UG7)u9h7Ha8BCj*@=sx1`=wq*qV?3-}f<9pBsPgCQPI|lg)a7za zy8=P^Mo=}h>&WOrn@JBhbb)#tWZI>y_G2-GZf0w?P8ama#xa82%F{k)0a}>om)<&P zOMNcL8jJEC#~WC>-`;+62*g{~<#!GuOG{2pc>I*{)+Zqg@wLp|fOCu>pI?sY@yNn< zzI^dG3F4qvI>@8^1GpSQy=cwm3?@aqWosI8MP}*n$pebB@c2Jg{}`lm+Wf&e#^ZbB zE-^3sS)Aq%PUsEG)rfP*LSA{l;38J(p2ad+2Nc{wk9CmCBTr1qVncpm=*~mbG7ehO zSXG1@yJD3dhdz7lS?+L;v}qF^r2K&55yJc|nLflJ8}UBN+?0bTvXZHWt*G`o_o9-+ zZu72?pU z>&Sy?-!RcyhqQT|b}Gmd^o#6rMR>H-!fYcJ=MV1yM1R=&u5UQMOz;VKp)jmy^FU z#~2@^Jf*V)-SwhwdWVzt4>peJF2BqP4jqH59C_R>>UM7DO`uY`#hy-m;fAj%gYG5GGDJ z^5I;v;HwVSg2+LuyK_MXgmj)zv<>w;Ur{>xx?UP(ePWD9YOh&lX*4XYCdEAj;X3 zgUnbA$dLLlYNBdq?lM;I{D(G(%X&N24EzFxT3=NQv3i!M3{+gw%YHThj z=1>kYgE3UT$Gs0&ziuhjBrs@0Dj#Q{pi3 z*3LcFOAlO7k>Q*}vqO1ftTno9Z00&Y$kg0>{IG#cm&t@@kCiCX`f}ttwTtW7IYQMF zRG!)$fQGefy0r&Q4i4%$QU&2{AF(FBMj#yhP3GddqWq&&P(X=4Mj;+Lo-J;D0`V^U zXakupQx1c+pq{1u!>~y@XVYjd$izd+RlrAZj3@HWu`1uWg*uMm9O`Xozp3$DAYn4QF73CcD>1qJc1?6L99dHbo+3UYWig?Se+d!seURjnKit^t2(MPP;InyR{L1vPvyoI@50k%@*gol&3{=SwyM@rEUt%0VV*@XKR`yx82Wo%hE-I_Hdy zLw;HwaV3PFEa_wT$lr54W2UKkys~;V1x_W8g!FL;%*##Z95N7I=(o>}tJo&GLm%YV z8y0&82hlcBMpZje$F%2K%gNL*-eZSt93v>`k-4+Mi*Q{bPS^VS3N&;k7i2&IfVv*Yeb`laSOe+acE43$d-lS*!EV*b0_sNv~B?x zL@Sxx*T2LHw14rc?D`~YyO49J%Y5?r&ZbzSm&NU{fCTZD)K$V_f8tkFr+j~}DgA}n9b1<@KUpH#VshW*#!wN)6y8`g9Q=NJnGLuHuP z1B1~Q>;J!G;h-!_RS+^LA~_V1r)-e#leJag7P@BxnU=Zbo%WCL)U&g$PpEg(Q;=_|P+@{F?1?+K>apB>sAr$Np8zQ!ufp_VDX>t2dco#w^R zo4To!uI3=q_kI}(M@7K6{$1S}x}dW*juGSw%17Z=V=&Gin+6pVBL4(dWvu09J3~RWmwe)QA6`z z8d${<+|WO5hm!t%ItaIUgg?8AdX~;FYNgk^zTYNQ5uSn+ zit=IFFTIn?s)FTBE4Wz&A^R=@qE8r%LpvsMsA~A4gYc^mp=cLUjJx-ZsYy-aowjWY zS7bUZR4!&~(6YpHpFJlIZ&}x^oMSo-4o#fBOzed`{-@g;3B(0?w{eh(g_UxzZ%7Ya z{JG%<-BrJ`af~4RflX8{uY-kl_D^?L7qo6W7ep44^%}n+!?@;nTZdYvwmUe-G)x)Q zPZo!TpDLBdy3N5YoqH$en1nTP`0PpeRMpwbqSEuBh^16@-7zh?VhY z#4_<3zMDph_%KR%go7xSk&*sEgr86D=5yEwpR#eN_m$hJJ8`_Qv)Cqwb!hZaF35m_ zKACNbhr__^-hS(-W!yw%kEtM^;?y>_!oNW4)Qw9ZZlYMnImm=*xDRL_jzReSe@jj} zO&l)hu#IC{7ErFc{V^2L%<{b-3B&~rJ;4PTSEQ7n^~URWU+Q$Qf*H;!ev)&jI!4wc z%*UH-%i?TzINy$ZigT#TLgdMPZ5&LuU7fa^-mtwo$S)t-evGcaI5CmKhPv-*RS?dB z#q21LF1woc>whGOcUi$RDhL$-;#SWZ+@6}U|GQOf!7r(OwSi2R35V7Jd&Tq>_gJ2h zci5J*T#nf*hRWL*1<>){ZRf4D9_Ms9$2rvT@;#g*oscHjkh~F@hjZNLImhTxUh0TQ zpZ>3|vy77Jc-lDb5Fof)&;UC=150q1#U;4AE$*(tUGqnRTW}{pg1ZGzaCi5-&z{qD z-&42h&bRsUJ5N`4S65e8_l@V8dW#lm&UsECcPd9~ZzHM*kQf2*K?Pv$FcBW(Dzv$I12^_~qx z14y3UHpk+cKXJTfx}e1uRY88mM8k1sp+?JT4wsvoUQ$8sfPBAq8nR!xkB+xKd&X^@ z`LYVaL%?#5A*K8Ko4QT((fE%IWK5(at$O27(eEy5CC|B_c~?|H_y&$BM5>Qt;DTqb zCf0}b&sRB!j)CPLiRgU)lzp=a#04e& zmxGKT%rpBMy#V`;Q;*s>JVbKB#xa7h?+`0TOO%oHTlR30-e==(a6txyul5Q>1F)T* z*Ytc2y=4_|au98&Wq>vZcNA|wZfBXATPWTw&M`h;`3lYk`09cwS3A^59I$bW9_35z z4YB7e_^poh$RHooLvM3EG^hj8#ZE!wd1zY6WV)q`-BCgK5{d}Uus|xbC*mD zK03T>Q0P7fnb{GP+n29MI4oXpYBpJj3;JN=m_BnWFY>KGpXE5Xz&hgQpsf$MAOpfj z_(Y%mjorei`YRkX_DCC#PorTB{Mm~M_T(`CNkqQbbZ`o8tjJEthu4}q$d}RYs zj3&zxT46L^+#Ed-3F4!1{bMf3j7H_&{yAI>J5#4eNxjcHJ>eW#0}^3@#lSO?)#Y$8$c02LrJI_>+Nn#N7E;u%+D)>pUW zq{BL0Z0?z4)H2R#{aocJi$^nb*^u#xr|6sOnDjye;LZxy zJNbb)+|YI2a*pNBK(fPP<5gIOnX5Lo-8O zO3&U78}du_tp^EshfRF1>XC1UL}JF@Too@s6P4Si;s=f~_6Y@KwQycsqZnKNpK&@U z!ABM3R-&qAsIkgirkPte&=DJmYOLhBbPPDfJ-wSA(ud;6PpY5*0!Dk_*`q^v#7@^c z>s|-%u`-`I$n?BlrgK|kik;Yge<@jrb7Fqs95cmSGNh`_uPazo9R9JlJbdCPYE#|056Oy;}GAclFH?7(Mz4E2uYV&7_@*`cKJ zTO%ElCwIIBx`~3(Imq;xM+z#8mMyDzHyUwx%ih^IMi3H}BIB72gQ(qsS|16-`)qRz zRZu{>q1U**o3WDXGI6+|ZZSE>2*P*2g~QJYhkto-)vW~Lg50qvO#4hhc=aX7~q$mfx_T%$hZ zS8i!`uP!KGTn;h@QVPz?;aH(Z=zzmT$A>yc`S$ZV%=)mox5ITk%i?i8H0xzy<&ed= z6IRCU;D%bp=NuZ+ZV3uN(ByMohfpX-0uC~Q@L+@8-zP(&VW?+AOY*OLNZ+z?j3AF+ z*8PNGjxCC~9bLE3f`nWUIchmq-@*&+diBELqkxSPagGs$&v%M_LQAA#8eW}so!l9p zV;K{35T#;d4D$;T1c_rzj;UMdnvFwU1~+6kbu~=ZQFZE%A`lleCkYp1x(tt**g0`A zS!?wRoz^W~=R3|ZlNB#o*g2yySqD~p=Fs&ilX8w}7*fI_W{82;UcAXKTA$Y74LfH8 znIOh5k6rqs(sSCPLOt|`O-jZEQKhGJ(@`HCT2&#ZgQ2S==Nyw7LM^P_K=YU5)v4_H z$5My!xsmXD&M^iGdZoL6)dl&AasO`88+OD7GGTB)R{cc1wftXM)%4pb#Reg5r2I`-h3!;X}=YqzMM@7rY-y9Bq3#H*4YFI!%mK^Ghb;BR5 zqzn3B1DPR>m(=VH%NA7x9k|v?=WI#K1sRU=E#l!ALBR|2m+PGF={U!XASIJ`0SWW{ z1v4)p4(~B{dd@KhLV=CQPrn3cbgZY@b4ULzMiqohe8S(?S`{8~Wm$Ax|!-%LM>f@W&E}lt6HsTY%Z59qPOAzWu?8CYnO!Vu_O4cK# zTu{!eoMVPjNO?uz3)a@Sr4CIa6Y&JWT^q=ZYk8L|4m|$Pee2|=c5yw6vZ;E49@((t z@Qi`D@3s<%8>mTk6@+pxyMfkXROkH^%Ua5~po}?mPEfAVQ;>-X{@&O+4B&#U+CauY zZdv2o6;ajB^J}eVd4_pvMRkCa>F)}D!X1aUQ62u!;Cnx8ao_8ykxl&-W8Ew~C z>tl{wP>Ng}Wa3V@oc7%icMhAIw>I?{7j)Lfp`qxLU(rf{+4|o7V{RIX95g967epYx zJO_G@E?f5fo;0M0w=5zL2bnHY-l6COL4)434W~eu3rduib4XA?UV7??97^%b4Xl@t zIOwH!=}#+1PwskqOY0E0bMN>bK}-rIchLE~wm(oMT$%^~(e4 zsBiZs^p&+rqPU9Df{gI{HPc$?g8s5`jG#c6EXnVWzE2#d;2i>SK|>30 zL8kAOqq~NPKQi3@yOVC|q6ImJ;t%~4i>{})i(@Q9%S>)ztYlkL?6wZ>xS{ct8J6@iD_Kw` zEK(r#{^G!{($rzxKyPgv8j2oy1AH5{n=h*U&jGa2!v#^xg7V3r@;D^D74z>Bx{11a zRgl{w?*Wg*qS*ZIM~5p$VLlZU^vYYD-4TAYh+e!ADdM(%rh`KAbRrj8HY>yPUHaOw z+OG=2N6W-^VG=^U2JToB^iFFVP(k=ei`W6@>VQ#n;A?KQ8D)~zKMXb>W=1g{YORZut&LKl9>9dQ- znSbfp%cFab1jRXs3@x|hACU39?76duIK1Z%+c-v$Cn%49Z@}eW`lI3`9W<&07ep=d z$xP*3%&{S@Cr0R?G9^_IzHclhM}NeypKc7DPJPCk7Q2)R!q*DLAnJy+d1Tq;uSgN^ z{6B3VV{5N0_!)+zaQx)!tks@#hLq-lOmH5QZ*`0sjr2#OOf#rqobyu|&LLBK#J;r~ z(jV>&rGk39KHE6Pd*G`f_HEg4T*2DhF5$nrp6zA19uvR@WTEf{jOhds-tToz&vKkY zV_I^e4yLNsTH=sE^OWZtV;>w$iG^(67<`kf;6GLc0XOtZ9fYqS*$uP}ZrZhdP!YXh zYb$U;sZlw*bwQ0UKh3Iej%k?O z+I@%mf&P7di>tRQQv}DDb_MYEs=ebg;&39`ml4(tSKh8`HV_?7NKRdB>pj^{W+p+L zGrKAmL}$n{fzlg~FwQ=8ZVhpGht;meIi_JA7n@Jyvx4!_{$ zf7jWUE9sz-wYeYz!V3bzD|W?h^ZNE8-*ix^Iyy*sn0N-(pDO9UETcihO&y~y2N@G# z8*MjH)b}obIkA4b&e?0@P%tg4bdDkNs2TY@o!+p4^|&6gkWcPfk0BOHz4|YQ{YLoD zDhL6C*pj8hLC2p1cDL4B_Q?jKgATbP+laoe`62&Ldds%eR|WaQLc&q!$Cm87;NK2) zt34a2Ae8BdCGj>=xs!6GD61>-HB>=Jc#6(Hg0;*uCxi8dJRd}_Z6I39qyx!;6zs-Z zaUGtoTHi<&~aM!8(%5O*Xo^R8P zb7+>i<H05O_!gmWXRVxNs>J6*do^xo5`GUerXFGPB+<-)BjV`%*)H98p=k--Q$Ze|`~vVC9M~`0m&&Sx zpn^!PJ{9jlQF%@p<;f1~T&u?+)3gM^|KqO2?UUL+||cJybznS$lR4 zSM_i1t~;0X@P>8nsdDhzg9u=6!+~@eae51Zc*FAd;vn*j(t(@&^9;t%6_19%YxKBDYr=>(Nwhpq70&$IOnP@}lrClpUr@n=hOU z#6j8nsvsZsclNH|k3??zd#@e7S$0zgd4gV1WYHC=?hhH7q}NUKzkXbi35P=R26=TH zwC^9=-r;&l!~UE@t}!61M|zG!mg(I^tBj4CD8m31gt|Hr5Zy;!Fmvuj4(HKV9YA67 z*mf#T><`CXwVOJPkH*;pxgrw^yXCpN}L2 zrWnjQ)MfIDL7C3s5zTh|WPPcDx9g0JV^&3c`rAGhtHGU(y^+95!*R}pAzY7{^|(lC z=X65a>uTa$SttiwDz>I#jd79mY9kDEdP(V}1}@g*v&ORna^C zfDJ@j1$jZ~F5E|!<-a8+4jO=9H4P+dnOMbce9nw{6+GZ_G9Nw~BBXvO@8OK~kK$JM)W9xv6gZhn9L2j2ky?KPe zxXydRD$eACsL*H*q8L`b8_^qw0SN|Ha@f~@uyJS*$wWgkMdiq9@@Rg zG1LwF=v^B(ICOpFSk56m9(l2K3AUTtlFocUUB(R*_6rA@S&y$E*=K8tQTUqQfjnh( z&NCaw2y)2`Y;puKk)xJ4blB=~T#w->Rfi1_n~&=?`5EcqBdFbYl@n495^rN}oZ93$ zKp<|QJQFy`%ngqW7hhogX}KiH0e!OGw{gfoVY2Hlz~2vRxWl@^#S;WeCUQZh$7J~V{-#Fo5V3jPrxNN(zk}A458<(Uv&dzoyA?BG)W32K{uBh}p6%(SQ{=B1s}#VSPL7ApEb&M~I;DH+BdSfiKk zUE)yq{#6Glk8_k?fwlEhw{z4mE@OlMd}jP2+w4&IU4@4#ehmmtO~qVxMyf9iEEWw3rJr zi=tQhk7uaw%v$!z8{I-(f8!j}_imrOBs&1RpbOuBaL82_T%v;f_*8?vWwX$-@H2<4 zHHcg2sSQNSy}UQG9(lNC7h_o-jSr$#OI1N0pFFtDh~v%22j_RtP1JUo3PSuLk|@!z z1{FK9^d5nD%W^H}Ak+6DnTKnSxMB5z>(;w~yk&Q69P+UNnWv76d{x|pKU~lSEn2|^ z8B_b^wcWRe=jaPDxS?!hg1rs4^m^Pq-m5bp9%D779_~b_VNPBz}BYDoO zdb_Ub9OdprODtxyn|60NX`i*4>mftC!-is~IdVI9{)14t%vD}oaq z+*?!EQ|Wh=6Oi|TqMkA+tYL>(_uXI00AN2JS9&w8zjdya25 zjM0OS(u$43R4g0k$1S)+TObbFwTbI7Ah)vq)WoAay-N3Wh+q3}<{%T7hvY_KIeP4P z$_GvLo-ee8bBqhZl~nuc^EaZ!U!HXRLLA<(4>pczSU`Da%8k_fZ+X5Z)9naDuoWy zMCImrZo`;XVe2dO#KFF0#fUKu`=~WLxE|WKNX~5>wYKg0k5%%{myC8hImb*4zpR05 zh9x5~((B+6bMN9DGk!eskbN+Uvl?CvZ?7BZu8m_12hI})|}N+2%if(=9#l9{~D7(;93*K4acY|5Wp5M^Ox z*WZFKyY{HgpQML3tm4wo}7&K}im95JkZ9g402q1H64V&*7}? zxQ#=CJTghy93lC(8e`&7%eY${dyosFx z!&$U_VV!`3k^(gvSQl@2%ZeT4AY*CeeV3?5^9sj2oQDK)&Nmx}#7hA5Jf$zG5cBdnL23mNiN8MLN0lG>t}2?j%HcnPy^Zh6bG3Q z#w%ZA>V&hKaeJmVAwj(FU8gzc|667si%~(|^oXvb^)7p^a}eZ-ikOT@c=hg7)OuN; z3tDqV737jP5^o^qG5TJP>J;8{PP?<5Lpcw*aMZ&Y(60S?-&4alC+9iNp&pZu7Dc_e zxw3ZOsl?$!=(f(mo0}q;GZOyw$cW0;OO*D;XEm_yXsc zhPjoG(#}UUe`sUwqGW0A@H73bf@J!w0ggu}wf~q`H_&ArgYOlIITjyTs=XgNIoz9= zc~RBl!4*mSm|lc6`p;I!FQQ-3&r_Y1tIY+ zEVK?8om;nVJk_k#cY1Fe1+w2n zv74M@_M5WmeLk+B*IS*{ItJi|{$j(>Pz;lMj*ci6TiEhla(x8tyv6mHxq-F?i) z{?`>*EiO$~ZlAulIme7due<|T1$T;qfezQmKAhvf!#T#`E9WF@v6o65yJ`W_!wvM> z#vzBV>^9dUsyaRJjl;(N_q$vW#fvhAiF)F)SmOgP^oDi3$2n$-1!RQZ0?w?~4}TTc z2V&m)oMSmNv9kK$rrU2Ax}EfJ13j>DjDfI=7JHW@NDvfk8sFh)Yv}_n$bftyS%8ub zYhs4#je6>eT0B%iez$y(XEbss>7%D{xayMakqYv9Wd-EUHn_d@i{JVXBp-}7Y#`%2 z{PIo7y(rO%|6y$xY8mIud&~uyzIV$tdO=i@a$}6iI;Y+f&LMX%Z;l^=fhJsjGMvT` z@B36wImdJv>?8U<=SnQmVKrjvpbI)Es9cRs0?>p!i>+zT6-|4lDhdW=9(M{>p#5|I z8Kf(!{#*s&f`M>o9@x49aMUX+?RF>>JZZxiQ+vYXt}GlY z;{0@bBdPDXg~q?+dT72X&n$PxQFO^1J*`R>4yyP{1>xhrBJ?bT3$l-6wsg4uncy`C znWZcs!?Q3fL5+_O$Ve^Yv*WOhV?3HmR=vB>V@!*)y72`d{&6h1^rz$)v_RX&Q=eNh$p<>Fc# z4sBKK0#+c*1$F$Ya@--g=U9d+rr!(Jh)45-3;OXJ2bm%;=Ll3~*7;?2`ei}i%U1?%*j%k-KAcxRhRQ8T(9cZfe z*hL+Lm_Y>9b&(X#w6&#!XPh2eRpiAZxpt418?kWZ=^0|_ifY7BL4LRV1bI(vU%oxg z?{F_ZSzHdHFh)LAb{&gr-)fuplOR48PwE^+Pa*8@w&pMYl=_Tweu>BRnEf5%A-jQw z3_<;Ck?)S^obvHGht8v=Tik-NSn_IGEAZrc;wIo6GZuaFy~M@H3%+i5coNx%PmRB9 z95WWBnI|F(H=uUK8ie6PdT>H6hlaFIPSxp{^FKX5RbL1Flt=|3;VG8HyEvNapKj(| zGBj88MF$1KWM#xoT$1#>TpLCpZt0zgxgyi^L0Nk=1y_F$WxDGS;rB_xImSdDx2(%+ ziZy!I(&61m5N}!VI~5di%loK>kQ*Am^C#=R6mQvk8_2jt<)yM^=zM?7{~XSLHzidC z`FwIqz8J}m?;}S1pm%;`G8KdmmxxVJ4_piwe*SB69Tb*a1qGFAgg2-^iW_}>IUo2v`L|I0)Bbz>Lmtar^`Rg zAwhf$?h|cf_xQhbNjya=4`jX5(^b z40)u3je1FT`@O{_2*d@2XXhZZ2MWm$zcRM1r%SK4?mKWnA8j1!`j9L^dI|Rt*6*;x z%OhKJa6txyIusGX{)v5S^;(&%FRk*H_4t8EYU z<}p_wkAEs{KjLr;y|i&m!-BZ2ZTHkQkVN@+c4LRLyLGv^AOk{?u<(o<&}XB@Y`dx} z>XcgrAyFwzodfyzTV=94oZ*UTQvtQk|~vx(?I@wamvkG#FhnYPg3}rF6B+Ia~$H{v!ub#h^UHDUDFL z>c}(sNDv>?H*FlVm?=4w^N1Q={$4+|&iOSz*JC)!8x2=57E3(n=-^-L7vLNki%Ot( z2!5#3>2Ry^oi{9PK@K86Bzvp~dVb@mNbB`q&iUKMv3g$2jVZ{U3!=IbAE-m%V#@GNJ{ zCeP@gom(ijk8_NnJuZ1!$_rD^E7@d^-m(Ka$nB9`KNzJ54T}DnPfsrn^K(UJPv(-R ziLtSns@EyYHnI?JSl;!zD908%g&>ytl>KHGqb}ouLWMZUG)#H*>?M+L z3u9b!xZ3#6#xcn}w_JW|R55RGYhR@Q$h(s@56$xS`R z1+Do>6%-7U(>@iB+E@PZueC|!p!P*okXQM@@(t{Pc4r;BixlyeERuA&BihI!5icvaXJMXg@;qJJFGx+ zN^wC13b@5)vv7M%k)0t@P;KS&pD=H0l$o<|3cTVY(2w@ra9=S4)O-%vjGQj%2B0x<1?g) zw`@!WuE<1r%0=z$NL4iq-n7b%d6ZYCBIg(j$tvnLaMKM(d#o=v@^;0j#4*M|c+*&H z5u0NOot#&D0JV#Q_URyRn2gS1V+hr*o#$tLZVal-6`3J~(+T^Ybp#C5ZB2`jI;Th# z&M^jZ$)kV(dj4yVzOVF#eYSCEZusR!Dg_!AD`)Kbx}fb5To5%(p0!TL2&#MixF`ZLnBDGt4C|h)ju!)p$DC>Y#h@rue>=?5BaW8WXVNj zXg)L6R_A(5yF#*ErI9`9KVo=SyK% z==i<<%DZ$y4{RWEiZXHb6}gJs8?MYF4i~hvmMX}j)Q0yMgKLr%syi&uEo-YFzl`ql zuE6P5oEdef$GD(ubyN;MnkAgaZR9Ez-H&vLgl^bCrt4kuI|#QCF_fCP@DW*v525*W zxgd(B<@)>u8?v*5`#Bul)UU@mrt1-vi-_UD8a&ipuhethLg{{1K_TVM_%m>?P1Dy* zLoMT`zNCZj#b=@D9M1oSd%Xe^iQu2%qWF~&lBPulpz%edtFntKwnvbH1jkq9MIpo!e zx7a9n&&JC@9NuS@8*>h=96lKh^~UDz^T)#%$wFLEq9z%^oawo#hXEASEHx)SN zh>c^Whw>JxPYiT;5AY8ix)>_89eqak#Q6MNY@7-~& z+1tHQb22ptg|}2e_@tZ|)NW)cM||JKPaxj+pKKt?Qp&LEJW4Fyu30!iAJki0se(ev z*FTqIw;B1l|7u-O&(<7dcAG(2upY#qo>TP9Zk^+4!#T83jH8^<_CzpQ{Q4hP$B>-=!y@V(2@4qT7n$kLJR zNG`@IvdMbml4F{65Y8Ibj*KHsQ zV5Pe+i;UOU$j5I;5a-P4%mq=#O9tj)I8dk^{&EcEr#Yu?7tS$yJTl=G8{PHQ`^O1t z7k_Rhbyv=z_0T>D4^0n`$X_6h!}pHP+9)(Fg0dnrBRo)&ImOqK9PSb)M{+p^gnfdT zs5PLd->Y97@`>@(22WqkXgr+x2mFch`07uDX4Rf+BmdB zl=J-&c0h3-6)C54M)lx&jIUR|q)`E$%zbK0XBvpy(xrNG4s}^b9szYkthj7Smf|!L zIVff?6@*U(i0CyEPP$Oe;0RsOpE}6zmDRW#kr;|mJ&{9fHng{@DBzQCJ)}nUYxJqr zvXCO)_r?2gkeM8K_R2mzBGLD*dgH9OkvZo-8^`p$@(Sbzl%L$LwxA64Jva64zFd## zGk-wVt>(p%%dB;|92Sj!{Zx=gegPvHvcY+0=Nd$Uc*8>dImfKe0a?RTz73w?%6O)q zZs>P5jxmr=o+k{)Il!a_Z>_sG+(4TKa6QIAL40T3-eaZl(!+~fIj!qtykU_8Rgha& zdu&1!eA9Ex+9PsK*dWfKgK>Fzt0H#e-me7bb- zxgY|0$4d!}XYe+$A^kzatgZBey=>)x`2$}h?zqdQOkIbl^V}MX3o3hGdg*&Nf^^~Lj&S)3&ohgImSXRue|G! z7@N8ct{V>DUE8OF@M5^AfJ-3P7b+j`ezRZ&oRL#cPvhOA(t!35%+-){;B z(S}Uk1e%FLpU0nz-KVP@w=A3w!!+C0rrHzI!aMd}_l`vt;S?E^J)RxVw%gIo!^xW^y^E!@OZ~+Rw*q{rYaeZ#t;$EER+<lXN zC5B?wiML-9h#M%^Yz{JxQD$Irp$6`0p*j-?!y9(nhA|DpD_lZPs$X$sqU?`#bJXML=OPu7g{IEaRjTsk%&_1Y-u zySX&!xrwgWIHqMds245UhWPbxaNP+4aY3`^b3tY>2IccEYq4>;GxDuNc}|^QImZMa zemOZBU~=60JT5xv;c1u@|Kl9v%|toXt6#z+HuY#{T?gRiIc=jD^SC@x&JZm1AK$;Z zOmg^$p0I$+F(4VdhA_is^>`guA3qfrsu)Z#vHYaR3hgPIe3cH0zeoikrV{-gJ|FeG z3))!6NZdk)bdWC~V~@+j5uF{{(4Q>C2hhmHT#=dcKAAn)&;cKINRzU+&MEa9=a`uh zkQ>CsNK;j9ddhNUTu+Q8oMSecO5yYbv}<0QF;?D;bN;Y#s9iF@eGEO8eb}vE^d9TK zlr`?FhsL6pix0ITu73Tq)=*T+q^%pWf>Y>#>4!$OXx3TT!m#_?VB@L(SZExL0zHF_742 zM!i>4I{Pe#UBXivh5E}SgDbtX`$ckrD9Gm3Sia%P@yzV4Kw(WAuc= zWU6ZsQbKnYr9MR6#bB|M_TEakBl@B z`G8)$mJ2fd6_Ba&IG7mT&%ajD$4|3$D#s<))Fs%jUbr~BrOwIxJLi}guY9+B4JKIX zTnDWS99{XkLo>NcLV1bK|!U^ zV;An|?u#7WO}9|$jT~fl;y%BaV_z}Hil04PO&4_D#-TapkyqiPVF-1&G$jXt_z;@9 zi3>7ANU7r{-j zM|gX};U3~i8^;I=;aJqZYNQ;4yldN-)}zQ=(73H!kO3*LLUl*FG~<@*0kRPHW)-$^ z4&`q}L|$PPzD2mTZFd?$+|Y5ia}2f1CHG?Qun*sIvznE-=b!^RD4={1bt956=X&_t z>WYT%P!;)=H|1Q|_WDxpao8i2*r|e0CnjRN7O+u+GV}h^6-C>ng7ChB==(&-xhMN> zQVQxb-uHWKAk$~K++-g^KcIH0>cg=PE$hEq732!ZFnHA>d{Oz~g_9(RcUqx6Dku;p zOX+?=GPvWJf|m%yN8?8u$V@Z&N^?%QkIyqQe<2Jv(3U^A9^*dnjR?DelH)k4R>m4h z^d9TJmvhXh#%J3^RDKbeil?i-SPz16LGFDVWZI?F3ME1+xcReU)~#XAd12#FDp&^7 z4RG%FYopPfs9~J5WSQHNSDi)wcYZvt;J-o*+Ei@6+qi+i3&DL4WF?5Q^yR>(4y6*No@dKi5q(?2N8Rxfod> zYD-_qXH|4^6O}m2LA0fpm-jPa%1MSkoPFAK-#5=9X1r_A=$qRew5qu;#`^d@( za$A44foSg{pIL3&85J6Rubm?kan82CxggVLUOCTRwG5BQ+_vCeY8apPJuh;O@k6r5 zKEiuk%y&0CVYnRkC5|!PLz(v7(es^tx@R40aXUY^aj569MB69FS@@4?ji)^&K^(O9 zG8be(p)i>rNQ$7d+qpNXbwhW!!a=5GL3wj@eXH<@FDEZrHMrbDd9QMgF|=Z#)X13j zJ~lHaHH>ra+c;)rRX)pn16#YXyV}3j+x6QuuE%T>5Z>Dj9rYwb`ivc0lO8^RnqB7{ zV`%y4Np{>OSzGwX5W?{O%Jh$l2`R_)`QfLF4ZZ(W2VK)aK9@Wht=%4n$IYHEB@j3C zoPW6@V`vl(*bS5y{{G^D{;i0^TUO@==g>%0K8<(|A;aZ}3?m7|1*N>nK~~5hHi)AU zQ`NvyADYnK`cfJnL$U6w9G5KVoP$}vui}Fyw6OA7 zzt6^@t`|i|Z?XCeJm1HP7&vCo11^W0qS%RF#BL++fNj>r4c@Boha6+3s`8CR@2{v8 z`mc1P-tC`k9BNfaraB8C|5k5$ck9)9E@=BBF35oV^1f%1{^1clcE)R=cYCkLoMWPC zuRIc8js4-dysfNvxw#(i6P2U9+cq8ruW!p`9;NGfW#bq_hh(^L4pk?f%Ui5PgU_#Z zPq`jrACE^a8?~{j<~n)Dp{%^)GY&EXNI3=gg!pCE`-WAh=edFMKIa^YUu1`UMbfNK zofQrjWFFW!reXM!m?#u#hopPq`YreCf|k8d1$pHr;nq0#=x&p&7mB#0TfXERBM6@j z6{|*5+-a(Krhvl*ne4APh^jnf5^o0PYVoSef7XZ44I78%s;pOxgr(DFtFeVRykYZS zb3J6~Fj+1?59{;ccME%xr8%hn8x@44y9hb+LQ(yZm#nJ^9F*>@3PMCBQo(KupK3FoTTgXz(1eew zB2SpC7`cjF!q_|utW$BmkX8P~LB>(b0Hz`iHDjecUQ&N=Ai-yjF+HZ_?!(aY8Rq$| zivYam59*wtJdjF@X07qfb2y6}_J!*)Js*lMwJM2Fl_@>+&hL(4KFqqM%0vc(-tnR5zB(ueYq6c4yShpCQLotk8fZpJM{ovY@%ZS4p78a9pOvCVY zwFo+!qq2NVSpI+YhCQ=^%%E1Dh)9FV@)Na(9o7Y{j^!XoE@io~BpzAPr8&)d?mXJX z<{;W>igta%hBeFaOW*t1-mANE=2G>OMKW)J0-$85>bUsZO!%dhuWrudv=4ImlaS4QG> zed^=Zr=<8uyrzSE%3E1SVWD_);#xLCs_uVa#`dhl^)k*3;=3d#Z#KK@N(hzly4 zjDyUq_sesnn#fOj3PyAIWJ;{$oMW7sPliH|$73kw=+=v7Js(2*Z5(50S5W5PY9RKA zf3%%dzt2HKzUP7r$nBS1wgZEDe3>E+cgTvSP(k?kiiq#eBfAv6QvO|JYOd(34svZ*-6^Ox{U4ih!|1l>t_<2UoNqjjkvlE0u4r!qe^} znpt0y;-Ic+RZvKI$hII{+LtP490Ih0=~NIZhD3^BESz=cRS@1^63#m6!PiZ`7S?T6E~sq=4l=`0`8w})#MHTc;a2egH+9a8 zoMVO~VrpTbw=ngweKkjsg*fPr4#J%zF=OlE*5{9jG6i(d;!LWdfbva;7Z}%%o1}C| zEH}%nf{-#7`;KG?W`=M4)XUtV!!GKekn)YIGXPB}KFcaZ;Gh{fR7D}B?yM`yyr$GjeTSOH zr&-M(ILK_wyfSLMfG!)lsIO&dE+|<}&M_tm1!b;sCyJQbCGTgY26>mAv4Ko%B~KEI zp>$+m%NjwlG;i1VTwITdhF!Aoc><0D?0`>qYMqrp zTu}Tx97H={8OmfpjMkw|)7sQ9F6f|*V+3I%Bphr44C)`7eTq+lIA}y(F31|x@@z9B z7W`u`8|KkLCG)8uw@2QqUx9LlFZp)8B@j1J^dC9MbbUZN*lRs-u#h2BIL&&_*<<6F z=u`Q;_v_`@c(_VGB0bzf1M+h{#zH817fVMUtU+y;mkjBk!Ua^2U%9)L6@%#I--{gr z{f{;f4I)``7>O`;YO%4;^g*<>pehLWbcJUefaK}^+`X*3cHBfg!&HzzBu$iWFlu6k zWVDWdd7t@Q9Ax_5BQGO%N4k4#`t}>BWt{Wc#-Vh#d{LnfR{Mv;;#$!#Z`gV_*F$}; zl$%DKO3shD@iX;3_h+3w9Avso#;~~&G>lk(%(}?T_2lz%3{88ltjcubw5(%+7}hOI z4tl7AJTAF6D+bWRyoDVG^)jET2&Zmh3}t~w+v5vaSAMyomVOn4m!8FHKMH3i*I!)w zkxb1&*#j!bt<;8ZLHhK1)g6fl#QW@~4wBVA3E|J0-Spkk$Kw1T*JH-CPjZ@%!5d6* zo?Dl1_?WIA;vCcWe);k00SFrMP5tKZkV@J@DhJVr=&{vk*t7~^Z}o;3c`trJ#Xeq{K}YK3-7V{_H66qge;J z6we`DS*fTB!bf$*91B|uhkq+PovtWBF%=XF$-Kpsg(w_qkSR7x2pigV!!Is9lm(duav4s`I5^+lxswuy;7DY zJ$H)1(wsv{Mj@vHHm#{Ajb>IYtmZwI(9`v>1rbd*A$^3koa8LB>D<`3c)*<1kkb^l&ITd}iYq zK`yWS65(9jM!nN)zxDC}x6tbHT#)f*ZkdQ{f%NjUmC;k_4Qp3{b4R@=dQ>(Mo&N3>TeoT@i0QBBS<77E~NQuamTB%I>u-jxgJpkq47qdflj zx+OAR16Nva^zyDBTZ=0)+aLKEu@rD+CBEN1N_QP)YjcblK`xn|&W9=g{Mrl$XCJ2y z=U7u--Xc7L(6vjE;XX1D@ASg9SQ5K#o#=2+VSN)W$SjE=d1EFWa)O6WZMLrP za6O%xa*mlE0r@0LJWR8A?;01@+m)}G%27Tua2jFo-_v4MCk~%x4{RJ`XuO~!&TblF zb`*V*)WK6PZO#Q5kULB+iluQ@l4$CdcBF_~sAUTdqO7S*2`0o4>bpMfH{$S?WoyYf zG=%W&Nc$R;97hxRd`{n;y^jZ=4%(b~ZU&2Oa&3i{;a=#H=|M~4-a zsb$u<|5${J`y!X`ph?Ep#B^;q$5=?#z3+g7?SF4*2g2}nUDPq5F!{ho z3e+N0D!Z~OwTpvhv{m)^@J%v%kLAGe-~4|TpC?7!KsDQO5al}MWKD{AvB|x!)@QUi zCwY6$G0r3C6<+ZX4x@{H-s#Y=(>9J}XjvoN3A4Ul@=I2-f(x3^feSKo!!6JMhQbTw zf3;?kZlH=CRZdXufSTdu&tf@-JDf_z@5DK#VL`V{4!p$mt%=2w#vwtx>ksK5>=Z=y z$ogKholu3!HkMcmY-x^NI}>*ZMd8D(r)YG){~3yRT| zbI3$t@)kxixQ_~JpKc;S+(dgFK+4fX0E>N{3d0?C9fKlOMIogK_924Ud6&;U)SLEG zHx-1ZkHp%s1?N(`e%Z2C2Yt~&c(_Km>Zota9IIdS0fBg@?dZ-G(Ye3m970sRyyUI6 zI;U3;&Y=k_b7y1G`M>VibDTK5&%8ZV4&JU89wa~B5nVHAMMoXdHACdvlI)vB5CWupqLXBP-vtUWekGynQ&w zOf%dqvb+4{h+~#LtrMXe=)R3(dJMHyB73$3u5sX;f144A3tG~b3o-@@%C299@Z)vF z_xFjzyS`aJ&M|@lsI0TMYzG#h6kQ)VTqn%ZpMz-2DKK|&=rZGMWw);9x(#FW;7JX! zxK>1AM5ZwxW|JS{2AVs7>oLg~B_F&3If4a`4;0k})f>n;WT2ot1-glRXNm9|X$iyy zr5?mVCM_6}r6X^VF#mDb?{W2powspJ62I`^r;wb6iJwIhI*JB#yMX8s) z=ii`qq)@JxR+sUHRUN`X#?l^HYn~1Tj59xPba-hs@lehoLCV`l>Ck1N0=cs3Ejy-z z0{B>oy=8TL_#9(ZREJ5Ve=T`EagUSt8L4Ln1Jv)x+ad_W# zhwlZ)9if6kN{R0}tge;3!Gn6!4myDFx{uvPxv}lY{4H}*GB)r15hJ-G+IGkaq+Ia$ zb6T|eN`g42#3;@&4ox|1jf(XKzn*xGINa3HMstoCMTqr;hi!w%YX8X}C+Q9Q!v-=g zACG<84U_<9iRU{^d`BEEsQ(yMkl!Wmq3=hMv3-kZ4)deXSQX?6lc$?K5fB|dP|)G= znhy>jJX~aNT2!BX8o2BgHI4V#)?c_H>NB~R9Y1k`<2lFleMqVL=s7MtB4Ls$E*;}N%Qj#OlR0gmj;<*8Bo!3!NS{^!(Qug-O#8=8)?3zW3g?*K$7hU1oZlJVI_!47S~@7p zR2Ag+%i!u7#`SMUzq>)ch|iCIY#ceW2+2p6?tcNZJ`XNO?RwCfs$s8WR%gw!Wx?f-aeDDga+p^?a5w zx~-?r4l zkT)nz9dkOqf|0$am4)Y^`14ed$1e|IW+NotlyTx7N?G!GcGw0orpDK7?bBlx5_0{* z+mxV|an7juT#)fZE?Et^rf<|mwO3Y5#Jj%Kubg8dVp%d+AATr*m7Wgw45IyyV@!{s z&`&tDWbm+Mx|B?*w`-3LL>^Y&2yBH8i@4i%HgR}|^;@6{@&shTR~8KF{ST%W(?Owy zDhPvGWKxPF19G6>)g*f4@LmTgU!92h0Ls~)pR6DbZ`sC0svsmT#AfI{R>dO+vODam zx-3>fe&qv@Rk8P|_(!3ox`_(>rh;7f#=Ct`XUA2gmuI6*pr-Lb{lo^MaumrqkMOhn zpukSue=J|33i5=>)vOW(r9HE4GJ&|D)=N3a2=d7?l94d=ti^W==ob268RyXS@X8Hr zHmpG#JLd6`g?Q)R)Ut?lv?$>9dNY{M8!dz3WVAtYsPN0hEd zdU)5*Ud8p8J(Ww|EL@2b<(^9>x1=G&1=U{7IYtnUsDx*HgthEzL?4I8gj253L1FTW zK+RUTa3A@DLxS*}4P>^#E@|owh#JECFD<8AXwq6P$n?BR?(q`h9qG0^vn(JBaZ6WT zr*h!X?B3%(!m3rV*7w%+B>bIo%m`AF@NY0RQWY(6m-O%+J8a{a9t*kxVvQb$&Fi`~ z^Q=2_95iY@7er$bHzMpU>xB?D|D@a2Q8@>d*`R{(6?8FK+u*dTT>X7#scGEQu{Ls$ zF%cfrvI{DKQ-QOq%399}bIyJnhfW1#`B)J3?|-(wXN_sj8N7+>F&6U6XOe%!3iRXG zCk3fp+(1P(s~lHI-v3X4;)X#p+Gis7!3BM>fy}H|mc(l)Hy@I7yi4co+`0_HAI%xGSE{G}^I7~AjWAk#9h4691wBzVSv4GuAN-aVXS1O@T&346;bV3tkpcFp0) z?12qrW|{I#V#kF(kXb6hH+h-5;of#vkT_ERa-G3<27dMJpYS zDJmV|Aj*5mz5OR_?@mk{>QFWs|0w4eK^~XP3+Kj`e9`3>HK=9W)Q25F@>=p2IM|BM z(%jM~$H-$`ka4j1fUw;!wnqy7$nI9w;>x?MLo__@&4nlrKw?D&>kDd2*N!Rv9oW9Gra931~@#^)BhwFWIz~;B5vpgf98)Y zn_2I&!lyXM__Kg~rN@PvFWw#9l2OaJg+AIiW@qn_G5!`TWu5!aadm6bC8*1LHXFr zFP%_u=_TSX;?5ICw*d^N)y9V5_IO++H{K-#W;zTrit~BCArPh7BY|y!WSH z-aoB_@CiOKj5;Fxc=IIh3u+oS(S(1wA__m`5k*e)S%EJn{~`_-ROtri7!&#N zUXm z;d^}SBkjRTtMzv6wP8%Ve0T=S-eX^J=j~15hgLd<>lt*H>oLAs1|Qq7mc4f^=|*}u zrtm$Ep+h$jR6WJx2&KMuba+1VgAGFiQTZBiRNPs5K$B_IUA*77+~;}>$fX1ydr?u{ zpu)&O)G!X}{y+r)PAOpg_ zUUyJK5VRa+HD== z4U-wYaY&+k3ClE?n#MbA(F?A~%zNddOiM5tt5)1(ZOb^P@k`F3?6RzC=!@yvw{Nox zdc!ij;vCawLFJ9OsOtW`Rr)x5rtqo`^2wJvx{ty=@LO?L=mwhoS{3A$RSm76XHD_{ zy`qM31J!<`a=h}^!k@?sRzKF|g{~*XTh1}FOc{zbI^Y|8`2r3Vqi1X!hKm!O_lTqCQ++)ZPMH!Rj?&LI!$mTOrVWIPLg2+22UXW=+8U5v-a zbVY-|sEWJ+8BuRQ)z92ub%)n8fBLF|{L00bEx$N`zBqtfayZ67am>?G8_wuW z+wo0RgiAdljZzb7l-HeZ7u82m@BcW+%vg_nVP$Gmjb7`n)+2Ge_x;hl?0XH=`+<;1 zq})bIuSSua!>MI_SiiA>j4N`>9cN9PDvgc%EgEsSp!LyJL4L3N{PQe~>$+nTJG>Xw zIfe>yVOwsWAhoeh*FNx_^-)N!D1S^96bQ(>oGV7)8-sDGSdWEq6Fs(p%*9A>gs!&=4W9MkvSpuDTrU=>b-MxL&sgMNsk zfv8F31cS zQg_!8hg+yoJkBu|@+jwJKcHH8Z@iUOoXpgIXT$C$_;COuI(WOlMeMts&Y%&8Ko zprBjsUYEjyyovtFDQBgF{P?<#eSU05b=^8&^Xrr#h7-l5h?kC(DMt9Ei=?mNP4;?>Q&QcPhsvvxD)Gi7h|JW0mW0&T$)uqDC1K4af3Y z>i!#t*lJ8tu7|olATJnhL`wJXxL>#H)2v)F732%b1^*U2?C41gBMHP?7AH9ek%yJ1 zIK?nsw-(Iq;PU^pamX{eWxY-;q=v^-`Y$yNAwKVie9r|LklQ1l4+_U2XX*s^hEm^i z&`&8;P%tE~&E`aEc=ES2*3laWebqr;kBmPTV0~TlCG7}Z(aw~rB9~iksOzKjXIk{Y zV(K)WZR(qfgN)Ocsf%-nhgZD5+m7_`zW1l*7-MQAiR`ofAUtf$Ka$rYIov>RbPf{3 za>p<>Jfh}*euvleHl)!7g~_<#3H-;F1+(IiBHpqtX*r0_@Z`x!I1E{^l5*~#xa6? zK6yq}7&jiXHJf{!EW}&(zf4?^0r?e2^mPnAJNBWtb?J?_tWjna6qH3I#gI8Kxbs_M zTBSKBeHP9!Ya%`=Y#&3fv9`9~e`BR?=_@)%dE~l4RAy(+%&R(QW>&7p7|0`!T?=3+ zcKB^tNu5(O8|Rpz=#?*h<-!Vdy5etEDxcdYS$37<4@T*rd@c7 zQw-^CNLPN^6FNc-<0EK74lc-m++lKK78g6tG}lMGClGI0r5`xR1dMKZsuT}7tCU5; ztXpB66F(>CnCJuF?Y57g6^PACPP$&6^zeoqv~j5Cm6O0cD9Qh+T6zal56{H~5eNrn sc12Ms=G_k#S+6T`MJ02qAf%WLD0ZA^_*E@awan4G-$#p)$BTde2RPK~cK`qY literal 2732266 zcmcFsX;{tM7v^4+DYLFw#)#_7=OCFg7tuVJnnY5XG+o@}ibRG|$*iQLXjVvyMpB)k zB+Y41ny3HnLmqpdyZ%pK_J{M~d|c03?^^GA*ZQrkvgOYq69)|%Bt9riAW&X6>hn<- z^v@mrW}}~lfu+@Win*VO%Ivw*`6VjzBJ(DmJGSg zIjKw27rouOWbx)lrHi+3PusMlWbuK&Q!MXY-ZlBI#U$nid4|0FUCoJ1JC-dgLXs&q zDa_cGr6m8y`okkMySuvLdj1^j)nF*S=)e|>@__MLdk^}ycCC`K*OpRJkun;#c9!S-sM4uXAS1`h^d63F46Es%}l;v8+DxC&QV9Ebx0-wX9Yl84fhgJHp zixpxc@;{9boE#xw{l(Pq6=VpCx|V5=l75$?mNH{kO14@`kl1fFc&rmBUm3Sp;~&5V z-tRW>xJh>!ICFfF#e{luDJ5I)`08uXb5+*d^}x zZx$FJFJ$+&Y#)#p1Wd{nsQ9HXPUx;}`qSn6VVCKvU3{mEnzAHg`ZZOfpJEAv&RRU1 zWFa=G@#&<->cPL+aCn12nSb-`vwkqlBETT{-3tO1T_^0xzZ>Xn`6C~9g1h9%L{H`y z2n#-|1j@S-|5y%L!1>(*E|;za#i4CCG&34VG+#X)>;EPHZy=6VAtZRlkM!)fU^d|c z3<(^TfUXG*_4Uen4Q+%IB+8x+zdhgo1YknSYJqZ0-rB>E378WE^73>|*l3rWTrJm0 zc)|6-7aAKhwL|MOEg zfo9!E=E9&}5Y2BC1j>P`96!hgtS+!wY`Sh}t2y{{byX>8!>6Ld2`SDqp}H_-jX+sV zG5IKD1NV17FytxQ5cMH(cFeJ_*@PdGx92i~i-t}tJ1A2svAEPkrZnfz-(qRia)I*E zTCo5K4vgPz;K_67`eEaZ>d2rY*`yzuQ*GyHM?z^;3z?8DojiVECh#d&26K-po1PzK zRd{8PXb-#;5s?5TrK!sV$~9NKFF}!n5j{Sia#9kezLRfX*V9Bq(n33Hoo#7Dq57PQ z5Y5b`5cb zo6`H^pKJ>LfV{8~Rp^Z~IjxWhScT^BDC4>KSk5B}mhg5ybtDRF#bPVq8(+sZphl3S*1>)ON>n8kw z+`#|6G6)2;E5kXTt0}L$38IwTZMBs(YxAE#^SJ~O?mN%FHbW+`e>Z_g+XVTQamGcR zUS#vRZ)$t=tT%%J6Amj1ls`^idwM`7a9NbSAim<&As^c=f^oYi>E{Ty$PNNb5J$~t zU`vb|1O~h?2q>o{Tl>vj9iC^62npb??Ja&W1%n`(bOfbUUkjBNkOY8L1`eAt)w8uc z?1S~ouJloZhN+^Q`#hV;Ua2a+MXmWe}N zP(vvxVvt>WzYYIa0^m}{!kN$;MdnApkzCcpDpeuG_fLo=O+=F3h&`vJAUtDCk3qYG z-ncc!EVZ7L^jxD`?v0!u57p-hsJL~mF>r=Vz=|7(PnjhJe5tAY5LQYSw*%v9_AA2`a*zp_7X&QI9kjUR_r zW`q%+r+=&R`W z5M)*9XZ5Ve%hga$Qb(1c>h2gX$OJ4Wv1nH}joVM(-mY%VCNzNXAu}BJ^+IHI1Y$|C z+LwYL6EHwCX^VP$LaleCH8?rpo!hr{p;fmg+<=N(7it;ivu@mnOu)dv;!^J1#Glwb zer?c21d>?OtC=nN3m_8=`>^n_%dOvp|I3p2lvz?#H!C9Vaur#gpN%x zq$5OMSe3pps3$&~Lkwx7t!=bk49)k46k&P*k4H%^9lT{7# zrn(fF3l$IW#SlZ=xbS-297E4^()7xSl+na?k-^o}~l!@<^4FKm1 z+K8^kb~}FSw}Gs0*j^8ta%Q#FUtu4z_bnMpVj8a_j%5siy3blO<+Ibq##lI!08K>Rrt=k)d0{r*~T}ABLEcH=3cF zY7L$=AQM=$)nN_q7xE@9EhHG^9vx6N_l7ip?Wk$^c>87rWCB*A`2xy}Tl}54*7D{Q z(uA7CF1HVvkf_(!G@RU4H?RuLIfVqLep}g@aycN%`ai}2O5Sf;_`(NchptRbJB<`8PEoo3FVG=i&x*}#2)|Ili ziX7i^qjNi|gP>4KMcS&C#zgSwb-k>SbZVg;Hh?S;&boeP$*?0M5`%| zs2h+COxiNNZB*PpwKuCsIJiA)(Owz`hLXIJK$+Jx?K~7pSaG91Mpx;%llrs!73qf@ zzw*NF$53sELTE@#SU3rC1BM0;ZE-cK>wxDOUy=Q)rrw#_>6Kt8jX>j)h7-B+kPTSh zz@iO@l&=%t#+g@;a?G7;<@&k})1bb=0F6H-d*38Mp@j7fJnC7gWvy9tYaE%C*pfE{ zAH~K4OP|x$Bfcs=?AIbXSsbuw34={pkZHRUYVYRVP9i#Y&2j_(>?!{VA zBw=KaOM8Obu;0C5N4Lm!Qjp`m@W;-Bq5Ad_F>bBx?(-lUu%yIdQ|8=W&l*1@XR49I z!(F{mMGw4(K*ix5%1Xk93ZX znRCw;LNqqE;?Qp2&PabX+Nak`^ggad=Zv&=XhXfvR8-$K&xoE1nSg~7hjwBOZFwwi z_o<06AvruL$vQI^()P*_&G^1#(<#UVj4H7hlvk{xj1_OO1YgNW>J-|zJGDcTw@FA+ ziZv{?fWUysF?=3n6FkQI8IA8LCQWeDG}7ZKfLewaYC&!Mj8h;tU|_a!T zDy5T5Da1aHW5|X`_hjS-o|^Qd0l9(tCq7YEmj~~wJN1BAILs{?zVc}!L*;T%u*dQM zj|agX>SKOeMZbbr##6DdO^_QfmcbWLmc>GI#Sb3TA~%#=Cn+Vyy~u&kpn%-)^xWlN z+j=C+z|bIIQ8qyswr$VeAL%4f>XG$YV0LTv^`!=60@i@?X@B9fC%&z!mJ>_nB(38DM}Y%G^&Xi0ZvZfs}i(YFfVuBor`?!KN$`Hz>-;-Pdg-$g0ws_f8zy`Ix&sS@}qa?w?Ryuts>cv$Ac2maH&5^Ei~h74ygs4a-?pza3u{067Zgb@NCcQ4^ELvq0TTh( z49e>O^6^pTt~-B{g(1#zsNrXKa4n+@i80KL*NO)=!=*h+->8t(Y*H<<1$|vNg6mLf zi&k3yyK6{9kQQv36WX6x$qJ2e3?`Fug$`|v8dvbDm)Kr)HE;NM?{*2)HMFDh_O*>= z2KfO)G>i7vVnU0jT}B1h$nqwUS2cao-oDl1|Mo*15?F2D+@A^g0TWoM?d}+JA9rxu(aq{vZN2~fCXQ)bdAUE6} zKV>px1Lg)kgECcW>nh7TUu8hrU>ve+@|~hFP=yOa74DxW@23q24*~{dvLp<;o}1KG zM)nP^&s^s0NJD)oaJy$J%1aNFUE(1;U{r%gyN#AtJn$o!Ur!oQSsJc20#q|RkqL(- z%l7xj63JPy)XJtzG=$@fo*%jWoh)&We_puWwFBI=GC`sAwR??IzX@b@z)~xhM_JnA z&(2L~Nq$MD)_2$QmRINwgJveN2-2~utN2hPVUXs~J_B{eWbcQSGup@scRzYVeK#M< zO7l?n^TB>?9OMSPjb>5~rKqbv%MwkK$lgJsM?Sz{2RKjPfo#xPHzQ|2Ht=XKDrJ31 zv1@qwmbBru)h_jIE5H?*p9l_bBD;QlK}jMS3nkiL)*Elh`k?!P{A4WoqUAI#x8sl$ zkcD#6mODE@DFDk!Oxh--M2#y-f7C*NLFvp_ofCIrAexbn+8;4DqXa0Bu=a;1Pq}q4 z)-7;&cc1)9#$7WhwL&fkY#rVrFbIXOcJ|vq1`;L)(AHP?L~A_#(QuATt7f0igmJEe zEaM!S`ZWLhaxIirF`b)9`}@g;gYLe)?QLWinjJf(Y^gG&PWJ6{=gn6H=Z9EYWpXJG z-!$?M_xx1pCQXQY+&-h(2U_v5K%BeTW9KI*kgx(xdlkCjNS&j6y~uq7&*{_EJGwwD zFwnq6_@*hb-vp9lV1dM={gH_@JF{rHZYRm~!ZRxzF0()zMjeqX0 zzu1{SR81u#=|bULvwv+MFf2nfN&mLtui8es0jq6H+G`nmzUp*X#E9%2-mrVW=5{_* z8CIi6T3R-C!+;`*&!A0{+BWU2=xirPZ@yiAKQl~bLZi15l#_;Lj^jf%U^$7!qujiy zPMB2}LvGYFr-vFDp%Pn&g}v98r#lxVh(lnQhQRQq%o1FW z!D<7S_Vrkm&s?jVt91{EwG6|!8XsK&_zmSoH2BG_wcZ3JR&4OY^5zt4Jdb)EOp+LgGz@ol6d9~}iRa+hDg&M1C z>Eg%18-df&4({B$BWxfW@Eu$}NRFy5iyL-SB5DXm9|wQ5;RalZ{D z7%&@XcW+ToJ~%yJpG=w{Sr*|mK^Nq!t5NGCePXQ%ga)iOFloQmkkURO=P%6$V!I^S zpjlVbv;fip`p!WgbDnPlZ8cz`n1J?*kH#})tC;f@O~eO?haFgY6HfuxCa)r8@|@qY z3;j+Y;|OEiwCi(mx>t*rb~n*8xJOawKeB=dZ zDXVXUkReg1UUI>v2rO+IQAXPMUJN{Qh@qLsqAadzn1;V99-K_ZQTDy=%xUi+A!8mw zbMnbCt06aFXlBs9$JJ2z)v_z9mvDo7>td#7t{!+9eG6(oCCsApAsa9-aM+aFPmSE; z4jsEiRvKPQJT5Am0$%)>jQSoeaeH1rph-AjtsC`=A0Arf3ykmQla*m=cKx-WPf#cg zL4D8unaqoj8!)oUV^XfqDr!E3vB%0t6B=hlFKPV_BH9#H1_{r5gZkY-=2eU*@hR&` z{D6e`$0@C3UQJ~>s`_?84YV&}7<+a6he2MzauSpFUWtmpGQ+U^Iyo(w{NVD+Fa_|E zQW9!=W(ZpC`@KMd0gEIK?Y76uQ{BArmpl!Xw-yvg*J_o8kQ=Z-qW=Dh zZFs3mN$dr(gZ9cP6lk=AWOWm|26ZUq5;!}=wo2HvFDXf{NC>v`7J1bwTw=R!L+&_; za9g6hntjI*{BRG;s~p;&;s*G?Ul=sAkr?5Mozl+w_nZo}&#(nCC7pId6l?!|tr25N zOxo(Id`rQB_O2u{uXbFKE0Ih9^Xfg+LOaJM%zzM$wa_d9az}lUql~Ahz?aq@r7)_ z5Y451q+U9^i=~@fO|U(Qq~%6x4i@0_a4yQMO80!y2h_arY0InT@m4_@4I&HO!Oj|b zWl-}Li<-9+&u{#?$VHYnjIT0yl)p>o>rcr(W|~Mwl2Uy^{?&RA&|-*l|2fEl0RbAb zfkpfJDt|(hhOnfAw1Kr{6TNtE0_ zI`$s!7z0(e1*m%qalf;u-vly}FcYYMt7Plt!2Vz-q9-NP4Sne53wCd{=>F>Y?m?iG zft5GfSH<{=&(bY7Wi=66ObJJ^%xNgZ^>!dESjo;a7!VdXw0BoiRO3V6L^csw)%~L| z^~s8CND)a)BzNg9g@$s}{vmh+!A~D8wnTZGF z1+4Mm(H?$gr5j|G=C>2Nq^tH>vx>A-h+_1en~a#X`!i$$1_dtdWxbRzajoVn^~5@Z zgjmsfo7#0yATdyFD~a(4giOE~2A?)d^17rwr>41)z=A|zd0bIFgP=5fAePhy{V7(VP5E>RDFTDHL-WG}^+zYgI$vq5zVZ)p{ zqPV$h-+!$4Ss9c7&Y|kIY%UAbhq21Qr~Q#qrDMZ9VQm-bhAD27hnYozN6|hbHEGjL zpKvIYFg1xoyJzrP{>5?p+D@`(IBvb@kaht?GVYItnI>K^rK z-1tD4zAzCG3-wVhF4AE@bUj(#8%zgSSTjbFO{b`wuv{B&N=L%Hd z{0@bHN3F2}$CsxpOsYJy&%J6$e$k!0{>iiWoD8UI;2<=(b^rCY-wkB%hM|G>rzILI z3^u21h^`>Yn}vG%+kGCO2Ego_;O6*)&&XgziB0?RO+(C_+_aY+gi5c}=6)mn|=xf1->F)iqzqIL)dctfkZYw7#8Ty ztagT)2QCr$sA0>z=@Gh~;D?igQ475~+T<-nxv>_SL3<@5r7J#u*#+_~9QU4ghY*eI_wWS`<{OvN`31q?N%zp>A7{jLhx!W1}NU!UYMNUnY*(pnY`4`ma?NKBN zCZC=RfdPvoE|>QH@cj9*yJwO+VoKXjcX=kfhwv%cA9!U&uSq>fY=FtkQc5Z zvMTXFuL|-4MppT>A8e2=a!%G<)j)tjLUF&GdjdFt{s)PAhaFpWAQQ0GjlrY5ZfL7> zH6b~&gls=0TK{0ZnF{SPgdr`)dP21}WCG>|2JP2N+Me7xx4x;B?A*eI&!!*lg+zc` zD62M3Kh)lD0!g>A+D7{lbX3i;y`3X3l2Fi)ndOxd2wlq5LDktgp&_E*0us%b1svK= z5Z0-*hW$(SZ4yh3>RwEVgA&pwRGlO4OgRRXHmo}H1e8bU#&ORpuh(~xY+Fa)N~Z4m zNJt&7L0GUGS)2{I0mA}|`Xc=z;kfAUB_tMBi(NSKXc*Kncq2D-tGP@ckQ=xR%H4C6 zbz@~t;yrT9?e)U-TJ^!8AQp)Pv9J&DOFmdu70{j=j%C;`Kbp}@0$S_vKaXwUMfAQ8 zaCx`Q{h(07SQ4A|w{B61opFuMm87V*resCtf(1~0UbIo5Y*w-lyxN0N3<2%O8dCDD z7n!uYBi(RcDbD_u^>k?J_7I7BGw1G5hunZMJq~R_EX&vO#esiCzAIT&yHYZ)V&1Rp-NP4_ISRtlZ8qy{IK^^p$d$l~s222BB(>@;S z<<#7eXqHZfQb*?DF&)9+L2edWf&M<|eLWOP*wBhW`*U>jC8ZIU$Ji4W4!`woQ2+8` zBgFOklF}np!7|7VL{g$mSI0UZH5v0DpR8}m@AALMhJnK5Yt;CxJ=w4dvH{CVEH>o{ zF5fG*+N7(I45fqj!?mu>6oXE>$)FbcWK`H`D3ma|$D{tX^0n*NW1B=ClO29uHz@iG zl$AKBIG7*L0k;h?Hwb9I7+CyvNlU92IsQ!EROec&9s$+2a0F=g!p#>UFJORX)7}LT zAFrR)^;+be@rd*4!4gT(2R>&|d8^%cr~*2biIq1t?GoLvbkjD)mJ(t;$vyN;=@hr< z8#AO!56YBEEG{*XDb4xwH+gjrS`&Mx;Oq*#D}%N|%rDM}HL1!ZlhTbVej9z>_I>K`-!iv2np(}bKCT4$0qfwX zzg}V+aKrTYBT~$e_@U#i)~W>+I18i%^vhxU_rFEY-91%Ujw>6WqqVY-P8j4LAVOOHpcN?RyC3B`mcv zXg`F*uQ3{H(a}nB)~ORRzMnVfI}-ihC$0PL5I-2EkU1bv@M%k|{J;;@Uz$a3D5;BG zeP?c|0KRcuh!DXDidBISfl&?W_tB%m)juj2ik!abI{$7$DGw@geaGo$8?eB0TzFoh zt?y}!cgo1TBk~ETfxcRy+Ym^Vxr9O~yIkQWr5I+s!!KuWQX&!s;gFkoqwO}m53V$1CCzDm9)D<+eDz5bFn z1O@@pGkRA>8bg7E(Qb}B<%5}RK@N7g8=hAXi&i?lcO7o*8wJfAf>9u)-7M{ZY`_AE zN&DHuC^<`J>FO3zlgYmJ&@?Rs{Pge`vY~d768P8wW&?xvr-uzenoTcWi)`Uar!Qg@ zErLR+63raqetuXBZ7E@BV9C-qHaSuFca-qn^O$PJfK-(zi?3O?$K(Igh_BTBZFKW{E66B+!JG>h5Q^@5L= zY(|40yAugc5E`(-4~w=iX8UB%$wzj@WOeh2sj-P125p!0JrrQ#J+TQg0e1uKq*NKS z^7zg$k>`kx6xO?Bv_d9Wp`0YcxpEFN0qflav_EYKO&_nP)+ln6`>92_!kk&q*BLr! z)9Rk&*k7fA>)2Z4+SAtkLjIc1h@$dwQVqjQcQ~yRL zr^2eJTSSV9+umz7A3BrajrL>8#3zGafMQ9N`YLyW_~Jr~{UZ0ou6tfEnph8d;Ua22 z`8q)_`msO;5{3mP<^I_#Zui{61tLp_SN4SXxt)ZTi2I&ZF4#Rxsb80zIcU%z3j<55 zL&x+Dto7w(afU(nNQOMums_9ug+zkk67P0f*S>H0bPl_GUhT5tuuI(W-?*weY8dv1 zfB1Eufph}aFwj16$d^7|xL_Hn=t<+k2)O}kJO#90|CD~3?&kfZ znNX4>fDU zK7nk&sxyyEnPJ#o)%;N}{7g1I|J=A*8JYpw@C`xwYRRjY{gr`)1J*y&u5EiJEo%y> z>dht&_m~-dvxt;lv0No3M=fQ>u9R%GlpwL+O2c0$vAShu2Sa|q5-W8LK&7r^iCr9d zCqp9tn%H=C*bm_d58~e>1Nu1zxz3H_fwm)3zI(OaEF#YjNqn){BvtbYs&7-#QbtPd zs!qraScT^BDLbKry6N^?tw^ZrVWMe|zgXwtehbJz!lpe8+T!roaTSHS zwm*pC;C`d4;o9OzD3C&s6W085>k?!F<^&e)BNHAPKWYhk$~_0Cj8%?fwCsqkll4` z%hJmB6Kh%`*0|qXlQHV_sL4hW-Ab#UOTL1TP>GOW^?cukegpn561cRtp!bA_`c8Y& zL7H$apf>q(9<Juljk`P$*$JiAmcAVW-WSk4o*N4kLR*)#q}>U}&eO?-imW zeg~IBp@iAMrG1qyYQnrdn(-oSTe|mZ>qa9eDaoO>ZK2)UE076TaT9PUORHmjHLI4y zwCCe3gM00`kn4}ZOPSUP(0e`28U1P)SsJjs%BB4jv2BS%UH2P*@>A#(z1a8%em@Y- z|9h)v1A@c2Geg1i3|M^=&^|L+Iqu(!Re5&AGY#K1hw*CGkAVgahfvcn>R1DK=L2sV zXdi$oUX~KcHW8V7?p%}ba4ipNpWRVn9lLvR1C*4o#LB1rgpWt)^E#FAzL@#Ffp%YL za_G|$GjLW?ifXj`{IwDgqA@ryX)`6;57nQXtwi3lnvfW6FcJI`pc5hbp)hQFzX_zE zhsj~IOM|@iKAxMR$PKH81F;5T+o7J}E9x0CHy*gvZvmN;u(ZmfeM4D%Gv`ZNxybVX zAM$16uQ@>`c%e9YJZk#&eiKM1U~xoyPLj1u@~N4N$eW)pz1PPK=0YmQ0Tf0r|B?E& z0zf(ew}3-=)YITIJv2T@(`~1^JkH?>44Mbj2&ia;VDLGV2R$iGd{4<~KTGf_ zi4t2*zg)=(A{alBmUM3F=Fd=d#zyE2+WV>=D}yaAG>eR%r;RysJl`CA9$+1^;RLJa zJ!Au>hw*@+f~ zOmbu>p}ABp_T(HWl0py|UR_xi+;74EO{>%&b{kt%z>AIkN_0IE>O0QY36r4WmW0^0 znt49>01?KvscU)x3M-wf&b`eXGchc3lEsio7KZW%Liv_micv@Fo(_j>ID_))1k1lK z52$nF(cUK+J5g3awV{*v23jIyq1L8MTlgF3)2L_IE-Y+@VhQgVXkUO5es0t%w@M@t zZTZMywB%E$?Xg8AI(&jED6V29noYZd-ecdo>s^`1`C+rvrLw(4p)YR@kv{yAzjh~- zSF!TOqP?e=;%1`3Z5NV~nAGG?3)JJml~q5Kl>})|UqO+Ckv;0~ySGhW`tYJ1sjf=o zZm*BMr4R8{W%RM3R`e!te2bN6HtnPCp=zU#I0~wW23q1M=dCapyxn^WRX6XIu?mnE zu*6DziGHJ<*SotVo#cl-r)JIZQRs%eFaoVh3Sy4SLndJTGxZ%e{;h|5jJ~#zCX^p4 zJ9T(4R2l+Md3%4=@d0E4<^?uwp5!I8$!gvDmCUL(r;b#3Uxu>kEd*z4*KILSO2XmH zp?twApm(O9O>agxv8K0p%w>ZfC-9tj9;yuP3x387Z1zd}U}?&Jn`=yoUYQs7~y8n{#>%S;9%#SMdd_Ba=((4t%e5B&>b-&)HFPwIIVR+ zHt=cNAm6p@YgBp~IV&+V4e9#6Obqga9a1uCn}W|nfX2{3eRsGxwBpb+em8L%BiU@I zq0bv5C?^d;9OIyr&IZU07{_3+DEDqD`2zjbO(K%mNy!f8d8Iw_O+e_)rQ9?l*|)k)B0J) z{}q%tl-E|XK1h@-k8dYSbPac0__dVR7JEfoX>Ba- zhre%sdirOW6ErR9LSB%cC^Q|A7x)ayF9c}tY9F>1jV8S?WZ7SC^$HSDBry;g9{=$8 z^>PfEk#ICnW_m)~O&J;oUy`j`a9Y!W%U7YZPiy-m?y&d*C?#Q7pngt#W5fh2ukk-g zzU>!2=3Q<%WP$-I&y_OA7*HT#<(WtOEvry9#*MTnk=>+ry-TKfM?k)viOREO!$=M zNp|BQvKoRUZsWvxGoVnyByKKkM0;J1>fMxfiVUR!wbv{8-4h`jo}d!_&2LH&l$Eeh z;?kDs`C%N^p)1X#3Sg5st03GKVi|o0GS?@a2G1H|S&2jYw#1oy+np;)63G&+lk-X| z%^6YwIuRN|ZkjeiUck`6VNl+^<+nar+GbHon(!gX#qD)9)HP%vIjLz+rELEMm;Bxk z3na=}wQYa%{oaby2So3g8(^TjrTjSBW&Q8-&xWWptSHq?h474*2HMYZM?JO37<%dx znUki!Z*gn09|Pez4@Hu>@5h0?(!i!oxut(x`5t55L+mrS$FINkmz6%WZuk&Q8j|Yf zH$iT|X3$*P_w+Qpyz;_K3bTo6iDW{XuXR57I(imDL+*I3K@gxZah3W@O5z>mro9m& zPvFWWuUD`JKOoLVoO?sfRo{L$kc|&k-KZC6zN&dfr^qh-v8s2|pLK&B^c4i?e@-=c z_nSa=&={bZ)K}?!;uN3BG?H>sY>?je>ytpf`Us)H`Q0dGD3UNVaAg98fE8#a?OW&?Q|IgPJjsJM?!9i;rd~;bI7TU&9aiwB zPlrsv8c;Tya)CCE^0(;P^O2-Ut)5F=;*}s1no<9G>xRb($OOFqqiRY50PPg_*$OKE&Gk7LV9S@m+ zWmOLCo*_&B-b-02@>r~EZOF%%1)9*x9J{N)zF-Y2X#J>CWsmJ zR{c4=8_GyFsJ5xI7g|ClU~uMhDZd&co!0i((!=Bmv}^vRx9gK)AQSE&E#}N0!z&;Y zFor?>e6{eI!BjV2kym_s6q77RCPFR4N#up|We;_r@{D_d_H)o@9{%iTFfSmxo(XH! z6ApL{h2-HOs4xVWTVI4kdaOM2Xy5CxRXcibU9ZRo0kf=hb+4UV7hNzS`qT)!f)RGj zzn$NDhU&tgOMk0CUcl-CgF*SihqztyV}m!JNEO3EPWFaEyA1T&b~1Iwf@~$$RZ;iZ3or+mo{AXn8=i@WX`X;Fl#@Xa>z~ zeKD}dCONdXllIhJyO67juj(ave{f8RsDj@+R0=+Y_(4VVo~ z7Uh9SLs*fuRtWj&q0+(+wC-B*nWdMyg`Ob#f&&Uex9(epgT-S(Wzgt!;(e&qE_JNsb{kdTCBk7$hi(qxwAWG}{a^0jtl{ zd+4zx&pUO_ml5KsgzM~PyQ)Kw34th%whV1h?axT$3>q_m@=8fV)uX4<-^jN<@9W+JLOoePnL>z0tfO2Y$ z>alvVBSqx9jG0SDj8?G+<<%Jo4`FNc1yE+iY~b@Kf8bN>A5&v!A@U{klufi3@AUq*T2y=W|av_?Yz*RHW;!E&3a>0WZ=V+S9|WG0#_& zz9o6am$s$xLPzi*S}lS@5!Vcy9%69d&?XvQs)3(Aq&5>D$S57G%9e9}4fUVnP+l$U ziBf|QjfE1QOL@6RI__|~)J4(+*Tw_?ChBg3I)|aCMCVKt3xy&H^8%OlSvs#P*0qyT z6G^)FXk>zTwCK8obqTf)NvZ|!4^Kfh z2=`fn$LTQ}s1w$@l`NP*|%08Xv)(Bv)p z5hEOO17-u8Nf{1&W2fW=dqj>vy;O^ysX7@#bT~3W;AwY$KyF|$DT_*Nj`h`Qw?2_) z8n=GaZB}Sn2GxeqsP_r>asfjL>wS1E%89jDd4;2sqsYdd{oMy6dX|Et^jt)hHYD2| zhe8RseFN$JM~8k3lG} zKGsPOfdUE7NwoK%g~v9XPkupu)*$it^F5QK8xZFnfv|AXHK_~=B%*DgEbT?<^yGc7 zx<^)Mr)@h-bu7S>F^Op6kaRs|KI8@r3<3t_(qQ}0+v!DGFUeOATqx*uqK*8`}0p*n`H(Sg|1`+YJ1(!*P>ehk&N|-C=HHxz29#Gxeb8jRoWl< z*j{AU6#hsgc~T0uiz8hy2I?AqpaOj_?qOHI3I9KmXult8s~vqHsi%{4!@S2WxjP-e z!#Cmx(Pu+0$w4+?wShrfkBM4Q^Hwz^khI}-z?G{8Az%kuhip(Xwj9`}N<7*`Nu1H@ z6W3Bj3IT48TQsx%A+9Hlmbv$ZDuLq$tTwP{KXqVie?Q}vWf!@YQ8m8Pu2~7H4NDN9 zzim2|3q=w}^#rtsZ|0rR#VNTWT85eLPHUzt*nmDjIzUVHYETu!Y~axT&L^eQc}?UM zkyDfRqW@T|>IJ#M6h%_pyN;~`Vi{c8p9KhOJr)LWM2;ve^=_FzrwJlTDo9ak-ch9s znSk|fJlfi1mT`STqPNKD*yi|VG3!=H1}H$3d&xuTkq{U#6IistU>jDoZ*PY;*?tz) zZ_4-W0*}T>A{pSskZXG&8!#DwPkTQ`C9vz!v4vG6AZOy9N zpsa*Jnnzpb7J9Zch^_rewxCAy?GtTwK`rP@)Pgdze%khXfy_!+VrA1FMXMBMw;o<2 zvH`ltQj6Q`15SOEP$V5Q33vy&0keTe`wbbd5O(0wdE`ej5(@V^@|Ji*NhulC=)GPk z;NvA&Qex76$w$RIxA=W%2bovLq~_jy;|Q5hi8!~|LQW0j1&nj^XfIFh={olFxyvUK z3^S&l_~dR6fuXNNdr!L$?tfxvuP`Pp;ymO^3iH1$ewFf z{Gz2N(jhSP9gg|?)yfA@TE%u6IJ6}t^TLSMR<$3bz$%;W+|=kX4^s99qxNmmv&sKJ zZoqmUHf=y_d~m!_yRL!+w82+q(F1j;eTznsbm6e07GwezNi5n!A8CiyyET64O$1L` zRLG2V{0=qI`KSXuHArJFWCHF5+HHfmkX`%foREy9+lRenc;%26`fe$=E7hk%CSWOv zNn0aU+0>K84-(l?`pY}@fw~oBLKvzHOIIgKKzPO~16Q8%Vo6ku_0!y=NhB7QOf!o6 z6ag-ONXOVV#|L~l6KfebOv>9m8}&4wR%hjq4fF@6 zU5`}lMnGg$0a1*vF%Bw_8?aE~@+fZuXvEzw(T?sS(Xhki_WiH-AvZ)IJWHQXR~`@= zn6xK8^08O#mHn!cPONE(SmSz2%_HxXB;G06-!3~BIuh7-utZUC@f(zpupnTj?G}4rZs5{p8N#DB_VXSWkQMsyE6Jd%#t>iqf#BS6 z#?&8j0|sX$iYxd@vD!LHh-n zfbM3QhES1j0;V}8RLWFAJ63L}wl!W>`w5wV#Sx2kN(wa_ZlEwrJ1&yj&VcjVNvJYdYGvGn+<+BmHjDBMTBWSM z&ib-5amDwJ(+O9-r{LYvL&y!651H3NCSY!0(*}clbeXEh^J1c9kdS?#8*$tX+A2vw z#ZA%okJC^jVa1KZq)hcTZnAca?GPD3AF=TDa@GYS=>RHjher7wg4}==H!khx8nO-* zMI>gHl4-T(irnt*?~ofVp?S~BkDiYpH(+U%L;D3&+Xb;TiQfCk$)Q*G@S-10Y^Xlh zA;$gLx?wtG0|saoZE>}&MQV=zw<0nrE!q;FDHjDc(7MQmr>sftP$=O_2KB{HjqY_# z>b;~56*JGuEgJH##j{BkVv`!5PHLU;@RK;7fVV^+SAV{-Of$gM!DI< z%4@P=#(pCKOB9o`fO^Gl9pYEbFyB57}@aH=Sgwi>EGpEmjC>Vy=j-if?KA zWdlj|ut;K1&a2|=cHLu+P2q$WCd(~bo=^)OYLrE_q0#IV7XkxT8yK`NWk?@c{+v}V z5=qxw(sXhZA;P@@MUtPB|DyqYcgUixCaE-UH1Rbdb$ZvPK;`Vu(07M(5l#Abe=c~n z6w9h?>LNf)xP#Tbmt;ngSsDNSEC>7uR})P?Ba4LKp$u&L$&#l$YT#!+=_-{?AZO5K zGh)Ln*Mr*()(8wY?rDQ(h%qowUj?v@%67;nJMVDpCA zz@zO3m7c$<-lwz>k(7K=afeLrSxDAnp-4*k`9>FV0|o{j?FHht1@n*cjMK>qy|AJy zF#HR6k4u06{cLW|ulGwxl7ZR4rabO3FA6*I^|?0r@#K;+y^=e&GoV#;aWt}eeP+Tg z$PJjtEucMiv&~AsJJjE3tftM`fWlNbV22vt`u6GxQ;4Qi!nN zT<-YmLt;{y#IV4jomTm&4ec|VipaE@@t{=f-7K(aScE1%qf6F+JJ1*yIJBRfXzRRV z(yiA?+OTGs<^4$yp!sdzr;{N^#dh=u66pr4cjIs<=cKHt1^)gIx{1o*S{%D{aLrRl zjFChlz>cQNAe=Fd!DCZi)-(6=)2`n|es}2Ve$XXi`*KK&S&QJDt+9C!;rA_r8Ns1xUHTBU#1yEdVLzjD;Z!C>~+<@VkLHlhk z6~Xw*h!r)2#_fJ#!~M-H3kc6cP$UI00zjD_k0jbHv_~de)nRWBk&=>^Z}_tQlMWO~ zrx2c1d$kh!BkBK^XWCB%ghn~29c+w#Ks-hC)Jgm`GajsM=BPeTuM4v8H-Rh+Sbe5` zEz?7BV(5b!kw>j$j_oh1>joQW79x7e!(M-ZY`};fhqjPmT-0fmmwBdw@Wc2iv9tUx zfU2G~3MIE)Ih*?dO|JG}Opo%^%_Ax{GvSWNmfHdDMa^L&AvjM)45RVNsWJTqkb#6} zB-#%`we3z(X#HE{5!UlnTR!-MABx!^3BYytXbxlomXWAG|9NKgqAyco8i}MTVVLcy z$ZCb!=QW6`hEA%kgiOGwDv$P6fGp0ktIyZ|B>Faq=kX^!Q>~yt+KNorrLL_3p&2uQ zOPg(bS(m?UFFZuH&u#LC@<*x{%V$BE6)O%* z+Cqj$T0PaO@`cnaSSePQBUait=r(o4^qcCSgzmc zR5ulBp-qtuuf_#|!xG#E+K`r(@o4HuZzMi>4mM z(EfVWI#D$oyYR6#Uj z1)4*<`^>V6I(FNpg_JRjB4VG&X@L)Csv;Zo*Cnj)hXUya%myZt^7SO)#CHp?H<0fU zOJvHej_^%@=;}s<=7r*MzrM*JO~4vx9-s1yP$?TV>KQd6@A$Ypl*^F30e+R?gWPaC zlzRj!4450(T*@|>Z;9@GW+-wlX7Z26Gi+volzS@@GA>=6ITZ>e%nuCO>xLUOOWKdt zmy^ZqWKP?zE#O(YzNf91*d+eCicS^=EGf}`ZbHTGs;BO)AEY4mUe`pwDF+h7j-$RO zOilnk5rFkQJO<@J61SfevF?Kio&$~QFO9K-RvB!O6Rb8*`xQt3*9o*=kC6^(Y_!j7 zAgXinqtUKK91diGSYK^B5O*G`&R7_6XlnpbA9o&AZptJJgTQ)JzR@b+s{7xFYp32i zFtC%cY}y|XSK8Ijsr%4II^p`=9`8lrP+5pYJoRvc7g(J!iX@<|N$x3fa!RaABo~v~ z3eVP8M}q_OI;7AmXf8hneL##UF>KnGd&la{x7}OOM5fgHcb67#G&qiyeS(5LmIrt| z2=-7P^V{O>dsLsl6&1{bY8%G3nY2H?^(v2lRgl+0C}Qqg7B1Z0coaN*Yl9roc`^xn z3m0<)gZA{+cDG5$#p<5~9+WPAbL%z;gyx3o2oIr|jvt{|!tg--CIG+l&fFj0n@AbM zu&F0u{M#;M*?+%P?}9i+SN>4&jR1^euxK~X((k{YKX=TD_=I@vzT_l@iY}-^*Q3@= zAieo1M3XQ-uxNkMFjmRkLFK<`31Nk(4h z*M$s{Ct)Vge%?)^aeKD>A(3|)5}bJ}Grxc@1Z+dcxQ+gpV+wfzD-9eLWwvTOZuj#i zp5MsQV34e-nb`>G7*%KwU}(;m;r%9%UcjerlBMtC$?HAPVl^6NKN_ldggMu7LSNkp- zmY=o#g#|K_FgLJiOT%9E`(-quN{OT@@sfSDt9UI0hDJnI^*klrAU9wciOHjkXX9`i z=eOqMr>pKsv4Y9|3gG*z(Fo9i#+uQP4H%#qv`;5Vo0jUThkYmAkl}wx?3x)Uh>bxk zsrb*zFA$6w1WnJO1Ym&r9$wbrcg^~G?3ZRVkF%<4^@q^reRR-#FL$7a& zCL7Kak}T;+wYrgxCD`|UMvM~^H1BPfG?T;qSO~Ut^*ps&n#qtD$UA225zC9bE zVT;s;ddLI}(LCCx_0McNUm5qFlrmi3oI7iEt`JH}L(sltR`x&O;UvrpeA?ZoJR{vX za%(w3lO$YS{S}O+KwywVUN9YXy?J0>;89-r6t|2&sMbVot-4pc=Z&^jgaTc zw|xWQ8Jj;dXiKXqj{!;%e#KT9AtU_^;S`)F)RZ{E&VRz3I>-N@a>Cv}>?0$8Dk zpbEYB`Fn7)2dfPnHswu#tmW*Q?({O{F%!cgCs_=cWML?OAe3+UIVxSnx)Zz?GaHfa z0Pmw!P$*%l9*?#{tPyuHSz~D}QQzEmNtwEM?1I|2IjDWJ$-fDH(tz<*>JRvM&62a+ z_bQN7>T|cdJ#T3q25t7tM{3N>(6whEH(*SOP5WJIjgI+E!BNR%RyrZMEArE62+{XY zZD8KrnFE=C)dm6Wfr)L?`@a`Htm;uQ-qNQ z<-4y`5S`EE3C|1Fr$8q3sq_bq6?sB=6~i-=b|CGkIsT+=eJ<&R4Y9MHI!J@t4B}`C z{Ur5E3giZ?yiw=e{PrxTNYUO$}; z9S#TDN6|GDo1}W{-jFsF$+b261cQeS{y~g&_7dmU{eB>2ZY(R&zC2_cFXvdc^8<-! z|Fk2rwp!p(^lBs$n`haB3MT8nD{R9EL^Eb2vR6Zy6{8s}F6EU&l`A^kpUdBov9zQr zVoIzTG(GGF*#Dur``c`wN-2i#^wOYqb-{=_T|W@0cnXK*ga1F{P!+v&*0z zCCmf{?RRjcpL$HX$h9R7#_Zql?|UmH59$Bj1^9$2^eB&qAW_1&9-H=-)mS#)Ao~FM zcB!l7->$d+nE+Kc9aN!fbRWe-afDR{zJPM`X1qeR^T4T3O@thCc9~i11@M!-T-5kz za*YZh6R^gI%c6YOKt3?AH>#m1n=s-1hUjZi&QR0PR~QT?77l?-zzYNIZ^gvhV>T%5 z6S>{{Z1W0L#|S7P6(bXTKWuIspb3<{kaEuO(UbAyRrhbkkIR4R7C<8RXEaE^u5$55 zKf@ruzr_eQWh7)(K4}&-ipbO7Zf9;$3hu9pf1R2Enq${+0Q(TvHm-T9u(NK?*ksy;n?M@Yn)x|?fm zM6A(M_-)6^`eh>o1+1`fXb+*I_EqK{Q!XRLq;8hcWv_!!|NIj*4BstWz&Gl# zvcRGJMni)~ca)-<$Xk<@O*_A`(jbNV1oA@k%B}4K^8#%l#-rV@)F$d1p$@xiI>qvv zJ0XT-kBalT1c4K@Fo}6VK>Joqaa+%Fqn2J0&eh?nMu+zGrP}{qzLiEptNm^9U~R*O zR@7g#=Idt}85EJ9St%vARHq(Jg+l2JGQmPhy$A{=%mg-@a?c}uv^vk*yOr3zP1e4^ zE2xNtOqh*Kc(Y|4_!=~30)s<&`YB}e9)IzzgAApPlTi!uGr-SpJ&*$M#3-f*stj1` z$)J74+T82d(St#~c-yvWNAUf#fhG{c=sS=hx#0a%$O4REQ1?Qc*IR?0Zz3Oxef0?% zop5Shbis(|QzPsOM%Xp~R@?eg(*D(584whRltlRew1=_f`6x&7s)4&ko%sSvNLcsJrtJgi?QO5Zi~zqH!nfww8GdvBx0MlUw*l2M=OM5{O+~E+_-P$G`%K$D@3I%WIzF z_mN5;aVTU=_v^fC^d=dSk@h2c5tO$#7|N*_y2psQ^(#0Ok{K7uIH zWYyR)5Ew9uB;Zq~NVeJ0d)gI>Du^wH7AMuQ-b;r-uPE1}%5Z1zru+SFAZMN!Nus^r zrg8sA*rnz-B%W=i-P0;7g35C;Dh$W(&79G10jWr0g@Gratmai}v3SPXsiX-?x<_`Y zTSLlrDw^`-3Yg&CWQ^spXrBYH^{n70aJxvB=h7HHacv@$kyyxtd%B5j5Eih)AfP?} z=SL`f*Jz9(Tb>b-37XM+6`)Dg9fao>xz-Q+BZm`Tq&z(ddNvveVO6J~z>Vg=WoDaL8pa=yL zmQ-1^ufzyFpD%81KlOk}s(K5oMt*hzH_*SLl(hEM&>N5qL`tGu7*uq>S=Q|!WTcGg zy-R24AMpY|u(CydV9ov~4YC3A1DE#Ru&`%;{IWceS7Sd+k5lw57z`D+zSmX)XKnR{ z;D8l32JJU8_;zzGqFqx+j`3=8-bcZ12+_L{({nmz-pU#|8?dGL)0NeEtHza>H^GpFw$g?$vW;dCQu7 zk|tH?u227~1~S1LjSPErgkW{UlwlTavKrbEpA))6MKsAhFBW{l z3a3f51If6sZr=AhO+@3C{HJ?IZ+0^zZYQC}P1v=#$;dIdX(HGnaeLN+;&GElEdOqAnnaC z1dk5mEd%Yn=RJ0vUF-7xA?w2Ztv+@xVLeDzF)T1?KLRc7J~mL0Kwemp_?j&yyJb2ohoS1MxOll* zKf@rsfK_MO4`isgt(uSuPs z+As*^MI(olzq+my5&?5aOxj~f!kd#EJw>;yM$Ay=Y0rj4n1TrUU0>(xLn2@RLxDlr z7;;U^W}AqUTVhmOf8KbS`W9jUY|ux#?|THC-^M-?lS#Qu;{SD7N13L`>~lp#*tb2Y z;MLo`2yLg&k=_NV0Ylp?CguKro`vke%YS!}XnV!GHBZNZXXzP;8GgL@-LL3Ox+J`2 zNPSC;qnCc|v_3Lx`$uKOI7P4-rWS?g_0NZcWfCkrGimp2=gP&-ZFOxTUDD;X1zUrT zLI{I}avt~T$#w%DiHy!z&O>`2gZRcyh4ptxur1a#=UU$W+fZESL=wDC*%2}z0r`(G z2{^PdlK3Zqd2(C-BG1=P-RAqdF;CAs9p_Q%S5vJr|W-;v>2j-!$=p%A=B*M{QrNQ;C9=qF)n zV9?(EEbsNjyZ%0T*--UG;K$NYhaeJT79zJlERh=yb)RECiAVb;y4_Wlr)NL~$uY_4Ni}rp`O^2!v?=0dK-M8x5%ZUle7m}o3lo>J>bfu+lUdn6c!o{*#pLiDX=N0 z4G9%__kvcC*A2yV&Su?ok%9tT6B-Zmy&(WoXe@bS$WzW5#I;NsS~BBFdr&mI6x}ys z(hn2aGO;CPM`X*ghW>x|HX<@smj$ImTEHMThc>k;ZxHU2kSQdx2G{4R0d?JrAg^>D zA*JhaWu}AjN=(|7Pxa^uN5fWMQVW`_gTn-&$|~v!S$h&@?MlellMpcS|MZ}VqC>>t zFJ~c(#S|=m}hW8k>J!`|1Z;D%6 zTS=^B)Z#a_MFqrrE07Eqx2!cDu!sN5-&mBFKkJ{*^Vruz9{Ut5**)UvP%{WC%|d?l zsGUX?qy@|=@z|6ZC3icAlFMCh$r}@8(VhB=(&M0?q=>9R+e7l#W)BkYVb;K=y{so8 z>*U>rFCv>6U&+~e?VkZ&v64qcD}yml!CN0#jOI|+!^tk;#R#r1fiu)SZKFPQ$wD1g zI*6z@T)j~O`b(HaQwMzM_6pB_ToLJjo@wE_=$RWx?fIh!_dssbMo0!M!trP)(v`U} zS@%tPNzb}jtU&8=^mND`W+I!OmfzCe@MrQnKbSARw*^Hax6=PRdQ)xFE?WbgfrftYQrY4q8kv-zzmv6yO5sV z6#22fuZfsw5X9%yHK$7Upa1yx+1nCC2AquFUk&{vEDPn*ChHS!oL5dgDRK&0Y{<}x z_0mv)yNC>0Qh8enBm!p8Tm{PAdX-XN)Raw{3CJ2B_Hw9wvo|Dy5LJC#G|t?Bd=h5Q z)Q9!#q*OZM1#gl!ktitoU92pnejMb_a2K)@!YMks>K*M2$wBS3LBS#L>Xv(Sx_spr3?g(QMia z0pykD>V-KLlF{umKPpru4UEtWkPL;(48T3yxD2%W4UK<@bwydFka>gF`fGX4d!V0G zfzpPA)Hf}V8Ze+ledbVe`p%s{yF>u%8>4_l+0LLESjZZrH%tW!KbT)-)26yLpG|DL z_oad4iKiJp9&)(`vIb>@xp$VmI{+Cp7NR*E%AAt^^`Ls?o8)PL`0G*I5AIfknkF|Q zsHZqu$8kUevNr}Z2Fd~mHNWq6D{dqE4WCZS(hBl{$_+!20P=q+zZwwWKd~y0_93p^ zA3l=JA&q3e;r3hCY{EH^HHRalchuU71BrlrBPQ+P82RTZ&!S$DRb0WXKdg=}X@dqo z)sZp3JQjBsa!8mlQ@`pS+}Zk|zVtOoigm`u80>WdGw5iPeSYw5nGMN+G4%}ED-A|@ zc4`?n)sZqRRZ4v_QxTlkb3jPXpm?P_Bm;)@ShNoikGi6pWmTDxL9C+l68D!Ct()5S$h5~*SpVT4o0m{%n2S)7 z_kv_g$QZDcfzPF!G6c9njBgl5q`xZ*Dm@Ev!F*mIOds;#>k6y7os$T;73 zPYn7=7)oN&ZU|^7cv007=SwEgH4{U^zO~PQ66n_`fxfcfxdJ2uW(`~g%7f7EromZZ z-69h{Y318%Uce#R59y&z(as5y0n>v5ZHrD=v0J{qG?NU`CmVIdLfnT#omLAGGdW?i z2NkeO%|E3qEb^pG^ zdN}HkN&0JZ7Zl^&&r#05!{B3iNK(J-JtU6MkmE(HG~Lav$BrQ2`PmbC4H1QNLaOufP4~W3w+um z>B1tDpJB#XB)?iT_MxF(?kFh0jY2>}vSJf>8XW@~3e-o&#&2uCpyotC)TAkL6IoU|U0~*=n+Z|@Pf&OZ%we@dGGO72MH^?h zJ09^<&F>;(v}RDtGF~HyS&t)g$UQ3rvme|XXm5e?KYz@qWQq$h95BB$_lf`OFVI(7 zh5Tx6LZj}W{3@IFIx*vviAB!q$ek+!J;&Y8!n7d2s)6$8W5at#LLy+*1_tfJrEUtw z{F#r)^RcQ2HWWy3b)e|B2Z=D`UFam35!UIySU|JU$m_5zCzmb!IwoHw~D|yRxPB4RBfsCkPP@wqK#K0dvzB6d{s?` zH|ezk=YuU^-O3!n)#WplhC(u6K8a0zt^1V}Z;Miq{B860XX^gFL!l5|hRD4_Wn+-f zz+_OMy&k|_$+5iqqAST~$b=~P2gHIoXbNgAd97Ug2+{*)4;9t z9oih(3&yu|C~q+OSpeRF!f*zQc02T_w0}&m`--flFTB1p%VR8rShG=6x-xgnucmY| z1I0w3y|JX>OZVGey$TX@=M-xCrGZyhMx)x*xQd5fP;9_zS1ftTGgq1!1tD<^(JQ_U z-eE;Mp(?HivW4`LH-`pg3vAkLR+@7i+gS0RNn0@8zwddNa1m7Y8IF8XTRaBjPt;k*0fSNhve_v(_9Vo-Sdf?!7V314tt3HwTH z+RLnreLC}3IQ<}D#`x~d_xyrDW{-@73qE-y%qZh^+xoov9V(k#K{A{@{&du!WT0MA z*VnKMesMzNkgt|RqNM+F5VHP*BAnB(86zOqibXgsZP=Y_<+uCCfl|^Q6rKqF32=a5 zMgwxKis|B0AQ3Rv%41WWeLHU_%vh4tL*k6Akz)&P*+J1E4h88kmjWk1BH)0PLwQSJ zWnX*Vt{)A}L~q7Y`=FHDU@vt4?bQH#OEt(CFou;)J8wwv^tgVa;?pHU1jENJ<0SWk zdBX~nM|YZJj~pnOkPTy)8u+vu#_XCy8!H=CNT;;apfkEysU2x&|M9cmR-aWmem2_S z|LQ(Q=r1*0x$6xn0uzGCr`+0L+-rC8^Jytkh*5K1AHCKDCO^)|D@lZ88$tGfc_j|* zjZoqzJ+%U4y9u=9`p+Ks^=Fnqn6(iB4I{T8Lr4uc(4fr|i+8?R@V19c9R!){W0dJjEh|SSxDa&x`6Mc25miLxB4_ZRjUq)}TQ9 zSfKjyycbFl?L=@8tV*gkTP6*)TUjD4v|C*5g?pZmdB z3H(V7$Qm?cI>E+0+!|cbtGl>HxXVn{-fmK zD=$w#=DZqpmlVAAwufv1?=F$2JaKitx9^)lc3B0{)nI+5M9NhTL>a#!drtcPb;H0% zB2fmW1}2ws8tt!W@i}?{ngZFvr~U$>-E&1q1T1@F(!_iObIk@xYpnejYc008GmA`d6UWv3Gp3aZZ zeVGMr+Fy%c(vek8iy;{>m&B&MEAaf+oa;(Q%E{!-B=p_vB0X^VN(pkSV>hI_4oU_E z+L${*GibJ_Ejh0w_I$HS_KCtFP^;Ap3r*sxoOn$!J6aoDtj22_j zK2$F}bXz*I=L2aCP7!On#k|1S(2Zp1E(q6!ZXRMX@Mv3fWbU z@88o;bwp0u{boO8;3NI#)EH$;;Au3~wl26t#^*(I{8gUMT9Ekf`)}M33E&cb0h~+6 zAcg|m0FN3K{b&^ovG^ga-}E5;(M5#VTbF3!M&qCoN&Kwe7L| zn5huC+P}*;JGv7ryV@8li_51~Bi^Xy_}Q7O&w5Q8H*IO^OrOo=osm)j*6GCV~R( zOSo?Oy*7y+RdG1b6YIE>a4EJ|3EXJ43t4o#w^zY{9>~lMvuN5C&|HlopF{6Dh!du+ z&TD0_O_~6aNfS{4)I<3YI5dW(&m7uI-g#QL6pv2NAb(QGk?KFJ_)v7VLcK8;b}U*k zpajwwu)Y#D?M=9&R>)oL2rVV;dGABTD^eg4(|>HQ&@&LcsDzD}Flna@nx7QkxBd`G zJ_~iUIr-LqKtJg)@=2wa_CJ8sfEhH4OL?uB+W2qL8?T9EZpx2M7w1Po(X9tT)vI^k z|5}Vj{v<4aW-%!@WyoB%^p#N&IrDzoJCSiz3YvTKM2Xumb4hnd3s~YtJu=9bHEvp- zZbvk)p3aNvdM^vMP5yzL>RZL%4IvRQVwF#OM}u3zq}Y#2BI|puooV@Jk_AKoI3lmQ zJ=fR?5&`q7)UU9*C+wfJa)$_|r`PIkI&v+z?G|GF<<1`u<&v8+RGkY#{4RlkVGLsQbo?%Efj$!9 zktnm0GC9S@#}Aw&%(--{S89dcDaaNo5kc=YV#^jNWx#BKO*<}(Vs+hqVgHUq7_xh1 zx8~dir%S5QPkOamDi)Ff^QwH>C~4FeZJS57Nu&%;vSVzrkAnn2Hu_3A!g?J@2J9>G zX;*JGyM)_*PFVbN=Y1@(|$^+ryq#`o@x z0SQPgU`~lmyA68OtLNEGQ6hJh57&3R+m#8~^G#$6HRVRB1GYelfY}0r_D2fVpQIEP z+)ff1QW;W91)AUhXde1V<)ij2gJi&rfloWUsU3^7Y$_HxOVk^~^}X3Q1VR~O5J6lU z7x$}k^*@b)Pr1@?eq~}$dxXdapV>`;PJO2#N^B3pdVgL#nhr&1>?d((Zxu^WVmv-j z6-&CL6YG~hl`!g`Z2k8&zWuWq7uPpjg1!uShg$u1m zLSM-i)u7k@^(g?70n4KKwEvR3nYu+)>km>9CiSu$)grLN>MD|fcUJn_fM+Gm0W)dZ z?S^iqtd`jNE)uZ5J1btBI2GbDo*`<|f0iz|>ky+RIkZzB|2#LdHXrgNuHcaNnBh)m zA&YiL7Ckp_;aBJ*VHVBhQ(l^xtHjNyh$|;Q(m3hX-pwjwpb41*RPs^Y82$%p`@T_fUjRM=q%>_x@){3z#`8(B4m{skrdxzTS7FOM161GH$OK z*iy0;Md+C`qgOyOVCKxGz21P=xXAQlh!xqzoh%>g*pO`l8FUsxN{X2RaElUV4GOfo zxEnIJd3PQWIb|v>D`md77F@D76j_61=r$8b4_M8I`u&f}TKnFHiVX5E&8~M>;?|6Z zYCc1eSK7FwJZZq9{}ZvY;%|@^&5HTkra2!x z1=@e`;8feG`H&2lSK`nv;u>$W7K%IdlDSW_uTXB;D{#r)K_r9b`YYOllY#b1WpP>A z&kh|TjU^H$;mpg?Aeqr$0#z=nx&oO4=2=-x%E?c|F^6)WyIn*(y=!XS-l)HCLIsCK zsB-1=Br^sQ0SnSB+R2aj66KJD2V@mjtog)0JyFV#2pbX4J>>2Lvw@#PLT-%brrq`F zX4G)rF1Dcq?~M_BT-$D78w6$z6Hs`ot^2qgN~4gM^sQ7w#X>0~y~iA-HVH4FQp%3pd#Gd?8WyZ2w!6HG{zQH)BxpGfsXj zi1#qmP5nY~x^toKi;8ZNtZ8Vl0Y8#DAf>P?~qBKxdf zjXxme*Z~FUv8Z#>IlJ-sp!#nav`dJ^8Ka%`50H*EzVk?*QtF@UqP~uaIz7hz>lpji z{~Q0DhG53N?PtNJ1`K8}XkV_^v}&?7(qsY*n@IO9NGa|pK<7VUTiT5l#Z|?dL`vR zbJjsWX{_7HwU7+hPolory3$kjr()?x@+Yb8?KanH8v!wUn-I#_;~!iP$$+5@Hf=qq zYnrszw4NeEL-w(yigu>Mq4doOxz*0V@!60$U~W}``hvOw|Ch@nM37RzEzcRI)=73C*OnAfTeFd+9a|3^?fJWlWvjL;B~pL!=ytBvS^1H93B*6<Yx z@v9@9Oy4kTpxt*EnG$iq=${r+2c!GKr`RusBshc;P=D8eO#}8!N`NJxwD&+Y*nKhz z3KJp4&aa&~Lof&IcRPw2t)#Zz2G<vWVVth!nexLR;_WH)4ACxp z_wU%(f2zb$d!DNLJfjh7M_gjMTE6ssSw9Y<0jv>9nkmowH4IHMlX&Vzdl4~jp>bo` zwj2^;NW1U060?EYh`Z58lC*C93(^ASRhhKMq0igT5^wV-!<$%RB$M6|wcxZ%9EmZ4PB=>2Jq34uilfv`XQ;g#lri9Hpp7yToJ{QP z({AFa+n@KIJX&Je1$otN2qpzT+W8A6ky^lPfybg8+tm5RFKW-1khWm;^^q<=5bT>= zi0qkp{{wr#7)Zd4$v}G(S9;zRlMe@*i10jevyn^Okg%9IXWnDP`02zyMkL> zuyC@~(^dlM31odAbvado#N-SVpY@Vdwhw55{7Lwd4BGAJJg%?RN$WE5Cv8vkJnr!a zWDH9X;NEmm&KNRhEId=^R&y85_lxlB?7(Y>V$-f{)Y%LX0Olxh`;%ez4N4iX=**)% zh06;u3@8rgk|1g6#Emg2No~kP{{6mKIik3^`iX0xpM+7|)LRb4J4=EK4BN=az}!_k zEshH_E?^To?+0{G`w?9yCNgey>{|Vt z(oE2?N+Ui=BVm}|pk&}PC~s0$+w<75v0kKh_{8Xi?V^=n<75(o8FRZ+5+IYtJS&5C z)1kX_qy0s81!)g)-)Fd-Yl2LAF`8_M+u2nGsR0}FVbGqRbXSS6dK)m5bgf&;q9@IC z5QAuX8RVAgGy6V6YQWr*0`2e+9HU`jda#XD!>b>+?YA9<^3P;s(Hir1Bts%#7R{l3 zo=d)N&#iBBTFCsf@N|XIq90K5#zD#3qUQ_2jU|{d@MzEZ6n8HRaD3TCpgpl0UAN4f ze8B~Q`N$fAQj(+wWesfFJ@w+T_E{RMM2>%Sev*(%+XXr$GnBope|5JQk^#%!IJBAi z+{u=QGJ2Eo?9GcGG-dZz?|oqX^CJq<^Ub4whs*&B(tO%o#FZX%9abrok$*|Ae&g+e zJcyh8iV_F63e97X2sp7v`#zWcg*H9utK?0k_#duoKK8~zB1}OR{oufQunLV?G>7(h zM!Hi`kI(8-B5@FKwf7Ad7(?N$9HERIUzhzosLX*yyGo^GO`qU&%c%t?k$?k-Hg+lg{R>F@Q=w zI}sDGO4lz85&<)4HtpO;|F!Mh1s6rGq@|4Z8d)(0LK#L#3&y*SjD(^arUfqTn@XC` z^L@U*z3)eifWA}mm>tpwrl5I928AqzL`V&o41C%ft<$fM7Jj`>F8oma$NBxGy8oF%f8Ey+~_qonxs#vTfF$-Xhs33Q z6iTgUUdpE{`NCWp_+L}#1zY6 zQ!EYT4T5=AWm{t#UaguA*_`0J8P-JjNE=erNO&t13m`h^N{z>k3KN8p3#8nWHVY(bCA5AC25=x7w8)jux+of2ly95&_FRr4sxRI3+_Wa_4IEMtyu zCCJpXkz_0@9)@vO_-kc7Uf?`}Od0){|_=E8%+J zQLZ*oCcW#=2@w)nvieT=`ig2io=XQ@BN;3 zqAnjSTxp?#$;f~BQV<=3^)ygF@}}PVPCdJU903(*MI7 z5VW@t<=&MvzuR0%mK(hFez4PO!4z~V`b+%L3$H^m;D3oW6Odr`+>U>=g0yMJR>9Ja zkU3CzU?7`r4bnG&WWa2iN4*Lf<8p0NK`I%g_eADR3p)ntVFUtv&L5V5bstOyChbe6 zcGYRq)8{o3Ax?G6Cg+ynT2P3ai!!+OFIM3CQY?d`?v{+T_6AqI$R^Dpu+`O;r3Ix9 z`w$_MBzI{ZPwISLMX z;-|qAV_0zD@+pHQaeh+7qq`#0hkx9^bdo6xQDgl~_YlLt0I1x6`BfI5@=j&7yr<^N zqVT(chEkAhy3-CMZKgNiURxo814iaLnxXtS>ICst51n^NtiLv z?ky=+VcMD)H<72tcNUq=^q2(F8Sjx64sYD#F(@r?XfIyLb@{nhQdMLEbhXr4mb4$l zDy5*N22U9`@Vph))WD-%O&{euqx_|MHJL}(FP#2&`*G+ar6DccdDHa(0vVVsaCnq2 z;>!2tymDv~*}%I0uu9nL3U~wSHsqDI&wnrp`bwBr;wez}s|{u1wJDH18i-Ndl($(0>#B5ZSlCRW)%K&DBH_Hz5Iq@}7>n{WlzFlAW96NuULtE( zN{|0Y3*8La^L3M?)agiHZrCwa7c#e{`=E$>!{^oj{K=1Z+u2vvRVqP$19^1LGC zlCZpo`k0K{rUSQa%S2cJub2@rI|AWR-1$fkM~97zfuJ6y2kM)xHH8@$uT-~_$=ldR ziq<1f15j@v;_CB-A2bH+nIu>-uAV^~Z|By{jo93qO8TTA-|fAQCx=30OgqxT{IP8C zAT9=z7;MUZ)y`^Vw)HX*zZ#)uJ^O?aIQOQBB6O}|=1a(;u?Wqiy(TbWEMN1%qXv?U z$*pNs+S&;gj9 zB+7WZ*vN1~c&QTsRo5n;DUFkJllk|FvAc-TdpAXMaF>jC2=!gMzzL$dR|;0xh4XF|#1JZHf4>NhRMvVin`VIDE?N zu)Epw{TJhFNIq=t+mU;7UP1^%92xY!=#%2mPr?kEI>9a8Xu#^}xYP!T z@H;A$6kPBEeG;DZa46TS?2_y5c$@SQ#t>igSjw&l zA;&JJq}?X9@W71aZFvmL+jb(q+7i^B3(0^PG+%)-nWWC|X|Jfy*iQ68e=uJD)S(@` zdMJYo`d<90<&X@RL9=K#CPWg z6Zh>8QVZ|+PI5*LP-qB7g%aT#wC<5-T#i8P6_z{i0(ERPVWoEPC6R z34=R?!{t(@huvM;K79}QL}KpbC4rg2-k=`pQ0h~CucgVFJ~q-Kc~8(X zk;SE+*MjN|w}B>Ygy5d?&x_9?lg2PFhEqYI!AeHDpt-SIrA z23!Q%h_$%0WX=aik=3i=ubx)>`GPwdR-^W$gZuulg-jZAOKb+^#ic^aopIguwIu3p zl9k%H8=mOyzasODp*n1UUM0-|iw+93Wk@dzd#t`ugkRlnaP}fw?fSo;lNF%6VVgD+ z9EZkOF$V3vn8;So+K$JSq!#{|9y0!>Bviqjh4z+Si9I_F`bd~h;&Ujs>hZGXo6O20 z_r}DZivPNzF9qaRdr-CHeT?x7$R}ZCH|lB_wXfm>>(F-+X3TuXdR-C$!Ho0hC$)2a zP8?7JS!%$35}R_VA@}67hPabK6-2L|sdeC?Xt@zk^5%g=a4=a67H}~U81j^p=;AS( zTD6-*CS>Ng%s!mi1OB8igp}kyo?<{h2}4S324z0RxNx>b!v&FjTp@D;Tylp&25o_& zTg#PiBOwv+=ti3(=1okvxBnKoHpcbmy0EaBQ=sf^3GzuX_PLV=jDZXcxKE;eTX|IV zl%!6p4kCLKyEIluk6Q=^XcL52y&atSkQy)^fFn;CuNFt`2(EaXNTzQkm$r09y?{z@ zUl3ePl=yKPYVN_*Kz;3}`2oeuJ(0$mNV>U5g6sB8Nfc z1}5r^`CjlK15yJPqN%gQ>Cx&ja3>vJZ}sFVlr~f%5m@K+PYy~1F6|gCGhtie zl7kLJJHY&kxTJr)*FcVSE?R@za{RdsBm!p9Y#!z2TbY&18=gF@Ba1$-C00c4Du;}r z3^}E{Paeh%N(2_|;~#3KrjhMBBKEBJeCzgUPoa-A4|VG$Z{GomfVm_F?a`71Uhu)% ztxrj?S9thQ?91OL{rLAIrk@c`67=;xg|vX-B#u07oTPhTPOqs5;@;u1E@ccCLfjWn zfZlrRoh~E-9-wKrSZRv4v^l&;CIfUt?HQ}C>rjC14-D-dmEc-8A}~-U0c0Hahi)lt z&L9qRE%GRr(Cr5Kqy>lsu-1I|EAb(*9!3H%X>($^Dze-1e!L}R80k>KDt`?wU0ILx z@Xzd-4$xP^44O}S#e42ye@kyyk%_%~9yzZ}8IW6jiPWH&we&C~0;UG)?Evx;_FtT2 zL@uyg>e{V`_W!N__gk{#P}xdqM`8*j0%i?t+69va_x$|lDYazQ&>SxjwCN?Jh5jYJ zSs{sFI{=1~IJAom>CQ8E>MU#_+5uEm^9@z)7edXq%lr8x=fif87BGmx=Te3k?!wB| z;jh1h5Z&DHOuncddPLq`kx;@)&mb)*&?tSo_yvFBm(x6c(j+(otFtZ z-u;2RsHA$d>%Qxg5fI+)@5zueReTQpBn)G)Xtx}?cip?=vL~K2hR0TN+a-O*K(wAI z0^9<*cl!re0Fs%+)IfXBhniPU^P2n!lHy)j?iBj?J3MrF2nFa7;u{x3dcZ;hgZ9~p z2E8CzGr#^jAOC-xE51GSnM(2waI=8`@p{8P*H4Aa0q6C&lqq7(&wkaO?IMZK-bY(b z7o+gq z7dO%a*KygR1oX4-5+)=AmVh#8_oM6I(9(%#CA!Eov=p$jq zz@;4;+`=rEUyLNzLC1S;%8=8mheYr~TF5S&I)6X}@*`nLiT0Wg&7`N+E~iBfEAyMT znA-1yayK<(3Y&L-22W37rof<0WXNCD-4|fcOdxL63%##{&$h`+!3tMZkS3?Y-jXzrUR7)lVCGhb>OE7QFG_=K0i%bx)DN*59AF&(Dzd8Na_ghy zpWcvLJ%-?Rm8u^H5&=UP)CY-$H?!vLmlX+a&C-k^8uKA@9)+~XpsVkA>FmP5vXc~zzY z<+7W;*O3)k+)lEJ&OSGy{X+&+g6?kw$i8_$9})pWdTiRg47`MblNXuoqzFg%`~I^X zJQHvb*|R~S*Tn&2Adwzs&rI4k#`Se?%}8$(5ut#a_V7#}ICpp!$*{Zl0=W4WlYvFM zA0yZzvP4O?oj`hGS7M`P#DaGxFC%Kz`B@csx&)(E6%;66^p&yl*Vp_a65Pr!bV%NO z4F$LUNh{ry6@wcsVK69<_~gp0OtN}bO!}mq5s~3BJ3*h+h16iYZ#X!XfvJH_JNwkP z@l{fJMee*2i)+Xi92qupSsQWcVnKOcRJ4F{&wEGhhY<-0Ih)%Xl__A z*i(WfZYCZxhN|i1a|{IMKY|iVu2f!F&Q|tcUbwm9Q`@np^L&6^4gG zGGGZbk3+c?Ah@q`<`EXj#fasNoY(m9{x zVh*nf$g|gmL?}T(>8|b-tASPk5^`fCJ@rEkc5)55w;J0sh~A#&%ZJ-GHp3gmn^5-F zk!%JIi(z_Dpxq|so>_L}#txB9R)t%u!)|3mrH1uLgxHF|K(L1e2QKXfVtKR8#ml@! zkWz2kRjsTf=qq_5a+S62qcmgVvB&q63}=wjVuC{%n+-g^UeGW3Og#P5~Q;$DquoEG<5FP)gv+Q~pWrp3?J7V}Fu_ zQiDW|j$uCJlB^IXHg9Oq6$t8K7=!xFM&szFu)mJHC6%xueCgM_uRzG1fS{hCo56$u z8Ayg0%Y0}LyX78l$nx$<4kZF~kX(c>-+2g>fWAOIlh<7$>!6>6feaq)R)F)jcXvHB z$RpJdI_*}sqY z^f&7XlDC4pCNUwn@|3f;$QYd?jS<}>5l|Sszcn`L;OodKdFo^9C%M#N4=7;!@tzsM%F}NBcup1<|a>xm~$} z?E*Ffv>>nK*?tE+SC6TIK^yGZY3|9aw-RYxWd`MpoG*YP^horRT3X+NHC#*t1=9MSVPn%Mb?+`DVb+ChMg7)y6wN)b! z3eoRSY$!~Z(1+|9iw%5v$`w%IOzTy9(wj&cVAk%6Lup^3tl=#x`S|~n6Ap=hm3%m~ zS54}VPb_WB?r)s`e~Nhi^COOC-m@VxCJ@;|WM7pLXazwbzc~!t3veFs+)3?c!9q0VloV(mdzXp5*1JPdWVeCU$l5rr zDunj7qUh%H`!29I2BTLwe9H7{ZqU-3wizN9xGN z)gp6<*87YQH`l#l;eZxMsD~kL4v(@L5}xWvMhA$X)v#x?m8EWjm&N)UOBM}Zkpszq z{UkQ+aWPHd`-=PKZ^*B-f40<#S(ib$Iu*$vJ$=G==quqe&|W{3d+<|GjQmdmWr$sv z!};A;0Rl>wP-xJYc&-8x0SgTr+FcpJY?;~{*ByyM^x6k$SvyvN_n;0U5%k8N(}#W% zCIXB0?Gnv*Z9g8D-XbG(lS!0cbT=5G#St}W?Ot?fKnBvUVkm>QF$j-^>Hbkw8%oeI zIo_O*DmZuBjso=8x(lZVL?E3K7N8ll&zD9%h{;%QB67PV)RdVO2N!WKAe#G%$LJ9Q z)|U;)&|7ItUpANqxJ{PK$ulpoV-B zmuEV-=@OPa?FgOZX>O47g7irtJ|AO7xetZrx#bX0s(-x675YjTP@>L>@xHx~KF}3N z%Ft3D#_-k}2FWl6;Z?`chJ}y}m^tuhn}eO3j@%nw5BZgD?N$jN76|r!%AwfMl@%%p znFAIZsMmao8TNWD<&_ykaQJ?}*ZoW#WDeShQTlFk{xl>478`hc%I2VECljXmO=N)8 z`%%}3ycmcS^G83a=g^QXkO&yoQ=okoI#;GeM)`wCV~N&3wudHtgOax{z-WSJw5{I^5t=uZhZ!;4)BdZg& z{Ns_45aOPR%=x?S_$81_!p)iXSu6LLzCYcP&XR7G!3EU~(h~l&No7mX{|A@?>F&=~ZP(Y+()r38`B6AbF|4mtY+(Ib2^;`4a z<&0nF(Psbl+i#YKt!$22>m5F!C%+uCX3EBV{&>v0*>gI`Mt}~tj9wcC6x%8gR85JP zQwe<|461T?lxv@r^;>Q=eJAg(9BMXu^;Kye1d^Vi&?cd@_u7Clla_#eBR*|%I5L{o zUGZ!!IUaMYPv&G`7dX?<-*3n^+i@3?0fQJk7UjOxNauBC%=&wzN8018weYF4I8=4h zMqf#4zUNR#2J9$@)8{Kjz zS{tr)5Gh$@|J339)d*R%6H-HYfUpTdNtha#T*@VAcjcnq!1O*pA}}Pr6I$zCfCn=c zq2`_zSC$;~m$2x@qCGrm9Pn-CzVLeTFSQ?ib?TWf_?I{cuF57!C_#S-gR4y1kXwJE zgJDcXB3bd-Q0{yqA_z*M=b`*_K70B^NCYhZWb!EQnY0T>H^MGelWOQ$ZgTC>c}N6T z6dhduvhspNz@r28#d^NkhIg$*no8K$_K$NGgG5k8T2NXd;SGs^X@Nz1&7?WQD9pxz(IC3&xY1+EmwT@v-p0I`WZMmtkT5p?z*a>#xGeWd>Ny>BZODj~0mMK|hG zN(uHYHKqqLND=bK`Fb3Y1BY-OkXQY>JNqLf1LjrPwAW1XBKBBZEPq5IrJD=l`@CYu zLr7^aN_;-B6Tsa)m`|d8zSPd;XlZ_`EXiY>uUGnZ%wa4f!g!>Hq0c^pcS|reC~zsK z(C$Z9Y<=X|+)PxgQY5U0TXUfFQxbL4`;|YN2l*t-8u+wFp?P_+KMl3gFA*XvD`@9+ zDMN*ZW)$2klYjr!t4F3jm=+kci43>T9;Hgm?l>YcOjB7|Co>L&Ne9q&`ZW@|nUFza zTnvXcLCmx1()+q2iZtkZ9=Ckj6u=JR(a0LMWv%-P$$;rWf%Xa|yWrBELS<>+Ir!|P zxJ6Tsw#!V&q61KKkGEgl6385|0xtC(N~5mJX(W4-Qw^?xTk3TlFN9K`;V8b@X0bFO z5wKPOF6~wTaS7pMtDWQuCBf3vg1v9G1oES{7> zVDfYE>@gtB;2}MT*C&7(D5eMM`$~j*G5g*nkaLHEf*kE#7j>WvbUbpbiSd_r4C*U! zY4<0|KlVS|-BL{Q0QU_wGENqNji24fvtGN-0#i^dL{s0dcV4;q?MLe_G6n5)@$u~N z0ZVT$kqrA58SaL>5*8hJv@iMSr)H(Jd3BOypQm@qS9yY0l?_nhP`dl-2}lGy17%Yl z=;l57T6ABlofP3gjbVKIRtW4#AuUYW(qIW$1EvKQ?S@0+#m~#U8$`g~-&+f2nD&C! za1UW_xA?vHAsKMYEl;`n#*^vemNbhTR9Y145W;Mq0Ci=Aps$oZrF7|l3}h`GL#(uy zO}Yg)FoU~A_77by4yhS+u43evf4>$u6vc)kQ9TO>tbr5(j}4TKL0Idn6B{jZEU?fc zJY(hxC^X#b2TDhlH4G?$Bm%Gq&80ne*x(VqPgwDjjL@ezg_=oW;E>N)l=}Q=jw&6{ z0x1Ljk!Y`t;nkP;)R&OUxJJeo#fO%6Ks2`ovIX6a1>hAQ+^y0+YL)xP%Ob77ZZbj} zwX?N1B|<;x2at2|=P8i?5Y2L-nSiXIOkd&Ytrk9O@){DqpkUspGo zfNl&>G1lz_TMiE*8Jh2Y=@^s@92Vv7nB0fXjcKDlp%{>tKZbv544*kwLDP$0xc%Fl z>OfG2>qv%_;~UNlN(L@%s3+W|Z=qfxa`$7mQA|{g%SdQI<^Y-(o8PR*fXo4d+)UbJ z1}`F0<#`%;LPjj_nWXcDP<)PRLIHtp_J;dPsvR`mihL>p{AvpKpQ3UA*KPU^OnY=hK*;UqSXayxp$ zlZLN~-$m4*G&|cRrT|Rd+z>AobYII6QUk_|DbR-8!M+pg=EaCi9_n=F+dNnfso@Sn z8M|wKYlTF>PzIlN3Dn;-t4&5U|E!(yM~X)%gfh+`gBBADUJ3mq%%C~6`+FiMH#vX0 zx|i(P+jaKS3f-P@kYAmP4EpL#lLwFtm_aMhZk=?O=-Tk(tuJZNPJ8OcPUr^DPU@q+ z!>_*kw?SVCvj#4ccC%Pk*5oRUMgr}{U+-R)ANv9#SZz@;ovj!=9TEYv1_tdVN^UA8 zTB#Bu2M-O3s+ikcArVHRUT*shhcY1%um&Fv?H#`29=0}Nds@iw<{LA4R42H#^c_kY z?A1);AY;HpV92wUn;$)PRDWBlY|1kK%+0BCo3fIYr7ZrmW$BVlfn`g!ZA;#`v}B3F zp9xkEukVt4U^zu$gFL#${6K56f<4oY87`$Ta!QD?9aB~Q_w~oeX!Ue=NB0gL;@)5= zv)Ev>Wx4x}-jaXf!%1T}5v_21MxsNc?@2z^!D?r%s9m``FbDSst#y<_*a-v|kxs9R)RXw!%1q%nx~mVQr+83jeRp{Up((P$|JX#vA}Tm{Nl&pdxw z@)wytLJRRr!q-=CWkDcA9)VU>pek^+ZN3PI2EO@fkePk1`h3+0QuOtNA??$I8Sw44y#Q}0>XJSQE)qwFwG1y z2F$VYX!DYGttVq9>j3oAvhbLY211*PZFd-4_5y)_uyoCo@ z16J|j(!Nt?tZnNZy1kMJZ(?_?n{OLTgRFsvtYM709eAw)vj#rx%{?-`llyvp6Y)v2 zE_GkMz5qf>;s|6M;GQmqi~);od_LtlTwzSt&+8Yqpj0^|Vv6OkDVB!v2EjZluL_@L zmsw+>pJa!AQv1=^34{Adv^x&n>#QDxeiUK2qrCSVGnok0dmK^8YVQ8t%mIRCW3ksvlCAZNI+@l|g%ra(bX_xkE%9=~WH?I=ZN12E<}0_7~k)U0?|s^QsE+lwFehl`?1l zx_T1nsg~R-detHU&6e1qyyv!Zpgd&H7~p0wDa*j?$V%O7+f4EpDeYpqGVtZhjYtNk zMPGjP89=N|O zGrob~^i+3z`&)d9F65IIBDA`0uOv97grQXyZAL7&%&T#}bt`ENe=jLK>X8Fgd&JP( zp~DV&S4ayOzs;weG&JyyCNj6ykl82uLYs1(7!;p7QG5=PPW=MeGZvqzADvY5@pGuY z*+puhLTpa%muX=6_Ac_Pk?WR$Bmm}DS+uL@YRMC|o1cqpA4(f*mS4IL3Jo^MB~6l> z9|8R&%q1~s*BQ)jW*d7&brDM%1;;P^wd54IDpL(*ZqpBSML{B9Bmj^0^rvymhacRe zO2Qb#UVFQEwa$XHkchnMo|mthA!ES2DxX1l!beTh;x(i7Eg9T8+tUm#z6K|Jb|4uv zle~UFYQSXR(C#-BK7AwGAt2YHi!mGbHW!&gEPXvH8_uc925}PRR#~)3J^hJeq9ZH{ zNHu6lsRV|u1S`?Z?L{@0 zI_P{UmiDk|w?H>s8=rb3f*fEyWcEZcbcovZe;+y=hHN45@s$mOvIXi((KUbW+mo@Z zn?y;C&&zr)SVHmH5h>vr`xJOl8B+p_`ain$Lr=NBDT82#PZ>3>{b35Br1uD7h)MA3 zAg_u+4C?H#u%LI%;${)Ay7FjUL1`zrn%)_ib8@JEF!YnK;KrxDja#!Ka?hSZ(be?f zZzq_nfr8t0^pmnCnSsY9u%E=H&8(_BPgC06lR$daoK3a?$t%Dn?lcq`wtUT>3VkIk zGB9cHTXAzKv~BPxC9NTLTg=r7kHJZ?GQ`EO)y{ZAGGJT`k2cifJulgoEVx}klyI}J zd!+sh0z07BBgCCEtSl3e*3dh_}qJShRESe zGqZh#4*8H8HX$`M1_rGflp5Gv+I=xjChx9Y^7AEb)!X?icKFmTgMgA0Vlu{^$-D^3 zfMY${BYTmJtuD#q`pB;&44tsWVG@`_yCSdjbQWV7Bm?G^*nG-OV!XMDzWXf5Q$&J0 zDS>{m1;Z}_?S{1oXy{)n&W5}a1~j;|uTE<2YYkUkRZdXEf~jE&-~E0Kg zy*nTRNljungZ6rc^A#0Z-xA0|dVK!v_7UEJkOaT=cVxVb42C`u#$>R#lxM}n?d|Q_ zzaJ*+ZmjzB$D1@kn9+zn(uyBLz-3(cN1{Cm9ci({Z0(1Keng1gC)TlDuWuT}5L=*m z02jAW_aHrBP>IXq({1Bc`xez(lJUfdkfCPiy$HWl(4b4vUz%Q*eHM}db4m=_M>EuH zzFc-`E+vv^L4-v{&$b?L%V8ISO19%Pf(9)5KVvkPcC%aXl=i~6nJvT!Yy8@0p@*F$ zpwe3@a!MPQT?g-SVNOYb_ICHk7rT!f&G|-tC6nx_wOKmg&BnbbMq9?-JqLXyEJm}r zl=m~_mgmOCG{%wHkLSzFwND(u@y~O}9I7X(&WB{cTr2f*!+90;88+1)NE!Ge^6F=M zf#&cP;f&GVH!eWtfSELp_Et1;Gq%KQb&`^CwW;=vyLuLiaPv@S$*=`6sskdBF&b-M zRiKPm?PmH(MXn){l34hdFqO?)Au3=Iq5{UOn+;y_!KeTQCS{&GchZSB^_n89ds6?QM_< zm=<_^$`o<&lJVoal|+V=E=+fL`mP!JNY7DZShaTdFh~R}GBD&RXAO}>pUt;>iW~|! z|M%f7w}wH%O&Q^&z7yj4kWGB991iFWm{;kJq0k{*#gjk8upSui8fLfJAC*)p*u zWk+PovWEWO$lip0$elU79?}DbG1#>Apjn(cx#3wksfX9ie$V(>zd=I*TM*8b_cWv!%)Eb4gcdtCS`gkfcSlh8nz}n{e8Si0 zD*vBbbwm=#=Y@a+>9_>6cX3rJbS(WAK;9Qq&5CGwy7(hx&Uq+8oAYLVhHL?k(6pP; zb7c&Ybi+yrTM%2`HskgQaC(x5aMBRj+3@7nvV?E8h?;jaeNzFtt-NZw3zr`HL zBe9VdCSPj@Pc~vDA0CS`;tn>kKD5`lm!OkWEwfHNHd_fTy;+JIXxbx`r}2O7-i+O@xHKm-zSWA;pY z23Or$v#Tzon&iW}zg!xBQ3*<*{SXuLv~9fMfCOZ8#w6g-9tn_AZ5!nx0gVs#{#qqYcK2kVnczPIc>-KW0E42@7os z9NI$-UsVodh3AtytO8do4O`hX1sYP4K{#*Duqy&c222gqn8I^* zqhxS^RinR=TW0Dm=qq8tjr#GGQKborHhV-iyPrOK`LTZhMCyeiHOTK1Yl5IErUoAE z{F&F$wae$@2T~1+`)}@gd}`gluTVaLj3GqMhCiSL(y3y`z@|KoF7yg=G}TEbG16-8 z-YE_1Asrk>FfY%m%Y48TNC_|wgHO5g>EEEQ-P2J@h6S&YT<;%3FyqNUO1K*v51y#Q zl)$7t$}K**pmDW{2$$ruen^P+c1Q~&5x)3sTO&B4gy9Pg?IHuu;lw^wwI1>#MR{z0 z*vp1GSAR$TNFwogHT01%e?m&)?46U-uNu)hz z*NxS!83i^>rXpil#Iple#$t4y0_{mLW8n#QaMfbn^J+I_3RdA4V-HHx^^ z4brmCFZ&?3+P|yxbI;T{gA##BJ8jE->Rf0t{XJ<75`McM1Xw}_oq~SSj|<782iz*@ zldzw}p*?_WXQ5Qv^emKY5p$p7;;^E2CgfKqBYyr?iWJz1ju|wQHpmdS*AG6JR6^ps zJx|$J_Os?dWyAFdCuNn4avadZf8r$CU2f-NWreK?X{157-Hd5W=mz&c-A6Tsgg5$g zA#1=&Jqk?9)!PJn^VfzR$)q)`@0i|p%^PC$rlb7%hnM)%0WFZ$fc+#6pK^rO%nwks zZxgwiX~2D17NH9^>YYG-b#nKXBuEVy%AlXP`F@>#<4FfOXjR7tA9& zJD!mi{i1wjZ0)>Gq@91Se9lAxZeEbXVn`8Kj8>q{aQpW;A9L*rAcZ)o!t-lyTLwjk z{?W;+2{%I_8L-d9rd@*0eP8ENTc1tJV69@5{3-%GZ7q*JQ)FW4K1c>EO7m&6tD^+Z zcs<9fNY{F<{=tNh8W46bM@ZwTy&iac1(Sh6dkK`j#LKv5hYnH(-;-Us#kpYD=MIE4 ze#kU*LcSG?4{X|{L*cwhc@3XCh}1#g-W0IK#1twWUPo#;9A*TbJH*t$ro9?K|Hy0e ztA|C@aB2PYXPfH45Vs7;u%mP%XwsMr3i6bZhH#HZo~cpl0FPTsAai*5QaBls0W$|C?J-vQ73q_8 z{K(BW@o!77>DKH8tB2Q6cC_c2d<`~oiz9}z zazw;f$Sq;q7?-wdmDw3lc3i6;R5)tSQ&pd5G-BmomClfH=*+32!y;Pwm0TM zB4A&M!>2qGkY3e0TfLO5rN>XauexH|DJXeRMPMm)zvn$j1Pm;(Xcymd>pRZeebGrY zWeBQgEZnu10~OyY5jCc;eFNB(foVZOfik@p%=^aGTTU)H6pQ6mseT_0#kVPlp`84_ z=MJO=jG<()DA!DkImrdRpG$}kEmrl~c5hQYq=jQh3;WFOt3fUa%i#F5KN8Q$<9q(O zXcDnzk9FFwqYKXXtU>myKmIpxCII_MJlbk-v-MbH_<}@AVyY_}J$`CK_8f%lxq)8- zssXcS4x6$|a#MNPoc+gh5@qLzL^ne>L2}h898|< z<{G=&NY?Hlvhs7Im7&P6456g$<{PI&ZWTjGJlg9ra~+CTl4!}VL_U1-(Jh$nOYvVqj_0J)^f zX>PwZ1CX|W{UqAwpc3-R?kYbQY2z-imHaua4J!K_LJ~BO9y1sENSHPAsb2~B*3o1w zQ_)PcuBr~7Qzw`Lw)f0H-Slk@-M1kbu)Yj7Z8hWyJKjIhiy(J>6bF=d%2`Z+Y9`Id z7{s5viyxFR@M#}-Gqwu67Hs4|_@wzi$8!xm$o4G=?#lw6AjUx_aur z1nZIAZY{c!*-M4s<{K;ISNR8ZCJuZh@{kYKA43^$+XZL6HHpY3jlot=O#1 z^y*2c3hMz0NUw@)AZ6tLcqj|zxA%u@=GF<=JGqP-b? zl*1v5I|+Tn+@au`WnG@eJ*ezckNj$szRgWY1S~R8zc&&2^bjX&e<{((Ey#O0O=`<7 zNQ6cN^xkQf1K?_t^4v(DW)+_ONMlG3jCd zW@Pxb5WhNVDcn4e78ag!9oZbTYR%yR|6PerGj`%aX3&AtEdB~E~@1(c% z%aXWE%9+8z@$QvW-p)hc93vpmMWgG9hAi9?$Z8*($mFn4<+Su=RX zM(y(9K$bKZMI`@Sw|I~UL`0(8?a65k4_DG`BU&ZicNPwwAKeV$Z8ic)@0-S{^vfBT zv{#AoTNia5DmqVc^t#$L2Kq;3p!B>FK@6ed$Z|*qEIspSUsI~c>F!RD&L@-GGR>s% z&IiG1hL^~pZ^&GXfJ_OKf%@uL(K~+doOp>#2XDedk4YIo-f#sCl}H_v`N>O?aTOaX z;ZPsucHUnw()=lDN|$a7h^sgSWw#SZgs(CW1&}3SBCu&gjC#ij32l`fWNPTJH$J<) z5VWL|h!I;PYy($G1KUfYg9xXa?;a zjh>E^nWlacOZEc-+@i+rg()#a0?brZdjvT&#>EI|o07Wv=%p`%$?8+;!vk$M-VUf` z#X%ER&bI%)fJDGpJ?j6tg%)<)HvO-pHypFt{AkmBsBg$X4n5g%&=5!j%%PdokNH0O zx_Ey!ITa(NcfU8*WjN#v*$5{++8TLP+<_*;Du$D&Uu#HTdZchuO+pyaEO9j+?zCM| z8Eip6K;EGFy{La$ZQFFud2{UaKvhEWuG;t{|U9;Hlx^D?zZhGr9=iMJhsxFIIQSGgdg>N|uNmI719}4*b7LwSs z$HWw^bz5TAHW#{V zEJ+7N)iVd4vLH*sqAHI|x!EAp@40sGXc}38W}8~-T0H~T16)PPZTI{(Wk?1rtTJgA zpt{B_PHQ_~kq#}pcG`jQ(Ziux^hL;{7g{ShL#Bjb3<2#O#5sA}o^P!yAobuKaOhF~ z3<#`-q6wurIx8$8HDIZML3>;;XUWpeU0(}Gj`()+2K$g2@Uz%zlpCr}g!k{m8;kZK zA7Mks+nt3OWMK8}OjX+CIv#47l%O7H&+`_LkHK7;O?zN3$2Mi}#lm7z4_8jR`NlP< zK*@oF3ZFODH>N`FfN>cd+L2W!Li4=LQ#WFIbyct0SFiiKAiO#fiQqmk(I0XLOa$sT zeTSTJEU|B{COx{eZt;X4dEkIg6*8s3xr>iNYQRm2_L9Jg=yN({PrAr4E7^SO&`R)7 z-A)vhIPNo@AQ3RA#OG6PnIt~yes(8IqVlx9T7*$-DHydVUrp0t1QQIoLZLat2%k+RNQ_JGyt5$G;#`^nrMllmq(GP>Mc@ zQuHj30T&@PV3x$9y#kj%@p@T(K^<8`S5BSu+^Pr~{XBy(x4gAxl2`0V1Mxx!@d zSA9APNxpxK0e|7*K#5Cv@25=KqMD*DuCD)_dmemlPT)D#iCHJ&uidFmih9YmgVfM> zTI^7kF<)#*BtMM9RUYN-?uz?2Xt;H@kOTEGTX*j_?}2ClOH}y;W$y%ki($EqPy0Mt zeMx!c;jRuMw@E$ta;f}bAyj{^MOygV#wQSR1}q{mXfGA>y&GQhyyzYoRa;ed@7ETB zpK$+0nPK1Mci^vjtaxKFD1ZMnTKL)4H@1t6s(Artea?DAmSl$-4adAj6+_N|H5#bz zzzy7b{)OR%CV~@F`(YUGZUQa_utv;ei2ANmkO-I-_==RZ;1JE%)4ENrclVxut-)p5 zaA?|%fud^7x=rAEI?Ne(v<*pDHmcjHJf3t0|7VYaA`HMEtd6Mdwy3i)6>5KCFo`9g ztOk*_Y1@WMiF=2W3nQwog{p${0ILwl7^`-x35rUXJMd{=N?$NsIicGriG-^uY6CVO zSpxC^Z&1spV%stBX9Jesc(fNm`MSC_{c!X0C$7D#Yl(yo@0n1JPC#MFYA4qe@@Y&D z94_Vk20GH4TwEl7n0)TI(7q`g!mIO8j$Wa4T?;ZLEJsscz{)r5d})~=v2t?hdRY%E zRq)5y4TM;y$er8{$$%kN>K_Aq$LQG{ecedXF~{53Zq_@%JLA8hu1{!sX%J*e7-D78 zMyzHUJAQWDfMlI&W-U9K_XzGmBXOy4Z1Uu56UI=5QT&Hiz&Uc z2X;YlZ#EjVn(+JA=a2}P7I?HpFdGr-G(Vf{y?Jy^{y5?l7m7&{NQBlyS=%5HFj9;` zdnO~@$4EP_{ttDzY@%4cM3UK~1j!t^DX-lRt6 zePPRiqcQ5p8E)xqI0>l%a|R~use0YZjalo?N^E%#{_eJ(I{@H}HYN1m&ko=ZlS#-O8f%@v zH50fyP}hTK-j~+J5_+(VWO6R2y-+SBzeIbdnD5H_-T)5ZPC%G@V#GiF zy8yzY{b|g%hWEz6sVt08#Id^A?T_^bLA|%H$e6OF&mV*IfEkm3M|q@PXPw{n$eL18 zhVtq22AR2nacMQu!?iFr*fYV(H$IQ@sMWb$HL8~{RuUDc^zf&KJvaCe$2wG9p#7uS za}1;g9BJ?=BaIvMr)+7h`a@TNkQ+?El^q4_OkHq#3k_lq$|@?n^Z2 zCOU`-dG<4|4fcU%_HLjW)WxCYE|jEkGK2O(*&I&O)zZ7FY_Y zD6o!vC{xw1ze+qdWw;lzDfs5MOZd%(;W~$d?p;0ro_jllnm!?i-G5#JC2LTORASNI zbSTV>e?# zAgweTA*G2KnlqumiXkNd?E#s@?cWp4T-uuPs}l)jU#rfhu7|6i1&AgdNDEk0 zqCQ^Y$#DACv#5sXA9~-;xyn6W3W+cQrH0{m3)i3c?YG~&(IW#ZhPfHE&yD*|H1EnT z>cs==@{gmH0(Q&<7Sv5eEb-qTU)w=Z6^lq5+O^xagT1k_MlHAisZ+l`zU{wQ2^<#l zLo+_99tUrT?TG9*;3YI=b}})_wB*^VTB3sXZoL06c6KUcM&A*UaWi!Hb+H7b8DT(A zz^8mSLs$6eTS$A$1LC66;~d>b_jW-bX*rsWDZg6=p1H<4CTvB@A~@6syA@vQBGYqO zefe6=CE%dd6OMl#}-^A@wU2OZYaA6yxn*M)eL*~wPlLI zD(MWEDbXJ9G5Tub-=v+|M9_MrpB6^e9$OuiJ1pwNFvr|sjxGOLfop}l`IwpiGsqV( zB?xF2Jqz;YIi%06AhSY@oMw#d8fXVmJgRvHR@>`BB49NS^=m{Gk*$73x5$wUwZ~tE zo>h*9B2pTH7gM^5hCw1=@PfKKi@sVmM@N#2h^4DyH*4SNga%{&|AI`#=2FO;v4}+d zgA8BEurk3ZwVVj5(h8yc(pTX1%v{v*sjhnnt~bEaGmEx6pOeq8X4DFn~dQ8oi#sy@_|IimVt^uE}v@rh{D4ID|2p zr}Fw{sNh(s{1Q3f~EV9e+mdp8lykG zL1N29(`$nfrEXAyeus#p@{xhyMl_5_;?mw%QeU!rS^30vf}xkHD~s2(_JTsvAS41) zZF#fU8OWfDiNL4aHB`TB6W6e`mn=Pdk8U=7u^8-pK0qvtTF=2Cu?VCuU|^N{B_ELi zbI+UHY7!<*uFVqE%7cYl5~5+)7F+wb;GIXi_|&mjY~WU3O;$a#yqi?y1z_LM9c8zH z%}U@jJ(k@VvI2D)zOhq<+cD3^xw;^1!4(EXTT&7(5AyY!xvSXk09@(t%~%j>Zk=j_>`gi zyjt2L0}=tt&jJDE)dm$ovF!G+9MTsq8V}eytQ3l>CP)O^jhSG2#zf%K-dS3aXY=g# z2Z@8kLDQ6Gl;l7y^mG)FSec)0L0Z6Y9+x(iWYcoS&zapquo%)oe#QaZeULBgMFoS1 zIe-I+fYGV~+7pxMl@rDmE0Xt1_jF#6I(?uOVlg6-77Asfk3k~fTA=+E+M#O9_lL?7 z!&Q2}r`8^Kh05oXsC66GcGnyd0c(=58I(&;QCXOi-WrJ&Q2Oq+qPgZ!TF^w9&1b+B zHwa;1S`g6Q>83l5b+NnTAzAdyP5sQtya`qe&yX7Up}kM~r3Mb|$)q6*%Tqf_B&JEa zRnNxVcnw8WBUCY*n)zuQBm!13@M$0N(Q$5G=3v@Drf2)rw+$7up^((qx2>JJyRKg% zuxS@P>J?S(`yaOwf9gGiDGh<$*P)OU(HD}E{M!2E3|!iOh&^BM-oG_zBDJ7&ds3#V zCAg}@0^z*UF;Y>G8ZeZ^pnZ$Ts7j{ca903*G+kQOM%11OYqS5n7QX|sq}9luSN?Gi1bVnX)85`In%$dfbRwMudOI?sXRnzJ ziEs%;)y5x(^&u_b$&EI|5L&$mdc*7>P?EQ*hG4#K2?X@&QLpFhJGGx{CdrxyGbHMr z+j%aBe%zWywhT+GZByEm!N2Iw5Q*WKSyc;Z0TY2k`|qkl)19Y#!@iJ)q&8u0Bp+{T?ViUqdBBgQ40mvx?|2jeRjK^ow)4K zoNuHdUH@z3$Kk6WL$X0TN({eyhd};}kr-U+hs8F93ho`PB@xDyw56Bgc7b2SE+Kz@ zu*f0{k^%E)9&IiuCui%knu;rA{cPeeyyE%{u*pn57 z=a7`1x3TRlqbwUJyWK)D$@rh3^Ww=Wk{iZEVA3ubgyS4K|K)ukVbY|hSB0i0fYB;F z1h>1KXRL#ifWd7hZEDz)>5`ZtBO>aygaFH%#%U`dlyn;bz4`ekSBZUrgxeTOqJ5>o zMmhBF_ViZL70T+Qd7bt{pg{~DRJT1J8Er4t0x1F(l4zfV7VaG%|9-B-wZ_tG<{9R9 zAtm(f130^yn=MuX=?S7DHhnwlUB#tOuIqA{Gm0S7E2sgm&LPeW_wZG{Z!G)fCeWoZ_W1Xx<2eg>-k)82;4Y-gmG@5)dGzTDMyrlgL2y=g|9)?XHG#Jh6d6?u8;jl z$dE8CFlf(J1zu-m?m3c30=?N;ue%@Lf<%Zw2!lUC3EYZ-g;nY(NfbZXb#GA*iIRM4 z+Ak>kKwqoQqT1QAe*F|EBw;|0dar88*SI~$dp$^$B+8I=9^MV^ioJ}$>g#`EtRPFm zWMDEVPfGGDIM=Gyx09CiVD*!Z4_6>ItnZR?S!Fbs-SDc1O?lgpr>-cy-KUKd;pz1N ztMenk(>)5Pe17@9>^P(b%o}*L>*pM^&g=W#3rHFKmvW?skAO1603<@xADQ666-)#! z?U`HOJM!0ahDMArY{!%A`Hhb1t6|ke^G==y~TplKSZA5Bc+G)an@!QN)Hsz*;@j zZyPxLh+0$pwA+jLbo*T(JG@*MGNjWeBwYz%_Ydi@XgAOkH;t)CT}Tdlz7b}tri4s} zh?rqW1ebSZ3J{Hfg(Ly(7DN3Q{pfeT;P{Vcx^h1Fo^vkRe&JzS-Q{c~yBM24?% zp~I8#a-xLx7Wx0F?X>*1zNLHK3ioA}?y*PzV@WR&#;Cm*BMoT*!x+>_0QHRa`8(RH z$^J9v{*({*UBG#gv*?GIleN)!ae5<3dc6NkdHtF1l!IkSP5Egf$A(6ZJ2YtAArr;D zA$;4L(R$&VN6byi+?F_POJc^h#2~5vXyFmU7#13jpNb_Qxm65fFlhUNZfoi-)uY*@ zFC4$UQelJ-l%REy2=^|%J`9O~Aw52An3Qv{WA4|(Z_0^Q$zK1dt}&n%%29eV%r2>f zM8IGYi+1r@v0K4ylid%}n>(Lc=4r@7Wl!I}Cr{2fB28natoZtDupdK?q-*G#)w_ za%Ze$pzqF6_QiR_&XYLr?*K!UD9t~hvgaELNed4?I1b5xg(T`n>129@#RXT?$lj-g z|Dg=eb_T@6oI&hx^xeZTkT>A$up;GINt=o=t)yj5#BU5Wmf_8hp-oUoT7p2*%!Y9A z95)8^__R0mEKnI|K5u_LA%aJ4iDkeG0R%DrK?QWCTW&C<1uUwvXrCUE$yl~WWkWB4 zRi&@J3_QMMJfwxeD6F#M{+$6i0~S^pv^jc*fX9|uk>3dsy!F)NgU{s-hq|{TkR=60 zZSLRUSRU=$^r9<;2V>WZNSLIQI^1x567(IT0!^&0-F2*1tOl}Tz|=r{T~eZ6Z}ZXb z8Dv;3I4HV#vwk2HRx43hWls+~067C5R%x%HQ@79=UpS?KoR!S2n(xr#0X3{lkQVe^ zdN)ES39s8|13i(;>bLjWUXvK(^}Z|rUV%{3byPj~lof!tldz!5raj_jw8P@SoDV&O z64Y#Tc9c$4fgr{_gtmvYO?(X55stQLH%jW&qo2qwBKPzr%nhD4S@k5u&=;ZX{3u=j zDkK7yo!PXrb9#wS^yeHhJ9|_g%Z<11fJC^CTIlyjmFbBC5=j7HA_zE?0YC1TWgvqpmY(^P2UbO)9p3si68GHpuHN?|a|1Z;c^j$W zXu%yNu?W9b1MM%XISst$M%mxV^7(>Bow91A43rph&=|m^{hcczZ@{=D0h4m=SrPMm z$szf2GOBjFt;tOu40(eC5}|#C;>Ui8z@<&AdYV1bEN^lkhO72umL~<=EP#Ms4$5sB zlP2DQED6hP0@}r=@WN~RD@Cmt1iP*5<2_f&4fKXm z*HhKSGLUf`F^n)$lQQ=G>`WFvmqY@ z+~Drlq&JwirFn0N14}mtgp_J_uZ)6Zz+eXTU3z@EAM&Zs%LqMqr;X%4=LUl}O3IKs zXpd=1hoTZ@OH2V}TF=vNXyyJ)a`JZ0k0qup92W?4e?Wm%V4t`e5&;XWY}zNdd|yTI zOSg59revKG)cbxsRJ-LOB10g>?H@nPrA;R}6vv$2%#jGJStkrd{+A&-$+YjwC+E~W zsQkp7fkzv#Iw)j)$}g8Vsds$aU;BSozx2Py031mI37{Ufb61lUc7;OY@XaVt&TTMWs7QQU0WOOt&s%ZHhFCX-x@Zd&}oxSQagj9f$m zT$U-6g8Uhy0XVb=^<)-pWX1-x65MKnBWF}w$uKA+H6sxoDDP5$)PRY=qdotu%V8Zz zSoMWO8AtNM9Jd97Gu#W1Lr?j!Yb>M&%%M579s1kO=?B$!eTzS~vNd9*_dhFBN1Pfl z-qhQ0d&h|-QBdV$fHK4GW>s}a1S~U9zt^)M_R|BIE)pntj~$sW(zhaI~1 zb;RVYbXCpe02LJwuZ~4SpF!*YSpdm^>48uCGrez1%<-Z*Z6wIZxRN%06bq!37NP_v zH`($6Cpq_1N39=K^{F8oo0w1HD(zk0;UEIZLBABy_V5) zv5-_lWaHa3^{dcOi4^+z$>&`Phb##zqFJ=P;afDXEl;VI%nf%VH530H4NmHli&utCc95@bqPa^SEjuQjkKl8d`h zAptYS9%-xFJP`7RzT)lD#_SGA1iW~o&2#Jc-`QTjP2vY`f_Zq*kq?kJ%tw}#^;{VQ zte7P+Xg3e}?=DonaFe)5mpo3dpeq+dN-L2X&fF4aLu$Z0nos-dr()Obcinf%ubK_6Z@H ztOy>-#Dw6{<}yTE636b@MP8WjSZh^q@ud}1IP{%F-!uFa`0Ee@-F(`8Xfu@vSp)lA zGQX8)U8z?~1(U-RM2mT@UG)WW2Mq4PeOBk2up%L0bpPXV=1hqO>|G15RR0!gr9mc-^#o?X>p zO>hyGz9B7%x229_?h48<4xzmn&p#+ZmPDXE$}-55j}-11P0p?+44g8s{M1g!p(7Dj z|C_?%Gmr>aissWkZXgsUoPNV=CtJ~F)$g`yZ-!8Y0EN||>j%t-M8LwTK#{T*6syv8 zt;eGN5rqnJ=<~yat3TdiA{U`lkT>VFSYs-x5QdYO*P_DK&JjU znu6ABm+lqIF#WgRemk_!*3ROv;l3k=it-rBp!~l_n0otisxekPP?mgzcxUMnMrZ9(lqK)o&$`8DXBlp}osZ=+u~9wqJ?d2yo8RaS^+H z5HyFr1aYhGd&h@CGGJMO`pKIi8mg@w)!jHyy(w_r9(g3x4IF3aV`64s)cy;S0n-DM z_7W~(K)i8ubrzWyS`}*AdCS1bm`w<(&J6edS+|kifI(FbWpB`_?l#!OEg~S2bd^TO zfcZ|4H=IBL>4wd<5-77_0g3j>8)1sG(Dt3g!Pxaee#rqI#KZJ0PO6J&u@Fn}%e26t zy*WA1k-y`1iKvMn0LB|Hy>Y<@8bfbIBHY+n9@;Mvn6#_51@Dy@m3MMT5k8&`U;OYB zl$;--PKn0d$6%KMuRCe~ne+^>w}00YK}Mv4y@pq0;9uMWP?urGpvB;B3CtJRij;ZP zL^~ViG9wX@+&o%Z#`nr9Kt-Dka_7k-M}bFgv7joTt%jVYTh%SS8%T___q5-q%Y`7l z{Tj*e%;)PZC^2AaVA6KzoLg3(-W@I?8;4;r$6K{yK^cBWY?%A(S84s4DWSf0sQ$3; z-TGW=mtXWO zlZ;94hJP2m>4vbX7Rt_rj-v|1VfB~Unf3zfM85n#J*fq3x{5>luU?3&Q|8M}6$DcCe&0D=!E_7=w%Le~+*|hz{A7g@k{sH14Jsmo zE)M@fF0fWB8Z|sk=?3HsEF{8no8GZdYQsceQ?ETkH@V5CJt9%k=&Mtej_w@})t)O5 zN_sKK0-PPj(ldwlHFVJj+vb!bAIgaZ9|eCzPB*p(>G@FzViZ_T8wBYAgGoFdWuzw@ zYj1RC_!~00#k`H!+Fb_D#H69@*6}q9B)74s#NtveJ`+o?m)hMeC!^9EjWWlK;Dr{TRO7 z^1W3%?~~r}c-N1&YR79=|CerxCpdo^b~vi8;n~M9uNqlt9bbIM8-03q{j@!q@Gdw zj{S;BEZQuF@0cf%##LWPsP}1cwt~QR4D=^sH>%yLhpZh9xdT?av1m69)l<*p7r*T# z2(g5&uJB_c{(w@$O@vl0`Q@gN2pC%B(?0c?9=!BWnv2BPZBnD&fXS)Q7pwb7gt&qM zQjj~~BGBH4&` zCqg1%`He|i1S4>EEHc4b8Tsb=;`@(0)7aGtQfVaoJ ztK#fNqE*b0Xe+_NX7{~(tpKv>xt{G@;?n}w&l6A&{n*`CPLLL`8~Iy5Xp^lo54u0`bgM=62hImZ3mw+`1l-h=XT`Ij`d#P+9AxH1q{lY#OpsltZeebul`5CAB=ECFs>1rr4@*)OzSms5X#L}oMOs?P>lS}swD+$>+k2O`jK6zm z9CNKALs9YWjw{)%V9gZySid~2LA3_Z?a(FUX4R#M*hO& zEshfV=y_aKbNf8-u--a^^Ug+|jueYPS`wC?sb8fN#dlZ7%ReO(L&VLELjMwQM~ODd z3{Mx8gh7^sWd<(o;i{aP!^=-qz+nDtkcOW6KrW3x$V z6?0opUg3M+lDGf8YGoqIZ&?{520~E@%h3$#D?XNWz6k$IBEMbTCybp2nG&W2HjDBuG@~VjGWNA; zWMG{<`9a1V#{keDl2G*)SU5IFoTN#df$4$vrj?3BUx&qI&7=&&-*%nVG6c^wa#4Z{ zUw2doG9?UW2xzx_gmJ4kYi3H^g6(w%-U-ATLVMg_z+r)-MqCHFm7VU3tIuVX9R#r;%4&@&2D)r-oSH))` zH3VE$yV5T;aA|kmbROpUFFxNze2qysU(b)}Sq*jGcnB*^PikBQiGX1x4(*F#M#XW{ zw;T16BK*D~!NA}NdJwYEP0e(th#>EuR!a611S? zHq7OtF60XslRkNdz4*94=g6f&f8tM}bvEs*|<84`>3DzqV= zpGVf4{vb0$@+T7|(+SWlKolZZ-|bO)4kc)8dYDNabC)$9T>H9>tQ*Q^DHqp7Vm{&qPrm*L$lAEBx@0-cUcwqpLkrv2f~;ZcC|eGWMu<9(_u z=|?Fz%RLZXx0f|j3Qg0OQ$E1R$^d7-I%auH?SPdl5 zz+|93%FVBD=xQ5oiqwf*Xe{U7qmnFAz3AFAN}#= zkISLb=N<}4)2CM0L%x88Bo?1?NXmI;z4hGsW->K6Wigi7dxEK9GqR-gYd?N|A|};9 zSQ2H9H87xjvOTMo`->gnQi;?QUmGHm*r}tNT6gf`)r+d0l4z!GC~=;-+%uX zQUjKuxwQA{8THHx2`uY7ggR}-`qx0 zdry4E{~nP6jmO+XB50r1ec3M&IJCc{>%RJ&qbnydDy9*CX>fZI6j;L$n-SYFdNw2i z#%AzYl>Iq9*X0RoC3$|;TiIu_`}N0=7RI35kXZ1p4H5y%4GcEr2_H{u8RciYs)!6N z&3(5gq9GU3LMjqr;`o!H{Y!7OKY)rDc0u0tNn}Ve@w<|>aM$lp?Y00-DNSC;yA8>J zfju6BGEm|tOmj81EF~d#Tclh2zYm8(DcTcdx44Z9%pg<3QUinbEu}!axG(oQBz{{> zn6421HV)cWvJS;0E3-p?Lu$aoD(%B!X8HeGAIy+A@W$=6(rev45BkJvj4*e5{K5xf zHIVfu23Tn?TuCo74soz1_pPe63|Jw5hYw+l<;WSX4tN;{X#sZz+C)aq-WPLftun~U z=eyf3ZF@`b8*bkUs6GF%^u<~raT1PKS(JNkHYP=nmDt?`#*p4_Svt0%6pE|WXb`$% z)Y)fZ5lBPAQUmSznEI&jaOT@`axs0O=F$&&%20CaMnI3LI9C=jBn;?LA0qawwcKge z*+43Ro0Y(FbpcuKmnbAvzCEQ4$$*6<>W5bxX2!_+Sxc;pHN3lej1)rqYoSsCAQLS zV>HU!d<7c~TM)uv0qC-Jr~?+>e}!{BN0QOJ;(`@ewa z>9B~zrw%a|TzcIpY$q~wFTddTcXE`)D^D!Wd@Ak}k#>KZMkP zg(L>;s2XzgpPNV8C2nQ-pNjOk9|vNL9|$KsQq_roG6Rm2XjjlV(|2vPwyh>_L7kcs zmnT$!yuldZ?cX2Db09Tfc$-DLa?=eFz0PCFr;QvN8aeLJpmB#x6!(VkZTZzhuD4`@ zLCFHi@OFjzxBkgMdo8_@(Tk`f=5M`-VF2dl7xB(b;3lg~6qSsVPWeNogheGbhw@%} zGk>?VGIXGXh)RpzvbP$$LEP$bL~*OcuKEaxfO#~Zc8d1B7-4Y#Q5TsTn*L^d%NqHorUexkL-K&`J25HwDmLFDurnCyh)dw-=wva<(xq%^| zOw%VCUlD|ANt}d!kr;hJeITTT!3ZcteVEk0kqic#@~y222aI39)*w8!yVY^pd3B>^cRG-U;Bt z*gRCa`MtFKyI*F+<5OOekr@2hb%{j%ELDEC{`ll6kPcE%KuVjEa2C=57LeGKlk>T# zdd^+5x^z{t`8$B&rRI80dIYvu2HVq*px8BpakR@SN8=Lkot3>68-S+}| z31{%$pJtclKLNC)ROAg>+&1veB<>BgKkTIk<`yAU=qtdu5n zpB1>Fj=V0A8~y`jhK0U=H9#_8*^Nj09+z2oTwCSWED~fK5&k$dqz;^aPC=&hxa{m6 zNCwQ5n6&wA;jL+hzkh#6vSB}}eB!wJ6t?ku^$ova|bSMcSua`s90<#adzd~g@M!0)8CjT?WEO@_fH z+C`Su5Y!uq$nCFll6jCjW64dxr_6=rMEukI$t9c&NtgU0raL?t3QZbrMPc>)Zwp$* zhD2%s^99=987iW5r&>LeSPgi`GiesE>`cZp@C z*?+1oaxefB!#u>QR`MP+LNZ`&5+3cKD$4(O=%Gu`JRx(11*ZVR`u{0}&T?huOt>+;#O^`qNZDe?A|);Xw22{2Rom0P!0Wqeeke2u>P`!<}xVL!!qkix9se$Bn!|lrtG(a zRH3rL4uOowe~gwxpR90@L3?40S#c--UWvp-ZhQX&mjV@4RCN+Fwdf1Bo**nwxgBq{44PQfwT_Wk~OrR}EGe z13~V)NP;Sxj-PvbeklR%F#z?8W>;#G<_p zEl2+YucqNPS$;nDzSOR+F!&6xUEdeAOL|w-rHW$`sRb-1(O$#lu;1>^yVg3=n|E2n zz0J7>uR{}}xOy-)K4eHC72FumSaSZ9gqj4j5y@N>H@!oceWQs0X1>+~v4vr0r7Qq2AC_pygZK@lk*;k;=hY{AX$7@g-6kul$`9wah~kQ&M&9n+wYgsFkYqWm>RcgiPAyLj>+ zx3^LfC-~DXC?vf>yxyfV>|>A`a9)o##cd{c{ovvJXp&vM@BBP@UMP50>;mdSyPci; z9a00vadTLdhXHIp9}=FQTu&4Y9^d3T!=;Wx-XMiC!}%J^>yQXoOcKzhCVflieBKz= zNa2!=`Un2Cty$l${puWJ$;pM+zD&|krM<1tk zuccpFVDc!>tO{d3WvrV`ZcdU87HxXJ=U>R5(^1t^wc_hgapm^Q1TA1uCdBy5=10m^ zw~?8_YTpJ0%N%%R4-)bvhF>h!-r7*DN0fdvTpv+*$ zT3sZTfK&sP8K@7^8x6l!JnI38F+4I^-Pc}ALzZ+OiLhZvR}^GPm3^?WH9-~hBFl_2NDo*A&7*xwX+hJUEjNWtWdAd(^zzQ^r%+ry zjRxuKWFx==8moKQEXq^pL!NCtpVC88Vjh;;w`|KageIWnkU!f*_5M6W^h$7TsNm>y1^JggVuxA!1!Rki-6ml&;*hJ=YApzI1c zvC;9j9Wu#~w4yG1SDPU?d;2?zNZVhVe;12DW(F)Gv1pGocxszmPlzCQlz5+Tj=A7J z1Ehy1Au49$CvWh)8y1pyv?r{5!{rYLJA7&)8tENto07L|f}CL~vLx&An|_8QQVm$m zAfSD@lpil=(|J;2_mlaL0F~=T;6Nelt^#D)j&C{=EMd4(@@<=HX2H< zy)87i20!baLFMNW_d7XISjEauChe_&frgDAtM(+4mNfL8hiR1w6q81v>hr*U;To|P zerZVz+PtJgyKDQ2fq#%~^r>U^6dW~}0a0T0C@4L?eEH{e4{1qQcB6iN)&9br7)z9WW;@|ZJF-pepVEBB`EdvXFg zVN8Ty++`sYk#?Ynq_yAES!_q74zS!tyKob|b!)PXNh3W$%C&8XYa2K{d>6SwfK~cI zu?~Le3LM%{Rdiu@&-#pN0wj5V2#udL>^@ZWbRY^~TAZ&BBmz#v&|bi$_)KX@uwN6w zB}u)xxlY4sJQR@nSV{XS%l;J`5~&5unR&D=DX?6{oLBRbL`hr2X83WV{(zc2&Bz%> z>bw8kIYi2UIRl$RnF0vmdg*89wly!G<)k-DO=p(rAFKZGVo4fnoZlR9^wt_xJ%Y8JAl}9-iBFrO_f_VYU)(AYS3S07zc1OaZ(l?{4gC6GuD z3rK9*iNPVtG`nom7cw!Z{OIj8c?hmr)khekXV;2BkQy+I!K1zY`P-iHh8yqJlXo)K z=-qoGyAY!2SE`~V+*2O)Z{rYkz@46!!M|HY-ZoHsv-z6O<~vYc*om}o?f|<>yk~{9 zBwP!$cQfkxntw{^l{nR?mp1kE(3u;bM69g+XQh9{%3aF;nWDdqaNb|tH;tf{8;VJ1#D0ujPPT(Tl|t^^cfoh9=f<~UJNl(Na}_CDl5VwpU2AQ19@g&H&180KjZ`-N8uBMZ4mTig_&am^ z7AU)6-oT@c^m4+h$K5dKBKai2h3naAvJfTKx6l2|606G)$iQ$CmqWR6SaE~(C8Xvp zDZ<0-tMLo-K&+RJ{NeHbC%43EAo*boDADeH%H$^Q<2OkBuzHmiWxIDeR5Dbc`nmJj zdT527Ur=lo8CG5+=jhcq886bCr$S)W8LgHm zA9CxHSPNuoz_mboK#YInrDOZs*JSPKzjbPF=~nPSy*|Qvb0^%4f@Hw39+&psAzjC> z&zsIvlOf6cguKb(kKi1D0V)~>R&51W(qX2=q1{CHEonS@wzrJTZWb}l4_4QKgqRO< z2fcGL&!Mo2>4EmgRfj|Ol7kPwZX)pNtfiylwU0t%QZ~YRg>&^si6tPt0mFJsE@dJ^ z$I($+X+qG} zv<-x+Hm4c+0YKv7jxwD*Wu38XJz-Yj5K9)C_O-X8nPrHb^0AN#Fd zt?_}h(1f_*gRJiLVi8C?!mujsUQdOMxs`7W$zpg{=*4!Vr9o)B9);Ax^#ys5H)Bd* z(YB*{H#u36tHd}7FUvsXO~fFu=s|mv@*b`^3CVyJJq+3_^&B28X)TVI_!o1f`GwP? zm_HyH2BY*`a{6hN*pf(Rz|u2|L)jVBTVpXilrmGYuLDFAnk9oFbIj}r=JmR+#&3b;8ZKM+L)Fz-@^aK`#c&!`afcT34 zE)lbH8UIG43h1_exT|HV9RxAw#Nr zV(kq10_M+r+Uc49;L?(U>k?H@yM1eJv?ip61*qydH-E!ZNCd3v;n23EZ|8k1Eb5LD z>*)7{8tT9T3j1D21k9Zov`3Q^Z%iqk=`RtHb{KztXy*=zFcLx4fS6B< z`XvH~Lz&St^ZGL8j&B3;4P7eW)#Adg!;m3uK_Kavtl1Mt1S~&uxRmokpuzbP`_*+M zNV3yV*f&T3K@2SvRXskX8bcuoi>lO5aaRQGHqUpEST1=r)#pk|EZ8-)M=-12 zL^et=HBh!A8=>vJO07Jy{ty1UdX|L%a)q%-fUJl2z>N$TzTnYbYbcX@aMq^-5?8o< zY^ypgxDX||x^EEU)7W0fjA0Nr&_&kEd;KB+53AVXHDP+)05fDF*#ySoeE$1*8THVQ^?O!~AaxS(yzI`wUt< zRCdSt>sFFEGkJhN;EoHCQ}gL@V#I%l-%;sP*3aWVJjdR@Sz^+ zMUSt+v`LXAWOAD}->3EJV{kL03;Ig`;?ndDkVj)O2)LBnRXTE4^ORfi$=u-22zBpN zg+_;?P{%DkdCAXnrDWNIu^7~;VbKy5r4rLhQUsQ7K|`|^cusr`LaX}QcKqB)PcktW zT4hr9h9SfF-FrdH-kC0f-vDiD1&)%|+n76$~bEX-}-0mBl56dvvxFC+YT? zcd&y+kO;?7OqxB)dmQA?SWIHmJ{l`DGd{A+NMfPE$Qh}^Hd6&CLyt!?e0lqO0OZe@ z3`_>)F}?KnAGay~d6eJ)_8ht~WuV~#NQ7G`B#rKA86#E$=?fUvV^Z!h2%ob}OTS+u zanhE-Hy3ks2SAO_@d#ur9TU_BiGYC&+Uq@q|5g}Q6x|_3NcK~%{8p|3C1_8?#Jsv> zGgWLzq!uuYL0bfV3&YjWwT29;9M{e4+w&p7{TC{qbK3`$izOiQ0v1#GOv)eiggHwy zO5R;2J3UiR-g)En1QKB*@@DTFT1H|!B1OQwnMIoc@J$Y?&)r{3YQb%3-h`*uz+dPt zsAl+a@6vHd2CVkv(N=@QW0y-AqSg$e?YSZ?D^J)h4bj_aXcl8+N(A`93gg3Aw6|j_ zI?k|v+q@l`WuuO^pHc_EnW*=D#0C^_A#;g z%9JG~mVG0I|E1{nJT)u(Th9_o3~vw>b7-vNPpC@9B+Q=~9Lhh$`2YNvSQ9Go^R}(b z?ueEK)c0&g6@yjYS`g@A6$4+9a?w*C*ZgfwO%<6LmP$96D0G3dRbD704Yho{5%LBs zBr*7uvzzYGjI7pI5-S-*?JugdRlu*e>yZrWn;ZH!;zk?kCDvFkiz@3Nvs-}b_FDP& zA&^5~L1mBAiJ8wJHQ;3r?QxPE<;?E1(+f$cr>pUzrh^6ErRO3#X|u|_v5*W{VCB&M zB9_Q%UV3z|1lB9Bo+_tR3y#FdqK;MfB$=Dy^hQP{%pJJ2^$_TPzhtQwnW3dq9~#D2 zl|cEe8v&&YGkm9s)j*Q;SkXW^tmeEp@+D?L$^@xlU%n0#93LiNO=Rlc6qvMci~G10 zTv8f@5H~A*YXA1p3ut$H_^okkmKEoa4$Zj8o{^#?4LS5mMCwhdTJ=V(1=5f(LX1KC z%!iR{aOly33^F$uZ`$!d{RK$s*`R5R>ZiNGBaIl=I4LoTne{egw%imB?j#i#EAl1{`XTEUPRR}exz2{rV#KGcb_SxJ1n0fj!7is z#!QL!^m9dVVd?GSCZc_-w*5&W(+b?CHx<#6x0mFW^h*l@+O?bT@kcqkhIG=QH>yo{ z3Y!LgW?&$^>Sxf+6KjEVXv`V-w8w50qa3SOKaD44i1N_(y(EBWfIm=jTOog>f60wQ z`_6}M-DF{9TtyS%4Eu)O?u|VRL2ex+!kr73YalIP`I-85Ox;=EqKkJ+Y>Ls2%gOp< zJk)3Sg0fp&YauwBgh4$9?R`C-hDRJ0suq)4uo#m)w{AD+3`PiX@Aq47D|ToyBw=b` zQU)2m+_sv|CF{v$02Tpu7QG6aq0EqqVA5ZmOD;o}gw>za?{Vus9>;GnC?@?m)A@S$ zeHW;NRz{X2TOAVCuTeuToAN-0Os>HewssjoCrKBNY-H7*SRIu+Eb7EC$J}9#E&usG zJQA@eI zJ+zO;ru&7yEiWo0fnLeJ&`vj7_y_c94ehTz>FMo$RDt{%A-xM z3Jc;&QflUt{@^L6ytJqr+{{>oY-w(u&hO&DO8NsRD#qTEIo&FvBt6}OR=H0M@rbe8Nw8Z$XJ04$&8)83{nG@p{eg?l)1_8Zt1y9Izt7w&1Sqc zIKjRx*&hXWQomB@lRgfR%n2{ArXnNIdj3Zeu=;oP-X$t z{dMPE;F7n*q)+?vd#pb|RYMVC0j#sy7DASUu>d^U4s8@Gv}?GxhP0%d>a>E(k>K~9 zv4~ym9w?LEFEy}fv#Y}VF)t2hW|R}e-g+zLMGb>a12-D&QCuAoW(EGH$Iu@2Z=Za( z^GjksNh}gS6FTzM#Q~5dIU$g-++aO8_KAZG+9w+MF~tTxA1{)r!C95-&Wr<#x4xE- zvQO%G$dWLS!Jxf@DsEL%Uq;^orp@OhyD6jERZ-V=W{ChA}v_L5AY{f1~%v zO8kw{@+#;oUk`=VM%3|HHD=S#<;i4%#y|#NK)dnwMXAu(D}$^*H(k?6d)x|w3YB-Kx)7oTEL^+0L>}euW+-T-0~@1)%DMn{236)cz~$M?NWkkkO!Jo!tw%Nk@B?_quRaa|8^i3iF@2HtvbMnKyv+WLaFcC zXVmYW29P0PH3Rii)*`Ay1~w)PUtS2JMKX8(~xE zWt~laY0zC3XWZN50m*OxL5wKbTDDjXBnN<*6780igIQ|az9Sz=iaV*m+biHR#L}0d zs%O~hlSPmgu!zK>{qK_>uUgn#*-iqz#^;Wj1*%{lJs2g1lU73pLNZ{vjipE#VgxE* z8-0``B8T<%eb|=YHRX4xk3I;=FhnO2{IQ3XZhR)?>eC@^Zu!ZxIixAI4R21Z@PvMT zo<>M-zsHxyVrTdz(&I8H(@8pd6&&rA5{I~0_J3Lp-T^gB#v*^-)0}<`5&@rdqun`l zm~$)So^my5Ns(8*xQE9=TF66M*w)k`1&M&;ZQ6JB_&<{T$0qcWDCyDa@R}97AuUWp z#peXulo^l+Sns^YsI(AWLdP zd0|4r0U5}WFr3Gxz2Z~Ul%3oBR$_X1{Cd5dWC8dKIs$paf$OKFAsH}~B%nPaR&glT zY+JL$Vut50o@VXp0>_7MAw4*44-ST8!1TbRJuzwKzo)_YM+AvhJI1eB?HUCxml%Lj z!=Pm$;8FlADp5a@!N1v%Tk_-^iS!~ae5ukJ0&xI+YlnFJ0TUpP#!5FHZJ1m_Kxj}cCT=W~A@9p^iTj|09L3U5KLP2Q( za)u!3AX`WT9IVpbE>Y2R<>Hq;XPyZ7t zK0hKEe6~2LLo#51n@L@Uh`g7pDkL^o%iF884O0e3N=BoYG<=FNxa0$mNwhcK<|J-w zsl4`q46FP9WeKmxLXi6)YTwRO(OL$11I7WcX^60t{D{%8L=Fu$L!?)i)%XQqo(m@2)goyH?Q+z)`-k^hU z(koYed9fOPSwd4E5%cZXdn&z~gn9)QRbI8ugP^z?jI^-lPr*8|2xJY7X@UCMUXe>t zezvWi{|tOaTUXQ9NLSA>Q6s63ESL7#?_wt8EWGnLag2x^aVFen|T!y0mFI>+Q$K9 zmbTmyZmuM2XqM)K=|h)7od!K5LXwx^Ik6#;&VY%)qRr~1e^oJ$ulzy7e$rIW*{fgw{*{2;l9k$J@)8- zhSB#UkA5(h{RC13CIplAjfQ$>QCa+zLQ;su1qV|Niom@+Pf@#M$4mo|<;KViChZLq z>d%Zm?5lAlD$rFH8G1b>S`f><6v2#9^Un@|)PTVZE}wE_{bs(a&ACJ3RK}CX`z+4w z1kc}wpb|98C@l*LOPCBSMat}?r-|XR@{37fMDcSb`D~DP=WlENcPD)^qQ%~v8{Q0w zfLRiUHZ5i|>dU{28(xzlI0rj!u$PA-YdCU-%gZx=HXF#Ogo(hSy$(&}+grZKI+qk7 zImlgiG!v>DtWa{$nS3Z4at16puxbCC%$ajguI;`A=Dui{)vcKU{$FiG0}Xm_e-}cQ zgjJwiKJDLPHRqZZZvR2Tj995Q{jx=nC7nQ)G;eF%07wMPk{Gn7>5Y9riKp8TS41=9>HulRK*bK^pV!CgdLtTPX$+&9YHM%T%B2+ib?(+tHwPHvOm^UzK zZ$vY5l6Cl0B(W)TYf;eu(e~C~RcO!qxGff9H`t(naQYkpxh8lGun1AW02BmK6b@4N zT3{jSRl$y{phyVPWg#G`2+|-O(%ql!cP;$hz0Z4Ii(mGCuxHJlnP;9Ui-st0wqz)x z#hhjZvmhC;uf(9e_eRsa)4w^hu7co{#GPWUS4M(6V*(J-T`+s|aOf*xL^q%I)lZ$f zueVtpizB~M#M67bInSZk5RZTobB)sPsd|zKz`qh@sAsvX+K{oQjTp3wn-r#VZkZXx zD9NiMV{mo=3nmy^6>w?W^Rm*6Jx%1up18*0y7H_25Kfwba<`XOC$Ai*j|#t3NdL-Y5Iu`g?NCau}xpB@YM z9`Jlm4`R8Woc;*j@Wrf|MZ0(?QNAbns8u7u#)uz&zQiNqC=?hB5m>ePVxS2*Bn+&w zXsR z$Qp*A3_8fcAa=l@$?%M2(6pPZH06ET?*;V}F3B}zijlIDALNqkkrF2UlwUI-0T~%E zC9r5;2<&)#OFpu%DxDycesBww%K9J?oKX>4(PL}WfGv0)d%(VG@y^{-G+-P6^+_>HR`IHm#-b{` zKgl)B>cIFJF(4tvL>Ys0(Vb1us2Ij3acT3C?(T5~;c=}5AtwIApMNuG{x;v>HFb~H zJP2N+ukxQ#Nh*@SX3_-k2oaX^P%q%RRX%id+$wTkPr6?%X)JszV>W^qtHKk(b_NV$ zFle`A2%9T<^EFb)C070__oE{6MnXksGsK9UQ}TNNIVH>*I9$rqYL;Zx(p~S!iGa9> ze6x_5R#1FaLh-p!p%2`Nj>Tsti!xg6XxdaQsVBn3*c}L3E58(C0B)erVEf0i5s+WS zLId@}p_^E=V|0;C709&$f*!<;( z^xj}7y#0fU(C0=D^%@X?1R1z7P-chukM(E0GZSh1l+RUoZ1M?`KnI!g+9T$<0}_w{ z8kc}}U=S;iQnB;wC6mt^%85Ex?I2q)K}y&=e6bf~3s}}8pe=%qN1>qqLpRCMPd-sm zW8?@Dt9(Qbi%o1A3dw-k0`)Tup;?jrCi&M%Dkj<|+D7-(GN}Fb42sZQ`t`cdSHds` zpZ3L+gH)MFtSaqYMkUUQ}x;ZSs zpSKq>=+(#?43#4lAQ3QYpgvMBe7rBwAfbaKhlh)|tH_2yoE~jn z(sIk@vGFeCC8(#-=4zk2z%#^J$gK{aa{2>g&$wHq-A(U)sIBq7Whv=a?QNA*4Yq>x za4&*M;}%-qf;y})m_&X3u+F`CpLg}ulX;KX@^OM3BeW}^)Ks=qe0k|%+0u;R|4AEG zpu*wjjeX(JU&0`_fJ2$5w^TCeS{hkIkTK$gOPZ>sFGA*U80q0lg6}uzFJXFM)9!Th z-{scx)T)dS!S#ysJjbc4!2EL<@=CrxOPG)vFt5a+jrBCQmKJ8e6qzo0A9HhcN;u?L zr=ljYx!=VSAQ3RgO??4WTApIrhwu&(W?Wx1;X}?H=qKf&2)#LX*F@+i;o*%oDW=m= z{wXTlh-^1}GcQM0J9Ijfe{MuSDeuajzaTYWKZ&nMc{_uPM=P&Vud$h+CM&jNzjV9_ zHI)cae5tG%R+EYDFS_^KF>>=2h>1jKG;{H z-N#+|YO;2Pj>ys*wd~v5hk>V*PNEP!V)}WIP{OpprHwMg?%urrOxQ!Z)oI!FQawte zp{a(gh+ch^5r1Sr3uN|&@$^jEy?UXqUoUyCUPs6v{?7aPN*YdW0GHBrBZC&}dw(60fdH(OeUhO}c*ozzL>B9Xx4$xp z$_B@j-lNoKhs@e5kPMhX^JsU82^(cI-_?F2ol<>)eC3Q7@J5{+GU=;Z?5iPjz)YG= zJHGLsS-w;;t0rYQ^|)@fcrz5DOHkSB!2TR>NCd2G#iET@(+uxrUPdnJ7rMy+mJ z4_UM{V!4+-vN3~1z#uo1O_^Q|b?Ull`2AlJD6w}xnR5?3z*>dqRrT$SVDl}8_1LtD zdWodE$Zs)~op{Md{KMC$wwp2`R%{ybtBdZ8x({gq^Q#QngTzH+0X|a{PG6vks%CtKR{Xr3@#$Le-lPAMLpLGFtG^@vY~zPIVuD5wF^M3v4tOXy`5Qll+fCD52!XxMpbxgq1L+n@f8K z5kGKYz#e0fj=gDB5z}9rgB6FFsQL5tq4&!n88D#1rrl?y*199jpVKVS(H`N>RO`bnD zZY4@T&Yq1*-{ZJY?r;&QA;`1|WCJh}IEuU#mS#uH47aApCd+$$+mxd4XGWrY^0I`@ za?AgGRl0oZ)})Pc#mf)=6>s(IpPkeHJwA=OL6M=T_^<9%rY%dz3ZB6nJuTpnkfo+L zY`ytd-QJ#_$iCr2-5ZQ$mL1%5yxdD=n}4l&66uwseP23dZUy@qcB2sY^~7Vae1(TN z+RM>p3L6sM$oG*JT_Y}UV!Z^i=pRUgc8Qd+kTqbzfknIIz@I4>R@U^9giB4*tE{dY zfXm&o5agRXWjNTwig_gt?b-UQchWIycT^DEnClbiO-o1ULPW74N`OWfElq>efF(dI z+Pzl(_w|MPhE=3Bn6%wiNzNSuQIt6-m7X;5bQdH8mP)f|uSS!pNPlVHOcvl=pRVGW zNcDhZ_rJ)oHi`|Aha4-0_n5S|L8;5|?0379CzaxQ&%F!j2!s-#ay0dJDa$z-QUgX& z3Ye5v99a5TCiZobxwNasGQBkq9YClwA6az1$(G-TGsv0)X3@0!d^&>jJwJt!%S*+% z@6KImn+AoqJ1B8r9$y;)X#x940@^bs?(%J=c6wc;LD$?;^V4+$jo~1Y!LI!B%0U?e zk9HcWGnu>WPP@nzQ!~|#`YVS)=S!Lq*Zsb?*cDO(#&z>)FR1h4=1$|sp-U58rv*h=l=i< z(Jv9`j?}&ij*VfUn@f9jjL`J8S>jzEvMnIb@_~1=$sC9)7DwF~My^jaAw6I)gG0NF zXt=2}s=ekMiC7CHO;5#iO@L(BhUkoS=f{F>2{UO9?a6fi@TCq3swHINkZj|p@iiG- z)L@PNQmXQST1XGrUt%*T% zZ+LSTN+0lBoj`_%U_IgUvVWkuLpTyaxb*yeXx;}CfybeoM~6-d*xdQ;4ylIip{A}U zP6MZ*{zRBNdBcp!10RV5dl*!rjaRcyMzUX37m-NmvMM(+#tOWjc^-*yV<^{TKm@Wo z0~3MzwhYSxf5(;SNu(0$91mU!atBY1&qOdIIfXVMn# z_~@<5Fom*cC6s~w_~}>yiGXF%0@{}wH8+p7claQZfu4&!`fy_>#K+hoKIZLcmEZIA zq%mN844d-84;P)*n#ONq$N(+u$yaqq81}!0Sv4=M0B@yZ0h&cy3!%;BA9|kqk^y?n z^7fGeACO>GLqzx0d!yT-pM)i#eA;J~B>tL-~Tr?l*Kz}9OQpbT^;DoC^EeV+;W zB#fM-KKrKVVZ!ZH`A&+kBsXQA{v+`8gcy<`E^A55fDEKHU^37yH*_%Nm2}!gSh0lu z`Xu!ZF!TA0M5yqbR5~C685%GVI6TU2>HLPT27Q0MBi*X!k!asuih+Jr!*Y>XG2K`b|g=>njw&ySSJh7;MVB z4*1;-J5z?eBhA6JF3j%q`teYNt3*-y`i`5wN7PBAfk$aY$})r=)QOFMCo*~E_xar> zvoMHbU5ZS4^N@Goo;oZzFcoQgrKNT|k68DUm~~fTU!l!ja6R`-RDY|U77B8ESpAJn zyRW+=x?%I$Qcn^rwVd`mU)KSS2vqY08m@60Z3j%6#N8OTM>|FfyIa4U{QIiL#Hj%x z(~ggrcHCI;pg-TrzWuODXsaybSq%{v;P`aRvVj0cihyUKlxZ=|&Z2CGloA5&iHB^t zt2Z1R5KuuRaWBhw+kg`Or#*9M->r99aiP#DQ)DkRXWaAJBV)l!nnMstJpc5ph5;>* zGGHHxL3=T@SYEhBdYTB)?b!d|y;L2PN4Fvovifb=kQy)%c(fBZcc~MrPBx1yhHmn0 z{d_nDEFqpp#_(^q@8I@}QD3zenzA@;m3%KzZxFwhXxGy>1DbMJj_AqQ`c+Dh8nEcb zW6?Hfl|v7DJ3o@4p+Z+u>R=?e@$fQ2N`+>xvLI`~kP?@6qmnRVO07Y0AJMiKR~B|y z?S3y5p~s;@Zqm3Pzas-_&{zgaeJPZC=<)jb0Ru`*+S_m?u4UvdJ<&>rXx--%<)x*d6!avjMZ2i|kp!s$ z0~tKp?Ips9q?)9UXGv?2)U)d>ln0wwMW0*S{UjD`zZ#z(VmqwxH3_-3w%+ck5>A4$H(4Zu)&{eCkPKLS z<113$Fs5T`8n-FGmCT}(3iAI=ikujJs2Zt^Q>Tib4N zj|EeoOGpp9D<57Qkb%q_u)jpR0hHffWZeAh1F42@E0t}%ZNbGEOArz8Rn_=k$f7Ya zgGalyK6H9eSGY$esfKqJ@47p{gEDR?L?62`&mCgxu@KFoy;<4Pwo6*Qvn-uxwvzIT z?w$Yn*UGE^dw8q@p>Dy>M@5hxu;{?1y*fiiH!J`m-WwWmKaxr~rN ze6&WKjlCn3ff^%YDE}%wbwC0VbK}OqrcAJ=X?jdPX4)D^7(=hcgo~rCp)RF-L@4nK z-Y$T=DwagkzTF_~49Zx0sGOAGT+HbeG55i4=wG+4zvjOHGapO~JQn5FjL?FEy~0oL zNsy7*t>yDtcOo>R@ea}4TR)u6fPNAd8Q5IPNwncN;mmFNy<`HKv+K#byR)If)gDv= z{me^L8xVmsXAG{=9%gkf@i1FpPVQ}t^K6=3?|cg~XKBO&$QylA8?Xh^oG})FMSC4l zRz$1I+sj)>i19D;r+Hz(1PJN%NW%(x8qyxdr47MzLoc$&tw{_sKu>N{*jM21z`7->iZ%&#)|lr!kc8O5#3 zs)U3H2TDS67D+}yp}`bsVVBDnkRZmiz+=)zdd-Ks=e%kr;7W+MQ2xyLb~y?1NtiVVXb+gEzm5sd`MZZ$LPtoWcE?rHTU^or0LY&65Z<2oss1q}0+v9tY4=!VE&Ta1{EoaCVw}un+0Xi9AwW1tnHDI8Zdii z(k?=$1xmEK%GwfWwWQr3^cx!vdu-ehQ%i5nCl^n~T|Pgy z?CNJogu5s(xauAOgB#|O7(B{3gHHTH`*n6-0||`bX>G9VcrG|$G8q-2TTPdP%b+kB zI6TUvUg#^Qw|{vy6LoY~uhLla7%eC=+(3Z)%vBp3=qF)-o5QD^_we`GYgDTxkZRxt ztopJ!1NuozkOL+{5&*iN?r)+*M^3;D+(2Cygk@*5_O~T(#yC+7>-b=dg zFtKvwk1rL@Ta^nzT2&6^3jvRHf0uelN)i)+O?$V2aC)GFTHbv!I3JH*ms{^J9wGo- z5x}r0Ri6#{BOGARK5%6@uJ>AkVlU}Zd8(V(rrJ>QY=n|$xgTqsAdG}1&rI6aGu*nm z)Qc*ENHx@{b*^(S04GcKBDC%JRUMq?#$@2r-sKy*ICN)Wcr9_4NPK;J{W2?02&!fv zYIyS0YH+_EM#FGvcMp42yO^zPDk2GhcU$TU8Vf-Z;}9ZNFV`43L)L(041C&+=pDIr zw;R`%#S%Nxzc-wocw-vWFZrwHRycjx1;`q(=**;DHdMT)(^B?2p9C12G9~-D@1{W+ z!#tEePl=EK&zN91kNPevVUPOT%3KkPJ~2^_eO(9^pbe2lYno)~8eyCt2Kq*5| z)XTx83|toF1iHa?zQKvbjYNDCkDX^+Y_l5@!4FlSzb#SpfqoKJfu_Fnvthea|6-F= z(xSgtY?+!RoC{g>zsMT$s)nx~aI9o61I8xNzCEG1vqfG}^Avd&*ZBJfpG;FI>*+*z zwOP$Qb3lUs3HDgjZQ+=0_;oLl;;r-TsTaC(pxo0HDWT~4Zf&U55OYb?H#HW$>CUpL z>rW>rfWV5rdx>$KV5?yk0^OhAPT4jnJqT!1s~zT_az1s7ka|&p6O_CAAi(+>8MN5d z`{3a~!k{VpB>q!B^Qa7RJ-T>wykbg33SUz6SV_HQXIF%uW%z=OA1`qP9m^pB1M`)pDI=AzH$n6Pd)fpOlR}F>y>OAC?0;^a1 zK{8-|l}Gy`j?O(seqY-&GWYpd_VrwS0eESw7X76yE;P|kQ%VB#AHyWW89N_Yh3#;kZMR#v)z)Z3yk&O|Bm<@g>gT#GJ>G{G9wkVn zl)0PI9aU0uM?s8?4*E+k$D6A|=77mSeS%fpD%@(RbPeHJ#gk_xds|F{sDNL0_pSx6 zT?nZG%R#9R5?dbGk^QDZm7M%D!Q{TT_H3 zc9k{J4$Fc-w=&8bhF8T6E`Q_DUizt-r>ko`zl*em#Z@i=BW6J;qZLJlNhTK`K*oSY z1`h3+hR{rp7{{w=BoWZpEG4<^*6@o!2((gWsJxwMxAhAzss?avD&ozjD-si%T_1dvlIMtWGg`Rgr6 z1}sD~XzzH>n)JG}#ZP23BhusDE~$ulQ1Y`HIabC={oRmP!t8<1pggA(Z*JF`u0gJi z5ua3(rJX(=;`UgmE8}pt+a*W@EcX%6Zr2m*{H7`MROGx>TuHRvj|UJHumgb%o!E_k z42VEdd$>hYUZ%{KOO4|mD<++i__o#ZTW>%m69;4q&h?Sp0SQQ$gh{}s-B!|}9O(a! zO}4JOIzF_$oVg5ALM@s)Tt9Q0?0`9wO2AwaZI~ofR$ZT|*htjgTq9C;Wag`b+Zm># zA*KF`MPLaO%RgDPj|O(|8|@p1238PT_I29l{MnHW!K6e4lctUn4DQf1lTXB#QPTS$>Dn31 zpic@!2JQ0Kc<@pHMglNtPjfc}DL;65P-KnO_zO2Kg${#)+ec&!TUX1TgFX^w4Aei8 zqH5%!C>fDH?w1?X5{-`XmRX1`h4Al}x)|_tEG5#JpSF-kWpgjgy1auo3a}Q&enLKx)9SDvS08 z-z>))2O6(jA{nvBH(QVNH-Ktbfn@l~A2k9hfnqW+_*}ZTSly3ym)}c^@+3e;ifx3x z^}bW6Mcv!SP07p6)5lGF;(uBvjgVK;{3rf*{g8C5xL2ZFFHy|d_uMj^1bgDy{Wlz@ z=s{`EcGQ*eXxZ@;$QrN)A0F+Ny^h{T+YhT2k}QC;5i|4PONdVzfuh^r(J#{=5wN6z z&8HlovpCDN?GK9pCCMAdSJty35!6ufnO`MVF(`u;(7rF0)z+L@p)up(Jeh+>WlP1D zmnIp;8y+hUb!zSWv?LY!Nk@?kidh@MwLRERqJEDk?YN$d#WgZQt9AT2YupzL2q&FI zp~39S)6>vT!Xh;F^CeUs>tMRO7Fberm0ZY@C`9y=gUS2AQ79*=Tl;2S&j8Lt!>38>l9=U;FgOd8&znpL0P zxxuYA5YX;Xa!>s5I^_d76(G*YIQMMRa0p~Hv9dymgk-n1UrxM$F z3>EOC(scBhyoI4xA$!0SA)r0nAS_%eyZl8PK`D*?K75Y8^ezZ0twS6!yIar+{UwYE z;4mqtKEfA|Vpcb&kkLUyM|$KvdvM}v0m^-t_o4$KHDJ+!IunpKN!?!SNCTk;=gcE& z#}0#=Z!V$$r}x?gyyb(5z@QzZEAM=9lKEIiv?#eQ+Fcpu12*dJKt!l{A1M> zo3tT=)g>}_9XX9{I+ z&L}=N8l~q#B48hh!K6$nWxamh!Soba5O~;lY{i))5WQ-LxJmW*>DG`4I5$b#tsW|8 zmg+wjnayyCdoV+=8zS}`P|gsR{O=dYt75jmrM+>*D}3j(=z5WLVz(7uO*pa=>}Zfi z6`$Pq`@n0sSpO~cx%A2%%;QzniA8h=lk zRaF@zSY4esUB6KXrf!!|A$sI(*+&EY^dwBez7mr%H<{&|@KY(K6Hj{{RsNHGP3;t9 z&KFV9YV7o-Hz6fpMJoaAy*Gxs1`hu=_mE0ZsM84KseV*iItn|cxx$^5yr%vJAMKd6OY=ME=YhK+}0z^YbU zCgsM@(3EK*WhawKgHCTx?(x+d2hAOtp;4=|d%JregT^ohi}qB5OxLk+%^k1?m95iKrUak5a65-b|-=9ldW)1u# z5@KLE1MLoC%do&xg^k%{-R-QlRhCaS_>m?eEu@84&KnScbV-;N7(B|g!;TXliuTr= zCJp*|eRl6-LnVk1b3oB;VvWU3sNjP|Hy)p|4DkWF8OIwE$)EIT((x5_ms2NB1!k>w zB1NpJPIH(^`dOT%P2T|~eyC!coY}#sI zS7Qb$;fDNpuRAC$@MvSbq6l8H@Y6NYqJ?{FlEmkMA^J4}dyfQC40R;!E1@plh<5+ND(;jSa`5L8N<=I0t5vwIUSa)L& zI25oGF&QtVp3Z`N5{5DaY|5ONrlWn1_ty?Gdn*m;edx3sB3FMU(YE6GVA_BspaMn8 zMd;Ajw(5^P)5xDBCU5&C#B>bwlUz_}SU7&~b;ug97|rHV9?o#F9NX1b{gVW&jdP~= z9##bxmM9}Vls7#)2g!ixflIyc7FLznuUJq)^m6wV>b*0BZ?LXFME%+WLkCwb;nTid z;&T5{$l9-^q&Ym%+40svmuMd94njlWP|1#M*ZDmr8p~QBAznUIWMId zqKN&GQ`+mV?GA~6p*<$;D)b=_f8UPXBDcki#uT%ru7v1SKFUDXZCL`c+*k(6qCHoi zb@0vdq8~Y=F}#Z1!TrY78*DL%3v?;s+Qrs54}Y4=3G;8Yf1KGD7xK7 zIkfPcE!c2~;Up&QserV~t<3EnWOt9Vi)sFqTLMUggDAS~-L+K~(gNmHIf|6ss-^tB zjAfRsB*w7HemF9m2Qe9w5mC<@W_V*zA_!cb614ib-#>dmfpT zWRRh4|Apq;t&&mHM*oCJ}pRR|>+ zsP1rq3>uSxMZ4s4$iBqLy`hTqNwO&mpS1TwVD%=7&)@F;mQ!trTU#p za{Z(TQ#b{Q#{WQ+*c{}O-mhr_hoLc_#Gp+lxt|c4?z){x(n)42PD)b`LqIPCMTXL@ zhx;Hc;O0!b{OKa_>o)wmniS#2t7oUPzd;;8BkJN#I$NGTP-q}?PfQE6SH=_-F)tTK zk_baBC&MW4=^sFy;RoWkm9D6sh8z->wy|j!tUBg-9y>m!hSWh^I4|keZP2NXN7WwN z(C6S#2G)?lrA=b+_w3U%5HlOK~-a9&6E92UO+zyvu5f;89I0TuQ_~rMTTc<6Q=gJ6p%{#gk-Q8 zDkeQB8F&oJNl(1Ip7FdGk)^9%X5JP-KS3^OJOW9Tbt|_*UkQtC91i8LlorI%5A*II zV_Vha(*?cY?ax-EhH}p?eMkiCD+y>{ku}`0$1ZLGxsTh`V2$TRg$f8^$Rm(sC4O}% z^ph|uiBEe3SEzizVTPVa3-r+gCJy7(!TRlHNN0ln(dH@~?gGGoAufpW>s@W#e+6CJV*z}e#XI_qj>C@^%PYE{S6 z67W14R_b9fXj^ms%TEG1`Mw9Xr~O7 zMhSV}gG9~|KjRq}*qs7T?Oj8Vdw=tlKOwh@$-tzZKTk^wO49pv{0Uo5f1p`mLi<)I z`CN`fkU3ZZu7SqLBms-ER}z-%ztasOX-RSIIeTw+DnUQV9Q~x%KkgwlKgO+}R66A!Q7YoN)J8>R*73&qpS zG?eZAM9`|r^$7|GD0w5elqQe|A#l~`aUS_ zS&Moxq_W|55-dP-Xp5lpyleSR^(F#ti~Fo^ZM2PlUxsNCXB#dYSA;;MQ2onmM%TFrDTD z%@xxwJs`Flx?8=}>&w-G0JjSQNpgpGMnVV!14%5}L(p#1ZB3hts{)CE1~cEokxo4z zL%#=60Ha3in*&(`X3#v^6?C2EblD`uBJwL4U2%yVXrI6F;(!16YDyD<^VFW|o=tUD zgp6Sn3eOq~wt#0EFk|4+&KSHVW=nj?BcZBV$IBfP_nJVFVH)~KGyYC7gS3EsBtGr+ z!xHKGP9Z7nq%D*yIy+y7K5&<)3zJPKQK&4^) z3)%ioa{9LC{?3#a{g6lcjN-z^`k!|OL?F>N#;ejE1W@eqv;KOyzmv%So0A@V`m_c@ z+seqAmBqG!J{2uhdaJh1?wc|5YVeq*cl6{0gDW5+Fwbg@0h~k#SNrib+uW3)nYUR zx3iE_N(q~O3laf$N^HtI4HOxT`)_BFjSSBHJ$L@~z707g3sf{*KjipGNCYgnacD1E zapPt5tHhE(PyFufy!|I1L(%Okif$@DI;z?fkcZF_Dwc++~UeJdFn0&0VF%i6}xPEx64~3^=!VRa=&;v@k6!(qKA}_D1ZPwVdJ7WWs^bAFT zp)M$R4HOu#*hYPX`;c8|#YnTPOGIEu=k?z{-U7B_JVRMesKeIf18N}gHpWT{D0h>% z#G7Y0NOTbdfb($K#Ba@GAdj>gF?y@*Vx~b_z!*I)Z4nGT+H3+#n#tO&as7ebQ)T0z z!CQGG!}`A`D-CFYL`j$o9NNPeZt~mYvP5o8ihppcO_1`0$|S=PSZ%j$0(+~lkHn>Y z`6g{=ujR61BBbPk_Vu<~;S;{PsNnX3Yx*~&1}wPoXfFk9*u|`G-Tdp|QRw;XvU3$)`&Qbe9{s7uN z8&SrfXlM)W$HcuV?aWQx)w@hNrIE-OoIkWWCmz&+Vw*cM=cf(B%Ldg>!e>y1s$vXR zj$MPu3F1rLlDox|;5{)_C^9HBF1&<{0W)YOZDSA%KNKEUoJmr8yZi1ie_VxN(rrX0 zwOd1`>iMZ!E8WQ0x!rOaZj@bZd0dq+#7UksAtK;j8 zsYT>@1~t>&Kf4SjK>_+Xa!Jd=KM5caaF;|oKnojWkLk@3>EAY*lQAPW5Mt;p5Lk^b zIo1wg4D2H@Xs>20Qn9wL@N*}bm|*8#v3#isP-~SmGKP3LYp_)klYu&^ry%(d>Z1>L3?PM>8tE=wh9U}`Nq*sbQ()EK^EFlpvduGrs8cICWoImw_ zJ3#@cl@|zfD>|V7y%=#xM~C)IfJDH!BnIsxP-3~Np5FvyfObuuJgPNp0_0UKP+-Vs zhx~3pClfa;Fwj0!B2gtCKBJ_WNZdwi{P;daZ5*V8KYsP}gw0<&pafC^%puVRNy4_$ z=W8A`G!xl#;8A6F%`ub9Ol3>OmzN%vEzKDIpYAp}M8nvt99<1bfYC6tNmaKdf3t!x zat1&=Wbd*k-?8JN0yb&3#*OPh|D8js8h?-k4z*f%TpisM6!Q!IJ}716Ju_@hG#~ zF5FYn@{`Hi3~^T;G$$60h5*K|HLHuGSC4?yfc+#MZ4o-;x}TqS5V@<@ZnGjF+DZbN zK>q_Fj0v-cjDysGAq*z%D_rq>``FCKBJJnF*A+76ghNpEJ7V<2b5Fd7M8Jp`Cha{v zS&ae83k!P4wj{%n_)9f;5X6{{QqO%u_Q^mZU{IAhhtW_Jc~`EYn?Ol%L1~>%2R}es z7=hgC>9(V(kO)}ynMZpaz1N=|K94g<4kK>$DsiR2P6(>5MsD?z zFy5fDr**Rwc#sbBNF3V5=lGtmw?BijNW87l)*a*U2t<0n!n2}r+i>VB;o+I~s-diw zZ%%<(H%K+4@Uz+*?ZKTA^HKKcJmc(N0|rg{BrLcIc$7zn{bkyANo3j))vC3jk;N(N zcR+5{3#s9=VCMr!1WXMa7UdTD_@;^4_O;}2Roq(Js2bBRP;eWM%2m9%$AcjeFqFii zO~h0N+;3~#Ur9y=?*5D2h3lZ~a}A0NMh|ta4~X!;BLn3UgJp90W`$N;VurrN($_XO zRtWtg1~LV!cS;rm=1fX}5izuRVF{;@_POn4q&4e&d~TN<1D^S`MItOITmpI|OavzF zz+f13w5*>evgWpMeAvXRD?pEAiat{McL{|-eI(k%u)o2gwoSWhNqSzZZQQ z5yUt?>hHlZ09@LI9vv&wt{U?jsKg<^RwAaIYG0s-zaM$i}37 zf{P#Q>eE;oLVDGL-c4UL`ax21IPyqudyWorw2Jn0SkW=9!sHWu1cxDBxFPQA^KM8D zvZyI3u0KT_`bk*c#-)8P_K@%7EGd-=LIl@mvmXY&w1I|hxyY+Z&#FEFiGU?;T-uY8 z{F+@7b}SJs^p+04?tKGdlA4hSb)`$+L&kuCZ3c&O`W$-fNX_jTN6Ek-!Dd}PY7d^q zn2p%5#QX1d4oU_V?M=ODTXfhl$s#Kyt$MTzCC7v7&u*aPGjfQv2lSP&&_MmzP3X+_?pp0Q;?%&{r63nl1XkYh`P>nGkm7Y%eRV`(gEkEqRv7RG{ zq7O)oJOzCvoT8__h0eW0YuEdOIV1<5;1u7xYwswi+QUTVkox40)sPIBNmIW)93Npk z&#|vKohU$0zMg)tzW^K&JB_ji`NovxkPLX%AfW7)veJ(vN2s=u!GYx+bHrs6Xwr7* zFFj_nzziDyOSJK7T6g_@*#&JRGg)WXD4S9PmC>IeuTbaInMe8q&f` zubMprB9MR;j}5dptSIU~>g(TAM`~eOv(}bZFF<2ZKn6YGb>2uw2Fxi5X#XUg&);h7 zT0b`vPN{isf9gMxVvu7MAjj%$_9J6ZGO%cmq4U$~+ro-tNj-#2jO%(C13K2j$Q(>Z zemVfjfc+%_?HaWE!uZ8a*INmk;d;X_xbIsD_?JebzjUG~_)ka%>@V>Jl!-kZd%15; z-Axt5{P6RiJ3s3OO@->{zpg)>)7%g+s8)Ib?IT=@zB8=cJAPE*3jxIKuJ|<9H7P4; z#%E~7&)XTFt`+Y+`agYQN{9?_JTiH3mof#kM^`%*zA+5>iOchCgt%O)9`8VKV~ezMdWwA) zLu|b?65-am>4WQm<_RdPK_MX_zK?!9X0BVloYO&jd#G(TRop4~^vAlNf~O4bf2ee*#@ zpNN^U?T|HN^#(3&Yt|{r>A2tCPJX0qbzLH-|?xTydDYMdBn-8hsF!D*e zQqFloYQVWk9_`tZZp9njmU*O83RhKl`9KzI{2YVIxR(N6oq%M(!W)Nn8Q0x<{-N9) zJuQ|IiYF>z`@$h6}lrX4p{Jm}B2I;j66 zrH++dW1|4{dRO=s@WkCIj_F-0C`$qt|}_No1hnWqM)ve?nwT4w4}2)k&KH zr$purIAEn58bSj)5^Eob%r$(}a$YW31%9MMh{?DTwW0vBXUwk(XwR1vHHg=ZsX9eA zLYGOF^~|~t^_FZxN%YYz*AEVeKxzR)8MGx3t9y|u;UXj?IJ2Z(^Ywl%gfT)8+RNCYhLVbVTW$`5_CXV2b_ zSiENCx?$2KM>|J|qR&J~kEh^1;UZne!21o?VA@O*W`%1jLVkF8vdWb56T1EN=Y29&<2yF;ou>aNo zkBMWknR?5iSJrGd_O>3r%J6PVAWT0AsC=Bewg~U)k;oN+obIxqmwpmT`{Z)P;|3LPRZo! zfrpSqV}FT3n;te)zW&O=Ixd~?s|ynLc^5x`qT44F8m{Kf*$at)hX&d^=`{~`u=G}v zM`OgJN8L!j0b&eu^pUn*+h+h-H1?6$w6`a^%9MTIeO$`{kVv4->2;P45{HK9}Q22 z4u3Tu0{M}!1e#B|Z`I`(XT~1S7Gfa4d6xH$d^rx3KW{?8ZP@{>i~$M$XK>@vo?vy0 zp84)%eIDsmgICU&dD;f_uxMsH9ShG40pmpS$Rm}l3J-=t8y=i#-$UpBh~$-g z@$n>v0d}q^C{=D52ZgrX$QCrm%kLSKEwFi%8;4zVldio8uOrR*&W9H_uiS;;b~*Y< zk!R+`L2AH$5|8!?sQ8@vQ|}!!$)6Npvi-Y)4mjU)8{s_HxkrXTYQVk{^&QrsG5>D2 z4ND+n0nMP}b9m5;yz% z{&~<(!V)(&bt*>K>YqKMa0X$}Z8Z%>wI{&|C0i7qSM%G%AT?m|nN52ScY}f7;_C-R zmeQ489PuT2DMTmbBfl!Bj6DL0fEj~;cJg_MpYS#R6$w_=0xb%D)`ClKT#!#nQlGsB z5&`o`Y}&WD6}_wNen^rxW8(7XpOMR72jT7Ihytih>aZFRfy@{%3V?QS6T8;8BqMTS?4@?#+pu*kroy>InUW=-^yeNBWl#OZV9WUt^s_FRSRx%+8RQszdcLtzr=1zK$Y8#6H>6kPKL4;Lt8KxJ0jNU+O1f&E85z)*FMW9 z0k^TA>$969Ahc?a4B9K^UMr*p%%GXHwUCyey#2j@JK5m&V!}R#lQonx)F6W{?s>Zn z5&<)4ChcyFLt!90HLj1=q>Mj5e!7Y4p?9i7Tl*l8VTlG~dZe@`LiUV_ zz~NK&Np5=^|0p=tN(Sgab_YMz99%NF27!#x60-4-8ZeMS-5BEUYfsa&Z6!7WxF!Wh z?0TjEg@zZ%tvWK!=s;?~-74)FZug$vGaZf3&^Q&=vN~5xUtYz08q}w^9~rddk2`XZ z8Zd)q(4Ga*DdC)1VBSc6r8~j5&fn02+^QN9!SmCmr;r+O5oklbv~D>m-s?t!P7?nS z^)SYw66{$$hA6QX)sNdDHDL5Ghj!*8(KI$bu}dU_p7i+XnqC9Q8YUvAWHjURFh~uU zQ)1ChKXr;rLrl8gm=Hw9c7-DiN~@$Gpfm+h-1=`UnGON^(-k! z4VVmU0p;Ya;n42RT8Vm64YTA%MfP5YLbNP`tM$`sCqg1%aFu#^lR4n-&}J;My>~*a zcfhMB5XWtXv=H5K)qYSviA5Xhxwouy%)XOD{-j$wZB!j|z{RoqkU`6g9o7%YfEhH8 z_9Qo7RsLt6Z3US%F!|n&QdZ!|;dG>jsPw{1kPMhLFlg@t;PY!MHeWhSb~EhR?-4C$ z4<2`0idx;~bv^~>pt00PKzq>&zpSWR?=pGv)Ai2Df;}rhi!MVU`mk0@7^DU)MDuB* zy{z8PclMTjCXrH8XRh^;NN_v723py(VZ`oDPze`{(E>#V-OWjr4R&d7!kWn3XZYmx zH+DlM+-;}@+T-aku#S#>B=c1qV!nH1DP(O*!pgpKMnBFBt*d zQTm7=hOnXh_p%sL0?eFghXqC1gsc0)dWbH!IBsiOZ>j}k%`=csW$2Cqtr_#F)K`e< zRNJ?79El-;o=)M(C~@zUJ0!oYfQevsu1tQ}zQX znbQCJ5b+7rtHC|y zOawM*S$$&Xl2JP~v#8pAdnrlzJC_kmDv2x5pQ7U)Mp7LENSKJDz& zOY`9OFHYp;(zsbAwx?AKpsLk=gp;%?=O{xWV3`|r5p>G@t8+I-lR&Aivb9R*0%Xza zP{rrUobLP3Pr{%c^=1IERr-y`3d=kRg4lR--m|8%kx;qh6XIg*CMn&8WWcx>4ui5a zWQBJ14r}~MLZyXTJ}RnF6Cifg6cs>MRr-QN239ZOQ(u$Wuv^i(?+Ph{sg}I>L&u4b z49^k0I+1l9JP3s)pnN7}qQ1y`Wf1QV@~E|V$eC3S54J)`DF>ND{OU`Q&{x9Df%-P_ zH2dmYkH!|V0NTmB)fd_|4^qQEltcS`*^mp#fO#b@?NMlVi?^8l*NeQOWACxM2?#-rl4AEB;{J&2AOdDCm`fEpx+3>k9V z$m-;g69z`s28t^%YoN>mxc66@v`2=J{4l%HtiHDg90{0*O6i>0hu=X;z)I;1+OuMs z5hjo38?_Rc+xbmlPE5rfh>R&lO5iJB0~g<7N?_3*w2I%mCrWXjNR!ogwX929=YqD7 zhr*j!<_kAS4On>NGAO%M8QEgJxE)<2nK9$tDXV%dD0|aJY8avYW%Qs#5YX<|%W{H(E z>ipRK11^b7qA_b=(B=W$PW8zhExu3U)u!(*k|mMgA);?c58p5B*bjXrEJ8E6l+Ri> zXjl0dcZf7)gspg{ovaEurGqGo{;t$>8&U(7`EY38QgWX?hlWa6!GM)tZshmp{p z%#nzmEPLos3CVzE(Hzf>TMF~UDz z72hM%hNkH&^p*Clg3`BNGHC0*2k$iCGSF6oqJ7H4v;vaaQ#WJ#Kv0{kV_he(odJtq`_@~;?mv%?Ote?@FTj4 zB$T9w{d-bpE+j%Z65+v!pdiQ;umH_uQ66j1=|1p&&Eu;i;#Mr}Y}nih-Z;ocY0tCM zvW1WgSlYv--Ri~<{?jaVp-4adc#|mAcZQ%>y?{W5^$Sy(0b3wTZy3nnQcirba#z^y zxkEOUh`-*b6d4!>{iFp5aDQm}_`4y4lmG+Vw9f=~>|c2B=n3-biufhN?-R=B1IK%g zAqJpzCr@KQ1tiYHOo1by+)?6gwqt3BFrBpKWz!k^r-M~=4TO;bUv5u?M8Gf-n>MGH z)^NY`ee*j~gz!l2*RZS5H&Q{y-1~kxc-9&-W)|%m4IO4mJ90Wdks@eM-!QYI0IcAS zKqUS7vnw|YN(}FeerJ3N8g4z<yi{8I;pD_jh~S0z5_Tqfh%e`S593$ezWJOWIy0UNR_KVA9^_o_3IV zX^&Gq!3~Q`dKTRDdGrY1o})#-#e>)YNAS}zIlFk6vF zir6*E2r>q&P{QC)w&&3N>tF24MX03I9O zmITz3eK9x3+}Lq+3&mV60sK=l^btv;N z@Mza*XEN)#CviP|b`v;RqK)wO+^l1uW5w_`lXi&CQdM1eR=b7FpKJcyo?4Lzd8O?L zWXReYrVcpP{|Pc^M>id<*-xa*+DVFj{h7-)2`Nx_k}qm0d6e_Yb3g);!oYkI8Lpunk>YChW8gc{O*7fNT-TnRUVsia4Y(nsGV_}yfJa0zHh#4wF&zvLMYCT_?Wj{BU_gw%i;H2sXBW=>nLx5!y{v+`Fhp{3xQ+Z#k< ztgQTEIw&;=n3OR_QSK-CV+Z<4r(|U86q~F7!8}Wp^eoDn)&!{mOL|z;lOD@1yUP_K z2b5|!vd5(yz>Hx#!b!=2#Y-U>u<*vBjkeum9IP|*&XE=^mp@dtfu4xk^lHww zAAw}RngCd|=jjdg-?!M+c#_Gd{yzapU;D;DUMT?mrR|DA;Jz5_FLAh(_ui)EcWx5c zeI>n8O~Iyvv$ldu>5>quXSVs?Ovt3Mx+jaaNym@bssH+?$kgP5^;c5w_d}j_C;Cc% zSA*@X^M-H7gWZl~&*$BZ^V`K{21trbUxE^i_0?Lhs>XCAaA$=lK zB`d5PdwWuTEdbTlTVSKPKtpeVpX3nDO~Xe_9WrEy*pRVEh(>p>->n#A_J#?;raeKd zzIlsbK~xcuHi%#P8uVh48PtT{iHxDiTlNvO5CAgH3n&A|#ZceC)iJd{$ih31%os*H#3(dh12cv=^p#9K-mHT3fQ4u3 zn|t}Z1)oEVdr7Bsb??7U2Kiv-riu8ZxQk-OkU3y~NkDr&V<=;na;v_`8nK64<3mi> zK`Da|@~hJ7g}WgUFu%&Aoj~i%(K@w9S7c*P@E*Z4`YcNi}tyaB0+O~ z>AemzKNSuOz93Uz<&W(i5P-yam?=LS zsK{{Q{3?vrRYKWEu@-N~KTP0G;H!=G++9)cK=2yV~5`ur*+0uHwYln*q7 z1~hGXe*Om;pMQ97nm0BHf*AiGYbcv<3SKwBtbuxmoA7AFq4h6C)+RaUE6hGJ5@KS! z5K2_L5@XBYXARz3IIm6Zh+(Ib#CbZn2Xg?Ab{~M(h0j?Z4M>V!EiHf8_m8uo2>k|$ zklcL_TrP==K>H4K!$yl1iK+J1I5m8rE4t!ABoiXU6w%bJ%#+x21JR8H8CdE`eK^VT z(q2o;Pu`?4=+6vj+Ir9dk>1`uZc1Kmo<45c6aQ0XFhf)f`*5%$WYHKE!=b(8(<^)4 z2|u$w(i&1aZx>dq09RPgM9k!y^;+8@88FAnp*?piUB=zuhO0wUpa!>{hl>RvG-z)>kfJJHQl#>*|UEY1-y2M!@Wv5hYAyM$)S5vWg0d3Wy3SA___p7$oiLniVsG2$(?-LCKPg zfJ!nT1Cj*ElG6|dzUBhYcF$Mu;ifP82h^#qs;8bxq&>`8k{$HZ5FCR3fb3yr)|b^# zn8vCN4B8bF<*PpjYlpOQ#jNx~PbkLuAbNG>kqh9m7%avysrRCL7rNEIZzNr- z=a1C7PXf>_-9fHZhBYV!QUm5%xwPA$g_jLq#BFMMi!bl>NZM35{J;=M4SmtUN~2`{ zfJETYz8`B{Yr9tFhAWAdPMkZw_1X$(IfgkBL6w=ma6lrkY5%0a)4qPUZ4#hxqM*>l>GdS`eF{;`*ab~0>%VzY41(qz4-pY(@}Cf zMrH59jlSRzu{6q~MPL6})vpCIb-?my>XBhoOQFGyFo_%W(S@BktGH03TOMLFI__=& zJ7X}Q#HO7%RPK=5!jG1ibvwY3)%dBBAFto~GQ@-q`>wTr9WmzlH-s3SeX``CYRuHYOL?)fQHt1LF zjSLN#NwbtGn{<}#+OE)fBu>)0Yn>~jz=zb3hpfS@$6Fmz17-~@+G{=nJtvjtcS&@j zdvvr<5cPnZ(h!7`TH{~m^~*p82Mi~vP}YLz)#v7t3vb92Iy$QUi9sM(#od8K@SgY2 zz^2hz49bpGI48wUPrHh=hK{>CbUZDfB4}R&v48m3ZT(sxjR8a4)K3wQ%5-&kRsNcU zt4sFzsxEN{_e*#or*wUh0(iL;b4pCwdp<_xDq9(UdLBS9dtVbKng|_bp{yYdL8Z@m zuZBT*6|-nQ?WOL#-(pJz{%xclUOLXuJgEv55dTJGjCHI%cq0(|N_^UNT!W4bog(8Z zvYkFS;`qqBN1)7SG(t+l<~?YJw16We+IzSv4=8Ln$nL8w{I{L{^^Vr3v;C(-AY&F{ z0S-Rw`sG$hgT}ZRChc1pCLd$MUw$Cl^*ly?c9QLB1LwI_kW*UHSYOrel*rJ4|0K$8 zRbXo{uYGk9X$wo-l8jvs&VbY)L_aC=MPY8g2&5XY9Ga<2c__djIWj%N{VOTMn7pDM zCS3Kog_wHj^qDzOs~DDm@~NYY%iGh#(@V+lmb)i>yxZSE0{RdcgTl^m8OWY7W8l(0 zeiI{f&e|O!all7wm<+!r5b8O!L1=ZuHS3emN5avn3T0z3*lc;!>|Sd#v4<;^``9Ag z4%}5T7O7!=t8>VJ)WD?OH(B{@`i-EgO~lTdQ$zM{Jt$ZV+4Bix&vRZh{TlKiT@r53 zl;_=Ib{-J+9Iqiw!Eyhtl&xbSq&E?5`g9!m1GEJ!wowPG<}O>!-=~r5R!;S-ZO^gj zfWmX%q}BYav6|37!W%*~O@xzlgXVx z#Gpr7i>R1z^Lnsf52IpOw7J!+(Kq)i9_k@IQb}|AUA3>!PnwNRa?7n>m=75Pmi6#y zk16qFmfgzQEpgpoh<)9Lne!og)xhFroRBJ$5VDe~BPOi1}QBCQP2n=&iu=f88)fwiaylunRc_1x`p=}k~O~j{n zR?6>sT1n<@Z^n8{?9=v}wthO1FlYJ~<@XX4rh*sBs?T z!$u%Agk3Lu4#|M2fqKk!OkWa{odwNg82{O%X{(kU?XSfk%7SN^x0har{?_&d(yPDAuDxkWX5N zu=pxz1c%%ZsN7e5}#K=lwJ#B zCHI7hmHV|oqE#&Uq}>!#+-%m_lh8m0w|##)=olV^lpsV@6064l*GhLXGGJbn&7;i2 z=q8rdx#rf8|475_g729-kU6hKN(h+q;%UDUND;75$3ir(}|(Wa;PRpcwHQ zNQ5QG6t)hzF$H3hFjL?&DK9G(+K2%GLXM2?>xIz94g!zkIO1Uj%aW6Z5H*{m~`f zt3|mLy+p@q$~B7{SGj*e`GPu1d1O~#7})41_59x?ej$6ct;DgCS838W#^yjGj6*o} zQ@%G?xW#ZPlS_F3H}zack?U89z;^vv{@~yZP+(hzW@FS>2F`}88B71Uv=_z-ABG*i z+Z{q$^RQq;`8jT2;dTphs*GZ<^ZlkkMmF53awvC`{Ppox=(4vG?b{ZfspqH9f+E`} zBtmC|(L+cLm4fm=}4@d?EZLBRy`1nV| zsvl&&V38S8Qm+H{d-4&&kQw7M2$BIu7_{3-lx07=weOM0dHlxSvy(~(82}|zZ*y(( zi-61lqqn)VZ+(P43as+tkeq zYf_758Cih~lougAWVQK%t%f+{roEIdOHS48lA*-)o|L>^j+Fw0Gj5{#v-ZmI$&gdR z;3|hrnZ*!g9CbA|lDH4h;XJMN`eLYr{x1^YMQFuM=qF(!uxU?z#)O-fIwXzHoG|rS zw6yIoX%%+iP%O;+m4iOijZ!q9{isHp8^!$JQ(fo2jrEQ49e9{ zfwN_9j)Iu9=pPS~O1(8FL7p`j;f$_36Mlzez;FhWL7AJ3+1+JPe=ClhIc)LmREp^w z4}GR)lsP!M8x5@P#!#V5iz!EKFk|XC5q+zBGsZsHdf**o(uzm~kHIHiLMDx&ZZ7SS zdY)?Y*^h%m~G4K;)=Qnx8$K@TqoTngo;*2kW+Hl8e#~k0R!E9 z+B|obNwI5lBI#K@+8I(g+t!23*dHhdJ;ccdFIwSr2D;y6ZDDC)vN2;>x=XYI$a?s5Pbw{N9 z{t5a?80u!xrs~b}oz%0`8;GAI)f{ebapMP+IBY8wFdh=T@POcFCC6Xws2Z8=gNR=fjUd<#jEOCTjxjyxBQFGo^9>{n@V($Ta`Wj zW)k#~2)9ak^fPswl7`Q-CgLM`oPBX7Ng)dQNOh>@W9R##w_gq9N5X7@dg5an`(^Lm z3KDT&Rs45(u|G%>Ma& z4v+|VY@LC#>ptvxKy(b6~0YgdD$4bJgyv=s(Arl|1 zpocH77@mYgc!WAK7E5`)=(hzj{lvmEoAxBPsODXymO~?nlJ*-vQMEk?;_a^ptPcNn z4`czbpTwYT(5V;lHoF8!G@`!_`4*8I429?2=qE*vo1fMHlSr3@{UkQ!%uN*1@~7V+ zi7i|zW<`k(lNP?u-j+IhOX}xsslg-vlYCx7B!ISH^D^ioVR3;?dy!bybCsHo{0U@i zbJ0}T(oru9C2oqyt43|k0w)?UI!T33yAUl-IC5e`8fgr3kAG)_qi9h5*-bvn&Pz0eg!X^FyXV?O zYC*@*<-N5R*f5!itl>wO2qcIxYv9s$NnyE*8#Zc5TnO-t@9Lkmq#j&Wo@EV5f~+9{4VDyk4+Wd`u&>0WJ@={n#WRETg*?c0 z{9{e(%tb??8g34PN#;jFpFmo`f}09$W-@TsjOtw`V#1(PI2yBE6^$SfbdX!Msn%mb zB4BQnPa9)oHFhKh=}Pp{b2bcqrT+!;NiwL=pcmF`4EZEX1UBu)k{HpNl=2T5WWnc6 z=*}@g>R{&PfO?dgm8Hdy8nFDCN1FohiV3+;^#mQ9Kk@U>iCHU8+?qaa`tpofS{w7U zZk&WNw|gja`*~d<08#_S4)dtit<#+U0eI<)M55>E8imwfY>V~$6-?o#R{40Sb^B#=TV=Gfm z8p1ZohBr@iA!=@`do!X;4-bdbuma)jIWLyWLB@dnBsQ0F4SHhNv;e!JHj?0$wXfmw zc#tv3B75Fy`IiFpld!?UZPPe)#Xf1HDe*y^I+sb;~U5Jq)P z7x(HK?YiT;mBA8XmwcFH=jLz-*KayF`s_99drkP+n{Z90g^5oAt+FYzl7D3%nPS*RE?f1GopQ6xAxu+KH}(H7 zmh@3EL&lVWYYi|Nc(j)@{dV(wqvS)X*lf`-jV{g55Gf1#$o>6U)<{dBr<3Z_{2Cj z{l2i~Eg2e2?bI`T<3MV4A`-!B$-*Q^3mC}YuqcBJ>nR;w^YR-B9z&|&+_rOy&!Gr? zzpp_oc)C9%0+v8?X!q$Am&$Fbd)`Ub8AAM@xZcWvA_D`l!#>*I%OID8nKMU)GA|ip zTax~*>?PU%{L|@^(%b1E$e4nD(x0`TzyTlpC(*v|o)zM68XZDzT9JC4{O0w#>k#5L zMFHBvS94GQPa^FZ3vRTp#_*O~#eI50c4K&m!XMUj|Dhwa6G2 zcfP8JWWXqH2JK-0VY&Uzt-X0<2F)Cu^vbOW)Po7q!|D4PYx}K%BqlMZ#N|_7F`>LR zwCJcw3Ms?Wpp!i_FG8%|Sj6gm>h}ExiGX1Yt_o!lte55OGk?%QgoabcJlp=ckq7yt z)kp-_wtL`GdQ1cr+TBS4&2QrU|41B2kJe0Hk;!y%vH6ICYY*8Em)=VgYz4Yv6|}RYO|9vIZvYoiUa137_)W z5*wfzq$Z3G-vgE1#-adS*0?zw5&_c!n|9Wqd@ZTcn%h~0&y`5MT>sBSwF^*m8;$6s z;G?t7K_XyYl|%b9fap^xyT-DN#2E1v()aJ1K^UVOLGH&&LtFbrAe|~k5Ys+RCu|K? z{JNDK1OMDsf1hrmBNYDw~5*W`J|U9woPOV+6ak&#Wp@|V^HR+g!t=`Gm}!9yZ0?4!%juWaAZsEYTncW86ax8UIulJ3>DR(*lz=P7;;0)TXSwOhz}i z#%VuuCV_>+Oyrab=UxM4z^s8qyJjVtmRk^CFL6(dd+OLWVIpV^UFa+A*&qW>Wnf>4 z#ii_6l{cnNxMuB2+`oMt-xmJ6wK9}_o^p&velg*(Vp$+0it+E{nPOK={jlRlR7;$iEV?CQTrb`C!Gc3BsRmvO2)U#` z;XmdOh7@t~AHFZ-lrTl`8I;>TW9*c>st$ybsZT_VTW!QfkX-FM1=XB4f(zLL78^KR z$`v0`zI%Sy-y{zpRdn`AvbPIl(tA*N+bW;h0*Qbn(R|t&sK|Nm);kfk=ZI;y@iUcV zt$iSVSO-xVzgcK)`&SGiu-T5##xY8#YEt7D0|gW zYIe0X_I?ss1JA)-Nf+eAvQYl{@1xg_{nkJxZ&*76k8)Rub?y(xZ>uEcdtObox#}<- z0vR0ik@f}O)rGWx0d79+hRIP!Bi9~IDkTet@*6Yj{hPqt%?HV#J4<{Vk^%ck)Y(-p zPV+y9-{g}9Z7KZ1*8d3}%oL-@&^Sy4Zu!6>g9`1WK`4CC+OfZdEchJOJGQR|9Plwg zx!WEEo%ViXAh90yl~}YV0%Dk@W~sv-k_J6PZBNLxKcL>*31}c-LF9sEkO&yWVA0;U z>Xp6lfpfXUm4mkU!Z}uRAc!H4KGK-Q0k)6`*hga09(I!}otnDKT4I|USLNK#EIkP5 zwIUI&yfU*JkO({m<(gHPtf8~zg>KR(X}n7M+5Qd+ZX=K_*xX$|2ND6Z1qO?9WDqQu zZ3@^VaR5iZDK2(nDg=`_D7JmpNQ#8KDn?^)RVa%PV_%tbK*yUj=OAN?L)Wi?Yd)0` zTFqLScmPU2akNUivq!Yeu%lGmPDX~Q%LAtGFcpC5=WeAd=e?RiQ8KX?2Cn0jok&AE`HBH0nHx7LyjObNB9ccOK+dhof`Q zqVm~WArUZ;!Be5kOipY*R}<(>j<24o$;-LiYIAqa{QCfBVBK%LZO8dk?1H+|M zNu!obKK1ALTxXg=BMl)aGDJq|@gbjt1vd_DdRP!%=cg}xM%uGt&ie%UUEsi;4jS0& zy*}%BzZOWCgyjru+LeaW9_}%w0b&yAos1ok>6;IkvjSqcrTokuLLy*lpne)XtGQfH z#k|jdCWKsC5O|4oeBSZ5-m7yQve#Z+0p&fRh||0EdhHVECt;i(k4rha>7E%ICv8h^ zPxeqx@;_|o1Qr@{QAbAnp%=^h)j--arUu#~2&@~|Cw9f-#_;#ut82o*FTD%4J8e``&z6V27}Fd7{uVw=3-1Zqn(^vUyxrZ`f+B0G#?BNrpT{m z>&#u#uLjbfamY>CCyDBBhaU=&*cn^2J}LHE41|(cD1n~o8v7k`tC%&gY5OFR`*GEM zYkEj6e0K0pJN*Pq8h#*tcxn67ynZc^P6;cO@M*VXTq^ph8130h)Neheoe*BydkiuL zVV^PFisTMR4b;0nO@4M~STuCJBRZhB#cjE2TNp5MOl;nm*yCfI^2Ru|{>LY&q7*uQ zf5%8j4VX`2vMI9wqi%`sapmhsHMF{Pw{KxWbkb}T-sI)^3n3A(%#BBTl)F-H={g%J z5+~iWtjVkhJq|&=Y?OTZH{7*_ei9}E^$FZd!YE-=bu|t$Zt*ixz8ui51#6!#QQp(F z)pu3D8c4T_A#U0eN`YZd^~Sr9nVXi@aJ#q^3kahOna{9IKKiw+z+$~J~h}ii|IvE;1cwLw_yBo6SO!SdH zC>>q`VLj|4F=(&7<;jG<+R)tlnW#V?bB;EYvsF`tHkE8Z`De}V56z*!gbBgoQ{HS4 zGqt&J-#_n2J#6*RR!N8e>u#fwB1UFC+ywn43@CAEw*q8o`nlPh`_N1%VuH42pvxfW znALnF!rfgXCqZh!Mc`3x*5fs4ueM(El@wvRjW88ElRrCqd2 z^=i-zjU;yuNfjpLXlPc0Xm12UtnU+hmT(ouFL&4hJS1fpEZqXaEpI_+Bcy^;U6q+94o?|((jvcM?8%D2g-c@ zMRZKc!qvZepvixPC2zE6h#PV^RI%KR&!n8Yg;kXu7Roh{bI^wi zt~4JU0ez&^DE%CIx6X1vBCx36%Pc9Mcipgy5Fur6+0rN`3(DPQp^{a7`xUI9zxa6ZRjW22lS{zB49s>Py1FzgN^^9ogEUpdpmZHe`R9~WzbqEFz~D5{(+1E z4-B+Nlmz!QYzoa9$)8m2miN>4)es2hB_pV6E@NTZuLjZ>umqYm7c;7SoUWR@M8Z%S zq3AnjG~`utP~J8%>}Gbq1SG`3kg5vpTULT;4v*g7XeUw9@b@KJF~cFR`Wq4yujP})-Ff>*tR8WWl``~^W`VvK zif#gA4kJDEKJ*tFNQi-%18r{DtEqiNdwdb;l)khzg}LnQI|B0mPfhkgJvl92PrnQ# z$iTc3pEgd?H3@W^C?-LMly`!A_CApxc+N^4l|Q95WR^qrfI)61?KRLbGv~bTGL^V2 zzF)X;0XGQR%K^Paf7pw!Eg`Ks zBFK+Fy;~a6gDKJjJ9APT1T`={sL*bx_bS*~ExnjL@t)GtvLsrg2FjujBEYx!sO1Dm z1dIsa)82?CuwS)?eYJzYtRBzaId{+GLuiSMywZ_TEnxpG=9L(SOh7u%; zqqB`5n*LwpRAcf41NB^wLKno|&;r1dW5SI^{} zL4yX_?z6MEJYu}h!B|-leMd+iMTOird=wr&N?eTpjJjQVxFNF z+}7AZIfE0jgyF8E1NtQ(@iuM=v3LzxS z5>#j-q?m2bdWB0R4#zCEUtye<1@^>DLuwcsn7bcR1BUW=w66n<>TWD=UtU8p8S~vv z=j6sgBMrKU)w|&SFsNS*q%B~q9_`KgG1u-1LTkQ|SerY}KdNX2xOZp-LP&x&SC>H| zU`^dXb!OZUf4n*|Y}^E9*NpTX)uzYM8Xv zb4Rojd=7dTifx?fG6U>#qupIKYI|&FLGExe=gGgArQyD3610=f0GUGocbGV~7DKrU$|vgc*Rf@sLAV)jgZ#fN!8qOJx{M67i8Q1LsH zGF=;jdHYc6oEG&rxR?P?ooP1@H%!fo3Q!~uWk{VGE3NMT34$1^2qe85KLy;}i{%SE z+Shw@4Wi=pOS(yy6sI~Yepx6q1KpQ8Pwz3E&>t8`TfjdOZ34sE$Vp@M2Z_ZDn$LQr z{GvdJ5rt$hy05lkK*qq~Q10O7#j-A^3x5#y>`^ph#fQxbkTLk8g#a(uOaFw_fc+$v zGUdZ=JpRj{U(yqFCQN-6Ep0nY+SW|jG>m6w`B*HjZ3R~+36Mcsf4r6psR1`=+9y8+ z6;~CWACou{=#vt@oU08{7$vAwBAPHm4N?PEDp8@miaRDa+)c;tJ895LQC6`%Il~~F z)JJdsUHT>kQUjKJa%m@@x`7*?|FEtgQ#T!ENWgG^NDVDW4fgZ(z>TrE8fY^~VIi`q z+wAZ;vEgznYz}X}HXFi7M-i#&GilVXn`k6P!jwR}S<<>rM%WusMR+8sQW@8(HZ!P| z!5e`jU71ZGkSSmwiA#I2zE^}(?7J_1WXkX)dY9#CFYsuoBJxN>-R^CKWWYQUhe5f= zZIsdX#QLhoqzo&({1f*Wf%n8NA&l|JC)5TqXDl-CX>SoT@QJz`-Cjt#B*SwCha%@f zG{#31+)SSofki`11UBvX?B#W+(dum>sfLnf4NDt!@GCKpIjp<7j0t@u%p6#>2f3BE zKTVAlH<4;cQVX)mPZ$F=WN=W8!7TmLI_N85j2NHxu2Q+}mqQ+>HIm%$$zZcIrYq!? z)Da2LHM1%oQUk^&F==<+@~%9dArO5c)nKRSKYDxPI4D4yBe<#{)H?~O0fXEuWy)SD z#_snGc^}C1(_>=j$UE}$pejROFT;8p9@tWXsew;>?@)~GjgT|O-DG^L>E3qEs2URC zCxS`anHL`QYk`c=m=Vo$OToehJ9b4WlJl zw1+-LCCkmcJ~R_VOiD_@o%fr;71lG62!l?%`*lc}6afQzeA?Nk*T+YXTYbfE@x2Tl z$8SWm8izwzH56I1g__U|(gOC6s2@gGcG>qyBS3=2un5mgn7bWHJ|`ekuq|%_mnUOj zl|{P)fEWFd8PHfjI@S3jZl0g435oC#HHdARmgx`01q|siY3H6^Eq7YqGs7#0o*vKZ znvYx$kA%W=F5-rZ9M!<%?ij>iuqanPC*DkKNO{X4x#9bTxw}eZMnkdfF8WGe^1}as ztO5HXbnFvm)LrMsMx_-M^-iNVkMe8?LZ_6y(XFIs{V1*XW~?O?-(DhW(qYHJH;@RJXJyjfw<^%PvEO}(#6jx= zv$TAQen9bU4AR2i9UUJa5il*VXm=-h6`)HQ`VyOaZwyhgnClIt4QVKYe%xYt01^S? zVpy~}F}WxFD6JTYyD^&IN0$w*fiQOt!mAVJ>=#4!jQJ!6?J~Moa!>X*=L!<*%`je{ zR6ZL#5qJ=VhE>b6l^``>p@Bi&p3S)DoTqgYA^Ozum(Rs<$00S0LZLxyUIy-d!qmWI zQ(g&RFsU(ovl3Zr@Yoxv_cdoRWDGutAU^eI@NMWPVFWRgNBQ)P!9C~1$95^CS9MgM z)n)`Q)q9VkTijRH1?VSX(Tz(xi59iCIcQr~k=Bsl-W|7k3Di`gj?#wrGeesoHDGB2 zllCyWSBp!JcPfiaK;Jyvo+dgn0|FU8kTu-P%P53oz^sACrcADi%$LO3ZO%=+UnT zl3&Fb8QS#{p}^Yet@s)VSQifA*NYXwHf~E)dUKl32bVKoZi!F3Ln*9EwbiilJ!#VV zQLbtwF5sZpU<8$>N$(ikuLhD~#i0`IiF5mHys=lOG8{hcGJBy zNCphCQg0y^#oOw9@IOZWrCkMAIA21*bt}5aFIim)zYK*3%rCKNFYXZ~wQeps8Y@c> zlxd%)Yb&mUQ1?OPmi{hQsf9$q+!FO;PzHAer`9YcTg9YKewNvnxf;Ss(I`lVr8R$o zei9a>Ib6z}VkW1Z!gCIEkQTlFJg0s{9r%-KkQz3yGOj=}U~1sfZXp&%7Qc)9VBtR- zzmV?r#KO6vZVpt&9gbl4z3zp6kPH~o;3-oEd@;$cooh1^NQ+*_owes$zFOhoC= zsk%)TkPKMrK)vfwv~0G0Ri(u09u5ECZ&&QcKr$Re(P8%t_7MnaV9|lgq-+m=ZK_p| zYRe?;LFV~n?LA&_PkrC&n>90QiXlZ{pNUC(tGLi@-}@UDYUGZFeEv4;dSw-eXKh1J zV@+0@JLFq2MX+d-GN(Dp8~n^9*7pSLYG0x<3*wblpd`*&{yJJ6GiZ0SC$-V9W zK6=#I3e_C6kzduAs<#>n4wx~pSd>%gQ7h&qRuuJ;27M)I#?zg9;A4To$Sb*))yG46 zz`PQhcC(eqs3=~#BDuCyYr5mpP2P*4*svF+4mac`ghL|WsRQlWPgZW&I=wcD_Kf(G zPFlel5VJHMHR9&1-02HhG)4xnX@_XhEC+qN+z8U5XS8ch5i^ED7X3HMLQPlB8rT^e z71~!=y^_DAeBLV&qJ3i44>r?+U^fq?Ka1?I)&@Ce{eu4_a+PvQsKO*$D{%7dAp(0Q!URUY8c1pk z1ADXwG`!R-Qhsz;_>l>mAem8Qx(xD3t|<9&@-iP-?;($NEAd|jorlHeJ4u7yzU)Nr z@GsEh+bg7nGY*-h&_}|wz@Y6`Q*|7L?}FNh(vMc~XV)j~U=M3L(!%^f_VUn2!Xg9h z!(3i&!FJ!+uSq35yuNPMcomS_Ye(ihe$<0mkQOj=X45X^rjD!I^r?f?!YQ4`fYRC| z2(B(bAL)6j#z#m53}UFzUNm7a`IDuxLM71*?Q!7p;HYolRjZ+htoN-p+6Re%aY`y& z%B_cC{)ykjH@nEHNtx^Q+Sxr2TCGD6qvxE@uiZVQQ^jH%Z3*PAsyFGpkT~<+)fG_j z;7=%Xvq5Q(c~jJ|erqNZXguv<&?d!h#Yfca>>-uVwg0c=CyHP_eFGvV%OVsuLo#3= ziAj4&gHXE7Il3;J%o!H@U-8v*mW6;Gqc1$Goqh_*K-e>7lw|PGrgh7APtvWr#i=hp z`V8!~x`L3N>(nJ4kU?YCz@dF`!oB;~j4skYxY=A=xSDFZEu1sxY9x#HGDErZUc;uBq(@NwDtE zOng5f0o)&3iDdBaWP>|!F`&exy=I>mpM62)NG~aayRD9Vo~!L2%_DCyrH2!ac{iH_jD~1!bs5c#pYf7}%MP@i8ne<#iLIN{%Mwe~{=I z)A=~*$-_Db@0~~H&}kR~9`nJ>fkV4Vra_pxIo+?DnyUk9+qEE36@6ZzV$ABR=g+gG9hS5|=j3othN?%}7C_y(IYW zt;WH&kQUkzuV;8G)u&$sGI79h2IXCir`xS$GY@;j>-fCmZ@u?+tt;Pm zaV8WQ`mWVadepwUUjou2VgHCn``&@U*T+ejJhG!(imSg^;q!cmnM^?Ac{nFV;VvK~$oeQ(wAwEe5l}p|>8%&3^fR#&_e9Aer^@aUuJ+IqK@Y><2 z;&ZDv2IWIOwE|hQwfx$Z{UVU2fPEy|TT4c{87DpGORQdvTI2CVIvtWg2`OQ@rqXH% zVBkuiefm@A-Zt-I`#m!MtV@mC$aMk7#)1&5=g-@-6OsYr0jM7e5G8J8IDWWF%3!J4 znit{(uA1;bp>6(a_g@Fn{-;Y~)2>1b8cqB@?2*{|S)O4btSyy-=5dP=A2U^HwdR2I zz^2{Mpz9l9Emc%T>fwogfT$-4)WaXB4BeBu`w%1p23C2rNp9ip%!JzHkE9HB$r}@$bYzKV8`AW zw1b1N^hz}|m)sKI(WPepUVkTqGWyOnd@r`y(H|WCr%Cf^L%py@n}c#u&IC|eot&Cg z>oXGiNmEd}+sW^LuY`UQW(_RbcLL-hRIhb^&mhy!$8$ycVew%7a~)Dc(Ai~s`e`vT zM&n3{vM~tbi;rB$2_TI@Mp*e++S3)aoBaQ$a2}wJhUP-A$&enfx)qo9h<(E(1J~zH zB_x$$!FH{ytp(d~n-Nwzmo@0uQY%sq7*?Xa)>?GLO?=UCCc4{WYPIagDES|0CaESi z<-&aj-lT+sPH8d9e7e@20heZAJxXlaV2Q_C^3?IW#8&8I&-2?1>p@~~5em{?Ib#Rb zvB#%9geWloF3LL7oJ(wwQ4H{%5+Q&bYXNFe+PkD_VAF3L+9OLmm&}q3@glN+^@m}E zhC%!&sAi&$Fst-#?=6r;W0;jo`+P~DX7qCXgA$GPKD|ZTZ$yF3pMN29s9rjB8x-I$ zbKub4wjY*s+cVC-gv>z=n>3WJltVdaUt31fhy`&2QUj0n70^m`r}+jBVp4?f`m^@i zT7ecFgMtHp8xp~Qu3|Nd-VN&j3E#B^^%50V}2gNp{C&PO|oRN*F`d!NJlOP!|hLuSh zXcWg=*mV3XAv3t;)zN3aT7rX=2aq{j)X6;6?^#K#gqZ{Fvr3n|5;w$#OY~-#`{qsX zwS!{x5QO#?jr-%DehJ9r2h##unKDakGAY!3Mob4Wk}GBOZQr~iC8)h*Awo*M_sX_I z9|=pN`7FvcpTN$B0{1KL$k=coG;3r~`I9hPpx!yj3s7tBOl&7Nz5n2d=2TyE0TVbE6dVo< zyeIUZ03n6If&=y0w?NIu>5A17z0jS5{0y)Des{;A6ZtDos2w^HfAl{$KrSE&Ue@b@ zBr7HXmo`!o&2Qhr-}i}3L4Ee0=-tko1ckR*$fDOD8XE{%18&i@m+dv&GQ1l1Num;M zq%<`5a213y`chE&t6RVlD2BP&v~wTpNyamZ50g7gwJP+)S>|9{{aPS{ z8x|U9?=JD$r(1Y%v6!espYq%E!hd)&R5W>x$jKEa7n%153+Ro&a&TObiIuga&r;;s0s1taM}JD~-wHJ6@OM(aW)P%bhB=b-@u zGzHoeu~%y9GZj`B*;n!*f0@)NF#X(*_|*dIpOYaiVEihVcG?r;X1B}bbR`Kfe3!>9 z@Q{Zx=*36`)u{cB5K6*CVAJlhx^y7U%~a(x85h>%Y@DTC244`V1`kU=6Hn z+Jk#BE|#BUE-xcfxA+bA+hfbP5LK^(8ulK1+b<7&CCs3?e9FzxA`Pp5+8=h3X^-0H zozt3Sp?w)kQO>{}H_;6GN?2gvDAR5TP_@=oIr^5g28&wzJ<)aGSGtIra4$CB2iMeL z%`t4+LvQ95pZwe#>PQ*XOSl?uLm|L@A6bL^0-ttB4VX2sX!})B!jV_y(>{`X(jVj6 z4u@U=)vy?0jCZRNeureh)WDW5vi?oKH>WOE9Lcy(8gONqQT<5bDk^!@5 zHf_^X}H!Qjk#k2gT^bW)`?=0*lcqv=@E|Sn2t{ z)&3;oo5g0Gv>2xe5DlP>f`fU*je*Tv@o8IwxvE|3JF`+!4{F`zrxF}NJ?uxs-mR^p zO(1i?{*nsqQPx0yZ{?ozmFI}T09QMYhB2Ty)FN}Z+1kk-kO*uJWwdA`mc0#Vfxb!vTXH|Z?SdbAuvQoA;&uOUJ-an z6LYLQ+Be^L*^j<$c4{Qk=;0;$PaJoECD6+VvQ{mKI116LIAo(~q~5=;t;Yb3L;y1oTPLhzb~Iq@g|_ z8CbN-Rzg?D+V<&*WEy>~RMcaceK|cwjxtX+2Q2gcLKmWaK6FCPO z9;j*&dhCzbyfLxI$2jGUaccb!QNIM)vrF5pV~`dwduG$VLn*YaE?Xp4C$%8zUb@rU z7QFZtjjX|{c}ox!8Zc{M&}Jtaf_5G_l2lFjRgbkc74gfqL!sdwQp4|;Vy+HI4Jx#w zo7WM`N5OweT*aw5R-|@W37mS{f_Uyz37TgHqy`@C?Vsl7KQRsJMI=d_y|LA}LJX-v z5#c1uLT_bA1Pmu}X|Fjj+0|P;G4oXb(Hyg9*1kg*Za`H1EaZ|5(pG{Sxp0?6TMMb7 z4bOkbw31p#P3n-EIR(l;gAh)NyqyU8Bn&4}?-VodZivfokhpR+LuuQFOU~f6u~8^% zn57gN4E-dGQc_`3?r1pOR>yf>)j~vuQ}!uy6c$W?Dkig#8b174ej5sIm>L)=lsRI# zFQ4lTTk1%+sxWW2<+|TCJ&9UXcYBpz)T&+T{|RocC}-%tuns(DikUNmb_G|o_d3(q zGUYRo_Ndl19Tp^j8^*UHuUZ+rXC@RGu;9j{tp%^LZ}y$7-K0x$8=jeeGh#ZFLhnQ} zL@kg#GawnL_r?fBYRk*H5^PLSLSgvN5)iH)LJ>No=UWWaSb_m1t}^BR9+yl2SS`dgrkr;6Ske_3Jeb-e~}70i)^}wAVHA8fw2! zRXj(2r4`}soon7gbzA`gN`Id^stJjJc~TM_bTG3|7$&jsL(6?@TKiP6d({g$rG0;%e>Wf*RA}E1G;mo`*}L|0 z1%X$;CdGSo6oDsY#HfpSmh9-ckPLViG3}yH!&M{J%GgE{W^^m{DveA7SurQ%l$IpR zgY$=&Q{vEGv)52rwah0{;&ww-q3n!+3do}WMM-p&W3?5e28xY-}Ts{RARgmHBf^*kq0eEigGE&2nH^)Zy zJ65vY4HJQSi%+u4#WjDDm)|``Xnqz+GaJjHyT2IF}`>vP-<)33vM+5hP zykoxvq!KWgM12L3KvjkPS8^E<7^EJRX1fOjKxB*+LV8gOt2vM@U?MP>l$TkFRJ)!P zj;%^pK(D$5b-M+Qm%R$90sBcz+SVXfCER9gKwbk)d91RbHu^oJhP{YUD)8_b z*RKZBt73T%?X&3yYN7Y*w-=Ggr(v(`oG5>A-=q*3gMnqr*M1R5w~8SQ>i2vE;TG@n z)8i%Pp+^*bmY)Pxa6^$AOhmU2LDVFs1}1GDBW&q1pTzt!!Y4^xc6=~?G(=5)MHxft zyo6DZ1X#wvqYd=Do_cIjh!c|%C~S+H8NL!2@fm@_vpDJxHuR6M*hZbDkGXF&waX-% zbgEaKi+BfW!GENLXpFs!-*iASVE>4#LOEfm6x+9cId_7revUf(?D_`fpke&WT3qoKp-#BD1Q-2!flNjbzkQ;up9kf1e30CCYD2i0sBe}+G&omjm_Wj}nKiR*Sl;SH+%z zGS7V|v<;7`xd8nmEVQvXlvf)RAK5HG7t(TxoiPV0Hs8o}0ULX|QRAxX;q$-dV@NGv zq$KU0&(r?C1&41n6Gik>mwi0qcg}?R&<7!~eed4n6VN}x91@#yxk~7q_4xbH&!jPb ztaiWayb$t7j!1&{iay}M2227L?WWb3&2i7#@6?kbXe}uaD$bq&5lP8N2I)8_aQP4> z1Bdp_cVSb9_}qGlQqRxf1w9)Y!M>hjhzz@3^zk+Hlkh?b<;Gi{ruMCQdLkk?dyJ}Y zQ%PC`{iI41oZAJ*RQn|$BOBI+&Z6CnajB>_s7tAZ^hl1;O&5%8p~N#D(RrP7!_Gn? zU=#+MHmlk&^|{?&$0U{zE8UQOyVwPa3y+W%UWf1^AQ3PvFlkrNQ?JS^U$rAQ9Nu%f zUV3k$CPYcfp<30kvm3xB04yvpY40ozyvd!{*cm{wFmC1>)dJu4HT(SkM>95|qTwL@ ztxAv{Fni|E4h^aH@~Y*|5(T%pP9tupT0u)TgItV2t&9CNsO2Z*+}p~=;lS} zCt*|)pZ0xg1N{TG3$n@WfKqGDq=c6bhw`@J25^!6v|1EVYO7{b<17|WIRTxr)m3oFhXOgCx>>U-leFj(!_L$oWbUM zRY^rR6roojd;a;g?J}eV%$`+fpCXFM(3Q_o>Lt=1tz)O}d|IjiMd<0s819~zUIU4M z83Xm|Gf$1-7AqrhYOj1z)a>PxAuSXj2H^Mnz;jS!z!(7PgP+!saUE5U8%cYfuX)kC zt`(f9?{lkbif1o_)PT8FHtm}kmAMNyKVL(Rx_KC+wD^qw3aLRI*|YVU--kgWVD`+U z9T{R4gf$o+Z6MX4k@(@5!w3i_%|{|6l+HOeFgA>KWU!WL=)BxYR?t0m)Ly?lWhGE# zC_wphOVHb1NC{Z}%%#0USr|C&^N}2h<==|ectgl-}A)F7`>T~jwTdt2)4EvcWkr3R1uPbd9U1h_wWJ@^9Y0Yj@?+UrVn zYnF#}#*`8Z8a;j+c_DI73KX9$QDoSys@e*PfJFut?OP2ob#H8cI!fqaep=E7dvF2N zD8#JZY}cFwMFxynWzzPlF<#-F55(77p@C0( zGhnfL+_rtYBt|BaAE-Lk%7Y1X9|@4Iq3#pr6OH!S3xyWDFB!uVg^RfEhHC_6941 z=e+8;>er+}?-2BC$aV&6CBY~%cyn3@w%(Azq#PMcBGh*-RsK%0^xB2xu6Fw&QqKeR zlN@+6B@j{rMq}`3mp*yFEt>XDy_JMX!*dop%)L1tDp_?Pdicwu_0IjaK$bo+zsjLp zfDY_Uo0GJNtlmn6rmOi^m_ljKWJD%i%;BQ-b-BP4z^bc z9s3meNPXMfwk;_*0evJqX`sD{+v|02T%UaEUCy~s z9dl?ceHap9$B9cT1|$NP_VVFT+xDIL;^>6I?YG|dT8qn)M!G>akg;vCimP8jixkw2u@5b~soaqo0Lg%5JsjFQV?{d!6^DIZl0eU* zJvsE|VQ{6vA`}?TkL(peUkR%lvbmIp84U7G1ZU4ltbXbZ$en9#14V`sM6Iq3j@$)_ zfV)-N)*y;orEUC%3~n9~=^8#;_CnR3`6#%3HZit{eYglDW%US3I{B&iX5 zrz>0lS8)fUGQ-=tA-_%?k_ZF)NVLz>3Fg*>Gj@qd2}b{!K69}d#0^^`T5?aCnGB=^ z3?s2<6ERr@yCRQ&ZzIilO^`+Rbw9`y!jV@MPq|qNiGckh4(&!mWxbtM>|C;i-eYFe zgJsWsp}?>kWzUl$c7mH3@$8vJxr9D(bBtZFT`#ExyYvNZ?!F@+kYs}b!|N+9zYQ!f z(5^BRYsM}4S@nYidT%zY@jR#lPKfm}0RDz5B@n}n0X-(|GK0a~AhpO=iK&>m?!Nv< z{QH(o{QtXRGEsDMo@?uJ#jL2XGX*rS)-7K}Fzh ziS|mpFz<@?vYt#5DXlxJ*^;@p4+H-HJ4&u1tKMZZEERH0m{l`rH^u}OP3e8t@q@JL zL=WS!|0+REB_oh;-cj-jYNHmVZ)T6jLlpc-3Z=PRej#wy)H=#SoF9gRD7qweD$1 z4VX1EXwykC&Kb+BOC>rc+lr=Y+!2k3*x}^}a_<~j^2-)THDKnm3?BQdzN4cfsl+O1ULNW&_(8H|W0;Jo2hWDWCP&e7`ks^m|? zt${YhojN&C$JDTgC>?5Tzmfm!l0D>C)lsG4?njqyNDUaq;L~nI5A5w$IpFaGZgnZ#&%KJ8)pn1oP;GQV%6HF$HX=W0MxV!t7Tv2o(ZY)A{3 zOJdUI#ENUf)SP}ubPuD}^x7EP(U4mmhSCPRWDjtoJC-&uXtS$cLZzNHdZh$EETu43 z=6cF@$QV3O$ttN>a{{CW%%1tQvo`@tJ)v_}JNc2m$t22hCWAgH92s;{PER1@ld#eu zLxu8Az?e6$OiB&A2%nU)j2j^H)(vX0T8%{Ti^$Z1)PVUU9_{VPVP^HgJh8;xQf)uG zWqwKElvN(GhC7utU>7%L4LksB^+#}$&w)qDT%>YmK zcbmq|Z$wt||Bv|GM~avhVlk)RrvE3yO1tIo(iJy{C!wW;9;9CHob`P0XDI)?hRi|D zW_2a>l`wPQ(#{(M(R<=PyGD}ckmy^*?|cV#mDnM-WU)7SE2IVND={ediN%-(hCMsn zLfQIfv*Rm?SI2L)5X%=rRQ(2I3pVRFf;U$%TcAD=FlwBXYf?!i z`H_q~A1ryIJ_-sA<%r5qe9Q(9LSt&+Qt!!dIo9DRUqs4q(Z6oL$7PU?S%}cy_Xpi2 z&{x9Ho(k=2AC=ofQzLHF6M)rY+QSX48bct!>VUoy!}{=4NCfOFQ8(znHeKEMQz+3I z;~DS6?Ai`RhCwK{DfzAc2Z{_>DVMyb+@m_V>xd zkPKJ?%H&Y)nG|$Av@bt-fb5z4BgD-=)@Cu((ol^E*1O-!7C zH^>Ox$@(<3ryCqo5+id+yJp%lAamfUP;O~x7?)}w@|3XXE^QarH~&KBunehT!Qkg$ z3W}+LO@ErZ!2Ri-9x}d7*ZijT^$Cc%y^tD$cSJZ0NDW*jFoiDz-Cd# zt0qE`L1bA4`IDNa8|Ue{L4~)Er~taUU0Dh8Nf;5ppr*H7q=3LkH^;cb`Q7o zfJNL+#1TJsm0JzTfT0X7^=f)JWByl%Qc?}=IU1__B4$I>-Z7NRyhf_@w#q=Jzy0NaU zV<9~>Ba@yrE(VOzm{(%co{yhOS>Y)$SidA7aoxEl@IJsKgfm)g-wlGk5|;fiX>a2S zGya&@WFf%?=vN=F`KknBrQImRxvV)5)bCnJN(R#dlS_HK9?x)Y%h6m3w=`8&WdAl? z4IC#HBhY&GzUQx2VlqBpLeS>AFX`V}^zvaRf%i^Xet(?cr~tukdqgXpzj$pBWYJhb zok9D0j6vMjJC8SznS<2$n)I9>vmwZO7Ev;17ubTA>M=@&O?&vzU{T_N_T6tt$a>*m zIcLLCh|U;?VuQ}MkqVF&u-L$%J@zJ)dlGT{9eFN8s^ietq8r{2xyM5xTF?hGKH^i8^+0-4rKr#V~ zGcWWsdZA`}`b8k!Du!6uv}s~dnZ1?G-wmW1zWHUYFbf7J_qpaQ6{8_)ED)s*>wl|%54j}_?y+clR_jTMQI0(F2J5Muf;`7vvQT_`h2UP!n$9Rl z1k4_ov|D7%rAF2Z?~8J?hKd!+1?;?Pp$+@hxCh zqL0ipsC&|?kKC(X!+=DZgoi%O$OgstOK@}gdtmqP(8F8@~gNl(C*r^j&~G)Dzws>F!foqwCyly zTQgLKOLZbx6#aRjRQ|wVPz8@?K6AA%`%7e z+DgdL^nggq8J$UxPa2Fc_iL?1d!W#O!3-Yl6jT_|rdVowkz@kiY^-4a91Su72FRkV zLZ-Vz=73wYGUbXxWoOXN1jf>D0G=3PT)R6C5P= z)A=x8J9|n)PKk*Ebfx!>@BLaJ0V@`uX_w!GlS0$nU$+r%RqCa;&wSf>$QB-;w86M~ z)XshhNW6+=KGfGJ1)kNc?N~*g%_Nj3D9FgJH=Y51R;=bSn9sZP_S$h@8BG63`4aKQ~AOEHY3ZW;J-W zl2LS*1Q}AHL$B|#dkBp;R3I&UnX+;f^ph|xP`|&*yLzKboN|u@+_pOF<#&l>pmM|D zzxX=WY_3H@YQU_4NBh9rU+brYd(|`%7Jcfw?bYTk7UWlL5!Q=Tmv?~FfH9MN+KUbi z_UZ4K{-rNj{_ow)l%GR;i!u*@-6bC5C-Rh!c8*SI@Ct~?@I;K#qYKx-h0vG?Y}$MFg?BW4oueeiOinyqW3zoR z^poD8q~ZHs*MA``U_Ob(q}d62?t4XYlLto*QJg6Q5g8n$g*%f*)mKo^>7fx*rv<41UXdbvW*8-XMU>}J=TZYu<4t{Z*Vvr_x88BmD(k}U= z`X)FZ&uAv87?%)@%0M;nE9s-*hEdxN*g!I1l{XfL^2F6?&c5R4oqZ!c7}R^N!=IV> z1a4qOp<$wi-&9BjjGAQ8-lpueFeS3D{!v<>0JYvG{#J_ zXg4Vp8$3GtWK9WS(o&I+YTbL^L!NahGKaf{UqMO?GY1y!0Yu$qvuD8t7w1E92HtiNAlL-Ek;9Ln}va3luw#FH1XvjxhR*^{#_K*nJM`F?z z!7J)%QdnLG@sT`?uO6K6Ef#8E)kS$v+}g?QkO)|KW6>5tH0evbUP>n+f>gnQxv!Rk zn`7=HsHa(ycODV}1KiYabBhFghRYd=i%P-M91RYhfVh|@WX_wrA6+6yAw^S$=uE9>Un>SbP()WBN?i4{{27NuKS-0^^4z8w^HF&s8rgClF#rN5zR|e zr9v7sj3lf0*!Q+bg|;HvsDzYkZB(d~y+ZaDKKA$VgI@P}KKFcIetG_c^PKfQ?{l7W zz?GAj41C&`tv1FLOsZ|{B-QZXZGwHH5Xx?$$Q!zx4*x8n$>I$Yf%ade=!pGx@|kBy zxO(mCs-ynKkOaq&1iL=vydRoB(-y(1w=l}SP$VWDT4XTkh}8^;PMU=f_axuoJ}5O{ zh?~ix%mVOicJ{_eRGucb5bZD)=W-Yjk>QD0fWI5ZoF3Zh7~11Wg6Zlk+c=R=-D`OZ zjpzIg92j4YN`|tJ?ctCiVL_Eg`*TKgG-t!od%YyYIAvdaXkj%t1YLp*>BqH{8;}+- zL!us4tuEbXIoQ?Y5+}w->Nh+ySOy%nQbI+~rKOj=AuZqmNrf^O6TaQIwtaCUDZ%a$ zMGv_lVDoeQKm&Ie3v_2p1}>ZObdptj!jEffn+Qwtx{+yKF5?N|ZAXN+C4YSt0I31P z+icpa-FzxyqQV^;Gl_`A_196_WAvI;?3u6f7f10@EDGP ze>H^oLzGwy@@G9(V%m`WS%vngche&hJ2WReFD#m&=xvChtgln{o7VqU*U04LG0ih)ggn0};s?1TD@FJ#3qS)aRP z2S*0#xlKfdH1Ard2BZcoF)%okLsHHYlQ6dsk$H@usD9-~!=P1-vk<~i+j_(Z3Q1V^ zmP5O3C`fWB)1C31#Hws#Ud9+*FhA=du=@G39yk_*nG%mpdB1@$E6s7QV>MazJnV1S zP^9}iRD9+lk6u5^YdfR|+@op#!}XS^yDo9y|0ZB zPMV59hFSFC-v`~9+$)ZWKsh}N9B%%_5p$8UB3)FY_Y%B=Zzqv|eVP>Ovq@{s5 zRJnaeG)B>;q%}hlfkk^kV2VlT;q-P#a=Oa0xb?P98Pu;DhP2=~-tyv*M4&$8R$^8d zrSqwl-~hz4-?e=;ZiZ@xwa6K~I^H!5$r*Tj%6TEj$>q_D{US@C8pI~_sE;28Idm{; zSn1t4xCr{*gEy>b13l#j1;#r&`v^67Rn7V}pK<+T($ZBv79ZS$$7UhnW)|dX)7qiNV1nspjD7r#- zC6wLHpai|`E6(X#@@!a*gF2^zB_4sEo}yYkSfbWKew!ReXr zR#iN_4@zz!s9=bZodSN=!)OfZ96)fktH9GcJwJM7(4F!0mX80g>o~+@~^-D z>%U<=GNhEMz(1hOfEf~-_PnH_X~4K=ZD}O4x~*=}wMEV#!95X?^tQ_%fH%@GsK=sS zGGyf@6dn@!K|Eqi?A71E!_b@22c@F?V=Y5UZXDVP+M~v0Z(dg`ncO%se|ic z^byu8HCXfmvL&o##i#wRM5x;7p|vKP^k~Ixm)AMvfslJAn)*Cm90zV*#fEP=EXvb{ zyblp}VV0R>>9e5X*SN=BP;O8|;}~DNCxXLQV0MX(BYY6^GGB}Hg;Q_3}nodglY zR}h_4?VL9aG9`@FQ{hvlVyrAoE#jIhNsy7Rx-H_h3;2iF31x@+;ZItJL?^Ln4-n^s zZcH|{DJ6aScu{|Jdl8pbW_)pAN;^R(X&yHnAO3=Q?1%LNoDO!d0jt`IXQh_b+$t$K_ij|{Z6(&IS=SUP*UsTUpIwUP{xs<=g z_$E0YaP#{>hShYJYb_aDp^#*O>d%9fcb7vVU>TZE`&eL#NqWWn>*R%Q&HB{0DI+2w zE$|VwD*WXIxRef~R++ThZcPk{voXByq&GkBn)6=zAvj9kI?yXIblW`~3>xLc4Z z4eVM;%e|omiGU?Ho(kpqQ%gCiDymncSF)`p_HGc^M?Zi>nDS;;*N`lUO?x#1kJUOd z`_DMC`}tb#(a!8DkRgsm1?aa&MNCKySOLnXjgv-hN>A7^hx|kAo?P>`z264n^(+vb zG`aO?H>3uPPGZt-;FfH^8`H1-AKt4j%Qz9F zq$wAq`$oQHBq#kR#*Jidun)+sXB3WrOsN97ba;*eACdtBdkotD z8d7?m?vE^JB_r!LvpWe_TmOJudLNSEZR+R|5Y3I*67`F?AJ?r}t*%7={&Wv~=WWus z6!_$0g7Vv)F&Q6+)O=&m9={cSd%9P>IFQuBBLkC$xP?84{r>OK&+mwld0!TDZb+uY zqkVsc*JX61{4* zTp(}|heVizMCi7eGqj8EJlY9vB*^@t~=ANgOgS+h^_Cr7!(7k0fVfx z|3dSuG|snqh_us3pO@3vZ7dE2Rzo!5qiwlr69o6L5|l?9byule->5UQm*`w2hy5M0 zYV2dE1RXeCa(P;s)1Vf}5)?z-4BET(swV92e~@@3hA71u28} z&pi9R+{|9$tCBna{Z@zJicsOeMpF%mMm zOTwlan6xhj@|+I5s!5C`dsk5|tGi3H!Oz6MA{k7ss4EW2Kq4hf2I`2__0AXjhFlV{ z7ByTm)_0VJkkS@pNio;1#0<%jn6yug`$S1+<#R!Lz$$|^^nMKrEcx-E=wZ8sfK;1`{uc6xEQ1c ztox=yd(tZ99Dm~D%he>xFo{*M;ZK2_VLswx44RjK{{k>RhI%hLXRe>BbyO>v+}ta9 zTRdW+o9UvPby7E3i_EWPo>;l}(G;-j6N+Hc7HhSi-!n)Vu*!$YrOX42RC`_X!=;zB zBB_(?D+J zrUe#lZjx71o21ntLe;1L)8-inPAN@6At~(a!D=WoU?GXYrHr?&7F^#P>6T6!(s=Gl zZC4JM8JdwAjZ zz5O=0*{?h0cy})Gr8}b9Oi{fB$_%+YzIN1wYc~fiiNxEOCDEQ=71*06oxl8%G^7h- zWs1H{0RLN!LYZNwg~QJoTv7xqGtgFoo>k2~v)Rd{2(dFu|Iye7b*;n@1#r*dVauQr z$h?440JLwgHdSwWTo@~|pJAcHH*=HF;hw+;P)+0ueYfWY56u^7A4hBY;NfstP(}EH zm-C9JNuQG;h*6FVY0TmeAR~qu5{LF~cOfV4QKU&NX-Tg6vBQUpLqi$vsP=T*(D4z{ z0>)ynY2Q*R={4K)Wg>Y2NAs<}!P=rq2w_Y?T9DL`0vAnUT41m#|B#Wi+x|r}qE?N2^d38v0nto~NwH}t6`nup>g!GE}h$dc@Wy80m*FiT=lcW3LyS9fNfBAsDa zXW%{c@nFYl1cKXl-^~Rlxv|W^qrIS^%303h)k1QbA$e4WSN!j>kSWz8m^A&~#ZizN zu&BzUJ$~z}bi?5!A1@I(rtvs8A|g^ey(*R z(;HU0(f;PsbiXT3SR=AG=H7et)!O}kK%)R#QDjXQX68Yrgk@+3m-6Ii^r9w3Eu(x= z56x=*Wf$8akZ}^t5HJ4La~kq!tOw1Z{gasYXFlH~U1Us*la`oL(>x7o_iRRZ)je-r z2_yrSqnWfPGI$xT0+V%b$OKnw*V-5s3jUvbfD)XvRqb@hl&}Ox{my&S+3rHWQjw@+ z{PpS=Cy)puFY9t#CCsVHW8$i=~_Q;T4ZOi!sQUYd3 zEZW=klx=ji}*7;O6#dp z5=dldBZm9snaD?w8n9joi}s+Kl~-PBM^6Un&++=IJI1;}Vf6wMA>{DrdPohJ2-MFJ zo2m+HO$wVyyvp=mqaNTk0Sc@45R-A=+*Sz5fB_{H+WYl{+oo&O`<0Q|?b+i+@(aAd zusU!>)_C1zaQO`;1B>?Fn2m+@hP`!3+QheX|D^8r!tnz`4l#LRF~`Il^28k4{Z%FxOWc8r8X zz%n#-l%aLG|B&Ez7eTLz_wRS-ak8MOl#RUM)w?$Ew-x3MT-rN)M~*qi*xg3{CH8th z^ZI+^UNAX)Mb3~SUC|0fCEOWkpUqHqw$h!|CXyVkF%9f|`#>3LP|K%9_wSzrhvW)e z%#eFfw))DX;=zD6o}Pzz-7hQSQl_n?~mYOdeyAlq(U zXJzLt%e)jgVD%^UF>c@dPqK4WM7Gnl z962O$_A=D*DMN;Ix$Cs-pf8XVF>Xk-Pk-t?JHLWcQ%>R}%YelJ0Y{`Etj9%j+((ZV ztcKKpSrUgs`BQqZMMIIp2~rK>SK}9sIrJCg3=2?V(5cp*2#J6dZ#*vL^W04%Cw%>L ztE(%HlJ;u9?kiBA3OR#0imJDic8EhFU{RGpyYTS{{xn9(p4@0X>%-dEl`p{aEB8@I zax998g`5F1BqnV`QjW8Z?)q|tEPNW=H3ZB`S?FJe6e2Pj7EiN+)POUSw7-8UFIKUy zv1lV@5X?&yD;f^%US%Rndd6D!^ODd1&(D;7A(~koTX-{#{Fbqx^QnPNqd4RYLCBxq zjd@xPX#oRz4B8|&FZwkr%b}7CtIdBpyqz%*Y95Xom`>st?S`BIHzeAbK`YK}^W6Q- zqzF!Oiz8wefLPTF^%~f1OMfCgGP_}F;L-l!qZd(i#wz1e5K*}aFY7x^bNdbA=_66A z;ntq3zd)vh>48OChTvUA=i56|Nj-=sT*$2tfIvpnz+}wzk(H1sVcAWE_Aq_$XAQH? z#sX4=odHSSmeJr2r5C7zes1eI1yTc6_HbyIpC4Hf2D_w0zU+Cv@pFBp3UP=J5GaIAY&4SxH+`vhxNXjx>%hqAZ4&D*!^ar;{T&! z!lxxnfm*mY6~mxBW97qj$$QZyvh%aIKmB0QhdyvIz%pb@KU5b8Aw3YbM0tH|Q>jXr ze`OQ-!{=#fPn@k9l%jtil%X4~Jb2@6BP!lx za-Ww&GGLgS%cP9@+KbnbyH}eQ#k_ei6I|8Uf^x%(cpF{Fl(5{urH%H&?a!?h zPjw}Z`P}X~W_ft`G^lL&1EuKv@r^x$Y9Mn1mZE8Iz!g}Vy5={xl9*e_>1$Vr2UpZf zqOxJpLFr|X7O=p|r~U=^IU2SL+&=?85q=W9Z_VG}AFq}9)-4;m7g-Y~ezr9C!j#XoOnRP1g-K<-_^@iK1h zqaZ?QAzE8%pE{xpk^zfJeA+a3d%Isr`fqYaS))@hR6<80 zSJ0lf0zBu7xdM;&@M?}teNCcvW}uw>K1;>&kqYG>3{woPD^i@?_7?}5L2B?sYB(_| z@aK|4(ibopRA?i;)>kF_QeTp2H9G2)#y*2F5E)Z|L|E5dZ3jhFOa$tq0D7kV_kxY{ z$js0pcTA~kAsAJ+AeMVf($$}XpQIYF?8c(p!8LU~5;^;d$R;k%rz4}c+=c3%6o0=3J?oOY7n@bMH?9j-JGyJ9jkufV#-BVfZ8V*?!rUed%atD{!qN^{|)1oZL|ShbJ%1;pDJO5$@V^TU#C z>F*w%&P3HStNh^0h#$isUzm={=e<`Z%0XJdVk(#Rf47{LsyQ8_63K`(+tFK?vl=p_ zfp3Sw!_S_8zBFL&%%Z*7K-hQLLbml$CBekpXGYFF{rAfMo*h1eaGnBBQWH`FhV!_z zG1A6DjnkRuL4NDw4!tj41Q8KwPnMm~Ob)D`2i6ZS*>Y>%kkr7S4OMg6 zox>t-eboOq#9cFhl%UjLHW566+LgK<|#uWU_g(IR~GVxspF$cAQ3QM;4&yrGJL$I zFL&Olg~S*iWE^c>8X;ehMSDJ{F$;G=AqneNv1y+n;&FOQ`W^0){pWR!&02n0;CTQA zqy|6z-@yqnObtxh^Hq}Sy(Z@mr;wIpDd&0b-Wx~_&yX{`O`Z()pK)iPy_Y^ZuJ6w7 zzkiS-c>Q{4)iv<+XDJ$TTbT0L1abxp=`p#K>FtyczIVeyMNTSzy*XULZ!8p&21dB| zEb#J#oB@MLDjdop@G6spf9H$b`+9C)FqF?42b!HL+lW!#^m}?&d2PS0@AvS%fcO#?*3@34EFDgkfO`00X zB>%d3-LT&fp{fJTt!^9WeE!<$4XFVWf%?5h;l(Y9!c8K(R=#T5PmE3n)nJS0q*mXS zeUKV3I*CoY{*1174STrvJDD5iESRFS|2?FJ8kC{$h>e&IiGXEjF6~~AmZX1=(XlU) zgf~p%9xt5y5E4NW6%Cf@Q)(d*FiT?4UNRXx)?iokJdt0}J{$&kpCf^%U+8xkr-pS=xfo&tJigRWky6x5K4lAeJ7}1A{hREyLgyzkJBp-i~R1H(=|7+3%vWe8IgJ(Mosqy zMIbw$7`Muxyb3Mnuv2KvwH`9HEdaA@C9g+YmplOeX8Fu?PM4#>M z#8-)X?b(`p4BqrPFqY&y%{Fw1^DZ8px5*JuRb#&5wPUUrrjtBuM}== zc~(P;AZ~nhPQ!XAIoqLl^uz2scpwmqM_k%mlJ6U?PE?r)%2PFd=sL@3JY-3H)UVq1 zbVe5R!wO?DRA~P;)Vkij!@Mtp^aj_SAF9z82TGy;P7D!95pxXmz*XFsBKWj7(&fC( zzS68sZuszeY0=&2pAGgtry^p~qUIdPh+%P+O`Fsc2D=`7ccq|`XjzrF@-7{k0PTJf zpsJ@}%ioreOJh|Jn>IZxnDXu2&N6bTyZf7yYp={Ig{q!22qf9>IdyR`H;{o9W5oDO z%8b}YGmDl&EAqpkcz~knD~TQ8>fTKVaG&bm5eumS1A5dWE3Z1co3&NslvUc89&`OI zkQ#2Hvgd+S|7%DMm_svED0i$(vr7Ep&5B5zWTLBk$9xgEj9U-Q-LCX70672*>Tzj1 zwEVUu{@K&WuA63U%Z0jim!Je^j^e7xgz?~EH%txG@0JSMjomA`Z^)RGc-SC4Ck*6= zXQKqC*LCtbWJ*|qW7D2;)AQNX?s`{9nv$%WSSY3k1trXsShTOBZ`>ctZ1xdZNay)5(J1*S6qF>8 z2nr5z;IJVEy1BHMOYlDRL@(smlZf@Y+1Rie1xO3a5sz^}!L9>x28_pG(T+*c%;aR7 zqOT;{JG5Y=bG6-A2(jv*+UI`vq8E@QVQOH~UWuOby*IwZOXR@bp1{3<`NyFlu?Yw$ zsd)Zl0f~SCC58%Rl%ZEM@AAu;odgw=956@DX^IMDNeht{MlZ`-0a+5J1qSWbp~vn8 zekq4bNoRoU69h_CNCs~o9t%48nKuzda zbE_2)sfT4ZCXccu@h)`O?A}vPX16n`9XijT(OWNsR^JD>RX`G8Xq7{|aoDtk%etv1 z@=Gkw*OJk_?A8v869vmos9Btdcl_7lVQZ9~W6q2|54i%Ko!OMP0t&2~_lNye9Z58M zx=rTD?SC)~x{7uZMWnnw=byYJS@&QOiOr-u%z+2(ukw9?+?t2%8rLD3G)UO+WV6Y|CI7J3vncVD3$qttrNWc3&I$xsA$N$ zB%c6fXsl>p(*9(ne2UHfw8w=I;kIt4k-nJL#Rs82s=+=%p+342|H{xYND04=o4Nrq zBuoi>7Uk>~o_nyX+)?CUro{PGVRHW9TEJ0=PWsSyxfCMmF=tSry@JbQqbm1EzsSjw zUBkbctYpI1tk$F4AiLDj8S(}!DDn7||E^X!+xCWEtRp?T-`uUe^8o}i^ihi5(Y?76 z5&=umY(C{#J*@_#(@ArLWYNGsdED0R1Qb^XZlj;Bjy^pk5qPw-TTbIFlkKy~g>=a= z!;K!etb#-^K?&MfVn!QPk^l(%*IBQSng)9jx8yK|tBxUO_2Pzjj5vgHC z=tb|{;eSFZcj z#4DQ>>JX`?hR|v>XW4y71k4xsw0Fgr_UsM17S~QNVqS$h&QG>VKqAy4oaF!R>yyE# zN>0XLBGA5am~+JFvvb)hvU1xOI$>;WAqbPUBA7HiqU-^r1q>!}Y1a%X-#d8@3ArS~ zka%ioF69Ivj0%+7vd4Z0m(gJegZg3doZ3$HZliQkgf|Q^BTXiho_C<)^OwHB50Dlx zoJT#iRn^tF7*)3s5h>Ywkyr8ETTr)WF3QfrjFBKChRr8&*_3gfPkQkuN3(B{1gqE9 z=P3U8J*0)H$QMeQS^|euGH_@!V!R!F45N%^WVc6cnxBQflrA-BO8@r?6y<_Jxm;&^Wh6O;E^fX*S!Q7^WJps`YCB?6$QTT&B(;jc zJTC2hJ<(-p4;OZKRTD&v`#M$Wx-PJZ{tVS^GFzpNLNZ_lG=uik=f;Gu9dGRVNN0#o z4oYj;0ba5i7&tsM_m{(ihD7QCb7&RX-jL#L{CV652Xg2lFF!D9j2SqpcMQ=OJk~GZI6YSPu(^~`hL5XnW9A+aPH%f6 z>$kY;5XxA9iUzZO-H}6bXzE)&eRe9>znq^&rUrGH!^Q#d2=qK;Nru9sE|3gZ)xhOZ zUOeP0A8FGS`H(cF^xjr`fesj02OL^bVz1wj9GXYFkuLeD%>KQZ1Hp*B>bMi!Rcs8= zNtKAm2z%E(4iW)F8Eo1ER`RPkUs^Vjq~6{a|AZC%u?+%BqtVc(*U6LMhX9NbqrSrG zV?o%yh#z0c6zyt%t)kln3`z#*LqK=i>RXUEV0D8EZ8k>GRJL+ut;k|PN zy?Qvh@9X+IXUUy(;t8$x;!hMHz4TBY&;^9g0axC^dYOvi)n&kjUZ5Vd83eg!|LwE|QUeCL zIkYd|H0^epwbfSSFL(YP-&nV)VA)`WWY9g#1HbrSGVo|Sv}Bi)gF(|b(v-3Szb$#= z@Ec@G9mteC>jJ@c31&(>+D)sG2H*9cMUYJ^FSQZh*JSL1JX#h}#Ji8?4Q-5@L3{6Q ziB7cN$4lhSo8-T|PhGhm31RL!#3=E7FKvSy8nYx7+M5kV_W1mneucc$I3lbeD&IB| zqKL&&*}!RbE`nxzFdjgK_RY^|#V@P`ehJb2^qM65x+`)iFn!BFX!W42k2MsMFjwHy z{=mw+(eT9LuE>5yH(zh1Gi~6=WGM25g{%GvhYShJZYs3@ulj6@|DNb1((#E*cr{h0 z0>T)-qKGtU;u6onUIU5rFg4J=-BY#BB=$nL2uix*Hhk*n&Hy?2@&k(H;tJ(visfH_ z|5vNQ7~v$nB`?20YQS(3oAzb^-yPf#!_Ozl%&;ZlbzN>0)WKbfxXGF}6MskqjGJWg zDSw>Qt9=!3x&9+r_^jF%*w(!QimLyhn&GR>)7g+iV}P4Wn_d-6?p&)@F0$pLv-pT? z`wnn-ZyoZ6vh3@|kQy*=pnhwzik+5M_;KJs>Aw+ovY)E;oi%4}LKZ%l8aOP<<4HMLpMtM7i2Q1(cR81wwi;4{EUMi;Gj@S1 z(Xs5tV^F5`a-w#zdM+1}G0DR9pPmJv2!Eo%7~24&M^H?{IBqtRvKE2^GOR0e{Yguz z%V=A~&iMr*GMZ5%-E8z6@HRS@8W^-|243re>#IzP$yUQVh0*=i^<ai4gY%@iuU- z1Vh{`+IooIm-p?EOAk3?b;7##@q=^-C{-X40ty*_L2(rmf%+*cfoXKg)^j4I+swTI z`Pzap6Csw6Cj5s z>K@9!V{#Tm{1sZ8MLNU#itTS!!h1e)5XiXwWchSR1_ESIPH(|^Q4bnMvu2+ZV%;+ajMsnMUPZrZWAybk;-mrP3F?hol^9Cku zB16)1yyCj;B4(=GrkMw37G{5VdZ5u;CqW%t{P#8N<&Bz&+5INAoz8 zVTRz@YJullk$%az72~()OF-Wa83^n}nyeA`1M&vUl-RV%3_;M{y(Zs9s~#0m_j08fR#!6qgAk* ztu^5E8 ztx(-?MBJ=uNNV8HmZ3`UM7?9B2+U|%_I|gR6g1vbiq!CK@#^3qse!?x4EFSl;!^!A z(?!$}bfIId61YF96!EK8I!8<(HDE!BLwg5Qj?*pM$KLIv3|+GR@nLzO8juJtYaPIt zgo~g;`3q}_VdSOGkY)lXjR*|eu`)y*Y91a$n0sCSFQ67M%+00EC<&iNrrrPELuz5# zSf%P~S0HZkIC6$F95dTNLn4RKv6w`eTn*1{y&D_VKvtj2`@AFWO@+YfJT1QV!-w5_ z1_dDLB#aW{(_Y&XJ??_3flM1=M#*j35jv}EpqABNsAM?AP4$LaR#?fvpxyBKc-7>b z-IGePWu+bXHNgBI;M$}q>ND6+zi}E0sd%4(wi24Ej1r{U$xjVl>$A^vySajctCJDH z7%{teG$aESk9f4J9^QjPq1Gm^NM|mUaC6m%|25c(gGHbRA`StmpEE278F;IyyWZS>ATJpfdf{bP|;(a zp%Uk;4PN&tJ%S}3gE{NVa!Pz_`Q7YnPjOV6eUqZ5?^eh~jMH1qV^Rj=_OEsQ|! zd~4b{5F%mj%%rUat)1+QTTL}&ND9z>d{p%iL}F}0N?0~eYx$rO$n=aUfkAu8$H;5; z>-!@+S_wm%R&?c{R4)XP28w50#}-v6sN%&lZFlx*Z&A11+e(U{y^?5Jpn? zlz9{KW(*_oXafvhuApUE@)t6wO8@1T7mx>DE&Y!E_asew^7F<4X-F8>X3?(yn|v)g zbB!uVU(kH7KB7JsT%A;fENS)TwDpiPV3x#XP-erdcKKfHmM8Did-3zM`^x`-#xXXb zs_pWpU%?e07)oN&UJWR`a5tgpxX4$rtVa=nZ>B>2T!(U-VVwU=$Q!WS#-jZk?V3w{u?D)OV5t ze>MJliPak<#OL6j?+oxoS2upr~T%wh#`rWUIka|gW_ZmVO;GEbp#3y|^b8+sFWZ=^NneoxKk`tHINis^u zU1S!i)PYPu4&u0Pg;>->ri3L3K5f9KSMhS&K|wDmgVfe+zn!}vQ+kC&sGnMJacCka z)1FW|G%Kd@L=_oYpQ^53F|7*XhdWW4Hn6lT9Fhps9onN&{a~DYDancznu+nHtfBgC z0s>3D=d-mT5iqdCpnV*z%3+E7LS6$Qf_UKlQNuk`Ara1^9L@c^`!OT}1~eG7zfKzZ zB&dg|^^hWb<#N12uR~^e|g7BUc zLK*wC`fVT?uoO*w3R(~|<6Gp|fu+xN7AK}GJK;ZR%%lbBQ>Mr$dMA~DP3VzG4Blmjocxu`9XtZB~ z5GyuT!e&t(6x;aSPCB={k=#I(Z&@_od9wg5#QE>a;VQBvFWb3`hh$3(+KdLTWu2kL zj|S3~(%*$__#O`~r%OXJ_^>=x>#ehFls`14o%M9Z>RYEURrS zxs&@XG}A|D3MFREvxHpX2@>IXg5{DSiJ(Gz)Ghk8rA8;GmP8q19dcjyM?#g)LnK1m z{9oPVRI7Eo$xUYYq!LaSD_OfnjE3sAc?jdlG~W~-Qas|aDFYez`xD-So18%9g)yD`VxqfK;xi5w++OX6>yXVGZcGsCW)mIWf zlxo)BSIVk|8YM?iV%Yr2uN8_(7*OTW?pIkk>^}0bq?}A{J$*CO`_rNJZ8YMB?^sW5 zhD5-Wz@@#DPB1RKCNt_Y$s;*-cy>(4f-0U=w3=bYZe{RG29_D9Q(?k~6BBxxT1XMz z^#^{IFBk*;j9HFo)gErUC8P$d{^!$f_9%brA1Bz`Ot0Zlj&_e(vu5zc7hQJ3*IJJ=*1HFR~}I z()Gvjx1r$Y9!WH=H%4o@CzPNukin<@$4b!lVE@x!M7}}GjFqxmcNrvA*C9QaZ_bp4 z7KY}%9_@6+d02OaXP zwbz)_hMgK-5a|8|u>fs<*?)l4fQ2O%?JdfNXYzfnhIf*6gMGy5L$U`!!1@vSL&uxW z3s82z{DDLJBV{fkB)?E5J z=A8sYWptq`TI;v{QwP;R@<|xZpj^C3_ABpyAr(j>r3rog5*BB`+#rnzC0&n$8zEo7 z42e&Bv4OzyT6mYGNRFPFs692C10kg^$d2xRId}^a0kb0x^`l(28%Ard5ox%6`sniV z;Yz6dT!w15?3=G*2JMJMN*KY-p`F}JeM=rscN7^RmdNBB+>j6MrvHX|Zo&2w7C|y# zzQCcr-!SR(%wXqCGO9{zygM9J4|;lA=lZ5!JcGHKp}; z6&+=EgJIPK(J?;DZd`_B!08y;r^O7fCaQ#-s3$XYYmk!v{St65-BiQ`=xwU&gJi&% z01oYudczA>Yo9rbM5WXHyPCQmgQq{|pieR{vk!vPw^&%Bz6sherkus^7Lnn~Z=c`o zN(49e>_=^@DJ>hpyB`?nX44*B^$FNv^)0uV%y9RT1U}CiI8YzG0g?4>-V=YGwIT~? zOb@hOTDc+MK{u<9aA|Sl2;1w)gC*g zG5%38K5HUV&!4|J;I7=YOmOW@5UPDH9yK?HWWXRRhxRWYt+K^7;bwWQ#Qd$Sxo(1! zniOP9@rY!#H$OE7!mJp{%A|cRP)n^X=&v6|q%A!TSu(je0D|3_2(t!9{{W}aF*Q(c zf>zlm?=p%lCjzV2q~l?Z!yEqm99?2i3w{pFy= z(ooN&1XZBsEr&pU5;G+F^&9`f_qT~IWb;k0?pgoEBjX@v_<(4!>wiCA3ONIYx>>Y) z(IsDcC(o7DufO$4P!5SL7dc_--94+re442%#CEO66IR^5E zOURTm&Z*Z!YQRKb(jFCSs?wiWdAOBK4ae&jne1`^N5x8z409FUOdOI7YzF1rpr_N- z+ul|~B38Z0sv3^z;MSFa;nf{>cOF5egq1!jT*|j(m1DV`TU%a`GN|Q0n3O94p^Ou# z0{z(cDGO2qUV+l~XvxSW(HyIO5-9a2&3n)g4+7S=2xdH9y-fp>0fQOTqf(C2ro~3N zM@cm}?+Z+DO#<1B=P1Dm=AT|OC<9qVW093MsT4hxaU`I(juheOeU z`1h3#ia^$&c>ShAdHgf_5#QpUq6AU~yX&Jo72?4&H&EU|Ax zyG6w@k+Hp=#BbKidgnmg-UpN&Y^OG@hGf8Oi9>stQgrv$zUQZhlhx0bCBA~pLn9y= z#v{ynMeXTKC`n_Hl~4OCZq*+7lpW_;H__SSv3+DSER9ow+r*;9xoRzS`Wdz9xfs0I>dU{p8l zxxJkB1xr18tI6CjTIOxo9#^mi^+G9naos#{(F7J(8MLRZQaX97UZ=JZ#gF*5u*QH3 zx1mvDZv^&A)<+}^YT^GPB_8dLx?pp9Va!1hHe-8Z(Gs8C!=Ut*iJZaMWS7;DoPqkG zH^~O&u{_>4QVrgRyeAc0fSh3gnmvpew}=I)0V|{VEXqtk&i8|x6a+Pd2wpPX(`=_Y zfs?pmh@bRNy{QYS0pllGT*{zZxZ|evogE^ZV}@7!ktv=E0ahiH8WPjSf`=Qiu*#>s zc10kw@$J*lc2W%n>Z_H)CPS8#ibS}+;5hhq4=a6Gv~Sg!cJ?ZCnTQbGG08u!M63hn z8f*~eE`FQ-b2~a2lrYTAqMhA5jwlJ`?sXD4NwaNI@8qo`AYSY+qV|@^@sft*&^#vP z>P^`GsLP}wge)88T3pn1X`cv@^-R=^ZlC!;26AXDLvv}DK9Y&t_wQc)=)^~4#Gjch zF3?Sbyx|>+NqW;Q=RzW2F^T$=k8i}f4KF{FBLQALmkiSHbVI9r4UrbgR-8$KM8LGb zqrK}RSjO>bL%Xvd0V5J+E_JVXhVX|4*E zp42nlg@)I_M#C)x^q%bE8$;g@F@I*LP;QodEW8mI|3lX4F(G&=l*a*-&y-AfHqsd_LjU(?rDL0dBMur*gkVw* zLaT*Kvrj`JU}%*`8)WG9D?0C7pG=ag@ovAzF}tADuoZ!f9b+_iKxh?nX$EbUp2zKt zyx03xq=2q{UF{MJo?$(NMxh;2n3EwHFvQKF&FcB?N%rYJP)n-8-G0NUM+M-Fk^#c2 zej_%5SCw$QO8eN}$1%A)gd)tkyVBEV2L2!DnH4| zJaDS~K1;>&kqYG>3{woPD+C&v72zfGp|asF%5d@Nv8+LlCJP_TlxUCl1p5Z>o+K^8 zh#h$+o6HY^P{vZE1^L#1v_T2T!Uxj=hqfX4IJ9p_wR=Z8gV%yw@2yb~6>|xN)vR?F zwn2u3g;fsibyh-y2e-oyXJ!)3Pe1)D3FGp?6#WI^)k_g!BOx_lc$G!_|KZ2Tz09wF zlG*K5&Gk@YZ%HV-RiM;xv+eR!NCYf3sL-A{%n>N~^E-N52{q);yx3w;1ofabkrteq z3cn3n66wyE7MPSFMsz&SwQ|}OGP!LRA2n)GJ4n(SqN?HXRTpsb6RR3nwEt%4#m{Pf z9`Tgi$>p5bVQBFD02Ea}AiOH4X(}_Q1~MjLP>)G_5L&odX(6LuWDQY7WN3X+0jP&l zNDuDy+TgYfOb=|@)tmga3;Tnk$O|mufs2}*f|S6|hi_5C$Jl(`ZpfpthK~x1G7r#H zW$YTZhrA~1e%P}(By8Mv)=D&)}9Q6GJQT6qa10tPbpT*`rU zTlf;q11&yhH*k;_n;w>F$n`1d?sZ! zCdcVx`5obdAmZPi^AFtwk52IKVI89B!@Qmc4az_|0~V8LV~iZRr;kglb4aM??Y35l zF9$k93kpdSV?TobOR$i{q3sM+XY(UW^F+?o%}viWkaivgHE``v{h5(t?g4oNRy1%_ zD6e0Yug){#Mu_wpPM@qCebf=E-NKL>=5tg27_=nP8!$Cc&u&7+j$Oj)cVt|34NGqp z#(+OSFQW`yeRI6ukoZ*<+GEg?i%ieERyPqFq1{iHE0kGI2bS!=Mq0S`%j4J~X+eed zlvqy7G3&AxDYA7qJ1jc-ktsNQJ0I1bo1Y3CAQ`aKz@gnP5%$-0sje=rB;x9$bs-6v za$xZ`kQ=7&`Sk(h(0Fd3jaT*V-3^?#SfpPfH`Ok{y%HL+szV?{d*=3OkO){zV$$9n z<6&icoj0qGXuNrO-_%icI1goLc@$QeLDl1jBm#?e|FbH`E-NXblRSeX(>s$pZZ4#S zP~^}JsSfWT5wNhT!lc|gOfiVGUB4!WETR9BmH9G%CG=g)3QevWrT%jbimF%%O?^qd z>FNFm>ll&y(DOMu(VECpkrM1~6=gyZ2~z??nR3m*>ozWa zutJH9s?L31Vjgk858b5*=^33pS~Mub|3`Y1MTmZ@u3uGMOs3~Vr)q{{KX{mHAgEUF zk5__x0Sl_sXT*3{radh25gD*5y7JcYh$n=S2EH_;8`*>PGlsYMe9C<{<&fSRGpoA@ zgpnL_FH<8U7GlJvqe(p>*JTo<1#D7}O?!iExG8_r^DdD-y8FCsZDV#rT3Crv+rl-s zwh#IOiB+-sna83$03E#8Dy!n{Bhnev@;Tuj^1xq*n~@qukJ+m?BsEY+dWJ6J&mYkw zZ)bW%Rc-FGngekF1I1_OKC!q#HT>U@M7z&W#m)cRVbn?%pPE;u_+^HJ6+ za7YaEXX+m(KRV5?afuU|L!VY07+Tl{@nK>JZa?E60%=JMZmXzJMi|Q0<9CKTS7Z_- z{bcE+H;eqijnI0C9i0)~)4wek=2qu};{~8H7 zGzOFSw3i!%OREGsavF*GB(MCMn=SiCLvi&K!bx}4{s9v-rUn-6=4X{eqnX;5c5(uG zbNVptD`t>4$f5*2NAkwo!I(s*2F#)Pw4t8f^svqY?;nxHr)y(e#}g}6sO|O@%@5B? zzu*E{5|*K=Q5wHx+rv1N1c|&1BNAW$< zp&cjHMR(dkWsfWZ84`^XPD7T2iNK+~m7BNNJUgP&m@FEe`0wg&^PUA+lJ@`yF#ok9 zWJ#C|d=BN@An4z|rv2NwAcBf{Id$TssY;L<3XwxglvVu+sR0YC)E8Mrw^tl5i?k%w z;GF5w8QTv!^hP9ulIoIx!3vrLN|+3^S$ZK)XV$7!%_I}kqy0ug>7SMVy=1=?!6ci9 z(e;CNL<)dKRodfK%8PeL9@Y?7bx(_8a={k*Z)oCE)}7rp zXh&pr#>N0xwAJuYSe5UxsfzFf@e{-H*Q(n<0K*<(q;H(VVvrhejKrhd`1F00up&CB zfrNQGdlxM_upU%{H7Xf$Wf|b|Tg(}_v`_h3c?DV@FcMkmHsf-oc}^BIA*PI`C3lBL z?SU)_o0eqK&TKhz<7e0TrjWd>0pS6=|PsHGg%${GKpCdm$pM|g*r3V&#NFU zN!zmh4bKE(x8EQw^jwlXIwUPnKefj*6js|G|4t%Rx#9NO@qwjeUL@+@g%< zX4;Hi)ersw`F4@}F$qET)*6oBAFJiak}ki^Jv5}4#GoyMq&|CRV@ExSwzKM@B&D3i zq1_U)sCWDAvGfv11`J{_Xn&ggIA140XfCoJ<9*)w!_o`EZD=*?h~n0_4WW!ycC37_?>ZZI9nrr(Z}Whb338ruF@Rl0yM4r}wo()#nmaK#x1N zo(+kB70^7|%aaWIB0nun7diZKTA};F>_VuCZiA>81DoenkV9i4Fljr3va9Q>hK|#u zC8=K-6<3uAI`l$hNfRdg2KKBlOH!fDt&V)(rj(Q+B-?K1=Fc4esuRK)Jd~rqzITX+ zED1w<4BCHV^g4HHDD4y(5!3!QQ-yOGDt$swOp@%ko)3wDrDzq}H{MbfCmaZ=xIkJ` z-*$^UyFX{Y`?@V<>XwwuZ7B~%{A&_mVDfh3bk7(_1k4$@wCAhznzfr^qD00qI*$3T zU|pRxeNXi!$jcH zF5bd-&vpKxEkbbb3cK8}_bQ0FHzPH4%&(pTg;i|4ibs2|frnOHQvZvVAc9&wQ=F6L zkTf0|TUA3mfFRz&9FhUUNgUcdK$TwUc)LR)zgOqfDm~r58%z!U2yA~IBR`10M- z#nT{0#Gw7Z zN3Y2$Oxs%IglVNtBeyRMY@~lfDVn`M61?MsrDzUqf;HHs`_&fnR1$LU-qLT=qyGoQ z1hgWs7izz{W6&MQW&=j;(GIM^S7YPK&b}mzH@6~_Ag3yboJ<*L9gcULFem{@b7S7X zpuIxbRMj+Q-IGdkZuJtQ`XBvPsA{-^s)o7tzk{?G29#K|2cVUUs`{F$Qb~s%7G!p} zc{fPMlp<#+U-rvEC@5jhz-3dOnbbRyTUvg6A^CCgi}rSxef4vp8LRimlq~uJWQS%- zw5dHG?+uMU;^ZQ(y``}w=9y)XDIGuzYri712Fc>KOr=_peJi7RTLTxF2+#(T2cbTy!9GEuKDrYB zDt-!37uR^Zq2i!Fke8J)f1v#JQ@Ehs?#GcbGOk)CJ`Edb3O24DpcHKwtn>5kBpF!o z6iquSN$!5$V#yVe!FZSM92*|w4PViyTa=8Xa8L=P2pE;Yr2VI1V|-*=qvw}OqHYjx zeCX|w4x)_DNDcal2kt{b2~z`;P5I}fskFcF-SIZEjoW&@J87!`qGN1O=j!fxjp>jY zFp$A!Q1%9abgW~qtskj|7UNX2b#35hZZ^u%HJq(K+qfi9!gDm`^ft1wqTM>bo0!(q ztdZ7yu*4nG!Z?%~LN2I0gS3F91{E%45wv`HMxMzcgWPskn%D1)9sw26>Bt%W8n-le zXwJZ*yntA~XzFa4)^gGr&Stt?c58qN&}bBs4u^*-z zv$d6-P`|_$iSXXyUell@k-mV5z@W?m=*?q&nxRW>Q1()>d@r$N3m8?WBdB*LhFbI%vh7BuE98 zh#fv&)N=|-&lu37{w>49@|$`>;dfGmP7D9YUCB^TRYmR3l9=f#kO)}$%%;82&38dl zw_9}u>CG>9=BxHdKq8Dl(+vD9pP$`N(vEPPM>#F#UB+McKd+o;FXVY(_}6JdtXt`SoAa@Eim%s-2fQ zL2AGN27@{)ssBQ{-K~OjhPFdVr9B)dG5mox(nYG(PKQLm)Ifa|cMe1MTS4jHl?1W+ z!*j|og9}jUnSr!0r_8Tl(4WbI0n-A9M;WR%5^bdy3&w_&nN zqaZb45Q)L1e1a&&p!0x5qdS@0gbClr-&Kdo=YfJ@wfF9y_w~r+h7}C7|E_wRbIhidxA9lm4eQ)?RJ|3HqA@|2~&2cmt^cOKwcsOEM+DJk(w& zAt0_Ot?1c$Dss6z^n>^{5+T(fSbRt#uxL*k3Iu|eJ6E-lQFWYChm!5Dr-0lxaI<7( z=Ix(Ym5i!5N>Zk5Nm|!SK6LLDsXH^jyy66qSlkR=f4wsi=VfcQ>N9Ppvi^ z0R<(j_+-;w87t^atn$i#LaJffL*7eUBk;caIyA~4y}RoXBm+k2sn9khLw++W^L7bY zK)1>j^$0eCqk6K4mi(5Q1di%qGH_`(tTskF9VxbtB=wM$)lhZyJ6M1Ifn>P;^-cp6 zSuq(nw3CB}>%zY0+3jT0?aI#P{+&}Hy!rsupTQFU7(yaoQHjl<-1^-3-CMQxHMvbZ zIeDwPQhGczxOxpiZVvWgf#+`@I-ge{+^}qcI-d@F=flvGAWQnrYLT7~* z;)9QS=aCq^xcTG>RzB=K)mKF^}|Kx$Zk_~D!XOnm~0fTd^^+H8!TPF6`! zaWh#r{PXN&Z|%u(z8Euoy~w_pb?5Y-jkyH*^CJY5 zI$lPdg`5G?0+aT?NnVa>$hS-{vTV53xogq50&p??KS&KT(ytHg2oe3^q>3?FIf7mi zD5V~ho2OX-w$TqFZ@6lE1f0Fa^gw;bM6|Pg-_=Ea0mMZvkCvD|VcDP12=soG8~!Tt z2!z}L3rc+2>8(jM_p|G!79uEl?b(p@UG**mlnx>h_K06d8JY;R-QgpzFYRPd9cfDC zdv14DpM~P88RBDXk@Yc0782nj(!xZGX}2H| zumY5+LK&`pG#RxpK&FEjm~; zroI^K1zmqYAcKiy_&Dj}&zmJAAA`%lr@TQaN7ZOaTvHxdyw!NiGwiN|adi{QZ{D7p zuR-|@Yaa4x7ofrvr;_Xp2T~9IaYsrnyx0!eQa7sJ_IQRZh1>zF-Z;vXkCtq#58DzR z?Bs}_U%fpyxpczbMUW}!qsk{i?MvaH2qaUF5v;WT)Q4~0eq)wXB^g$qN*pU3-2n9( zHX&!=-HieNeqzqRrMxJ%nh0Wp6*0L2AGpnn9aT@{L}R?UO6APfUBR?B$TR&~VQ$ zNDYxSvn>WiAfqa#2HFznUD~gsB;QRM(nHrT*{c;GUl>>l5dTYL<)8$lJ7Y><((Zre z2%o-bu@Lz~EIqSSB0~!Dg1rQjNPnTcu;e#aa4rU;R{69iGI+to zH>V!%A`ym4_KGWVzeDZMsc0@{%BB?>kRf5dz-LmP`TQSk*Zr4+`u-2jQC4QM_lPu} z(K9H04u{Ang-Vl9q@kpxIyg3ojG|$OQfX-@GnFQ3X=?Ai=lAx*<8|))IoJ2qFZZ8t zy{`4X-q+$yGU{r3By{XEX6eL)l@d@uszXTizV|t2C@)}0Ri5@tiPpgdAw%y|{fN9)`)L+(+-uYEXy`6Z(lJzUGbIE)Q@Q;5+I;uiLZoy+8|OV!*H}pZ1-S>K8va z22aTkfeBrGtlU9=sA6bB&LDa(>@%bW+!<(3eMW|b?)=dcK$g!3C6o+;_fCfDwgZS- z)o12yh17sKgFNk#43kK!v>yk`$PueO*0nc}tcDowlL#bndB>6=5ipR%raeBKSP&Le z9^OUfXX#yk&QduECAa&ia4VU)tV&=>WJtoCf%ft(ugk@FbNWrvknD;i>U4_1sQL-z z=idVJHwZ)^{TZvlo>|t9C;kjblC9Ym+7`CKMiSDJQU=*oD6fUQJeo`V1$~@a^5JDW@SdU?Q-YlnZD{ z$Jd8i`uj*=PJoD_&a239P+(f(!?TvKVH#S_}gP(848>Q_GqWON`2 zMh4G60T~h|0fTm2oy1Q`J<-=sCg_vKQd5fbL5{u)m7nJgE58Y}K;{N4CQ%0&q7LsO zV($t4c3T>F-QZ&-G;g>bO(!+PMS^dLu?m_+d%&tY%x~$#bL0lGSoY2@EFJLi%4{S; zhe_2JNDG(<3=ZXxG->=%ALcHh3(BISx-M)x3*n?nBtmD#Sdf;)MBva~f)1XTwe7_F zL4wCf2v@X751a=6Uj6yas%9Q%0;C2ks&Z(zO1jhi6c;CxdseQ+mlxfhsS6?Q7z9^y z+!tPkM8I$ogSHy9ax{bYxeHx&*Lk1nzCjNX;S+*-iyoW?hm$Z7cpS>hF&U0JJo$ZJ z$*^jl=e19>3d#&@gpzFZG)Dc5YB}?>lhM ztepf(c{_tTN@XB#Sb(a}iSa4-AWOmmE1yT1>D-kztiGJQj#gh!9FZ|n3ias-d|{Eqyg z!;}f$AIAMbp7K;lxA)6|eX&A6eCDNXm6{&|bq_gc2Kq72VKrn+SSMYc_9I^tJ?qxm zcbz0w(p8O7ynRJjY1YmK|3J2cVI>ajZo~P=vbL75#iR@ovApW;TNS9Q7#Ojx z@!mS0h;{mk|2i_U9i@k;<+fZXwqoglL%ZRSJHWKpf0{=+#Mpfol^q{ISvnA9>92Df zl^|Qf@E(iytA9iAVdiyH>Pu>DRkgeTm%+E%hQR^Gp$l>3)u;lwPzfH-KCklYvQn+iKE`&(fCF zWbv>(={t;JOcC)A z6FZi&+{g`PW3>nR`(F=^8sX7=P;$loEmoBtjgi}&dcKe$NoKGmczo1vQ19&|qF9%l zOZ>GiMv8zzR@&1s!IhgQ#k~=t0&Xl{Jv)0o*!5{czR>V{_YWu{;dM0acZY^YV!9n} z{vbhyx%jCru{#i8HA2%d_vhc=35kGVZZ_?q!xG&A_6`+t;Y}=|^U(Z#k06|+j&j?B zPbt4H(~%eh%L^RpHK;m2D9Pk|8&UgI&2ZSxP6ct297+rky^NcX8nDE`rTxW6EBiR_ zf4hVZG^l3k#TX<)mh=^+XJyr+vjidO|5XE%cJnQAuqXSaUoyG=nfSeH@1Yto2x2rM z$i3{qR~twT802PiDd*?z{QOt8Q}anv(w4Zxe9woxAqrWNGH=>Uff~rLicL<^zPjph z(?Rt^eMu(a4DNG38uRr)YL9^c_n7)CT>=rv-!YgoP^L0GUWA>lNEjeI|8Z(Yd%ke3<(FSv}Y#I531*6x73kqlY2&s z)J-cwVJhnT*r?NE?Z1z;@Ay~EGYiQu+M^8o_kjf@4xci$Y8So6EVVe9|9c4pDuzqQoO|Gw70nc$Jc;&v`B`(qnqM+*?G+7$of9V7x4 zRhhK6-Acx;@p)!Rir~86&nx}0CNw^*fl}La-L2r65)5GQ`?1EnouwK_pe50~jh_jq!* zLxxn1incoECVwcmVYM@h_NZQDWM%2MAqkQf&bT(&r?%}k2qaY^F03gt*ceg+7F78h z%C|lx^A~lVTTIr@VhJL1&#hesL5v&}RpnRb5AP%Zi#FPhjMr`XGpveqhNUB7$~&T= zsM>|Hv+*6L6_6J2#2`l*=*dNibNQcY2@%9z?AnkyRvPl>T7*>}2bLd&8lPCtkWJf= zax2B#O;Y{H%5%}ao4KqW-}#c|ho#EJR+b-0#_vzuIBxfkE4pg2z5} zwpMN<^x%5YKPIsK5HyKif)e!VJA1%IXe>ce=vwK=q`um}*pN3|LkZeLDWgqbNF-LpN(S2RZ`Hg^Ljze| zc|?AeZ~flq`5BVn9paIeuQ(?zkbuOh7{p-HzA$Nbcc9N!T6n&Sll@1XHPkR1i$oX^ z69IZN1~K^5XOo6BHtlInB0CK4-bob<=tCm>Pgh;NG!8Tz+zY|HEEG`{ zrJPp_Bp^KjkEpbpZJQ2Vn9!n2Zk3#~uX24OBLykpe`pF_yERG*5&@&;xwNNY3}2@x zDDueN9;sGVnzzX{3hx%D6 zAyH6zzyK?Q`n;#1(X0CXjkpYHa~4_$=7zJO^GVMUCAM{U;9E!y7-HqIDfd3@KG=W% z+VF`K;jGHI7rPa~H$^YxvG0{-*(~WkN%y0UGH=r?QlEI*SweCGAc2&Vzi zk|GeRr}2HB38V&01`h24F8Aoe*wTkW`{=8q^c{E2g$Uw5QP1kJdHz@^CSf_6MOzKL zgz1x?*a`KlBu>3b8;Av0#afUWE-{}gLtF-?1}^Q?;5Otf9wtfPjC)T5J_LN;1WmZ5 zB7au6yLbkq1=V3x$AeSKK% zZW|-!oKXFCGbQe#JNTqQ9Eq?(Z0aBc_HYrHlm`uSBbwTxVhzY)NuIsK$pze>jOBk1 z(tk!3+`%l7fnnJa^)EzrHsvqd0)-v~v^#}v(RL7pnuiNe54Z07AQQ4B9A(hHa446* z$k}dLF`3^k&wc&XwI9lF?I^!R@BI7MJOc@ou%N`IOiwmX3oUkBBXl;FtvLIO_EAUz z2h=T@Zut>B7=saG4BFQjEN@kouX)`_^cuvRr{418av^R{0~J2I%;sH!>w&OT3-C@+*+rod*h(&_716G zb63`NNCsRDv?nG#s$1im%3hK(bkBGdr(grlt;(UoN96clxdKxnLlRc_(EhOZl-K<> z=TNM^PJoAdED@vh zB5BXYEa>W1tsb`R^3kxwNI##-8a{`f`_Ta{{yx@FQNoJW`$UbASC_2El?Jp@|0Mx zxn*zH5+Or+y6f!3=y6bXvqmu~taHa)$dIs@#H8)d-68e2yI#B@hqyOw(2UdWn-Agb zSmX@teP{1OhJ-r5H45?uEF>{$-#6@@R~MsVB6KZg%i>z+GiKldaVVOxYMkhK0t!l450t^8 z%+njDgxJ{x{k*C2?;&WhZNALu4dBXT8zPjZn=Ek>h(JO;tni^dCT19Q%d4ExLX>W< zcFF?}&BsAduL(68{+@Sa`>+g&!KV$A3LN)U*f)?4T^X7!ec&rN(h!TB;aUGHX@M5V z?1ni5mv-S}XIkMV{k*I6e+wOT7AmVPG#_LG18_o~}eWJlp6pMY2O zu>34fdqYXG^W|=_Y0gLSo9^rDzTf&B4l;T_mv23Wc7lK1FrdfhQ)Y*Gv*ltg?y4u1 z5Ey<^ULE{U?}`w{)rSq>lLoAA<1r{_w%oO4Bi~#tX(NgrPYbae>FZ#2?m=wQ)qaU) zK|~^hDu$AHv=0tdZ);2Qa_S}3V06-S_0lwmmVExxo!|6{K_LluXWCVdTv1zyXW7?G zLJi6K+wLqn4wei*2hqbXCEXXOflLfINTQ6l6T>%mG)J~z6$46bH_vCyT$ckCZgUZd z!Ennq6-YoD5{8j@Ov<^fc~$PJ$!0x-2+D^a9V(jZ2vt3gQSF&>dBYP(1S}-6Xg^Zk zWOHEklMs^96BC=MmpVoV(t;n-!nq)kK*$%cki?+PN_Ie?yRjtS`t)?m=pJc)D5=;%0XP_l5dP0MQpM8us3N$;n3>pyQ zBNAilyL@o02ZO47+V=o*J8Zo}-ku|&>T}iYtQ)^Wzb54olN6WR+Yh-jmKJ!ln}*$S zd#d(zw321pVDy?-z6RhV!$E{q_o__;PfKE0l}md~Os?<230adbWYM$K*k``!9&je+ z&d>8(=h(539xz|v$x}vpmOk~}<%e5Hq*vUzc1?FM*sq#^Vv?(`$n;^2V=!pniaGD; ztq|It=}y3;DCJ`}Mo#mc2W@^bkRnRo>>l3Ssyyx4+u+`M^UnR9q%pnXt^7EO1HsiU zq=!4d>C_0~DhZUZ+`yx~6QIRB!_`Tz$s_o%UH+Ves1}IE&_ig|CAet{%Hn ztKEY^#}0mbO-5Gp28F@PHY=dLhTX`L437R00I30UY3dJrv>v8>E;&MOuPR$b?ao`O z384&Yl%YqD-aS#^(PYtpi9q{1fat2L0sZZ5q#;R_1r@D60uR$~L@g`#h?NqMDPd&; zleQ@Z%asKU4Kx#gRqSfbiZ}WN;AX};H0aiMS@w;c;pkaBnItQ#3eS-#$TCbt3%~`yc)ewX7tO8pep3HVF)gObwVb@Hmt?vE07nFG}U( z$+&u$|3dq7DpY`aATq|Fz|IcxXPk_oeMro1$D2RxDmzFK2Is8Z|HXO~)W7}t;r*g0 zCjgQG^JhNogE4lK!=y`e5=m29)iBXqKNZ|8u|ab&)#p?|E(4Q+M|-wM(%!!5&el(t z2(-5+#;M3O0jl4=psw3||1*Y=8n8Axb#GAf>HGf0A&bO%wu;PS&gS6F+gKEpRE)Fd zLo#4di9vgCHFsLHPIciwq&sxB9+Y6GfpalmQF^=8|H%=O0W&2Q?e?eE0@j+f;XNeI zs9T!p9IFEsaOaUNHR#{?wP-~~R?L>TwAo3^xZ-qnkIiG)5R0|qqsv`_cu-puIu)Si+_ zgr)R@QkyIs!Cx6Es0EtB+yI{L!FVMO?bVEu+Zje-#~qL3%{Qaiuhyxf=0OFVI;ue* z$le9N5Mebai}rkvR=%cU!+D`H+BTw6^tL@zMw=m^vGBdzuY)C|M`J)ko_2zpG%ch0 zTQjMJ^~E(UHHm6a{Wb%!d!fIN>VW#tSaRUf-eBcjZ{0jl=86{%Ui?Su%cPz{eP|U_ zy=59Nxd^#423VQ2k<$5nQ>p{vx(TX2VPJ)=%()`)+Q%Z~3;Q>oYJ@;H<_iqk2Z+@U zl+|63aU$G#JwLkHY{Ptr%UFigV5PrYby#YkPVGe=Z*ueS?jSQm@8-;dtB!+!)f36^ z-qY^ruw-D)F!)iF30s^7+=`t8k~b>QM5<_=uiYYirPA)Bll z-jg!?qvO3!)*Nj697cshocUEg&6X-m(ujGb>Ug;GN+G9~XN zrVEB;N?h6utDM)|BLBE@0+%XXO5vlmZYuGmiEyCY^TSgvf=rLj&G1dV`T%I_IqvltKk^l!>P;SbLqNJp1SA7y zN?du$18?2gZqa)m=aN9FZg#er_Ob~OVD(1sz-mcfJ}h@&(Vm1B?TlR1URp=yhNUA` z47s~Nxgih14BPA5u0SH-FoU*78)`)-Kj4yqRjlWPQf$&@h>eLwTKIas>(`_eNo8P` zMExeW==g!AAfZFb%4t;}Q)O+Sw$BB`iKY8*1E;w$PE4Nqak?)Bcl_na6&bO-@DX`2 z%b*oj1w;}1ei$b(pIq_qxgN^@OX$Y_IiHC^9}h!3z|XRwF5&b1Vb#!FHsy6_9&2;P z;rr=ihE^^xs5yTc*z?IjnW4HtiVKw<(O$a0cMr1H(&x*Mv+NfWvuqQ+?%4>X3xiviUt+NO>hhzp0tu2#<;bpB=o`LiyfxGyzIfPVrpn8f5! z9!SrKO0<3Zrj?|)OGKO|`q@Bun~!*m-^y#jw_G@nLHls5q`!h)nCB;dxHCA8muXg$0!yPQc*;JPxk51vh%3+1*p)JD%7XSoQ1s#qJH zM>{b@7KHm|)mCN_Ed7)b(bJLriwBdE6fnP;$6}xYez3L4^VlNQcHuiMAFzDqmM#k9<$o&oX|4?aQ7+ zGsKG!1@J0lCZv za|nEGn$=52)mf@RovS0KL%SL2$f55)9~^`n8jGsbxfn~wJ2&Kx=8={(r?|qeE&!Z3 z+=xucSiM#gk^wU%27~fA!z53e;CM@+#fEqV0|_e&a9l4DVeV6|e{qI~xoIC#_PEuS za5!CPxt_DdK2US-&v()P&Bjbci$2>1tKUP4z{)p1i?Sj%Iq$jOdrauj+bs7`AAJR| zg?j}tduOkG`%Ms+$Q+F^dtAz0XgPMPR7`d!!4NB()_6`2y`(8Qg`diM5)Rcq=a4rP zi>~?Q4P;!!yn*(wgGn#f6xiMqx)B(vdC7LWBv?iN^K;osBeZK+TA;pPBHFhjrs=rQ zTEO@y(`AR*Pz(1rWJp~q^0Oglz<6%zLsq%s4ku)Wu9J{8_sG>4Sv_#8`!ON{OlJj6 zhh)GYD~I;6#$3H{l_!UPkj`Lz{Il2H(D9H%??LROnZ@{INCvEQkf#kZM58TL_b3aE zekM77ZgSoU*3s*bJBX(y>OnGKK}nwW4P3*>74A6-b!5*(oaL=Kqz?|Hry+?#_!hA$2(f0P0xmY=?;nsQVJVtTdyDmH@1qVYqpCInv06AypKE*sWV)-+N2Sw= zH-0_yA@dui2HInjB@(tyY2Gbl-SEx!?yY!FC_|^99%!FIp&O(HEH}v0Ufj!VGb!w^ z>GGW`x!*#nTy$l5ieaMR(MrQZ?Y%#`!J}Ny5!lnt|Hnum1E~cpuF{@RlIv@n-&-TZ z)jRI?(s|G~7fKBwsC-+0{k4Zc1hVqMfD(`PJb;~A&(WYQ$(e*RTw2`Vn&JswgziUR z?|t@ja7PA{fkpf9N{Q@om+o$%9hn!5tJ8R@Q1#}3!fLeky4S-Bt85k@IgRa0Ac{2!`E!!C z?eMM;F=*3byb}i^{7V~2E$lJ3PiRyGM{s|hguZ4d8U{HuhB3Ibok8ov(C5zldOza9 zSi$rc_9sdgKpW8=C^rl`E{=vw3Cj%}>a8n_$MQ8!A4$x;<-p@N{#B4Sh#_xiT~kvB zsR3(UQU8_hVQ0L^pv0dvC9!&gO08y)t#3s#ytc`m1E~S`XdY#PwLAM;*oW;x*Trw- zJ>C-+0-=nTs1+St(lKdRYM@SKhz30CwzCx)JG`89_f6P*a7@V><%Xd>{=c{kGDTxp zk4@X7OL!|oHk$}Bd$#M^4CWVr7kpkJJv=C~b{?J{Xt&etDz9o+guniuqjrA!ASt*AS^>6>Qr8$$$|73^wI6dz+3sNZD9_C(E}gqm}6^Q^1+G z^@xy>Oj6Z=WWWjsdD_1xN`m(4S=!c;GMuz>_tCury0i%@qxZ`iNkKATWi*3!^>bdr zAzbqwd05Q#s_82w_gXNt%A<1`)2jl0eE}syE7n5fP#*zZmc1j*REW*UTT)mye-5;v z@jEKuUJpuLgQ5~%{LnrICA!b(c2?v7K?Nj4SLmu-SA}{eQmB#ZvS}Nbq%kc}KPy%} z)VQj{T(Q%+loPIZx!Cp*V@5de42U(IX zs(wT-U*JF@U=Gcv{h=$e!m7-$q!5R!e?RcgT54Mi(qe`vCcS)rvS?T_i77|<;)k8h z@vMkXUF2rEm%7Zp%{|~5qC`~u+^>iQkL+Q^k38*%I37ydnw@SAkWeY-%}}z@cyN01 zJIc|eoJ{a*0G6Yve?C-;?2{YleSw>j7k^oi@$2-qu@EzM6~Vo4mlvFdYzc#VY}!3U zkMP6KEZ?<|GNhTe2HQr0#|}pzmtL`?p>9|%El-?1;sckQOkH=E_k% zF`m0Cso`y86InPUbR2zl#1GPf3hKVa2lGUrDId(CQdIqzose2UMLNL$(x*Xr)}%ib{bR$gT>! z&7!@*cYd`?PG=VJ_`r*w#>@#nq6cyTk_hiTSh8%MAhMFCgh5u?M||vd_!c?$3Y~hN zwW>(|m_|MALYuh5IA zXIH0m8OuX0L~&F_?>OGS0a61d0-yGVef0#FFQp;-hjnb2JPEuCCy&X6JM5*-eB5wTPn*7WGADMDShi(q7BJ_p$zJ;8{}%s zdi9Q15i*DkT6_}OUI=c>XdyiuHaMgNxdT@F@M%||llDEGxKft9zVa}S?bLbN3L1H< zK`DB_>0KRx8c27*hyV`dJ4AN&aqAsExRUO$wK8>egS`aAWo$+j=!7Xc`vo3Nq6|z6 zOxiA;5tE>p*Ofp9rMlWH1-c%-VEJZ?!cyL3#Z1VQFtEp`J@nS?RLs|3SKdP`X0u~D)~~jB&bP0F0P8-~^~wJ&H5T#)3@LG`&%8yZ$<`$2kT7HIr}7h(B|mRn z{da=fiS+PchVBtTRQi8inos@x1k<)Qd4(cbg04~+2) ziI9zm?oGCZ;D$P$-)O%NbTd<{ZkQ}|UPr$wp<_sL#eV<6hp0LIrLcJ@Kf-pDE0LaHo zMWafo={o`;hsKH@2K9^klfU~KtMwDj=yS%_@y2JFP)u?}XfI^L4g*L8EWdGS-@&O) zndZ^@jl4+g>a3HkG}#$S(T@?@OT3XC1bG97_NWgNHy1iH`zwUDyT9|kjc@D+37K}( z_W8TYXDuWH#su&gl!vXfpb7AfLri=v7hg*$4!t^9F{3jznfuauV`<4 zC5@CJ>b~{Gb%hXAazLh3zhC=4Bm!niEP2X-RjdA^jCm>f$Rt7K=GVtl2O!MdjxhJ1 z+JRtt!`KWa?E#s@%v)K;ZbB7km$nbzeGxPdeH1xE(LlnLVL5|5?GtH{F4gIo^%5l3 zQy3GolGU{olHqSe?U}1zSA{GIOVKFT5%CZcJC?HC$PH#= zwFmn9Uk{EN;n93ha>f2FR+VZBGS(JPvPqz%dqMV9&tZsR)j&Y$tV9oZV;loYOxll3 zy5B6-Q%@@;3Q#fsH&eel>Oszsf~tnG!RLp!Makq-9*{}AmT@Q8ZjcN~IZe_XoAbaH zs3ihQIsMVoAaB5d5}WdAu3X1;cX9@W&Jpd-nW``E1ul1Iq1519*Dwq61`K6TZ$(!d z+c|wO6gna^e!#b(q6^w^s6&;{@~nn(NDWx!BTu`3n9GulDXUKDSyzd^hh z6UneEW4@O_4J5UP$w0f`a6ZX5EywfckrGFph01CRjYqE^eTkLuGGIL`?FPive?<=c z;QiLs0trYO05c>O?ei;Ym2b2>EE@@q*tPV0Nd6aFC?=gnzTjz{lQ1k1s9y;XbzUMD zwXrsy;Ptp-Gm}2=gAlg|$_$APCWj#ru*^XHOPAUqw{pAKYC;QQulP?KQ$TlCN3L+^ z>v?dF7;^;%?Jbk1H|5`)xLQLbH&;cyG+E7;P=0PkNbg+6)@(=%IMSoN*xmgl;m|C9 z^0xK4^A#>jXK#b5&-;kT_@X*68WI6RNle-isXMfPlfGvmiIRR;AD&p14{6~g@&(oO zJr^JmFkg_Ttp&MgMwjWfOj3krYYu*TWebV02vt3bZzpUQh(M+Vtm>hS^W>sJxoK`) zge!=7o4(o|b`eSoD^N_85_t+fJ;2fe^{bPT27$X)XtfZ7p9vhPF*=Ew0cxUe;Qp5W{xKp4`1EvPP9OZqhl1rhg zx@|&ZlS=2p+jh&r|8OEvSZ&B&`U`K9-hhQw+N*n#aY4?$rk}}@AyvDtvB(#k*ZTvZ zB<40zaL)&GXfEw{I8V1(TsLh0|d*^EZQK0 z7qhBwVqXl|E!pSZuN(8f2fAiw3jRE!V0PxU!@th$&p}EsIsM%fvLj3hEZVuDq<_*o ziHv?Sz3osOuu!@K`SW{}-n?bm(*z=rQ56$`Lz%?jO_s^J3}Rb8Wt12)7#1i&s7 zky@PB91%!BIx`lL__QC^xn1}gwkqTVam{M|sj9}Dl?D*TxQU9Mtz}IMAQ7;lhe>-% z%uVyUy0~vEkrxuAIwr8{E1~Xf4a&}6QeSF7B4F8>Nqcg&I$Y7Y=ep1}E9o;U$Hc`! z)$<3`HFP(rTLg)KbqzVRLn<$^u6U?4mGp(r>txn=6hnCX=X#9g4l-QWaoyV1I>4CI>xigPR`2>+xZujGthF?g$?Natn$|;b; z7=xd1lqkW*k(lapW*yRpV3%1tF^{m{$ z<(M%@4T?*PL4U@wGoN2$D$Fw$lel8${80hePi5%{#1V{$nb>kc{>lipB#w6D0jvyAML6qFkuwDp7#Mkk7@?Qdkk z3%D2&!=_D#HJ_Mov-w~HnVu($%u-?ofeY!Hs9?x{^4J_Ic`$!w)5fZat8JPUT+&EO z8kib$rWGoAmZGTo!S>Xu;YC&2i=P?d!9yM0LcegjDhyu8MS<(+bw~yypUJ;IT$2?8 zmKpf8N8EC6n!O&nSwdRU&{fGj{ky@XjCkbGQv0Gl4$GlA9Lj@9-49&`6BnH%i)Y=k zWl_Z=p_rtI!0MJiqlfw6n)a29k_((QO*4DQs;6hFs;k0gaIZuIjSm0NS_Bf@7~tm7 z9s&@x{^}s3CG>Ew>94jcy1SsV=ORkbGkrIMhpe#d#-=@n9_(>+$J-&HGy97+Ovuz% z1ifKA^5}RCuYHg=U>?n;O~jm^FyvuSO}5-bbX;p+rt3p$NJW;^c5nUbVFgwO?JwQk zcG}0fQX)x*_UTkw-7G&3nqydnHX1aOzFddMVQiy;`uoYJq7`F}y4&0FL56ch=ALyk zzoM}*04hB~XwUHSV(@@0)-0j^SV=PQ&={?|eWipD{okkh?o@}Ww`XXLID5b_AF?G( z4@}zpHqUl-@{>bC|E*$F2gZ6hi$b=v82Llu{O3C%m&PJ1mr0qKbW7c2uX~rA;ZAse z_EzDgu~6OcKV(T}N2h^H8CYcHGbm53O15Uand{y`(8J2}hhjJM+e1<5GNOlNzVehI zOTs`mpZ0}`To<>!y|Ww1sI)B2F}QcZL}=tw5rOW*>+keKQ3(UxEZRq7s=uxB=;{}m z;WnNz*4~++prn?VwL5X{&cw{!iT)!0D&S5dcQAXq?zF%iNJ0k7aJ2Ohyh*deQ;+Z;J&aNxLsoDAj-lsPdIJGXG-j)!Cc zs?{dDrY#O+l$If9_;yRlKp+8GH(<`dp?#T7%W|v!w*4(+-LPC`&HQsRU(zcBU^Qi6|E&5oCuP;Qe( z@klwa6kHR-(ld`X;?{b8yp35FOKKrvn~A>0;4}zgJVQOJ#p6rw3H+HfBuoYtWkU+~ z>?!Yv%Oyp~j>%V*N(1+kN)Rc=m>BOpEK6e1UW4wQd}0s#&mY8$m}`txb{nf4vZQu| zl5Vtp9};MRbOsD>vuV=+n{vNI7&cuY)v&g%sJ+AyTsT~gc=`obXDk<}fwUy7T|zrM z=c=b0d5V+AZ$<8Y8=L060t%{E5uapQ#62aDfYbs;5X;jhh~+fBk2&f!3Ne#jvsg@! zrcXp7q$&k(g~(M*1P<-nx070XWzEurh7I=&S*L&a6PPE7M{{}`CDZmoO2Ax!M|);f z>p<0^=zO6|D<59%@tb=cDm~vL5gO;b0SPfo1U~H(A0;m|qmSyflL6_TeVt##N~qD` zf$XT+^PDB51B zBfGoHzjrA65MQmjuUoB)`=J1pZKlYQ4%vT_hsrk0lIR~rm+*KN(Aq`zZ`&l!#3@@U zfn{46LV8ygciey!fx&GC?UbGRca4IIvS?k2_5KPiRb9z}fYi~j_;B$J^ zuf??6wRPQ=NuM|^?f=%3^wnPl?`k8GgIHRz?0|VKRJti5v^pvA2_JF>EVA-wkLro8 z4lU~~6WW1ZmFsQ2vTiXHS+5{x7|b)thtz;M1D`{A9Uyml{SIqyp~!mERH{972?R6R zQTdtjk+%jC0kb3~?KiBEM!mgSOS{M%o#W*`=gl|>W^|#jYC2^o5wavKtnz5HN!<@^ zDjO9&tB7MUCx$dDnzF&Z+kNB>%JFN$AsMh7&7i$}o1wRuTV*VCuhdj??Vz`Y7<5GW zE(%JvtD3+E*O)1BX{Wc0m_^H`7_<^B{kicm8x$P*kVEf4A}~K>KZMkPi6BqAcUY}- z-`aZL7t$L<;$%aQrGeyXJ%X$gd4B2;+`|GZhxTI0B$XsHu^yp?hWu`kSF2~hw*h}H z;BFg8kB1b2`81nPndO$eW80O}AoOXR!y3F9b_AR`3`bms#4--}G7!rS)Zdt96vs-p zmkWJ5@M^Ny8yE>5u@XTUt{`>!uY=qqn}Nx|p&gedsRv$(iXdk{#SF|U7w3aR#Cwq` zEiy^mJuFjV(JrJDZ$>j4c9f7l?c)--#^4ILclh%}hO_98zlW8jIkd0RWw^8t1z!~+ zm2P|0#|+Mfx>g5JzhuU|PbVQYUuQY^6ZhDpGdryN(^Tm~9CzxI%q zhb(1obbK=aA1a9;KI6DZe>&t07*=A@hOFn;Mtv>u7ivSh&bp+i^a!GrwxVvsZ_f=| z1C^5)C8!ySs^@d+PYJX@CN~W2acG|_<#js0I{2ZEY?!qBZr}8@4^+cgWJz8IvuM@#@ zXqX<@w7;)pm^FFF`t}ie5G!`n^!bzwd9*tcVc=TF@M<46_5YvlTDsaTLWIoarrrl@ z^5C~t{)h{hs3-9da%n8TF?f^*_T*e%C91g%5ZOV@xzXaH>>0?VZ=lZ4$75Z~A)tgs zC3)I2hmr>U8=vd-lOmiety}qS!H&R)b&dDd`9!SKSNzwQ*eoPL*n~m_NC}t(3@+uy zkKMzknhTEi)DTCk;`ivM#pOUsSb{S2%4fSrLNN)$dMp;@%?7RaUCND>cggg|D~lOY zat32k2^zqC6nbwPqz0U;r+v#>G~%+7qihQilUy$-PDn`OKv<89iiWSQ*MlGtFs#R6 zQ&xjVu2RL8$R4urF}u^qu?~PNNd|>ge~a8NkO)|2V9?GCZj&{1Qy-BFCg((Q0yM^R zps|dni05uS`3yWthhaSi?K99Ol_}q3-0XF{YdeF>RuU+xc8PodHOEnjw!OZXsA@0r-F&80I!Vou$_P>m$cb>lK4{9gFs=~pA%KN@S zVf6-5gSXl(aYzI#xiMLkkM~;Mic{-eM}Bw{yJ^w)eQG`A4HhW5txnr>0uljBZafy{ z%?zHy^6*TJUNR=>&EIuk{$?mYx9||1bVctu8#blcr{`)hCC zIB2ruHd4dB@HmhKz|}x|q@lX1!s)hKC&2DgEajGL@3E^x6FcMz(5A|M?{8sF@^>^+Q^vX__4y^*>+Hd zU8r4h&-Cb4$fL2`z@k0itK9 z4oh?k8-1_05zcV#y;)nHsw0#c79xuKo8r3|$dE7!K%POl`m`*HI@C}&Ta}m;`@JyN z=3pBay2W)LCFr~1_tgYiAlX$sLDQb7x8(PPsi+D)gR1#)n_UlLJsDIqJd!j7FW+Er zmCK_%-;h=q>w+4G*cM?nG)vDOxiDeOq_yV4W1H`VfO7- z>$#R7ySfeO!QsH0RLGPtJ@9BB6pM8Kw3aK^L$UxJE27T+83n~8O%#)gSiL0z5&qwp z#HCCE7~ZOSuA4DL#3W^#`VTS@@{j~SuS{APjV}{OK>9OgNG#f)KY6$AGY8CtMwC-{@Tm00Gb$a3Hc+axzuYdVn zwSu&;1!NJw<>nCDJFmVAeb3`M`3mO9sfFL*bNIxJlY(0 zV$XuUXI06hJBV*hJvdGa9(Kz_)mxO4rw^nEjHqYOZh*?=CkME62%S;Nmw%$f;DN)R zXHbgn&bajg@@XtZ^LdmJYofx6TT-t}h!ibW9O!h>LKB)JR!7xaQBA_HyXa(s!>TuV z+IP`BhAcMUO?g6ApmAO~uZ><#gouE1C_R)e&wB!?0rLkoi}G#*FVALa$H}*C#J$Pn zi(;R*BtkvhGUU=mJI;nd-hfqaY}&+L^{VYLTbQ5 zD}(lGz2R>AY4-dwk{0V9P>MTL4tYZm3QBL^MX!QH!1x$GZ5|-9?}zn~YN11i+yAO- zP#iy{;;>Y?*vj%lQsr5r{?)^cMh^WwK)(jEB+Q|Cv>WMmZ|)?p%+tx_aJNhP)!O4D zA&1UGGCVM@nK~>P_|z8=fjI;1>7Ejuj?TmRm&uNaxo!NL-FHVr!)_mt8Wdm8zb_Dh^k-ZR zT-ui8Tp3pTP6+HRvj~4N;m&W63^UOpYhKXCD#)QRq$E$f>mwTd;>}rKp)Jtc)>of| zNJ5OvEM!Sp?d4M-HDC_Sr@b>K>dSd&J|uL_N_UqjM??v%qn{%#AZ1`+86*S71+ZzG zlH4KQirue<$WgIm-OI}-7J^-$1mq5dJ%@Kdri8l#ZBuG4(S0xH@{WW`Ez;I8_1Taq z8KIuZBiAR-AT?l^n?rlg$3vGL!~IWuUvRZS z0%@V_@rXa6u!=Ptc(l`-A;;=YN=Z8*!nvY%DnoT*5MDJ!BYVxRvHg$;7_rBp%_vO@ zjdN60svxQcv8j7ox~@NiL?}cFdTvrNxT=IDXbzL|oRx`n`B+~op{gOYc;&i+E~s`B zL2S%Kn^n&sEnx1}FIwmEy{b;3xo8*803cQWV&q_Csi-O!nMkEYk z&@SE1r>7qpc-ce{#I6UH&AprE1=4zZkuMnTND_gxfcb(vZ9~d!%6Zqfo*Z8l6Y23b z)k%R2$r|~>G>fHR-Gli8i%pq}*%Y}TbFSS0p$4(=c=IYHCGf&QGFnP+&Q;49mKqqe zox$#2aC?VD8d-lH&XgHvH3kB!=TY6GoHOnW1d{Lyns&P+qcpcfTU+Si;ptI6dmAB; zGzUpA>QczBV^*X)V-iq5$$iH*Y^XqJxkPJVqGD1Hh*S?FoL6(#?2I5HksJVq^Vkf^ zc|q-Rk)`uyp=L={qj}1ai{MJS69P#i>rL$hzCfx014*>+WaKUluvnufwD8umfpPq7 zBb1##qP%c(^@ksj7O=d)q&=<|*^=X&=DL}Lsz*%2$KP2Ew%u$|V)$pl#lHkvAT0?? z3>@0y0HS+R@>8C65jamowJC4>Y$J$TO+gg9-j3{<|O%_92Y%{a#26Bm#jkC=ZoHI(|*@&nh8mPuKH>M{E+d zK_a|BS{RWyunZCb(*l$BMtY z8gf_Fu55B9*TuxP5R8jHyz;tQ=Bmx$bs8f1&5;h;!9TI9Y^gDgIBDD;% zq*l~L|8C)(3yFX=-FURuxlQt~#Vq|OM8zaHXpH-79Tby1kO;BM(!rR7i6BoMCEZfA zKi-u?I)luiq0Ygf2~Zb31jVH6bMwJ(xL8c$F)8l^NUja(Y1vyrB0YVFKR!1ff-GqV zO3>3Bd6rO2!kmHnRqhPCFy+dMd{ParNlsf+2EY@C%E+Nbk}c~XZ@^^W(w@~TIpG|$ z_GAwUGUoeQ?O7fQ0q!o%m)*+9TMSW z`tA(^5y%P}a|SN$TU>74c1IZVgozA@f0g2#_z^X^X4wm^28(Sfvbt&@ znREhS)u-3SJr{U08Idro%BJnk88xvUNk)C-%AWDpmJcVu-fb*GNe52_tQBa16ahm? zT-p<#-AW5r^y`(A#iz^m;MsGpfCTq6G}g1gxD9-qiMccNk(kJL(w0oyMzZ?smwN9L z{sIh14M+wL_gEQ$DUsfQHyUUc&{Il-6hDx7TkMU`-FGc{kU!_4)V9cX$|r#Yq$Odg zjY)gY%B{56j2~bK`LU2C zVKIqAeGJ{Gh@-T%mxM{ZnwM6Gvmp_FpxZ++SNzRzJP@!Htn|IrtDo>VOBL{SY54QzzUfM4siFPilJxUXai`8 z81rW~Z9_WWyEe!qv)GS(Amdxj3cC68WT5{Gw>3}Q{9d?ePW;!h+Zd#XC*n8k1*Sv> zB}@_Wv@^7aO;ESajao9U2BbJjdA@+W;U;2}YSdwN7-M3XT*^F#R@cDTx*uoB^cGOL z{Ao@&#KhF0u=?aso)M%4EUfZq7e01N@7w)vsZi;r^M1o}hX;@rmY~v2QY=Xh5&;XV zTsG~KZXO;>UX}_?Kac(VXXlPr5IZ~_8Pdt?cY~myglU1#q0GcomzvbtxpxyxOhQc1 zt0KkoV9jtG;iL(&KKmgxV5xyko8iv=n6O;Dh&<_b&bQWKblr9+HylEoUjOTX|3M;P zBmjr@Nw@RbrYEG+NGirvo?qXuISO(Hd87sXysM3nC1F}%(tf{$1}4WZI(iV20pl?ka+F6(ayzRd8WrNJ2%t1&d4odqR&Z2L9mx=R#p}|r zWMIweR>BT)l`0rC^&Su>uiDxQbytK8G^a<8@x#k$9w(bce%Y zS8VlDL27b8svG7uADJ$w8%Q-^bpwO4H>jD4>sz!4wcQ>hcFf&<1d#();o?>z;;mug zt+gZmr3XEf98zR_&IytODFc=qXs^0uNVGL>xok%ai5Z=YN*XBK3sI9#QEuQV?el~z z3Cj%}+H6esnir{`4GYQKaOKKpjp;AI3Um`H-Y)em2bZj{;*CRlVv?ucbld7=9Z9ba z$@*Q`y%HkD+>s$kyXhT))PNZhgGV_imBeTbHvLmasv+Ms(mTHfe5P~?#ntUQq1XMU&M|!AE(X14RKn5i&ztMgzHt7dftw3GqgXy*Px*}p> z5MXUXE!^ufTfuolEGRK)|0HfMzWeo2ozQ;IV0*Z|qb^kX%-Y0P^&S0pGUU)$OyaXB zJ40mH%Uun%5u`KB=z6R&LlJMihX2=}+0>c(Tq9}QvO!V?zbW15(iT+v6e1$vvrq6{NDY`j^J$+1 z2+nh64V)IbL9B5~B2X;?+(ti!!fNE^&A%Q(kueDad$cJfIRmC<|FchIdec?j(9tvl z%FyFczhu*9mN#TbSaxI4hTM@YJ1vdZeh?C2^_a2Ao)EFO0fp5E3(hw~hJ=9(>H`gS z9ZgPUsc*<#v6SY?v9XQwp(1)a>K?xQXYndX2EvdimknA&-G2q2E+GARqrvUKwPxT& zx0lGF3lrY7Kr&zs&83aGMUAyAW3Q4M^{&_d@Z+Y5gVTDi(LBJh@PFn&U=Pc0EZVnL zp6bgu52S~Z`K>5BN#8B2#>!~w{RYcMl`FS$n~5PMk*dyD zO}(!msPq|$5P3l3*S7{TzhPmCLAwME?ww;D=g;nce!Yb#|51GV~#$>OUH%WsaR9cKMx49KB2Xbjl4P4p@E|Sq_F~02v=?-Zx zV!V#pu7yJDHgz@^;6%Jh5Y(_?M`>r(~hR6a>JsuIf~CSVfs z=xN2NTZUyyTt4MdXt@j5`nv3d$c%G;q@+~^fEoHNLQ00UV^Sa)Ff}k~cR|lz>s$^9U$nIL+)@w@9gmEXg2L>tKe(0Ls{9)1Y}k2 z$ln}gaTjViOhj_9D<38qvJii1y#XdmorHP(KgQti7KRUjClUZVKxP3wo|XYREt_sbcC| zODI8OF^Na}I-T8ztjfoAL56Ok0CYS%`4ht4UtWcPdtySCWDfPa|S-;86QixjB9(lNvb}!c zG9_FMw9l@ndG8-6w(TV|be;2??Njf7gG%*?+ndHVp8%N>mfmuhZKSJeR#A_qnSh<36XTIi9flnGh&_Vy>)5h&yJsN zEarMe$#%}*&#SEeeILC839(?~(bWQ<{(l{Uc1v9@|7ei(3Zc!hQAu4+PU9fD{vLvR zf0>ImKoVexmG+*AT}sG${TJP&JH+30S23!C@|zfvfct=RPapy5(HLN*|3jwOtNvKD zPyu?{A$D_s6V!{=L?Y}@v(g@x2t3-eRvD&|H>N#mBWM5-%{8~ZL*_w1=_jFdKKaa1 zNCXUJ@Mup%+hv3v+WfGR%+P;USo>OPLo~p86jdkWc7oqCF<0Qx_JwBAAExf!1LRP{ z#?9}ZIc*y5ig=jrBl%OM<6*3{H zhb3qxkMhn{?)=!Jtfu#*2q{Lg^Tz0c4DrvojAs@}AVZ8<5|{QF-$`SW<-K~F$*4NB z?R#LX(+FsU)eogMrNNQshL@kIJ9NykA3HNGR3}agc_nW3ySUXsx&6UBYo0>EP2DB! z$VvV?Kii`!+UWf4K*%4kDw@lr{PLa0GFTS;m(Wk&!jzU!UOSZDPNLkfs5A8?xGQv-ub8LxWS4Su+EcQko?#Y4P4 z*k2B8Mh~E~AEu)Wwn3(ZZ51iA-$|0l6=n3B4Qyp24+2MfB2dAG074up(NXMVVmbCF`y+UD`#$47~%! z>Q|c~m@x|NXfPa}F(DDKHZG6$jk-;j*IL$%%qK<2&+D*RT>-_U07S<$B%KCnZj6rM z)1LA1XpMQd=yNTZ-wqdR`hPHkkkWf}Bw*Cvc0JIz8|Kc`+g8;Kv)x;+{Ve!nU$`xP z>c%>~@N~TA!}3kVcRUvW9}nG-H?vN1-a~eTdo%5K2U^|6$8*&$kwEFx$AiabL_%2a zC=vlZ;sc*T;Uds}lrFbZ_HIg*(5tY zSZ-sc4i39*L_Yn0v|Z(2lv~%f#lk@BI3@@NGs7@5 zBH*!5QNaWS6h$QjL69zwg^5^{2*(7aLFup%6a)m7?o?13hJLpn=DcU`dDi*yWq-K; zfOW6B*0o~Ws;npz1SOKy!+o0eX|yu=1N_g{LhFaE(l5Riszcq921Lg6&%8PvQUg}G zv6+-FTIDUY)X7c~8Y4d4np~qA3|2kAca>hBwcIx-8Mq9}1$17O+yndE*JN1w@pkE* zIf|lC_1S~29Mm1v0|7UNR@tkUx)vz z|M`2?t@QE6C4=+^+6A=Pu6>zRLOao_=_}UFNrJo~3e9BrjL&k1M8F7QHtkJT$@2Wu z<@F39Q35grGH31 z=_Z&M*P5M)tBf7Nu?*jVmal5A)r(~d>l{3OglKk6}kO&w~qCS1=acu94 zhP9u_kfe9=`^nA`mw{7Ig-8p_N4U2`{)}mX!=-)rGcr!5sqYb)p943%Q~c=!=I6ag zhOEU$${{siGRV@-&y#$jw14u1p4)ReE&AOv6dGM^MC9|9W=XUs-TaRS z)L&cfK={I^uj`Wvc0!&gf;K!$|jZ8_RY4f@_z?WSp0NJBcZ!pYY&P8>=M zOa%0n+%W}@i(^{g(N1pu9!pk5J{P)Ox|Va&Ef$=LnSn&uYU2ey!-|VQ`)H=?2W!6k z(-wlFcd@FTxKLgSN(?5*k~BmP?iiFMQ9oJYks7>4DOgAgVmC}y4&;FY#J?-(M@vn> zWoS$dEZTi^{ifO-j;n+q#-}+KPH%FR{NJ6=(a4beoUS?oaor)%Vf~-O~kQ%VUjZ3?SzWMqp zBW`jR3AazC)O^~#7z#<>&=|mG(XU;Q2w4A_M|+mRwD^|w?wWj(5aSKanEq7>YL#fA z+S6@!h9M*ZR(mpdlsP?(qI-q94wXd9P4wocQ-?k_LJYtNlo$f$zLgV*K!PL;V$gm^ zRz~Vb%+VQSOii)+E9gelMF{5kA*3o({NJmpG2oeEv1upHUd_3;U+Z?VIx)8W#WWdMaqL3@-B8uK5qfitIsu)Gj zk)=EXpsyM6@m&~ssl?^_i5+PsJ`*5Ll7n*FiQQ4)c?LYU(SBl_TlkR6IQES!J?CxW z)bKOF6B7%N47P<%(;z+IGSEH(pV0?T z(_!Agr7c2go`IIX@PYS{DZU3^9{YW)`+uLNb4BjZkUw5apawF*VeY`By&dBp<^Lhz zxgDVg-GSFNDo4gaSZ@*<$lwnT2ghPCJ+Nq#09lgup52P%p?%SLoG8cpW>AjiAa?l0 zrPE;HgCTAvZBx>izi*Q63=(mt1cc=LN`3<6=tzY19`uOC3@RqEX=@=mzOw75&p2}8 z(@5n-+jK>6YIPGL0g`uKpAR_$7L!=CUv89iYG&x#3LWE0GqhMzaR916jS*Bj+SCH} z88CmQ{sxQwVME_^E%GY2vqZ?L@`UdYF*yf`pc2@20MY^`0-H^FA3)8hKbn6=X!WzS z%h92z(22Mkhu+us?;xWO-gt4e?FPKwUY8V zX?*;O&yW@-BQ3<*&0hx@5+(wdOS$q%J!ETP<{*Stm!xHT85Kh5dExI(?j@popt)Oo z7=w1v!2hNxzhYxKLF$QC?oO=VwiY-uc@-(aeE2#mNC{X#V$d$#OjSKtEdK~4eeF<_)m)&#S&9;$jScC-)j{1a_L z%;V*i*5Jxuvg(m?>bP%_BUK0IWqd0LbI_#Me)i0NfM%ef6sx&6LW!i=Au2Dvn*2NvxLdeX`@ z38rB}_hOQB_V{f)0lD->#EJHi*uqeG))pcjwXOw{4_5{4)F5XcPiJIe`YO+zkuBId069xU`#Amx8kS zd+fUip5CS2X!^uC3E-uYxkwM3@1Ao9rw7`{GWGj-?aOi=kb1~i-dxi1YaxX8ewPgo z%k~vRGGJMn&87^MqH}oVwX&_G3>}9y=jY8I4Uv=nD8+S1JphkoV*bFOJyyc!s_gs` zCNwg6?~Ub-do`dfT|~B&uG%s<8K}QHk(#$uQYMD<2hm7{kROdZK%)Ei(4@}l0C4FL zqm&pjl-WuCf|WswUJ6~N6RVa=biM)cG2>9@igRE=36$Zm&J~mPDdnouVq6|0l@n;vvqwx$!`;9c$)k+e*sd1!7bC*6=HF5$$>vtrBHY4xWpk(04 zQ6AUJia!x<*Y%^8*z(aRcru|j5Ih|_6V=f{T*(cPDPct@gZ6C9X44frU*=1iGUTM)OWch<69S=JJe4Up)QM-UaN zgpttv?K5Oat**-80bk6Lm^{i3of_)xrW+$fXN2{A$~+35U2R7w+)Uc>0@IX z@ZQP@l%a>;lE{YCfM;mhPX=anhOF_p*+DR@DSl^GCq3Q+^{o~nH9R`f_|JJjl3~Tv zKz-qj8@VdbW+2j!$Zl`?d`*AGg0G}4Mb{bT`YI+vri9fEJlaQ~@*K>}mC_!O89H%H zX_!ybBxnvg66J<0si~kxV@Qcjy9NzyF_+@bYbH#|**AB1d$1{FN_&wAUaykEG^FuS zd;4x51f5|k>ZRXF_HBiIXQw&6>N7n4Oiz$7`vROpNq z=Fe=}%VMt8MFxJoLaAZ5Q=(SxbokzbbslwpzQW|`KIHL8Zd95eoRb5<8)_eeGC~^ ztL#{%F^OQqVKM5a?~;7{5Rw6R1`g$e)~@qdh~M+ zXi8YwAV>SUf&S#@2{G@6f6Mn~&({(~~e zpoDoegLVyV9hGjL(k66s<>c470sfxgwpB1v!}~jYaOn*TtSs7Gecn{xMd8^^gei%p zs7eGsoe2fjM~D>5c^J?LSrSHyv1y+m5;;_R>N=y06rs8Q+)$sJ5ToRRcz{oqsOiFykmy$)a z^Tp^lPvHfPVJJoKKWy?45&?5)>MwK2^e(^IxUY-2LYxwNXW0|Y<4{a8MVPx>@|x1% zM3AAp^%g4Gq{3Z6PFgu1_I&Z=*=neL7=iF=mt3C6pqzpFOnvI1whHrK&LmLU$Fs4G z?;8ivt70f7P4rq82+4rOBnIs&;=H+E@Jp-pQX!or|l$O~(w#+BXhGV=|iJ#hF z7xx&-(3Q#K=0a+~GBouAzNy;Gl(QlIWNx_P9TBx75~@J$P}xvcaAFfA0#-K2(I)ol zTyqDi7n5;SIV|ge_=;IjhR#II22)WZGsvN_?8f3!E}~QI9Q%7VT_h=`JEiUyw;chi zw?O33yB7|tgJi%QT8=|`PKhfSr=0%l3kkWEpD3y7uL0*WOpy#_V$c7%_CaE9Oa?aX zz`FU`&MYb07BWR!zP@U_X%$qxO+*g;*?95#L8*a9`|_$r2UF2DC7;Z19p1N|-?twF z(cIIJN8fxFz8#VQ^JrNH$;Eev;4cN2{niowjDFx z>IC%<*{Jj>D0)}`k;Ir5xU@HY^7_6WeLdykbfR&UXqp;1z0VHZ-AhB+VfcgiVkp58 z*@1Qw^o32BLAlV2?~0e7C3KC1&K!!Ot+8oqR!RgR7+Tr3%}iK za;_?bGJc;FTW)R%7SR~klcl{+9DS2vuGyGGI`rerRks5BK%P72_m;_tQ4<7OAk!OG zfy&BIJ~ff$b=13hRr8qnW@m3BN!5SYKfn($Tq6&?J*khV0Nrv{45SB)7n7rXV$WlmUVq$QKM6g! z%)Vl?bl*p)a9E0%fVJng4i%sb(xY)EfcD{1oe%a_*F9Ui2x>1P%$#F?6D%BTkQz3e z=sh$jHE?LVgGjw+d4cdC@$L0j9v*gvV8&GB4u!+FgA2vDJFqCDJ&l%yk6ntZNj3C@ zBXtH-Gdq59L(a(@CJnLfq!%mWqe_$d|?xkxiVnlI{yd~Y) zy~MC3xDXstGC&gWPu&^Zs}o$>eJg9pg|AMVcH|JZl)ug&d)s6M_}YOK$_yKqB=D{7AdrCcXWSQPPl|a2ls{36 zC7)px4T}n2cY*`qymu%h>6KLe35kG(Bw1O?zK|7o<(J0m0b-Op#d}Qf73LeL_?(F- zv6rV5zM*|HJJr@^45eZAr9NLW7=6vtw z>Q_RyCOoE}kGiN0-Z&^ktX^2_{*{m=VKT_l-T?LJ*D7EyO-Zu~Cwf4MVGUA4 zU$lAmphV!vP;U5`uFNhtT_SY&vrbc`d)|9Ugkea8QS8_E24zXIa+E26XnT|PZ}!Et zM5p17lJPMuV~`)-h-3)mmVFzX8fZg|)LJjEq$4@41mM2D#?Z`B9^!|!QA~1MSr1;p z#bOeROZkv5zfZ>Tx~0&Q6IOf9zDw|eM7W9k`PW2F(4Z`dNqfjD`gk9+aiD;-r0%CH zBgPki@1&nZ6gTriKWIr9#Vtp>{i$Z56VapJPh>Y|<>S^z?kGSk##EG`XFI;kgq#7Z zpLw*;-!vVb)@|NfMuydJ!>v7SH=vmG60yUp?kAW+B4F$=n?sqUFZ-ETXk}4Oitv6s zJG(v#62TaWP1X>GZF+tff_ghqZ6%}zta9T}XC-6e5~Y_`k^P?1#td17 ztKhMZv51!ZId|?~kQy)^gG2i!7kB^tnNh2ShS4wP?Uw!qlJw`%B!K2XHV85>H85yj znXum1(o*s|mptzls*uKA*f|aAe(ptdlI~)TCuB-k;lrifveJk&J#K21M+POOlNkx^ z3qcvqqx7b-QELGt1D@V!%b+vW*XEdLE(w&xl1guHnF?O}ut!K~#2DKO$Q>}GBr8jq zAzMTc0nZQI~(H<*N)8W^|RF{yZ#N6_9&gV{u z$+(8vJyl1pfp=ptI!TuHQ?gBW>kW%ek@-!u*h=iIdjiOD2csOFQ@?O<$4l9?ky2if zLqV;n(2>20aL$tLh7jh~M?vZIFeN_Z(0EXyeRM@5Urj2i_G=DN`J}{Ob8qMZ+a+Qs zIo!CFvk{U3^9C-H@|aj&I=9%%po8>=-H)vr*goLlm|;kUSx58w1}6jUSBX7d94j5| z$srTm9`Aie6I#IJV2ZGkYJqzCRm zEBMG5CIgE_xpIhpXT3n;PA%E=`LXJDmzOmZS#?lk-H^RC9LjH4WM$H30$jD{ES~zl zhbTdnV@jUb-Ajf8ZSX5FFlp~*H1R`=41DUz z4DIsW_FKmThzR%tk&{yF_wS%FG0YjLU%}10)z?Ava8n$4F&9P;K;!69r~~?Bd*Dw<1grzfWK!;!$V}BKDbgGu zL~ssTzAEkg7RZ!-&#s=IG{S38ro^D_(WwlnJ7xSnLWC5T7Y>nKMd)-O@Jx3#+8DEK zJQpm8N@OP*V~M$J%5B_9J_=3=#qs1k`n=#$&Ieua{fsLJ?7hA;b{u3&7}#UdemT%I zvDf^#U0y3u{H%zZk=*wNN^s!_b65HY`wB!LlLMv(+6!Z$s#;GSOxsBbW{uimH9;M6 zXay9LMvM#-gA57F4b)$5aMkYY_?#q8=C`^F=?&hoGa+g(9!+w)9cpcZWWa(Fk4KaqMUx}Q7cbLebH z4^jv!Nj69?fxH2ef%X9(ezilAeR~EOlVpq5h)H!qZJ!0m8w`CdX9*-A!z$(tva|>4 zxux#{std_O6QeVKCf(@ufjGu*!$cqdY=vs%a|0l_dF9mv-g;J*-+t z3t~tMA{M3RLn2_gjYs>%14%PW zgQgA#;@!i_*Kw?`D#M@>S_477zM$%zP(;EEiAVe1q-&pA`^m4pq&rXRF>fl;04GZp zq88}(SXZ!Ng0(>9Xit_%rdfCNe2yVGv2UianPU>hLswT4Q1x~>a?LqN4_HiM(jHQh zDVdVv)=8drbIF*LvRU~lk}RfRY|Oc_HU(pC+J~sA3?DId$dDl-Lsp~A@cyf9mcSiI zoP=ctIm&2NQhK-5tsbHK1|NoWJg)JD9QqB)&!Z$mz}q(%C&r-N#m$SaZ|g5pA@j3L zy3c&Gwxtles)4BC%SavNeJe!1{Tk9L|qqvWV7_|RAZf~=Fem(Pa00gFlu+9Ls}3VD)E!bdY7 zYzFWUk3wt2_B{X6dxk9EO7?mmT6lW`RQgOsnL%yRl)oW0;F&>|GO?#-^9Og; z3!(APIeurvTVtUrdLoLdsv%jIA$P`z05H}CgJ*obkPJ&Dy9c)c%4AR;I*hh|`=!0Z zM~DaTk+-Vp5``T49AdehKhGWk=>cQ8IkaPvM$C$e^*x@X9<)}r&QvZ1liLimmLC35 zbstoLVsVv6d!}JCKf_wRRp^3jk3#rC3p2O^?M4~8YHXkb6qT?H&0|q^2sO3)KRTO} zNt9twGA+gHAT+`H5>-Cyq@tfdBH%?dZ4qQtjum89G!YD|a^ix_A1n1BciTN^-P0rBJU=e2Y_MB;=kafA`Durx3~zMK2y?Y87fh9*w0p7HxJi`enO@Zbc;N z(a-0uOv)?}wIY*)VhN*%2#gb@g>Gvr%MDg}_-TaK$PpVMSkc)DILHLfN zkRf6DjYWGZqb~Huny$wc1YC7Fmvs7LZf&_k`m=XeVYKRYFhg4)8QPeI+Xm$g4BFge zbduIu^9u!JSXG*$b^YxZ$Q%Ab`FYgA7)?kGSbk>H-jeZ;e)Dpmr+`$$x6-Xs91@2@ z^s4-CCSz{fK}ZJ7qj|Ki-$eJ@RSrZ~lI;fj4l#R+GC8Q-kp7z@KBZ|3nG(hWFlaXr z^#i`w7vu|#ySZPEcpUT;^5{wwSo_W6*pLXA8sun?5vMK-E1r`|R&UPvG0r|8*FlY| zSBRP%$+-nyQ^u%CS=v)p+;US_W&bjgT`in;J$7F;B!WCLB$=)AJRvP$IEh31Oua|i zkFOfj$@Zah%U@@!bHt#S6o3G?qTVa;*d&%3*tEmy=5Lbx`7_9^fYFasjMA!SKnZ#} z3aeK4*5pB2z``n%_EtdC^VA;4qIw~mv|Kr$!v-2GnTE7b{%83gkO-I-sJ}Fxm(yiA z*bmo2s!x6OdCstxkz zpD9=WIcWXg{!Cc{>qRZW-q*=>F_-JJC49XXf^%Z=2qld-*aoh2V_}s+`^CV##Y_K= z`|*yXCHqxNdgJZEiHyBS1~K#88;~VoNRRqjLv*TdbCu0EQU-VPgQ;P6pqLblEXnVH z>+XvgGNb=^V=qDEIN{bz&20xS;);)F~ z2B`td4AkEV$cjoTUDZ`XR&IV{(vqT`!0pN7h)$Ypy}(DH1~RT<jN`{bPssEl3gGmd@lyp7kkd&R1;C{}$$g3W<9_>oa)(tksF1ZVE*&zYM<_q1 zU6=^ocE|EFoAxoQy0EL^3L3p6((^5zf6vDZDn2`rJLj%ha~tvn+?{DBH;1{fLRV6*L+Qs~F&BuqdxJs8x1zoORpDu)0t@v!=0l2!vLrp(ga` zYi0jDFGhL;mfd7&lK}ie#S4HniizW770tXs&kV`)dH33_Pm`lsjekdR`Ho$0ganJ`g=JLPj8J( zY2k&_Yao}#O^Nn}gFHvoYL{%G*_hx@+*uLrlc5sS6>VoMwr>E5dTcvGmNx2^F*y|c zsO<*{_nug3?nzIC)G!30y(ts=21f*NX|GRSa*KXhv{7gg_iB{ti_SV|CSx{A4mUEq zhC$ANB?md$?GjVh6^fBsij=1q>)O%5(DkM4E=*MOCNEB&c^Il-1z4>@R{+8C_8u0 zmWvR$0{Na21~4dZPHtA@aQfc5`4R1&HyYCO?UhDBHN#2d%zFFp?-DoySuq#E=%^hCF`^SrUfwIJ6nDypn{j^wM+WV2^j1xTT#f zcxm$Yt&#raU#P-;s>d10>7+2@cNFlXS= z-Z|6=>^*v2yNPsYr@bYQP13>px9d>pX`U(u&R1cXL6-JA=^Akh53N`y)Hy79ZrED^-8&nvfulz`b0mo~#~9kKq@;nLTnAsuwo&aX5Tf#~5i2xIJa z8q+S2f%F9|s&Xk`*3*BHH0Mj4kQS0Nuk4?03~q8yLsP5chNk`y*wKIb0+;qt0LgD3 z%N=4WNK2aH6De&r8cGZYkULB0iKPp)@Sh^EXg3-(p11I9sv}5CO5A>rU)RHdiXJ_b z+$2|bg9Ff5a+9My0Il!1jOCCPL(1^HtI|oi7!0dj$dqO)uFZz@fX%td(k3yu9qOka zwIz}=?E4x#rPOgaqgf2fm(jT%E0&ZpstI=x?K?O(LD?K~hiWuo zHLCBf3gppP-;GE6Ah*WOOusH^@`Z6x_FqYTox319tOALU^ek=yWJ$OPT*~Rqx?}m7 zzSO6rB`viG>~XS^fcP*Qgp)#t<=%qSfaNy^i*j<%3FZbn2Gw;DM{f=$+g!0~h16h< z$fRTav2!31Ffxfv`@mu9y;B-1{2Iu)n6HUlb~800XD~yvw~CYBXF-;P#Uw86b@Z&l zma@)dJ#-^BJWAYbgt*ypnWLdxb4jl?xnrF~A*jbgNa>rCwizS?W=YgH8p<@|-4BO- zCkvlz#lAI%!a$g@1nnGpO$@b!ObOEi_4%aK(3U>_@zg_X{$nN!0JyP?LIoczN;fAPIoda%>QrJhlaG^+9;RfE5KX)A6ly__Mft7yW%JWPi9mhGO45+!xxllFm{3YN z>0t5XLp~(JKBR?4r@7OhMQBV5EZQl$NnxSP?Ni-kP%>Vsnjd5>Xmw8!yB&38ERK1<;o&oj^F*1hwjf^ahXm0Dh&typ2cy(2= zizS%dejo7tlK*@Nqy~&3mZNP*YQ0}driQc;?OWv+UOR%KRzh%|rSz9s$n(=0uQ z4UZta8jNb_yd@RjupWk!n6yuc$rOppHFka`K}HK#BGAcp9#li?q0AtEOPT|z0mG{d z+ApO?uWWhHY1~D6wAE@|o8mM`4V|a}-E{x?Tu1~guJULzd!~sV&&7SnV=K;WUwnGw zwID`mEz-i>>+iXcLu1K}M|&Ql?4D6kcy2GjWVnR37FzX%f^l^R>RO#S^UWJl1IETs zCnrTN?=-Tv=aV(`%%XsPdatLHfzfT)5&;JchePSLhOMAM9A7QrZX5g!a6YmdzJLR?;0Xv`2ezwTZ`i)brpQnchCkG70|40Rt-&iBQ~NZY>ajY?)vp zP#-MeI#orLRyL3@W6JUAy)T!6drFT{;ZP8E_Q2uG^LcC`A0n@0#^L6Xm2(6_x(CvD%VBgz0Ps+9%60~R+@>5AEUX3?vOWN9?hlw z%$w=t`e?cOOfs_Gp6}Du)D5YQVffmiD6)lB$IZt@jJf1jPG{bN?j` zsi7X_=n*^qihn*-yuC<$$>?CW{>+S)}f<*CaH(O3g3rc!^cB< zID(>5WBTq>0vSlGgheIV=Q8zsmMq|Rr;>25QOjMmA`Wc7$srNujJ;t3vBVfw;?jn! zBHL6aT)ykz__u39kn19USJt@&=SE5%sQT5d4LZYU)O_2(H|c?55=JUfe~H!K(fX^6VjX87~SpO{o|lcbQp@N^H{@t1R{`S1D2rWXft~8U8FGB&YpLt4P{0+UU7u|98sW8A5b zHzd?Mc7ZiDLm%3l{Em+(Mms3EokM^-XKPT{pwz&mjWA5}TiFf0$s}0K7<)O>$qwX*%aB7S2Mh%l z4>5;k(Z1_;$x6Fwj{!N+psdPox!5NPb)q+-u&TboOd7HzJgm|_l%W=FZoclg(5lkM zkVC8AZG>Xd6yyvVHlM+3nS?V?J_F@3*L3BNy_IBGRaI=WSSAa_Bu|u|fB8I9hMWP< z&uq#uDeGo_Twb7%KdZ8yDp?u97y~)7lD2HDK9|Lwohmf5)!GCJUiny3?Zt`{`uQNE0PuVp4vJvFYA}FQ?*k9Q@C=s}{ z3%9xmpHEMnYDizuJ=C)O`VPpQS0bqTNq^UL!8pTz230Pb@-DRXB(p+xbsA|%EwhJD zzsFpoq?Y=1U+UaFsX6;n14jSL8!jVLdRUpgXi$1!)9y2*9xc&*@Id%FeSNpWiq#O_ zu0|`Y(w0VJ1R{{>8FOgbH>_OCd8{XFp+W9}+G%?hS3{Qc6CoymQTB*ut$tR8o`2+hj?89ET5jG`r;ngVwq!xDxv zn6%qHWuLnjFN+xNQ1Uw|LTgT= zcHu$rT&4@6>Dw=k|7SFYj7k^_AV+xtG|!^fJGak*r0J_(e1AGW4?G()3aR1H-!37L zC1Gmd&?YjPO7}(EY<=HKT$=0(OzDWMhAgQC<%Xd*Y#Ie3kXj(3(n`}4MkjQ3WJrHn z;r~S?W7XELX)8W0`><`f)YiZ%sU17gw=A!aI(jD6{K=g?(;l0NGdIaFWMm%ipUSjh zS+gRiGe?Vu>szywWrl4u9=pGQ3j_)w3gHO(&E97LwKf+NPhj^E&6J#=y9h{24@kQ%U!Hx_MQ@VMQozGA7+iN@K^ z>|^)AZRl2HNef>mgO8VDmLyAi?o-XEgBx;(eD!1Wx!`2YfYVUb;Ds88a&MP{%g|Wk zkS$BOg4PK1H>s-WBAh`v$SSJ@7UfbIA&XtzE+3j3}V$_P<0F0*2WZ~P8L)hd*o$E2klfkeQy zK)VBNdT&bfru|)H`FZHifvA~=P-@FZV6}4odPhN2B~u&b3rxz@XS7>rXKbL*_;7!1 z(u#_3kl+3TLDj4^zIP!lU?T8jcy!aVWJL2$-kNq&3vO#Wb{Ez_TF6COn7&1Etw0N8 zdd5oz9%YZ+Q;i8&Re`#rYUSLIK}<@Z8XmvD>gwgVELKJpbWR`THE{Q3!qV~cgCsaddHmOIot!>zP2qsk_lK$<_8J{2# zFt{zpp{xd(62n=mFO%aKqSEJ7ZmVpBL>Pw}R?d5xYakJ@%)q6+cBnH=-pu@p&>I1t z4<78CX9ICD3do^9-smiXM8F)HI>hkMv}%zu?WNr1UVXDo4A0n^%+b zafKPVjxJjGJVN=&4XEr{i=06@?$>F^k}zlB(5~E~PcL6;`BLaA`jxJ^Ms{Em-2=s> zjol*iAQ7;bM1A_%U%|5W+S7EB-Hy9;V&&x%kUw{$RHZxrw5(=Zf)^eS?}bWYE5CDAKe0nYDL4sf7`r zA78Wk1DG_NhV~^>^aa+2_}&UA5ZnsxCAV zg9TNd4CS}1_~zfs^@>YXiNm*Zau^5r=Q~lX{of;>UC5#5esKX$Sz`{(VNoXOJ;Ixn zceXc^MMKdS-TTW!AcrnMrQ3^;kNS`;VPRF4wk>fhQ%*I!{@_OtV!yO3L_%UkpgDRs zM6LGSU&erf5=O03e+^1!TuouwDRMGN)NO8WfI|tC8rC6~|4ZD-p66~DoUMzHg%b2Ll%O}r9r$NllI&Pvmc*kSSL>G5T=nP@dLDh> z@nG514~nPcGJ1EVqgEU+rzehrQqB0d zeF9S=`?pw7qW#(gH`=v0YOl~hN&W70xjl7|Gu%a%G_vmF#X-d+>SKDL2aIPpmH#54 zUb^&?Ly57Yp_uf0{<)w@e*`20Mv2MN21?wnrb`D}Z;+{B*!}iB1N~tCb|S(V?sKm8 z2`q{9XaZ+Yej*^xzFe#I@TciSZkSWCb^Oz1kSP@+n8DhhaTpQ-hZ!8oB3S$NfAfeE zdJuYvO-@2X98`Y#qYQ15`Su`WNmyKE(mu?PWg?UKvg{q{4Lz%>q%+ol6Q3zahWahL z`UfQgi?%mJ%N4Kw?$SfbFp#P0&CQ$*4WeftQ~D;c0GxluO^J5jO-*}&Y4oXTQidf) z%o?M6(16wN+2I8@H=hxxfqaw;6M^#Gq_We|NxeVMl2FgE=97L)9(e4g1*L|U9j}@o zf5tL2gSJ1Xy7uqY)h4G_m6Q7}EG(#oK!z$}CS{ja>=P(~jH(#aqy7w$wN7~F(eFYJ z5o`VG4K?u^17)`chGwf=eC?LRRFlk&J^XotPd={WKgB9}?5xrq_Cp{QzwB$)a` zIS$eS<_a7c%42SqS_*F2@N0628FY7F_f>&5;JKSC27UjTdZE9HKq@6)l4FxV~GwzLp2&La1{h+~j zDtX z9+WBZii=E;>57*#-S}i^us8;VO}#cg2sh=r{;I9s&=*0 z3_Dm#;AMs{2XJlgLYMECuv*!ZxDRKmR1*Bow~hC-4AvLk~xb#EYd#$16#`yQRX!y&sK<9bqr zlgXKpYZ}2uLm2|A@3+eS^QstWNSF+?@9H<%%(VFa>K%!jD&|Y4Z92e2k)zU}C zq$Ey4H?wCP^x&i&YT(A}df$a)z|g8J?Puzn^4t5r1}BpXxHF8aJ8Y7sLP1Fb$*@ZL zP6JeZVluF3zm#FhP0IZELr4$e%UQLvpa*3AkOYgw880D!#w3uVJwEKOKTdIqdMCMZ z*!JaEoWvIh=$%G2L&<|QeMkvd;l`wWY}L9wW2wvwq2(BtGnzSH*FMxTzEJe%g*C<( z;%)y$0jMB|alzf|pX!;6NLYH7Wl~-s)^C5d_kgX?n=uhfZfB139u9Fy&yXSAUOzi{ zQ0~m8eI7$++v)vw-z&(Fv^-(KeDyZ9x7Y=9g_VsKCmkJ#fg)ns2GSwUU^E7R{VH@q9ZQ zLK%yZ2-AHt77R`V+AUnQp#9c;X|XuuKJ!qCeU=jh?tX4YK&ii7vKkTr%MD!GRf8I< z#?ySE&}zx}VEMGwV<9atkTY1@p98TT4p(VE@t)_PaW0|1l5}W0{;%|erkM~ZD$@&h2XEfVpP?SI-zPz!n}d)>?e(SGAQ`a8O8weOURAqg zt!*_aL;o865Z4?qvPK|IX=3@=^AO&{rqP)!%AGfEWRy|Z6=Gg*?arZncN<1Qtk_W` z!6~ncp9N8gq+@UiD8oIEl@jT-OFD@fdUWZz{r5PtpjJZ-I?q^idR{jq0bVxH-W8K~ zI`;RDwpOCw6aTWODCiMHWNb!N!+TEy1%U))NWwA$gSHj9$_<$G9udMAbBEUMx*rKC zp$p~bEz6}9ArUYoaA}{5aoyKd?G!BpF$zUG((Z%fNlQ_3dtUOY6%qkYZcNID#B}@* z{mAy{Bg#)@ulr>~zb}WzVq(zDXW-)#%OMdkMvOswR*$dSo6CLWBQs$GR4BqlBjcJR%A<*%^=P{H~a^5mVB@wbDyk#Xz zc_>Crq{z1Csn8hu#Ps8>FZhree&@E*jz9kC8~%50qfY869V=%%B5xs(dBz`K_+GvVv`P=8iTKW;0{e2VsI=kN3FP-M-W!wo-0FekKnU9+!C$J@{H8A{g*^}&)1p4PCsp!pv^7B~a3>HJ1z>7DSGq7nx49U2=F)ABKYE?Ajx}5ZY zClpmLBA_?3egk-^6!Qh@`?t~k>pT*+3q2e=H_p?@<}nmiO%Y0}&G8n4d;vpAvJA@O z&yw=DXDzC3C*Zd8k!Ra)M@m43WQZb?#D-yi2z-IeZI~9=v@ex%?UVUYxz~gk48`LP zuR|w6beIa7W$4n-9xG4->CafzL;LyOtow>O`~DkK6HRJn4LS(v;CCq4CxJ){-_ zn>9NWhCmgAHiD|Iu}gsC>RU@$Y{ohe>C^7yvG95j<`=8rM7uCDp(U zs4C_7K@5N=sy%zcH#~u~fYqK{Im(=BS!Y+4_Ee$w89sPjm6HI+dSnni-}<-{yljZ! zJf<9FPSQI2yNBtDDq?`!Wo~tBY|d3EByC5&5GHpSgsQkNFendK)lIe2?N+ZLL=atH z<056X1Y*N}AT0!Gg@i$dglU2Lg%4AWhX!g2{Heao@92$ zqAKmYkosa`d6SwG`Sj49(|+E;AlU9jO6aef5)EM_TnV(t!?=bWAM7^ulBq4;N^$By zI{3uIcO=7wB5}sxWS~vML`Srj^-YLGkGF+KiJOfOH#;tKG?Z&T!gv1~Ug|gq=dDAf zXRwc@zd#1klCYwO_UR`{t;&H)t4>l4CdW@|nOQA`;Pw*4=-pP!G=cmXYm;zjuRu?# zx)r4o&nJ3SDc(!=ruXMU)iWOzJ(kQd(vS#P(Zi+v>P_8#TbTnVg-+_7&D`;B9!L#u zLLq70g9FPT5wMWNpnW`9^0VfF9{UQ?l8z~^&RH)3RnLXUkRq)vMnNKAbsP2DjH%x7 z0qQkhNt`FXW3pah33S--PeiLq$)&Cqu-hcg!+e23`*t!vu;oSf_W=^;?U|EsMP9>a zzGRi5bd{)7m4S5C*Wv$~V%UVh>b>}P^@5m03W0%DHtnU7y7Z1Qd9igwf_8b8Gp%)g z2)LajiDVE}vH>Z2Oa@unE0a2QyDZMFY9M8}xGdtJ`4b3mYakj!ecx)qN?GGH)6j&{Q;ukTxJ-@UwAf*fYvaH{dX z4IWz2My7OZhzEEw7BeL|+EeJ4f-DuD-E1ZDoASDQDdx_G5aeErP)7f@`-8iO&ZGUl zL3D(~uS;9n$jEx!{VvPrF60dp5Rt)aZ1;dH3CnLBHf4s}V_rh>+eV=aA8|`piClI9 ziHsUlLIh^nb*##tS4MQv(K9 zIkbD|l1fkZ?6wxVI&`<+p|eX7LK)$RSzRA{0KBM&RnRQjzQFfkKWo!0B7H&rVe&VL z#gG<$B3^Rf=@;<15}cQ$jrFp8Q#%5JS_wlERS3zL=`99T(CbmBWZ?auU64Ct$&E`J zWAI;|IOUnyME;nRJskQBcvm_?<1YJ14F!ba%(vqGXdMu_=3q{r6 zTc5`ddu@aK8M7n??Rx+s4JCf3B`OI^ayb^aof!f?d=ri=Y3hQMGmr>adS=k}=S$gI z4%W`8t;C?=k%D60`5*P}P8mz^46#Qr@XG<^DN^egsPL$Z`Kz%}|h6 zOa0$X^jcKCS=4`d1L*K{h6lFIK~kKliEsq+XX?1 z%+FYMqkZMmG^S@;Q>G6YlO9hjJ#gDr3Y{AYq@(gv$};kOT0s0dxJ z`nK%g-PohxE%5~iCaIoJuZCp6It^^<&61V`tGJ3cq#oW#%#M&T0e7rkAv$KR2rn1% z1`MvUnUs&Ym8ENa%sNCK9a2uqH5fPW1p-R8h!lJLbWAg(28RjjE~{cK2lO9^Rc#Bk>n8{l?))E3rdrmL61C)|LT|h8RZmpBu?$Smr%(-D?XNx;S`ou4AGR#z1kKm#?mgmCK$Z=+ zV`p!F`WJ8&@H+B^f>OOrkRf4-fg?wGEJj8(ujRp_76NdK`rPjs`Qss!+is!sJobFt zCxH^kh=kP)vXtkmJU(|fg*&_^b&w+;+g^JH(1AY^;PYtvf79eQIRwyijb zM5;%V>{dG~g7e$EP&~TIvd)Ce2#-g!50vQ0H#T>N7n4euZ!Q)c6A!g-dr)#dC(<}~ zP$J0EUg72kvNWr|$JY||vstn3`SsJG(z5|Uq*{jB2uK7hH_OqU$IxHlkfEpBLo^vu z+M1+ZdP_o0h7@E--j~%MKv@AZBp&T6Xmz(jx@WcswGCHTgt!GeOoS-CyQtC*<<8;Hf>j5)?Vb26vj2OWAW(nH`_trw6fVS13IeUl-t@r9GEz0i}T z+4)H`7lPj4fN06hubx~JrS{OL+)gzc+&~)sz-NaC$KvekBFa$=kMWV%!eCi?4VZ zncW&=I@()KL8*a@MEG->cnB1eFcGNpFqfJq-gBrHdUaJfxMW%Ze+WcN+9IqPa!>px zBm;(3<#?1gCN(+_ni^C^kU(jv^63WE?jcZa&_`9zoSnu)1TIZtJ=`BC!)@zV(~j7@ z`u!~Czpp>LxLq0(lLihCA43hRee+H}5=ii$VU_xHlE>>8pP#P~YCs<=N^5vK1%i4b z(14Ynw9*Dh1gvc1(dLFjouuyNa>#ckT}J;|w9!HZ5+Msgyhq(1nOnM)DMhbFhOa=z+w@OkoeQaMj=8!03-?gRV7DYka z@T}h#lZ=;wolh(#QGXrKb?jB~53$W{YZusQE>Kompf_s$sH-gJPs6(mx^F-+X)DTY zdGY4|RM7vK+i3Huc?vuCsxrw{deI<>L!BM_Ae3|#aR3I!cjgQ1h?D@UdT8%_YIt;M z{JPpe;=De+k<5bu&{U5IN^PePNvH`VAhR=OMm*X_N~2dSvuxQXbdBC++X~T>22i8t z1%i3aV=lKqB499&OZ!%j#>`tDGiUabEXIKEjky84AWCuwibqXf?ioNLV400eo6?(f zbJucD?=C_F=l0Sb;~E~M1$!jIC!@DVAQAA8%A!oGatB^Eou6Dw`hwB4Br)q~C?1VM zHBa+)jysguu$qTO+ZR0ClDu?#uK5v+p48HQm7*B%`KRA+type&I>@CG+T$dWQ+&;` zG=y$%y&fYb{tFCAZHV4JBAYxNvLs9mOxmw-nYv7$`ejWU;S4FY`O*#DJD|K^jq-x4 zy7e4n|{Mn*F#83Io}{{zwkRx)sCXE%OE zEyK#{I|-6%H`}ni3``eR{2v}TYb0{+abz9xXt7MTolW&(iY44R%fZ(<{ z0!gZsCsU!IgjEa-S<0+rUclso#}m5<20*m>nS^S4nff#$S$s^B64<$XJWeYUP2{(U3D>lT{4bof476 zCjGy1(?}L$R?Yj|=SkpnSQLV*eJXA|NDVk#ZAhR6KE@&jQ)?*dePpM5CL7~IuUL8)PQ(w|cxHDIZMNqx{T`IA(! zTpt-%yJi|*o397OBxB?a%6TjwB)X%By;EzZ8Z-6ukR~OCM+Qs}(%IU5~uM*YDCy zNDY`buxYcyI=UvG$Ew>B)au)PJ1zHnjfFbXxdj9^jS45z8Rm8z(vJRWuCA6SO{axMOrAD zA+`r{XiN)S24x~+^R(#&;VEr|LyL-)_wHYA327l3i7?IhkCBiFSOv|bJ%X;W|J^6k zx7~yYE}ggBynBiuI_dZE=Re;~-y<+2GA3bK;Lu(v(U4T@vueIjOAy2jGrNLvy+MD@ zK&hd1=(HS21}rtm((XX>KSk+QI^Q4_@om(CDHQ}K#yLBnhpEbPRW4W0b{w@GL%nC)XBRBmhS%j#?Zg}x1$?< z#%@m-1yPgFf6sh+k1>Koz&x5u`xd%PwtR@vUyYeTHV{VuT z)K}3rD>{7Wcg|`hEJ;jVVXBiPc;Mqt1i3>#HOz*Z4H)F+(55EyEK_6H-K`{2>bT;d z=hCzWe4KtN3av&d3F`&6MCNEbv{EL;Qr!*2O4P~sR-7v{#7n3CfRe*EgfeFAJMj;_ zN=ksC4BEqnlj6l52e^|V%Otq^>x1S>z;v^T7{tC|iyG5$ar z(maOzF~eL)gwu$~2x|HIa8Q{+miDBcexc2i-5YyIte32=nlz;u9HlQpYFM?eg?Dbq zkRdMUBT)vX1|Em<2y_!8-Mir)?hE78WIeV>jDTJ?@I(UK7?m}+;}{$krUW6*x-)8mf%2eT{W(*`anC!U7%ycq_`@Fzk^)%-;8cru2PWNGumsYSDn zREhTzD9L$yg|G6un-Ijsh3#STQS_8wD;_Qk%7DCK zCn`U!>o-_HYQV}*2JLI;c?mi7CqS86fB6WdBlSKoL^(d3vGE)0z zm}Ln)h-R=td3BXG)M^-y3b%Y+(?bF+kP=`qi8ia3r;$|AAKXAHVP1;N%i>jF&uTg{ zq%&D=YXl;YVHGnZ2JN#+{x=itPIml7#w6L24ZQ!mO7FXqH1J+Q7 zc%{DX`=kusjm1A|97jM7{k!qzW-+~A;0&Z5FqFZh{cMcRz3#H4(?WOYkL8AMI2Q+z z0Cgy?4nIBp3}i}}8rZbC80(z_*5z)$pOnlm9Lqa9mdBdG)bQr{Tvi{a{R5ngS&TYw zQ)SCQu!q$REZTb+{0bSXgy3Y76H5}Es!^*6r8f)Icssni!49vSC?o^i!!Aq0}&HVp7~}L&zCMp(5HsBH{-m z0#-!JvMCc8b$j{sWfCn!@s@HobEy1naYzeG5#s(nb3f?MSa##mUUu`azMWjtbeHt! zIUDA0_>~Caq)@~I#7l1BKx)98fk%5J1C6eRc;yTb^YqT5rGdV_;3Ex75XkUTl=p`y zZcGgfCgt{LsG@?x*Xqn1f~L1Rlo(UH>Nn@AuDQTUZGo!hf{=Otx(eWmXfde|$J3zP zfMGoj?M}MCVn>pF&krG6%IF`^PMQGW)mo$o`Lh=XAX~x|AxFFP(Kvo;!?TEHqVy5n znE3wNGcm}eSE1^S^RX-uQUiwec(ikaj66H)gPG7x_nl&;{woT>BhXp0}@{Yu-aeC>A zO44H?87?7HvY&b(Mqo;06^%JGn{s}$PM=%3;B6D(49;bn8aYeBPI^2lq65yFfwzaS zuqsFUv|(Or#bLulq2bkXvr&x)?Vzo_!ze-j>=Ew~D1od$u>>tgdqF03ztp}*;T1%3 zbNOkges?hk@@G-RC;fG5v?$~Y7|YF}ofxc(Is*2deoH2X^oO(C)Q!N4vA-V`Q+CzU zgk-?NDwFmJDC<~@j7*g@pLvo;O{A+tq^i<&Qgu$%MA!5u$ahYHCb?S?<`((GPzf?6 zEUq$XPxnaP;LB{;PU0jNk59K2UO50|whEw`#%r zI!Fdg4U)7waJvpT>N~w7XRRE(SPxS}v%xN_E@aUzOM1Yf4{p)4J8-AEiuA}gHj{eb z#6`E|xkF72s}N8s-u__Cuo_5^fdM7jZ5iHa-3#CKej+94TOV`rToiZ~?KJ9j+kbQo zZ&(B}L}OV4m-dj4+1-bOn*CuUUY*A~bky}dcxfU4sX<8TCRlF3)j+#bOf#Z)SL+uK zQU+1fj6+m-n!{dh!UDi|EpkVSvFbi)-2 z4j3;cMZ0~Kt6nDC8pyYHRcHQWjR5j{i(DnD>r zzCNG;D*BkCpY%)BavnqyW5z)JB=o)`!L?dtg`{6SqnGSb^lfNs;Qvn&uR>*?_5+E^ z&|ku8pgh{ktR@V`1(tg9t&Sbst5FnP4%TtiQE*7;dDk@jmq?s}DT4O-)%gDY_Urrj zwxX#|GRkW9fc&ZivgpZow;DrQz$}_cyX=!4p&d6jc|18JQ>MDd(xqt{1iHVVj({g) zGQq2v80cou&V9^!UyJ2hwvce|nB@`X^a{wLrBV7OqjO}+@JAxi9wvemkMfL+@SCD) z(>y*}tS_!K=VLAu8*ZcYZR3Y+;Bq>Q%%Hw1!`pviquYWWq6TWKS?@plpE=N&Pc{-^ z@v?RWNDG(<9NKFpB-9Uv9R5~D&|(7je_pgboDWr^zaV=SJ&`rSi_o-3x}B##3ohPY zMcRU;zj(>sM6d@}3&GWCZJK6~8ZfxZrQTZ7p-|})Gf2v?)4+0y;uS~@Kaf3ZIYo_Z z^$qnA&?>=*(C%}MqzGr;f9l^-330?zQIFE^844iQ!{Rf8_Pq&}>F3fICVY*P>AN`r zv(&&O`Y}?2TE~TL!_ke5<~58|tZ;+^((ldqM`c?7^U_TV~)~KoNpTt#{hMMNpVA zuxMW{k%(FNw!y5J{7K`j*+(r@K^bl!8Fb%|9zCoEGP+?hFlnE`-FMq%!;{8RQif~B z&YL}Lz-3n6C~Yva)tnDGB`j^Ae(4}$_J(eC|GZYBF{97T_TA!n5Z2p)(uT99O}`-# zFto~%pxjiy?}=9ZOA~Uzp2P7SR@$|TArXddLT@a)VFihR|0LS`^|%Sg&E?YgCVeDz zDx{rw5Y63*NU`|UKkq=sfRSPx24$!h@y#T4Z5Q7V>v)H`O>I_S;VKyAJ?B|s;Bt5D zCoySXgpx?=96ZJ%7soiP&0n0pPzd@-G6-Z$-DMm!qMyWJQ$7sGomOiiMb$RoIM2KG+nK4T#fLXZg8b>u7{Enp&0 zui|FkZ>dcES|CJp5%Z`QOa>yER7C?%!Ps)BU?|EiWHIaWh1PU!^RWyO3 z+h`OSN~&gnUkOX0rD*r}#LEscR6F>x2ECrmTjgv(hFBQkqy;IKwU8RH=*H$zF8RbC z?9lxs%eUab)898#99)Zb5BXIE&gT4Kr$i!d%&$sHQ3e@iy(f)of1TvZe0=lgu8aZ~ zybql&iFQl?OFo!mWzdGJ+}@vNs?~hgKS$Xw?3>vL<D~1f?bV!|2S;D8#tFfG{q`juXPjB0#<6^NYeI6zNTTPtV>9gp`Ta2Fyl9* zg^eg_NVQC|hTJOVlB8&F<*qtqWxBkmA%q|Srm6LfjV%D#RVn0?UypAY%*kO&w~qJAt;A>#4i zooj<+bnC3>?R;$q!PRkSHeE6a+A!tief1H2CF(cc6m)B+#B5w zSpyc{xU~EA%&ctmtjbh=X96@D`J~<{e?5fk8S_a}v~#zqXAi0cG5P#zYoAR-$RwzQyB~p!QS*P7Kq6oP zn#-g-)7_;V=D$P#C#i(!y277Y+7M1sK|RDe_qTvM0;1ef`- zs~-%2TPA8z_Bmy4$4=-YVcDk?m$D3Y>+EyXjL5!Ehta{e4k zy;#z8Dp(|AorMX0%y)T?W3}xL1~jL%5P76y`>Ot(JN%!F7?bu{Xzv3yv)^CmyTN*W zdF0~oR)|e{g%HNrPo|#3ra)3LSZJf2F-$G%|M^y{pR|R^?u~mJeouk0YBP$?u`}L> zK_3Ydfk%5Mx2C^^87r%wOc}&@s%l5gAVMqtHHduiH19qG?wb67n3$C^d%@*B z7|^564i|;1YtK(=Ca6_g1(!EpEEYkHt5XrRx?IouI-~|1B+)MSaD%LC6R*4=tsyhu z@l&;QaCuK3N_vVz)g@IzJX+rirw8k?3755fmt-|!yme`bM{9@G!X$>Kyr1^ zvztuF7$VR|@>r=1VhrpfF==Cr_{i?wZ==4FEXL%3R}qUw-7pHBWi)RUU5 zMwxSu+X;W!XV^(e{0K1<> z5Rbzq=+o$R`u@hjgzri{lc!l_?C(6*^{(=ZHdTaV{2sVFNdeJexjwP)hCdPs^{~86iuOW)h}i8V|CsfV0XjEzt;>Q5)5}kbmI;WI zof0j}82z8T?ZS{6*!_ng5wM>`odA$v#Ol>|lLN#KA1uMR_NkGs9TvVe)Gd>g83eVDF9sS6KBUH4MazQyiHZXq&@?qz;qwTynF!?Lh7Q zY0=}M*svF2jPLT|;667DV^Hsi$@W`5&uDou5#9vuhOAFWmi*}skQT6{ zflZs=u2PM@6&YGoO(4C`!B-Y`pM;Fz4ie#Q_}>j95poK!fzegvux)L zimdCO2yuFIQ1P}}P8ghv!CVqslClU@2MhxT#;C_{M19z2#oVo9(7V;lm6Wb;~rXC8=&kzZ4!14QKNCb=oVAH;&6u~MN z+k1s?n%?)$rl-nZAew$?S*d;NxvP)}Skl0vzAWZgq)7BFk_8ZW`ep23zY3&}J?d+gIWTQR?A zdM8mwm$%7$b29w^6dJxDl(a_o=O{=7j9g{Ww&!@)#g^~H8VHObFwH*4KuQY|VI7JL z#xIKydr}lpo+>G@QqvefLx1OqZ!> z>n}1uXStim-jD@d(myD;y_mfZEH&UbNrH0aa6(1)#pA~YNtd)i>SRxsBArexW%k7w$o<-V7An6j~SM3K_f^CNEiWx!cIWh6sRV1F89(U=TUwD&SZ7&SeQ_UBsx9rRqhThtY@=%2_M zc7)F{-jk>Nz74=P=LOSLc^u|0zXIelNhwuh?!ZY4I0Mr z(ez&wyE=ZmfmuTUY6bAzxalA0Ct(~nleRTTOwRV~V^t90&7o0` zDmXJZe3sFeSw`9tCjz;~d5VR>A&v7OZc-HerGfc5V@9M19&MW2u0Wi*y@hW<mA_x`G>jpb!9&KtnSRX&5&<)3 z>T{D#Ng{dkW)2c0cbt%W>b;zEkQOGPGW4VIo2wyv#zM3t?NWnT@av$So@%liAb9o# z!+aaC^p=K|xeGo2j2LU?N{!_=}{7 zJ(KDy2iA{;wD1&ZVUCm^NGV}jVAGCn3dxD*-L1MvGGlq_!uuBDP&c|cf*6%*lLa80 zglU0#dr#Vl*|`_m`OY+CF!EgGCL;t0Oj=DsDX7NELKDauFq9$5pjBVX@$e;y~U;Su& z7W7G&UuCc;bHr(}JkwgA3-LIY+ElC+!MxOpaL3OuVw z5!__-)aOqHsl75JgGOFP)QDuDz6ZK1tTo9#<2K1D^$kRbb*r%;$SsPjAv;FI5;ADQ z8YoZgX+CMa5OA!QBxJrZ^u}6%V?L9R2yde5J`RgOhBr(E+H;4_QDJ$qwR}Ap?LrR{ z-|U6Bj7!L?USTX98L`J@QnqKV$B7RCf#iL0fyMTL<@QQYJAe_gg-=;Fqef&4Z0eVM z+d^1hRQXo-u8uA2yQv875xayw(qzRD(5+%0i6uq5K}knu2Kz@D$%+}vA4$?tgMQK| z#MFQ8egG~8#Q0SXn{s^4E}h}`E{YtfckmaJKACh73T{)8F}x8xkUwnBWPHXUh7@Iw zv`_b#dv8ew>5-E1Gv`H~g+%xVWzexV1GYdSU>UR&?J=c&!s4NB>8(WiDPOwn>q*us z=p#9y8g9ByLlz_gUc;rGesUdW`>HQ(CTh5G-|9~bj+q5%!4Q!EMOA@v5T}QIB=pv2F{6%l`i%pFdH_=XK`li%?|1eiE1VRK53xsE@}w?~+7@#@e)l zzFcq$w+<;{i%%NZ-h(MZind#oxV7G7+wn#+XE1G$E1M||j%HXOr}W}s9JnwBcS`A;Vj6<-3L_NnrW#Izk!Sy*mG0dP9b23}x_W zo5Mbp1B0@wNU$g1w*I@D&3%ZccSa3+q1S%jf#Mrx4Gh|qHFm$uT>FElsk%edmV+zb@JDAGWFC*(SHJO&YTQ3DJ%yXISulnlhvWEN5U#Qtqq!?^_a8w|{u;w{+bEAQodg z${DV?d`X2wz@VNKi?S(jdrxK=i#C%O!%WbtSvL`)hj*e@fQ`O8gdh>HRsc!bwNJ;r zI|?E{@wH_1j;#^@*#U)T9{Nbp^^IIe1pFh>?!FD|64uf2ZIF!Az)06K6 zQJgHNHPJ$rulf7ekg4e8+yLKtyHI=PS@ zaD*X2c{9M&oWttt3`tVY;cMfy`TiQ9a?+uv)UWBHNlH%WUP953!g+xgi zq4zg=W+3ld@OsRtt)=jPDP85GtAT+ELqH}^PLeC+z=yc6=PPmndVJbb$f(gJ1; zJlZF4(|mdt9o8Z@uFC6d`FT~F1&svULdM`F?lEmx1d^l2jDdC|w}OVa9OZDF!xkKXnX51MWta0{%6j^pnYso@}AwN=VY(QaDw+IxT|3X|+#+rr^a!HbuDtIrj1AjF7@pUGag5HR#e?5oYI}f#Iprm zlb{Bxp)PLWpbhcRSHkqbqrI74<#C}*e?S`PSWQRY`W<};iVeyrHvFk|(i0K^qhffp z_W}s_{IHHWlSqE0xjkwIR|TQ27+u8Cs}6dNhkg-865K~B=xFo$-Jjvu+RF# zz+%X;`XL#<9Q!gCQUfLfmv;TutfkC5bk|q%Cw)>K@8tOlQp0IPWZXUZ*$PqvmO@hp z+;)dkj4OXukZO4Rr+58)jIbbQY z6zyKUDyz>)Yvjm|NdeorEytABLowO{#fG@r-isp=fkC_Jvq-Na(L~gSAc&8Lw9b57 z$bw=61EoISr_V8l3JsVwuxRhskFV>Vzg%%>EX-1Esr<;FDNuV+A)@eM6z)*W7)&kPMhT^Jw3KGV9Q` z?C4J z3;Icz7O1BT!qQDzO8luCC*;IY3rWx=twYw}!6*ZXdV)`)Y|&LU24~C~I!HA*Mc+EQ z=M}^Puu&m>#;DX)kQ%U`#HOA0a3hM+UOZb&qE**jf1Q(U1=XO7s#eDDA3ubw0Yj@y z3Ce|Z@8m-60+1$D_R+P_s1R^I~(peg+p= z&VbV$2yib$A{-O=4lW;64gkH2ECKV7n$l3$g}G1}WOBN+NQ5et5p)n~vH2TtmHA z2XadLkyBc7Rq;I}0_Kz?B`I%dY?A)=L9@GoC__60+AtcEVxW$U8z@3A&x{uy{z)X( z!?ZxVcxc!iy{bC3mi$Nq`c}t8+rYwG2&!6LeV(-q(gGIUIJB1nWIsK5Ui~=V)sIsZ zmdit>ppWzpfs6>dDDhz}kZu*@VwkiGZxf_n{oq(e_{&4$!~`6Nl&Yd$o2fs%16S_w4>H0Qsm ztapLba15~k5AL^(hSY%BGne*k4EI26rLjj!E8&xr&xf7gAO#K)vyluN8*e*7l?F@( zDcU$`LWy&4Q%o-@LrJtdw{Ig*X_$mu($%oK36K^rQjbUb@~2ru^Y?pp(PZA^JJWet z$3?IRy&uV-)V*r}k^$2KgEq*pdn59_)~c6GKYz$C*4D8Go1oJXPHK4+J_#~t3@1_F z=oT@plRa=XopeezY~y^NE096wA!87nk`3-!!O$v`Hcl$yu3lPpxRZ!(wrSslzUIz{ zqT6{C-2yh<(1Lyv7TvhCd#t9mnVW8WUD{3DQj)zaKUmN(2BPWvP-u{9h}{awfQ1Gr z4rQ8N#YVDoY}^$Ra(~&|-sF}C=5DLeS1MKg@)oiN%%bU&V*Bk|gEx>CE&sc2vd33t z=qm{!5%Tj_>x?Wk&|Xd* zEEH{ZUx+W6)YZ*!FMK;2;d5;bf>up{WwB7Ov6dF8G>2RUX67c9GCIW}{8s&%u z>T<~(`Zeed5-X=CauFU>+YX!uvjzd|)zSHNx&KL}GOG!|k z%_tgldUYg}oSh&o2%z}vXfBoliGasv+O%Gp5a*G<3R#4<%`*0K{4NjK!bZeQ zPQ7$>DI@~c3&7=3?kdUt)|C*eK&GDp-M__pm1>~^?gcb07IDlY0TKbrpsBYH8)`>; z=`0-}xENdI;sh6gQ&4|2cx%q0SaHx#TVQI-T ziD8#SmY^|npxq;;^5pZ~!Bu>x4jX$!UYu%%km}#4m42t`2fbkl{%84ClJ-P>#G;Bv zA3B>z2H?hwtgG(|AY;%$#!x%nnmhcFNF`v#K>HkY*P-sRw6Z4hADy|Fez;q9A;cwh zpnSp7DPMJ11X2rFzQCc~A~sbpA-F%1uQy3YE$iLxT(EAKh}3Z6vCiMnPr}r|qJ0Hd z;d`&9nPLw?a0`S@?J!?`8{(3xkQ#cjM9W8{21z#MX#nowbNz{a%gKtBx|}8>t7<0X zl8&G`vD5vd3DW7HsyKJJ|~cyba08BE%TCUi~K`?QwSk`a2_9r0^r z{ortnC^Cn_Hi6n5W+F5=Ji7TP!L1h}F}5NGpuFPbieU*z zzlt#c)Nv9w(XV7l5ZO{9aHDm4@g49Y^w7%K*^Ai5kO;UfNKtOobFOILo4bU(SR$}3 zLvViPOvn~?BEWq(D)JV@N@BLar5)Y4ksT!^nT4cVjfi~1Zai)UUUo}ELTtIP1YAFi z!Br;hZU&WuU44DYJW_}g`l1p?qDDb5V=bzc>~5G1nggDG(q1r8)ctg^k}An##NFO| z^lHo@hy+kXh`Zl)bN_I7BYhHvxM?>6WE*E@W}Yo4-D*bjSqJsQ;6%M5a!OXEnwy73 z_}@;6c6XAn<-U6-3`?ttP5>RDM+;mm=R-e99a)3oB*FcVSHeu1M|)A`zTb}=--~q; zu|Xgx+asel5dwRyNDVKIdg4c<2I@d5yGpFN-y+VQXcDtb8aSM!3)XK}AT=!TJ03nF zHAvA8(cDx6522^s1SKXPcO|f?dn=THGKcyxnrb3P*33YA^fQe++aoHXlEix5mPfMI zL)-O-js#vl{S!=~F_6Kdy=KUnW^%n39d(Q%}T3=IkTR}$4l zAeXcPVZCsLxn7V67}le{Ogvur=gi8P7Q_hg@*HCgC%5TP`dNz1`P0<9;Nci7Ffb)3 zZ&03~w^nS=w4rmo(SDB0y&YNqEdA%}pqwry3~Y zP!O)kS9J5Uxuuc;CJn8~CAGhiJO;%!3?;E?PjaU@s>M7%&UYhlwa4Od_3Obq6Rqec zEqUoQVMJL2llH0=;hv_!%J2;&;GUyqeXu*B3-!t17Z^mBZ{^ zqroHZm{a1?j&9lIoyFR%Z%H=XC zhLB^z(l-umhSm9-XmY=0AsOLZQpc*l5rDY*ImoDQ8I^%k^%&6LQ161iQ>CfeT}I>$ z4lO=eo1+UMPAM4eHrTmT;T@y}tdcHCyVGrgxz5k^UmHolI?LDnpxP%0XXqn~uKD^k z3 zB08BF5bCZ$s9W6o?*)(=Fk_%TgKPNv*qdpV06p@Hc|pV_3g5AQ>>&&7$4O?R=4;pMJiV4ALu7 z7Q1{Z1q0k6WDbLF$|pu-4m{eWXm4|-&QX89bz;}P2Y(xkg1nLoQiIRzV zjtK?z;^Pg6TF5TwkPX#3dU{Zo)dCdWRx9d&12ULJOVQ4LB;+jiopRxu{|t|@2#_uZ z7c|U9!Qt#D zYJ)iBl`x<|{Z@U^gowJSF?_d6g4gM_y#=W;6(qtk$)6{ouY`Fe9_;|fZ4U_RR^VSL z_K2;s#~b`gb|^UH#>oc^bF5_11l!R-d!tyys@~{zrU|VC)7_q5^JwQrV3c@h7j(7F z`Abmxh6%vsQ7%PuRg5(iQ|!G6ij^Jn`dd%%25_!n77{`@Nf%rYhzY@_UH3`5$=ZIF z*H4i3agWOLGt>g0^vw|YBy;W3fBRR-(iP@cd9;VEijGeE>cl0F;0XBLN!;3138ilf z5fgBzMN=1YNf;BrroGR)%kuV0--K!+eG{-0@^W=Q0}+(osB-mud?(nZgcTelsehzL z-_2R=pGbRNxU;i5+#T#Ki9l|3iQi*z$OnrIOxkTqRj#@5GSvxW`Zg%p^~<~vGKP7G zjxkxN1a<^qbPSXB?%2Q@Kj{M($we6s$!GLJIK!l+ zW?`-3Ucs5c;j@g!%rerJI1$J-ZmNqlYbcolHPvemfxYhF36Mo&PKil-9NJEx=x}~5 zITsK&D4TrJ-x{*$G!&rAd_RLn8?n&9q#dCHwZk6#m`oOaN;O+r&xSD|5r(>O)qHoa zhqQqGBnIs>brBi4t|>m`^kiIdf!-bW$53dPh(d$M(XQQ)F<_yAMcbgeESG4_md_-8 zlIWt;!T#9EP-DhV^pipomWn}YAbt|%6%F2zqH616NKQ#$`CjWg9Z#X3G}M?euTH6b z7_E{Z0}F3l+QXA(u93PcE1!^wkG^H?&D6_VB6B82{xi`$XQFxgf2uyCP!DdFd+5k| zaM@Cn`-mgD>ITX@ex?#$)o#~8_XuThM$qU}z^?~$BV$vOYIS!Cp6+!X2>ZwrOun1)KiN$Byjgx6nN8Wh& zcM@rjZQJ9>KQBCll<){;ZZ7evHp3E-9tm@*T-v8_&Cab|%S|sL>7+GcJgL#L5Hq<4 znL8%it zk1p-zD>WF{Djzn3iiZzTU^suT0X&a}Nx-39w5nq4KOy#>??}4flu(T zqH^W15=gg-r3{j^fnJkv&g!+Xy#y8GAR@$b@9c$q(h$NZ+11qu*#hQPsc(*rFy3Rb zsqQ0b3n>%#_AIslrviMD8s2D3-Z~;RuxJ;p%)Tctua>JPqMLx|qc3g_$EduZ@vu4fKf4Q2IV&5>{erYi{^InD@{KVxiz+MEX1wWqP%Cc z&kwNpiRV4EA$ODM(|JNoZG>NSSn1~WLSr2i-a?TYHtw?RgZwI{1}^Oz;}Ux6#S72$ zkxt2{%{@dh1#(K=h!8UvTl5P0Nm%a2W>Wr1j!H7-n$;oXPhuY2Q>fNA7b5j`pseA- z>@8WtGLUE$%Nl6kRL*`H(Q5kb6DdN$Q-QxMLgzptBq9;KRCdV^i$G#MTm;% z5l&k1`i(lI1Y&x1Xrz|cN;@8U_gmMn@@_r zIC$FqQxa(nX9^`kD+|HhH`@`|6X@>M9+3>x`^2)@KdjZ)k!?Ii9=SoK20RdFgmov=KX94u&N=iq|nUl9u|QN(U@1FJ?G<`Y<Zh zySnpT7@uLHDqchQD&J%a} zQd>%D7Gw?IP!T;V_Q;`O5lE+s88qz{Zs9>Eiw@HU@+ZwJmey(60ZCwhDpqq2@0|+G zmEaXCjs#t>%{AJlUQ~F81bRv}?nj)y4S+i)=Aat%uigI9P-MV<67^b1#H_){PWC(Z#&x7Sb3j2W5jat-uYwOAtspxvb;gMmn8188&EA1WXOIY1N4A zMTTcS@{O)eS1a9>uMNSZp;eieUB8TioGKREs5kaBsf7jvoGKw9#@D5%_MBR>-#=_q z!?R6pVVg8$|I>tSiLmPKulvC@lQ>qTowa#0RGUtH4e=rffUqiC9ff|7&-;Q}8DiUA z8i)T8Y0elIMtxmO_Q&3@OJ9)N=^e)EpACOA3!+uWpx9Q|_#M1zjfuczP(Hk}@4lbf zTP8U&>G1WT_Kk*WsDy5eVjHjSQze9wFoz^XdoIS%?k;y`b2aHyZLP;|JrgXq0lF&o z6XgukR~kNoz7m%A@MybL;qKouk9Rf`*{6d=5V~l39tv*zkx#mMbIeCb1k5L~S(K}{ z5-D8+l8UXQ2$5Ey?O7m;@fZaL;pLSYkO){{pq@Y%<-{y0yh8RGI%L1fH2n^)2P{Tx zSn5g<@Gu(AhVdxV7+lMJyNUwy$jGp$l9lHr0{NsoB*LTWk+>QueH5Gs=>j{Tg)C_4)_GQ)d$boz@ZGxt#WBs4JEqM^4|4S zr4!8RCRH_#p9OfKZY`=Bo}17-0GR{!m$>LYOG)81dQD0B*Eo0vB<`Fqg|KO-&PF?GtP_^eI0<3S1 zWMqbAAagfN1`cJsTC~3K;rW&V(y@kXrEE!%1-aFsdyT6OP8!)(1L{PE^N(W>%r)ak z8OHnBly8S8#d?urtrdSV2eN34jG=z*P$97J>9cb^Bm*kO)}nCMij|(2%|ESmJl9V$z!JeJ>mt zP=>P4bW|&m*HV59iGVpI>Ib3CY96g9t8XP{CT*wmetLX#IV8e)^pO;DbAuoeu#d#0 zy=F!Dar&>OpXH=AZ$BXLF>4tl!W0zRQj`7whe~h}XfNZ|{Jt~(V6&M8v0vZd`P-@h zZOEtAA&)c|pbKv9#XJ)A`|gHm-Ua(#lSfP9I!7JM*EWDeXhF81@#fIBVT?p(Zn!Pb z-pXJXKP&8AY%{S=T;R53+^!T2kXs#%@V54Q*D=G!K;k?s>tR#wCvhx@P+7mNj<5xR zXvu+fFJ?lvFb6@T;R06*%@!^Z=X7}@tKT$7MnS=Z+-?oRyWFC#aFF5ZgM0)H33T5w1>)`Z3p*4 z#*E=qHtm$n*)pKDJ|mJOVVbU+d8)1hcY8D=Qy4q`#=l*||JxL3yVUF-b6Tt0$ZTPq zcAUE6dT^#k0QuDOjIY*^8Ze*Ak)k|{5ue;|w$*}fj-lB!Q+qcToDX}2+8CB7k6HrB zfLQ~RHoyq9koeKtS%}-SEAMKh{GPO4P!HjV8TL@!Y5~cBAq*z%Glx~Oy%&2Uuah#o zSbVW)L;e`(LPI%%7pWP(}{AA zhJC7wZ#P)(d4TfI?QhdcAfSQepA6at;V5Y{t@}YgiIrB**c03VU7QR-COvP|F77bc zBNHFYq$Syu*P*MFoYIngIY3Ha>Scc>AskA4HlvT!U7pnm83Xo_*wjZpzjvA4HvURl zwAc)fqbg^>tYPTp$_mLfQIHxi#LAPTyjmjr+=EkhjR#r@W9YU&^Z3T`{YU z@=EJk7D46Pxd>(04S0VXkvUL@dn(n<=lgHYCo?$xF!TNmT}z?a)z7F)%xLv!W#}tm zRW~;68Ko}a*&C{JKa(cS?oYV5*&T{+^ATd*t#A};?FCj58;Un=)Z&{5$Tiuc zK3`)jlsVi(WPtQD$@9=x!pHy)n{vNlc1U-sho}?zm0Uvujtu&Mv#SnB4;P+9R6#Oe zdf?Jt|J0@3%jo%bpZrQO>!$5y_Je@c3BkRW31MF$bHL#q?Zkl_w$s>Fzk?5F?6sE) zd&-mry~VP4ND zC!u?g8iWzadh+1bf7_GD+y{e79NI9$+2`Hwn2Med0(55$?E2|w0}fg}Lr_U>y?r92 z1`H}OX)nHYjP}mfSwgNKmRHiruF(WL-8_&%zp>xF46+8?psDxYD$YvmIKg*ed~xL7 z>eo*}qPQ1TeRhx*lTMq{5^4K(+}BP}S|N2iTU z3$&MfIES_S&d=i83}|sJ*!`&rXbh%E3yMd+`#>^aV2?+8e^pi5hVYwr21zm_G~ktX z)NGImSbz-ry?)jyNCwQW@@NnFsC2hfX6VGZEfzj;Rw z=>CXg$bWJi+=YfYB^K@Ehg*H_dVSqj5-AO=?G9@1J_&IFMJV~XwBd{yqz5d4WAZ4& zjIP-8$@RJ^l|&w$GWQH`kr=r2<~TyE30t+kK{8;7l|#GckhXqBbN!YoGQf$3$=$k{ z0D9JLl)$Z9UCMz19A?v!v^z5-5+@iaBwAVHT}q!Vsx`_h^r5emGc*kSVHpc5Ibb-0 z`mmMR@3Rq}&3pk)Z}Ov=M`qd}$$b1A*Lyp9`8g^J{-@+ng5pE%9}Z2B98l zhgnDq_foDdg+#!$K)HCuwYgqxp7M%xtPh_y_}j!zg;=GD$g!qyPTYY$5(bs1H^@j# z_H~O9=bPJ`UTpFC_cf@$L=v$X)eZJ*hqXW^4j7xkqTQY0UGChqqK40}F5T&1bx#i5 z8(WEt;c~ez*cX5q1NGKPv$?Syhu5T%u|Y?pAt;Fh_8sm(Un&0WxCf9Pu&>0WU4Ap` z9ISr6jBmezmQMfSxhE$=%$PL7N=*f^AYYH;JuYRO5#MK1{_;gGsfX3ct2GQd!Rf=7 zi0q!Md&vaS1BR8PBq{H*%C2A0f3T0Q0+%>>bXIf^h?TSu8Blk~KMaxqvj-{Ky@wHD zo{f8&qe$2K$;xJ(SRuI2+7;QusS}<5Hl>pR4%Y+auM`o~kU6fphZKSNYNgH14rsWc z8%@2{EoxPUw19b52JL&q*(^!z%u-d7CzgrkyzI?d2En~5#EjjUDHaIHfLXK@?Lw$- z-jT?r{uWXVVP}u5(GQ&n1!)O18=x|O^Z`f)%o?cA6Q`+#ddWuf9h~U)Xfzp<3Nn(XF8^y(%7aFNR}v82zTvg*8ptW>A;_A$ z+(aJ|0duU9Ov4KbKP-Kq#l8^|`5wZ7rv)C+1 z1dP~Y(Y|RlfpH{F^W`8B7i`aYrGJ!}0XfwfDDMfVKK2w60mIuY>LU);N=mD=3rK4Y z+hcNeZUw}NnWMPy;p<_rlNgT+v^TG+EbWc`X538LLY#k~f|x2uWgJIN)n{xEcs>Sm zsw~>YH)pH&_4#j}kV(Urcj94pqNYHBVQ4#mjpZY);jcudZWxt8J3ME1Eo%&Y!?#NL z=cJ3$w?0AD^gmGZWPGIg9}vrpNx-6gbuxk>ADGl0mrjJX?>RsAMAaeP7=_L<8b7P$ z?W~rXKmWsWe?u1CIU}+J!WfuEQ)iTPyP6}XMfM~PJI(XO| zNUww?KC}_HZhH66_KSR8>9Jm8%3&L@YmbA{PwkF+>0uE_Enp(>Bq*=5ig@2rO*>YW*)-N(h3(gPlJCy|P@jZw5RUvT^ zaVR`sj1rec*(=2}E=aj{*AQ%sfY^@*Wu}u;1)=aDhUl20SbKL!5m=0qqFwlLexSt- zuTLNqVX3t@>`(z%Li~|D)fgKq{&C7j*pZtk@kjL}jEXN<`Oao z{m>I`-p~Slq!tvSPn3??3E4B2{qSgaPj+$pL$jl@$jm{Xk=7J?5o~&!gnUxiv!Y~3 z2HYn}P$p#TT#j`PRA!O^?q;;;`PfD`rKD5Gg~9 z%|Ks#>oSPvzJkm_Oz4;vBm-s+)Td>pT51ormerCntXg+kt8nlysO<9&#fGDSD_o%< zjmHMs%ZSXPUMcSH-~)V>XA^oGk6#2kl}4l7;o`0Xl8_>>&m={=&&Tnv0vUsvJW>(! z#0&qDjs!=qPNL8BRLmaSxQ~A(+Gxqy?BvF?>CvPN4I64y-dFMyCtBgmFED9Fj|Mm}laTVOcklQ7uL z4Eynz^NS@;O7(712erU*Mh4KkT%Pg>-9&bVPMkP=`YNs6*P?_wa=Qeq3Ld41i0`1r3c<`#4=DO?PUkLXEIvW$MqA_ z-SXK2{pxcSp{{^KNDEP|8&*PI71IKP_MQOU#B9aG23>>*wigq;{$R|9M7V{j(SI4Z z{CjD9(I0>OVRX{?g8uoVCryq@h-1NxvMDHBR22#==1bg~h2(sDyXHZrFcy^?=6)Ch zuByX)swC|LS7vuR%iYszNQkj2|6X>S@nlGbV+dkMT}b{p>{ZFk4buXb_EDb+y^%e^ z?T<+r)LlP$Ccgt?+ana8(~2HuK{8J4vrw2A!}HB zNOXmwA3f>r6)p z-h^wb_A6#<$OQ;vh@hYJHr8(=Bm(x6ShUv!?7N-%_`U?+J=Sk7r(R##3Go;msOsZ0 zN(VfahUL#}9_7;8RH=;IUaJ8TV|4teu^MX+i7*XmVc(1LJ0r4ZCW|t}kZ|W_1=+Nc zB1nb#`v~NK>ts!lF^rGd0+!P;W8g?qmZ2-aM4{``b<(dM7OL2Jy$-D61|pDQl(O#< zqz4RSuxRhKDvBD^ed1rruE?*B85Qn2Y|&)afa!sDcvJatuQEus zmAHK1z*4$5skR2PhFRz*ZBnuxnOkMiCMG3fl2=P^=G(b{)Lpu};Re)(8;1b*Et`{D zhm}Br3>1lGN8txT`Jtu1)U1 zu^k9^OnAb97%^XzeHNsi-Uyj9mVHvceW+sf*!1U%Pn86X;h!}-ac~Xjk{nQ>q0wq3 zILV52TCr(&Wk_(cB~E63C*7)c-6SV-!^IHfUV~~@j16uK=qq9M9tLf;C0`J{A2(pR1Nt9tk=kzN(UNwiDpT%S+-pTFa~KOuFna$blS2)I3v2o;gd z_aQA{IEhESv!r{;l0xMcB7=^r8{8z#6TU;B zKk@>kJLW?lDIU?11p;bSkO)``P5o}YVcyd(hgNkFr4rj)(LNiU#z7_MEY#2NXyf?I zk@Yjsj?Ys=vZU|zlLae*+G<;A_dpr&-1tlc_0$C>&w%uR88nYeIfd4Bwppoh;v4Cc zDms;(Hve%0XsgdbiO*Xf;SrARQC~Y*J&W6IUqNOK-vn7Et{Gq}zz<{&*HEX$uwNyC z5@rt6&qQ;L>J7dZ{3d(F@?Mwq%NYwo_VD*me~h2cFVuiB&i0>8mOOrcZ@HH=yKq*28-1uF44chUVxRT?l$k>j^B_) zW91U+OB?MpT)kV)_NEib+eYi~H)@?w-EHVp*UDYV;20T|5W0BHe38BE%(0L~Rt^Ml`#`vC+}S{7We zJq(F33T4pTx4#S_5ik~jL%m;5xu4^$KsMDoggV?@oP7wQ^?VW5TleR)n~(^Y7I?Jp zu}Jtj2Xha168Wcqam7so4`~SNxuVFxRvOm~iGW20Chg_c!g?F#UUY6HL~yuq_CtwCi|25=Xsyoztp-Q5mXV8@uf2D9;5{q>- zdJ4BR!t&lU5X}q%w|n!>Jq0%$JVaW^t~VYT(&Nx>?NJH!stdT&O@`-9Vw=``szHT@ zG87jy^CrE5P!dLDup}tg4$W+G-kz^aB1wQRvqFx~76;SMS;(H#H#ylsGGIgomv#yr z(Q!SuD7loBq2P@8PX8`&t=MZ68NzmbcO13`k_EuxGi`g;-Jc;6X*57`t4&YL#|AV& zKrb3$)hw+$PLLKbtjeQZ?@0?hCV{*XY0r1+!(&fcfj`L#0lghJx%VL%Frde#4KdQ% z?nkxP_mO!|Mta`S!H5aaWcmR_i6vX2r5HfvpJ|mauWnHt{^pBYMWR;Y|v!hgQimNWV;p0(lG$ zDmDBtJK_n+fJJCF?L~*qN$p%)(|!_U?2L_9S5O7FWrU;X<|SQF1j&F!HwN`x6aEF+ zGNy^73^oVy23{M0hq^wX#7CaXy*Vrc8KE)AP5Uc3$C{s0RH-Jvl3wbO=J(3rRiDvF z4Z+H*z`bZ#`bqtSqj2TmBIN_5PqKaVBvqvPG?YOXqpV>dY)35QRxy;p*pn62uKDkP0zwR>`T?Ih4C9YLWX zr>=U%urZL)4GRq{+FRcDv0H3XjC#n>aHnzafR*7WsCGCB8MI4Ynl2;*791pLci)u_YHG(-@;K%o2G6iR{^vw0&)f$canw z#vTt2&31ZGX+G~h1KPNFe4Ee^t|bJ{~D1&OR;E=TCEKdH*07k`Iv`pLWgwS zK^X*)L62@xoC`WtplFckv|Co0mJDG&kAp79QM@S7g6F{4* zH#5vq^v$gx)etwTH>0s03egUzWOAz7_}>K$q%mNAl{QX_xUad-ydjCy!nB{Ko=?t# zBuGN^YW)hE50DbD0w{||*{j;kGEj1R!?#@gtn`231~IKdV-NMA;VskMBF&mqg?@=uwH8C#ojuyh#S-F>fpwn z0m(24+4G~wo^t3bVQ!T}d%d`@tNMvmr}%~^ZLWzt@|ptWpHmTBjr8#Vb7(C8WHKqk z)h?Ten&$^nNQ0iZn0Z!g4TzI8QTu9s?Pxhj4VYWy&|ZvY_OAG}hd$rQx?_=pel6Ni zhmt+QNgiH4;4n0Xli0MEOmxLZX>GfdOTyJBjs9-glctxS7A+GHDLW-vmNEK2<%ViR zPS#d!o(vf@7NA+QjltPBy?a+T-+|(d_STO>H-OCE4Ai}vdt%pCNCwOrcx=jSOp%?2 zTu4zpX$=D7;-on-pbYBB8pd7ySO&>}S%V~Pl33Wr;!0|D68V)x&W7y}lLHgbs|a%I zM_X$^GGM`hOB?J}U3~PT(bKPH zTebOS53frVq{_vNhvM5w!~=K=<^)5I72^S@cM+>3e6d;KQcvJjhk0{<*I&_sD$y;- zvBu8X0$zK=9IF)Vb^DIp@k^MUe48@fRiq$^o z%{ww_I5U`}cK)Imgt*TmEoAH8-UitM#?$j?ujN({^FOHFXihYvANT7}uiptZmJBUv z4EtaQ-fY0a0*6JpK}n*}_{@d$Oi~LovvQhaa=@mHKM;@c<;~5$VOt>W8AC}N2IcJr z`-ER--u-2H4j&2lT>RZ%_P!Iu0!%?$W3JurYJiLZV*w=DlvB4NWo?&o;|dZa8GAjF z-w_2))t^Jg@cF6(xMYGb2Fh-gd)I4jy<{y}X{hnqRoD(z8a5)Iv@!h8e~;miKMC_m z)Y~SDYPM^J4YZMUw<|5zUo9?#dfkSu;Y4rIJO=$F%ov!o$Lb^6PyZ17@s_MvHL#Uk zgT%m}#6)VSc({xO88oH_mK0@L&&=p#P>OLDDZ>}`>@C{8P;_fVKB>iMx-g^$oLi;c zQLpf{zxHtHO;UtqN(DW}dMqfqZAR3jwSg@cQUewns8<>yLbA0|SKTLLgHpNn+!|?! zixEdY$*B`3{P}%JaiqO`=t6o7OU|L`^C>PQv zxIAB}@}-YxA&x7&Xe!gU6^d>y=p)@ebdv!Y0~XyFv^zgF&A6>XxenwN_(0^qn6UN_^fp+2!-p;<1n^{X}YDU+*f1 zObJs1S3r5qCw_Cpy~TwR7a9uGruxcm0-MlJPz9YIw*>ry1+SoK-zyPS+|3pLY$sX0 z+}&L3x>#_rArSExRmV2(fGQu1$6(SP29O)sxbst|#6L3QB3zRXueiP2{CM7q<4ett zM>+kA#}FV1?rJ5UgPZ}=f`Il<2SsVV8Zr!tvu=Z}>t1TgLLkE!^{h09NXtVaV6>!w zNx68FdFiz2?WG=q1(5FE-c@~IHpJ;|L+tRuvcO*ld`ZNO*%6OR8S15Kx_tL?k{E+- zGTIW&T{;9>^3g(JHDbhCbw~|ZSmo0`1 zs~E@-&@Q2M`?!dnFX_a5 z(v%2ChprT8(ya)IpgcPCmqU}R9#;6!Zuf|T_JzcqvAya@}KqPHc|^%X5dn`Bavz7igjli^4ZRI{5UH1k1|~lpe&qov0V_TQw12qHdhvc~S8WX$kb+&8Iv6$#hi1eS5F<8U ze_|%&%~;LAr9Jd{^6IX;P0LFOU+^rOX{P^TB9z-2kvFStvK;`4fO#{6_8@@L2oSX|NX;OWIU(~X{dkcyG-orhD z6cOxnX;)urAmJ*e2qx`;!y*^a!+V($Ur&1PHM&y(wQptDp|6zY9R`se7FVfXH_$QK z9TQ-fK^C74k2Jbx0}%Z?&l` zvMQ*RpeEHm-YJ}xa|O!L50D6x7gp}-p9p-)V2_{flpOlH28ExNu$7)SS0;}<1j z=j_Q>N34Afi7*mTV%!H;xAa*O30E;njCRprHM09z!v~3@;ulm@r&|;bg(~QksQf&z zQNgfJ3*@&Scu=A{%-|EdZ@b@`FJwsi&~owOvi%Sfv!-`I>>M|@PY3@uFED5)=+s@o zQ9Ug=WJEG^*GH{=H;kaX85>~bmm<0dWi>ZM{y9KS})Dp;%EE<}|89a$K0y+9> z!~u*{4EgoF8|e&K;Y0g3sC9g+#@w@8NHx?f*fer$J4n%=K|ys&<+*o|DPcjCL0b({ zBk}?q?Iku#>h!8TgQCI2(1LPX(-7T!$fL2`#-%-ARg}U~iha~g1f{sS4Q28QBcb~9 z4@6`f`^|kNBm$-eE`zd18@q@sw`EEkrc0ckO)}q$)^1YuFQrny6rrPLHfy?c55tQLcY*@u+;AsYihqj67>zGbyLx{F(ZvAHv(-ae~ctBqdgVZsH8@8xX5^95tY;ILG_P z>anSxzO`u=+CC~IH@VfcS|bu1p@vlyDxb40SN;K65{5At9Lj5xKFQZ34c)$yHA9`n zhmL7UAWmW;nqEI@;$X;J#M9g5PFXKx)98 zfkpcocaf7zOk=`vvhJ~HD&V<`heHlM4LS7qab~ajB?DK9@~>PXH>VSyPvmbQ&L=&e z5wf$S8I(aC$q@T$eLq14ZBwcjY;#RglDNlxV58OC7tYm^NZ7 zLoMk28)x@INDIpmGg;}S{p-g`(it#s=F?uNU#FY#rqw1VotRB>^o`D`(}qZZStuZt z#H(C^w1D{nmruC|ZJavp!l&z`7KRqS%n}_1|B&tdoBPAI?clH>W=L$>cc5hy#cg{& zJ|mr>h0Dy(6%K;X>SW{$<8;Gn`*Is;Ntg@*+963UHtF($Zu0XO&l7e2j@6U=X3CZP z_kD>wr~qBPJa%wjP$GrEf)e#DXkpsCJeH}%IqUguie}~p;6lJkM2gLsm3jp72MlCz zXfySqu~R#a6-(Svo@O&qtHB?lW0X;PvqNKkeIk�e5N2ONUu@n_gP@OMH>uaC^%$ zze*^s`XWQJa+3n@apQ(W8?4IhUbfF2(FiK4&1cfXP7n ztA;0f^^FlpXUU*6V^fKXv*A2wnBga?8T{rRxYQ>C>Cafrz~|Cl{ft^y`MoTkY?nOF zvb%2A^c&PX3`VVnTYAo?`kaB30ju4p&scdqWBUfVeIx1~&mW9a;p1zeE_4Y}!?BnY z@P-wx2HGLXCuDEZ_XG6=P>TC0|240AAym3Wq0(({PxG%~22u-HRAtb<@lkP||7~t; zauWfR&WsKS(ls6lO*0HY<4M{ZAIyd<37a_Nuqap1{DZkhGcJ)$E44c1zo#^4LeB6Q zIYatsk7JMsm@}|x6B&k&EYAgBZ6_?rgVnR~e#99lxt&FL^-|y>4kQAW+^FAXu#(>D zxu}8sC~#HXgWBA4-B8Ep8FGe$8Ox7DSPypw+TBl|!&Na|-mzp@6<%>HeEFf*zO;2` zIc%M^MR!)njDHas+Y#uVC^P^~2?MOu=RS4JT=rbB?j}9@L(FIkfM*|O=TZV*tKhKTxm<6=VkB?6yGxnJ@`cAxpRv?ju# z)h^W*Yq)KMQbQfm!p2+kFG1dbX@N)kY){dF2|j5p4P=52khME)Hpw5Xd|XgeiV&@R z1L*;eN*u~PA7OF#>(UpUq&JLO+UP%B3(|uI8t+l+v0Vj;fN>cdHsz5?<2>hg26k1X zH|$jvz1dy{dBY=A_@wP$4xU@Vw7{a>J$xc+HtcD-Nn-96og0o1$ADLFj8KY}d-*g7 z!rWMjW>E)wU4b!wy=W%gVW#rxFDdHaE$eo~5$pUO8qg;LS^D5IP+tDzU%pb#sq7{# z>3eAGq0AUi1XmPTZ67>n?Gu3ntXO(u&^{?%#ILW;*UB#^)*9x`sO}UbOoTY4-tEuf z3-tbiWWXY;fc6(}!nd~Go9~f(#GZGY_dcxM1h(E-C@Licmv8P@RAN&fv-)z$aoa^P zF)5~Ir|W%s(^#mAW}v9F>VWaKJ~fb2&{$NW%&+oWQY{}?x022FI@LNC}uB@n|2I@ELm`Sj72I-Ipm=c(@w?Bn}!uc9W z5;TCPO5AaGCn&p3K_XmfwXo>d889|RKpS!^McElP z4w3lU`uCK%Az8@-Au3}(imC%|TdVe&5-9_Y^=Myqf5N*qIn`O>%tyGn`N|Lj$Q!01 ziui`_m7KmtIw=B1uQHV=&)-T_Z4WzG`22GM`^*{yIrBegnOj$OyC!5u7%$1B zy>e(M%xIr0eoaQzDY^$Vgfk&$K8uj*#K-aHp_q!f0+Tktc%t&$Xme#3S-9PPGuvIg z8{Es_AQ>`0-d_o+0Ru?_+CRtW%sl9R_;hU(L2;)iPB0JCh13v@8V$E5CZB~wz}%Tf z8)66-@>|nQD#@Zp^ML-u;qj0N<*0m~KgH!F1TnDElS_LRV5>!foKBqh`|?@Ny0g@_ z&N3RZYRDPZ(7GEBGDr8IkCcERv4beLoe_-&zdFQn8;kaIPd(drU*so=Sv_6Xc?#~P z5Z*qFOliB;6UTm;5{LE~u60-2R4;QR#y*?I7MM;+gE|eG2GRp*%*WtQ6RVLWsXVGY6lx zc`?Ce=!C}S6B?_2`&Xx-cUo_9+=bzgDPek`zL}vjDKz-!U5UGTo?0XB*}Z^FDHn+l zH>$uIQUfjm?W5>I_g!nA*4L7zMY6+f9=;*- z+t9NYnb}{U`qKy@CFbDHE=Ua+Qex2lQ8`N^@>RWODk;Le5gQd3jt7a!wJ5=@J-uTE zqy{X(F==D&lOKiIF9ONj;JMlTK116U!rTm$8%q5{5+OBUFoQ+=D!NtHB6rK|ToUb7 zW!h~T-vxRD19`)?s_2)H8ZeLM(Qf#7$$IYST+~5OVsT-CL)B+yKtU-ES&~Jwy=lLo z5{EVku=RzOQ%rdZ8I-~f?+^`tx=eLze8!IW>6-EBJK`S={a11bN3DkUnXQW5EW;YdXFx8d3x14jkI8be%mZwW+~f1WoUe@;0fo#R=jve32!^%Lvy)BH)%p zdtXfKcHKj{O=6&7UctvTi!Go#lYz*RRvru2>7ONWDEAtS$N2NCC9l)x>`f~O$pKFT z96+qt*7t+P1sR0v#OMCQF z&Lmc2dt@2$V}|spyQ9(XB^EgO^oe1o;-rWsejlsYkoA!Q*PGfhI^F;yb%mQkt}tPcLxcmd(nLH5SrfD%^uusM{c(d9l?cce8p5;Ax) zj}NtJG=QAJ8HFTcSA`ppKVu<@{-F$?cJAja^3J66nKgPfQ+7ZwsTnm)W@x6iLLy-P zO#LL9l)a^Su8+jTVROr=3D)l+5vHQ8y`k=>Z$ctq&cLI+wWrix;$wPP;yC@wcHW^E z$q>XaLRv^3&*DN62}{pB+GUSiXq|b~C9-!Imk?3y9tj;REkba6iQv&%C?a8STfm__ z&Y)AtpRd;ND?v(;0175kYXb-wMwf4NMizahhd^KbBpv9mJ z`w-AG(!45$oB^{Wh7#qds#EE*P`g56?6Y&*x7eQ{P}!4(qU!zNm0+&{i>e&j6B(&# zr-sRNkOx=Pk}Jh}yjZAh#YQM;&sFE&AuV80l|`E%KDq0L{ZqA4GPeoR4o0Pb9QQV~ zIH{pk@eUFJ+iKv_KF?s~b};E)PSa1k^QLB<6p<691tkV)6jh7fT)zzYGv*5%+C!hB zZ(+geUnR$4+gNWIguDUsXf~hnevCM;^U5N12^m^H>poVog=l(Ze*!U_#1>HA z@ZmRX(CVI_Nwz=ra(;6ciXms%gwU$>m23O^oPnIB#|(*bVyIVH@WHxAVquRtPW93j z_hHbq-aDiOpG;%$e{@_4v1s6&S}a+PYPSfV1>5^vfh319 zj6r?4M;zPy%|t7il;QW6;*e{@p&qmp5@E=PPVnm$OavB(vM&e?^5-;~w4@W$dhZ)F zyq}tZP)~#=4iAsm{j|>+NHt)61{UoZD`8Zzn!8B@nHe^ozM-0U9b7G$gs4>q`PRpf zDPasZgZ5t&KBdL&wIkw48HP^TJYS~);$kcjPHNS4N`^$hJep4%V;Hjz$!FbYAUalR zZ{}EQpVJP?BgEZ)jb%_1oTN`K#a<^g3iptCMQ_ciNpn`zPP}Jh_Q(%B^Jmsef*K5bFh0 zfA-E0>orXgLTbRgflK?xNpaMl*7q-EkltWgkT+bm9vu9fhGYoe_+}d94VVnn{~;3k z`_6FqgS;mu?fK{RMNKRS>kUIphJDhG+mITt`jbn0eO1PPk5gwz4ygu**dGof7~p>s zLZ*a8CF*~3 zr=DJ{t69=P2G+?QFAqGO2{mv}A~hWHm(A!iC9-zI)Ib|3iS$)FO0Ul(dHPP*w!PmY zdZ3`xfB@^;$us6cTEIjQ(C*+0tu@!RJ%80i0M<_qJyrWRLYVs=VltAq{?-nOfH4^y z+CP^l`OcUzX?z=LNIEGVFK<17w9vaDbLV&}IBtmf0*`jtP@nJeA!QdCRy`l9crTbR z9tx{n$QL%b9|uPPFhim~Q&Q2c&+01jB|{ST%9`n2hRHN!h3L3{A$C6E#@30Sm8N{q+k z?=V;(F}7MW(0j>@aZt^$9u?5pJ#KsZlt3a3tbk^6DPJDSYAG#v@wSkx8N}ats`uKJ zq4fM3(ZkoLO!`F+lj#|Ys0cWS zx(H$n%ii-AibyG>&u#MNP265TE&FbJNDcRq zB`Igd|GI5JrUuNCxB|*2GJFbaqSx+~=p1%v?e>mT1Uc?KXqLXnT7LlK4OoWe(O!@G2#mVQ^qta)bAR9g|{>hFpr>8?rt7McJtXI~jLO}`33|!jlZgOq6 zBbjn-WCK@sW~-a$77%50A(XLc!luwZQz8*J7L+KrKa2F{q-s=>AxX{cX3LlGr%*`p zM7@$}M(X`L!zG}--6O2gOq<7%oI__!URK%$i6BN`_2GcP>5v^^QI*N09983u3?{Sp zWRtYyb`4cCYkly@WDD|z+cihQZ}u=>pnh{TH7AIl)cA>%!6eRY_2ww>U+W#HcH3Kh z%(~AP$f5zu477JLjCWd>p4;$|#2B+f3%?BELKHyn;-}JviWkrVF3yM1#@nK|W1b2t z!$~G4ZM9w2+-&&r?P(N}UR>j@gxmqkZamt0(0S|=7G3p|G$rmsXE(oC@IR>C2*tm5_^uk zVfE+5|3GTMyn*_kR^nn6_XAD$NHtt@7?Pv~f6kqO$_B;gbQ?$p%#?Us$^(b|tW_+2(S43Ys0tpYaXxlf^8ht3a;CQ=4b$(QaFTd?#IBA0e` z%?6L6VY6<0F69lGlS{h3W>$P5BkRHN;ieXTpbWBT@9@Y+|C3N;#h3sV?TepM5!r9_ zn#pN&&x@BcgbrIGo*;4cAKRASI>Ll=Ec%@6XbC%RT~p4YQwr?8+3G#z<^ zqtW~EkT+mZiA9?f(+Mkh;@tC@^oH$wbw)S)gL_Kz5m>spc^|l&fq69by#_f(%#)9< zrKC6P4t;si{RbG8vXBh!(pL{ddcb7h(*6ZUd|%b!nU};bIJ;&Ucou|#TLC_Z3V5RE z@ax6|3A?cjNBakvBKf7FaFaAr4My%x7OG1}LrlOF6je;tG~v=Gi{Ir;ZQNCZp^9NJ@(UMluh%Bv)DLx%IbxrYuw(*SP}%y_ub zZYSgnILuI@3^RO$d-pwS`$j^gci+{Mt{wgzvZQaQaJZB#4Nf#*g#(xNb$Xw9^W!X= z!~~}#{oy?N!M+w!L+^=+v=xfEkR@SM0E;%ks?*lgmSfmP=7!tz!p))vj4l1|ZzsD@ zh8}3S9b93>GBle-nHLj<30-%ds%#=gW46_`P7Tk3wBU)N>Ia3=Uq5I5->6D^n26$%suWh{s08^l2Kw<8eygaMO7>@@M+JkW`!sO zYCo$cYG_Y+W}&L@5^!7WBFYTkL)Ml+GGLj3%cMNgAd2=0srlefdV`t&;*CDdAjWV; zi%Okot6Lyb!Y~Gd_SPQ%@;Bd?TO>YuSGcG+XxY$Hz}?kIq=t{nE0Q1)Ff~v=lTp8~ zJD^GOC)|e&54+R)P*{DBw9xHfTmV@TrUmMSPilr^aON^{7~QjSvFY_KN#In*NK`@( z>Y3Ef5}Hf7-yr%Sr`O4lI6iczG0Ew$1{9QxkqFwdcOO7%z*qq42hqgtulCl~Z6xP! zpWFI}n8tu3hf@&9h|2rT9P$PX>QSHkG!#VE-+vKDf{Yg(ckep7LX)3c5y)ta)Sn88 zfT@AcrW{udYnz@GPU#_;j3wm-8g|2==G#P+p&i=?K7>TTGBiU#nG@qL+*9wF*-fUm zQwO&lFW(DkAp#lFkrE~tRxz~7pgkN@|9O<7m8Zl?`drSv*4cL9K+)8k`YM+7Wbp5oAahPU6u%qnvu~@a88YoXPu! z>sIiNu3i9*y8VfKLHfc!V9N*d1?tDdWDKrZwI6>=MkLF*-owpWK}PHm!WikoJC~r$ zfME>kJ3d7QhmSpaTtO7jp0D;zo#D3-{N8WL=ey>hn2D~3T>_xl5K_=!@@gXT!3QgLL|baj4|NtUd)?0EXrtGyw^71 zz=n8IgelAy-KQcTElfi6_V%s=EJzDj&BIWljPu0IJF&YDHIX7juZbRZz7h(NE zqpS8yY(_zO0jr)FN|a?lQ8isxL|~+wf%__x&kcpjwuQ)@6=!_;2^kXZ&a}@P8Wx}Z zzVlKmkr&ilLNW_-hCs>r2Ws8w*{&~#3<>iE2JPh-o%r_+N_Ia;cNTCqO4sUwH|cmt zhKD=U??N(Qq$HP5xm{Hu(02Nxx}1!v?!j`0Pj-QW=)a+#d>zk*fpr@eR{0Fd5)BgHXXG}zYC^tw%!47LF}?gn|_40IvF49OPd=iRSMkM{{c4sl~=xCFGPhXWa+ zX#Jzr1WfW=+MOOT2Hcx$KnZ&1`-ujS2v~xqPQ%DNYLfDqO&+q2Yc|=ee2fiMJtq(i zqnmrd2@(NglGtp@-72XqVH$@yy??n!2YLM&=*2oZ>*)Kdt1`torI)`#VD$qkpI5!p zPlh5A=FRjMe6G8^TT&%4Y3SZ1xEJOEMx)>U2EUHp3K1G)r9NO2Ky}YuR|D|VObqL>XkRv1_c-@SeEEA4Vyst@YH7iH*%C0gN-445r3l_(P#S;Z`q7welzJw$pI z7V0K}SWg#W?hMwb4^UXbupWTrzCom5*k# zArbbV6y3vrrUW?yrUfSLEz}6;07xel(@8q zhsE1fjUv`d6h0w4yfb5K!N58SnbPYK#^7B5%#=8^&vE-SRu9dM`>UKdu&-IAIX{00 zG+#9dU4l-(Hc%0AXe_@81e6J-RMD;AbbEcQQ4owbk9&=HUX>4ReqLE1cxOKYTDP zuxZarih5#ibVYwBZa34F>N_jz+eWuyQ8&9~4$b^LdnQsXpKO>qiZVIXAxvDr0yx zkUM1cYGIDgZ%|CaM4){pL(G1(E#PDqNymuYdGAJ_f_jIOP!XME{S;h;#vGbMTM4Nz zF2&Am`9c2UtN%!+aMF8J(naJ9k2pHqF=x1A^S`c%O+@~DRCkjz)V0F=nWsdVkMR*l zSU9K^lNtKD?}($d(AT9U2yrvdtX&92BrLaa8MMn!Q?^6%JJy!b^TcbLR^Y=k*tL=!&kRBT|5t0FedTiQXDakCe?5x{gMQS1L%HV4C^M)2bj1r$~d_8Zvu#Uv81VlhcTdjgto#xmIZ zRAL%Hd%Tg!%Oz0D=Py+F$bVh!4vByjK720aYhp^5BGb!?T8Vy1T-d1W#>dN`8u|jV zq~wevL;Gb(TsGygk|Nz@4cE(Fkfd1DJXVi)1h@`RgR#O8Ium&esqWH0r|ol z)NHuBq7uBUhbe(U`)_fpGsUCpm$VbUp!Oo_i}j;@kT2Mvh$MYAK(|i|q#a>epuMgq zx;T6C&9Tjd1VgWf=s4>QfyU5}qaJi&``A^GH)8>bL7S#8lJ}IUb8jc6O5$2GUS2X- z2Ie+L#A6s&9ToJ+KsG<|>Qm9m)XdaSJy{`XQQ()2$%{8+BrHmj|F~)4f(?&L7O1Ny zu3z|l!T!JE58u0_Iq|N|1m;>LhLY0Vo#UB~EFmjQmN|67Gh-o3P3iYF=EHY(b#_K| z5B$xi{-B)v{*5+e!UrnfhNeUY5L}W?Pl$}jb`mt5lz_CrVB7;&S1~QHXp>1^>kD<- z3M9U#GugXRo7)D#ZF#gM_RlEcsXkXA0}@6iv1$KAoRzn&CCU36IsRN1VYX!b?~pg= zAuU{9Ev)aeBT@uh3$#ajbe8VfQR^H_R?le%nNg?e!Ronpk2@gJ@h2n$7LmBLXG-|D zOq?!h6qAKpG;4{r>kDutgM&cQsX(_2kSSq$;L^t1@jIXVmHt{{oT1_L&9cGzkSWO^ zZ&=ST-vEh#c>{~~53)W}n=KA(kk~hL*^=hkV-Kb0&fb5yZ(i^{I$*#6PxMG{z-mt} z?TN|woh2Q!zI2n8wDgqnnODFd{eI*Mt2cc=59t7N1s?5xV=C6$TwSWrPDCW>7;RJi z$}iAKgWj`A{0}QNAQ3Q##AH#f|7BwK%lO}yC>Ktx*`w^I1BoDup!R$p6|myL<}ui` z+f`C~E3<6`-$^s7v-Z}=9tUw@T$C4v-*$Pj5`xr=Fu)Z zMR#smUU}Y15PF{Bi#ukV(Far8btJ>fabuoCri97Br;U=VYR(xCA+~j0eDTqTP{JE>7e7=^m;zzd??a8qP_L` z#A)Gchc1bm?qd!~`(Lz#qUvJ=lST@)pF>)}$~Gp4vO9}kw0u*%XGgXerupf0+;<%a z(P7%XGu-W&2OxjO!YY$Ctr}l3zE10b6EOh&XM=@CYRMtUpFg1d+;}SCHY5U8dNOFA z1WbMMIXcfkqJQ4AA)$1k9hBUjAX-(s`l+xbnG>7 zb9FbG_gu>;oC7%nW=H}KkX zZXH(X4rzxZQU)i7)#_3&pzYgRD5@%SEgcW30gFij+Ot)Lem07)gc4yj#o}W}$Te_0 z>;$SAy1#2BL6b>X%|QJlD5aMraSq)n=>*_ziD+u}Y*ba=8lSNve!6CS`i}TVL;p3& zV2^;3;^xbjAzQ-I8;ABCG(&T}>9c1w5iaeqtk_;}E%?9tMpQ$qil-fcM8IljChdWe ztcBN}e#pz3s0rO}sgHN|tqLXHC9DO>qi7=&Q4&kO| z<3ONPh1BpTJF2Q*YM_4DaI1#9mE*2XQicrOqn>l(AZm3A62a%@#+m&Rfk~SM*qYk@ zD%DKl+RZiJD{K7CA;_JCP{xo`=hr}%grf}FN9nV6Ecs@Uc9g6?x1U*kKC%Gp8}?3D zm4yzdgw%k01MT{A>p{gR&K_dqbNT1YA>NiV!4mo=D&Aao-W~{vfE91l*Gl4bBI^vF zi%Dl#oMLac3q0G)>m37_xc3@lNjM8Y`)-mrO`-inb`4p7nyC6M3bz5jn>>y>&=yyA zg+el5-a!3hw3B`*!nZ{d?VjM!9(Qi{@6aUu%HG`Y!u{9J;$#7ec?0bhwABsgs)~qL zq(difdM-6?6v(cALuhYzU`C(@SfF8P-1b5y927UH$$1>E2@0>2lrU@DB$=|nok`3U_yWrN^g5k^+;0sM2i@;a&38m+3!ssbYbYc= zc^A2{FC>w^fK?5&hpW6Io_CZymiPwhV0QGvN;&Yek|C&O2(&m?)h7b!446AJX@Be% zf7m6qrXfFonC#gk2Wc0Y}zW-$t@?d+qkg_UneGl zAmawg(2q@iY=k@-%g`L!hs3-bBaPQ*r;&xvoJdoR#8xP-s-Src`MFELqk33^<|t97 zV+`$8L;ZJ3oUl52+fP?y2F29@h?*Q>6jI!0Nu)z#j1uiZz0{=e&SDkvYXIqB&>oK(Eg!eYuiIn&DL5Ht$y>F=E3LW*KR{~Oib9gb7u6of8Ss$A zrVKLb$K>W*I9x&EB+sDM$pY`s4~I-$KjUV{k7ZQbL5X%|@lW z!yziB47D0=c>etXat5r`z@|M4z~5&RFEs5SL(+sDJx-RJKt`+*Wd zKCAy^QJCMt=@J)XOW*nF>NY_`CBqO}O;f%<15yL#3|!iWK8*#>@@%RflMv&lrfi4l zB9KnfL*8&qcmQ0p>9#64S7R{6;tRKs8tS1%}Ev4>>9Oo>Um@+oR|b~)WFaomtM-adG58@Qj; zg}9jMyEQx@kH)G7E{n1rvP}1U(Ug}s3DE6sf9lRNC^yXM9h%(W|7)Is%+MH6;`1p_ z1JpO=xN;+Y5a~_YuPf$!WG)nx5>Z@zw7=*sqy;>#(w?#M3jWm0pG__(d03?QO-}^1 zAdN14PVDiHfqI8ndgIf+lBrWMOTMnXlAM`b8P_s&S|dV$z*knokSQI?hD8cz6Dr0~7BM`CTR0i$x zP4vb3d-~anDa1N@-UPqqw)yKWJqq$t4)h8L^3optuTJ_RYz`Q{~n^E$z zJJ=W+;zACuT71fw9P$XFGESlNmbkIV3~~l6y)kL`8bpfLsR6HA$f$HaG(p>J6xi|^ ziMC7Z#ykT*cEcQ+L;IVGoG0SERle`eC=_4tu* zs~t5Zz98BdI@n;TC0P6PPBg@>@Oud*ILwr|v`<;{jr3g#8ztiE{LFT_y8S{l$M@eZ z?S)9>bIsAbZGa>GO0*|Ymxnq(*Oz)Bgg z#(QyH1zq`MdJC&I3;x;(77o`CwI^h5@Q04AV1boGdta(PkRDaCXZcr%pi|+2BTL0?pHeC zHwP^UWqh>Q-VB)%#ssiwV?BP4anD@G;Bun(R@P#)IXZq6)O%Awxk2go-?AW6!on&; ziSo3Yl)mWwqm|@Vy|g!L!Pkyvs05WoYS^uD?jJ}5EGF@Jlu2Tr*)1h$zo(PD*t9k3 zA68$3Ru5mHDmt#)=>%j+SQX8oouLht-5%&HllTF5aC(ZrVglF!jY4WL{PGw0J38hK zEZW{+yyJ`YcFBSCqKug}Y9P^l2vK`u?ft=f+?WVF+8>w7`Pu3oP6#3`$?VE0#=2TY}gz}%HVlJx-@?T)IaP%xj}c$t8tJwU}XcF_Ju~i zO>^d=xdmig?LK3c-hLarxmtug`q=Jr3rGgcqp7o#@ncd2VGWgJelxj!eaA3Y(4*PN zqZJQW#X~Y+fmJ~J+^0^@$saKR#O!DCv;(;2t&ZH8iJ4( zqFIN*uL3bGaF~=Y>+$1udjzl^Ltj5Y*E|5cLWBdyf4W0g_@1 z5KelLS?dpJ0ZVR7>W4Dl_k7bz`$|UDu^Ja|e-DEqQZS;#_@*1c+W=T@W6=H~K zjiPk&D`GVR|GaC{HK5!Uj|_>IH45xCV1~rxQ%0-CoX9H~0pyI*P=m5Km8uUAlkpEi z7DdAET%GOmkdg+!_qI= zyATWA`<`VSpFScF548O=9~LdHiAZdGOR7O(;zPw{O+%qZ z`Y{xeW>-DdguDSu3 zg=V2sYq&(gu$0rFFnBlQ&_9qf$n>DNHQ>LG1LDrWp?sJwtIKstoMsz|FvLOT_78QT z$XtCAjsB%(#d}rO<&A|?C2+oNa1_Fi~D97NISwJ5^V`Y!XNKnbe<>2+~V(- zo8^A!{bE^Lcb3D}SzB~xh0OTZbW#IqGxYF2gLNCWv&W#mI_b>cnZv9nN(N~Kw+Q*s zN1(dxAli>{9yDhOv)e|V zZy$v}nehM|iy4S=!{eSru=R-nZZ>U7&&upaK~TKJmnH0fwiwNEge>VGN(~*`oCo#6 zr2nf1KJ5bfNn5MxI_(Z3HFzqxj_{5{=%4K@JCf3SEBEuqZJn7A1CWmlY1Z7L*Zngj z4&`6b*6F=UfBj4%J>N+mwQ-p_*g?OH+&PZfZU`9?7FGGQzc>)qlxhY)E5qISrg6o@ zd6!Eegb|Efq3o;1Z;%!+SK!gURI*jyzT;S3G>I^h^>9OilKzju@%l-i)uC|_xs>7SD z6Qq5?s9K6l>56h5xGIL35})=*4Tha}?UyvRlQJZTRVJ;pfcl<8kQxHF1nEGQgsFkY zq}=S$u@Y;pevnAg7<Pk_n>2mY?W642gizVO-kVJzF=%^oUjyQPoIV`$nUR;56jVy`Ss7eOxf6FRYRk z0~V5K*F1qcE`GWZEwRjS)A_XXmYJYCXQ7JWg#KF47qHyMrcJE!qrx?B)V(3yIbz$h zDW|+4L%NSzJ-L$vwS8J3(Kg=d5m4s0Mec@4B{yP7Hc4u#@0p)cpc-@$1u($h=1)il zoC4rehDkaHUs`3n{y-+^iL5~%X6k~&l1eB+N2+_bLJp021NE!uqNak!o45QV614P( z>f=+=HKArt8RECSRxhaU6M_6+4-cz!Z^mxj8QU3G=Rq3MCB1Av?$9}({`>gwWR%** zfBCSxPXN*v@YF{8B!JZE%a3G46b-sn0okm0M?26F#=OIs1Ay>d65}!63CfdF~ zT)X`%nVr>c#3XPE!2Mx6B*TD*=HTWkE(7g-L*awZi@X0K_c1&VJ7k!5H$WiiJz~QO z;{SGoiXMy&W6+-Ud?I_e%Pqf_^ycc$hc7lR2YNlDkrGVjol5GLA#rFApzA22ZI zm58YZTHn*%!J~RZ5!(KEe`Ph~&luWf(*71*nE5hYHLxq2=oxx1aK3TQ8H%ZYA`vd` ztGLrY5xA6j)q35_IWO-Pks`1JE{D!2Kq53Fko1#V)c}crxig#g*&)8jvpjdhopNGD zZ1>XLtg^{a!Qg?W!wO|p5+G;55(A5N=_#yfm4CmAbZ5`?Dx+g-wu4i{@@Ry9_vs1X zC}{ieVrbB3HgNhwv&U1B>=5x?y&Bjowy?ZHBeySf@v>0Pt!k3ao)%l`9}E zV1bo-w})?^rPO}0luQm6yDhyIg@gMTzNr2@pOOv!_kne+7_?{HL@(B~)iN)Vk#)|Y zowFC`K(k3|h+1t>)#~3LxGW{gR80M8osNY89VE(VNU5tUZ-GQug+$Pv{{Z||45Kkv zEXwDrvSukX>FY@}-I8XdvoaSzBDf$C_L*J)4G9y0O}pEZrKi;z>qT;_(n;PXD{Xus zcK9;lCG~9rd?A0vc}d!ziuu$`bnX&M%&h+IU|aaC8*I7_M7(6?!Xx0vXjqEo&|V%^ z;$2*H@-o?HSk+P+EgKySso^6+8C%j>MG)A-L|{<|dxv(UEwQg5{keE@+l7zkp{ijD z%55rdOJpDs@Z3iGgLY;o%JR> zf0u0ziIYM{<)qy31AjW4fUw@?YSl}SM`JSZd9*>ss25v0UF%6(GTakdywMXPh}R;5 zI8&{#5K;q{-gvZ0F~hHZ7n{m6Ni`UlnSV;|0^#aHymg0q-3#LWudTPFrDPje*1&ww9i)&9tbdxP^~pfaGhi~%MoJY~nvo7^?@4c9xBk5Qv;gFk-Xl|Tw)O+r zNz9Z4Ov5IJERQ zgRZpdNCCOt9w%3i|na|!u?&R85cZxXKIxEld?{U{{aT2#P}O@f~zra(1exM;W-x}EnpK?0@_obBI5;b7rm}0zu3Fv zzeG)R9IAYVp!)L<`NLh12w3sPrhUuJN3k_5_0$j27t|LGJ-5pdnt--O^`})&-NAl| zz@R+~AR}mF-&g-mh~UYZVj7}T1wp+{=%a~f{)wPIUmz^-iqvY$1XimN?MYK%LFZ68`OEzM3&^=Q!@_|0knuzfBHnTC{p;C;=V9@>wDz(SwZ@)-Zo}=B*~dt*`t#bf8Lh$KVu=DmdY65!o`z(=ViJQkPcPi7mHxB+YdX<8oHknB zNUu{0TFY3A(womSj|ixVi|K*-MfWF6lO?Ry4$_up=y%lSSgWXRjsNelNj?foD+PZH zgA{>h{ZdsLQiuf zZt5L#l(tK|3?;bND8adR^FBZ#U(XgapJ9 zH{To^15Gqw^8hT`w@PGMPP<}at?xTY5u_b|gbk5}0BaaR zN^)C~o9Feo7_=%xcZ&U_gUxdIbqg@qM2UO*yXwVQx;1#P%7-JqILP6i}( zx2gAc9)?K05h$ig1$ym=M8FM+NBIk-q9F0@s%_1LA*sFZocY2i7t+E6G>V=TV|5cM z7%-Se{Um_6ZkOYM?ptK_$+b-7B#8z>m0Lc_3rdXxZa`|l@&b?cY>!Cg@94IR5{Jaq zjs)#!>VUQy98eE>UxX5PQV%ETX@7EP^~2s)HK&oZBtb&VfD>S!p%o>DL0yWikR@S> zK|uRbDSw}BPr@K?(vs4`raD;EgDU~OMbEjT(czFKVcx)|y-+V_sjS_YOA?dPqYtlO z#K}P*sRhx)X3ahckO)|2VAH;y9RK{hrawz!-caE|=ZyslP)u?_9jk$Bq`(i}F=t@X zUM`8(b$Ug7&*T}r7oxjI)~xx@4m zl-+(H5j0-Cd)>zXkWF+ftkVAB(8s{ms=2t1Bmkx@HQ{Gm?)|~!zYheOq`>GKshs zm3!WBbeRebm2{%0q`AvvX}{co`V@40re#A-Ao=y`+s@jn*R`D>cNm3`((>_zLP!KG zHwcs{gT1ZlRt?|E-H1_u;tyv->$XgSP(~hF7xTD0PP@;NNRP%-G-WF3iR{9U&K!x6 zl7XKOcU$;_pB#QdSg&R_7o@|mpv0w}8-xchii>?K$lNfl!*{&*L#TEuMltC`^~vLX zS|FRySWFVot{SAqJ6!K>C?oy3aAkRXMl=YNej-a+GJpC3$Qdw8V$km3@}2dbC2#5> z>(B6>mkKvVLMS5@iEypE6 z)PR{1gGbq;4YS8JH%7&grgZIyLzK-pNDZaEp964`r64t6vpr1O%O%G0c1BrCs!1Ba zz(bqaq6m%~-bONPQ1Sou{}AcXm<$XCCC()f#Zf)USQI`J}k5Ipt03w@@A}b zw8v&%a2B*1V}XXa2j6PQf!rAbNnF~u#C=2`ExS4flI|>Lpcv|6I~<}hA`ulc{QDB{ z`(BKS;nE&~w#tx?C~T7$#@N>|_wnUeD7Otq{(Rr#@)}4Dm_PGq&jA!|k&d-CZy^!J z{O-Cug%{HxHOQd+JkfH52_yrS+&Hw!RdIJysqz_L5^qmZ@k{7R0S{%)LmpjtbLX!W zB{HsJBa_ru#Y9oYAG!jDlaqQCMw^4pwL!f70cB{bfFMUGH((i>$EIBO@bBk+De0`N z#AlPFho}ra^FbBL4RQ!4C0k4cmp?I&7SJYFt$bhD`ZLp;h+f0Y!f9io62M-=5)@fq zd!>V93>I10w14oGYIA5c-1CZb>FR~dwY8SCq}@%vmiNa)klPtyJv~Fc`H(+j5>VgR6OVZqbLgoA zn{>*NS$L-t!g^&0WBC0DuY^Rvss`$Vx5gjcy4rQbq!!XHn|3lAArX29V^TIw`qoch zpv>uslL8}ax^qaVH!%FQCTPX}blfTd?1?bAb2XS)?`f*aa! zxb4|}-ZWj22L;uKsQO%y@&{NkU?MPRf4U;I+ev(4VI7&;MweSp))@vt)!m3qdgJ9W zwoePB9pP*eWsJm6Om|!xB5{Q)TYPeSgb4)mrXycIes{bk83J#iNY~=bikzDWy*fqzo9&WAP}Lp2pFsvQvvmX4RwHqj~Xp0W^(q z5T&-O589-mv_QZ-$`L8mXxGOVMc+wZSZa{zDzcjbF)^8_e4Z=2c^jk#jEP~>ok~%0nVx*_lWC`<`{;gc%)rdPI!2if zI$2^eJ3smBSlBfsXm)ryQiAZebqAq{geieRyLcAPFW*_;lt$JIg|Tauk|IE$dJ-{7 zT&F$#<5gL-@7)OR6t>*_-jYrbdJ7%8XBspPgQBVe8gffE_-6s62Mla8Y4h8nmY<(S z*Pf9m7&4ulHo1cTDF1~x`eVmDFZE3ilL;Ej417N2!c8gBpX2-^Hh{yYCB{?qb!+M72T0RT+k^>DMX2q+GmaT&F zv^R2T|6TrB5Y)h3nn!tbb?dhF&k19@h=uw%r_UzIvxY%6=yF6&23U^*|K-LSK787! zTR7=+cch_2WW8vRJjVY8xYUq|Qrx`x%f><;jn$wG+9xuy8s>ZpuTLVQ(!`BY^Ie=l zxHJfr4pzqx{oXI!O}z~*ywmj9Jf?~)LPwsz8gX$2@Y{qCX<>(Qcpl^oIMCoyW&*Ni zMj5Z|$R)Lq_~zQ1LorYZ>V#6mF}soAe^7XOqrI~y)J+Qek}GlfReIrK!M(j{DNZ$`d)s0AmVwv?;kSky!P#^B$r~P^N z+09O}fQz`I_c0T4h4aXnh3ge}K>-PK1qSVNXofp?x3`+-k@efq*ihZ>O<;PiL^OTZ zsa$TKA(8YdmY!)(iDm8S6upU-*im{?p|)d-GUN(vC?Jh!_eh4cfTso8y%Lej-3FbK zA0*)3TQ=WTJ!&XKuZ}}ExK?Q%1OYcja&!2Um)(S_`JeZ+-6myVJ}$7ICIA69r?&## z7GKq8N&mM3Kqsa22+cvz(kR>k@;>udDN$)HqfG}F9W89YtD9GOz) zr|5D>1}w1hlqk>kC?&I99ct4_8NR!Y>-p#k9u&We>YjTU&%h7TvB1iq{lA;IOWnvO zzlL<_)oEp_;t^v@4=I#LFDNllD9IT3FOpaT@nUc9U*8R>0q4bN=eKy5Z!gS0ye6TZ zez*IiZ;gW>Ztpg7hfc>lu<*g$flr$TFy5^@(I-~oFu=>)FtzHLAPpdkXt6&v_Y8sb zfMqxV?GI$+B4)WiHEtu_p>S?mO=d8NGo(-h(JRQU5Xugi3{2V=SBmO4*qyF%BG$R@ zd=LF-^Z=}(Z=k5O{8M%fBmx$d1hkjMp77<`y1gX+*=sBRF)cF-YNi{Z%4ci(nn=i! zu*!!|d!1YAV>c&sj>Jvzql@c)xJ&_8(mx}QE<7dph4*F*7%;%*z+pQxTZ04k21<%p zRHDpt3p>^vyc1nV`of-zwbz3Zz!SuiQO_hew73>BB#ew<&^Dxcr(lH+ejPb9`TYFG zwD3%5Hs%)cgNUPMJJK&h;?wSdp4{VS?#h?=oVz2+)3FS^O`n7! z(yn!WRZv92w7_Igu6(4H{oyA5EOEwaTC#7+$sVv>;)wEds(bxaNDWw2WhzlV3*g25 zqHp!6g!Jc|e+5ia=Ro{$2ohmz)~5hS4VVZl+MTzPV}oyeb7~|-P?%?M-G4Xu8}Z*r zhG>B|czqa?fhnMz8sgJ0E;V*4C1vX^2xzO}N#>21 z*&PzaTf(5&kZW?v@UoJ z-Z<<%HQ9Q`Z#Cr7SXkonDX*mKux{o5ec(qEG1lPx=&{D3uMnBB4cXG1+gHE_C}v9> z+C+d%jIG=7>P(3ObhmciuC5VK^>z?dpmQ^(gY#~fDY0m;5-VNve(03&GQ?7!$yyJs~3&{pp@^v5XYLk7HXh zUL7Qr#Hey`TjMhe3QJh!z@@E-lcRGi6{ktuE&crW2nYWFC@ft@fKOhlK(|i>vf+S5 zR@$5OUQe~XD}i0+}M_=7OR&I9WD=%E7ij(TTH zp8)^2+rXn8R*n4<#T|ExNgm+rb;}C*2ng)8B2Q@Kn?C559kFPi2Jm^|(kNTpN!rm4 zW9`kVT42+s0)Y&s1_~)7g!%48sPj+g|kq4#xfg&_FVv>WBJ_bN{PQ? zp3k^$AMMfH2Az&|ML21#sd`+WC6Nw|;Uo@&a`h&%?(wn>&Lk0cify<-A=ocjiJZa1 z%ajY*5{|f8l#2$D?Lm!zpFc^2VX<_5yOQe|sC_sH+0t{nZNnioU=Gcry%?ag+ogJq zj>IzbqJkaD#V$~4C_*Cq$o2_^)PT7Ii%mN!EqQrbA*hyg={ngfOGQh5g9@KU)IA)! zeNHT-2CRF?qfJh3{qf*a<|7y4B-*}N3U|T}4~8u18;Y!pWG=6S)PO}+>MLVnuG+(o z->bzC-xn*}uyNJIIJc8Cn{j_(0YUsDf8@iND+aNVy-oT~3L20ENtL0XD zjYLYT=Ugcmw+mFmLDX(2xh6aZ$$+VW%b+|SBgHk(wax56*|;TarRU9+$sXhy2f$sL_T?L&8+8dH>-2Pj71P?zni2T}Y`!I;61paF#IL<{ z5@%ouj{4Z4D0Jz=puD>GgdR>ejdmTO2Nj?@5zZ(z?3fRk5{@%ye{L;&YaCXl(?v$s zrqQiK4Qjzt$`=tEj zWlaYjUTztaF=gQ633LIAD#KMz#ZC({)t4GF=9ISgDEBgpHF$WLFZ|Cy`Lz9 z9C=G@HPMpI9RN*F+V-x=$cXJBHQ=F@O<4xHkT0ipXgU&Lsd)3Hni&H*P=?!udL~2f zpZU@!0?CSD3@hy!R`G=?1_8??J}^CfUTM$VkzTqawQ?^0fq`bE2B)OT9 z7_O%E@UwRm*8QH_NivF%pY*3{Kvyaw6`&_n`jW%~k6K`M}Ogyl1b_HQ#XP9{z+ zjV>kg`Tcb%=_N10rNdcBVSRt`6+_?!(gtiJfI}Ofi#uOw*cS-RtvvsGvn?jkrh5cvpBil+N$bUdHk7AAKPcFfY*mMcU-BuN@&m zKQG}Ok?4BS4oUT&kr%#-?)mfQNiv-=mPC6=DJl8u@7~IOLg#i)cy8X83#M}$>KW!w z$TSo<;r|utDL;m`{bZ^C>39O!KtEp^(tO7Pa={|x0^7|q5~1f}SR$}!k8iVsdSpA# zRFc@d_B#8LH*~RN3Q{pNtKWk=lbDL3K>N*J(#_ik!uIqNLQJB$PV3j$*-+;xgWf4E zZBU*sh$6C}VlG|p)N-Q>J~InG8-f;Q-Ey1*aeIBn%MqRulB|4 zFZxFC)Y&VlHZu2uj~eD9hV<>j&t}L5tZC!0DXa7zAA+wOC~)>8rs({~)9dovM?ot6 z7$jm$Zd(`tr31#b73C?vh2DR>BXY|Za{pFjTKlfcS*swTIt;Z7cA@+($PJhr#$i$J zooyR?z245dL?T02{<8Sg2jCFe5;f1u*#EqN+<;Xj1==&*j@b6_YY&7b4S9>E)npxk zXr2i&L8j=vv%n1`!N5$Q{S%*#lE`4AwI4}v^WEKjGQhOF4_-V$-ulo{r}>& zuZ*tt?x`{$kYUE!+r7EP;5n|v$c8unI$J@>fZ4#Hy$aA#*u7dObzt}6ztbL(+b>4Q zTFOEKz+%Mp{;@dxN>Gx>NFquSWfewJNiwoLy^}Bo=C_8)u_VdhI_`TCp$rlwccg}K4Al2Pp@gYnEZXPkGjcs5Gf(%E1FPjD z3i_E5P)1uKl97LX`k%IeL^qr#QC{sajExF!Iv_ObDcO5MESCv2K7lBZeABP{466HN z(7p_?u`ejZkKIJ(^Uu71#VghTcYAtJ7%BZ7@@Y_E#G$Rvb2aB2ZCya#T@{h}T{(NP z0#uPUpwX?4$EZzEHe+0sLHqY^e7%ArtBi&IrF2DgqE2WK$dU#g5pS8wy9T)dt4KWB z%CKQXh@PKT6Oqj#e{U~KTCMs zQM^WuJ@|JtCaOvyChhYERh1NIU%=%*vWR!6JxkJ6M%t(pcl&V=Puhbf=n>%%~u`rj*V^AXv*D|+fClnxln zVA0lx`I0AOJGb?bs@|4q1ykGLHGmAHiOB}7ybalaX<}U3Tin?#2W!L{@<~S=4eQz? z{sK(t*T{zG*(&9Ovw=zZ8F9zns2q#HOwtbqdY6VbyapNT1_Tasq(*>e-LU?Rr$~7U zZMZUecU6thF2h%oCob`DEd4@B{Z;bwA1UMiO==G9q~;c%`XF_ITxJl-xvTqmlO@zf zN23Yoc=^Y{P+h_%po%QYAl+DG)tOn?pf+*p>u@p4;bNBh@`r=DR(u)$ey6LQs3-d0 z#q}E6TUC=z__L8g`T^U>p#J+$+q+L*Rf^=1`4BrYggK52sbceyrZl8r84F5j45hg& z%IT1#S8KO&djpBmAt8R-d;%syje`w>2kRq4n;;u7c;M20!)mJ@+g>IeM3&YWr#$BQ zxPdl!BDQphS6?9DtYj!*eqho5&zo(Sd+2BGK;ZvZt9L!*Vr+Ls6C$nR$PGgoOD8}k zU~XWsDK9ld^m8lQ=5$vPBa@aliwb!op$X`Flnv%LRXw3d!kQl@n{rjU=ybf2k^G5_ zq&fVW>?K~{zTv>mpcIabWe3rdE!$O}Pv?&^>Um=~zuAIgZ`7rt_JBbm?5 zXV!#lzXa)%Mo3c%{#YpoB?HEkn6!VIVXKsN%Axr!nGB_iRkm8FfSS@Gq$zP%*n$HG zERqzNl$T=~#}%K{5pN{c-JH#SKE2_z17b>M$PIegOPmJh2HN|>)xJMkO%uvUH@M13 z`rCF*hIW+hqsHOZ!SmpIH@x|wjnLVXyRze#Hxt<)B6n@%>2Vd18wP$yG$i}lUMQh4 z!pfr!4O|`bg*UEu66?3Bsn=YzW`Xm=UW9HwlkBV^6R?`ZqTRkV?p>Cv6yHX8!Bz7? z|K?${A-Ya&O;F0+SBC&r32QzDbPM|Ao)|aqh(o5Cr-IVoTG1~F1ZdBB@xs`8xCoi z1i1k-fk!)|vyZb(wiWr2*wE+Ylw;I10m24F)HbO8`)zP-1Dp1Zdj8jMk7B}`2{*VV zYFOP{;OM_@zZ%e<9s#^6P?kqDtx-`jzO z6+>w1hlq={YeKK|=8=W>g!_Ru!0})DWYn7o9oOsqo>eQtg|gu+q8Y!U)7>BwuxwDE zykj+ms1fiCq8URG zzV(+HX$~r*S+q^)5N~z~P_88)T4Z;YQRO_a_c@BB`ifI1HSc-P9 zfo#CQfx)2s;>yjeFtyBDSQl$>`gCFrc!B5~Qe-yA&Nu+sfD2=^|2x5tY$)IRLg-iB zb$zES^r}`t5^E{y9PZze41rP_Yv8Eo!|1|#>ByD!WK}x8lo1|W0qK)|XbKw9oO=Uu z1C|af+MBqBG4{{Y4+?Dscpua8>X!re>R+SE+BU87PbiTqCRhVUI~({R?T>#vEG02I z?A(lBErB4<*np~1>u3$|NmIYWKx3c3kQW-?e0>Kc z16Gt2Xjo0a;Tqc&07JRR8vx`gV!X3hr}<4VkRV5Z_iqadhDJ zTze>)u{dJUCVHbMzuukG@|!%3&VG^jyP+Qf=P9TjZSuSVK6=BFnfkv=l49Z<4|IL; zBT^yGDe7*L)l5j4e2jXA3wKA9LCJuDGxeXz+Db`U1|AoBiJR(sJacY3NHFvf-wye0 zV=b_OOa=_vXmcd~?}nh#`e?H4Dc=&X`%WzQU*ajq4StEcR|rfXS7R_YFcc~8l~}~( zTP!&uBu&PQnp0I+0L~h0ksBlqpS~rq;s135?Xt?>ebBKkFP!9gOO}7C$?XA`KhGc? zBd_(Y5>%8h9Yc{t*$u(lPMu24t|CQ%5q>(mmlZ;FH2_i7n&X`J0xyt}gvojg9_9U2 zf9=X+ud6`9IW#kcxaxK@u@X)RxXV2Q zvDN+FOD{lygxNrSiI`uK@A1m+J=uB&NNKKm3?wNm$_K$m-X;fi781Mk35#v(M^5VT5)63bd!UTy-a#7pGE57gUDCrTSzHg&KyB z2o^FM4?Gb#;s1pNCha>Jd}IB+Qy={%8c*ks4W$L=cSFdQg*ejn+j1bXVH}A=d#A+X z_(8M#CGBMA*_FK3h2sPgjN8bDZna(KAU9w(uxX#BtA2SSIzqaKlqBOGw@Xd?0ChcP zNJuJsweT!t0>-vEJj%%CcCmyff3=Gwe#d=_Ml8)(q1WPj6Bw% zX<1703xiu?QzJB>-Pmo=p%u+g?=% z|EP??Gxc4J{kI(06}5q6N&1z(X+mug_#D6if!nrM*B?QC!0=gt_Cw-`o~DSsMeU>w zDdtlCGx|Y4%t1Pg)ZT?`sOiBHn)-TGM*WtRlda2$ba0JbIxL`NH85n@in2lCLDC49W%t+A_?=QzuOdOodJy{_?%KJ?S@iZ)F9#KlC7XNdsg9 zrs(l#|2alJlH2WF5kn^Ql4$>R(RH9i-;L<%k@5De0vkw###(6FH^niEoi&(9}AEaN#!Xy13M2KQ$)29L6&r|#&;m$xq=TepeB z4vpxS1Lf@{2pekIzYalez_3Aq_UqNg;+Act*=;SWB^-1lRMjO6M*cn0h3WjT^-Y5q zNcLDr65B00HCK?&B)nmf#GrkjKBGn^_fT9V8A+l)f2cV90{=NV9EH-z)DKRO8!(c= zm8T5RlSEXOE$FKzY!G3VjMML)3u!T`Xp{bAvdvbACt=bmm-f@or21#twhwwb@#j6R z^Nx+tYle8zY$OgBCjb2f3M6dGz@|Ml?ARULkyj{mn9jteDCgaY;m{2IHR>Af%F>DPjXH}UJyrZ zk8$!=-WW<4HG^YlS2vp9Ri|IiN=+J2X^kAtzv5l}r0Q{r=|e zj3ZJ5zm@ziw5cZb>i?cJ0oocCMTr^1#X?`g|yVO9xp~A4bc` z^-KbXhB=6Cv({V$Wl1cZd0fg%0Fr_6o;h~EiCho~DZQ{*XCA~=Wl%-h*J7UqMG}_I z)S)dxN4-MALgWyCu%y6`+z&I|+NRqo z3RP8O6iEwby&UASB<+%P@s+glf>lC)n~c{y6aT9K6zQ)ZKSc1n|C|#0f5DAQd0^$w z*lgBqFVyuMiaou>xCmNg@J4hyR3ivH7K71k>bm5l=o$IZY2?^YMD%)qpWg+Dsw$!O z`TL1+ryy*@+GiH+KLog4=G8R45TdG<4{DEGgQzMGIpId(+MQ5E!koaMEn;M^+SFvA zn@YBx?2+lbp?=UNgDK)jHM5(?Kqg>CmC2%v3rXqE%f-Gs5I^ueq}tpvj+qLnk^}!B z`aERxVW_BL3`0SY^7$(M=I1RTvRaQOpViuGf5<8cZCJ-Z`!R-F5x@1H z?mn_4T|2J7c)K0=Q}HU~g{R?j+6LtX9_^jm{ZmVgdu2Px?)hH1wCHph$O}rSZ_D{M zcRqw|m=~C|pK$vty{XS1CG^+Nl+9t0qfP^T+rVx8UIoAVkP|RqV9@@VwOb)8vL-`l zPV!xPu_m_<;z;9=oVV)7)IAU|U{2u5Qw9dx6SZ@z-c^!CRU{=hRO^{I#J0r|FwD@r z2Wl7?FfeGZ#7wH`Z3*rY`hgGgm#lL4m_?s6cPEMOO!~Gv>BXr39OKqUCb*Vx4WL}W zOi-k~PU0~mr$-}`d}k=)qSKvU5AnRKD3D$iX<0ylgbmOcw6mG}Fu;@(UP=l8I->DQ z1Ja9WtRCc|j&dyjFF;YF=)GCp7UC4^2^Wh=;oWVg$|3x{2UXMhu#{v`^e{Rnm{w*50ThKp}2Mnrnpi zc<3ENFw*iWk5o>Dz!}$6Y0ug^RDSzxZA~Nd`Bb)8s-xW$h~=F|?ZS|Zi{KA@F{Y}> zq+F94uUGjyByMDwRGj&tB`(?h@3Eb*v@Ro z1S}VL49XMF#-1;|KVJ2cL^V6<*TpDVsB>;Ysc_<*{d&j*EEPB`%G!L!fv?t0*+RFg z1Ga4X@*VWTd4z4p_s7nIOu*ooP5Tt!{w>=X8vEJ_p6V>`?2sR-3k8x3+Vs?R?3oJ{ zRjlLT(w>m;Q@RzKgWr+xe6-<5oZcev1-%`jdD`28QXn^AG><|1c6E|3%gO#+1!;q{ z`!Ms)9H=DygWPcbnHt!%;clRPkEH7*bTNNB^nKzl?|t@o_A->fWz=y+1Qxl!fr`?01Px!dEfW)%KuSp% zG*Dg)^WXFP#on|sl5U&c3RuJKn;Lir ze9=>evSC!2b~a=KmJJ-*O@l{e0^j0LE*VMgKXkgv)4_$FS*Ue09dqL!$OcT{=Fr}I zzNqdk|Gp)gw84CVQ(SdCxaoNVDPo5HHy%UjfVH30{|h+D=|vHhDr2 z{T7ANUC;)8bfZtQktPaS>Vo? zz}m6H-;r1|eDvyD*76|mHHj^flkN;za}ja_##R}$f1G3+|EjzvQigo|>~+umY165t z(BtRFh$*?cOnwQu0izkzGurmw;8^+OdXlg<9+|#NBm&wRRz-yMw6Ew;$PE}_WzfF) zR6S8Qtm$cUGoi+CYJyJeYX)V2K$Ovyo%Y~=#ITHJaVWpKwRPyLN=?fp0dDKGWj@!8 zL2zhBosamcvprBKVV#d6m+~sZXqE1Fq5Ip(s>JYGT=k(H3Z-{wfZIOR%LXz5!#C=u z^gZ5&o@`o{Sw&1gw;uFs`&k320Bq!iZ`(Au&~6nLNj%!Gt1J{v`VR!xCB<-bT5+yEnUP3Pdu*QCWS!*eVXW0WYhx-+ONCGw*RT%_P(Lj>^du z@z(PobZbFe&*1FZFo6xEPLJ6@8=$ifoNUw76FSOx=Tuu^xFPsk2@lkO7OSwqe==YV zD2w(#875V#HN?H@AoKa7acs7j7F3cRBC2Qf&x%^e3s^GHUZL-ZweEZ{rk9-elz%pf zXgfLu3M4Tk(~ox95D4WnrmeELlyyDZo{G6yzTZh;xFIg(`)oRdZ7ryG8yS9}05SpV zdlVHYQ;g!H+J;eb#RSt63Ggsz9r^{*#4aGheel8raNvUxZYJ$tKzpp{?D)BK4jD;~ zo$WW7o)aNt*nyayO;%g+pzxVV`@TwXR=}1%U-JLS&h_DM-v5H|xdf4!s+CaqCA&t}zccOEiih%5R?aTQBv>ch{7o!;?B zQ`1SheQ%;{O~vGap7ce4+X{a-zW_I_iT~N6pNfoVb{qE-@&jfBi?%}C*ckKH;)M`0 zh>LctaMy>BVHP@DRl7cR#h^^!DN+uli`=3D4`Xu6P4)7p+1-DqK{aU+VtU!^T? z;NV7kfqTChQ!+!w@x*<%*Z{YM{%*{(5@$c&T^RA>Y*5Tds3frvK984=lM~=GnGIN3 z<rhunZQ4NNZONXo8sFuNU^PKp2r z?GN;tf=lR3gl@hOWB=TJCdn%92Fh2fEWVk^i|UYX+!D*i?7lS@{42dDT26X-N9!Ks z1WW%XR>xt`{_`2c^i(I5pBA`*3?z){Q9t-}SZivTs2!oKmc80_<=WLb5ZxYvNK#=) z3&>S55krCY!{Ma7-=;=SQ^?*kwe*K$bOqEttD}PSX!)-{djMon#R?Mjj^Sd1eZui~ zodin~+5YSOt(D+5#tftY%o#cb^a9pBD^NdXkZqEiC*4DAt*WXW&@qmZfC4EWrSnut zEzd!vGne{llE`OAdzyuQ73*LVWvvqnDgd6yhC|n9nGVVZHtomHwvJtu=Q?JSV+QGn zc!y63c@Rr7MM8|mgpo5K8?chZ=2D*a*jm+fjVVeY%jzj7vxC+zz%{p4v|rUV#_RU`L;aeJ#;s3f1{`+U8E9|eEml3rwNc7mLOzU_HNz~$ONo)qu%%MBcEj-vnwN6 zl7VkUm|qz5KMCXJ&EM1}PJJCNW;tBUQeXaXFxSe< zyniV5z%lDlpS$WW=+fYLMnAIT-8G%tH z9*?rP8X?hMbE!0l#5cZ3Q2ff%wTJ}%@89;;q0*{4>mj%UjU@#2TXfvz89&%sjUS28 z;mwqA))qTxQEVrYGK!r=FF-ks_0U|}>+})5R(au_LJIL4eQ~8=cTmbWk7#$Xl9;#v z9>}_c#gZcJ{%v&2=G@8pq(YpyBk!3;U?9XZb|PsqQ!>mRN(T(#IJEn>j^?CQCqHG8 z=};Ii+qvp$H<%8~QDOSz>tZ!1BY3o5e->Zm^hES$2{oZh*6*7>+y^X7)6hDAeoa%| zpvDc<2hkbjG4m7qe-flsq|ETsdA-%ZUosj{Y27Z{8w#ZZ7E6k>l|2i|i&3@*h4#^( zIWP2BdkvDgHzO17x7sK{k%VP5kM;~VsnutJM+@l$*Sy)B{FrwGe^t`bk+4yhP}7kJ zn)@G!(;rX+EEgC;e!z@iGAOV2@UKgUX(Tn0ktEmlC_$$OLI)9q4#CWqHy{%*bYRnd zlAf`wChL0v`9dafa-R0FuPY!ErXtd+?0RS#1aKHeGdPsrbMvD70RejL9<=UP%+CPX{GP8*4+8D~EFqijWDI zLdj%M-f2i`$al|t&_ld1QEl$MwW(kh#4|jR32`^~N(oFLBMCEsN4X?*I6RCz=_|DP zDIrpN+I=OI&yi^8GvY(+M1ch)*~3bbBK47p>gw z?VwChpxuK`3L2Zb_f|6zM~R}%?Jti;LUFVL>0-uDRW?Ia70YHW?G<8+Zsw{*vg8vP z*HO9i%wMK~2V*r+F5G{2ydQD{CI#?lPjQ2_Y!A&%?jqgbuIhVZc_fq!X{Z79+Vhkx za08jn7`V~?MG#57Pi*){@S$h7sgLB5OJ>W z7h$}HUc5=8_VdQQJNkk+B8w{4GO%fH5Zh|{+*;IMPMF|ols>&_nhN+_>?0b1&TYJY z39+vW1S*I$o|*4^FNgqp44Cr3Ltg6`T5SX}1iGdvp94D}-jC z4|>NQ)yRR6!2pf)=GQ?cVA;%~?S=hm`<_SrtRyQ^$!@J#Uwxo$fcuDH z_$fUvhTs{?1?oRswQa45*D`D%P3ZR%^U7y{$4UllC?0t>e{eRiDesj`VpJ!svJ`3= zs#8~-&~uy!0mCX(Rr?iMW^DC=4TZXIG>1C#d8J}w?DS{|~foS>^B z{kLo)bKgT%X(eLZd90<6psIucv?A?CJ{wQ8jjdchutf6Th5AFgvR6i@FNQcq3c`l` zEgRe*6R>Px@+fDtd=q<*tt9!^Sl6G4S7tAN2Z;cSQO}_It%MJmfFU%8cKf+MEV%c^ zDe@ARYlrw}hp%!_&(MP4t*?*=?i^z9#->fUJsw8cSH;&=5u*}it2^gqmVu(4HL_v) z3--T|8!#J~wBJrzY*ge;G5k%6dQqZ5tFGlj!_V1hjP9Z|1iYYxl~w9JgZiY``+S&W z>*jjTRn_4A3CM(2)O~IfAJGVT0ZRrZ?UQKS=ebgu@5$qUiJwozM$dJGN|HGOw@I2A zfe^{SyuhV>5zS&(&VBo1{Uo?mO&yxjR|JBaEJB7+zr|-lHekrWq`iO}@!s;t?^EGq zLU$nWgg@J~tr z|7DFS85~8*gTsqWx3=U5^%6x%wP{qE%LpYX9rhy5{c6ZiH7Jy@zJX19jX0yD+PZ&@ z5ZCLT9;8q&2`a<~Q4<|#;d%wK0jo;X1tr@_ee3@HnL(zs=1u0IAowqb+31ywfyiv| z55D*Sm-Y_sXuSi$u4fwvEyHz}_~~2b>ma_WgDUIKnASW99I(pDp?w-4LR0!pOW6-n zsJ|Sbaa30h>Z1Qe(&QJji=QDAu!L5m{i55#qcOJRQDQUk05tt}b$EvZH1e5=68iR* zpH@&ZU1DRGdN5gfj5I21~lmcgK{u-d-rb#t%FBI({{lkwt_%1~kLL>Vn|zlRIC z0ShID0_9b=Y)hkGEyHYl#3c`#OO=maUY@c)Y5%dx{W`{$`ag$3w=%krm?2@jPa1Lq zR+U(^-)DGClh!e46#CWSvNqpGCw-y*EgTWn2qN2@Y!A z%-f#uA!0GqMt>agJqU6GMl*P{e|Av3(W3s9)JgKrL}`#}WSKP-Nq?c<$KT+?UdRNz z_o0mqwoe1q_vW_{eM6$IzPqbxD%3aRAZ+M%ZN31RfF(4C_MJu#y-M{d=6$3IQ_mV5 zF_{LLa2742Z@X`|2}%YmkQ8W3O8e#SHa0xVBH?Yzl&UbF%b*gVk6NFZ$80hoH(&|P zrd?Nyy?V;uT>MPhutZrWLfIcuCs~NFGR#+OhD^W^n#H3`Sc4;sz0~&#B|}1$#0aa; zQ0FrX0knZusOg~ImMG9ZEIvu6)kEd%z;mAeZi=~TCwEENtp?tfG$CMUj@Aa*Di%i! z+J7$LPYN!(8TONmqdTia$0}<>*f#K=fW~EqI-oehI%p>C7jMD81Gr0P2r0z%;;~<( z9znAPFI18GcHCPssEWj(eRGBTw(Nb+OQD};3~T=|J?`F6h^(ri7P{guIe*9vSPQK{ zd(~~Uqla97X-^2zLQ9V`k%|t2TIk0p8LqNDZVOBxH)F75U{mhgHa;`1F0T;!XGX=^ zpXqk*AZQznn$KmET*C!{L|T9~pA5<+m7i_D^w|3^WYcrBGT0=>X)<&hKns~L=fs*_ z0w<7bCAbN+XL`>EBl|v!q z1&pb3sXr9+j8on3`IdyX*w=Q)LasuAU#UFw_9{3iK@ zLC_5LzC$2Wtw)ix3{^o3YoBarA3jz1Tq;gp2w#BgF62{X~jo{ya}2E=Jq~N@vUj9_@}HBg)3|Q)d-?G8eF_%Aq{2;vbPq zv*;JPmHBGZgH<_NP#`%D$az;~|6IN$u?-_hY}zZI^2*UJA2*Xil1PY)U9)2gWWs%v z3y($xfhJ&65(aH8%%fJZB2YD-?Egzrs{ELXp#DD!^=(t6Wxb$u#*mHrYEpJe{z``p z38V?5Z0^cf`h#@43=Q0Tf2D)_&sfW#Kzq%tL&aeG4c#QthN^pd!4~TvXlvjiU>I)O z1f?@pRhg8Rt2TP;w#4L;VwlK}ls;97Ur<4^MNW{;{RCch$8v%CuA!}OQ`gO_LanEc z$lhIJM_mHWdu&9xFv9(B@W3HfQ+c%i9OG{j?R2wM=wDV=x#CwBX~ValJ`5aY_&5Ue z1ExtT(hj8v$HLTplX5Z{ym+T3YJxu@+K<%j1NfwW^g@POFR3N< zL?)UjZiSFxIHIbRpMAzbCSVLhfp#bbr`j_Nod0bml;MQ_h@eaU(2U_V>Um^+t{#O< zz>tAUeZ_52PmY6DIcdU%_^Y$RmqI4|MEHDgvyUBQ0#=h0Y18e-E6==b^na4M5EZ4o ztzHU}!}O6C-gWJ985BOVS(J%hM$Wxum&pE^-|4-w zRbLe9pZTb+&OPP<(@=Pe!AX95ez zl7uy%Oxl~n#hpcEPZpE^AadraC4}w;XFWrZ6QbDt?GQ3xEd!VK(9lEg!|cZWLK~~` z&u0$zF$cBbf%8>eGXLBhlpDCT_hByDHNTL$Ocqs)7 zF74|W8^FNa zV&ld^s~CGxS^Y9x`7bDvumv{`lk$nojBaLapj#fvR?S?GEYLpyMN%h%=k?#G+!fFy zvZ`WkpuG??`sng2D!t@I0Fn0}+eI!|s;HZR>AwiYqGyp zkUuXy=Ud{+dovZXVJrgaU8DCdf^5LJ67^pZd3>|HP_;IZ%xUFW`SZ-TgHP%&puR!# z^AHyZ94-L$tAHv<5XV6X@JwuZbbLW&-dJdOu%x1$)aK%Blj3vJLXvcc_^>cOc&O9MXK7xp1gAlnm~us%B1Myd6{|acJ-AWt4i#JpIs4 zY-Ff@di>EdHWboV^Nwv%L^24qwgj)x*i1SND| zY|IJB2CQ-5(C(sx{qr1u-Yz8pT1+ck%v1q9kzs|1Qu(D8FdHzUq(GbOHExXCEi2PU zgi_)&mme|97*IAypio-g;uizC0ShHX+9pJ_?&$s=l|w3f9zpzN5jHZAvUeCwaWzC{ zErx8s+`yr|8RO3lHf*mFCI7T1@1Xalz-k)ASEZ4*S7AO0{NV>ySQTk=y^ezGp~uyP zu6^D)wPm}~=qVNd`_E!|h-IjiY9oQ!4B=Zoj-FnN}wu{Z38BZDKII|8~k-c?}hh$Bi)eItCfB)b>Icr z|Nafpz&q%}r9)$&Si+3paw$))Iu_6E;ajJX?VGf;?yHqsAfh3PQo3nvyap6YSV}9> z_Jc(}S1T}@l=ocyn$u@$rGY=gy@~R{T8y6n*?{GP0`0$Ysh1S=`c)N@vDD`I&1`2r zNHm5bvZUcw;|+xpPL^oPtl8GD?}hIXS}ytYx+|r^D?!BD;TDhnT6vn*KPJoTr^DTpNgCgy}H3Vn9R11?MFB_Eg-I;M|LIA|~ zQW3ye|84#oG64fPmOSOvjO;gxrD-4QNHD9|jme zG~*h26`)dN10Gw!h9)f9x81X+Ia!P}C?U~prHE0k$p|PHa*+u`T)&Kf0tqvLL;Iwg z+XSCCO%>0{T(GX|Fo@kd3<@MmBr16Zk1ZDj63LXXKvJZA;V{Faxzy}g0_lcVxyuV| zQXpOI8X_4R)7E@|+<=h`4sB$p?rINfObsR7u>HyBc`V1_kQ*WqGR(PE^$W5A185d) zUCdv-(EixjM$!#yMD>*?-vqBTcA++UNQjvV6iOIEE6|o$v!&{0iYf{%1%xkKuwZ%> zRFsY&6Wp#Xn+KVIaXk+82i=C_t{qReBjw3Jz1p8MJE5ZV1u3i>=a=tiCT^PM=A5lS-9dxlkX9q?gEq z6OvQcKyJVyiAQ_=lYhc-MO74s)Wz~o_83$?YllLKg|K03qg4uI1BML@1iFSdh2XssbEGM)w|J*7uz{r9m>ffUg?02k#aqqgxugjXJ-hl2n}bru zPgIoV%s(e1Fo7g{I6~9Dm6@U0_iI&WKglvUZK=}__JX%EMO^)zxYQ(GqcoUO;ZZA)5A`Nv@IYK_AsN65g)qRO%H6flI7u zNRByX-jM*g0ShJSx1h79`p)LJkf(1%Y9}~_=Bq$Dzy?&5=6d|ng-pPT5`(8GYhi3+ zynlO|RH}^s_bq91n=_MTQkQ+&D!qL3%kt&hx2J59E?s{3pCqd%H+N2ZY$?XrAg>@V z|5$q}!;Wdo44cjvCHC6TmZ>T~biL_V?cScAn7(0uc{J)vE<3!%vNF3h&!nLIwjVJC zU7NBs)W!y48HbP;M#`4gK#_!bfkpdq!^STs`}A{SNrWDnE)}rf32c1^-tIj~SR4So zZom{JMFwS=n>*R+>=TJb0^VFTKkZoBy#~0gSC5e48gu*(D3CB@P^7&c!>Kub)Q7{$w4<7mLg=3joo-1asozISsco_VEZ{(zQQP(M1~_)($*TQ0Vj+_D!@OA z&%uQ~Oa)-lRsn2}{l3tA^(?t`$Zat6v8WmX^*v3<3%6G3E+14nGvp~RPDaG+_+gsp zL#DG?P*_(>18BoblnmphOl^W}z>Vx;fQ&yD{TZgVXmjk<+K0+MB4vE~`i`Ib$h%k=9W>a3Y;>#P^ zYHI(#eS28`+{a4GNXH7YvAEPN((AmI18EKQr^&?}SK z=!HhqQ%~@`9+nL(4rOqYzu9fmA67)x)i0gON`1?qNP3BA(%)YymqT8_XcCL|p$QAa zqqgb$`iUhaXHSc+u@^Q#==KI-!-A@&KleV#z6Zkw>aWI%Z>U|*PH8V)E#aUep{g!n zF!Jw_E=<*s^tki=*^tP+2th;Fd3hPg3m8DNX>Sp`nO*g54(cFEl8D@|Va7psAin(@ z5xwKv@125>0V8_!Z{MtFU(woqnk-3E3+H$rwgM-(vry|+`^)L(plsmKmc;mnGMekZ zCy+MCimP0|@k$gbt78x}B!5jA1=)Z>1C#awtB2E(uDj6=<0eCKgs~(Zm-2Bv|JX0l zj$^w?Y-66-w>w}GsECb6J63_aCPfLHKq3Q%&pZX%Y<23rql=c3ty`j9zl(!`2UJ!| z(fbmOi)|+%H(=n#pe;;#SlRsQQ5GtzbB7Nf7qko9*ONx;3}0TA41xCbuw0=2=N0}P z^{2IMtpvKcMj!oL)&EKvd*_Az@0;^uCnAQk9>+>vRW(h+K5|?s(gp(Rd>K2muMqREZws%8j>tlb!s~*NArFC@a;heH<`A=h_R$sp*lx|9dqTf0nHIkNVyi85 zvE&@Gpf}sO3rYnnjJUK<$8w_!*!`McaUZ13vC`k};=UQ&nH+f8uq7|XaBww=wyJm0 zmJ{2U_|1=yhq=4^%!}Ulpmykg?+}kgM(p&KI|AVwR#=&|HSVOOdac{hLN81jN{x;! zR)ezPUqmx@EL=ahU2f{X{fLn8QV;L1AY&wyOOQX&X%W@ zW4yqrl_H{hGXHF=g4}@9J=&+m4U;?Ho#MBVvj*|)C(dguf#jGI2%*2&Rjr5IfR$DS z+WKm>o`%UAv-D=-$lly%fpl-+oU(nIKlm6IV@fj83VZi6Emp)q|UMD&{bsB~pMTFZN~rl+Z8XuxqYNracM&#-j$RC!fMJ6o zi?W*G<`Eua9+*THr7ucr7`2ZfHDfeF=v`vge?gIiBQ)(tptc946ZP!K-ztkF+N}tS zj{;vGejjKY_S)PN*g&o*VK&g7`FP}8HU4&PA#0M4c8W@m6ev!vN6FAPAtZHB$-rV! z7WOhaxDUGS3JpwZ-R)zu-$6v_GK!=nGc_j&yg+J77&I_xZ{T+Pe!kYa=>u7lWRF)B zd9DK8a1%vR#gOBnkQ*?TK^@+>yl-jJK|(j`F1gQp7*h+mAsxA)>*$>4gK`6lwp8Dd zWS>*o)I+*KI?!lzo*a1O{Sd0FPGgToLvFz8Duea}wAzWiRB7=~g0G5Xl@^@lXh3!K zAu_>YPsTz>j=@Y&q-}!y-3NQ?GJ6S!0-(^uDAWO+aUaNY51n5{V4B7bsU%w=d%j_U#~l<&)U*?3l#b z0*GQXAg0H?(`5{K0b_a`+O1o0{Ja-ooz-Lq%_)CsaabIblv+?ps(1EmhHSu)fkpem zK?Jw6bKRz=WJz)i-(cla36`WAsA89#!{ZLMj+5Zj zXCj(_cAT~33bKJjXnX=n8=-@rMgQyBPF@vronuow!bt^MEO~;aK52@T;*bg0)JK8# z+r#QIuK4mFbqn%WCF%9xU}cc@)MtXg#9QZhdwut?{?~T zgusoDic;aO#|NNfz={%+O?honGI~$2-pL%Y@9|rr+&pF<*ffkr@Mfcs4L*m)pn*fX zC}qz`k&L!3AQSpkv-FYh25@Y}9@walI`|&)16Ei$w6)3o3d)rszloVo+MF|Tk^A=b zf)L$_3hRvcR`B5-R#+7|lzZs?FZyHj9J)zAs7~bGw$KF&YX%bbo<2wb7bmflX40-o z*)fHunZ3QF4OI`>YM+NeN7An&jPA4@11=q6p~R%UQXgSvXK8*#r~wTa7t`^p6M7Y} z1i_n<+p!*~u;TE>p{(n9c;v(#vQH(wV0@&3c_|#y^-iN9uA1IKHOK@^$zajm%NV_4 zR&U+vV$uYq*%3{yst`h(qnflidQBMA_+WuV{gSWzo7+0G`CVk=(?3?XDsujgz_7Ky z?yvO;Tf1-7f9_guMgW~z;(rmUs#rF2X#Z8oc1{bsE3L|p(72EG^rhr>gLkdJB0b4H zc6pj0kjO17Y)OelcTJ3MY4YUai{fTtSRxvbQa^V&wBBQlHi+jduXco-fWZRwQ~Mqs zD~t+81XdAF_}u>_AWvo@)O~J8u<(y}l(fJGvirmWiT1O@jX6!~_Unayx0j}3H&;9z zYSSnze4FiQ|eWXphMvm$MlWT;$G)L+p@7Nj#FQYWo^pn_C`lo%uC@C%R$7|~;sCxwPMkWh+}Hhkd?BHqeFr zOAeP1skv@bhX&&pREzqD_we%(sf7`&#;LD+WZ(LGrx zl(1}|zJ5FUSvIf1IiIYnQgVx*A6o`740!|$z4s437~Faf?e5beIiqfDPZv3Zu1{@M zE6|45O3tHL+7wZC3i1QS^mshVFJvNq1=ln`6dHe~#9ID(z7z7p1QbfDQP&J16R=QX zvnZ3*MzQqrSat)c0&vbB`E@rLQUMkt6=0UsCVK(AkyQy(0T}X>Re(mr7(;J+a)2vR zc;!?79X+sf+kt4t@#u|@AsaB7!KQuXFyq#=!uyt0q#KOe*EOd(fi{RDbjZvUmxFA; z(Si0tx&@bgJns8h5*^yizMGbJf&c$dKtlZ{kE6Yi4H!DGXmh3Fd-j&Q-O9+y%G?^3 z>QFisqI+vlO0URpO&nB8a}{W_?&!roLibe=Q!7`;!0EHrK8Li)3dEJ#%s+vlgmWd@ z7t%X=UvAE>6>6cY_PA6!b%VF|_n`J|`lXQdLJ6)~* z)9WI0$3~tVYnMCLuJu0+s6CPTCv#> zG~7ooi5K|n(T7+DR+3n>3G2q5Q2ny5YvdWIb+_(X`yR0e{{q^DlEGM})=c0A65p_7 z;3!hYH+ANOL!Bw)e*+U47ZSG?@gP6Aqq3@9Hy;!xv9ijcEv~Bn$bImpID>58rYSvq zr%?r&po>_B!^?;*5HesagGrm~**=)NC$ub`G+~R1&rQ)j@P~CeNSSo0)dknlF}}*; zQjVm?V{N_DZnYCFXrf>2?K5rQeZB7}k|GbCWbzcij*&k8QLAQh>jN0xIN2vX4amCvcVs5J-xGDpP-tA@l^(s zawMtq_%fPqLMy~B@tmOZp^zSu4>R(5`A8nn%IA zZcmX3LmKZr7?cT2+S_{EXU8QNlF7RK$~~ef@Bp7B(5T5mgM2p zaCn+YCsC4|6H}b^KJSHc!42Va&(}vakQXp~rhY+5eT$hzY`jqKHayf_ZvA#B7xp5i zx4m$88dOy=6R5ukh={R!u`bn*Y~9vb*Bp-P1BcKNNKsOX*jo*`0b{E?+E-)t$9-xdZ)AR;+8aJ!AsL^b`~*!?Q=* zYaPvKArpqp+Z_3~6105Vj)39&Y(-ZnpD}D>)84RZRB@>3`yq6V>+tP8o`E@|AQ{6Q z5$^dHe}_XhU~XX1zQ$FY6kZz@UP4M@4V#uud}<25v>K1k{q8o!dNvh{y^Xtw;8xY<$p~70{tpWCKSYf69rvU%uI^K>a z3rIIieybmnq6N*;-=R5l|L7tSD3UNmj7fWw+feM<5swg|-{9CBdnz{D214j^gwWO# zLJXit!V#MG4{_b@9ZPQMb0LY+*2=v4g2pjW`{{{n_{y0wRA2)s>tQyqD7S9%eX$>6 ztgFam@NqC0@oFwuS2IyE6tD3Y6_`LuVpuXz|Fv?l`t$ClgF-f>?oGdA{R>=a82A@! z)%|GjC^sg?DA1mON^b3Ntp6B5hSKi4v33zX%Fx@%7-YlK+Ap^tKj1dd-V@8VD&G+8 z^_?tAQdxCfz6(K~u^owG2TIlMLpnWX1NA@Q?B`3oTK%J+WUO0)@=dp{0ba<6qv2tE ze&!XZu3|kjn>JJ8PP3EXf2bpvl1SS0wVb~7(9Yz*TWEI1p&TfXFcTQGHSYa^%9YlR z{bV40Y-pct=nY;ss6)dB)9wBxkPX~CdA3Ftuc&mRlZq98Y57|o!~_Np@-Etw~?NS@)Y6@2dr-23F99yGQHSuR%F8OokCZX4(_&E7}O30QWGjkN@oubZZ(EUTdB8g|5{xAA&G>Bp2{5G z>SPe2*CS}idY3*2+6Tb&7%uGrsCvFiz?o*DA#U76m4=mX2hQ&O@1tTNXau@ba&8x|$^qf;ug;e4kH1#RSF9k0UVWGsL{jh#goAzWg3zBrZ&hkmOsni2CrD_yOF;ed? zLvFw#iN~PqhKoPKKc%&wBIXT`Of(#hsxE>G>uqGh(+Bs#SvqC{hf8^W=pPr?73?b{ z?M=D#$-Y4#TF5V+z0=X#W%u)3Ax&5bW@B^kHhwCwe`e;x`qkIEk}3vHH+L6n=*K9n;k z6R7_d>S9($#G=hYHZ9SwHUQM>Fa0!G=_=RwR(Xa|U41mEilSSEt z;9YS(cFN>MG}jNGPN&x~Ag+2F(e2H>+J7GHkx$Zbo=5jddUipFyn9J$2=OGnZEWp` zIcAU#Mj&8&)z6C%)FYB#U_PLJ?bD<0iu;PA?W75{G3-LERl^{Du@#N14&|)a3JEb- zDo__z{bNs+KQ2oqi>ip4%5PJ#W|Sd&P0#1AIlt2Me2o2ns_H1@2$jaG;EQhD5w!0p z8_GDmUacr}$Ew-yiB45Hv>Edqm82ru7pDhRl9-B=TL%8q#(&m0x0778d2E5ouB%W! zzd|M~&tEfja3&~Fe!=Q5qL4n3PyQe+adBnl3Y|1)t0W3l)iK;8kR)M&#Gw5qeShDK z&c~*iWJVh}Xq)@WHjXHrrHXvqA%=xes|`4;M~e8 zvGYYv1MR`$$1<#MMs#8lhS=BjlP*kiS##cN=J=V? zX>*Et)`rD!hd}7|7%2duHlM+t1YimPhfDe1XGC}Zg7m)1D&lC2>+2@Dprhb=5)bvB zT4N-ZK(T~%J#5vIiDc8);Ogp9)O@~p?K}fYX{`BVGARFEtoqr> z+%DakkEhqRg{^hHzcy|Bh4Ir2M6Mq_ZX~_~>Yp#6bZB}T^f%-NJRNBN5z6*cyhlUL zdy**Go^2XmbP^1uR>ZjD#;mV{+<;Y929t6+xJ^5?c;>MlvMd#fefeuS`1;cy!Q1M; zFVBVCfK^uNKa%DD4n4BF?I)Sh{BmX8yC=b)XIdhF`_-#=4wi)pZ@tTQ) zyF$!jQzqTEwvOj*ntRA>`0=bmjx`jz_gRJ#x-YyNq2gGn zzzt+FVDLu!ReiDBms`6_g%(%0$Vzqk%!gJ=24wot;XIJ*VcMhu?PM6u+1bsm&nCgm zz5Tei(usNC8y_?+vG3Sp3Wq{k` z(^Mf7FgI{%|A*D%gPB#~?=Q`S5HM$(?^Mx!kW&8yH9l97L;RlA*QG0y(m~<0vSjcGB9Yr{^VEfi!pW*I*4W*^x21H`WH0) zR7EmCitjLR!3vWB6lnuAf5sfmrJX{^ke{pT$N?kC0rj7(RFfA_GGP5D^&1l%CP8wK z?vOu9R}Iu{%FWsYaSSWOF_i8^WeG+;+9*Fo$TXKNeV);p8L4VH=umRWIZ13 z4QMWtY18!ZmfFOrufxSGhl^S2%O4KrS~dEr7sL1`?Z@h`LaahW1IK8ZEK;D^aO#M>h`8jP%>cPrbt_uym)Fs zzb~hp%;$Mdg=3^Qg8=P`A}L!g!wzx-mJBS~FDE@5T$uOg7k3g3v}W_v=o25H*^_I1 zjGmsqd9T0?B;&?1nl?a>ZcF*eos526BH^GTp{g!nF!Jw_E==bhs|W7sO;FqO6U}gk zYT!&j7G#&nMLj3b9BrC4u>*4Cj~rvp3FE& zq{71Z>lKMxMWIwUjzkQ@VYYvct&m(5t4NezecD>??0pm4MJ7Ve^=n5yv_RXE)hLQu zKP~PP?c9kuwL8E<&(6yM#>?&0)9VnR{5GY8j zJ2E&>;8H&b&=g>_tu2VuFixm$8Fi!=?El{&LGRJVFz|vErX(@gl=GQ?V%3T&RUui` z%jE8z<98r8c%y<;HEM2;AfL%d!U_`gn+B8emEUF>_lFQ-7-y$)9M@_V)V8fg+3+HM zCwMa!&j#v6>3Cd1iDfOpwnZ|v7V}u)5IA=udQo-o9tUy*MlU$D*Cmr8T2~yh6ME-n zGgn+}Qa#u(D57cAnyfWJkPVm{cpS>vFe(1Wln8?^GL*U(H=Dmn1MfejAw}<7z~A5u z9aHo;v~O5tGaQZ@_lA;H$;>fymts8l#A*S;H(UD$A_6~<5RLWEv`^FT?+LjPV3|yk zjBoSic?5?11!eR?bf4V`HHUx0{R7}(>|?i)%Jghp3siG9D>9lddT zOB7W3G@;cPlUbadP)x#DN$PkNwHcmk7>gZfT;SRl7UT=g8rmbw9qzQgPb33rNSGRE z57P_fx*uC>HIq1LxzPj#=M)g@r66Chd$Fuc!hC^6`xKh{pH>yuJ_`vdW`&H^ zjty%ip=k^=q=i8Z`@k7Dj9BHK21Dp2xZ9>FkD=Y0X(i=?M zJ|yS)f=Bhz5XhLNBHS<_85p!L((w%ZJ>y!%rdH4H(m3?k8`Q&m)b3#}+4%zUXgsje z9{E&^y+7p4BlDsM|Nc9YV{|i1k8@u zv=_OJ^M55W>cocJyv#math9he85SZtn&7r8Sfm6ptm1Y=JGn{!tSN|c62lk=J?gBE z%mm%p4iybM%6IxeG7v=rkiB08R9=P*H4*VC^Z5aqz^+_PwJeMH)Ki}$l%jH zE|Fywxbv@Ya*$p!bm##u3nQp@^GBRm>Z{+tg*~kNWYV4;PF>HdX>kyna&uOwl>Y*s zj2(^CP@dU&1TrN|4N45kZ8zR#xp1$xYBED#kiEQ4u@Ja+o@EB92M

ZQmrY zjefSDs-KZx4!JbO5mP@gv8gICSR%ij1l^xkcRelVK-pnGVlqBe)fPc&z_J6A_6u1- zOVFo)tzwHMeZjYN^S*&JcRhj`7hTVffz*J(3=ZuKCkTJnxN~D5!2&i)b2y;4a9pVrn9{*WmxL#2a3 zWzP{v1S~o5XjjpxDzZLDI`c_2Fn_C_)8+(~pb`iwU7kJb2GnlAppp{pFLe?j@8(E` zpi?LRg2ECe1E2P9Ys1``c}Ikwnh199>!K}%&R(OT67CGj4nA+D=0GxF*@614%%BKs z`z>mjqzukw&H*`#z>{J(5${`XE8VufF%bu?JD$#>eD8h;8L;3`ZLlx+6+n#%TaQ8wMybG091fY)S8>?jos2(FT)mJpz7r%3A_|Rf<;hPf_lJ=lm zlOc1@SwMz_ajaZ6WsX%)y2z$+saW~uq@|GI06z=-g|x6Vo|7>kw8vsnzA+&XZu_;S z%a?S9qP8B%8$bK|yMa&Ll>^-UpStUg`B!?gN0dxtx7}4p2rRI&Xz%R_|5{X5(Lx@Z zl#E|xH)i7tb@fdN>Dv-!Y)wepmJm4nUqXCAFe9)xcD2YK$gTqhGpOHoYY*s4EDRRg zw_*l<7-cj8;$#jZ#F}~Q(=Es$FqpwtqRbR~mZ-3Jjo-=SFzI%=-97`b2<4!CtA+b2 z9ie-Zm<&pM%4C4RKF9BjE-^56C*WY(=dpXCDW8*wV>KW9Y8RvhoMWXuUn1QU^}ec? z-1L$3k)1zkVh`B9I*r;__J$MoK{8;Wl|g&eCw1H*FM$<#_0w%{H|zU?e2`>yMcz=+ zJma6cpJal=a0Z96A^q^Id{LSCo@_a!=x5gJNkC;o6G9nAe+ynhaTP-uT-p`rnnHkg+W~gwOdsZDh--8tnJQig=1S~EHDUT65j{baGd8Cyz z6jyg3JunUadH{I?rUw>_GSFCaplFA4v)GKxHwA4;2O&6!8;($SlcCNwD7|6cz@xpS zA#8QhT;%_{iLj-sOup*bOy9 z)1lfYx4(Ql9eonABrLm8e|8|qwwAful164|+q6lC&HF&Ay8&6!CAkUjAT?l?#HU?G zr|$Dm{>xhIVZ+0xs|u$mKpg89l-_FXuWS(oRx&kU>5cXYT*2+m`)k`Ed4X4nYEAdkx zUx+}3&%^i!(NO7zX@Ns~LnF2PQF%~ptg!hJN$ZK`4`1h+RM zfZ;qe_7o%n1~AyP?=-H7d|mAoNNxtiyH*XJFS!kJg-kTyWB%m?c;gTo@L|)Y_3B$X z+fS!A5Xo6GOqhQzw*V5M|L{%Z7Nw&Df~rciM<*4vi-o;Q$gOU-`a0#f7-^8kn1YDO zr|gNDA{j`WhY^#sc}YQ^u46&2(HBYlCR#*e%9B63B%ltiHF5_3KbZ0&5lC7Ra|RCW zjc7rjpyzQ}C5csYn`SI?}|>czOM%Xy_1N>SWsoZ7K*DFjiE%H zPO_b+lbzj741dPodgYqiXao&^`XNiYR=h185&^R$>a}OYg2>2(g|$Rnb(1Y}p7wkp zB*JtA^fIHC{Bt{&bZ9I!aB07_;)QvX$L5NCNDGs73Xrh{7q0p*DaV&gRD;xj6>bdL zn?6|uQ-dQ`x0B67`$& zV6WsG@&>Cpr`CyNAk!NblW4CK^R8D%33@-L5h2Mn?OmOEA2{68-|ji(xBs83;-oiV zWsef=%59S(Z|0Uy^(5l{t`zk?Sq`$KbmY)8IBT*XXTU^Y(#CpgEO*X+YD5+d@u$u^ z+pN0@6`!7H=J2@Q@jH+R*en2#_Ebr`pIK7OX>y3zt*PQ`&-{Ck7M3DkxPOfEUE~X- zAz_(;OM3uULLovr@37bj--@&)*E99OsS+uqhUYF_lOY)}H7GGC4+CWNeD&O|CH9)@ za-^+#j2DPk9S{}M?HxJ>A^|WxFld+15jAm2d;b1F;-t8u8#WOqRz~KGj65~cHfN-5 z%fAKzrXYXr?V1kGuHp%r`U&6Q@5P0BiDct&Yq)QopDftz*@U3px3-B!{?7P1$>Etz)Y4}6LGIw(0{`He;U zk`nKF)PcSHDpC*OK23sY))1pK37Jyfh>uesHDIPheQL6vrLy0)zA=O_CEwZ+1qyK> z=H7|akhL*k7o-L(Eb(cNK}+a%S?Yf5Brvy|=FyqEA90`@{Sk?9e}0!UBm!nh4B8?{ z%XBdAZ|@+gH_4CuxZLVXP!HM#SyF3>y&WV1W=Tr4ok9A*Xo6~fQ&tS9Y* zMEDCKCH}kN;F$(2LsO?$>!bJdy$U7oueyz%pkV&>7({Z9Lg_8FbHr_tKa+(ImfmRd zdhNmQ%L|{3AbGu)?VM}!yTI)ddBi7OQM#cc5`o04SnbB5y<9Kl9Ij_>ntqW8Nk*K) zKT4#*`f~vqUUhr-IvkP#a|Rxp^1@hqkKG$)iw&uVYPGL@=8ZOxDJ?(_eebt)?*Ylc z;8Nb7w3H54KJ==Sh)Hhi<8iR z{dU4VG3}+wQL(AXqkhjzLN`K4$pfY6Wj`%IJ_a)-KJ5pf5$z^3+vUR`Z zhxX~8gharcflYfAH;65L;jp4JIT_P?ry|J+T-%$AQnazzAaEEROVM1~UEE)u>J6V> z{U9xAn@^8on#@?}#K8=d8cK`vKw1n-4Gb>j1yG)U#aP=CvGjH!t;i$90Bj#Bp<#5_ z!$1ClObJU3JlgA%?rK>(5<TaSrNj zXsC0EKIqX?kqrK0XZu5@gn2ZVHd!wfyKs8jJ<_AylJ0lU`fLXc1Ux~t Fnvf}B z$w7(s9JDa1_>6zw8&VBN6kI$Oc!486GZ0{XT<*FBk^#%nTt&)D0g7skMLRxbkTNXz zSfHJf1G4ouktsdBU;I!c14(CKEHRIA+vitWSLctPwWJ7*AqUzjeZat)hoaKLi^VHN zBK#+v!Ju9GL>!3O!ZiFuqP?HL`<6fR1se|iW%Sl03$ST|nG*HOVxFpwA4;1nd}m1S zvyd&3kSR$rOfWoLCa`Jy+xE2)L}wgEc<Xdehj*dqM++)!+s+t4X8bvXDoumZV5uM%v-r|osYa9KC5U$80 zS_Yqu5ji!f3EU%SZ(O+-n8!Btwvq|LEW^Uv&*66n@+l!j$-DGZhFe9iv8=3v3{2Q=`&OTagaN_tlRAj`84JZY$oMLR}o&p zk8ag;k)|}|@yGRQOf@htnIV5rYnU_|5(4uF>U?+o{+>?7mZ~(O|1ERaXAQU1mw$uxD|704((Gu5g*l`v&|bwf9Qx4Y*RJ^Lu>!7 z@gcp(2SIAUe40;tZ7FNF&K`5SRuXL7IeqqNj13f)rlRi8sKNGfPH$s7pDY9xv{7bV@hcUl)gmgIo~ z>yC+EhC-Hvi9o$6?b*%H?$Z$?W*#ZWWt>d{pEzhEs>MhNg|?~f_I^!oYQ zy{j3&Vj90*=Sr!ODU_p|kTb--QUPxrU~!d2+ZhZGvldIGl7G`qh0lL(dUhss>p%}N zt@~{jdq9?iwc)t5*X`5K3>Kq#l7cp)fU29~=`j z?nu_nB8yPB_scFr5mEz|-S{lZ?3h$v>bReMl_X%zvH0A!%?a$C zyhaW!vwL|b?ez0boD$6yjteB-~OU8L;%A zM0+GR^`=2;zC$~i9u~I+c4WfCGOtmVp8xy92uKDjOY;>er#OLuu>In@n7f1c^a#v8MIFm^KLu5b9yEAbXlRb zRU-H?G#Wh_p{2&ciz<)^SZL+2D62s_QCLxv&`IXF%S{HCv_?U94~MNm+2Nx73&@gi zZ=lZC3zFLRx@MD>q`t0hI=2N}l1@jQ%w)|uJ0KY_OXAVKpRwsX=Rkfad0NTMV~WiY zA2SemHz8BXRGu3MnGy#1sDF!!sFiw!lu6XQKH-}VtA#6MEbjHvnm(HV6pG0692&L2=>;L?6b88kNQr($Ui8Io?^D>KPm z1|$XVBPIfi_KziD zguTCkQ0z61uhMw=vQj87EJGFazM?s7NDEkMV=^d@fd;)=6tMr7*jc5EriG8+>qD+E z6~Vk##~MEhR-!$PD?IAQd0d@LqSdROy%xbv;DEgfB4hM@TD>5Dz{*b!hjInI z=3w#`J7uzTlME@Ay?@yPY=SaSSWHB?j$HzJRua@_Egq9^CF<+_`a)BUnPapz7`Y#ifTuGLVZ7SoKDG z2GnqIp>5NlJ`!bYmsvmd@)vM}>~~~JHA$-mcAc1Z>nbaBubbrUa?+Bf>2Dmrp%rX5 zn4sPj^O?TBNDE}ufDswgXRSPU)k(8G`iQE*ZSkme&w9s$YOp{wx5c+71EaY))Qh)= zIdfi_ie25anX>OlodxI(laUOkD|IJ9SsL>OCEAx*q{{5erq+u+K=3x7dXnP{fu(K8 zp$*UV3>%Os@o1Mm5$68gH3wdk9?iY=w7};Q=ngCdmX^J!Z-->Sk^}XhEJDBX{c?xJ zezGWhzU;lpb|jP>CL^G6M<>D>G9?UXFlcuW4P&C+)2@;-NXot&&Ua9OxC~{4yJrQb zFN4&8-#`TzxgLmf_Dn{5G^8Q#nuyWx2&qy<@oxG$(^ z{4)zpdNUT0*pxfz5$}{;f=_f2-YlthkvnbvJSaUcL3VT|D{&%ZN0>YFY1a((*#TFN zIEdZnI-h*GWuGLZgnmY8bIAz#0g1q*J(H0z&hn5?ayv1Q9^YN(Jf9T_xx#T2kakA2 z*+L@V0g3kTr=i2KrVP^%GN@jNYd10NfV40I;fs}p6(G*T5*tH_a-%`&wxA%U@?9E1 zij7L!;H%#`1j0yG$Qc$|u8D!vfI9(Q3UyC70*J+h=iX2K6h z1k92+wEMSN-52zFCyNc0Yz`fj`*=PSlJZfra^uto z$dE8!VA4jaYh*nZZ;KXN&d8jRz93x#su%20NNS0@2yVS$TA==OJWF~)Mg4BE|GsML zeh=450$B_V1d@_Y%&vjdfDegrC_@Y>ISG!ty4ce+<=~V0)5k!`?HTgt1Bn%?kO;Ux zD^i}-6EwcJPJ7x%_T5%G?6r*MskYN=QL5Z>7N%TFG}1XC$sKJiHw$3(ptG9nSI9-tRG(6I`M(k1mF2$doWDhE4m$Z@Y!@ zmhrd5cDj#LJz0Kr2egSBjnpt%GdK3yFY1ZXWFm*9jZ5Lie|b-8@|RU})%6NvQm+LL#&Y9wtG~fTcGU?ca5&LZzRz z6UCk^O&+rMSG!rUpKT^6+iMi;@Vlw6; zONv?&(=C#K1WK4CQQsvFy77Iq)3g?nTs^e@vz}K21TvnZIWdJXQ5KL0SpCUoQ=UZM zq;Ipjaj)2`<I-JLG_$&WM8^^vu!rb-l#YG`OJUu09z5{ zKCtWD-;f?K$gM>C_KmT%7Jqg-IbkJvFj&g3QvvdZ)o7%|+B)q#6jrg35;pBq8TA%@ zE!xe$$kdSQ*7@7BB_Nd%iHN;SNfRz414is|Xg}@#!BjsQYAUu`Umm_#ukj!os@^6c zR_yY6Gra-Hz@vTLEg+-b$yU9U#H$t>WzQ5{L8SCIk|9HHW(4HZSY&1JDBmDzR|!A8 zqVr1{(es(Ff``Ch1Az=_zAu)WP%6dHpSuA>SlK{y;({%%^F8 zHZ{KKRP<;=8yS}RF6Y_i&LYFr)5FY)x{K|JzcPEBEBrNg zUWc-S6^g9a&dGqMa4{_?(cY1XcphW+@st8-Npgy}hc|mP7`W+%RY0(EfDgxodv2Z`b<&k^k?nIFe{csd=kb zBxFjM3_RNOq&xSvGiy%=i8JPeMeQ122d-KTLDb$i4@Xr<28`Nc(&m&r`?^ZvYLAkb zJHgZU=7EqYQ0224Q5oCLmsyK!iNt%D9++Iph&7<2C71i7j?_c6HaBXy5Z;K+LM_D6 zC(q_Xion1UllC{3)Ft}X^UB5E9&GDtQ*G@7H*udLW77V<9=y|l854*0q>|L$gXY-;k2zR}zCc(*b6grYOpJwA9_`8cO##={ ztW3p@92DL+A5t_C3QJ#+8unfE+cY3GC@E5I<_0Z^WUtX^BT%d4&4Wh1$!Q>Jl|w!q zRb}}E3aywsaA<#&5vV*=i`FY8WN=euMeaDZ9V(?~Bacoj3+jZ_fFTVY?c1dhab0@7 zCv`})G+ski_RMrp4L^`6{n@m88>9xzqm^iHEb$Vqd3$Ukk8-)3YL6RZmkja5!6?H` z(tQ^z5`iopup~`;&mri1P*89A|?2lIDtc~xDsf8?zS9pq~W$d z*?n`_)HP@IxS}et2mer8%yd_FsZH+0!bPqzq zlTLXxk0E!)@G76SD|m(&m+ORtd?B7sob!!slxvv|p}k@hlJkVcV+Z+aMXRvVqH^T)qXxE#T;x#FH@N5AOXhzI?Fs2}OD+`Sk?s z{os0FQQjTny}llIZBZ@Z(r)uL)Z$rX5a!;FdOvrkUIkBnV7(s}?I-Z z)NbycwsIR(y^TYGwe;)iLy#q5ftA6ddU_QD*gFn3xwpx- z$t8uGXPV-`9Nm8a$9SgWE0GLj>4OI)%G{nMt3v1yK&EK7^=XA$Kgxqw-i1gFwKwB@nFK6a>#em!@N6l6+R;lO85c8Amp>IW2q zo5>7)`B}JJOcfMY!%=!$IW`ewl(6*1VNyQU5D@FUB;NTmnHu=X9+7jyq4KT2l{;ai0tNLN_0t4;lw5L_v)Lw3}>ts+b$0U44o3AnUjk}x6NSwFmt zbcN)L#gf(Dze6)`7m*BK7R=Fr+!>RBP5aB3p_)$Zo^~<7EuXpc;mJ5CGyFg`Ltc`7 zFQf*nW?<6(422javxdhnNmD9NoEgIl84qO!eUzYm+!MiD4H(9t&19V0_;Zb(1G&rU z)^>PZZlMa87=|G#Lp7#$C}c^P8mQlcs#oIA@HqU7@CM1?1sms|3V|%C2Wdg!l6ns$ z0;UD(&LF&JQ9Eu|D>0JpqIvmUZNgNDrF6qgTTq4nPh~Wpuqb0bXCl zL{Or=%gTEdRQX-Ms+^erTz8<*qV@$i(r^$#j2#aiCyT-=S-D|EJ#8lDoaDwO)2+xS z(URwt+p;D(gNtt~ktN-)Z~@;>Vrt-VC|92nd%8Y)JCQQD<&GP*(9BT+O3({X-4pXX z5%dPU?xB5&=*J7~BGpIDL`;g$n;-mya|;TqYf)ynk{oUa#Uv~(uO1A8r;$M^r@l$wOhaA8#+n`DOvl_h2xIM|;&L!fNxI(zeSa#`qL= zak#)*MSWAk|2~hVjj-M>FXkag510@v+Adu`{_CQHmz@Ybyqjm#(H%J-GNrL-CSzIB z{uW3NSWsefDRbO{b{$KjvMPTfux2gTU~=?tc$HNPjYA)okp}fzW^@7TNZr$U%p z7F{mcSk*TcatF+o__SBMH|2FamfPM(LZz#VHAiypLTZpgWK31}*$PMmjEv#Xo)k0I z3}PH>vLjYmi|>ri^a=PanXX~=>=Sg0#y2J8FV9pUJ zI~+yL^wgow18b%;X%9|%hL+jAOW#h)@T6nTru{D@Aa5{4bPRXoyGxKMVcaB#_I)(Z zdx@dn6UFvSxPSDxdDTMRP=kU}oVt1`WJ*|2qFy+7wy#jM`@4|ryiID$$$2&sY&Mu7 ziukDS2nCTENYss~f%eSdkKo>Lb)9k|CP{uVF>;w84{1RTWw$x!dd5Inz_J_lyIff@ zMz0dN#UxaEm0=yw%>=hhbP-}*tm?fEk^w`k)bCEVJ2V8A-*qMjt&)5iRl3`3prCXf z6+d%cPPG@wKw1(e18r6;V!x2xy!i*|3?79k%DSH5RK|Ja4ENSL|8p#m6ajMv+S%=w zUH1}Q8FGl&ZDy{fwd5p-2-t!$!`JPDZi(EP#7S6!rao8VE|AY<&TS?9*-cY04%+#rlHHOP9X$o7bTF#+AE|r$A{Tt@i^;&J z{V_o3*I8lzr`Wmuq^gy`;0me85Hm55+1na!UG1tpBxV^e=XdA^~uzB4N$`Mc!Fk9=DDRtJF6dbEg}P}jHJg62OV&{rv_DT-HVOXAydMtHy&-g zdQSKu#^i*U46cJ)jyZ!Fr#5dCdx$gh^0QC+3LxY@jOtJCr!gxaZ@{n~hxVA2Ff3x- zygspgVrN^es;W3ph9xM$?bGIge?YMW$7EB!g* zbHrvE^tm&>ef|W2?#GDOyFNH@gGdCj^1;+VyLkKMexvBmN;`t7-@DgN+c-rDLP|O) zGnD7t0MBz{nSpu>G-BHRl&#yy#q@Y*`G+QH3m_4GAtu9YTk%7yioD>K#DbT1} zBQm7N=PpegkQR8f6N7YTdPba52~k2z78;%i$Ywy4m@;a-nND2xSahL|G$gF?#-x3u z!9613M|aUz5@LAkek!Ou4!n~cj$Gl{-o|VwEnuV`_0woU+xg`Ul47IioIY36f(npL z`W?m835tImg0z5fF>KoVF%e1~ac+8VNi8@`t$8x_ug(9vaH~Rgv^4AWKa=SHX-8bz z!#z@3w`?kxzX>6#o?FjLock)ky^N12IX{tf)`2VuOU~5)1xRtakE}3kB()%$w6|{l z2C(YUL?LPJo!^H*GGK{8iT3HzteWky2M>rJ=RUftrf=eJ&|HZM(u13PF4+CV^uVS* zym~d#ZSPmHwT8!fzvaK(1!aa+sO(XYesdqn3|QI2rd@nScnjC5+GmjNaK5%pbC?IT zX=RP#>Wb*}U`PZkuJUNJdYkNJqaz!dNfA0m>Km*`fwUll*rfYKRXLCd7@NdkQ)ZJC zy*@Pa`Q+0B$=DF1Q(-z#(PM>*9`EETFuP%Bn@xNCmKU-!@3_6#q53kX!nmE;;7?IR#W;PIWV#71z493me2o`S5D8Ee#$eIqxfZ-%A?axZ? zhP|x^yOPQJc~8NyQP*R^nZp^#qhmMzH5-xv^Jq5h0y@DuqN6Q8os_{(kf_G984Aq; z^iSX(4F3OnB_z(kY>CUHy#L7yTcyBe_mKo~Pn~Py)%8%X;SLgEm;0K#kQ%Vuz@UAw zQ5f92$u>mnjpis%o>pHt*tMFBQuKsCyQffO#Zt5qZFe|l`!!DOSud%Els&zPT7N*5 zPXZLbfj!ws=j}SC-&ef=x>(Zx@?iI*uzw!ol8Z_ht4Dd? zjn~w*KYRXlvVvCHGVCpvLmc^<5K4_(j7BwLVHLNjKXXzd#%9*nXd>a{W-?W1yTbBl&G&A{xaPa zCo{i?aA!&Vy>&)AZ6SBQg4A%tbIl5o2>(e-DpB@@_Afr${tOeFW?1d*u6a8Q@&#KI zQ(Me`F(E_3Vk(zSdG|9l*LqDy!CTUum-O~T)x1E(+o9}B%j(zSlsQswdI2M9>$59QfGju$-6M*3)4(-y%@>+PA zw`nJ_NbFMEm8_PV1VO#cNDYY@X0`)U18tY)2^|V-W8+CRn3;HbS9bpasUZh#9y-ef zRzNafRf7`s0}WP=#Vy;745mx(vyd&3kSR$rOfWoLmZiegpIbi}!bxnD91=3P3n3Zs z98G)8M;Ola)jOI)av2`2S}mh*kAYaRVVaKEfsE9s?hSBXar-Mhiv7p4FeR}l=FWT9<*_EUw zcL*X3xcQ(O9Fa#)HeFT;sR8q7HuW_nxhd_N&BRXAJ$|wv^8t8WPZE`H7PIc@K|u*C z-`E`5r*A@?OQ%gMCQHzJp7Um!S%F>LXDGjAM6Q@4Qp0}|0koS9g6E2+fpHBa9b?}( zD`>JFLt> zEF@8XtJFTfH7(gblMJi+%Cq|7?7$`5u_z|F4RRU|$$nS~?^ zaIK;`G5SkCzwy5x*FQ&WOvL4#s~~T{FgNvYT;ruaHS3RLRO*@L`nSOsuo1lsp^QBF9rGY}z@ifM_a#}qM+2kA z^^y6_WcxD(nctw~V2|?K7DxSRkqD$aV5UUfp|#uZA5j;RV5058iFtbZjB9QJyDMNe#kIO;(~;pbbB5{@7{nwqfhuqY;xB4BnzeQYvS;Fqdg zF81lIt@OInEe6cg_n^SKEH7~>qz5dpa%gj6se<6;brF@MGiWQ!xs*`}jaj)Mq;xiY z_<2YK3@Pzwzb{dY6RN)WTut%-=4-vCY^;V%=^)C`Tb}HC2&D!rLvv~0vdVI>+OuJY z*qYMv!wa=6e8CCarD)D75-D$!=@BjTbIosuI-u;;L$>0;R~umFull@I^@ z7Vs!HCIf@EDS7@n;;0i)OL{|G<#WD16YNA!Lo!5_@9u=$0gJ3$+LV$o-uZ#r>>m{b zU=8}RI`Z&&C^<|(c(9gss~`He@LjmesML$}waiqt|C z-_2RE5PUhoN9pax8{_woGhpeB`ZJ$%5{}z4zlfSEuWJwhQ`fw0FNoZMKZYUT=W4_17=EG2IX6gLgxdUjXtH3x#5$E z>FFXL2xYV&lwq_su}7o^5^`hn0JQyi%`WTuS_iR7F&|Ag;V)BA3(pbe&eN*ahqQoY z1{Q5gGE_^s6YtwbuwpKUH+(Es-VenjIkeARC$zr`iGTqmKJA}}!Z+7nAJr2ZQp&F! z9r7g-^5@GaGX#y>xeGERJh@SJh1Bo*$Kp!FD(Kcx*W9@3UcJr^TO`9G-%CjYQv>bM z7@pi4d23cL$(TEpp?AW(PyhSVLH~!h!M%&RArY_y&7n;c!2LU7(m&X}3FTJ<04@e1^D{yJg z(q}yvx@E?QeMdW3H)?}H3sgR*AZ~c^@h}z0n=x*fLwl5-*A`>a;Uh+eWh8k{nX5Y- z+RB)Wy!po7u^_*V84{aMncr4ys2*X<6T5oj-O7tx5d!%_459$q13qyeOTyflN4s!y zui5)}{8qceI7NS|+;O;(zY-Kv?U6h8P19|LM8LGbpuIM^so;&CN40PEy$W)(}J7<(*lS3Y5I_A$L|YDNwnRm=l?YNF8D{!Tqq!%S>U&w4?2wT-7F6jjHesOtMVcP3;=m_JiL z#ASFhRwp^8lbqAjpTDs1Hywyex{Yd{-G`ThH=r??N1XwXc=_w*pP3{`iVxItO|Ju| zR&OA*owCy#JQ|C+GlMn}7Hoh1D4(uj)VD?Zbv%Fsc?KXLwmR;hzWTB;3Xk@G2hsy31E2OhNzf}J`M%jjq(hrO9(SP66`YnFjWV?FIO$?2C}A0z zMY{oQm~QPo_jv>94i2rub*{ER-JbrpnSR%l)gTctT9QqB%W6%-Ude0v1K|cVPDvqfpGxTzqB4#-gk@(ft+D85@GF>RB#s^6M;$lopR8okh(n%9nH8u$9Kp2$`3DuEQyN}Lv!?M zBS;H)VxV33cpB@-27V{C;1ZG7o4XFAR>z?H95g1!84>~OKl79*AB&L=Ub0ouK+K;v zTG{%rGa#TBhDZS8880S6{)}mX$)G$1Aoyyv*CX+Y5dksWcGewub$AN2ivBxlSe2IY zY9KXW`I&lh3-Hl>sS#X9hSi~(wO*ssAb(zl^7ARqJ4r|lSbk0rLhfZEvtlTPIOsAl5^#9@)G1q78)fj1k7@4X6S? zeqhxnOOf*BTY>%O?|W?ONsO`V&G1@vO%P+;?WgrF*?}Y6m`5{c-%!r#mGOUApH0f( zVYlwGy#si6XeBZwi{5q{$Q>|KVp8vx>{R`^&-ooGgDtc0@`x0WPqIP`@d}?{cSr_| z6Jyi9JS1`ZRZ;8OUb67H5pYOCb{wdOVgxg4T?bV`E{(wqE}L=dC0jO$0YN zE^vciMG!>P_umAlKU)YcL1XT~qdg;*&*xdjGR z%#x_z`s6im-}65FBJ0l|tjkB)m!SN192wHI({1AhWJpT1dkx0t#@Y$>n@ABn+J;&* znLt`thgg8PINmx)1g!B!eF<8k*loMlM7(u)k>wJ5bjv+~3e^3ajA;7Jehc?PB4CEZ zr#-f6s2F=-vIThzEj}>)fL??dWJocng1(bet|b!TKPzb3*GjVvgl_X#M*jSi{Ib?# z{*v#I1Yrp3HOnxppkpx@)T92kR2cGV@xzKXG9Y!^?6*&8R8!uR@V_T-Hz69})5*7~ zA~pPH3C-tG=93cQ!sdKjRY^i_cLOioIr|_zXrpGys`5av(}0nyT-w_J?d;hl!rYf+ z<)b!BId5O=45;$?iZX+~<9sy0eE=My=%>Q?g5{#srS(BU}t82e3oC;x#l?Y?pd#RWTSrU#h6e%xRd79ZZrJSrH2cUT= zdb^`)W@4=--NQRf^L8-!dgU=H8ia{e1N)lE zqrHE7F6&E|-R^H>{i*urZr4$=P+UELO6cRdGfg3f#!6@w?bIM~bMGtOgDNtv?(|r% zJ@qOi!ce4zrpz{Q{}wCVShR<4rIJ*y@|4BKK5gyqZ`{%d#ia8{3n^DmgNB4@L5cS8 zt(3tl`J@{SAMg`glFL$>Jf2R0w6GAxq_JiV`yhYDViJe87CdJP<~y_|lD=^9q1vdY z&fxK<5@bnCpP`>c&OlZTm>OtfjQS@#t_MtS#-=_mvf_74@>@8o5z<02imJbvFykOC zV0||w+S@%@LXBl^He!zs_jFas^O8YEtQIkoEBUGhA}x?b1Mbf}%IxZ&f}y zV#DuAL1UId?Gi=g41ahCz&<+W3|uA3gqUJx*5~H8ku=lCo~Egi9`m=8J1OLYE*Fp@kXV%8UY0k=Le zB8J1HEP}+6zNY*UkH|)eOV# z{0b%YbZ}N~tl7bh=D+#n~j?n#M^mR8bQxgwc;#}lj{UfVkHfz<@&YDI>k;)CtunYJt; zD{K;T_=Fe6LY9W&kX7a*xA$~+NB0gL>{)+6deOf1R%M%Z@A^E$t}B~hVO)l$vy7s_ zrIH;8=>2vhuM?6119}YF#WTgjpo|CA-$o=wastMVo(qLU!XoIp9R-SFd~LS8z%`3Cp}1?+(d9m8b|I8idqkj z0hlAOy82-5Cy^S+42^+R+L^)A@w;|ngxI)bq|wMJZqLENq-;coy$G@X=X5fe-7qaE zF)0J?c2(uJDl2~yWyI=p<1&iDHyPR}u)dAT_%^V>N}HAZRpV^zGld)|(Ku_-zN*Cm za_H;GlKwot_bDU-W=TxiV2?M^qFKX6tk)y6u*=F`5-J)5h|xPU(gOT{i^WwQn{wCC zv*tzbxj3;kvA_%Ym-9yty^tRXdEK#5QLLp?9S z^jnsCAA$AUlKqd|;~juHpGS}-8Q1N(D~d^^Lt~c2pgpFS8rAsMzMIKpYAEzy9QUjC z4+wIfMW)nI_+c_617=Em+ATLhc=n;1{3i0Pn{m*S198^ilfz(yxvxv^0w1nmro^Sq zWGIeFcRyaw$k@HaPn#dbSl!3{> zq+B-C+cMV+eu$0I@A9)UNbv?y#tc+9l$GhGL2(tst2`!Umi}C6oA(=&{;!h%-kOYG zomo`b1HO0XqSTI*&gQOVAfX_9RD}L&W4#WpIZGOYahEe-{=0chfFCS zdGzo>b`p>X80KcsUdwRL@t@K7pqmtd+szD|@Cgz@3xT~(gJ=gx1bp_E_6cZ9`({6u z_;2*dH*Jix7C;qfzZSl?)p&>;noJFt7HAi55$sdt2@@}qFk`0Yv;6TTpg&JQ*=^i= zdGKuvmfaY%m$|d%=oa>tiJ`sGV?X4w3LvW94xzmi&E`uYEs$XqLwnTc+@zu#S{4*` zlWG{hJ~>t+1+09IA|Bx5@np~$u++e({iH$gMUCGs$R@+;$wLc9=sbi9(5Yyp;m=_$dZ^SK~LHH{j6vjfb?ff3)DYZjT6><87amP zkByjDKIz2D$efXpr$*Z5jI?d}7prHCC^5BJ*XE0KKnj3SVze6#yhn{KuB*j%p!tI@ z77HdqAytUtk%p?QwnzffnX!1pqTNRiidAS-3lU3f)60{&`j4UNGX;s@8XEa>Kq7D$ zw8vtU_jjybRZWsfg>Um8$5ukVY>phkhHnX;D#aXuLHh!iMCA3cKRWBlH_+#9e8|06 z02xv_$_gL9zEgp;fMo?PZGdo-IejG)n+iYU`5%9Shm)!i*7lg={ile=AR`i1wkc7j!=$3?^H%))oJNer zq~BdMSmV9V4CxXR*%C>al7q4(=|le&Rr3)Qqb>3GA;^@l@>z*CQq5|JzTf+znM}?v zs!a{fe}cTB8-eXOjoIL$8^)}%Xy3?m*WX(`?LjX|OST++cqO+5suzZ!2ZyEUF-svW zV7ZOQp*)fCBf6o)aA+p^GUk)U8P3Z_2wx;4j-K&UT^e#|Oba~f(}s~zoe8p`q(i4@ zeU=eC0y|b+D7z*33j&9UTMOf##uENc&V0y-4M)vkaDaHa&~FnC`;Qp={aD70g z#HT$9kg%>W{Y_stf%V+td(sRxbb>PcL@Y+V-8b+}BgSG-f8LYT-4Q8%9N&M5ada#2k3_t?59w>HS7mm}N(?vAJ9x*-`b)XkthuO|#inFyjIXQ+`CLR4_0N<*F|v!LvdfV7}tavCgtFfDLtYe6czwxfAvsZ3@ zia8(=IJ9S1jbl8`rS!y(_ck24xp$TyH28TBW$0F&L2-}>SbAg8KE@qXx+qe8Z8M4X zxXP2J-ChJ`=;5e}9=1JR5)uJ3Bp&U#Pr>%1T3_7D2}6?XDlItVcmXQk9-}I{jC)NQ z5&^HGY4fY@9Q(XU?P6NU9@jH;h#Eu$WTBY)cuDjq2q$4Nl}&pyLDmw03*Z`QCQ6ybQ7F7#KJ0*L7CeVINRihzxN=MTi$cIimmp)LCI|b0vRLU z++GQR3`_<-?U4+@{_sn26=EF|^N_k;VauNoP|`=--bKZg3`hoyCg#)rHIbFC+*cAc ziPVGKfpaDYyTR4NBPg<#%DyayWWXXTllHBW_U<<2x{J?9z}j23*6zgy5bQlh#gAv7 z{7{h$Bv8WiK>K*Fuq$ovPwx3<_rQtbNe5F`U;N-Wwf2Sxi=dos_TBK43Zqmc9X)hx)R z_ajPX=paL;s1Z%-0jqs@wDlnTY{gC7-auq&H-7%36w_tEGvcSn8MId|S|-xMe>wy0 z5v!~}H+5Uqx{}3PS$Jq+dE5{vH@rtYz_ff7dkAOXJOJ%+fFC>B;~j4OB%Q%c?@)=~ z6bS8&L{KT`)XjfxOptbjK_wRL+e2%b>jmLqKS{uvWbopmb|+LeJV%vJtxv8Yqy-GH zvS=4?5nJ^>q6b03wK_6B_B49z4N&9k7#P?v$f+eM-2s#J4jy;$M6>ss#7nYsmo)$%<|MUeu z?KLHybzM__t;WVN<6neNuo^bO>VV?DAfEM+)z>p39KolV{nxnfdFXdQGGHNz&!bEO zq;`Cq_ZO#*9D?TNm)AYl0%cf?;OhIXE59I9!eA1Yb_4O;*jR=7^^ zPIen4I|`qbU#Nz%n;l9GL*9M%6FCDZ0p7-?{M}8$ZES3maxsygC4UzDA@3LpWrixG zgWpXu!9`-sotd=D9)VHg{g5wWnPE}um~lq75E~PWMEJ8MG!JrTOa$r;(1dD1=Y^wU zr+Yolc&IF4je;tMd<0h22cKFmG9)s)VVQwPdv`LG85wEeTSkJ_jX7~CmBY>he3CXQ zdNwVIdHhQNZCf(8ZfUg=B3C&e^P+yQ1^n#MxXoOaW_|>@#NCZA@qFy3WH)Nw>E2)LECmvf#HbJe!O^D;JA3wzl zat4eaX3<7T0kQLpQu(Dsf_8J&y&!*Z0|>ZRAsH69DS{_UaT$~-pDRgtoZ*yF(@jk5 z#qaD|=fYeF0ljr-w`6tf)=t|-GTRJcM$HZvA6s88%w4@hIAdZ8BT`CfcF_NLt-;2*PfPHA-mHSwUF%a zg1D{UbVI?#1_rXE?aSUAfHDJSNj%yiDZ=8ptzL`RLGe-5JsFPeVAt&^(u0>^{lK0P zv-p(D&-N|#YP;;jJ_OwI@|l*+g}gz4XpF!dId4b}IE}%gJj>nwlDqcKPqAaxou*@| zKB|KW`cLH1S2fpzJGhufQ{Q=$UX;?=^M+g)bGx-;W|@O73v)iN(eximI$zx#I zjrK`#Df@5#N85G(Q^CIf#?#Z*ko5Glr-pL&IazH@TC$QBN`nXop{*%RGFze~GP2VW zWtNO&XUobu_V@OKUZ49u-|Kn#<^B_{*R|f)`&z$!)5R{w-n;g6q!HAwl1395-pRXk z`|OAm0CQ*BkDx?z@0W>+#VCNVeJQR7a={B3iU=hAHPpL*Obqp*PZPhSWp^KwiNPT` zqj~c2NQg}8eSo`*H^vmoZCKI6q227M551xgE=RsCm2i8$JS%)GQLn$&O%l!%9ZFkI&cnr#Ak4%VhR8X_nok_2j;Z~;8 zz$rHoQbTRj@i54tF*Q&}O8oYK*m-8%q%#~kEFoK~175RcA+%R~>CI@!lrXf%qJ4YF zw<1yYxia~ERYm8~`l9^p5MW({FgN!|v=XESjF{xmZZrt1f)uQb#ICM-DOalL=1M@h zK?2eA+l}ZcFMfK?70+P%YsLsdQMCS_!DaP~LQnV1iL^67nbQ1!9oPydr-0x(nJQsyRI zMAb%B7Kx-9c55mWxz`ScJh~a7?yGO4-au-=P&b!D`GjwF@aLA>@6M8y!{=vHyPv)W zk2G#arX)P=u>kUD%#>KP4^6sEYWLO-Z6-}g(e$BSMmdBt+)xqvYOusINDWvK%BTJ0 zeNQgOyE`qORD-He@5>$$cptF$W~nQ`x}QH}Xb(Y~bpF;)Nj^l5i6yukDtC7q3b}(O zYNfCJ_hB`(ZG~Ya9_^@9zuhm{emMAfLv{A2#jfL!t89_c8@lZTM3q#|6gjtLA-& zD!3s?gh#R~ogoo$utfX5yPULrYSw`U!j|H1a8A25`9m`e0}&T6>UrdMNCb?}V9~xp zl(6i6UCeT^6MM$zx0h=zg7zAUkrvd7b`?V+V1~ru(yriitdhdi#Ab+fT2BN`tb~#S z3snx&x3_{v#jwhOP5UBO`0L9$7F)B(0`AMT5i#$!Lx!{g8B&J7^>rw}VTQz|y#UJZ z$v0~FqEBvGndBY&r5!Q_LfyKka5$0D48FF;&>oNW0iR(8o2+fW0s8aad8>-5QeA&D#-u>8!Rd~qeMh@ozGNQ~&# z`qZp-Yai71nTcG%O7|Bym4Ueehc>^Oux_(B2ZG$-CMTn~3 zTXQM{QUjLT1hkz&XwXrAr67oO=m{P?4tFtVN_nXI9Fpzk4XFXkZams$PhrNDtYn5Q z!LP1b7_}klD|k;#fB^Tle{Q~o)PQ*doAwyA=E;s++e9gn$q>p$2W~$s3B}baq=ro4 zs8Rh>18pW_&z=0>x{M6cl&pX2Udhvg(CSANSZiuB_x6eKpBb7*dAr0(*GfNgV|+Pr z^mB>lk3+g6$Cv*9=b&{F(hJ=4P_0h_G9=+;4{a8M|4<>rx44xIN!Nm=?vsy&Sd7Og zB>j3m!~+rm%Wh0L$^^0RHr6JO{B~k2BfeHCL;ucHD5}0guCQCmq5%>Ci%489Wkbp~ z_f}f*P3(}>%=h1ij~)k!@D%kweJ8K)-_9PFM_CIdSGL>D*xEvHNe)d>ho8!CgeZV( zs9B=iuGqivTLx_{1V+@iwd+)q?i}Q5FiEKe%x%3eDJXm<_=6Qo4Af7e`KFB*MV{;- z>z-MvR|Y#z1#b`eqG|L_-<^_>H()V|`adZCbgd783&aSq?*aP{Se8J9*d*i)lAJG9 zP=3ZsH`*h6^?PMPT%*Kp-n3oM8nPBftNN&RE33)|H)OEdjrxtl1nW5SEt`vo`wWhO zl@HRp*F&k{Ch8rQw+#9YsR8R9vT1L;Wk(wvUDwb^di0A;E|ujc$3UdsEW~8g8Qu+r zWWbpW>bn^h#mQ}l<;nXDqV#`cewj)^GW5PA&QmTyY0nB4zIb%*OW>?VRZsh!nZH;g^({`nSo6^Lu&^72x#kQ zPbUiKak{au8cu@Qt${C43q5za6_Nq>1==(9a^rNGU;DR_WXyTx&4#vzL0YdG$q-fO zn$>4Yq%+_$P{w+qTQRCDH`S6NM7c}m9g~4F!(rqM>6=f9`Xu;IXJFEv(ebmB}txd$2cl~>--)`K77$)G}N(-u> zxntKQLwdl{GoSYD+lv#e?tHbZBtz0I)7^9Ryr7WO`!>^7_GdDb7_j^-pxuEEubtG; zlkH0KVK>|UeXU{)Cbs}Yh!uSuvKdkX#>EI|Cuot`jzyiOVqtaB_|4bj??CQQk1T2A z%F}=DaFLk-vm_q%*(B>Vroob8w@M_B&b_z!9Mt@DMrF_L57o~gOTx<@+6VSUUXS0$ z#fp89`F_SZM%4>kRGN$`=qoBeFG4b46*TqZLnfte^8(w%MoJDp`8MM3PH>5J74m3K z`j{BV8!(UN(PjY-9=YQDi7g}>4G$h|(fTwNs@(LE8q67|uJlU{)OW2ktqgiHPJARQ z=ux+vO*b2WL5YPb=oPK&yCF4T364vBo?fzRMt25zTF>!psA5dw28f#Mo%&4s)CHbJ z$KooF_DZ*tu0hwfL)|1?4NlfvqLBm^4TT6Q%^q#_1TrNID)HEq4^3`4;QG_VSnR6X zkuer_HSXYhv5P3O#-|Pb0m*kPOdcw1)Ic1|ElUY6x%fa!{|UBxMLrk*V9_q%r1y9$ddcLJa$utq$1|*0y5M9%

f=U-aIeHzU0+xSs;6Q4?r~nr2!a=iD_%>OpgKWLYEi;~}ZVgU~ zWg&Msd2{S>NCwOun6z<*OY_c0>dhZWH8?lrhX|*DH^qXG46_DqRfS9mlY#p8%q>ED z*)J=a2&P-2Jo877t2b1@^*#!?s=8n-qy{Xs@~EGioGZ!oHWoWX{Nr^(ZcgY#hzm$Z zGDJT$`11ybL>ibHn6!U$g>N&;?(D15V;qJ+CC?;c7jb4j0#}UK2MjX`0BlC=|>VP#auJ8RfR=B zhV-|3Y7Er5!VHN)`^>&vP*6@;G&$fSk>55s&UiWS5vl<(d#eSO;0YqkotdoTP1nV^46C|1wX!Xs3~y24peWO* z(&x@(NWwq{kM`G$@Z=L;p1rOlGJ|9NnDPyclcCIz&>NBb0zDx$U~~+dO&N4+D%h45 zNNSUdhktQeRSh!1sl#&Q&~q%M4?t?b9Gd#M50mbrap8+P2u{gS(QMGk?S4>Lor##e ztnZ(L`_w=t28`L`Q`UkgHnrGwr&txO_{A%Kaw^DkuRx7l^Q*`Ecj{0;`+Th2(lOP$ z-*u29xayy-4L0_Mv=E2}d>SoBXhIbzMk!IhvR@dW5O_4XoGg4Cx!Sx2mXh+8gp8dD zQ+Fh!?@aI;`ac!uPL!elxq8hXG9@fS(>}51B7f~r;wMFNHzT@G$tuNWI>d{GAyfKy zx+M5_5^I?-X%jMI^Iz9RN9K}Mg9`Wiv@jNUprQALslkcaE<~1OctUU)5&_c!b#LI$Y^W`c z`$}qIUPF!XPw*en3S>yr)js|iU;R&K;BzQH+jH5yE9BYZdLlzhTsky#(2^{Oo%BFq z_1^fVhmaO9Lt@h2c@x!HMb4@DN&2(G=vRKcakU?q}AT40jB#%w`Mt%764+||+#5NnQZ1uVKLI&!X zm?Fge?x+g5Jc((6NqZ|mR3VBv)m%s#QrRxU7QP2q_zXorsoC8J?D}9pi6x-CF*Zz~ zP|1mkBNOzI;F?UeP_SyqLJKAf4}5foObM$R1hmPR@Of6pw!RkIJsg?j#9gA7n{bT;_Whz4%`Y=+% zB~OVpkR@Si5YX;g31xm5f43tW(Gp!}Uh8$dfMSvj0vVq&!j?jognzm1zm>nZC=1yVR)7jvlurbX^?J`#?oK5UtC?f=(2+q3 zAT8Fr$Ql?Nx2Io<;8Nc+Y5$roGL9#OxRt9_yi*sPVU0<(;W17V-zosrdrRLk)oe z-9F3m$lp+o%lG=FY?uyZ>Fr1jj}-PbK(>VW1CK+wa;V7Y3QjCfC)IFIBg&wr1RnCa zf%-nfZy1b&^nmq!IJD1x^5e~2^ejJB&*+5VfZe0e)A;^dOLxkX(*sn23?+b0-d zCErmq&O>Uzuo9E@SuvRrRY}9mZ3wJ%_O#Bn&w_CfW{pQ&fV{=k^?f3cO;9YX(%x6v zvgpgw@NV)QjzqUb+49CPsEl5K42jobY||$J$*^LT19e|8k^$@BcX4GLi4upXs`OAGyV`bK<6OTw}n z?c1fI0#8$iJFPg;eZL}FMM7-?R7Llu=gUrZ`j8=E0`O_iO4yx#}1$n@OyP1WXIm zZybah$NkpaMRpq`eyWCbILksK4ZW<`F2kVvP}zfJXFhG57w*S6x+-7ne~Iiuz(Nv}HnUgno_DavrIe((o99*+*hzxZF=|K#=Z99QkSSp@aA;pT z4Ah;}Iya6SB6bYUS*oL|1L18E3aX#otwus>z`TJ&d!oU`!Z7a1p`qx@#{uI-CBqh$ zB<)GqbG*!jv6WH!Q4vCVCa7{db!3SNBm)L9IJE!BXvWn5unQ6{JK z`3&GJw+$L-&^yIk+9v^NMwkS&TeuZpy+U>4#5O=LHs8C_u>zQa<|2Uc{=>6XkQLzo zgLbpT<;K2O-xG@nD{?$M($6~jEC};Z+f9Dk#a)mHSkcC!eHy*O>Ro2QYcYVK^yK|~ zS1yE+zN2GYHpA8*=@Wr8Bdp}1Ey146dTmd%#a#K$EU&>6FGH@p7*UdjwLVsT5|FNp zObxGa9^%#D|x{;EYNXbQ4AzP81m&U$}VgBe3=vh^JNz8ml=iMgJ;f`FKHvb zL3ORXbeaXNG&G{b{6Shes9%Yh&!^n#xoCfcTcag*IacG9U+5K8aH8Zdl$bj>7so?} zgrzkO?SNGO`PojVAo6qOS^f1Z&b=NCP2L6~HLP^(cI}rMsGou!yGtnAlo?F6t6qKj z?seC02*j!WjTnqK2RL^iHDLINE1*nm^Iyg&TCps7_J3Q0=~9{q$w zz(W%4if3JE&Nt5XDl)a5JK(MITonpQRwyJDe|4V;iGYP927|H|gv&CHIb8TiY9ZY? zX{+I2NDHSCOqCdrHv|#^^JgY)n7T*QC8)I*ks{dTjSSIP3te@)g8)XQ!Mk=y1PowM zU;IoHiV_p6-;l+Ef0zAl?WGXFSc96Lk!G)bppb+$Jvj{8BcENry!eSZWJo&kHOzYW zF)%YcL(Y&QuhImm0dofGBiw}%x!abQ|047A?dN+E?T128m5q`cOL?aoqz23xc(h-m z$t`nJyPhc|abK%`_c>Uu8P&^iec0qc6w z|JES%GE0vl_a-G|Tk4BHh4xiVND3Q4z-2#a6VDD_JO>Zgb56~bb^#ET_{M;onm7CnSQ z(p|)=KE0YM2U!vpRrvzSgBTV3JKZPS#QwWIt|@W8@B*agwGqhJd)s#fCXv_z6XNnz7&FImqqPzn7EQLDjuAJZXI!l+d??R~vrzuH?jZYv}4>OViuhFrb_ znbKEOHf%1fc?5}ol??*g*{$MU*{|}6-9%7|cWf?wvF|D5&{NPz&yacg;NKEV3q0C0 z-1Xm2lv|7}AnQ;4$=$l8`ydfqP)zdrl(`7f0_F@1+79jX^rld8zu0`+ySORxUtd8O zLl*gSiS2N3YZ4QIOM93k+~0J4Tud{;#YpI-E{yTs2>F5mV)f2Cmwtn^fOS3DwC|Mg z!}3a-)LNtokWpgh$>*>jBI5-zq+RZ|2O$wKEwE_+EfH>U`Y1g|R7|`HIFL0s-ufI= zL1!Zoe7;?F=${C*wJ^+dn3OYjd###(uO zB_onie3gM651b}>hsvI@PCh#zHDF~Ao4P;uy!D-1Sw>P~!&_c@7PUhDJPWBoy6ap2 z>SqD%g~L62CLV0fAZI;SU3{tU5XOTV4RuHhZFU~B`=tdAn{x4)wxcK5yzVuLlHTba zo^@6Nnw0E4YM}ql3*1G=`V7=(^eR|ab)&qyiNxS|b%9?_s5}&sBoM+_qj+f|qy-#d z(4JyQsIk=k^`VWJVsJQXJN)b^ImnPMAzt#r!GJ%vV#xk8rUfSDiXl6?+;dgD*nFGl zmgOF(MCs2DEw*DLY&%&xB~B8#59 zLwd8CN}d%7 zrM+6E`7`d-1x^oXN$u$#K8Cj;XZVSx^tKMRPv{eYbZ0!bQD(O*Vt?2D=yE45iP<4= zOFaOg?RjW`K1}z^=ROHYXTVY$o4OJT%$VV8#MtepI%6~o4nsL^4FQN^15?4IJ8ho-o#@>b_|`sRqfZj*VGEActll zht7#B+}STR@Mu5r9VV}TtNzFjk_&TwqM+auBMl*pw}=co7BQ|3QUk#ZQ|>;y$XAA1 z92dJt?`CQ+N#+FP&{3#fV7%e-A*hPg3q0Bl^orw(b0+L>BxsoUyu1keFbJxuBZxFt zYM?e`NCZTpoZPafP3kn+{e$#{`O;oLgjH17&wP`f5Iw>k+6b+_9laj&GV*X z7VV@6#@D9v10O>y3=6f-BR1|XgtUN3z-7|b0(1YzksUwD+s_q7yGEreg3pJRBb;~S zrA-DT1CH}(e`hGPs>$l?XeUFGqnm`VJrAt^OA#|XO=&B5YY6K-Gie`8aw-tiy$|Rj z^)M%AD&za{K~PxzfMhVXNd})B;xf=~^=MA|M@D@MIn<*vy5rIN>L`c}6Qay8XQ&Qn zN?2xK(EiitV)0^W)+(`O&!c0!bmgVMKUU+>3i`*fqx(0qDxgiotdl(!a2FlF5z zbQ7GIM5DA%(D=hpdiWb5jTu9SdO;#!NQ3(PGoQC#+hL2?!PvN!-F__=5a26E-Vi&N ze;BeP%o_x>r&jqdo1YC!yg-)GPdWv;;r3%7OY%WLEchJ_wW%0xu{=Afmf_HHS70&OU=Bt8Am zW&N@w7VX{DY}2=|o4<%RaP``5$K-(PJxfs;E%!5f7NiEOjAqfkjFJ7~d8~2%JJK5t zbZM^XbcP6-??{C0K~jq$HDDs}_>>#CqRhHa%!XF7`iZq0*`41s2C5v^BX5w1c-IZ7 z0rLhnZP+cNlTaOftbmk(BWw8Rz;&qEAb~n>jZ^;;Kx)7{Z?ub_Y^GIf+n6l!)Qybe zot#(YbD_Ap1bOsXnXx&L3|L&HPISABXR1V$ek0Z3_T2sTc|GuI(r?tZdgvz;(Pv5| zC4=Er7Udn{wBg~F3nJUT6K4(dmj#c?4}miDKgb!z=pDG$CjrUTW6r?hQvQ5%QTW)R zO~0m*IHxz#Ht&l3WC$l+K~T?Typ$^>0tWT?Jjy3~)9S{DXul!HlT>oP1}IHj35}r- zMPW76pp6ZQfQ41+cNw!wW1J5ArI1>9H~;IIAwd-+NCb?G;mc9}HOb!J@kYoOI#5J3SM;q?S~}JVW+FsW2!g@sT&=#WZ$7K?(B)>gxcS7JD1w##fV+m~gfH zDkVN7f&g_JuAbPx4-x^>f`Il^MxpY%1v{tJlO%xCx5mGGCP9YuFKRZZuV=1<{26PQ z2xuQQkc)j)P^cyLlRGG1(r!UA$kXc}f6j~C2#y0_{>-9XL5IJJFWu$-fpiAl*Yz1G*%5U%Y)kIJ_l;>k2@xEBTs5>c6hT9u50ERQIwf6$ z+!+&r&8KWh;m`NA*1jzw-I;qn+(&&1xEb>ox{WbRKfn=E1D4!4Y|8Dbz?_*|dsyTl zH^-@y*ZZGe10}agS9j;n{%fF%Yt?T_L@)9wRb8)C?3pV5Z7uP*4%haCC=O3)ux zZ+i!+0ZY&v7VYH5vON@T)JWDmb=T&euM2^^ArX1QtFfnFKq6q?z@3B{w_ z?I2&klt6u>Vau1)vI(Qff8zT$9##MObr?j34MeQ!YR8%{{qh9{^+(prGWPv@R_r_` zFMmgyeKOcT|AmqpFIM9KBm-thY#!w)J(r;NNS#%sWMWv6#jSbi2g>jc0q*d@6A~d) z!on(pcFmA*Z(o=7F|pMWJG<7_5(|h9Q$xw^-)}RTArY|T#-u&O9qtmnx+X^Kxj}oo z_MzBY5a1qwyg}DB)1yxWvh2Y!1MSVvgU6CMxiRHr`E0bL#@s*}l3*)p-6}_1xC;3K z)-+_(-b9yU73VYN87h1_J;OWt+<^ocSm8sxdt0cJrT+SJT_rJ@R5y1_+>{)MPWpzH zGGg`>xj_Da(Zg)oA6Le@cQnOu8_CNID?MwU*%*SK>4%{Pv}bA7I!FyzZeTGf*U*Ir zUz?X7P9S~yS*uNY><4JnZ~+pb^VE_VkQy)%*lfzJ5|J^ZHOEzrgxnwMH*K)(7!1ua zyg+#MK*?sa{^3;tLA1|dKYyQas>==b7|8_g`@cUTpPrG8!WApTx-@1xxzfe zOZFH>1wgKV@se!XJ-3U>QUPXFZKM*$83v@XMPNkYAe13`wox9E0Ye!q+Cy$G>UCYS z8oNjt!laceZ5oC{?z|VlRY|K2Mauj;g}B2S3`Be@`c7R@bOie^BZgavAuN zp@y>C3q6^+kPKLMV=!rl)kN1RlTQ93L59ZC;_J%Gz*XoEC@3W@aArUvh4SdW(=hT#lF-1<8Q>18qH2B)7_BT8juaCcY{0!oSlLL0bw$ zs5`;d7##Y@C`Ih1kh%bvTJ^K z-A(^V77mxUZEsRl0Gkc(5fPv#X=MSK5{8r*)I+P?0SD(gS5k%zv+iT%zi@zD<7#LpfNfQ5&=^Ki~3xNUUbz#%`7sq)@}DPife_yQakE4K{a#G*|F)VEs6nYX+nEh#s}%WZGa1PEw+M^WjowP*f;)PO}L7Hyz0jFD5}tWJJj zb$A{7Z==WG5KBB1i6E(!0uljOj^@*zz118m*|c|s7~WeXu<#zvfpWtnR5>s@jliSs zSbAggC|7S=s%u_F1h$i0MzegXG6TLEQ;lR;ZY6x&XG#A}Pf~7x?y;Mju*jcmy~RJy zI>TBG2y6-09nMp3nM%tNqyh(%Qf z?fu(&>$VdwPUMqORa)(N<1+O@P=X$SFt<8JJY_OEX5YZmM!5r+@1)<)H%qTL)}99_d1qKdkS4U#U05GY>1^_iy95=FB8n5f&mkON4tK$xL2Vk#jpwd$c-Tk>gUj$n2WVz(#3}LhTizCSpEleY2r-j0kPHsrV=^F1!aSNwyVW3+ zY>9d!_BKZ1#^?Q!I?_;Ta7RE-FnapGkO&yiqy8x)JG14%nWar+cAMQeg7t1CGz~BZ zIm3j?0jD8L!bA{IpMgHU*gK}PGM(V`%J-ET^~8YF0M8M~&`2LPtWO3K>0ud~L-{U4 zg5XW0$;ZbeAJ%>Gqn^4ec(UgR3abfY!@#$zcvz+V%vyM4=dNF+4P;oIS?w1VX9tDV zIAlrgk3RR04x`?{{`~R5NTrzM!YC zW797YI0DKoEB>7_9d2kL5mhDJVye%4PK2WBdBleKxjT;OGbFNRzz97CZ7uNM%Kz{# z{7!12KsEAJb~I>7rpOucw#^NPWWbz(NxSQ&8EKVRU64l(WZd3t^y`P56hy4fK?&M! zzehe~N?3Md(LQRxzZw0+dVd4y(O1={?-opeFoqmr^d`?-7z&Ai(-^d;#GI54)E>Xm zL3o3s_w|)me#b$z+YzLNd0YLJAQ3PvaM+Z~PySBXdrhx?6LpV-*_dnP@ztORXjU&} z+yp7e8L+WW>RpCHLAd3|&|f6RxNB!RO2P;P+;fo(;}`AEg4BS?z@&aMw#6~);4ZQI zRVnYzNbwvYXE=*u(zm%xIYrr5f*69e4>C$k>Wf!zBmn z34J1vU=>RZv^hN|(?f~*C&li?UYhPO`F0AVgxQG3a5%hTf4_Wz&!s#}FBGP&u59Tb zi%*3sw|C37gV%0Op{N@9`Cv$&7RUsRMO7Z{ABQdnUOZlw*F=OQ$K<_HZ7RC6HPH|Xx1ww)o}H)$UmC{MO6mU!b%;3*U%U@rUmN9lM6d6dM>tw zkx}*GApZ3ud#vs5JN^HcxX&WQy<7RfpTkMyH!BQrQ!YN&U2Lm6(pgFxQd|4B?ZrKi zAuU1v+&u6zIM##Z1wQSw1{Xt(vrRL|HE74m`I{%}zk>`(0rh(Pif)2ULu^uyPrHF0 zt|-4LLbjdM!tDV2)yk!i7J3K7RP@engd!3Kl328F4pj&bmcPj$Ir?~Zjj-Sl_!WI9 zV)Sl&sQ~+)7^BCg-Db$X>nht}+Co-6De1!L&A-5wTM)9OxA~g}LTbQ55>t+{KX2KU zR}j%6_C?8c^5KZbo=^u}4vnpTUq1vKAI6-4L7T>?H@5TB`&~jh!yTQ6O9Np_Zzu|? zl{twbNDWwW<8mmU9V+}~p7Z*34Jku#QLV+oE{IHeio&W+LpB=AiKAKoUMw#>Yn;}5%|Hk*OF?vA5KAPAS{V8r&sS`^LTDW z3K>^VX1%j8gBQiNAgH(3w+ftp#^NfM_J)$CmTkl3%qY^7b}uO~smq!Uwb5_)=7wnl zzxR1GS-N2|(4I`HXtm*g(Q9cVcHOS?o@-tH2Jw8?=9?;fGm43XW%g@U*S#| z))s#DrC3Y~S~sxqs}iIHHN;|Un;Ps7iGZP1>Xe>bj{(R0MH%S~2Hur1`Y)i&V2Yrg zi(1ld$e%H&$EFRq69h_%t?faiFD$MyeBq}JHmrK9oS zJ|jgKpL0^R6P`gYLr3)!JTm?q)gwi~oPk3*stSX2*>h{(kcQ-Za%1l3F;J)EIBI+z zJY+u^s-H1BOhCKyDQExo=F1+j4--+&6KwgPdf%}8|7*|_QD*RV(E0O{n~X_VRAp0t zA8T2kP*p5;No=1;vgzwWD6Co`#62m0J$M)pL)R~i9s za*sh+Pg?NL?LLPl)qpuPi#DsLnJU~{v?+pIgFX|rNy&aJ$Z)5l{aekB>3`a8q(|d{ zm2!3qf7HCUwB$Y+l!QtRb@h(ma?e5J4J;)c@PrlS4b%rFeeZgHiv2ICC|xwt16wGOX-oXpbR}9i7?#gD0t8v0~t&f<&IUF zv)k8(%CtseD#qWijQ6Brl0M17(ulw>v~-US&%;W<+U z(4AKzoTPqa!viQJVG^)um!E;6PCeRs};; z#u!vXdri{X35kGtG@nV?9}Y%)7)|@oMsyAx(k?Ht*}ed(e0Cub)NC#OjOvlu4Wj{Q zpB_qRXQ|t@#F3VivrMsI+F{x`|y^T}&{A#jK|p)^)@fUKbJ1IOQVj|Vk5yh?3I^7MUaZ$udJ1v|4D0b}Pgu#M zj~|M>sn(JQoizhR5Fmv89t5PsG zyhWn``i&1|AT?m404&-lqe3A`dG4GJf+3dZS+!VgNjcPOkVPpvVnm%XBm$PASzOBP zlJGCxwI6r7l@lMW&qR+p6Pp8BQZlk6_h;_2ArUZ3;?lkixGv%OnC`u8P0MH6=*(2v zGSl$yRexV$#b2B2cfd0T(!yP&g|}u?z!DnM0+;rRQi4g$vEr{?q(9HQ<<|IpK15~w zi$c-@y;mSJiG?IK?S{|64%d$8eDWKYfMLO{<7p(N?* zmA+77z)%u{_OPMmcl(16*5#2{Rbi;oi56M#vczoENPj=H9-P#}WZ<$W6B(k=PU{I* z#LhCj4i?$48X+|ZQB;jv)6oj40gI|^+NVB6_I`G*FMpG2F!NyqrS1eP=tGFsdy}RO zUIxTzJ=!PHvx{PSn#!M&6VSu_lcN<6je{;(zeG&Nde<3>5JimDJsjF`^`cUnM$>m^ zA0k03tH9wakGmLHRp}YlT`vaBnSY zrJwdG8UU#Q3$1(sWje+;JiN=du$vUY#Y5}*bj9J&WXTmoW-K$(NbPfJl8?cd0NN7` zfi20!l?O1>rAAd1f_wTXu7;i7@aMk7fA)N+*A3Z4mZ^2+VxN?zT#fbb89ct! zXi|SpVD8MI&Bi2%^6z)li^#ZYH*((yPY9Nt&Ue z9!8iM36+u*CwCtI$b!6K6&k2tsJ&1gG9}EPIkcX3?__>|gCfktlAOEIA%?*XRhk0l!!`#O;picy{ZG{yMly7he zt!h_4vMD5e;hM$HbfqB>8M7X-dOJibrTcX`NkIFactZ8d+{s;SL`0GZRl3zUVg_^s z8YQ+lB~mx~R6xd5%n=xD%0O@Ie(M<%1I2z2RSnL)vcm$x7sC;eae3_%EhrvgTnvXp zxq=o3Kiysb;TDN6nz}nCvXsE`GY&!3inD{~Lo#5VK>fD9W`xbX?ss}*OpPAazB{Or z2bG^!5W-lfWT_0vfK_fh+Cx?@AGTZ9zZ7evU(vAf*moCP3HXF)fJ^IN-h><)!>SzG zn;A047zJL8QX;529`2OdbrN!D>t0K`R528CXv~t>w2yogx~0xCTh&8IAaVES#(%Y& zp|p^KaNa_-fk}`dVVR9ZJF^MfJAXWT|W-I1I{IHQ`z725u?&eD(d(LY+8`t&j+pP{}av>fJv}#AJrXN(LtF zRzq5=s*zm)Ibs!mJ^gyTWF_#IvLBLR#gHEGHUl;?$)rt(?a_*Al&Ov{Cn#=%UELiD zWm6%X)cdTlqGeSvxJ}tJN{;7i)Pg3!>zVb3~4kUs#YC;$M<0pc$8`gy8 z&;}VY^31n}M{7w_l9euYR$2-|Jx3(Ng+g8wL~&y>P(SH@@X+h_C$;72#MGo=r=xA< zUONkDA>9Jyw@nY;u7+$0%WquT6H1yI)j_LXkr!hm436dV1iDbGVE{r(i84KNAQ7<0 z%A$QuJiKwWjrEzbMnVtUvZT4e)ldcc0Eysytj-d02TTMWpK=kMebU(~dwQA>avQNf;48 zJxBW*1SNjWA=m0v{&5(lS84!(y>+Pmym=_N60#&LM>A>jk_nxSPG(>HNG@ZZI@>d| z6Fetgk1Ej04Y^!M4Oj)rquu_L2|3oq_OB*Mv9bU&vz8X4H@ zOa|Y5?}=RzzezS`iCZ1lXZgcjN6+W3IInQ@e6;odG~I#_8S^zE>dzBgvhcyk7$)s6 zN*80xwSpfulHTk#Ic9Ct9SC8_prT=G&;m2aja+_cAxT#M9(igDGjYoSo=Hgvmq_LUUY?5Sc z3e&IvYC!uSj1(lZp9>ihhLM1Z(M$-8s)G3PKMQ476IXg_rZ6Q{~{8A_jS)pNCu1q zVA8JKT#Da1*5wQcj(&flm21ge6mb>~O$fJ*=?B;TN>s82-uV@iQnI2oYyAO8 zkQf827?=XeV?8n(`5qPz8wi*r@lnk|D}V!upn`(x>T!?C`^<Qc{E`C=UpH>ya8d1wL=o~`U*GF6)=oJna~?s(mnB}T^CXGIG(*^fBhWv5p6uG zomo!p%OD+Ku1tNdCooO!iYP{m7`_pp+~hR{yh@*o!qMT$L9vhwm@^A#|JKuFmQM0{ zRzL=%G2aaC)Qkp`^E%|t@!w{EJ#;KB@M(X(xw!ABA$K3yfZjjrht$VUQ=qDchvut# z?AU)p5eahzE^Ul-u}0^hX@uC9#yaQ8-m0MxpZ5$!q&T1IMo0uKB5?(jQ(O4)a2wkz z6~RQ0Az5RvKv5sU7tKfuog4RD?w1G*+TZo~k7gQXn2BA>Ek*GYY$u}P+Ro8O#_Om7?s4Q&8muodw171Mv={`9YKxsHnK-rrh)tc z?O1(gn&l#U$d1k-JDQ&HqOQ*q{?m>aw0k65WL*4R#MpTW#YGlAokJmb(fhV1+;cGa zJqd#s3?5~iYGQUTI3k*?J0;FXt8eTAuf*I$RNkn@^P?dxU{oH5MLDDf3M?H{Z}bo$ z)zS02$E+*oAYT}Yss*zWZEpx6VIh_JlAh+G`>%~t%E`Po?O5{>JJAp*uUVr(lEYIj zffIUINMg~R8s?WqRJV>2d)y=8USeJUel#S5Dl(-3&$^xaWlBsgWm6i~6Vz_uFIN8- z2ur6fItgXxjR+#SFIdimM8Lu-pY}XY_L9c%X7vn`!ccx#J=ru76aiIjR(8+8%z#yG z9NNk4;HK>XxANMES(u@*ku_~0v!SqBkMi?pSJqp|p)n$fMf=8z3!~#f$!kZ_q3Q(HtO@|Uw>50=84^w9Q9)QKX%}e(x<3yYnDBo+$RC) z3|Q48pq<=gqO~JF+-@Vuu#721K2p!2uzDVepfhuG5aiFe2(;}eyL&^u-lt$PtQKn| zoxIyN0*Xm%5Y|)o-aQXe1BUh348anU!$%J9QB7HtEbIGiW6IJE8HuvV3qEaHyl}(w zl7*_ON$VFEFFbH6!OZ*ij){*=rI>5w7;Yaz(&)u@F`7-xyN%zU$6>N8kHFg!PPD#!k+ePR{auz&!bEM2*3Vg zvRSv5uq4NobyC#|QV_;CijZEk`-ZKM2w2g;rkxp_gatFKb;N#^+_ibia~Tb3p?CZF z(?>ftBm$Ngcyg4_h`ao_$BHelCJo8mJ#p4gJE(yEhze-4qq5*~73R+@+I(KNg|Cfq zx7d*3lxoWpExWqo?cRnm|M9}rA>vO#+ZBm(9Q4BFX^|6Shx z@|eU%qTzNj^=Ltk3FHk5sK;RbspZe99+DZx`XrPWhn=*nbE>~JlesPYa@|S24v+)r zLizbr&GGG!FJQTiN&8ia@JGeBcB3DpFT6AqwS1}p&sPseh9rp97z-H^RzP!U`$EF- z?Gay!n}~*+gWbvRbx}(on6wy$)pxU=f~y!_*99I-!fOWFMML

mcAC*0WZ=Fwr)PRY=qWu@ZCCNhjRGrugx8laKg1|0tY?zNc zT0{BoX^;$H(RQ5XV^K95E2FsknCC@3mnWDKA7oT1B| zCo`t2lbeR|!$WWSeg^LWEhp5Q_-W8eM8LGbqCGggPL!A$ zxI*k@>Eb7GJL_&kG{8N?af^JjW<&mr6>ognh9oQstuI$OPo{?7K9jo?_k$DY>Zo`N zi~GTXWWb9z+AUmu&o85^Z7rk>E$6)DrwB$s>CFPsF@^gW8=#2{46(9l6MKB_@k57I zx=EyT{f?mH+zMbKqa9_24Nc>ZK+b@H3?`rQLW!oq4WneO2C``t-xd`oJsEO_BqYMH zY5%@}3<(o~L3?IZbHMx54T2JD_kXA=!S@2Y>Bywn-$G1R|8*^wji!wF2McuZv zWMLPP+~Ok*rZ&i!L&@zX%FnAi59PI^xCG!*`*mAm)wQ2 z+r*By7y2xTB*id?rp$3)NkJ&B+!D=0f zsy|$IaQf%bv>(REn0_mc+1dNv2K(vuxO+mP&rwJX`Y5U%PTTphPXsbCU{RI!keG|x zjckk0B+_$?nc{qO(NqYmx}umgH@odSOOv(I4`#R@@N#jc1OX3cI<)c_Y){gF3BxHkQnup(u^ zyn)T7yxg-#%Y246M{G6b?+A~qOz>~)U1Ujr1uh1MZ*h=8`w-n0LF3)Ltxa*KSGK%b z>3Dx-%BTyYCK^htaZ|o-IUHK0uSLB>$3aU*LjH`2z@|M-zsKyRc6Y}o(x1(&e+^pb z1@V%V2qv*c&gy}j0ju1Yw9k`d*XF+tZxN$b&E9)=KW_s`dP8JM=^-zd_Dc;s+Rm^} zrbM95C!N93U8~Y4c{?h@>v5(Cv}=LnYT7WKMHT zZ5@tYe!L!{xG_C&Y5x>=(cHs+a3GGPxSz%(srZ~;9g#C4;_L{koDo*d|8tme8*+wI zdUkb?7BFXEaVV292RqH}imJ|%4lT1(J*dZS90a+`kQUm{&*&#jPn!~xyDa5$coMl= zqM}fpDd_kL#nnuN^~|5I9S<2223PsCKTNoo`xR;5NyiOo`PS9tO`EVp`xbDLccuGQA?N zpwjOI)Z6?qwIKf(IJ)YOnk9;?JzpS@fw2I5KIKUOU+zl}mQ_zWF*6y>tvr+*24%P2 zyU7ddN}?eVu*M<%&B^&Y(=9HLdl?e`>!XZzg+n6zM#+tt_HQ^O0+!sUKeLuu7O_X& zMQp?>?68)7i4-)<;Diimz_S$tA&15diT3Xy;aJyK${)q}q&zE~7TMz<)XPQLtzneT z2q>&#*^Ng#tk(NUc{R=5m2d(gKgRFJ${|<#t8C!P9fflv}E{Q3g*(L0I({Vz~8(y-|T=z!Eh5^;Nw`!Fw~m zke1ZBIMuetL;^y3pHbbDaIOo~1BSQRw8z}|RqU?SYGTg;N4EIBG9Cfm1iXpjs_%)t z;7&ajS9!D#l>~m5H7oldHo3ZQVvlJ;#9xpt%|c)=Fn-=nD7|5}M4i?P%x|(7ry+KD z*k0PwiZdS~lxCrzw8U#lIOGmkYT(nJ`ZURvt2QowNxH*{9V60x^1#;yy*F=8jl2au zy}@`rCT(hxKl%5JEnCS~))IdFf8;gPq5O6iW$0|~qpp6bf%;Q7U&WVYVFjJ#MA@L~ z?yk=`&Vb5>=g5>Ej8Aoden4UQjmf4=a@Sjh?=Ji(cIjh$%o<5EE6?dNCIA0h^sOkg z#!r8I6H){gS{byNy)=bo4KGSMNPqb4IixIBGzd_!oC@f*@B=zA{O<&8^ zCzXDZY5KW#N5N_nC@j^ZES)r~VK1ZxEV8m_Uuf9VpkujQuZZY2IDS%6OHH~7GJD=g zhUgu$A3$orWMI%Pqn+Ayx3#VnJ7l%bf$32m2?4%bWJyvkNwXjkFiYal9-G|LEWFk6 zvXWo|9KSCtZr?Z$YWj>v$w7A#-x#WWuqvAR(HMS*%z|CEUxEoD;M&uxi(8iiMt_8abH&oblKoGbPfuuYYL}7f@HwLDw9vS zZ{?B^m0=cFOhTn;t{ubNb-=G~<*4{E{*Y|iCj&_ZU@py|O|U9P{&qbg*2T?|Y-l>NXbN9G5y^$u}{kP3_adyoPgNLSICm`&wZDK92&DE>a8~? zFPE3>c(Em)hqo3=PUA!D1Bk+V!s`-K$-b3vNa_aj1HDHN z{QRBdeVu&#oixV$PxFn50&D8rjbVM>Ku*VCft5}BnbjWoSuaaFyveAvVUXsNANe4i z(TR|f`=cPR-+&<{9_>2%pn`nQUaub{=C)0;-#D=ivZXpSIH_-WeGTLem@TnrzaWx1 z>G4eexri7DP&tw-=@qpM!Wl=9J8YF|0%yfA5qK=hIHSHTvU#Ru9trleesuXA+YHjg zZirOcy#L$+NDWw2;?e$Q<Ty(2pKMIH3$zM zD^GF}TWv57x%DvuY&bL`f4&^3^8wNV=FeQ(^rX|%35^!5z0fqq-)Xk56YK2EvvK$K z@6%0+3|S3vN^_A2pVHne>X!%%+VcQ`=0OVPi^cHj<#0WVWCrBVy^wp}=vnfR2zX|o zjaSz-Rdvh7w2}2^*Yq`t*PEcIYJ++vu|K;HLLy+S7@xK;jMZ4i)1B8%w0#^c3zC+c zD}#>ra1c59?b?Zr5XivLDs{x2z56vk?w8o<8)L_qq~|3t$cRFvkHcZzsgNEpyh@$Q z(9Bw7AnnmiWViUMB0aD3OsIO>frtQBqDgU|2xQfOnG%QcNW+%xOLsLbXeK$a)QGwo zk9|;Lc!fgJWRv0GNCOsCIULF-xi1!J=Xa}-ujwRiwcBfiK88eCj&hr7qv40vv% zJt#6I9w%&*^(igfX6@vgd2n@Oe=6iHX3Vy%nJOd!tTaS+Wn&dP~}OLRGf| z9H|dSOvdvkm%vRWtY)Czwc2yoB|h<`*u-8}zWzt)RtRJW5k*|5A$t{a28<%+(4K=f zS#-zg_+2Yvt$y}?&w5KkEeLQQL<6{*2Nl8B=veQN&!t>_$_U;pl8zSZmK;^wR1{zd zq1EHa8EW>u_|d0@|6EC@oSvN;c9ce@k}ClY&wg&UlNbl-Koubj<67&{kT+upgGqZO zpu(CLXLhEFWB{}!4#z5mf(*bUlovQ9bN=8wGCN~=fkFG;3jcw5h1P>NqzoRqx;>^% zP-;7g)KIWzCHPYeQv;j!ce*_x;pU$z#8xL&l;;UGyTShLWHbsObI1_<`iVs(0rlH@ zzu#7_PIe<{$&zv}o$ewy2Cmxb$yMv3)KaCxiiOr1VUsi6FxBnM% z=v_#HsZuYZ`X>SHgWSW?ZwYknkae5G;iQnEW-EaHZ54{Cv-GXpp^$_D3>J&>8u2il zO#5%v-K0CqbNyPl#$ZT#hq^s3V-FcZGGJ8?i*^Hdiy)QdWiNK%(Ad)9-i5`W3!j>OtE0#WOiA@ZP5pib==9uY$}f=Fbe;J?QK&d3LTb zVl6AZebx<}I}qNkLk>OAyK-wE#2~X9#_3W2?Ova8@m|6rvBsgGpj|Y=dnzNo zk=d>Gf{F3MR4_wtLQ(0`WTEK7;m-bD!ip#FewzZ99@u_swh?yuF3XL1~-k1oJa*u(ufLRi43Sf)J z$>vNgFVY$K-#v%F7;wonRLXRy)b9|f-&F(uhYr&~ZHCkSYllHv!2Fp*n_1n{X;?MK zjQrOqaenyx-MeCjLt5Y=876!Uoz$m={|u{a+W#i%-EE(?U;0QoL)fHEywZaZ1+X4< zKEw821DP0%#o#a~Un>c`%-X4ADRvkjX8aRBiChq5{EeI;)k`WBQUex}IJBRyXf}3E zw@(Zs!>Ypk9lVnRA#d1>L>SO>2TahI2t3+{0n%9WRyraSSRN&Y;9_ zbt4}+@t-HBgp`JiZhBIq87Zu=H8ABUS3bhl@|e!546;`uikvc`j%KAYoVM>m%t=qg3lfeDYYlvH2`PK^zN?3;G(*Da;xbb%P z4M`Dk)y?7gv+wd9>mZMQgo?L&;ls~CaTP1xIJAcuM7s_~geHhxfy%a=Qnc+fRQPN` z-jHzft5P46@t@x_Y9fudkJ!8Oacy*^6lPm+mfWJI+oW|nFGd)N`@^g zN!pXJ=lK88cBOwcpkJK9Xe^0{7>u!{sP2Ami>#A9OH?RjDSI2b?Snx?vL`8fr9~>- z_EA!36WXLj+O+St{r7lr=QGc9=lnjsd0sq!!1c;vh0H)J}E1R&Nh(EHyxF!=Pm+>Lr#$f>n$X<8mmE(#ws= zX1%-YKulMiY&bjX!?>AHK$?m2Lf7Jl|7_MHMZlOCF6~WRN{+Ahj*I>(l^3S0-D&a! zT#~^+Jcd#H=RU|Cu-wL@UH8c4D(DL%iM;?89{CfU4ASytp}Hp!0@_&5)5?bJ)&GsOCI2Az^Tk>q z7ZZSNDJ9baJPVECRR--Jd!l+LvxbZ!QV)@ZdB^7aflG*gR6g^MA3OntB}@-I+M@s^ zmCQ)?7$+hu&0JgC95U}N1TvaYWPKgR*OG`p=4cEj(f$g(KE~pj{;XaC>7`7tEqf5M z1(KkekM0ot5f}hTfDQK0j!Aj1E{#1notzy`FllL;^B3VA+jN z+Z6%?HSGMgQapy(qyN?uBZ!KzLw$xVYB}KGEtcJww7)@%bjla>SKcE*#<^MgBKcJi z)_aHw=pC!7QXnm00g2C~Jj@^}dlehum`=8PRL7}Ks{yAm+K>oYe}6v(aQm@k@a(ckDqJ2cm&jezJscsy5IlKlTe&jsZG?B(Q~M**Pocv z+xYOJN?I=nFzzCdv_G-qxg;i$*%@NK*VXl-pZA0xNFk%DLc_9&UcZ8W^?od7DBBs)3WX$03k=%plMD-w7L*Iy z$yUkDYqyQ|{I((V`I7oOOMIU%G12~4!zvFkF@qQHZj{&&8B{SIgC(FGRIM%rZxr7m z?;NH)d(u&Ka{`1gln~Z_Hg-8UvWkTyF6{|1t6Q&UjGxg%{Kq(>U-i`D*%Aon{n(wv zxZZOV(gKFH1+;g4R&6$tpW#^2iSNnuFfyBQ&c7XU=Tivhy}xlw2#J8>JQih;V)msv{AxDr=jzOJYc5Zo@(nm-fw1 zA?H5xdcV|E&w)9sc`^&ZDS*Z3bCSP`))hz%7>B`9r`%`o`g9|gbDP{q=g}XlyTpVA z<>&p#8Rm+-UPEfYfS!Q%#HW{y{^8U4y(FJk-+Cyg*&gJE9Z`16ocy{Nk^wU%CT*aX z8tA&U=bBX0P}|(1vc3ZB-M&V-VaQ*v!H?)zZr}(gf7Ppce`wWalNN%}JEPm`pML!e z03G7^p=vJLW?)1_NQez3t1iA&}D&4LhRcVGqz&x7Gri}FrEdzF|s!H9DeXn^p&e;Y6 zN-BuQ2zvc%A|wJ9R|T|(R^^@^ijFRm`WbT~WQ^9UF%aT@jA)GV)208=+hlsfXbe8> z(IoYir7?vpshAWw@4DHSP0;5adz9VkHERdBmgp#BFs;Anq~>B(9$u7;;iG2WdHxq~xG zZ$gJvQBY9A(;MxJlk1xnY?RTG>R3HabN73e0R^RWq=l8o)*pp{5~c-#fb!(6VQgK; z`>s&3-DCLEC=2^_Am-Lbx#8P=k%mMK4E{{<$oQWjTcN79b`jCu@f{BmzbOP^X856OX)n zQz%ur)%Bl>%lH}c=fMag{ruv$Ajlc8ki?_C;#1Cjd-!>4sjFxfeSV{i>|~(%=QyN> z;m5ll4M+`K+8^D#lKCCAAKgfYHXkpVt9unv!+qoo5vRkBLu$aBfkFE}2H%Fa?Wt8U zS@fv&jye_>2i{RqMAnzoF z3$2(t$J!F?9NHimju}k?S102#2q^y&3oA|x&7Mb20_ff?+G=bJZXMc=;_Bcjs~1Qt ziEMsiwI^*hDXYcm>$>kQ#N2S%m@{h=T-6|cTYw;j?w9RnB@&RuCk8S2w6D{-6`3CS zDt%H+?W1Ca(r^f3$Rkegu}*Y4+5C!oF5(9JbTDfUi1NlRXvcO_waEl7uDqs*|X z?M@S<1}rnMXpfYL)03Nu!kP&gJgVgvyfw&ylG|_SkJX=USHSPXm>Rh1l)>uyBEv&X zab;v;(AHe+8v~9@)*vmMQ=4oKSrV=V+B2(py&tW#yM0KA;iJi%Kk>Jzh z`Wx#lWJy@*#-)83KsfQ%m9Ek^B*w54&R?^@4|3=wXr!d#K+9rC4HzNDWKzELvDZZ< zsyn-oRKvLgYD&h&AdgXxIQm(UtW6Rb$jpGtK$(`bGSn_xy6q*Yg@#9cqmLW}tIr__ zCTWcM3q0bB!6fRNllN-2s&>Rwkuo%Y8hqo!H3%lXLHRjU!C^Gy3|M|<(f;=tV0lja zMsXY2M2{WizSDU+l%V&cF2kL|ZLt%T-v@+wJj;OHK?(L*qT&)^rHHkb5Of#B+`QMWMRvI zw7{mG+a7w|UNDXve?Aj_Bjnm5aGvBW3aW+Uw!M?&1rl##S`e@)Pl$>1<--z>WRpR4 zq~pOI#=hWhhVdvrkNxF@iDZuc|K>K@KcK_5G8PZp37F94J>f{Lf zf)Vy@{~DwJ6H!UKKSnt~O28OBHtnSnUP({g16!mv0^W{rUuPQ&X6F#3gz9o_|5G^vG2mL?TB72qwg-Kb;;yMJO}*WG!vM?S-DA5mRcC3VmG@V4EN zys6+{`h#ddY{;T7t`b`!odGL*Xq%GNFXC^)qzaa+>D-1=;nN*@JyufG>c)ul ztu~sF2uBdJs>kSkE=ka&Lu1S;^|Py~m-3=MWlL@BiI}I-AUFYJ=vj!TK%4KBO!K`3L`fl-x^KjSEa_L!dA%4a&_g)L-ih#S_w z!AMAviHY zz?#G~^bzzN^N}$;FdEt-_T$81i`pzrNCqrNGieXH$&9-Bw8x~hg&@T$EB#)43kLh> zBT(J2Q2x6al;AMHDqv9F7Gvsr@0CKFRR2@;?1R_S!HJArs0;0B^m8910v1{Yw7bw@ zT))Wf#r32bJ~xjO-x~>4Z@GvEaQpqkTgZ|yZ(!5z;0l8?-`Lw1e;_PrxLRAMS1kAu zdNSf;YJZjcbwDz3Xfu0W&rC-&G%P1^MxogPrO{e4kVl_E6{v}xsvBfVSQRaxjk@Kc zTcSkzVzQGycb&On?lP!+6QSfV&r@w1Bmxe)X%hkJXUD$TXDmf?x5Uoex9tYhY&e7H z7}k-y|Fl2J3KXN180wV!pIOfK?aS?@ifF~$G0WcRft_?ygfrs9PyGfVRt#sbXx~sW zUz9LZ=yhGd!}Mb792F-Isf9O+pWH9@<$&4k zI?B)$H)Oz14OoU|)BZOp42$Y~UFw5t!AEeSkEOqE9%xC8sE51#lKcwDp|K3jpncli z)Yfsf+54EmmQ~;ZDu&S2OS8`a~|P0En5WzOK?{t%^f zA5p~F6$&39HDLbCrG1Ud%~06t;4ifd%~hWxn=l&OFEImQJ$cg$iI5B!Uggm4rF)f! z9jQ*fO=3OuP-awX8MtHe0jhl7ts7hbnG%NeSbWNx4Mgml8`8c?p^UiD?srEMprG^s z#nmM{l9oauU>?n3P`(}Od2zefXN5kpZ`GL{uIYd8?hWdcm(rQW zylC;Miz4}$k9p(ti;cmcLc+{FW0Fq4f-yHwb9A z4^wYk+!fm>^>vbS{Y1($BfsfN-~Riy+i{fOLRrfaAb-GYiAQ_TO31(89FUz$`or@~ z<@w^)k&rRHK#Gvl9|3;0B8-Xhm=b^f%q?4OrB+#=JM}#-?g>;yC!*wV@s}}jP-MlD z1Dp1@fU1olE5<3f5DSQxc3Ql;u*MqtR_P2u~o zm_PH`ltplJofj7A(o7}?jZHdAjjG_Jl`N9M`%RVlfMODLc2c}>fw!IgTT%vvKQ#O6 zl|dPr5VO}1_9w`5V!J)dq2)8+ilgYg4BR}1MMn0 z&vj3CB>OcS}z^-Oq7kW|8)fkAr; z*RbvAsckpElMa2$KhoH&6?EvA2r0=H*MQqHF{H$y-hH!fIv-|H&_ZYbTKz=1I&sKhheU$^+k4{*DA#VDdV%F_hn$GQr!3B>r7&gzWJrIb+U@z|jsN5YQUttq zqkV?R@O`!8`z1ZexE5rmpAM?d=z&C#M^UwWhITRpF)%8FPa9&SZr|5gSl&WLRjuLM z_kaICRK^4(#O93?awQOh)B`RApE5gHGNIqDPQ0ZfqC5HAlM9dxm??2-pTS+>C8%TBbPxeF&w7;0@t-AWOnh1NHRgHA8D#W1Q5eRl|7h*7|I)^jVGKYCwM0BuEA`RU@=FqP6-Q6qGQu$D)1x)6K3R;n^&ylgbV5SL0kC zLP1FzWoXp}hvz^dU>TZ4osS9d31#n*;_ByzcQ~xJfJ9h~EJ;~=LFvFOiS|L|RKvWU zglAPG5zzLt!NoO)zzoeqxuIL}eHNq!JU37Wdro__Ezc*C-f+UNzIx%1v%oGWd(`!L z6LfkUBm(9P)R_RUIj!eZ^rhDLYEEoWl<|T_tu#?w^_W&_0a+3jSJ|{dMp%Gf1EW{! z@<(a+L`8uQn4!xMA)|2N1$aXSqm%@+d!XX!JxyOP-OL;_KK#W5o1qhI%++^?@ooQl z`m}h@Ajp#J5G(dcKh;oTNn{a?i9mZwsj)6ZzBEEeEIK^dVI)3Z9uM&`Pf$oYJF+JO zG9)ayacCd%Y5YaI$)@x?S-Ty{vCOw}5kUVyN23mCPJm&wL<=MjfYD-H+H3Y@jGS6s z`@%^&X2h5IH`jn41JqDRvOctRCL{tDlGwD9n=o(OvFwXd%ao@a*yi%I845|O5n8<_ z{^|``5?1#JXp>^Xltb}NDW6C!*o6A++io)&Vgck4!5U{BJp@t%hA{-RuZxA*cNM1} zsgEG~C7s9hCJPjx^3w{b;g??`PD5(IiUtO4jM3QYopGPrKwu2nXAv(1?e*Z;p#>Vk zJ$BwCf_2oiUKaYC#5og&2UFNACZwbmUOqJR}G@*O;`PpR< zvzmjT>imsHoscDAMGuGe%%n&w>EO7Q7i3`FUQplU+XrsU{28UU&ctEhp?563@zp60 za*NG+pT9mJmEN}7#q7|4`LM&Na`XL38N3vLfeh;F>8idxou`*AHCB?4w64=Q8p;h{ z5VLyu%+M+bWnfhgpY~#Lq4(BnfB)7>0wrDRJ?)B~N(S3z*sY(Tw{6CgY5&?>Ivf=Y zkEiYdmsw#21BdoGC8dh>ahETXSD|&Ahb>M1=mJ5#Qlx}kYi%l_kc2CNLm6+cFU>z{ z8rnpbo(Inx1jU9x2|5NP2Hz>cizFhDcpDRecJJ109HVo-mK3eJdYkR<(H2ng%s>)k zN9{c>k$^0EaB`dWN8*yPEW7dslF(av)WYt2nJQ#QIjH^*yqRkUNy0p){u7xms$L{zm=QSLbYWbk?VS z+LAg|KlQ_w)S%)2ib6 zqJ00!&!j_RXqEP+53jz(S)$!i`=D=4?~QfbGZiwW3#fE^z1PS~;tr$;7}BF%_B8fy zi(c7QPAXyA%PrF@T)^IK9a>Izf9+325)sItgrOuJ?GHX-ec>gxSMx}`9qZn%DmNDF zp?^m*c+2~Pvq`uNw3h^WH3e3dRpgVs9{sa*+xKh8L*(!%l%dxoKLpRu0of9t_8d2V@22M+Pjg9I@}ApXXIuf^ka0qY z`}pxBXDCVIh@18lbcut@mVozCy%O7tvd8SAA!afWnbN8XwLC}-m?`mS@1_fw`2A*j zG`Wdb_F}h_zk({bDZ?C58E@ZfgBK663*p%tdkR;aFicGDcTY7dV|a_OoJ?m;Pohz+$Ex8g0@Pj z-lvVSs6BqiP-wkDCX#`*+jRsa1Ln|7>OrZjz3%R(Pb6dw&T!gvF?tLngCgR&-GDoHnEe9A~g8k8xX7k8#lMmpaa+nG?Icxn~k2!y%O4?2gU? zmrP*pz@;6Pg#MhM)QoPDBNp_1`DDETVwALzM<;HK1Fv&oQHlOm>$4wiOE;0E*iyH$ zal0bML0Wi)MBtxF6hqE{X@NnTA~rnM>zk|}K?bFwM}OGc#Xz}X4D#n~Q*QjzgC+|H z%%9n`=~csn4Sg%LO39wj?L7@D#o*BAT|~$v|GW$w`ouCc^(pRvkn(*6uSsHWxTSOQ z(1kM~LgvSo`l5TA2R8J{rah1$e&l*&=e69M#OpV+A|Gh09zD0!tv1#Z6GK{$hl{4Y)^ zyOu#MpC**tl2+~NgG9iS8|{I~Dvb&9pPrI8#y#{#?XcZt0EMIZWgyC1Ld^i%;1Zgbp8ms_vWdeGNcnopam z_f#|9cXv)V(Mi|67E<(q_ZlkQ3J^|8T0Jig5&^4wsGk^HA8glWJ+qPA0cF_z?x7!; z-NY!nMVYAFgn|;5-2}Af8BD+IwEucLgEXWA*JpDwb3kX%M3(gM@=UV?G(_2Xvre~)DhLj0=j8QG7JA~2-Hr(OE2_i^5z>sVe%kYat4OrqC^ zg1c9@A+$H8A>;-$9D~Wg5>TGY5Z}5UTBq7Ux^!wvU9Ic|P$fn}lujzkn=L{$)$)liTHDUb>NCYe>v1!lu zf3sm_WK|zUmcjzie1S}|VXm>!fgnOe(V>3t^z|3)z;;-P+ zQX52x^={Gm3b`|8NCMgiafO}Pf$MrpNG${@-#6FF8wnL}K`122f7=eOzr_e8ChZ#9 zOMKb?ux>Fa!|R{gG?N`5%zX-xF=-Q1pFx&{kuhv8<*CV%a?#wc_c}NnHa+ojV z&xcUiV9{ps&r}AS2yzutK>3 zI381jJo?^){US&P%%j<~7k%VCud8gY+~zk`X}6`yHyPz`X{M>B))j`{0pBBSH6bQo zCvs_xz{aBka%mQACcyBiQ9_CQJ2EPzAAYF3FcETT1%#7wFNDs8)PUh6Chd)%a$Qy_ zj_<=Q2&}iRFYQK5#81$4j1THIxW>y2Y%4eQJ2F|pUbf$M^^!Sy%dr`6V!;)GB|q9$ z7h_~0OTs*wNt@<2oUVB&h$Cf5-Q|b9M%qF}bT@M7H#_fx8$WS}rhUF7FLIT6(%3RG zD5>h@XE!O%di&qApWdkRcFDWY7}5gPdE?Xm=2JD%+|JLGoQ*l7;1~XG$Z9CP4MQn< zT8={@yA)F)e8shq9M@WV))NN4rRRh(4bsM+>%8ZhDgS?CC zJ1M3BboZ;i`zWLZGyD01@U?( zihtP-iGXQAz@yC6SDn3X*Zntnw{dtaQKA9Koe8B&oKi1OyJ@Uc+0a24|+MPGIqFIscdHp2P+w$5)N3gjTS=fJ* zVvi9{y60&04pIb$lNjohJD`RidLk=ty(JNMhhS!ZYz|nxtw8?ZE?xlMdBgmHMSGXB z;kBf9-D*-hOLr+>Z|bOl{6UBU>nq>FP)H4UV5MF7h?~SQ4b?#;$_U=$WS`nP4JzJ7 zpd$L)n5sdL445ggY4fWk1%i}^@!!dgNpEJuwIUzzJaj6m-ro9_=s_~z*?~6Z7IhmZ zK0jDNRz4av7j3qrgF{M5$fd83MRyVg4I1Qu9!V-;dSK8VNN+qpLB>z*M{mS&+YH_H zGc0~y`m;ML<^8E{GKA8w1v@9aNG^^XfEyLdLpkEe?M49{tNJU^>Al7V+4dV z{85I}e>1xa(gK#@n0(5sZ^TuWa`R_(5?avJ?+JNSX9J0_2Z=Du;m~x6GmuaT6M^<8 z(7ekD{WVwZ$e84`u=rqb=U|A*_=+l@UlTXDLpd75+*~$gjyNm!l38VQ2N{!Q?`+tq zdLMwg2f*4TZMBKEjBTE#D) zg2bK!lA&bO^WO%f1_q0=J9wUbA64JfN4SG*`GoE@`ti`bn;z=o_7}V_f%?#xGw`{T z0jtQbyVdjBR}!#JcGA@zz4+etL#GNCpVB&XD%Rm&edtQWu2%0Ka!e9d$^48_8Pt^^ zVp|w2TKtBTAm;EIrN^n@ScW+o%h12{>I7s+Sks5cro7Ios>V0>(_V5OU3ZCX!Zs)H zbNv+*RX3P^41rPuW=PbRSs5xCbota|l2LU`@7DY)itsVnX5I}72pWZDZR&pVSm}eb` zG2*g|TA2#Z9Uu|bA&U6%P{#8C#Z@+&a%S*yKKAKZ|2pz-y;GU++20w%AiNrj@al#vS#`6T8uRhXRvy|$FLKto42MQbP9l(TRCm*LNDmm+W6&<%3>_R_ zv&>(ReJhR3Ll!TrL2mC0s-c6z4tPTDfYs1U>L(|({T2F>`$;`$meypRNrv$19|&ex zU2*{re_(3h(*B;|W-gezAYDwb#3{R7LoT}CgyQOQ#Ks&JtR4noJq&WQ*p#;fdM+%q zurn$n$a>jr_x+<8zX3CcyOABqZ#lFS@&znE3uq5Q3-31WdtB~Ma>R-CFQ$L)nhM3F zY~;@u`*w_hWWWrGO?#pttGG+EFXam<1J~lPbzm&`E&VZahS#mW7bN~nt|7)TH{JX! z+*K6loZm%ybJcVAsFbM?L9C6))tF;{&4iSI1tbpb9Ym?Ua&ZM#pGmZ;d2aID+gc#G z`VKk6WAh7VBuXF)A4~=&?e(#Fz7M9m#7MDv@q(X%6GlR6P(b;)OupI!5&_H44BBnz z#?*N4t6zG^pc?Mqu!$Q9<%NxCCS%F6g-MVI*h~hOc518oEb4n3(MP7|NzK7~_Roce z0YnIID;RC>gPZ{qfx)Mo7Yvy*dQNhsw)fnqRa^H(>1PNfIid>s{IdCDAsH~hP5l6< zVOUS+@AuousCwk;wBS8P;L%1NLfpy4AHZcFSX5=v-VLzVDW_95&>97rfjM4W){(@W@a|Z_PfpmU=SpVJELNZ6cF4fFTHUXQ5lMow|d342A$Q>{l1hk2I ztJOZ!n;w#Ej7Qve-zkY*P}ML7;nl%2RI?!wFpuWbKER@$ZT4pC45`nDm)wTc@a!Qf zV?GjL`S=(c$dWJ-s1F@x$(VKttP4m>8k6SA+TjBxhhYe3Tvv|#6;cD1q}jBKw}7W+ z-E(@{Nta%*a6tw$0YZCQ(NxBz>0iK3I##`LX#a>d-EDbmQfD(!e|n_ZBwzkG7YeM8 z5J6lJskcI+1+s^Wi9p*I#MTwp_MNP1ArAS(a*pP1e*n3276KV(y~AHiBp|B>EF$sM zDT6&x-d2^afQA3J*G77DTJorl z?_Z#>+K#j^=C|>$PY(L;0VPZe)GJUCXUBEtCn=-|&TUuBPcDxt7!h@HgnhvX`?h~| zaI=sA3cURwtA`0d{cMJ5T!{IR?h-ORPpwQSI-oNGsz2Qj#L#Fk1KVyGtH-3h6wOpi zxN+HIF%ech%)c;acWi`Ek~WG+p#e$81Bys&+5`2XEy9qf15(?#K5+Ljk1YUy?JYtw zOyJssoA$A&%BDRgCSvz~pD`?uqyc^p|9tJhC&--#qljdsH13N;4J5?CA`*2iu#MHt zlKV&r&bjWG5Mw_UA^{AL2vIgG=M5~V(x&xFI9|@0OMc93w?ALvac4=!sMDhqEM#*# zxtm68hP3b=RnWqZ3+y2g@CuqodBUnn)LiqoeG5tJeQVpI`Iiu4CiRgPT!(B0k8@*& z#G<`eT&Z>JMe*e}Vq|i7Sxr)PXb6;@_aV6Lr`GNu@dXmBVwpie`;4sN{LIFaF;epw ziniA?R@HzMz!1c7=V`mPNi2!m@5j#!)}vfS$ds^d34``uE3d;D-REkg zR`|*rIV61c1INT#ktv<5ztIZGfSD4HcI~z|u4DFAmts;8(;Ma-<_ShaK&c5uC3&+! z;LIczm3S=5lQHUD(eu6!lWI1+JygrHTLt;U7}RUf*||{zQUjJ7IJ7q@yUp7=Bi2Id z`iGs`u%TzBfu{5Wuio9`z6X+lz^j!1u;#_~>Q>|%lf8yz7OlZ%`QXx(AxIA^i|0Rs zWWe=6yY(hi5L&*mJx+$!BM&p?7u^B-R^|w2_yu*U4M+wCgYvA~dZG1R;}t!mOBWA& z)E{bD;o_71GNATP;qWR}MA1B>?Bl@-6-sJcFa9Co{( zWMjO1g9h~3Y7MFzUJXv(3aJ6B8#wBe;hy0oAAa1Sq85VK%j`Q-7CL5Oeh**%LO zcfdTF$DtgRgwyvOO}A_&^)UB#dz`W6Xs8GsiEPR2m-fMsJ75`(LwjAL$fQ7dE}J~Y zDtlK;wguiec@CLUrBZP(Bm!ni)QK^1{KGbj4QZq)-6(jgte_8h^dD#*K+Cj$2_yp6 zdSkID2iAZQW3H7&kSh+B)?E7Q>x2UkFE$$)QgN-iKI9CzA<tuNCqrLvv`ze>J6KfxUP%)$+$YE zzwgt|TVMgV9+^`5s?N`l445f#X(QG~_oA5Qyc!E)BUho;wD#I=@Iv$wBtzH!`2#yi z#H9`QM4>KSpRa!J?pnofb#fI%fb?UO_zrnP2LLK0cP1sA-i zd3pZ|MDLlSDO|qJsj*O0!Z;cF|I#g^Qkgo91W)WSbN2QqgQbufek_k!mtnjG5&=um z4BB+Ydbul%ao>b4cRb@lJZA=YvQEx8nS68RCKcDGFJ?ix!5lGTj{OH?AQ7;@DxkgZ zW5rED_0CIDDC3Xk7Pp0w5L^F)>JFGVxd##f(*ldOKd*?nU12Da!g}eW-@Koa2@T=$ zkO*=C#o*UNOavzF(Gt-fpV>9Ln+Uf4Oy1C_Ztca8JLjVeJ*(DlU>TZ8``?~n?xnEA ziZ&8t*cylyhV+A1ST>=|;A|-aQmlA(qkWRdOSQ7w^1aj?@pY@4u~q_bR4fJ2#1np> z#)MJ>MiX;r-?{eeZ+e+|w~g#Y-_QJhN>2~$n*54V!$@y!T}TEjHLz*_^f45#d*5U! zHEAVZxp!LLB=Dl_>=o$u;rjbvRKn06^($kZO6IZAv&nxlvVPB|ZL#ocP|gQf1UtYNISj}L^BLjxM}@w>Y* z5E22?0`=j~6-uFvAtI?YN+$)iFC3mg6(|=$?i0%O9gqkZQ@8R&#SSbf;!0$SDQ{B&>cS&3Q03i*M~7<`!q-k zmprg7 zd}(zWgPX9#qrJ|XRArb9cy0m zrP2tBsy3*5$Qu>r#F#WJ;I}9NL$m8dLd~pFeFPK!&Wsm{Tvz)1eG~6yc=X z*;;oYHDE!BPrLt_H{QBB%{`TDTRDup@7wzp%+NznRB~L_C4^+aq7sAl{HKhW=&_^a zJ2Ji5b@cRYdO88>LoY%oqf1A-3EH}XqYQP*V9)E(!$8}`Qo9<@pCl3;;X5=%CzC0^&+hAQ5+$PH)X9e+aF1 zAVX3eJ9DzckVvS9u}QSI>xEtW>{_!(YS-k8_FkV?H^CvRL8x>)z2o&#NDEl$M*YN? z*hFPPv1=*8t;*iaF)-U|09BtBsC2Wt8c-zB0y(aSmu|F=`j&j|cwBX(lr$urh5f5y zcgsSvZm$s3+vutVehk1u5`%W>X4s->*!M*0_oM~uqgvhSVbIv*SA;QE{ZZWynGzO~ z*t9!7p1$L2wbZ&ujFJ3R&$TZFs@+Z^df2+>&Q<7V0Orta+CRFz3U9rMX_h)xw||G< z_=&bU;GT&Ri#vN^e&Y$VmS6XK;lN z1~T}3${<7CWuJQgVyWSn>3-83!Xti#WLSe_us@Ok{?Nc=;L$#1%2(tcJ@+|<9LiXD z`dfWq-%uzn@exsP;+73=wI+yq$}odpX3!x{c}~jkJt555H+l@Dhe9NS=i|$^P+Y?D z1CvX6)qd6dJs!aqq(&NECL70asws;^#!tqQ&?Y2zvPmJba?1&W4At# zk7+>8@G|~MA*2Q@zcFZUX^?aHe6t~?mt-e5wU5*^SSlJc4T_ zv(6wQ*OeI9E8F?z{Zje!P!o3)LfzLI>zpKN_`hYefO1%^()tpuQ6nb9D$6^;DKicn zjfq9y4|guk8!8cjtU<8^&7y5dhPh6+YQ&E#i6P=?#TnP*qd>eWgStMI=YIQhK*bNA zdL3>5xLmzO>Nl>d<(7ldNi8Vc{x_?%6cs=BGnM|?HbE)^OAajBoQx>q_fK^ny2%80 zPH%d1e;>GRLIZ`RBbHU*N-HcZ@o4YOR3Dkm{odkCEZa}AwM~5dO$lnhIU%UDyYS&Z zE={Td!x>E4AFjlaNf};_-6SW|k+7yHcJEARj+ldR##?qM1B$GePjhLHLW`UiH`i>b zCw)4@I5)fGr?bFM)?~!7`c-TKZ|-3nE0^|fr7FQkUUgyu=?!TMlT=FxCu&dj}cGYAH3k7l^LWrVC){B_Hc=MX#as* z#l2V~*PV4{X?%ipmJ{UA!N?hoH_f>safbi9A)WHCH<^{?aW>nePH1vVt5edCK#+S8 z!mCze&g_LUG=^81v`6a2;<~n{iBgBUosLx(2pdO25s8J8TU|WwhC~UZ9pTB1_FP7o zpMUkC&HZHMqgb=Hcxw%$hC~E1WOPi|Kq6pWTo#w|u0y$l9}k%c$l=v9PE}5KdoM!X zybWQ!Z(D_R_8oO!Rz{|_?FY||wEGBsVl_vA`+@9}uM!DJJHlvg z7Htty^LlJzE@zM;*v;e@%`$>S$U-4CyUu5l#GT1_go{9T36Wg)m3t9QU1Ux;m#7wR z7!S?@*rF8;?8yg%AthjWjYInYi`e<{f?{Q|kM5z^V6%IoKg0q2=rmMMnz&J-1k#SM zc*LiD0<@&0W$T2dPNL)EG0cE{!7di;S}j8GV(X`C#|ESZKJA-_!hE^w6T-?#UNXsN zM6`_~6jQ$=3ZSK|%S@sM(igDQMw#9Y>-)a-yHh`Lw9(`9A5l8>uHc%(8bnK8ANsje zA^~Ygm@hDCPr3=kM^5F9enLWRhx*!uQEw(fZH64aK<~1i3tu7wnHDgtO`F9K?%egN zsa0wZ)JTsISNT4$>-OWLmB`Y3BjgL1A#rF=x>>bd?Vh-~hrp>R<_SK|lfeypA;^-t z2XWOUTKK<~#Gri$M@FILopk}ZBrs*k=ZRDNr-KLUkD`$D^UdF;Lu$ahK|p)9C-42X zhYnd4L|B#G6FB|L=U<_aFRN$r1~4Soli(pgk7q=uDlfz*Ii3=A&i9ZJF$zqKvB4@nL~%ayYw-X7dB@#AO4 zpM#?xKpu^i41C(APr{Fa$U%8++n-YKXO>fgqpn&H`gTLGj73~+O4?`rgV)S(mm zwU&h3&NrrIMt8_TDf%#qO7}~iHbZK_q7s*O=a8?mQNH6|AL-FGf;8V%V1E1Y?J!yA z)_F(-j9BH+J~M9BoARz(TWS@tz4OgLy+o*f4nQ$!Y3NN;i3lW6!aG)!{kf`ifepi3 zYB4~4^_JcacSwSAlo=kznHfnWAVCI}8MqwEkXtl;?`C<`W&$UjnJd5J`|!08pLYr= zVQ|w=ry+O7F$V4bF>YQFU$1{VK}IBTe(rw86EL}rLKSpI%nTPu4VVlpb;_+zx1CWg z35In<=_cEKY+;e#9OzTS5cH*fSiCB@Tn|fbeA*GobF1+03pK4|RMo5CSrs~h3jzaC zlObe$0Jxq3D||S#+f{pI%UrwaYDgL8`nIJ`bOM_UjVQaBXg!x@d?fWy9u>TSI~oeC zvyljeNBe&o*f0b2!x^Rf-fe4?qV;_J;#t#d;G0S^=vP2Ug#|bTjd?VW_OCt9>iv#! z!bDOJdTJ^Y*4_f=lME3#d1%{qWyqE=w8y1Q$cTlr=csHaPdCcGRBzaHstd9uFNBr6 zH8#{qT$&85m9?IO8qaXTxx#Gcmep8SPAv4E)2_OLt4Ocw17?7qpNsr zzUfshBw}@OPkJ}357NS7g!Y!2JU;@7fT2A$?FE5yH}~14w|pg?;rP*g50CMnx}gan zB|Xtc@Ombu1s-jVxawJO?}MXF1Yq^(w9Tki9Rf|1m?JHmGaU=wg~GJJr5%z?d(>P4 z?W7Kk_n505YUqHvR(#a8%8pRZg$xPnT2WtGx+3^cY+WF^xo3D%u~&}4cgPpUp}){_ ze{2Lrz!Efv_8>sOo{{oJyZVShfZ?lkA_9ZvLbD8Qh{$k0%Z!i&RT5)hLt{Y(H(G_{tl{q zvX=kV4S54r`LJm(*Q;uYR_{0RgWr%J@T<*aM+&XSeS640$vbS=k)QBUb!`YjwJdq^btZpETPoc0eET%yUpJNRqPYya16vkJL?CNuObfJGu_~V_BA>IRWan+>PuB+r z8A3{sL1A@6p~g#z1SDX^$_4@LKYM%mA_qO`LvOvdq0ucZP*@E|l~3rXF0gpRMBvfp zVys-O9wof(C$(_r`gxiBK@iF9juNzrchDP13wVO2{To1iL-5rn1?12f2jweb`Qa1r2M3KSJ7V<8bvomsV!CRb15VOhPU}#%3Z7Vj{5?h8FY|Zh;IzG zix~~&wl&BXHMOp=+I!<*e)MoCCJjQ3xAA9Fz)h2QcB6f8LN5PGcFQYrK*=LH(>ehoQa=x! z&a(}y$R=fY)bd^XbJS0e3<^jOr$VMELQx6R1A|BTrZ0a=k;Cr-^6rQ1(^d5)_b)(E zX)c=Yv48&vJRyS-^#a-?K-lBr%MLp`NM6se{jFkr47i)l1DVpvKWm3UYQRj1Lwkp> z*JT%vZLF_kWF2CcJZJe|P>Oa$T+FnBJCza<$m$cLCTX`0y*M0=r++q(5_~QQspPJP zB-oC~Rr#0JCn0~vB%uD2JF9EJ|jVkDx@^||rS|BTE3@9;a z-x(Jr>^;8JMoiKex*JDN)Lag!VJQ;9V*RRp5;c&9go!|VYO?WKzKw1Ec`~Z532k54 zFPIKRRdXc5;4IMxi3tB+3$#B%=e0QAuFHH&$}q_{L3lfF6x3>{Mt`kNgw!}oWFXam z;Z@pokEv5zcW$=SWoS|RRPD`|z^O?uR5h@-pHqQE!0;-A@{jreqZe$awNi%;M#^Vz z@!Jo=)jv^8I(av;S|S2zNmxwc@hDGnTWt%ry~~zb=_dc-qi^A1a9r;@$_(~0qaQ&r z36p_E`;csaoY9w8A&o@+d1gz}(QB(UAdFFlL}*)<37+M`MWB5T%1WrdT-{pg*89|J z!H+*HK*Z!WKM3;UkF(eo*8J9tA;kq@^)srla|z)tWcNZ0xlD?N7FsS*36m+&8}ia z1E2Qtq^d687)DPLiS^o-On>l~(097hxBqVVJVRgJeC{Rwvsj!=(OA_$`^Q_}!JBe? z?eC;F?3rrxf%gicCR-6TDgVn{6UZAdYLd&NoTB+g^B=1RcIM-xn1{#yvQUF7kT+~W zgwmXIzYm5)z(59{I=kxmsU|O=iO6ocCda$fuVRq-(KMEcQ7Fi7*JUNwTwl{%6pQ3`iK8MEgg&X?2#2 zr==s=b?b;sEKj}-0X;30+phd~KIKt*nefk^*XKzc7CReN{P6bTd;fjV$^g;ZWIx`2Dn=|dgl_Db*6ckA21udE6^<-z2m8;ME3nil zH>||m&qr%ws>v%vhUr&smW_sndVWRlLWh4B+yRXxHXe(zJB#D*wHNu0A;5O64?JkeL{zN+K1Nf}a2!mG|1kA&zjf0WwzspTUfm&Q^X zhxWCMRPWhuT3VVv5c6S)Im+_N2@tUwfpS}PoYmF=)@_uzq`hO~T`D_*$hxhlckSAX z_TVk0w}^;gKR7)Gk^w89sc*6J>eHLuekX$Nn2Uq62w3QYdvVGkq&mK`{> zSGtL9T%VWZ>>%AC%~RM_-wA?M8Pu?vEYN-oxdT>uGHDM$?~Phu>%6Oq)Wde8RY&X0 zpbR%0!3^1~elW6P9?j=aZhck--|C90O(Q7)7Yjd?Vpka`Dm_Dybpd+f%-`+(X393(#6lnz?ze>-#wiR2Bq!D8|0f$&6KF&|AKDXRfABF za#i!Ux=x&kk-b*EcHEh_(9Gv-WJqBXy}(I5+>mGwSa}-m*)sPC$*jtj?@Y1^34#oX zjqqy2kXKd`C6ILkCW3&r7OFIv7RfDnBoR}1FU=)28FFWJ#7T}ED$0>mpQH#F(5h$5)(E|auDBW$;;9+n=^x^0Fy>$1F%BRJKDticJ0Js+#HJug#M9f3P0W^=9|IZ`_>B~3=K>It!ic#vhy)9CI=`ZSV(|Vf0m9b_h zH>-^)sexPp%gr3x7c=GR%@WL0I|w^U5e&a@b}&fAXrQccZ>*9NBm$llXoEbNw?@%_ zzmXaa^Z%l=+93_f%|DLoX(a1`w@R?Az^7dd!@xL`?9L(vWf5;AmAe!rGJH zhu9AYY3`Pmz(!Sv6# zfdwT#?F}Dd$9G-2e@I<9^mbQp`^<(qw=0nrtW{U^ODu`37cec*HYD}%Y?CAxa`~`q z<(U?Ll_Jm?E~22sHT`*nLO8LXNL{j0>f-~^pa6YaSGp37zyQuO2ovBj|h7+ zAT{u4FHq)36q>d593Tnq$Tb1`4o87MG9nQR(6dAM1nPfcECBW0Nqc+S7H;V4`#_kI z)1^0Bv1v#$;5J<&a%rDK4l)u&kVzU7g7yG3e|}f((xw8EmrUa+dBtjgW9TiYik^F4 zD_kN1nWS+ZfcExYFL}nwRB=A3ht*>m#;xoH*OZJ$Ka?^$t1}=Ouz>~v?H;bkxZBIQ zz?am+!pE-W3q+tl1fe8tIM<^^A_HkkSb}3wUU-vw&7rfdAe|H;KKO#iJV&ruvK*Px zpXVlk)5Dl4v8c1Fmq!HEc}e|)c3(81d`~Y#5H}!}e*WmYtD&fbSrVJ}?xfVZ9g$Jh zQrmm=_D@vPO8PNj|KImxf80{?v>x)O#FR*v#wZ!;;{c7@dRW;VQd=f#@*n%f!b_}H z{ur|I)_EzBfpiC~cA)*|Q0B?msP(b6L=EcUUQ}76{$%huAUQlkYRDXV795Vj)WD~` z;IMIi!F0im7Lp5CWa;6}I{~?aDw_ISzOo1OXe=nPX;(jn(WxnJO;XbUG560+i2#Q( zwxATPmpJ&7#E?j5z~CO2OL;a%7-ZAB_WM1u_)%4PvErO6xWY;US(5DeDSIKvidho% zecUCfXG62KS_zI-w`k>yxpwW){IECT0^04)J3}I1{w&~7o{b4Jh?!CCDm6?0jQQAP z@?3~idWbUgRSwMR-MkIQ@#r;}KK0XZK5pyPK$Ej72KL;TZesO&@ z3sM6n0#87BxF_s!Ues&Lx1<`1U3EX7(F3>Y%|c~^()dkhAT?lMPe2=Uub5|dZiKr% z(Z${6Y#VgUU=B3-sgAPS?vJz2LLy+|eLr4b`QBYMlZ2tvv1uUqtX|IemJzrF>z?3qh z1=r);C#He9%?ojpk(Ny$pM+_FL%S1g*lAkoH%e*BlOiwhz01aNWE1XXqPrJ{m1~VW}J^aRw4%;G-qfe{ye-jXC&hFL5j* z#b0gBt>OyE8{835|3-gGtHc|~h=d1K%7vR}mT*Rs)oXWxApUT|U+KvKkOKHIGHKT6 zU;}9ZGbASMgOhR_109?aYX}NJ_Q2gYy7}7BWJw4T!PeCmB$F@^IMn}^h!b{aFs_rt z!0gcJPVp0a&>Z=xbZOtd=taKmkDe>t30GZNc#3nIE?Rx@w171MWo@wwjR{n5v zQa3?koGE?L)tbnMFopwKYw&YlxVt1Kkzo}p8ThnU_vU?Vu6=mEkSu%ltHnPpoi0WYJKTu? z_u;;gosctNsewVe_!I@$=9)YqKLmL6I=WQ;pX&hcQF?2WOIr@90h578d&guzRN;%$ zy;7f)Mix)WHy#Q>y{Cv;9dkrR6A}TZR%uV*W>rSGHs7g8CfFo{pp2OI8xYjHgr<8w zlt#{%jB=9+8uMq`of5vy%NhPnS$I@k^xo@qjcYsfDoj7x-;v<9o!KY#>6p=oo zuAy_a#XlqlnVvCMV9^e$>-$`H9*>er&*fvv=A?q(^){fqV8yHhulQnlflHfMmGR!$ z^+$Dc1X1>kJgMW{U=P;M_9&<>2^;~A-(o?PO}po26|}wgREpG>Lmgc&L;rjzJ$Iq{ zd41C(Ey$s<`k7067~K>d8p?Puj2yAj(zae~QK|ufRR)Tx3vU_dLo#4^n@|1c=h*O4 z``TKvblY9@-1Y0$pP~8NH>m76-MC*Ck^w7wxU?738#cDp-@1I2l;L{c7;}{Xu>Ab- z1NZnYU+}{l<_=8SMZ=1ZBQ^w`bs+i-Nj<^M>4`FsDFq;RNa&Rr1my8iQy(UxaWRY{bd=DwZ(1h3w>!6{~{H;2w-Im7KpN3?>upWm&dEts@ zytr<2;&IZW4_}>AXW{~Wk#R&x`i^(THpm^YB+aM2_h#>Vlks6&`-yIehi`{<&VfXz z?PiQbxN9dWhtzpS&9i`+jEH;NFgvaaA^a*#E$ok_F zEs)NDK_uEkZmAmr6S60D5v|V@GlPnAh3b$JR-=O9Q=8)N5KzSn2HNw_c}LS5j})en zVEgjK++U(NYV5it41a#K8HFDKei{`_j%SK zF(lF#u$aW5{ROw=e5L5fx>j| zdJYJ14C;snF;W2H^fXi3QXw^9oF0evw@JDD$z}6D_7hN5ce%*F^VTm=NZN$v05&O9 zmqKd5LK1ZnBTsy!=5~BM>Cjh)=!9&!4gQ*(gVf-9KadT{fT@AWqWrBy=)IYjxln47 z{^A6?xoa|ihW?3h&=|Vx`RZcGl(4`mpxwWfbA8F+?aC(M_UsYns~vezwE*w3Ga;+=E~jor_>nX26wakQOkQ#G(EfKqUNR)AE2U+(a3} zZlf=Sz=y-fsC<5Qel&QL8!MmL)U`0neCO3xskr+4Gh-F84urTDBbfB+TK08F3s_8I z&@Me2HG@J9=5)0#n&G%@hVJ?q7C$fj*`0M}*}cZqzJX9!J%|$Y=251rArY_y&Eioe zB?I24spmFJb$dFFG^&JxP;VR>)LW(>aUP1QSc0bhky{i|dEjr4II{Vfdf>s-XBuE; zu=-KErHZl!qy{$a;iN`&VIyaCDS?wb_ROtl8&(71q>(79R@>;*LKFbTB{6At8M4$G zp3Td3A^L{9+Aqe=y&@8-`V>-Yc9U*f3VlJ>R$JX?H{tP{^2^ekadSv z{for-+4;0-T5uFn0-m0klxMh=qUXdNy3hv`0$9EGi9d^yHIj_|cwT zP#FJ{-uU15F|?2^J-R9f)}Od7(WdnRTVq;J6@4S2-h>6CjC*6ie;R7gB*5cE=Z8YJ zgyjYX?SD&^*zT@xEXDpU)w=gRIIA662S`O3`sBjpe?Tsc0VOW&kBC*mp9O6drIB?{ z(pJ@8QPXT_n4ue)l9G3EVZRz?4;nN`|G0sXo}uP(V@>%L804l6^-_IKSQWJq>1|WX z{iqlt7Nmq{h!LCVx9usU1dI`5(nhPpJ3aJ29_b}>Lyb^2fR_exF)1i0{ZZ#3->(Fc z62pQLi}u0NlH==Gn)*77DOGVku^XZyH{UVTBz_J@tp0YEDVjTVmoGUhlzWmMEkh(D-Kl}zo)p1pU zzfRwhYQUl@?O{Xdo!`ghl#~DKeRJ4%Y5x;>$dC#U2Vmnn^b4c~JRs3NEphchd_mXY zR5GYaZA)LjqZagMDOC3?eEc>Uk^$2KQ$YD%X_%bQ@=E(H(i^fZ_eggMXF!Qz7m{J{ zxGTRwKnat9El*hn{>kYEshxeK9_I9wjk_<1aLTHNY`9EV6QFXNR!Nym@a|cabHi<23U_(dyut$vY@6WhWRV3`h@b+NUywjz-_q zo!dy9p%CIW-c)BOG>cx3u+sgw3h+`1hLzZS%6r6t-`NKKro9B*ODJT;j&Y9$Gn^p; z8mo4#dIz~QMrTlOm}sq@sHq<$c4Fe-;Ola&3Q!HY6NOgE;lAKB03KSolo^?-K7+K1 z9b(7bW0~`1^_M{+u#h(xxGuX5X#tB$4BAIByxqNz6`X1zENPSf*Tl zVMi?)lHSJFGaGJ$6VO*tNLsW&IT4Zp3rP&xL!Wl%1;wvw%SkoJS>-S7iUC6s7db;; z{1rYV1MUp8m$^l=B4rwzYDqd~-NJyE0r$ZZ`y#XoeaGrbZ@)K?#ScbwGidW-(i)+q zK5@@T$ogZK@;24MQ1|c;WJ)GGBn}Qp1OauHcvncxs+t5+1h?AW%%&*|le6|E&f1fh zxi8U2;$Q8C#GfEzT)7G)0%l1Z7UgyWKPT>_iKEzfkC)s&*TqWE2=oNRWz2eMyBHDy zgWP;JWsH%L+g1^JMeM`L@>KJRAJ3q6!(zmV-Ic6yhx{3%SJ|}lbD&GipK85TWK5DM zHjnIb2jeOOsbR=`-6;c7gMdqU1e*Uf{DiHU*!QapD|=D;5~!6v3iaMr3jYGT4R}bR zz0x3`xis3d=?8H_S#nrr{4I4&NQ7`yf1Ytu2fu2-oPkT*8Tj$BqE~y~kd|~=@npxQ z2nb}PAT21(`+Ng3Buooj9%UXt&DA>UjUV|Tl;rXR&!RE+pbqF0M2hjvM}ZgJFpNR{ z)6B4`9qd=7t)vzr+qjl4y}v_r%nRhtZV{zm*@IEUOxov%$2ChD|F~g^Mz*8<>=t<2 zu`bQK6zBXdHAOo=7~JOGhr;TQEwCD}u*#v0xcPgZPmAvU(n8GBFPTy!UmFIp0OJtG zu)5WHXh7b;r+wD_YFn>yw%2!p$*`3;>#L#W137d!8eVNMT&_Bx?8cydX0q`>ZnJNx zSm6`Yu*IypH!HhBMjg$7a$HAge87 z51A6i0&r+A)n^2Z`C9yh9Ke;RsjE?+z8qo!j8R~n`mp6ABmx##so!VN8lC(pX|gpj z-*d@}tF~Vq++MwkSb)Gk>uy3KU@QQGHq9-pw#YV$OeAx|8_Uc~#or;sU4abgn^}t^ zBm!ng)Q_U8$ryR(?H2o%D|8fpWMMfJlh&fTr_(ol1SA4h_fS7GsZ}TAE7wFC(zl2U z7kqWVzLh=-tF>$Y`n5t#7SI^SEuh_p){=du7xvH3A6EW7_$g5=ksdZ}GlY{SqU3gQ zmJ$=v0tWS{-v$(=zub$XNU%pk_ogW%dRhdcPq!aTF+OwS9W=WTwlqr*3 zR(3+BENjTWm<(HFOMj{~u7hj|OAQR#t%k6deGcwt#cnjFA22s&8AHXJG+JwrId$b6 zWJ?&x5YV1RZ*=|Adptdzr1hR#DZ2!H=Rw`W87L~*H(eMGP2gftiAVe1%2gNb1wWQI zcMzxbl046h`o0$UV%!Ur(CaG?ftO0K5}HGs$O!wC#5m#DNqTgI@wMWt?ND~Rje?Tj z?QP+ZFJM85O?v`Y>6LEo3l9;AR?B=%WpBGcNY5L&bMtiepO774?#!e;2VJ7@vT~Pc zE)J8{?tHhW#^4T=8P=idGiKzX1&|W(>XY^;fZfOf-tIUtlw^NntKWv1kRAPw;I?kG zc^@PKrUVY{vCqW3d2%(@~Its6VsA)NQXqgLMnqznWHaRb?0$oBq@Sq*X}E$Z)-!_Zp!G`=iKW( zYEWjwiXIMa3LxWDgrV6^;#_Ik%*e_0p^2lw8LRh*m;6-tZXTot46Jf#1B`LJ+$OcW zMl!SIH@t1WJO&D?$w&>qxhRAFjH!Y8-lS59f!mz;Hlk#(sr_-~rq*F-r+y^D7m0h1 z-GQ`#IRlUOhEItoNx%NAh|JD6H|d=U_!Dx5r6{T%*?4CW7;IkHHY9r-L}Xc6OCBWJ(y^ zW-w?k$kabpjdkrK99q(*hFL7R3^Jt`$e|rgt`6+0Mgi@WJ+fW8oh<*MG8u*e~h3|(lL;jR4qW=IAs zH!x^dJx&wUGlS=geJa*&&v($g2IjYV!~%GQW}Sp&z*#-oIXdua_>}hTWrRD}ZkLg? zDwGCY+6E0M4NF#$ga&=Q_Q(?J67*xFJqeerk=~VDb zE{p^a&|VhHl@|0=pTAAANs`w;pFd#^RX$sh2*DNEr=XC8i9r2|RT#soLZaadDZ(ND z`g{9hrbDS=DI)cTFMa>(k3Ev6$54iVLwPPnt=mG`_CPY3-aZ6{cpATgcu7A5_Nsfo zgX4x6U=;``7oc`8%9x_YCNd;#HsI}XumVrUw4u5|I`eBLWJ)*>K>M6nMxb+WXM@=3 z9>v1+p?wNqcGE_j*t?le4g13?8Iv$QP+wF!_(*Zyt_mVSONOc>Ih@vqII(@Gh8{B2 zFr{At(it$E#G-voOf;|c>4sjh1y(tS8LJD1Oep`~eTD!8F_IT81wW|6AqMqTE5-E( ztOYG(<)d8}d&co46js+GdU$!`?IVycU}2R>du}yROLb3%yVzESkKd_QcR3KP${;lq zuXc^=?^%()fT@8t!+lO8rq__Nci_VX%#gHj2MT=ImR$u9W92$d3EZQ3ZVIDdMPrHg;X}tF3)BB0j zpqMllfmQ37TXsXOu*%1}g^p;+5xY`+@FrFtwg zP@aHpR8P(A-Bm>-2HVog1pAE}p{geWRXs~~lwBT>5;(LEqUU}xYqAU$8`YC*4Y~e- z3H}mz7$vv!S1zXZE8)MB8||xf8GCfj?tAw0$nC!;COt~Mj-VmoWglfOHLfDT>egB^zjXix!iJ&C;drcS5?JwY-xIZd;rl>FJ?so<eF_~U9T_ni)b zFs6RmpdIE6C1($Wk-plCz<*;fe8HmqIeKo)`P9HJ zr^MJ75&=^Ki*`T~o^Wh2d09e=Fy@8B)-RKw+{Q%?U9>Ow*R4;|88CF zhmZQi+P7Q0x-Hg207C;|B<(cCAV>)~0YDpUH}1UeS}>FR&|2bDT-*#?b%^n(}H&uM_LFq*fga?q(9mR70;o_83zC3Y!9J4%#x^YacjN0eS4fd zdH?C%-lot8Qc8FK_r)Fsgj16ak68v85{6UR0?JbWP9h!admB1PLo#zt zzyDAQML6%3-O53bKVy1e(LOpPGI;&%y-W{Td8R34GhbW)s;$j zdttJ1zo!1S;BvC=EOvQ1QDo_F1)oje9SX@DgLHtn^HXkb`!)nds#YM+m!0+96poy6G(@%Fm&VcEG zO?zRoD*90O-H#olDcO2|=?t91q|=BKiuH87kHul7UPKtK6v1^f(1=`Qq=AHokM8#l>66FxZO>-Mx5dgqL#v;VH{2+B6*wSoVA4L$7+4;w-RajuT2jiWGwvDi z!BunQ4VO2b+X$%vi%JaI^Ur}vE3OxJbP%UvZ1*!3g-nly$Rr*bOgivX01oNlgGmC) zwB$H*5B;u~R5C-)?EAa!?@Lf_XhUPS-CC?)Q|M&fgE=&9LvqTR?C#QAl85gaO2(bo z!F#$IY#Q!FaJ4&Qh6r*746ZV1U*Z?6KOYQf0Sl`<+JIZh ze_6$mgJOq=wdb}+`PxJ7?1=z(Pjdc7D5_$H#Gt)PuhvwkW>x=!B=xd|E|Yhx{0*9L zb3&Y$V94MB&N9%Bs$tpY{IcvTBq!FnqqopE6xYjI#{*Zx839EZp9Ln2C{OO{aw2cjg1!48nC#^p*_oRE{yGS zq`jN;h6=u4OjZQ=5tKh_9Zvo7_*Y;hi#H4>(O#!lYvY(qR2OUDPPDgwXKM^;VLqZJ z#}uvu@5N%yz@dGCOZP#}M5~MBc?{btmzKqi`Ws5n_6R1unYEVN?+c_7Fr-Jj`V8DZ zan2(hvG2Gn-Y?BsJQm8&?~w#AgNK+wu7F9vq|L34%Rj#;ue*#S^?Gh7ll4TK(3ZR24qT3nKLnAQ6r|9Sye8aS>>btn#fJ zyB2PYCKJPVuUYB`w7>(Iw~;>=yjRwR)PVUjpSBEvxf7QLJrrBL)t2#-smp@$^KvA@ z?oz+I0}_Gy->X$QQ%3iEC2IzoE1y5kn0EmZp%Ue`jFnE{E~heta@6(D!Ok^_T5`8wmczJC<+ zTEv!bCye!7Zcq;`-#$f@nC?4;Mg5CzWNyIfPbPyh;+Fs7@ix3%jMl5v&i5Nf9$-~r19;&Bi>w0Lv>rcUo<{i2YElb964|r-*x)x4 z!;nY6Z}tbz(qmNvmo_OT?;;;}eQOt~2FbzV-_Mcu&&okfV=@y1CRPTePK_ZzjiSxLr-k*T_f2B))G=Z3|g|UioUh|D6?tG5$bMZ$#i>Z%70T>al5`O)9x|*xJ-I zg%n}Gdz@6h2_!-)YFX80Zv?NQV@QwsO?vOT;&caj@<^ubjqb}|I%J^q{0P-0dvhycIOA47+Mnc&c%WO>Ad7;E0c1EyC4e1M$L*3NE;OQiF)M(JS;{{Gw zVT}eBZEn>`U-x`O;CE66&4vEU3NpaKm^zf6^+ry0?AHUC7%&-V?=)!n+<$k@Dz1fC z2zXu~?vzT1rq4rImAiXkL%$`F2^vccOxhx7RWDUf?h~W+ zlyk;Booy}w;q45R-exUTxG*3YsPD&kJ85~oeAi8uJ<+>E8hb-PwCaFR#@N0pZ~+%X z864WXpH6D6C2PaP4t>tq9U0a!3(9XPNCa64trEx^FcEmPcRy7+WbKcM$iw=Q)jAIM z=chv`!vIyEOU6r-L6(G}3X`?OdjjU*FgyyiK*1@_;PqDzYT`6JuULYQQXsD^GdgP`E!t`i1Zlncr+~ zyK5QLfn3Z+B*W8%Hpd6#4Q$$#kCH-LWma-0X-Wl#yes)_P}#5@P4@_;lNulqFm{zk zd#pr>v&z?KQzaQ!PpEn<%6b4f^iPzbp10yABm#jlD3bsg!dWrxd-F(?QK~cNe8gv{ zdH4<)(ksu-`2$+C;&Ca{^nnh~zVqMwAj*bK#SvOQd2@k9tIvqw4pK@2JGdCZ&0}!s zUW+Lyj|}~O=QZih(c=U5v>b=*C=DsWP(PCa*%20zc(iM`aY>wUC*_31`Kn6+eP7%C zjzhKEG{lFs#!nVPB4D)}i}pB!(y>W`hv9t$A13KuS8(|85-2a+MPRkrZpuIXB9LVd z4pu3rg>lVCo%cAAbLgAi>%UkvtpiemF>-~!dIG^!Zp;~mN{9V|`XwOiHVox)Ih1`NagCz-6SZn0H%mS^ zRn2m4g}hk`5iyy)uM8lRhmjZz+Q*;eqdp}x9~JWjSl#qGpR2wz}o5Xe&=LoW%Ka@5R+JhYN< zdwu%WfJ?wtgE+)W-dsM)zh4QYFJPIC!KaKb&RID4J~JWL86;mgdImHUf%X4n6jWVb zOc(SgDeQo(;fqa9oVNV;*mH&j`|NC-MBFfM27asgIz)k7_%g+MZ!&ORW zZvXHJBhQF$@*3_@9JC2Cr7>tC=J|HAhfVpaE`OY=GD zkSR?^BFz1K>DTS2{}zEZCD~~G`c{iKr^s(v|!|G9QYnV^QzcEXWgFzQv*{hxYQVu+6ZozAqDfmVE52Oxf^d zWgoN>wa!;~hbX8wtOP&ex`Qx=r>oH~I*+_}izPS89E^15`=*v%1*9v?${U~F0e+oy z3<+Q(DL)>vBdp}%^C;Vqu+_HQe6H9^$)P!+n>pyn!kPTn5?{h7*6IT%CFz zDTC_|uLlKc;9bKw1e2!M%4!ct1_A8`!|=|w&JA&5s{ku)-Teg}BcbwnIBK9X?RtMv z03_bVAO>wpGHk-07QLn?%6l|rIv_FlK$7SukD=C7(es*J z?+=N9r8gGsxnYrR^3xgVV%%`!{Y$$|nxICHHnOBsiwZfA2$&_YSd@tv(F}*v*4|S6OKA7{*66j*b5Z2JvjFzNpMPt)pTAwvp7M9kCe z0mmUa3?pKAw0|pY6rA%5TT1?9Eh%}~K!N$kV~x|73;wvQc=~db*&vmzLxxToG-%N9 zK^`bETpE87+`Pq-8;|xDz_}3L#_$~S5_&?Nr_{-h_K+RrB3DSA$2bJp5#|b97G)wP z!;meET1KA6uw7SCXi&5P0;?$qZ>KAGM?iT2D;Sval=DKEK}MX><{mOHR0_vbq}GDR z00NLDt#FN43(0_45?`M3dR0b#LyL8Q*x_N5(UMnvuYseI3MesT#4IfDHzg8cV2OeD z+_3J~nE8wctwd_GeP3=mM}ZG90J~71q-UJpv3?0i5(6XXS+rX{fgg)P%bmpr(8CM2 z8`y?JJd6oyllbr41J2xHZ4w6U%NSu3!n0}(Ye>8uIa<|AXFKQ&+Yr5-dDtKpat6$y z*#gR?n~2>L{#wV41grXstt>yufJ@wOQQgzm@NV5#Qsga4J@98q9ZmJ2QFmw|L>To07hpq6jYb112RoU3wpVd-pb zIRyH*=Ol_r@|qI&`b8i;8jDHP*H)d5R=s{v{h7=S?t-(km&bxr0LjRdW)HGn14Sj= zlvtE0v2((>S=oN%y&jwR_v#~TI1tL%ghUwpha^a?VwS|GJ^OsMNi+1(4e}bgZO!J3 z%RLn#v^o@x=?{i!aT~f#Bzgu+tZK=IWVwJLCGOg8QxC9s!u*` zOOkhx3K12Hm2S?#EguaGAWPChDf+qIBST0Hc#5Vy9;W5`$gny)fXof=-M0IM_soJw z0AJ({0VP2-kPMhZGiVDqbb>hm_K%+vXO{qHwe2@USn`@4rh z4&8&$>MK)oke9?T29x%`^xlUaIZsX!`w*?DQ0Jt(5E9|%H&#V^JA$E@go(hQ{q4>0 zn4Ko|akofkSW(=YYW{s5gt#{%XK2#;1paP-IRlsWI7XF%LDV9nHZr;Gmv+-iEo$EpKjnB*hRP`?mH95HfbzM4(ILd$3X6YB?kuWR(fu4MpNqL z1>_kqS*xO|p4ypESh|Ry(zPMeeqFI9xeP2U(ca_EmFo!#IM7O%lB7;oY48bKr~qw6 zTCh;DlOK>4sGl4f*K65Pv+dm!0s6N zVD`VLNlVl_3{9Us7g7S&JEZ=Zbw@4Y4&BUr4NZ1wrm)lp1`-IOahjV5xz{ zqfDbOG)1kbej9lTEtF33h2xRSsxdMZB)u8qz#;dL72N{umMDO#Od$>(S>O{p@_5#v8(6aPXn)4Va~u6Q10PM=V$gV@@XcT zhmzY9BDZJeL(U+9LegN*6UC4vVIhf0d%MT!tmw~jqkvz-qBp zk8-~VWM;s$K>H8klGvcCh)Ydm*(0;4Lm^BNYBZRl^t|8VG_PL*GBIEgi9vfXW?X*H zN2?=WNfG>POHEhULlMarA=TTA5I!UVmY%t^Z-~iHDmv#8QAXO)s@4OVm3N`p9uveS zsg~AvLqQcU+ZdFuN(e(sZhjc-SV11P<+=0UD)O2AcbeO_iAGgsf340Z~#3 z0;~3MZFT)>AVU)74btNUXXm-UOVV_baABZ6TzLji=*_7$!56F6sWhXhHW};MC11R5AE(eqIO}66OpX+P`E7P2-w5)=ebbUb^>V=Ge~= zR82;{kl>%-0*Qe60-LrH#x?A4wv25i^K;~x>ilR|$QOQ~#4x7xD|iqPOAI{Pqk0*U zk6V*j8e`jw{ZX~~d!Pip z80o=Y^2&Uu&w%NH!Kb{@pcP%S)2uU-M5`BK=TGvNU$sUhF>7DqtUZaD`x1R5{zdBP zBCxk@sdEtI4>;IkQYHZ!t9PHjyN6^}*Kcb-z0!jV(MiLQ9%f`1rVdOG@|0)w!gLE; ze!T7@Q*^VJ-=00=&A@(75W3B^PHhW$1Vk^%DuChf73z)t_BKohY>x+_;Fty^Cb z@@S5dK)Gh-65RpGAP`XAwK^x5#69RwHlb~OO(U1cEC=<_fjs)C=AcLYGLV541532m zOU@nFFYaK89lgm@2-#Dw2L`2Dhb$8Bb*EPQDn`zP zOvw=Ot2Zu$4eaMt7LzjG6LxBpzb-GRBzUni!#fi{ECuhgl3!&=);M+4 zTaSf+QVmLP){_Ol?gEe^VCjweDRGg)i33MJ-XL?s$%-hst)0W5u9X}r;ED&SM?h-8 zViKQ4nIv|y;#GO<7F(Wd7|QQjt_|_r=7^7(G+gT7fcO|b?YjVhW8HivEF(`3+tk`e z)h&bgn0S<+rB>C0D?V6)X3-vk7IDu9*-oe=-8p9q_vPLcNC^{>FI>x#S8*GXTvc`9ONEnN4Y+_vLxr|N)m8;ABqH=*!*x5>SmVtJuvk?$cFNywe6 zkR{EXB=`%ep)pHhb1BmRRptRIe!XJX4Huod{~?V5a~Tat5gY$(`?Whs+7gDjsqX}c zzD89Q{u4*eOm5h&sS&I<0wOb#kRp~nDw+?)RZI~q+Qy`Eb=24oKTOZ#lWy;>&dXva zPl0gK8zjQcqc8jhBm$H6FTT>Zw;aEh{quj)e-G=e*Ia%$Sz7_3_MRh{ROc-MSuqSI zu{e~ghH<5PzrGqxitz0XLoO?0E+oRwgXq629lQZWC2XL9`pFpi>tAAm8b6R!MrHjT zUh+Y3;msbAlfe=*z`OJqIY}L4G>&~{dfJri`q;6O6CWL#QVD-%)q#k;stwa(AXCB^B^K?O1}FER_JdU~$sGMXJ+YGG z58gz3hD<4K*L3jLQrwhiAHEqLF!}S!?ckp#7SlM=zdD$*AVv;EGf1eOn&#QbPou2$Vw9-ud$70?3rG(8{O1=c8u+@V$DJ*o=?$9hvb4E1_2I zYgB?Rt&j}s7lEW>u=!Os<<3#*zp?rPm zPq;UucvQbjlYte>Z?s8bweGj4yo};WVr=htg-B~Dh#2!lYkM+_CG`3YiIf1Z-zeiG zC&TJ}n~gF^33?4GWa`F%E8RUPDD9eVIILd@WL(995|8!-Yi`TJI^{62aWVfzbMA4~ zp_%&gD7|@(xOg2B0Z(sC%0$5M@uo*R^L~(>=u=+Jr;1!4SNI8&6pI7<`VEQH0s)gK zd$YG_Ro#a2QZgdhHgJx$w2*p0;KDGO__L=?QCb2V;L2&l4+kj-?uqgv2k?R-dAEmt{UQG&ma%BIVC*FIH5sADk=5TE#W45o1M4gOCBd2W0wlw^kQr42l7T~es6pvaxrMrA z4ylLY>4J^v4Irl^`Z>fp=rnk`6enaDl>H&Y^;>OqwAezlw~6}wT1luCJsd4inx^G| zH8cjfsjoMbe63MF;3Kx7QNc;}{df`@7E?t)Y5)33-~k`Z8~C&j$V%sN8@`A0$ga<% z7Ih=#PVjOm6VWk)uO>`{ya9u&Oxi!~Nl)6hrZl*{`og-lkae~X*QJfVGJ3L(WVFt@ z6xG#W6+It8ZdKRE(U1(7H*lDgbF`B~u<%W61c@{Fs$KOf*MMIIaF7glhY5~CNg9`d z_S#s++2RN4fnrHo)Y#&m1tks6SnAnUBQYa4Qb{aZJirKAfq^ zgBgw1=QPZpXOr3OlS!qK`wNiCkVaZ~Tvo8GUkha2fT2AB?b1h!p)hZLHF@E{=1k*{ z%2qchHTWQ3n0_x!3K9YH1upH+#Z|@!9zGgmMf_`hG}8X-dnoo#UEjlqiY4G?`Zv^xHd*Pyf+%8)2Vm32 zNp?(b*!BV%<4$ zaZOelNY($`x$0pjfd6x0K!f`Dq;!&oYNXV}D#zMTj7I&q!d;KMIL31(6wQu`@!Tn1mS;mqoelV|P2eL$zG&SKX`!^spVEIkJr94~Wos?Yhz=}M9Bgq|8bN2fZNDY6Ykd($8RtkxLIRlsW zYPVgeH9K9cjUekKRUcf6*|i0#eJT*qoife?T;9XVHy-UZ(7>g!%T|38oBupJSz_q+ zRp4o~b!djQE@XZqqz0_*!=`;dW_bGZ2U*9+p}mBZr_~P{K0w9K&wrIp{do3^%OH~* zE&}yG1J#V=1Vv&)O7ZIpWG72PmZXj_hUv+j>j$I->NrWs&AK}1Q5T7mm<~2-XUw2x z`eRgrR_xVaL17hxt9;sb0);cJOw%J$Nw_NN&XTL*kA_OnnJ7X3mgm_6sR46n0rlUl zjBb?&9&aTvMs)0f2W_7rHM~P%b@im9x&3M&i9IYcP+y>|Xs#aJmqHdkPdV97bE803 zECGep+IK@n4@e7K+RF{ON6#$_ebh~423!5XjJ_l($e%Z$`crZme7Y3V0*m&MgT}2N zukAZxP3&iU^Q?HFaOXZG!Z9>ivN6f4px=^auk_XGb(W|L~?70*a#_gT>J=S##W&HC~{0J#HZ zN=(|xK@^;4qk2qip}1Sq#bm}Ta3CNJW~Z= z8N=pKo}3iDH8Z|k^^wG@s~1W291{$Is)p@9b3@qFosbN8Zjh%;#z?!ZX)!iVA~UpY zbf$L9GEfgv2<_z-oUrQmXfmu~XpcvEOGc^eL8~vjfplos8;&V^MnT@7foMIBL;A^n z3COUDSrVW2$;PS=t1X;u+6fVCn>QCu4;l)Iunxtf?eEOMp+hVt(ZBs!9iG^nDYgW9 zcS-K*jAHOt-zwzL2dzhIKtKso1NFs*u+)wXI^#2M5c^hRb7c8p9mU8;G)`YG_~WwT z>B~`O|JsuI$#M^0R@w#G5>__|XkT6lT*KKKl+i?@43n-e;ZKf0wxonaure5`IxrDv zkH?I2AMcW9Dz@me<6h>03k?vj_Ygt7H%<4z1LGJ_63}kqmVC9`YwRZW_V2?+enj9`U<=cZya{DmBFK4EzpcB$UJtDamj}gv-a1xf@ zShSr%_=$hVr(Nvp#*ao`X>mnh`8fgMr1AsnRQlEMpE!wj;bWJSlxS)O|ycuGkXCAYJ&ju#*;U?WPj z4;(m^Pc&AZTS-7Y$yYYJm&M+LNPwT+k|7rluY`O7(*mDIxn^)uICZ5U^Bu`dZYbWm z#zQy_VkUpyf|_+}`<#9)kWm$@dw8^q2B-YF4h;ueh@ldj3eV@kV~ikYV4~cnH>p?` z5&_F?eA-`(iB=Rnj-MtLRo&~qCoIi_MCd|VSoE6}6S5>s3w+vRVxp(j?2oI-u}Rx$ z3a58$O9!LsSM-O;W|@5o{c0eiDkcMMe%LAOvGZA%LJ}oC8@(baEdpKR^yWqbEGqfD0?hzE|0{)F^^IW+Zg2Jh3Nq9&_4QV+ZGb1EWg!JY1HsP6H2 zA_VW#VRa9Wb|>AgSN`M2pc=CJ9QL%(TxbqepMRl|`m0s{i25CxG$qU(*tEZ&%sn3N z%Xutz>u~61qX4PhkO+KaNwMLc;8knPl9=+8M~J2Ohl+d%+nfL32?3JbB5tuaF2>{mi1>bvsuz z<&2AEFBw$r930&*uYksf_aI*wf7f;kBm(9OT-yKD2WnfLn(fv`;O&HWE`8}!?m=C* z`>5=B8)IGrrDweC;Zol5;pc`~*~Vm&NN<*p&hX+kaQ4;$0q$=*oIr9I^Jg~gZ%mbf zv-?s^M1&oT%&C^=HwHTocU;Jp+9J=Uq;3?Uh?n8cu+8Tcmo zNr%6Bkuqqfhyt%!z{7edyKUOMZyzKB1~FK)7XqsCVpPgLi+!r3zxVr+8*@O9UW%g9 ztKs~^kUL;eiNmJ6R$-wr090~QFd6lubze5>%A99DkH11r3M8MpEMcb6TujS5r z>?=#VA6|)&afU1jBlUP}%DEwIvRQHdSFt^-=!Q<T770c!7$B z4c$g@kQ%U}fld1;T2*)XOWnwBGQU--mu_`D1zFN%WJx2|WrN=aVwS|FeV@VUTd=hK z;Ve>w=&b=h^?6_u`ZH=m@BaMPG)N6t6PnGV+_K88dLAadwwfe}IkxL-raXt#z(6tS zrmQo_OyV(#cE6{wOzGNTc~fGqetkl3)8;?tK(*T#M6Uk$FbmwP$DDzB%Sy#~V(;-U zO=L{+-{BekArp#87ZD{E%4xa`#U#v-1hj`r)ZV>(c_KcCY?hd9$%D%rlZ@xOaOH-HH(Lg%5{t>l>W2S^00b`vlti=cMcr#ib_tb(>T)#=ipq?Hk%}`*{QOwHJwCB91BjgnKk6jItZ+)?>y_-@6MzvU?R{idz8l6 znOc~M9j4nSb-pq{4kWmZP+l-z?l=*eufp;Ik3+d}DCC(YtxN4A8;4bM(qk*$wxS6K zRrPr$D)W@p=LO9E*L+nT$_%4N6%6dO0gFW$a9_Q8=!3{GmBbiQkDa}2;qUgMkvoig zlaK}35?;JfriY!LG(?)$T_S6@>9)S{A$>SYusm@pxgN7AKEh4#oB?I%HZwWJ#DBm;%ZooGS{Pe>C#v zcxUbD%QOGDe1F>LX|icEpSRq)?C?88O}ZjysQoa84~c*|1DkdqU8}o&ZnZ}vDMHj+ zqlDyR5GOVkm2R6R_z#7g0V~}Yw3$h@4)eV)v)#y;WEEBLrL#^E0!r7AB{60+gZn+0 zCDHbUaf&h9lRk;feD+ql&v!F}aFPT{ZVyjARUeQc@o0~&^0gnIa-B-fOKxf?n>AaGb6Lu7GdVo*yKfArkiSB;ofOH7?Qyc(Md;)uf#*{fUyA7 zzk5&IZPxy=xts(Uvjy8s-HV{0WQ;mKepZR#H*Z+ShfRBLlE2^Z`Pz4#q&uW{IEUN# zLD{VZ!K6tuRxRzfB(iwJf)efNVKu$Qk)j&~q!MCdy4j&2AU&*#3@PKb-{t`s5`#~< zXc%6s>U1uviO_;%`K`0Orf>)*Wg-zqMLjPZkO*wrT#T^l@xIsNnut+)n`H_5bJuS5x{3T#Iq9t!nwFM6kVL_Ek`(v)g(ESNo=f(b;h}vbX z^R)%4dbT49V7+d38l(n{PU6x2v{6m;IeVAz8(A`FXy0~NerPN-^tly9)kn9V4e%T{ z?GK^kGj|GACiIXb{pQLkv29bJS^A#`ORM9}>>xE@^e}_=_^@4=euJS$3#kU}QXcQL zBzR;}0+l^%C(9jBSj9+sF70uKz=}1F^Mb|xgDSnPFj}?^$_xx7!o?w%!MX<%fjSk# ze>*SjjAJ{I84{8mz4U_gp}OZdimP>=uR|d%U~!c#Pk9Ym6mz1>>qs~WxcSNwj+?(j zeZxOc^%;=<9uxtqd-$}!IVdR+`npdgIX#IRN^z4?_dxks8$pcQ61IyWf5tKcgZgp$ zqkgP|Mq-zT4ljKy$6F4TZif-ZsM@P`1+pXzV{qA&x2(>Um)*Mg%-jtBp!=KsGn38; za8c|$vLyX+DT^RAV3s5hP`(+P+a~Yb=G#XCZaM8m${)9b1JGL$$aw#GFF22ZnG&D& ztxw&=Tf%e6*da0iE zP=ano7~@&R=vV#D@Sl|%lX6sT9L3p}mi6=Z7jm=*5v!P)JHZ5`29XW&!yE z)^($PpE0*MAR;KcD-ZuX#`bb-z{`5r7ha(J>~<~47?J@qBnIt0Zm04!rVSpa$-vHa{-W)U5Bcu4W?%xG&sLo$V|I`Ew-#+;KzpRzf{!3~;k)kCdo&ZryP_$DQQ# zw)_zIPxo1+ppuxiFLBnM#LRt(J`(@xLH{H&RwaKq)Ne{;4UMG+Htk>P_)!ra{^vfC z>CM%_f2(0B zN^igAE9gUNz@ieHHa|SPnHAR1C3es)&GiP$F&3ot_92wf^k8!_oZ6)jmwU`g4#7Snb21 zJvBKz!n-}o;2oJ5Ub@tod>IRMKTjY-`e)c88z{G7hQy{#1B5Yl7Fq7gB1QNZ;NO+5 z3sM!P3#zyag)PR9*KJ9BO{EuIZiq?}c$@X|r(xI^hkR_c)rH|)f%f*lg7+hu3 zb_SLo}76(j=3-WmK;854mipv+|?M#ySMn`DzB$n6h!KI{Hq zsO57DWw$K-X=D1mfh?jihZay?j`2SDvCG3EpL7Pzr#)$whLfPe=LCvL7kBdq_lrOl zK9~qx+CXpInmds`6{VyaB8^{u-yRMAcX$RR=undoUq}WlL9=M{F~Z!V^Uog_3rc4W z?(Vbx0yc3~5L|sVLJzv9rJXGqnQGf8~#AcB@))zU{J#1 zDvv>Vpx&t}@;Pr&1z9uXZnw8c(}qOIMl`^kZM)v~Yk_oVEGW??>aVs%1hj2!BP5WF z<$l|r-3-B`J&2pUtmD@W`2yZMq|E}Th3hqczu}4w=^r~QQ#O2A*$1set@9PS-MOqF z%dybp>K?>R_C|fa4atB{1JFKIl416?<*{}#8CUaNGOw?x1&fAjC^e{<_ryU=1{PNt zw2KC%f*!wymIRX7TYYxrx%qc1QB~?6vabH&I=7H@hgSWI$q*nWy$n z(yf*@;1A;`kUKCFujoM{;O;;>DxJ%AsgGS(OGG7GO}$9fAJ?Gz(;kW7x5}k`KqByI zQ}x0LpXZk@Cx6Y{RQF?l`@TddHGDvokKx$`qahKn%7@3KJVG2e(rRk(O)*ByZBBNz zfincTm!RC>F=zUFNCeCmc(nN>rI?;Q$NMsMhzVjvHP-G0#n5PsErP3hkG)1hsR0YC zJOSmoPp8xnqi;!Nm4pbQw?VU`(!hy^as)E2n_NikSHpjT4B8`yN>axn&5Om31E%QA zdfMd-`GP3|+>b_m9NRAenHO-tP5V@d3Tx$RPMFvX^y=H{k%l!8F`0r=oBPF4V7CNI zZCn=R@>3}~=7vdT2UZlDxIbG|La-D?Wj* zrJIzX^lXV(0R0R3Mvw>?;AS%^`?GX&hiB(pavVTXbL^joZz)0|+(E=-N6YolY$Y z4_I6k&_16eYBSP2qAB)4-3s+X$tT*Nnqdf{=}QZGmh?LVDFT+=__V!2bmz<5%A;h> zVAGcpJLl{|NQC#Oi{5@*3j9e4i>m?#WsniJ+}ixXmp3HH==L=gen^KVlw?umw)e{K zN>EtEiccWev&2#4Nd`tz0|;a)zHY{p3+?9sR=$WLU+D2HN%W)lZGr zCYW|(6u>AIw!Z(}r1cQQSb@mlWtZafAthiCgL>iSv_ksj3CGVQNx!B-uI08P`1#Gx z3(A!z$8LpWzzm5&doLqbWO+oby_(F=XZ(7<&C>r3YL?7LA?cZiod+ZX7Lo+CFIlUd zuY2Q`bekksMHNe>gkO0OxjF`Ax0AJhfHyL*?8cRz(~(f^SH65{0hvJC`Tlv@ac7ez7jGbZ5=k{g&+Jqx(%W+ ztWp}mvwB!W;#2=R#^lV{oNJ#+XDAw(ExZA?O0*EM8uLOS07}monZ)5z?)LESJI5W= zA@6Y6xReFEe_R3eN`6OS)i$_%fQyr~X$)Oo*X-JrKgsyEkae~X*QJfVGJ3L(WOj%9 zONA*A6LTCHlJ1_p3m`3EhQy;iYnYLrYk4Sz^kzvP%gOG|77!EjbK7m#wWl8;5impI z(Y_~cH||I5+jlKkdcMI*kX&K2J!L2)!f6DOgo}G*`vC?CRq=pCdmO{g)c9?7UKPR6 zOZt~zv~8NZ^M7}G6p=T(Z9EFH+n5qK@|3UY@jEJZi+UfE0com3pWlSR*MPCxc2qov zPwVmS&kCdxu#$(tpu7&C%ZZFK`t*qe+Y#A021#-tNcwr7F~QP55b7FY0E0{WCS79t z!9&7svCDumQ`$BajWa`iI3GVd1#deqKRea2|LPikM`88ovvJh}a%d*)%#gVBYSyz4 zKVSRrEv0YQzeH5jZ-W50404CuT)kY#mN0i<)BdEM&+E%}NQp}yJLzSpl>SgDeQo(; zfqVnsFXjffbVfix?+Q{wUEzpENCvEE5b!9Ea62u?wl>fDLi)oQQS|YH5yK$By#WQ* z9#zqBNCqsha;Z-<7$0bT(({xIOZsl@sVk$vn>WcQzin^6`Zpv4MgmYjRg(CnO~1lz zKe;WYWYJ~X8ovwjho4KhE_<)!Kye9^flGTAIwLDKPt++Em-HIaq#BOEap@j1rqGe^ zUqEpQGbRD;<&s?8&Q!Zhv45>~ZB$t+x*$U7Eh^qjt%JbtCa~g-NBi8Tur=NHSn=Pa zKX5n6Nrw!B(sV0oS{Ws;?}fC0r8qY2xljIU2ZL}wG0^QFYUF(V6x1%!L-nU+Qn)cB z0%k}I+6N9rpA^sgg=Ua+%vObL1N9M5AKd~qtxkR|l7vLSk^__Wcv6+(?w%E2#HJY> zf@a!`27fsyLs|&w{LLMTtC$wpwDF$P`)Mh&SYL_i&Gul0yUq$%kfy(Za)Yw`|9{L) zGLu+bW+Ez)sk56`@zZDh4&>OmVO+P;qbvvU62~E`i)Qfev;bbMIA3$qJ`#lZM=%_B;bB7>o7C> z890jGjZA6I!Ju=H47e%L4y>Y2CY${mD#(UOY~F;Y-4@`APY9asS-O120jL1QrhB-w zsrs-V^?jYA8r+Dr2L7(MU+%sYA@2BpADcXb;?m>O!=FJujm0G{?Y#!+=WD9_mWW87 zE{*LxBQqa@dkiGP{0)!6ZznMksDI0)q|vbQTR{Qo4+Snerb)5!=zGZE_iV0xhb zQNVCRXMTQJA{kr#Rg2W#U)m7WskW#|3G>!UcQ_g}hDIehsqjyP`kQy)hX9NOCpD3uhm_K%+vXO z{qJa`!8f-~TXq?wgi%NdJEwO2`jqQGyXkz|D*;;F;kBxV#4b$mPR8!g8wnO~%}9m{ zjdc!CK*FdDHtorhDwiB1<;AT8(35oB5UOeno{n9DHmzK`l9C}2uuUrlZH!d%(zV#> zOfz}oP@#U!uE;_tJ4+*12y8q091;P`&V1TX_1qq9d97*-avY#E@_os1a06Ewu>cw) zm%i$csiZStTHw+Cywp4Vq<4yC4Pi*OanCCzhOPleOSovH!P7SY{N^3Y&TQJL?cA}I zVf(5&GKphi7b|0K1i_y|m!kB%smUGm1}r@bXpaL_IW0A^W_hen_L}?jtpH+6}umAT_Xgls8zVWwSM- zDvQXn=Xy%c@h>qT%6N%_(rAg7rBpPTRaWWjv{vEv5U9beeYz5wuHb5W<^(x7jkD`0Sy`anZimCl0mr^Wuj zS;5(sIl}~^00NN`T-9gbVMr|nMx$pF}%&OAA$VKStIzmO;FjhSl%!3)e2I9$pzVvUw<3LA_Y$h`Je zAm?T@8@zaJ^WGgGEnSLW{uDDmMPT`M0$>#VZ#9v&wdg9(-~<0nd$9#U2|o=*!*+!skbxT zB_L;DA_=TroPV88B8eC*sPbrwpxa^6n>O?r+4j^ccb&dC2@)Y2`NF7fmmJ8SF<)Tw zDVIErEQ=S44Pw6o#C6TS>&6G~-X29I&k4CN<^6_4ssSr`xU@g!w(B*H`mXnxj7ipA zG1u7O&nq@4tnM~(I02~v3#(k(A*r!avB|xuiWFgE;imS0Rgw?^;DSc=-uhK^LNZ|d zwt)6+!?2oHt@(8(jcSwse#R>jFhhG=UIO{BsNX| zOeVG=${sxFHWLwI=@*KXAydM5Ne1n|xf}O#op+^>%g{Ej{wW-C82njm3yQ2UXLikn zM8F~|i#ADr)oAkZ`<3lP%gUzNXY`q3dB~FDQNQQpk2v~k&@+cEA!pSE>PltE4 z5WSMP9Sv(%zHAjsZ`DQ??1SKe!`*0HvQU_j0Lg$2_HbzLerox3j*~SMCE*;s zReF{rrzC0c>g{&*InWyMUF6Y@`l|~e5iob)2q@p~QOb{8-=Hn_ zA@Qz7wmmy{L&V-nl%m)4ITb-7U|JB+KKCh|cHp3tZxewsHYI=O7V6D_P{wj3LS@SW zsR4<=r``N)^xJ%7a#$xJLc&LF=T-Kzq112^`EyqNj>nJ)m_PGqXK1aM@^lM@YO?Y< z_VgeB-5a6QFcpQ>(S||bBs~^Z*|c|XMNI{PZ0)Zk)>H5|j+I|tm# z!2DUjqg?r@1hadBSBn*(TQ96Jo_z}hdxMcT)X%*&uwV9gv>lpnBDzqM`Hv29*?od% z#W3SwD6DQl1!!`Nl?&9g!U|9(?MXKkheGqUDy4)sNXo3Kc7HJ!I0My$_|*WW>0Q-*qKMqhJ7uk9wshwUbqXqJT!f}CMI!g?0Nl{Fz5a4Lf~;?|njVrkWrL^6Bs z?cM5@qG=Guc!y*-Gc@eiObN-1y zrgDG$A8pqiSM&e#4oE2wNru4lhQV8{yk>dDkrBG+{DzJJ z<9UZZ>TATR`s2Rxd=lych=le@etswI9e@8OQazu|zaNB}skd9PFN%!;F?4I5-jT-x z7K6}NaD!`l8Ao6yD4T4ezi*D+ply!^p1&)z@@pLUu2SEIQA>RuwY?xo)}Ca&Defn zSqP5@l@<<9@xM2R zy6tvnvra8J_eteykYyYmA`tYpbJVdwI zZcf})A4m!!q0g;cyB2<)XHKoB?-5X97jDYUlvV)`O&sU7)K~*~R}AqWaDzB((*Bg6 zIfbN4@>M8dB^hduq+dPu1dj!zM+%`=aXlWJ z@4Wrzw+n<6Zp=L5v^R~{Ps)Vr^t&%N9;{)3Ojc0^E%fU#e(C=H1?$Ld*1j(eTz1~s zgV#>#40<%UUn;k$hxAA!^c(MAM)kWCA;~3ts_&sV@2yeX*PxohEWq`Z&P4EQ{S*W=EB%b$;{jN!h@h2NtjU>DfrdfyGwbF{>NEgYTae z<~%VV9wb8V*f$=Zum9?!T4}Uza}V2T^EGukx5+&gLc>%Yx2rrBP-qbR4z7RUidhrQ z63OWH-Lz@yZth!38$k+*|2)p&v4Er?5 zm&XEftb%W|u7B^6{@#0(J)h1!_QueV7vAQ8OL`u%rVWn;l4!=k#obD836t|T-3h)$KG0${!w(`V)TQL%W z=b#t9cUCF$lH-YNb)WO8rq^Eb&Y&xTSKZzHcQj87$g2uI23>!P(mmGp<_3a=OWu3Z zt~zjw&nlow$KSlzs1XC1aU)d{x&;ts-s6C`Idw}(5#RH`vG2S|H}wjxv17(?Z%rb5 z76~1mXJ>?6$_f8XmOW#`OA4x<;RS|V5JJm)!-r{vP;R295DVM`_@eAm93&~cjT>2pXBu;A&bvl)NnxB zGwO$lh2FKYw!zE{^FUYPA>R%~>Elbzz2zl(X>iQY<tyq7?|5BFH*iSvt$*C(v49+s;O|YE75~mX>G_;Y zx2rd+n)G4B+5GWt#2f2r2BqhukOn{gYCudRbbs6b*THj^W2ia3kzboUt;rh@n+n#v zFY%cjPYTGIMMC%U7TUj!N;;8EwzqGe+hz1e+<=!Nxk6k}bd2R**F$BSN+$3;NsYuT z{rKbW2_AGNyv*M9Y%VWFnh7j)nVVF^69Z;JBJctF-75wCT<@GBTl5naJ=`_ghTEdQ z4PN!!`afcgS0#NCO7rAGiy>ih>dvWF)cfvRjCcHw?aE7%^r3Du+z}ALJ7qv_Rq)g2 z$5)Hu{(OE!W*Dwl>LiVt=E;4oaU{rL^|9iveP}Xi$*1bROm+< zW*dq!W2>AcE!t|(wJBE|xUX6H!zg{zze&>;~0MZT<7t4K-HT{CGhO<+C5Jq?%tw|A!*p>w7}sN*E?Qn;#j>&*2N}S z-zsVyqc?<{ds8?45MKF)9II65J(;t!ZIW8&{v^^2->>GWeS61b!Rb1CNX!9R0o4@S zHu3BM1vr(^*D{o`vAdV7O(E?es!8JU0`5@BW=Qu64PNcy=@Lr!q(Z-o=6~hxe4pvm z5O;vxv%Tj>bFTx`0efgA?X#1|1F{FD&<_O~Jh9Bki#bo`N?v`hIr(PGdF{yxAcuoH zf);D+fh-)59E9HUkx*o^VAR)hBnvwy81AyVqaHS4n?ok}R-c5_Z#;8AzE!0X_$qW* zyQu-M+fz@k%#ZD`!EFaGNP9w;ST;M>kH-QUXpkxdu71MK7j0j6jCxYpOFbiuCbTg4!ZLm0KPSujmydXUjdP>=QTqpgNK}%Eu?|=$y z_#w!{BbU6F;d6Skd@#TGkweC+TkwE;sR3oIa-koa2>iLQ;O=2^PR!?JNR!TcNAg;G zogrg=Ki8AH)*Y46D!IUiZwZmp3JYe5$c-_2+cP4Js;}du8SP-6{`cu4n|Ydq>{;-m z^vCZ#W?YP;mSjw~v+3t`nOpnxf}YZtqb6s028{{_h0sHjcO&G3o>;L;?qBKX0Qx!;5Z^Jap~u z;J%7>?PpR<|}!4#+79KKSW+xj^jFCZ0S_cORp>;F>MB_$h>h^{Q${MIH|* zHb{luF%h`cyTN#;uVj2X`eE1T`9<8_29dynneKsOnuL`+LPR`Bgnn`I{namFUyEJ_ z5VuSG&lwk8ZLhwX%g$H}z#yK?zy6yi2&7D6p|7wi-*kv5DWJ}BmEAr3z0YwCqA?Vq zhqiw4;PHTpP=(OL+{#BCv%AeoB8~b*&F?Kbx8hcC<3O2yysyk1J4DJPbTdHD>sH|h zQ)+-Ur>XbH``>tlLwn$0!u832_YSU7=<$--h24vSUMG{SfCo=IZFR`y^}5GE*8SFa zhKQ#~sEii;U9N;5P8l!jeNH7TdP>(}^0y7RisTH%kAZ0JV~tlL%V-p(g?<7jVallw z3%}>Z6G1v4F}KIVM&2+JditzipFqEWvwjonX|=|dfKwXKrOs%c9B`Bty1f^6Wnuiu zR3mZ`RK7)?X>^`0ubp8IJPdZTkpCSILLcQCL|nO(WJ=E}eU8eFdd5AzQomEzz}52a zmQ6~8J~zn-dG9nk*Nd1Wo<8wJ!sjlFcqW|>9htowT^eh|K$-)}yM^Ab7yQ~iCv!wP zY0*0K|Kzy3x8-TlW?42I_3Za{Owz1w$Uk*|GppAC!w&>!)YiHPlW4*Ud z!d+K_9II3$@D&q-%LZc#y~y2kzV_A+MX8T?$I&0a7A}2o9>J3WRwSWcVYT(@F<1Wb z8xh`g`i^hbtL`w~b?D~M&A72h&z)xrsEig`2>uWKB&pFi$PVj+&r^(kB`bNhU<%!g zW{tb0YotJ$Gl~pCPaX!2N=)eX>l0ZvBo2ME?7KIwihc~%{Br5;1Pupd)qt#7CA3d9 zc=Os?&pD6mWo+)z{puNRFQZ6p&G}Pr@>oFDtQ7irw2TzX`wgvgi7V+bXJWG-EXd_q z^H1n#CiqgjA%Dcl6r?>2ni|UeHn+c5oGU#s?*B)D&Kl7AVmi2X3RZcq3P>dYj{#XEC@cqnjiJZv!BNYvInrq zW%mmY?nR%eph)R%^;Ym$K#C+a5csg6{?fP4T4jAD4f^IM^TpqcczK?Bbn|*Vu*xp5$79jb2^$3 zK!%27myzM8^PBN5nN$HDx-N|V{a31_6nZS9Mp}X8;qXEtS@jJs@>zPE`;4qV81(Gw z!DVyAq$(kUmI&RL46J2;Z`YJ;GRYY5ZqBZOa$b@#2>OzJ?YCdxNdfgGl|nzKWE@)3 z>Or&LWMuH#TX=2RKfID*1SnGf5vqQgJ7Z*IK*k{SteESmXZbNjlvkZIbV!p&1CCfb ztWF%T+R$P36?d&xQgz5M)+e>G;>iGI7!skUi2dKVUyhtiz9Q>8ddprT$4K5d!*EEq zORik1%3}eg+hU;`t7iG$vpQTzBo}>nr&x{m8qV925f5qcP?Bk#oV^aXoz6BXm_|JFL91W3t~Y3s%U`h|7J7&{Y zg`^l7=@wq;X2`v&G!YK0VqSLLsYx-&L=UNw;CpXew>XDB%ekISoLF6LIU?O?#bEXV z;)al__C0eqjb{wVtEyxIcemGyKU|rXokbRI(QmU#!rt+W;WnhI=U&R3cr2i%qO1z6SE7{7*wtc(DOlv`iuJdVSZz_Ye9k zk0JY#*4q+u1Jk&#_zZ;cTg%Vwxo=yed{rUzL4$vbof(J6Q}Y)Kc7Xen zLE$cmJUO5WS}GQJ50o-$cGl(Ck)#~;$c|0Ipk_-K+m0n_D z&snjz$vk7+$7yk{Hr%0-BJiy*hPH{~`6c9ARYLdaZAaBje%&OWY{vK=-0!($IInK7 zf{boeO34v>MCx|`g5D?V|ik@1G&=1!S-W#291nCEOc|#_|;b1Yw6VE*4reyL6Se* zWf{Xj3QOMUWox8BMrkAkk^cpjc==udh@pm4Q|?&<7K6|` zOV)ZVZJYOoTJC;e<{GQhZMbI*AK}O+s%s@~YY!dyCLq3H`XWYj}Kq*TQ(xDdnDaw%C1@JB@w_%IKB87K?b+fXZl@ z&=&3AGUZ^nh-{1b+LYLD>KwqchE^bkK85C+{z?oIslc58*OL5?N6!r)Zz|2R^U9mh zr4Fz9F$HT#USv9nCkA8gswudDgHMlD*XSt^TgTDw7L* zZ_l7lpOYq^s7ANL+j>Xl_T#kzT0-5>MsLkNo+hCzLnae=OGExerwc<~7m)^?*wjcA zb*&yxlWd^~&CNV{MZ*J`WZ)uHU@7=NyC+F4IYY8w`nHekutO`}OvYRYZ=)ve7vuGg`%cG<~a3F zPbE!yz0NxSk`y;?Td6+;xKE3p>-=4S6S~V<-*Df@q7mdhR-J1Rwe7rz@Wxk9K_{T8 zWS1$A1(bCQehM1wy!Fcg7jj5R=V-^nT~_4r>bGZbGo!;t)d8MGqlSz~=#`Ut;Tayk zi%(NcB{!ob-*->qdAoG`hsb=J8A#Wf}^h?{z06>~MN9xQOVC=|p$RartXmckelEN~V2{#oK;<0)SVzv^p|w7pr(EuLTP4WS{kci)k#{ zmB@W2?FeKUoo;nZ`@7;t=(~p&-p_(F??sY41j%}Pr+o0@7C+6w93D4H@cAo2D1_dH z>)$$~Bnb zYwt~i>gVv=T<&Y>Xv9Pz^vRF$7IE0^{p5SHKEKxN*0*cQ>vcOruY1OsGd4U;LS9KO z^fMr9{ZB+)vwcJ+-3_}tZ|JM6!b>xTf;Fsmlqq;TAh)Ct`iW>|{?D|eb>U>Hl=13z z&rE&pbVg&yGrA3l<6enId4@>v>BDIaJzE=58%%52jo!Uo#*5L;;8}NNjw^dGooo~% zgBE(tUf8>_oleapHw6y+VYSoA<0vn_>BEUb!IWXwcrFQbGbBPUJIrtN#^Xz^Sn_tj zlWRV)-Xfk$x(Ffq$c9l#JQk2G2tJ9s@Zsxh=c&|z`rKU?a;wRB?aAt33e_$@zpr6| z)FWgHLOWI0fH_eY$Nwf%y_+VoI+@jYmY@s0$rX`b4{10c&l^zvDUu1C>V>t>e04T0 zpLD7Vj3TqHaaSDlgd+SU{#A7J3V=ztNJ&J(KQ{jf^wd-4E8@!83)nP(Uy6tFO;v0Ts|nq0659FSpyC zy+B3`@85?Zd)<>3sKM zs$yt-W`e=95F_rq+g=bvzm_9!YjlZ>3@BMu2t0OZkh%MT|JXdD7vpnh)0&voIlRbF z1H>S=vbm+wC?o>+lZ@l)SOv8GL#R^B>4fzo zCsyTMC$0!h?m-ua7V=aHB^gSgS7tu0W51}Y&2K6~cMjk7>NGDl=zJtd-qXu+qe_ky73G;0FI$2b{P}IE1%IZv_j~!!-Vtqx6gWUiEJjFy1Y(S zV8rd}=|MB8-|>5{JRXo=l?ff9!)y*`Kb@OPX52bAMkX2k;7<6=2UU7h|K=PX4@i}y zLf`hukBfNx>0MkZF&*P>5%0V^ottJ<1RmxN+V$wK%t0jd`kNY~_16~MDIopo+eriC zV!2ZpZ^5r#YiwJW#{#N+1h1gYK5x7@vp2PO<<^4g+iL0antDUwz-R0u(RW^mMrDIo z=vVg^{^>O?J}ZS>?bh>x;kZXxhJARK8;T(~h&v5mpfLwB*+b?a6Z+7~*~{kZ&X;6U z?~G?b+VD(oUWhIPYpC)fFP^7Lhy{hv@vX+V>F1vGr4A1VK94;wbG2 zcr2jWM`<8%m)_swd!WPO>!f3CCTjmA?{W=vy5r z{7mhsFPdY%QnxQRHmDDL&JTZe{IA3y7kU;t(6M&G!N(-VlqtzY0uKWiXYBo* z7yXvZl%C1m&N~`$4;p@eTeVnzKT{)y^4+Sy_N@HaZ+ukDN8*-@PIh#A`<<(KE$)4A z&Tu>MY8{>wP_8Eux`xgVIr#JTxo9#n)R;5Rx+JGHZz6pV9J^U|`p1U1r~w&+Oy~n# zvw6kde_UUXy~*~kjw?h{0X;iC7s0+I!H-do9(=FzwuTXD9OKdJ(9D;IV-Gs$3!P*`dW=w~)x9lz3u=k5{!FeG`p%_N)(z)S~HPt`v|W3Em-I zxZ^_5-tS}+V3_HTm+zAr@G?D9hzyR4n%(BvGl~pSp+_e3`*w-G|DAe6X4~zAjV}*y zGd+DsxGzQj!*#2ubW;fZE|l%7-{O_0Ka&UPeIgb;u{q5%1_uzss>}-QdB%XmAQKDx zfM$Z;#H7ML`6LU0wMUt}Si|eZOoLub$;HXKJQi>-M(74{;JQiKGu)_^Tn)NC>N{~T zj|E3485%ye;SS%THoZbB@FwDf^vj1=C6UiH_-<_e;%r(F&z>_t3Kss2J$d$wq@WP` zMu0NXX5pyomja01YD7OHse@N_-k94C7zS88DYOEQ2P6iO&|7@(=KTrj5JWxH-O2u7 zcHBPhg1RLT8unCN&3#T5g$AWm=;(HO!IFFrsuxoy(rsx@0I&R<1=;G?{cXwuG+97n z76dj1J!h-*Bbrk$Zir!xFtd_ELqs+nqSGlXwt7v8DF=aNgrPIIT}(7moIC2@mN5%pb+{- zgF(FaxmRsSDa3Rfb?{FPcS>w3=+TmY%$M?5Kzbw=`l<9_=fx(Ti>W4kgKI~xiC*%g zpkB{VFsbL8zcOdB&`o-ON4pnxaarV1iKD#dn;mA{btMwup>_TVF;5IAGKht4h`H{x zZfj)unQVwf*IjyNQ!QR_3xW9Du8Zkfo*0lZh=soGHalULljn##*+e%9PWN@*0@S9aBWZ82dV#xj- zZN~(K4oo{V@IdImDSfq;WuAl<{ax$h+e&w!gQeq751uunia{at4ygPbS$CU7H%LpkobtoQwHNoyO$MoIR(MP99b)8>R4Rdo zxcz!|4fk-nNoE)~yPT-0Z&{C*Zr_B?YSY~Ohdeo;9=%BD`Kp9Pc`Z&G-zRxE*v4kx zu`%3BlV_l*XVq-iJ01_nt15-Q5MX@XJ9Je#bz*fvw{WB^g4+?>1txuJt9UwZ&JCNi z&>bm1Skw$&s<-01+7V~0*CHST8`+oTGbP4$-na~a58r$|>3w3=#${}fU!s~NZ z+E>4okkA>c-GJ!4jY*L$0OqSDpL4|f(FJdN5;bD zpYCyb0(G^dN!tE;mnZVZO2&dFH5_QE(707n3`mm{Vu4T6m0K1&=IkyZ&p!j_7wcQ! z$$+a46DPHEF>5z^QoD1lwW_zHVA1PUw<36QKoMFb^oE9nLY1kWUpmnv_U-#~)=%$P z-jaz5kn1(7vU@j=1(fRverGR1@4}}?Js+hKvoT9^5B9XG*D!@$Lmz{N%rU9cQw?wrbf`U4rXOz^hY#r%^?21S#Jl8(G(ugl!S!w5KQF!1{{mnR0) z6%z@4UShn+MD=T4HW?aBl8Q$(QE@vNFhDRmrM8)~rc+P)RbfD&$z;OhPm=w~b6!dplve`!y{UuaEFKG}C8iR3uU@|L zTw;(Um5goM4t{HXq<~j_4uS$&87vCtv4Fy}OfK*MvGQn4?3;pb1PeMB%c^9U zJ}AV^MYG#@JP)}<8Sh$fIN~&De&Q8 z4WsE{qh!?6TuYX^h3enrv9J>Y!=s3wmOK`4U=aHJQ!lH|sh{UPh}P<-FS~b~uxZb; z1$At5@BS|9uUHUE1@@{24c?y#jUbJSq5rBDv=pan~myMUn}9RuX8_ z>BiLKBnvV32R(ENI>oDctYN|`?T;Jxz8;#ek_!F&r@_XQt?`>YNkw{o;GQaSD^HQe zfk(=kzo`RHkx*!p$OKlT8vAC}-<3yoF}fCej9xN!lcsw$!H>jlqw z^B^N4hnzOl7fsp~n!{_v^aXRCS!rffUaE>Z04kBdn}-bKkxM4drk*XaUNAW5-8=5n znHf+$Pb-;@S|I&dSzSk zdV0lR4SwQu?h!PSfc8&`O`e3)-Rq@ItOixFvF)ucm|D}l1%7(8G+%S3rkX7Q(|ZlCH6|- z4%2T29;Vo4x$_Jf@gVrq(2ou8eo3d!4Sh_Dzcp)-$jg)Z!+MEjA^%+Di2)VRQlSR{ zY(2uH3$jm;V%RyVmgO}kUEbA_Kq%cDo;Psji2=n1!S@@wo_QMb-0D41y7_(#@6u%T z4xSi%AYET37Hh#UlnseHPP zN0moBzxoD3gZJ?|?|3Yr(4bHXypG%Wv)(0ZyDVb=Q%vZA2iHpMcvA3#l>7VWn~6LY zP|B?ox*-;*cz5u^p#svLbArStOXl+OBu`Kzqovgnc%4HqYqt6{)Z<7>4$Z+^+8%)5hkEe+u_Py%~rh@#%GozcOfv z(092P%1RDg3CtwDYBS5?H@z(#;K2DY|FvhdePLRT4=BZqggn^BsTRSUn7;eGhujDBofFp;dXOx8EVf_+79e zfF}mzR|S9A+O?CpP1d|`q*LmWWRn^Z*{RZ(OzIi2?B-5qhK~L!r2zkY4x^ zZ#M9`wmP?=M8O+?o&m##rsj%{JQmQfq2QWiVegUTF)5vl&?Wfv=Xj}!WA!Fk z7n@{#tEiP^OoZdx78VK~(+bQ$na$?fW~ zzv4k5ba&NwQd^flZg)wiB+30T%CaT*dWDRZ_0f9>XGP?ioDM4yQ+G&&85%0QN8w1fTsLo z%AGbu1*lZ$!5HPdu;(3v$Z-bWpwuZIFG6`NRD(>(YVAQ4&ncn9Lxs>y?zIuuZriO$ zBI8^8&`T}%M)NArVUT4ksB^9>Z*Uc58B(E7p}z#~@``#-EgzbHqmf)DG336b6b@dg zL)PHGd%IL6^nr=%?pIy%Mo{l^4R5j}a)Xp7hZoSysDG?}kVcirsZZ3*PzdZ-^`=aI zo%MoxJ!bP;bIX?zJY#T$qlOZ*zD_*1id>RJ=q(wpV~%;{+&raAWJ)@5fx9~xa@Sa$ z21Sy`hI3cO;P58&MPj{!pZ4~6Pd)NJX5Ouw6}G$xeG?4&$ig+1d162Ytq}ULLjyy7 zH|Lz^~ z^IP7$#1jLuXsJrzCjwk&d1Tyk-av}s>DW9)@da)(V*n)Gvpl|h=ZOK;Z-PGvW$Y>a zxu{7r8KS!wzF4=D`wXu7ykxvyO$D!0k1bm0=oUQYUfiU)>PsXZliCe4Yd5RfplTZ= z!)zng+}7vKK<@w!roU5hC(#iHGNr(Z6t?7H9A8 z$^A+)(Q?rG^pZ$!H$%O=M}LriTa87NnG%Z8f=^|5+T1C&&Lx_}I&Yl|&v?z`h3NgD zO84^@CTln#LjzJJsY2ia)GYGSqVYAeNuM-ksORZeSKg_Q2Sn(b^{1F=SRjRf6iMhE zjgRZro9BLmbV)Ju$IR@rXg*H}f$I1?*4<0P0VxDjyUBzWLg3rI6Z3<~0~4L%BhaAH z1b+T<>yhckUgf3!q0^MU}WKGO!*A{+?A_ zz?FkNsigpM<8I`ceBzlx0-Ra}`&n1wDH5vO1P=@~w)NJZwJ)ETnXJCoaQd6LaXee_ zgCxl+)7D7C0%^@eE2h^%`+4@Zrg7aL_6&Sx5~n}nd2G*zUGI(T(QU+;4~F;n z*lotLyH3Zqk866&v59!7fylt%m}O(Jo5WQTsw=MEBxJU$WSBvvAr7@Hi;Ie`{Ha{g zKf_M1>kJde&%p%+(W28Sq)Xku%EiUQgA_u=N{uTwu27*ujS3+khQW0b(S<$u$N&D8 zEm!|I&U9KbZ?VlxXB&fFSSY2-Cd^F!L$ic0qMuuTn0BBn#i~$Y+45)t4JDDv(mszi znjdr=cQoi`p`F3~hvrie(}wzw3iQ=^R=6rD*dqcA8F%S0u{KzL_-fm()!wE7YpWp( zewQuZQUz0nzM8Cbr>-{IT}XW*UJgQ!|7if1Egx4Eqao5%2LB7e+Gsx^qivzGJi(TM zZZ(XC@>^x;7>7369XKaDX)Z$>!2hG|4S|LvDlL6?R2!`sgoO!4F^kx=9juONLqS4R z`uc}9T7PJXEc#hJkS&GjH82`VzW#lCKpV{p(Bk!C8nV$k*DMdM^fW;mtvRHE-*@cZ z%I5Sdfrf1U-}4o1v=<-+aeN09i~f_s*;<%3Bn4UN3%1&5cR)khE!Jto=5%3gjD|Gi z-$lOKXla1o^O`1l`fk~-y}DN9FUwb6{h7K~fV^4PTH5@^U4WTm}FZM5|u(`>8J zMQkaA*Tu9U4N;YDg4aef1b@^#tx?&Ver+{u!tb)>o;nx}WofF?JIvZ>J-{Iyz4`$i z8)^WTE$?3sqoFvbpwS%Q$l_VcL2KCGt#bWx(BzW;9Z71_Rs;O_$=nF^V%vYT-67Dh zzLhpxw9yuThU{}RyUva=>l69NH^^a_1S2aO)wgwO(pr?QV?yl9^l9aFYrlYqqS^`(Xb;g zJwDb(Q@fCM22B#!Xh{SbQV?b7xsNtlT~LtZ)IE`G1v#RNX+sJkEq!)f8*Mc>B<06m zW^6ROe=r(yND9gS+C|!EDp0p&<`(F#_kZfvtrqoMC6DSiDx`@7kxzuU8-4H`6T zrt+2;4Vh_aaj6X^0q@qxzi&|ta0T1DU2TO)LuM+b zfHMnj)XOqVfk5Skxu)2+>>tw9Hjh64S+ zj~i>#HUMb5H0I1mHrjIn4bw)a_YXk|n+L?(v(a{U#IzwPh*gwKkAoDp)XuugMw{FT zqai6UJV*d=I&S}>L2R^koiQ5XR9@O2*8Xmjz=K2FliX9bO1~n%^cA5cUhM8IKaru{+2Cw&?^Ux%G^xAxAn?xww$fHy}Dv7 zYHHuMVpJN( z5L~)rG^`$_=Q!GE>Rsbqc69EdQ4jDxWq-?-_vwMr5N)E;tM}Sy#gHDgKAZc1&1ngN zhSDQB9hhSw1+lUi^?*&=&7PPx6cdzmLh}fuFu|x+8XIj*uX51-eJ);`QvaMI7fpj|$Xm8Ni9ka#m6X1QpiSF-kZD3j+)_4eN2QoH zEK|Cow}&LPNBiThY$?o=VKkJa%4pBq9JF^ttMKM*v~F^YhB%ec8j=E*^`pn|m29-1 z1RAnaN$K13+TX1S1k*^nWJmUQ3szv-kbhH_ZX44^s}7#rW&iBEY}ytpF&g@As?w86 zZM3F9n_`0A88&SS6-Gm}F*=qzz_Kn@4?z!~{-bYrV^(t#sj^HmBBLSxvU*qV*pdz-7x<^ucJzvXr!CJ%^aJ{mPei?C&Jy{ckE%o3<@r36^FR=dfu@CeV;2Fe3eG zh%uca?x8D&|5<6^U`!i|F;Wp##-u>}6C3Y(&(7}W4Z&zADoE+VBO0Wj8s0uwqafH6 zL_;wevQlyB45apV`whzbAzw0|P1`R54M{;lcV@3Z7UFv6L~Ax};lnU(C<|efrY(WC zrnfWdv1Pi{7^5L6DCu*~0-)_g!)8s{X#Iy{G(?+HM44#_Xz!}?Pg=0QTa^(Q4ShFN z>8)CADKrO}28>>Pjs4y35opM=6m(SB251htDP^}lunXB}f@wni zvyC2!!4RWz1$Ces2||b*@KwoXw9zPxhJ+xa&tN-(uYBq;=n9**7X%uP3Z<{kYYSlv zpji!W^_-2i#}w0s&=hoW`U}3>oy$dK9c?UxDWfqO;*>r=c?=RYIXZ?DV%nNvFeFhi zjrIzBW%UiSqS%anBG8bpR2Wd+?H+u#goK-8HE5X8fH9ah6l3TVWFw@NIqPl=V(Z7; zu^0@cM`F64t?nPa>}14ApnIBQG$c`R=~$z-emH_V%JCap_BJMFG=o4xmOyuWM34t2 z+{upCd^POFFO0*aAx0H+ORx@nwlT5YMzBAd%Xo~2WWYF=>Z1lqHrkDem^LI*N$ES*+GzVA<9#@O z&nfnITWx{SkX$T(&n>J(1a?m8D?~iEH)(3L8lBtI{xmz78jD}>&=#`~| zm0ntNe?FVj$K|1k=*DafpzT8JLSHu8wn^pC#_&hUU|5~Jb!xHECRk%MWLT2YJB!-i zttn(%hGvI20jt?$jE1yVS-LS&8?6O=w>v3Loa*l_frj)=PEVK^Ltgpfr}J>Oh8&)P zX+s%}SVrX_SAaJ6{$I-`Ot3?mX@k*_hRFW6%0QdZ1>i!erH7(R9RH=fU2HKJGShz_ zVbVrZo9Un8=UHqQES-tL5NV7vbz_jI@ssMD>4E-s7!65O zQF_H!TcRC72r(<_4Pet&c@{=PLJ-ks!zSRyb>@e^Vxz?nXy~)aO4l!I)7BJRrBw|N zg+>VYyKR__X+uWJI1#G?u5x;7@fJ31rgJbFav%yZW%Kr+ZaUkJSJ2Rg6{O)@jE1bV z^r2mCM)!ePO|?E)jZNA!0t|^%Ojm2S!Be(U<#}jG!=KIH9+QR`mC>Fu7Z~03b94fm zwn_6a8e)_&bvPUjVCUW4%E_PGIAAnXtx4%4QzuZ6_@j25p7AFF4Jn9>?%bPznOgt0 z(`9pdVm_t~nW>o0L5@RE@Q#dX#g@X{1sDwl1xe`}z}gzpA2=P^DPjbhww?ESCc^sM>j9q&i-!gJuw=Rf{JeV=z;P!e3Fm0Z2zYrp9wS+OqH}0`hpv; zdZS+~TSHEHVcL)zm(T^)VQ@!^<}Q`lXb#>O4H=fQbXBMJck2SQ-CyV7%KmN!%P<y-K?GnFzsj_@TY%X`%n55VjoChJvY#c5lbQ^FI1>BbUvo z#|n&wJg|#S^xf!|pje&UKR?KsU|a`Us7)F&(|@n0YOC8OK&vv=Dxa;q>QN#t znxb@Xv^H8#$Y_pNk?Lz0ZL84^_+7TV9vn4jqoL2n$WkjpSQrpK=N{W3#S>^KEQsh5 zYdN4LK3c~q|8}g!v>`Mp-RAWGPE}3UG-ZD`%XJtHaVjr;YgqfcsTc4M)GgV`Mr*kq zqhX^LQH5?K^eeBnI*nd2(+C2lRR}ah+rLl0YSVTLOkvOK&SfPQmg&(Am^P$uVmeEe zK*;LdyPXT0Q@f2A4H>A}GmmM`@+PZGSXgC1U9qpaqLUaPAd}Y)2gFr(r zL`hG)t%6YR;F*Ws+xbrl=X^13$n}a8)EPwx1VHCT-zKqXbKH#45N#rQQt&WnNLI^v zzcpysA<6tO8qyGY$j2H?!8EkXIgejvD$in?>PVW(D$V{blo3|^xz&HQnG|su?#vPb8WLPSC;O!Jd`qmxBOk~q$ zwiBZvqyP66WbN-33udYtnfID4g+{wD8j`81beFO=+A0VONymRG*k~^aG#nNf7b&3W z^P|F(bT+4Z{V{DQPi5S9Qp@y=xvDptwkf+Y8X;54h1>#XIcP;je>PhCJs1tiR6<`m z>keUIMOX;udfjIN4Z9Hfet``1ZK3;fPJ`g&-g0PD(WA>3KnlKZM{HqBVctHBhNSTC z!)MwWvKF-Wr}4a0$Tup0*RFv5oBn=`hO}2o+k!1r&iDIz?_<;Ui$FtCP|&Tn^B{%G zE85g$({}j)rVVL`h)!y1K%Uyk*?kzBwxtI#8uD){dQi|2f=o&4@7398Mu#vO%6e5Y zN_)qG)vw!eB8tsvrNbBvS-qV0-pk!9;zu)d8siqVi|F~+0R2kUKTN;n6^jgMh8EK@qxZv{@{KleSvmg!3Z z4M{;kAFLZd=J363LJzh_+H)M!hB%edGFm^S1?=zG!@ zkkstmyA`cO0WbHzzh%qqPhv2nAX3`(svu;Q^t(Kp&1kPv7!5h3e;?-7{%mJ~(Fcc; z3)pB`1R7#gOwU0t2DG1DhjC`qLQiAb5SobYLVtnu?aHsGgV@!n+Zl|8zMF`iV!Q?4 ztw2A36yPDvTHg}V8&Yp$`V>INDq%!IT)pl@}&aSbXDgHX= zF&Z*c34L%n0#Zx20+)9$hz8`)?R zE?_j|dR27u%^GUm0fs)ClzdDo8J!l2(a>iree^-wyQ%LNydGa|m?mv#t#P~X zyKH&K%NPvVJe3|z1m8CO!qc*|B1~8+frWev?1fz25%pZ(U8H5=(wyt#)`cmD;p}qjOs^VG%Qcb-kXC>`6b(+U6&dmEL)yM zfFU2QqG!i1gAX6OGtZpOXlNuR4at+S_az0)Ahdom+N=8?ZSGev8ZrY#>3j0pLihwi z*!l714UMkh&(`lMMngiN755*|j}4FF&$1bXWb_`65#ZQb^leb~C<^{;qpo8#hM;LD{8Az4)|TR{3(HkNR!aVPU`LW79XpjM=v#i%a-rBiD^Un zp`;_9Gk7-Z1%W>_v|-O?5slHXNXY~GFYwitT%9&lgN6BQb_-*nuO_G4J)bQ%oy3_7pG-UCN9&a-U zRY~6aF0yIs9D~siZHxw7J{c4eS7O<}RiUaVn>! zkOR8A;&x)0wqXsKe-EP}lb6z?n$;jb^{+UkY=i@&iSA=GWC{Piilps#&B3`f_kXjH z{oQ^MXvh*|^r8Apu&d#T{twt1ayb^$h8(YoKCO!f+N8Y=Wo+6!9$+*?o04uo4}u8e zzto&l`Sp8<(NJKP(ep=#K&BsTUOKZmtrUmRkW9rintE7s!Tz~@*qq)e4^2)Vs_TR2 z?c#QC2ODkOBTO68UKPDV#u=nAb=yLbCNg7v8~GTcAt}h|`v61XyERx_m2*zi;0Z=U z+N+{R8|Hz3tFt(Rb0YSPKtn!6OrOB2_mtHi-z|eJ(_K$7ZAe2Hx8ah(7JNGm(qT(s zQanaO-%U)nvkO5ArxHR;HE1}{w|<7vaFn4IPJRIQ_Q-g~VGS4->3aeUDTsnGmjjHR ztJ89i1`U&T^f@LCF-qrwGl0(@2t)OyVCQ!@>D|_M$>zV(U6rY z4XBHH>Znlr=Ty#E&UXS0eKr~Gk9^hM&8;?PAS5UO(}q5qfLG~J>p}Ipv_do^%+H%RCCv3Fe1R9FX3VK`WX2=^nyBF8f z$P}yF)i;@DW%eJ!}Z?$(A4J!!U4qOAy%{1XHXL)5TfrgzMeg5hSrf{K=IVTD6O~SMxQ;^a@ z!46WI8_Gdt7aXw^#=OU9NO>i6i+4ZBRQ2HEO}0#%e86Z}rgYbSG_;?s!iRIx`vd|F znSzv_v|0(uySraxUp8%fKVsUDhA`S%wV>Caif}hzqfPmQ(NIuel;DA&y-#*}2C&iE zC1W&1o0K-w!ypA`pHUHPqfaK#uoURKQ!hc^d^`V&U?=2(DVR2-Z*qEuV>Tp6vL&%U z*tE_4jM0!o64A}WETHg1u}M(dSY4w{libAyoeGy5!OJyRBehQ1r4NmB(ZYi>Jh z&ehOMUodURvP2RpEGz~e5^8nIhOHrPUojf;A#(a|xq6e`=sH~wve68`m4haxN39M+ z8UD_u^GUW8N(eM$3yfnTcd*mzgC@3T(-!?5(}rw8MUS@2Kttw4G?24tTk`{>A$^n6 z9pjIXZ)J3S-jIzp;wMH!aX~`c={ewZVN|aN8q31rR3{Cip>Rqsk!c2vHHc^f99P#os=3zTy;>_pIV1Kp=85j+jf|TylGzR6ZCtk8# z^Vx97YMzPFkh(Drnu~xogT@J*rH+XN8lp{E`oykwO)rA)b}rMeY=#kw^iUS24SzSv z<_D=Wq>yW`*&>~mjlmFUjAb5ojpJh*Xq@1VM&0JGx^lwoD`QF>NSAlG9Q+52o;Gf3wqU zee?c}(GaI{I^R-HNesEYhBG`cumGbWnab#Mr$YE{L5J+K*tAtG#AxWd$>^0daS%2ij(sY#Gaz!Gq)GbK$;coN2ew#TX6oDW%=f zDahS!r*+C^)7J10M#H%qeLVjdzS@h1Ru$MXctN0{9E36X84vzw==YsvR~)gc++Bic zL%K^F!VVC^s+Ad>t60_*Dx%v3NC;xOw{-?SoA>=XquGqMt%%XkXOq$W0W&a!ow0)w z*l3>!G-L>jjU&mBK&L8Nwq&E7sDx=lZd^+5P|E=~e)xbN=Q7Kj$`}p1ar!Q&HI&V3 z3=240KYLUu2Te{l2-J6nx7}{ukj-g2frb=BMmx9d;M}gS{fG1NMo3jm8!~w*tsyR; zyc4BeoY=H2sfN*z6qKc}UukCzMsMJFqanj$%nPjm+BT(}vSu57A%TWz zqwgwI0euTx=)8rUZAI0{ti&?l3ZK;J5CU1r9nZFx_vv}yG*8j3QE@uTo-0;i+9T5%dHOPgXe#3^HytNIa%u6tf^Rsi1qs26y3TqEVI16$Xu z9MTwJ;Uq9>QZ>U|BT`%|jBH*G8da|y1_zS1rkW+2&pItI7IGjG`nqoe2ns{bR`J(V zG1!4TBG6D!kkZSZTESNvJMrorHf`HmV%m^ECG;vgDSWkB@{^qY_{3Hi4H<%*?m?e| z%A@+45u6ayyfsEcs;i`%TW`VSD~2_@!FC|;2sC6?68ezd6TaJiTZ4~mv?FaWZRoqn z=&eQFpeHzO*n~=KG`qGK4QYsiPI{xkt|U)3a8?6#YlqR0UCHPbH?82ig$%S&u{9*E zJTxVJud6q>qy4WOyR*^Gx5u=hvPebOrnA7Z(npn)Jqvbi`;V{K@Dv^*u;IZ&*7!woD5NG$aMamf7=Q3u(K$E@Pubb;7h^TcDpb{R!Xg zoqRqgg(QxBsd+T`@X zdPk7y`K+d&*=P?5G$d0IJ#J+NQs}j-UvD<2Te@P}kQC%}{F?+mWaavlOKh}p-7p&R zAyRsMvlXNb1FKcyoU!S4$7smEDd?qJ%>XT7niFSu>rHuR3?Fg=q_AYb_GmVz2YX=J zkQ5k?bNWG)@#$!OjV;q@Juw=JGAjBS#Y;$f!_SB=uxabus~j{beQoCgpsBXGZDP~* zwLCNlz0apEc+0c?t2vyW)yK3UZ^>Aq{Q~TCXpDh4}p*%!F&sAr_o~#7@WPMG(g*|ybfrd0hL~nem02*@6`e6{8(+Dx94QU9Y?NbZB z+aaIZoV$9S5{yRpH)=y+G~{o$_uTEorfq-}qoMDnqF;5318?clFVv8YRz-%tr@s&wdyUxn2dGIJ^dj)Z>&M=efj;^3WvochiL+v%JbKTecJ~8e!T{kYQ{y zZx0Ts_*>dfHm9!rF&Z*cIX#_v3AFd4?xwOMJ8W5f24FN~3yh7Jx4}-c>&iJ&s4x(t zAv+b(-|apmgC0vw`m(=UG=YYaK^6VtxSF>3m>7;N_zWtCHZgsBM?GZnAh5WXhBoZp zOa@~#q`h<<{vCwiI{zDIC78|-42FcDpfjW!;K#*}e{uHNJt5GLf=KCVVHhyFcuwGb zwz};YifKb=3VM<;225e9|6R_spv5qZhD0i+r!2pKL#p0I_MJ^z3uBCi9Fl_WIH*lw zcZ(Ce{sn=Cq`){Bvx3+>yY=w*Y}$?t$Fw0+kkff;JjirzN_=fL+RPCc4M{;tM|$-U z;IfIpZj(lYWiw#(JePoN=v zlhaq()E8@8y=~2z9J(?Z(}rZqxFXXSI9+nMWivLX-ewpLxiCkPBg~erXF4YgGHa zoU!i>=9o6*-emN}+P+{|A0n2Tv1uDU4x{1EMn7N|3PRA^^l&u$yEPnN4jN+%M1N3_ z$1xK(vzz2E2sET1j0HSHz*)8(wqY8Zw!ITDZOE`>^g%^C&=8w8W9qQKo6SUwhQ6DM zzW(kBrLIfzG0sqLdkc()3K=DR954%}R{DfpKgXsmg+N2OpqMTIn}N{}IrhHnR2Ltj z1X^O+kh7%r8DxV*ix0o%@Hy8CV<8!c>AX^X#%842!r5lta}q{FGEma>pE{UsI4tGR zmPw!?+T^rdWr7R}*4mft<;LOfqBW)s$v{r8R5}Yb-#>X7r&e&CjM0$IE9qGu9Z0u& zS5F9L>xbbKjD{r2xTiY->c90q+afh+*zuMSXh?VIdGt6iguLL?PZ}`%*>2ci(olpE z(Q}L&Ky|aWPx!?~TV;#U5Tg=Wq{ZOIJraWMvmMB=sTd8pafZ4z0d;e-iaW%nt@bpG zhSW_;zv?y*Xxlz-VHz7PjzB}SG49*k1?4r`S7{BK(=F36ZAf`#^phDgKzZlY**}j> z+xQt64Jogj9(&sgd1b$6+s?3Q`)4LbLmDEZ2h!8PAtgFzv}B_t5@<*Y5;_M_Z%4l< zY2wS~^pG8<4F@c`c_9XwF0B#I$?m7m!e~gQVmcqs0<`x!t}ED_cAi}hnu5N1?E@~P zhDm-I8aDcG1RCO$z6#q5)GcfNN;&(pot=Y8L+U1?kBEl?qx-!Mo?$nk7tY0K=(9=a zSlR*1^wWtBoH-7$Jw`(cBBf)DC8Xn*-z9JkvT_MDl#Wa2h4;?z-3}a|#F?gvn1^XY z-;Ghm*n_ilS!h#>Ed?(JjE0=0n0A)0K|!`OkH}=B4VaJ7u!7Jt!cE}2Ew7g}ldZf} z7GN~=-9)rZ)kgup?+oR*-n-?YDQMax!0FvzcP6uG+prMRhQ6DEZqukh3YR)OFPj#` zhBbOoIcW51ni`O#-dfv;v!kh@BL+hW665*u`d|uevPbB#Mf!q3L#Du(y_gGKn#wub zk7>{_qr06jZ73?xM;;0A)x1A@mK_A(v|-X>42EPNqxGXJ`$(W6e7Z27^RlH zH3hTE+Oe`8TiFJCVJs|A`gW)b1Q?(3b!BX{>fRU)36wEFJ`fy8aFcIe*l70&G^Dx; zdLC~ippBb2$$~9|P0KKC2#s-z`zc5?yLKJU)r>LAF&dJnigqCHAq5HTZ^@aIXuJZW zAqT=Jn&Tn2H}0`>Dx1>;0uAN%jO89DpfD95cr%ZUwr?e-4Hc$hdV=nSx@eA3&1a+8 zuEJ=@@rotXQj}JpZ*$ukJZ5W1$JH1O>6@4iSc9R$viFaSVbhjMpdq`G)2%IgK)c!C zG$#=}y#~{U(da8wA@JS)iAmvHtDWzI(a?9J@9w+-2lC~y%V>6PZ?G1FA<`uDW}36m zY;gP9p^P-_DzgYQq#%qvk+;AUPPv$Kgm7scrVW{bjCSMZfMzo|Y6x3F+}4+aCZ_ko z8iNqJ)VNaC!^4~!Zop_LC@AQ?uzP{FBf;_oY;~)!5u+ha84JEgLcrR(vvqSer?&_+ zM4O0i52$ZH^l*tT8;`=V)Mpc>4atrV)(II9TxTDy^GdS}letwuViB z3Rm3b4Bj8wRt{|06}_s;87kA;fzgm%F&18= zgXdN0jkw6R((eQsqD?}#-DHr`j3|lXj4lW5#Izxq%IWY|70`S#B3iI%TePbjG#Nd1 zI1Xgm-N3r+3=5m7)V~}wdY*R_3?R*_)ZU&=S{?z0)J;ZTQThr+Ox5T0YHH9hX%V|I zX*lPlMi|wjpM9^p%+-M5n6PvY21CwGLT{bi4qq+F{-l(RX0#WhA&H9Uoy$uh!q_=% z;A}~*v=5`92*a3AQx6Y(Uhi7=*)XSf2sA{Slul@}z=KTLrn`adLDucZv>}m->Aj@k zAcd2&EyLMpqYhv+Bn8IKxO!lv?<;>vVoRaHL5zmJ8)H$(XehDzo-oTev=5*3wjE1DZxNK7edJT``S8+~ETOYw_ zh&Cnd$Mu0W`#O6#OXEHeXqYzoahAFen}2k2y~CEmv7?wa6q`kK64DV$tlFlB(%ERU zk6|=aVlkF{iy#Y$@qT!VErlM(F&au~ub{mp7koI&&(aAr9AjwLt3DFDS-VeD zHfrvC!AukcOXVX`o?$zx-EF5 zz}<_!vN`=jprJ^wpmUn`;Co$O9pd!eZk)ulAs@n+uj~W?uyydDwQSl}pTcO!7Nin6 z+5J2Y`X)X$_Bk8P_%udC`lh0D!OH49wM{D{Hd^g77!B#0lpf+&=UX!tzuU&vkT?Pj zNkL3=S_6uO^RY>H*|cpvi)lmJ%kW4GKttvnbezPdZF~?$L$s;r$>q(!>EXr)AG6V# zoht{8vHo*5pj|TW!Z}udTP_+sn7RslNZTIXw=}fj6zOma%vrbMjX3M}NvK%zV0;yl%+}$I|WmTbG*{4e6VTzIIjw`gTaA z$0>Ec5ok!?{*SM-436S?`Zyk(gy62h<@^o^ZUKV32KV3++}+(FSa2u!9}N;95G1%u z@E}2c=+paD?NxoZd+x=){Z#j~OwVl3jFZnX0kkYi*&#uwtm%%^C>zXJPJS}K0A;sE zEo%MK^AW~E-!n)9e{=B$g3L5ymG4^nvn-o60%Iw9Ni;8~On<`^sgj}<^whhcxhB8^23b%a%trt!ggIR{lKF zz(a&i!L$@v3+}#9Y~&@pfHct5!B6gVq{!NOtG(hqt1|`~M3#lO;Cj&(!K&6~#UHyV zktiG3RJcK-D`}eMtgpffwJ#zKG!-ssYDSCGxCJB1%2r5w32Cr6we#kNJ`|^!8XZX| zM^?0f25~C9+8jszwyu4^MqM^6$QNEl*&t4NZ{Im`w_zJ{<H19x-rb<8?4!iku{TXaov*g~(OY+zD; z%3s?~?N=mNagAliXoP{cS@{OJ7p**!&GxS#E9!R*Y2Y6g{!+jbGHI1lNmt3VHwK!) zr0lV+p(L9n&xA`dZO3&Fvf24DAg%3ibM87zbt9m=^}m5M@Ldz{#%n?`KdR5Xy0UDx zn@9sIxcIpFlTDwmOwm`C?LSX66aTRuMs-7hMYSwC4c+Z%49W&J<cx264rE z@fJ`ZoZ5dZrw+qqZp()VgFs+gG?&Obrbpktu8$ddM~+9x0yUkyaEl~0YleSSoZ5M0 zpn;k;zSn+~?0K)!ho7=+YagR*U{4F*`^-qCR^z+*gJfFgCrE>+GV{kg29c)gR(DtY zqbU3oX`rcvAB|~7+30HSLXBnF-Wh0+jja6cL=%-Wn~R)s#{t@O=QETI%V+-g?>z-V zwcSY-Wnlm3NCOYC@a-cjWy&SlE)CT+#XzvVKpJF9{-fw8!H!*Sptw@^yC;}%qr8(8 zowp^g;u(p-#A=@rso z*n~$3lTihdVqA@qvTR9TBMmea?vCnA70A8Ii4<$U^9CAJAi|IEEVPE1J0#k@hliR@ ze}l3?&^!6MRC@v1tKa#LvZnRkA`N6S@!sH^R2`iuS}Li$8bL} z-R!bWZy9J{1uO5n(8evz$5|$sw){QH2ID4__RDBup1yyt;?dQ1ACLwUvzcG_`H!x(Lw6|KpI$qUqp3+inm%T9xasP%KJZrfe|cx+3}R- zm{I3iD~>zeG|(WAJ9xP@jf{}Vzpmo`k|jS;HZX#NU#Rqh3d_-rCM=Xq+Ugh5zzD*g zaSL?@+~^x=#%>(A3HIXuN3$x@U)FS7c2${6X1Z zR9PJt zbQUHMMNwVa}Hds+0$R@p;ld!cMVGx0p0hoW?4flK}6ach_yX^`Dq z{F0D8RJ(n9`AYE~Y^D@QgWAo;|8n*to2H#IMiC2l3^cSUKhAQ4B5TUOwTfGyJ#yBWv0(Ez&?X6QBQ{QkmK)kM~Kv zrojTqmJVr9h42bGDJ}mlj;;Mm4y^wSFbFIQf3`U}Id93*`xUog9`#1izCJaQd@|XjNqvz9<0d>4r#^$-2KDWK%jHHI44aLwbhS4wzHQy6xD7Kw9;AW0*?H<+Ov&wtep>Ops9`D+U}r4zF~co zVjnMEex#v;@IL6Al*se>9rBYky>6gEA~*5w&$&dK*n4|&nYOq9$_6xH?J<+QcSMrx z$z<K)56alFobx%kStD{1<9Zm8lITZtkbXcqn; z`be^=@1B^hvK2lVXkb&}$kQi^tgdr*bdkqxUs03|Ba0U`+sF!=L+U7OI%2Jvg>9L>{)3 zrICh9HhvRv0y4tICwHssieg|z8E7Dzh2QpjL93yM?k*$K=9*A8NR~EUH)yB0|8!`$ zNY=Em8EK%Yjo$-Ng~GIZ#SukhS{4h^z@#?**Z(OwNUG{llV#d{Pc-4Wmh9vqr+;`W zx`x(RQ8pMiCx3R%muSsW{coOZg^o5)G~P@zk!ry=$7&srHTAP24JKzRKZ5d`XultX zx0Tzf-*}=qxfSYD;V?8oNJ3px+??I!K-pkxh4tplp($o`_*BJDkKRsXfw!6YzoH|g zXNo=HJLFL-?Lr!inw>WaYW*)UM}I1c-gpBI{KLYJD;%M+p;%<0Ir^w!%pWL&vO(D( zJSp~@3d17M|QXlS!XVZ|%N2 z5lvdV0@A>wR)^VmsP+#fka?k}-T$tUmbN0&U{bL1o2`~p;_cNp(-L{yq75`iyn?&s zBL_KICQ%oewxANq1~rI_|0~i?$JD#sZG=o~RvBsFAwp++fAWxpW!@>a-m+Ce8hQx7 zMl=JBn{{b+MJw0?0}aN_!nbKs(nQ}TY?|WS*_x^-o57~6tNImHTPu>)sUxSij@6I` z<7VUj_Lej~(j@b7nO3Me(m+!ekJA{^^wy6!#r3Oi4K&cy#jE>h^0&ZE5ZCk6-AV^q`!2Z2?GwSa9&_z9(7Xbl!Q%W!Zij zXkZ1Qzb^?z*7xk?4$3w?RtseV53%!ontqg#DzERhSf}B%Ft#?*z^44BkbR`+%J<>! z_FznJRqG%O6m{};tM^3v7+!ytK5Qsj@<61)+{`-&R+2^EtqxtN!%(zH0}L!`>8zy8q#LgMbTi?OkB}Br0C1!O-snM2KA5z!{*|?o03YJ_Yo29oe&(hjP;QQ z!^ThAG^LOqGp*-UIS_6cV4$d-A0*Va@upS#s5s=fq5+Bqu506W;|-yeLY1)>w#vg6 z)DUSfDY&?%^N8l0Sm?g)AUJFV8X*mgz;_3BQq{02XIn)F!Ak=Sss=mHluO76dF~Xv zD=WIWF^UF8aPS)g9#C279}s>)R&S> z_&$i%q&Du`xcoA0YAcitY-;E2=pBgGyxLsF?J9w-J<)h;j#iHQKYu+}9ygyhNJA^| z6O(>aq^{a><9{;khJgmLVCA_ofXbtUq3QbQXbqn zp33HwHH|aSz9xK>PyIb&jwy9ENgnQE6N7mYv)Je zPLXUMD@0D0Wt-RyX&{@G_bwlyWclz%hPAS6HM=7XQm>QOG-mRUQX$cWbPBKMGTC(_Tn} zapT(q9Vw4*n!L4^ZUls7>5VYR<>4qT>aAGqfc#%G0fR5k=`xa@wB9z|Of zjG{qY@e900P>>EPlqFPlkM?~$!T8ySdt`!(!Os4&LH+t74NPF>ZHEoCl|s2=iYMe> z8)%@Ya7*$sa^1htC(_EYZR>}!K_IyJ9j6CqyRzYpG>QtkPk#?I3lI4&r0JrtVv2hf zECY~+n)3Z@KRS%H^-RP%S<`O@8u+e@Z$=HIAk9(Q>HepHWy7I?C>sQ+aL@X0(lpb+ zuVZD|Mhrq4c!-7nRcJ+NeD{VXfAlCt*(wZ18l-V6-(b|9?`e}bq?DZ85)VNd%ElwB zE`{l?jSbylin2u*XfSS0etU31vVvvZ8Jj+C81z$zqHI9p|AsTsu>DM-dZ({;2*P04 z%)GeIPNC55VugCTXsBqqVMv2&%gHyRic&(VHLX-P*$CGRGzbNu2I)(gcZ{jeeL1}? z7>=?*C^-4f{Y$Ek96^zlWldX*KpNCX!v4Tis!}uWa1D^1H^)e%!MF*}t?r<@veKU5 zV43#VK!du{$x}#Q(sWMSHZ5e@`cWtwXewO%S%@anM(2}+$+T{xJuag;F5K!bfZ;c+j03~X4$5H3^W)w;R&!l zlzOWj34JWnPEJ7CAobdLy>*siA%EYaiR5vcI1yeloY>~QWLnKhNQ1(` z!mrfLNLE@R2XW>b*{vy6-1E>@RpdM^KyHL?}5PD2{l)Xp_+NV81Ewqg5a z+I<5JtYG8WvMb5ft#NlR*?U({_aK{tcYod?n)#+#ano$a86IdZ-ZV6nHp`~eZs(_K ziiLyUOb;|3^arVMu$S+4PKV)C|H=RZlR9`SX$}g7Gh529lZS2VEEEll;NX2=8!1_~ zD^;t$OzSfnX^<>!ye~)F6}+1&oBO&a)YLKuX&{^Ml;cPW)AHv(JeJ4pn}G&lYT^^% z5;AGp9do>8O%KgQ*&q~5T+^nc>77O0Ys<2YoQE{f)W$cY@@jQzpHJbkY!&At4Lrof zk39KO>MhXni6_I6|z7S=D zX+bzOl7eEPezc#$rgaw~4Xj}2hnsEWA;$yCyLX|{d($sQ8YFTjZ(Y`8JDhV%jBL{w z0}W;4FWaQ19I|l0wyg5FEn9-JfrkkHo?1{b=rz-oS)KsfEJYfui-d+=?T<{;%~3mK zP4g}DMB{%tvyi5)6a^Q^w3h}NYRV@W6ItQwjv&PaL0guiY+wZ^@4?kB;Td_RsG_tC zUg3de;qB$z% zEsK^Ho}=hYU9*ZS}(^{i;YM_*_`aU`?_S(dimF2Bn*cXQS^VTmDowMbo`wJJP_UCVt^la|(pp zWo{gnt?Mo>#Y!1HLke*836HC4-x~jc)BModSc<%+WX>h0LD!RX6m_{0CU{n60 zSSZc%r!qEIw6;&*gQCGyYT@;B6$<*}=II+`=dHWf1I@v=7|#$b-q+$j?`x>W_aO~a z2(Kz{k-N>=<#0ceinN;s8kkggTS#k5ecF3`Guhpi>_^#P+=M50{7AOGlg}%*v|EKE z4V+iFm+d;u2~)GxR6LlG`vB5lP7vN->`#FeSjLo4w&_y?4P>+M`Kmw7%;}%rSCk+d z529=^Gu!#`I&ZQ<%cG;bWh-<)gfy^%P#z_sLh!-V6$+acKa4a8EE9iH@ZIM8fYM!i#I}#q-0t6{OIGdhn)N$%7%plU$5Cn zwn0_eC}f*(9BCk%jo*&2iz>mDJNCAetx)5H2bzhmurg65?>l(LVp-EvCy@r;D?I$* zL$W=*(f6DzTa*kxfq{4Xohc zHzjMYK)>zq%U$)NzhygvG{}}#-el61qTc__wB5259vWznkp%CZN3;dQrzm6#jX>Fu z#&bv|TAFrfnQw?})6Qp+1~#?vYbCTs#+{}bN%S%V$F0aYq=CPgIc*l@x4Nw?iXRJa z4K$dYO?>^AQ@f7%_{6NTraR7~Y+zFte_rSh6@#b$*KMC{)BYEb24$}x+Z59DyZw!i zE*q9_wn(Ibro4PxO0Z!)iYV&)AD&<)enfXag=wj?<4m%mM=zpi5T?S@@BPSmne=}lx6|vxhVEARGSbkb{ER^lN+BzUja1yQnJfxvkV5SI8n0`V zLLz-%jF;Dw7YsCzP3XNSMAPY^!U;diR+x1KWy9%|heD`E3kXo0pK5RwX)pnrc^9sQ zR)9|)tXDidkTDu*5DG$3^NMKJNkOAzO>cXmIe08+Z~w*j-aSaBEx(4cffZ~{b~5of z*)(*^h6tI~_PPg}@VsnZTGd~w*FZtbdjn};Q{fTwXo}NW|Nd^5WqWR*L7WO_;-*q8 z1TH?MxD+hxCd!7fz}LE(zkOf&O7SneM-0*o{>Dx>YmZ6~Y`(#rEHUa!-a;BoG8R5L zS0mYG=E^Zl9=Fd18d$-_JFX6sY-Mg1?<~{y-}WGzu#`zng=*#ok&4@mhu%RNjGK)Y zgIWj7%{`HdrA*noNP{@F^YX2vHl2>_JXF^7uYm@U<>Gh#&ZFtHSnJJ-n`utoL)l;g z6mDJ)AzG^80S9E+Cf@fzbMTJzA(TVHFHJZh(`r6I8ffa|zt**7R;l1JyX846)kCB~ zWLbH4PB3MpS*1?3)@KARGTH){#OXnRkHV7L)mpP&9BiQ|Z#igZ{HBm9iot5vS;H2T{N8j4!=Ut zAmoKBf8)qMmOZckUG}z-uaSoS!F!tSQCvMMwnuUKS*15f!zks6_bp9-8UBSll{HQJ z7HJ@x&=sORZZkP)W<|f%c>@h(vv5rZkb~T7xY}D@=}v!#vZ3?xvSBWHi0`j8isM~@ z?~w)`B6QPypu#faZoez?xcPiQ8k97`XVthLvLR9%xp+#+pq<$jF_q70rSl3^XW0%=~z>ww>Dca#_W;;O?&|8{}~lKTiLP zWb4*4sbV8<&^M%kY&M?AUsEElkm}M^*{06#NCTT%xxc-kP*@vv!hNR!P7A*bGzbL? zpZ^-swBXpkOR-}6-w%`xQm>V7mTf0m#Q|1DZ_c>?Jkad?ukHkj(_NWTtkHuWHLdm& zX%MFte)~&avckoO;d^CTieE^BX~D_Q!fK~8mX}XhPNrS8FbPe7LAO@!kv(MY zZ+UJcdTjsw=!~Dj360|E1L)*?B zps!<4wz~!z#HrBq_L*|;f0z0wHfLA=^B|jz++#c#+9 zqQar@-le5w+4?3%8Wav@esogn9eVw{bpyHJvLrzo$Y$b)Yg1CTe17HJZCSRj1{%ob z;HO#!(CnNy@s7E2)E`WWvO#1Ct<~o#>buP8luoB%Q8OYL(jfQptzPXuss*DDDz2`r z;Ds;yI)v@d;Bc96lo2!mO{&gZ{qN=S|+u?1x#xH2FO z(wlHmleT8_OIr4pO#5S?fuh2>xGY2~lr7y8S<{mlQ8uLUf1T6G-5U8!ij`>-G9eAz z&CXX@9f;O0&7>e%(;AsQ(5$>+(3|RpflD5B)M@A-sj?sq0*miy*P}?d`(f&M9fmO< zWq?5>n0QC}R4S0>E={4hSa4oe6b-T)e>HeKd0V13Zx#0qHO_`G@HQ*oy~s{MI%Z_! zFS13mWJekVsf|xDHOZn5XRu;h@ScGN{$b@;OO&E0joVynvTTIaIZ!r;QekRNNeN_l ziY^ajTF0D7gK-mHrYJ?;_Uq=}O!BxD%7rxWHleO;MU&~1K~u)dv^NGCxSP|(vfC!o z^iRixb!6K1+$bBwyqOyA{CcZdq-nQhoh^_VM^B-A@z< zD^DEHrR#~aU(2EhgFq0r%8rtv8+Y7R6k9oqAq^C@@QZUa8#F6va(Ch4DW%5-8rXm( z%2-Mtmk;EACF>bl93_MFVdr;c?Ih3jE!S+mZUP*&P9=~AdJ6BvX`2JKJ`EI)-xe;3 zG>9tUU}7uMG;{vtiDlW|8EBxXaAM&HO)yV3PAVmj+pba`WV7)V_z05i<<=jc(*ZkC^ABES}$%%}1sk zH=}Hj#V!2w-(>Q)$zunskZI#ANJD?)|LALwY~_mjDvqvJvmy;-v+~}CibTsdHLRj6 zTXLHx8sBTkM>btq>4>7C>7s##Hs!x#wC0zSugtGx51D00*&won&Cg-vA$Oa^oRw(} z9Y_NYvGL}HW|S+>*v>2dOlEQ-4Q$HW(bJG_bs`+_siO*`T%;{+cEw=N)p>s<^K+*dJ-IigEDO z-&xXh!s#`sW!X&Skp`MNxD^^v4H7;nrCFxM8)%Tog@<{)$fjQ^y$Y6T2P&X!U{fpq z8*`S%ZTpEf4dh8?SVg3P_gZ+7svSMczPE|u6lR4=NP~oA=j)D(Gyyidv1OU;y@@I# z4aUu0njH$)u238>`kZ3beAYk%*@S!JoFtof+<8SJpH{_#Y{DP5G~^+X=VmvMH4Uul zf#%>V)8FJF^A}hZiQK0e(jXRuzx0QR*3z#_6WQNx8ff5ePTpbJiSpaCCi4c%v?bM1 zHcaIF_-ba7Eq$Gj{pE3MRRd`to0abmXxDMfIoC{a=~M2SNW+X&+HP#v+(VjP&G@Xi zE*q{qo*8J6LwIvTVsf|chyE1QhYevH15h*w1%5zutrn%-OMKKN!#So~ErdZNIQRy1 zD$12Fz8rd{i-xq~wULH;@_&DgXw=&NS3uEV8E2rOfAGfC?zDf@C+6=QS++fOP&Tlr zi}z?hrQatT?*ELEX@dfh21_jA==DtU-S%acDh_fx>mm(&SGcdb1JS;OUi(kB>2FUo zJHMHG0nsk^u0BDgov7zQHV2RS_Ovsb|4TcQJZ=-}BMtJAaLvt7^4@nX!hXoI)o6e; z^j_|7{m6Tpm2dS&mMv97q=EMek8s?lF#SC+(>GbRC<6_`)W#3}YR??*Sl42>EZe+B zC>zYpW}c7MP-HcEm*A^RYtk5L5Lqr>kWU~hq)of4ysT-KCP)J-*!glY4_RT}q8^Hi zknS63U6Il;S$$g~%@7O5$#epR!aVPxGi1@Mtq=w#HSq@#=P9gs~Q=H-^wF+$! z2CnPkm&vpsMJJ?9`cfASC;CL~kOqpncvxMfDduybLrHZS?pH<_XfP?TvoTvJ?e0DC z(pz^mlx$Lv2g!sz8tr_+nwQ@cJ7u-oBMnW!gX#gLj}C*cD4OTebwC=}z{;Dzv|W`d z{o>BZ0e{UvgG6cLX}2r+$Me106fKO4I(m@J!S{IwQNX{haNv|~QM5vfPDq2Oa`5v` zLujXL#G|W~Wm=BTNW(MT_-OZT9T%L@x>a-v~^ujHqg}0 zd!z1BHfpo5uzTko$E|Bu4>U9XeWD%K8o9ZH&h?|D3(tm(iWNJCBe_P}r|Qd5+ON-fLg z=!rDQM^@g%|B3#_6o~Xmq|1hB{Fi|SO9lRWZ4m{%PfX-E9fl5atQU#~!)D{BhYyoU zzofda2-7jWkp{zN;x82E%6K{{ae82C3RClVbC;K|iEH1`%F% zOG{hO!y1&HEIUYs{z!xBNVrt~Cq=@JLQ&UbBiu63AQFTI?ND-%gH=l?=9uLJP&RN7 zD_?dDB9o>sm0xibx$Qutp@Zzm8FaY0n`@0}rwCnf@(}TZtnPiY>uX zLy-pFYca9Aub0ub%CwrJKgg}+NOC>VXoRxaQ4aG6X?BkGzQO~!HCzDOL=QJsvsD5Oi zflY1vz|(t*tf2XiV`Q7I8;`OtsTX-XRHtF#&}9PBAhLM#cmi#ab@<>e z*$9OvA`GT1D}UVW6DeBuMMA~@;dcfaD$0K=^rM}!(Q}e3-gDeF31x#YbvW4zjL%5Z zY#(AK%9;+Gj5IK*i8tf@qA(qjy3r2Z2p9^^DM*7bb?{~QGcsvFi3N%-*Ix!2nAFUh zt(s9N^gkXtN!IlERFn-u!N!lXOrmjn>r*4YOdCH9Y2YD3`F58AE5*u%Q{{21F&$}O z1>y9R_Gm_u0{^R_(=ZfL&OjP$hVUOxel*9VteQ*FUwO#@gE>aHC`)@)rO>wJzPf1W zAhTzpXb=j*jFp)x%MEqDf0JnqXCVz_bMmKcc9XkRtkOhrKWxU?NCS5>@pC)=6sG?M zd*72C6^+UdGSrHU!8jQeV!K>{)H zpMOIrRbI9wb$4!Ilpb7!vO%h}^Xh&GrK4sYh6TxMg%OL9hUti}iiQ)d^qoD5A0FkG zc%t#&!*?hW`Z{w&%Qj886loX-ZKHjg!t$*n>%ts4WqHJIVzIh);)8F=QX}ahz427nvJizRHuWTh* zZI)?SS0fDq%Vc5;kK5!Rf!Fe7mrZ)#Km+GB^S30lTiJ3anLA6Sty$wiHetJ=k+y|Y zI7?$$(@vpC1Lqa`4)>C5rCX-`ET@n{Ymo-yCY*N~Oyjnv)FAgQr|2NB4Kx@xezR3) ziupS$e)ZLd4Pjf?p=dB+xmY!Rog@oAeooOG9K0T3Aen{#r0}A!N>Eqzq?l;~(jctt z{EpK^WKrM9-fv|^;|(;hD1TgN4`uPNM^*i0_c*Z8gJ@QMn|Wn&4@Z4p#eaZdVMqh_ zu<^$nqiERtoI@4uCFM6E4d!_>|L?R=%e!-DDE|H>+>A8HyEfj6;6vlqfAehj=}SyU z5e6E}^TM6-S_?T#|Xi!y}`88_U zXij*s!h5?e8V*~F9Y_O3g;$^llY?aVUFV`KTh5(GgP0fcZV1hO%?H?P$g({)&|oSR z9z>6!ajTxz-@Q;kP1o;2*mMHXA>!P=aU;o&_kZkRaRx&CCyDdC?NQcKX1P zvQ5tzXy9))E9*t~rE%ME_=n<((yyksH zle4*Ab;S~^#Sx@|Y-WBnP(~^oGMxUiMwTtdQKUiPVCCn4dXa1``>d-e+w_rv2D#V8 zHLXlm2uhPcu~oM27|I5kI=O5+$O<1_PZhFt`5)523U+>_#CFp3@0Kjdv`RK2d1OULpFtSdz{R`Dv}--Sef+IBQdA`ZX;8b_xNKi&*u1x# zIwudC*IA^&u(^0MuZ_aWx}=|CQiwFrAgnCB$5p$_)zzVmk3MeLUpea>$_C3n)?e9| zN{~?_Vh8FhEVk;OM;1(eCcgN)NA>d`%Q(exxC|GN1~w3$eTXCfI21H!k!*uo1{ye< z&^`BwBK}nK?`368mqns%;B9vP>rYF&-HQ$WD9hINBGN!MC*NrgC2yPbF08#QTi#1Z z18;Ni%_yz2VMd170C^kag@Fc{(#j{l$s}8mIiu3cvV~ptC>!&)aPr--?5@l*t!EU{ zz<15Oth_>-4OK7J^pUMl>I%{zRSMmj+Kym@GdJ$)vSD)jY@oroag!#abkuHb&T_I5 z_FqNOAQWtT-4RZTu1i^DqO9nUXrzInHg3{XWYU)d>nWPY%UnYmxSNH~@}(%~2X!vL zR3A1>A%6@s7&aIG3$C5Bsk!c|;w;O_>nIy&D%`hKg*44OIm20b+$P*W8fa?cGjme1 z>8iG&4w+WtCejQxWzA7m3eyW;GAhp5q>MotjGLMNX|7Cxb+B~0SlJ3u1{#c;llOj} zAS*2Qo*yo2I`0t3SShq}>K~&wH~=)-=l<4>T)} ztO+zV7d`l0u>*bIK!d4SxGy{@*>qf!eXC{JR^LV0z@{eNi_n)QnLHJ0Y>}z?8H*U?QVzA!DCHZBWj(g&PX5tU3G$Id)9o^JD zouW;vJw+ON2)}3VBxR%}bGP)BWlQl4X_%3C8`yfXLXRbt6i-85GSI*ZPX1$|9!34X zag8&|bN!s>C>un*nJ*TeXgeW}7{%Y6hA)r?8A&KDW67r3o7PGpk6Xr&S{0QIl24#aH z+QfVNf~YYkZ?B*(vZg)XdZ5|)Uyu6aA=7&7w8)y4e1|mf5C=bOvzWZMeWCCEGVQa0 z2HtDtnY<`jp-7*yBVf z`o|#+{LR8UET2OwDG?sO*a)NK1`Oa&S#{dro0oZCE3(AF^}S0e!4G6gE)2a>&hCF_pbeX zd6g{NH3JQ1Ko@U3G!bn|(pgvKaa$OVvLTJPTWN2D~rJDw+$6@6%cK`5B{AL6TI(k01!6`S{KzoTdvru>wW z)->Bcri0=PX6GMB!xX~blm?Zck8_Htl}5S&Yvh7q+Sa@uRe&%x3SZG6j#ag|AjOt--MQxK2$jDs@Zmu?rvCG z+I}MqWOMSft0wZ0_W=zRzt(>kXfSRLu4xFBy+wb0j*?6Aqkm8~2vZBcxTp#RR)!j( zUu2t({fjghHzz;mahgiYS53z%cHgS~LmGImga3v-M>Y*^Y40jqAw_~D@Z1Z?X5-hn z7Nl6HRCifjS<_1f8pMLo7qXmkNcLhAn#r^|2~jr4A;N}P0xB){Tz#=s*0gaVq(Kfb z^Bkh}`rJJ-`G-u)oET}~AvS(@Lq1yUW=?qTm`uBCpn+@-P75d6xBf9rW!lOlC>u=9 zCceztPTt$`%womGY(Ytp2GfFxpB1Y~;}+T~Q1PB)fn-R7aWnHRu0K?Uyp8Ye?v=+W zE7m{*@8$jI+9d?_9wb+Yw%H3s1DJz5$WN-s)0fQoQg>bytyglSfug*GzCv+zHe>W( z*`lRVAPi#O#Cw;AQ|9eak2nHHWBWdlWB+}rw) zrqP90xQh^!ZCEO#K?ZR+Sd-;N@{j7drYp|X`lm)3M1pW$Pg_nFU)fo)*_$v8(jXr> zc)698#_jWm;flXc5e6EL8-Iyr8fjYXiP=k@v8JR&*+5eV-wdfsnvM=Dt$0TwFdfoB zQwx9CEi>h#Ea7Vu{e3>(NW<*LFDAW5n%+t~cdYDhHw`q<)WxsFtV*&i-D_3Uf=hio z$mVpgKVvEAr2m`vDZa97t92Yz%65TV49J+pgi$y3O8i&^>VKi<&Hx?*1qN5Eo95>z=S&|}a#)jKPW!V>k7|uikRZV<`p`p~jL4i(l_ikrsfl>t8C4K(x;yT{idEmaM)fOXrL)yO=@rTjqSE- zpFC_^3V0ArICvdFxiay)A>Bv`l=wi7LL>1?&5lkGmLKY7&7he;-q)4cmcJg&y zG^D*T&>#|A{9(v0L>tiHrXmuyTTwQk*?A+!RWhmN<~8@dG$>nN8`8j}c0QGMqTKew zoX93?YOx~?Di9anZ8$)(J@Pv|R;GP3&`>u1Utt2(_Itmt?RL8+5c5Y`?lnv%)Gyl1xO{cNeu!FK} z{i`7j!qjDD2eL-cxE-mnN6~L(tBy1nH(>**Fa2U`_jH!xF0~&98cbPs-Z`tiauHUv zSBz}aqcu=Au!4h6r%h?YvR19RifaYO)I=IsL3n{Glx*5z&DOd4Iv1zZtG-)lQK|(U~qGl~ceW3>vs_5f}3F*9n264(88D~@GJ(lk95M4BcO|Olj zfl2w91?_jt%&PWVx@0(NfprjulJPq)e$r&x#eY*L*#?mgK-ls zmRL%%O|G{@k=%AQ_8^;?-=MLTWc#xFsA5$#pb64IHXHx@SDR$JJ9~)Y9(a3Gq~W;n zg>E6`JCy9EqVX`&6V1*y zR#KCPd|S0naZYz;E0hiLo3Jw*OxZHJ$CezjP3yPzK(q1=f&-L8(l;#lK(=XyHb{dU zB3z4dm%P{dqp#wA^jiiRSi#I2gddX?T;;yT%CaqMi?V@-nEB3IdMYdvg+H;%v^MRK z28E^2r8bppx@ebG5%qb3kOon2;Y*K{L>qbbWhr^idS;-Zhw#6D1!>M|9WYU`->{)Q z$_Dw($#8!UM#rEbwL^~7T6stTPU!4)!w#KhvBgOHNYUSOnlgy6K%tSQv+q%$*w3G1ih1o zsdg5q-L2=ZW!i*pNP{r7@bX^!1v|z6KsDJ2HM%1WwvbHx!J?$3>D?+8#gC^{J&*>P zI^>q#xL#NL$nF+ppg|}&_?hJD6be~drB5i2+nk;#8-#+HPg%Fg3Xh+4Q>>dC^+Fn2 zfuEsDLV-1*LyDxb6*Bck8U&VLg~w#mBK^X~$+Wu$8rW255S~Uw&EfR}kI3V;Di~#h z5=pqHNxK&%&!_#0(-iIdAPs`v$$w3*p=sgf=)2ox*$VVU8hD6>cWfpl53wHKom(Ea zSOX0_#Ka4()THUwLyZ*8@>~0%Y@n%wpF+_tUasDD><3*oOmD&ckp{ByzoxIrL9Ds< z_K=6oGyq}fAiM{u3yIcxso$l`q2!QbJ1p zJKCO zLc#g!ru*(mbdb|SP&Nn!{zCOy5^dPSb!BDICJjXxDC*+d?YC(mlePP=%JQ()3PBpo zrYuU2Rue*dZbnPe<4UFL6Kd-e%%HFrHd`PBs8I3e>Ug0amBMoiJJ5vW!fmAj}r)M(lKLZU4Br9*txl41* zLhnajvK5X^K-pl9vGEHR;)xdK-&XM+>6nQgXb!&XQ<$uf{Y~2pvTRi+Aq}ixY#*JPxDzX=_d+ClD|iA&v-tq^ITLD6gC3z>>kg^VctTyfXitSKlPR3T=5 zlXC{zz1Ui7O<`HKhEtISvN`!Llp^H4#j^FDCy!gEX-EU_weil>4Ak=$;p1CQrrj~n zKsMp%wRS~<)3IQ`tm%sBC>u-*7Cvs3$$LwlFVaY+1T^%0Ddq}1^NCVlNd_L7^KeClp^n8EwM04;tOFQY&G1Vl+KJ=lv zC>vxX;cedRG&@hJUPW=??8tdYgQ$0M?|n~AmZR_8=%ITr7Bv;;d!X?L`{GEnhw~4# z(P3DSCtiRsP*ixPIwJ*r?qe6r$_{eQKr;kAyOH<+6=5 zDQYDuB+~*HAr0Kk#g7wehoy_{YdlRJH}AzrgEGX*|HF=>4bVFOrTwSV@M6px1{wqw z+pv5??%{M?nxpH9?y+bIN(Rox@8j3HhH}mISM(q?Uy3joG%H^!Xnz8Foll)tR}-Br z`!b}VntU14l?<9}@(A}v2oBmK0}bXYHfVQf(5_#|?fz4QgSKWlN(O_*59mhFpuMT^ z__?fRhZP8eL9_86;U%a5nb;}QUYX{%5^3ORLQAAJ_2rviZ;VWPW1xX-X8wD)A!Uy| z`)9e6E)Ls{RVW)|4}N9%c(Uj6zDu9Wj@x%N!oZ%qAyWHg8W;YxmkvW$Gp|7yxSDXE z-8Z5wZyCEsrhWB96Yh-LLPcQh_1hF>+rdzj4V=x!ce4{w*_Jy=am7!k5o?hK!)E2r zy7eU^WJ~9xXu7Yk4r$;Y!u7$Yh_-L`y-?ZP60b)Z$R<3>l#nLniTO@mkr!*{3^edI z;U{N)nyVTwsi)}do4NsIgSpDipV6&Lk?<(Q$9;eeBcaYlq=9U_WvCRnTj#)8ijDTP zVF-hY(!n>3XVFyU^RAELu9j#64HAfrcYbyuBg~)lQ?=c*31tICg?)=jw8mX{qn*2L z3&XV8W~9Ly*Ty%DtyC~{ihHcsN6o$kX;3iOc!QdSXvg~gQ`~+1&=bwd(|9Ec)Bh#u zrP!fayA@@FP_Xec9zGOU4}0fKA_rENZAgPKb?~#C+PSWu_hJ;KQPJ&41Dguhzz5P= z&C9RN5;{jMD-8zf67|AjS%y!T+-H;XJ=|D8w!O@&7X zZqQ^}H)-bavK4H*kOo!|F6nJenr`zO?cTS?6!M>e2D0%3C=+RpS$lD>A{377M$ur{ ztbA)=3elECx2!7<+o(MrXg2=4V;3!$(<~jS*zT#c7io~*EPU&8GSLp&rz>s}O|s7u zjW6cAkxBphv<{I?dci;glUjH;Z+l9;?~+$fFOS>I{U{rxUJEauS5OM+?Tqaz)9QyK z4N{1ccaLu*+VO{p6qjfC9`Hotzlq8aZP@4bm1Nm&d!pI6rfp~fZ1ya-;?C6N2T?Zg z5aIDq?P8B=-KJ)dWovr~X%Gu$etV*eQpmR=6BHY%c@HBE!qm=t(f7~rW1sMeA`CVc@(@?jTcW*pgn_ z&u>!d8(M*|H*fzPJ@kr6^ZPFMWn-1|S24U8bX&smL} zck-oBg=~Y5BMqEan49ZT3fYnR`dnF4*9oM76@=UDrV*{wx++I>2SF?R_CymBxz=7X zvt8}1vTP?#dXUY`E2OEkyV${W$*#+W&O81T(x7_dcZLU0%+EY9^?(jTMXR4i7({~5 z99)mwZD-Nvdu2saoEHc@n$;bfhL?ksYFGuZ>{U=WZFFg z4d!NH{>wtn8*@E%V%er^&ZBG)SSJ2MED2R1AGOVd;idh2BmGz;J2%}cVaUR-05EZYxHG&?VP9TcXyB0m?E zX-A?^HV9MUSwijfaM1PXqjegZbkr53!MO3Rt*_*}DMv;tP61WCiZGb4gq;vCQZzRB z!XI5U%)CjWkp_wiH%c6$BIInxvd82|IA@^2E{&PzqsuhWN9=n!RCbUV*HAWy1mP+l z7yW)sdS?42nO6Tg(m*!h62Sbl^00J_doR;6+&~&+HxqyHC79;F57TBSF0j09ph1{g z`0p_7)Y-OIr4+qUD{i7}=pp<#OJdr2t8W?CUiOfn7^K0tS@}+HVzTL{`41I01LePk zG_a|OUpje#g1&cUhh3Kq11r`Ojqf0pCFlJ$dAMSWar12y4br%aPce(gL1L?2eW8nn zfz|5{(!fEiyft_OnKW09S3_iXD|HuXU{VV|!rh28y}I;``$quE_QgOmXv(^B@>5_X zF55k|tZDc?lnorj#nanC3WX9OPrAyQhTKOQgo2&l$ySG~5aVc2K~6~i50C~{Fmo%M zq&(ie(s#vy@I()h26^0KVt=s)k@McpH^ANQhE|C1L=)26LJF+rPZREztuXZw$_9aD z=l|yiP)XB0Jd@(dj5?2z1|A}`@UI|Ry{XMl$g-t-;(=!4KRx!+ly&rH`g}6&nt=vW zmhf<;FZtW~hiAXbw1rPmHt;tSzwSPYXjw8%*du#y^JgAtcD_SinAWD*ia6HFv>eZo z22n5Exjcou_jrTC-DFK48))FYCf@oPKsF8T)_;a9+qxGh8+r(Dne9Ls>A#2~VY+OX z$h*Eo8sre(B~g)vZE>O#$7Ruq#3Brbjn7!xKiH0IEQ+f*-WzC`Lin8$?`Y5Gr_aoN zvZA|Qp={u8eEIi>V%}W3fZ~?q{;v@RF)!@WoFI$7J~OGFJZ$ziNCS%sJ%`$F(?=6Z zchD8Z?Do?@14V88Prv|LnhuTGd|0L(dyBHcLf64hU29vjxpr-DBGbma^FVX*JRU@G zRU_RN_x~95-74>q265$Nlj#RqHQPFsSJb>oKOhVgweW^A?PZXODbKhYKT)&`1{#DF zpG$p6PjmM>iq7B}aVQ#C)XBqY9#u52IwrBm-d67;(jZ99{2G~X^4%tW9~8TvzMqhW zzRNGe>_(c-Ki*-pEL)6$1{O7O|9C@Dx}`$>aM|0IeMZ?ZO8K17fznaJ%_VKJY;C?E z4bqW?=iOdJJ5#CVW0{sW-V=@AE_Rb_+97h1;^@>10}X6y<+o^$qxz`)(JG2#6q~-H zY+wZ^4+ZU_q28aXD}H(O{Dw5B8q9p*@tp!|mfw%6^0<}!jx-1?VdE{HG;I;QR&m<* zvw;R4V&W|(`)K-0-Z-t|XJYsdlnwsq3b#O1ArA>V(sO|9y&?Z04gAf-pC!}|upPRX zRk6k@_Y-Llr^4L`pQ#een(@*leQOre+dl&hWaBe)LCU-*x-bADJZhs4>ELzn+2!m0x@k4|`6bXN(?ow3aUVo7W{voW_ zrjepvD-TqbBO%g2!zktdc3hNs-!>kn=vSHb4`qWn#>F#;FOA!)^IsLYvO$8R@Nx`{ zn~7()t`zg<76-VGHKVs>Oo%jyc|Om7qDi6J*z=j>VY_93fqyvpspg?%gx7D6?vfp3 zc_I`IjUcojQR&vEUa+Enu5DtZfe~zcipfbqI{M#K#rvFjlOPQeuW)>6kmr2uYFK2d?X+%9X#=tB--G?w-d>OcW`#G_egky}LE0k& z4Q2&9zsqhA#npi|K^5h#)V1kRHjFF&^RFOH&8@EuQ54W!eUS#)O*qsQN}4(wzfp7` z70ZA$&{TLVV>9{N&klvU=;MZg^}#@c0*M!b>k0O@@6SatY*$7U4Pbl`6G7$Cv*8Eb zclM!0`)5KJ=xO2qt(Qut z>Rya2Du>mvEGQa;m5m=PpGVGC`T3{Xx(#sH#%4ttIGfPI(V2!VfvZX}nN~F$(!ioF z-gH=wLO%cNl9zQ&(Fk7Ikp>~p+qM!=ZhP=>Wq(<;NCOOVo1NFF`AD=mCvv#EBv7=O zIXsBQTke0*sAU{cHJ7d@+Mr%egn_dOoly@c;B%%Ppy;#m&4o0WNreL=)5$+F=DMs% zlraVx_=j*Gx7KnvGUZ&wDbA(2Q8oxtJMW!)LbAO)5OPH}X`4Jq1KAw>6xL~)<`+z} zDqbeblNV`FGgx?WG>;Yvqh}U)D$DlVK!f7Q#-D%oB6pknzV|Yj7M2fX1Dm>d(V!jD zyA$3@@t3GaexyNM34e3b(6S?A-3?!5*-8{Z8pvkm*DYVAT=}-ry%h3P`q4mxSa9(> z_RKVHPnR7^q05G0y1yXG2Ac9~3>J~Q4YE{yqQfvuhxj23+)dcn+DNp(TiXjd25x**~Bb6W( zKCYOq=W$dt$`g%Wu#k`}+U!)%r#cK3om(751B+Vtf=D}5-r(A-ld^v_DS0IYl_2m-#|mz?8f&@r%@IkJaOG^S<%&{ zP&CNm!i8t4DU0{$eo%42UWd|114T`|Xwcpo*tT$?dm)L6`k9ahzRR21zf+Eozc#>N)U3uqYeDv`+kMIi*#cY4C>VqR&$;Vq%vJ|q?WYTd&e7X~Fc>r8X2_p3 zyW~8+WVTEzZABW)E<#hVRxu38UT(LpD9ZN5Km!XnxTf(mZ0TB0bpPE%+5sEN2E%6M z_l(RW?@2b*ErnT@#8jPEbub8bgZq7q12kKV9qWZ61bL>k1EgE#k7rt_-7 z*|$W>w8E8;29Y4-qn0GwoF3NS`foba^sRx0vhgm2wG{JX{;UX+%iZmjQ8tWuzGbiN z@Afty`=3rj|L9)@X)w#PSD&|%=hm6`q=l@fttzs>bM5@asfAQ%J?U9Wu_pa)pg~lb z_+L7$bHDnO24{3V(FTXBp=@9S;gO7~G-{KgXDBk|=;}y=Q8QWCBH?7!KPr0}MjmY-e{x{U+CaU;Wls zdDu4AL(#x>%{)l^kniSbd7^?Y8!FnPKGMK!Jti^W(nd?fdHRO{h=*#-j}Aq+&b za7DGV%=b4}n;_Gijgbb4(!~GEC#67mK6U3?T~Qpi-v$~4f`vb(aF|Rw?N{TL^5l2C z3CafkVc{E#nW#8A-|eqE?V@aBn<5Q;mtXXmj^e8O?&baEajV)4X|Td|@E)d|q-ora zJ|pCDOWqu5UijiEl@VFf{8Cn(@_Rl zedJnEnbx4C2bzsPLEo6dbgW;u9WpILE2Kdz*!UUWy5u2~uSIo`ZFM<)Au4zyE|qZipQDEi?T9p(u!Mr98fB2yOWy9&OTqmSK2H~guR#1=@ zX!N9t4nxuY8ekBlcD@HPj!c@*XI4hpq$fM0Xkb#|kYpyJ-8qwRwJh7jE*@yYbDW`M z()547`s%Xbu+{8}GzfY#tK2eCT$SV`0gD}KOt3Qc||7xc}c>xq&@8DJ1r z9Hw0sb@#tSu{sP5I;T5I2HxT17ne666U+DX5Pd8evs0lnva2_nx02i?%G= z@Qti!P;Z2RMTJuxt;h(2idXNhi-txh5R5c50&kK%O_N{$3?c6HfwWiy4UAyo_xi?D zY74$!T@mqH`k-u(+Jw`a)5)YMdT(nWk6UnGq=89I{IpapqScE3q*#8N`+1=8h+jmB za`^Z>`()9+8eo_x`C83RGijsp1r^uy9qNywfrAKF2>MZl`X{UR3fVzM4nP_Vo1M${ zhoW>|?j<>OO|jCdI1p)&+t})AD`g|g)f|dWtwe*61=&b=JGwH>@mb$iIju{Eu6x!% zgIU?cJNdLXkl*cWe@7m*X@gNVh8@+N*tHHflN z_mvd~=vF|Jt{>q+Hh$S^6vgP6UnLgGigq1|Fi7IUxe0$#)bHJ{z4FdL(NRc)C>7ph zPe(K9;;Fq9PZ_>5(7<=?yh%uVE^xvyS0;U19EWY!Xp{{yC2xwKO2c-4%o)X>(t%?T z2E!(_*tent^6Iur(Y)&%i!_J?VaI+r`EKItw|naTfpPWQK!ZpS-hF*bnijZUKcVg* zIBX}zp=^-E`Aha$C>ve4S)h(A+PLuugFtZc1GII>KPI%e(@_@<6|Fu2Y2Y6Yewd&V zDca3?wVW(liit=AlL{>e+Wv06?vE|MQ>M+Cgt7t6%&$^; zLNiRCnD0eoO&d){8l-Utw?YQ0K>j55zADR>c?!}%HY@)nJcK+X`QG4{GVQK`1~wJ; z#fMX1RcupBv1_q%D$0g|#ha+LqSAkMR3=%r_S29Cfo0-9g~Ms(cjQ2_>N2gsbfiIG z*?44qrmC`vZ$o!C4#q;Pfd-M~UEk~7s6Bu`tFnOY}1DggFf0ogP^zb zTRbw55jw_S9V^ooEJE3E1GS1KFIsxi}{!^2`G+=ay;NmLLrh zxs}tjP9f{7!~1m_y4wQ-4Z@VK*Y=X4&X3nEIt-1ldMSzqiaL1Tb2L@ZA1=>yA74RQ zhh-jUCO%`CDZ7oGye7Xao8NMzK`00Z-L+k}on#=N-;%V`|E0G3a>f)>BP?BwUv+dhu*{rLO2C|v?|EomgZb{1R zdL)nA4+9N6L}8Os0)mgEa6E7x%ZqG;Ukd zZXF=gDup5qQwaa()PwwOz^C@fWm=N8NJD?)|C}1q+#K<&=OEdp=L|FmdM7`HA5FB` zjfX2Po14B4WrKud=Ct%=(^T0zDE^1lTaPrfDQ{HiNA-Q4@^#C}N_VPh{)9E~muX8kqHGXZLIc{l2HepBu*(`ix zr9Q>!$x*G{&)(s*kY^Lpz(e@X{dN+qV;Wb0tmrcX3`7(9UMiAkZ|L?Oora=?ZT2LZ z)7Yt^9R|&IZgz8d)Ou_|7{t7d|KZdw1=(BAyjZ4{*oriWc@u9}Zbh`n>Fws|isJnD z(G$(WC;Ikegw9bDU+8;2NZYp!WkZYdEynI-gs=kE9kOg8+da_Cywzk1EogcE^MR`0X=t_)i(=(oE7XDm(HkzAH&q)<8 z(Wx057NMUh3A<+)2gV| znS=*rO`{Do$m4c?Vro2TTCmCSL^5r`UX%^S&BXV&>QkLsCT$T#)HmCQG^j$XJXiWs zLH@9W|7LmIvh7D2q&MMyi&CU%j^%z!WZFXm4Q4FiP4??VOFH6q19{xmhNEmSZdQIH zMLuoZTGx0c%hve-(qP=o{Lghlnwv*w4Y$a&A_tKMnwt2(#646YJA(Ra@Wvx*q=oaHLlSe8_!TyI41_{ZVk2+|;tvx93#Y5J?ScXYVU!UXc&z=G+|#s6FXrt)a*xHDJuK||V+qbM1ez`_gY zAW9%ZqTAJ%X`_xI4HAe&__;&0Ojmm=E(fplKMyp!iM6UwuS2~rei;>-COwWca9uO+ z@VQ48&G`6d8rcfx4K%Q*jc<^bCQYMu-OMeI+l&(^8;qNYPk#w$QrJJTU4%}T zX)r19b?yifE#12km30_8h|ej6foK-qvOJkq3Z<9UJ*E#Eigv?51Lx&i7iVaizgn(B zBU!Y?r%^PBQ48O9`$&pz9lCUtE*dJ@@(j{IQM;9$$*o6mmF(YL#lBmv2&BOTBW%o? zDYX@PysWmoG5gd&gDJtzi-s#i8{(5j(WtrpEXoFnQmE~-QCyWjd{MC^>UIuk5LYI? z!0Jg8^Te_{SIIUlejaHsZZyC_SM@Tk;ZMQc=?fd-La<~LHzCw~j6SR{$;A$u;M zY~XJ~0iB*Q$c-%@j>wu0jzk(*!Nu>-T|i5PiAfV~(rFl2u8T;+aWffLSk1`@ReJTl zr^7H5etCp(ck4=`wMkrHlRRwyyM&@as&sLhlj@n|={_fvY2z*<4TeqVb{kKj@Uv}P z3t7|ZQAmTpa`Hcu$w;=%c~W$cX(_HC4P-O%zgU%M+=9v-EhW<~8E7zW!vB+Rl#oun z51J>_W?x0waH8jBLsRmQ#J=NB%T{O@jWl#OzPI&7?kb*_&Up| zsJ^d{gQ(aocA}zKOwZWejf&lkt*BT(yA@lp6oxhDZguM6FAV1eDSeTLe+(sJsn}ctNJV-75yKZV7r#4KMraMT3 zmhuUt5DJCFJ`)t9={Fq=q*-}j)uSq8MfBO8PHEWC{dZ9sR3S#bM{NVqqPI0ZE}L|C zj2oJ8(^&!;A=%#(vt?R^dq~rz5Vrbvf|6xm;mXrxTH^ai10&e@HIBu|3So7J$IAV7 zR!0LXn7Q*lqcXK)hnP(=ZR!Km24$*=rw~7?kP59B94yo7JwzHLBqP85`3+SeH5z?Z zOsk}Sgfs|xGq1NYlZW^&O1f0mc2h?Ke>3offSr^qSB-f-PNpq*jM^ZP3&(6;lD2zS z&icv2LW?Iz18r8m-}?(Cq_SUoDgLqYJVhFKh>H#vUQ(IB$S{7*MO^;_Q^mlWr%_q{}IU{hiG^BZ|c{V_Fe%icTul^dFo zPgs^D+JbhgTvt3{CNKXQY2YC?eoOmg$|2Do77voG;PnP+kVDM;kcYMtIwoRS8o8xs z+|lfOc54c0+uh@fVw9N@>qeV}A02K%-g|xEN=2bs?=8~Md-(>bCq(;^?s5vb-_pNB z8u*)V&*UA7`kWcPD#`s8t)qcWEqn>39c9bJoeN!+wJm&)+8|q+_`hxpjSK11j)|9P ztv(wAJJxpObkMms^_mBhn!1jeHUIB~A2By)*HWtnHbO29<-u$QA(ek`*3w ztsCythUMG3PpA#7!2c%~QF=4>S3RoS{WHR#p~B@yorpH<<+M^xX&Cgyzqp~G)pOR{JN?prvMh5~vSZVL|b7`(&G@ z{e?8Jf`zYzA0XP0LKBwCla|-r(QN##>spkME>+8t!P!y_`nmC_4g8H~kO>5v<7rjA zDjAgE1|}?HWu?H19=BzU+-*62BMnSy<9Fg|?~XosH}aKCd#IzqsNmomt3zr0JLX;1 zwT6P-w(<{ZgYl0)XQ)lMH<(&NanPgFUxYyd@%|w$3$5~M*(g-4ak5bf-LxfjZ` zNPaagzAf!f$8w5i*$<>c zZP0JRP5#p;N*@Jpz9aYB$n;2qD7ErG)09-)UrhPL@*OK7^s6wb zdWDO!w)&Zo1|DML8=;eu6`GESohfU}=z}!00>AfNTL64p>P>>I?Us%PEj4iuDN3}a z)q4ct5o;=GYw>#d6ekVSTmEcFgO>8Ci-I)7 zTrb~cwQPhJIv5OCHa@vElR}~2oLmd#a%+8dlm?+-;(K#mQ9^PwUh!Dg)+-0nz}?Jz zAu9(BSX*~T9+YVTIgtk4ChWU^M`4=mLCFzL8X6%^M}xtXZzb(Q-S+ajUnVCE^U>~H zC=I)fUsU#h#!~ykWBFwN7?K-lIL5GLEbZ*W^#>aisj_q)gn=|0zjNd`l}GhXj)|5V z`cFp#ZCe-wXMdh z1H+=7Hb7d9{7A!Y>(WrBMp+9 zfmaRnDHh@r9Xuz~3Kc;bwA94c#Bxy@pT2vq;x8svM+2KW_z;tWyf^jA8j6XsNPpA@ z-pglIUeK6exH;{jY|_3(5eD7n;4^}$i1xK;zO!<-nTolgnfMayN9wlOl^ey#+J5M0 zIQsGV><09!ux#YHEHdptanuH3Dx|mcw0%4_)5)qbZA1yAfi^qe+@PJ-v#sj7N~TpP zi8M%WMxNg8Q$orb^>L+4^9n#3j0$G{n>&QU)Vt%NSlOmgIvS)98=sh^*ZS(WH8naU zYnx&~ZD0i>e|PjL1^v;K=NHMex<;gd_Zs<9;$rf*8O?htyf>W*X<$X}TiWS2|Y}@F>M&9Sv;Cwg-PBR`{(AiXYPzHdKZz{_|IivfGZ8 z&0S?BmJJ>4ZfIt{vNMC?s`v96+2vmIb07`litkMAOoKwPCzbw_qcm1WgF(T_cjL9D zd^GZU4aE}0mQttkvi$;Zv2h;tNX@|<9Hpn2tdTu+iLW3UBw`AI=a!5lf z@Vj{zkiR85-%zpfuu6HPfxii7u^g1$b|2oT$Zp;hkOnQa@=Hv%($B)pf&r0oOV8_Q z@UtLnyU?ECz5m9mqSHh0uV_X^)CQv|-#_<@Qb=6&g}0nA4EhF@5QZs42zrwCcy@~* zd3qpYWu$>gh0O?eC?TCcma(C%?T(HH+Js|?+sO#Y!j>9k+TtpxO=kqQhhr=S{nF!0 ztIH;BQx$0t^kzOkkc|4xK6Z{xrsc1OH0U=g4~1N0)19#ux5~7aIvO~LjqizkPc5xG zDKcK}w~f_N8?@ABV5k2^Q6kS&YIc~ctyc}CK}(JN72dPdZ^zQV8!pofHIW7_HSl?r zE<{`VwMC3f`=+CTHsLTuGivF^RK04*{kFdrY6F@u+pg_4p0%fPep%b_+DL;$F02F; zp=4QloVA-wt564NkSr~HW;PuancD|PQfa3J|_ieXjZBaTJ z#Hp2+&;exA;O}|b%2t?C54C|6Ya?s{_lp41}(MlSI)G#`^yaz6vg0zhNun75DOmwFVJt%hU(n{ zWt+Bagf#FF;bPLKq^)wD>+@w=o*--2@TXUpAlnT2z22hj^?s9FHOiR$wz}t*`#L7k5PE<{pE4TD$ z3pd)#{CueP0^7FA-^V(&p-IQIL>j~uzoK_18DY|>REkYyRa+qpjld7)pQ3K7SFz}L zxuMBgBMrJuXlNXT{NpJD-#HtKCcU7efx8*`#^o=h&DZcZx2!F!jT>ziK37(g%B_rL z2bYkwHEN4ANFXMDpIr%}UAHGqEEnWH?cC4|`~{`XWYY$7&$>!zbdY;G8rqaqf{o}G zYekX%m*s9-+8(9BFP4q}(kCY09erfuRhibV1JWQ<3fJIPr!4;9O|n4p@e1Q z&ABz@~OyS^l9i^=|!WliY7>`=K_lsexbDnUq>u{$1}+a=&%&k2GkhnHLWC zN!y1^9x+aBIGh$AfHcs?r)fr0D5N{_@~15AqYeh$X6C6^dzYefuIu44ZRbFg1_{Z| zZ(wag6H-TQhI!70qJs<$K^laDgQvG<6bhq8{N5|mN)199gn}?3)q%9FT4z=Ku>H}| zP#b?u)1Rzxqv5cevbJM`Q5#snz=zX`6bhd^-?%5!#tuOmwA8>)iVdT}p~i_DgJfE@ zP^4kuz&&IHrMLZ;R$r4nB>7OJLBCn~ik%--miJDyS8Tk$q@%&aim>XjmRg!Pe!v7- z+st984O(jA)2UPGZz0KoqAQ%!TNtK|ha(MI$`^>IP@S5>r_elETILZ5gF4m0cYLQK z+K7CQ6z4hbx}ymfOgA9s?bfWCVs3WHNYn<-D?BV)opR;Ym#0?9?$+)B(>VycnJokLTaxj0ddb>0j7DwH zZw9^=pzVZC+joB|nbvCz(x6Ti-rx?V+0=2Z6MoB9FpNbS1eS@Pwz)+u4I1&giA?*d zqd`k;e8E}U#{aJ1q-@TXVqonZhuR>$@oAd0B<<>f*SVZ9H0jXs2m@&bem&j@a^AFW zd(V>#%W@Nt2F`2a2U;4Fwo0!pDdcYRnus*eX5!n_wEKZdm%TqwZfTT`24#bT?~s~9 z*{x(@&sTCNOqqn*AQT+@V16`}_j{k5XfA83GZ|^1&BlX%I|cm;N1o*}E!`BPLD1Xz zrngVzZUge=RUFN@siT3rnfcUPV;ZqG=84EA+jPNH)CPg&;3uWEVIefl14VjkF%4nO~1khP1u>vSz$Yd#a;>HY+cBOHjR4xud6|7F;_6 zwZUj==bHudl80>f^|~utp?et8z(dS@?rj^{wDqSZ{$A<+D&g&>K0T~ zNFQ}HNaVspC{dJ=N`+lh{Ce!1|FWGSo6a@FXK~sTQ}5u}NJDMxy1lG4-{9Nq z%mLX5rRE?E0!v6p1*p8Q*K}%-QyM1nKkjH&{@>h)Od9SrU}+Js7$LqA8Fuj7Jl8{0vZ;Ej1N`J5TsauGze28pDpV| z&fB_4y`r+VOF9}jh$Vn|h;~<`Em6BUGHvEU)CM$%k=U_E?VoQbO52tXoFv=e zl{=bn@A5o~gqw?>nu@WFI1dE4{&QXYqz&Q3K_Htc(8<|#fEz&@ngYT6u zPGLGAO_-K;4hESRwyQX4!}|@Ll1b=pyyn?s^?F$TqmI zqe1;Fyia|f3YxS>z9=?ctk{Iwz@k-6SvPH_uJ&%s12-O zM||uUZg=qBiu!mltQ6?zPgGnZ`XA+ z=r$DmbJ~>huWZ}cD|YB3I+Yx*QXTAG0pb7p$XF}mC1W8O=c>t(#~-J zX*%y^2a9|uP8ZZI_FZo2LmdsQV0W;69Oud3YJPmT$VtP5wDKTogCc~_l$9YPlu6c5 z;UFCkAqcnoYH9v2<(kUc%*T)hEj3!% z&eZV~^lwTwJ}qnesiT3r30Do>A)8*_?=xSf9XyWOz(cJ3bXRYxpsRZHPa@Msoe2pOExWXAj%=r23|oL z+LT9DZ%QF&pY{78N0#j>(x9cnU3-4iZ)b}QQcO1_xT6U}eQ)xRH~x#d$t^u{4Yh%X zSor{Wo;)OZ^?t)-+UV;@0}nCqWvu7a(%GG+_myc?ZXgY;VBqJ93ea%c$Mbh;ndW^H zX)v4$*9P<^e|uow>za_l)O%h>1ApUN1uJO3ll${lc1lCov}lxu4#KiqF&h4cm+ezg zhSj@;Fc|)LwKa`QaOvsbPO|H!yNxhV=HLnBJ#|{nQjKprrD3YPsiQ%snfW+hke2Hn zC#l#+*0$gdY6F^ZL2n5CV)+#8=$aEm8??NOGzaB({cMwmU6Zf zLm|N(jo)S7gBn^XN!mNIyB&Ul(x9Ps-fizF6fVqDP11~hiZloX8^8H_7gghf;_`&c z+NwN58kp3=|LC<)2JFuc3TI7(T|rip#&@VsG!24i(aELfEl^B^`Lg%xSh`Rjvz{F^9E_qPF~Fv zrLgLsbhKiG$s3C>2rDb!?!AS=YC^+7i{yWp=QKz zAgmnR**vH?+I*$?FPYZ;9nwIXo!@(Xk4Bg^6&Aj6`Uh$&_8w{Ax<~|l< zOzI~c4MJX6&Miv+rDy(KR$SJy^8;!F2N7PEwUUSUWs4ms_uHV4NJ9_d^VxAk`|!Nb z3Ax`KpO6OW$iS~S%}yipg{8+E%d|i4XePe%We%nBLmq>|<(3}*jM~88gbk6^D7huM zH(IexaNHN9frkjMDD|XjYsZyCL*MR>_3nO+W1vNvq;*;^>14_VVFW5=wK*~FV~eMBc$GbKZ#6R`4gpqNgceQ z4swu9!B3)PTIXMGXePek(Ve=jN0O+HGOb8F(x9ad{;S|kEgkrHPc51DUPptL3fIzT z`$)$(sJ27ijj%ldwSh?;e2;5s8e~TH%+OrcHt09fV32X}x%Q2eLaO;ab8S#V4=MEr zX^=wfyskV?Lsl2Bnr&rmf8Ei9tA;WXt=Ywbigkb!e^DDu(b)L3n;+5USMgCy_>BMO zj>a#%_(oM~&5{4x`-1&e!^0b1dx7CpxE!c4Evq-5)Tf|a)TH!88no2H7s9g1dY$GV<>)TrwlTBJO1=4ig z#wNEq(Ad1CV{ye_bDWL_BbJH(EOaN6Hn}{0ovdw7O4J5pjFsOsl$^@@sXI0glxag# zAq||@!cW0gpfF8e;frFbtXyiOL6}-Btlt(=zkL{eM4`1iDevYV0rdi?*Q!t?-ihhei-rD@MVy?Y#7NkMQ z3#U)EkP#Lg8Kqe8c&np9Sn)lsFDX-&Sa*E7+|VsqQ5s}Q2frm*TcAI*Fr(sxW4~-j z1B(hTq<*KUGLNpWIFw<|jx>l-VR~RNY0Fsdhhhi+4;>A)+1WzTHOiD%hYs&3_uGLS zs0|{)%Wnke$OuzNXL%d}`64gHPp+v-Iv zZ8)oaTiFT=^P@IssqpHpHc8_c`qUL!n8#cDA`Ps-_t9uU->$y*AK9dN3Lp&J&CDl4 zE>Y1Cn{sO%x!a!UXjnAxWciLxJ8j&Z)X15%S&qMp|QEn$l691LmITy#`lpfpqQVLv!{ow zt!i_L(lEW<(a~Ux;Rlqw$w5kQu4t5vu*itgz@#>Q&-xB3X$o9#^FpSzF(C~~8asF1 zz2t74x^1&M8;YqnzZq$u&0=KxwjPtaZT5X|TBg0w(ZJnId`HL|GD5=Ar`=`RdJAd; zBUtz~GBNb8&}U%HIdZ=RTagC;3I={N`fPHygYAosk!dAuNCS7X@SCW#J+9L)ZBX0{ z6sMy>DA@UXc)!UCpZ7OXgy|kTY6B}+_~w`4WQFxdmwc105b8i0Si#7(y(KF={e4XF zjzpPKNCPVv`A=3~nqvH&Cn&9Kg@5j77Jl@v5=EAGx}s<0mYyt)+90xoe%nAEGSV=% znXGL>8Kj|y@I{IaWQE*M78R4V)hdfLu!4b4l~pI&x~SR_vbNOa+|hW{_oKo2Yxz@( z`&X~&XfQZic(zPSHtn3{d?H!f-14XmJVba~JtLJ!ZH|>HBKKRf3P^(z$-*zTx<}cv zV~6EMWNkSrA`P=8pA_6ev>Jo5<&m{Laz``s7YvG04*BTwKCMh!RSC604iUUpyQ}QT z&#>WgOFLIa8nje+!md48p>T>s|72Q`Do6t>2robQkha4&9!-^L?{zfLX5forh3Gdt z*RKf0!ov2ds135EgKq?TL9x)i>DT?Twt>}<2C-o0QD2{yCaWcGQClwX?bVS6vEbl0 zzci$2pYVu8il2{o9SvG4oIr`BmPR%EqPR2sa1GQ3Ew%DkI6*a1#*FLV%l$U0Cepxr zg*~`sD2MDTwo5U}RH=nD=r;?$YT+KWbi<4fN9D-!u8lNkshwZ)Hic}OaI z^Ew)gGJGG$DGID1pI*9_{}48^<7@8+l*q~lrgn@qui_O~M(2H#=Y?CKe zGSovFjDN!P)Km))7CXYZQvoo#g6O93L|F}ST56o1Ca(+aPUViJgBBg`>@R+*$O2aBMn+==XqSa zin!_P9A#wM7aa{Uh(N1CmF4st2}|Xc?rwtGAm)WXnJ60nhNUmPSf+(GMH-BM76aQ> z-GeIfa<8{2My#?yNQ27K&i6{Jr79$?X|`fFsb@2!K_0jB+r?t2-_BN?dPr{RDIE>^ zP1w@Zo<@bpYt`<_v`NiT8`#v!mlmc_oNmgO>4WScby^?|;#3%8TG9BIWZwD|PHlK) zPTH18gMMQRy1D4j!;-!Gaaq|l9SbtAfltmpC1v(9vlRPP=C*R9Ot`gHyW}R>tqn6} zZOvLE4Sd(iuM7wxZHa@fdCRmMZQRft{GYxO#eBZ64Hdcap^gUrVdtA0_LH_Nc~5t6 zS`~ z-SA@hh}Sahy^aQ>f^fe|2cmTk`}0F?>Glq&4QRrRDC1~s?%63kgRE^}N2I|RBTUX} zw4mlE6kFcxo!rs*Bx6MyO^bO&)ONNMV?IGggO;*4FjG<%pY;5qViERGXH*7RT-fIG zl4#2k@7^u<+J9Y;29aPiu`4C+Ql?xprsyM?R=F$EAX8fTKlo&dt3exj6n6F+mb~8G zkOpyOWvMbBrK6KyPPu-t5Oz)ngLK3_fU>q=5}ge8XE}s!Kr{1+*?MHsgH4ilmiw(sU!*|- z5$-*EK-y+bxTsin^6!T<&}Qe`z{XHPQ>uoiE95b-KImv*1v7uhu?2;~@RcuK$}QdA zAGKj9@KvmHlq$2--Bv}Wg$zI%1ikRIY!Kz6oOk*uJj5{&X^@YMJQf;JU=yM_MNR>W*}U2ub=)sYaC1}0^fqE{vp^y-q3Tkf>~1|bVg!0(=`OUjmQ z>$O-8gvx`F2FddrV55f~%mNC^fvm072&91(gxt1^ z#;a1Vul10%3b*h7g^gg9St(2iD$}26sDJUJ}o5E*8PXtz$N6YQXeX zW}F)u-zHd$x^4SgpL=q*{nf$12zFlCccE?zdiX3(o-sZ?9;IQo@#jxc5bg8A^{&4w zOuZ8(xS^T(8o)2=wlACh_wW?bYEDEN7(qA#G?W6XOoxzq^14pSNl1ghGIMvEPlL=Y zud#}Y5iaRyF#Z|&v7G`$3%T6xrW~d-C%e&R=a*hLCJ!-(OM z``vaQeCyi4k4EsBiZE!XgI7nTXvBK+>3c7yG^EAoXfXcS`2p@2s@y95ihL$_+tO*M z4JtP)ug0~T4oh9EtDv=?jx-qmgr(s#)Y2Z|yUNMh3eG?p1eUP%r2&nmXQm|UBKO-H z9SvIQ;9C(Q$wB;TJW|{Ry*UiEfrAL=Y`n+{tv1&o23~`PzcLGpE7kz^&PHvJd4*RRR#A4_{`%K= zIUfz1gEYu)CO+42h#aI<$Rr=x-OA2I8k96fejwlt?KIwJZrj$`Z}{KgIS*-I1vX1| zje5=WAVq?cg&}`J$AVrHvUmzA-3FdIc2#cY`1z;|+9_;GtwDMB>crUe&e0EDx8?$* zL2}~@C)z7#dy0(PD@#kg5Mj_z;aKPnGHBINsfNhic1=fvh8p>F&mqc2*~8X`$+WrQ zs136bKW{yky6r{Y9*XU0L5q+E-6s5hYfr|MZE)IK?zilVkp|9Y;jVj-`t4_ZQu%|fi^oI{i;!I-zxD`#YDS(CDOpA!gA>%YU#jxU((Cke(Pw^QU^cyr=6!Q zywRjI8a7js_kgyyKzyTc2`I^UJi^Yf&4}guBAK z5v{cGegT=*WStwDnYVN&&s(D_$=%jrBhp}45Zo<>hOA$!>MH*J3T{Fg zgsGXQw-*#x)>nO82?@LHm5v5OJ^x+PPEo`h->TRGwsA8`1DJ5mv>=W2Ilnis$VTWL zi8P2(8^5S*Cyl0AKg?e((~Mh?1{uW2ABXEjCT(}Wy5jW7cO4B(Dy$O?qzrPkWZ5WL z+y1Sn4Kj#<-@Q|jtPoXmqpRe_(R9Q%q=6Mo0c?X$4E0-=zu{$NZ56g74f@T*SHu!g zlzuyOGR8?mcT2njX%MCSKv64#h36ZsSnfFE4rbyfW3)M%mjWjTVa1GTc8vgq34^iw{j@Hqj zr4GJFFgb;3;(Tl3?xHy)X?3>9^RE5 z;OI?>cd*s6(rE;2XuOUFG0%@FyrqJsVd=4o&9aA&qBQ6=;f?E>H2UrA_EGUiKl&Kb zVDvNb5+oNLp(tFZz$`wXO(rVdJ{*u3w30%_1v;U8RkRKc-pZ$_8m6B_ZIF&^e3s@84S&0mo>QDuZ*U4}FqR6h<0K_*+vYty z;B+@kyqQiT4YUa*?-z>sW}6*~0qc&A1~Kp8TLd#xU^U!zw54o?#ZjmY{LRiEO{+y2 zB;SiiiW`gCoIx4{y`3NX8%_RJzE0Y@vbOwZkp})|<0r0DQcJts3RCPDdZDA~TFOQ& z?Rn)6+x`SNwP6Zbe-5=l9_LqG+@Z15^me&xpA|YtkMjrv2Ql+E(`u5mb-9micS=KA z@e4?U>?Zu?`cbzvNwgrNJeYpc(V*KLMpkVFk%Q!qo!MU2w&Nmd(>Vy+zi6VsI`%NC zjvQDamyibiCOjH?pJ?e4mVS}7IW8j&v>Evw+BeAx{)b5R-}$$o2c-irRkERir@zG4iwE+P%_cE3VHa+o19_q(K_D@*A=m zlYbZqr9|*!lbH$%q!etL0i*+j)018~z9;>{$PHsgjHZ3do> z928eRDHeOkv_?0PhH=IJ*Gf{!JL1bS#bqcy(MW^(NO(wkJZZc9bdRFn?z*EH`2y@J zq80VOq&Qiy^p+cKM*bJ`gRJo9ZMN-lzqPxKH1H4;UrCImO0ZDw2a0nn1@0gXa;1q+ z-4`TnSHCY+Ob@))(J&wJMfFAWt5CaQ>L@uDHr+*S5cL**^XfRF9ozb9k=$>+W8Bcp ze0sbmRrgO*FRv}rjQ5ZRRw${&)1{ul0e|4)+Chuj5R%}eo_X24+X3_T8zQH{k z)b>o2$t#nGhetAxMwF3uovCnLZs~I!4f30b*IRWdhrEalaE&rpkgt1*+8~GUjS|VJ z+a{H`JzMU!?ynFA-6j+@^~pi9j6IcJZfNn>NYgn8+oJt}3d;dYkGZaFz=nR((V*LS zuG~Wv(z?ev6z8UPzCme_K@7YKnM=O=`A)7uazh8jA`N|)PnAt4Z%bzGpm-6|@fK+i zrNX4(2KvV;lxF@h*`&X9G%%@|FH+p143gwtgkp?2_71f{OAXu#?Wv`^Q{}(v>^C&& z*!M_-mYUg(Y;$RdsXe4oQMsX2KOhXe&CJ)DOOS)?X>?UF@s|7}(qK@q@n<|@$p~+& z-^$=@C=R9&|I6wn5e&#CdvKQ`v=k>7K96FtQ1*)S`BqAJYfnk z{B%R(hhqj3tijKpFJx(P?qI^5FLx8PIvT{hl^>BdQSH_+Y}iRz+gvJR`*$7?(sN+j z&V$+plmKnQjP`jdQhROqxL&3Oc_Iz8nfSE`+C>*<8?L`0)3PT*8jK2N2df+2(P$dK z?5MA7(+4`5t_WepeQRoIOyR+u9&Z!mKwET zOZhRvP812jOUt|NRY4=vPlGgw1ipiD5siND?{-scI!vDyVKDmH_yM+6)NQXz{~jbq zLbQ$s-DcriF zo=nS|0cjBPR{qp@WulGv9--K{^~@d3#{W#Ug@DraPp6XmZCysx25H>LC$wLZyN%rW zrGQKe&V)2@H#4sqCX%+n+m^Z(?9h2jW=0xlp0&B*6yCXl;* zDG|0!HtB93lm=01H?u8_rzwpmI$cIF`VGl~G;lW~zfQtV+0C)Fq~dkB(pixP+0DpT z|58#Yy!hN`r`*!NIvQvbE=AWK*xEES=TwiV5gyIS>Zf&A{hDv=>S_u)DzdG)u_e0 zro1h8Tb4Ws1B)8@4OGX;chea>>dCYi9SwZf!Mp7pMd<+hAJ@h{{FPjq7qtP+#1Bth zA$Qw*I3Qj&Lc4rO19vm>4M=8cX|JD?2gtMn`H=?NEPN~aV#;nCZZ3H(_uFe74YHf? z#K;P2Y5eJ8t~GjekWId*4O+@K`9#qF)#%vAiZjx^3m^=n8F`dmA(KALGgm<~7DO6! zn{aJZ0yVTlT_439-gg}h8fxNa&L&VA4~ni{S~ltaLZ}VWxS1c%{YL$^vp}BZ@&=?4 zen^9UGxM#V{^V|XcMhy5J4pG$NP~V8E|@(_wDMOgt(IwtinyUUxJ{D~ZCAht#SHXm zcQiAvE4NbFFz4;lea>G=4Eo9bs0{`zVFT_q(l%kVLvc}Ry`o5iesl1r3$&f2aWP4) za=&FLhBWXu3%@H)yArmE|JkoHEm}u|QNh6zd3_qO@&=c;$o{slIBJ7Y!NiXj6sI_y z7}>FntgS@}q`|OY=U0AiqJI1E!&C7eldB}spxw9mjs^`CijY6#Zl4qXR4j?@FrhYZHyclH?I`tjC|>`Ev)eG} zL(E8nmYVoXnfBs??{43sGRS~Fs`Vg~7wJDP$2dd#Pvg_#|`jgb3oW+~JLKMTSFN)kG* z@bhJ^CNeFsG}0ilguA^Dk`+Ghss6!9!xZ9E25FE&_!c$osqx*r108bE-_gOq-7LJO z(XJ5vH!tT{r!)-HC1u@6GxI6N;#47}S=ME(Olw;XX`oFw<*}7U`Xwi8`pGTLUmj^N z(%Y@<7|>n%$2!#OnCp2QG{Q?A4YYCC0g8kt=U3m98@j%N8)*g}SHq}mxb!W1Nja{9 zDW!ozl_3q(**rI2SpuzrUk^Oq*C8wP70PYZTFx z#+QFu)n9IDtr~7{P~QN|m*y_y)<+uIgYA@-{wS zslEO6Cw)ze+--Afp)_z1A@N?JhF&Py+fR=9pxQ`-h8p;0mAaJ1-&R=LO>Sw(&l}2Z9}=Gk99PNQVai$$xpOZZM+p%jzrW&ZAjx++(eO0^L6huPHt(}dPoDC zT6vY4lv2pK;@?~^?O@Ost&cPaQ{m-;R1{cerkNBA0UvZU2rL`_3D+L(8EhKwI;@AG zu%iKLLl0rOGL}Za$g8<-JG%{GAq^1*-NtVdtV6xlxMiwO@{gyGI?Ec~p(I2!%V z6sYW)@?!z2%{P!4f3vo zKY~}8vbfi(4~mnam7BPsnfPY!oK&KI{83dgF`Kk0(x60j@D2RhEZ(mxpD!tovJ5rrpxfprH=F5wAMAo8!&F(X#V~w?J*^ZhZ1Hitjiw@ImTNLetVO-^Dg)qn;Hohk{FVVKO=n*F;kf-iwM*c^%o8qc< z!RLyb3|6;BZP0BNzBU|5-j;pAy+FC8-P#}xyv@jez-N%VZJ$#p2tJxW8kdBOei%(A~c!#C_ zd0M8W?t(P%U13An4*HuP)BdAkWWJ`OVYl)9vc;+2E{@rMO4c^7D{8}jNSpae z`h#*{HSdNr&}QQkTRkY|3k~g=R;K0bjx-oz9DLo{N;Vys?5ko<<&lmCHZ}0Qm1!xk z3f}cr+{3Y|2Wo>bwe$T)_vkOzv@oi#oX0x{BMn+=;2W(n5UpE*y@lj{^XrK;m};={ ziHmXMA^VmsY$nrUbu?(HfnOGPh6dB>=k~eg8t@Q(WG~bPgDIQheL-<`GV1RaSy`Xn z$bz_X@JGuRQLpvhTH1AkD5fK0AEbc|co`Tb%K?no)5RSZ8BpVccJY=uz9@lg< zuz|1`)|p0xi+e^XmWbvKMr}AE@adV-6r<--XH;x^2^xYl$ZU4Lvr-!ovil4%gEXa4@Vl5fi}MRNUM%UJv((q*7i$l~JW`a;BS*WT3D2b&sNZVM zDQc8kT4@Z@px;ba#GCTP8jj}YxB;z`w1pE<8ssAf&*NLk2*G9Ubdj~S zoP;!JsBpYPdx@$4%P)!@Ik_hz4Kj%EO4K#_Wp0@DisEL%CpsDgy^-f}?HK2y!DSSO zMb=C~Z4g)n{y@pm4}&{8|U#%DYQ*6eBx=E}5U(~t(vYv!{99cff} zbHZ0~2jfQ_4Lrom>jtf**BdP8EhnTM(@`6=R5-D!755u|-Vc{sI%o#czzR10e>H%X z6gK_aI9D!u9brg=zZeUjmc2ufb@1AfOKZ+X8ulCC7(>RDc11@6Z6^L}s=dFq`D@SaGHv!;)CL2fiPx#ODTk!Z-Sv-bg(mZm z1~wJm`|CmeR;gHYNm*OA`A7qQGjJiFjex^!gJ(FkVHq-DG16cJ>UC_~>7!+Pp2*j2odOzXZIY0yyNDHZJ< z>2_r%DXugwz6WVKBd|S(vnk|9Wb&IK8{xB#2Hj@iyXW>&OLJd8pIc7jyY`|sXsLzI zg=D0b{+qL1ac@-UKBPfQt$h9OHPM#Gn-$wt%I-%RM5&Q)1FK5s*H+F?q`36V^8nHy zux#8zw98Fr7tW@ba6hG^ffY=APsmAX>5F^2LS%oNbP%;cOAUN+@(GjqZWm@y2NQ0JId4cqU2Kwep&MtP+FumnGhBS;Uw&z|ueUg5| zkIGIMn)IO#1`W0IJ!)r&7T`#$m$X1f16)Rt|vK&`$bTE|0w~lY5aeleILu;89c?zY$7$fW| zn?b&t|KxwJ{kLe+ey5QJ4K?#$g~v4hWhz;@ysXU)kJRiU;&#+R^WeVxD*DWz+^0jfKyCmZc1mxqWzJ*$C~gAPu6_ z%J&J@pni)j;?-34-GWz<2K{E?8^N?ctfNVN56aqJ>u8|O&UcURBX@In`zdykZoY=v zz};;8u+uP#gmQmE6?^;oUPl^4f`N|;(WLE58Cpx^k`&qNgS z1yfZS?Sx@NE8apFNHg3gLT+f{+epJO73%a#skpHAmX3y2;LG${BKM!uSW%9L-$QMXkjy+;4yRBkIi$Vfq)n^) zNCSW4D{Kd-YA7|KU^m%8az8*ANE4ns%0Ld%V8!poGVO_u1`guj2T-ikZNt3QDY|X- zLpR#YyrSt!HOPa$?=r~Rx;{c0)F4)#D+>{=^q#JYd#L;$yP=u+f3Eg!d9zzP6m{hX z9SufP;qB-8^hdwuURQs)r8}OWHn4(~AMh_i>CKudT^Bhag*-(XxSNGvdlp9XDq(S} z73=DbXGnv;KQo`^T}}Pw@4NVitnIgs2K^>nXs+P76=d46=Wevw`Amo>S>brC z#Z6?|xEDwRE13C+)r?}H)yOL~Wm=7wNP{@F@FPmv`MN*bhU}0%B-JaVL3*?CK_(w1 z%fk)szmjQJ+|h*dmn*2HiPm?yEz@SdMs3hio0UDhsNL>eyGW)>a=$fsgESZb&3t#m zXo`g+aVEvWQ?^*7K`hw#>EYVsZ{1!kP|T)2(9s|kgh#Wx(onyoNpi*E@|AB<8?@BM zr`z9Czb*O}Z75&znO{kIiTtfdz-YycrQds`fxlV#k%c|vAzl%W6uZ9P>S*90 zcK%lIEXpBoe0L3%%aE-fP#fkDz7(K6mN*e=`S4(3N9nxL+3|U82)|97+KrF&!`QoVCEaO_fo(0iEFHQ z^yt4YNP~Ve@X8^Av{jh7Z;q_3QXJAin~i&~_BiLn!{sN-v5@pD(m+emS`d&LojP3wP08pNsa=bVi4Th5YO zH_0u{_ycK>--KssbCR|T)n2ZUz4w-m2HFh#4!{wV-+oW8rPz|b@F!{mD;RizuO0J$ zy{SVE+230ILK=Dq*VdY7dwjDf-gn9y?}p~!qjN8cg~-466!&31*U=yrto)2jAo<(f zD>E|7Hr(u^S3)1uT-@|;h#NQE6!k+{DU;8xD5QJp&=Bf zqb3e5FSqoIjs_kgEG=9mn~tqCpoi=syZ@p#u!51#YA+<4cCI$4`M(5DQ&aGV2(ZJmdd|0qkiF7gj$T3bDHgs+h)TT3n{w1pv^j~CM z<3HF5LupNuA`GHbSn2FTF~6sHWsBTx*}UD*4E(_z?GMnH3lC}k>zU6l|6lqa98fX)C)6}3S9dqTGLw1lU8BiN^o3QhuA8ETf zXibQ--_QtkG9nGM@dNOk$#;|NdplijXqrq21K$;{r~ge;AtQQEb4@a$wCg$=6b<~0 zod;#3h=>g1<#x`^jMBiO{8_!h1Up}1v0}?xQy(`l6Q2l)B3kByp^Amh>{;BO z7#f#XJi2yLZs zV6-yx0%QYeI~i%;CDRIJM;d4|^1qJ4RH2TUQdjX0^F~JlXEX9$91W>@_6TaCI6t)| z2WkT&Sh&0OqT%Y5?Vw^SX}_FEgMM@H`J>ikg?ST$SIR+Z&gF(?;1`)UC3m~|Xi=DK zg`YYa45bc!_(6N8A*gU6#YXvqxltR~)Wm1;dXr5%w09`xwnpYb8ram#W8n=A^GVxy zB$8WNDKFAs@H6wlZ!=}_PCx1>Vj)RBq(K(9@c;QzWQBLPzR!}ioz>C63O2r9GaL2W zs%e?4%CxEZQ5*D|@T2g6Mwkls*H4xGt)4H^V1yCo$2AYB`Z!lnSzCqzNCOWMu8h;p z>-DW#A+b!0*3rNUM(%IirszNi=sA&1q)y4Y)0eht|^P^%W)b~3~AtR4!-KIjWU<2k5H`X zI*KC=JjB4O`&4Ap*8yu3bE$uHG@VV^a~apE-~QcbvfAlyc=y@y5~vNVz+O|?O}&;b z%k0Z?uZ<~*EU)aG-#-WPY<-G zF(Lh~){5N-gUcWd#{_=QO+RwCle35Cm7TYAS)`%6@!CxrVU{xfjy^+^$ zSIBvXt?(=YK^*+c49KpI#< zc=A0dd5ASMn__i1T}7mUhZy*Nm5CGzOCSH7yh`i&jj2_PF(STb#iY=gO# zP#Lhy{DLtLO1uLK^>IzB;DFVvGSVRN3M+s0$p&XDH<%=A%TWbsU;_gmOp8%EYVG~h z)oZBjk&Xs7aPT!J2MwlQuc$T~ud0gLAXN&x7`3DC(b*E3%Ps9(4QXHn13#D8g!(Pt z@!Zv&{(&tmQXOg7Z@fM#OSRjoYr}ub+TQ7C5LXU9AEiBz8dy1Dms~b%tAW~}+H&yK z6YUy^dg-o3%i8+aL>k!C$XDnSQ+68=HAAu2%32F)klhTt2$?}u>e0vL)5_X@>1bdD z2hY4a$qGkr|6MQJ^l)v|1{Jh{-*#V_Xv=n8sV-|9RR?KcQ#;?66GQ#B^7UKA3{sW4 zNP~W}^Vh^)Q!M0aH$H`|Em=LJK`a>gNN=UTm@e}_C}u1#>S)k!7Ct||nzUt&49@Me z0u~{&>bud#rw8Uzx0UHv`L*28zy=6|ZnN_AHh@eT+%c+&EGCcOcDzB9$c56t@Z*f{+Gz+{mACjHN1M)sq*#awvS$(IDm> ze0T64>bHw?JAIY=ZGSV=2K{E|&-4`~ZN8od6nT7jbEJVbGhd}xNZK~F+BHblR-pyb zK%3Rb=2hC$XgXz*BUGk&wL}_N!OpLxc|bND98qM2Op9_yGxHO6*Qg$^{3D>GY}3iD zP#cUf7G7D#Q%$pZL}A5A>AJ0v29ague;#8fS*EYud6@G*2J?9OHb{eH$$u3pk+i_$ zs-uL_Iv7Y34*$iG5pt&5rwE1cwkQouYUUG+Maek%KHbU!mZfI8ii`9qH+i80) zPuW58wMQDX)WLsag2)J=o^KU_^;|~-2XXLFNKb+Ft^YX>xuxqnpf(6B;Zni&3 zYWyCVc0)&lelzmlKkX3rlX97t$+Y=BQ5(d(u+yrKHqggbHORE)y^sd|X646O9+S4% zE~N{~w4A+>2HNcWmwp@d+pf~R+RGmDNJqnd zbh3KE4zj;>?Ta)BEIZHR+5x*hk=Yb?F&6EIG_(T097wworT&>?ibEbBbTmjv!o~|D z#lq|GR!^KZ#T2r=KWc+m;5F|W%5H6AleKojFog^lfH06IteI{nllD0`RdK(Hbs*B9 z+YJ0POH-QNdhqJ#9oeMuIvR{IHomhjh)kL@*e_OY>5&jO+AMZ%`V2!Fwv^xUHlK#m4b$f;_W9g(M>F%CV5ca(J?S`NoNUu2!%-X9RCuo_4Yf4x zY&N@0YdZpI&{E;Vh=sJROz*9@+BpA6q=6M2{9ZQg74BrAwf&shFulFd(O}5p2YxLS zSWO!kX37q-?mv_Ufo0(r7k#ICtM=|M^PJK!Sq6_n8Z^|vX^lwR&MHUm%GyedMjC44 zQ;Y>^q%W7kl1-+4(b1sWjJ&c8qN%rJO}qD#X?wbA zH<AR!4SDZY>u8vWj&IHG%1M*}O^`SjLk>bHG&15U{PHg_^=g9^#PUl_VfiF{+r zG_Ey&jQVC%kOs-p!i$<5R3hEYonA3y<(P^zu&IqNtoJ3_o7>|QyBi+4qdEB2)JW>L z_+bNG!vdz>Rny#PUHC0~!d#j^C72@DOrO45xg>i?#koiWD_Hokk^7Y1B7=S^?o9QXhcrxY z{F#fb^aFV6_+iD2RFsYek!9xdTUn{4ev2X%C!43tM{Uqj13wbyOOaKkNl1Iy-|8+v z8bp?r*U-%$0zOHdp1o0b19WG4?9JpZ`jKfK#gq=ARn_;gt= zimdMY26{QIfP0#XE^|X;_jUHBTzMsLGsVHP_c|72UI&kaDC)IK^OyR{y|#ThDuZ4V z)+S%ji1o1H(ONQX;0iZ1;XSLwq-|)%K67Q7ZKWHU@E2a2`fbLK^B15l91Xv+#-IQ0ljQAvF~^rmUSP9NU6Ru-@lyr6?Y8t2)lI<<4}{h|-# zUYoHNl|ehLJR5DG+_pbQPQ|ow!*xi5+$M}L+RavHUoTH8dt0XUNP~u&`E)~8st*Io_hHgU|#DefVvi63-Pmkk@h4r%A zkp?x0aCRq7s|4Hqr?`#La|hDEL+t$Dv;sx_m8B09SNosV(V(SfzSBorvb%J5MGd*% zChc^mjh_VSLA0EwedFb*uf59+&CFMe4p1h4vgM&s)|PfR(jb#Nc%1g4(KLJ97{xt+ z*L5@)O^v*|_t8ev(CvyFQReS)qfK}zz)ou@!8y}imRs6lFVZ0Q3acI&$U}xKe$!XB zLau#CLl5B#^)+c+NIre-44L*sM+0p_1?@prSep=1TW;x^{iqFNfoIG4M634J^hc(3 zJAgE_DPJw>Pd4rI_^xY03Twfl2ayK;X5+UC9-^_nY+&G4x!*qMXfW2B`0R!Df_A?C zuU^S5-Ej!DLGE?%{WQI4JZ(IFco&%#au{hip7KfU?Ns%S?d0)YZmInU(!fK6|Gx?} z$~^1Tf19lBw~huaH3hK0@PRZ#FfwJNpRDcZQPc)j5blTVKpxUE{7H;V8+#0C;32~8 z#-qrlQ!;f`Op#YVjx^9_;FP%Q_lZ!N9ZS zOR~bYJN^#2-)5ggZ4mVaKKIs%Xi?`!ze9dkI6!kB`0@l-7C~Jvx2a{IvBVcSC)c?n6;sszsNQ?b|01D z5W|m~R;OP38{wxoAUf^=(y-U~F5KtT&{U-^Du(9j50M596`q=$NO}CfdOxnp7ESR8 zX^_Xwd;@4s(w44#X2te~OF9~8Gng&MNCjRX4cyJn*NWa# znC4wOH@U3sm5v4uV&wBG$w=E{pH?HB4uV6>rk8HC+4z61wl^O{~G?f>{X>#r!cC=A;z7PcrVDz?)zir4NyvAY$;F6?V#cemKs zEh;vOiY+!?6}zyoFz)_-m|5%n_CE6uJnKDY$LW0_h42katq8&8?>7`rh`;J!;2;KG zY;Q7c(v*MvYr1TN@K-1emI}h}kO7oILhjXnB-2K}MjC{IkuR~flJn;1|HfN3X_Yrf z1LqaqjVz=*?)SV!QF%e1;w{p^2oAngrqy6Q-TY1}S=(714O(jAhx8lBrVnmZc9oY# z=bicvwSi4dd=2hT^P^KU_U@3iHF%FSm>-$=8hk#{whT`HPPS?0csDfRS-?gbvBH7| zeV1uBbu>sJ!k>8BW%=&)7b%VtmwZ5NKr`_J!26WQA5X2WSWLG2h%^X#qm?}&_N0D` z91wm;wu1L3q=6NT{HU`L#X`BQZPUoKI2{dQL5Qr|)NiLRBq%mhH-1KK&~G+={YCq_ zGAhUO&$3N>eL))b8^4hEn&y?CT8wpV5a5NCG6_h7ma_MueiT>Ub+eyyD#OJ4LC1o) z;#WyOkU>KZeg7$&VDDEH1_l*AhwM+|)u$K65Scdg8`5CeVc^rsdz8i(#J5!ZIpFw? zG)UvZ{!tvYbkWc0ir-#->1fzeeu3OZ`$yx)Kd2+O^u!O;1}(MnH&3O=*_yoa&n43) z{6rcgUg3x8AaanSj);?236b!aW@gwAuM~?o zv;*4eZ)KVna!WfUMH)D-@QnK;jR_|PP0J^1E0PRpkSVP^i%+KY+VD-kIy!0SATM<^ zNFn_GcuCC&k^d}}8yc1zrGXKIVP3oa^117JSM5(UY2Oq`gM4J=TQu6>w<~`{K6!3$ zNQpEY{CM5kD%8?16-s?~b{lH@s-x*z%4+R>p}?|aEbc4!TX-te1~e1DRo#d(Z_c|X zp31b*sgVZx$i^Qxe&yMNG$U#Q z=XG$JiEP@rmnFTEh7Qu!18Fc|@x6w&G(RfU`(KL_hEbY76T%?5S@^7>(?(nbAjM|{v?0g?&8flx9d$sHK0Crno7B@6re*6K!>Le{(LY4JK5_^ydf?W>YSmj`!J-2L304W*$)`J|ybWy%+? z#wgx94e>-8NE3=K_one`;n*^YTM~}!NP~1_=1ad?l#cEdOmR;3w%4|0s0ng-aR+X^mV+10xuD zUE>e5j;tM4si)I-v7u>lBMrKZZw<_&X<)`tS%*1$4W(Vw!61nn`D!gWg;lHAa{e-H zRvwfF-6s41eV_72@a`mvY}7a}(jb30Y;4=!n}&ogi*pr_wRz@48u*8e=Ur|8d2`B{ zljKde+d3K;L3k!TgJQmfJ##Ht+fpyo1~G5rl@_)U?cC2Piq|Y{^Sh(*;pz&-Rp8#P zc3GQu0i;2{S@@lc52Wq*`MipsXySAuc{c8{iF)6imazm+b8G|*OFW7iWmS?^0DW2sA`ydUX-pZ?ITak;)fA8njd> zP#;d->uKq9Np9(H9SywK%x`|)qJHzrcHogrJ5dz1LBH8}&D6Yf=_0=|w!LiA3B`~G zlT`soZTV-0)l1PI&jgcQUkEDKEy2Puj z+|pd7kOuu`G_qB5ENOe-9QZFWw}Nu#rO<=OGFw$-Ik8^o#bn^kjdKA!Z4 z;8S^?R#d*Z~ZRk zQxq}TRt~j6zX_#en$kQZ@%3uOC7*ryo9?d|cwDB1n@}6r)W~;fK2p@L+m$0+o^g#fBMr0}cn-Nt zql}?rnftQ8Rk9!r`b{`A4WO}pN~aGSoiv=1C$l0A$9i_@ej_=^)JJ_T%djz_)1 z)vPT|m*gL`-Dv|?nTpvKCkC0hUR>JNCW>c^MQUCrOF3Q$M%!0@SlzbsnX1+G&3kjgF8=M z;B+_ikkE>#4Tfe1f7#ra($UnvZ4b-Zy8nYT2zkLn)>5jRpZ)I{SzGZ+NCPVvEbJL< zOWIheKBbLfh5v|1V0*WnyW7SX_WF#BE zQ(ct?tobE|ev|ucTy>m$?B)I=J@ zsewN=Elt|eSGiYBZs|oG4YV2f6#6C6X3w#kWNou+p*EmdxwhxDSU4QiznVPI2h>Iy zc(2jUwo_+O4!OAM-{&&TvkuZAhgkU(dH}^j_>A=PtW^#n!DxU&98gK@#cTWX|nAw#Fzio!*obu{QV;Y)-Hl;7?x^o@{X;XotQ2Kmj% zH&nw(Thgpv4P~1SYm79|<}fkuO-tix^q)nF&)EC|kOuu`;RnPG$lvl-9x+PxkfcqJ z1~#?xVhgP(7TP8TypU;UbTo(sGk;a2z4Dm;>d~vHyI;?q& z+;0n7pf>Pc2meZ5`yI0L`X4!ET8oxQgHgu7U!eRT+LBVE&dIbqt=!N|JQn;Yha9q2 z36p8DIvVtwgC7CDp*US}A!eV`LvRVWrZs8<8ZTYjjKb7=cidK4T9-BmgD|!6^rpRR zzMb)z;$XdKTcklK2oE#bQX)_CXLYo!?UjxOK`%IOQ3{3cSJEg3=WXp!8!S(4{Gpf^ z_1mKlpH|BY%6{#U2K{E`gYyeI0(?>Sa&~7+@hYjg1JW=Q^v_xHk?Rf_7;A942Tno~ zbSwyY8$X;pNQpORv+Uz#T6jlP27`iu?_OwI1bvGp8SHE)Y8%}NXjVB}9J8d4;rNJy&KT4~q~Xloi_y`*-#BanjaPP462<=3k{&1xGNn))s1zl)o_|}Uk&VzM5NTip;p#;( zYG}vr<44Q10zHui$<4;gylFR*Q3?Q!-&ia!&} z_d^;qR5+z5M1gf8wAwn^-Tvrk5LiY&NzF<5$Y<=xrcNW^sBp4BYJ+?vR5R#Lv=)Qy ziY?1Y1KiMr8kXOvrPJQ7R!juz3`82V)XpcVd1*$|Vf;PC7E*>mNCPVv_?;E4BBo=> z!sfCSuIOmcZx(*K<3Z`o`f=1lc`-R}FlvMJX5kme4U|H951OO+#GvUAq(Q$q_=fv- z>bKH0#wn^G4i)xFYpcM+4`z^J2tVX!SQ}Ri_=YO~Xf{HkcrpjVAqK;Ug_P zdZsU;c;_*C4AQ{g3_QI}ql7fyBSEoXtMV_>AR(E!w&z4!6>F#|`&){!ZfL^g)WH;4 z{}$TqkZI?1G-#=r|0JQk1Ul64iKlFZY2#3vE?KfY#yb>Q>-JUkmT3*gBTW}s?2^ef z>bG;Z%l(yGnsoxwzzV|tXHM$3fHd6|_xNLUH0U?szdnDOz4^y?eIRRFIuW(O?9I&c z+ZEDwa?y!cx!>AOLK3dT~s{c2MLfao54Kk9AkEau<-)2~Q4sx~>H>6I^ zL~USGcCucKUIJ~~me|?J!qIg6EM&ph?BHjUH7UFGwVj_WPg85mMjB){1D{w1((EnR zd(Cv&KT^*@8qVIhwmcM9seS%SFVimSXy6}0*^$Gf&2lNGhTPKGbKPhY?hpiMnK$@` zhpesfJfwj|Eqq(>8s*BMEB^n@{njf@_-k3)9UTo~-e_X?t!k5p ztc@OX)2R)o_bV2lHt-Oh##56KLi5j61Zn$)2m=QZq%|gKRf^SiRgc0@D7Xk|AkDxJ z#k4`8#fVQ8WCwYwqv4>yjgW-Gw8XU=t}Sz$AMt5X@X6AQOFOjwa zJp&XkZW^pc8pNsaW}ylVrq^aHC@OnMmNjl@HolX0hbBm&Tly&8$i(Pq;BO8d^{0vU z&g;PfIkJ|lMQupq)zN=YEVSv@FIJ|t33Wpgtl&v;`g`7Of0>ql9nv694F)zW%%oVb zjZIYibN^UJgUB-Q;#OIxrBOjo>d7`;zut{D8-Gucog%Ai?Z2*4G8pxN8;}N(C2ad> ze@Uc{|2#?7R%#>Cpx=b6v+Jneb|x;%F4I2fXwYv)zHq)m+LBrPGs!mHw+Xd@zX@l$ z+J&n=mA)>Nb4c)Jq`{KSY+?)NrPR_{gNl}yTk5w3Y0y#wUlv^=+WmlniW9&jVQy$9 z;pCKZ$jz^V6z?g{=xC7Ngv+iaXuIt1XWv7z6+*VU(I)%~)PS;O!I8gQKc3-)tL`?W zLAK=8s6r^{cfDxdQZ_>R?Fa+sHSy;Z8EN8>%i}?W+|VmJ8cZCF{C4U-qMeB7S5cEiX?7bL~PJ7(w{*x+Se9Ur$`BxMg`y zM}z5`jaQZ^Lt)xxSdwLOOIPehZ4jn{6+&sqTGYf*TK13*dyobx#Lg$t+TEPG^TVQ? z+Hj>?crVg0==Hm)rN{=;J7jt(20Ak|(tD}Lx@j34ha<_nM%RkEwa`G@r19!9YS?VF0(X1cf^--ox zJc2ZkX5%O8=jpJhV25&wZM<4Xkp}K2jLh1f!M|)@6;EW+M<5M`7>6*gB-)U<;jWn= z8sV~z2I+`*TMYSb`jIVN*IzJ7=N?08;JY>+37Kh0pP_bD#lzZW$B_o!=HPp&^+{V$ zz>OU8WGnXxq=7aQf18n(A|d|l*Q#>NKh)7+Oc1`Ji6vUSx_uO}R@7Ko+glwC0?W)t zX6>3h1$uwc{#P=SUM;YX%JZKOe_bDr7foPZY1}bpQ}iN#B1gbvWZgVg7HD!W!g&} z4N{1eSAsZ7bCBSmsTt%Hvh5mbgE@$i-(9{zDP;4ZFN)o$e%Fx(+Jx!2_7mIT>1h9}%r+iO5`Xzcsw;h9*?u(KbTb z4qd-PZfVwgNP}c);guk?T1Z#_T)QP}i_y_Ak#j3(|10dN)4Y;QTY4Y0L1YOwJwe_( ztoU@-vq>Bl+C4xTcnBX&Cs6A3T=D0LEX_L>VVHV(L8`m7j2W2pmm*A`>S)kV6R#Wa zo4U;-(s#bBZPP>421YRO`{?UwhLr8_sQWT4=s%>v49RR`ciu*mw%gs7E|FqRHI`d3~rO(?08H&{CncaW+aJi~aU1YG@pMjM~6K9Q-YzFAZ7sZnsywrXTSH zX)x3amzS;NZ_82_>m|3eVjR*SOdY%|*is7mV#{wTJ`zm&)D6wT*D)oi-wuzrPjPC) zz&fL&!4!$F=x0$Vlz&@HaqblI45fjC82CbWHpTp-2D>Ai(r~_2_c_uaOznK>af7<8 zdyn>tTI(J!kOoE&uJo3o4TA8jWfk>5ujyzoDmYAR$(D}h4J*#CRn%Qx_!70jyurku zn3o}UJ9a6f;$n5nS4e}FI{10rd7`Z>HBqr?ocA@-zzQaQL3kh~r2o!dc3qD`oBpSx zK|&G=FAt`XzG4BpqOMZt8`K6?5UPS1X|?dR&{oAm*zRwU2BBc%$?^i(w54~yqVm{W z{2kK3rowVk``I+E+Kl5e?X8Xm+Jp+iQ52`Mug|s0w4Lu!8^o!R|Fw0LRtpc#6__p4 z2F4=|Qm^oCGKf-d$_sZ~f7POgSUw;PQm=z=8*A6J=S+-l;?#!e?T3yAvB2jIjcCN` z6922P6Nb``d_-w5VhL5B-caV9Rc*XtDmdm7(!iv`uRB^9uV%HnDein%{fsm)se|9J zEKfmSzr-(vNmG778g!e3*KWT++Ljfr<|p@Cl#Yhl_;Z^$()OVBf?6_ddID;Lgd{u= zJx9ZWZSM56@>x;CuSkQI3SV*CDNJJyZ&93}Wd4RUu&IsTnms^^g^ADmDXt^j)X^Zl znfUF#Pzw5e?H%3aUFap>Q5#snU}1B?#bnbjr)MpetesHp$4DG{|nLbCFqz76G&<*6Gf z?tcdTLK@}}e%rV(4S<)veEmmmX_?8uWMz`( z`+1e3-t4|VZlnp{&MhPdxmACDbGf0xe~|_bV&z{f+@ut;aQDtM&W2(luaG3Yn=fDZ zHnjHKW^KYEFPZj7M+0{g3bxcDZ6iO#x{4Q}5l$v`qm5Sz(Ta2LSvp#=c`-2=!XUeu z_(ondWsm~30&~hnsGS^XkU@-m(`PDa3wh_SILFG60%@Sl%s*y2OB2iPLG?SxM!2e@ z!Nk(S>yBvm5dvQQiFdXXjW9nYYD1H>oBXj5M?Yum9Pfwn93cAGb{QkQ7;v26JBF=9c!DerV{!8?sH$>S&9C?6ek^i|9n z*5yKJkdG|9!e&dF(Yz=BTKQlsZ>GAw-vieCr(3nL8{F~UdO z+9%#9n%qC$lcSs1_S5LX7ipS?!gN?lx0ae=N( z38aDd+W9iK0@3>Ke^Xi3_Q@U1%CBx||6SiWx?Hhoe4r$11Mf9(+5_shWmD5B`fYeA zq(Q$4H*XG&r0_adti5h}vM35nh-tr}=oN&KndP zv&~IzXf~dE14!Gq;;-__9+Jn5G+5}``QeTqjWWZI_6d?{4|Oz%Q!5{3R#4Or_}MUv zY=uw@Y6F_^CcHDXba>V{MFGWbR-{2oh0?~Eh*o0Pk+gD4eQj=NHh!#dl4$>!&MPjg zyw%arL->Z}V~PcHx4nuxmb>hz4PwE{=SZI^>bD2i`R23&&fW$)kcQ)_LH`;nN}EAv z8{z4M;ab639${bvp;E|VN^eDjlPd=2A37R@sfq9TJfUuTS|v$u*`yH_P#bicjaLV{ zNGQNP}sJo!`vyr2VK{<5pjg&+F3sgEY`) z;yZ5-XnNnhb;pv3P{ z3~2$Ckp=^nk?*@*CvB~c^-@#}&rtSz#FW?nwgOp)-~ z+RQb*#~@u<6}4d`u$?lkklL2{mV>gi4%H9_&Sv4&GcHrN)y!J?t{n1(t0N7&jlTy! zL?#`)#UqzYd#E% zjW<;LNU&<%BUj{xmaBy{m>${rJFzdc`8hm%eP5aOSx3XoPkz-(J4p2SoV1OzrPyr; zYNIxA5Plagf?%b8{aE3IVYdyh;|6BpRU2lK?;i6pxNhYjtzum_Gzb5RW)S(VqyGoR z8^p4UE8xAoZvGapL&qZgLI}sgKeyfAAX|-6?-8 z^ZB5-B~iZt(!h6xih`eLL}+JRyHDOd%G3~PFe301^$|1+^i4b6btx5l?Wzt2vp`+| zq909WCO-T%RgQys{-_KBUf98_KvVHY;ocUR)~pfIAhntK8F*@15IJtmaZSasp}86( z4I`f2``ksa@h7?%WNG)^!7ThBrXjh8>56CSwwm=%hsDYO((o$QU z*&SThjL|_7bTmk9{9bTF8mz7#J@7%6cCaN%1DKiT5A8RV zwc5sb#Zr;7wtre94V>4=??{{>+W9t{J!D$aHg0Gp{sKt5B3S*#I#&Wg2RWmoVU+S; z9nv6GI{3?}M4B8;tQ4ajPe%V(!4Zhczpi2VlBV818M`Bjn7b15p8A6`uDPjwCU)E zX6632mGb!JOyfGrwEUfr1~wHwB3(uaX-XU4sdB$P*3lp#S$JWDLKF*w{yR2S*0!ND zYJ-Gi=T|OTQ@_1SmPK)^J+KSXzzV|0Y4d52Ioi0c;?L%iU6BSk#K`?E1NqywW<`$3 zEsfXFK%0qYq*64cSv$^apG@1+4YffmSolI=3gzBv_WSK++K}!@gWN0pp|peI^xLTe zGi494_dptGGxFW+aip!_<&}z?n!j{3&?c-)dsDwH9W+F-rE((BjW*%bsT=uQ&4*J~ z%l$U7C(^*C4(`3ZiPqU;zN-KdX7XCS+|hWy^`sH7%E`YUtw1qy9P@iY9%jqd`N> z{E5F-$!<*d(Q{qfM7{v#D7BKr<c>uT}Um(9J*pK(qI;1=YQnXBzLQrY>Z+7m}D5zU>4%wi!3i%0Oo64t&-et zr*$+ise?aj)}D2(T^TY)4y?(;Q5$3s3tzGwq$OL<3RAqC+R#DjjzAiWrhNY>mKFjA+bn#MHIAaxW*>Y}rsWxfG>B3&-={a2kVF4MY>MH))umn#R+fK~qY;s0cs z?>MAET-o{IiFSdpv{xxt$v$+qw>lceJm1eAMH?&2XGc$vwe1{_+JI)}&ure4^NuQ5 zF|F(%gC-yiotF=$&nV{GUV1dnNka#*PDC0wFTazTK(J)H3XGB)`rRE&c=h*<()g5) z&u==Vp%IQwLTO-9A+D;?()8W2LyFe`|4v343<^T!jJ!lk2z+r()>bvd4b5O>SMi<` z?d#QaidjR-DQ;+1UXfJ0llm&ZHKVNUyp9GAV&yZzBa}gI&o4Mbrp=g&+8|5~T-#X+ z`a+=-6iZY8X>MqCD=QXmrZ64Su0?X^sRDXP*6B!tz!Dx5MUgg-fBy-Uz4xY$1}(Mo zUrp~*EcnkFvPh;anSt6Mu!NiF2WeEOX3W}6rnQ}kG#C{uJcUf8ev2FA@vm%C?^#HL zL~h_7@|wIid1lKgSzDZr29YIPF7cvd*>LN*l(M!>vr!w^)W}EE!qn232`?1|C3?+q zL$mWzWoc-T8Syt>5esGJA`LSV-}LdOM4l-!dX3!Dk2)H7h=adW|3)Wl?H4~!FI!>X zJk$pLX5d%xw0b!oI#pA=IU6<~X=qbkhxiah)&)n?1Ml1Anvf>Dvy9h3ol7DvD%fUV=1;dJ`|oR*yU+&A$1rixQZ7Z|Z2^Ax0iq zQ^=;##h;~=t*~S%YJ)M$$WH*zkWJ5agNZ@Ua>U{gE4X%$9`)9oLNb&###z1$5= z_&KdLjn0wj`zjXBaXK2b)XsnV)NZJK{XDCZJOXZ9f!ZMIg=?wR$$O{Wox57LLf}fI zf%h8uEwFbK_37gSk2z^LwJf#DElqz-a2!oTd_tmJd$S0O*TEo#@b%wk>a}+%zAK6r z?OBb=px5mD5_A_@|E(>swyEqNL)IV-@{yTu5Co9#hMtXf9js$q+1DZseAmkJcscU6 z13wK5Wo^H7H1IYX|1Rn}MM5qA0ePGjMQz7J-DorNS?_zwM@73`A0lg;unuXEkIekd zSva+{mfbVAQyV%+&Gkrw{RVz1#6amN?c15(oG`q=n05ogpxfARb((~29e&}j9HJL> zED&bkPs_&>?MscBMP=H|jc$}V_;A&PT=!Jf+Gb}v(V+gDkcO^nWw!*^lQwHs@0Cu2 zq6xBXMjEt~-)1UDtG_krpJ#BwP+E)*2IGr^S5x{z>7zr13z_7GF4=<8Fn#dNhCD<| zwIoh)udi(w(y*Zpb^}^_v~zsVBE`iV@2yCKY-Hf`!0DuIN4s|`oc)GIh||%ar96e_ zqYy1!W8D}h42`g1n;U6%p4tLwc-2hzYn zjC_~33Hff0w)GX~YwvY5ho-9#ln(GS3f&jiYa9F0n`TRjo-LG zNkeI|;vw0cFiath4uf3ftx|!q7kXgtsznMz#7BUeYNI zjgbEc(jZE0eCd~hXeAyyR>}G3u{)ZDPoF)AHndnWSG8r-w&AE7Z5CeXUb`JtwrIGb zEJDu+q=D~R`J}QYEx@fQ;uT{|sbffk3}WN%)`GMR9KB2N?jc@B18qXdh8EWv| zDrdJn$59)2h=ZT!o+p2sI3irJ!5DnP4b93AuDvMpb`1`nEPF_WlSqTH*}+HpRAhzj zan>esOaJO;AwKchJO z`>BJ$NN?Z=MNKGIHtUmL@dzm53QB`qY2+vVr>WacOkb5p?zXX4kp|sn<7+Gf1y-eq zOrvF!R=b8Ya5rN)i++FcBx$SjEoPofOMM+_sEuzol%r&sdT8}K&X%G{FY0KJEP3IK zGX$GlJIyCq+RPg$4Pa(|A+kRWrW=!-`zX^I-$WV=rgr`&QTtZiRPTslmnM4*(qQ;A z@w1qH6s5M*hQYG7J31OfsqofjDw%X@#(RzAT)E;FY6FuBJE_ws6w(&=_~`wXv7n(t>x81~xTvD@0JgeMy|WR&MDt9S!@9KUYYg6f$vcQ^kn2 z=`L!66e3i}N~Hbl2S2JPGH=j5q(PV(_{E%zWYhYWE-6aVl)aBMu&I&XAJ|I^-S?T6 zj*@NqSx18jxlo4VGmWM>0)0k1X&Cee9-ub#5cU`=p5|_2^Y?BjJIJtDgh4|M4z>p! zLEX0H*TK?GY3RIu58cpgLarojGk3Oiy{N^8{&h#=FNbH)jK=$LwWe}IPyUC}aP;H* z1KX&f9XI{sCr84hM@WNiv+~z^*{GrWlWkO-(ARp5G>8NX-~QCL?w9;+s<_RY?g`Q$ z<{kX2@mUmCv)8>-TzI>rqe14i^FJYf&|o_IS5CzPySZ_w4Wd+dTOOua;dr8lY}2Ms zk%m^_xl-GX+CTmLTBq}(yXAU@G>lSqWyp&LEW?~zK~5M(!aW@ff>ij$V*{n}=ovLO z%CwcwQ5u+3D6zMRw1w#{J}=$SjQmb@I5|kRnimw8 z2VUrC;2>7MjA>2U)=fYDz^M(-*S5ZLqm9kn95h_jKY3rVl+{4mBsL+PsILXEv;+R<=`IYQQU@GWWs|FB!wX1Ah+ink@QmR71t2q4gJ}L6jQ#k*P0fOY0F7?`$Y~TmA&3LATj?{j?=C z_;q+NY?y3>$2uAge*CCedoMCAjdhz$+wc{&ff0nC4TsR;?`23`#dy{8n;V*)FD0+h zgtx%fNgZWvrM@E#mK{RBMUYMF_PA9*rhU-Sz^1}SD%Z(*7yUXrQl{&Lz+2XfT>u`6gZfi{R>4!{TnB7u zg}Q%`29YJa49!I&{oWMG6Xc~r#=l4de-nzk)uq&XqleEl*$P*5G{_-Bk?KO!Z(VDS zSG@6`pCkkP83X-h;8$silD2{Ei}}minkPjXXcI>Ir9?Zmbl3oymM57TnwekF&Oo{M z__C^sE$D~tXg0p@){FAnvA(k%awZQ=j@lsV?fkq>`xIoQPmrP@TelQQgMPE|Sx7L= z1v3r!bWirT;wg~^b3x&3=O=k@?Qz+U%T{=!qd`V8@@E-EDTidRwVf-|cBVpYkV7o| zO;IG}x3C%siibOcQX>uWo0&hPXiNR(Kdy@F*(yf8H4W0B-)s)H{#!_^g-?U-2gxn{ z;f`kH+fln|%$nEWLxk*a5ou8yUwE<1|Oyw>`R`9$AGi6$U2huRIxD_Hu+x22HJ!>NZL16SGG1# zY$4sz(O`78@N;!Pn$@g6onG-ydU5XsNr2ioLS1Y^V(y zYUGtyweboYv7G=&k&M)J@V>vhx!~mA6TG z+-NiK?XtEsMVkITr{eB%?Yu~XI5qNmhYlLDl01E_xagWbAJTBh;&)7X(h_h`t4*$} zV3?4u=x8t*IF@o%mdN`tkBox9s1YUt8CG3{h`YnC5r&`>Min++o8 zT{ZJ_71`bL6hIm{uW*<23C#tY&1>L#JcZpBtD}K7ejTAC4KZGglFpK)t?@=_FvJMk zf_I5lB2|y~vJtuzbVCz1L*7z8%JR3fVo_hL5YiwYnfYs$BIF=5Vl1wDhd5%r(b2#` zg!gbWX%bTZ*v?pIzo8L!6h>{(Z(Ld-8e$Ia`5P^FTYn#fK|`&4RWyy#(cQ@rX`Rxr zq2?k;gLEX+5slI2ZnbtPPAR_WXfR+|_`SogM2k81;I^#oa8cBTG=4`rj#8zeNIk_t z_~>FtgSayCD@a$!3Twmu{E@9t#TRMdAj0rhlUmv%;B^a`ma;g~prr<04=jrE(fC=_ zt#Up(ucJZC3m;Zyqdm(8e_kpcgwHC0+92^dcp;gYG|*3;dozjCrWgtVC6NXLJ%2uR zfig&e5g%K~4fQOAFo-J$@3xFI!mK&{;)PQhhQeJP4Z6+Fw?ej4%-8i_7$Tc=MQJzM z3_KK?QJD5wG2xJ`tz#LaL71BO1A}@L3Q0E%tuJdUTo!5IZZ>{X@GP0M-h-lTWNj~W zG%%@=|K}Y-{q|p)3a)-b2MH^O+Q6p#j@m?RH?_&$Z?d#L284k$VOKB-HS}9uOJ2F# z${CRc(<5P>yMcz7pgcQs$h0py8e|Zm+;3}|HT3D1;i61CWI}C_-7Gw?s#3pYzZBI@ zrj0Tq4f@T(@2gy-sYrgZ`|J2BBc)`|U62^5=x81+E*G=)BWxZnW{uhG?3NCw7Qc6gIAJM;N%9g>M^& zQOvixKe3C`q$n-318LwOd||qW5^uG6N0&HZ*lRa*FbGmRU&Q>PkUw=ROtHhbxI9V& znu(v-jUfLx+^XtP**{uWKpOamng6Tzna26smuD)TTzmN;4WiV*Q{{Ow!ueLgij&Sq zIvN!7OtVk6!upD+4dP1pDJp^7?a#=%l#p50wx_ZiZNh*xi2Utu>#eQ< z3u9qu6{MlRaqm4y+Cm==8Y62fUlnQ4Z^FXk1$l^ZLfXu7zx~nCbRNR)9gZSxJI+4Y zBWpWZ&5bsLneE-rrO|ZYuHbhvZBlil!5CxUZ=0*p_~(1xzllt%Qv+!bSr&eQE|5lr zu4TKFlxZ1jA`M0b1J9NgI>*ZKVw>y!IC{u69SvsCR=#(Uf^zTCKPBhNHeFB)wPCj8 zr?4eycK>hf28vi{Q5$KXO*n5ZMON4o;MqmimbVVlzzRa$_O_HQ)6AG^m1z%kG_Zn$ z-*fFqHr;({+(X%>YwMympc(nA$tcQ}YoA3Z&gr|=LmFgD3%?Y3k7D78^@ieRS@HTv zgIEwQLeHkCzd6HOQK9gijs{V0=5y$zWQF2B@7~B(*xdlNLBCn}czS|ny;&M2cWvWg zEDUalG|1#OUd{X?Ss@~6;peh8n?KUP3O4?BwJyziBX`+T%gf21IvQBP!cSpq(sFW~ z_1jO`-;OszZD0ilpS}&J$SQm^nPLt-p)t}RvaFo8i^kJCrsB_?+Hf*hGXQB|1-^xJ zi-v`M|7KIvj!N4EVK8KwjqGaK8S1vO7haunN<#;^q@zJXGVxtwUkdtApQ8Dl4uTDx z+Z45-^Rn?TnEWI8_5O+%zfGDU4E)2!Z$d>>2+-;_|NP|r2;92|?MMBr0<%$pDzUpX@ z+juFCI+VmSW^L2eX#=!qcsn=JjNAypWYN1>D&CMAI;K6+AmSZ-4X)7=H_lTmO{;Wp zN8>GxBqJo0zO`T0mZBrlz(I^$TW6Y9-cNEVLhiS7IvND2jW5ERlD5;i+A4lWozV%k zp@Z

hEYtza-yF#h34mIwK8|n~4we+bN58IlNgh%xCL@G_a|OFPm@C^r&`ltm4Sy zmX3zb%P%i$S82L6Eu#1&XK7c|24QOCA0G{*L8182jf!byyKYE>ezWpvWj0!xUb@nF zhwN_!yCV&9rGZ}r8%aUGr$%E%<;15t8hEdbpCxXfsE=B3Yp0yvHuXSl;BUe z5DRuA`z4?W#p&dnKNJ_5{_1EDr$&BNFq-mPx?NKgTiU1kpf<3nkyjDzPjPzt*I`fD z-zN7(8pbLAFe8TiZOof@il_8-`ymaq2}=d-8;N2u@1DxqGWJIrWJ?R5K^uwI>}r7( z&RD=1(lvK9K6%qhG=-k3uc(7Ge*j8@hMM?+-DK*vrGsvtb4tU&YCg~nO*oHPLhcqd zBCwZC%RLBb;BLY_*8u9aW!I-Dc4;2yXkY{b-xd5oK_7Cp{w-PC>cOZDgPxyKXn!1D z^Z%Vnrga{IGze28x9M)`H~%ZGr^>Ve zkdmo4EAFU;1*0@@H{o)FcJbot^!A12xau@u`%ytn%#5FdS*1O?bw3 zh#chIts<^`gx&U4M*|1p<(pGdlo}hPQS4WSk3eZ)0~@~*nVo1$50_0VH+0lUcQk%H zoR1Q3`&i2#r+;9~R~dygNW5k~#Qdb;@8<(Q#q>VKXr#gL=iqljv@e@;SF1WhzS?(A zM}tT(@wm!I+5#usQ@m}SI>wDQ6E8k~ikx?4S+l3J-_Swo|Lcavi%vEplYSgip|=x; zM(`MmFmMnDza6}gQf2+PcyF0@O-F-NY2>f`Ur{7nyR_R?&H%M77>C**5{!H!>tSweY11kuRo72*u zP#{G{#elVDB5H${+W7-ftz^!hiqBj(OwirBOhOvil%LUiQ_R=tGKW7RY!y2&&-GB7L?uYZ`{yV&XtF!p*FCB znWvB<4vMP(~?E|Ke$}`;19DETTNmeM?IsA-lg%mT9 z23D~00xK0Mh19EZSn>GboQ?)5#KKRpn$R}QNw^Rm#1(j^aeO z;cTQqESUL*R0gs_WRn%0<$lXL2WeTlPz~Y1u_cgN$V2r+*Wu-};=WI>Fg*H~@ap(ZGATw67Ejo4RIM?`$X*SUIp5 zr9ro`^R=SXX*U;D>fmHyavQb;SpH8g!aa1UEe;kON`H zTuvHx+FuM&G#7`BzP>3%0eDAMQ8g|=d9SxF^ znGZ0roq|BjFig8(PoDEPTCCruEx^G+fW~!@rCa^TTIOS3I6FZA2P`f|Xa2NlG)2 zsNdf|$~OI~qroUIy!K5;1I(V(Tc60Z@J*-)$B3rDt_C@DMw{ zp|+O#tyW}({W5LZR@4TuVBj0~%gLs}rQ#KD9~y2$8no2Ly|*#ZjHhp{leJ~p?uKUJ zPm$kJ4#{NS6d*@^jE)8#V&!{++RlB0-&Z1KZOe9`Hn4)3KZ4y)LsrhBR>jTb_B)XV z{wCZ;PfgzY;8HQy1tc6!3+-}4vvQkuqLvm4jA|~o^qGzZEj96RK|916ljiYQITp6; zMs46B!aFhT=Y#*Go&d+-;{1qBfX@*m$=+r4$nQ zb!Hz~+vGz?!xX~%tp^4Dp4Gk^Wm?^Eq(RUd`R?a((l+yGl;Y&t<1o@do0%6xnNPIe za}yNF@|s&3zdpW|2ANFlaw?waE;@qRz>+t0+|Y!_Ha-*!CAKtACfoF(js~${;^llE(YDI^y=xlC+Cq<^Hk@$rTSGQV zZ`Wtd+bPq!9Y-1jy_FZrDnlN!wcnjO@ zE%{sR?pYNlC_7HN(I!kolG65PWa7I4a!UuCLK-Z?O}yXMQNOi&nsu}6A?DLagMKsf zsbx;`kZ-9^E4Dws>u4}I+xfBS7RpFpM;)0axAf>4)CL*J#P8!RAZ;rfEmHj3^=~B7 zz5K#Cu!*%G!dj zBMn9cBQL8PPP7U6$}6^{%HME9v+!rN7il!D5j#DN+|oZf8U&V+AK0ZJ2Pw8}>l=9) ze(EM_1DguJ$K0UI8$NpJDp^}d4ANk}W#BXNNfZj-uP)jyTcO@9q(PWEcrB^`%DfL> zoparfLhtpsjWo!-7JhggLjLxo*xik?w(B|?^qZL%V~is!bZInM{#G&; zX)t72_?4Bb6brv**WDyr;k}LqEj4m&M`&I2Vs>uDQN`|us14%O#-DL-AS)Evc3$y^ z&*1-%2HJ#KZ)xhc!-iz8C+0Y0*&iVd`i(CqPm{EYM+>Z#O`52Kp)?zNub!KB-0$wJ z`9e0r@y93)!qmbimU*b5F<+i4elZyT1ZiLd;os&k8f2n>|1K)Gv}PRAV8}A_mY$=2 zi~Z57vE0&hPmzZG##`Ej=7Q^IZQLSjyQHH*LbCEb%a4>SN7PN%RHn^+hT6aiX1;T* zeZc7TEAFtoebMYW(qI~5A* z)XQgY+R;L(;A@JQU-c5Dfe{S+(pyfF7Pld371=>Ly+Rsvo1GsmXax^H%!>FW(|led z4Muw5ht60E1+Vk}DRw|#=x7iMR{oK0Y8wAC4Joxn))w{#wSf`L{9^TD%Hz-HEOC{U zN0at>i!=xiMKD8{Z+&hFpw^?{Y2T`|q_A8>um7jGq=r$8Ca(aSz$8 zHa^)pOUZ3c@>Cb)mM%y@Z9p^e#Jh%QD>9{0L}`n!ZfHh+`?D6uO2xaP zZ#o*xdF}j|Li?F1qUaTcO%MM;Z9o$$9%>csZiN(3+`J$27inNq;U~ey6bqgs?fqq& zR!Nc(etdy`6Ye3^A}gf6*k4hBCuLGMG#kGcseNqf@nYXgr#2j9qI5JI>DhOE!w5F+ zN^?b_km<=#8g!db&L@-_nq=aP1gG<&H2>sCgHYhVQfQTCXC9i7=xisBSXoja48|A( zzXv^nXy)v*Tnl=X7UPb_P0*1BtV&Z86_=0}r$lLx+=Pd#^C^KWd6%V#v!N)hbt


gGs3{6Wq2`Q`YJ#*otd2#wZTAY5Z2hX-D1`U1n8? z)7uc1JU_y~+xQOeW^y)rrOr!b6GZA@;A~bt`qieyJ3X~5z@qBa;4gsIyFq8;ki#C6#Xop(|xq=8Kh zJdfX?soT%BMnxX4T^ebi&BAxuwHMcY2ikATR>)8WX`oH0>VK0$VNUQ0MSbt9IvRM0 zaDg!|`CIz6uWQTN7L-M8K(p{`@+HU$_2P$w$>%yP%OMT=&BmwWp48G~$)hL99+Jm^ zG)PD`K4KlFvAM-j-<&cnR!4(GZsWU0sYu(c6`d6;(=|qS+IVFIJEh(vOTQ^zD0MNp zp&9wf-y@=ZJo)~lY|~<9H#94MRa=O%<;|EUiVeXxIvRMdP@gFaWu(cSwkT}6(}LO{ zBbj*7zRY9=&;KsflUq8_iZt{P{zmr%#c9XaX`^MD)rK_CW)!C5G<(bZv~F9O_ESfL zY-!~!Z9-Pa`((J{(%~^XY6B}+_@7 zjvs1+{AT3^Q#(^E6i;?gvFX#KBGSO$gg2A9$O;!)ZgowOa0JZx57NM(RzeO>#Tv-XFp%Himf@WldvrVGSPHEWCj+K!HMzHf+ zsqbmkob*cy#etYl6{JD82}dzk$)wM+olrc?f1#s+N$vb@@JyP9gkEj`P;O~hRn!J8 zHSvACmSob!+5I-iVcNGE(r}{6*G1oH;;^^hxS{OMl+NgG(UmQ`+O zf)0k#jBIWCmPUF{bKi_|L&IyJH1J(Je*~ocw>r`%&UGOK8#<~c(x9RI8qHD~n(JP; zH{023=)09_Aqm{&f)s351s)@F18i)VjtALmOnNhcJjL z;re0=qIJDIu$4@^>5gXS>s)OpopN!K;x*jj`lt-|w1 zwA98gzHB1jt@I~Zh#U!ljgW?sz^yQx#)K|Y7VnVzt#o6gL6q8z<;wIA>fNYb(qx{= zJ(DC!k|xPG^0z`?FYT85?Sqa6RuC#npQC=O+O)uPnYJ&$jW*$Z?r%C03rgOhf!xwz zO^^oX00zE{8AVn&)u>=HnO31G(!dHfzQs6%28ALw&&0^IKROx=3KsreGCA$z8Afa| z%CwWsP#a9{?fhcHHX8okou8nXA5CnIG#LIId@*^7PGgdf9riTve{7*MvbGNGkOq+;cv~a#-Tl2UyUM8H*j%_h(!h6x zzoKfA6-Lx6{m5xiq`lD5&Sb zaheo|g<^f((1Z=7Vl;(r@}x~0nf6*ogA^hZLCQ|r#z%ZSDEHg;e(tn6*s$P9%gOD* zJ8iPI0sWB%2}vj@e~T6}wLM~f$Taf+q`^YQ!IwpCDUmN~a=DjG`=+BoA{Xj6ryzgZ z>UG*xwH?Fs@IcfC{>CrKZ=wuRF81aLS=y*U2!niNL)a;{irZycrNKypZnN_X zmR)GR)$j6s57|MI4M7^rw`{yTg^ipysL4UaQPEi)4V{-i$|y**5%>SiA#0m96ty9Z zAHv=y=iP8-hoah3!(gOAONG*STA}K8JuBRlwPhWKG;k0HUxjNGZf;B(?siK@ zgM`E%_*bEB8#Fdhajw2(I7)+Vvvb-U>bAFcGqjc6t=$NuLAM$C7Gq{wVtr4(N3s0# z9*H#2X5wRvjixmFrVLi($~YYj@{y6Z^Z>>D+Qe+(vPn0NLTzAD3)fbY#+b;)GYiQ5 z)@wA*6qC2oV~_?`5Uw5OBU-&}Us}uBKDeVlp33sDVX1n#vn1$H${KTx9X|Hl4H$N?tWs);4Ye(!fIuJoU~c@7)}> zNAcRX`b4CG_X^uvJt$dD{+ggTgH1CDX%JZsUK_R{jr0w#92qUgX|#@pBR#)Dr)@)r zXDIMQrp=j*+JGiJ;MR`Vj7M`S-i9^}aYHllVW9?DVL?pGak93YQ;-H$F!JImM%pZ! zyRP6?nRZ`CgAFMQKad$rOWno2?kP5rR!>E3&~J8rV&_HLY_FDj$=bS1LmF!1cO|s^ z7W$}ptV}C59cd5?7XH8eX7b*zCDtnLO1#n0K%0TD*|a|iqy0ZAXgg=1HlPW2=(G)o zj^(#1wxI{jL>i2z2L9_ndYY)(S{HmM=Md{Gq`^d0_!-2Pyf^pyYqMl4{LstX6t#i(a%pvG@v$Is^=DaH z?_~&sWNGG8Br^>%nXUgs$)~zymm>{~VBx#7A+%^4oxNLkr#5Wp7aa{J(d^N6WAe6t zx-~iA>^1bZ11nG(#Ff>+Hr!KE1}RqT&QYf{q>WgKG_Zlt(0t^(>r2&CJW{H-3Te=7 z!hy37tvv#K*N4h2O}ZLs*lqk7TQQoEcfEE)(b7mA4YHe+AMgw%ce@v1&n|15vIez* zyIFa5`%aONCf$spvK8vDMVihE%tMCKYT;1FZ?3pPn`R0{8d$-=M}-}v?d*c@ioM<& zIvQv*@%h#|8k=u~ZjF~)x@aA0gR$Ad4?Abk7;~xYi743$t=1zAV!^7jT)c>B`()T(VjLkwVDs7cD zcK=kxR^IL{s13$H6Q8GcqgaTGOz$OY8xn>zhy~#a%t*>_kM0H4lxg;@NQ3-lhT6aiR{ooDf1*9g7Unt_!;CaxyBnH? zdq^g-!nHm=)nsiocetSmr9X3!73OZ)(?F)B+le%=f>6Xu`#p52|6*4aKpg5X>u9hW z!XE=IBv}0HbBc4=xx3s*v+_-|jRM^!nN)8g3=9{7-*ee|keV5N^%F>ASzS)aO zvV&|pfZCv?4*oPhkj9uUk4@onzYREuG#F#7{Gh%ljWLxcs4A_S4L}8{dkuX3*Nv7%8!HcW{gR52bzVn4q z_IMblDE9kaM+1|Z`Nv1OX=L6%prT@DcK2D-h7ILUo+{9qXm8?VAK9dX&mj#W!N$Li zxliN#?$51U6~VCI>``uL!rN6p()Rn%pr5i865Y{k{25y^qNTE&R6O1}cHW&fUellk z(RSG%-IBG9zu<;u>G<@0k5pD|8pNrYf1cKfXjM+Ne8Qru@V%8~NMpc{dal5-Q(88d$;3O93V$TAr?Ve#;(`;;uUye;Cl8;?(!_Cx!P$ z>1YrOc0Sfek~aI_&x)I~Gwz`_pqcnXrH?T?I11c@cD~O zJM|o;fk_>_zSRU8W1==Dw3ca;Umy+Rir+^lK~d`awxsJx7Is_Rmu_hMXtE%6Td&na z^EhpQ{*mDo!l2uP-_EphL;dPDP;91N(a|7PTKEgmY^3e+#@H}f+q~EAwDE#e^T^xw z7LHa_|7`XKY2dpKeod_<#r*H>&l<}n&Gi;(&{7A#-B5@o1~xVF#c6qRx3e)Lt~#xN?$-4^(!hE7)9X_d38{Q{D$Wv%#v=?y zW&@wyw;^{Ml-JZmPL;29G%$jR&ySAKSlZ3&`X6UQF%))wKy5gd8rjVYFY30cd3!4= zy$$?`G)Qj3hSVT3X{pL(6n7=8pO6OqCVbVWy`k#ik>ax4(w{mSv{d+hxIPUrf%cq* zWOs}BjM|{3CO#k6$~Sy^-QG1QpcTe_K^nBw#w$oQB`e(Cyh|~IuAYE2a9*Jn;5|wq znSYkbEB9NPuSkQI8u&V93r%UJeTi1A6)x&%5cEb~s3MH4U|L{{kZ+{V{^mxTP-E;l zrQW8Sv-`*`ZTuZ+kU|{%R>&P{>60BlTgo)gA4r3in)q2!KAIqn7?fF2F66e31`{OV z?;}t0w?>(>DoVgC|B2er-*_FbOynW{JFiZat-Vp$Vth7@uwZwgu4=HI9dW=O(A-CT6)vFCz+b2*du{)05| z5C?y#`;%hff4-z!Ux+11+`l@zj&gf!45 zoUuidzjfPQue03J1Rh9(SPS+24*EXb|-#zSn!3rf(UxK2_Wh9-kPs zf%lqusU~forf#>tioamiNrE)+5aH@YDA7KfWBufQ^Gu2~=r~pux<+%9pz3sikG>A_Vq*>_?z%E?oi4hGpqfHUuNOL$d(pqkVE(Z zPh(mbZ3${A87I}&sq?PX_#a*xw>5&Ew zBGkq7AqPp_c5pVirQR8k1`cB3IYotz1!LCgzVZ=0#1>sncN%C!2Kkp>Ml^Q#EJy=wF8(g=3DGLP4^1L#yJet3znOVH(n>CPub!7k*0#V4wSl_{H_N)xXqtXt zzNNZ0bda`Lkp`nFznc1+hM16?sWa&??6y4F5C%hxlkXv|qDVMDHm%~i)k6afBEiNF zb-$4jqAOIGC3oAJ?5GWmz@4`x4SzE?B~v&^w;V`=d}OkijQ2mY&|)Fk`rdt#8p*Gmc6aG_{fPy|lnm>v$#y3CGz@|=qWito) z+q6py6UqJNSpaF^Z+1Qv^rToA5LsZqOuK5JVJz^ahl8{oJ-E8CY=zkc-D%^?$=Ni> z41ZtGrE9}v*`g5AKpX#U)KSXgspgkf+y={D7-5jd9lQkSPwKWeQDO17a8cSl0}b4b z7hD)ek?=EzJ^leaUjJNH1f@Y-*^Rla7g->n<&s8vpJ8tEFN!Si4q>j@Wp49WJ*tqBv@UsIv1ZNJi3jAi>7f zvgh_Hfi#GC2OpWWBer~ViZqb5nM)!K`pv~_+MOY1%T;;wMp@ez0}cAk#W$h7DT@c6 z$*5T7?kk1bz}tl1t~RCIHt+L`X}UHHgrTL82L8rxTWN3UL$kM3{57L;8H7Pp36;0* z(nZ&Zl26j=M!>N0D2p_35O%A&KZVuM+Ybio&BU-eVPHWsoqTdsfx@csh!pW<1+mj6 zm{1wG2QU7Tg*HJ_B|P&|Zzf9fH6si<&B?E5w;~f13CMUsZm6fl4b8&mZ2{!DMa%tE zZ1-F<(7);X8q9ZvO34q2c4WhWG;&Mh+|u|Dh6YiLZcP+DQ`WZHf!e@%O}xT%Fb$+# z{_f8y(*m4GgMrk>uMhO2EtN{?PhF8)THJ*+u&I+Dc(^D`Z;fc%Po}*!(4eKlrduJ} zfL@q(Yk#?=+snDpCM-)WG+yPYnWK-aEwnt+FdgyDqc*g@S}>+$i&Wm;GzH#A|D z+l;im8<8uEe5g>fvKyL($HFzTg5RF#ma?`KRgeZzZ{`P#?D)6qp0tmJbaz(y^Xz*22pR}j{;_pzf}yHoKM!~RSjw2 zZ^B0EW*Qf67ka2z&)+f7AcvTF{fq$exAHSfC`ywq^+9crLrnak$2ZF4HI{75CAZYS zI?}*HTzssrLfYm`IpvhCP_PElAhLvCP}QSZ>d29|7R%b68)z^B3Nwc|YH7|UuNB8m z5j9a8wv=b`o8%$IDs5@5XC#~=^{$09hy{K+tkuW!no`2U zio1PZ-O*fpGfF$zF^4TzY+UTGgWA9dR=$)>O+mk~aLZ}6YSpW z;DI^}XO>m{+`xqO+G@&fceZt0BGZ!8MH*Pt#^0BBCU1MY%A)w+^;rWAyv@!pzicLx zCcPG`xX?7E9%=&z5lYE;Qk3RcaQVCJZVl@r4Wd-|^G-CaOs`$e`%0!|YJfDzl@`A1 zmW^^{P_FLtWGh4)XkY~=zt4MxTAJCfr&-pvs3B^DezWombgw8B64x80D4W`@5z-(O zZ2U)bcGhGDv~ z32FnI@_Q0?g5^v(t+za->Dd%v5c5u+L6Xs=*XMh0#T)K2&5#Czsc^Nu9|hKe#E&1y z4)W1J0|#;NmlX49y47agn)vs6*loL-qc$)C-w@nJ{*l{~XsK=k%x(i)APoG&&d2$A z6jv{LL~fHCTA?MOgcprOJ~HP4WPm}*#N$=Z&!LT%t}W?pLO z1;xC1>g_@@ZES0#fk}lw#c4n0y>zarNwz|*Hb{e*ckt5fX^FOcMyyrVmb$GQnw?i$ zA4B=*dYw&*KU!UOM>F%liX$tWj7X^1fS%P3wSg6c;y~5OLzafjc;gs(RAyzdEo^eh6(9~ z0S0;8#E<^2kr9?Z42~~ygS5!bC=HAt93+MkEm_CpiduWUySSm5%Cg;5?LB9)F3T3l zBbKEr(qMvQ;oE{?L>qj4`)Rq~zPO`V`4TG=(eAX&5+&322Ds5?;tSp6V`D%5aFftL~7~EN7o9-+B~`=4Xj|}leZ_d+g_r7 zPzs%fp>WC_jbEO-NeylCrLy8O`h*@R4Ra+w+v!OS4cos&@$A|!2x-tzD_@yjrIl%# zROO4wMo8BaX`s!;O&Upob+^z0#g7MW8fXxvWk=m0AfO-8K$w+rf(sv*;o4MrM-f|);=+(9j!cJ4?&xuxd~G)R@gf!$-8Z5@A;^`cChIs~;r zKC(O5m9kVcNgdzh!&8~oa46Ei-JE<2x*}QO+_Z0ZWm=|TNCPVfffY%aH~;Wci)31~ zJDQpAep)FZWiQ_{K&CAmj@lq0S$V(JqGN@ATWYS5X>CU!4f@T>4=Mb}-v*mb_LXUQ zMJ1+?L-7ZW zZljTgDTH4MDL~0`%BC}lSB|B|APt5EJO9^6c^YIIcc1E%`|Z7f23BzK*?mRw-p1XN zm6UVHjxf{)aq8qdNESM7z8~;TG1Lzji!{g~c0RkWLj6|rz}pbHrRByU4f@T&bFcQ3 z&gwst=ay-I3^cH*u<7%Yy!ZFeyt8Fm)Ogf}Ll!>@=t5CHXoYu0*$QJOAPr){#-~Ux zDO)D!-be99x8_8o!FGf2*QlA4$wxe`H$`q~s!2!#53%wMa;@LO*ZEwNX_pK%>^FWF z{WImaP1B1`l4&!-Q5)npVK=n_`P=pfn=bV^qZNV7M&*AtJ;nJ%2r6f z&<)MP`|T37^j494s$Cxg4O_~mz1luaz8SSf>e}$4>-XJ`?*rAJnyHVg&6 z@<>f#y3#va6PY$<4bq^cHePF}CRriV$_Ja}meyR0G-#>I&fcx2rm-|>Q2Fcf+%4rg zq(KTXa}Nn8?=AB!? z=brC6c)L!+ZhK~+L0IuPXh}O4egU1rbQm^t!)BBQV}grcQ7b|X?RM<>G2L^K7PJLv z&}|les2)f8<5V4M{FPa3XxXi9X#5sf5cS&r!(oa!Rp0q z>1C59*oicZE56x2gl6^!J1w3g(@q#@kU*@w1a1qWl_@d%wVcE!>_Tlov+%ok>xfn$ zvuT%Xg*v<4(CmDRCWMmPe=E)h%G%QGK^i1C;b+Fa6j)>DEsP%$(59CSGzcs!|6#@k zYU!+MITRI6XYEC8&~G+=iZzC&AZ2&VamY4pz7J_IFkAUbvOG;ejp^!k zKDn<&ar*a5(I+yk*de5Wzd3m#H&MS096Cl3^{)*y%pv^Ei1xGg(HRmq(Fc0;-mQmG z8%$`-d^2hd`CE8oeMPa0&?86#e-pgdL6P-rN?||QLtIfv0}l}n>~_#_n)boyFgfb~ z7-+B=W#)y?Iuot$!f{u1o8ka?MX-)q(Q$~cw8l- zjnrE93W_UgHw`rKHY+~}pGEoTlWjwKJ?7DO=bu4sn8(?MPfZGh+9`Yw%iY%IEW%*A z<>JpdHRrwmHE;X`8l5-KIi#WU@`3&jO$C$W-=^4Ad1#=4Hao9VHh|9liuxZ3k<-zd z^Qa9{rIQbT*=aEK@6%Ipv#;9)q@fXbU?rzCzG>NyK-mf+906p+47<2L9pXzb|h~8D#qY5sIzxWH*oo z+FbmeU=8wJOD{{ftnIvk2HhsqX<0*qLU`Kc@mn<5(y2F58w@c{UiD=GrSV_eeb&g@ z8s0)0q;V(zqgYv*Y<*h&O>ui5Q#8^b=FNQCP?!2`n|-1pgG3u>*l)Zd=}XeKsm&I} zbC!j--Dnfe!?Yi+K0357K96H4w2eU;cnEhlt?Jp|=Nb0OQJUut!l2t6eAWDdXk+hY zR=huXj z<-6G}XuxXzZ*BZ*U(|N&0cwMOv+=Eq?Gy@oepc!%w{+Y?q(NZW`6RV1wX{ou`HI^m zbsixN`pwR_qY6@B{q*Rqoms)z}*%w7iJH0>}wA9Q) zLE9eh>c7xWwnE{TNQ0INPqDUBOEcv=JyNE+2kzD62Y!OV9UJ5rc_zW-ZM*vk3_Y2dy5%EfGgZ5@3;QFH5?JD8bg zkbD%S^}{Yak=^aUTa*TKHyfV`M$!0}E4eFL?zR!{kOmpV#{aB0n8xPSYg2rXwRyis z8jQ_Weq**dnba%sqTRB#q#uw5c^FB;foPwV<(7@g7{J8EIjWM}96jjU{ zCVxb2kjL$O4c>(E_@={|`pf-R{}a-{3c}yZ?~sRVc$X*szgU>ZGk!)IXyXg|chqgc z$z$WIp&;y*0S40eqPY_(3(T`UlWfriUr-tNuAM(%+eUGfJSgD=x!2l!MH&RDncv{= zOM}9b_04n1+p>ATAq`Tc&FVB>0h>bIcISRT4Y{Qc4K(mJ;qR^5|He~>9k{4#LnEyD zj@lr(@tbq&33fHv(D-!+!n*!&1LN7K5m_|cGVrq8&SF0ih8E?=YriNC#w352OQyYc zM-%>N`kG?&nW;fynYQH@YJ)hi^99yvYU$#M%~#0Y*6%mcprtN;Zas%GWsj~mAILQO zAEZI1wDBNKN!lV)w%IAS^rwLa+N}JTXc$czYDKM?ta}?y-46XlZ7>CK@}hkysiiU1 zI<1zqjrfN&XsL-;)=WSbHFu}2v`C&bcqd4!{?Ch(zx7Q(>yDQ{3oDM-k|jhM#Fg2> z{!Qj2TGcF>x5zd<=Z+?feuF84Y+01~jZB-G2(>{5vGWJDfs`wAHtZQ+L=A(!kq6Qs zSMtHH3(ZlRTPl>HbU|xLmC*t;VNq!Vge~lx0WqX zR&MEI0}ZU;7GK}ORU)2-+1JbFVB_TB)4T*)6eCMVwwX|Jk}ygd~vgLVo(5Zp;2 z{~^W1kGeEWyrHR)1|jd{r;=K=_V+gyb(3k%G)M#Ab@G9JDA6tk9q%a9ei>-!AN<92 zQc9H{>N*tFyAFGzHb}feEfnp_VSk^siY>v>X_1C4<;%6tG(YNSJ*gf2m2&>*`xxc6#ze3s2S9$)nZ{cU;% z)CT<~JcbLVD6Rjf*BLn& z@4aK7VbJpjwc1M-kEtG=W!jR=s10Jl#amj1a>%1rXOhYN)*%bhV3}*;Q^7ryL;m>A zjsMpG+O(h-(lCecT2CHCOPG1LQ`Yv(9nHcc%a{Dk<4DyEa=%4nMQz}3X1+bpllraZ z?WcJx_fC@L=R&4Jo5>iM~oR-JI!x(V52Z9{V+4f@T-=QKlTPtZBCtXc0j98N3eLK^fN zFBeyXCP?khJV_@@OOzX7kV5R--Lyj0=2`b=%CwUP8oHZ}&F&+q+sf6QT~4M=$b;IT z+bn#W_addY+K(!C)4L7B)Hg5EFun0t&D!>Onb845Wm?*NNCS5>^BerFXvpgQa=hY_ z>vaPShb(T>$8@J`NVjo|b#3S%bMvD%umV3Q%0<%dX3f|{HbTn+2m@(O{v+7EM9b1M zZxWf7vmnx7R50`HDD9F@)e~Ndr!4mkG|(nIcDh9F_9Jnw*(KDKxL4{ZG0;=gvP5)A8)Rd zy=_!Uq=C0t`HKE7X)Dw0qialp1PP|nhrV0A6w*MOi~kXF0nw%`JxdECS=M-8Mr9z5cY zVx{}kK!bcF{68>`v~^m4zOt-sgUyXLVH5fcdC2N<6Gq6io_3^xhuHZTGnZ^SX2IR& zx)m_JnH)&NsAqFGt(tsHr#|gA~qR{n)s1v0@`i3 zQ0cQ`n|H7aY2Y7ro9uRzry&O{KF%}EB-w`(h`U8VBt<@r&IDo6uuCSC$?I*rZ6&vsRm3&>R!X%O=czVLWP+RBd}_fKx= z0|O1T+4+uT8Opqlb8(0D6oRp^+8eb&)VsL9Z6goyocr#GtSzt_(!fJpJXaQ@L$PhQ ztQ}-p2_K}vsNmwef(^*ux-H#aRi?c)(4gO3e8d_>QQzgXzv4V*TXob1Q7_Dpw9)kG zqkbJ^D}>fS8e}9B&z2LYr9(4~-KVz{hXq$nq=6N9DU^dWEJTd%r#R>QWq^T$*!led ze+q>+zcMTSUU0Y;N`p|a^DRbC8cav^P39?g+o;+|g9(y@yPI}rw&wHz#n14n*FhRM zh?$?kexihwJa6~Px)Ct2Qurbb9K_5QlZD8n>FU1?kXw4eKm%<~{#qd=_1n3nh0L3*mU`b~J0Z=rt6o;Kw(SzF_}NCR!ckQGSN`{y|iyq0NR^^gYIYq)C6%4GPh+HkHsSowpJcLMp3@9#hBW9m;kiO#npu8nbiTRVQt#$SgBiK- zf5SH9Z|8pQf3LR`11o6@q=7bmvt4_)lX^z=U|HH30}PB{<`)P~&_ZTW;#-Of-;-OS zG{{FL{>zeblzA%zv{h7@t>4NG&EaBC|E5sptr}HBaj>4DHPRsS3ddNtiIyk-ms+|J zFd^M^N3-*TrxRp_5}l(JuNCIEL2Y0KJ3po9NGT-!=MDp9ZEe~j4N{1cFWIh=6*|s2 zs5nf_(++7c3lTQR)6wEICSxr{&_6WLAQVje2HgVE*7|E`d`)f)g|+S7XyY*-M^XA| z+GoWXY_|>wgKo3%tAZ1W7I?tJLk_G`{%&Yy{sWZtl-&l7?~p?_=?4Q1vYT*8tqx_k z-UHsp$h4guQ5$3sds$ZLPq+3s0~_bw_1&Nw@T8gs9ODAinVE2 zSERvo%fhFrJBT(eppxQG=rse}(1huITe9iv`HOexR=~hY8HhA!Dc?*r(Wp@BW$K1z!LrtH<+Y#*#BJ-rG5G!4WwE4ew4P`UiwYPNwPLeU!)nP z4a}rfDZ5=Ba$&gaAYTnMFsXyzL2{5uEB#kdu?xMwA8JFB^3gPoQpoomTNB9Ih6TH! znfR)x2aPe!7A`9#_gmEvq(MS5@w+r9DNM&i-8&=G5{DuU!c@4soRs$Q3IuO!A-D9j zfd(VJ@bitK6!iDA4pQ723h$5FFzET->_tj%X;#f@Be%5v0Hi@ng&VzNDfQNQpH|Ut z83rN^JjCTSNsbLztM?iX ze<3502ENOa+Xo7SBN-1U-d{RKxq-R(6{M}Sj45?%pyKNCPXi6y!_42R`%|}>PnpAI zlO7t4+MwHnztD6dlTJuCFh=h-G{VR+NCOA4a0jVJ>F9plmdRvoK4D0MkazIC`zsU( z#b-61Dr-wN7HN=pUHr&H`%8PF3iTC7ljjXI2zg;jla3}K1$wMkl=PoE4z*#B@_FTN zN|g_~-&6!vqwz?CeiLlkf(EQo`|>N^)MlQ5G?;F=_>-rJL~|Ue`$M-W23CxL23FwD zefLsB*A!~52&_dDQ5rPV%mZr;WpQWi;mKub?Is}&#!~*r2kngFX{_^+>}`3&5eB_x z;@i9{N!tA%1w3VGj}0`C#{Z@Hk^{@`pw1Ptrnz~=D$%S zPPXYE0}Wa#l=s$Z(zGA(P4Q>4sF|n@eAmXG0ga}98};XkVh1{G7Sgca_-0gp@{o&p z^0$>+T64A=noz$>`(N|*yno_<;(@s>X<6nY4O%J; zFn!2*m%Z3I&BwqyZngY+iU>HJ159rCQw1-YgE3y}s^ zuN>icQKgAx+o@J;Fr$;=p8WSx^aZg1h^C8RK(CoZqz)NkANx8_ZZwX=! zsk{Pd5cO8R1?{9bO}ipI{sb0jiB}>G;?(S9WkQOPP5)J`rr2RTZJ>dNnE6nz{r`D$ zhGZq>y@pAvP#d(=#P=GCk%#O|6ZBg4H^0?LLl5EmN6TrDX*B)pD4CXa4botcvGUuW z+AWUoPkqB=+BE|W@|%U9{}xKK(+XVY9& zT*0+(Mj9j}E5ATKhMae0mIjLH+fM@xotGB@97 z-;qOM)K;W{6>R*?WOJh3+4|>-Y=!FE+|V5S{@gX{H@_Y26nkaKw<8T&YU2~GQRHtU zXL(+eTYBC=gO-~3Ve=MR$*isFJw|Tnv>m7orbxnDQ>|8K(AWce<-xhpPNaeN+PQ~l zRk!j_s8maCsn;%~!H^|X`z=8&{hQ-XVp&_Pfd<-Ke2SEYB5T3$b>Z^hynHumgUB-R zO`kbr)3D76R?98zxCd!yQ$EO4q_u9AC&?7Mf`#`Y4VE%ies{}8HXT*J-DufEUKnW5 zZ)RQ-Y%^u@fAwF)7k|MCSL8m_2ASN&k33w|Z}tphBV=v8_ahCgAna+UqUFN8WYu2C zRxlqx8pMK)Pv5lCMRl6>ODfa88fegOc77<6A!XHz_&}-BE zvtGsTkmFE4>=4qR-}roM2}#T9*rXUvs~kocNV9V19YlfktaWNnIZQo{APuAm>&aA< z$lDdV-(T*wGX@$2mW`LbEIPuK3sf=Y=s5KQJbOP z%*NYRsff1m;OqE5s-W|>IpK!Jx1mRpgN!!iQ;hVvPa+H)M5x5ykGkzx^oT@qw>>b> zzz9Me?UB^b)J=CN9AwQY)CS#V;RRL_(R}OpkJ*YN|G?8ogIS23|I;)b_1ng@jqb@N zEpY~E&~G;WxOohX3P&bw@sVk74Kx@P9Q--f9Gc%>4|p3b)3%*OZ8*Q@dAtveF>%kg zR+2~hkaI|bmI^`Nfr9>Ama4tv^kzSgGzfYNKhsS}Gs_LPiVTze?U#WDEp_r!6s^Lh zPsA0)a`MOpH`*NBLk5#gSI#}HIR6`S5ou^s3p@A7NZQKf`cH9Ju*M~%LBE;!d#q5J zA?>YhSDXf)S<28-S_g}0(Jc2%7Em${8JgB4f~nMRRyIxZkq*7nIj!^q-K&+^i0;r+_+ z^>V-Mi9v0+THtZ&L$qw&W-E>=2H$Z*6W*IHqJH~0cV}T)Tg6zULBF~9)%(fRZ|h30 zNw3pz!j<4I(xBh?CQ>s>NY(wDHq&94kd7H(n2`82?fEp+m+|&eJS-Y}52e8XXy-2$ z9#BL7MO0fPYpeAi(x9QjBI_e1OJ}W@jbvJ?`$z*LSoyifa-uD%R#Q>2<&ry^nZLqJ zLBr|IVycI=GviPj4yU}PL0K9Azm0j8U2bW!2S@{(Iyg<+ac>uqE1?{w*&ZSdv|0FT zLND6($&k^a_^;_bcQhwIFVZ%Vif*fXMsDefM{cwU*SDIJza{M0MNy}z^JApJ0O;ap zGJ!PVYWZ)S;?+};CrAVDwey9M_TKb_|A}mJOJBL8Ir#*?I}KSgx*Q)W+jR3&)CPl$ zkdWR{dYhAVqgAH$dxkWKdK16tx`?chWpcho(68W6RIVQ^e_R~Ov zVZp&y^@GXZPQUs!Or{-rf!cs(;`1(8c6-=ucM_n5Z zfK%R}HtaW6z33**1-&ONR+K4h@D^b(7j*KsKt;99kn2$eb!j-9W_*VCf})70Pt3+BrGHt-wLAb|*VOyVf!iZ}fts&VoZ&=dr7F-r5N<7e2ggV9g;sn`N?-nr9@K9IFF`-?PiUSS5k zoM4XjR`$QM^2R>5eA+ zZ6p=hG;H_l_-wfd(nW%;PkKymyQD#Ex>m?N5r@zs~o#&Sg6&y-6y%< zP8(=oQz!oqW(PWE%bNf3XqgtC61Blp(8^bAX~}ypJUOA*daIubX&4K9M`{gCp>sv# zRovCiklGE+&adYrqBq0`Vg?I={u0Na^;HNmJi1Aq(vHN6MiN*j3R65uvVdRzdbh4K%14XCO49Y zOufBLaS*#M9cqKfvhqtSNh!ZI=-yYc0PLO~X^@eGD&#Q~3-c#8QOrY1Wk4Flf}I}{ zC!~HGnq;+NiuB$|{+W=5p}>dw zsx)y(H!>`rOmk&M8mwfTyl|>kzILzwnsYMkw}A%3g0M| zLxFb9{(2~l$I$c(xBV;lZCI8+J?-z*HX4Yv;hXG&CXZN z=Sf=U1p!s$hAztGMw*3Rz1Ip>|BNo7_&0L9+(-j$HeQagEp5zBsWg0%+|vAckOtl6 z;1{IgD7W2co<#9b>8XJRxy``~=)a`N*6ID_6!)|@NLJQdD^9*4nyB9lOJI)z6e38T`|d$+Zrs>J{oA)ZM+0>CwJZ}MDq#FtGG-vxFFIXftdN4NUI4}_iYwMzf~%PG)&_B+^H$0qd$wQ z{n4ElO`5PU(jXo2MNCsN>Ci_Vs_8H^=?Mc2P0AOhZK&Itrb^pTHtB>SC=HC@;x{Ee zk+xO+ex8xF`4&YQXcMBeAZg3FsnZ@=TiRks18oi-3TADA_5S5Pc}aB5K!dn)@ZE9k z?((Sa*A#=o?Bb{mTI%A*b-O6$7jIju*qLo!0%@Sl!jJ35P#(Y4;)LQ^T#k}RgIp<` zDrhgc_teU^PPW2-1{wstaHHuFS>af^8H#(1D@vg@u&KE$yG%NXW(}!!C9}%fI+sQo z1ij!PpU9?PHro7U?=4aWX%MDXen|0&TAFv&oaAzPdu5f>kIZCAQpXC)1ibkp>yb!Z(nbP`~|K+Pt&eZ`oW(gMM@I#lk|;7LhEy zBEQ`=&_J8;Go_s5y+xV^D7F}vl|yY{1qaWTS;*h2Y(13*9*x^ zw4xUR6-WLDtGJP7@gNdz%%>z9|-`Nva_Yrf)Xh(!Jy$c{eRk>{p&O(7@fyd~vG%uf2b+W{Q=}WFOQ9 z1E85-G5JE;?CGAam7TXib)MnC>CzIwVwE!}Z0 zpQ6%fzS>ALwA5y#Y0IqaubX|*QwT=ZV*?Gm*U5LZ6VcX6^s-%wt(CQPP#g4{l~-*k zL<3-#nGM#-{np(VX^qtv_bOv@3nwEp!F1`gunH}C6Fx82-3F}F;k zy>mENhiK$_^6M0JXtf(8TBW=Sf?K zRcj{5w6KOq18p`wzrRKERF8&i0=7Jf}FHI080mVFo{)1Dh> zF#cKj(=+Wq_Z|^f6%+EvR;UegB~M7ZNLy9E@xNt%>)je@pv}qOX8fSBxo46%MfnDE z8>B(%wVK(MR2@ohp;>&Q^?t(?^3_0t^u{a1o+sG47JfB#7zX{mwkQo@e8c?^x!aCO zHLl9jhGFfH2Hj@jV~kb{qTq&&ZDehg+anFS&B@=w4xkh=bj1(F|BpO6APvIQ#7EQG z6!e}yesz_#opwhP*3BEpK>|;&RXkV-_eX8eQlZ}(QNJzeoBV{Vt$s&0G&}zx_jU>e zOV4$R2~x&RNCTTX`5ntUG-Rz$6{dLgd&@w>@sFps)@0LKAIv}WFvU<<&>6LXP5G9k zb{LSWN0V1_x3%tqFvyj{UlF>JNmDiVQq1o2bVV9W8(jP-{2g6xZ{S;Wu^w31&_@QE zA@dq1_irgxK64hmtM?kl{OSOdhN+TYV_Z(%cJJfi@_M(Sw17aQfq(GnQEi%RjX!c@ zgAPM!#k(O4dQB)M6HBy}x%>Iaw72ePHh%ZTM%}iw&%7-<4I8?>J8FY&vqlN0){cJ=hbaLBI<&5BrcsD|8r& zBnK(Duwwj?KhpB{M;eAHKhX^&ZDlPP+v+Vv2YGCuK}-3?zG9Rq|0@;oP&Wd?)(vnY zjn6-{ixQ(2pGYM8N4J3p1J@N6l0ztg)IHfyakrtwAf#ae;a9Cr(1Pg5mxb^2hN2DL z8E7yp3uk|c$#-ABJF9s5uzfIU1DeysHYuBnX4T0~(nx z7b>o}emiD3(r{$vf1SHawEU0nFOap>7~zh_4;8eED8XsdD$Yz(j6@oEua$3(Yp>3d z`OKZ9$2?l$qJai2b@6T4MdTr~mw#65;msI@+Q37cylQGmnm+eU{^76OZ%s!d4O;5t z1AQ`T>55(%H_EiEV~_?dwYb>k_(!tBs)PNg{6DLf8gkV1q3>lZo5tI~_I%0_r; zpuzAbT!PlFYc>lywOOWZ8t+D%gAdKqXfRD*dDKpMkm)l4X^=vM^fs1^a3W+?oUF|} z5ousj6HmSQsHIcCcq*zud@<0#3c^X^7)rf+*Sz+Xwe6jR+937X_yf%AG!?AbvAN<+ z(U5SYflY zeb76gf(}DzX{I9#^0<{B_`9f~75W}(Ak(fGXwXnIuY%NoM$=?XyoSi#HfsiIgSCQ_ zkIiW)=v`S36_A6z`Anoi&ln@ z1KuawC~G^o5VgT<%fxSM2GjmP_1~QpckxCpLK@gq_?z);O5?S6UU?`7md|3OK^hl+ zFRMNB&z{InQE4yf5~P6@Y`p4ZHEQXPC((+xSZ571XsMO&jcd0K3)+eu)bkPM@hMAD z8>A4IjU76Tql9E%JVh~>Hdy9{X5o1}F}3t)xv=B1hh$uiG-#=XSN3>Laa#V)GzBf% zK!Z57^8Ki*j)Jbu2-Fgesz@`?SE#oL#j;!2kpsX#= zR-{4h6@I+hiE_xf>K#wXv_}RS7Af-(Dq{s(9U1W(U&1-|XC`+NIgl*9Vu?`wb`f9}P6n#s}xjByHxU zuzWIX*G_lR*lHmq`Nt)DXGJCLfx8d}Q7WweY&2rMcpF|)mxkG`{BESdh$Z|8>>2gi zs3(z%mCQc_4SG%3ZqRC9pV^sowyf>=9@GXcb@J6hIf~Nv{~b}xx5n>98pb@YR=tX5 zNT~xyDrz|U?n4?xsqia_jx@%+Zn9bN;wkNZq(Q$q_zuBh>bGv4zr}Azq3>Qd&`?`h z#lL4Xohc|A&mDmNu(d zKSJ)ep9UJV)WVCLcAiO?)6VQIcnSFy2$n&EHXWhUoyhPzCGQziv`yR@HmH8af zzzD)<+LLG@r{^m61!LUN?ED|=$;o+N3~(uou;e^y1Lt+{BNWX+LQntgCA*vd1*D;a z@R{IKnn9278@^rdH#BL%i%5f@=lRG^dA#e_H|2B~PPd-9gSq%m6N6}8xjNf{Trw@< z5=w(^vv7CoOOp_<(#1>5?$-M<(qJ@oTG-33QZ)X>9SL71YqMTK8bpGF@7|v!BOKdY z{hU!<77wKK(Qc~m%X6}3Uk3sdON+KAO7m*TqBuxm(zJZ|M11P%%; zj~Vq9|9+@?9cd7zR({R(BZWfeM~Qu9D{cqrZA7Sf>KgiXf%p}z?y zos`~&`884$BaSi9pryi(z`9UNmy`-uTn1Zm8?|9ed7KU;E5rrA>>*phKL%-_&B61zGEuR}`ka~sLn|8pnvUu9*a!Vs(Q5*D| ziO(BOQYODq?z>{sr}tf?LADf*7ADdv>+Pr_iYs}Rdq{&E;wo!0uGuzI)TiBA@U)!Y zz8Yu{^$uP^YBaTU$Y3uNmfjmxld3V6%=S6O|Qe5@B)L^8n?eJUF1~#?u zBi+U1A&C?1S*%+DliTQbNCR!$c{5W(y_*eJIEc@CH!usIG@Pb%Gwba@#Opy9m zzX{Jq3ek)=d*eEa2c1KHBMl~k!gU1gqH7_)i;Dg6N`H_B-s>vsG_GPMlTCk5e-kQu zNW#BJ1Dl%pDn|QJxO3+XMft=N1{#bpcD|yIq^K{GaQP%z+xUNOw7Hz@NOv*$o3&Ze z4>GMzg7i?92K>#;uMO=a4_OhEOff8^Nr*J?5aB1kEosO)@$AY>S=$u@4N|WV^;+$h z+i!vuQ9mn@8*O%eh3+x=TZg-;6cs9(c_0mjEDNt}m6@z?-FuFrWKQ;U+v^)t)gB0T86U(6#^mQgV6%`6QCq)_r zz3@-5Ml?2G92$5~)>bqb(!fE4Vr3RGLW80y6!#ck8)#qzp#Z^X(l+vQ$~U?ZFj;O% z?nax156%(PZx^ETf0nmZ`lUb`^qY;}QqzwA{KEqjMFXrUkp}6_%7flcv$v}Q+bSMC zeK*h`6s-IP!5(tnb>;qxlWlr16>0F^9ah@b%Ly|KqfadVWfXUDI`bt`-`|-u$QJD$=}~FS zKe?fmvm*?WrEn>v0tNld3kejP?TK56*wu-Z_Dqho{GSG00;mh!;G!^Xj zA~^o22)k`!PSget!lU#8O+wxj91$gVn{O_J!F*h(W~co~chiKeiVMA-x!usryh_Cj ziuttrD(ukx1M|@}0}W%IufkK25$5gt`9yB%+&ria9K_CVG^L{qvM*wdVpM3E7ir+T zLK%||v=?&kl}9C6TdsUa0|&A5tMcI#rEAtjD9#n)3^a&RD?fL7LGy-J&#R@Dt*|OT zYJ*U)@P5lkdm*u%{i@5ffC5N^esfvbL;p6^Z%Mg4 zWP4|zfxkI<&}+3}{U1JAqHDu2-BAd&fxq!mj9qAmS)2CGcG*Gt7e*KiF~T;@M{-n&9&Dp=r@*+s*+8s?nxMb zClXt_s0?ZYn+n?v+NH=tJ{|n!mbNR4H0U=oKSD8+wx@IRTVyNbHz5tQ2|pNmM>hS~ zFGEpT+YxAo_M%uA zUbOIPnO4S%G|*->v1)q@sijkzOft#+_R&BC?=|twincUKf4y1uLJFl^_m4=0Tr^_jB9wu}m4TdZm zKV(}^L)Oc%y3OQldD1|GAkipnSrLV*{^yGy$b=Ypfg%Qom(1!0iKUHtV! z2^yP=w967L`$yrbNQ3NV=X)0)$p$t3LK4Wd7X}*Gz{J-vT9giqX`(2Q5b2HDpxcBO zRO?CGonuQCPYiljLmGISi^tVdS}V+)lYgdc1&a^Tz(H)hn40#F&WxW%50FoFy!Rl_bnR(F*FM7xJws5c_=7-ln8hD6syz`K(@N(nA%W}VY z*F+k62%m+VqcH8YtNmV?mb4bqAiD{F9oS1&XnrE8cg-jv3>_?GCPOT){38GR9kCN(aKs%wkp zDfU=h7&_Yx0}BGd!~@|8?c(j|`n{;G44XOM50ycu@qO9CH1?IgJ0`adLusw*A`HAk zxY@p%=BVupclswcG*>;O!NSzUi%Mjpl|t>n;fh=L4-7QWX5lM^S2Vz+F1;oGHZOMD zn);{>G9|xA8cyDk{lyf;8lR+Xvg>?lNtABh&^awQ}EGOb*hnM%zp>Ewr&4nu+g&Y@oRM6>?Sa z*Ggv-q(NL+`K5d9635aNmK?J4{xZ;@--OLi%?jN&_YRj^dZa081DbHRZ!9eoUfRYg zhWXLWkOt0c<=0gX(vT3-+gnj#ta@{#L0}30eK6BxtKGpYN#vHMXn{1CY+3m;*sWv* zSHj%AWGh@S(4gNe{0dS|vO=beK~XYodP~#>G<#Wg&8HsGjzrZ~L{^hl?r6NFp0srl zv*V!RF_u?rq`@$6=7-HKD6;ZwzMNfdX{><;ImE@cdFzq3sW}RKlx@1KjT>#klQ?aM zv5v>&@A}jYQ*Xz%NP`^0Z{5!!=PkUcT8KV#Ls;Q<2m|NkcV=6Y?-rhTFn&85hreeA z82GNRym~?T=u(k^P32yTXphn$9|=WHwKpCqDm&-t7R844>VPzedA^!YKr_^lueJor z(oFscgFp~|YEy+~4KJoQkH4Xf-S*i)0~MYG|L~$rbmH`~nb$4dqX2 z?@=T?SyW<>90}HcAa*%H@=ysZY$ajnJC*}UN@8m zX;)a|J|=Bphc7Emb6a&s8fxS7=Yy1XJO29;zaGMt=IVho@DCF|5KBO-(&oM!^2;rK zV4%U?fQ|q4Hj?`7`lRt;GHrDbYJ+|g-o|Jzv1YF?Ws_+EJ&^{!E1VN;r+({tv&vXG z=8N}28ulAMb!tTUD9gb1ik7}J&>$ZP`xe=0#cWQ}yNBG;?Y&VOEdGS|a5-tRwI<`? zEix^%j~klP%wBfABW=Dbip-Y#&Dqxt&B2c)hmuYA?X7W4*7nChL!0ut4UK6nS@vH@ zHJKLG54FLFC6r8!pj>&aa}~vD-I!pcfi?>-#UDViQ1rmIO>#!68G8@}ls%9=v|5+IhPpP~@5we0X<$G< zgC99f(FW%I?XSzUrGwlk6aLwiooI8v^@^{pg6`oz*bR-BR>?rKqmEV6Ipv5iFa%-X z9xi@sD=A5vP;y|HZUS_+=LQ;#elDJkI+J^Ntn6D^?zYIGs14l1#_w6>qzTQE#dGiI zs}9uGdl=GSLSyEYGkj=F=$85VTUncFIMSfsgrk#fG%`Qf_%uFKqDem+XwYx`D0dIR zJVs86KRQ9!?hz;rVEhiL_FJshUX9}a|AoCaXe7d5&S2*Ef+th@$P#&Gn(QAHMj;J) z&CJ8fMzrX&YrSO~Bp8h}2vQfnzIcdcZY#1}nk>_f8)(pN4jxy}XhbNIedq)^uEvc) zZ7?F(`5LAx`EK~$w2B+hzF|lM-xVr^1XD{JHQhQ$ZmH*3q(Mt<{9IUjk-uT{P{r-E zs|FgRT@%0S?L#fCxNXH|*+b@xLv7GfGq2d7E$6eHo|#f^Y0L3Q18u?j%MdA4WKwRC;9zH*0yRQYJ)g6@wWvv$a`x{YNmKa zA211N;Js#^kWA!nPnK=DAZsfgjx_K$3%?m4Rru&IO3Do;~OdwuEO zLypsJlTjPAR2XCS(9G>*^tUpyzxAJjG}w%C^6kYfGzqykK5CrYZ?36GgZyUWC+czJ zy`RQbIwWiRW1vC5+4%9vVruD`bOUS4w5VyQ4O_~$W!FXiwyc$C9g8hiylYN5(+$ne_bwtRPDj?t9e;lV$J0v&8pNrY z-$d9>4qHPAqtP{~L8jYRDF3+H5iTQV25!OYUkPpxNC4oTcUP_Z)g zpNBNaAy)n;;~`|zz+okp$W|ygA8BAy;SlQ!O$Ku}x$;e>Ju}e23c|s44%#(NHe%9p znYM8OYJ+|gs;>r+wo92TcG;#q7a|Q}!NIeo_EW-gu8114P0K7o8e}9Ff8)P`GE(P^ zQ6*&BCj$*L5`R40iK0HB$%5~4zwKF!+MuN-UUTv`dC1z$-irC#;3Y@{53%u8mR8Nc zf5DJMvbKs#kp>=O;j@~Cw4>d)>GKmZEx|IR!OokVpA>nLhr}IQq^EKoVg_kDKIDSp$Uo;Aq=7akpA8P7ed8JhjyBL+ic9A>0}Z^F|1aYLh3TD9 zy%pD%SFS~A5T?Ta@cbx+^qsq~vu;w{-RiOqY0yx1NW*^P9-`&?4O%MvBvsp}Y5OU=;%VqPcQm_$`CCq+?eRU9Q|`B^Tit2n+hr+e!0Lao*-E+J z8g4@xq;Wg1o$-ulKBK0@U!TKR$h;kC5Lsqk%wP-I^vT`oCFPdJ7-(Qq;TgpQ($;;M z*G;{pn0OcOaHEZf=?6+7$Ft=wBui_*(+$kUXZKn~iAxO<{*-C?cOebND;vKksO>VY z8hb^tL-52vgKl&1^!A6k&2Pk5#X4sFZqx=Q6;^CXDd7-%TkfF^_%hdhVCFZ{CzagAR)0!U?+(6bMw`5va+4~P#Lf+e7#ni z28Eb^!xdGp2kb{03<_pDs}ZTy9$1t;Yy5l$1EKr@q=A3%%PQI*0C7n91}(L_*sq2BX>%*CZ#%_PmS#th2BF~KTZ|FZZ;8itij%F7?HJO)-%Px~ z>2{)dKF_XL(BE}S<6GL7$lv;UzgH9nT7De0fxp@LVd5W(EWgZtJM@-fI_i7^X<$<} z8=p$^z?=c~6sN<5P9h8Dfx-iz@036`CRnd13;Wza1OG7dA5wg!UR(KkjN+bgvI}u;BEZGL)#rMTj%*MdFS4I24OH-3GdV=kwJGYw0p}T z|II)H*L84hZ7AeVpZxP$*1`BW}f3@R9JJ6%gE>l#Y%6u7VFvM8+ zy^Eb>)71ACEAEutHqgMPCcaR(PW?70;AAG*3X86wHV9J-ADW9$oG!21NwJ65{wmVI z3c{}2ZK93vTo5d4D{##X&CYK`&Zi+}Yv}>;=T4ZAo*8K1z5K>~c5;xy2k+mJgMQ<6 zlm-rB`%6O?akvi~?(;Z)i)o+sfWV8U_|GxAlP1+w4o8iY3u! z0}axf@IFa9cDh!zbgbOcJ-1LBj4>8I2l+#x;L*F0Vyk^{G}0gxtQI~tlY^Wp@g)Ab zH#$hg+eiZ|@I77^O}4`Gx4I@bG(il)Ag=6uC3%G+A!U;717zB90}bNJ&Tqe5B6q8> zFQ}sIAmi?!HfX4mZ-dMtcYC;{hNAvaomixSyV=cbO*DkIK7U{H`6{>6^DfdLuuOc% zct2@7TjlvhnReAc18u??)=AR#cR=8Oa=*>K=SG{5D^t^`koaF##i-EYKcwNP!2fxx z6{m0RwOUc$G{=26G~whrI|bIky9s;B{dV6#gP<37F0?w;ANRM*A=6gIxzXn2cu`mtHzAw?e|4N{1SFaNZM6hS9SDNdbU8EBB+Y`j9` z5Q@`gn--OlTe|rXYJ)g+@S8aWsNXzi&QQ!O`#we*^qX+j96^zFec-CuaxB=MAPpi* z*seTIv^MzyhRH4c;g06uuRLB-OBa0oP*J8Ge2UtjrFK5lTZq>G;QVJYZNxJ-G~q(; z8uGV8S=0QGY2MF~hW^GM#5JI8nqzxDDr&YTdEtg;=UYfxb&8y)JExPkY0emE;Jq$> zMt_G|dhUVO2Dzn^Ub@j{=I=62P)oyuCLWS$bzixmx%i}}B++KyOs}~8lJ2z|nvK_N z$VyYBMt`~}s#;w)&>&ly%ChQA$7n|GTO@g~+|s#kP#eq~ELL_%(Uc;q(x&j?GOguX zq(Pio`8?!2^;@-JXZOlcpYt8kzqW6} z@<9$og$l;V`J(MNjm}dJB@fbDira!mzM?kpH)ewn zii9>tpN!R6xQ8_I8?ta)knhucph#$WGD~}zR_!~|K$$T9jid3eb?nT+GA-#3q`_!v z6adT_RPt*qfA>?tba^mV??G<;v8~#EX z#Jq){?o^?<;Jz7m3(GCd{2OU7np*f91FhV}hjL97RrX>GG-#>t=a|-%k8WDhoRV$2 z7NCSU!au3le;2!xnOyO?@{vi#t2_wBf#lk=5_Oh}S zo*HPN&CF|LX@4@FFlVh|!+m3d4Dja|u&JG23Q0pPJ(?;|aUjzxA=03wHhu*uD_!)t zzR*Kabi|YhY2dvsUiZ2Wt=YcTiikg(#EkUWK!dT_#dD>$k{R=A%@WxPdp%Gau4MS^ z?Hkd&H#AMF`x|c53{8wQuqi)dD@d@agNrIISXN4cFpy^D8xFA)rUzGjoG%|#But7l z2vaM6kTr~kg>r|E4w1Xl`)*U5EL=0dzz8-jEejc8Ol!X(@+@_3 zN|XjhaPYT;k0~FS!)qvNwzo)yH1J)a4sjzIu{<*z<TV&eTYQm=}Kg=OEhq?2Y2z zB4ffG5%*S33EhLuXP; zFWnrSOzyYhX^{r~X6FSjUX%0sJ#SP*Zz<-Zw+0%tl%Iram8i;$F4{_mVYh8fhtkk_ zdEzZdleg7XUnoxLgVQ4oq?!1`jDBQN&jssR>)NoP_6$e^ZG7K&EUgso|IDEHuljcb z3@mEmv#miiUIo4!bUbuRYp@0qnG_ljA=(jyBb zv+zt>h*oB2q#B~=IZ`eI(jb#s`F(&Gl5I}KAs_T{qIq~`L>kJ*|0K0tiq-puevxTs z3^Y)vo&T-b$VVrv8K$`9I60FW+3frzx;M>RHB-;(y0PI%>-ZuK=FP$z*8b7%QAEsK zJleyr^&KK8E7zX4t|DF+ckBbD&Ih+&CPkf zf2K?njS9>!rHGWxvLX%BJg-shWN*or|F>6`En7CELB%W7f$OM#jyeBS(P-#_JDQE3 zyvRwV+uEqnp0f3>@I%?q=Xn&@-aOjxlXizZ(k|KE(45>)vr*MhzkD}`Oe>rNX=rae zUp*%4wVdC5K&HKQN3-!$jNPaPnOftv;-LJNoG2UAAQrxgr`?TNcf418>4u&)AQ#fm zdikC3kCd5RYf3DWN9xFpG|0@t-=8P>g0uV%#VOZc1{(N+g&%F-N?O>F^=-6lZwK?B zY@kyiFI>_pnkCWkD`l8WN9IKujFc~rZy+~KIi$%BS+olI5C&<%%v;f-;o<0!oS zecb4x{AaqTFv~@crvTR=rG@Lgc$RjB9hBjNCNT%%$K-nPl3X6gc z?LQ`C`-QSjgH1@oB*V8&$I{P2uer??kGhpMBMs(FIE7nYv$vhY<1c1lAWvvP8q6F2 zTX;lH-}2L}_&tAwoixC}vG~^YFVaC8pV0UpQ%ucaR+J28&BPzKxJj|n*}0wKN$=`5 zq=7~){ASlcvbKvoEQ$r~RCc7ntU3A9EDK4aTTbk&q1y*e+f@S%q8tCsO+vwKO|L1h zbQn(CYzK-4IuN?{X+2DyUF>{NrZsgU4F>AqsX3e+VMDjKHDtHS=0X~%)W-LkOVK}8 zp?oD2d-M+sG;jnPf9TqS%7zqOHb2ovib_~s0%e0_%75sqP(`!iLyGkBKsyB@403|d z@M$8&-GYIW6|1}jOS+-ic=tJN*)2tjjIsJa(Li1sXkZ{#p07%gUs=lJh~G#=+U8Oy z8%&#%uRzx&mG-(`=AS%o{YoPZRmz)=^r8sTd-@g!Mxe|v5QtTZ)1jZ zQmo=tD33J5ys`eg+Qs+K#4`frc}r3OX@*LWb%{(&7BVw%uHxmza|RlW)Xalr9A!Vh zmJPyWEljP5vO##W^X3_OwdIEDOXGiv&==}eLK=9za8LRIS;+d14_C^vrLT-Mv=IKI zo0^VYWc)YpkX%9EGSI+!o%~i&G8$?38)xFXB;!aIS3%iuq`XRfPo6dCOtI9mg|w}T zG?2~8TXC!;>n##fcbq(Ld8;7}tk=nJ|1GAJ)$#dyMGSdvpkd15v9~DATaDhYlE|{H ztB$h4yt#Nfoj}%mp~k}?dER=~KpI%D@K|t4S{59bcAMfzuc;=|Knpg06nZV?g$LV9 zDE{fc7-*mcGf(x}U(w-mOZLmwyQdb)1|zleLqpT4sCf|+t=PH_t?h>9;>XH9lfA7Q zkUO`o1uPuO)@eB6AB!m>^mn>2(7Q%+16f2FXOSwQMkDhD@8+5M=|MI(e73Ba{|S{|z3en;VAS z=8cdBX~D)_;Q-0j_WB6LO^@u2kp}Z7^i=9jsXpDHrHV61kKEB5{5*P2@`Wyi!ZOJ7 zwyFur2J>d-*J^*0y|t)x#7CaDu1%2!;myjABRnK6jA{A2mrV0-hBVNEP&img3&lG1 zIV00P7-%q37e9F6OU2-a#A*M?^R}Zo$_6EpuvnIc3Wv2@vM6?&2e&{P%$tkf5Pd}H zG^o%ZMZp!=5^3P|4t{o7>;5^oP0rVHwESzJffh`B8QPn)@OA7W#XIdsTA^&91t&jO zwvl8zXz8ywyF8{f(m*zwnVqZF-jILf-}{!V(<*I{29eyt?`8}pS_AJzmvwu?l$E@# zI~qIwS(w~(=dE{3WzjAgU@&cFepF%;WU4S>FrQ7FkTZsR(6I4>WEIIsNNd1 zM;c6yEVYgy=D`N+wVFF~+mY(e6*U`F)6DH9H7}$r<2e$zY^!yS_Vp$1` zI-+PmbMfEsI+Xu@K0n%3w-3xQtvewN^B-Rfi6+@nhIg1O({gu48YscS7xIdcY`I$o z*4AlgyRilu$i}ZDk0Fibezl>YJZ)>cplD!iE^Z&uL0ypso*?{%zolvO z{lzww{q~six_&qXJpQHfApMy_E9njX`lpNY!xOQwB5FFjXcme0}R~C z$sHkx63p5*Zxt!wXipRkiY*gAc=3fay1U(D#Y<;ndLa!o%3&X=a{K4FstCJPdm{`M z1%*~+ooR_N#4~RRdD>F+aYGZ{#hOAjLyHFAQp=8T*+7GV+W1-YM)aFI&!>I^S+<#d zQ8uV&gnNmDNw&6&Pgas;YupcMAe)st=|oC?doIpPq|1i3o4G&Iz^{0_RP8~8^=FT4 z(P8MMF$Ne|o0%6NiOAYE{JWqi#v=xxXb_F8Jj-_`bNgK{#8Y=tl&!-+q=9Tso)X?u z-0eDPd@6aQ`34~kU7i^r4K%DOdCSQblw&-W_RAyF=8QzyFvsxsGy}*L_SK&ET~=wcQAmSn6OKp4QhhYN zV&M-u4bK{98;vwH5aU_n%w)Rhub*nEvvAh#8CYn#d^0AL!qL?vTUCwE#-L=NQ77*h zFpy{->v}4d+B=SQN8=07Cn+=EKQnTe94ZTpLmFge6JNJTL$dYAKSA*v?@I#>Mrz}0 zQAsHr(c?m|Wi4zBL)jo43GYSaA=<1CFILF3KI7fd?ChPsujHj)?5{q`G|L2}!APxq zn=_35nIB{-bzb(XZw4CJo6rxl5Up&roR~rJgSBrW$_8HQ;`dgY()!~2)rl4VrJB(NTXr(SVA@Q4AN)Tux5cBfDq6WFn&O7$+i48*P@AaLPb~ zaAfCIs`k*c2W&RIx<6k`csO_eGTtx18kiZioM+|qcTtpAACp~p_hhUZ*9lXGVSO>lns2r%6%aN zd3~+dWoFA-7`w;~O?bAeG8Hwqsyuig%T{$U(!hEhJURQ57F-p~p)xIHIMPrHyhN%+ z7P4%EpJLJHih%|eBE*o{q|-!+hToKBo3#XG1D!hg*@gm?Wv&d})Jdi_S&B5sGA4e4 z&WmW48DF#MH2f>d8sUb<-Si|4G^FnmMd5JY0E2B-&cvk>e&3Bt*{SYDaa$^-G6x%Cdbo(7+Rf^GxZ;c!OGYTqV=?tw!0vc&+@nN<$jy(tmIA%e2rn zNW+oxc%(J%s~413afqYrTBJcdGV!ydJ1HxiUFuUvH(tzGiPj+vvVx6YR?kPWeOx$b zhDs&xotk*PRhg`J{KF?*)Djku4mB~raZ08w+Jv%!^}6^^y>{9- z|E`Ml(?N*cx{$zy4ML}dC^*Y{Bw8ZSO4QXH@c7E^7OdFliWiCX@BQ3Vw4b927o_3L+ z7Oa!3uT1-Bpn)$4PtFC9y_G!sZ;m`~J9eOKpamNrX>+oWho09;$g&OEi8QbfD{ny8 zjkGY$`mC%>bL~PJYJs2V%|#=)0^Fj); z5U(}UJIb_Cdys}B(gv+ue+lMr;HwXWp z987-;9rgw&w&^bzXjpLZlhEJE-aO-qeV0c%Z9mEe_U7W}IJ9UvW%R+_@<-_UFE#pC?fxTJz!Nb8+s3xl9rMNe8+dzYPGxL?fJ>&~ZmS<5k5Dq`& zMm87U_J2#X21iaD)w2x#d$c`_G_VkU5PCbonkRpENLFdyBM5_ObMg`?f=Z;M^OoL{ zX)g>ka8ny!sQE)GZP>h9Nm->Ej=GUeSoTRpZdx||gCR1l_c5e_xe53DV`zCcY>rP8 zeWa)a^Kqo1E3lTS=g8;Z&ozT;%QU}>NQ0u+#1AAar)0Xk?NM*p z+#VWeAe)`P_)?$dEp+Ri!n$mz(v_D`HkdcQ{uxTP`}4ruZaNHYxASF$L473r740L@ z!pHVh7)YTjNCVN#{Qplo9UL^>SFu9y#y|seGxO6ly=V<7@v@J1WF>6Ain4*13eEBM zQTj{%xP;;mfB$PpgY;+T+txYYbM~%~?JdI{q=8P&yiDyx`R`AS zHHz0EZyRWk|6F|k`UxGUInzE<{N6eS%kaA>8(0XB<00hqt=hIKASmJ;hBMEm^PN_JCV70WKUIDrmek?vVpk?T~41; z-B7BOq4FOY|kBcvMEOYvmXM*|ET!NE5= z*HIWRcR8mbxb1j^q5;jsd+oKPWO{6RSUP#u20um`CR29M$B$GnZPbnU`vn-qT~81O z#wK)?s6ie-{$|a~x@bs?Gtj`}E&MsF&Sbg^*8WT_8{3hmD4W4_*?ELploRr0s#Q;x zZOk*ILG}}Ft7|Ka=|gK2l4(_9kp_++G*~H4vfV8fP)nvIe~vV;UExU68VX03_=|ftWzp(EFS+;2}P&Uwlo#zBUl5I$Ws-0z>)_;jK7^#Wpgz=P1?ZNF7 zHAu!+NP}D|wCgNF|KOL}%qT3&cE>=2aAf9dG+OiEF=M9A*4Jpz7nZz6*}&eM{K>?Q zv>NqwN#~KWY#rVp4YXk5O)RHUcw4>szD1@Lc#AX$NDjV=H;636mgG_!nfBU11KEVt zhHpf(dR?%}w9W5OHt;M9Z_90=g!L~)YQ=4e{_ow;to*wAL9*WE!-go1MLIqp4Xjsa zT|1Aou(bJ7#dY;x1{!LC-+3xaWy9*esT8*<4t_-0z!#kS%=ay_-uwkhr<1iX@)Ob^ zlAHKGmM6uxK4ZHllp|85&q#xL6aE#nhf*5{?v9ZoQqnI-L(k$5cLkHZjTx9yah&v= zfri%0SB;BOKK;F=)iYVPDPK`G$fq{m9j^w_o_JU5BhOpiZ*FM9-{dsX!jNjkn#(#( z_Z?|4ZzjHb{gUdfxCwXd`be>OyJ?_-PWe@!pQO?hzrrrbqRsz-qM^C*QqYGsh$}Sg ztO!Uge)Ak$X=M%lpJ>_P~kk={CYQ1Sj$k3UF*kve#1wv`ktSKZjAxam54`sRG&A3@3n!hHJ$L(!OiPdeX`oXVUz_bh!Ln{trG4^9 zPZ($rES-Ft;wow3!30;l*W;a*@d;5j&?);f%}k}>rtMGO$>Xe^2w9N+OnjVL8{8+o zO^R7d<%u+$HNFv$m3%%X!y(1rf{Bv*3Pwg z)g_9)lZ}%g4P+DgP7WncxHA010$B@Lk|GW4!^}JIY$jT|=yQskBoyuXt3YiZ{~0Lii4f*2QwJbU||N73=G%Ao3e$Hi&pMY`?RcsHW`ryE^6b~L(9{wg-!2amq(gA6Vfmk@w;7~ zG}0Xd>m`?Ei#5sj011>})V%z?6@XYtz)vncruj!K$Vjv=*k zA`N`O;jkMotZThJd|xe7bY1qzg*1pE7G73k{QCO+=Z>t2tmDy{M$4N4Hc4iZ7;_B3}x#UcJ2c@YNYX6EMBmBQQp zpOJ-h13}TA8fc(WzGi%hV7ad4_^pop}}y~HSrM^S~k%$I51^CJ!7k)1b{ z2&Z`TCV9IpIt>R}v;fk;6LnR0f$gs1VXXHlg3sar(a+c>Uy3ndT~tG>}a=etV8&yXMn8{(v?r z;g5j^F3;OnexulyGu4f*x@cHy9V&vNL8J^Y#-h9=*pTYJr{y)-;r_^iNwe{Noph9~ z8oW5JSZF9$6lsvHOnkk#C@p*zcwbs^ugkL-(ja=+d94*e3jIF+@Ce=E(b!HKXrNFF zf19NN>7dK0LME9usW{38UM1Yx$w@vMb>ih`nN}wNX%KZC{MJq~%2sK=<=Lp)2aeRo zgfxgo!gGmm5#%4Z@p=?*YuB#O&x&S8=a-hzn_um~H&fRzGsA zm>HSk!y6iJUfd8Ge66#Z2{Cs?@~M*TDcU`V5BZy&=ezc3s~YiSsrP!(nv#d z<8GQqTRZxYSh3H1!9c?}&X?Q@(*oYrWe2{>e;w1yxRK4pYw?v-Y{gs-k3Z~&=GLez z(m*yYnuS!lJ?MK5S*5<^5C$qW@r&=x>8E2)if*f9T8x1PqS+j5nJkP9WQDKa9@!Nl z%A;&(AiUVp3Z!T0Pbqdg+E;Kxv+=f$eaYuL{rKBhH#by5zKTdgpJ)G(^~l=F{`eIo zPup_?45rP+PiLQ}Fn*(#?;3g9)>lH&ASu`#EFNiH_D(!G?5Eo<4zy=wq(KDXt$egb zE$t(-FVSI`6HHay!0i0VKka$&1wO-O%hUGFKm(Vz@q*?GW#(d=OU{*P`>LXBP&GLD z;?Xvu?ax}~sZ1MI%^i(jmaI(HmaRx)#SVD+>PQ1Gby?Z3!aLH!wSwp3^A&0#Ne!fd zN*!Da`>7mH8L)DTtkbgw8kFP0Ro`i}2vW!YRQ&%H$~Lto$_D>e!ol&JluSMD6|%`% zs8quBD2lg$hDd{vT6yb?UL;$a=={TF**+U+C>vj+iJusgeg#N7 zs_79ut);Am;KoRU7~2+fd;YH$zMHcLi09yYzf7~Y2%xrY%p(5URd5GU-MvmQpC3?0}W!Y@R0Fb8fmxmPp-%#o!b&+ z0}FBS3;s#S7pfc|s<4n|t&j%3Ae^H~NETA%b-IGGh4{5b8d!+1O!J*e%VJ6AC6!0| z$UsBcxb==E&w982@^qQDvJJ`x^Cq+^3nraz+1|K}Jkl<0kp?<-@`XIjPou{~C@QWZ z?U06k$}81ERQAR!J*c3)cSp1FbEJDI*FUW~LE%~3+oNod>+O6CHX&K>zsKDg$XXcG z0coHG8>e-rimU3Fb&72#S4X6Q*9+$%Gm-WF>9j)8Q#Z~)1M3x@OPo&j*3aj+qAlss zPAD6U)XZD8jG+uz{h)6<+1|!>MjB>7etPaP#kYt#1-HvusMZB(5POArTTM0jp3iq? z%Ce>GiZqxv8(&)4Mi%ldV{H6L@u%&Ifd)F|)28*@`s!6*acpZ=H#efW_~FU~B-)1^ z*N(~4*0?*;K&3*@tpbz)cW(b!M5bl#fizHpaL{-jsr1pdi3{XE=NNZ13*Sq$QTZ0x ztf-evTM~q_Vfn__-o{Wsx*qW6uWTS~dm;_On}h$JzNeH`E4XI-{tg;Q-d;!pSK#@t z4h^*3-0Z=!5@HQ77^saO%t=Qot+r^gVx@O&Zxjtx%1;Tdr06zoLE5nkTS5|&$XCnoWR|6f#bGHf)AB;3`c?*AX$Cm;~+wcP8pM zlREhS+FYXjuG46YK5OU+G45z~zOCMiQt6Yec}B~$rT?L95RHV^JNqes{0yxge{l+B zYai-{X5lNAXUN)`d@ilnVaqoRX<)l9zR&rQe121<>WgJhcwwM{&)YdIBhe;4ys2nT zv0*sM1~kFm!pTeje2cy#YoYfDq`^pq#}#hV^|fRR=EXNB#4v6ii8P43e3N1tiFP`) zdv95^F9sNj#(NXCq-o2N@KZxs3A;z3XfSQUIpZL5g&|YwDy|lUj7AzbmhgiWLdIKb z>x>n$Y-PqE4P3#*w*s*6OEe^UtQlrlK}5pHya>joO61%9CE2o=26Tw7bot}t%`iU#W-!dgQ<$}vx3rXH1P z%_kxaL=zhMtRp2XJyuF_{MK(0(m_jDjV-x0}X07JFlR(QFxno_t<~(NViTy*&w_LjT3uPAkUWaa0XpAbcF%akp_XB z-+G@#1~NL&^J=naju{981F_mzhe)k+M(NXuR>?~EWuSpd&HS)c2rUWLt6xU(_|$=! zC>ul&C*MHvp&!#hO3j;##?Wm8=BK*Jmwls@n~oL&5GSWpZN%bcqEh!S_`%7gHkBoVY_LdK~}KwQ)Moa zZRY**4Q0ogzrc-bW}dNnlAFHD`Z<|QYq1b%U?3J7YoVqc*F5Lp)loK(?2C{Fj%Bj4 z11m=;x_zmkdZ_5JfdLX_tdEO2!N7;a8<(sBcXrx;oH0dKd)`%5I!{Uu^6a|xobl&;9n5>10 zE0G2kBHUU1M$1wD%bF|x|B|jk8kRJ?c>7JV6+PhhRF@51;hcd67Q!3StR!>uFHu_2 z-ez(niUu$nH@A#5(5HpI#8>yY8dYaC(qN$Mbku4ZX4$BuDfMAu(crxXS)c;pIf@%Z zJG{8@ewh~Kj^^SIA!Maln_1HmCDZ1vMcH81gdO^aa0DmcN8Cbb zKDJYAdf5^D)*}sy1{2>V8cD&;%DkO7pYwZ!8(_z_tf-$h6IyQ8sV|;m+zLTDfTU-=FNVf%MygG>DW=UI=O}J(|_pd_k7Y zz7=WU@@9TyNb8C>c5NL+-2G{wp=|sp!VGc+OM>AF<2|qqWdog>c*nj*lwq1qED`?_ z9vbiP?MMUJcpaFUYOTT3Ix38}{0@YHCpdW>7)XEMnFHPqkyV;_C(_^t%gF~?lYaiL z{998)rkyp=phk7@{f^BP-L~3VDy~RR*@dz}bhGmlkq2p{NtRy-kj<^$Zlr-Ln0N`Y zhqQ2E?{LNXQTjbdgOQqf2~wR_F8oG$E1oO4WuSp8IQcTK*68ADtwQm)FEN)c+>5e- zxv`y{+uGk+fwL=Rjkef_EU-2QF9YvTIEo&bQ*o9l$9|-N4qSX^=M8DpvGk4NF{a1v zXlA}xS(XCt>-3fX$Rk~K0A+)~E6}{jc5Al}?<`wew}VIn+ZC3KGt)B2)O7>W$~6B& zNCPhwE=-msTJ++87xGBoyQ5k8Ijbi$Z%Lmti2yvVl&8Zfrv+na=YlH(r))>~W+)1TpiIpDW2vr%p<{L6)uB38aCa3Rr0&#D}w z>i&EB#e-#9lha58>lMy`*-5sjTJ@dsZ*G<|NQ03IZ@1^gMl*bv^$!MU-8dNJ|8{yf#SOF#3+;vjhC+<*~k@A1{_k{ zw5fF+X<#7^zU<~p(Je)Is~Pf0)80TDL^q3*-CMPg^)B6$JpPmqMv&_U8p_7*UoN6Q z(+%^QER;o?dlN;26yxHDE7wsxN^))BC_RGU;#RX;NP~D}=j#Kb$my%3dOA{<4F~EM zjWlq2zW?e$UV4A~7exelV1R*_n)oh2UDD`^!tdh$VsN0#Z=-0SQ6akdQijQvFr7lS zPIr(78OFqScC?qv(-&-_xLsH9F48~=PQJaih-e*VWa%lZ^o={3ouAe0N!hP{swBQL zZA%Qw1}e4lhY-Hff9|hjOCRY5f?61G4`~qHZ2YFF_Ow%>V>vuzn&UpwAo2>a@;W)z z-E;?B`bg1ue;H_~1-30&j|Mue|As}nXb3y_07Zj=@>Lb>yzH9r>xbl=F#Mq#n3>X)MYHT5#~lt2MhgyL3{2 znbz^S8=8wRk7uO6n9i?0y^(9TLNAa8SwZ+ycuy8myI9;#dEQ}`u>!%TUk_SZ-Qd$aQ`kMtBn zN>A;OQIC}<+fM@xe8J40Gu57&^Bj?Xojz}dVEG1RgE-DFaK9y3#b?(QZ^Mmz>jq}$ z%TeE`NDUbiVwI<@;ya{4*_`osUQZjS9D#8_={x92@vgmd)oA z(jdpUcx``);`rj`k#=1+RKiUI4Q!X6s4hh5FS1{8MOV!QpWTQioE?ZDCoPc3nOPqw ziq`Ur8yeSvKSlAG3+Hv#$B90g{VT#Cw%Pd#%}J`pvwxT|L8d)6&>-&G`LwO1sxmIN zk7BJo@*BzqRi%^PLheJ+X!3u#=E<^k`;IiwsEt=!g~-}gl;5p*N2TZwq=B_L`5Ca< zq|(0|#wdQ*J{V}=SAr)zA}`H)Fif#!y8S201~ePLv09D1bl11*RdsVi3mN$WpAkgS{up3jAQrw0KA608@*{u65$MBz zP&81fo!jYjsaTes?vWlIjDdL*)*8Ghymc&E zRv}x%1W1GMCfpltO5yFvue^%o0pEm3gYahI=lV)gK)P!y5Z^N&E#$6&2CiV`tyM0N zy~Wh1tZ1^ZBoWF6^Jd{Ms^_EdRwe3@;<=-Co=5{g{=4QeV1Z+Aa7!%f%V#X zKpH@_OzZ7OWM6pUjwW<}&q_ZYlS+6fHci(jLD|4Ugz)y20(mXJ#2;kYdL=~~%$tR8 zUH2yI^=@!wlk8b0FQkENPQG#97 znE0ltiRNw1nNy03524AC1}V$IZ#B21h_uxsVI6s-Wm6yx;+vhH8EQ{?VN;)}lVzG` zN~D2Kg>)KCON?DoXH}fwKVzW5zk+ZHs0CTb%L88(?FlEPLfODV9DF!Fwh{r3CDcSQ4DD` z)6riZ=>l(*4I>i24_BN#tJdC9ihC3-(<05_S#0fo1ywb#()#q3=PhSCq`|zI_>YW( za@LmJ6+PvVJ~hxFX9?X`wWkeJNBnWhvaR+(*O*%d+)Ik2KJ! zjW6WwrWmp(ENieVTd@pC13wjBddWa};iSj)&9ZEt3^ed87eAzyfTHD^E+<;bw4E7I zHjI|s-fok<{hs=HoJ<>%32C4Op$-3NT9B$0F;vl?H_#VpFjC<*r}oB3=Dve($g=%2 z&_D}zZXq^`A?DtJ)n(eT%qSc9f{nMW%|gD=rOD2o^0MIAEJy=iF!A%6pUB=m?{B7v zAyu*>4Mu9_M+LQmWgiN4_#uxpc{Zd$UJ%+gEGC`)t+z10>2{>=h+|g{jZg@*0%|D^IBJ!@ygR+5r znE3+ecG78rxXOyQjzM{m1_ol|#}R%|^>(a-X_-D!G`HgU+|c;4aeso9E!pRR4#R2t zWPpLo3;ii((?FAM@~bM-cI9^`8b3?pq`334C4uHtLS86g>3oENP~Q3n$i7_?2)WZX1QlVoRoUmubDMNCR_o@_+D`JsV(MBQhAOQQ zh%iusg)h>0kZAkt|GvxSmbxU;Ai4=RyR;qMUqwgEmSwwUpn+^o{_}U8iq!dczbeda zPAQZP;<%G<(pRKlnQwm zTcEos8ps0!4P@j0ejh1e#SDv3+*Dst7DWSCNWE71L;x@X^<7{ymq@y z<~G+qV1rC6QXXmG309sJ(ox20diX+HnfBg50|RmK4dQ5$t>(DJb7k803T|a%Rcdl_ zg+^X2^UAcr6_Ez6ARN~mN71dpIgd%Qxdm228bmjt&%z}#w}@t+;?MJ92>ENEVdUjC z?@k)&mCxN2I{`;4qijGkah+O7Hjh%9ipwJ%Q^gI<#@7dalhZ#P`)7_!t5OwdFmJ*G z7dNR2sr`BVep#oMZ$WT8G+51KAw>|IeRN{j=WQio<;c z>L3j)#LD+3?~-R#u^p%^%l67Z13z`~U$&+cd*8jwGFi5_O?6Q=$O|T}Q|&dpA-4I7 zcJh7eAr0ou!gJP8`U@XBYVc{N5FWM>;cWfD$*GJ`X$t0BvF!9WAqgo}w6$$AG==>1WqO>2U(f%V$> zOKe%lPygO~U0xn({ia9*Kecds`%DpO@vccJb=j~O%-9TRkYzY*8ZDNUc`#V9VHa(H zK{06K2d?fA&133SMKjk$%~3Rs)C3DL*=lMIC7Hgn^x!HJf{zYlQV|%YM@<`XULfOC-OuUInC!$TC zR!GsVrDtoTfzvzqHpNvcL#pO{+E5;8KpUii@tV0S)FRn_6!Uy2kMxUyhO+Uqt{aFp zs9^eXvTVECqHI8O@#PDx$7#(E{V&M0kakD|dlT-`HzNy)o|8hcBvqz8(!fH@{8qqa zk}b)Ud%5I!OV|NvAe)`vJkuH*2iQ6)Ufelppn;#7__4R%luj%4Io4U9Hw;J4U`}Rq!;80xej$$FUuBX zprI@9(+!s>|Ml(t#}zt|Y)OheeI<|7 zuN%@pHXC1i(^igGoyxaSUVD3Fpg}gZ@{2`p$=s${Qr444x}rPE2Igkve}DzZ-ijTp zIzyJNa}T6J2(j_khm%v18DU+g_^U4%gfvJp7M^52k!*8HwJI!Y;f;X?S}+H&6^9Kp zZz`)#0s*PD1dj;yqlw=Z&$VxRs{ACwK|&BpI3Z6H6ba5c8DEZfMw zNCQ8$@y(|lWN*2je~LeOfzh&JKcs=Z3CpwE)5yQZ1}K_>CGC$i@C7?xsrg7=Kd|<~ zVY2m}Gtj{6g$>0l6nkI48?IHFr!#_ICc-g`~1<^#>vi?9IYgL%Pzu zJ-A<4@n4j25Yk}Y=rEu03|$w>S&zOP-K$#&Hr~2zpuvg*^Z63w^M{J0NGp$X;b4>u zywv4n57DHgKiy4@y!Yvnp|!Ohf;8|1mx(n6dra$s^~ZmU?`Ma!TtkrtwktHZ@~6L| zt6Lv=$p7@u3^bTE;pAa5`fpx*Go+b3Z|j0lHtaY%!a3X9tP$QS0N8d;xz^pIbj!gD zbsGMg`cH5}<8@^vnzp~Gwkz6|y*I#M+JrlM6KSCNGdD=3i-!4c+e8!%%+10VR%X*c zpLq=2DXVnQB&3033C4SwWc$@U+d5e`*JPxDY&KqPbsz&7p1k{hS++O>4GhH0>+$78 z>(l&79y$LVnS!zbO=z|^i>j^T$!&_aibhRE8tBx-|LMO|J?^{RKf69sG`GsrkcP6c zLhwELymQ{K9)33T67pWv3L&4IAg7Y@h|9ci#;1g`Y!` zDHaI&%tsoG)WVmy@{{$JnBMn~Y$28fNJH!8y+lV+d0(eZ`#Li1n}G)T&&GeUdXrA8 z?=QDY4wictqHHiy;RsB1@`W3Z)+qYJhAcuFXu-jcfL^0?I_qHJOZrIhN4Lykq`}WA zYrLiPPs~}m?0>Rfd4wYitW7uzruDua5x&n~r(qaBVW7b{`5N?9GPb3|Q)SVIiNP&w z35o_PuyQATMcJ>L#Zz%ptol-)@ai5u-v}vEN@wXpPwp0;F0~I*=%IsVUycheA zRooi6YM^1@<-7C_GTnJA7Aku2&sm1D!Mq8pDgk6{aS`p8$v=}#mm>}Gyl|ssERD3< zo+ra(o%*dn8o0cR-)KoiBdxM;T34C&&_IKc3N4}YQHse@q?+Q^ARBZ)8%B z9BbhIs*2X_T~;9t9Lvs65crV2-MHbWXxCXJ5@~2}d_BrU)mF9n-Q#pOMeBWUpn<&! zkARgUEd*YfdRo@P_SGmGXu)Y>0qGg}>9^iz6(b$A25IQ0{Df3<3cR&<_%@Woc!{-0 zgMj4V@8Jbg*^ne6c{Y8d7~cLEXy6O{&oqKI0&*{D-dT36L+em9P^pcFkY6-yJ&L~W zrHh6t9laiDFl`RruWS|>NV7LN6;(s!4M+n6aqt?X6**SOhCMZ8b4#`nY2a8E?({9F zYMAu8m0~^WqJah>#KxZyyiOzC+hL?lmTmeblnqAe;(yJ-S|In&sW?O4a5K_CHWzR2 zp}p(YX7u8-vQ9H?K^lY*Gk;OK6{SWLo%ElnrPW z-Xcg_ApczNwIYPH-G($6sgw6+n@+y)=h})_vTS*_BMp2(*fwoRPG9?e<4dxI#JZyi zYh`;VotD_s@`Wthx*aGRgb)|s{`*4qmN|U3;vi$sok#=g75WOUrV6_2t;yqM*#dSU z4Jv5i7UmB+E}!97*Z9Dz__HcEXxbi@TjL{(Hun&U2Gb_o zGSJSqKabe2IE2*vFw!8&nE1lV0is2|zB)&iE&CC7H2&LMo04<8$8{p)dh4+}ns6-A zk80?{F*hd52D0)f$_8n{&fQeoSg>E|a9bW}mt$^dW?mw_q4KR~?KO{NT9M;OgYr%2 zJaT|&1ydzboa1=!j%MRm*``oHD!4SkeOb2cCr~yBAtwGO^Ojs8V&M7QvK9uPL>f94 z-<$Yl|V ze~*YuC>zimywzJ?nzzCWS0<5V>u?!qP&YXEajP(rEw0w--*Q08e+6kM8{hS)OV;b} z-`-1>?UjKBI(72Jkp1NJ4dNcu(`7@a-*^>egMh>fq|M|C5q}3M`d|0ChA?nbGaqPX zZQA}kRdiFcL?I2P&B~SVie$5FOVdQ2w(kZS$R<2vmy80E<9kAfOxt%IWdoXUnsg*7 zVfDa?m1J7z4WvOS=;W(qxhVAZ-?~Au-(2=4(m+)I%)L5ko6;F zjXp5YKsF0+`Lva2g=5O4mubuIqijgyeU-G{G|8N26i(Xd0n%WkX1?k1oeIIfck0}c ze>@64L>d%=!rh%x^cxfO^U-d3q^}G#ur@2tFyCnt@E6Zq6vmq*%cW@V@zX$qP-*9NWdRD~ z>$ipZ%33)16lH@jE<7eNf#&Vg(annYLq|MA8qOO(OscgvK9sD|8(FrBu}A|8G4lp_ zYsh-bR+y;hQ=jxX(!hF!qw?AtLoaW1P#nTNZ=iu}0<8)8sdMav3-U;(y+GNZ<`t^c zZB)DY%xM!P`$GMfNCSHl&N05GdOZB_y!cfbjN}<#Aq`}+^B0S>))K?|wjLpm^p1fB z^XA}7A=SyV{9dI|oTdqXjk3W=g=@M`NDF^=|5kW?+c!vqXldd9G1aN0i6|5oe_;V@ z-n?&-27byPo^z6DL(J`$%PNgEz(5I3m(!S>wWs2qm+GEMR>Hb>C>pq_iJ#JrBHE-x z(~iip^?dJ!Cft5lOa^jx;-1aAY&dPE4@g6mvP%J4wdJ+jrSSRB1{h>h6Q8z4R0#$z zEp}2D4LxD^M-&YzK?^^ynV9xt=BB(i6w9KZ%6}|XI|w^DPh)yaaCo>Qhi4jsKCNItZb$ly75m< zTusrrHp?%hfm=EF9o-Yz05Zi$pd7!V z>Mq4z?g;}8@~D~j3kWBLK2MtckFEq9X;@;E4HPPD>y)K=TYtEr;&e%kBuK+~<2wCK zPW8O~LWe9{>ZC{mr*iO>1}oL4xHsGl6UaU z+}vcnLxPv3)@4IiXr2sdV7>g<$oz^yvhn&QM;M4^<^$F4Z*NT+SzV?*G|)f^ zLU;O-XOnOjW?yyI#H$UxT&LF8=-84 zQy~o;%fz?phSI#HP4Qx$Ja6v}G?+IFuV)5R-Io1jf%ZBL4P;wtlnv@OKG4OKmZw&3 zrC2W>kOpDk^A27-Yb}tv=dibwRqF6Y8k7t|1PP&dw0l^Me>x2Z`rAMQ+4x?^C7QM1 zZRKM1SwoE;N{gbwtXcS;br6Z>@v)=g=X+#2q(S}R;&oeUa`~GTRz~XsMcFF)APv0K z#jpL1BA;J=rr=bW=9S(J&BpgSqR6julpLbCw0glEO}K}Zk7`PDiI&@BElkgVvY~wOowy!Uu- zMURC%S&#;P<>DJot0^&G*_T+cTpVklK~6C9)tQte+w)t$2FN2_m(`7IR{lax2cn&6 zaYvEndu4M&v-6{sWywn$79KQKmd)&kH1K&VKX5osE4KXZDK3M5Gti)*5w@HAP*S^e>Wt)^6WrOr5bU=DW z87sC(f5oDGojh)6LZ{AUeCwtph$?KRrZ=Ve`v^Tyfxrs*FCSl2}@4>lE9$izG8zsa(dE{Zg;5EH+CGJxjoN{Y=c zorVQ@f?`Mm&*C>c+S9p)?Rm!cmIr#=0E05bVPj>8_CR&n)ApOP(}xvzBbtR@#0sGV zxc5)+ESXj_0BK+#7QSSBnH+2V-$Rx4X~Xg@tqE!1Si&B7UkV|&7M_dmoPo6K1{#=~ z%gTBg*l8iPK*v|1^0|ijW|R$RR^EMQ6qO-8)9q_5>$JHAX;_BvU$!w+sD`x7&{3vk zw;~NJ#Ke~?r_j8;{NfjX<^qlPv4IAT#V`1OCco-3v*`}mKvvpNH1I3o0$UJ8w>;y@ zDE1_~*^vg(&B-rfH7D83ZE`AZhWa~@2C@lVjdxQ#`rNirW7&8=7-%qUPQHxiOC#-k zrT;sbw%v)c!ANcVmh@dM@{Tz$N;Z%|E~J6+3dhqv(nu%!XE-j)R-y#bV5Bad6&jH7 zz6+VrK(`Pyw>Se0jF+EO(Td)jsY)rXsviwR(O}w~ycy;n679mziHdtzV@e_oM6+=( z{Y+Pb-dm*Z`~{8QY>#}D2FuA zf|XzJNKUdfZM8+wBP-fK1KCWxyst-&H9XOw(Xvh#l}FjYv26S#!Y%rp?0I>l;_N`{ z3P^+BNgL1f+D78u2G)Uc2+36uX`oY~X0{UzcLm!KAgRzn(?n}Z)p z)ehyHewwkgEL*ASNQ2NTbinne61r`PF{fk;@u=a3X6FIv8qHh3+@q`OG&J551{&y; z?*wRd<><&x@kg0(+QMq0Xa>JxElF>X68!8{6}_IS*K$KMbDy723j`xtjEInxkg7J) z;5Wv}f7r^>w5=FqzphUkj`WIw2Il7A=Zw8cw#{L`eP!D0I&NgM^1HtOQU3cAzB7%S zW17}Q8pvkiSs^oN;qUKkilvY&^^k_Hz>mJvC8xjkz2y{nr1uRpaC!^xBC56D*;#IP zm`qz;uX zJC#`;>01L0Mk*{fv?ST0>zrvV%eJ)<$_6@h@kO6gL|c*X_i&jupfS>5q$W-aqmh1l z8lt%2?`VQF7^#)dTTb#**YTu^&7xlh8u)@xg`^ zbcS_qBOQhzWJEKBLFBdYJ(T>k6f*Vrk=-(_VsoUyvNIsUfL{DqjAZ-V$YlGS$Lmt3@g6K#OR_k4(c>NCV@w z@zZnj$Q8;x>a9qCnOY+aM(W~6$G=h_cb)fFtbg7y(7<@DoOY6uOufJJ6(J?d-fzok(}4JN7=yMOuX@@l@_F?^nI999%=6mNCSIw@-=Pky^Pq8T{p;{ zW$uVHun?hviHj_xV1jIWWZAwMXka0BUeuUKHviqW!?J99JGqmMC+Dj)Z|nD#R-7aa z?Tj=?&cX|JS%|heU9Q#gNXvCW8fZaiuCjrm<>-w+YRMz@?20t7H!ENE@uL{B?)j7k zGVP3k2EO3nO}Q7)NH?x{vP!36%9`8_WrKO+_qSt6r3EHEsi?y+W!349Fi2S@9xS!A z(C|WUMJ?#l18Fc&VZ*sEIsK`%-E-)&;XrR0Xkfg2HFXGiLauLd@u%c*pbLXgG=MpH zkC47(AAP4kP;3RX>4`M34-4Oqc}dgus@=;{`Whq3mb(|yVA^c_L9qZTX)IHYE|qD| z4Kyfe%zQ&;3eDTs1mh0sNVH z%#>25jp&awm^Yz9DnhFl-t*pfmSbh50d8nczFFi=HO=jJEe6UouYpK|Y%1*f-yzRh zbFY{pgq%0fKnp^zPVH1v!oMRF?NFu-LfODVTzmmkduK95f{^&OwP?Nd2O|w~jBp_R zDCsn`*1+zv^=2G`G|;J?`{^pGX?`cYxm~8+G0;E@Hhv1X1pPRF`SeiXr%Q&SY>;Dw zJ0mH`vu>_#rC2R%AB;56snBRWkp8mvjBTR0*_AH@X^^rk{Kep2lueVD*rV|Jmj)W> z)MaA}TouT(vW@zrxEi|QKa>r0D%^OQM;6jNwbq?ZInkkakLxRtbF}qH2K1#$ww3&p=*yp8vIWRie5~_rEm^0h z3^ed8CqE@TnzWGM(H0L`3lpZJY@h|9G52<&`8;*bmu0Ip!wpSnq;^uPxJv(vKjDX! zs`pH!LES67{kNT><(}zD^UAVC8ED`O!qaZC^uI7*g@1rdn>!0-gIsUr4Oq2De2V?M zl~3LpYc?BcU~dk7R=Y6K{2Kc!?jvWN~fSBIzG;A zljm*OT$By0*UVqd(BAv}7Wy_)w%(5OkOn$+@GYM7WN$+X`j?kwD>xr%Ae)n~u5_nJ zUO7p!)bii%YXc1|M0hnLn6!|2SaHS9|CR+P8(4^yudbA&4A^SPx5e_j4OoaYh~##D zRo6s1EwkbNZJFj=gfy5p6F=DGB0r6ORAi(~`(vPiPEGtSN*Kl76O+pJ)oHl=c4RTi z2C0)v4x9ty<}lVRWm!1YwY|gn!-MR3Y`gwn0%L zC0~j(7^j_gPxK|)m{(0Q$)0e@9Zk5w)0lM7c6^+tJkl8vC>xB_$z!F3ytLf54?kpD zqh&|~B?!k4eaWvP8tv&Xk2Ldgq=8?Vcnuv$@hHdE8|7r#Vhl8}T?b!?zD<1yI<=iM zQ_l)$yAdng$i^>XYMTLGH(Dt!+O=DWFqk$QPcegNN$UCIRPE$x%eM+?keY?SJDyZ} zEUH(0UkP-D7w%|+%WH3njfuIXIC8Z<5@mznX5|U12!*4GC9A|Q`=AnftwtKCl;52! zK?5BdeKw;!Z2@Z#21;=8*rw&udQX!TlWCvb(aiiGYXqsZ<(}_~4lBFXqHL&Az9o~4 z{Ho%EmkOUBx(;dRS5|hRq94s$fj(6a$|Ehc9%(plJj2wWkv=e=c_`C7HXsc~YUfYe z+@nhHVgEqIyd5{tAkSNz>>o?>`GT?KO?m`Da~ro2WrKO+mx$|=frQN+t>`^cZ4<&^ z+RQwHXbqpf9-gFF>P@*BX&{<#JEIDD>4lNG-pWe2VxZw~GrwlHiImX!?8{OzZPpf) z4V4hU8c4OJgjKq2Oq8w!j7N>PA`KH3zxdmbl0sly^)s?;S+*e!B8YIIB0t3=XaBJD zx@>45_uSF=Bhcr`6Z$n;b5n=mKqI!JXy6Ib^&Jwedqlu~ora=y+<`P0DBl(yh_+_H_~9*YF1y{>bkc(sp*t7N?yrv& z-E`_flno*;ug3GxK=+q8sCd@2?jeN1K!u$Et=C@hH2Zt&qM_6K97Y<1aTj0PDobvf zer%MYFUm~=4GhG_`=Z#%KswL)b5Z`EUvLCv10~q`A9zCwNS#}cS3G9b`Y6&MAX)k8 zt;+Pj*1vz$1ld4x9YY%Y{n_|F)?P~Vw^Da^$h2n$8YFr|DBtc9K@kOmfFa`mASh|wy+gx9?Ec|$kddkSTPdE+P2wdH|q;jq=c~>oB7DocFI5lm2xjVNTT(9 zwp`(*6V9P%Fl{DoAKHV#!zF(nq5K~Oq-n_ zP5nr=dp_;ub22U4Wu$@aI(R!7ZPT>F?9+0YbfGk_#Ye<7cZ{`Ur8R>LD!$^m$g?9!T z=+wrK9>$QprTA2FqMj5mRBnwz*}&(`tQ=2GKc-(A*4`@*bl`P2Fek4X5>lSOHZQc4 zOmp2p8svF1&!v?qUp1Z(+g~3jI(?jhh6CmICZnlaNQ05u`Jd@P3P>Xoc#o3}q*^r6AiUZ6nKvs1%Q;Ox1j-{#c^hf)8{@FB z)u`s=rrSd+3=4qtwdYRVjF4DlU z%={;O8#z`jpD4v5jb9AXz(SmSZR;w@)^So~{M$lky$=mEkWJ`Tt=%`>|GLix*+N#{ zL)l>7>=xFbJ{M`>Z0wd_^1OAqk2LTsCqKpUkVcyJb2~+!iXsn?h9l*xpW0RbOihj- z(npHn?VW)JzQET6?~-Vd-G?bwLbg0~CmO#@(UC-ZG5_2#T{Ki_|3^pz$8z!<<3Xzp z!(!g9la*k9j5G)#E+BAXdKB989vE4>~xB_%yaX5 zqP?HqaHlNW$fs^-HogQMMrq;Jr;x(3Y?YoN4UE^ym+qseZm6~DwW6~0ibWdK4Nks) z5=m)c`@6sxd88K%G|;J?Tkk&YUm?j?_O$t#o% zEX2g$csf9}pu<^L@$5kR*GPj}(8iNYYKlnjZ)g7~%a-pA(qN=Q!KLjbcFi8TPp4t9 zd}*MePFbcOLZZD}(5ZkX=9BwcB$qmiPACl0Pd>(Y!_)VWTY}1?Qvl|-ge)gWm z`K9s8T{;UjdeR-s!F_ZR(JtrDt>{cM;fou|Z2ZXVLyB!N7efBZveo>GG>C0xevq^k zdBT$EXB8Vo-rtZ0ZpG7;C#9=W2j3~WzeE{eAeylM8b_iPpIjzRHr=`3-H0Yk+XV`g zxq_-FdWkmsfiw)1d|fsdDPfXtLPbi*_7iDP2Ris;9{%))^?Tb$#et9q?r2uN*4~ZW zs`<)w7j*-{u)E?H$_B+2&wUkXpetU6DGq3N{*5pgsL)n7KSj!eo6jnyt?(bDVWi|o zsg4P-tw>HmN=9RVw;mMSJo$=Z@t*uOE%ttf8Ee5 zTnp*w2dmtLPG4o&od1vpDz)*eHnnNRXGGzGilf1C1{(OhgCBhvNY&B6!ZCMsbHiA9 z#3Q5n@fhKHK@r+ttMmF_I(gp4BtROB)Wx?byea#={xj~SOskR*X^{Qw{HJ*qS#PRS zEj!91O`Zs8V7)fJ;W3c@JFX-euK4e`WT1g;X1>_ama?BC`SHo}NN0MYY*01W`OfuQ z(&^zcWuD0+ZIl>kP#+25Er=?bflHGW*JZe@+U(W z%o;b{24rkkn|UnMRe(vO>(79II&Q1Kw ztVjyA(;*E;YUi7OeJPBGZ#<}YEI6GH(!lBM{5Q7*S#QVsPQ}^rn+6(KubDsI+L$cF zGi{4avQ8JIN7>Lq_yXfb8fnzCPi9%Ctui1DM(X5uL)THFpOavHO`V3pGG|7lfoweT zHX?I-erK-Y{Ly0r49ra^$6rvw3aV2yxh@(8%T<|BG@zOIAGp>ia>LcyinY(KzDNV( zHS^uNPc+hX<0og7Wh;^yX&{^M-fAG#ygf3OTc>ZT<4E5bXiz~5k3S@(dE3QQ46Ovf21bNF@rE z#S0!?A=_J}97uy;Y2$&sKUqkH12?wHG_RaU0}FBTb2)`6ovwKNTG6=SynzOVgUQCy zsrD9n_{G->>z$elWrKiZ;|nVdDV?6JF#MgY)B3sH(472~&lj@ZOlzXE$+V1lkcQUF z&wl!m77o?PnM+^)sCpO%d{*0)IF|# zZYY4VL8@oxne1BrYjbv(JkFj4kp&UN!gs_9Q{-LnHmIRI&VWKlgUIXP8S5%}Y1%YF zVX|yr3^edkVFh{y$u?kq)e1Td%ZA;BQ8utPE1R~VWFB98zA(!J9r{1M&N8T~Hi+Y3 zVh4722e_Y7BLhQzF>=rxm_1*K~F!MjV&t>Kg-+r_EY@R2J zBMjWb!OthvqbZ*?MPKHXzZHB-APow=5C|2iZRqs3nWBSEP!een^1{1>wJCvoI@0Wj ztm#R2Gz*`&522#aFkuG8RN16bC>sQVou^9e29vWlyAP3Nt63Upps9sh;V#WVk1DZI zakX(;AEZHYv+{)^8@bz=n~uV=Y}XAm3*NWf1<@M5 z8P!Y=1x&n6&F*M?Khr0gyvYA4)G5<)T95{@VBr@`7ol+*H0HqxnHFQ9!MNG^JE_`p z#)W5HR2&FcZAIC@-%R|Atv)47zd*|~*`}RrNP}c) z-u?u>)y<6KP;m z3*Qnlf~=6Go8KE*HkS)&UhQ=CfhX5K!eNC(w8BVHu%z~hpcFoa!3P{3VT1(lS!w0j7%!i zlKCPHjNsxAItG&S26@Ld-J$fT|v%bLivndMP7FsYM&g{Pn{WM+n1 z;d*gKlh&_*H0VP3R^zQy|Mtyju6Wxtb47$fJ`zr4oT7@g^H~=K?Vf=K!zLVe@}s!A zU#h9%rk3S?C>xkm*e9qx++2S|i+8#aaM;>bLKoxhm2i5*&86EvF)V=iZE-5PuH`(!LvLkld`i-8w|6(iK%- zvH$2mHIxl#Ca!6Aq8)tMMsYRX$m&P~4-u~D)h^=5xU;?De1TsLq=EBV_-jSl*I!JE z7{v~?L;-GSX1=0(o4nUDaQZJf^PV=)zbUQagIKHEjKg=zi8nbMOLR8XaDN5VM4lLpuxuiH^Np* zNcU^MYatKY!rCYrxSNG5T7p(7Vh0bKBh#AIK^laqaDr_Hx!X4H<}GDKbJax}Ixma) zUDTwWsFpIZEZSoO44PCMzrxu<`RMqFfrE9?FoUeAhoXU^!h2`Yq^M(F=eDwJor91D ziVE}NFL+qbELR=hsa(0BR9oF0^qj@st!mu354pn-$9_@<#`L@R#v%YJ#>wl_f8 zfM(~;JA`OOmruPQ%Qm2)8=8xM{uL(YJ@KRYESctPgfy_Ji_aS8p?nlm=z6$J`(vO% zJ`z6IveE>>>uY-#$+RPlQ8tKq6VKxwR2422s`F2#g*HJN_?w0AS1CoBCa8M1qHI(D zV5Fg@{HV=xf_~|e@rf<7P?5>rRuU3GPFP%w9sbWA(bIbBd>N^ zDAR5mXrQTZ#m#)GSk9I|6&Lh|wM5y#rcQoImbRbQ^S`2sD+5}!LK?(^oliHsBM&*= ze2e11Q@++n0}rwD&!US|=@Xtfze%>~3j+;uuaiGwH-kK6P5I>U3&dDuHnc(6zzSx* zRy2&V<-@SWfwFAf+ae8euW$|gJBriNH3tXF9#Xm;(!iz`zIwfvYF1+Ng1WkF*wcJ5 z&|uv7!JP;yr>@`GALuX~w%zSfG)QkIzDoa{0&7gZIw$2B%fTIx27zVesdpHK!nB_^ z7Ra)d>4-EKHsMh1C2DF)hU_UP8{w~k22G8fUo@n>XFR`MdPR$Lyc5a>n%ej~V27#5 z{0u*5mo**R8EIezCr`b@$O`|mH~uQqs&zpc$Y$bm+QUe;;@##d4wxtJiZqbT&UbHV z$ACuHjJhhzcF90PoARZ}Jrt&k|9t-~``fH;C>wrG^3S3~M4LQ5Sg}{Ies`on(A)SG zUf$#(%a7g5C2N|w2hzX_!UFLUN|tT~{Y%KQeK*h`vV>K(9yD(4_f%I@nf?7yHW)WyPw#aq^?_aYD89po z4?r4>o0VTccadmw_mo$h&8RTY4NW-wXQ5aa7q@-p--j8p~r$kgLKg_AI8jC{{g!hr6Mf`56NTx!c!6RTWPduGP!m5#OWHa;o?2=HU`uw?5aXmuEQAmSO5S-VKLSc;kL~2>Kq9I6wP_Xe6 z=1=G=YwF}07J1y>8)z_Y4nA(3DX{(vf2-Kvw=EQ9gTS)z(>p7*Qa^R5Viu|YXrzIM znE37-f6}zqe?JGwMZAbjZ|E2^};}dL~i5hP5W~8S<~pFY=wyFC>z++#ZTPyq9U{QYm~yKJ!T*cWOMOb zn*1rSR_*e+BBwW>nMlLH;>W_XlfQk-GV-%b`)Z(}zwuazp!7EQ>|4dQ?|rjSHcW4P z0>2}bg^Y?tPYRcPut7il1y zmCvmdCYz@3{z-8fD9S(so7%Z-&q!1AvV`aLal`aBah@C5cwjvx2T9!3taxlWU_Qd2 z>$UQ=g%8v>_`7^t>7rqJOT7STXas&d(T9dD)q*C9Pmikx8Vs9*Usz@%*#?G1S!LPg zE=1X&Lvr$|yo{7W_T9M9L#8!egfvJY7QWh8NnKeD%% zdbcALgY5E@WzXeEgEVgAZNp9~SU(#cS4?XAtUwz0u5cx^wp*gy)V7!O5`)9`)j$IW z;irBVP>_BtS~>o#G$xR}D^WBUHWS~zbyK5l3H8%0inL*?+|bN?-uMi4G!5##-KHyw zwDPNwhW!zL5%wM(%~<64q1gYKU=7m1qyZYT(#H4AYP(6# zl^w5`6uf4jLG=?3*7l$TQnkyybGmF83G>5IHb_U@+wM?d-m$Y^{N5b&w%`p21JSHz zc6E_<@kr#so6)j^Z5LfR>gJjEDjps1P0d=o13DP-1L+%4awgth;N=&(+5b11ruQjh|i3N!jhii^kVv2RXVOMS~3D9NCT7dtBWd<4c0yRc39UF{lkAJ!oUW?F71PqL4JNYx=Nn8@Y;nm$RNT7 z0w_HeP zYUkS#dQz%RUNWuF0i;1XGVwXQ+7$A?TOArM z(_R~BIH|(-`Dn6T|M7l-ZUuC=O$Xh`#`A7Q@?Gz!Qi^Siy$&G^eAmR6D71G&FV*_0 zxG>dx7-Zr`Ibq>16{A5-)$eReSU=$ZNLZ z`0$*QC>qoRE6*Qsl#Py7%d42;ZFCB0(9T%+Hi-nZ5Bm9y!-{i2Sx+Mkd{=mG^&+)e zrp*-;HwN4{&_FgPpBwl?&U;~*r((`+#Tk?hotJNYnM<|w=ZLuTvV*ici!?B)&CK4# z+D#7fCw!mcYpw7(q(Sv_^5es`C=@~#-d0SFzcJ7t6wG$^D20pi(RH8jd9tQk&ZBIg zsf&NaJf?c}acHz+S9RYDNW)snJDQTzHGFA(EQuai7^b$1NCTS+3p;%%A(?|SU6xbG zZvzbylJIzWMM@!a7hP0bXmI!v$_6wC@3t<`C(-^teH9Bkqc0;3#?8Se1Xock_@wyf zDciKl6{Nwq3GdYQp^Wrvvv-_KOLi4$kdaLMgMK}EuVrUl#R~mJ0}Z@acn>HUY1%z# z%1Yg)n0jYLqimolpBg_yqE+iUR*@|0Uqcv(=HNTj)=^+JYOzgmXF#UwNP}c)cCaw5 zPBX?YdyFybief0-aYwWBd5~2U3f~)g9F=KdH&8ZkUJKuVl$6RsqTti1Wm>D7NCQoU zi?1W7EWB{cEh5wM-9j3c1>S|+CI^Wqb0~$JLY^CF;2<_WiI<5y z#LO=<&q#rl{P+@oIk0-(aYJ+QPb}@mizz<-@$dVhhnVjo4SE_E-#yo#Jmh)tU5aCl z-wibI5aIGO?LNDO|4Jp)HN`MJaL@uqLUw?Xjo$SXH0U6(z|08#jiP`qP1d>22pC^OPpINSAJM_ueBWWX&)mE zGKhs|-b~asj7nd7uuQvVph3(F^NZTW#@jqjR+VY0<*8+|9vTXl=juk-e)E z$+E3^j>;gD6$jEwf*7r|xe94N|3pf5z;hT6*|Prbe=CN8X}rK(qL; z54QQF>CLWNZ_DEr`VMKJsc`-HN7D4jzyXR`nkw(z(9C?-)*qtHDO^6etf|)rcQpQ~ zkdiV;f_1Tq3+T?fqX`eH)TRFDV}`6@^0-ZpMcJS~vhXOaLbO8DeH1%5f&PVa4LKdDOg(-dRksQuNF~15Jf{ zxlN>Lu;1~HvcH9YL)k!6C$CroNVc#hfroB8BAy-mfEwdW_w2HwjzGi9bvthE=Lx6l^SB|hY_tENY}jt` z&p+)nXR6Rjxnx=+kIeAg3(%}QyWOF2D|2E=v~1ICo=C%S01L0qTa&SIjc}cvUfjJUY2c3Vw4Rsl8tw7sj1(p-?h~^ znbtQ6(m*!hVj5qnG4w{9;>`?uQlvpfa&Xzokxf_iJ*qg0^~*p5o0|EQb_C_O_R$+V z$eJGZLfIg{33pg(Th!j1dKTZ2W046>hBVNW-^%@s64KOT8IQ@L`6ovhBqTdO*j%3! z9UQu}sO)ZDDUb$=TKL|EC6vhbBurgKmhHTO28rCs4~%HLI2JqKD)unWNQtsR3Ni6X zpCwnYKI)%7$Ue_gZ;Ukx9Affa2z&wrPYUdN=EhxS9zw}LU z@}ZYE(je%CcPTc}^j5{T^J8S$%o&gdk!9j*x;-daCQY`}LvNw6;rec%L9!J5?JbSl zk|Wo$={Cjmwl5>f2C=}eQp-!jHl)Qn#W&W_ObCNvv+*uu2L=7Y%K3Ba!-k@j&x|w( z1-`v92W7WU9j_PCVK{1@Sr7&`5YBQIBO9cRI^dFRaMC~n8<_bd^dwTW>xCf2Y2OK1 zQ8vhKPTmUEBySrS(e#?EX<#;_L0mcc1i=`Jc~kAOk9GgRaZ8gOX%O>fzKm6z+O0P4 zLvF~jMH^@^ZZ1A<4=9f(zP)6vEZh7XC>!{$gXc;Y<)fgivyaQN1?NN>jGL8D`n)08 zZVpbFQkE@eE~KGsykeaq4|)IoW*eP`p%7!BK`8JiHCs@~Z)?4(jt)bUuF8#~VXEW> zYYmz7-KNA#Wm<AGYhnfW(;2THv!-rQEqF&-|6vO($_7W(D)1b1ZF zLJA=bT4*bu>CHzKE4I^o#p9v=g^>m}6>g8xP6Ryg?Ne8_f>#lwL3%Us)ccj<)OUa9 z_ydy|^ydvUhy}j;Wh&+Ic^@7qo~4*p6h(tPZs9j^WFXP5UoAXXHbUKENCS7X@=*9h z2fKEUo%}dH+Ugf&*}D254I)9fxLw=vJ)-2(_;TQG^ zSc5D`!(7RCf@PzsFs0hli88IM6=_fvgq6<9WCh!`G>2uI{xi_P3J#&hkZc1?AyZ`8 zB5iJD6J}GjtF--o)c8-9ZM+?6;JtP}yQNKDTsiw!u|KMY18LwP4!%wiLvflv)sS_v zrm37rgB&7Uf;5plz+6-;&jr8YKT8 zg%l3bqzuBKL2~ig2JK)*|H-u$%O=fU)(uU#Qt%eFTdxmY*elZ>8fZ}eEPS_d7|}l7 z+b~A6el> zl7osw{?0%Hn_Bs-pf`EQ=1l=heTR(afBHnz=gCKv5IlHv5Sxy}xUaVx{wrfd)n}^A2e%(YjP$_D449 z(i$im(1dTS)+&u`!HqxOEl)IN$W1U+jZ3^Is|Z!y_M zUz1-3C2u07t>xji`$>^j*F_97z6AcI#fnYmR>P+|ZnSm-ZSeG25!8_m?9fQ4rE# z*j&7A&~DW2)ZaB(rkys>KvQAd{7BQ>bxy_4gy6VMu8*<-O?a$fDLKfZ^j}xWvejyU zG|<${Cwk4KX^EOX@l&%XTiS+5gP3>lR`4;k4T%%f886Fr%|L^;!NKng=u7!1vPU(= zl=l2aZe%m_xw51brr*NWD;mqDjgbanYT-A$-J)5+V(m|b$(rVBf;7l(E?)nvBwKW1 z)zdbQ4K$F=#%-z{rl|SvM6evEYl2ZW@DSlql~3foeghAcmNo6%6ltKTh2J?@lQc~{ zsGZ`8mg3Ej2AbOWu@UVneCMg5il;_C7-;Cdyl?QQ@8+-l?F!j;G)LJWTiW??({3c& zq-CkA$m2Gk1=2t^;m*ln6j^6)>@6+Z)Y%eg5Ls3}0s4u&_t(z%*W{8FXP|*iU3^(= zJADBD>UX7{tm*MqC>z*RcuMIb)hvJCPP1f9$F@cqSi#B{+1ilzzT7ggq^xQ6Hb{fq z>*CjLY4h#dcAji4%a*Dw(m*ylpBL25v{bkdt2iNZ)j$I)IQg9h^+~qX<=TFdHJ#he zjcmfZISw%mTjDT5pxkOt%C;OO;i;|*_ z@4Xa^7$_=+)V$RL`8oaXyCkjBZn3V zlV^_XppP2%TL-(NXaIBa=>`XV6;pNO)Zr*8!;!TxAy^scxAY6@}fTrFC$3{iUnfHu=1|~K0N?(U)3swzLTxl@1H_8Sy z8{b3llN{t+*pL*mY<2n|4aUvJzl(ZP<_+mys<%w@?u#^tE8*trMP!Aao!>RqZHmr& z%RmE7`Q-gdN^Ttn2OZF1=)8;ip=e-I3m>-plt6}z?sYP9A5fxEcR`ihphH=F^!IaeVmJOQNT&ArWh@wH>weSs6cW8ll zm{*PNIt>-=FbHXoDmknKH4U9UtRJGo&<2GEBMe;E&I`<5vO(Pn3#;ljK-wDv4J>Nm z+ws0oAVg)(yh9FzO+!#N2n45-9cj^??fPSzm|oVj_fVvP@7lOYw~=g>rvJBCmd!E@ zX&{@h(MNl=-Wg9U9 zX<$yMyOh z$VtV@Q}eM%11p&L$K-m_wB3YOn`GH?k3$-0YT?Jbx>L{Fc}c>Wa<+V8pg|%RCZs+R zEq%Jz@uvwf_pTX_vH{J(xB6_P$SQm}W|8b~ohKj-BFo9&B7IH`(#jHf3(MnHVj|MO z--L%B<`S*M_V?vwTC6*ou+ll7x{wW1FZ;-v?wEwKfrmKxCC*JLvf9iIuO!n3PDUDN zDqIB-L2by+2dA#dnwFV@G-yMt{3`xv%5Sxvzh5oW{u*eI-(1{#bI`|R;zAu1n+1#}Ug zW*`k}y_Mg3v4u2k9yX%0OuJy9fucSlZ4eEl6PeaF&Y`;b>%`eLq zHph)@HvT-aw!qUNa=BvJqt#rbLH{Ov)TgG%s^U8-lPp`lc}Rn(cku6`Nz^%v@4PjB z2@pRQo*QT&oACZ3mD3(qyWNyU3!jgoL9(>)NuNJd>TLt6G?$ZQw*^Q8lREkBMVqJq zo}6Y)Ez4GVA=01#3b(L6r(tX7G2)9X+h+p}hs|y-)w^5wx`CbvG9=94;o;%sv6g7> z8&y+WN4#ed$_6z4;B_0yM;l%*R&16ZvKV2QkN735i%GQD(t+{5i~dn=3DQ6`-Zq>k z|Jc!Gg7M>hcd4+(9x#tqHJtGtD*aQ9?PBU!e5Yu(U<)5yoEF8AD@?w2gv3j+;1 z5Pt6ZAmujGF}qVvARE@9Y>?X={JWze1!=*Io=s&AxN3`22*mgb#cUd2nK2C zaHK(U;}dV%69)SOTPhCKesTvBUb3o4A>V!bFvY>d-5XFe40*oe?K!nGxysj5ta1*C zKpK1~nE9G%6w!JOyQtU*?Yq$(jW?Bp$=wPhZKlxFV-wQA-Gn#k)6{eXIQDQgJKsF1XZZAz` z!RP7ie6nmG4KyeV7QT#ihiLV8WGo?DVdox{4QLMjs%Z@xx77P16{l?m?L``ln{YHg zHTAq-awc-gvX$9~H0*hKwk$wQ8vgS z{N>QBG;C>FwV$TLu%{V&0AVm}7JiN86bkxb=`$+M$5cCrGzfYpKVqJg9AtOLUshSR za}mL5adAQbHUE*Z^xy=E={D%08=M;dxBpZ(MxX>ks%pqNW77>P9W5I!3fMk&PW zs7ujsy)w`sh1mEOBqxpAgTr6`$~N720%e176K2Y^S2L#eZ`W3)^^8Iq$mZf-S=p(5 zYgogqxFFAT5^2y33ioj|BP%>O5UBW)`DUPj6)e0g^ru<8X73)x(=b`?JB6}AQ^W6) z=}(`!Av-Q8rc#HVMi_kRTKK`UW@LoQ-Y4SUeMixJ&mawkjbB$*oMPVd&&LSaqW=sq zh2)_Aq^BY^J`9Bh#K zOI=UwLGBr7pr=roSJJ3mo_S%KY=dQ2P&S}h`5C1|w1(x?Ve52RwzgN12EJ?K4|hGG zuA$Z9bRT8e3PvLhyv@oFW~`)0i1H7Llx2Hupg|lOcuiJ%YNrS%8L#})e9cLNP- zg0Q1$Gi8wK``#6k`^x<{Q8uuti+9jNNVX>_!$!*EHtZJCKsI6K&69c%|LO0q%KldV zHqv0+O#BLhcjUc}qmA3kv;=pM2AWzOY<@hF64Jhe8P3a^o-)wDLrgrq)gkZAem&1O znKtPz$_CymT(ROoD21{%1Vg29GE(*9YkesT)w@)&6lST25Z`z0z1dlo(3DbtESK^l|=2X8`}Q9}9|c~Eh! z#Crn`5|W*l(?ZlZ{Ofd3aiPJsrzjgV4p!du+9T6Q8E}LF0CIXJj9lHs=k>2IJ=B-+$V2V%J6ji4E2c$tPIQhg%7Rqm?xUP!LR)u4c2Hq=NAgo=4TXD$XHM*wQIJ`B` zpq}zRH9a|R|8^A>-$k20qG;$Ke49@~a*((*s}wzS?@ver2Ql%H=hg-Ai^U zcFGU?iZFu>*ajqR87o)hoiw^=*dUevhBQb=7QQEB3VjtdncP%yp@HXjq(Qr7;+HK{ zrRL3gHA6o+xkb67Ie1Z+NwN+0&AmmYP5j|THZ$MwHjvtePsMBb%Hvk^C(^*AcJ3f; zDe+F}^i^?|BF!(PflYuKX8?pxO8X#N((iZw#BBMz<(t zx4xc8gEDX8vT4_jJP0bdPo~)uAPtOQ<{K{xP$Z0OxAdW`>2CuKBEiDfc6_MJXUkh` zw@f>n5M{%9#Xp<7lWc|RZ7wgYm(pd(D34p^#7Kh{L}=X#5-ol4 zcJcS%qD_+~aYHln%ZRmm;I9`n`^cJ}Gtkhcd@Zpa`P-xkLo?_!46JEMQ8w^5Ug+~v z!J5#`Pw@g(9WR8zusQ8)aw~)!AhBFYT10rgG!s*^2i0iGc>+^G^QNp?xz~Yo&TUbZsh>4T4m7F*qre`B_(ADVp)l zsgVX{-pX6I9i-{;hc!KAZ!3`oY2a;UA683!XddKFjl_yMnpgu3#?8bFR#Nhh*LTk= z?!Mlc7G(q9we#DfHjsxjJCJ^otm(jXNP}@R^O>>}RQ`I}4=c|2yV4^KeAmTy`GnCY z(V9K;6g%Gj8ffrIBrMTuntrfHg~)0Am^aF1(3E|6)TNkj6aGduLAh18*X6_j)5W|?-;K!X$_ z)Oqaz#)Wk*w3Ll7Gc(EtL2u;=NlTRpR^2JC({R`tWI-CZ8*f2g&@QkuOK-$4(IYH# zR)oQ@@f!pBP%qxO%cyK}Nw{NxL0xw7W;_!)+u8}u;*U|FMVDnm(ZJb+lX^oa9c6h~ zL$Ti9COgs~9a;E(w=@*;nO#}u>NY^x3g$o>*ucWe{56`mZ}KO1e8-DMcx|Aee=yhW zOv7d=-%PQbyD2A%2E%6O8(#t_5Hc>g@>>psUb&ElfxuUt3KK0^*B*+ER_5GpXl8yt z;UOBfk4*~3Z_3kcPF7Z--1n6=8XnV8!iSiSi>2Eb8Q!4>TuQoe=}$KjzVO zPa9}ZU-%N|b;=(BALc6dgG?@fqJg4jE?Qd}w!_1s8_FiFRnQGhIAeN7i}=6KLu4bQ zD}*$NcqjkHtxwe|wosqTvTWB4G)TJ^{ylV@zF<0hSye=qZDC=Q4ZdK68{kV)DC|!j zTS2BZD}po#1q;6-`66i=77?a6o13dB(m+!?U+vePq(9y-hoUAtHqbye;hyTk`EMn^m^|cUl|PCXclwt?8hD8CFme~F z^T)0AOCt^IJl`9&oeEZs#d&7E>TNqK^oZ9 z#5=(kBwL^8VTzqrR}3_e&BiaBtV*99q3a)e$gwcTin4)+I9;r9m_jwHOxMQom(O7V zY-~ds)-1LmQhS|jZ)iaLniIB_S?vfz2jL4l-W2pcZ#N#09pt`&2F~l`vjf_4$G)WA zicN>h9ViOcBQf7I%v}aj2EEm5- z?Gm|efoB5`$h`IJK%jGA!YWHKsPldG;%oFe>Uph5Yw@#}3)QUZB3CShSYNcZ}p zY%prV9mNxbJEOYs<8y|H-t8ekdD`8=ny@MTvLk_XCRK zA~h=^4aUvMce@2r%uj#Qql-LlX(}TPyw}FBvYSNNE#1`l@rwW$3(*D|WH;gAnEOQQ z5ZhXDXlI^3$_6wW|7s4W51G-M=Em;^LD`yAK^j=W#IJfPOIAp*cbTFU%w82~U;ZfF&KV|RjSRHBb zv0&qoHJxbVV;l$N2B}yLH#A|N)j;yznk$d{%bLa-XyCoV3x^&Qr{|0ODcC! zTw&6aGE&6T#Cl!4b^*A>#K(@jK0}VP$lZkaTRVWq;4{hF4)^tWa zlnr7*TE(IY7=7ko{HA-%mi2;=1{KiEcYYS3{8n#A(SEX~8R{bqJjBUwTKGk>J+f4O zC0pT^fd;Z!`NFk@Y&yNk{C~P^`025v0m=q88o8TJ{`)?ZtvSeSg~jwU=JQI8T**!WY!W!cs@M%f@)+W0Q8 zoiuJ2bI!^k)4DZ58jPEhFC}KDBIAf|y4v^`BxHb`$K{@6<&a^8h=>nV=23~7cma9%TS$zPBaM$VZrMISf($ntHD zG)PEn0c8Y@+V7sBwRAl(to|8TU{St1`x|{@ef^j#j}F7II^F^WgWP83cc@h(_wY}* z`lYTW(#Ez#8n}mrAA1j=u&SE)`~yAj;-FP;g)|6Khw;laJyitD%-@O|LcCfd3k)E9 zOWr4QcFVTosI2D&0}V{z;+u@ClMPN^&!hP6nArwp16LD{(>mxo_uois64|2l+ae7{ z&CV|ih#-reT>tiqOv}^`X<$*ii@EMMk}WQ<^<sGHpg5 zlnp$@$>*N~Den#$8KLmEpuR|hyldm$`;lVd++xdd*$Nr^Aq}$;U#xpdmAQH^%N(7C zL4U_U1ApUFcpFI31G|5J(qR}1Vf|4wP}Ipg%GG29ueeQ$T~@6JxS^T2qG`z8y7*67 zFPpT$K%{}YnfNqWAm!bgZ^|UlX*g^z4K&ERd?soGCEjl(Loezu9JUREP&CLO!rAR{ zL~E9}mg0)@9noT94GuSZG6JZib&NCTT%c$q&% zF@NFjjbn0Pd5l0B#Jt(URwWw|t@na`>10i#3^WJ@;i&=b2GMl^O-sqN2_sQ97&qa< zhH})o4LJKfepM11nt)MAgFet={D%2Ukr48}PknjRQidQ4eAmpk2qq&vT}KYu&VCbzaTqj+ZrUJQ`^*YG!^sEE9cSwJ-En zv0j>e4AL;U@$9ylQf0z9$u!4i%+?AHbEoJPO zl(J1bjzbz$KjGwdDOzWKm%PeNS+=6%kp@<<^OGm3$qK!<&sLl&e{Z0n6}X4|A}f68 zHB-@7Zl8d%A&np7+)7p$*YD{PdEEL>L>k6CzgBuORfRTNJ5G~nj!8&^IJNUR*~FB` zE7WLvM5g^V&_Ff|pP^Yq{n5|xTlr<19-fS{LFRRGO&e0?-Fxz$MW%&LK^kUW-rWzR z`WMsI6d-?NRhf!3$RSo<>3@^I1$<54T^_fj(~t&{C0xgLfoNX2vMUbyo^wYt@p%w$ zvO=>pa}*uY^yw%YSi#DVmCvSF@c(muw`_%aGmr+cVCJ)K+O_%TZ>4J?k6Xr>ZfG`s z(R~m_)}ga4{>ZZ3HqgKd!XBS6qS^C|=%UlGO%0ocvOz5HX}9L&yqW$SAFnHlrMcB? zgn7qtyzXD1Ah zY3t{rY|y$1UoqN*@!|bF6`Q@g%|jX()WS=17jj*X%KnPgiBj{ChOWz}$zsVp?k#L! zldbUCKtn6={fiyQKe}CMbV{e8v+Z7hvVni_Z|22h(t@{tDK3N^v=Ct+n(%mF9{Tu8 zIl($nHfh;KNQ1m<;@1vn^B|Kqhcwg`MR)sWph3Md^UMG4le+H$k8Z^)*zSOTZ(5Wi+`6#zXMOGsXWD_3o2%>Qd zX*DudmhFv!2IFSo_j$Y^*?y19qiD9atU=if{>G~5O^W&fo2sUlHSMz&X^=vkeCu3A zO1=ADb+|8UYFURgNWH>?+1fU%M=81~b`Jb7&_Fif9qG-~2>M!DUzH>4;Chq|YK)Vg zG1a!@6pMX!NT!VpM;bKH!i4r`@?P_m?E7Sz-v*?C_X_78W|F2J5q_Ss6%s`t4K?Lk zHSd%6eoEOax$Gfl3^edw2lo&=E!N%tuYWdKw#ge&Hqg|?ySLgjZkty4#c!C!0$6*K z8yeqF=11S)C7<6bDvOqOvm2O$58FFxkUDrBt0vQ~8)y&;7Cr@ij*{h>v40h^E!={# zK|-?fZ}8dVAmRPnDArG!Z$%n7h=bo_kdK0X+v!4zQ-pc8Aq_MYO1<_RWU1vj_Q~V+ z)IbAwbMmkg!WY{FjNO{D3{^p_{d zyGTpzL>h#GnIBK8M;>xI_nO(VY+npC@DLL(^^>V_2w9z=ww#dm?n2q1aS&!gK2j`P z$oHv@EZflCNCOYC@TH=)L_5?V|4Lc5@_XFSO#Eq!`=n{cg%|S4G|#OqB*+Z@xXfSRLzDjYIJfuoY?$t7F-a(WN z{LSoS`w?DJw(J#kv9C_UA`^TFXqya7PyKet4zlV9$_8b@$rr-SAh;X-e9EEAv z>K%&it@tsdL6|ytS%{_ih7N;fRFR$cgMkK`TKG=Q?lf-oGJaKjId4CXvH?wacX0`o z(^~Du7L{ci5Q#Lfse|uHHPQEERLKy<<_6~pq(K3+Ti8WDU&soRw>68BW&2~Gffek$ zaVSW%vsaE4muW|$P&S|m_lIf;sZgqXWo26ENu;5_@f0$Qn!%$_|LZK%{7)ebinEiC zn~fTW>(lxN%8`}yG}0i22np#RCCdrjTI7^vyI`O}4iQRL11d6>^Sz(wG)!+Z&Y*0d zsg13h?je(A>zz#TSyb;V!oZ}$$-j!^ytNMuxGfJ`hI2?m=j9*H^~j`Ca+hwWD~bu} zj)4Y>I{1|mf5-@Fy1vVBytHm#eam;v2z31x%yCiJO;si%o; zTym;xh3=P;20e|9Py2MHsg)+3eHAA>N?$=5^w3Uz-9;Z7xA$$g+|y;lMUT%08d!nt z=B-U})$7C1RB|!hc@-stxDqbE%|hO0dsZMmnIyqlut4?CtA*oTMo*! zu{Ye&_#UJ;1l7qu=r!mC|aQhNCQRrI(TDh-9k54^^!$Z2%``>z>-7j}P_Jwzw%aNR4cq1A8RM@A zLD?)ZNCS)7_`bthMDzGJPZ0^<-O(I;L1r|0+tfg(VyDFZ$8KaZahsl^aXUBlTvgeo z!=E4x#?8rlw+SR$^(2|%FFM3=tN0XYFm7fac6a4l${;O+BNbQnC3=Q5@DQPzPNN>A z((&aAo1QVyAQbF;pX+MMyo>fF8!LP7l;Fs=OpX)td5 zo2UtWDLnl1pqefk!qU7%7&OrQJ_+p^yj_LEC&~VC)g8>n?+^8-|<;Z!t+W;a0jZT{84G$47*L?+Q1o45H4hQR$nCNtNFQ8u+f6 zuPUsin$RlX)oEF_!=F$#u&9$?WcQ6|SB||ICwp7SXE!t#zlCZAWy<&Yj@{NXC61f_ z7o>rInE5@OQz;+0I!7x`Dg8rYO8I)GZYzx5~nkVW(UfiOsJc01eKpe+i>8i*!5n0A}0pQm5@kGi7hAd7yYY*_tVPU9}dB9xAHr>mlv25J5aX<$;} zK&`fDYMLK6K$b1{Z=^vwa`A1@<0$B_E?6>HradvxFzETxbxP87p|$4;nYQ*1$_AR+ z_`WhLwMRP&PK-a@k5=d$hcwXC%#Q@5qc9zO`%rS--_UtW{6!jsDc^N}pWLnXh0CjC zMPm&xa5rH+_Zn5^y?=MVmT5cwL(!lzJNc|i3hF^p_q(8Yi(q_HRc;CWPx)IQ%aRwR$y>M0dFmm3@*-kx@X~#TKHqg|} zcS@WhcS|_-lw!eSYyzZ#yV>{!kwYmIJWgLy>O?=MO0US*Bew(7*~-E1Rz@P8Dn8sT`3qZB}BG4Lrof=Rvf)z@CqP9N!?J zhcrlnG^kik{$)CZy!S)dcZ%hc%t?_3vI!dxlhTH!n4}fs+~YZujt1v^1XS zkcOJ_Z>%nqD~r51cSH8wC<6_0rLf95oa*1d1NRkY*e0e&*?{Ka7fXL8D->v-NAXHS zpf}RM3RXT-R+8%9%`2@I%T`F80clWUgr3HeqBP0gJR9Y4yK10;O&xsO#bJ^yY3QGI zvTXA*x{=M!=XqDtxa}OjEmW4RNhYMhxS9AYo_6W=(a=ANi}Q12MjB`;tg!i0_jdcQ z<*%&iBLfY38YiE+??tjL_&7)LQq-y}Ze+9YIiJ2n8yK8Lu`#D(R(CXhX0kbXh-db| zlDekYkQdE{G^jDWn7Syisy%2vNrzz~e`|n2U^)5rU~ek)5fu(xlpSPCb`%W?y^C)j zh$eRn__pGcEL-0kNCS7X@Gmy)jn9yYa})~!wwy=<+3ftN>06R*a_MXxWlet?Xeb+> z3fWGncWxfbIa$*~xllGpy>`BNSADM zOMQ9^oi}%3q(La~WrYwbrtPoqA1aF$V}L=SxAJ8t?eyR4qIVRF6l;pO5zWdsakQuG zwr%xj#hH=LMUe*C&A}%xy3=QK!io<@>6+rOl_=(p#-KF9 zRNE1f`ST_}ITCgjN6~<0;a|;KB-m(%L{}8c-@p<`18=jN*~;}B^4&U(6K|JgD^n6_ zP)yBy8+39i3XPuTwaK)<1{xFvVFk87^&oXjfA{E-fSMjFg|b1nCG2c3K!twN<~xd0 z9-~Vm4cyJeH@SvUU?uLBQgKgbRUf2bVDT^dCsY*%|95?jJZ{NNNP|3X;a|-+Y23DF zTryCmT{O^O+=LyG+L@7~-wRcg{cWZhWrKVq+}4tUG%dDl`d`_m4J=3l*_=EUQqvdP z%a8Bh$+Bg#A`QIPVq*IT0%_d#?Wv@=+2gK(2C`ZBo{+^fZs&W-1-{9s}``dFA5oa8^5*2jf3@DLaOShz(+W@5f;=VVQ- zWsnBrX65aDHY$Mca->yU-SE>L&Bjap1j^(s>y(-(YkH_G$_918#WT`A^0%ThOE;5g zqsk!-GZL>d6Q}}O`mc;{$T1cw`63M}pm5b*Yl^HRJI3Xab4Zf%NQ20-@ZF!^NYg%% zWxmNaJ!7DOrdB?`rJW^wvA|0)_cpZx$_BAu<#XB}slRVN%e%U4g}N1y2C-n`heqy@ zY|kdnRLr+~`ymZv6YjIyOR`ODUsKVM-!#x*++6&lzBEPFy~ACT%2rrZ$&G9-ow+Yf%|#FyHRv0yPkC2Qu6#?PJ2pgMo2*ZN{Q4UKToK*Pk#;_4W+AmK0eeAHnm+RWxC8nhq|zUFa} z+M|<`w@#C34O$=#hRx3R-PfndiyNa;Z53`WF;f1sCmAYzyh# z4r!3xtbEd^2l?BkdOKFgnp)Z;4g5{;-azt@@HOv0pIgn76?TLW~f#u@+W_y!t$&&3HFUz*J7s>|dO}K%e6V0m(TrfaU0K4>d zLv!$1nz3Zl-xoaM&x+yB!xDXv2BE;#*iKR)#MCu+kw@*lfrWvi(%f4t6%>ealU?YZTt)V}=?2KCCpo7BTJXlpZ!xgxif*8WI?K{N4NPCrn@ zSDJR+B#e6Ar0dGD{t#EMfR^@bu1yw~Z&CO>;p;$4=Ym||a9#$iZ< zz!DbLA5af6dqSdDa%9~$&>&Sh`HrTfl-we6c2F$oE*_4uL8`Rz?VpcHwsy7pzLag+ zVg%AqHvVwQLGrg{**8_xX_%1mjC4ce&AoQ9RrLPOp*jp}=@SDCotLiz+@uP#VbQHY zvb(Jvg`&Z*S@@Z_$t3L$mT#`WqAqFSid@OskX%MH+;HmG8E?O<_85 z|FZZ{KqGuI&>)5IC9!Fgc~5l?UZ@Wn!gh^D(IDn|s(eqY>Z@xdc&NkBqJzdD41(0b zCoA6&ZL#-y#fNFxvF>Pm#XltlLd}zF69%-14_>4~^X&UgN^ljM+0TYl0nhMwbcBF!J?y9e1A9U)8NCR&Z zUZdA0KTkJ*ulR_$YM?>PTlglmVN~cnI!;r(2Q+sQ$_7n{aDMnQ(Jbvp#UCX^?`<*} zXtkgmowRNVKJV+ztB=7p6+Pl|c3{Y@Ik9ui}qL6{2J?E!i3@6D5aWe-_B z6=lOX<##RgAnzSCpnzi8snay1!MNGEO?}AZ0FFq(LkQ6G+Gx0M zy(a?NDfan<%t0D@FQ07C7A8xS$)}h$t~?iMFm5Kk1gl*tKhN4y)sW9a8pvkiU5Jx1 zd7r>fij!yO3^d5(7JlJ}JM4f-t` zpA?)-9nzm|Z9L_SASAe)7s6&pyJmRMXyF?oN>9nHl*i~5nK2?~Eu>>66K2xS9J zoxJOPObyqq17{VVx~&!?4RVNu=icEYTgN{EH)Jd1TY@x{jdxskDNauW7CkJ}o*QTo zr^3G3pX9y!TNYm=+cZ23WdrYZ@z0{Nr0Lq(`P;}HdH1DA15Jf0<3W8$zX_?Y%d(l4 zAr0cx$tQZ7QPgLT-Mm2l0Q}~TCR|4RguM6i)X2HA74|Mi*`NZN`5clr*|c}Yx_M>V z&=p7nn+m51`;$%0D-#9CG~bm-1Do1-Pu`cR^WR1lp2$}4ScNpu)W!GSZzP*~KWnbo zuo7jUK|M9|x-gC^;DyX*cFUShSdFql1+?;eNqbO!>-4Q<{AU){(||QdgZw5uytA3U zb*mNeKOm1=>a|FNSTOUs*~;W0CfB33GA-Ib0}l}Pk?G_Zn&SD8!{r?;kUDJ;vDGaP9U^=7{HB8>XCQAfNKn~)wGXrQUE zk1+wl{*pbk(q6#R0$z1{#E^iC^kdoyKj-&ytEQy)$>BY%p#X zzBy+wIY`v9`-*2*>+eDuItWje$*C+nOY_P@PL`Q>BMmgQ@;2lQrQUPPV(Q4Wdj=Z1 z8&60l$O`k*eN&W$<$K)7X5z;%&yp271y@#lh_~H~G_ZnjXW4r4-Ueq2{+45*;69{* z_nP?yA03F6cxaE@`nX}3zH&$7bL3AbSLTSUH$@JGjr&nF$VYa5Lr`1F<68@ixF9Rq z`vB6Qr!nzUcG_v_Y6ZPk$TZ7Aq`|OR_)T6eqFv28L2)+YyMYGo=HgqVh7v6%<(@pU zYzGdxk#P${lB|cW8|-e5r>fmxCKm$#MW!=v-Zbj>s$t+u8$}yA;(wo`A z&ibDw*(_7i-j->#k0T9av+^QSm@56j(J2)7Vy25k8bp@x^y)JzS#92&>nO{1-9Q5? z2=`ytrk*Auk!g?YAq!5RY~UeQehcd%$|0i*R9CDnG>bwSXlmn8KZYV}K(+ewW!Z9{ zL>ffBiEoj5KxJX$wr(@!aeHc@LCG@nO>|W$vU<-Nso3DR?vxwZ?0hb-3KhVfuE4}{ z)OR_JG{{I6E9;@#lcwH{dQ_Ijt@s(FK`glVyiYV)Va9*06z5lC4K%QVm46pS(72uY zx-9-SB-~H4^DN2+{>Dz{`%)8faNtiv4UO#5S?K_r;?w?YtoV^#7me?q1mxq!04HORUxnSz@uu5Spv=!Rx; zGH=tKQkv>tBAx7QRW2b7@{zEI+(G&1fi#FLE6==5=_6}a?gxrbkJknoWL_IzTUbXu&D~vf z;!pizd%x)>$_6w(Y*#3-CN17^N>;SzErfxCIQbz=3w;%}`I;=F?7XJiNP|!?^QUq$ z)3BWzza_8iyx$EpP*k|GESj9Rr$@2XvZe>_plsN@@rAJf()8yduW~YN#9gF;rouBm z-$}MKc`}?Dz++%BQy~5-p>Bh+;cf&4=!2{JYtcY}&g>`Ukpf7+7f@ zAq{NGMQcp3{e5c`l^rD79ZWc~aFwdU;Oiw7H_Ok9LD8@(@YD1SNVZW4n<|b|GRrWJdRG*HyRGw&xd zsdpO>#dO050}V{-;Ex8Uq2{eZ+n_SCY};R;Y~XIfb2M58S=nJq2bnhDCDIHTgiW_6 zB-v^_DzRIpxn3a+W#b=g9VxJuZ~RqSru}tCGw}h3kVzQ;)V|AL@aH-dp`G(qP;K@710>n}2t$Q@$*=nyk>}-{4WQZ0$cG4Xohg2bDfjk?C`~*9lp+!k>`_v0&jV3(*t{pC1J% zPIbOD&>$8p{FF>x()41$uY0m=Tfd-epsAhbkV-`R-L-^b+h)J7?r1#fUsHd-bVKXx zvTXKmNP{?a@~uN1X==q;VO%=droRm|sDQ$%hqeM(`%;TWGVSnplnr9R#A{YZs?Njy zbw4Q6LVh3(JVdw)LTi!2GiQsFX_bE>4P+A@yKoRKZTKU_G<1?*ZfIuy&31=kp}@Q4 zidZ;npn;}l{8? zBq$mj&Djc3nNH!hj|9h}Z%bpTxU{e!6?O%}s>vsj;Px6}GBLfWs%ZIHvH>Bbm zp6T{YS+yR30U$ZBC1#LFN^<&UT{AJ7{jW;)r7JbV$R@ z%Qy2!QP2mCDyNt(v!+KHnAF5G?-L5FfU2+m$(sH&(7>ct-dT>Jo~BRSin;Q9*+FlV z4U8aMb{a!gSQwBiRyQfmID}+C8d$-}cU;Y-z&e>DiDG%uKO@p0u!QHpY7%Wo|4WLw zJg-b{Xb!$9-AVmc%Zbs7twR?KG(*3|0!w>RaAw5pezHwxW=7e--^~09(7~i>>J+Nw z$@*E4hU3O}ZC0Zqlchwvq_S+8vLX#imQYUXkoTGzj(Z6>iaZpV*oy)VnwIy=(9drf@3NPEGg>hd~vnU+5X(s11P{DlwEc7AL$ zPuBE>JDQ0vPbMROdy%|=;+S(pPLvJ2*Us`h6(Ab0S2L9;fi`uXZdn+o)9@%?#tswG~tX_ zWlEN-FBgeld_vhqx!D^ddK zon}I3ITGd<7}ma{0*pu4y5t5cg% z%!gk5l~AW)0*Nuuz}xudRPADeHL15g(P3!NRmD&=$VS3bEmz1rqTh#Q(T#ux?NHnu z&A8IpkJgH;*}5wZ78NdmEO1=md2g+Adz~e7kS-bO`Nlv4gF5*Z@`@BxO>fLo+)lHl zq#N0sd@J-DsxM!j{%)hohNIS}6w<(T+0|QbsbiR*=wAGR7Sz*H8d)%EX8r+wla9yC zt~1i9ONOrY!$5;n#A}r{k-D!}#~|6&4)~yGpr(zVHr-5${_(K;=%S&bBTPsGMNNE9 z%op>d1*J>ii|J7b{1xLNqu zd|T3VLf$~dqQX=w$_C@+;#QbMneEKB$Bks!>e!G5na#wno7JZ9LOc&BUIp^DBMmZ} zlWVHItGT;tKbI`qO#=;5o1Je*=t(wR9kX3=Z@^*)$_6&I^X6HbfIeAa$yC|jS~!sg z{fCX8%m^o&R^GCxwNAq@&ErBEHmGcy>vM9qwTIgT>o5$gCk7a}o1H)7I*vs1{FFd- z5M;h3a_ox08 z2|2R1{=cuYjE-t))-WC*NN_*6>-Y?A!AS@%L4qfEu!P|5?oJ?h2p-(s-Q788;NS$l z+Uu@8cfGr+Xa3EfXT9AeExWr~@wQFbN(jS9;BNvIBHG5sG459`(B1xcq6x1?9i@Eq zX-E0tdP9+Rq%vv)lUmFc;}oPI(eCyCn@C;{jj4h(FoKgG#!F7yWYI6WD7Jg*R7DyX z!NE(~HK$2Kk5+-j+afeUos#snRhBlp zI!c2`aPg})RVe1Gwb|KErZw|L8e|YF|K6{a&GFxLO>y8mdkv(4HV2>5bS7;R+oe;S zB)xB-fi^ogsaELb%C=%R<(4k5iP~U}DxBd+PoETgYBW^PI@CfMgo5z2%@-Q5hD6?Q`m_T z(w)9e#dqsIb&&??&B1RYzoX0>cJKKjx!@=4YY-aNUcn zDP>wnbEJXuTKHn2IVH=L&z`=JX(d}A4Z_sSSCh@jc~AMMUibcJpg}@%^4dl9sNZ}x z{qU8wZEK0zpx-RKkaH5U>5)$*yk(mXXoWQBH=*?MccLwJE>kRI$_640JVe;7OhB{V zj1x{OPB#28(9nDN@wr753lTMsrI%ZJxHW16nsDTM3`KqGjuEjkZA=@aLDUP?Uow-n zG0{1)$u_Os7HOc(#H%zFrsZV#<<*KqjH%io4JKT|tx4@I!BNBCDyl_ZGSHx-UCedKrxnvg*VU72J6yrSjg4^ zX%MDnUO2TH(YiFK6Rc~)hTii;wx*`U!~ zP#VyL$7r4s?MwBGiX*PQyLzJWW2B>L>XxX1bCujuOEA)4>Ly+CAph858{v{$`prNC z*A?m!S0*c1FaCE`rtJwqZP0H*Em7?NWR`IuAF=d@`R?9rTjvd$lCmRAq@s*7vGNRLX)l6PkN1!Y3X_+4YUc*XKVLQ z>TiC~NTyx$L=z@731}!yQ!tr(4UQ(A*9W!1P|Ck}lqcVvm8^9)Sz3!wgn{px`DK<~ z6!U4<#M$&Sf+#I#U!+0I^MaVoXmS*ksNO|g8p7@yU=Rr0bqA3NO!Hle+8N9Gp)$xH z!dvZHU8`F$|8A0ZE8F)+8U%ukZ{lsDUh7xwt74r{cmUF%*DPh&XUUutR+XG96vuo1 zHPFCy9lZS9AfiP*`d4v6V$(p>1~j2+gLYNVdFr{hZc-fmLc@>-u505@YHlOn-Lt>9 z;)zX}hjJ{W0W1*eT&sog;yQqo$qwyZ7r5Trrk6&{4m zOE!IVGGeAoJ8PhUP0f5uFc%F9_N#-6$X1v-)PpwRNNOPUTZT_#^6T0#AvGL^G)PE1 zyA`B{Zq71av7FC19AVf{zR0yw3i*)uSZ`e#2G&haG~qqGGBj!MPO|HUp2m^3a0F_D zgd~){o=HK!Y1B|fsg}TzNCS7X@)N0jY3lar*NpmdOLLDx8ic8X-<*0+fpx=wNguhT zPYg5&Ea6#|ZbZ8_EPGd(wrVtL1Ddce8%2Z6r?e&9>npTE=P^jbL56SQ1yLxJPW$MM z+;7FkA`QaS#?N|}C4Y-dS7fkEduO15_qzD~T3wmvWXc&&I|cGGN>29prsQI!o83e5{o z{j6)lhK9~T8U&VwJ&5j04IMr)lVXp?HWy*gPz#?ReW2M^iPS6V$`<`@pg}{0Dx%uK z&*^;<57!%tM%X_OwZWhutYd0x>)eHv4(l}Rwh{A@2HA~&{gE+(0vSpHRCfH08e zWm5_S|04;n>kY+jJ7b_h$lH1G)w0ymG?R05l@rL+ zMW_v0DjYysNJGrmfs++i2m=-)4UFL8j|4+ z39>?;j6oUYmUfFo8d$-?OZiM8Z7+)bqc|H}dL`08n=qq!OSE5Q>$-33p!0q*&|viA zH9fSG=rAPQmNZ9*-~`7~$P-YZTql$KqM zG>~TF3xzR6TO1s&u)!ZsG%J7A<~A+YVtWD80jRMYn^VK!(CVf zjWBvG($GKH6&r1@A?V|vP+3~dbqIrQGxOuw(M0PzY^h=>O}X9!&BhD4ULn`r_iOb$ zeVE6FUNF$Wb$KP|+B6GXwX~q(fX~bgC=Fm1Guzq9PD80VRd9^lZA~^J4Tl82A{s>B zb&~zrI!VqSS)-8#xy{MXz1*P@rt05}*=23_3^dSY=4+VQ6s51~dHKn-Wt&hNM5%+% z+)_|WrysgkTBfy+K^nBw#=nRCpmfypkM|F`-wJL<8aS_sXYtGAykC6I`O4Z}d!jjb z8OAL%1xed4c{!Q3aSLk0DG1+GnL#VbtB<#r(6^5;6nbq%8d!nP12h?5^>(whw6RI$rje>c*g-^@I{ zt)+fD7@s_W>~B7MkOuu`<)?48%ho3?BNZNU)j)%mI{3L4?HTz~N17>Wcg@?2+Q575 z{Fp=;O1;(ghAVFEwAzO>2zsIVkybc=`N9jWuvZV6w)y~SgMKsft1-_hBZahH&_t$%97Gx{v21*aWg}YV)6Fh zJkU&hkU39lqWUA-C{Dh(jv@_)1z~gi5IM-7qvJBkEsZzOz(Fj$6y|8MLc6!+m+7M^ z4l;+1p*FMv|3<%+wC&yXR`Ht3$m2*uZTw@*1k#o}!vpv8b?9!@Paq9~o<~Ai%Hw9A z%`@~FG&VHZNrXXmGxHDr11KLY&o+LiY=pB08c4JAnAe_-snB<;`}h%Rn|cbhff1a1 zdmtx8>Dj~$+!fog+X7A_4Pu_J!0S?SyZ$9xJ~@G8ID;@ql@7k+qrKR5{I+6x}EnfY58HrkC!Gx_yH z*$Uk+A`Lvm#b@_NC|6#(ky$Z?E`14Um@D~NZ##wQ#kI3`$l5*`Xb`40zEifIMui=d zQ!8#!?6{2DV2rVHZB-~tkIlI zd|X`q4zjkIH;@K#YUX8JzmZM7&USUbv4x2|7qPIVO>QF%JjBFl(`o6k=|a{g^5C5H z4$`2d!g;24)Y28>ODi(@eFF_!%7^+lw2+A`*e8kXAuH~pHt;u-gB3G4Pq7eEpkx)< z3LWnu4dPU&Zu*;AT5IjY`?@wP)KcU=(jX(T?S^$UHs_44w^~;A+Q5RbS$N0sELpV5 zyOm{hW#}K#4^SCc)WVN&6r#9_>#(Dtt_`O&y&obC;)<_x&y(v$t*+EYhoLmfBZPtL zntA!q!{i=5uQt2Ss-U!Q1{$~r-yXO}Bh0vsN$$wfc0WdGXixstDHCPN0+B})l?;YF zK^jOC-Y#!Qw1hrm6}1PdJoP}c@=_NUDGsI&m|j-)k7Un~hH=1mKTFbgfcV0Xy2$-@ z+CYPT6Ura?)9AP7pFqVDe9Cjw1`cB5?lyyLdgEmOld`se7f1tb!i%QwDM}X~f1&uk zmgyzZAWDVDE&5ShRcKh@sBDGX1{%bbFcSbwAuMZn^iP6J0rXmAHq}p zhct*R;k@@2vcl3mPZY`Wl7R+O8Z$ph)08~qzd9;yv%a7<@DLl%NIn!YWJ+`{?k>@Z z87cBRYJ)+>#=oEpAP>p9{IlXQ=}te81|A}OD;iIO%;p;J6h+jE{6rcIGA2GndOBrx0ceFjzmW!0Bo{BG zn}NJ{WUg9fS(`N;Y3RM&rbVfxDbgP~AbamO0}Wbg;&&XiNlmss^%WOQ_x?d`U4r#+|p_Za=<$;5Lqt1A(ew{IxB8Oa(QFL zD3(?Olz48Y2YCy{@Q>)oxR92F}}I%y}7)Q2H8?5C~=Ht z4p;6U%`0nrY@k67vGd3}L)sE8^jBD6RdNs7giY;~6j`U5beth;>yiR#&~FaDWm%Lw zq`mKqf^xqVONlh_5Mjop-C}#TW_>%E_TD3n&$znKSpUuXYJuF+t=^~&GLp%}F6nL| zE6f`>UU9Cve=4Mbhq(C0aZRGlczmp%+)`I+4>UVp%lx91(UCIwKFPFr0}cGm#IvP# z!){IN^$?kMI1OrpQO3zq(vI6Pc7UEHp=9WLi;MVQ)~Gk4Klfz z-(s_oha{|*c(kl7RXPteVa%FD8L4&2J8pl&W&K414I+!1G?b=qU&6C0PP)!WkJ4a} zaq(I$b&0n9#SKNx<;EF2(1ee=MQNx{Ui6szxG_$+vSvgY1eS}}yNITsfBolQ#U{aB z0}WD$%f$}Pex>wQiF%(y43KmtI5PoH#VO;Tdg{sk%iF%}>jtcu&N*jO2# z8?`}8g@HL0<&QcQGALfksFw$6;2(Crv7%k!ZaX2SfIPYP$%{0|Ms_~g+C-T$ORK`} zYES4NR}3^9n2pt&S5k;Rp7mXEh;ddvR0bhx;Uz@tlIL#u{?ly(4ESdGkp`a21HK%& zN9*{^iUTIu3m^>K!^WRcxlPh;_uH{d4=Nn29vEmKO?XpQE4Y>W(SVIIZAC#3+JwR{ zb~3_)rrX`eF0k7=7D5^rf#0VMq!{gdq5L*kTA{)S!x-hc=s(K3t*!#-X z4wj9wQ&cs5J^#3@ZDSGC1~fbWZrz&VpyK{VhveMWt0>aIqz-;W`xY6Yarx4bvNlUG zq=6A^e2XTQ`Yqwi1+(Oc|7xH?ONEaV1x` zy4&CqNP|qt=gx!32+mO-6ceqAB@qTjaPm|4K{Q;|@{d_AH#AWxq=7UG|6CVKF~4Ja z*#xo?P8evQ&BAYkpQE`^l~LstR~*NeMr|-RvhlmaX~^BWPfV;R(pk3*(jbYuctti7 zO=rS0r&fI1NoztHxSN$9!1be*-?8jHe#rfH)j$JnR=)SSm2zd{^`i&Lfi=gB+8~dc zc|i&7p;iCr(Tb^7a|_bIros~=E4Ag-@$m7ozvZ+d4YZl~dyu8b-(FO1Q(SK8BLfXm zudt4EP$D-MpP?B4R@zV-(9HZe!az#B+3SZkl(luSBMm&n#SevCp?;h6Xvb!`--}$|4L>h?$>2+DgeX$ogxqhw6+F>+X@mllEd6e_ z2$Dk~MMb1RCsAPqdkCaiO54xRN*q}xL<^_prT4dRr4J;_J&hSc|~Do&VuHo&0UZ2ar+EDF=Z zxhmWBZbNB1YoRmNnBUVeI zbzGfFvGVxqk;eBywAy0#j`=If$Q-SU+Q0}-PAf^YMo*#@H3P=h^FR|$w!b9by;OF- z;^Rr}`bY!cwexp8(oyD}HG6b+ITBL)Ar118l^=OKO%w7;OIPQVX_pN&n2~%jwRG8Dx$>Y6IsLs;I4|vAOHfas~BGUZgc|fHcVCW?uJf9L;IE=A2(%)|M*( zX)vd;@-zGw$O@Z6yb{T@M+O>L!NqBHXpE_F|AXR#*vf{e4LrofNBX2>g=3#KDUNP+ zX@oS$ZgxI4f22{N;*6k$vWFCFj5LTWE5F-SfV5dAzDY0l+j|2Iv^n^Fy;n4aj)-}# zm_l!9g4$sG;~&H_)8y^LoOFw2Y5kfa45V54bxtn|`l%0BHqmLA#~sa(1}5eHag%ao znpH~`6##!2V32ujyw|Ew%%|8Kv{sjfakZ~GN`siU@(-rxX_or-hOgpq)UXyvgP0c% zZmpoqd+NhG#VyCGEs+M^=Hlm|J5!YAUlr`WQ;RK4+6rk9rFK3vU!hq;n0ahUITB78 zXy72iy`5GxcMF`cMzPSH9EjS$cP)Gp@{S^*d&;cybZzKv4O)Ak@trqq>h`>%>ViRr zHV6ZE6RuL!q)51!DJHAzZZ{1yhy)Y=v~!yhh`mvP4|+qAarF zEnV9lwLxH+_&MkV6j<+brBduzcJF{R2rLUEhfW?ocPZ_nn?zX6;#r>uYHgtM-)CTUxrM0J+Z`mhRb-mXx^ET{( zFo=0Of7>t<4S!ev?C2}Ue5RgAgW=D_kN5=8QsF>@m>oI|8+zM7gDB+<%|WR$%hKS< za#$_yu+4<$rCe&}chyR(c)6fWOLs1(JG3OB+4OEh z+K&FH4dzDwX3WR@9>Y?r|Ous~ibKZQvoSV0%YmjZ0G|o!rh*;mCqS>EzYG zev^Of-yWwZ>rrD6(xBIbbHS6T*TScoa?9FML?8`%&Be0%As%QhK66V>>kjkuKkg9*(^1x;NQ1cI zJE>I&miYMuMRkh1o?vEPPWKmu)zC#Z71s!t4MS<*AP)Y$V-=0^YyNq^Np_I-!;uEg zYvDUIovEeW3f{NLw1Oj$2Hj@i^>Q*(D1^DP){tqh3^YiUR$c*j7ma?a>&JAGN9GM9 zQ5%eY!lj*+_iV2b%aNta>y(x*F8?pxkZ83^Xu; zmET%DLb>wquayxpZTtk(21YRRZMS*kApWIeALukRLcNJdLv5_8aR^zoOk1xxIt-1F zb`rwCqQXx58EWW135HdYO?uTp!-iVe&|H&f39F=0OhM*OMs3hgC*SZ%Ld$u_@~m-k zOIu7q8aRlJ9~sI*?snB*wfC88D$*d2J9$gnQ7EkMzCv+j=aGSip}?2S8>!!79&LLg zw{+Ds)CN`%3N83jOWXB7aagx0PPV#EM;i1SyXbV5GG)dYqqoV*iq1e5WJ()9ptg-B zywiezDR#5p8E7!V2$xLPP^O&H;-W#(5;v{R`Mn*7)<+jRdN)CM#Y zKM?6l{TA2misFFUh`C6EezWrhRu0lO_HBp8vNqp&NQ3MqJXo@aXlpFv6pOzU^O1%v zoaRsYPsJUFGL#n zn~5(xMpB$kNSw`mVh9JUtc#EaHsxO^zL2!R4W^forQI>WK$`H0vp5+cVb}V1WZKfj zC=HAt?4#zVG`{53_C<1-wqJrYNaMnLZbN8jE^E%dRG#t{T#7W%X6B!UwR#e<7yrp4 zYkO&+!30{k`EZ8ZZA0pLw`JP;WvC6@&B7l;cuSwKPVRo)N4EkxNRQ=6gMQ=Zh5V`8 zIxdKxuq3XAq`q8Y;EPCn6KBYLIIhUFbZi9 zrVbwTDQHHs=UF#JIf-Ki8f0Ea8MZf`i&DtLcJcnYHgvaft37Dr_W{Bw5?T!I;m~2| zZnf7S3`}a`i@%MOL8h5@I%Qg_wMc_V5bkadq`|b=llQ-62f1jVVdCY_sidNSzFWf9%w@Gxkr>iW*z_fPS=Je&AtI?&~H2)O(K&< zUyf=bOS@-)fl1ALw)KSa(S)ezd%84qkmVau8ssAz|F{-K4l=1}am8iY4$(-1h6*2= zt5M8X*>>Cg#t3RFya{O#^LGB(+MBZ5rrPV>RXUOO+CYPTv+@h=RIS9f%BU9sE~>l zlS#|HQydbUy3>O+D?hZnh>TEnU$&ldw*|x^4U8a6?jtCLggyV|B|C4%T}XozB0R#j zlKQQ9(nNV>+ARYO`b~IxN-MJdCTC&A73syhQ5(=){1LVvWQ7iG6Rgm+p@X#BgERNnmf7Y07K5}h2apE7E1YF2O^Nqm zf>wKEZT}f)&}~j$=stpmzl_N{u?JBbwA9Hz#+;x?$W-CIV!JZ@5YoVRE&NMj z2I{vF?RL4h-LT)vA4VGVn{ecQ9XYSx?4OEChkp$;a9$ffl=_NVnkS=cxI8EvJ%ZYx zrB+_^>;q}@t?|{ppN%aYe-vq;P1q_sP1=gBc#u!_kb1|E2HGsVrH6?Y&|yooOiO#* z1I^42@UN#ZeYf_zVraf%ph1{gcpW?KWK^6>!_s{8fI4< zL|=6pwP8znMXPK?n{}(Xw;T&y&Ul~+hvbiIaa#WCa@pTXoJAVMf}Ovn*^UO8f>~_0 zWe@paph312D!D$TjO4nMbG=O4b`G^cMsn~9xS43A@AJH*OK$1F^GE{^aq#mHo#z55Z-)Zh9G5!z=Fv?YBu<6k+rqIi8Sao7k_PTI<>U=yx77rt>7)BVM}==Jf(u(IY9Fb|g?;s7P4Z;@V zJ)-sAnd6mAv)=VUv+-5YcWoymK@Y_tj_(E<45n6oQ!hE~Xop|8sTdUY-a~DWkA$7K zW)!9^s%2DsnH+i_Y0z&@e!#>`!(YPjCo{><*i z-)#JCY8%mJCv|m@W8sWP8sD1jMpmd%tjhzLHsuj&11s407v0trr{S3*OX@UCmJJ>w z4dRqvb}C4N!pC2u6bUK)6NJGKW94hCA|x&H*}Y=AGz|J11{#E^izmws)NR@4Tu?k% zx!@^kgKo3)I~if*ZUGy*D^}rw&yWW0X5k4*o84b?4OgtOaz95JxSO#3Ih$HK;J}^h za=$$_(6FWavBameRv1`zp+%n3tbT#oV34u$Fdap-WPwZVa+r2|>49eAv@mMv!HCqC zWLoK0NQ0IN@5-K_WH~&sO;G~kvw;Ry5Z=6^F%m%EOVwZ*mwBP zE8Fe4EYpq~XrRr)KT{MUe@pFM^}S3R{|>c5oVxgGG7Ak^%@5|-DciK}d!#{2?fk75 z?S<4q7Z*>GwWa-lH1J**ul7`fY$6g^Z#?HCYJ=P> z)C#Xkdm-<3=KCmXYY~Sum|9x-2SDxgXSe^>xrZ$D-khI2(fHBjRuoy`ApzB7Z4W)s zggA|)O#Y%tphfnO$j_(^a)^^(QOZfNkmz<)ysWMBe@Fu>xcJG`qvRnKGj_P8Yr~%T#>z(qqcY9qLy4%!vlm=t7 zm4ByLLbPjlZYi!S1pM(p6TZj{AP4EuCQ)122pRt(4Z2NOPVS)*YkTm8Rx<6Dfd=EB zmER4muesZdG=FDMvD1HEnT#Sk5a zCe4=!VbD;aYQDBtR{!WA#SX!90}UKRIC=4kjL>>mD#ew_b%{M_6L#LT2~zT6PkzZQ z?U@8=klkGTlU*&M4egtxnM^Y!^+e+fz~vP4hvVibjx_yeph1|r_&e=d;m_AcS11+> zvB^*y3SSzE#sNQ0nv@M*()njjTQ9hOTD(_;o2c&~-`TY3u9=Pj$cpG(9r9iI}lLBH`_ zS%wDFH6O<)HpuIEBMeMx8~WVI!rd7#`G#C?v8lsJ<-_p&VT1TcO$%ZuOH#@(9vY2w^kpmHm8*wKMG|ZK} zXwhKGM^F9cD`qs4vZFSzf|Z{}|3tLPeO0e9`Q`9HbMS+Q{m7=1&b2=%2YtGnNJE?Q zHPI6adP}!NiaT-F4K%Q+iTm40^4^-Yn>LlTEy#u1Ah0ZatE?#5bVqV$knAC?|3Mnq z)W)kCH>G|X9ynuyOv{rSY0z)Nn~ct6q(Muq{9DmAS}QcVHawfGtyDgw!8*pu-^(zOO(&OF zpqMwr8E9xzKCjfutNeE^m*Nx3_WY;~`c0Unj-2YsKQ8tptteivRsp@-m%FgrY83H6ztzV@0o6JZ9ZNh!ducU3{xV02aG)-TVaS5X)wYFmqrHAyfS*|DaC=_$~L6oER}C)f2J_an4>~by``9s65Ejm z{l>Rwno&b9O^dEAH}r%71`QPo<6R}1_deCNvk4BA1~lQ3ku8+nrvCbwRK62X&xtgM zD`B(Y9=Y4kqq7g|-G;d`jSFeeZFas%lbt3F)3Q!geC51ipg~LR{FrNf8e*z-y>UU- zHm59VgOS<6PgQHrf~=UfPH_aOMLDEl9_Q!owNo6gPYjwaYs*<4X)vQP@m(4(%9Ymn zL;Pfadt{)&WXsMMMJA$+Ogu)BELT=QZ9o&ozfR;K@1hRH%Gx?tL>hRAm0z%{LWw-) z;xPrSXeFdUvUKu8YMm*vrg=>*BwOLFfd>926j;$7tbEm^`B=H7n=7L>h%7s=DAf|Gqwz)Ou)r=Cdw)SFXhUbEmJFkzNa73An1jo%d2TZUi?v&1+q4?Khhxc+W6M&0&UxP<%bBF_QgPh zptti&0SPIx;y$ePk!iacpf;en_!v`xlBK!(``$7wA^>U7Z#KT&5KJwdnY7?I*?TKC zL>g$b@-ZegUCr2%c7H=zTcSotgN)?lAMAQiwu}lIQb?v9H_#x5Sb4uSAewE~0>u@B z@r_X%(1cecrjYku56$K-Muo#dy(UNlE4Ww%x?nQt$VSeDvJuiY^#HT;pzlec5IbDC~Q_ySJ4TVWtHb)vbh=Uh@xj}=> zjCu`^=-SW-xmq9%Ov-0ljcM92rc1PwZ_l828;;E-0+9xJ+{_)MG#%pjFu}B4rhPEb zpx>4+`_SThmWY=4Y?zXrKYJ+~` zpZrr%uKd)igL_jD-K|Ymgn_#`_~+p@6!U&@e-+)9FBoYM^L9S`)uAs%Z$e7CPivyK z7X}(M)WtuVCZ^felY8-s%cko>P#ZX}llR*(T6uiylu2>;vwJtBfrAL8_DWFZZ8A1l zE!jazcSjoJaXY`yqRqB4dw+Gm(~b`E*+7Hr#s`H`G@~gt>cm}H+V&nO4dO~jyxPH> zmmz8E%CxYaNP~u&_%>cXGU>XN(^ty0^1YA-CUx;=MpBdWhP7gHH`2g)g%{%L zQcL5;giO@6Va?^E1{$=KU7i|8!`0BU9~EEd$MivEU{EJN!q|?cAP2UTQ@l)FD->xk zl-l@}qGaSBQ@1}?Y-oG;MH={rosU(y&7Dib{Kp`y&l4$`@GW$qGw-J1C|{nFk;ZwApxt!f!Mt?9LXy zR`)jSx7!99q)HR7w4fbEI5}j~W_bd=WFTsTxU%!F>i?35bXe!}TDEEXFr-0C&D`IL zQ@`E1)!ltT30qn)+yl+Z@1Kk%ZSU@<_$c?=YXc3u*Trj`RwoaMZ}vU8Op6|b+Q38X zd{LxT;;;W{{AiihCjx0O#0a0*w5|JvO~&4oZE73rfoA8Q73NS&V^bd6BHQ$*fd(yg z@lC-alzGF4ZQCo;_76dAka->a+{G7~rS?Bl?T<_wJ``!-y+YN=?v%%eoZdY^rd1n; zG-#<%xnVHPQbQg;NF&pd4M!UIo0)ICJtJ*9e2cY0^5~cGm{Npie&vX^=vM!+0A=+ksEf z_2h25ZlIwyzIX3Kw4l~ke#s_XFdDT%>J?rmD^IC6INy!;vbMl6NCW4!^H;W-P?)xI zq{|^|%QF^f&{78vdhNZ{(=+0;$l9J7Xy711@t04OdVde_Ry^swW*lk*o0@qF$xago z|3hAi3z#9}kp>e7E8nGAPBZ9bv*Vp|OG{1gKr`{`2*0VNxm$1REz>?3XxLKzU417l zCX1HL(Na$2J13$xSWF5NuAXGm$R5ep$sQ6h329(cJKuRT5iMW!NW~%TijzIigk!En zh_)jvPEqk9(G*WKemppkwi~)HPpv4|a>77^I2B$Y4JU2!$C4>d&`q4`L7Rg=a-mJ% zuC_gpLH>^AHw|f^O*mJkRSKz{E=n<+`bBO;OFsr zQYK&Z{ztSN3v*|nHi!im|E_+QBCG$=(?eu!EoXY5nfZQ081>td!19Vro@*A;u;2Kh zw{g@`$F|%<^_JoS@R5NAk;R^=%|&C(%z0}RhtwixqcZRh;WAcbvS_LO;qJXuRMvS8 z(qN2X%DhQgK-ORGL#{Y77oLkORK_>TJ`wFjVAZ*@J>M8;FkV^tf~_!Zr7rw+`ixB5 zG!M1G-j<2SXc6kQ&0jmLmuY?GBMsuf$v-<4p%Er9WzikFcVNF+7a$F^3Dtb;v?z+& z7^Ao{^4&m#s1mNTJfS$K8MjQ)Z~GRaHi!ckU&d(V2j->A(Mj&NVT+K4lY72k3n5yc zlnd+2{Z@6c2b#^yytfs3NZv)o6Uek=OOOUuu<+^lW}4hTDVs8-+|n}!8cgmjyt>L_ z()M$D(mArWDN8+Qv+`1mTgj%Wy#C27(*l+u4Q%SnQO`0r6(1)1twkC*uZi#UUZrjeUmILb z?l$K-q(Qd{ubQr>ZmZsMV3bb7Zu@1RLAUXz(9HxJws3*_n<@Jq2w=8hD6>&$qM+g(2;)Et0KJU>nlFd(HeQw#wuo)fVqn zY%#tx&>*sewd6I5te;7SW|OV3VY>%yF8-af4$+ePr&O%|dhPH)v+;^?*~tp$@5bkq z`^~%)X zD*c`RK&G8E&_J7uAG|0@w3narXOd|X_o6nSIr)q{gsgD=y~8t&M;dsDP<6|j#?$d{b1U}ot{G@x1s5;Tl#u%EeV!?b)5h};pf>0?2e(2U z%H(Gb3|%PCQ(GNG8f0=aUx&xhJS4_kVv-ySxeg%>`pv?x`KP0(ADrC3txS7tpy8Os zGm=(|v1gK9?ll`uxS|fDHn0MphV-JqYOv^`VhgG35f3mMH-c6jXhP6!_vr>4081Q2 z8kp3{zlD#XL1x;O9`5p**wBv#8csvl(+`a(uFf_7s;En|^%zPs#1-2i(7pt?d>X%& zE!zJ$(qJ?-af=3!wqn^o6p(4I6G%gC{IJ9kiqcXk&b#jqqY>f_G#Hz$eD|UeIY^R> z#}zM)96E{Gz}u|+%ab3))$DD|EhcMi9HgjFk>xznU@UOsDgJpWRp|%Z|Q5$4&6F<59kv7OL zB?(ZRa_xBqX{e2l3EHz=Q~!)?Bx^HY^+2=mlVAzW5`CZ3M8Wpm!E`M%1ui0eoL4-rlc1(Qv$Zyl?s0$A||(!iz`KDob2+RXp< z%OYz_coS);jSmWkN!zAs;UnZ&IA)-MHetbbg@(UtS-#AawT-`p+Hm;em$4F(hb$=m zDo1QX&Cgg?|P8t;LnyUCL^SM_e^nKrP)2Cff0mC{1a$ou5LTkST;hA`$&V4*~MGh zj&}QPdk#Esxx@6Jl#X1d58uKkBFa6Agog`WSCDD{8fdU2GV|k6rO2ea9qY%- zwCKmE4NPk1+QP}CJpP21@-G^yn&(!iv=@L4f3Y4f(P z-PbbE2ww~^2ze*JX_|+Qw*UOuwT~PLyPlym7))LKvqCmXP*2R}y|W)MC> z3L+yczIUy&tgYe;q=6Ake4q~_cXJdttJpP8^b%>1cwPLpmrg`09P&_cFY&lX8o%&# zoE#)(;vci_AZXJGuTUE}h@ERIO_{g+oHcvo$y>eGNCOWMRtoh<+n81HMP+U2{zV#S z6Rs%jC0fYk1A}DRHBU65E=^X-m3Mvw?~y%Z-W${g>CMVdyv?V*t;}oFwv%bC-XaYW zl7qiQdX3_A>xR=;wjf}+|aHckOrfIQ2IrCa$v}*yoxf~#Xlkqjlh$oR?9r-eDfl* zwhsmxbem8HViB1%_3p{5KR!mg$!==bB#>v^c!i=P$v&8ts>axg<*;}P>RGO4UAynS1|3ALbCikr`UOW zYoI|2vGWsjg(!tQ3K^m}Z58tewZX99;zb4X()QMm4Uvk<4WWOL238Q39@=HofR%L> zm1gY;a=~jaklq}8yWui9@5gSvrph+`VW5Fcg_H7kDTN%GziP7_So;#9Hb@~Z?r&P< zzMX|eE4~B_PlPlWWE}kJ&SF{s&KRG?Th>-RG19=M!sf*u{eU zgXC@-k``$&C~#?hG+t%PSnPu?4Q)`_2VvlCe0xB<5O;I%f?GNaQ(K~R2m>3qxO@E8 zZ16qEU7rbQ#|<>Ffs-G=eMi%yE3@hs*Lw|VTr+p1HyZF=>;Wchg9K4SKZK_pDbsRhK^invs4cDSHLTn_e1qOl z^pA%I8pNoB*UpF_|LB%Dkz#yVnH9Bxe+cylk`S$E@1sBDmUhX8G-#=lACs6*R_N-r z*}X-BEiINEX=qYDWvE6|h6>$gZ$ocF8?)$cn{%Kx=r_J( z_M*6&_%L@%Sz4c*2!pt?@GY9!l#c%H+mTeJS#u!`(vk4uz*TDK!MK*;vb%jV(6FI= z@JmU%<3%^T${^GB{)5_JrX@^{($efXGG?=4IX^5n(r`}6=L{pL-?HtBDJ%C|)jUXp zezWpdwzQiMX{)swDASVW^*}T8Et)|T^x5LV3(B-p1{wsth3}-cAZ@-|BTC9vn3T_h zHVfbUJVUhS?Mf?l?)~$7pxOBi?q)PaJ$bX}Ts^Qb=ra^R8njgSl9--SNQI536fcBd zH_*UCT>P!GTZrb|FR+wK9wZXJOxCNA&CLv#X#k*&f*wR*oJkW%x+cApMMGI5R zmbK+Bj5Lf>J_%VxR#?4z&`^D$fZCoIXpoUieCJ{;#p(B_zRzWUTT=wJffa1LSW8vf zRcY}epW^OAx1vac9OB@UxBRrBy=nKrd$P9D#gGQWf|cJ;nnNuuH~()ZnfBR0gO=L) zsnp-(AvbE|J}BEXwm517e{=EqR!hnu6PBFGEYk*+KpI4rg%>V5N6XxPY19htou*kOta#!MGC?rjx683y_U)%m9OKGxJ$UO_J9CK@r7e zz44_zNHg(Al(hPU$@^wj%--sjK^kh~AK0GI%<^E-M2ew4tqEx`-x7)dwxCdWzpqat zx!_RNt*a>Rz87;K42rJi z->ot^@6&$Q6{V>D7-;Cc`~>cL8e=kB=K0B?aJU?5gM=i^$hF&3`JcF!%2pU%9%&E? z!rL)D$U~}5Uz%2?)vACrSOB{Ch;^E*(C4s4;cuxbA`NURJi{GLv}UUd#md?)d8F}W zcwUOE!e`Ga?w8N5gxVmogeRbz(R%X9$#04chh~+L20<@eA5K9t%R7TI#>*|uUIl63 zZ%%$&p*Y29B6tuRGF@XrU8+m65$SvMOo=nv1Wp_Rx^kvZJ@+u4$)g zNP{8E&fkEpKof`7AK$%@wH2+7G|*-)V=dLYTlWTa6DG=-IAekY36du;Yv)yNUZ^e8 z-Wq5S3l3g@wJiBtT-miJWLk_bYD0hHwSkV(Dywj--L+(!hSoqDXcJa4krY`4j}>?? zXG?ocq(PjTgiUDbw@VprDPDf~WuSpJp)jd~2IsYxhbeBDAFSm;o1NcAZco{A#r>~} zdmbZeBMsJU4nDOUKvSfS8#gNMu=&mv+?EDJwC zu$@97a#H<=GA)xI(xBUftraiowq&u_&*(I4=q&>cx{dos7MeGV-1~aD4#WA@LVuJ7 zdE8`k8S{}Z`R?v1!*|NG)(wz`zH2UHq|Ksk+jD4pMVXc-0BO)|!X55BG%EC(?xUzW z^3*_s%@3c-z#1}$}P=S@fR)XTvY ztIN5vWMiaZB=FB-i%46=ob`_DEk$?xWS~I?;ZGSSCu#PUZQaGn(A~B-@gU8~*Yusq z2rn;QJ}NhKU{j=l5$t>;uLse_HAth_3Mt>r1I=M!%c6udL8`XB#xK3wu%&+uGzcu= z?U*d2E${fxe`VT{<{q?J`DgXFltK1qj|!J*V_F~$GKhm;gIz<5g=U2VHpzoRt(HiG z#e#z`WVCVy6{Ajv$+T3hkOt0cb=NP}c4j0!bqV%hMb>5Uu<+1nru(wmu|HjXEMGZ(DgOSb|B z{X+u{TFNW;X%A*3x$*6)+|bCjC=Fo3`z+NcAN^BtVGo(ssU6ZFR|@6xpV9btIC!O^ z7DtgFq(PWE_{|LMJ=iU^Z%4`6-Wq72&CWM{o)WEY{12NiCuYmOAgX}#F;o<8#;)+BhtX8`~%=(nz|idyFZmI?YjX6F>m6d zLN%K5wkVjjt^BcQUni6X-Dcz0&YIDp=vB6G#i!1pojuT8{5b_gsT)UDd;l?9cw7J zbaF6i0|&A5mbRx+!M{uo#TkMIAxHyl4&Ksk6be^QXH&e^kf9sWpx^9#PNO|${M)i? zsceNC1{(OAofncRO)brlxt~JYg6^mdS}M$G{K(%z`(!&VTOqIq(!k%We7m7EC8Qlk zvno6!Pfw&ldJ|ry??Ku|$0f)o_uEqg4Yb+#BVg@m{QJATwc>8`>RzY~$3H%&38nOw z{!&}T#!7H+q`}P6!LR&&ByG*-XB;A1p+p~~fi?%uVaSQyyX6U}a1|2?9>3VVM;@j=Gb4`C3d zWoBx_*glgx>}l7{SVq`s|_<5}7BT;%@Vy{vNbB`Dd{v)NLdG?R!BEh0z0$ z2FcRJQ%HH5SpGg&Me!1M&4EaRIgN|YLK4uD?dR6>O=WG~VMs#<;b#c6cTFRoPgB)b zG0;Gp@aAd?vT28?mkD)k=x#H^Q5)ElZ-uxhA5EO}p_UHA(X{a(gh4*C@NaDX6juXZ zjV&e9vP2*ay3N6_)do>R`)6%5Sf<@E(4e7ae$7MsSoE`1$-8nWEE$a2zzAkO-?9+x zpYN*`*J^`?c%t#Kc`JoN-ok$4Wo-q9A`SY@%r|!IbHN3P5L_R2tmTxsF6H|?57 z+gts=%Crr`P#dh+gcn@>DNK7`O_yJvr=s)r9PWX}E5@y(>DH;hD8)&i(jyQC8N}vf zX0}V2-gMWp!Q3m<6JE!7Hz|N7V4NNLjAU{Hrkj!7dpO+nE&?uzA zbj!pSx*KVrZ<%eL;#G=@qmc#<;^cc}^T-P8XPP_6i||BakcL*^hg0tmZO_BRH)MA^ z>4_#(U~NG*Ex!2ebh+Oqjzw)?QyZVse4{X(X%1IR@BPLh4Qy)T8{{R4_UGBrHgZeT zk4GBxn~NXhNJ(KDb>Xjj5`u~Rx`75^YU4q_j#6)lBA;Dyzs;Y3+937X_zBRPlq}~q zNbV!k0w*F3Qm>saoP9}~vt+V4a=+!7gf!4*<~Gew9&&2FpP~ZYQv(e=M7X+|k7jS# z3jb0}?^jPoZ4jppK4jIUZvp#$jB!6=hsiQ{3esTd!Hd5Vm8MHsjn z|K{QGmC7{ZPQR0n83vEiD@s`WvM<{ad>&abfiHb z*!h}hKRH|I-u{*JUc<0*%|IGBn~h%|E=#nIT@#m(TN>|)CLEh>NG(lYwS_}YyoY9@ zHfX7X-_~16R+#8Iwnx@BW){-W3j9-10t)#INfs=SX|-k}4MJYnHC{!--zsZgcfkvE zH}5$}gRtU8SU^Tt=htnjY|`@v7?{+`KY1h|BfOg%q&VC+V=hVqBiQ)JyoaW4Wu`w3 zk+n6Rhcp%#i$KzYT_@n%q4%jxaVC9nbu{qYT;FtmQxN%6M8`5Z{=4Y4RVN!ZyQ%2D|AZKDXE-8 z{u*eI--I^~Khm(!{%@zrGVN$2YJ*r1?!GUfd4pwWpyJB!xRpo)e{=GC`7tzuz8D^- zIBr~L71AK;Ej;(eQ@>3&e^9IyQb!>Tv@jw%9EL5gXPs6un-7ag(u@-4CE?D_GW-aC3 z9@oBLw3phh!Rf=ZLH=avf@e9Af2bg>ux=1^e$RE5w$@^a`Mr6 z2(`4*;AFStc}Qq9(xBh${GO6lOLX~xXIW)!)=fwQo0|A->37u9P6z){(7qXH&~L&M z)vag)v}w8Bik0r37}N$C$-(C#SIB#l7Y|izG7jC0G-#<%VR|QJ%URXi?v!Jp$`+)7 zHZz|&G$3vFt{iGETOsLIq=7aI|4vbqa_`l7yA^LgoHEcLzd89lB%E4$w50cWS=;1o zs0~_b;&;#9P-Ol1IcbgDZ~ohn1|A~ZfG9z<&xiNB3wGjcFvAWHGz(v}b)+2vzebJ% za!YR*Xs|;dw6qz`@N+bG)RkMhU?*w=nowfeMzloX`xPbaTE}{z3FRAVk%y#c{p5?> z(!9Hn1|H(#^&6UyHb?giirPib3^YSa*_q8%lta44woz0QUAr5#LAG@9mjX`G9O-5Q z?+&sRy6-_6%tKuKWx}e|Z+Ta@W{!i5vC(KD+U_68^12Lm8|eR=Mlvfz&S@z8(6{0pNFhM38_oOt2eT?7RQhV2}w9ls!ax) z6iMNbCtNv?BMq&v)TMr_w=OWh9Hx;cP#g4{op0u8TQ&JM zPf9O)NSBjH0}rwBQzqKi$ z8_!4EsG&1Wi4-5Qz8h%RP<}Y|7EMz(PY+Baw{-70)CP%H@V4m`r7h#yRnlo_grVn= eW*GkdZ!ArkECKy|3i}kE{lq&#= 0]) / 1000 + performance[j] = len(diff[diff >= 0]) / len(diff) for color in color_opts: fig, ax = plt.subplots(1, 1) @@ -688,7 +692,7 @@ def _out_of_sample(key, sample_size): file_list = sorted( glob.glob( VAL_RESULTS - + "result_ev_{}_size_{}_*.pkl".format("{:.2f}".format(key), sample_size) + + "result_ev_{}_run_*.pkl".format("{:.2f}".format(key)) ) ) robust = np.zeros(len(file_list)) From 01b8faf8562f41927614be084f0cf39d598eb303 Mon Sep 17 00:00:00 2001 From: MaxBlesch Date: Sun, 29 Sep 2019 16:18:10 +0200 Subject: [PATCH 38/41] Edited general setting. --- python/general_specification.json | 4 ++-- python/validation/specification.json | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/python/general_specification.json b/python/general_specification.json index 569dff7..3df13c3 100644 --- a/python/general_specification.json +++ b/python/general_specification.json @@ -14,8 +14,8 @@ "sim_keys": [0.0, 0.5, 0.95], "density_strategy": 0.5, "density_runs": 10000, - "runs_strategies_validation": 1000, - "strategies_validation": [0.05, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9], + "runs_strategies_validation": 10000, + "strategies_validation": [0.1, 0.2, 0.3, 0.4, 0.6, 0.7, 0.8, 0.9], "trans_probs": "../../pre_processed_data/parameters/rust_trans_probs.txt", "raw_trans": "../../pre_processed_data/parameters/rust_trans_raw.txt", "raw_cov": "../../pre_processed_data/parameters/rust_cov_raw.txt" diff --git a/python/validation/specification.json b/python/validation/specification.json index f501d89..a476a3c 100644 --- a/python/validation/specification.json +++ b/python/validation/specification.json @@ -10,7 +10,7 @@ "seed": 123, "density_strategy": 0.5, "density_runs": 10000, - "runs_strategies_validation": 1000, + "runs_strategies_validation": 10000, "strategies_validation": [0.1, 0.2, 0.3, 0.4, 0.6, 0.7, 0.8, 0.9], "raw_trans": "../../pre_processed_data/parameters/rust_trans_raw.txt", "raw_cov": "../../pre_processed_data/parameters/rust_cov_raw.txt", From d274fbfaed3d53335c96f62453757d88cc676c80 Mon Sep 17 00:00:00 2001 From: Philipp Eisenhauer Date: Sun, 29 Sep 2019 16:42:12 +0200 Subject: [PATCH 39/41] proper readme --- README.md | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index bea2f91..2293a02 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,7 @@ -# analysis +# Robust bus replacement problem -... respository for our analysis +This repository hosts our analysis of the robust bus replacement problem as documented in: + +> Blesch, M. & Eisenhauer, P. (2019). Robust investments under risk and ambiguity. *Unpublished Working Paper*, submitted. [![Build Status](https://travis-ci.org/robustzurcher/analysis.svg?branch=master)](https://travis-ci.org/robustzurcher/analysis) From a9acd465c8e6c30cef7166187d4ef60b2a9d2c0d Mon Sep 17 00:00:00 2001 From: Philipp Eisenhauer Date: Sun, 29 Sep 2019 17:10:13 +0200 Subject: [PATCH 40/41] prettify readme --- README.md | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/README.md b/README.md index 2293a02..b3005b8 100644 --- a/README.md +++ b/README.md @@ -4,4 +4,13 @@ This repository hosts our analysis of the robust bus replacement problem as docu > Blesch, M. & Eisenhauer, P. (2019). Robust investments under risk and ambiguity. *Unpublished Working Paper*, submitted. +## Miscellaneous + +There are several commands available to ease the workflow. + +* `execute-notebooks`, runs all notebooks in the repository + +* `update-repository`, updates the whole repository including all submodules + + [![Build Status](https://travis-ci.org/robustzurcher/analysis.svg?branch=master)](https://travis-ci.org/robustzurcher/analysis) From dc5a2d6aecd8647facd41c5187b82499a20f3a4b Mon Sep 17 00:00:00 2001 From: Philipp Eisenhauer Date: Mon, 30 Sep 2019 16:52:40 +0200 Subject: [PATCH 41/41] final edits for submission --- python/figures_application.py | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/python/figures_application.py b/python/figures_application.py index 90e4b68..1d9f47a 100644 --- a/python/figures_application.py +++ b/python/figures_application.py @@ -30,7 +30,7 @@ spec_dict = { "colored": {"colors": [None] * 4, "line": ["-"] * 3, "hatch": [""] * 3, "file": ""}, "black_white": { - "colors": ["#808080", "#d3d3d3", "#A9A9A9", "#C0C0C0"], + "colors": ["#808080", "#d3d3d3", "#A9A9A9", "#C0C0C0", "k"], "line": ["-", "--", ":"], "hatch": ["", "OOO", "///"], "file": "-sw", @@ -75,7 +75,7 @@ def get_probabilities(state): ls=spec_dict[color]["line"][0], ) - ax.set_ylabel(r"Probability") + ax.set_ylabel(r"Transition probability") ax.set_xlabel(r"Mileage increase (in thousands)") plt.xticks(x) ax.set_ylim([0.00, 0.80]) @@ -103,7 +103,7 @@ def get_probabilities_bar(state): ls=spec_dict[color]["line"][0], ) - ax.set_ylabel(r"Probability") + ax.set_ylabel(r"Transition probability") ax.set_ylim([0.00, 0.80]) ax.set_xlabel(r"Mileage increase (in thousands)") @@ -158,7 +158,7 @@ def get_probability_shift(state): label="$\omega=0.95$", ) - ax.set_ylabel(r"Probability") + ax.set_ylabel(r"Transition probability") ax.set_xlabel(r"Mileage increase (in thousands)") ax.set_ylim([0.0, 0.8]) plt.xticks(x) @@ -203,7 +203,7 @@ def get_probability_shift_data(state): label="$N_k = 29$", ) - ax.set_ylabel(r"Probability") + ax.set_ylabel(r"Transition probability") ax.set_xlabel(r"Mileage increase (in thousands)") plt.xticks(x) ax.set_ylim([0.0, 0.8]) @@ -580,14 +580,14 @@ def get_difference_plot(): ax.plot( omega_range, filter_50, - color=spec_dict[color]["colors"][1], + color=spec_dict[color]["colors"][0], label="robust $(\omega = 0.50)$", ls=spec_dict[color]["line"][1], ) if color == "colored": third_color = "#2ca02c" else: - third_color = spec_dict[color]["colors"][2] + third_color = spec_dict[color]["colors"][4] ax.axhline(color=third_color, ls=spec_dict[color]["line"][2]) ax.set_ylim([-300, 400]) # ax.set_ylim([diff_costs_95[0], diff_costs_95[-1]]) @@ -639,7 +639,7 @@ def get_out_of_sample_diff(key, bins, sample_size): if color == "colored": third_color = "#ff7f0e" else: - third_color = spec_dict[color]["colors"][0] + third_color = spec_dict[color]["colors"][4] ax.plot( x, hist_filter, color=spec_dict[color]["colors"][0] @@ -679,7 +679,7 @@ def get_robust_performance(keys, width, sample_size): ax.set_ylabel(r"Share") ax.set_xlabel(r"$\omega$") - ax.set_ylim([0., 0.3]) + ax.set_ylim([0., 0.35]) plt.xticks(keys) fig.savefig( f"{DIR_FIGURES}/fig-application-validation-perfor"

ZQmrY zjefSDs-KZx4!JbO5mP@gv8gICSR%ij1l^xkcRelVK-pnGVlqBe)fPc&z_J6A_6u1- zOVFo)tzwHMeZjYN^S*&JcRhj`7hTVffz*J(3=ZuKCkTJnxN~D5!2&i)b2y;4a9pVrn9{*WmxL#2a3 zWzP{v1S~o5XjjpxDzZLDI`c_2Fn_C_)8+(~pb`iwU7kJb2GnlAppp{pFLe?j@8(E` zpi?LRg2ECe1E2P9Ys1``c}Ikwnh199>!K}%&R(OT67CGj4nA+D=0GxF*@614%%BKs z`z>mjqzukw&H*`#z>{J(5${`XE8VufF%bu?JD$#>eD8h;8L;3`ZLlx+6+n#%TaQ8wMybG091fY)S8>?jos2(FT)mJpz7r%3A_|Rf<;hPf_lJ=lm zlOc1@SwMz_ajaZ6WsX%)y2z$+saW~uq@|GI06z=-g|x6Vo|7>kw8vsnzA+&XZu_;S z%a?S9qP8B%8$bK|yMa&Ll>^-UpStUg`B!?gN0dxtx7}4p2rRI&Xz%R_|5{X5(Lx@Z zl#E|xH)i7tb@fdN>Dv-!Y)wepmJm4nUqXCAFe9)xcD2YK$gTqhGpOHoYY*s4EDRRg zw_*l<7-cj8;$#jZ#F}~Q(=Es$FqpwtqRbR~mZ-3Jjo-=SFzI%=-97`b2<4!CtA+b2 z9ie-Zm<&pM%4C4RKF9BjE-^56C*WY(=dpXCDW8*wV>KW9Y8RvhoMWXuUn1QU^}ec? z-1L$3k)1zkVh`B9I*r;__J$MoK{8;Wl|g&eCw1H*FM$<#_0w%{H|zU?e2`>yMcz=+ zJma6cpJal=a0Z96A^q^Id{LSCo@_a!=x5gJNkC;o6G9nAe+ynhaTP-uT-p`rnnHkg+W~gwOdsZDh--8tnJQig=1S~EHDUT65j{baGd8Cyz z6jyg3JunUadH{I?rUw>_GSFCaplFA4v)GKxHwA4;2O&6!8;($SlcCNwD7|6cz@xpS zA#8QhT;%_{iLj-sOup*bOy9 z)1lfYx4(Ql9eonABrLm8e|8|qwwAful164|+q6lC&HF&Ay8&6!CAkUjAT?l?#HU?G zr|$Dm{>xhIVZ+0xs|u$mKpg89l-_FXuWS(oRx&kU>5cXYT*2+m`)k`Ed4X4nYEAdkx zUx+}3&%^i!(NO7zX@Ns~LnF2PQF%~ptg!hJN$ZK`4`1h+RM zfZ;qe_7o%n1~AyP?=-H7d|mAoNNxtiyH*XJFS!kJg-kTyWB%m?c;gTo@L|)Y_3B$X z+fS!A5Xo6GOqhQzw*V5M|L{%Z7Nw&Df~rciM<*4vi-o;Q$gOU-`a0#f7-^8kn1YDO zr|gNDA{j`WhY^#sc}YQ^u46&2(HBYlCR#*e%9B63B%ltiHF5_3KbZ0&5lC7Ra|RCW zjc7rjpyzQ}C5csYn`SI?}|>czOM%Xy_1N>SWsoZ7K*DFjiE%H zPO_b+lbzj741dPodgYqiXao&^`XNiYR=h185&^R$>a}OYg2>2(g|$Rnb(1Y}p7wkp zB*JtA^fIHC{Bt{&bZ9I!aB07_;)QvX$L5NCNDGs73Xrh{7q0p*DaV&gRD;xj6>bdL zn?6|uQ-dQ`x0B67`$& zV6WsG@&>Cpr`CyNAk!NblW4CK^R8D%33@-L5h2Mn?OmOEA2{68-|ji(xBs83;-oiV zWsef=%59S(Z|0Uy^(5l{t`zk?Sq`$KbmY)8IBT*XXTU^Y(#CpgEO*X+YD5+d@u$u^ z+pN0@6`!7H=J2@Q@jH+R*en2#_Ebr`pIK7OX>y3zt*PQ`&-{Ck7M3DkxPOfEUE~X- zAz_(;OM3uULLovr@37bj--@&)*E99OsS+uqhUYF_lOY)}H7GGC4+CWNeD&O|CH9)@ za-^+#j2DPk9S{}M?HxJ>A^|WxFld+15jAm2d;b1F;-t8u8#WOqRz~KGj65~cHfN-5 z%fAKzrXYXr?V1kGuHp%r`U&6Q@5P0BiDct&Yq)QopDftz*@U3px3-B!{?7P1$>Etz)Y4}6LGIw(0{`He;U zk`nKF)PcSHDpC*OK23sY))1pK37Jyfh>uesHDIPheQL6vrLy0)zA=O_CEwZ+1qyK> z=H7|akhL*k7o-L(Eb(cNK}+a%S?Yf5Brvy|=FyqEA90`@{Sk?9e}0!UBm!nh4B8?{ z%XBdAZ|@+gH_4CuxZLVXP!HM#SyF3>y&WV1W=Tr4ok9A*Xo6~fQ&tS9Y* zMEDCKCH}kN;F$(2LsO?$>!bJdy$U7oueyz%pkV&>7({Z9Lg_8FbHr_tKa+(ImfmRd zdhNmQ%L|{3AbGu)?VM}!yTI)ddBi7OQM#cc5`o04SnbB5y<9Kl9Ij_>ntqW8Nk*K) zKT4#*`f~vqUUhr-IvkP#a|Rxp^1@hqkKG$)iw&uVYPGL@=8ZOxDJ?(_eebt)?*Ylc z;8Nb7w3H54KJ==Sh)Hhi<8iR z{dU4VG3}+wQL(AXqkhjzLN`K4$pfY6Wj`%IJ_a)-KJ5pf5$z^3+vUR`Z zhxX~8gharcflYfAH;65L;jp4JIT_P?ry|J+T-%$AQnazzAaEEROVM1~UEE)u>J6V> z{U9xAn@^8on#@?}#K8=d8cK`vKw1n-4Gb>j1yG)U#aP=CvGjH!t;i$90Bj#Bp<#5_ z!$1ClObJU3JlgA%?rK>(5<TaSrNj zXsC0EKIqX?kqrK0XZu5@gn2ZVHd!wfyKs8jJ<_AylJ0lU`fLXc1Ux~t Fnvf}B z$w7(s9JDa1_>6zw8&VBN6kI$Oc!486GZ0{XT<*FBk^#%nTt&)D0g7skMLRxbkTNXz zSfHJf1G4ouktsdBU;I!c14(CKEHRIA+vitWSLctPwWJ7*AqUzjeZat)hoaKLi^VHN zBK#+v!Ju9GL>!3O!ZiFuqP?HL`<6fR1se|iW%Sl03$ST|nG*HOVxFpwA4;1nd}m1S zvyd&3kSR$rOfWoLCa`Jy+xE2)L}wgEc<Xdehj*dqM++)!+s+t4X8bvXDoumZV5uM%v-r|osYa9KC5U$80 zS_Yqu5ji!f3EU%SZ(O+-n8!Btwvq|LEW^Uv&*66n@+l!j$-DGZhFe9iv8=3v3{2Q=`&OTagaN_tlRAj`84JZY$oMLR}o&p zk8ag;k)|}|@yGRQOf@htnIV5rYnU_|5(4uF>U?+o{+>?7mZ~(O|1ERaXAQU1mw$uxD|704((Gu5g*l`v&|bwf9Qx4Y*RJ^Lu>!7 z@gcp(2SIAUe40;tZ7FNF&K`5SRuXL7IeqqNj13f)rlRi8sKNGfPH$s7pDY9xv{7bV@hcUl)gmgIo~ z>yC+EhC-Hvi9o$6?b*%H?$Z$?W*#ZWWt>d{pEzhEs>MhNg|?~f_I^!oYQ zy{j3&Vj90*=Sr!ODU_p|kTb--QUPxrU~!d2+ZhZGvldIGl7G`qh0lL(dUhss>p%}N zt@~{jdq9?iwc)t5*X`5K3>Kq#l7cp)fU29~=`j z?nu_nB8yPB_scFr5mEz|-S{lZ?3h$v>bReMl_X%zvH0A!%?a$C zyhaW!vwL|b?ez0boD$6yjteB-~OU8L;%A zM0+GR^`=2;zC$~i9u~I+c4WfCGOtmVp8xy92uKDjOY;>er#OLuu>In@n7f1c^a#v8MIFm^KLu5b9yEAbXlRb zRU-H?G#Wh_p{2&ciz<)^SZL+2D62s_QCLxv&`IXF%S{HCv_?U94~MNm+2Nx73&@gi zZ=lZC3zFLRx@MD>q`t0hI=2N}l1@jQ%w)|uJ0KY_OXAVKpRwsX=Rkfad0NTMV~WiY zA2SemHz8BXRGu3MnGy#1sDF!!sFiw!lu6XQKH-}VtA#6MEbjHvnm(HV6pG0692&L2=>;L?6b88kNQr($Ui8Io?^D>KPm z1|$XVBPIfi_KziD zguTCkQ0z61uhMw=vQj87EJGFazM?s7NDEkMV=^d@fd;)=6tMr7*jc5EriG8+>qD+E z6~Vk##~MEhR-!$PD?IAQd0d@LqSdROy%xbv;DEgfB4hM@TD>5Dz{*b!hjInI z=3w#`J7uzTlME@Ay?@yPY=SaSSWHB?j$HzJRua@_Egq9^CF<+_`a)BUnPapz7`Y#ifTuGLVZ7SoKDG z2GnqIp>5NlJ`!bYmsvmd@)vM}>~~~JHA$-mcAc1Z>nbaBubbrUa?+Bf>2Dmrp%rX5 zn4sPj^O?TBNDE}ufDswgXRSPU)k(8G`iQE*ZSkme&w9s$YOp{wx5c+71EaY))Qh)= zIdfi_ie25anX>OlodxI(laUOkD|IJ9SsL>OCEAx*q{{5erq+u+K=3x7dXnP{fu(K8 zp$*UV3>%Os@o1Mm5$68gH3wdk9?iY=w7};Q=ngCdmX^J!Z-->Sk^}XhEJDBX{c?xJ zezGWhzU;lpb|jP>CL^G6M<>D>G9?UXFlcuW4P&C+)2@;-NXot&&Ua9OxC~{4yJrQb zFN4&8-#`TzxgLmf_Dn{5G^8Q#nuyWx2&qy<@oxG$(^ z{4)zpdNUT0*pxfz5$}{;f=_f2-YlthkvnbvJSaUcL3VT|D{&%ZN0>YFY1a((*#TFN zIEdZnI-h*GWuGLZgnmY8bIAz#0g1q*J(H0z&hn5?ayv1Q9^YN(Jf9T_xx#T2kakA2 z*+L@V0g3kTr=i2KrVP^%GN@jNYd10NfV40I;fs}p6(G*T5*tH_a-%`&wxA%U@?9E1 zij7L!;H%#`1j0yG$Qc$|u8D!vfI9(Q3UyC70*J+h=iX2K6h z1k92+wEMSN-52zFCyNc0Yz`fj`*=PSlJZfra^uto z$dE8!VA4jaYh*nZZ;KXN&d8jRz93x#su%20NNS0@2yVS$TA==OJWF~)Mg4BE|GsML zeh=450$B_V1d@_Y%&vjdfDegrC_@Y>ISG!ty4ce+<=~V0)5k!`?HTgt1Bn%?kO;Ux zD^i}-6EwcJPJ7x%_T5%G?6r*MskYN=QL5Z>7N%TFG}1XC$sKJiHw$3(ptG9nSI9-tRG(6I`M(k1mF2$doWDhE4m$Z@Y!@ zmhrd5cDj#LJz0Kr2egSBjnpt%GdK3yFY1ZXWFm*9jZ5Lie|b-8@|RU})%6NvQm+LL#&Y9wtG~fTcGU?ca5&LZzRz z6UCk^O&+rMSG!rUpKT^6+iMi;@Vlw6; zONv?&(=C#K1WK4CQQsvFy77Iq)3g?nTs^e@vz}K21TvnZIWdJXQ5KL0SpCUoQ=UZM zq;Ipjaj)2`<I-JLG_$&WM8^^vu!rb-l#YG`OJUu09z5{ zKCtWD-;f?K$gM>C_KmT%7Jqg-IbkJvFj&g3QvvdZ)o7%|+B)q#6jrg35;pBq8TA%@ zE!xe$$kdSQ*7@7BB_Nd%iHN;SNfRz414is|Xg}@#!BjsQYAUu`Umm_#ukj!os@^6c zR_yY6Gra-Hz@vTLEg+-b$yU9U#H$t>WzQ5{L8SCIk|9HHW(4HZSY&1JDBmDzR|!A8 zqVr1{(es(Ff``Ch1Az=_zAu)WP%6dHpSuA>SlK{y;({%%^F8 zHZ{KKRP<;=8yS}RF6Y_i&LYFr)5FY)x{K|JzcPEBEBrNg zUWc-S6^g9a&dGqMa4{_?(cY1XcphW+@st8-Npgy}hc|mP7`W+%RY0(EfDgxodv2Z`b<&k^k?nIFe{csd=kb zBxFjM3_RNOq&xSvGiy%=i8JPeMeQ122d-KTLDb$i4@Xr<28`Nc(&m&r`?^ZvYLAkb zJHgZU=7EqYQ0224Q5oCLmsyK!iNt%D9++Iph&7<2C71i7j?_c6HaBXy5Z;K+LM_D6 zC(q_Xion1UllC{3)Ft}X^UB5E9&GDtQ*G@7H*udLW77V<9=y|l854*0q>|L$gXY-;k2zR}zCc(*b6grYOpJwA9_`8cO##={ ztW3p@92DL+A5t_C3QJ#+8unfE+cY3GC@E5I<_0Z^WUtX^BT%d4&4Wh1$!Q>Jl|w!q zRb}}E3aywsaA<#&5vV*=i`FY8WN=euMeaDZ9V(?~Bacoj3+jZ_fFTVY?c1dhab0@7 zCv`})G+ski_RMrp4L^`6{n@m88>9xzqm^iHEb$Vqd3$Ukk8-)3YL6RZmkja5!6?H` z(tQ^z5`iopup~`;&mri1P*89A|?2lIDtc~xDsf8?zS9pq~W$d z*?n`_)HP@IxS}et2mer8%yd_FsZH+0!bPqzq zlTLXxk0E!)@G76SD|m(&m+ORtd?B7sob!!slxvv|p}k@hlJkVcV+Z+aMXRvVqH^T)qXxE#T;x#FH@N5AOXhzI?Fs2}OD+`Sk?s z{os0FQQjTny}llIZBZ@Z(r)uL)Z$rX5a!;FdOvrkUIkBnV7(s}?I-Z z)NbycwsIR(y^TYGwe;)iLy#q5ftA6ddU_QD*gFn3xwpx- z$t8uGXPV-`9Nm8a$9SgWE0GLj>4OI)%G{nMt3v1yK&EK7^=XA$Kgxqw-i1gFwKwB@nFK6a>#em!@N6l6+R;lO85c8Amp>IW2q zo5>7)`B}JJOcfMY!%=!$IW`ewl(6*1VNyQU5D@FUB;NTmnHu=X9+7jyq4KT2l{;ai0tNLN_0t4;lw5L_v)Lw3}>ts+b$0U44o3AnUjk}x6NSwFmt zbcN)L#gf(Dze6)`7m*BK7R=Fr+!>RBP5aB3p_)$Zo^~<7EuXpc;mJ5CGyFg`Ltc`7 zFQf*nW?<6(422javxdhnNmD9NoEgIl84qO!eUzYm+!MiD4H(9t&19V0_;Zb(1G&rU z)^>PZZlMa87=|G#Lp7#$C}c^P8mQlcs#oIA@HqU7@CM1?1sms|3V|%C2Wdg!l6ns$ z0;UD(&LF&JQ9Eu|D>0JpqIvmUZNgNDrF6qgTTq4nPh~Wpuqb0bXCl zL{Or=%gTEdRQX-Ms+^erTz8<*qV@$i(r^$#j2#aiCyT-=S-D|EJ#8lDoaDwO)2+xS z(URwt+p;D(gNtt~ktN-)Z~@;>Vrt-VC|92nd%8Y)JCQQD<&GP*(9BT+O3({X-4pXX z5%dPU?xB5&=*J7~BGpIDL`;g$n;-mya|;TqYf)ynk{oUa#Uv~(uO1A8r;$M^r@l$wOhaA8#+n`DOvl_h2xIM|;&L!fNxI(zeSa#`qL= zak#)*MSWAk|2~hVjj-M>FXkag510@v+Adu`{_CQHmz@Ybyqjm#(H%J-GNrL-CSzIB z{uW3NSWsefDRbO{b{$KjvMPTfux2gTU~=?tc$HNPjYA)okp}fzW^@7TNZr$U%p z7F{mcSk*TcatF+o__SBMH|2FamfPM(LZz#VHAiypLTZpgWK31}*$PMmjEv#Xo)k0I z3}PH>vLjYmi|>ri^a=PanXX~=>=Sg0#y2J8FV9pUJ zI~+yL^wgow18b%;X%9|%hL+jAOW#h)@T6nTru{D@Aa5{4bPRXoyGxKMVcaB#_I)(Z zdx@dn6UFvSxPSDxdDTMRP=kU}oVt1`WJ*|2qFy+7wy#jM`@4|ryiID$$$2&sY&Mu7 ziukDS2nCTENYss~f%eSdkKo>Lb)9k|CP{uVF>;w84{1RTWw$x!dd5Inz_J_lyIff@ zMz0dN#UxaEm0=yw%>=hhbP-}*tm?fEk^w`k)bCEVJ2V8A-*qMjt&)5iRl3`3prCXf z6+d%cPPG@wKw1(e18r6;V!x2xy!i*|3?79k%DSH5RK|Ja4ENSL|8p#m6ajMv+S%=w zUH1}Q8FGl&ZDy{fwd5p-2-t!$!`JPDZi(EP#7S6!rao8VE|AY<&TS?9*-cY04%+#rlHHOP9X$o7bTF#+AE|r$A{Tt@i^;&J z{V_o3*I8lzr`Wmuq^gy`;0me85Hm55+1na!UG1tpBxV^e=XdA^~uzB4N$`Mc!Fk9=DDRtJF6dbEg}P}jHJg62OV&{rv_DT-HVOXAydMtHy&-g zdQSKu#^i*U46cJ)jyZ!Fr#5dCdx$gh^0QC+3LxY@jOtJCr!gxaZ@{n~hxVA2Ff3x- zygspgVrN^es;W3ph9xM$?bGIge?YMW$7EB!g* zbHrvE^tm&>ef|W2?#GDOyFNH@gGdCj^1;+VyLkKMexvBmN;`t7-@DgN+c-rDLP|O) zGnD7t0MBz{nSpu>G-BHRl&#yy#q@Y*`G+QH3m_4GAtu9YTk%7yioD>K#DbT1} zBQm7N=PpegkQR8f6N7YTdPba52~k2z78;%i$Ywy4m@;a-nND2xSahL|G$gF?#-x3u z!9613M|aUz5@LAkek!Ou4!n~cj$Gl{-o|VwEnuV`_0woU+xg`Ul47IioIY36f(npL z`W?m835tImg0z5fF>KoVF%e1~ac+8VNi8@`t$8x_ug(9vaH~Rgv^4AWKa=SHX-8bz z!#z@3w`?kxzX>6#o?FjLock)ky^N12IX{tf)`2VuOU~5)1xRtakE}3kB()%$w6|{l z2C(YUL?LPJo!^H*GGK{8iT3HzteWky2M>rJ=RUftrf=eJ&|HZM(u13PF4+CV^uVS* zym~d#ZSPmHwT8!fzvaK(1!aa+sO(XYesdqn3|QI2rd@nScnjC5+GmjNaK5%pbC?IT zX=RP#>Wb*}U`PZkuJUNJdYkNJqaz!dNfA0m>Km*`fwUll*rfYKRXLCd7@NdkQ)ZJC zy*@Pa`Q+0B$=DF1Q(-z#(PM>*9`EETFuP%Bn@xNCmKU-!@3_6#q53kX!nmE;;7?IR#W;PIWV#71z493me2o`S5D8Ee#$eIqxfZ-%A?axZ? zhP|x^yOPQJc~8NyQP*R^nZp^#qhmMzH5-xv^Jq5h0y@DuqN6Q8os_{(kf_G984Aq; z^iSX(4F3OnB_z(kY>CUHy#L7yTcyBe_mKo~Pn~Py)%8%X;SLgEm;0K#kQ%Vuz@UAw zQ5f92$u>mnjpis%o>pHt*tMFBQuKsCyQffO#Zt5qZFe|l`!!DOSud%Els&zPT7N*5 zPXZLbfj!ws=j}SC-&ef=x>(Zx@?iI*uzw!ol8Z_ht4Dd? zjn~w*KYRXlvVvCHGVCpvLmc^<5K4_(j7BwLVHLNjKXXzd#%9*nXd>a{W-?W1yTbBl&G&A{xaPa zCo{i?aA!&Vy>&)AZ6SBQg4A%tbIl5o2>(e-DpB@@_Afr${tOeFW?1d*u6a8Q@&#KI zQ(Me`F(E_3Vk(zSdG|9l*LqDy!CTUum-O~T)x1E(+o9}B%j(zSlsQswdI2M9>$59QfGju$-6M*3)4(-y%@>+PA zw`nJ_NbFMEm8_PV1VO#cNDYY@X0`)U18tY)2^|V-W8+CRn3;HbS9bpasUZh#9y-ef zRzNafRf7`s0}WP=#Vy;745mx(vyd&3kSR$rOfWoLmZiegpIbi}!bxnD91=3P3n3Zs z98G)8M;Ola)jOI)av2`2S}mh*kAYaRVVaKEfsE9s?hSBXar-Mhiv7p4FeR}l=FWT9<*_EUw zcL*X3xcQ(O9Fa#)HeFT;sR8q7HuW_nxhd_N&BRXAJ$|wv^8t8WPZE`H7PIc@K|u*C z-`E`5r*A@?OQ%gMCQHzJp7Um!S%F>LXDGjAM6Q@4Qp0}|0koS9g6E2+fpHBa9b?}( zD`>JFLt> zEF@8XtJFTfH7(gblMJi+%Cq|7?7$`5u_z|F4RRU|$$nS~?^ zaIK;`G5SkCzwy5x*FQ&WOvL4#s~~T{FgNvYT;ruaHS3RLRO*@L`nSOsuo1lsp^QBF9rGY}z@ifM_a#}qM+2kA z^^y6_WcxD(nctw~V2|?K7DxSRkqD$aV5UUfp|#uZA5j;RV5058iFtbZjB9QJyDMNe#kIO;(~;pbbB5{@7{nwqfhuqY;xB4BnzeQYvS;Fqdg zF81lIt@OInEe6cg_n^SKEH7~>qz5dpa%gj6se<6;brF@MGiWQ!xs*`}jaj)Mq;xiY z_<2YK3@Pzwzb{dY6RN)WTut%-=4-vCY^;V%=^)C`Tb}HC2&D!rLvv~0vdVI>+OuJY z*qYMv!wa=6e8CCarD)D75-D$!=@BjTbIosuI-u;;L$>0;R~umFull@I^@ z7Vs!HCIf@EDS7@n;;0i)OL{|G<#WD16YNA!Lo!5_@9u=$0gJ3$+LV$o-uZ#r>>m{b zU=8}RI`Z&&C^<|(c(9gss~`He@LjmesML$}waiqt|C z-_2RE5PUhoN9pax8{_woGhpeB`ZJ$%5{}z4zlfSEuWJwhQ`fw0FNoZMKZYUT=W4_17=EG2IX6gLgxdUjXtH3x#5$E z>FFXL2xYV&lwq_su}7o^5^`hn0JQyi%`WTuS_iR7F&|Ag;V)BA3(pbe&eN*ahqQoY z1{Q5gGE_^s6YtwbuwpKUH+(Es-VenjIkeARC$zr`iGTqmKJA}}!Z+7nAJr2ZQp&F! z9r7g-^5@GaGX#y>xeGERJh@SJh1Bo*$Kp!FD(Kcx*W9@3UcJr^TO`9G-%CjYQv>bM z7@pi4d23cL$(TEpp?AW(PyhSVLH~!h!M%&RArY_y&7n;c!2LU7(m&X}3FTJ<04@e1^D{yJg z(q}yvx@E?QeMdW3H)?}H3sgR*AZ~c^@h}z0n=x*fLwl5-*A`>a;Uh+eWh8k{nX5Y- z+RB)Wy!po7u^_*V84{aMncr4ys2*X<6T5oj-O7tx5d!%_459$q13qyeOTyflN4s!y zui5)}{8qceI7NS|+;O;(zY-Kv?U6h8P19|LM8LGbpuIM^so;&CN40PEy$W)(}J7<(*lS3Y5I_A$L|YDNwnRm=l?YNF8D{!Tqq!%S>U&w4?2wT-7F6jjHesOtMVcP3;=m_JiL z#ASFhRwp^8lbqAjpTDs1Hywyex{Yd{-G`ThH=r??N1XwXc=_w*pP3{`iVxItO|Ju| zR&OA*owCy#JQ|C+GlMn}7Hoh1D4(uj)VD?Zbv%Fsc?KXLwmR;hzWTB;3Xk@G2hsy31E2OhNzf}J`M%jjq(hrO9(SP66`YnFjWV?FIO$?2C}A0z zMY{oQm~QPo_jv>94i2rub*{ER-JbrpnSR%l)gTctT9QqB%W6%-Ude0v1K|cVPDvqfpGxTzqB4#-gk@(ft+D85@GF>RB#s^6M;$lopR8okh(n%9nH8u$9Kp2$`3DuEQyN}Lv!?M zBS;H)VxV33cpB@-27V{C;1ZG7o4XFAR>z?H95g1!84>~OKl79*AB&L=Ub0ouK+K;v zTG{%rGa#TBhDZS8880S6{)}mX$)G$1Aoyyv*CX+Y5dksWcGewub$AN2ivBxlSe2IY zY9KXW`I&lh3-Hl>sS#X9hSi~(wO*ssAb(zl^7ARqJ4r|lSbk0rLhfZEvtlTPIOsAl5^#9@)G1q78)fj1k7@4X6S? zeqhxnOOf*BTY>%O?|W?ONsO`V&G1@vO%P+;?WgrF*?}Y6m`5{c-%!r#mGOUApH0f( zVYlwGy#si6XeBZwi{5q{$Q>|KVp8vx>{R`^&-ooGgDtc0@`x0WPqIP`@d}?{cSr_| z6Jyi9JS1`ZRZ;8OUb67H5pYOCb{wdOVgxg4T?bV`E{(wqE}L=dC0jO$0YN zE^vciMG!>P_umAlKU)YcL1XT~qdg;*&*xdjGR z%#x_z`s6im-}65FBJ0l|tjkB)m!SN192wHI({1AhWJpT1dkx0t#@Y$>n@ABn+J;&* znLt`thgg8PINmx)1g!B!eF<8k*loMlM7(u)k>wJ5bjv+~3e^3ajA;7Jehc?PB4CEZ zr#-f6s2F=-vIThzEj}>)fL??dWJocng1(bet|b!TKPzb3*GjVvgl_X#M*jSi{Ib?# z{*v#I1Yrp3HOnxppkpx@)T92kR2cGV@xzKXG9Y!^?6*&8R8!uR@V_T-Hz69})5*7~ zA~pPH3C-tG=93cQ!sdKjRY^i_cLOioIr|_zXrpGys`5av(}0nyT-w_J?d;hl!rYf+ z<)b!BId5O=45;$?iZX+~<9sy0eE=My=%>Q?g5{#srS(BU}t82e3oC;x#l?Y?pd#RWTSrU#h6e%xRd79ZZrJSrH2cUT= zdb^`)W@4=--NQRf^L8-!dgU=H8ia{e1N)lE zqrHE7F6&E|-R^H>{i*urZr4$=P+UELO6cRdGfg3f#!6@w?bIM~bMGtOgDNtv?(|r% zJ@qOi!ce4zrpz{Q{}wCVShR<4rIJ*y@|4BKK5gyqZ`{%d#ia8{3n^DmgNB4@L5cS8 zt(3tl`J@{SAMg`glFL$>Jf2R0w6GAxq_JiV`yhYDViJe87CdJP<~y_|lD=^9q1vdY z&fxK<5@bnCpP`>c&OlZTm>OtfjQS@#t_MtS#-=_mvf_74@>@8o5z<02imJbvFykOC zV0||w+S@%@LXBl^He!zs_jFas^O8YEtQIkoEBUGhA}x?b1Mbf}%IxZ&f}y zV#DuAL1UId?Gi=g41ahCz&<+W3|uA3gqUJx*5~H8ku=lCo~Egi9`m=8J1OLYE*Fp@kXV%8UY0k=Le zB8J1HEP}+6zNY*UkH|)eOV# z{0b%YbZ}N~tl7bh=D+#n~j?n#M^mR8bQxgwc;#}lj{UfVkHfz<@&YDI>k;)CtunYJt; zD{K;T_=Fe6LY9W&kX7a*xA$~+NB0gL>{)+6deOf1R%M%Z@A^E$t}B~hVO)l$vy7s_ zrIH;8=>2vhuM?6119}YF#WTgjpo|CA-$o=wastMVo(qLU!XoIp9R-SFd~LS8z%`3Cp}1?+(d9m8b|I8idqkj z0hlAOy82-5Cy^S+42^+R+L^)A@w;|ngxI)bq|wMJZqLENq-;coy$G@X=X5fe-7qaE zF)0J?c2(uJDl2~yWyI=p<1&iDHyPR}u)dAT_%^V>N}HAZRpV^zGld)|(Ku_-zN*Cm za_H;GlKwot_bDU-W=TxiV2?M^qFKX6tk)y6u*=F`5-J)5h|xPU(gOT{i^WwQn{wCC zv*tzbxj3;kvA_%Ym-9yty^tRXdEK#5QLLp?9S z^jnsCAA$AUlKqd|;~juHpGS}-8Q1N(D~d^^Lt~c2pgpFS8rAsMzMIKpYAEzy9QUjC z4+wIfMW)nI_+c_617=Em+ATLhc=n;1{3i0Pn{m*S198^ilfz(yxvxv^0w1nmro^Sq zWGIeFcRyaw$k@HaPn#dbSl!3{> zq+B-C+cMV+eu$0I@A9)UNbv?y#tc+9l$GhGL2(tst2`!Umi}C6oA(=&{;!h%-kOYG zomo`b1HO0XqSTI*&gQOVAfX_9RD}L&W4#WpIZGOYahEe-{=0chfFCS zdGzo>b`p>X80KcsUdwRL@t@K7pqmtd+szD|@Cgz@3xT~(gJ=gx1bp_E_6cZ9`({6u z_;2*dH*Jix7C;qfzZSl?)p&>;noJFt7HAi55$sdt2@@}qFk`0Yv;6TTpg&JQ*=^i= zdGKuvmfaY%m$|d%=oa>tiJ`sGV?X4w3LvW94xzmi&E`uYEs$XqLwnTc+@zu#S{4*` zlWG{hJ~>t+1+09IA|Bx5@np~$u++e({iH$gMUCGs$R@+;$wLc9=sbi9(5Yyp;m=_$dZ^SK~LHH{j6vjfb?ff3)DYZjT6><87amP zkByjDKIz2D$efXpr$*Z5jI?d}7prHCC^5BJ*XE0KKnj3SVze6#yhn{KuB*j%p!tI@ z77HdqAytUtk%p?QwnzffnX!1pqTNRiidAS-3lU3f)60{&`j4UNGX;s@8XEa>Kq7D$ zw8vtU_jjybRZWsfg>Um8$5ukVY>phkhHnX;D#aXuLHh!iMCA3cKRWBlH_+#9e8|06 z02xv_$_gL9zEgp;fMo?PZGdo-IejG)n+iYU`5%9Shm)!i*7lg={ile=AR`i1wkc7j!=$3?^H%))oJNer zq~BdMSmV9V4CxXR*%C>al7q4(=|le&Rr3)Qqb>3GA;^@l@>z*CQq5|JzTf+znM}?v zs!a{fe}cTB8-eXOjoIL$8^)}%Xy3?m*WX(`?LjX|OST++cqO+5suzZ!2ZyEUF-svW zV7ZOQp*)fCBf6o)aA+p^GUk)U8P3Z_2wx;4j-K&UT^e#|Oba~f(}s~zoe8p`q(i4@ zeU=eC0y|b+D7z*33j&9UTMOf##uENc&V0y-4M)vkaDaHa&~FnC`;Qp={aD70g z#HT$9kg%>W{Y_stf%V+td(sRxbb>PcL@Y+V-8b+}BgSG-f8LYT-4Q8%9N&M5ada#2k3_t?59w>HS7mm}N(?vAJ9x*-`b)XkthuO|#inFyjIXQ+`CLR4_0N<*F|v!LvdfV7}tavCgtFfDLtYe6czwxfAvsZ3@ zia8(=IJ9S1jbl8`rS!y(_ck24xp$TyH28TBW$0F&L2-}>SbAg8KE@qXx+qe8Z8M4X zxXP2J-ChJ`=;5e}9=1JR5)uJ3Bp&U#Pr>%1T3_7D2}6?XDlItVcmXQk9-}I{jC)NQ z5&^HGY4fY@9Q(XU?P6NU9@jH;h#Eu$WTBY)cuDjq2q$4Nl}&pyLDmw03*Z`QCQ6ybQ7F7#KJ0*L7CeVINRihzxN=MTi$cIimmp)LCI|b0vRLU z++GQR3`_<-?U4+@{_sn26=EF|^N_k;VauNoP|`=--bKZg3`hoyCg#)rHIbFC+*cAc ziPVGKfpaDYyTR4NBPg<#%DyayWWXXTllHBW_U<<2x{J?9z}j23*6zgy5bQlh#gAv7 z{7{h$Bv8WiK>K*Fuq$ovPwx3<_rQtbNe5F`U;N-Wwf2Sxi=dos_TBK43Zqmc9X)hx)R z_ajPX=paL;s1Z%-0jqs@wDlnTY{gC7-auq&H-7%36w_tEGvcSn8MId|S|-xMe>wy0 z5v!~}H+5Uqx{}3PS$Jq+dE5{vH@rtYz_ff7dkAOXJOJ%+fFC>B;~j4OB%Q%c?@)=~ z6bS8&L{KT`)XjfxOptbjK_wRL+e2%b>jmLqKS{uvWbopmb|+LeJV%vJtxv8Yqy-GH zvS=4?5nJ^>q6b03wK_6B_B49z4N&9k7#P?v$f+eM-2s#J4jy;$M6>ss#7nYsmo)$%<|MUeu z?KLHybzM__t;WVN<6neNuo^bO>VV?DAfEM+)z>p39KolV{nxnfdFXdQGGHNz&!bEO zq;`Cq_ZO#*9D?TNm)AYl0%cf?;OhIXE59I9!eA1Yb_4O;*jR=7^^ zPIen4I|`qbU#Nz%n;l9GL*9M%6FCDZ0p7-?{M}8$ZES3maxsygC4UzDA@3LpWrixG zgWpXu!9`-sotd=D9)VHg{g5wWnPE}um~lq75E~PWMEJ8MG!JrTOa$r;(1dD1=Y^wU zr+Yolc&IF4je;tMd<0h22cKFmG9)s)VVQwPdv`LG85wEeTSkJ_jX7~CmBY>he3CXQ zdNwVIdHhQNZCf(8ZfUg=B3C&e^P+yQ1^n#MxXoOaW_|>@#NCZA@qFy3WH)Nw>E2)LECmvf#HbJe!O^D;JA3wzl zat4eaX3<7T0kQLpQu(Dsf_8J&y&!*Z0|>ZRAsH69DS{_UaT$~-pDRgtoZ*yF(@jk5 z#qaD|=fYeF0ljr-w`6tf)=t|-GTRJcM$HZvA6s88%w4@hIAdZ8BT`CfcF_NLt-;2*PfPHA-mHSwUF%a zg1D{UbVI?#1_rXE?aSUAfHDJSNj%yiDZ=8ptzL`RLGe-5JsFPeVAt&^(u0>^{lK0P zv-p(D&-N|#YP;;jJ_OwI@|l*+g}gz4XpF!dId4b}IE}%gJj>nwlDqcKPqAaxou*@| zKB|KW`cLH1S2fpzJGhufQ{Q=$UX;?=^M+g)bGx-;W|@O73v)iN(eximI$zx#I zjrK`#Df@5#N85G(Q^CIf#?#Z*ko5Glr-pL&IazH@TC$QBN`nXop{*%RGFze~GP2VW zWtNO&XUobu_V@OKUZ49u-|Kn#<^B_{*R|f)`&z$!)5R{w-n;g6q!HAwl1395-pRXk z`|OAm0CQ*BkDx?z@0W>+#VCNVeJQR7a={B3iU=hAHPpL*Obqp*PZPhSWp^KwiNPT` zqj~c2NQg}8eSo`*H^vmoZCKI6q227M551xgE=RsCm2i8$JS%)GQLn$&O%l!%9ZFkI&cnr#Ak4%VhR8X_nok_2j;Z~;8 zz$rHoQbTRj@i54tF*Q&}O8oYK*m-8%q%#~kEFoK~175RcA+%R~>CI@!lrXf%qJ4YF zw<1yYxia~ERYm8~`l9^p5MW({FgN!|v=XESjF{xmZZrt1f)uQb#ICM-DOalL=1M@h zK?2eA+l}ZcFMfK?70+P%YsLsdQMCS_!DaP~LQnV1iL^67nbQ1!9oPydr-0x(nJQsyRI zMAb%B7Kx-9c55mWxz`ScJh~a7?yGO4-au-=P&b!D`GjwF@aLA>@6M8y!{=vHyPv)W zk2G#arX)P=u>kUD%#>KP4^6sEYWLO-Z6-}g(e$BSMmdBt+)xqvYOusINDWvK%BTJ0 zeNQgOyE`qORD-He@5>$$cptF$W~nQ`x}QH}Xb(Y~bpF;)Nj^l5i6yukDtC7q3b}(O zYNfCJ_hB`(ZG~Ya9_^@9zuhm{emMAfLv{A2#jfL!t89_c8@lZTM3q#|6gjtLA-& zD!3s?gh#R~ogoo$utfX5yPULrYSw`U!j|H1a8A25`9m`e0}&T6>UrdMNCb?}V9~xp zl(6i6UCeT^6MM$zx0h=zg7zAUkrvd7b`?V+V1~ru(yriitdhdi#Ab+fT2BN`tb~#S z3snx&x3_{v#jwhOP5UBO`0L9$7F)B(0`AMT5i#$!Lx!{g8B&J7^>rw}VTQz|y#UJZ z$v0~FqEBvGndBY&r5!Q_LfyKka5$0D48FF;&>oNW0iR(8o2+fW0s8aad8>-5QeA&D#-u>8!Rd~qeMh@ozGNQ~&# z`qZp-Yai71nTcG%O7|Bym4Ueehc>^Oux_(B2ZG$-CMTn~3 zTXQM{QUjLT1hkz&XwXrAr67oO=m{P?4tFtVN_nXI9Fpzk4XFXkZams$PhrNDtYn5Q z!LP1b7_}klD|k;#fB^Tle{Q~o)PQ*doAwyA=E;s++e9gn$q>p$2W~$s3B}baq=ro4 zs8Rh>18pW_&z=0>x{M6cl&pX2Udhvg(CSANSZiuB_x6eKpBb7*dAr0(*GfNgV|+Pr z^mB>lk3+g6$Cv*9=b&{F(hJ=4P_0h_G9=+;4{a8M|4<>rx44xIN!Nm=?vsy&Sd7Og zB>j3m!~+rm%Wh0L$^^0RHr6JO{B~k2BfeHCL;ucHD5}0guCQCmq5%>Ci%489Wkbp~ z_f}f*P3(}>%=h1ij~)k!@D%kweJ8K)-_9PFM_CIdSGL>D*xEvHNe)d>ho8!CgeZV( zs9B=iuGqivTLx_{1V+@iwd+)q?i}Q5FiEKe%x%3eDJXm<_=6Qo4Af7e`KFB*MV{;- z>z-MvR|Y#z1#b`eqG|L_-<^_>H()V|`adZCbgd783&aSq?*aP{Se8J9*d*i)lAJG9 zP=3ZsH`*h6^?PMPT%*Kp-n3oM8nPBftNN&RE33)|H)OEdjrxtl1nW5SEt`vo`wWhO zl@HRp*F&k{Ch8rQw+#9YsR8R9vT1L;Wk(wvUDwb^di0A;E|ujc$3UdsEW~8g8Qu+r zWWbpW>bn^h#mQ}l<;nXDqV#`cewj)^GW5PA&QmTyY0nB4zIb%*OW>?VRZsh!nZH;g^({`nSo6^Lu&^72x#kQ zPbUiKak{au8cu@Qt${C43q5za6_Nq>1==(9a^rNGU;DR_WXyTx&4#vzL0YdG$q-fO zn$>4Yq%+_$P{w+qTQRCDH`S6NM7c}m9g~4F!(rqM>6=f9`Xu;IXJFEv(ebmB}txd$2cl~>--)`K77$)G}N(-u> zxntKQLwdl{GoSYD+lv#e?tHbZBtz0I)7^9Ryr7WO`!>^7_GdDb7_j^-pxuEEubtG; zlkH0KVK>|UeXU{)Cbs}Yh!uSuvKdkX#>EI|Cuot`jzyiOVqtaB_|4bj??CQQk1T2A z%F}=DaFLk-vm_q%*(B>Vroob8w@M_B&b_z!9Mt@DMrF_L57o~gOTx<@+6VSUUXS0$ z#fp89`F_SZM%4>kRGN$`=qoBeFG4b46*TqZLnfte^8(w%MoJDp`8MM3PH>5J74m3K z`j{BV8!(UN(PjY-9=YQDi7g}>4G$h|(fTwNs@(LE8q67|uJlU{)OW2ktqgiHPJARQ z=ux+vO*b2WL5YPb=oPK&yCF4T364vBo?fzRMt25zTF>!psA5dw28f#Mo%&4s)CHbJ z$KooF_DZ*tu0hwfL)|1?4NlfvqLBm^4TT6Q%^q#_1TrNID)HEq4^3`4;QG_VSnR6X zkuer_HSXYhv5P3O#-|Pb0m*kPOdcw1)Ic1|ElUY6x%fa!{|UBxMLrk*V9_q%r1y9$ddcLJa$utq$1|*0y5M9%