final_report.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Food delivery time prediction\n",
    "\n",
    "Justyna Gibas 403122 <br>\n",
    "Jan Pomykacz 401623 "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction\n",
    "The goal of our project is to predict food delivery time. Model can be used by companies to estimate delivery time based on distance, order time etc, and notify their customers when food should arrive. Such notification are implemented in services (e.g Pyszne.pl), but often they're incorrect.\n",
    "\n",
    "# Technical remarks\n",
    "Models were fitted and sampled in script \"models_fitting.py\". Prior and posterior predictive checks were done in \"model.ipynb\". Reason for so many files was hardware limitation of our computers (not enough RAM). In this raport we analyzed outcomes of our project."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dataset\n",
    "In project we use data from Kaggle only from file train.csv (https://www.kaggle.com/datasets/gauravmalik26/food-delivery-dataset?select=train.csv).  Both numerical and categorical variable are available. Data comes from orders in India. Dataset contain information about:\n",
    "-\torder ID and delivery person ID,\n",
    "-\tdelivery person age and rating,\n",
    "-\tcoordinates of restaurant,\n",
    "-\tcoordinates of delivery location,\n",
    "-\torder date and time,\n",
    "-\tpickup time (by delivery person),\n",
    "-\tweather conditions,\n",
    "-\ttraffic,\n",
    "-\tvehicle type and it’s condition,\n",
    "-\ttype of food ordered,\n",
    "-\tcity type, \n",
    "-\tinformation if there is a festival,\n",
    "-\tnumber of deliveries,\n",
    "-\tnumber of simultaneously delivered orders,\n",
    "-\tdelivery time (in minutes). <br><br>\n",
    "\n",
    "We don’t take into consideration IDs, information about festivals (they are very rare, 1-2% of data) and vehicle condition (values aren’t described)\n",
    "\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DAG\n",
    "\n",
    "On our dag we used following notation:\n",
    "- continuous lines - indicates association between block, the thicker it is the stronger association,\n",
    "- dashed lines - indicates weak influence between data,\n",
    "- continuous border - data was present in dataset,\n",
    "- dashed border - data wasn't present in dataset e.g. meal preparation time was calculated based on data,\n",
    "- white blocks - data wasn't used in models,\n",
    "- blue blocks -  predictor used in first model,\n",
    "- yellow blocks -  additional predictors used in second model,\n",
    "- red block - predicted data.\n",
    "<br><br>\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Possible confoundings\n",
    "\n",
    "### Forks\n",
    "- distance and traffic level have common cause of geographic area,\n",
    "- traffic level and meal preparation time have common causes of order time and order date (two forks on the same predictors).\n",
    "\n",
    "### Colliders\n",
    "- traffic level is influenced by weather, order time, geographic area and order date,\n",
    "- meal preparation time is influenced by order time and order date,\n",
    "- delivery time is influenced by blue blocks group from DAG, delivery person rating and number of deliveries. We specified blue blocks as one group because more or less they're associated with each other, so i.e. distance and traffic level do not form a collider on delivery time, for they share a common cause.\n",
    "\n",
    "### Pipes\n",
    "- delivery person age is transmitted through delivery person rating to delivery time,\n",
    "- weather is transmitted through traffic level to delivery time."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Preprocessing\n",
    "\n",
    "To prepare data for modelling and to understand them better we took the following steps:\n",
    "1.\tdelete wrong coordinates – Some records contain coordinates that don’t belong to India e.g. ocean point. We remove them because we can't create road paths between this points.\n",
    "2.\tremove records containing nulls – We don’t consider missing or corrupted predictors/data, because they make prediction impossible.\n",
    "3.\tcalculate meal preparation time – There was only date and time for order and pick up by delivery person. We calculate time in minutes to simplify modelling.\n",
    "4.\tdelete impossible delivery times – Some records contain delivery time that is lower or equal to meal preparation time. We assumed that meal preparation time is part of delivery time so those records would have negative travel time.\n",
    "5.\tconverting coordinates to road distance – We mapped the coordinates to a distance to better match the actual delivery route. We used OpenStreetMaps API. Some created routes have incorrect distances or failed to create.\n",
    "6.\tremoving corrupted routes – There were some issue with routing – road distances was lower than straight line distance, so we removed them. \n",
    "7.\tfiltering data – We assumed that maximum delivery distance is around 20km. In modelling we used records that have distances lower or equal to 20km.\n",
    "8.  mapping categorical (string) data to numerical – In our models we use categorical traffic level variable, but models cannot use non-numerical predictors. \n",
    "9. data standadrization - We had problem with link function (exp), because data is widely spread. We decide to standarize distance, meal preparation time and delivery person ratings for easier modeling and interpretation.\n",
    "10. remapping multiple_deliveries - We used it as index variables so we need to adjust it values to stan indexing - mapped  0-3 to 1-4.  \n",
    "\n",
    "Note that only filtering, mapping and standardization are done in notebook.  You can find data after preprocessing (steps 1-6) in file delivery_time_data.csv. \n"
   ]
  },
  {
   "attachments": {
    "data.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The distributions of data used in models\n",
    "\n",
    "![data.png](attachment:data.png)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Models description\n",
    "\n",
    "We designed two models to make a delivery time prediction. Both models are generalized linear models. We used logarithmic link function for linear combination of predictors to transform their domain to positive real numbers. It was necessary for inverse gamma distribution, which we used to model the delivery time. In second model we additionally took into account parameters describing delivery person – his/her rating and number of deliveries. In first model we used parameters that we consider most important. The other model is supposed to extend the first one. By adding more parameters (information about delivery) we wanted to see if it would improve prediction or overcomplicate the model.\n",
    "\n",
    "\n",
    "\n",
    "## Model 1\n",
    "\n",
    "### Inputs\n",
    "\n",
    "N - number of samples <br>\n",
    "distance - vector containing standarized distances <br>\n",
    "traffic_level - numerical array containing infromation about traffic level (1-Jam, 2-High, 3-Medium, 4-Low) <br>\n",
    "meal_preparation_time - vector containing standarized meal preparation time <br>\n",
    "\n",
    "### Parameters\n",
    "\n",
    "$\\mu$ - average time of delivery for given parameters, used for calculation of invgamma parameters $\\alpha$ and $\\beta$ <br>\n",
    "$\\sigma$ - standard deviation of delivery time, used for calculation of invgamma parameters $\\alpha$ and $\\beta$ <br>\n",
    "mean - it represents time of average delivery, intercept in link function <br>\n",
    "distance_coeff - coefficient of distance, used in link function <br>\n",
    "meal_prep_coeff - coefficient of meal preparation time, used in link function <br>\n",
    "traffic_level_coeff - vector of traffic level coefficients, used in link function <br>\n",
    "\n",
    "\n",
    "### Formulas\n",
    "\n",
    "$$ delivery\\_time_{i} \\sim InvGamma(\\alpha_{i}, \\beta_{i})$$\n",
    "$$ \\alpha_i=\\frac{\\mu_i^2}{\\sigma_i^2}+2$$\n",
    "$$ \\beta=\\frac{\\mu_i^3}{\\sigma_i^2}+\\mu_i $$\n",
    "$$ \\sigma_i \\sim Exponential\\left(0.5\\right)$$\n",
    "$$ \\mu_i = exp(distance\\_coeff_{i} \\cdot distance_{i} +  traffic\\_level\\_coeff[traffic\\_level_{i}]\\ + meal\\_prep\\_coeff_{i}\\ \\cdot  meal\\_preparation\\_time_{i} + mean_{i}) $$\n",
    "$$ mean_{i} \\sim Normal(3,0.1)$$ \n",
    "$$ distance\\_coeff_{i}  \\sim Normal(0,0.3)$$ \n",
    "$$ meal\\_prep\\_coeff_{i} \\sim Normal(0,0.3)$$\n",
    "$$ traffic\\_level\\_coeff_{i} \\sim Normal(0,0.3)$$\n",
    "$$ traffic\\_level\\_coeff[1] \\sim Normal(0,0.3)$$\n",
    "$$ traffic\\_level\\_coeff[2] \\sim Normal(0,0.3)$$\n",
    "$$ traffic\\_level\\_coeff[3] \\sim Normal(0,0.3)$$\n",
    "$$ traffic\\_level\\_coeff[4] \\sim Normal(0,0.3)$$\n",
    "\n",
    "## Model 2\n",
    "\n",
    "### Inputs\n",
    "\n",
    "N - number of samples <br>\n",
    "distance - vector containing standardized distances <br>\n",
    "traffic_level - numerical array containing infromation about traffic level (1-Jam, 2-High, 3-Medium, 4-Low) <br>\n",
    "meal_preparation_time - vector containing standardized meal preparation times <br>\n",
    "delivery_person_rating - array containing standardized rating of delivery person <br>\n",
    "number_of_deliveries - array containing information about additional deliveries <br>\n",
    "\n",
    "### Parameters\n",
    "$\\mu$ - average time of delivery for given parameters, used for calculation of invgamma parameters $\\alpha$ and $\\beta$ <br>\n",
    "$\\sigma$ - standard deviation of delivery time, used for calculation of invgamma parameters $\\alpha$ and $\\beta$  <br>\n",
    "mean - intercept in link function, it represents time of average delivery <br>\n",
    "distance_coeff - coefficient of distance, used in link function <br>\n",
    "meal_prep_coeff - coefficient of meal preparation time, used in link function <br>\n",
    "traffic_level_coeff - vector of traffic level coefficients, used in link function <br>\n",
    "person_rating_coeff - coefficient of delivery preson raiting, used in link function<br>\n",
    "deliveries_number_coeff - vector of coefficients corresponding to number of multiple deliveries, used in link function<br>\n",
    "\n",
    "### Formulas\n",
    "\n",
    "$$ delivery\\_time_{i} \\sim InvGamma(\\alpha_{i}, \\beta_{i})$$\n",
    "$$ \\alpha_i=\\frac{\\mu_i^2}{\\sigma_i^2}+2$$\n",
    "$$ \\beta=\\frac{\\mu_i^3}{\\sigma_i^2}+\\mu_i $$\n",
    "$$ \\sigma_i \\sim Exponential\\left(0.5\\right)$$\n",
    "$$ \\mu_i = exp(distance\\_coeff_{i} \\cdot distance_{i}+traffic\\_level\\_coeff[traffic\\_level_{i}]\\ + meal\\_prep\\_coeff_{i}\\ \\cdot  meal\\_preparation\\_time_{i} + \\\\ + person\\_rating\\_coeff_{i} \\cdot delivery\\_person\\_rating_{i} +  deliveries\\_number\\_coeff[number\\_of\\_deliveries_{i}] + mean_{i})$$ \n",
    "$$ mean_{i} \\sim Normal(3,0.1)$$ \n",
    "$$ distance\\_coeff_{i}  \\sim Normal(0,0.3)$$ \n",
    "$$ meal\\_prep\\_coeff_{i} \\sim Normal(0,0.3)$$\n",
    "$$ traffic\\_level\\_coeff_{i} \\sim Normal(0,0.3)$$\n",
    "$$ person\\_rating\\_coeff_{i} \\sim Normal(0,0.3)$$\n",
    "$$ traffic\\_level\\_coeff[1] \\sim Normal(0,0.3)$$\n",
    "$$ traffic\\_level\\_coeff[2] \\sim Normal(0,0.3)$$\n",
    "$$ traffic\\_level\\_coeff[3] \\sim Normal(0,0.3)$$\n",
    "$$ traffic\\_level\\_coeff[4] \\sim Normal(0,0.3)$$\n",
    "$$ deliveries\\_number\\_coeff[1] \\sim Normal(0,0.3)$$\n",
    "$$ deliveries\\_number\\_coeff[2] \\sim Normal(0,0.3)$$\n",
    "$$ deliveries\\_number\\_coeff[3] \\sim Normal(0,0.3)$$\n",
    "$$ deliveries\\_number\\_coeff[4] \\sim Normal(0,0.3)$$"
   ]
  },
  {
   "attachments": {
    "generated_data_ppc.png": {
     "image/png": "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"
    },
    "link_params_ppc.png": {
     "image/png": "iVBORw0KGgoAAAANSUhEUgAABwgAAAQ4CAYAAAAdAYi2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAADn3UlEQVR4nOzdeZxO9f//8ec1i5kxixljhrFkkOwzQ7aoxk5Zi1DS0KI+PlKRqBTiE5Wytao+yEcUokIhERUxCWULGbI0xjrGNtv794ffnO9cZl90xXncb7e53ea6znmf9+uc61znel3ndb3PcRhjjAAAAAAAAAAAAADYgpurAwAAAAAAAAAAAADw96FACAAAAAAAAAAAANgIBUIAAAAAAAAAAADARigQAgAAAAAAAAAAADZCgRAAAAAAAAAAAACwEQqEAAAAAAAAAAAAgI1QIAQAAAAAAAAAAABshAIhAAAAAAAAAAAAYCMUCAEAAAAAAAAAAAAboUAIAAAAAAAAAAAA2AgFQgAAAAAAAAAAAMBGKBACAAAAAAAAAAAANkKBEAAAAAAAAAAAALARCoQAAAAAAAAAAACAjVAgBAAAAAAAAAAAAGyEAiEAAAAAAAAAAABgIxQIAQAAAAAAAAAAABuhQAgAAAAAAAAAAADYCAVCAAAAAAAAAAAAwEYoEAIAAAAAAAAAAAA2QoEQAAAAAAAAAAAAsBEKhAAA4LrTokULORwOzZw509WhFItraX369esnh8Oh0aNHuzoUJScna+zYsapVq5a8vb3lcDjkcDhcHRaAXGS8T+Pi4grULjw8XA6HQ2vWrLkqcWVn9OjRcjgc6tev398Sz5o1a+RwOBQeHl5sy8xw9uxZDRkyRNWqVVOJEiWuWj//FDNnzpTD4VCLFi1cHQoAAADgMhQIAQDA3y6jiHTlX0BAgKKiojRs2DAdOnTI1WHiGvfvf/9bL774onbt2iUPDw+VLVtWZcuWdXVYcJEtW7Zo9OjR10ShHfi73X333Zo0aZL++OMP+fj4qGzZsgoJCXF1WIUyefJkjR49usBF5utdRtHa4XAoIiIiz/mfeuoppxwtr+25cuVK9e/fX9WrV5e/v7/8/Px04403ql+/flqxYkWubePi4rLNC/38/FShQgU1adJEAwcO1GeffaaUlJRcl5VTjpnd3+TJk53aZhT9i7M4funSJS1fvlzjxo1T165dVb58eav/r7/+utj6AQAAKAwPVwcAAADsy9PTU6VLl5YkGWOUkJCgrVu3auvWrfrggw/05Zdf6tZbby3wcm+44QbVqFFDpUqVKu6QcY04c+aMVQhauHCh7r77btcGBJfbsmWLxowZo+jo6GxHfOHaVq1aNXl7e6tkyZKuDkXSPy+e3Gzfvl3ffPONPD09tXbtWjVt2tTVIRXJ5MmTdeDAAbVo0SLHQk+pUqVUo0YN3XDDDX9vcP8Qv/76q7Zs2aKoqKhsp6empurjjz/O17JOnjypPn36OBW7SpYsKYfDoX379mnfvn2aNWuW2rdvr48//tjK+3ISFBSkEiVKSLp8JYC//vpLR44c0caNG/XOO++oXLlymjJlinr27JnrcjLnmDnx9fXN1zoWxc6dO9WhQ4er3g8AAEBhUCAEAAAu06xZM6fLr50/f14LFy7U4MGDdfr0ad1zzz3WaIaC+Oijj4o5Ulxrdu/erdTUVAUHB1McBGxg1apVrg7ByT8tntxs375dkhQREXHNFwfz66677tJdd93l6jBc4oYbbtDBgwf10Ucf5Vgg/Prrr3Xs2DFVrlxZBw4cyHFZp0+f1q233qqdO3fKy8tLw4YN00MPPWQVZg8ePKj//ve/euWVV7R8+XLdeuut+vHHHxUYGJjjMj/77DOnS7+mp6dr586dWrFihaZMmaIDBw6oV69e2rFjR66XM78yx3SlwMBA3XzzzWrUqJEaNWqk7t27uzokAAAASVxiFAAA/IOULFlSffv21dSpUyVJf/31lxYvXuzaoHBNunDhgiTJz8/PxZEAwD8bx0t76dOnjxwOh+bOnau0tLRs58n4odX999+f67IeeeQR7dy5Uz4+Plq+fLnGjh3rNGrzhhtu0OjRo7V8+XL5+Pho586dGjBgQIHidXNzU506dfTUU0/pt99+U+fOnSVJY8aM0bJlywq0LFeIiIjQyZMn9c0332j8+PH8aAkAAPyjUCAEAAD/OD179pSb2+U05eeff7aeb9GihRwOh2bOnKnTp09r+PDhqlmzpkqWLOn0a/TM82UnMTFRo0ePVmRkpPz8/OTn56eIiAiNGjVKZ86cybZNxn1p+vXrp/T0dL355ptq3LixAgMD5XA4tGXLlgKt44YNG/TAAw8oPDxc3t7eKlOmjBo0aKBnn31Wu3fvzrHdhQsXNHr0aNWoUUM+Pj4KDQ1V7969tWfPnlz7S0hI0LPPPqt69erJz89Pvr6+qlu3rp5//nmdPHky17Y7d+7UY489pptuusna1vXq1dPgwYOdXp+8pKena+DAgXI4HAoKCtL69eutacnJyZoyZYqaNWumwMBAeXp6qmzZsoqMjNS///1vp3lzM3PmTDkcDmv0wYEDB5zuN3TlPhEfH6+hQ4da+1GpUqXUuHFjvf7667p06VK2fWTc32j06NG6dOmS/vOf/ygiIkL+/v5yOBw6ffp0nnFmvt+SJP3www/q1KmTQkJCVLJkSUVFRenNN99Uenp6tu2PHz+ut99+W127dlXNmjXl7+8vX19f1a5dW0OGDNGRI0fy1e+GDRvUo0cPhYWFyd3dXU8++aQ17+bNmzVixAjdeuutuuGGG+Tl5aXg4GC1aNFCH3zwQY4nljO/V4wxeuutt1S/fn35+fkpLCxMMTExTvcY3bNnj2JiYlSxYkV5e3urbt26ev/993Pdfunp6Zo9e7batm2rkJAQlShRQuXLl1evXr30008/ZZnf4XCof//+kqTvvvsuy32oshtl8v3336t3796qWLGite5t2rTR3LlzZYzJMv+aNWuc7l311Vdf6Y477lBoaKjc3Nyc7nW1detW6/3v5eUlf39/Va1aVR06dNDkyZN1/vz5XNc/syv3+exkfk2udOzYMQ0bNkx169aVr6+vvL29ValSJTVr1kwvvvhijqOHCntMSU9P17Rp0xQZGSkfHx+FhISoc+fO+X6P5yTj/mpXvpZXbp8vv/xSLVu2VGBgoPz8/NS0aVPNnTu3SH3/U+L55ptv5OfnJ4fDoREjRuQ5/5X7xZXvjYzYMx/zcpLT525xrK8xRp988ok6duyocuXKycvLSxUqVNDtt9+uSZMm6cSJE07rk7HPtmzZ0ml9Mr9H8vO++eyzz9ShQweFhITIy8tLFStWVJ8+fbR58+Zs57/y+Prbb7+pd+/eKleunLy9vVWzZk2NHTtWycnJua7v1XbDDTcoOjpaf/31V7b3Bjx9+rS+/PJLlSxZUj169MhxObGxsVqwYIEk6aWXXlJ0dHSO895+++0aM2aMJGn+/PkFyh0y8/Pz08cff6wqVapIkl588cVCLefv5ObmZu0TAAAA/zgGAADgbxYTE2Mkmejo6BznCQ0NNZLMI488Yj0XHR1tJJlXX33VVK1a1UgyXl5ext/f35QqVSrLfDNmzMiy3D179pjKlSsbSUaSKVmypClZsqT1+IYbbjC///57lnajRo0ykswDDzxgunbtaiQZd3d3ExgYaCSZX375JV/rnp6ebp555hmrP0kmICDA+Pv7W49jYmKc2mSsz5QpU0z9+vWt9fbx8bHalC5d2uzduzfbPtetW2dKly5tzVuiRAnj7e1tPa5UqZLZtWtXtm2nTp1q3N3drXl9fX2tdc7uNcx4bUeNGuX0fEpKirnvvvuMJBMaGmq2bNniNC1jHSUZh8NhAgMDnfrt1atXvrbvvHnzTNmyZU1QUJCRZNzc3EzZsmWtv3nz5lnz/vTTT07bxd/f32m7REZGmvj4+Cx9ZKzj8OHDTePGjY0k4+npaUqVKmUkmVOnTuUZ5/79+61+FixYYDw8PIwkExgYaP0vyXTr1s2kpKRkaT906FBrHg8PD1O6dGmn7RUSEmK2bt2aa7/z5s2z+ipVqpTx9PQ0TzzxhDVvcHCw0/sk8+suydx5553ZxpbxXomJiTG9evWy9jlfX1+rbZUqVcyxY8fM+vXrreWWKlXKOBwOa55XX301222XmJho2rRp47S/BAQEWI/d3NzMtGnTnNqULVvWmsfT09Npnyhbtqz54YcfnObP7j2aObbevXubtLQ0pzarV682kkzlypXNxIkTs+zLkyZNMsYYs3TpUuPp6Wkty8vLyyl+SWbnzp3Zrnt2ZsyYkefxNPNrkllcXJwJCwuz+nV3dzdBQUFO6/rOO+9kWV5hjykpKSnW8TNj3814/T08PMzChQutafv378/3NjDGWMf11atX57h9XnrpJWsfyXi/ZvxlvD4FkdN2vVrxZN7HrvTZZ58ZLy8vI8mMHz8+X/G/9tprub43Mt4XOR3XM8vpc7eo2//06dNZ3u9BQUFO+1tGnxnr4+bmZiSZoKAgp/W56667so3rSmlpaeaBBx5wel9kPv65ubmZt99+O0u7zMfX5cuXW5/RpUqVsmKSZLp27Zrby3LVZOyT77zzjvnwww+tY9mV3nvvPSPJ3HfffWbPnj05vicffvhh63Pr/PnzefZ/7tw563XPnNsZ47ztrnzPZGfy5MnW/Fcea/KTY+Yk4z2d3XusOGXE/tVXX13VfgAAAPJCgRAAAPzt8jp5c/78eesE9bBhw6znM05A+vn5mUqVKpmvvvrKOkm/Z8+eLPNdeaLy0qVLJiIiwjqBvWLFCpOenm7S09PNN998Y2644QYjydSpU8dcvHjRqW3GSSM/Pz/j5eVl3n77bXPu3DljjDHx8fHmzJkz+Vr3V1991ToxNHDgQBMXF2dNO3LkiHn33XfNuHHjnNpkrE9gYKAJDw83X3/9tUlNTTVpaWlm7dq1pmLFikaSueeee7L0FxcXZ53Y/Ne//mX27Nlj0tLSTFpamvn1119Nu3btjCRTu3Ztk5qa6tT2008/tWLt0aOH2bFjhzXtxIkT5n//+58ZMmSIU5vsTiRfuHDBdO7c2druu3fvdmoza9Ysqwg1e/Zsc+HCBWOMMampqebAgQPmzTffNC+//HK+tm+G3E6kG2PMyZMnrcJIvXr1zMaNG60+58+fbxUY27Rpk6Vtxjr6+fmZwMBAM2/ePHPp0iVjzOXtnZycnGd8mU+GlipVynTo0MH88ccfxhhjkpKSzKuvvmqdUP7Pf/6Tpf2UKVPMyy+/bLZt22YV6VJTU01sbKxp3769tR+np6fn2K+fn5/p3r27ddI3JSXF6QTwvffea+bOnWuOHj1qPZeUlGRmz55typUrl2MRL+O9UqpUKePn52f+97//mUuXLpn09HSzdu1aq+2jjz5qKleubDp16mT27dtnjDHmzJkz5rHHHjOSjLe3tzl+/HiW5Xfr1s1IMg0aNDDLly+39peTJ0+acePGGU9PT+Pm5ma+//57p3b5KaQZ838nnsuWLWumT59uTp8+bYy5fFyaN2+eFf+V+2TGPuft7W3c3d3NwIEDzV9//WWMufwe+PPPP40xxlSpUsVIMp06dXJ6L5w5c8asXbvWPPLIIwUqjhWlQNi/f38jydx4441m7dq11vH04sWL5tdffzUjR440ixYtcmpTlGPKuHHjrALLa6+9Zh1D//jjD9OhQwenolFxFwhLlSpl3N3dzdixY60i/l9//WV69OhhvW4nTpwoUJ9FKRAWJp6cjmuzZs0y7u7uxuFwZFu4ykte+1BxFAgLu/07duxoJBkfHx8zZcoUq216errZsWOHefHFF83ixYud2uS07fO7zuPHj7eKkWPHjjWJiYnGGGMOHTpk7rnnHmsf/u6775zaZT6+BgYGmp49e1r7cVJSkhk/fryV2yxdujTH2K6WzAXCxMRE4+PjY3x8fLLkL82bNzeSzNdff51rgfDGG280kkzPnj3zHUPG9qtevbrT8wUtEO7evdua//3333eaRoEQAAAg/ygQAgCAv11eJ2+mTZtmnTxZsGCB9XzGCUhPT0/z66+/5rj8nE5UfvTRR7m2/+2336yRPR9++KHTtIyTRpLMe++9l/+VzSQhIcEarfjss8/mu13G+vj4+DgVQjMsWLDASJdHImUUqjL06dPHSDIjRozIdtmZi6bz58+3nk9OTjYVKlQwksy9996b71ivPJGcmJhoWrRoYZ0QPHDgQJY2//rXv4wk89hjj+W7n7zkVSDMGMkSGBjoVADLsHz5cuv1XrVqldO0jHXMGCVSGJlPhmZXkDbm//a5gIAAq5CSHxcvXjS1a9c2ksyaNWty7Ld58+ZZRsHl19q1a40kEx4enmPckszMmTOzTM94H0oyN910U5ZRiGlpadaJ51mzZjlNW7lypZFkatSoYRXurpRxcr9jx45Oz+enkHbq1Cnj5+dnvL29nUa5Zvbjjz9ao5gyv98y9rnc3jPx8fHWPBnFw6IqSoGwVq1aRpLTyNq8FPaYkpSUZI2Uzq7QlHm/vRoFQklZfnxhzOXCb0hISLb7W16KUiAsTDzZHdemTp1qHA6H8fDwMLNnzy5Q/FfGdDULhIVZ36VLl1qFuoIUUopSIDx79qw1ojK7fTw1NdXceuutRpK57bbbnKZlPr62bds2yw80jDGmU6dORpLp379/vtenuGQuEBpz+UcgV+Y7+/btM5JMWFiYSU1NzbFAmJycbD2f3Y9YcjJ27FirXeZjf0ELhOnp6daI2eeee85pWsb+mt1o8Sv/riyOUiAEAAB2wz0IAQDAP4IxRnFxcZo4caKeeeYZSVLlypXVuXPnLPPecccdqlu3boH7yLhXTteuXbNtX6dOHet+O59++mm2ywgODtaDDz5Y4L4z+j9//ryCgoL0wgsvFLh9jx49dOONN2Z5vkuXLnI4HLp06ZL27t1rPX/+/HnNnz9fbm5uGjJkSLbLLFGihLXOK1eutJ5ftWqVDh8+LHd3d7322msFjlWSTpw4odatW2vNmjWKiIjQunXrdMMNN2SZLyAgQJJ09OjRQvVTGBn7wsMPP6xy5cplmd6uXTvdcsstknLeFyIiItSuXbsixzJ06FB5eXlleX7IkCHy9vZWYmJitveJyomXl5fatm0r6fK9DXPrN+NenwV12223KTAwUHFxcTne77BixYrq27dvlufbtGlj/f/000/Lw8PDabqbm5tatmwp6fI9vDKbNWuWJOmRRx5RqVKlsu23T58+kqTVq1fneJ/EnCxcuFBJSUlq06aNIiMjs53nlltuUZUqVXTq1Kkc76M1bNiwbJ/38/Oztvnfub/npKDvvaIcU1asWKGzZ8/Ky8tLTz31VJZ2Xl5eevrppwu6Cvnm7e3tdI/NDD4+Pmrfvr2krPvb1VQc8YwdO1aDBw9WiRIltGDBAt1///1XI9RiUZj1/eijjyRJ7du3V4cOHa56jNLlfTYxMVElSpSwcpHM3N3drc/vdevW6a+//sp2OSNGjMj2vnPdunWT9Pfuazl54IEHJP3fds78f58+feTu7p5j28z3GQ0ODs53n2XKlMl2GQXlcDise0/ntJyUlBTFx8fn+pfTfX4BAADswiPvWQAAAK6O7777LtsTaJIUFhamxYsXq0SJElmmZRRuCmrz5s2SZBUfstOqVSvNnTvXmvdKDRs2zFLQyK8NGzZY/fv4+BS4faNGjbJ93tPTU6GhoYqPj9epU6es53/++WclJyfL4XCoXr16OS73woULkqQ///wzS6yRkZGqUKFCgWM9cuSIoqOjtX37djVt2lTLli1TUFBQtvPecccdeuWVV/T555+rS5cu6tevn6Kjowt00rEgkpOTrZOzee0L69evz3FfKOx+eKUWLVpk+3xAQIDq169vxZBxYjnDrl279Oabb2rt2rWKi4tTUlKSjDFO8+RUvJPyF//8+fM1Z84cbd68WQkJCbp48WKWeY4cOaLy5ctneb527drZFiBDQ0Ot/3Mq9JctW1aSnPZnSfrxxx8lSePGjcuzcH3+/HmdOHHCqb+8ZCz/22+/zbZwnCHjhPSff/6ZZTv6+PjkWFwsWbKkoqOjtXr1arVv316PP/64OnXqpHr16uV6Mv5qufPOO/XTTz9p+PDh2rNnj3r06KGmTZvmeHwqyjEl430UFRWVY3E3Ojq6sKuSp9q1a8vX1zfbaRnHuCv3t6upKPEYYzRkyBBNmjRJvr6++vzzz9W6deurFmtxKMz6ZnwO3XnnnVc3uEwy9tPIyMgcP7Nuv/12ubu7Ky0tTZs3b842vpw+r12xr+Wkbdu2CgsL09q1a3XgwAFVrlxZs2fPlvR/xcNrWXR0tNasWePqMAAAAP7RKBACAACX8fT0VOnSpSVd/jW4r6+vqlatqrZt2+rhhx/O8eRcSEhIofpLSEiQpFwLXhUrVpR0efSbMSZLAbOwfUtSfHy8JGU7ii4//P39c5zm7e0t6fIv5jNkjAoyxlh95+b8+fPFFuv7778vSQoKCtLXX3+dY0FAunwS76WXXtJLL72kL7/8Ul9++aUkqWbNmurYsaMeffRRVa9evVBxZOfkyZPWqIH87AsZ+82VirIvZJZbDBnTroxh3rx5euCBB6zX283NTaVKlbJGIiYlJencuXM6d+5cjsvOLf7U1FT17NlTixYtsp7z8vJSmTJlrEJWQkKC0tPTc+wjLCws2+czF8Lymifz/iz93z59+vTpHGPPLPM+nR8Zyz9//ny+2mY3T3BwcK4jMz/44AN16tRJO3fu1AsvvKAXXnhBfn5+uv3223Xvvfeqd+/ehf4RQkENHz5cP//8s7744gu9/fbbevvtt+Xh4aFGjRrprrvu0iOPPGKN0pGKdkzJ2IezKyZnKMyPEfKroMfPq60o8Rw8eFCTJk2SJL3zzjv/+OKgVLj1LernUGHkJ0/w9vZWmTJlFB8fn+PnQ07rW5h97ZNPPtETTzyR7bScRjDmh7u7u+677z69/vrr+t///qfo6Gj98ccfioqKyvUHAJKs3E26nC/l1/Hjx7NdRkEZY6zPgaIsBwAAwO64xCgAAHCZZs2a6a+//tJff/2lo0ePau/evVqxYoWGDRuWY3FQUpFH2mQ3Ciq/XDHKp7AyimClSpWSuXzv6Vz/ivOX9nfeeaf8/f116tQpDRw4MM/LeL3wwgv6/fffNX78eLVv314BAQHatWuXXn/9ddWuXdvpEmjF6VrcFxISEvTII48oJSVFvXr1UmxsrC5evKhTp05Z76eMSzheOaIws9zif//997Vo0SKVLFlSU6dO1Z9//qmLFy8qISHB6iOj0JNbH8UtYz9atGhRvvbp8PDwQi3/iSeeyNfy+/Xrl2UZee0XVatW1bZt27Ro0SINGDBAtWrVUlJSkpYtW6a+ffuqSZMmSkpKKlDcheXl5aXPP/9c69ev1zPPPKOmTZvK4XBYj2+66SZt3brVmt+VxxT8n3LlylmjLZ999lnt27fPxRFdf4ry2VDcLly4kOMlMosqY6Tg7Nmzrc/Z/Iwe9PT0VLVq1STJ6RiRl23btkmSqlevXqQfQuzZs0eXLl2SdPmYCgAAgMKhQAgAAGwjY8TUwYMHc5zn0KFDki6PAsrp8qeFlXHZxAMHDhTrcvPqLzExUWfOnClU28LG2qhRIy1btky+vr76+OOP9dBDD+VZSKpSpYpGjBihr7/+WidPntTq1at1++23KzU1VQMHDtSxY8cKFcuVSpcubY3wys++UFwjBXOS22VAM6ZljuGrr75SUlKSateurY8//lg333yzPD09ndoV9cTx/PnzJV0u3D7++OPWaMoMaWlpTiNB/i4Z+2Vur9s/efkZPDw81K1bN7333nvasWOHjh49qtdee03e3t7avHmzxowZU6BlSbkXNPJ6/zdt2lSvvPKK1q9fr1OnTmnu3Lm64YYblJCQoIcfftiaryjHlIx9OD/7O3Ln5eWlJUuWqHnz5jp8+LBatWp1VT9XimMfK4y/+zNTyl+ecPHiRWvU3NX+fJCkfv365ViEL6qIiAhFRERo9+7dmjlzpjWqMD8yLtG9YsUK67LCuTl//rx1P92iXk74q6++sv6/7bbbirQsAAAAO6NACAAAbKNBgwaSpNWrV+c4z7fffus0b3Fq2rSpJGnNmjX5OplWVBn3SzTG6Ouvvy5Q24xYt23bpsOHDxeq/1tvvVVffvmlfHx8NHPmTD322GP5PqHp7u6uFi1aaMmSJfL09NS5c+cUGxtbqDiuVKJECeved67aFzL77rvvsn3+7Nmz1v2wMseQUbiMiIjI9lKWxhgr9sLK6KN+/frZTv/hhx9cMsIm435/mU8O51fGtsptH8xY/t/1Hs1Qrlw5Pf3003ryyScl5bxPZCfjEqAZr1l2Nm3alO/l+fr6qnfv3po+fbqky/cdzLiMbFGOKRn78JYtW5SYmJjtPAVZb7vz8/PTsmXL1LhxYx08eFCtWrXKdR8oirz2sXPnzmnnzp3F3m/G59CyZcsK1C4/7/WcZOyne/bsyfGzb+3atUpNTXWa/1qWMWIwJSVF7dq1swqzeRkwYICky5d8fuutt/Kc/6233rIKyY8++mgho718Ce3JkydLuvxjpJtuuqnQywIAALA7CoQAAMA2evToIelyceGXX37JMn379u1asGCBJKlnz55XpX8fHx+dOnVKL730UrEv/0r+/v7q3r27JOnFF1/U2bNnc5w3NTXV6bKGrVu3VoUKFZSWlqZhw4YVOoaWLVtq8eLF8vLy0vTp07O9j1JycnKO7UuUKGFdsjHjcmLFIWNfmDlzpnVftcxWrFih9evXS7o6+0Jmr7/+erbbYPLkybp48aICAgLUrl076/mM+zn+9ttv2Z4Af//994t8ycGMPn799dcs01JTUzVy5MgiLb+wMi7puXz58jwLVKdOnXJ6HBAQICn3+xfec8898vX1zdd79Mrl50dKSkquRQsfHx9JBdvXM+4VdvjwYf38889Zpq9bt04//PBDtm1ze+9lxGKMseYryjGlXbt2CggI0KVLlzRlypRsY3n99ddzXB6yCggI0PLly9WgQQP98ccfatWqVbbHs6LK2MdWrFiR7Q8DJk2aVKzH5wwZhasVK1YUqCCdn/d6TjL205SUFL322mtZpqelpWns2LGSLo9cK1euXIH7+Kfp27evhg4dqqFDh+r555/Pd7tGjRrp7rvvlnT5eLB27doc5123bp1GjRolSerevbsaNmxYqFiTkpJ03333KS4uTg6H42/JpQAAAK5nFAgBAIBt9OrVSxEREZKkbt266ZtvvrFO1q9atUp33nmnUlJSVKdOHfXp06fY+y9Tpox1gmzChAkaNGiQ02XMjh49qjfeeKNYT3hNmDBBpUuX1u+//65mzZrp66+/VkpKiqTLJ/737NmjN954QzVr1nQaoefp6WmdrJ87d6569uypXbt2WdNPnjyp999/X4MHD84zhnbt2mnhwoUqUaKEpk2bpqefftpp+gMPPKD+/ftr+fLlTgWHuLg4xcTE6OLFi/Lx8SnWy4gNGjRIYWFhunDhgjp06GCte1pamhYuXKjevXtLktq0aaNWrVoVW7/ZOXjwoO666y7FxcVJunwZttdff12jR4+WJA0fPlwlS5a05m/Tpo0cDod+++03DR482DoJnpiYqNdee03//ve/FRwcXKSY2rZtK0kaO3asPv/8c6WlpUmSdu3apc6dO2vjxo3y9fUtUh+F0aFDB919990yxuiuu+7Sa6+9poSEBGv6yZMntXjxYnXp0kVDhgxxalunTh1J0o4dO/TTTz9lu/zg4GCNHz9e0uX3ziOPPKLff//dmn7hwgWtW7dO//rXv9SsWbMCx799+3bVrVtXkydP1u+//24df1JSUrRw4UK98cYbkqT27dvne5mVK1dW48aNJV0uoGYUdVNSUjR//nx169Ytx3u61q1bV88995w2bdpkFQGNMdq4caMef/xxSZeLAJnbF/aY4uvrq2eeeUaSNGbMGL3xxhvWKM24uDjddddd+vPPP/O93rgsMDBQK1euVEREhPbs2aPWrVs7vSeKQ+fOneXj46OEhAQ98MAD1uWez5w5o//85z8aPXq09aOC4nTHHXfojjvukDFG3bt317Rp06zjnTFGO3bs0NChQ7V48WKndhnv9blz5xZ4pLOvr6+ee+45SdLUqVP1n//8xyp0Hz58WPfee6++//57ubm5ady4cUVbwX+I0NBQTZw4URMnTlTz5s0L1PaDDz5QjRo1dOHCBbVr104vvviiU17z559/asyYMWrXrp0uXLigGjVq6P333y9QH8YY7dy5U5MnT1a9evX05ZdfSpJeeukldejQoUDLyq/09HQdP34817+CFMVPnTrl1DZDYmKi0/MZx1IAAIC/jQEAAPibxcTEGEkmOjq6QO2io6ONJDNjxoxCz7dnzx5TuXJlI8lIMiVLljQlS5a0Ht9www1m9+7dWdqNGjXKSDIxMTEFivlK6enp5sknn7T6k2RKlSplAgICrMdX9pGf9c5Yp9WrV2eZtnHjRlO+fHlr+Z6eniY4ONiUKFHCKY41a9Zkafv6668bNzc3ax4/Pz8TGBhoPb7yNcx4bUeNGpVlWYsWLTIeHh5Gknnuuees57t27Wotz+FwmMDAQKfXxN3d3Xz00Ue5bdYsVq9ebSSZypUr5zjPTz/9ZIKCgqx+/P39jbe3t/U4IiLCxMfHZ2mX2zrm1/79+61+FixYYG2XwMBA639JpmvXriYlJSVL+6eeesrptQsMDLRep/bt25vnn38+230pc7+5OXHihKlWrZrTPpOxj7q7u5sZM2bkuM/l572Ssdz9+/dnOz23ZSQlJZlu3bpl2Wf8/f2dtkm/fv2ytL399tut6aVLlzaVK1c2lStXNuvXr3eab+zYscbhcFjz+vr6mqCgIKf3Qnh4uFOb/Oxzv/zyi1OMXl5epnTp0k7LbdiwoTlz5kyOy8jOhg0bjI+Pj9P7NOP9ndv+UKpUKaf3WenSpY2np6f1XJkyZczWrVuz9FfYY0pKSorT+93Dw8M6nnh4eJiFCxfmuW/kJKf9ccaMGXl+3hT2+J5bu6sRT2772LFjx0zt2rWtY9fx48fzvR75iWnKlCk5HnPGjBmT4+dUUbf/qVOnrGVLMm5ubqZ06dJOx+or+1y1apU1rUSJEqZixYqmcuXKplevXvmKKzU11TzwwANO742goCDrmODm5mbeeuutLO3yc3zNz3HiasnYJ9955518t9mzZ0+e78njx4+btm3bOu0fvr6+xs/Pz+m5Nm3a5LhfZt52QUFBpmzZsqZs2bImKCjIuLu7Oy0nLCzMfPrppznGnPEZ7enpaS0np7/Bgwc7tc3YF/Pzl1cumlnmvDO3v+xyOAAAgKuJEYQAAMBWbrzxRm3dulUvvviidR866fJImhdeeEHbtm27qvezcTgcmjRpktauXatevXqpQoUKunDhgry8vNSgQQM999xzBbrEV340atRIu3bt0iuvvKJmzZrJz89Pp0+fVsmSJdWwYUMNHjxY3333naKjo7O0HTJkiH755Rf1799f4eHhSklJkcPhUEREhJ544glNmjQp33F069ZNc+fOlbu7u15++WWNGTNG0uURSa+++qo6dOigqlWrKjk5WWlpaapWrZr69++vzZs3q2/fvsW2PTI0btxYO3bs0FNPPaWbbrpJKSkp8vDwUMOGDfXaa6/pp59+UmhoaLH3e6Xu3btr9erV6tixo9zd3eXh4aHIyEhNmzZNn332mTw8PLK0eeONNzR9+nTVr19fXl5eSktLU/369TV58mQtXbo02zYFUbp0aW3YsEH/+te/VLFiRUmXLznZrVs3fffdd9alPl3B19dXixYt0pIlS3T33XerfPnyOn/+vFJSUnTjjTeqZ8+emjFjhqZNm5al7WeffaaBAweqSpUqSkpK0oEDB3TgwIEso4xGjhyprVu3asCAAapevbrS09N17tw5hYWFqX379nr11Ve1bt26Asdeq1YtLViwQI899pjq16+vwMBAJSYmqlSpUrr11ls1bdo0/fDDD9YlEvOrSZMm+v7779W5c2cFBgYqNTVVN910k1577bVc94fPP/9czz77rJo3b67y5csrKSlJJUqUUEREhEaMGKHt27dbo64zK+wxxcPDQwsXLtTUqVMVEREhDw8Pubu7q2PHjvruu++syxWi4EJCQrRq1SrVqFFD27ZtU9u2bQt1ic2cDB48WJ988omaNm2qkiVLKj09Xc2bN9eiRYv04osvFls/VwoMDNS3336rWbNmqU2bNipdurTOnj2r4OBgRUdHa/LkyerSpYtTm1atWmnRokWKjo6Wj4+PDh8+rAMHDuivv/7KV5/u7u6aNWuWFixYoHbt2ikwMFBJSUkKCwvTvffeq40bN2rgwIFXY3WvScHBwdZlYB944AFVrVpVxhilp6eratWq6tu3r7766iutXLkyX6PbT506pfj4eMXHx+vixYsKCQlRo0aN9Nhjj+mzzz7TwYMHdc899+S5nJSUFGs5Of1l3BMRAADArhzGFOLO3QAAAAAKLS4uTlWqVJGkXO9JBwAAAAAAcDUwghAAAAAAAAAAAACwEQqEAAAAAAAAAAAAgI1QIAQAAAAAAAAAAABshAIhAAAAAAAAAAAAYCMOY4xxdRAAAAAAAAAAAAAA/h6MIAQAAAAAAAAAAABshAIhAAAAAAAAAAAAYCMUCAEAAAAAAAAAAAAboUAIAAAAAAAAAAAA2AgFQgAAAAAAAAAAAMBGKBACAAAAAAAAAAAANkKBEAAAAAAAAAAAALARCoQAAAAAAAAAAACAjVAgBAAAAAAAAAAAAGyEAiEAAAAAAAAAAABgIxQIAQAAAAAAAAAAABuhQAgAAAAAAAAAAADYCAVCAAAAAAAAAAAAwEYoEAIAAAAAAAAAAAA2QoEQAAAAAAAAAAAAsBEKhAAAAAAAAAAAAICNUCAEAAAAAAAAAAAAbIQCIQAAAAAAAAAAAGAjFAgBAAAAAAAAAAAAG6FACAAAAAAAAAAAANgIBUIAAAAAAAAAAADARigQAgAAAAAAAAAAADZCgRAAAAAAAAAAAACwEQqEAAAAAAAAAAAAgI1QIAQAAAAAAAAAAABshAIhAAAAAAAAAAAAYCMUCAEAAAAAAAAAAAAboUAIAAAAAAAAAAAA2AgFQgAAAAAAAAAAAMBGKBACAAAAAAAAAAAANkKBEAAAAAAAAAAAALARCoQAAAAAAAAAAACAjVAgBAAAAAAAAAAAAGyEAiEAAAAAAAAAAABgIxQIAQAAAAAAAAAAABuhQAgAAAAAAAAAAADYCAVCAAAAAAAAAAAAwEYoEAIAAAAAAAAAAAA2QoEQAAAAAAAAAAAAsBEKhAAAAAAAAAAAAICNUCAEAAAAAAAAAAAAbIQCIQAAAAAAAAAAAGAjFAgBAAAAAAAAAAAAG6FACAAAAAAAAAAAANgIBUIAAAAAAAAAAADARigQAgAAAAAAAAAAADZCgRAAAAAAAAAAAACwEQqEAAAAAAAAAAAAgI1QIAQAAAAAAAAAAABshAIhAAAAAAAAAAAAYCMUCAEAAAAAAAAAAAAboUAIAAAAAAAAAAAA2AgFQgAAAAAAAAAAAMBGKBACAAAAAAAAAAAANkKBEAAAAAAAAAAAALARCoQAAAAAAAAAAACAjVAgBAAAAAAAAAAAAGyEAiEAAAAAAAAAAABgIxQIAQAAAAAAAAAAABuhQAgAAAAAAAAAAADYCAVCAAAAAAAAAAAAwEYoEAIAAAAAAAAAAAA2QoEQAAAAAAAAAAAAsBEKhAAAAAAAAAAAAICNUCAEAAAAAAAAAAAAbIQCIQAAAAAAAAAAAGAjFAgBAAAAAAAAAAAAG6FACACwrTp16mjNmjWuDsOlFi1apEqVKsnPz0+//PJLnvO3aNFCH3zwgSRpzpw5ateu3dUO8Zqye/duRUVFyd/fX1OnTtWFCxfUuXNnlSpVSvfcc0++t9nLL7+shx9++G+IGAAAIH/InQueO18tM2fO1K233uqy/v9ufn5++uOPP656PwcPHpSfn5/S0tKuel9Xw5XfPSRp5MiRKlOmjMqVK5fv9Vu3bp1q1Kjxd4QMAHAxCoQAgOtSeHi4vvnmG6fnrvwivX37drVo0SLX5cTFxcnhcCg1NfVqhOlyTz/9tN58800lJSWpfv36BWrbp08frVixIs/5+vXrp5EjRxY2xGvKq6++qpYtW+rs2bMaPHiwFixYoPj4eJ04cULz58/P9zZ77rnnrEJsUVzv+y8AACge5M75U5TcGfmT+QeJGZKSklS1atVi7+vK/f6GG25QUlKS3N3di72vv8OV3z0OHjyo119/XTt27NBff/2V7/W77bbbtHv37mKJKbtjCwDgn4MCIQAALuTqkycHDhxQnTp1XBrD9eTK7XngwAHddNNN8vDwcGFUAAAA1wdy5+L3d25TV79+17srv3scPHhQwcHBCg0NdXFkAIB/KgqEAADbyvxrxo0bN6phw4YKCAhQ2bJlNWTIEEnS7bffLkkKDAyUn5+f1q9fr/T0dI0bN06VK1dWaGioHnjgAZ05c8Za7kcffaTKlSsrODhYY8eOdepn9OjR6tGjh+6//34FBARo5syZ2rhxo2655RYFBgYqLCxMgwYNUnJysrU8h8Oht99+W9WrV5e/v79eeOEF7du3T82aNVNAQIB69uzpNH9mOcV66dIl6/IykZGRqlatWrbtV65cqZo1a6pUqVIaNGiQjDHWtMy/KjfG6KmnnlJoaKgCAgJUr149/fbbb5o+fbrmzJmjV199VX5+furcubMkacKECapWrZr8/f1Vu3ZtLVq0KMtyn376aQUFBalKlSr66quvrOknT55U//79Vb58eQUFBalbt27WtCVLligqKkqBgYFq1qyZtm3bluPrv337drVt21alS5dW2bJl9fLLL0uSLl26pCeffFLly5dX+fLl9eSTT+rSpUt59tGqVSutXr1agwYNkp+fn+6991699NJL+uSTT+Tn56cPP/ww21/iZxfD6NGjdf/991vzbdiwQc2aNVNgYKAiIyOdLu/VokULvfDCC2revLn8/f3Vrl07HT9+XFL2++/evXsVHR2tUqVKqUyZMurVq1eO2wgAACADuXPeuXNB+84td80tX85NxijO6dOnq3z58goLC9PEiROt6dlt0zNnzuihhx5SWFiYKlSooJEjR1qXoZw5c6aaN2+uQYMGqVSpUqpZs6ZWrVplLW/GjBmqVauW/P39VbVqVb333nvWtDVr1qhixYp65ZVXVK5cOfXv31+nTp1Sp06dFBISoqCgIHXq1EmHDh2SJD3//PNat26dlU8PGjTI2q579+6VJJ05c0YPPPCAQkJCVLlyZY0bN07p6elWrLl9j8isb9++OnjwoDp37iw/Pz+9+uqrWUbAtmjRQiNHjlSzZs2s7zInTpxQnz59FBAQoEaNGikuLs5a5q5du6zcvkaNGvr0009zfJ1y+07z/vvv68Ybb1Tp0qXVpUsXHTlyJM8+Ro0a5fTd47333lPbtm115MgR+fn5qV+/flnWL6cYMl63DEeOHFH37t0VEhKiKlWqaOrUqU77U8+ePfXAAw/I399fderUUWxsbI7b+OLFi7r//vsVHByswMBANWrUSPHx8TluJwDAVWYAALgOVa5c2axcudLpuRkzZpjmzZtnO0/Tpk3NRx99ZIwx5uzZs2b9+vXGGGP2799vJJmUlBSr3YcffmiqVatm9u3bZ86ePWvuuusuc//99xtjjNm+fbvx9fU169atM5cuXTJDhw41Hh4eVj+jRo0yHh4eZtGiRSYtLc2cP3/exMbGmvXr15uUlBSzf/9+U7NmTTNp0iSrP0mmS5cu5syZM+a3334zJUqUMK1atTL79u0zp0+fNrVq1TIzZ87MdjvkFmvGsvfs2ZNt24SEBOPn52fmz59vkpOTzRtvvGHc3d3N+++/n2V7fv3116ZBgwbm1KlTJj093ezYscMcOXLEGGNMTEyMef75552W/emnn5rDhw+btLQ0M2/ePFOyZElr/hkzZhgPDw8zffp0k5qaat5++20TFhZm0tPTjTHG3HnnnaZnz57m5MmTJjk52axZs8YYY8zmzZtNSEiI2bBhg0lNTTUzZ840lStXNhcvXsyybomJiaZcuXJm4sSJ5sKFCyYxMdFs2LDBGGPMCy+8YJo0aWLi4+PNsWPHzC233GJGjhyZrz6io6Ot7ZPxevfp08d6nHmb5RZD5naHDh0ypUuXNkuXLjVpaWlmxYoVpnTp0ubYsWNWn1WrVjW7d+8258+fN9HR0Wb48OHGmOz33969e5tx48aZtLQ0c+HCBbNu3bpsX38AAGAf5M55x5qx7Jxy54L2nVdemVe+nPm1ySzjNejdu7dJSkoy27ZtM2XKlMl1m3br1s0MGDDAJCUlmfj4eNOoUSPz7rvvWn25u7ubN954wyQnJ5t58+aZgIAAc+LECWOMMUuWLDF79+416enpZs2aNcbHx8f8/PPPxhhjVq9ebdzd3c0zzzxjLl68aM6fP2+OHz9uFixYYM6dO2cSExNNjx49TNeuXa34r8ynr9zuffv2NV26dDGJiYlm//79pnr16uaDDz6wYs3te8SVrtzvr9x/o6OjTbVq1czevXut16969epm5cqVJiUlxfTt29f069fPGGNMUlKSqVixovnvf/9rUlJSzObNm01wcLDZvn17tn3n9J1m1apVJjg42Pz888/m4sWLZtCgQea2227LVx9XfvdYvXq1qVChQo7rl1MMmdulpaWZBg0amDFjxphLly6Zffv2mSpVqpivv/7a6tPLy8ssXbrUpKammhEjRpgmTZrkuI3fffdd06lTJ3Pu3DmTmppqYmNjzZkzZ7LdRgCAq48RhACA61a3bt0UGBho/Q0cODDHeT09PbV3714dP35cfn5+atq0aY7zzpkzR0OGDFHVqlXl5+en8ePHa968eUpNTdWCBQvUuXNn3XrrrSpRooReeuklORwOp/a33HKLunXrJjc3N/n4+Ojmm29W06ZN5eHhofDwcD366KP67rvvnNo888wzCggIUJ06dVS3bl21a9dOVatWValSpXTHHXfol19+KXCseVm2bJnq1KmjHj16yNPTU08++aTKlSuX4/Y7e/asdu3aJWOMatWqpbCwsByXfc8996h8+fJyc3NTr169VL16dW3cuNGaXrlyZT3yyCNyd3dXTEyMjh49qvj4eB09elRfffWV3n33XQUFBcnT01PR0dGSpOnTp+vRRx9VkyZNrHZeXl7asGFDlv6XLFmicuXKaejQofL29pa/v7+aNGlibbMXX3xRoaGhCgkJ0ahRozR79uwC95GX3GLI7H//+5/uvPNO3XnnnXJzc1Pbtm3VsGFDLVu2zJqnf//+uummm+Tj46OePXtqy5YtOfbr6empAwcO6MiRI/L29nYa0QgAAOyL3LlouXNB+84rr8wrX87LqFGj5Ovrq3r16ql///6aO3dutts0MTFRy5Yt0+TJk+Xr66vQ0FA99dRTmjdvnjV/aGionnzySXl6eqpXr16qUaOGli5dKknq2LGjqlWrJofDoejoaLVr107r1q2z2rq5uWnMmDHy8vKSj4+PgoOD1b17d5UsWVL+/v56/vnns7x+OUlLS9O8efM0fvx4+fv7Kzw8XEOHDrVydSnn7xGF1b9/f1WrVs16/apVq6Y2bdrIw8ND99xzj/V6LlmyROHh4erfv788PDxUv359de/eXfPnz8+yzNy+08yZM0cPPvigGjRoIC8vL40fP17r169XXFxcgfrIS24xZLZp0yYlJCToxRdfVIkSJVS1alU98sgjTvvHrbfeqjvvvFPu7u7q27evtm7dmmO/np6eOnHihPbu3St3d3fdfPPNCggIKHD8AIDiQYEQAHDdWrx4sU6fPm39vf322znO++GHH+r3339XzZo11ahRIy1ZsiTHeY8cOaLKlStbjytXrqzU1FTFx8fryJEjqlSpkjWtZMmSCg4Odmqfebok/f777+rUqZPKlSungIAAPffcc9YlIjOULVvW+t/HxyfL46SkpALHmpcr18XhcGSJPUOrVq00aNAg/fvf/1ZoaKgGDBigxMTEHJf90UcfWZdTCgwM1G+//ea0zpkLkSVLlpQkJSUl6c8//1Tp0qUVFBSUZZkHDhzQ66+/7nRi688//3S6JE+GP//8M8dLQ2W3zTKWUZA+8pJbDFeu1/z58536/P7773X06FFrniu3V077gyS9+uqrMsaocePGqlOnjv773/8WOHYAAHD9IXcuWu5c0L7zyivzypfzknm7Zc5nr5x24MABpaSkKCwszOrr0Ucf1bFjx6x5KlSo4FS4zby8r776Sk2bNlXp0qUVGBioZcuWOcUZEhIib29v6/H58+f16KOPqnLlygoICNDtt9+u06dPW5c0zc3x48eVkpKS5TU6fPiw9Tin7xGFVZDX86effnJ6PefMmaO//voryzJz+05z5T7o5+en4OBgHT58uEB95CW3GDLL+GFh5j5ffvllp/fEldv84sWLORbV+/btq/bt26t3794qX768nnnmGaWkpBQ4fgBA8aBACACApOrVq2vu3Lk6duyYhg8frh49eujcuXNZfsEsSeXLl9eBAwesxwcPHpSHh4fKli2rsLAw6x4aknThwgWdOHHCqf2Vy/zXv/6lmjVras+ePUpMTNTLL7/sdK+/osgt1ryEhYXpzz//tB4bY5weX2nw4MH6+eeftWPHDv3+++967bXXJGVd3wMHDuiRRx7Rm2++qRMnTuj06dOqW7duvta5UqVKOnnypE6fPp3ttOeff97pxNb58+d17733ZjvvH3/8kW0f2W2z8uXLF7iP/KxLTjFcOV/fvn2d+jx37pxGjBiRZ9vs9t9y5crp/fff15EjR/Tee+9p4MCB1j1dAAAA8oPcuehyyyuLki9nyJy3Z85nJedtWqlSJXl5een48eNWHImJidq+fbs1z+HDh536zljepUuX1L17dz399NOKj4/X6dOndeeddzrNe+Xr9/rrr2v37t366aeflJiYqLVr10qS1Sa7fShDmTJlrKthZI6lQoUK+d4umeXWV0FVqlRJ0dHRTq9nUlKS3nnnnWznzek7zZX74Llz53TixAlVqFChQH3kJ96cYrhyvipVqjj1efbsWaermeTmym3s6empUaNGaceOHfrxxx+1ZMkSffTRRwWOHwBQPCgQAgCgy5dxTEhIkJubmwIDAyVdvhxOSEiI3NzcnAo59957ryZNmqT9+/crKSlJzz33nHr16iUPDw/16NFDX375pX788UclJydr9OjReX6RP3v2rAICAuTn56ddu3YV6gteTnKLNS8dO3bU9u3b9dlnnyk1NVVTp07N8depmzZt0k8//aSUlBT5+vrK29tbbm6X04yyZcs6bb+Mk0chISGSpBkzZui3337L1/qEhYXpjjvu0MCBA3Xq1CmlpKRYJxUeeeQRvfvuu/rpp59kjNG5c+e0dOlSnT17NstyOnXqpKNHj2ry5Mm6dOmSzp49q59++snaZuPGjVNCQoKOHz+ul156Sffff3+B+8hLbjFkdv/99+vLL7/U8uXLlZaWposXL2rNmjVOJ9Nykt3+O3/+fKttUFCQHA6H9VoBAADkB7lz0eWWVxYlX84wduxYnT9/Xtu3b9eMGTPUq1evbOcLCwtTu3btNHToUCUmJio9PV379u1zuuznsWPHNHXqVKWkpGj+/PnauXOn7rzzTiUnJ+vSpUsKCQmRh4eHvvrqK61YsSLXuM6ePSsfHx8FBgbq5MmTGjNmjNP0K787ZObu7q6ePXvq+eef19mzZ3XgwAG98cYbVq5eULn1VVCdOnXS77//rtmzZyslJUUpKSnatGmTdu7cmWXe3L7T3HvvvZoxY4a2bNmiS5cu6bnnnlOTJk0UHh5eoD7yklsMmTVu3Fj+/v565ZVXdOHCBaWlpem3337Tpk2b8tXPldt49erV+vXXX5WWlqaAgAB5enryXQQAXIgjMAAAkr7++mvVqVNHfn5+euKJJzRv3jz5+PioZMmSev7559W8eXMFBgZqw4YNevDBB9W3b1/dfvvtqlKliry9vTVt2jRJUp06dTRt2jT17t1bYWFh8vPzU2hoqLy8vHLse+LEifr444/l7++vRx55JMcv74WRW6x5KVOmjObPn68RI0YoODhYe/bsUfPmzbOdNzExUY888oiCgoJUuXJlBQcHa9iwYZKkhx56SDt27FBgYKC6deum2rVra+jQobrllltUtmxZ/frrrzkuNzuzZ8+Wp6enatasqdDQUE2ePFmS1LBhQ73//vsaNGiQgoKCdOONN2rmzJnZLsPf318rV67Ul19+qXLlyql69epavXq1JGnkyJFq2LChIiIiVK9ePTVo0EAjR44scB95yS2GzCpVqqTPP/9cL7/8skJCQlSpUiW99tprSk9Pz7OP7PbfTZs2qUmTJvLz81OXLl00ZcoUVa1atVDrAAAA7IncuehyyyuLmi9LUnR0tG688Ua1bt1aTz/9tNq1a5fjvB999JGSk5NVu3ZtBQUFqUePHk6Xs2/SpIn27NmjMmXK6Pnnn9eCBQsUHBwsf39/TZ06VT179lRQUJA+/vhjdenSJde4nnzySV24cEFlypRR06ZN1aFDB6fpTzzxhBYsWKCgoCANHjw4S/tp06bJ19dXVatW1a233qr77rtPDz74YIG2TYZnn31W48aNU2BgoCZOnFioZWTw9/fXihUrNG/ePJUvX17lypXT8OHDdenSpWznz+k7TZs2bTR27Fh1795dYWFh2rdvn3W/v4L2kZecYsjM3d1dS5Ys0ZYtW1SlShWVKVNGDz/8sM6cOZOvPq7cxn/99Zd69OihgIAA1apVS9HR0erbt2+h4gcAFJ3DFNd1GAAAQBZJSUkKDAzUnj17VKVKFVeHAwAAAPxjkTsXXVxcnKpUqaKUlJRiGfk4c+ZMffDBB/r++++LIToAAPBPwghCAACK2Zdffqnz58/r3Llzevrpp1WvXj2Fh4e7OiwAAADgH4fcGQAAwDUoEAIAUMw+//xzlS9fXuXLl9eePXs0b968LDdnBwAAAEDuDAAA4CpcYhQAAAAAAAAAAACwEUYQAgAAAAAAAAAAADZCgRAAAAAAAAAAAACwEQ9XBwDYXZkyZbgBOwAAwHUoLi5Ox48fd3UYcAFyfAAAgOsTOT6uJxQIARcLDw9XbGysq8MAAABAMWvYsKGrQ4CLkOMDAABcn8jxcT3hEqMAAAAAAAAAAACAjVAgBAAAAAAAAAAAAGyEAiEAAAAAAAAAAABgI9yDEAAAAMinlJQUHTp0SBcvXnR1KPgH8fb2VsWKFeXp6enqUAAAAPKFvBbIHTk+7IACIQAAAJBPhw4dkr+/v8LDw+VwOFwdDv4BjDE6ceKEDh06pCpVqrg6HAAAgHwhrwVyRo4Pu+ASowAAAEA+Xbx4UcHBwZxEgcXhcCg4OJhf3wMAgGsKeS2QM3J82AUFQgAAAKAAOImCK7FPAACAaxE5DJAz3h+wAwqEAAAAwDXE3d1dUVFRqlOnjiIjI/X6668rPT1dkhQbG6vBgwfn2DYuLk4ff/zx3xXqVXHp0iW1adNGUVFR+uSTT7Ru3TrVqVNHUVFROnz4sHr06JFr+4cfflg7duwoVN9r1qzRjz/+WKi2AAAAcOZwOHT//fdbj1NTUxUSEqJOnToVanlxcXGqW7ducYX3t9iyZYuWLVtmPf7iiy80YcKEIi/39OnTevvtt63HR44cyTNPdqXMOf2FCxc0bNgw1alTR8OGDdO7776rjz76KMe2RV23yZMn6/z584VuD1zLuAchAAAAUEjhI5YW6/LiJnTMcx4fHx9t2bJFknTs2DHdd999SkxM1JgxY9SwYUM1bNgw5+X//wLhfffdV1wh/+1++eUXSbK2wWOPPaZnn33WOrm0YMGCXNt/8MEHhe57zZo18vPzU7NmzQq9DAAAgH8iV+S1vr6++u2333ThwgX5+Pho5cqVqlChQrHGURBpaWlyd3cv9uWmpqbKwyP70/BbtmxRbGys7rzzTklSly5d1KVLlyL3mVEgHDhwoCSpfPnyeebJrjRnzhynnH769Ok6efJkvl6Poq7b5MmTdf/996tkyZKFXgZwrWIEIQAAAHCNCg0N1fTp0/Xmm2/KGKM1a9ZYv7j+7rvvFBUVpaioKNWvX19nz57ViBEjtG7dOkVFRWnSpEmKi4vTbbfdpgYNGqhBgwbW6Lg1a9aoRYsW6tGjh2rWrKk+ffrIGCNJ2rRpk5o1a6bIyEg1btxYZ8+eVVpamoYNG6ZGjRopIiJC7733XrbxfvTRR4qIiFBkZKT69u0r6XLRslWrVoqIiFDr1q118OBBSVJCQoK6d++uRo0aqVGjRvrhhx907Ngx3X///dq0aZOioqL03nvv6dNPP9ULL7ygPn36OP1qPC0tTU8//bTq1q2riIgITZs2TZLUokULxcbGSpJWrFihW265RQ0aNNA999yjpKQkSVJ4eLhGjRqlBg0aqF69etq1a5fi4uL07rvvatKkSYqKitK6deuuxksKAABgK3feeaeWLr1cnJw7d67uvfdea9q5c+f04IMPqnHjxqpfv74+//xzScoxh83JmjVrdPvtt6tjx46qUaOGHnvsMesKHH5+fho6dKgiIyO1fv16/e9//1Pjxo0VFRWlRx99VGlpadZ8Tz31lOrUqaPWrVsrISFBkvT++++rUaNGioyMVPfu3a2RaP369dNjjz2mJk2a6JlnntHGjRt1yy23qH79+mrWrJl2796t5ORkvfjii/rkk0+sq2PMnDlTgwYNstYzuzy5X79+Gjx4sJo1a6aqVatmWxwbMWKE9u3bp6ioKA0bNswpT545c6a6deumtm3bKjw8XG+++abeeOMN1a9fX02bNtXJkyclSfv27VOHDh10880367bbbtOuXbuy9JOUlKT+/furXr16ioiI0MKFC63Xsl69eqpbt66GDx9uzZ9d/v3BBx845fRdunRRUlKSbr75Zn3yyScaPXq0Jk6cKEnau3ev2rRpo8jISDVo0ED79u3L8h0gu+8lOX2/mTp1qo4cOaKWLVuqZcuWue5HwPWIAiEAAABwDatatarS0tJ07Ngxp+cnTpyot956S1u2bNG6devk4+OjCRMm6LbbbtOWLVv01FNPKTQ0VCtXrtTmzZv1ySefOF2e9JdfftHkyZO1Y8cO/fHHH/rhhx+UnJysXr16acqUKdq6dau++eYb+fj46MMPP1SpUqW0adMmbdq0Se+//77279/vFM/27ds1btw4ffvtt9q6daumTJkiSXr88ccVExOjbdu2qU+fPlYMTzzxhJ566ilt2rRJCxcu1MMPP6zQ0FB98MEH1jo8+uij6tKli1577TXNmTPHqb/p06crLi5OW7ZssZad2fHjxzVu3Dh988032rx5sxo2bKg33njDml6mTBlt3rxZ//rXvzRx4kSFh4frscce01NPPaUtW7botttuK/qLBwAAYHO9e/fWvHnzdPHiRW3btk1NmjSxpv3nP/9Rq1attHHjRq1evVrDhg3TuXPncs1hc7Jx40ZNmzZNO3bs0L59+/TZZ59JulyEbNKkibZu3arg4GB98skn+uGHH7Rlyxa5u7tbOea5c+fUsGFDbd++XdHR0RozZowk6e6779amTZu0detW1apVSx9++KHV56FDh/Tjjz/qjTfeUM2aNbVu3Tr98ssveumll/Tcc8+pRIkSeumll9SrVy9t2bJFvXr1coo5pzxZko4eParvv/9eS5Ys0YgRI7Ks74QJE1StWjVt2bJFr732Wpbpv/32mz777DNt2rRJzz//vEqWLKlffvlFt9xyi3U5zwEDBmjatGn6+eefNXHiRGs0YmZjx45VqVKl9Ouvv2rbtm1q1aqVjhw5ouHDh+vbb7/Vli1btGnTJi1evDjH/Pvhhx92yum/+OIL66opV26TPn366N///re2bt2qH3/8UWFhYU7Tc/tekt33m8GDB6t8+fJavXq1Vq9encPeA1y/uMQoAAAAcB1q3ry5hgwZoj59+ujuu+9WxYoVs8yTkpKiQYMGWSdAfv/9d2ta48aNrTZRUVGKi4tTqVKlFBYWpkaNGkmSAgICJF3+JfC2bdusXy+fOXNGe/bsUZUqVazlffvtt7rnnntUpkwZSVLp0qUlSevXr7dO0PTt21fPPPOMJOmbb75xuldgYmKiNcIvP7755hs99thj1uWcMvrLsGHDBu3YsUPNmzeXJCUnJ+uWW26xpt99992SpJtvvtmKDwAAAMUrIiJCcXFxmjt3rnWZzQwrVqzQF198YY0eu3jxog4ePKjy5cvnmMPmpHHjxqpataok6d5779X333+vHj16yN3dXd27d5ckrVq1Sj///LOV6164cEGhoaGSJDc3N6tYdf/991u54m+//aaRI0fq9OnTSkpKUvv27a0+77nnHusSmWfOnFFMTIz27Nkjh8OhlJSUPGPOKU+WpG7dusnNzU21a9dWfHx8nsu6UsuWLeXv7y9/f3+VKlVKnTt3liTVq1dP27ZtU1JSkn788Ufdc889VptLly5lWc4333yjefPmWY+DgoK0du1atWjRQiEhIZIuF/XWrl0rDw+PXPPvvJw9e1aHDx/WXXfdJUny9vbOMk9O30tKlCiR7febW2+9Nd/9A9cjCoQAAADANeyPP/6Qu7u7QkNDtXPnTuv5ESNGqGPHjlq2bJmaN2+u5cuXZ2k7adIklS1bVlu3blV6errTl2wvLy/rf3d3d6WmpuYYgzFG06ZNczohUlTp6enasGFDtl/8i4MxRm3bttXcuXOznZ6x/nmtOwAAAIqmS5cuevrpp7VmzRqdOHHCet4Yo4ULF6pGjRpO848ePTrHHDYnDocj28fe3t5WEc8Yo5iYGI0fPz7fy+vXr58WL16syMhIzZw5U2vWrLHm8fX1tf5/4YUX1LJlSy1atEhxcXFq0aJFnn3kJnOunnErgMK2d3Nzsx67ubkpNTVV6enpCgwMtO77XRzyyr+Lq4/svpesWbOmQN9vALvgEqMAAADANSohIUGPPfaYBg0alOWkx759+1SvXj0NHz5cjRo10q5du+Tv76+zZ89a85w5c0ZhYWFyc3PT7NmzrXus5KRGjRo6evSoNm3aJOnyr3hTU1PVvn17vfPOO9YvoX///XedO3fOqW2rVq00f/5866RPxr1NmjVrZv3qeM6cOdalO9u1a2fdN1BSgU9OtG3bVu+99571xT+jvwxNmzbVDz/8oL1790q6fNmovH59fuX2AwAAQNE9+OCDGjVqlOrVq+f0fPv27TVt2jSrAPbLL79IKngOK12+xOj+/fuVnp6uTz75JNuRY61bt9aCBQusS/efPHlSBw4ckHT5x2sZo9I+/vhjq/3Zs2cVFhamlJSULJe8z+zMmTOqUKGCpMv3AMyQW36ZU56cH0XNWwMCAlSlShXNnz9f0uXC29atW7PM17ZtW7311lvW41OnTqlx48b67rvvdPz4caWlpWnu3LmKjo4uVP595TpVrFhRixcvlnR5RGPGPR8z5Od7SXbLJceHXVEgBAAAAK4hFy5cUFRUlOrUqaM2bdqoXbt2GjVqVJb5Jk+erLp16yoiIkKenp664447FBERIXd3d0VGRmrSpEkaOHCgZs2apcjISO3atcvpV87ZKVGihD755BM9/vjjioyMVNu2bXXx4kU9/PDDql27tho0aKC6devq0UcfzfKL3Dp16uj5559XdHS0IiMjNWTIEEnStGnTNGPGDEVERGj27NnWvQmnTp2q2NhYRUREqHbt2nr33XcLtJ0efvhh3XDDDYqIiFBkZKQ+/vhjp+khISGaOXOm7r33XkVEROiWW27Rrl27cl1m586dtWjRIkVFRWndunUFigcAAADZq1ixYrb3EXzhhReUkpKiiIgI1alTRy+88IIkFTiHlaRGjRpp0KBBqlWrlqpUqWJdpjKz2rVra9y4cWrXrp0iIiLUtm1bHT16VNLl0YAbN25U3bp19e233+rFF1+UdPkefE2aNFHz5s1Vs2bNHPt/5pln9Oyzz6p+/fpOeXLLli21Y8cORUVF6ZNPPnFqk1OenB/BwcFq3ry56tatq2HDhuW7XWZz5szRhx9+qMjISNWpU0eff/55lnlGjhypU6dOqW7duoqMjNTq1asVFhamCRMmqGXLloqMjNTNN9+srl27Fir/vtLs2bM1depURUREqFmzZvrrr7+cpufne8mVBgwYoA4dOqhly5YFigW4HjhMYcYgAyg2DRs2VGxsrKvDAGBD4SOW5nveuAkdr2IkwLVj586dqlWrlqvDwD9QdvsGeZ598doDQMG+b0h85/i72SmvXbNmjSZOnKglS5YUehl+fn4Fuh82rg/k+LjeMYIQAAAAAAAAAAAAsBEPVwcAAAAAAAAAAMDV0KJFC7Vo0aJIy2D0IIDrESMIAQAAAAAAAAAAABuhQAgAAAAUALfwxpXYJwAAwLWIHAbIGe8P2AEFQgAAACCfvL29deLECb4swmKM0YkTJ+Tt7e3qUAAAAPKNvBbIGTk+7IJ7EAIAAAD5VLFiRR06dEgJCQmuDgX/IN7e3qpYsaKrwwAAAMg38logd+T4sAMKhAAAAEA+eXp6qkqVKq4OAwAAACgS8loAAJcYBQAAAAAAAAAAAGyEAiEAAAAAAAAAAABgIxQIAQAAAAAAAAAAABuhQAgAAAAAAAAAAADYCAVCAAAAAAAAAAAAwEYoEAIAAAAAAAAAAAA2QoEQAAAAAAAAAAAAsBEKhAAAAAAAAAAAAICNUCAEAAAAAAAAAAAAbIQCIQAAAAAAAAAAAGAjFAgBAAAAAAAAAAAAG6FACAAAAAAAAAAAANgIBUIAAAAAAAAAAADARigQAgAAAAAAAAAAADZCgRAAAAAAAAAAAACwEQqEAAAAAAAAAAAAgI1QIAQKYffu3YqKirL+AgICNHnyZJ08eVJt27ZV9erV1bZtW506dcrVoQIAAADIB3J8AAAAAHZCgRAohBo1amjLli3asmWLfv75Z5UsWVJ33XWXJkyYoNatW2vPnj1q3bq1JkyY4OpQAQAAAOQDOT4AAAAAO6FACBTRqlWrVK1aNVWuXFmff/65YmJiJEkxMTFavHixa4MDAAAAUGDk+AAAAACudxQIgSKaN2+e7r33XklSfHy8wsLCJEnlypVTfHy8K0MDAAAAUAjk+AAAAACudxQIgSJITk7WF198oXvuuSfLNIfDIYfDkW276dOnq2HDhmrYsKESEhKudpgAAAAA8okcHwAAAIAdUCAEiuCrr75SgwYNVLZsWUlS2bJldfToUUnS0aNHFRoamm27AQMGKDY2VrGxsQoJCfnb4gUAAACQO3J8AAAAAHZAgRAogrlz51qXHpKkLl26aNasWZKkWbNmqWvXrq4KDQAAAEAhkOMDAAAAsAMKhEAhnTt3TitXrtTdd99tPTdixAitXLlS1atX1zfffKMRI0a4MEIAAAAABUGODwAAAMAuPFwdAHCt8vX11YkTJ5yeCw4O1qpVq1wUEQAAAICiIMcHAAAAYBeMIAQAAAAAAAAAAABshAIhAAAAAAAAAAAAYCMUCAEAAAAAAAAAAAAboUAIAAAAAAAAAAAA2AgFQgAAAAAAAAAAAMBGKBACAAAAAAAAAAAANkKBEAAAAAAAAAAAALARCoQAAAAAAAAAAACAjVAgBAAAAAAAAAAAAGyEAiEAAAAAAAAAAABgIxQIAQAAAAAAAAAAABuhQAgAAAAAAAAAAADYCAVCAAAAAAAAAAAAwEYoEAIAAAAAAAAAAAA24uHqAAAAwD9f+IilBZo/bkLHqxQJAAAAAAAAgKJiBCEAAAAAAAAAAABgIxQIAQAAAAAAAAAAABuhQAgAAAAAAAAAAADYCAVCAAAAAAAAAAAAwEYoEAIAAAAAAAAAAAA2QoEQAAAAAAAAAAAAsBEKhAAAAAAAAAAAAICNUCAEAAAAAAAAAAAAbMTD1QEAAAAAAAAAKLrwEUvzPW/chI5XMRIAAPBPxwhCAAAAAAAAAAAAwEYoEAIAAAAAAAAAAAA2QoEQAAAAAAAAAAAAsBEKhAAAAAAAAAAAAICNeLg6AAAAAAAAAOBaFD5iaYHmj5vQ8SpFAgAAUDCMIAQAAAAAAAAAAABshAIhAAAAAAAAAAAAYCMUCAEAAAAAAAAAAAAb4R6EAACg2HEvFgAAAAAAAOCfixGEAAAAAAAAAAAAgI1QIAQAAAAAAAAAAABshAIhAAAAAAAAAAAAYCMUCAEAAAAAAAAAAAAb8XB1AAAAAFdT+IilBZo/bkLHqxQJAAAAUDAFzWWvZQVZV3J2AACKjhGEQCGdPn1aPXr0UM2aNVWrVi2tX79eJ0+eVNu2bVW9enW1bdtWp06dcnWYAAAAAPKJHB8AAACAXVAgBArpiSeeUIcOHbRr1y5t3bpVtWrV0oQJE9S6dWvt2bNHrVu31oQJE1wdJgAAAIB8IscHAAAAYBcUCIFCOHPmjNauXauHHnpIklSiRAkFBgbq888/V0xMjCQpJiZGixcvdmGUAAAAAPKLHB8AAACAnVAgBAph//79CgkJUf/+/VW/fn09/PDDOnfunOLj4xUWFiZJKleunOLj410cKQAAAID8IMcHAAAAYCcerg4AuBalpqZq8+bNmjZtmpo0aaInnngiy6WGHA6HHA5Htu2nT5+u6dOnS5ISEhKuerwAAAAAckeOD8BuwkcsLdD8cRM6XqVIAACAKzCCECiEihUrqmLFimrSpIkkqUePHtq8ebPKli2ro0ePSpKOHj2q0NDQbNsPGDBAsbGxio2NVUhIyN8WNwAAAIDskeMDAAAAsBMKhEAhlCtXTpUqVdLu3bslSatWrVLt2rXVpUsXzZo1S5I0a9Ysde3a1ZVhAgAAAMgncnwAAAAAdsIlRoFCmjZtmvr06aPk5GRVrVpVM2bMUHp6unr27KkPP/xQlStX1qeffurqMAEAAADkEzk+AAAAALugQAgUUlRUlGJjY7M8v2rVKhdEAwD2UtD7pQAAkB/k+AAAAADsgkuMAgAAAAAAAAAAADZCgRAAAAAAAAAAAACwEQqEAAAAAAAAAAAAgI1QIAQAAAAAAAAAAABshAIhAAAAAAAAAAAAYCMUCAEAAAAAAAAAAAAboUAIAAAAAAAAAAAA2AgFQgAAAAAAAAAAAMBGPFwdAAAAKB7hI5a6OoTrQkG3Y9yEjlcpEgAAAADZIWcHAKDoGEEIAAAAAAAAAAAA2AgFQgAAAAAAAAAAAMBGKBACAAAAAAAAAAAANkKBEAAAAAAAAAAAALARCoQAAAAAAAAAAACAjVAgBAAAAAAAAAAAAGyEAiEAAAAAAAAAAABgIxQIAQAAAAAAAAAAABuhQAgAAAAAAAAAAADYiIerAwAAAAAAAADwzxY+YqmrQwAAAMWIEYQAAAAAAAAAAACAjVAgBAAAAAAAAAAAAGyEAiEAAAAAAAAAAABgI9yDEAAAuBz3MwEAAAAAAAD+PowgBAAAAAAAAAAAAGyEAiEAAAAAAAAAAABgIxQIAQAAAAAAAAAAABuhQAgAAAAAAAAAAADYCAVCAAAAAAAAAAAAwEYoEAIAAAAAAAAAAAA2QoEQAAAAAAAAAAAAsBEKhAAAAAAAAAAAAICNUCAEAAAAAAAAAAAAbMTD1QEAAAAAAAAAdhA+YqmrQwAAAJDECEIAAAAAAAAAAADAVigQAgAAAAAAAAAAADZCgRAAAAAAAAAAAACwEQqEAAAAAAAAAAAAgI14uDoA4FoVHh4uf39/ubu7y8PDQ7GxsTp58qR69eqluLg4hYeH69NPP1VQUJCrQwUAAACQD+T4AAAAAOyCEYRAEaxevVpbtmxRbGysJGnChAlq3bq19uzZo9atW2vChAkujhAAAABAQZDjAwAAALADCoRAMfr8888VExMjSYqJidHixYtdGxAAAACAIiHHBwAAAHA9okAIFJLD4VC7du108803a/r06ZKk+Ph4hYWFSZLKlSun+Ph4V4YIAAAAoADI8QEAAADYBfcgBArp+++/V4UKFXTs2DG1bdtWNWvWdJrucDjkcDiybTt9+nTrhENCQsJVjxUAAABA3sjxAQAAANgFIwiBQqpQoYIkKTQ0VHfddZc2btyosmXL6ujRo5Kko0ePKjQ0NNu2AwYMUGxsrGJjYxUSEvK3xQwAAAAgZ+T4AAAAAOyCAiFQCOfOndPZs2et/1esWKG6deuqS5cumjVrliRp1qxZ6tq1qyvDBAAAAJBP5PgAAAAA7IRLjAKFEB8fr7vuukuSlJqaqvvuu08dOnRQo0aN1LNnT3344YeqXLmyPv30UxdHCgAAACA/yPEBAAAA2AkFQqAQqlatqq1bt2Z5Pjg4WKtWrXJBRAAAAACKghwfAAAAgJ1QIAQA4B8qfMRSV4cAAAAAAAAA4DrEPQhha3379s3XcwAAAACuDeT4AAAAAJA3CoSwte3btzs9TktL088//+yiaAAAAAAUFTk+AAAAAOSNAiFsafz48fL399e2bdsUEBCggIAA+fv7KzQ0VF27dnV1eAAAAAAKiBwfAAAAAPKPexDClp599lnrb/z48a4OBwAAAEARkeMDAHJS0Pu7x03oeJUiAQDgn4MCIWxt/PjxOnz4sA4cOKDU1FTr+dtvv92FUQEAAAAoLHJ8AAAAAMgbBULY2ogRIzRv3jzVrl1b7u7ukiSHw8HJAwAAAOAaRY4PAAAAAHmjQAhbW7RokXbv3i0vLy9XhwIAAACgGJDjAwAAAEDe3FwdAOBKVatWVUpKiqvDAAAAAFBMyPEBAAAAIG+MIIStlSxZUlFRUWrdurXTL4ynTp3qwqgAAAAAFBY5PgAAAADkjQIhbK1Lly7q0qWLq8MAAAAAUEzI8QEAAAAgbxQIYWsxMTGuDgEAAABAMSLHBwAAAIC8USCErVWpUkUOhyPL83/88YcLogEAAABQVOT4AAAAAJA3CoSwtdjYWOv/ixcvav78+Tp58qQLIwIAAABQFOT4AAAAAJA3N1cHALhScHCw9VehQgU9+eSTWrp0qavDAgAAAFBI5PgAAAAAkDdGEMLWNm/ebP2fnp6u2NhYpaamujAiAAAAAEVBjg8AAAAAeaNACFsbOnSo9b+Hh4fCw8P16aefujAiAAAAAEVBjg8AAAAAeaNACFtbvXq1q0MAAAAAUIzI8QEAAAAgb9yDELZ25swZDRkyRA0bNlTDhg01dOhQnTlzxtVhAQAAACgkcnwAAAAAyBsFQtjagw8+KH9/f3366af69NNPFRAQoP79+7s6LAAAAACFRI4PAAAAAHnjEqOwtX379mnhwoXW41GjRikqKsp1AQEAAAAoEnJ8AAAAAMgbIwhhaz4+Pvr++++txz/88IN8fHxcGBEAAACAoiDHBwAAAIC8MYIQtvbOO+8oJibGuidJUFCQZs6c6dqgAAAAABQaOT4AAAAA5I0CIWwtKipKW7duVWJioiQpICDAxREBAAAAKApyfAAAAADIG5cYha0999xzOn36tAICAhQQEKBTp05p5MiRrg4LAAAAQCGR4wMAAABA3igQwta++uorBQYGWo+DgoK0bNky1wUEAAAAoEjI8QEAAAAgbxQIYWtpaWm6dOmS9fjChQtOjwEAAABcW8jxAQAAACBv3IMQttanTx+1bt1a/fv3lyTNmDFDMTExLo4KAAAAQGGR4wMAAABA3igQwtaGDx+uyMhIffPNN5KkF154Qe3bt3dxVACA61n4iKVXbdlxEzpetWUDwLWCHB8AAAAA8kaBELbXoUMHdejQwdVhAAAAACgm5PgAAAAAkDvuQQgAAAAAAAAAAADYCAVCAAAAAAAAAAAAwEa4xChsKy0tTQ888IDmzJnj6lAAAAAAFANyfABAcSjofcMLci/wq7lsAAAKghGEsC13d3cdOHBAycnJrg4FAAAAQDEgxwcAAACA/GEEIWytatWqat68ubp06SJfX1/r+SFDhrgwKgAAAACFRY4PAAAAAHmjQAhbq1atmqpVq6b09HSdPXvW1eEAAAAAKCJyfAAAAADIGwVC2NqoUaMkSefPn1fJkiVdHA0AAACAoiLHBwAAAIC8USCEra1fv14PPfSQkpKSdPDgQW3dulXvvfee3n777Xy1T0tLU8OGDVWhQgUtWbJE+/fvV+/evXXixAndfPPNmj17tkqUKHGV1wIA4ErhI5a6OgQAQCbk+AAAAACQNzdXBwC40pNPPqnly5crODhYkhQZGam1a9fmu/2UKVNUq1Yt6/Hw4cP11FNPae/evQoKCtKHH35Y7DEDAAAAyBk5PgAAAADkjQIhbK9SpUpOj93d3fPV7tChQ1q6dKkefvhhSZIxRt9++6169OghSYqJidHixYuLNVYAAAAAeSPHBwAAAIDcUSCErVWqVEk//vijHA6HUlJSNHHiRKdfC+fmySef1Kuvvio3t8tvoxMnTigwMFAeHpev3FuxYkUdPnz4qsUOAAAAICtyfAAAAADIG/cghK29++67euKJJ3T48GFVqFBB7dq1y9e9SZYsWaLQ0FDdfPPNWrNmTYH7nT59uqZPny5JSkhIKHB7AFdPQe8nFzeh41WKBAAAFAY5PgAAAADkjQIhbG337t2aM2eO03M//PCDmjdvnmu7H374QV988YWWLVumixcvKjExUU888YROnz6t1NRUeXh46NChQ6pQoUK27QcMGKABAwZIkho2bFg8KwMAAACAHB8AAAAA8oFLjMLWHn/88Xw9d6Xx48fr0KFDiouL07x589SqVSvNmTNHLVu21IIFCyRJs2bNUteuXYs9ZgAAAAA5I8cHAAAAgLwxghC2tH79ev34449KSEjQG2+8YT2fmJiotLS0Qi/3lVdeUe/evTVy5EjVr19fDz30UHGECwAAACAP5PgAAAAAkH8UCGFLycnJSkpKUmpqqs6ePWs9HxAQYP06OL9atGihFi1aSJKqVq2qjRs3FmeoAAAAAPKBHB8AAAAA8o8CIWwpOjpa0dHR6tevnypXrqzz58+rZMmSrg4LAAAAQCGR4wMAAABA/nEPQtjakSNHVLt2bdWsWVOStHXrVg0cONDFUQEAAAAoLHJ8AAAAAMgbBULY2pNPPqnly5crODhYkhQZGam1a9e6OCoAAAAAhUWODwAAAAB5o0AI26tUqZLTY3d3dxdFAgAAAKA4kOMDAAAAQO64ByFsrVKlSvrxxx/lcDiUkpKiKVOmqFatWq4OCwAAAEAhkeMDAAAAQN4oEMLW3n33XT3xxBM6fPiwKlSooHbt2umtt95ydVgArlPhI5a6OgQAAK575PgAAAAAkDcKhLC1MmXKaM6cOa4OAwAAAEAxIccHAAAAgLxRIISt7d+/X9OmTVNcXJxSU1Ot57/44gsXRgUAAACgsMjxAQAAACBvFAhha926ddNDDz2kzp07y83NzdXhAAAAACgicnwAAAAAyBsFQtiat7e3Bg8e7OowAAAAABQTcnwAAAAAyBsFQtjaE088oTFjxqhdu3by8vKynm/QoIELowIAAABQWOT4AAAAAJA3CoSwtV9//VWzZ8/Wt99+a11+yOFw6Ntvv3VxZAAAAAAKgxwfAAAAAPJGgRC2Nn/+fP3xxx8qUaKEq0MBAAAAUAzI8QEAAAAgb9yxHbZWt25dnT592tVhAAAAACgm5PgAAAAAkDdGEMLWTp8+rZo1a6pRo0ZO9yf54osvXBgVAAAAgMIixweuf+EjlhZo/rgJHa9SJAAAANcuCoSwtTFjxrg6BAAAAADFiBwfAAAAAPJGgRC2Fh0d7eoQAAAAABQjcnwAAAAAyBv3IIStbdiwQY0aNZKfn59KlCghd3d3BQQEuDosAAAAAIVEjg8AAAAAeaNACFsbNGiQ5s6dq+rVq+vChQv64IMP9O9//9vVYQEAAAAoJHJ8AAAAAMgblxiF7d14441KS0uTu7u7+vfvr/r162v8+PGuDgvANSJ8xFJXhwAAAK5Ajg8AAAAAuaNACFsrWbKkkpOTFRUVpWeeeUZhYWFKT093dVgAAAAACokcHwAAAADyxiVGYWuzZ89Wenq63nzzTfn6+urPP//UwoULXR0WAAAAgEIixwcAAACAvDGCELaVlpam5557TnPmzJG3t7dGjRrl6pAAAAAAFAE5PgAAAADkDwVC2Ja7u7sOHDig5ORklShRwtXhAAAAACgicnwA2eG+4bja2McAANciCoSwtapVq6p58+bq0qWLfH19reeHDBniwqgAAAAAFBY5PgAAAADkjQIhbK1atWqqVq2a0tPTdfbsWVeHAwAAAKCIyPEBAAAAIG8UCGFr3JMEAAAAuL6Q4wMAAABA3igQwtYSEhL06quvavv27bp48aL1/LfffuvCqAAAAAAUFjk+AAAAAOTNzdUBAK7Up08f1axZU/v379eoUaMUHh6uRo0auTosAAAAAIVEjg8AAAAAeaNACFs7ceKEHnroIXl6eio6Olr//e9/+WUxAAAAcA0jxwcAAACAvHGJUdiap6enJCksLExLly5V+fLldfLkSRdHBQAAAKCwyPEBAAAAIG8UCGFrI0eO1JkzZ/T666/r8ccfV2JioiZNmuTqsAAAAAAUEjk+AAAAAOSNAiFs6eLFi3r33Xe1d+9eHT58WA899JBWr17t6rAAAAAAFBI5PgAAAADkHwVC2FJMTIw8PT1122236auvvtKOHTs0ZcoUV4cFAAAAoJDI8QEA16PwEUsLNH/chI5XKRIAwPWGAiFsaceOHfr1118lSQ899JAaN27s4ogAAAAAFAU5PgAAAADkn5urAwBcwdPT0/rfw4M6OQAAAHCtI8cHAAAAgPzjWxNsaevWrQoICJAkGWN04cIFBQQEyBgjh8OhxMREF0cIAAAAoCDI8QEAAAAg/ygQwpbS0tJcHQIAAACAYkSODwAAAAD5xyVGgUK4ePGiGjdurMjISNWpU0ejRo2SJO3fv19NmjTRjTfeqF69eik5OdnFkQIAAADID3J8AAAAAHZCgRAoBC8vL3377bfaunWrtmzZoq+//lobNmzQ8OHD9dRTT2nv3r0KCgrShx9+6OpQAQAAAOQDOT4AAAAAO6FACBSCw+GQn5+fJCklJUUpKSlyOBz69ttv1aNHD0lSTEyMFi9e7MIoAQAAAOQXOT4AAAAAO6FACBRSWlqaoqKiFBoaqrZt26patWoKDAyUh8flW3tWrFhRhw8fdnGUAAAAAPKLHB8AAACAXVAgBArJ3d1dW7Zs0aFDh7Rx40bt2rUr322nT5+uhg0bqmHDhkpISLiKUQIAAADIL3J8AAAAAHZBgRAoosDAQLVs2VLr16/X6dOnlZqaKkk6dOiQKlSokG2bAQMGKDY2VrGxsQoJCfk7wwUAAACQB3J8AAAAANc7CoRAISQkJOj06dOSpAsXLmjlypWqVauWWrZsqQULFkiSZs2apa5du7owSgAAAAD5RY4PAAAAwE48XB0AcC06evSoYmJilJaWpvT0dPXs2VOdOnVS7dq11bt3b40cOVL169fXQw895OpQAQAAAOQDOT4AAAAAO6FACBRCRESEfvnllyzPV61aVRs3bnRBRAAAAACKghwfAAAAgJ1QIAQAXNfCRyx1dQgAAAAAAAAA8I/CPQgBAAAAAAAAAAAAG6FACAAAAAAAAAAAANgIBUIAAAAAAAAAAADARrgHIQAAAAAAAABcB8JHLC3Q/HETOl6lSAAA/3SMIAQAAAAAAAAAAABshAIhAAAAAAAAAAAAYCMUCAEAAAAAAAAAAAAboUAIAAAAAAAAAAAA2AgFQgAAAAAAAAAAAMBGKBACAAAAAAAAAAAANkKBEAAAAAAAAAAAALARCoQAAAAAAAAAAACAjVAgBAAAAAAAAAAAAGyEAiEAAAAAAAAAAABgIxQIAQAAAAAAAAAAABuhQAgAAAAAAAAAAADYCAVCAAAAAAAAAAAAwEYoEAIAAAAAAAAAAAA2QoEQAAAAAAAAAAAAsBEKhAAAAAAAAAAAAICNUCAEAAAAAAAAAAAAbIQCIQAAAAAAAAAAAGAjHq4OAAAAAMUjfMTSAs0fN6HjVYoEAAAAAAAA/2SMIAQAAAAAAAAAAABshAIhAAAAAAAAAAAAYCMUCAEAAAAAAAAAAAAboUAIAAAAAAAAAAAA2AgFQgAAAAAAAAAAAMBGKBACAAAAAAAAAAAANkKBEAAAAAAAAAAAALARCoQAAAAAAAAAAACAjXi4OgAAAAoifMRSV4cAIJ8K8n6Nm9DxKkYCAAAAAACAzBhBCAAAAAAAAAAAANgIBUIAAAAAAAAAAADARigQAgAAAAAAAAAAADZCgRAAAAAAAAAAAACwEQqEQCH8+eefatmypWrXrq06depoypQpkqSTJ0+qbdu2ql69utq2batTp065OFIAAAAA+UGODwAAAMBOKBACheDh4aHXX39dO3bs0IYNG/TWW29px44dmjBhglq3bq09e/aodevWmjBhgqtDBQAAAJAP5PgAAAAA7IQCIVAIYWFhatCggSTJ399ftWrV0uHDh/X5558rJiZGkhQTE6PFixe7MEoAAAAA+UWODwAAAMBOKBACRRQXF6dffvlFTZo0UXx8vMLCwiRJ5cqVU3x8vIujAwAAAFBQ5PgAAAAArncerg4AuJYlJSWpe/fumjx5sgICApymORwOORyObNtNnz5d06dPlyQlJCRc9TgBAMhO+IilBZo/bkLHqxQJAPxzkOMDAAAAsANGEAKFlJKSou7du6tPnz66++67JUlly5bV0aNHJUlHjx5VaGhotm0HDBig2NhYxcbGKiQk5G+LGQAAAEDOyPEBAAAA2AUFQqAQjDF66KGHVKtWLQ0ZMsR6vkuXLpo1a5YkadasWerataurQgQAAABQAOT4AAAAAOyES4wChfDDDz9o9uzZqlevnqKioiRJL7/8skaMGKGePXvqww8/VOXKlfXpp5+6NlAAAAAA+UKODwAAAMBOKBAChXDrrbfKGJPttFWrVv3N0QAAAAAoKnJ8AAAAAHbCJUYBAAAAAAAAAAAAG6FACAAAAAAAAAAAANgIBUIAAAAAAAAAAADARigQAgAAAAAAAAAAADZCgRAAAAAAAAAAAACwEQqEAAAAAAAAAAAAgI1QIAQAAAAAAAAAAABshAIhAAAAAAAAAAAAYCMUCAEAAAAAAAAAAAAb8XB1AACA60/4iKUFmj9uQserFAkAAAAAAMhJQb6/890dAK4vjCAEAAAAAAAAAAAAbIQCIQAAAAAAAAAAAGAjFAgBAAAAAAAAAAAAG6FACAAAAAAAAAAAANgIBUIAAAAAAAAAAADARigQAgAAAAAAAAAAADZCgRAAAAAAAAAAAACwEQqEAAAAAAAAAAAAgI1QIAQAAAAAAAAAAABshAIhAAAAAAAAAAAAYCMUCAEAAAAAAAAAAAAboUAIAAAAAAAAAAAA2AgFQgAAAAAAAAAAAMBGPFwdAAAA4SOWujoEAPnAexUAAFwN5BgAAAB/P0YQAgAAAAAAAAAAADZCgRAAAAAAAAAAAACwEQqEAAAAAAAAAAAAgI1QIAQAAAAAAAAAAP+PvXsPs7Ks98f/Hhg5KCCgnAQCEb8KCKLiKU1RwkwN0kgwM0yM7GiaO/l28NCuxL6Wpw7Gli1kBpltxUQoRSk1iT0pmKKGh1FANiGKgoLAsH5/uJ2fJMjMMMOCWa/XdXFds9a6n2e917pZaz5rPut+HqCElBc7AAAAAADbpue46bUaXzn+5AZKAgDAzsAKQgAAAAAAACghGoQAAAAAAABQQjQIAQAAAAAAoIRoEAIAAAAAAEAJKS92AAAA6Dlueq3GV44/uYGSAACbU5vf1X5PQ+OkZgdoXKwgBAAAAAAAgBKiQQgAAAAAAAAlRIMQAAAAAAAASogGIQAAAAAAAJQQDUKog3POOScdO3bMAQccUH3dK6+8kqFDh2bffffN0KFD8+qrrxYxIQAAUBtqfAAAoJRoEEIdnH322Zk5c+Ym140fPz5DhgzJwoULM2TIkIwfP75I6QAAgNpS4wMAAKVEgxDq4Jhjjkn79u03uW7atGkZPXp0kmT06NG54447ipAMAACoCzU+AABQSjQIoZ4sW7YsXbp0SZJ07tw5y5YtK3IiAABgW6jxAQCAxqq82AGgMSorK0tZWdkWb58wYUImTJiQJFm+fPn2igV11nPc9GJHAAAoKjU+AADQmFhBCPWkU6dOWbp0aZJk6dKl6dix4xbHjh07NhUVFamoqEiHDh22V0QAAKAW1PgAAEBjpUEI9WTYsGGZPHlykmTy5MkZPnx4kRMBAADbQo0PAAA0VhqEUAdnnHFGjjzyyDz99NPp1q1bJk6cmHHjxuWee+7Jvvvum3vvvTfjxo0rdkwAAKCG1PgAAEApcQ5CqIMpU6Zs9vpZs2Zt5yQAAEB9UONTahryPOPOYQ4AsOOzghAAAAAAAABKiAYhAAAAAAAAlBANQgAAAAAAACghGoQAAAAAAABQQsqLHQAAAGqr57jptRpfOf7kBkoCAAAAsPOxghAAAAAAAABKiAYhAAAAAAAAlBANQgAAAAAAACghGoQAAAAAAABQQsqLHQAAAAAAgMal57jpDbr/yvEnN+j+ARo7KwgBAAAAAACghGgQAgAAAAAAQAnRIAQAAAAAAIAS4hyEACWooc8DAAAAAADAjssKQgAAAAAAACghGoQAAAAAAABQQjQIAQAAAAAAoIRoEAIAAAAAAEAJKS92AAC2Xc9x04sdAQAA2Ira1O2V409uwCQAO7/a/i3E+yrApqwgBAAAAAAAgBKiQQgAAAAAAAAlRIMQAAAAAAAASogGIQAAAAAAAJQQDUIAAAAAAAAoIRqEAAAAAAAAUEI0CAEAAAAAAKCEaBACAAAAAABACSkvdgAANq/nuOnFjgDQaDTke2rl+JNrNb62WWq7fwAaB58HAHYeanxgZ2QFIQAAAAAAAJQQDUIAAAAAAAAoIRqEAAAAAAAAUEI0CAEAAAAAAKCElBc7AECpqO0JqwEAAAAAoCFYQQgAAAAAAAAlRIMQAAAAAAAASogGIQAAAAAAAJQQDUIAAAAAAAAoIeXFDgCNzcyZM3P++eenqqoq5557bsaNG1fsSABACek5bnqNx1aOP7nB9l2X/cOOSo1fOrzPATRetX2P35E0ZHa/y6B0WUEI9aiqqipf+tKXMmPGjCxYsCBTpkzJggULih0LAACoIzU+AADQGGkQQj2aO3duevfunV69eqVZs2YZNWpUpk2bVuxYAABAHanxAQCAxkiDEOrRkiVL0r179+rL3bp1y5IlS4qYCAAA2BZqfAAAoDFyDkIoggkTJmTChAlJkqeeeiqDBg0qcqKdy/Lly9OhQ4dix6i1PYsdYCexs84vNWN+G7dSnd9Bgy6t1fja/j5oyP3XZt91md/aZm9sKisrix2B7UiNv212lN8hO9J7dGOyo8wvDcP8Nm7mt2HsKL8/li9fnkH3mt/aUOPTmGgQQj3q2rVrFi1aVH158eLF6dq163vGjR07NmPHjt2e0RqVQYMGpaKiotgxaCDmt3Ezv42b+W3czC+lSo2/fXiPadzMb+Nmfhs389u4mV8obQ4xCvXo0EMPzcKFC/P8889n3bp1mTp1aoYNG1bsWAAAQB2p8QEAgMbICkKoR+Xl5fnJT36Sj3zkI6mqqso555yTfv36FTsWAABQR2p8AACgMdIghHp20kkn5aSTTip2jEbNoZsaN/PbuJnfxs38Nm7ml1Kmxm943mMaN/PbuJnfxs38Nm7mF0pbWaFQKBQ7BAAAAAAAALB9OAchAAAAAAAAlBANQmCH99vf/jb9+vVLkyZNUlFRscVxM2fOzH777ZfevXtn/Pjx2zEh2+KVV17J0KFDs++++2bo0KF59dVXNzuuadOmGThwYAYOHJhhw4Zt55TU1tZej2+99VZGjhyZ3r175/DDD09lZeX2D0mdbW1+J02alA4dOlS/Zm+88cYipKQuzjnnnHTs2DEHHHDAZm8vFAr56le/mt69e2fAgAF55JFHtnNCoLFQ4zduavzGSY3fuKnxGy81PrAlGoTADu+AAw7If/3Xf+WYY47Z4piqqqp86UtfyowZM7JgwYJMmTIlCxYs2I4pqavx48dnyJAhWbhwYYYMGbLFP/y0bNky8+bNy7x583LnnXdu55TURk1ejxMnTky7du3yzDPP5IILLsjFF19cpLTUVk3fb0eOHFn9mj333HOLkJS6OPvsszNz5swt3j5jxowsXLgwCxcuzIQJE/KFL3xhO6YDGhM1fuOmxm981PiNmxq/cVPjA1uiQQjs8Pr06ZP99tvvfcfMnTs3vXv3Tq9evdKsWbOMGjUq06ZN204J2RbTpk3L6NGjkySjR4/OHXfcUdxAbLOavB7fPe8jRozIrFmz4rTIOwfvt43bMccck/bt22/x9mnTpuUzn/lMysrKcsQRR2TlypVZunTpdkwINBZq/MZNjd/4qPEbN++3jZsaH9gSDUKgUViyZEm6d+9efblbt25ZsmRJERNRU8uWLUuXLl2SJJ07d86yZcs2O27t2rUZNGhQjjjiCH9g2MHV5PX47jHl5eXZfffds2LFiu2ak7qp6fvt7373uwwYMCAjRozIokWLtmdEGpDft8D25D1n56XGb3zU+I2bGr+0+X0Lpau82AEAkuTDH/5w/ud//uc913//+9/P8OHDi5CI+vR+8/tuZWVlKSsr2+w+XnjhhXTt2jXPPfdcjj/++PTv3z/77LNPg+QFts3HPvaxnHHGGWnevHl+8YtfZPTo0bnvvvuKHQuA7UyN37ip8aG0qPEBGh8NQmCHcO+9927T9l27dt3k22uLFy9O165dtzUW9eT95rdTp05ZunRpunTpkqVLl6Zjx46bHffOfPbq1SuDBw/Oo48+6o8HO6iavB7fGdOtW7ds2LAhr732WvbYY4/tHZU6qMn8vnsuzz333HzjG9/YbvloWH7fArWhxm/c1PilRY3fuKnxS5vft1C6HGIUaBQOPfTQLFy4MM8//3zWrVuXqVOnZtiwYcWORQ0MGzYskydPTpJMnjx5s98mf/XVV/PWW28lSV5++eU89NBD6du373bNSc3V5PX47nm/7bbbcvzxx2/xm+XsWGoyv+8+X8Wdd96ZPn36bO+YNJBhw4bll7/8ZQqFQubMmZPdd9+9+hByAPVNjb/zUuM3Pmr8xk2NX9rU+FC6rCAEdni33357vvKVr2T58uU5+eSTM3DgwPzhD3/ISy+9lHPPPTd33313ysvL85Of/CQf+chHUlVVlXPOOSf9+vUrdnRqYNy4cTn99NMzceLE9OjRI7feemuSpKKiIjfccENuvPHGPPnkk/n85z+fJk2aZOPGjRk3bpw/HuzAtvR6vOSSSzJo0KAMGzYsY8aMyVlnnZXevXunffv2mTp1arFjU0M1md/rrrsud955Z8rLy9O+fftMmjSp2LGpoTPOOCOzZ8/Oyy+/nG7duuXyyy/P+vXrkyTnnXdeTjrppNx9993p3bt3dt1119x0001FTgzsrNT4jZsav/FR4zduavzGTY0PbElZoVAoFDsEAAAAAAAAsH04xCgAAAAAAACUEA1CAAAAAAAAKCEahAAAAAAAAFBCNAgBAAAAAACghGgQAgAAAAAAQAnRIASARqRp06YZOHBgDjjggHzyk5/Mm2++WexImT17dv7yl79s1/usrKzMAQccsF3vEwAAGoIa/21qfACoXxqEANCItGzZMvPmzcvjjz+eZs2a5YYbbqjRdhs2bGiwTHX540FD5gEAgJ2JGh8AaAgahADQSH3oQx/KM888k9///vc5/PDDc9BBB+XDH/5wli1bliS57LLLctZZZ+Woo47KWWedlcrKynzoQx/KwQcfnIMPPrj6A//s2bNz7LHHZvjw4enVq1fGjRuXW265JYcddlj69++fZ599NkmyfPnyfOITn8ihhx6aQw89NA899FAqKytzww035Oqrr87AgQPzwAMPbHbc5vK826hRozJ9+vTqy2effXZuu+22LWZ+t0mTJuXLX/5y9eVTTjkls2fPTpL88Y9/zJFHHpmDDz44n/zkJ7N69er6mwAAAKhnavy3qfEBYNuVFzsAAFD/NmzYkBkzZuTEE0/M0UcfnTlz5qSsrCw33nhjfvjDH+ZHP/pRkmTBggV58MEH07Jly7z55pu555570qJFiyxcuDBnnHFGKioqkiTz58/Pk08+mfbt26dXr14599xzM3fu3Fx77bW5/vrrc8011+T888/PBRdckKOPPjovvvhiPvKRj+TJJ5/Meeedl1atWuWiiy5KknzqU5/a7Lh/zfNuI0eOzK233pqTTz4569aty6xZs/Lzn/88hUJhi5m35uWXX873vve93Hvvvdltt91y5ZVX5sc//nEuueSS+poGAACoN2r8rVPjA0DNaRACQCOyZs2aDBw4MMnb3y4eM2ZMnn766YwcOTJLly7NunXrsvfee1ePHzZsWPUH9fXr1+fLX/5y5s2bl6ZNm+Yf//hH9bhDDz00Xbp0SZLss88+OeGEE5Ik/fv3z/33358kuffee7NgwYLqbV5//fXNflv3/ca9O8+7ffSjH83555+ft956KzNnzswxxxyTli1b5rXXXtti5q2ZM2dOFixYkKOOOipJsm7duhx55JE13h4AALYHNb4aHwAaggYhADQi75yf5N2+8pWv5MILL8ywYcMye/bsXHbZZdW37bbbbtU/X3311enUqVPmz5+fjRs3pkWLFtW3NW/evPrnJk2aVF9u0qRJ9blENm7cmDlz5myy3ea837h353m3Fi1aZPDgwfnDH/6Q3/zmNxk1atRWM7+jvLw8GzdurL68du3aJEmhUMjQoUMzZcqU980LAADFpMZX4wNAQ3AOQgBo5F577bV07do1STJ58uT3HdelS5c0adIkN998c6qqqmp1PyeccEKuv/766svv/BGjdevWWbVq1VbHbc3IkSNz00035YEHHsiJJ55Y48w9e/bMvHnzsnHjxixatChz585NkhxxxBF56KGH8swzzyRJ3njjjVp9OxkAAIpFja/GB4BtpUEIAI3cZZddlk9+8pM55JBDsueee25x3Be/+MVMnjw5Bx54YJ566qktftN3S6677rpUVFRkwIAB6du3b2644YYkycc+9rHcfvvtGThwYB544IEtjtuaE044IX/605/y4Q9/OM2aNatx5qOOOip77713+vbtm69+9as5+OCDkyQdOnTIpEmTcsYZZ2TAgAE58sgj89RTT9XqMQMAQDGo8dX4ALCtygqFQqHYIQAAAAAAAIDtwwpCAAAAAAAAKCEahAAAAAAAAFBCNAgBAAAAAACghGgQAgAAAAAAQAnRIAQAAAAAAIASokEIAAAAAAAAJUSDEAAAAAAAAEqIBiEAAAAAAACUEA1CAAAAAAAAKCEahAAAAAAAAFBCNAgBAAAAAACghGgQAgAAAAAAQAnRIAQAAAAAAIASokEIAAAAAAAAJUSDEAAAAAAAAEqIBiEAAAAAAACUEA1CAAAAAAAAKCEahAAAAAAAAFBCNAgBAAAAAACghGgQAgAAAAAAQAnRIAQAAAAAAIASokEIAAAAAAAAJUSDEAAAAAAAAEqIBiEAAAAAAACUEA1CAAAAAAAAKCEahAAAAAAAAFBCNAgBAAAAAACghGgQAgAAAAAAQAnRIASAOurXr19mz55d7BhFdfvtt6d79+5p1apVHn300WLHqTFzBwBQfGqynbee3px/fSxPP/10Bg4cmNatW+e6667Leeedl3//93+v9X579uyZe++9twES///OPvvsfPvb327Q+/hXP//5z9OpU6e0atUqK1asyEMPPZR99903rVq1yh133JGPfvSjmTx58lb343UEQF2VFQqFQrFDAMCOpmfPnrnxxhvz4Q9/uPq6SZMm5cYbb8yDDz5Y4/1UVlZm7733zvr161NeXt4QUYtqn332yY9//OMMHz682FEazOb+L+wILrvssjzzzDP51a9+VewoAADvoZ6umR2hnq7LvGzOvz6WMWPGpE2bNrn66qu3ab/box4/++yz061bt3zve99rsPt4t/Xr16dNmzaZM2dODjzwwCTJkCFDMmzYsJx//vnbJcO/8vkCoPRYQQgAO7ENGzYU9f5feOGF9OvXr6gZdmSFQiEbN24sdgwAALZAPV0zVVVVWx3zr49lZ3lsxbBs2bKsXbvW8wVAUWkQAkAdvftQN3Pnzs2gQYPSpk2bdOrUKRdeeGGS5JhjjkmStG3bNq1atcrDDz+cjRs35nvf+1569OiRjh075jOf+Uxee+216v3+8pe/TI8ePbLHHnvk3//93ze5n8suuywjRozIpz/96bRp0yaTJk3K3Llzc+SRR6Zt27bp0qVLvvzlL2fdunXV+ysrK8vPfvaz7LvvvmndunW+853v5Nlnn80HP/jBtGnTJqeffvom499tS1nfeuuttGrVKlVVVTnwwAOzzz77bHb72t73XXfdlYEDB6Zt27b54Ac/mMcee6z6tvHjx2efffZJ69at07dv39x+++3Vt02aNClHH310LrroorRr1y577713ZsyYUaO5u+yyy3L66afnM5/5TFq3bp1+/fqloqIiSXLWWWflxRdfzMc+9rG0atUqP/zhD5Mkc+bMyQc/+MG0bds2Bx544CaH9Bk8eHC+9a1v5aijjsquu+6a5557Lk888USGDh2a9u3bp1OnTvnBD35Q/fy+87j22GOPnH766XnllVeSvP1t+bKyskyYMCF77bVXunTpkquuuipJMnPmzPzgBz/Ib37zm7Rq1ar6W8cAADsT9XTN6unrrrsuvXr1yp577pl/+7d/q/4C2qRJk3LUUUfly1/+cnbffffsv//+mTVrVvW2r7zySj772c9mr732Srt27fLxj3/8Pft/8sknc9555+Xhhx9Oq1at0rZt2yRvr6j7whe+kJNOOim77bZb7r///kyfPj0HHXRQ2rRpk+7du+eyyy5Lks0+luOPPz73339/vvzlL6dVq1b5xz/+8Z7DeE6bNi0DBw5MmzZtss8++2TmzJlb/L/y7udzS/XzRz/60fzkJz/ZZPyBBx6Y//qv/0qSPPXUU9U1+X777Zdbb711q/f3jv/4j/9Inz59qj+LPPLII9XP3+DBg9O2bdv069cvd955Z/U2b731Vi666KJ84AMfSKdOnXLeeedlzZo1+cc//pH99tsvydv/r48//vjss88+ee6556o/d7z11lsZPHhwbrzxxq1mePf/75p8vpg8eXI+8IEPZM8998z3v//9JFv+fDFp0qT06tUrrVu3zt57751bbrmlxs8ZADuBAgDwHj169Cjcc889m1x30003FY466qjNjjniiCMKv/zlLwuFQqGwatWqwsMPP1woFAqF559/vpCksH79+urtJk6cWNhnn30Kzz77bGHVqlWFU089tfDpT3+6UCgUCk888URht912KzzwwAOFt956q/D1r3+9UF5eXn0/l156aaG8vLxw++23F6qqqgpvvvlmoaKiovDwww8X1q9fX3j++ecL+++/f+Hqq6+uvr8khWHDhhVee+21wuOPP15o1qxZ4fjjjy88++yzhZUrVxb69OlTmDRp0mafh/fL+s6+Fy5cuMXnsTb3/cgjjxQ6dOhQmDNnTmHDhg2FSZMmFXr06FFYu3ZtoVAoFG699dbCkiVLClVVVYWpU6cWdt1118JLL71UPTfl5eWFCRMmFDZs2FD42c9+VujSpUth48aNW53fSy+9tNC8efPC9OnTCxs2bCiMGzeucPjhh292bKFQKCxevLjQvn37wvTp0wtVVVWFP/7xj4X27dsX/vnPfxYKhULh2GOPLXTv3r3w+OOPF9avX194/fXXC507dy5cddVVhTVr1hRef/31wpw5cwqFQqFwzTXXFA4//PDCokWLCmvXri2MHTu2MGrUqE3+74waNaqwevXqwmOPPVbYc889N8l95plnbvG5BwAoJvX01rO+s++t1dODBw8urFixovDCCy8U9t1338J//Md/VD+fTZs2Lfz4xz8urFu3rjB16tRCmzZtCitWrCgUCoXCSSedVDj99NMLr7zySmHdunWF2bNnb/Y+/nVeCoVCYfTo0YU2bdoUHnzwwUJVVVVhzZo1hfvvv7/w2GOPFaqqqgrz588vdOzYsXD77bdv8bEce+yx1Vnf2ee3vvWtQqFQKPz1r38ttGnTpvDHP/6xUFVVVVi8eHHhySef3Gy+d/8/eb/6efLkyYUPfvCD1ds98cQThd13372wdu3awurVqwvdunUr/Od//mdh/fr1hUceeaSwxx57FJ544on3ZPtXt956a2GvvfYqzJ07t7Bx48bCwoULC5WVlYV169YV9tlnn8L3v//9wltvvVWYNWtWoVWrVoWnnnqqUCgUCl/72tcKH/vYxworVqwovP7664VTTjmlMG7cuEKhsPn/1//6mnn387elDLV5ft65z3PPPbfw5ptvFubNm1do1qxZYcGCBYVC4b2fL1avXl1o3bp19eN56aWXCo8//vhmnyMAdk5WEALAFnz84x9P27Ztq/998Ytf3OLYXXbZJc8880xefvnltGrVKkccccQWx95yyy258MIL06tXr7Rq1SpXXHFFpk6dmg0bNuS2227Lxz72sRx99NFp1qxZvvvd76asrGyT7Y888sh8/OMfT5MmTdKyZcsccsghOeKII1JeXp6ePXvm85//fP70pz9tss03vvGNtGnTJv369csBBxyQE044Ib169cruu++ej370o3n00UdrnbWmanrfEyZMyOc///kcfvjhadq0aUaPHp3mzZtnzpw5SZJPfvKT2WuvvdKkSZOMHDky++67b+bOnVt9Pz169MjnPve56m2XLl2aZcuW1Sjj0UcfnZNOOilNmzbNWWedlfnz529x7K9+9aucdNJJOemkk9KkSZMMHTo0gwYNyt1331095uyzz06/fv1SXl6eu+66K507d87Xv/71tGjRIq1bt87hhx+eJLnhhhvy/e9/P926dUvz5s1z2WWX5bbbbtvk+b300kuz2267pX///vnsZz+bKVOm1Pi5BwAoJvV0/dTTF198cdq3b58PfOAD+drXvrZJPdixY8d87Wtfyy677JKRI0dmv/32y/Tp07N06dLMmDEjN9xwQ9q1a5dddtklxx57bI3vM0mGDx+eo446Kk2aNEmLFi0yePDg9O/fP02aNMmAAQNyxhlnvOd5qqmJEyfmnHPOydChQ9OkSZN07do1+++//1a3e7/6+dRTT828efPywgsvJHn7uT/ttNPSvHnz3HXXXenZs2c++9nPpry8PAcddFA+8YlP5Le//e1W7/PGG2/MN77xjRx66KEpKytL796906NHj8yZMyerV6/OuHHj0qxZsxx//PE55ZRTMmXKlBQKhUyYMCFXX3112rdvn9atW+eb3/xmpk6dWqfna0sZavP8vOPSSy9Ny5Ytc+CBB+bAAw98388+TZo0yeOPP541a9akS5cuDoEK0MhoEALAFtxxxx1ZuXJl9b+f/exnWxw7ceLE/OMf/8j++++fQw89NHfdddcWx7700kubfJjr0aNHNmzYkGXLluWll15K9+7dq2/bdddds8cee2yy/btvT5J//OMfOeWUU9K5c+e0adMm3/zmN/Pyyy9vMqZTp07VP7ds2fI9l1evXl3rrDVV0/t+4YUX8qMf/WiTPyItWrQoL730UpK3DxX1zuFH27Ztm8cff3yTx9m5c+fqn3fdddck2eLj+lf/uu3atWu3+EebF154Ib/97W83yfnggw9m6dKl1WPePUeLFi3a4iGjXnjhhZx66qnV++nTp0+aNm26yfP77n316NGj+vkAANjRqafrp55+v3qwa9eumzRA37l90aJFad++fdq1a1fj+3m/+02Sv/71rznuuOPSoUOH7L777rnhhhve8zzV1PvVyO/n/ern1q1b5+STT65uwk2ZMiVnnnlm9XZ//etfN6nhb7nllvzP//xPnbO+83+tSZP//8+rPXr0yJIlS7J8+fK8+eabOeSQQ6rv78QTT8zy5ctr/ZjfL8O/qsnni3/97LOl/7u77bZbfvOb3+SGG25Ily5dcvLJJ+epp56qU34AdkwahABQD/bdd99MmTIl//znP3PxxRdnxIgReeONN97zbeUk2Wuvvaq/1ZokL774YsrLy9OpU6d06dIlixcvrr5tzZo1WbFixSbb/+s+v/CFL2T//ffPwoUL8/rrr+cHP/hBCoVCvTyu98ta37p3755vfetbm/wR6c0338wZZ5yRF154IZ/73Ofyk5/8JCtWrMjKlStzwAEH1NvjfD//+nx37949Z5111iY533jjjYwbN26z23Tv3j3PPffcZvfdvXv3zJgxY5N9rV27Nl27dq0es2jRouqfX3zxxey1116bzQUAsDNTT2/ZlurBJFmyZMkmWd+5vXv37nnllVeycuXKre5/S3Xlv17/qU99KsOGDcuiRYvy2muv5bzzzqvz89S9e/c8++yzddru/ernM844I1OmTMnDDz+ctWvX5rjjjqve7thjj91ku9WrV+fnP/95nbPutddeWbRoUfU5IZO3n/+uXbtmzz33TMuWLfPEE09U399rr71W4y8w1jTD5sZt7fPFlmzu/8FHPvKR3HPPPVm6dGn233//fO5zn6tTfgB2TBqEAFAPfvWrX2X58uVp0qRJ2rZtm+Ttw7F06NAhTZo02aRBdMYZZ+Tqq6/O888/n9WrV+eb3/xmRo4cmfLy8owYMSK///3v85e//CXr1q3LZZddttUP3atWrUqbNm3SqlWrPPXUUzX6kFtT75e1vn3uc5/LDTfckL/+9a8pFAp54403Mn369Kxatar6j0MdOnRIktx00015/PHH6z3D5nTq1GmT+fv0pz+d3//+9/nDH/6QqqqqrF27NrNnz97kD1Hvdsopp2Tp0qW55ppr8tZbb2XVqlX561//miQ577zz8q1vfav6j0bLly/PtGnTNtn+3//93/Pmm2/miSeeyE033ZSRI0dW56qsrNzkDxIAADsr9fSW/b//9//y6quvZtGiRbn22mur68Ek+ec//5nrrrsu69evz29/+9s8+eSTOemkk9KlS5d89KMfzRe/+MW8+uqrWb9+ff785z9vdv+dOnXK4sWLs27duvfNsWrVqrRv3z4tWrTI3Llz8+tf/7rGj+FfjRkzJjfddFNmzZqVjRs3ZsmSJTVanba1+vmkk07KCy+8kEsuuSQjR46sXt13yimn5B//+EduvvnmrF+/PuvXr89///d/58knn9zqfZ577rm56qqr8re//S2FQiHPPPNMXnjhhRx++OHZdddd88Mf/jDr16/P7Nmz8/vf/z6jRo1KkyZN8rnPfS4XXHBB/vnPfyZ5u5n7hz/8oS5P1xYz1Pb5eT//+vli2bJlmTZtWt544400b948rVq12mS1JAA7P+/qAFAPZs6cmX79+qVVq1Y5//zzM3Xq1LRs2TK77rprvvWtb+Woo45K27ZtM2fOnJxzzjk566yzcswxx2TvvfdOixYtcv311ydJ+vXrl+uvvz6jRo1Kly5d0qpVq3Ts2DHNmzff4n1fddVV+fWvf53WrVvnc5/73CZ/MNhW75e1vg0aNCj/8R//kS9/+ctp165devfunUmTJiVJ+vbtm69//es58sgj06lTp/z973/PUUcd1SA5/tX//b//N9/73vfStm3bXHXVVenevXumTZuWH/zgB+nQoUO6d++e//f//t8WG3WtW7fOPffck9///vfp3Llz9t1339x///1JkvPPPz/Dhg3LCSeckNatW+eII46obh6+49hjj03v3r0zZMiQXHTRRTnhhBOSvH1OxiTZY489cvDBBzfgMwAA0PDU01s2fPjwHHLIIRk4cGBOPvnkjBkzpvq2ww8/PAsXLsyee+6Zb33rW7ntttuqD6l68803Z5dddsn++++fjh075pprrtns/o8//vj069cvnTt3zp577rnFHD/72c9yySWXpHXr1vnud7+b008/vVaP490OO+yw3HTTTbnggguy++6759hjj91sw+tfba1+bt68eU477bTce++9+dSnPlV9fevWrfPHP/4xU6dOzV577ZXOnTvn4osvzltvvbXV+/zkJz+Zb33rW/nUpz6V1q1b5+Mf/3heeeWVNGvWLL///e8zY8aM7LnnnvniF7+YX/7yl9XnUrzyyivTu3fvHHHEEWnTpk0+/OEP5+mnn67Ds7XlDLV9frZ2H8n///li48aN+fGPf5y99tor7du3z5/+9Kd6bZ4DUHxlhe1xbC4AoE5Wr16dtm3bZuHChdl7772LHYftqLKyMnvvvXfWr1/fICs2AQBKwc5eT5eVlWXhwoXp3bv3e26bNGlSbrzxxjz44INFSAYA7OysIASAHczvf//7vPnmm3njjTdy0UUXpX///unZs2exYwEAwE5BPQ0AsHUahACwg5k2bVr22muv7LXXXlm4cGGmTp262RPGAwAA76WeBgDYOocYBQAAAAAAgBJiBSEAAAAAAACUEA1CAAAAAAAAKCHlxQ4ApW7PPfd0snQAgEaosrIyL7/8crFjUARqfACAxkmNT2OiQQhF1rNnz1RUVBQ7BgAA9WzQoEHFjkCRqPEBABonNT6NiUOMAgAAAAAAQAnRIAQAAAAAAIASokEIAAAAAAAAJcQ5CAEAYAexfv36LF68OGvXri12FGqhRYsW6datW3bZZZdiRwEAgC3yeaPm1PiUAg1CAADYQSxevDitW7dOz549U1ZWVuw41EChUMiKFSuyePHi7L333sWOAwAAW+TzRs2o8SkVDjEKAAA7iLVr12aPPfbwYX0nUlZWlj322MO3sAEA2OH5vFEzanxKhQYhAADsQHxY3/mYMwAAdhZq15rxPFEKNAgBAIBqZWVl+fSnP119ecOGDenQoUNOOeWUBr3fSy65JPfee+/7jpk9e3b+8pe/NGiO9zNp0qS89NJLRbt/AADY2bVq1arYEYD/5RyEAACwg+o5bnq97q9y/MlbHbPbbrvl8ccfz5o1a9KyZcvcc8896dq1a73m2Jzvfve7Wx0ze/bstGrVKh/84AdrvN8NGzakvLx+PvZMmjQpBxxwQPbaa6962R8AABTTvQuW1ev+Pty3U73uD2hYVhACAACbOOmkkzJ9+tvNySlTpuSMM86ovu2NN97IOeeck8MOOywHHXRQpk2bliSprKzMhz70oRx88ME5+OCDq1f6zZ49O4MHD86IESOy//7758wzz0yhUHjPfZ599tm57bbbkiQ9e/bMpZdemoMPPjj9+/fPU089lcrKytxwww25+uqrM3DgwDzwwANZvnx5PvGJT+TQQw/NoYcemoceeihJctlll+Wss87KUUcdlbPOOivLli3LqaeemgMPPDAHHnhgdbZf/epXOeywwzJw4MB8/vOfT1VVVZK3v9V8wQUXpF+/fhkyZEiWL1+e2267LRUVFTnzzDMzcODArFmzpoGefQAAaNxWr16dIUOGVNf77/5Msf/+++fss8/O//k//ydnnnlm7r333hx11FHZd999M3fu3CInh8ZFgxAAANjEqFGjMnXq1KxduzaPPfZYDj/88Orbvv/97+f444/P3Llzc//99+ff/u3f8sYbb6Rjx46555578sgjj+Q3v/lNvvrVr1Zv8+ijj+aaa67JggUL8txzz1U38t7PnnvumUceeSRf+MIXctVVV6Vnz54577zzcsEFF2TevHn50Ic+lPPPPz8XXHBB/vu//zu/+93vcu6551Zvv2DBgtx7772ZMmVKvvrVr+bYY4/N/Pnz88gjj6Rfv3558skn85vf/CYPPfRQ5s2bl6ZNm+aWW25J8nYTdNCgQXniiSdy7LHH5vLLL8+IESMyaNCg3HLLLZk3b15atmxZj884AACUjhYtWuT222/PI488kvvvvz9f//rXq79E+Mwzz+TrX/96nnrqqTz11FP59a9/nQcffDBXXXVVfvCDHxQ5OTQuDjEKAABsYsCAAamsrMyUKVNy0kknbXLbH//4x9x555256qqrkiRr167Niy++mL322itf/vKXq5tt//jHP6q3Oeyww9KtW7ckycCBA1NZWZmjjz76fTOcdtppSZJDDjkk//Vf/7XZMffee28WLFhQffn111/P6tWrkyTDhg2rbuLdd999+eUvf5kkadq0aXbffffcfPPN+dvf/pZDDz00SbJmzZp07NgxSdKkSZOMHDkySfLpT3+6OgsAALDtCoVCvvnNb+bPf/5zmjRpkiVLlmTZsrcPd7r33nunf//+SVJ9RI+ysrL0798/lZWVRUwNjY8GIQAA8B7Dhg3LRRddlNmzZ2fFihXV1xcKhfzud7/Lfvvtt8n4yy67LJ06dcr8+fOzcePGtGjRovq25s2bV//ctGnTbNiwYav3/8427zd+48aNmTNnzib39Y7ddtvtffdfKBQyevToXHHFFVvNUlZWttUxAABAzdxyyy1Zvnx5/va3v2WXXXZJz549s3bt2iSbfnZo0qRJ9eUmTZrU6HMEUHMOMQoAALzHOeeck0svvbT627vv+MhHPpLrr7+++hBAjz76aJLktddeS5cuXdKkSZPcfPPN1efzq0+tW7fOqlWrqi+fcMIJuf7666svz5s3b7PbDRkyJD//+c+TJFVVVXnttdcyZMiQ3HbbbfnnP/+ZJHnllVfywgsvJHm78fjO+RB//etfV692/Nf7BwAAau+1115Lx44ds8suu+T++++vrsOB7UuDEAAAeI9u3bptch7Bd3znO9/J+vXrM2DAgPTr1y/f+c53kiRf/OIXM3ny5Bx44IF56qmntrqCry4+9rGP5fbbb8/AgQPzwAMP5LrrrktFRUUGDBiQvn375oYbbtjsdtdee23uv//+9O/fP4ccckgWLFiQvn375nvf+15OOOGEDBgwIEOHDs3SpUuTvL36cO7cuTnggANy33335ZJLLkmSnH322TnvvPMycODArFmzpt4fHwAANGYbNmxI8+bNc+aZZ6aioiL9+/fPL3/5y+y///7FjgYlqazwzld/gaIYNGhQKioqih0DANgBPPnkk+nTp0+xY5S8Vq1aVZ/LsKY2N3fqvNJl7gGAHVGxP2/Mnz8/n/vc5zJ37tyiZagNNT6NnXMQAgBb1XPc9FqNrxx/cgMlAYCGc/XVV+fGG29MWVlZ+vfvn5tuuilLly7NqFGjsmLFihxyyCG5+eab06xZs2JHBWh07l2wrMZjP9y3UwMmARrCDTfckOuuuy7XXHNNsaMA/8shRgEAAN6ltqsHaRyWLFlSfdjaxx9/PFVVVZk6dWouvvjiXHDBBXnmmWfSrl27TJw4sdhRAQB2Ouedd14WLFiQE044odhRgP+lQQgAAAB5+7w4a9asyYYNG/Lmm2+mS5cuue+++zJixIgkyejRo3PHHXcUNyQAAEA90CAEAIAdiFOE73zMWePQtWvXXHTRRfnABz6QLl26ZPfdd88hhxyStm3bprz87bNzdOvWLUuWLClyUgAAgG3nHIQAALCDaNGiRVasWJE99tgjZWVlxY5DDRQKhaxYsSItWrQodhS20auvvppp06bl+eefT9u2bfPJT34yM2fOrPH2EyZMyIQJE5Iky5cvb6iYAMXz9Izajd/vow2TAwCoFxqEAACwg+jWrVsWL16subCTadGiRbp161bsGGyje++9N3vvvXc6dOiQJDnttNPy0EMPZeXKldmwYUPKy8uzePHidO3adbPbjx07NmPHjk2SDBo0aLvlBgAAqAsNQgAA2EHssssu2XvvvYsdA0rSBz7wgcyZMydvvvlmWrZsmVmzZmXQoEE57rjjctttt2XUqFGZPHlyhg8fXuyoAAA7rVatWmX16tXVlydNmpSKior85Cc/yQ033JBdd901n/nMZ7a4/bvHA9tGgxAAAICSd/jhh2fEiBE5+OCDU15enoMOOihjx47NySefnFGjRuXb3/52DjrooIwZM6bYUQEA6kdtDx28Ndt4aOHzzjuvnoIANaFBCAAAAEkuv/zyXH755Ztc16tXr8ydO7dIiQAASsdll12WVq1a5aKLLsp///d/Z8yYMWnSpEmGDh2aGTNm5PHHH0+SvPTSSznxxBPz7LPP5tRTT80Pf/jDIieHnZMGIQAAAAAA0ODWrFmTgQMHVl9+5ZVXMmzYsPeM++xnP5v/+I//yJFHHplx48Ztctu8efPy6KOPpnnz5tlvv/3yla98Jd27d2/o6NDoNCl2AAAAAAAAoPFr2bJl5s2bV/3vu9/97nvGrFy5MqtWrcqRRx6ZJPnUpz61ye1DhgzJ7rvvnhYtWqRv37554YUXtkt2aGw0CAEAAAAAgJ1C8+bNq39u2rRpNmzYUMQ0sPPSIAQAAAAAAHYIbdu2TevWrfPXv/41STJ16tQiJ4LGyTkIAQAAAKDUPD2jQXc/e9HsWm7RpwFSADuriRMn5nOf+1yaNGmSY489NrvvvnuxI0Gjo0EIAAAAAAClZr+Pbve7XL169SaXzz777Jx99tlJkssuu6z6+n79+uWxxx5LkowfPz6DBg16z/gkueuuuxo0LzRmGoQAAAAAAMAOY/r06bniiiuyYcOG9OjRI5MmTSp2JGh0NAgBAAAAAIAdxsiRIzNy5Mhix4BGrUmxAwAAAAAAAADbjwYhAAAAAAAAlBANQgAAAAAAACghGoQAAAAAAABQQjQIAQAAAACABldWVpZPf/rT1Zc3bNiQDh065JRTTqnVfgYPHpyKiookyUknnZSVK1fWZ0woCeXFDgAAAAAAAGxfsxfNrtf9De4+eKtjdttttzz++ONZs2ZNWrZsmXvuuSddu3bdpvu9++67t2l7KFVWEAIAAAAAANvFSSedlOnTpydJpkyZkjPOOKP6tjfeeCPnnHNODjvssBx00EGZNm1akmTNmjUZNWpU+vTpk1NPPTVr1qyp3qZnz555+eWXU1lZmQMOOKD6+quuuiqXXXZZkrdXHF5wwQUZNGhQ+vTpk//+7//Oaaedln333Tff/va3t8Ojhh2PFYRQR1dffXVuvPHGlJWVpX///rnpppuydOnSjBo1KitWrMghhxySm2++Oc2aNSt2VIAdXs9x02s1vnL8yQ2UBAAAAGhIo0aNyne/+92ccsopeeyxx3LOOefkgQceSJJ8//vfz/HHH5///M//zMqVK3PYYYflwx/+cH7xi19k1113zZNPPpnHHnssBx98cK3vt1mzZqmoqMi1116b4cOH529/+1vat2+fffbZJxdccEH22GOP+n6osEOzghDqYMmSJbnuuutSUVGRxx9/PFVVVZk6dWouvvjiXHDBBXnmmWfSrl27TJw4sdhRAQAAAAB2GAMGDEhlZWWmTJmSk046aZPb/vjHP2b8+PEZOHBgBg8enLVr1+bFF1/Mn//85+pzFw4YMCADBgyo9f0OGzYsSdK/f//069cvXbp0SfPmzdOrV68sWrRo2x8Y7GQ0CKGONmzYkDVr1mTDhg15880306VLl9x3330ZMWJEkmT06NG54447ihsSAAAAAGAHM2zYsFx00UWbHF40SQqFQn73u99l3rx5mTdvXl588cX06dOnRvssLy/Pxo0bqy+vXbt2k9ubN2+eJGnSpEn1z+9c3rBhQ10fCuy0NAihDrp27ZqLLrooH/jAB9KlS5fsvvvuOeSQQ9K2bduUl7995N5u3bplyZIlRU4KAAAAALBjOeecc3LppZemf//+m1z/kY98JNdff30KhUKS5NFHH02SHHPMMfn1r3+dJHn88cfz2GOPvWefnTp1yj//+c+sWLEib731Vu66664GfhSwc9MghDp49dVXM23atDz//PN56aWX8sYbb2TmzJk13n7ChAkZNGhQBg0alOXLlzdgUgAAAACAHUu3bt3y1a9+9T3Xf+c738n69eszYMCA9OvXL9/5zneSJF/4wheyevXq9OnTJ5dcckkOOeSQ92y7yy675JJLLslhhx2WoUOHZv/992/wxwE7s/JiB4Cd0b333pu99947HTp0SJKcdtppeeihh7Jy5cps2LAh5eXlWbx4cbp27brZ7ceOHZuxY8cmSQYNGrTdcgMAAAAAJMng7oO3+32uXr36vTkGD87gwW9nadmyZX7xi1+8Z0zLli0zderUze6zsrKy+uevfvWrm208zp49e7P396+3QSmxghDq4AMf+EDmzJmTN998M4VCIbNmzUrfvn1z3HHH5bbbbkuSTJ48OcOHDy9yUgAAAAAAgE1pEEIdHH744RkxYkQOPvjg9O/fPxs3bszYsWNz5ZVX5sc//nF69+6dFStWZMyYMcWOCgAAAAAAsAmHGIU6uvzyy3P55Zdvcl2vXr0yd+7cIiUCqJ2e46YXOwIAAAAAUARWEAIAAAAAAEAJ0SAEAAAAAACAEqJBCAAAAAAAACVEgxAAAAAAAGhwrVq1KnYE4H+VFzsAAAAAAACwfa267/563V/r44+r1/0BDcsKQgAAAAAAoCjmzZuXI444IgMGDMipp56aV199Nf/85z9zyCGHJEnmz5+fsrKyvPjii0mSffbZJ2+++WYxI0OjoEEIAAAAAAAUxWc+85lceeWVeeyxx9K/f/9cfvnl6dixY9auXZvXX389DzzwQAYNGpQHHnggL7zwQjp27Jhdd9212LFhp+cQowAAAAAAwHb32muvZeXKlTn22GOTJKNHj84nP/nJJMkHP/jBPPTQQ/nzn/+cb37zm5k5c2YKhUI+9KEPFTMyNBoahABAves5bnqxIwAAAAA7sWOOOaZ61eDw4cNz5ZVXpqysLCeffHKxo0Gj4BCjAAAAAADAdrf77runXbt2eeCBB5IkN998c/Vqwg996EP51a9+lX333TdNmjRJ+/btc/fdd+foo48uZmRoNKwgBAAAAAAAGtybb76Zbt26VV++8MILM3ny5Jx33nl5880306tXr9x0001Jkp49e6ZQKOSYY45Jkhx99NFZvHhx2rVrV5Ts0NhoEAIAAFDynn766YwcObL68nPPPZfvfve7+cxnPpORI0emsrIyPXv2zK233uqPUgA10Ozhx2o1fsMBfRooCbAlrY8/brvf58aNGzd7/Zw5czZ7/aJFi6p//uY3v5lvfvObDZILSpEGIQCw06nNOQ4rxzs3AQBbt99++2XevHlJkqqqqnTt2jWnnnpqxo8fnyFDhmTcuHEZP358xo8fnyuvvLK4YQEAALaRcxACAADAu8yaNSv77LNPevTokWnTpmX06NFJktGjR+eOO+4objgAAIB6oEEIAAAA7zJ16tScccYZSZJly5alS5cuSZLOnTtn2bJlxYwGAABQLxxiFAAAAP7XunXrcuedd+aKK654z21lZWUpKyvb7HYTJkzIhAkTkiTLly9v0IwA9WHeopW1Gj+we9tajV/2/BO1Gt/6gFoNB+qoUChssZ7h/1coFIodARqcBiEA7KBqc569xLn2AKA+zJgxIwcffHA6deqUJOnUqVOWLl2aLl26ZOnSpenYseNmtxs7dmzGjh2bJBk0aNB2ywsAUFMtWrTIihUrsscee2gSvo9CoZAVK1akRYsWxY4CDUqDEAAAAP7XlClTqg8vmiTDhg3L5MmTM27cuEyePDnDhw8vYjoAgLrr1q1bFi9e7GgHNdCiRYt069at2DGgQWkQAgAAQJI33ngj99xzT37xi19UXzdu3LicfvrpmThxYnr06JFbb721iAkBAOpul112yd57713sGMAOQoMQAAAAkuy2225ZsWLFJtftsccemTVrVpESAQAANIwmxQ4AAAAAAAAAbD8ahAAAAAAAAFBCNAgBAAAAAACghGgQAgAAAAAAQAkpL3YAAAAAAICaWnXf/bUa3/r44xooCQDsvKwgBAAAAAAAgBKiQQgAAAAAAAAlRIMQAAAAAAAASohzEAIAAABAiWny96drt0H3wxsmCABQFFYQAgAAAAAAQAnRIAQAAAAAAIASokEIAAAAAAAAJcQ5CAEAAACgEZi9aHaNx766bmmt9j2gdlEAgB2cFYQAAAAAAABQQjQIAQAAAAAAoIRoEAIAAAAAAEAJ0SAEAAAAAACAElJe7AAAAAAAADW25G+13OC4BokBADszKwgBAAAAAACghGgQAgAAAAAAQAnRIAQAAAAAAIASokEIAAAAAAAAJUSDEAAAAAAAAEqIBiEAAAAAAACUEA1CAAAAAAAAKCHlxQ4AAAAAAOzYZr+6oNgRAIB6ZAUhAAAAAAAAlBANQgAAAAAAACghGoQAAAAAAABQQjQIAQAAAAAAoIRoEAIAAAAAAEAJ0SAEAAAAAACAEqJBCAAAAAAAACVEgxAAAAAAAABKSHmxAwAAAAAA9WDJ3xps188tf6NW49s1UA4AoH5YQQgAAABJVq5cmREjRmT//fdPnz598vDDD+eVV17J0KFDs++++2bo0KF59dVXix0TAABgm2kQAgAAQJLzzz8/J554Yp566qnMnz8/ffr0yfjx4zNkyJAsXLgwQ4YMyfjx44sdEwAAYJtpEAIAAFDyXnvttfz5z3/OmDFjkiTNmjVL27ZtM23atIwePTpJMnr06Nxxxx1FTAkAAFA/NAgBAAAoec8//3w6dOiQz372sznooINy7rnn5o033siyZcvSpUuXJEnnzp2zbNmyIicFAADYdhqEAAAAlLwNGzbkkUceyRe+8IU8+uij2W233d5zONGysrKUlZVtdvsJEyZk0KBBGTRoUJYvX749IgMAANSZBiEAAAAlr1u3bunWrVsOP/zwJMmIESPyyCOPpFOnTlm6dGmSZOnSpenYseNmtx87dmwqKipSUVGRDh06bLfcAAAAdaFBCAAAQMnr3LlzunfvnqeffjpJMmvWrPTt2zfDhg3L5MmTkySTJ0/O8OHDixkTAACgXpQXOwAAAADsCK6//vqceeaZWbduXXr16pWbbropGzduzOmnn56JEyemR48eufXWW4sdEwAAYJtpEAIAAECSgQMHpqKi4j3Xz5o1qwhpgMZo9qLZtRo/uPvghoixQ9rzpfuKHQEASopDjAIAAAAAAEAJ0SAEAAAAAACAEqJBCAAAAAAAACXEOQgBAAAAoA5qe05BAIAdhQYhANCo9Rw3vVbjK8ef3EBJAAAAAGDH4BCjAAAAAAAAUEI0CAEAAAAAAKCEaBACAAAAAABACXEOQgAAAADYAa267/7abbBrw+QAABofDUKoo5UrV+bcc8/N448/nrKysvznf/5n9ttvv4wcOTKVlZXp2bNnbr311rRr167YUYES0XPc9GJHAAAAAAB2Ag4xCnV0/vnn58QTT8xTTz2V+fPnp0+fPhk/fnyGDBmShQsXZsiQIRk/fnyxYwIAAAAAAGxCgxDq4LXXXsuf//znjBkzJknSrFmztG3bNtOmTcvo0aOTJKNHj84dd9xRxJQAAAAAAADv5RCjUAfPP/98OnTokM9+9rOZP39+DjnkkFx77bVZtmxZunTpkiTp3Llzli1bVuSkAAAAANuu3YIlxY5Qd0/PqN34/T7aMDkAYAdiBSHUwYYNG/LII4/kC1/4Qh599NHstttu7zmcaFlZWcrKyja7/YQJEzJo0KAMGjQoy5cv3x6RAQAAAAAAkmgQQp1069Yt3bp1y+GHH54kGTFiRB555JF06tQpS5cuTZIsXbo0HTt23Oz2Y8eOTUVFRSoqKtKhQ4ftlhsAAAAAAECDEOqgc+fO6d69e55++ukkyaxZs9K3b98MGzYskydPTpJMnjw5w4cPL2ZMAAAAAACA93AOQqij66+/PmeeeWbWrVuXXr165aabbsrGjRtz+umnZ+LEienRo0duvfXWYscEAAAAdhDNHn6sdhvs2b9hguyAmvz96ZoP3rNVwwVJsuq++2s1vvXxxzVQEgBoOBqEUEcDBw5MRUXFe66fNWtWEdIAAAAAAADUjEOMAgAAAAAAQAnRIAQAAAAAAIASokEIAAAAAAAAJcQ5CAEAAACgEXhu+Rs1HtuuAXPUxbPrltZ47N7ZtwGTAEBpsIIQAAAAAAAASogGIQAAAAAAAJQQDUIAAAAAAAAoIc5BCAAAAAA7oL+//PfabdCyYXLsaJ5/eXWtxq++b0atxvff79RajQeAnZEVhAAAAAAAAFBCNAgBAAAAAACghGgQAgAAAAAAQAlxDkIAAAAAqIN5i1bWavxhDRMDAKDWrCCkpJ111lk1ug4AANg5qPEBAAC2ToOQkvbEE09scrmqqip/+9vfipQGAADYVmp8AACArdMgpCRdccUVad26dR577LG0adMmbdq0SevWrdOxY8cMHz682PEAAIBaUuMDAADUnAYhJen//t//m1WrVuXf/u3f8vrrr+f111/PqlWrsmLFilxxxRXFjgcAANSSGh8AAKDmyosdAIrpiiuuyJIlS/LCCy9kw4YN1dcfc8wxRUwFAADU1bbU+D179kzr1q3TtGnTlJeXp6KiIq+88kpGjhyZysrK9OzZM7feemvatWvXkA8BKKanZxQ7wSaef/mN2m3QvWFy7GieXbe0VuM7tWjeQEkAYOelQUhJGzduXKZOnZq+ffumadOmSZKysjINQgAA2Elta41///33Z88996y+PH78+AwZMiTjxo3L+PHjM378+Fx55ZUNkh0AAGB70SCkpN1+++15+umn07y5b5IBAEBjUN81/rRp0zJ79uwkyejRozN48GANQgAAYKfnHISUtF69emX9+vXFjgEAANSTbanxy8rKcsIJJ+SQQw7JhAkTkiTLli1Lly5dkiSdO3fOsmXL6i0rAABAsVhBSEnbddddM3DgwAwZMmSTbxhfd911RUwFAADU1bbU+A8++GC6du2af/7znxk6dGj233//TW4vKytLWVnZZredMGFCdVNx+fLl2/AIgMas1ucUrKV2C5Y06P5Lxd9f/nutxn8wxzVQEgBoOBqElLRhw4Zl2LBhxY4BAADUk22p8bt27Zok6dixY0499dTMnTs3nTp1ytKlS9OlS5csXbo0HTt23Oy2Y8eOzdixY5MkgwYNqlt4AACA7USDkJI2evToYkcAAADqUV1r/DfeeCMbN25M69at88Ybb+SPf/xjLrnkkgwbNiyTJ0/OuHHjMnny5AwfPryeEwMAAGx/GoSUtL333nuzhwh67rnnipAGAADYVnWt8ZctW5ZTTz01SbJhw4Z86lOfyoknnphDDz00p59+eiZOnJgePXrk1ltvbZDcAAAA25MGISWtoqKi+ue1a9fmt7/9bV555ZUiJgIAALZFXWv8Xr16Zf78+e+5fo899sisWbPqNSMA29ey19+q1fhOezRQEADYgTQpdgAopj322KP6X9euXfO1r30t06dPL3YsAACgjtT4AAAAW2cFISXtkUceqf5548aNqaioyIYNG4qYCAAA2BZqfAAAgK3TIKSkff3rX6/+uby8PD179nROEYAS13Nc7VaZVI4/uYGSAFAXanwAAICt0yCkpN1///3FjgAAANQjNT4AAMDWaRBS0l577bVcfvnl+fOf/5wkOfbYY3PJJZdk9913L3IyAACgLtT4wPbUYd6TxY4AAFAnTYodAIrpnHPOSevWrXPrrbfm1ltvTZs2bfLZz3622LEAAIA6UuMDAABsnRWElLRnn302v/vd76ovX3rppRk4cGDxAgEAANtEjQ8AALB1VhBS0lq2bJkHH3yw+vJDDz2Uli1bFjERAACwLdT4AAAAW2cFISXt5z//eUaPHp3XXnstSdKuXbtMmjSpuKEAAIA6U+MDAABsnQYhJW3gwIGZP39+Xn/99SRJmzZtipwIAADYFmp8AACArXOIUUraN7/5zaxcuTJt2rRJmzZt8uqrr+bb3/52sWMBAAB1pMYHAADYOg1CStqMGTPStm3b6svt2rXL3XffXbxAAADANlHjAwAAbJ0GISWtqqoqb731VvXlNWvWbHIZAADYuajxAQAAts45CClpZ555ZoYMGZLPfvazSZKbbropo0ePLnIqAACgrtT4wLZYNfeJYkdgB/D8y2/UavwHGygHADQkDUJK2sUXX5wDDzww9957b5LkO9/5Tj7ykY8UORXQWPUcN73YEQCg0VPjAwAAbJ0GISXvxBNPzIknnljsGAAAQD1R4wMAALw/5yAEAAAAAACAEmIFIQAAAADA/9p1VWWxIwBAg7OCkJJVVVWVM888s9gxAACAeqLGBwAAqBkNQkpW06ZN88ILL2TdunXFjgIAANQDNT4AAEDNOMQoJa1Xr1456qijMmzYsOy2227V11944YVFTAUAANSVGh8AAGDrNAgpafvss0/22WefbNy4MatWrSp2HAAAYBup8QEAALZOg5CSdumllyZJ3nzzzey6665FTgMAAGwrNT4AAMDWOQchJe3hhx9O3759s//++ydJ5s+fny9+8YtFTgUAANSVGh8AAGDrNAgpaV/72tfyhz/8IXvssUeS5MADD8yf//znIqcCAADqSo0PAACwdRqElLzu3btvcrlp06ZFSgIAANQHNT4AAMD7cw5CSlr37t3zl7/8JWVlZVm/fn2uvfba9OnTp9ixAACAOlLjA9vTrqsqazX+zdY9GyQHxXXvgmU1Hnv4/yyo1b5bH39cbeMAQI1YQUhJu+GGG/LTn/40S5YsSdeuXTNv3rz87Gc/K3YsAACgjtT4AAAAW2cFISXt6aefzi233LLJdQ899FCOOuqoIiUCAAC2hRofAABg66wgpKR95StfqdF1AADAzkGNDwAAsHVWEFKSHn744fzlL3/J8uXL8+Mf/7j6+tdffz1VVVVFTAYAANSFGh/YGdT2nIUAAA1Fg5CStG7duqxevTobNmzIqlWrqq9v06ZNbrvttiImAwAA6kKNDwAAUHMahJSkY489Nscee2zOPvvs9OjRI2+++WZ23XXXYscCAADqSI0PAABQc85BSEl76aWX0rdv3+y///5Jkvnz5+eLX/xikVMBAAB1pcYHAADYOisIKWlf+9rX8oc//CHDhg1Lkhx44IH585//XORUAOxMeo6bXqvxleNPbqAkACRqfAAAgJqwgpCS1717900uN23atEhJAACA+rAtNX5VVVUOOuignHLKKUmS559/Pocffnh69+6dkSNHZt26dfWaFQAAoBg0CClp3bt3z1/+8peUlZVl/fr1ueqqq9KnT59ixwIAAOpoW2v8a6+9dpPxF198cS644II888wzadeuXSZOnNgQsQEAALYrDUJK2g033JCf/vSnWbJkSbp27Zp58+blpz/9abFjAQAAdbQtNf7ixYszffr0nHvuuUmSQqGQ++67LyNGjEiSjB49OnfccUdDRQcAANhunIOQkrbnnnvmlltuKXYMAACgnmxLjf+1r30tP/zhD7Nq1aokyYoVK9K2bduUl7/90blbt25ZsmRJvWUFAAAoFg1CStrzzz+f66+/PpWVldmwYUP19XfeeWcRUwEAAHVV1xr/rrvuSseOHXPIIYdk9uzZtb7fCRMmZMKECUmS5cuX13p7AACA7UmDkJL28Y9/PGPGjMnHPvaxNGniiLsAALCzq2uN/9BDD+XOO+/M3XffnbVr1+b111/P+eefn5UrV2bDhg0pLy/P4sWL07Vr181uP3bs2IwdOzZJMmjQoHp5LAAAAA1Fg5CS1qJFi3z1q18tdgwAAKCe1LXGv+KKK3LFFVckSWbPnp2rrroqt9xySz75yU/mtttuy6hRozJ58uQMHz68viMDAABsdxqElLTzzz8/l19+eU444YQ0b968+vqDDz64iKkAAIC6qu8a/8orr8yoUaPy7W9/OwcddFDGjBlTX1EBAACKRoOQkvb3v/89N998c+67777qww+VlZXlvvvuK3IyAACgLuqjxh88eHAGDx6cJOnVq1fmzp3bEFEBAACKRoOQkvbb3/42zz33XJo1a1bsKAAAQD1Q4wMAAGxdzc/YDo3QAQcckJUrVxY7BgAAUE/U+AAAAFtnBSElbeXKldl///1z6KGHbnJ+kjvvvLOIqQAAgLpS4wMAAGydBiEl7fLLL9+m7auqqjJo0KB07do1d911V55//vmMGjUqK1asyCGHHJKbb77ZoY2gkes5bnqxIwAA77KtNT5Q2p5/eXWxIwAAbBcahJS0Y489dpu2v/baa9OnT5+8/vrrSZKLL744F1xwQUaNGpXzzjsvEydOzBe+8IX6iAoAANTAttb4AAAApcA5CClpc+bMyaGHHppWrVqlWbNmadq0adq0aVOjbRcvXpzp06fn3HPPTZIUCoXcd999GTFiRJJk9OjRueOOOxoqOgAAsBnbUuMDAACUCg1CStqXv/zlTJkyJfvuu2/WrFmTG2+8MV/60pdqtO3Xvva1/PCHP0yTJm+/jFasWJG2bdumvPzthbndunXLkiVLGiw7AADwXttS4wMAAJQKDUJKXu/evVNVVZWmTZvms5/9bGbOnLnVbe6666507NgxhxxySJ3uc8KECRk0aFAGDRqU5cuX12kfAADA5tWlxgcAACglzkFISdt1112zbt26DBw4MN/4xjfSpUuXbNy4cavbPfTQQ7nzzjtz9913Z+3atXn99ddz/vnnZ+XKldmwYUPKy8uzePHidO3adbPbjx07NmPHjk2SDBo0qF4fEwAAlLK61vhAI/b0jGInAADY4VhBSEm7+eabs3HjxvzkJz/JbrvtlkWLFuV3v/vdVre74oorsnjx4lRWVmbq1Kk5/vjjc8stt+S4447LbbfdliSZPHlyhg8f3tAPAQAAeJe61vgAAAClxApCSlZVVVW++c1v5pZbbkmLFi1y6aWXbvM+r7zyyowaNSrf/va3c9BBB2XMmDH1kBQAAKiJhqjxAQAAGiMNQkpW06ZN88ILL2TdunVp1qxZnfczePDgDB48OEnSq1evzJ07t54SAtAY9Rw3vVbjK8ef3EBJABqf+qrxAQAAGjsNQkpar169ctRRR2XYsGHZbbfdqq+/8MILi5gKAACoKzU+8K9WzX2i2BFo5JbN/s+aD97/iIYLAgC1oEFISdtnn32yzz77ZOPGjVm1alWx4wAAANtIjQ8AALB1GoSUNOckAQCAxkWNDwAAsHUahJS05cuX54c//GGeeOKJrF27tvr6++67r4ipAACAulLjAwAAbJ0GISXtzDPPzMiRI3PXXXflhhtuyOTJk9OhQ4dixwIAAOpIjQ/8q7+vfrHGY1ulfQMmAQDYcTQpdgAophUrVmTMmDHZZZddcuyxx+Y///M/fbMYAAB2Ymp8AACArbOCkJK2yy67JEm6dOmS6dOnZ6+99sorr7xS5FQAAEBdqfEBAAC2ToOQkvbtb387r732Wn70ox/lK1/5Sl5//fVcffXVxY4FAADUkRofAABg6zQIKUlr167NDTfckGeeeSZLlizJmDFjcv/99xc7FgAAUEdqfAAAgJrTIKQkjR49Orvssks+9KEPZcaMGVmwYEGuvfbaYscCAADqSI0P1Idn1y0tdgQauyV/q+UGxzVIDADQIKQkLViwIH//+9+TJGPGjMlhhx1W5EQAAMC2UOMDAADUXJNiB4Bi2GWXXap/Li/XJwcAgJ2dGh8AAKDmfGqiJM2fPz9t2rRJkhQKhaxZsyZt2rRJoVBIWVlZXn/99SInBAAAakONDwAAUHMahJSkqqqqYkcAAADqkRofgJ3B8y+vrtX4AU/PqN0d7PfR2o0HoGQ5xCgAAAAAAACUEA1CAAAAAAAAKCEahAAAAAAAAFBCNAgBAAAAAACghGgQAgAAAAAAQAkpL3YAAAC2rOe46TUeWzn+5AZMAgAAAEBjYQUhAAAAAAAAlBANQgAAAAAAACghDjEKAABAyVu7dm2OOeaYvPXWW9mwYUNGjBiRyy+/PM8//3xGjRqVFStW5JBDDsnNN9+cZs2aFTsuADupZ9ctrdX4AQ2UAwCsIAQAAKDkNW/ePPfdd1/mz5+fefPmZebMmZkzZ04uvvjiXHDBBXnmmWfSrl27TJw4sdhRAQAAtpkGIQAAACWvrKwsrVq1SpKsX78+69evT1lZWe67776MGDEiSTJ69OjccccdRUwJAABQPzQIAQAAIElVVVUGDhyYjh07ZujQodlnn33Stm3blJe/fXaObt26ZcmSJUVOCQAAsO2cgxAAAACSNG3aNPPmzcvKlStz6qmn5qmnnqrxthMmTMiECROSJMuXL2+oiACUmFVzn6jV+Nb7fbSBkgDQ2FhBCAAAAO/Stm3bHHfccXn44YezcuXKbNiwIUmyePHidO3adbPbjB07NhUVFamoqEiHDh22Z1wAAIBa0yAEAACg5C1fvjwrV65MkqxZsyb33HNP+vTpk+OOOy633XZbkmTy5MkZPnx4EVMCAADUD4cYBQAAoOQtXbo0o0ePTlVVVTZu3JjTTz89p5xySvr27ZtRo0bl29/+dg466KCMGTOm2FEBAAC2mQYhAAAAJW/AgAF59NFH33N9r169Mnfu3CIkAgAAaDgahAAAAAA0Wstef6vYEQAAdjjOQQgAAAAAAAAlRIMQAAAAAAAASogGIQAAAAAAAJQQ5yAEAAAAANgB/X31i7Ua/8EGygFA42MFIQAAAAAAAJQQDUIAAAAAAAAoIRqEAAAAAAAAUEKcgxAAAACAncaDk28vdgQAgJ2eFYQAAAAAAABQQjQIAQAAAAAAoIRoEAIAAAAAAEAJcQ5CAHiXnuOmFzsCAAAAAECDsoIQAAAAAAAASogGIQAAAAAAAJQQDUIAAAAAAAAoIRqEAAAAAAAAUELKix0AAAAAAGBnteuqymJHAIBas4IQAAAAAAAASogGIQAAAAAAAJQQDUIAAAAAAAAoIc5BCAAAAEDRzF40u1bjl7zxVK3G71qr0VBinp5R87H7fbThcgCw3VlBCAAAAAAAACVEgxAAAAAAAABKiAYhAAAAAAAAlBDnIAQAaCR6jpteq/GV409uoCQAAAAA7Mg0CAEAAACoN/cuWFar8eWtGygIAABb5BCjAAAAAAAAUEI0CAEAAAAAAKCEaBACAAAAAABACXEOQgAAAACKZt6ilbUa32NVZYPkAAAoJVYQAgAAAAAAQAnRIAQAAAAAAIASokEIAAAAAAAAJcQ5CAEAAAAomjYrHit2BACAkmMFIQAAACVv0aJFOe6449K3b9/069cv1157bZLklVdeydChQ7Pvvvtm6NChefXVV4ucFAAAYNtpEAIAAFDyysvL86Mf/SgLFizInDlz8tOf/jQLFizI+PHjM2TIkCxcuDBDhgzJ+PHjix0VAABgm2kQAgAAUPK6dOmSgw8+OEnSunXr9OnTJ0uWLMm0adMyevToJMno0aNzxx13FDElAABA/dAgBAAAgHeprKzMo48+msMPPzzLli1Lly5dkiSdO3fOsmXLipwOAABg25UXOwAAAADsKFavXp1PfOITueaaa9KmTZtNbisrK0tZWdlmt5swYUImTJiQJFm+fHmD5wSgNCx7/a1iRwCgkbKCEAAAAJKsX78+n/jEJ3LmmWfmtNNOS5J06tQpS5cuTZIsXbo0HTt23Oy2Y8eOTUVFRSoqKtKhQ4ftlhkAAKAuNAihDhYtWpTjjjsuffv2Tb9+/XLttdcmSV555ZUMHTo0++67b4YOHZpXX321yEkBAICaKBQKGTNmTPr06ZMLL7yw+vphw4Zl8uTJSZLJkydn+PDhxYoIAABQbzQIoQ7Ky8vzox/9KAsWLMicOXPy05/+NAsWLMj48eMzZMiQLFy4MEOGDMn48eOLHRUAAKiBhx56KDfffHPuu+++DBw4MAMHDszdd9+dcePG5Z577sm+++6be++9N+PGjSt2VAAAgG3mHIRQB126dEmXLl2SJK1bt06fPn2yZMmSTJs2LbNnz06SjB49OoMHD86VV15ZxKQAAEBNHH300SkUCpu9bdasWds5DQDU0dMzajV83qKVNR47cL9aZgFgh2YFIWyjysrKPProozn88MOzbNmy6sZh586ds2zZsiKnAwAAAAAA2JQVhLANVq9enU984hO55ppr0qZNm01uKysrS1lZ2Wa3mzBhQiZMmJAkWb58eYPnBAAAAAAAeIcVhFBH69evzyc+8YmceeaZOe2005IknTp1ytKlS5MkS5cuTceOHTe77dixY1NRUZGKiop06NBhu2UGAAAAAADQIIQ6KBQKGTNmTPr06ZMLL7yw+vphw4Zl8uTJSZLJkydn+PDhxYoIAAAAAACwWQ4xCnXw0EMP5eabb07//v0zcODAJMkPfvCDjBs3LqeffnomTpyYHj165NZbby1uUAAAANjBtVuwpNgRoNGY/eqCWo1/bs0bNR47sJZZANixaRBCHRx99NEpFAqbvW3WrFnbOQ0AAAAAAEDNOcQoAAAAAAAAlBANQgAAAAAAACghDjEKAAAAANAINHv0hdpt0G3PhgkCwA7PCkIAAAAAAAAoIRqEAAAAAAAAUEI0CAEAAAAAAKCEaBACAAAAAABACdEgBAAAAAAAgBKiQQgAAAAAAAAlRIMQAAAAAAAASogGIQAAAAAAAJSQ8mIHAICG1HPc9GJHgEajtq+nyvEnN1ASAABgc5a9/laxIwCwk7CCEAAAAAAAAEqIBiEAAAAAAACUEA1CAAAAAAAAKCHOQQgAAABAven4h5/XavyqBsoB1LOnZ9Ru/H4fbZgcANQLKwgBAAAAAACghGgQAgAAAAAAQAnRIAQAAAAAAIAS4hyEAAAAALyvByffXuOxbRowB1A8q+Y+Uavxf606uFbjP9y3U63GA7BtrCAEAAAAAACAEqJBCAAAAAAAACVEgxAAAAAAAABKiHMQAgCUqJ7jphc7AgAAAABFoEEIAAAAUGIenHx7g+372XVLG2zfAADUD4cYBQAAAAAAgBKiQQgAAAAAAAAlxCFGAdipOGcaAAAAAMC20SAEAACg5J1zzjm566670rFjxzz++ONJkldeeSUjR45MZWVlevbsmVtvvTXt2rUrclLYvGv+cketxg9qmBhAI/b31S/WavyeL91Xuzvoe0btxgOwTRxiFAAAgJJ39tlnZ+bMmZtcN378+AwZMiQLFy7MkCFDMn78+CKlAwAAqF8ahAAAAJS8Y445Ju3bt9/kumnTpmX06NFJktGjR+eOO+4oQjIAAID6p0EIAAAAm7Fs2bJ06dIlSdK5c+csW7asyIkAAADqh3MQAgAAwFaUlZWlrKxsi7dPmDAhEyZMSJIsX758e8WCah3mPVmr8S80UI4k2bUB9w3sPJr8/enabfDhhskBwOZZQQgAAACb0alTpyxdujRJsnTp0nTs2HGLY8eOHZuKiopUVFSkQ4cO2ysiAABAnWgQAgAAwGYMGzYskydPTpJMnjw5w4cPL3IiAACA+uEQowAUXc9x04sdAQAocWeccUZmz56dl19+Od26dcvll1+ecePG5fTTT8/EiRPTo0eP3HrrrcWOCQAAUC80CAEAACh5U6ZM2ez1s2bN2s5JAAAAGp4GIQAAAADva9dVlcWOAABAPXIOQgAAAAAAACghGoQAAAAAAABQQjQIAQAAAAAAoIQ4ByEAAAAAQAlqt2BJjccuq+W+WzWr3fh7F9TuHspbP1mr8YO7D67VeIDGzgpCAAAAAAAAKCEahAAAAAAAAFBCNAgBAAAAAACghDgHIQAAAECJ2XVVZbEjAGzi8ZUP12r8wNZtGyYIQImwghAAAAAAAABKiAYhAAAAAAAAlBANQgAAAAAAACghGoQAAAAAAABQQsqLHQAAAAAAgNLW44EZtRrfbO9+tRr/l4cfq/HYD57+1VrtG2BnZAUhAAAAAAAAlBArCAGodz3HTS92BGAHUJv3gsrxJzdgEgAAAADezQpCAAAAAAAAKCFWEAIAAADUxdO1O1/WvVUH13jsni/dV6t977qqslbjARras+uWNuj+n3/5jQbb9wcbbM8AOw4rCAEAAAAAAKCEaBACAAAAAABACdEgBAAAAAAAgBKiQQgAAAAAAAAlpLzYAQAAAADY1CNrFtZqfLsGygGwo9p1VWWxIwDs1KwgBAAAAAAAgBKiQQgAAAAAAAAlRIMQAAAAAAAASohzEAIAAACN0l9uva5W4z94+ldrNX7eopW1Gr/qb5fUeKxzCgIUz70LltVqfHnrJ2s1fnD3wbUaD9AQNAgBSlDPcdNrNb5y/MkNlAQAAAAAgO3NIUYBAAAAAACghGgQAgAAAAAAQAlxiFEAAACgeJ6eUbvx+320YXIkmb1odq3GP7dmYa3GO68gQCO15G+1G+8chMAOQIMQAICiq+25URuac68CAAAAjZlDjAIAAAAAAEAJ0SAEAAAAAACAEqJBCAAAAAAAACXEOQihns2cOTPnn39+qqqqcu6552bcuHHFjkQJ2NHO3QVQSmr7Huz8hrDzUePXzuxFs2s1fnBDhPhfz7/8Rq3G7/rrKbUa365WowHYWSyb/Z+1Gv9W9/W1Gt/s51+t1fj++51a47Gtjz+uVvuu9e/t7oNrNR7YcVlBCPWoqqoqX/rSlzJjxowsWLAgU6ZMyYIFC4odCwAAqCM1PgAA0BhpEEI9mjt3bnr37p1evXqlWbNmGTVqVKZNm1bsWAAAQB2p8QEAgMZIgxDq0ZIlS9K9e/fqy926dcuSJUuKmAgAANgWanwAAKAxcg5CKIIJEyZkwoQJSZKnnnoqgwYNKnKixmf58uXp0KFDsWNsN3s28P4HDbq0VuPrO0+pzWdjZi4bj8Y+l7V536vte15t31O3h8Y+n8VSWVlZ7AhsR2r8bVO796HvNGgW6p/fM42b+W3cSnd+/1bsAP/iLw2y19Kd37pT49OYaBBCPeratWsWLVpUfXnx4sXp2rXre8aNHTs2Y8eO3Z7RSs6gQYNSUVFR7BjUE/PZeJjLxsNcNi7mE7ZMjb99eB9q3Mxv42Z+Gzfz27iZXyhtDjEK9ejQQw/NwoUL8/zzz2fdunWZOnVqhg0bVuxYAABAHanxAQCAxsgKQqhH5eXl+clPfpKPfOQjqaqqyjnnnJN+/foVOxYAAFBHanwAAKAx0iCEenbSSSflpJNOKnaMkufwTo2L+Ww8zGXjYS4bF/MJ70+N3/C8DzVu5rdxM7+Nm/lt3MwvlLayQqFQKHYIAAAAAAAAYPtwDkIAAAAAAAAoIRqEwE5r0aJFOe6449K3b9/069cv11577WbHzZ49OwMHDky/fv1y7LHHbueU1FRN5vO1117Lxz72sRx44IHp169fbrrppiIkZWvWrl2bww47rHqeLr300veMeeuttzJy5Mj07t07hx9+eCorK7d/ULaqJnP54x//OH379s2AAQMyZMiQvPDCC0VIytbUZC7f8bvf/S5lZWWpqKjYjgmBUvPb3/42/fr1S5MmTd73/WbmzJnZb7/90rt374wfP347JmRbvPLKKxk6dGj23XffDB06NK+++upmxzVt2jQDBw7MwIEDM2zYsO2cktra2utRjb9z29r8Tpo0KR06dKh+zd54441FSEldnHPOOenYsWMOOOCAzd5eKBTy1a9+Nb17986AAQPyyCOPbOeEQLFoEAI7rfLy8vzoRz/KggULMmfOnPz0pz/NggULNhmzcuXKfPGLX8ydd96ZJ554Ir/97W+LlJatqcl8/vSnP03fvn0zf/78zJ49O1//+tezbt26IiVmS5o3b5777rsv8+fPz7x58zJz5szMmTNnkzETJ05Mu3bt8swzz+SCCy7IxRdfXKS0vJ+azOVBBx2UioqKPPbYYxkxYkS+8Y1vFCkt76cmc5kkq1atyrXXXpvDDz+8CCmBUnLAAQfkv/7rv3LMMcdscUxVVVW+9KUvZcaMGVmwYEGmTJnynvqQHdP48eMzZMiQLFy4MEOGDNlic7dly5aZN29e5s2blzvvvHM7p6Q2avJ6VOPvvGr6fjty5Mjq1+y5555bhKTUxdlnn52ZM2du8fYZM2Zk4cKFWbhwYSZMmJAvfOEL2zEdUEwahMBOq0uXLjn44IOTJK1bt06fPn2yZMmSTcb8+te/zmmnnZYPfOADSZKOHTtu95zUTE3ms6ysLKtWrUqhUMjq1avTvn37lJeXFyMu76OsrCytWrVKkqxfvz7r169PWVnZJmOmTZuW0aNHJ0lGjBiRWbNmxWmRdzw1mcvjjjsuu+66a5LkiCOOyOLFi7d7TrauJnOZJN/5zndy8cUXp0WLFts7IlBi+vTpk/322+99x8ydOze9e/dOr1690qxZs4waNSrTpk3bTgnZFu+u9UaPHp077rijuIHYZjV5Parxd17ebxu3Y445Ju3bt9/i7dOmTctnPvOZlJWV5YgjjsjKlSuzdOnS7ZgQKBYNQqBRqKyszKOPPvqeFQ//+Mc/8uqrr2bw4ME55JBD8stf/rJICamNLc3nl7/85Tz55JPZa6+90r9//1x77bVp0sSvsh1RVVVVBg4cmI4dO2bo0KHvmcslS5ake/fuSd5ePbr77rtnxYoVxYjKVmxtLt9t4sSJ+ehHP7od01EbW5vLRx55JIsWLcrJJ59cpIQAm3p3vZAk3bp1e88XyNgxLVu2LF26dEmSdO7cOcuWLdvsuLVr12bQoEE54ogjNBF3cDV5Parxd141fb/93e9+lwEDBmTEiBFZtGjR9oxIA/L7FkqXZRfATm/16tX5xCc+kWuuuSZt2rTZ5LYNGzbkb3/7W2bNmpU1a9bkyCOPzBFHHJH/83/+T5HSsjXvN59/+MMfMnDgwNx333159tlnM3To0HzoQx96zziKr2nTppk3b15WrlyZU089NY8//vgWz3fAjq2mc/mrX/0qFRUV+dOf/lSElNTE+83lxo0bc+GFF2bSpEnFDQk0Kh/+8IfzP//zP++5/vvf/36GDx9ehETUp/eb33crKyvb7Kr1JHnhhRfStWvXPPfcczn++OPTv3//7LPPPg2SF9g2H/vYx3LGGWekefPm+cUvfpHRo0fnvvvuK3YsALaBBiGwU1u/fn0+8YlP5Mwzz8xpp532ntu7deuWPfbYI7vttlt22223HHPMMZk/f74G4Q5qa/N50003Zdy4cSkrK0vv3r2z995756mnnsphhx1WhLTURNu2bXPcccdl5syZmzSVunbtmkWLFqVbt27ZsGFDXnvtteyxxx5FTMrWbGkuk+Tee+/N97///fzpT39K8+bNi5SQmtrcXK5atSqPP/54Bg8enCT5n//5nwwbNix33nlnBg0aVMS0wM7s3nvv3abt36kX3rF48eJ07dp1W2NRT95vfjt16pSlS5emS5cuWbp06RZP9fDOfPbq1SuDBw/Oo48+qkG4g6rJ61GNv/Oqyfy+ey7PPfdc5x5vRPy+hdLluGzATqtQKGTMmDHp06dPLrzwws2OGT58eB588MFs2LAhb775Zv7617+mT58+2zkpNVGT+fzABz6QWbNmJXn7sEVPP/10evXqtT1jUgPLly/PypUrkyRr1qzJPffck/3333+TMcOGDcvkyZOTJLfddluOP/74LX6znOKpyVw++uij+fznP58777zTeV53YFuby9133z0vv/xyKisrU1lZmSOOOEJzECi6Qw89NAsXLszzzz+fdevWZerUqRk2bFixY1ED7671Jk+evNkVo6+++mreeuutJMnLL7+chx56KH379t2uOam5mrwe1fg7r5rM77vPSXfnnXf620ojMmzYsPzyl79MoVDInDlzsvvuu1cfJhpo3KwgBHZaDz30UG6++eb0798/AwcOTJL84Ac/yIsvvpgkOe+889KnT5+ceOKJGTBgQJo0aZJzzz3XYQ53UDWZz+985zs5++yz079//xQKhVx55ZXZc889i5iazVm6dGlGjx6dqqqqbNy4MaeffnpOOeWUXHLJJRk0aFCGDRuWMWPG5Kyzzkrv3r3Tvn37TJ06tdix2YyazOW//du/ZfXq1fnkJz+Z5O1G/p133lnk5PyrmswlwPZ0++235ytf+UqWL1+ek08+OQMHDswf/vCHvPTSSzn33HNz9913p7y8PD/5yU/ykY98JFVVVTnnnHPSr1+/YkenBsaNG5fTTz89EydOTI8ePXLrrbcmSSoqKnLDDTfkxhtvzJNPPpnPf/7zadKkSTZu3Jhx48ZpEO7AtvR6VOM3DjWZ3+uuuy533nlnysvL0759e4em34mcccYZmT17dl5++eV069Ytl19+edavX5/k7b+1/H/t3V9o1fUfx/GXU2zLuokipJu0rkRtLVaNaXlhy9TsIsY0EIK6iLCk6KKr2EU3BWXlRbsIVCKiCLoI/5XRYhlDvJgQ08pg1EVE3dgfraU7XUSH/X44p7/U8dv78bg6X87ncN7j3LzPnmc7a9euzZ49e3LzzTfnyiuvzI4dO2Z4YuBymdNoNBozPQQAAAAAAABwefgXowAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACACzyNy5c9Pe3p6lS5emt7c3J0+enOmRMjg4mM8///yyPufY2FiWLl16WZ8TAAAuBTv+3+z4AHBxCYQAMIu0tbVlZGQkX3zxRebPn5+BgYHzetzp06cv2Uz/yy8PLuU8AADw/8SODwBcCgIhAMxSK1euzPHjx/PBBx/kjjvuyK233prVq1fnhx9+SJL09/dn8+bN6e7uzubNmzM2NpaVK1emo6MjHR0dzTf8g4ODufvuu/PAAw9k8eLFefbZZ/PWW2/l9ttvz7Jly/LNN98kSX788cc8+OCD6ezsTGdnZw4ePJixsbEMDAxk27ZtaW9vz9DQ0FnPnW2eyTZu3Jjdu3c3rx9++OG89957U8482c6dO7Nly5bm9fr16zM4OJgk+fDDD9PV1ZWOjo709vbm119/vXgvAAAAXGR2/L/Z8QHg35s30wMAABff6dOns3fv3qxZsyYrVqzI8PBw5syZkzfeeCMvvvhiXnrppSTJ6OhoPvvss7S1teXkyZP56KOP0tramq+//jqbNm3K4cOHkyRHjhzJ0aNHc80112Tx4sV59NFHc+jQobz66qvZvn17XnnllWzdujVPPfVUVqxYkW+//Tb33ntvjh49msceeyxXXXVVnnnmmSTJQw89dNZz/z3PZH19fXn33Xezbt26jI+P5+OPP87rr7+eRqMx5czT+emnn/L888/nwIEDWbBgQV544YW8/PLLee655y7WywAAABeNHX96dnwAOH8CIQDMIqdOnUp7e3uSvz9d/Mgjj+TLL79MX19fvv/++4yPj2fRokXN8xs2bGi+Uf/zzz+zZcuWjIyMZO7cufnqq6+a5zo7O7Nw4cIkyU033ZSenp4kybJly/LJJ58kSQ4cOJDR0dHmY37++eezflr3XOcmzzPZfffdl61bt+aPP/7Ivn37ctddd6WtrS0nTpyYcubpDA8PZ3R0NN3d3UmS8fHxdHV1nffjAQDgcrDj2/EB4FIQCAFgFvnn+0kme+KJJ/L0009nw4YNGRwcTH9/f/O+BQsWNG9v27Yt119/fY4cOZKJiYm0trY277viiiuat1taWprXLS0tze8SmZiYyPDw8H887mzOdW7yPJO1trZm1apV2b9/f955551s3Lhx2pn/MW/evExMTDSvf//99yRJo9HIPffck7fffvuc8wIAwEyy49vxAeBS8B2EADDLnThxIjfccEOSZNeuXec8t3DhwrS0tOTNN9/MmTNnLuh5enp6sn379ub1P7/EuPrqq/PLL79Me246fX192bFjR4aGhrJmzZrznvnGG2/MyMhIJiYm8t133+XQoUNJkjvvvDMHDx7M8ePHkyS//fbbBX06GQAAZood344PAP+WQAgAs1x/f396e3tz22235dprr53y3OOPP55du3bllltuybFjx6b8pO9UXnvttRw+fDjLly/PkiVLMjAwkCS5//778/7776e9vT1DQ0NTnptOT09PPv3006xevTrz588/75m7u7uzaNGiLFmyJE8++WQ6OjqSJNddd1127tyZTZs2Zfny5enq6sqxY8cu6GcGAICZYMe34wPAvzWn0Wg0ZnoIAAAAAAAA4PLwF4QAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACAAAAAAAAIUIhAAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACAAAAAAAAIUIhAAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACAAAAAAAAIUIhAAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACAAAAAAAAIUIhAAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACAAAAAAAAIUIhAAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACAAAAAAAAIUIhAAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACAAAAAAAAIUIhAAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACAAAAAAAAIUIhAAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACAAAAAAAAIUIhAAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACAAAAAAAAIUIhAAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACAAAAAAAAIUIhAAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACAAAAAAAAIUIhAAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACAAAAAAAAIUIhAAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACAAAAAAAAIUIhAAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACAAAAAAAAIUIhAAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACAAAAAAAAIUIhAAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUIhACAAAAAAAAIUIhAAAAAAAAFCIQAgAAAAAAACFCIQAAAAAAABQiEAIAAAAAAAAhQiEAAAAAAAAUMhfWyzbuKGy5VgAAAAASUVORK5CYII="
    },
    "model_params_ppc.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model 1 - Priors \n",
    "\n",
    "We decided to choose weakly informative priors, because we have a lot of data and as the number of datapoint increases, priors will have less and less influence on the model. We have standardized data, so for most parameters we choose normal distribution with mean=0 and standard deviation = 0.3. They were supposed to be resemble normal(0,1) distribution, but we needed to take into account exponentiation of the predictors, so sigma was scaled down to limit the output values.<br>\n",
    "Parameter *mean* is intercept of linear combination representing time of average delivery. It is stronger prior, with distribution of normal(3,0.1). It was picked based on internet articles regarding Zomato food delivery, where average delivery time was around 15-30 minutes.<br>\n",
    "\n",
    "![link_params_ppc.png](attachment:link_params_ppc.png) <br> <br>\n",
    "\n",
    "Values of predictors coefficients are randomly generated and there are no irregularities. They follow their distributions.<br> <br> <br> <br>\n",
    "\n",
    "![model_params_ppc.png](attachment:model_params_ppc.png) <br> <br>\n",
    "Parameter $\\mu$ has reasonable values. Distribution has long tail, but as seen on the plot 94% of its values are between 5-45 minutes. Also we didn't obtain highly improbable results (like thousands). <br>\n",
    "Standard deviation $\\sigma$ follows its priors. \n",
    " <br> <br> <br> <br>\n",
    "\n",
    " ![generated_data_ppc.png](attachment:generated_data_ppc.png) <br> <br>\n",
    "Real data are possible to observe in priors, which we wanted to happen, although they didn't overlap so well, which we supposed could happen. \n",
    "\n"
   ]
  },
  {
   "attachments": {
    "link_params_fit-2.png": {
     "image/png": "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"
    },
    "model_params_fit.png": {
     "image/png": "iVBORw0KGgoAAAANSUhEUgAABwgAAAJACAYAAACZoDIgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACegUlEQVR4nOzdd3gU1fv38c+SQEJ6oQUCCb1XQ1eaINgoioCiBESwi4IIoggoKk0sKCKoNBGkCHwVsSFFEVC6gFQJJSAlQEIIIe08f/BkfizpYcMK+35dVy7YmTPn3HN2dnIy954ZmzHGCAAAAAAAAAAAAIBLKOTsAAAAAAAAAAAAAABcPyQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAnKRVq1ay2WyaMWOGs0NxiBtpf3r37i2bzaaRI0c6OxQlJSXpjTfeUPXq1eXp6SmbzSabzebssABkI/1zGhUVlaftwsPDZbPZtGrVqgKJKzMjR46UzWZT7969cx3PjBkzZLPZ1KpVq+sSY3bn5Kz6Orv9upHl99gCAAAA8ooEIQAAcKj0i3xX//j5+alevXoaPHiwjh496tQY33vvPY0cOZKLb/hPePrpp/Xaa69p9+7dcnd3V8mSJVWyZElnhwUn2bp1q0aOHHlDJNoB3DzSE67pP5s3b862/LZt2+zK5/SFm6NHj2r48OFq1KiRihcvLg8PD5UuXVpt27bV+++/rwsXLmS7ffqXkK78KVKkiIoXL65q1aqpW7dumjhxov79999s61m1alWm49TMfurVq2e3bVRUlLXOkUn+7du3a8qUKerbt6/q1Kkjd3d32Ww29ejRw2FtAAAAZMbd2QEAAICbU+HChRUUFCRJMsbo1KlT2rZtm7Zt26ZPP/1U33zzjW699VanxPbee+/p0KFDatWqlcLDw50SgySVK1dOVatWlb+/v9NigHPFxsZaiaBFixbpvvvuc25AcLqtW7dq1KhRatmy5U03MwpSxYoV5enpKS8vL2eHIum/F09mqlatKunyuALXz6xZs9SgQYMs18+cOTPXdb3zzjsaPny4Ll68KElyc3OTn5+f/v33Xx0/flwrVqzQ2LFjNWvWLLVt2zbbujw9Pa1xU1pamuLi4nT69Gnt2bNHCxYs0JAhQ/TYY49pwoQJ8vb2zrauYsWKyc3NLdv110OvXr20bdu269IWAADAlZhBCAAACkSzZs3077//6t9//9WJEycUHx+vWbNmKSAgQOfOndMDDzxgXShyVbNmzdLu3bvVpUsXZ4cCJ9mzZ49SUlIUHBxMchBwAStWrNDu3bvVqFEjZ4ci6b8XT2Z2796t3bt3q0yZMs4OxSWEhoaqUKFCmjt3rlJSUjItk5qaqi+//FI2m01ly5bNtr5hw4bpxRdf1MWLF9WuXTutXr1aly5d0pkzZ3ThwgUtXLhQVapU0fHjx3XXXXfp22+/zba+7t27W+PLkydPKjExUSdOnNDXX3+tDh06KCUlRVOmTFGzZs0UFxeXbV1//vmnVVdmPz///HP2neUghQsXVr169fTYY4/pk08+Ufv27a9LuwAAACQIAQDAdeHl5aVHHnlEH3zwgSTp33//1ZIlS5wbFOBk6UlyHx8fJ0cCAIBUpkwZtWrVSidPntQPP/yQaZkffvhBJ06cUIsWLVSuXLks61q2bJnefvttSZdvp/3jjz+qRYsW1qy9okWL6v7779fGjRvVpEkTJScnq1evXoqOjs5TzCVKlFCXLl20fPlyff7557LZbNq+fbv69euXp3qcZf369dqyZYumTZum/v37q1SpUs4OCQAAuAgShAAA4Lrq1q2bChW6PATZtGmT3bq4uDiNHDlSdevWlY+Pj3x8fFSnTh2NGDFCsbGxWda5evVqde3aVaGhoSpSpIj8/f1VuXJlde7cWZ988onS0tIk/d/zdQ4dOiRJat26td2zZlq1apWh7vj4eL311ltq2LCh/P395enpqcqVK+u5557TkSNHMo0n/Tk5M2bM0Llz5zRkyBBVq1ZNXl5eCggIyLRcZvLTH+n72Lt3b6WlpenDDz9Uo0aNFBAQIJvNpq1bt2bZj5lZv369evXqpfDwcHl6eqpYsWJq0KCBXn75Ze3ZsyfL7S5evKiRI0eqatWqKlq0qEqUKKEePXpo37592bZ36tQpvfzyy6pdu7Z8fHzk7e2tWrVq6ZVXXtGZM2ey3fbvv//WE088oSpVqlh9Xbt2bT333HMZjrXspKWl6amnnpLNZlNgYKDWrVtnrUtKStL777+vZs2aKSAgQIULF1bJkiVVt25dPf3003ZlszNjxgy7Y+7QoUN2x+LVx8SJEyc0aNAg6zjy9/dXo0aN9M477+jSpUuZtpH+PNCRI0fq0qVLevPNN1WnTh35+vrKZrPp3LlzOcZ55fOWJGnt2rW65557VLx4cXl5ealevXr68MMPrc/Y1U6fPq3JkyerU6dOqlatmnx9feXt7a0aNWpo4MCBOnbsWK7aXb9+vbp27aqQkBC5ubnp+eeft8pu3rxZQ4cO1a233qpy5crJw8NDwcHBatWqlT799FOlpqZm2saVnxVjjD766CPVr19fPj4+CgkJUWRkpN3zUvft26fIyEiFhobK09NTtWrV0rRp07Ltv7S0NM2ePVvt2rVT8eLFVaRIEZUuXVrdu3fXhg0bMpS32Wzq06ePpMvntaufh5XZM69+++039ejRQ6Ghoda+t23bVnPnzpUxJkP59Odvpd9eefny5brzzjtVokQJFSpUSO+9955Vdtu2bdbn38PDQ76+vqpQoYI6dOig9957TwkJCdnu/5WuPuYzc+V7crWTJ09q8ODBqlWrlry9veXp6amyZcuqWbNmeu2116zz+tXye05JS0vTpEmTVLduXRUtWlTFixfXvffem+vPeFbCw8MzfS+v7p9vvvlGrVu3VkBAgHx8fNSkSRPNnTv3mtrOSzw5mT17tgoXLqxChQrp448/tluXn9+b2Uk//nN6bvDMmTPVuHFj+fr6ys/PT61bt9ZPP/2U7Tb5Obem27Jlix5++GGVLVtWHh4eKlasmNq3b69FixZlu11BHVuO1KtXL0mX73SQmfTl6eWyMmTIEElS3bp17c4tV/P19dW8efPk5eWls2fPasyYMfmI+rI+ffpo0KBBkqQFCxZo+/bt+a7resnuNqcAAAAFygAAADhQZGSkkWRatmyZZZkSJUoYSaZfv37Wsn379pmwsDAjyUgyXl5exsvLy3pdrlw5s3fv3gx1ffLJJ1aZ9O28vb3tll28eNEYY8z48eNNyZIlTaFChYwkExgYaEqWLGn9dOnSxa7uXbt22cXk7u5uV3dgYKD57bffMsTUsmVLI8mMGzfOVKhQwUgyHh4extfX1/j7+2coN3369Ax15Lc/RowYYSSZXr16mU6dOhlJxs3NzQQEBBhJZsuWLVm+L1dKS0szL730kl0/+vn5GV9fX+t1ZGRkpvv9/vvvm/r161v7XbRoUWuboKAgs3///kzb/PXXX01QUJBVtkiRIsbT09N6XbZsWbN79+5Mt/3ggw+Mm5ubVdbb29va58yOx/TjdMSIEXbLk5OTzUMPPWQkmRIlSpitW7farUvfR0nGZrOZgIAAu3a7d++eq/6dN2+eKVmypAkMDDSSTKFCheyOxXnz5lllN2zYYNcvvr6+dv1St25dc+LEiQxtpO/jkCFDTKNGjYwkU7hwYePv728kmbNnz+YY58GDB612Fi5caNzd3Y0kExAQYP1fkuncubNJTk7OsP2gQYPsPj9BQUF2/VW8eHGzbdu2bNudN2+e1Za/v78pXLiwGTBggFU2ODjY7nNy5fsuydx1112Zxpb+WYmMjDTdu3e3jrkrP+Ply5c3J0+eNOvWrbPq9ff3NzabzSozbty4TPsuLi7OtG3b1u548fPzs14XKlTITJo0yW6bkiVLWmUKFy5sd0yULFnSrF271q58Zp/RK2Pr0aOHSU1Ntdtm5cqVRpIJCwszEyZMyHAsv/vuu8YYY5YtW2YKFy5s1eXh4WEXvyTz999/Z7rvmZk+fXqOvxuufE+uFBUVZUJCQqx23dzcTGBgoN2+fvzxxxnqy+85JTk52Tp/ph+76e+/u7u7WbRokbXu4MGDue4DY4x1Xl+5cmWW/fP6669bx0j65zX9J/39yYus+jW38Vztww8/NDabzbi7u5vZs2fbrcvv782szsnGmCz7+sr96tu3r3VsXP05W7hwYab9kt9zqzGXxx7pY4n0c+KV57aHH37YpKSkZNiuII+ta5Xen40bNzbnz583Xl5extPT05w7d86uXGxsrPH09DRFixY1sbGxpnnz5pm+d7/99pu1L19++WWuYujXr5/1O/zSpUt269J//2Z2HF/txIkTpkiRIkaSGTp0qN269HNgfvr4yt9NV39mHCn985DbMQUAAEB+kSAEAAAOlVOCMCEhwbqoO3jwYGOMMZcuXTJ16tSxLtj++OOPJi0tzaSlpZmff/7ZlCtXzkgyNWvWNImJiVZdFy5cMD4+PkaSefTRR83hw4etdTExMWb58uXmwQcfzHCRKasLolc6d+6cCQ8PN5LMAw88YLZt22Zd7Dtw4ICVRCpZsmSGREv6RSwfHx9TtmxZs3z5cusi/b59+zKUuzpBmN/+MOb/LvD5+PgYDw8PM3nyZHPhwgVjzOULZrGxsVnu85XGjRtnXQR76qmnTFRUlLXu2LFjZsqUKWb06NGZ7ndAQIAJDw8333//vUlJSTGpqalmzZo1JjQ01OrPq0VFRVkXSZ988kmzb98+k5qaalJTU81ff/1l7rjjDiPJ1KhRI8NF1/nz51uxdu3a1ezatctaFxMTY7744gszcOBAu20yuxh98eJFc++991r9vmfPHrttZs6caSWhZs+ebSWeU1JSzKFDh8yHH35o3nrrrVz1b7orkzWZOXPmjJUYqV27tvnjjz+sNhcsWGAlGNu2bZth2/R99PHxMQEBAWbevHnWZyEqKsokJSXlGN+VF0P9/f1Nhw4dzD///GOMMSY+Pt6MGzfOukj+5ptvZtj+/fffN2+99ZbZvn27laRLSUkxGzduNO3bt7eO47S0tCzb9fHxMffff791ITc5Odnuou6DDz5o5s6da44fP24ti4+PN7NnzzalSpXKMomX/lnx9/c3Pj4+5osvvjCXLl0yaWlpZs2aNda2jz/+uAkLCzP33HOPOXDggDHm8gXyJ554wkgynp6e5vTp0xnq79y5s5FkGjRoYH744QfreDlz5owZPXq0KVy4sClUqFCGZEluEmnGGPPee+9Z56CpU6daF/ETEhLMvHnzrPivPibTjzlPT0/j5uZmnnrqKfPvv/8aYy5/Bo4cOWKMMaZ8+fJGkrnnnnvsPguxsbFmzZo1pl+/fnm6uH4tCcI+ffoYSaZSpUpmzZo11vk0MTHR/PXXX+bVV181ixcvttvmWs4po0ePtpJL48ePt86h//zzj+nQoYNd0s7RCUJ/f3/j5uZm3njjDet3y7///mu6du1qvW8xMTF5atORCcL0vvHw8DBLliyxW3ctvzevJUEYEBBgPD09zccff2z3XrVo0cJIMiEhIRm+JHAt59a1a9da572uXbtan5nz58+b0aNHW2OcN954I8O2BXlsXasrE4TGGNOzZ08jyUydOtWu3LRp04x0+QsIxpgsE4RX7uv58+dzFcOyZcus/b/6CxF5SRAaY0zTpk2NJNO8eXO75SQIAQAA/g8JQgAA4FA5JQgnTZpkXVxJ/1b/rFmzjHR5xsxff/2VYZsdO3ZYM1k+++wza/mGDRusb5pn9k39rOQmQfjKK68YSebBBx/MskyHDh2MJDN+/Hi75ekXsbLan6vLXZ0gzG9/GPN/F/gkmU8++STLtrNz6tQpa7biyy+/nOvt0venaNGidonQdAsXLrQuLF+dtE2/EHn1N/3TXZk0XbBggbU8KSnJlClTJsf36mpXX4yOi4szrVq1MpJM5cqVzaFDhzJs8+STTxpJ5oknnsh1OznJKUGYPpMoICDALgGW7ocffrDe7xUrVtitS99HSeaHH37IV3xXXgzNLCFtzP8dc35+ftbF7txITEw0NWrUMJLMqlWrsmy3efPmGWbB5daaNWuMJBMeHp5l3JLMjBkzMqxP/xxKMlWqVMmQYEhNTTWVKlUykszMmTPt1v30009GkqlatWqG2Tfp3n77bSPJ3H333XbLc5NIO3v2rPHx8TGenp52s1yv9PvvvxubzWYCAwPtPm9XXhzP6jNz4sQJq0x68vBaXUuCsHr16kaS3czanOT3nBIfH2/NlM4sWXXlcVsQCUJJGb58YczlxG/x4sUzPd5y4qgE4Ysvvmj9zv35558z1HUtvzevJUEoyXzxxRcZtouOjrZmka1evdpu3bWcW9u0aWOdmzIbe7z88stGuvzlhiu/lFPQx9a1ujpBmN4Ht912m1252267zUgy3333nTEm6wRhekK4cuXKuY7hyJEj1v5/+umnduvymiDs37+/kWRKly5tt/zKc2CxYsUyzNS+8ufq5CgJQgAAcLPhGYQAAKDAGWMUFRWlCRMm6KWXXpIkhYWF6d5775UkLVy4UJLUqVMn1apVK8P2NWvWVNeuXSVJ8+fPt5b7+flJkpKTkxUTE+PQmGfOnClJ1nNsMvPQQw9JUpbPOLrzzjsz3Z+c5Lc/rhQcHKxHH300z22nt5+QkKDAwEANHz48z9t37dpVlSpVyrC8Y8eOstlsunTpkvbv328tT0hI0IIFC1SoUCENHDgw0zqLFCli7fOV/b1ixQpFR0fLzc1N48ePz3OskhQTE6Pbb79dq1atUp06dfTrr7+qXLlyGcqlH2/Hjx/PVzv5kX4sPPbYYypVqlSG9XfccYeaNm0qKetjoU6dOrrjjjuuOZZBgwbJw8Mjw/KBAwfK09NTcXFx+vHHH3Ndn4eHh9q1ayfp8rMNs2s3/bmleXXbbbcpICBAUVFRWT7vMDQ0VI888kiG5W3btrX+/+KLL8rd3d1ufaFChdS6dWtJ0o4dO+zWpZ8/+vXrJ39//0zb7dmzpyRp5cqVWT4nMSuLFi1SfHy82rZtq7p162ZapmnTpipfvrzOnj2b5TM4Bw8enOlyHx8fq8+v5/Gelbx+9q7lnPLjjz/q/Pnz8vDw0AsvvJBhOw8PD7344ot53YVc8/T0tHvGZrqiRYuqffv2kjIebwUtLS1N/fr104QJExQQEKCffvpJt99+e4Zyjvi9mR/lypWz6r1S6dKl1ahRI0kZ+yy/59YzZ85o5cqVkqSXX34502fHDRkyRJ6enoqPj9d3331nLXf2sZVXbdu2VenSpfXbb7/p4MGDkqSDBw/qt99+U6lSpXL8vZL+jM/g4OBct1msWDHr/9c6rgsMDLSLIzOnT5/WiRMnsvy5cOHCNcUAAADwX+eecxEAAIC8W716tWw2W6brQkJCtGTJEhUpUkSStHnzZkmyLrZnpk2bNpo7d65VVpIqV66sypUra9++fWratKmeeeYZ3XnnnapatWqWbefGkSNHdPToUUnSXXfdlWVdSUlJVvnMpF9czKv89seVIiIiMiQ0cmv9+vVW+0WLFs3z9g0bNsx0eeHChVWiRAmdOHFCZ8+etZZv2rRJSUlJstlsql27dpb1Xrx4UZJ9f6fHWrduXZUpUybPsR47dkwtW7bUzp071aRJE3333XfWRcWr3XnnnRo7dqyWLl2qjh07qnfv3mrZsmWeLn7mRVJSknVRO6djYd26dVkeC/k9Dq/WqlWrTJf7+fmpfv36VgydO3e2W7979259+OGHWrNmjaKiohQfHy9jjF2ZrJJ3Uu7iX7BggebMmaPNmzfr1KlTSkxMzFDm2LFjKl26dIblNWrUyDQBWaJECev/WSX6S5YsKUl2x7Mk/f7775Kk0aNH55i4TkhIUExMjF17OUmv/5dffsk0uZEu/cL4kSNHMvRj0aJFs0wuenl5qWXLllq5cqXat2+vZ599Vvfcc49q166daUKkoN11113asGGDhgwZon379qlr165q0qRJluenazmnpH+O6tWrl2Vyt2XLlvndlRzVqFFD3t7ema5LP8ddfbwVpOTkZD344IOaP3++SpQooR9//DHT48ZRvzfzIyIiIsv2Muuzazm3btmyRcYY2Wy2LI8Df39/3XLLLVq7dq02b96sHj16SHL+sZVXhQoVUs+ePTV+/HjNnj1br732mmbPni1jjB566CGnnAsc7eDBgwoPD3d2GAAAAE5DghAAABSIwoULKygoSJJks9nk7e2tChUqqF27dnrsscfskjCnTp2SpGwTPKGhoZIuf6M8/eKcm5ubvvzyS3Xu3Fn//POPBg4cqIEDByooKEht2rTRI488onvvvTfPycIrZ6mcPHkyx/IJCQmZLi9evHie2k2X3/5wRNuSdOLECUnKdBZdbvj6+ma5ztPTU9Lli87p0vvbGGO1nZ0r+/taY502bZqkyzMNvv/++ywv2kqXL9y+/vrrev311/XNN9/om2++kSRVq1ZNd999tx5//HFVrlw5X3Fk5syZM0pLS5OUu2Mh/bi52rUcC1fKLob0dVfHMG/ePPXq1ct6vwsVKiR/f39rJmJ8fLwuXLiQ7SyN7OJPSUlRt27dtHjxYmuZh4eHihUrZl28PnXqlNLS0rJsIyQkJNPlV178zqnMlcez9H/H9Llz57KM/UpZnUOykl5/QkJCrrbNrExwcHC2MzM//fRT3XPPPfr77781fPhwDR8+XD4+PmrRooUefPBB9ejRI99fQsirIUOGaNOmTfrf//6nyZMna/LkyXJ3d1fDhg3VpUsX9evXTwEBAVb5azmnpB/DmSWT0+Xnywi5ldfzZ0FLT0ZLl2fdZZVUdtTvzfzIa59dy7k1/f/+/v7y8fHJ17YFcWxl9UWB999/X927d89XnZLUq1cvjR8/Xl988YWGDx+u2bNnW8tzkj4GzMtMwNOnT2fYPr/Sk8LXWg8AAMDNjFuMAgCAAtGsWTP9+++/+vfff3X8+HHt379fP/74owYPHpzlDK3MZv3kJCIiQvv27dMXX3yhXr16qUKFCjpz5owWLlyoTp066e67787z7fvSLxxKly8wmcvPbc7yJyoqKtN6rvXb9fnpD0e1fT2l97e/v3+OfW2M0apVqxzW9l133SVfX1+dPXtWTz31lN17n5nhw4dr7969evvtt9W+fXv5+flp9+7deuedd1SjRg3NmjXLYbFd6UY8Fk6dOqV+/fopOTlZ3bt318aNG5WYmKizZ89a54b02+xdPaPwStnFP23aNC1evFheXl764IMPdOTIESUmJurUqVNWG+kX47Nrw9HSj6PFixfn6pjO6wyW9PoHDBiQq/p79+6doY6cjosKFSpo+/btWrx4sfr376/q1atbt0x85JFH1LhxY8XHx+cp7vzy8PDQ0qVLtW7dOr300ktq0qSJbDab9bpKlSratm2bVd6Z55SbTe3atVWjRg1J0lNPPWWXwLmSo35vXm/5PbdeunTJwZFcm6xukZk+Sza/atWqpfr162vfvn2aOHGi9u/frzp16mSZKL5S9erVJUkHDhzI9bli+/bt1v/Tj7v8+uuvvyRdPpcBAAAgcyQIAQCA06XPEDp8+HCWZdJvXRYcHJxhtlzRokXVs2dPzZw5UwcOHNA///yjl19+WTabTcuXL9eUKVPyFE/6bQNziqmgXGt/XKv0/T906JBD682pvbi4OMXGxuZr2/zG2rBhQ3333Xfy9vbWl19+qb59++aYSCpfvryGDh2q77//3noeVYsWLZSSkqKnnnoqV7NnciMoKMia4ZWbY8FRMwWzkt1tQNPXXRnD8uXLFR8frxo1aujLL7/ULbfcosKFC9ttl5vZXdlZsGCBpMuJ22effdaatZMuNTU1y4RGQUo/Lgvq/FHQ9adzd3dX586d9cknn2jXrl06fvy4xo8fL09PT23evFmjRo3KU11S9gmZnD7/TZo00dixY7Vu3TqdPXtWc+fOVbly5XTq1Ck99thjVrlrOaekH8O5Od5dQVBQkFasWKGqVatqx44dateuXaa3OHX27828uJZza/r/L168mOWs7Zy2LYhjKy9fDsir9Ge0vvzyy3avc5J++9a0tDRrxn1OlixZIkny9vZWREREHiP9PydPnrSevXrbbbflux4AAICbHQlCAADgdA0aNJAkrVy5Mssyv/zyi13Z7JQvX15vvfWWdVut1atX261PvzCYVSKofPny1sXO5cuX59ieozm6P/KqSZMmkqRVq1Zd8+yD3Eh/XqIxRt9//32etk2Pdfv27YqOjs5X+7feequ++eYbFS1aVDNmzNATTzyR69lmbm5uatWqlb799lsVLlxYFy5c0MaNG/MVx9WKFCliPfvOWcfCla7+HKU7f/689WytK2NIv0Bep06dTG9laYyxYs+v9Dbq16+f6fq1a9de0+zL/Ep/3l9+zh85nZ+urP96fUbTlSpVSi+++KKef/55SVkfE5lJvwVo+nuWmT///DPX9Xl7e6tHjx6aOnWqpMvPHUy/jey1nFPSj+GtW7cqLi4u0zJ52e+bQalSpbRixQpVrFhRW7du1R133JEh8ers35t5cS3n1vr161tfyslq29jYWCs5deW2N+qx9dBDD8nd3V3Jyclyc3NTz549c7Vd8+bNVbNmTUnSuHHjlJKSkm35Q4cOac6cOZKk3r17W8+pzo/x48dbzyF96KGH8l0PAADAzY4EIQAAcLquXbtKunxRccuWLRnW79y5UwsXLpQkdevWzVqelJSUbb1FixaVlPFWYH5+fpKyfz5Y+rfuJ0yYkG3iyRiT6+eM5VZ++8OR7RctWlRnz57V66+/7vD6r+br66v7779fkvTaa6/p/PnzWZZNSUmxu1XZ7bffrjJlyig1NVWDBw/OdwytW7fWkiVL5OHhoalTp2rAgAEZymR3vBUpUsS6ZaMjbz2XfizMmDHD7hlf6X788UetW7dOUsEcC1d65513Mu2D9957T4mJifLz89Mdd9xhLU9/nuOOHTsyTXZNmzZNBw4cuKaY0ttIv5XclVJSUvTqq69eU/35lX7++OGHH3JMUF09Gys356cHHnhA3t7eufqMZjbbKyfJycnZJiizOrdmp3bt2pKk6OhoK3lypV9//VVr167NdNvsPnvpsRhjrHLXck6544475Ofnp0uXLun999/PNJZ33nkny/puVmXKlNEvv/yi8PBwbdy4UXfeeWeG20Y68/dmXuX33BoUFGTNjBs7dmymt6UeO3asEhMT5ePjo7vuustafqMeWyVLltQ777yjQYMGacKECVk+kzUzb7/9tqTLSdH0LxZkJj4+Xj169FBCQoICAgI0ZMiQfMc7Y8YMqx979OhhJYMBAACQEQlCAADgdN27d1edOnUkSZ07d9bPP/9sXZxesWKF7rrrLiUnJ6tmzZp231z/7rvv1LRpU02bNs3uFpMJCQmaNm2a9U309u3b27WX/o32uXPnZjm7aOjQoapQoYJOnz6tZs2aaf78+XYzdQ4fPqypU6eqQYMG1i2xHCW//eEoxYoV04gRIyRJY8aM0TPPPGN3G7bjx49r4sSJDk0ejhkzRkFBQdq7d6+aNWum77//XsnJyZIuX0xOf/5RtWrV7GboFS5c2LoQOHfuXHXr1k27d++21p85c0bTpk3Tc889l2MMd9xxhxYtWqQiRYpo0qRJevHFF+3W9+rVS3369NEPP/xgl3CIiopSZGSkEhMTVbRoUYfezuyZZ55RSEiILl68qA4dOlj7npqaqkWLFqlHjx6SpLZt26pNmzYOazczhw8fVpcuXaxnhyUkJOidd97RyJEjJUlDhgyRl5eXVb5t27ay2WzasWOHnnvuOSshEBcXp/Hjx+vpp59WcHDwNcXUrl07SdIbb7yhpUuXWs8b3b17t+6991798ccf8vb2vqY28qNDhw667777ZIxRly5dNH78eLvbEZ45c0ZLlixRx44dNXDgQLtt089Pu3bt0oYNGzKtPzg42LrwPmbMGPXr10979+611l+8eFG//vqrnnzySTVr1izP8e/cuVO1atXSe++9p71791rnn+TkZC1atEgTJ06UlPHcmp2wsDA1atRI0uVEUnpSNzk5WQsWLFDnzp2zfD5trVq1NGzYMP35559WEtAYoz/++EPPPvuspMu3C75y+/yeU7y9vfXSSy9JkkaNGqWJEyda5/6oqCh16dJFR44cyfV+30zKlSunX375RaGhoVq3bp3uvvtuJSQkWOud+Xszr67l3PrGG2+oUKFC2rx5s3r06GHNio2Pj9dbb72lMWPGSLrcH+kJf+nGPraee+45TZgwIdskX2buvfde68s7H330kdq3b69ff/3VSqxevHhRixYtUkREhNavX6/ChQtrxowZKlu2bJ7aOX36tJYsWaK77rpLffr0kTFG9erVs2YYF4TY2FidPn06y5+83N44ISHBbtv0L18kJSXZLb9ez30FAAAuxAAAADhQZGSkkWRatmyZp+327dtnwsLCjCQjyXh5eRkvLy/rdbly5cyePXvstlm8eLG1XpIpWrSoCQwMNDabzVp21113meTkZLvtVqxYYa0vUqSICQ0NNWFhYaZ79+4ZYqpevbpV1s3NzQQHB5uiRYvatTtjxgy77Vq2bGkkmenTp2e7z9mVy09/GGPMiBEjjCQTGRmZbds5SUtLM88//7zdfvr7+xs/Pz/r9dVt5Ga/0/dp5cqVGdb98ccfpnTp0lb9hQsXNsHBwaZIkSJ2caxatSrDtu+8844pVKiQVcbHx8cEBARYr68+HtOP0xEjRmSoa/Hixcbd3d1IMsOGDbOWd+rUyarPZrOZgIAAu/fEzc3NzJo1K7tuzWDlypVGkgkLC8uyzIYNG0xgYKDVjq+vr/H09LRe16lTx5w4cSLDdtntY24dPHjQamfhwoVWvwQEBFj/l2Q6deqU4XNmjDEvvPCC3XsXEBBgvU/t27c3r7zySqbH0pXtZicmJsZUrFjR7phJP0bd3NzM9OnTszzmcvNZSa/34MGDma7Pro74+HjTuXPnDMeMr6+vXZ/07t07w7YtWrSw1gcFBZmwsDATFhZm1q1bZ1fujTfesDvfeXt7m8DAQLvPQnh4uN02uTnmtmzZYhejh4eHCQoKsqs3IiLCxMbGZllHZtavX293/vTx8bE+39kdD/7+/nafs6CgIFO4cGFrWbFixcy2bdsytJffc0pycrLd593d3d06n7i7u5tFixbleGxkJavjcfr06Tn+7szv+T277fITz969e01ISIiRZG6//XZz8eJFa11+f29md77Kqq9z0x/Z1Zvfc6sxxkyZMsX6PNhsNhMYGGjc3NysbXv27GlSUlIybFeQx9a1Su/Pxo0b52m75s2b5/i7ZuzYsXZ96+7unmG8VqpUKfPDDz9kWUf6GMPT09OULFnSlCxZ0hQvXtx4eHjYHVuFCxc2Tz75pLlw4UKm9aSfA9PPHel1ZfVzpSt/N+X0k5dxcHrf5/RzrWM7AACAqzGDEAAA/CdUqlRJ27Zt02uvvWZ3O6hatWpp+PDh2r59u6pUqWK3TZs2bTR79mxFRkaqdu3a8vLy0vnz5xUcHKx27dpp1qxZ+uabb+Tu7p5hu8WLF6tly5YqWrSooqOjdejQIf37778ZYtqyZYsmT56s1q1bKzAwULGxsXJ3d1edOnXUv39/LVu2TA8//PB/oj8cyWaz6d1339WaNWvUvXt3lSlTRhcvXpSHh4caNGigYcOG6ZVXXnFomw0bNtTu3bs1duxYNWvWTD4+Pjp37py8vLwUERGh5557TqtXr1bLli0zbDtw4EBt2bJFffr0UXh4uJKTk2Wz2VSnTh0NGDBA7777bq7j6Ny5s+bOnSs3Nze99dZbGjVqlKTLM5LGjRunDh06qEKFCkpKSlJqaqoqVqyoPn36aPPmzXrkkUcc1h/pGjVqpF27dumFF15QlSpVlJycLHd3d0VERGj8+PHasGGDSpQo4fB2r3b//fdr5cqVuvvuu+Xm5iZ3d3fVrVtXkyZN0tdff53hcyZJEydO1NSpU1W/fn15eHgoNTVV9evX13vvvadly5Zluk1eBAUFaf369XryyScVGhoq6fItJzt37qzVq1dbtzx0Bm9vby1evFjffvut7rvvPpUuXVoJCQlKTk5WpUqV1K1bN02fPl2TJk3KsO3XX3+tp556SuXLl1d8fLwOHTqkQ4cOZZjx/Oqrr2rbtm3q37+/KleurLS0NF24cEEhISFq3769xo0bp19//TXPsVevXl0LFy7UE088ofr16ysgIEBxcXHy9/fXrbfeqkmTJmnt2rV2s6Nyo3Hjxvrtt9907733KiAgQCkpKapSpYrGjx+f7fGwdOlSvfzyy2revLlKly6t+Ph4FSlSRHXq1NHQoUO1c+dOa9b1lfJ7TnF3d9eiRYv0wQcfqE6dOnJ3d5ebm5vuvvturV69Wvfdd1+e9vtmU7lyZf3yyy8qWbKkVqxYoS5dulgznpz5ezOvruXc+vjjj+vPP//UQw89pJCQEMXHx8vf31/t2rXTggUL9MUXX1i3nb6Sqx5bL730kvbs2aNhw4bplltukZ+fn+Lj41WiRAm1adNG7777rvbt22d3m+qsJCYm6sSJEzpx4oTOnTsnb29vValSRV27dtXEiRN15MgRTZ482W5Ge1ZOnz5t1ZXVDwAAwM3MZkw2D5cAAAAA4LKioqJUvnx5Scr2mXQAAAAAAODGwgxCAAAAAAAAAAAAwIWQIAQAAAAAAAAAAABcCAlCAAAAAAAAAAAAwIWQIAQAAAAAAAAAAABciM0YY5wdBAAAAAAAAAAAAIDrgxmEAAAAAAAAAAAAgAshQQgAAAAAAAAAAAC4EBKEAAAAAAAAAAAAgAshQQgAAAAAAAAAAAC4EBKEAAAAAAAAAAAAgAshQQgAAAAAAAAAAAC4EBKEAAAAAAAAAAAAgAshQQgAAAAAAAAAAAC4EBKEAAAAAAAAAAAAgAshQQgAAAAAAAAAAAC4EBKEAAAAAAAAAAAAgAshQQgAAAAAAAAAAAC4EBKEAAAAAAAAAAAAgAshQQgAAAAAAAAAAAC4EBKEAAAAAAAAAAAAgAshQQgAAAAAAAAAAAC4EBKEAIAbQs2aNbVq1Spnh+FUixcvVtmyZeXj46MtW7Zc9/Y/+eQTPf/889e9XUc6ceKEWrRoIV9fXw0aNCjH8jNmzNCtt96aq7p79+6tV199VZL066+/qmrVqtcUa0F54okn9MYbbzi83hMnTqh69eq6dOmSw+sGAADOwzjc+ePwrIwcOVIPP/yww+q7cjybk6ioKNlsNqWkpFxTm9c6bi6osW1OPv74Y5UsWVI+Pj6KiYnJsXx4eLh+/vnnHMtd3a933nmnZs6cec3xOtrhw4fl4+Oj1NRUZ4cCALgGJAgBAE6X2R9LVydmdu7cqVatWmVbj6P+SP2vevHFF/Xhhx8qPj5e9evXv65tJyUlafTo0Ro8ePB1bdfRpk6dqmLFiikuLk7vvPNOgbVz2223ac+ePQVWf25lluCcMmWKhg8f7vC2SpYsqdatW2vq1KkOrxsAABQMxuG5k99xeF4Sbq4qL+Pm6zm2zU5ycrIGDhyoH3/8UfHx8QoODi6wtpYvX67IyMgCqz+3rj5XlCtXTvHx8XJzc3NiVACAa0WCEACAXHL2BY9Dhw6pZs2aTml76dKlqlatmsqUKeOU9h3l0KFDqlGjhmw2m7NDyRdnH4M56dmzpz755BNnhwEAAG4yzh4DOXMcXlCY+ZV/J06cUGJi4g17TDj78wQA+O8gQQgAuCFc+Y3FP/74QxEREfLz81PJkiU1cOBASVKLFi0kSQEBAfLx8dG6deuUlpam0aNHKywsTCVKlFCvXr0UGxtr1Ttr1iyFhYUpODhYb7zxhl07I0eOVNeuXfXwww/Lz89PM2bM0B9//KGmTZsqICBAISEheuaZZ5SUlGTVZ7PZNHnyZFWuXFm+vr4aPny4Dhw4oGbNmsnPz0/dunWzK3+lrGK9dOmSdfuWunXrqmLFiplun5e2M/v2rc1m0/79+zOte/ny5WrZsqX1Ov1b4tOnT1fZsmUVGBioKVOm6M8//1SdOnUUEBCgZ555xq6Ozz//XNWrV1dgYKDat2+vQ4cOWesGDBigsmXLys/PT7fccot+/fVXa93IkSPVrVs39erVS76+vqpZs6Y2btyYaZyS9Pvvv6thw4by9/dXw4YN9fvvv0u6/A3umTNnaty4cfLx8cn0Fj8xMTHq2LGj/Pz81KhRIx04cMBu/e7du9WuXTsFBQWpatWqmj9/fqYxrFq1SqGhoZKksWPHqmvXrnbrBwwYoOeee06SFBsbq759+yokJERlypTRq6++al2wmTFjhpo3b64XXnhBwcHBeu211xQUFKS//vrLquvkyZPy8vLSqVOn7Nr4+++/9cQTT2jdunXy8fFRQECA1Q/p32RPj3PcuHEqUaKEQkJCtGTJEn333XeqUqWKgoKC9NZbb1l1pqWlacyYMapYsaKCg4PVrVs3nTlzxlrfuHFj/fPPP3bvLQAAuLExDs9+HG6M0QsvvKASJUrIz89PtWvX1o4dOzR16lTNmTPHGnvee++9kmSNpXx9fVWjRg0tXrzYqit9jP7iiy8qMDBQ5cuX1/Lly631Bw8eVMuWLeXr66t27drp9OnTdrE88MADKlWqlPz9/dWiRQvt3LnTWte7d289+eSTuuuuu+Tt7a2VK1dqy5YtatCggXx9fdW9e3clJiZmeRykpqbqxRdfVLFixVShQgUtW7bMbn1WY9pLly4pICBAO3bssMqeOnVKRYsW1cmTJ+3Gzdn1T27GtpI0bdo0VapUSUFBQerYsaOOHTtmrbPZbJoyZYoqV66sgIAAPf300zLGZLq/ly5d0vPPP6/SpUurdOnSev7553Xp0iXt3bvXuiVqQECA2rRpk+n2s2fPto7vN998025dTmPqK7Vq1Uqffvppjv0oSd9++63q1aungIAANWvWTNu3b7fKhoeHa+zYsapTp468vb01fvx43X///XZtPffccxowYECGGB555BEdPnxY9957r3x8fDRu3LgMs4ZbtWqlV199Vc2aNbOO95iYGPXs2VN+fn5q2LChoqKirDpz+3cVAKCAGQAAnCwsLMz89NNPdsumT59umjdvnmmZJk2amFmzZhljjDl//rxZt26dMcaYgwcPGkkmOTnZ2u6zzz4zFStWNAcOHDDnz583Xbp0MQ8//LAxxpidO3cab29v8+uvv5pLly6ZQYMGGXd3d6udESNGGHd3d7N48WKTmppqEhISzMaNG826detMcnKyOXjwoKlWrZp59913rfYkmY4dO5rY2FizY8cOU6RIEdOmTRtz4MABc+7cOVO9enUzY8aMTPshu1jT6963b1+W/ZiXtq/u35zqj4iIMPPnz7dep/f1448/bi5evGh++OEH4+HhYTp16mROnDhhjh49aooXL25WrVpljDFmyZIlpmLFimbXrl0mOTnZvPHGG6Zp06ZWfbNnzzanT582ycnJZsKECaZkyZLm4sWL1vvg4eFhli1bZlJSUszQoUNN48aNM40zJibGBAQEmFmzZpnk5GTz5ZdfmoCAAHP69GljjDGRkZHmlVdeybIPu3fvbh544AETHx9v/vrrL1O6dGmrn+Lj401oaKj5/PPPTXJystm8ebMJDg42O3fuzFD3ypUrTZkyZYwxxkRFRZmiRYuauLg4Y4wxKSkpplSpUtZx27lzZ9O/f38THx9vTpw4YRo2bGimTJlivU9ubm7mgw8+MMnJySYhIcE8+eST5qWXXrJifu+998w999yT6f5k9j5fHaebm5sZNWqUSUpKMlOnTjXFihUzDz74oImLizM7duwwnp6e5p9//rHaaty4sTly5IhJTEw0/fv3Nz169LCrv3bt2mbp0qVZ9jEAAPjvYByec6zpdWc1Tv7+++9NgwYNzNmzZ01aWprZtWuXOXbsmDEm87Hn/PnzTXR0tElNTTXz5s0zXl5eVvnp06cbd3d3M3XqVJOSkmImT55sQkJCTFpamtX/L7zwgklMTDSrV682Pj4+pmfPnnb7ERcXZxITE82AAQNM3bp1rXWRkZHGz8/P/PbbbyY1NdXExsaacuXKmYkTJ5qkpCSzYMEC4+7unuVY+eOPPzZVq1Y1hw8fNjExMaZVq1Z273l2Y9o+ffqYYcOGWXV9+OGHpn379sYY+3Fzbvonu7HtihUrTHBwsNm0aZNJTEw0zzzzjLntttvs3se7777bnD171hw6dMgUK1bMLF++PNP9HT58uGncuLE5ceKEOXnypGnatKl59dVXjTGZH+9XSj++V69ebRITE80LL7xg3NzcrOM7uzH11XW3bNnSTJs2Lcd+3Lx5sylevLhZv369SUlJMTNmzDBhYWEmMTHRGHP5c1y3bl1z+PBhk5CQYI4dO2a8vLzM2bNnjTHGJCcnm+LFi5uNGzdmuk9Xnysyi7NixYpm//791uetcuXK5qeffjLJycnmkUceMb179zbG5Px3FQDg+iFBCABwurCwMOPt7W38/f2tn6JFi2Z5YeK2224zr732mjl16pRdPZn9odamTRvz0UcfWa93795t3N3dTXJyshk1apRdcuPChQumcOHCdhcmrvyDMjPvvvuu6dy5s/Vakvntt9+s1w0aNDBjxoyxXg8cONAMGDAg07qyizW97pwShLltO68JwkqVKtn98Zze10ePHrWWBQUFmXnz5lmv77vvPuuiTYcOHcynn35qrUtNTTVFixY1UVFRmbYXEBBgtm7daoy5/D7cfvvt1rqdO3caT0/PTLebNWuWadiwod2yJk2amOnTpxtjsk8QpqSkGHd3d/P3339by15++WWrn+bNm2duvfVWu2369+9vRo4cmaHuqy90NG/e3MycOdMYY8yPP/5oKlSoYIwx5t9//zVFihQxCQkJVtkvv/zStGrVyhhz+X0qW7asXZvr1683ZcuWtS4U3XLLLearr77KdJ9ykyD09PQ0KSkpxhhj4uLijCSzfv16q3yDBg3M4sWLjTHGVKtWzfz888/WumPHjtkdo8YY06xZM2tfAQDAfxvj8JxjTa87q3HyihUrTOXKlc26detMamqq3bqcvpxmjDF169Y1S5YsMcZcHrtVrFjRWnfhwgUjyRw/ftwcOnTIuLm5mfj4eGv9gw8+aJcgvNLZs2eNJHPu3DkrlkceecRav3r1arvkozHGNG3aNMt4W7dubT7++GPr9Q8//GC95zmNaX/66Sdr/GuM/Xjx6nFzTv2T3dj20UcfNYMHD7bWnT9/3ri7u5uDBw8aYy6/j7/++qu1/oEHHjBvv/12pu1WqFDBLFu2zHr9/fffm7CwMGNMzgnCUaNGme7du1uv4+Pj7Y7v7MbU2SUIs+vHJ554wkpgpqtSpYr1hc2wsDDz2Wef2a3v0KGDmTp1qjHGmG+++cZUr1490/1J3z6nBOHo0aOt9QMHDjQdOnSwXv/vf/+zEtY5/V0FALh+uMUoAOA/YcmSJTp37pz1M3ny5CzLfvbZZ9q7d6+qVaumhg0b6ttvv82y7LFjxxQWFma9DgsLU0pKik6cOKFjx46pbNmy1jovL68MD5i/cr0k7d27V/fcc49KlSolPz8/DRs2LMOtfUqWLGn9v2jRohlex8fH5znW3Mpv2zkJDAzU+fPn893eoUOHNGDAAAUEBCggIEBBQUEyxig6OlqSNGHCBFWvXl3+/v4KCAhQbGysXb+WKlXK+r+Xl5cSExMzfXbG1X0oXe7H9Hayc+rUKaWkpNi951fWdejQIW3YsMHah4CAAM2ZM0f//vtvjnU/9NBDmjt3riTpyy+/1EMPPWTVmZycrJCQEKvOxx9/3LpNkJTxGGzcuLG8vLy0atUq7d69W/v371fHjh1zjCErwcHBcnNzk3T5PZMyvq9Xvo9dunSxYq1evbrc3NzsjtHz589bt3wCAAD/fYzDr20c3qZNGz3zzDN6+umnVaJECfXv319xcXFZlp81a5Z1G8j0W0ZmN+6VpPj4eB07dkyBgYHy9va2izNdamqqhg4dqooVK8rPz0/h4eGSZFf3lX167NgxlSlTxu7Z3FePo6909Xt29Tg5uzFt69atlZCQoA0bNigqKkpbt25Vly5d8tU/2bn6ffTx8VFwcLDd3wJX929ejokrb1eaUxxX9pW3t7fd8Z2bMXVmsuvHQ4cO6Z133rH7W+XIkSN2MV/9mYqMjNQXX3whSfriiy/0yCOP5Gr/spKXvw3z+3cVAMCxSBACAG44lStX1ty5c3Xy5EkNGTJEXbt21YULF+z+uE1XunRpu+ehHT58WO7u7ipZsqRCQkJ09OhRa93FixcVExNjt/3VdT755JOqVq2a9u3bp7i4OL311ltZPrcir7KL1dG8vb2VkJBgvc7pj7E6depo7969+W6vbNmy+uSTT+wuPl28eFHNmjXTr7/+qnHjxmn+/Pk6e/aszp07J39//3z169V9KF3uxzJlyuS4bfHixeXu7q4jR47YbXvlPrRs2dJuH+Lj4/Xxxx/nWPcDDzygVatW6ejRo1q8eLGVICxbtqw8PDx0+vRpq864uDi758Vkdlyn/zE/e/Zsde3aVZ6enpm2m9m216Js2bJavny5XR8kJiZa/ZuSkqL9+/erbt26Dm0XAAD8NzAOz9xzzz2nTZs2adeuXdq7d6/Gjx+f6T4cOnRI/fr104cffqiYmBidO3dOtWrVytV+hISE6OzZs7pw4YJdnOm+/PJLLV26VD///LNiY2Ot571dWfeV8YSEhCg6Otpu/ZX1ZdZ+duPk7Ma0bm5u6tatm+bOnau5c+fqnnvuka+vb4Y2cuqfnMa2V7+PFy5cUExMTK7+FsiprsOHD6t06dK52vbqvkpISLA7vnMaU2clu34sW7asXnnlFbs6ExIS9OCDD1rbX91/nTt31vbt27Vjxw59++236tmzZ5ZtO/Lvimv5uwoA4FgkCAEAN5wvvvhCp06dUqFChayZSoUKFVLx4sVVqFAh/fPPP1bZBx98UO+++64OHjyo+Ph4DRs2TN27d5e7u7u6du2qb775Rr///ruSkpI0cuTIHP84P3/+vPz8/OTj46Pdu3c79I+Y7GJ1tLp162rnzp3aunWrEhMTNXLkyGzL33XXXVq9enW+23viiSf09ttvWxcJYmNjtWDBAkmX+9Td3V3FixdXSkqKXn/99Wy/dZ1TnHv37tWXX36plJQUffXVV9q1a5fuueeeHLd1c3PTfffdp5EjRyohIUG7du3SzJkzrfX33HOP9u7dq9mzZys5OVnJycn6888/9ffff+dYd/HixdWqVSv16dNH5cuXV/Xq1SVdvnhwxx13aNCgQYqLi1NaWpoOHDiQY18//PDDWrx4sb744gv16tUry3IlS5bU0aNHlZSUlGOMufHEE0/olVdesS6WnDp1SkuXLrXW//HHHwoPD8/22+cAAODGxTg8oz///FMbNmxQcnKyvL295enpqUKFLl9uK1mypF2fpCdTixcvLkmaPn26duzYkasYw8LCFBERoREjRigpKUm//fabvvnmG2v9+fPn5eHhoeDgYCUkJGjYsGHZ1te0aVO5u7vrgw8+UHJysr7++mv98ccfWZbv1q2bPvjgAx09elRnz57VmDFjrHW5GdM+9NBD+uqrrzRnzhzry3JXy6l/chrbPvjgg5o+fbq2bt2qS5cuadiwYWrcuLE1mzIvHnzwQY0ePVqnTp3S6dOn9frrr+vhhx/O1bZdu3bVt99+q99++01JSUl67bXXlJaWZq3PaUydnaz6sV+/fpoyZYo2bNggY4wuXLigZcuWZXoXmHSenp7q2rWrHnroITVq1EjlypXLsuzVx/K1uJa/qwAAjkWCEABww/n+++9Vs2ZN+fj4aMCAAZo3b56KFi0qLy8vvfLKK2revLkCAgK0fv16Pfroo3rkkUfUokULlS9fXp6enpo0aZIkqWbNmpo0aZJ69OihkJAQ+fj4qESJEvLw8Miy7QkTJujLL7+Ur6+v+vXrp+7duztsv7KL1dGqVKmi1157TW3btlXlypV16623Zlv+3nvv1e7du3N9W52rdenSRUOGDFGPHj3k5+enWrVqafny5ZKk9u3bq0OHDqpSpYrCwsLk6emZ4fY3uRUcHKxvv/1W77zzjoKDgzVu3Dh9++23KlasWK62//DDDxUfH69SpUqpd+/e6tOnj7XO19dXP/74o+bNm6fSpUurVKlSGjJkiC5dupSruh966CH9/PPPGS6IzJo1S0lJSapRo4YCAwPVtWtXHT9+PNu6ypYtqwYNGshms+m2227LslybNm1Us2ZNlSpVKtd9kJ0BAwaoY8eOuuOOO+Tr66smTZpow4YN1vo5c+boiSeeuOZ2AADAfxPj8Izi4uLUr18/BQYGKiwsTMHBwRo8eLAkqW/fvtq1a5cCAgLUuXNn1ahRQ4MGDVLTpk1VsmRJ/fXXX2revHmu4/zyyy+1YcMGBQUFadSoUXZfFOvVq5fCwsJUpkwZ1ahRQ02aNMm2riJFiujrr7/WjBkzFBQUpK+++kr33XdfluX79eun9u3bq27dumrQoEGGsjmNaRs3bixvb28dO3ZMd955Z6Zt5NQ/OY1t27ZtqzfeeEP333+/QkJCdODAAc2bNy/bfsjKq6++qoiICNWpU0e1a9dWgwYN9Oqrr+Zq25o1a+qjjz7SQw89pJCQEAUGBio0NNRan9OYOjtZ9WNERISmTZumZ555RoGBgapUqZJmzJiRY32RkZH666+/cry96Msvv6zRo0crICBAEyZMyFWsWbnWv6sAAI5jM466HwMAADe4+Ph4BQQEaN++fSpfvryzw/nPmTp1qnbt2qX33nvP2aFAly9klS5dWqNHj3Z2KJKkkydPqmXLltqyZUuWtzwFAADIDONwwDkOHz6satWq6d9//5Wfn5+zwwEAXGckCAEALu2bb77R7bffLmOMBg0apA0bNmjz5s0Of3Yb4EhRUVGqV6+etmzZwkU0AABwQ2IcDjhXWlqaBg4cqLi4OH3++efODgcA4ATcYhQA4NKWLl2q0qVLq3Tp0tq3b5/mzZvHRQn8pw0fPly1atXS4MGDSQ4CAIAbFuNwwHkuXLggPz8//fTTTxo1apSzwwEAOAkzCAEAAAAAAAAAAAAXwgxCAAAAAAAAAAAAwIWQIAQAAAAAAAAAAABciLuzAwAAAAAA4GZSrFgxhYeHOzsMAAAAOFhUVJROnz7t7DAAhyBBCAAAAACAA4WHh2vjxo3ODgMAAAAOFhER4ewQAIfhFqMAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACAC+EZhAAAAAAAAAAASEpOTtbRo0eVmJjo7FDgRJ6engoNDVXhwoWdHQpQYEgQAgAAAAAAAAAg6ejRo/L19VV4eLhsNpuzw4ETGGMUExOjo0ePqnz58s4OBygw3GIUAAAAAAAAAABJiYmJCg4OJjnowmw2m4KDg5lFipseCUIAAAAAAAAAAP4/koPgGIArIEEIAAAAAAAAAMB/xJtvvqmaNWuqTp06qlevnjZs2CBJeu+995SQkOCwdsLDw3X69Ol8bz9jxgw988wzBdpOs2bNsl1/7tw5TZ482Xp97Ngxde3aNV9tAa6GZxACAAAAAAAAAJCJ8KHLHFpf1Ji7s12/bt06ffvtt9q8ebM8PDx0+vRpJSUlSbqcIHz44Yfl5eXl0JhyKzU1VW5ubte1zd9//z3b9ekJwqeeekqSVLp0aS1cuPB6hAbc8JhBCAAAAAAAAADAf8Dx48dVrFgxeXh4SJKKFSum0qVL64MPPtCxY8fUunVrtW7dWpL05JNPKiIiQjVr1tSIESOsOsLDwzVixAg1aNBAtWvX1u7duyVJMTExuuOOO1SzZk099thjMsZY23Tu3Fm33HKLatasqalTp1rLfXx8NGjQINWtW1fr1q3T9OnTVaVKFTVq1Ehr167NdB+ya+eLL75Qo0aNVK9ePT3++ONKTU3VlClTNHjwYKvMlTMTfXx8JEnx8fG6/fbbrX1aunSpJGno0KE6cOCA6tWrp8GDBysqKkq1atWSdPl5kn369FHt2rVVv359rVy50qr/vvvuU4cOHVS5cmW99NJL+XmrgBseCUIAAAAAAAAAAP4D7rjjDh05ckRVqlTRU089pdWrV0uSnnvuOZUuXVorV660El1vvvmmNm7cqO3bt2v16tXavn27VU+xYsW0efNmPfnkk5owYYIkadSoUbr11lu1c+dOdenSRYcPH7bKf/7559q0aZM2btyoDz74QDExMZKkCxcuqHHjxtq2bZsqVqyoESNGaO3atfrtt9+0a9euTPchq3b+/vtvffXVV1q7dq22bt0qNzc3zZkzR/fff78WL15sbf/VV1+pR48ednV6enpq8eLF2rx5s1auXKlBgwbJGKMxY8aoYsWK2rp1q8aPH2+3zUcffSSbzaa//vpLc+fOVWRkpBITEyVJW7du1VdffaW//vpLX331lY4cOZL3Nwu4wZEgBAAAAAAAAADgP8DHx0ebNm3S1KlTVbx4cXXv3l0zZszItOz8+fPVoEED1a9fXzt37rRL2N13332SpFtuuUVRUVGSpDVr1ujhhx+WJN19990KDAy0yn/wwQeqW7eumjRpoiNHjmjfvn2SJDc3N91///2SpA0bNqhVq1YqXry4ihQpou7du2caV1btrFixQps2bVLDhg1Vr149rVixQv/884+KFy+uChUqaP369YqJidHu3bvVvHlzuzqNMRo2bJjq1Kmjtm3bKjo6WidOnMi2L3/77TcrjmrVqiksLEx79+6VJN1+++3y9/eXp6enatSooUOHDmVbF3Az4hmEAAAAAAAAAAD8R7i5ualVq1Zq1aqVateurZkzZ6p37952ZQ4ePKgJEybozz//VGBgoHr37m3NjpNk3aLUzc1NKSkp2ba3atUq/fzzz1q3bp28vLzUqlUrqy5PT0+HPXfQGKPIyEi9/fbbGdb16NFD8+fPV7Vq1dSlSxfZbDa79XPmzNGpU6e0adMmFS5cWOHh4Xb7m1fp/SPlro+AmxEzCAEAAAAAAAAA+A/Ys2ePNXtPunwrzLCwMEmSr6+vzp8/L0mKi4uTt7e3/P39deLECS1fvjzHulu0aKEvv/xSkrR8+XKdPXtWkhQbG6vAwEB5eXlp9+7dWr9+fabbN27cWKtXr1ZMTIySk5O1YMGCPLVz++23a+HChTp58qQk6cyZM9bMvS5dumjp0qWaO3duhtuLpsdYokQJFS5cWCtXrrS2u7JPrnbbbbdpzpw5kqS9e/fq8OHDqlq1ao79BLgKEoQAAAAAgJvOo48+qhIlSqhWrVrWsjNnzqhdu3aqXLmy2rVrZ12sMsboueeeU6VKlVSnTh1t3rzZ2mbmzJmqXLmyKleurJkzZ173/QAAAK4lPj5ekZGRqlGjhurUqaNdu3Zp5MiRkqT+/furQ4cOat26terWrav69eurWrVqeuihhzLckjMzI0aM0Jo1a1SzZk19/fXXKleunCSpQ4cOSklJUfXq1TV06FA1adIk0+1DQkI0cuRINW3aVM2bN1f16tXz1E6NGjU0evRo3XHHHapTp47atWun48ePS5ICAwNVvXp1HTp0SI0aNcpQZ8+ePbVx40bVrl1bs2bNUrVq1SRJwcHBat68uWrVqqXBgwfbbfPUU08pLS1NtWvXtm7VeuXMQcDV2YwxxtlBAAAAAADgSGvWrJGPj4969eqlHTt2SJJeeuklBQUFaejQoRozZozOnj2rsWPH6rvvvtOkSZP03XffacOGDRowYIA2bNigM2fOKCIiQhs3bpTNZtMtt9yiTZs22T2vJzPp2wAAgBvP33//nWXiC64ls2OBcR5uJswgBAAAAADcdFq0aKGgoCC7ZUuXLlVkZKQkKTIyUkuWLLGW9+rVSzabTU2aNNG5c+d0/Phx/fDDD2rXrp2CgoIUGBiodu3a6fvvv7/euwIAAAAADkeCEAAAAADgEk6cOKGQkBBJUqlSpXTixAlJUnR0tMqWLWuVCw0NVXR0dJbLAQAAAOBG5+7sAAAAAAAAuN5sNptsNpvD6ps6daqmTp0qSTp16pTD6gUAAACAgkCCEAAA5Gjp1rzNluhUr0wBRQIAQP6VLFlSx48fV0hIiI4fP64SJUpIksqUKaMjR45Y5Y4ePaoyZcqoTJkyWrVqld3yVq1aZVp3//791b9/f0mXn00DAJkJH7osT+WjxtxdQJEAyI4xxqFfJMKNxxjj7BCAAsctRgEAAAAALqFjx46aOXOmJGnmzJnq1KmTtXzWrFkyxmj9+vXy9/dXSEiI2rdvrx9//FFnz57V2bNn9eOPP6p9+/bO3AUAAFDAPD09FRMTQ4LIhRljFBMTI09PT2eHAhQoZhACAAAAAG46Dz74oFatWqXTp08rNDRUo0aN0tChQ9WtWzd99tlnCgsL0/z58yVJd911l7777jtVqlRJXl5emj59uiQpKChIw4cPV8OGDSVJr732moKCgpy2TwAAoOCFhobq6NGj3DLcxXl6eio0NNTZYQAFymb4KgQAAMgBtxgFACD3IiIitHHjRmeHAeA/iFuMAsCNjXEebibcYhQAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABfi7uwAAAAAAAAAAGQUPnRZnspHjbm7gCIBAAA3G2YQAgAAAAAAAAAAAC6EBCEAAAAAAAAAAADgQkgQAgAAAAAAAAAAAC6EBCEAAAAAAAAAAADgQkgQAgAAAAAAAAAAAC6EBCEAAAAAAAAAAADgQkgQAgAAAAAAAAAAAC6EBCEAAAAAAAAAAADgQkgQAgAAAAAAAAAAAC6EBCEAAAAAAAAAAADgQkgQAgAAAAAAAAAAAC6EBCEAAAAAAAAAAADgQkgQAgAAAAAAAAAAAC6EBCEAAMiz6KgD+uTtV/TMfa3UrWklPX5PM3067jXFn4+1K9eqVSvZbLZMf9atW+ek6AEAAAAAAADX5u7sAAAAwI1n6/o1+nvrn+rQ9RGFVamuE0cPa85H47Vn+yaNnfWNVW7y5MmKi4uz2/a1117Tli1b1LBhw+sdNgAAAAAAAACRIAQAAPlwW4fOuqt7b9lsNklS7YhmCi4ZolFP9dSuzRvUpUFZSVKNGjXstktKStLGjRvVvXt3ubszDAEAAAAAAACcgVuMAgBQgHr37q2IiAgtW7ZMNWrUkJeXl+6++26dOXNG+/fvV+vWreXt7a2IiAht377d2i4tLU1jxoxRpUqV5OHhoSpVqmjmzJl2dS9btkzt2rVTiRIl5OfnpyZNmujHH3+0KzNy5EgVK1ZMW7ZsUZMmTeTl5aX69evr119/vab98gsItJKD6SpUrSVJOnPqRJbbff/99zp79qwefPDBa2ofAAAAAAAAQP6RIAQAoIAdPnxYr732mkaPHq2pU6fq999/V//+/dWjRw/16NFDCxcuVEpKinr06CFjjCTp2Wef1ejRo9W/f38tW7ZMXbp00aOPPqpvv/3WqvfgwYO69957NXv2bC1atEjNmjXTnXfeqbVr19q1n5CQoMjISD3++ONatGiRPDw8dN999ykhIcEqk5aWppSUlCx/UlNSlJqamu1+7tm+SZJUOqxClmXmzZun0NBQ3XbbbXnuRwAAAAAAAACOwb29AAAoYGfOnNG6detUsWJFSdL27ds1fvx4zZw5U7169ZIkGWN09913a/fu3SpcuLA+/vhjTZ8+XZGRkZKktm3b6vjx4xo1apTuueceSdIzzzxjtZGWlqbWrVtr586d+uyzz9S8eXNr3cWLF/Xee++pTZs2kqSQkBDVr19fa9asUYcOHSRJjz76aIYZilereUsTvfnpwkzXXbp4UbM+eEs1b2miSjXqZFomISFB//vf//T4449nmH0IAAAAAAAA4PohQQgAQAELDw+3koOSVKlSJUmyEnZXLouOjtaBAwdUqFAhdenSRSkpKVaZ22+/XXPnzlVqaqrc3Nx09OhRvfLKK/r55591/Phxa/bhlclBSSpSpIhatWplvU5/LuDRo0etZSNHjrRLOF5t9Z6TKurtk+k6Y4w+HPWiYs+c1qsfZJ1k/Oabb3ThwgVuLwoAAAAAAAA4GQlCAAAKWEBAgN3rIkWKZFieviwxMVGnT59Wamqq/P39M63v+PHjKl26tDp27Kjz58/r9ddfV6VKleTt7a3XXntNJ0+etCvv6+urQoX+767iV7aVrly5cgoNDc1yHw4rWspi1t/M99/U+pXfa+THX6pUaFiWdcybN0+VKlVSRERElmUAAAAAAAAAFDwShAAA/McEBQXJ3d1da9eutUvspStRooT279+vLVu2aPny5dZtQqXLtxPNj/zeYvR/X0zT0lmfaNCYyarZoHGW28bGxmr58uV66aWX8hUfAAAAAAAAAMchQQgAwH9MmzZtlJqaqtjYWLVr1y7TMumJQA8PD2vZoUOHtHbtWtWpk/kzALOTn1uMrv7ua02f+Lr6DBqhW++4N9v6Fy9erEuXLnF7UQAAAAAAAOA/gAQhAAD/MVWrVtUTTzyhHj166KWXXlJERIQSExO1c+dO7d27V59++qmqVaum0NBQDRo0SG+88YbOnz+vESNGqEyZMvlqMzw8XOHh4Vmuj3aPtnu9Y+M6TRoxSPWatlDV2vW1Z/sma11wyRBJ9nHMmzdPdevWVfXq1fMVHwAAAAAAAADHIUEIAMB/0EcffaQqVapo2rRpeu211+Tn56caNWqob9++ki7PHPz666/19NNPq2vXrgoNDdUrr7yiVatWaceOHQUe318bf1dKSrK2/L5aW35fbbeu++MvqG/7htbr06dPa8WKFXrjjTcKPC4AAAAAAAAAObMZY4yzgwAAAP9tS7dG51zoCp3q5W8mIwAAN4OIiAht3LjR2WEA+A8KH7qsQOuPGnN3gdYPAK6OcR5uJoWcHQAAAAAAAAAAAACA64cEIQAAAAAAAAAAAOBCSBACAAAAAAAAAAAALoQEIQAAAAAAAAAAAOBCSBACAAAAAAAAAAAALoQEIQAAAAAAAAAAAOBCSBACAAAAAAAAAAAALoQEIQAAAAAAAAAAAOBCSBACAAAAAAAAAAAALoQEIQAAAAAAAAAAAOBCSBACAAAAAAAAAAAALoQEIQAAAADApbz77ruqWbOmatWqpQcffFCJiYk6ePCgGjdurEqVKql79+5KSkqSJF26dEndu3dXpUqV1LhxY0VFRTk3eAAAAABwABKEAAAAAACXER0drQ8++EAbN27Ujh07lJqaqnnz5mnIkCF64YUXtH//fgUGBuqzzz6TJH322WcKDAzU/v379cILL2jIkCFO3gMAAAAAuHYkCAEAAAAALiUlJUUXL15USkqKEhISFBISol9++UVdu3aVJEVGRmrJkiWSpKVLlyoyMlKS1LVrV61YsULGGGeFDgAAAAAOQYIQAAAAAOAyypQpoxdffFHlypVTSEiI/P39dcsttyggIEDu7u6SpNDQUEVHR0u6POOwbNmykiR3d3f5+/srJibGafEDAAAAgCOQIAQAAAAAuIyzZ89q6dKlOnjwoI4dO6YLFy7o+++/v+Z6p06dqoiICEVEROjUqVMOiBQAAAAACg4JQgAAAACAy/j5559Vvnx5FS9eXIULF9Z9992ntWvX6ty5c0pJSZEkHT16VGXKlJF0ecbhkSNHJF2+NWlsbKyCg4Mz1Nu/f39t3LhRGzduVPHixa/fDgEAAABAPpAgBAAAAAC4jHLlymn9+vVKSEiQMUYrVqxQjRo11Lp1ay1cuFCSNHPmTHXq1EmS1LFjR82cOVOStHDhQrVp00Y2m81p8QMAAACAI5AgBAAAAAC4jMaNG6tr165q0KCBateurbS0NPXv319jx47VxIkTValSJcXExKhv376SpL59+yomJkaVKlXSxIkTNWbMGCfvAQAAAABcO3dnBwAAAAAAwPU0atQojRo1ym5ZhQoV9Mcff2Qo6+npqQULFlyv0AAAAADgumAGIQAAAAAAAAAAAOBCSBACAAAAAAAAAAAALoQEIQAAAAAAAAAAAOBCSBACAAAAAAAAAAAALoQEIQAAAAAAAAAAAOBCSBACAAAAAAAAAAAALoQEIQAAAAAAAAAAAOBCSBACAAAAAAAAAAAALsTd2QEAAAAAAAAAN6LwocucHQIAAEC+MIMQAAAAAAAAAAAAcCEkCAEAAAAAAAAAAAAXQoIQAAAAAAAAAAAAcCEkCAEAAAAAAAAAAAAXQoIQAAAAAAAAAAAAcCEkCAEAAAAAAAAAAAAXQoIQAAAAAAAAAAAAcCEkCAEAAAAAAAAAAAAXQoIQAAAAAAAAAAAAcCEkCAEAAAAAAAAAAAAXQoIQAAAAAAAAAAAAcCEkCAEAAAAAAAAAAAAXQoIQAAAAAAAAAAAAcCEkCAEAAAAAAAAAAAAXQoIQAAAAAAAAAAAAcCEkCAEAAAAAAAAAAAAXQoIQAAAAAAAAAAAAcCEkCAEAAAAAAAAAAAAXQoIQAAAAAAAAAAAAcCEkCAEAAAAAAAAAAAAXQoIQAAAAAAAAAAAAcCEkCAEAAAAAAAAAAAAXQoIQAAAAAAAAAAAAcCEkCAEAAAAAAAAAAAAXQoIQAAAAAAAAAAAAcCEkCAEAAAAAAAAAAAAX4u7sAAAAyIulW6PzVL5TvTIFFAkAAAAAAAAA3JiYQQgAAAAAAAAAAAC4EBKEAAAAAAAAAAAAgAshQQgAAAAAAAAAAAC4EBKEAAAAAAAAAAAAgAshQQgAAAAAAAAAAAC4EBKEAAAAAAAAAAAAgAshQQgAAAAAAAAAAAC4EBKEAAAAAAAAAAAAgAshQQgAAAAAAAAAAAC4EBKEAAAAAAAAAAAAgAshQQgAAAAAAAAAAAC4EBKEAAAAAAAAAAAAgAshQQgAAAAAAAAAAAC4EBKEAAAAAAAAAAAAgAshQQgAAAAAAAAAAAC4EBKEAAAAAAAAAAAAgAshQQgAAAAAAAAAAAC4EBKEAAAAAAAAAAAAgAtxd3YAAAD8lyzdGp2n8p3qlSmgSAAAAAAAAACgYDCDEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEHCgRx55JFfLAAAAAOQOY2wAAAAAcDx3ZwcA3Ex27txp9zo1NVWbNm1yUjQAcONYujU6T+U71StTQJEAAP5rGGMDAAAAgOMxgxBwgLffflu+vr7avn27/Pz85OfnJ19fX5UoUUKdOnVydngAAADADYcxNgAAAAAUHBKEgAO8/PLLOn/+vAYPHqy4uDjFxcXp/PnziomJ0dtvv+3s8AAAAIAbDmNsAAAAACg43GIUcKC3335b0dHROnTokFJSUqzlLVq0cGJUAAAAwI2LMTYAAAAAOB4JQsCBhg4dqnnz5qlGjRpyc3OTJNlsNi5eAAAAAPlUEGPsc+fO6bHHHtOOHTtks9n0+eefq2rVqurevbuioqIUHh6u+fPnKzAwUMYYDRgwQN999528vLw0Y8YMNWjQwFG7BwAAAABOQYIQcKDFixdrz5498vDwcHYoAAAAwE2hIMbYAwYMUIcOHbRw4UIlJSUpISFBb731lm6//XYNHTpUY8aM0ZgxYzR27FgtX75c+/bt0759+7RhwwY9+eST2rBhg8NiAQAAAABn4BmEgANVqFBBycnJzg4DAAAAuGk4eowdGxurNWvWqG/fvpKkIkWKKCAgQEuXLlVkZKQkKTIyUkuWLJEkLV26VL169ZLNZlOTJk107tw5HT9+3GHxAAAAAIAzMIMQcCAvLy/Vq1dPt99+u903nD/44AMnRgUAAADcuBw9xj548KCKFy+uPn36aNu2bbrlllv0/vvv68SJEwoJCZEklSpVSidOnJAkRUdHq2zZstb2oaGhio6OtsoCAAAAwI2IBCHgQB07dlTHjh2dHQYAAABw03D0GDslJUWbN2/WpEmT1LhxYw0YMEBjxoyxK2Oz2WSz2fJU79SpUzV16lRJ0qlTpxwWLwAAAAAUBBKEgAOl35IIAAAAgGM4eowdGhqq0NBQNW7cWJLUtWtXjRkzRiVLltTx48cVEhKi48ePq0SJEpKkMmXK6MiRI9b2R48eVZkyZTLU279/f/Xv31+SFBER4dCYAQAAAMDRSBACDlS+fPlMv2n8zz//OCEaAAAA4Mbn6DF2qVKlVLZsWe3Zs0dVq1bVihUrVKNGDdWoUUMzZ87U0KFDNXPmTHXq1EnS5RmMH374oXr06KENGzbI39+f24sCAAAAuOGRIAQcaOPGjdb/ExMTtWDBAp05c8aJEQEAAAA3toIYY0+aNEk9e/ZUUlKSKlSooOnTpystLU3dunXTZ599prCwMM2fP1+SdNddd+m7775TpUqV5OXlpenTp19T2wAAAADwX0CCEHCg4OBgu9fPP/+8brnlFr3++utOiggAAAC4sRXEGLtevXp2icd0K1asyLDMZrPpo48+yndbAAAAAPBfRIIQcKDNmzdb/09LS9PGjRuVkpLixIgAAACAGxtjbAAAAABwPBKEgAMNGjTI+r+7u7vCw8OtWxMBAAAAyDvG2AAAAADgeCQIAQdauXKls0MAAAAAbiqMsQEAAADA8Qo5OwDgZhIbG6uBAwcqIiJCERERGjRokGJjY50dFgAAAHDDYowNAAAAAI5HghBwoEcffVS+vr6aP3++5s+fLz8/P/Xp08fZYQEAAAA3LMbYAAAAAOB43GIUcKADBw5o0aJF1usRI0aoXr16zgsIAAAAuMExxgYAAAAAx2MGIeBARYsW1W+//Wa9Xrt2rYoWLerEiAAAAIAbG2NsAAAAAHA8ZhACDvTxxx8rMjLSeiZKYGCgZsyY4dygAAAAgBsYY2wAAAAAcDwShIAD1atXT9u2bVNcXJwkyc/Pz8kRAQAAADc2xtgAAAAA4HjcYhRwoGHDhuncuXPy8/OTn5+fzp49q1dffdXZYQEAAAA3LMbYAAAAAOB4zCAEHGj58uV66623rNeBgYH67rvvNHr0aCdGBaAgLd0aneuyneqVKcBIAAC4OTHGBgAAAADHYwYh4ECpqam6dOmS9frixYt2rwEAAADkDWNsAAAAAHA8ZhACDtSzZ0/dfvvt6tOnjyRp+vTpioyMdHJUAAAAwI2LMTYAAAAAOB4JQsCBhgwZorp16+rnn3+WJA0fPlzt27d3clQAAADAjYsxNgAAAAA4HglCwME6dOigDh06ODsMAAAA4KbBGBsAAAAAHItnEAIAAAAAAAAAAAAuhAQhAAAAAAAAAAAA4EJIEAIOkpqaqp49ezo7DAAAAOCmwRgbAAAAAAoGCULAQdzc3HTo0CElJSU5OxQAAADgpsAYGwAAAAAKhruzAwBuJhUqVFDz5s3VsWNHeXt7W8sHDhzoxKgAAACAGxdjbAAAAABwPBKEgANVrFhRFStWVFpams6fP+/scAAAAIAbHmNsAAAAAHA8EoSAA40YMUKSlJCQIC8vLydHAwAAANz4GGMDAAAAgOORIAQcaN26derbt6/i4+N1+PBhbdu2TZ988okmT57s7NAAAACAGxJjbADIvfChy3JdNmrM3QUYCQAA+K8r5OwAgJvJ888/rx9++EHBwcGSpLp162rNmjVOjgoAAAC4cTHGBgAAAADHI0EIOFjZsmXtXru5uTkpEgAAAODmwBgbAAAAAByLW4wCDlS2bFn9/vvvstlsSk5O1vvvv6/q1as7OywAAADghsUYGwAAAAAcjxmEgANNmTJFH330kaKjo1WmTBlt3bqVZ6MAAAAA14AxNgAAAAA4HjMIAQfas2eP5syZY7ds7dq1at68uZMiAgAAAG5sjLEBAAAAwPFIEAIO9Oyzz2rz5s05LgOAgrB0a3SeyneqV6aAIgEAwHEYYwMAAACA45EgBBxg3bp1+v3333Xq1ClNnDjRWh4XF6fU1FQnRgYAAADcmBhjAwAAAEDBIUEIOEBSUpLi4+OVkpKi8+fPW8v9/Py0cOFCJ0YGAAAA3JgYYwMAAABAwSFBCDhAy5Yt1bJlS/Xu3VthYWFKSEiQl5eXs8MCAAAAbliMsQEAAACg4BRydgDAzeTYsWOqUaOGqlWrJknatm2bnnrqKSdHBQAAANy4GGMDAAAAgOORIAQc6Pnnn9cPP/yg4OBgSVLdunW1Zs0aJ0cFAAAA3LgYYwMAAACA45EgBBysbNmydq/d3NycFAkAAABwc2CMDQAAAACOxTMIAQcqW7asfv/9d9lsNiUnJ+v9999X9erVnR0WAAAAcMNijA0AAAAAjscMQsCBpkyZoo8++kjR0dEqU6aMtm7dqo8++sjZYQEAAAA3LMbYAAAAAOB4zCAEHKhYsWKaM2eOs8MAAAAAbhqMsQEAAADA8UgQAg508OBBTZo0SVFRUUpJSbGW/+9//3NiVAAAAMCNizE2AAAAADgeCULAgTp37qy+ffvq3nvvVaFC3MEXAAAAuFaMsQEAAADA8UgQAg7k6emp5557ztlhAAAAADcNxtgAAAAA4HgkCAEHGjBggEaNGqU77rhDHh4e1vIGDRo4MSoA/xVLt0bnqXynemUKKBIAAG4cjLEBAAAAwPFIEAIO9Ndff2n27Nn65ZdfrNsf2Ww2/fLLL06ODAAAALgxMcYGAAAAAMcjQQg40IIFC/TPP/+oSJEizg4FAAAAuCkwxgYAAAAAx+MJ74AD1apVS+fOnXN2GAAAAMBNgzE2AAAAADgeMwgBBzp37pyqVaumhg0b2j0f5X//+58TowIAAABuXIyxAQAAAMDxSBACDjRq1ChnhwAAAADcVBhjAwAAAIDjkSAEHKhly5bODgEAAAC4qTDGBgAAAADH4xmEgAOtX79eDRs2lI+Pj4oUKSI3Nzf5+fk5OywAAADghsUYGwAAAAAcjwQh4EDPPPOM5s6dq8qVK+vixYv69NNP9fTTTzs7LAAAAOCGxRgbAAAAAByPBCHgYJUqVVJqaqrc3NzUp08fff/9984OCQAAALihMcYGAAAAAMfiGYSAA3l5eSkpKUn16tXTSy+9pJCQEKWlpTk7LAAAAOCGxRgbAAAAAByPGYSAA82ePVtpaWn68MMP5e3trSNHjmjRokXODgsAAAC4YTHGBgAAAADHYwYh4CCpqakaNmyY5syZI09PT40YMcLZIQEAAAA3NMbYAAAAAFAwmEEIOIibm5sOHTqkpKQkZ4cCAAAA3BQYYwMAAABAwWAGIeBAFSpUUPPmzdWxY0d5e3tbywcOHOjEqAAAAIAbF2NsAAAAAHA8EoSAA1WsWFEVK1ZUWlqazp8/7+xwAAAAgBseY2wAAAAAcDwShIAD8UwUAAAAwLEYYwMAAACA45EgBBzo1KlTGjdunHbu3KnExERr+S+//OLEqAAAAIAbF2NsAAAAAHC8Qs4OALiZ9OzZU9WqVdPBgwc1YsQIhYeHq2HDhs4OCwAAALhhMcYGAAAAAMcjQQg4UExMjPr27avChQurZcuW+vzzz/lmMwAAAHANGGMDAAAAgONxi1HAgQoXLixJCgkJ0bJly1S6dGmdOXPGyVEBAAAANy7G2AAAAADgeCQIAQd69dVXFRsbq3feeUfPPvus4uLi9O677zo7LAAAAOCGxRgbAAAAAByPBCHgAImJiZoyZYr279+v6Oho9e3bVytXrnR2WAAAAMANizE2AAAAABQcnkEIOEBkZKQ2btyo2rVra/ny5Ro0aJCzQwIAAABuaIyxAQAAAKDgMIMQcIBdu3bpr7/+kiT17dtXjRo1cnJEAAAAwI2NMTYAAAAAFBwShIADFC5c2Pq/uzsfKwA3hqVbo50dAgAAWWKMDQAAAAAFh7+yAAfYtm2b/Pz8JEnGGF28eFF+fn4yxshmsykuLs7JEQIAAAA3FsbYAAAAAFBwSBACDpCamursEAAAAICbCmNsAAAAACg4hZwdAAAAAAAAAAAAAIDrhwQhAAAAAAAAAAAA4EJIEAIAAAAAAAAAAAAuhAQhAAAAAAAAAAAA4EJIEAIAAAAAAAAAAAAuhAQhAAAAAMDlpKamqn79+rrnnnskSQcPHlTjxo1VqVIlde/eXUlJSZKkS5cuqXv37qpUqZIaN26sqKgoJ0YNAAAAAI5BghAAAAAA4HLef/99Va9e3Xo9ZMgQvfDCC9q/f78CAwP12WefSZI+++wzBQYGav/+/XrhhRc0ZMgQZ4UMAAAAAA5DghAAAAAA4FKOHj2qZcuW6bHHHpMkGWP0yy+/qGvXrpKkyMhILVmyRJK0dOlSRUZGSpK6du2qFStWyBjjlLgBAAAAwFFIEAIAAAAAXMrzzz+vcePGqVChy38Sx8TEKCAgQO7u7pKk0NBQRUdHS5Kio6NVtmxZSZK7u7v8/f0VExPjnMABAAAAwEFIEAIAAAAAXMa3336rEiVK6JZbbnFovVOnTlVERIQiIiJ06tQph9YNAAAAAI7m7uwAAAAAAAC4XtauXav//e9/+u6775SYmKi4uDgNGDBA586dU0pKitzd3XX06FGVKVNGklSmTBkdOXJEoaGhSklJUWxsrIKDgzPU279/f/Xv31+SFBERcV33CQAAAADyihmEAAAAAACX8fbbb+vo0aOKiorSvHnz1KZNG82ZM0etW7fWwoULJUkzZ85Up06dJEkdO3bUzJkzJUkLFy5UmzZtZLPZnBY/AAAAADgCCUIAAAAAgMsbO3asJk6cqEqVKikmJkZ9+/aVJPXt21cxMTGqVKmSJk6cqDFjxjg5UgAAAAC4dtxiFAAAAADgklq1aqVWrVpJkipUqKA//vgjQxlPT08tWLDgOkcGAAAAAAWLGYQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACAC3F3dgAAAAAFaenW6DyV71SvTAFFAgAAAAAAAPw3MIMQAAAAAAAAAAAAcCEkCAEAAAAAAAAAAAAXQoIQAAAAAAAAAAAAcCEkCAEAAAAAAAAAAAAXQoIQAAAAAAAAAAAAcCEkCAEAAAAAAAAAAAAXQoIQAAAAAAAAAAAAcCEkCAEAcJL1K7/XgG5t1bVRBfW/u6mWzp6abfkXXnhBNptNL774ot3y3bt3q3HjxnrotuqaMOQpXUy4YLd+56b1evSOWzIsz8yK/81X5/qhmZadO+UdPdK6tvX6xLEj6lw/1Prp3rSyHr+3uSYOe0a//vprhu179+6tiIiIHGMAAAAAAAAAULBIEAIA4AR/b/1TYwf1U+Wa9fTK+9N1e6fumvXBW/rfnE8zLb9r1y599tln8vPzy7Cud+/eqlSpkgaP/VhHDu7Vws8mWevS0tL06fgReuTZl1XUy7tA9qX3C8M1duZSDZ80S936DdD52LNq0aKFRo0aVSDtAQAAAAAAALg27s4OAAAAV/TV1PdUrV5DPTNigiSpftOWunA+TvOnvqs7u/VS4cJF7Mo/++yzGjBggGbPnm23PD4+Xhs2bNA333yj36OTdOF8nJbM+kSPPDtUkrRiyTy5u7ur1T33F9i+lAmvqKp1bpEk1VJT3d6xmzZ9/YlGjhypli1bqlWrVgXWNgAAAOBI4UOXOTsEAACA64IZhAAAOMHBPTtVr/FtdsvqN22h+LhY7dm2yW75woULtXv3bg0dOjRDPUlJSZKkokWLSpKKeBZVSvLlZQnx5zVn8nj1Hfy6bDZbQexGlkaMGKHSpUtrypQp17VdAAAAAAAAADkjQQgAgBMkJ12Se+HCdsvSXx89uN9advHiRQ0aNEhjxoyRt3fGW4QGBQUpPDxckyZN0vnYs/rx6zmqWKOOJGn+tPdUt/Gtqlb3ljzHl5aaqtSUFLsfk5aW6+3d3NzUpk0brV+/Ps9tAwAAAAAAAChY3GIUAAAnKFU2XPt2brNbtm/HVknS+bhz1rK3335bISEhevjhh7Osa/LkyXrggQd04cIwlS5XXo8PfVPHDx/UT4vn6f0FP+Urvp4tamS63DcgMNd1hIaG6sSJE/lqHwAAAAAAAEDBIUEIAIATdOj6sKa8+bJ+/HqOmrW9W/t2bNXSL6ZJkgr9/9uBHjx4UBMmTNDKlSuzvUXonXfeqZMnT2rGT5tUKjRMbm5uenNAH3Xs+ZiKlSyt776aoa9nTJYk3dfnad3VLTLH+N78bJE8PDztlv3w9Ryt/2V5rvfRGJPrsgAAAAAAAACuHxKEAAA4we2deihq7y5NeWuYJr8xRB6eRdVrwDBNGztcAcVKSJKGDh2qO++8U1WrVtW5c+ckSWlpabp06ZLOnTsnf39/K3Ho5eWlMmEVJElb169R1N5denHsZB3cs0tfTh6vMTOWSpKGRHZSjXoNFV4l8xmC6SpUq6WiXva3NP3z15/ztI/R0dEqWbJknrYBAAAAAAAAUPB4BiEAAE7g5uam/kPf1Kxftum9+T9pxoqtqlq7gSRZ/+7Zs0dff/21AgMDrZ8jR47oww8/VGBgoKKjozPUm5qaqs8njFLk86/Iw7Oodmz6XbUbNldo+UoKLV9JdRo1145NBf9cwJSUFP3yyy9q2rRpgbcFAAAAAAAAIG+YQQgAgBP5+AXIxy9AkrR8wSxVqxuh0PKVJEmffvqp4uPj7cr36NFDLVu21JNPPqnixYtnqO/7BbPk7eevW9t3tJZdSrz4f/+/mCBdh1t/vv766zp27JieeOKJAm8LAAAAAAAAQN6QIAQAwAn2bN+kv7f+qfJVairhwnn9+v1SbVm3Wm9//rVVJiIiIsN2np6eKlu2rFq1apVh3fnYs/rqk3c1YvIca1nNBk0087239POSeTLGaPufv+uR54Y5dF+iow7ILyBQKcnJOhF9RL/9sFSbf1+lkSNHqmXLlg5tCwAAAAAAAMC1I0EIAIATuLkX1m8/fKN5UybKVqiQatRvpLenL1Z45er5rnPelIlq2LKdKlavbS2rUK2WIp8fpjkfjZMk9X7hVZWvmv3zB/NqxrtvSJKKeHgosFhJVa3TQGvWrNFtt93m0HYAAAAAAAAAOIbNmOtwnzEAABxk6daMz93LTqd6ZQq0/oJE7I6pv6CPGQAArhYREaGNGzc6OwwA+RA+dJmzQ7huosbc7ewQAOCGwzgPN5NCzg4AAAAAAAAAAAAAwPVDghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwISQIAQAAAAAAAAAAABdCghAAAAAAAAAA8P/au/NwK+tyf/zvLeQIihMKaDIbw96iYuAsKigOUDmhpjgdM80hT6c8fq8Odg451NfUo6U/UhFxzlIqHEgTU5SAFIdQQ5NUDpoMKjgh8nz/8LB+IOwNDuyF+3m9rovrYj3DWve6uVl7wXs9nwVAiQgIAQAAAAAAoEQEhAAAAAAAAFAiAkIAAAAAAAAoEQEhAAAAAAAAlIiAEAAAAAAAAEpEQAgAAAAAAAAlIiAEAAAAAACAEhEQAgAAAAAAQIkICAEAAAAAAKBEBIQAAAAAAABQIs2rXQAAwCc1ZurMapcAAAAAAF9YriAEAAAAAACAEhEQAgAAAAAAQIkICAEAAAAAAKBEBIQAAAAAAABQIgJCAAAAAAAAKBEBIQAAAAAAAJRI82oXAAAAAAA0rvbnjP1Ex8+48MDVVAkAUA2uIAQAAAAAAIASERACAAAAAABAiVhiFADWUGOmzqx2CQAAAABAE+QKQgAAAAAAACgRASEAAAAAAACUiIAQAAAAAAAASkRACAAAAAAAACUiIAQAAAAAAIASERACAAAAAABAiQgIAQAAAAAAoEQEhAAAAJTGyy+/nH79+qV79+7p0aNHLrvssiTJ3Llz079//3Tp0iX9+/fPvHnzkiRFUeSMM85I586dU1dXl8cee6ya5QMAAHwuBIQAAACURvPmzXPxxRdn2rRpmThxYn7+859n2rRpufDCC7PPPvtk+vTp2WeffXLhhRcmSe6+++5Mnz4906dPz4gRI/Ltb3+7ys8AAADgsxMQAgAAUBpt2rTJDjvskCRp2bJlunXrlpkzZ2bMmDEZOnRokmTo0KG58847kyRjxozJsccem5qamvTt2zdvvPFGZs2aVa3yAQAAPhcCQgAAAEppxowZefzxx9OnT5+89tpradOmTZJkyy23zGuvvZYkmTlzZrbeeuvKOVtttVVmzpxZlXoBAAA+L82rXQAAAAA0tgULFuSQQw7JpZdemg033HCZfTU1NampqflE9zdixIiMGDEiSfL6669/bnUCAACsDq4gBAAAoFQ++OCDHHLIITn66KPzjW98I0myxRZbVJYOnTVrVlq3bp0kadeuXV5++eXKua+88kratWu33H2efPLJmTJlSqZMmZLNN9+8EZ4FAADApycgBAAAoDSKosiJJ56Ybt265eyzz65sHzRoUEaNGpUkGTVqVAYPHlzZfv3116coikycODEbbbRRZSlSAACALypLjAIAAFAaEyZMyOjRo1NbW5tevXolSc4///ycc845Ofzww3PNNddkm222yW233ZYkOeCAA3LXXXelc+fOWX/99TNy5MgqVg8AAPD5EBACAABQGrvttluKoljhvvvvv3+5bTU1Nfn5z3++ussCAABoVJYYBQAAAAAAgBIREAIAAAAAAECJCAgBAAAAAACgRASEAAAAAAAAUCLNq10AAND0jJk6s9olAAAAAAD1cAUhAAAAAAAAlIiAEAAAAAAAAEpEQAgAAAAAAAAlIiAEAAAAAACAEhEQAgAAAAAAQIkICAEAAAAAAKBEBIQAAAAAAABQIgJCAAAAAAAAKBEBIQAAAAAAAJSIgBAAAAAAAABKREAIAAAAAAAAJSIgBAAAAAAAgBIREAIAAAAAAECJCAgBAAAAAACgRASEAAAAAAAAUCICQgAAAAAAACgRASEAAAAAAACUiIAQAAAAAAAASkRACAAAAAAAACUiIAQAAAAAAIASERACAAAAAABAiQgIAQAAAAAAoESaV7sAAAAAAFhd2p8zttolAACscVxBCAAAAAAAACUiIAQAAAAAAIASERACAAAAAABAiQgIAQAAAAAAoEQEhAAAAAAAAFAiAkIAAAAAAAAoEQEhAAAAAAAAlIiAEAAAAAAAAEpEQAjAGuNXv/pVBg0alHbt2qVFixbZcccdc/PNNy933JXDz8lpX98zQ3bpmqP36JFzTzgkT0x8qAoV01QNGzYstbW12XDDDdOyZcv07t07t9566zLHTJ48Occff3w6d+6c9ddfP9tuu21+9KMf5b333qtS1QAAAACwappXuwAAWOJnP/tZOnTokEsuuSSbbbZZ7rrrrhx11FGZPXt2Tj/99MpxC99/LwcccVzate+URR98kPvuvDn/efoxOf+aX2fbuh2r+AxoKt56660cd9xx6d69e5o1a5bbb789Q4YMSbNmzXLooYcmSW699da88MIL+cEPfpAuXbrkySefzA9/+MM8+eST+fWvf13lZwAAAAAA9aspiqKodhEAkCSzZ8/OZptttsy2o446Ko8++mhefPHFJMmYqTOXO+/DDz/Mtw7aOX322i//8oP/Wmbf4F7tPlENK7p/yqW+mdl1112z6aab5re//W2SFc/riBEj8q1vfSszZszINttss9prBWDN1Lt370yZMqXaZQD/q/05Y6tdQpMw48IDq10CQNV5n0dTYolRANYYHw9bkmT77bfP//zP/zR4XrNmzbJByw2z6IMPVldpkE033TQLFy6s3K5vXpOsdGYBAAAAoJosMQrAGu3RRx9N165dl9teFEUWf/hh3l4wP+N/f3tmvfRiTvuPn1ahQpqyRYsWZcGCBRk7dmzGjRuXW265pcHjH3300ay11lrp1KlTI1UIAAAAAJ+cgBCANdb999+fO++8M9dee+1y+x6+97e5+N9PS5Ksu976+d6FV6Zrz+0bu0SasIkTJ2bnnXdOkjRv3jxXXHFFvva1r9V7/Kuvvprhw4fnmGOOSevWrRupSgAAAAD45ASEAKyRZsyYkaOOOiqDBw/Occcdt9z+7XfZM//3hrF56425efDuO/J///3U/PDy61Pbe5fGL5Ymqba2NpMnT84bb7yRsWPH5jvf+U423HDDHHnkkcsdu3Dhwhx++OFp0aJFLrnkkipUCwAAAACrTkAIwBpn7ty5GThwYLbZZpvceOONKzymxYat0rlHqyTJDrv2y9zXX8vNv7g4tdcKCPl8bLDBBundu3eSZN99982bb76ZH/zgB8sFhEVR5Nhjj81f//rXTJgwIRtvvHE1ygUAAACAVSYgBGCN8s477+Sggw7KwoUL8/vf/z7rr7/+Kp3XcdueefjeMcttHzN15uddIiW1ww47ZOTIkVm0aFGaN///30KdddZZGTNmTP7whz/kK1/5ShUrBAAAAIBVIyAEYI2xaNGiHHbYYZk+fXoeeeSRVf4et6Io8tyTf0nrdl9ezRVSZhMmTMhWW221TDh4wQUX5Iorrshtt92W3XbbrYrVAQAAAMCqExACsMY49dRTc9ddd+Wyyy7LnDlzMmfOnMq+7bffPuuss07++tif89sbRqRvv4HZrE3bzH9jXh743e3521OP5dxLR1axepqKf/zjHznhhBMyZMiQdOrUKQsWLMgdd9yRW265JVdeeWXluJtuuinnnntujjvuuLRr1y4TJ06s7OvUqVM233zzapQPAAAAACslIARgjTFu3LgkyZlnnrncvhdffDHt27fPZlu2zVprNcsNV1yYN+fNzUYbb5IO2/bI+dfeka9st2Njl0wT1KpVq7Rt2zbnn39+Zs2alVatWqV79+4ZO3ZsDjjggMpxS+b1uuuuy3XXXbfMfYwcOTLHHXdcI1YNAAAAAKuupiiKotpFAMCq8p2CrG6De7WrdgkAfMH17t07U6ZMqXYZwP9qf87YapfQJMy48MBqlwBQdd7n0ZSsVe0CAAAAAAAAgMYjIAQAAAAAAIAS8R2EAAAAAECDPulSrZYkBYA1mysIAQAAAAAAoEQEhAAAAAAAAFAiAkIAAAAAAAAoEQEhAAAAAAAAlIiAEAAAAAAAAEpEQAgAAAAAAAAlIiAEAAAAAACAEhEQAgAAAAAAQIkICAEAAAAAAKBEBIQAAAAAAABQIgJCAAAAAAAAKBEBIQAAAAAAAJSIgBAAAAAAAABKREAIAAAAAAAAJSIgBAAAAAAAgBIREAIAAAAAAECJNK92AQDQGG6+6uLc+v9dUu0yWMMc8a3v5shT/rXaZQAAAABAoxIQAgAAAPCF0f6csdUuAQDgC88SowAAAAAAAFAiriAEoBSOPOVfLSUJAAAAABBXEAIAAAAAAECpuIIQAAAAAPhcfdLvipxx4YGrqRIAYEVcQQgAAAANuOeee7Ltttumc+fOufDCC6tdDgAAwGcmIAQAAIB6fPjhhznttNNy9913Z9q0abn55pszbdq0apcFAADwmQgIAQAAoB6TJk1K586d07Fjx6y99toZMmRIxowZU+2yAAAAPhPfQQgAAAD1mDlzZrbeeuvK7a222ip//vOfq1gRND2f9LvqAAD47ASEUGU33HBD3nnnnWqXkSSZP39+WrZsWe0y1lj60zD9aZj+NGxN6s+ISdWuYHlrUn/WRPrTMP1p2Orsz/rrr59vfvObq+W+WfOMGDEiI0aMSJI8++yz6d27d6M+/uuvv57NN9+8UR/zi0R/Glbt/mxWtUdeNdXuz5ru8+pP797DPodq1jzmp2H60zD9aVg1+jNjxoxGfTxYnQSEUGVr0n8a/ehHP8q//uu/VruMNZb+NEx/GqY/DdOfhulPw/SnYfrTMP1hZdq1a5eXX365cvuVV15Ju3btljvu5JNPzsknn9yYpS2jd+/emTJlStUef02nPw3Tn4bpT8P0p2H60zD9aZj+NEx/4LPxHYQAAABQj5122inTp0/Piy++mIULF+aWW27JoEGDql0WAADAZ+IKQqBizz33rHYJazT9aZj+NEx/GqY/DdOfhulPw/SnYfrDyjRv3jxXXHFF9ttvv3z44Yc54YQT0qNHj2qXBQAA8JkICIGKvfbaq9olrNH0p2H60zD9aZj+NEx/GqY/DdOfhukPq+KAAw7IAQccUO0yGlTN5U2/CPSnYfrTMP1pmP40TH8apj8N05+G6Q98NjVFURTVLgIAAAAAAABoHL6DEAAAAAAAAEpEQAgAAABrqMsuuyw9e/ZMjx49cumlly63vyiKnHHGGencuXPq6ury2GOPVfaNGjUqXbp0SZcuXTJq1KhGrLrxrKw/N954Y+rq6lJbW5tddtklTzzxRGVf+/btU1tbm169eqV3796NWHXjWVl/xo8fn4022ii9evVKr1698p//+Z+Vfffcc0+23XbbdO7cORdeeGEjVt14Vtafn/70p5Xe9OzZM82aNcvcuXOTNN35OeGEE9K6dev07Nmzsm3u3Lnp379/unTpkv79+2fevHkrPLe+15y//OUvqa2tTefOnXPGGWfki7yY2aftz9SpU7PzzjunR48eqaury6233lrZd9xxx6VDhw6VWZs6dWpjPJXV4rPMT7NmzSo9GDRoUGX7iy++mD59+qRz58454ogjsnDhwtX+PFaXT9ufBx54oNKbXr16Zd11182dd96ZpOnPz69+9av06NEja621VqZMmVLvufX9zGpK8wOrRQGUxoMPPlgcfPDBRdu2bYskxciRI5fZv3jx4mLYsGFFmzZtinXXXbfYc889i6effro6xVbByvozdOjQIskyv/r06VOdYqvg/PPPL3r37l20bNmy2GyzzYqDDjqoeOqpp5Y5pswztCr9KfMMXXHFFUVtbW3RsmXLomXLlkXfvn2L3//+95X9ZZ6dolh5f8o8Oyty/vnnF0mK0047rbKt7DO0tBX1p8wzNGzYsOWe+xZbbFHZb3ZYkz311FNFjx49irfffrv44IMPin322aeYPn36MseMHTu22H///YvFixcXjz76aPHVr361KIqimDNnTtGhQ4dizpw5xdy5c4sOHToUc+fOrcbTWG1WpT8TJkyoPO+77rqr0p+iKIptttmmeP311xu15sa0Kv154IEHigMPPHC5cxctWlR07NixeOGFF4r333+/qKurK/761782VumNYlX6s7Tf/va3Rb9+/Sq3m+r8PPjgg8Vf/vKXokePHpVt//Zv/1ZccMEFRVEUxQUXXFB8//vfX+68hl5zdtppp+LRRx8tFi9eXOy///7FXXfd1ThPZjX4tP157rnnir/97W9FURTFzJkziy233LKYN29eURQfvU/71a9+tfqLbwSftj9FURQbbLDBCrcfdthhxc0331wURVF861vfKn7xi198zlU3ns/SnyXmzJlTbLzxxsXbb79dFEXTn59p06YVzz77bLHnnnsWkydPXuF5Df3MakrzA6uDKwihRBYsWJCePXvmsssuy3rrrbfc/p/85Ce5+OKLc/nll2fy5Mlp3bp1+vfvn/nz51eh2sa3sv4kyb777ptZs2ZVft11112NXGX1jB8/PqeeemoeeeSR/PGPf0zz5s2z7777Vj5Bm5R7hlalP0l5Z2irrbbKRRddlMceeyxTpkzJ3nvvna997Wt58sknk5R7dpKV9ycp7+x83MSJEzNixIjU1dUts73sM7REff1Jyj1D22677TLP/amnnqrsMzusyZ555pn06dMn66+/fpo3b54999wzv/nNb5Y5ZsyYMTn22GNTU1OTvn375o033sisWbNy7733pn///tlkk02y8cYbp3///rnnnnuq9ExWj1Xpzy677JKNN944SdK3b9+88sor1Si1KlalP/WZNGlSOnfunI4dO2bttdfOkCFDMmbMmNVcceP6pP25+eabc+SRRzZihdWxxx57ZJNNNllm25gxYzJ06NAkydChQytXLi2tvtecWbNm5a233krfvn1TU1OTY489doXnf1F82v507do1Xbp0SZK0bds2rVu3zuuvv77a621sn7Y/9SmKIn/84x9z6KGHfqrz1zSfR39uv/32DBw4MOuvv/7qKrNqVtSfbt26Zdttt23wvPp+ZjW1+YHVQUAIJXLAAQfk/PPPz6GHHpq11lr2r39RFLn00ktzzjnn5JBDDknPnj0zatSozJ8/PzfddFOVKm5cDfVniXXWWSdbbrll5dfH37g0Zffee2+OP/749OzZM7W1tRk9enRef/31TJgwIYkZWll/lijrDA0ePDgDBw5M586d07Vr1/z4xz9Oy5Yt8+ijj5Z+dpKG+7NEWWdnaW+++WaOPvroXHvttZX/7E28/ixRX3+WKPMMNW/efJnnvvnmmycxO6z5evbsmYceeihz5szJO++8k7vuuisvv/zyMsfMnDkzW2+9deX2VlttlZkzZ9a7vSlZlf4s7ZprrsnAgQMrt2tqajJgwIDsuOOOGTFiRGOU3KhWtT+PPvpotttuuwwcODB//etfk9Q/V03JJ5mfd955J/fcc08OOeSQyramPj9Le+2119KmTZskyZZbbpnXXnttuWMaei3aaqutltvelKxKf5Y2adKkLFy4MJ06daps+z//5/+krq4u3/3ud/P++++v1nob26r257333kvv3r3Tt2/fSogzZ86ctGrVKs2bN09ifpLklltuWe7DCk15flZFfa8/ZZgf+KwEhECSj9bkfvXVVzNgwIDKtvXWWy977LFHHnnkkSpWtmZ5+OGH07p163Tt2jX/8i//kn/+85/VLqlq5s+fn8WLF1f+E9oMLevj/VnCDCUffvhhbrnllixYsCC77LKL2fmYj/dnCbOTnHzyyTn00EPTr1+/ZbaboY/U158lyjxDf//739O2bdt06NAhQ4YMyd///vckZoc1X7du3fKDH/wgAwYMyP77759evXqlWbNm1S5rjfFJ+vPAAw/kmmuuyUUXXVTZ9vDDD+exxx7L3XffnZ///Of505/+1FilN4pV6c8OO+yQf/zjH3niiSdy+umn52tf+1p1iq2CTzI/v/vd77Lrrrsu8+Gapj4/9ampqUlNTU21y1hjraw/s2bNyjHHHJORI0dWPph8wQUX5Nlnn83kyZMzd+7cZV6nmpqG+vOPf/wjU6ZMyU033ZSzzjorL7zwQiNXV32rMj9PPfVU9ttvv8q2Ms0P8PkTEAJJkldffTVJssUWWyyzfYsttqjsK7v9998/119/fe6///5cfPHFmTRpUvbee+9SfjorSc4888z06tUrO++8cxIz9HEf709ihp566qm0aNEi66yzTk455ZTccccdqa2tNTv/q77+JGYnSX75y1/m+eefz/Dhw5fbZ4Ya7k9S7hnq06dPrrvuutxzzz355S9/mVdffTW77LJL5syZY3b4QjjxxBPzl7/8JX/605+y8cYbp2vXrsvsb9eu3TJXPb3yyitp165dvdubmpX1J0mefPLJnHTSSRkzZkw23XTTyvYl/WjdunW+/vWvZ9KkSY1Wd2NZWX823HDDtGjRIslHK6p88MEHmT17tvn5mBVdsVOG+Vliiy22yKxZs5J8FFC0bt16uWMaei1aemnfpjhLq9KfJHnrrbdy4IEH5sc//nH69u1b2d6mTZvU1NRknXXWyfHHH9/kZmlV+7NkLjp27Ji99torjz/+eDbddNO88cYbWbRoUZJyz0+S3Hbbbfn617+eL33pS5VtTX1+VkV9rz9lmB/4rASEAKtoyJAhGTRoUGpra3PwwQfn7rvvznPPPZexY8dWu7RGd/bZZ+fhhx/Or3/9a59iX4H6+lP2Gdp2220zderU/PnPf863v/3tDB06NE8//XS1y1pjNNSfss/Oc889l3PPPTc33XTTMv8Y5iOr0p8yz9DAgQNz+OGHp66uLvvuu29+//vfZ/HixRk1alS1S4NVsuRq35deeim/+c1vctRRRy2zf9CgQbn++utTFEUmTpyYjTbaKG3atMl+++2XcePGZd68eZk3b17GjRu3zBUHTcXK+vPSSy/lG9/4RkaPHr1M+PP2229Xvmv07bffzrhx49KzZ8/GK7yRrKw/r776aoqiSPLRsoeLFy/Opptump122inTp0/Piy++mIULF+aWW27JoEGDGr3+1W1l/Uk+WsL7wQcfzODBgyvbyjI/SwwaNKjyc3PUqFHL9GKJ+l5z2rRpkw033DATJ05MURS5/vrrV3j+F9mq9GfhwoX5+te/nmOPPbbyfWhLLAmHiqLInXfe2eRmaVX6M2/evMoH12bPnp0JEyake/fuqampSb9+/XL77bc3eP4X2ar0Z4kVfRdqU5+fVVHfz6wyzA98ZgVQShtssEExcuTIyu0XXnihSFJMmjRpmeMOOOCA4thjj23k6qrv4/2pT/v27YsLL7xw9Re0BjnrrLOKLbfcsnjmmWeW2W6GPlJff+pTxhlaYp999ilOOOEEs1OPJf2pT5lmZ+TIkUWSolmzZpVfSYqampqiWbNmxbPPPlvqGVpZf957770VnlemGfq4vfbaqzjllFO8/vCFsNtuuxXdunUr6urqivvuu68oiqK48soriyuvvLIoiqJYvHhxceqppxYdO3YsevbsWUyePLly7jXXXFN06tSp6NSpU3HttddWpf7VbWX9OfHEE4tWrVoV2223XbHddtsVO+64Y1EUH713raurK+rq6oru3bsXw4cPr9pzWJ1W1p/LL7+86N69e1FXV1f06dOnmDBhQuXcsWPHFl26dCk6duxY2v4UxUc/Z4844ohlzmvK8zNkyJBiyy23LJo3b160a9euuPrqq4vZs2cXe++9d9G5c+din332KebMmVMURVFMnjy5OPHEEyvn1veaM3ny5KJHjx5Fx44di9NOO61YvHhxoz+vz8un7c/o0aOL5s2bV16Ltttuu+Lxxx8viqIo+vXrV/Ts2bPo0aNHcfTRRxfz58+v1tP7zD5tfyZMmFD07NmzqKurK3r27FlcffXVlft84YUXip122qno1KlTceihh9b73vaL4LP8/XrxxReLtm3bFh9++OEy99nU5+c3v/lN0a5du2LttdcuWrduXQwYMKAoiqKYOXNmMXDgwMq59f3MakrzA6tDTVH870fFgFJp0aJFrrjiihx33HFJPvqkUdu2bXP66afn3HPPTfLRF0S3bt06P/3pT/Otb32ritU2vo/3Z0Vmz56dtm3b5uqrr86xxx7beMVV0Zlnnplbb701DzzwQLp167bMPjPUcH9WpIwztLS99947bdu2zejRo0s/OyuypD833HDDcvvKNjtvvPHGMktTJcnxxx+fLl265Nxzz02PHj1KPUOr0p+Pf5dJ2WZoae+99146dOiQb3/72/nhD39Y6tkBAACgvJpXuwCg8SxYsCDPP/98kmTx4sV56aWXMnXq1GyyySb58pe/nLPOOivnn39+vvKVr6Rr164ZPnx4WrRoscJlVpqihvqzySab5LzzzsshhxySNm3aZMaMGfn3f//3yvdNlMFpp52W0aNH584778zGG29c+W6mFi1apEWLFqmpqSn1DK2sPwsWLCj1DJ1zzjk58MADs/XWW2f+/Pm56aabMn78+IwdO7b0s5M03J+yz06StGrVKq1atVpm2wYbbJBNNtmksoROmWdoZf0p+wx973vfy8EHH5wvf/nL+ec//5n/+q//yttvv52hQ4d6/QEAAKC0BIRQIlOmTEm/fv0qt4cNG5Zhw4Zl6NChue666/L9738/7777bk477bTMmzcvffr0ybhx49KyZcsqVt14GurPlVdemaeeeirXX3993njjjbRp0yb9+vXLbbfdVpr+/OIXv0iS7LPPPstsHzZsWM4777wkKfUMraw/zZo1K/UMvfrqq/nmN7+ZV199NRtttFHq6upy9913V74LqcyzkzTcn3fffbfUs7Oqyj5DDSn7688rr7ySI488MrNnz87mm2+evn37ZuLEidlmm22SmB0AAADKyRKjAAAAAAAAUCJrVbsAAAAAAAAAoPEICAEAAAAAAKBEBIQAAAAAsIZq1qxZevXqlZ49e+awww7LO++8U+2SMn78+DzyyCON+pgzZsxIz549G/UxAaApExACAAAAwBpqvfXWy9SpU/P0009n7bXXzlVXXbVK5y1atGi11fRpAsLVWQ8A8MkJCAEAAADgC2D33XfP888/n9/97nfp06dPtt9+++y777557bXXkiTnnXdejjnmmOy666455phjMmPGjOy+++7ZYYcdssMOO1RCvfHjx2fPPffM4MGD07Fjx5xzzjm58cYb89WvfjW1tbV54YUXkiSvv/56DjnkkOy0007ZaaedMmHChMyYMSNXXXVVLrnkkvTq1SsPPfTQCo9bUT1LGzJkSMaOHVu5fdxxx+X222+vt+alXXfddfnOd75TuX3QQQdl/PjxSZJx48Zl5513zg477JDDDjssCxYs+Pz+AACgCWle7QIAgM9Ps2bNUltbm0WLFqVbt24ZNWpU1l9//arWNH78+Ky99trZZZddGu0xZ8yYkYMOOihPP/10oz0mAACsTosWLcrdd9+d/fffP7vttlsmTpyYmpqaXH311fnJT36Siy++OEkybdq0PPzww1lvvfXyzjvv5A9/+EPWXXfdTJ8+PUceeWSmTJmSJHniiSfyzDPPZJNNNknHjh1z0kknZdKkSbnsssty+eWX59JLL82ZZ56Z7373u9ltt93y0ksvZb/99sszzzyTU045JS1atMj3vve9JMlRRx21wuM+Xs/SjjjiiNx222058MADs3Dhwtx///258sorUxRFvTWvzOzZszN8+PDcd9992WCDDXLRRRflZz/7Wf7jP/7j8/pjAIAmQ0AIAE3IkuWHkuToo4/OVVddlbPPPnul5y1atCjNm6+etwXjx49PixYtPlFAuDrrAQCAL5J33303vXr1SvLRFYQnnnhinnvuuRxxxBGZNWtWFi5cmA4dOlSOHzRoUCWM++CDD/Kd73wnU6dOTbNmzfK3v/2tctxOO+2UNm3aJEk6deqUAQMGJElqa2vzwAMPJEnuu+++TJs2rXLOW2+9tcIr8ho6bul6ljZw4MCceeaZef/993PPPfdkjz32yHrrrZc333yz3ppXZuLEiZk2bVp23XXXJMnChQuz8847r/L5AFAm/ucNAJqo3XffPU8++WR+97vfZfjw4Vm4cGE23XTT3Hjjjdliiy1y3nnn5YUXXsjf//73fPnLX84FF1yQY445Jm+//XaS5Iorrsguu+yS8ePHZ9iwYWnVqlWeeuqpHH744amtrc1ll12Wd999N3feeWc6deqU119/PaecckpeeumlJMmll16adu3a5aqrrkqzZs1yww035PLLL89XvvKV5Y7bddddl6vn5ptvrjyXIUOG5JhjjsmBBx6Y5KPlhw466KD07t17hTUv7brrrsuUKVNyxRVXJPlo+aHvfe972WuvvTJu3LgMGzYs77//fjp16pSRI0emRYsWq/cPBgAAPoGlPwS4xOmnn56zzz47gwYNyvjx43PeeedV9m2wwQaV319yySXZYost8sQTT2Tx4sVZd911K/vWWWedyu/XWmutyu211lqr8n2BixcvzsSJE5c5b0UaOm7pepa27rrrZq+99sq9996bW2+9NUOGDFlpzUs0b948ixcvrtx+7733kiRFUaR///7L/FsCAFgx30EIAE3QkuWHamtrK8sPPf744xkyZEh+8pOfVI6bNm1a7rvvvtx8881p3bp1/vCHP+Sxxx7LrbfemjPOOKNy3BNPPJGrrroqzzzzTEaPHp2//e1vmTRpUk466aRcfvnlSVJZfmjy5Mn59a9/nZNOOint27fPKaecku9+97uZOnVqdt999xUet6J6lrZk+aEkleWHDjzwwAZrXpmllx967LHH0rt37/zsZz/7VP0GAIDG9Oabb6Zdu3ZJklGjRjV4XJs2bbLWWmtl9OjR+fDDDz/R4wwYMKDyfj9JJahs2bJl5s+fv9LjVuaII47IyJEj89BDD2X//fdf5Zrbt2+fqVOnZvHixXn55ZczadKkJEnfvn0zYcKEPP/880mSt99++xNdgQgAZeIKQgBoQiw/ZPkhAACavvPOOy+HHXZYNt544+y999558cUXV3jcqaeemkMOOSTXX3999t9//3qv5qvPf//3f+e0005LXV1dFi1alD322CNXXXVVDj744Bx66KEZM2ZMLr/88nqPW5kBAwbkmGOOyeDBg7P22muvcs277rprOnTokO7du6dbt27ZYYcdkiSbb755rrvuuhx55JF5//33kyTDhw9P165dP9HzBoAyEBACQBNi+SHLDwEA0LSs6EN3gwcPzuDBg5fbvvR7/STp0qVLnnzyycrtiy66KEmy1157Za+99qpsHz9+fOX3S+/bbLPNcuutty73OF27dl3mfpOs8LiP1/NxX/rSlzJ37txVqrl9+/Z5+umnkyQ1NTW58cYbV3ife++9dyZPntzg4wIAlhgFgCbP8kOWHwIAAACApQkIAaCJW7L80I477pjNNtus3uNOPfXUjBo1Ktttt12effbZT7X80JQpU1JXV5fu3btXlhQ6+OCDc8cdd6RXr1556KGH6j1uZQYMGJAHH3ww++677zLLD62s5qWXHzrjjDNWuPxQXV1ddt555zz77LOf6DkDAAAAwBdRTVEURbWLAAAAAAAAABqHKwgBAAAAAACgRASEAAAAAAAAUCICQgAAAAAAACgRASEAAAAAAACUiIAQAAAAAAAASkRACAAAAAAAACUiIAQAAAAAAIASERACAAAAAABAiQgIAQAAAAAAoEQEhAAAAAAAAFAiAkIAAAAAAAAoEQEhAAAAAAAAlIiAEAAAAAAAAEpEQAgAAAAAAAAlIiAEAAAAAACAEhEQAgAAAAAAQIkICAEAAAAAAKBEBIQAAAAAAABQIgJCAAAAAAAAKBEBIQAAAAAAAJSIgBAAAAAAAABKREAIAAAAAAAAJSIgBAAAAAAAgBIREAIAAAAAAECJCAgBAAAAAACgRASEAAAAAAAAUCICQgAAAAAAACgRASEAAAAAAACUiIAQAAAAAAAASkRACAAAAAAAACUiIAQAAAAAAIASERACAAAAAABAiQgIAQAAAAAAoEQEhAAAAAAAAFAiAkIAAAAAAAAoEQEhAAAAAAAAlIiAEAAAAAAAAEpEQAgAAAAAAAAlIiAEAAAAAACAEvl/KFnPywQxBOcAAAAASUVORK5CYII="
    },
    "sampled_data_fit.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model 1 - Posterior\n",
    "\n",
    "![link_params_fit-2.png](attachment:link_params_fit-2.png) <br> <br>\n",
    "In most cases posterior distribution for parameters are  narrower (except paramterer mean), but we expected such behaviour, given big number of data. <br>\n",
    "Surprisingly most values of distance coefficient are negative. This indicates that distance is inversly related to delivery time. By inverse relation we mean that waiting time for shorter distances is longer than expected. <br>\n",
    "On plot of  level coefficients we can see that histograms for every level follow similar distributions, but with different means. As expected values for jam are the highest, for low are the lowest.  For medium and high traffic values are very similar. It may be caused by smaller sample size of those categoriers.<br><br><br><br>\n",
    "![model_params_fit.png](attachment:model_params_fit.png) <br> <br>\n",
    "$\\mu$ that represents average time of delivery has all values between 20-35, which we consider very good. It's more concentated that in prior check. It doesn't follow any distribution.<br>\n",
    "Parameter $\\sigma$ doesn't follow prior distribution. It's concentated aroung 9.9.  and follows normal distribution.\n",
    "<br><br><br><br>\n",
    "![sampled_data_fit.png](attachment:sampled_data_fit.png)<br> <br>\n",
    "Predicted delivery times mostly overlap real data. The long tail is still noticeable, but most of delivery times is in 94% HDI of generated data. Some adjustments can be done to improve model - for regular cases this would be removal of the long tail.\n",
    "<br>\n",
    "\n",
    "\n",
    "## Issues\n",
    "During sampling we had the following issues:\n",
    "- poor sampling algorithm performace (high R-hat values, divergent transitions, low  E-BFMI values)\n",
    "- jupter krenel crashes <br>\n",
    "\n",
    "We used CmdStan tool diagnose() to investigate sampling problems and possible solutions. We increased number of warmup iteration, number of sampling iteration and removed wrong constraints. \n",
    "After that sampling statistics were satisfactory:\n",
    "\n",
    ">Processing csv files: /home/project_repo/data_analytics_project/models_output/model1/fit/model1_fit-20230705202711_1.csv, /home/project_repo/data_analytics_project/models_output/model1/fit/model1_fit-20230705202711_2.csv, /home/>project_repo/data_analytics_project/models_output/model1/fit/model1_fit-20230705202711_3.csv, /home/project_repo/data_analytics_project/models_output/model1/fit/model1_fit-20230705202711_4.csv\n",
    ">\n",
    ">Checking sampler transitions treedepth.\n",
    ">Treedepth satisfactory for all transitions.\n",
    ">\n",
    ">Checking sampler transitions for divergences.\n",
    ">No divergent transitions found.\n",
    ">\n",
    ">Checking E-BFMI - sampler transitions HMC potential energy.\n",
    ">E-BFMI satisfactory.\n",
    ">\n",
    ">Effective sample size satisfactory.\n",
    ">\n",
    ">Split R-hat values satisfactory all parameters.\n",
    ">\n",
    ">Processing complete, no problems detected.\n",
    "\n",
    "\n",
    "We also had problems with jupyter kernel. While sampling all possible data (firstly we used only 1000 records) it crashes. To overcome it we prepared Python scripts that sample model's data and save results to csv files. CmdStan allowes to reproduce models from those files.\n"
   ]
  },
  {
   "attachments": {
    "generated_data_ppc.png": {
     "image/png": "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"
    },
    "link_params_ppc.png": {
     "image/png": "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"
    },
    "model_params_ppc.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model 2 - Priors \n",
    "For added parameters (delivery person rating, deliveries number) we choose weakly informative priors by analogy to the first model (they also follow normal distribution with mean=0 and std=0.3). All other parameters are exactly the same as in the first model.<br><br>\n",
    "\n",
    "![link_params_ppc.png](attachment:link_params_ppc.png)<br> <br>\n",
    "\n",
    "Values of predictors coefficients are randomly generated and there are no irregularities. <br> <br> <br> <br>\n",
    "![model_params_ppc.png](attachment:model_params_ppc.png) <br> <br>\n",
    "Parameter $\\mu$ has reasonable values, although lower bound is somewhat improbable. Distribution has long tail, but as seen on the plot 94% of its values are between 2-58. Adding extra parameters makes interval of most possible values wider. Also we didn't obtain highly improbable results (like thousands) on the upper bound. <br>\n",
    "Standard deviation $\\sigma$ follows its priors. \n",
    " <br> <br> <br> <br>\n",
    "![generated_data_ppc.png](attachment:generated_data_ppc.png)<br> <br>\n",
    "Real data are possible to observe in priors, which again was something we wanted to see. Longer tail is not necessarily bad, as it can account for very rare, but probable events, like road accidents."
   ]
  },
  {
   "attachments": {
    "link_params_fit.png": {
     "image/png": "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"
    },
    "model_params_fit.png": {
     "image/png": "iVBORw0KGgoAAAANSUhEUgAABwgAAAJACAYAAACZoDIgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACeLUlEQVR4nOzdd3gUVfv/8c+ShIT0EFpIQkKVXkNX6UVUiiJViDw+IGBBQQQLgh0pVkSMhSZFwAdQEVERUBFQqgpSlB4gdEIIIe38/uCX+bKkkiwsZt+v68oFO3PmnHvOzk5O5t4zYzPGGAEAAAAAAAAAAABwCUWcHQAAAAAAAAAAAACAG4cEIQAAAAAAAAAAAOBCSBACAAAAAAAAAAAALoQEIQAAAAAAAAAAAOBCSBACAAAAAAAAAAAALoQEIQAAAAAAAAAAAOBCSBACAAAAAAAAAAAALoQEIQAAAAAAAAAAAOBCSBACAAAAAAAAAAAALoQEIQAAAAAAAAAAAOBCSBACAAAAAAAAAAAALoQEIQAAgJO0bNlSNptNM2bMcHYoDvFv2p8HHnhANptN48aNc3YoSk5O1ksvvaRq1arJy8tLNptNNpvN2WEByEHG53T//v3XtF1kZKRsNptWr159XeLKyrhx42Sz2fTAAw/kOZ4ZM2bIZrOpZcuWNyTGnM7J2fV1Tvv1b5bfYwsAAAC4ViQIAQCAQ2Vc5Lv6x9/fX3Xr1tXIkSN1+PBhp8b41ltvady4cVx8w03h4Ycf1vPPP6+dO3fK3d1dpUuXVunSpZ0dFpxk69atGjdu3L8i0Q6g8MhIuGb8bN68Ocfy27Ztsyuf2xduDh8+rDFjxqhRo0YqWbKkPD09VbZsWbVt21Zvv/22Lly4kOP2GV9CuvKnaNGiKlmypKpWraoePXrojTfe0LFjx3KsZ/Xq1VmOU7P6qVu3rt22+/fvt9Y5Ksmfmpqq5cuX69FHH1VUVJQCAgJUtGhRhYSEqHPnzlqyZIlD2gEAAMiKu7MDAAAAhZOHh4eKFy8uSTLG6MSJE9q2bZu2bdumjz76SF9++aVuvfVWp8T21ltv6cCBA2rZsqUiIyOdEoMklStXTrfccosCAgKcFgOc69y5c1Yi6PPPP9c999zj3IDgdFu3btULL7ygFi1aFLqZUZAqVqwoLy8veXt7OzsUSTdfPFm55ZZbJF0eV+DGmTVrlurXr5/t+pkzZ+a5rsmTJ2vMmDG6ePGiJMnNzU3+/v46duyYjh49qpUrV+r111/XrFmz1LZt2xzr8vLyssZN6enpio+P18mTJ7Vr1y4tXLhQo0aN0n//+19NmjRJPj4+OdZVokQJubm55bj+ehsyZIg++ugj67WHh4e8vLx07Ngxffnll/ryyy/VvXt3zZ07l88AAABwOGYQAgCA66JZs2Y6duyYjh07pri4OCUkJGjWrFkKDAzU2bNndd9991kXilzVrFmztHPnTnXr1s3ZocBJdu3apdTUVAUHB5McBFzAypUrtXPnTjVq1MjZoUi6+eLJys6dO7Vz506FhoY6OxSXEBYWpiJFimjevHlKTU3NskxaWprmzp0rm82m8PDwHOt75pln9OSTT+rixYtq166d1qxZo0uXLun06dO6cOGCFi1apCpVqujo0aPq1KmTvvrqqxzr69mzpzW+PH78uJKSkhQXF6f//e9/6tixo1JTUzVt2jQ1a9ZM8fHxOdb122+/WXVl9fP999/n3FkOkJKSorJly+r555/Xli1bdOnSJcXHxys2NlYPP/ywJGnRokV69tlnr3ssAADA9ZAgBAAAN4S3t7f69eund955R5J07NgxbpsEl5eRJPf19XVyJAAASKGhoWrZsqWOHz+uFStWZFlmxYoViouL0+23365y5cplW9eyZcv02muvSbp8O+1vv/1Wt99+uzVrr1ixYrr33nu1ceNGNWnSRCkpKerfv79iY2OvKeZSpUqpW7duWr58uT755BPZbDb9/vvvGjhw4DXV4wxDhw7V3r179cILL6hu3brWM4jLli2rKVOmWDPJ33vvPZf/Yh0AAHA8EoQAAOCG6tGjh4oUuTwE2bRpk926+Ph4jRs3TnXq1JGvr698fX1Vu3ZtjR07VufOncu2zjVr1qh79+4KCwtT0aJFFRAQoMqVK6tr16764IMPlJ6eLun/nq9z4MABSVKrVq3snjXTsmXLTHUnJCTo1VdfVcOGDRUQECAvLy9VrlxZjz32mA4dOpRlPBnPyZkxY4bOnj2rUaNGqWrVqvL29lZgYGCW5bKSn/7I2McHHnhA6enpmjJliho1aqTAwEDZbDZt3bo1237Myvr169W/f39FRkbKy8tLJUqUUP369fX0009r165d2W538eJFjRs3TrfccouKFSumUqVKqVevXtqzZ0+O7Z04cUJPP/20atWqJV9fX/n4+KhmzZp69tlndfr06Ry3/euvvzR48GBVqVLF6utatWrpsccey3Ss5SQ9PV1Dhw6VzWZTUFCQ1q1bZ61LTk7W22+/rWbNmikwMFAeHh4qXbq06tSpo4cfftiubE5mzJhhd8wdOHDA7li8+piIi4vTiBEjrOMoICBAjRo10uTJk3Xp0qUs28h4Hui4ceN06dIlvfLKK6pdu7b8/Pxks9l09uzZXOO88nlLkrR27VrdddddKlmypLy9vVW3bl1NmTLF+oxd7eTJk5o6daq6dOmiqlWrys/PTz4+PqpevbqGDx+uI0eO5Knd9evXq3v37goJCZGbm5sef/xxq+zmzZs1evRo3XrrrSpXrpw8PT0VHBysli1b6qOPPlJaWlqWbVz5WTHG6L333lO9evXk6+urkJAQRUdH2z0vdc+ePYqOjlZYWJi8vLxUs2ZNffjhhzn2X3p6umbPnq127dqpZMmSKlq0qMqWLauePXtqw4YNmcrbbDYNGDBA0uXz2tXPw8rqmVc///yzevXqpbCwMGvf27Ztq3nz5skYk6l8xvO3Mm6vvHz5ct1xxx0qVaqUihQporfeessqu23bNuvz7+npKT8/P1WoUEEdO3bUW2+9pcTExBz3/0pXH/NZufI9udrx48c1cuRI1axZUz4+PvLy8lJ4eLiaNWum559/3jqvXy2/55T09HS9++67qlOnjooVK6aSJUvq7rvvzvNnPDuRkZFZvpdX98+XX36pVq1aKTAwUL6+vmrSpInmzZtXoLavJZ7czJ49Wx4eHipSpIjef/99u3X5+b2Zk4zjP7fnBs+cOVONGzeWn5+f/P391apVK3333Xc5bpOfc2uGLVu26P7771d4eLg8PT1VokQJdejQQZ9//nmO212vY8uR+vfvL+nynQ6ykrE8o1x2Ro0aJUmqU6eO3bnlan5+fpo/f768vb115swZjR8/Ph9RXzZgwACNGDFCkrRw4UL9/vvv+a7rRmjUqJE8PT2zXZ9xPkxMTNRff/11g6ICAAAuwwAAADhQdHS0kWRatGiRbZlSpUoZSWbgwIHWsj179piIiAgjyUgy3t7extvb23pdrlw5s3v37kx1ffDBB1aZjO18fHzsll28eNEYY8zEiRNN6dKlTZEiRYwkExQUZEqXLm39dOvWza7uHTt22MXk7u5uV3dQUJD5+eefM8XUokULI8lMmDDBVKhQwUgynp6exs/PzwQEBGQqN3369Ex15Lc/xo4daySZ/v37my5duhhJxs3NzQQGBhpJZsuWLdm+L1dKT083Tz31lF0/+vv7Gz8/P+t1dHR0lvv99ttvm3r16ln7XaxYMWub4sWLm7///jvLNn/66SdTvHhxq2zRokWNl5eX9To8PNzs3Lkzy23feecd4+bmZpX18fGx9jmr4zHjOB07dqzd8pSUFNOnTx8jyZQqVcps3brVbl3GPkoyNpvNBAYG2rXbs2fPPPXv/PnzTenSpU1QUJCRZIoUKWJ3LM6fP98qu2HDBrt+8fPzs+uXOnXqmLi4uExtZOzjqFGjTKNGjYwk4+HhYQICAowkc+bMmVzj3Ldvn9XOokWLjLu7u5FkAgMDrf9LMl27djUpKSmZth8xYoTd56d48eJ2/VWyZEmzbdu2HNudP3++1VZAQIDx8PAww4YNs8oGBwfbfU6ufN8lmU6dOmUZW8ZnJTo62vTs2dM65q78jJcvX94cP37crFu3zqo3ICDA2Gw2q8yECROy7Lv4+HjTtm1bu+PF39/fel2kSBHz7rvv2m1TunRpq4yHh4fdMVG6dGmzdu1au/JZfUavjK1Xr14mLS3NbptVq1YZSSYiIsJMmjQp07H85ptvGmOMWbZsmfHw8LDq8vT0tItfkvnrr7+y3PesTJ8+PdffDVe+J1fav3+/CQkJsdp1c3MzQUFBdvv6/vvvZ6ovv+eUlJQU6/yZcexmvP/u7u7m888/t9bt27cvz31gjLHO66tWrcq2f1588UXrGMn4vGb8ZLw/1yK7fs1rPFebMmWKsdlsxt3d3cyePdtuXX5/b2Z3TjbGZNvXV+7Xgw8+aB0bV3/OFi1alGW/5PfcaszlsUfGWCLjnHjlue3+++83qampmba7nsdWQWX0Z+PGjc358+eNt7e38fLyMmfPnrUrd+7cOePl5WWKFStmzp07Z5o3b57le/fzzz9b+zJ37tw8xTBw4EDrd/ilS5fs1mX8/s3qOL5aXFycKVq0qJFkRo8ebbcu4xyYnz6+8nfT1Z+Z6+WPP/6w2vz1119vSJsAAMB1kCAEAAAOlVuCMDEx0bqoO3LkSGOMMZcuXTK1a9e2Lth+++23Jj093aSnp5vvv//elCtXzkgyNWrUMElJSVZdFy5cML6+vkaS+c9//mMOHjxorTt16pRZvny56d27d6aLTNldEL3S2bNnTWRkpJFk7rvvPrNt2zbrYt8///xjJZFKly6dKdGScRHL19fXhIeHm+XLl1sX6ffs2ZOp3NUJwvz2hzH/d4HP19fXeHp6mqlTp5oLFy4YYy5fMDt37ly2+3ylCRMmWBekhg4davbv32+tO3LkiJk2bZp5+eWXs9zvwMBAExkZab755huTmppq0tLSzI8//mjCwsKs/rza/v37rYukQ4YMMXv27DFpaWkmLS3N/PHHH6Z9+/ZGkqlevXqmi64LFiywYu3evbvZsWOHte7UqVPm008/NcOHD7fbJquL0RcvXjR333231e+7du2y22bmzJlWEmr27NlW4jk1NdUcOHDATJkyxbz66qt56t8MVyZrsnL69GkrMVKrVi3r4mBqaqpZuHChlWBs27Ztpm0z9tHX19cEBgaa+fPnW5+F/fv3m+Tk5Fzju/JiaEBAgOnYsaPZu3evMcaYhIQEM2HCBOsi+SuvvJJp+7ffftu8+uqr5vfff7eSdKmpqWbjxo2mQ4cO1nGcnp6ebbu+vr7m3nvvtS7kpqSk2F3U7d27t5k3b545evSotSwhIcHMnj3blClTJtskXsZnJSAgwPj6+ppPP/3UXLp0yaSnp5sff/zR2vahhx4yERER5q677jL//POPMebyBfLBgwcbScbLy8ucPHkyU/1du3Y1kkz9+vXNihUrrOPl9OnT5uWXXzYeHh6mSJEimZIleUmkGWPMW2+9ZZ2DYmJirIv4iYmJZv78+Vb8Vx+TGcecl5eXcXNzM0OHDjXHjh0zxlz+DBw6dMgYY0z58uWNJHPXXXfZfRbOnTtnfvzxRzNw4MBrurhekAThgAEDjCRTqVIl8+OPP1rn06SkJPPHH3+Y5557zixevNhum4KcU15++WUruTRx4kTrHLp3717TsWNHu6SdoxOEAQEBxs3Nzbz00kvW75Zjx46Z7t27W+/bqVOnrqlNRyYIM/rG09PTLFmyxG5dQX5vFiRBGBgYaLy8vMz7779v917dfvvtRpIJCQnJ9CWBgpxb165da533unfvbn1mzp8/b15++WVrjPPSSy9l2vZ6HlsFdWWC0Bhj+vbtaySZmJgYu3IffvihkS5/AcEYk22C8Mp9PX/+fJ5iWLZsmbX/V38h4loShMYY07RpUyPJNG/e3G75vy1BOGXKFCNd/tLI1claAACAgiJBCAAAHCq3BOG7775rXVzJ+Fb/rFmzrIsff/zxR6Zt/vzzT2smy8cff2wt37Bhg/VN86y+qZ+dvCQIn332WSPJ9O7dO9syHTt2NJLMxIkT7ZZnXMTKbn+uLnd1gjC//WHM/13gk2Q++OCDbNvOyYkTJ6zZik8//XSet8vYn2LFitklQjMsWrTIurB8ddI240Lk1d/0z3Bl0nThwoXW8uTkZBMaGprre3W1qy9Gx8fHm5YtWxpJpnLlyubAgQOZthkyZIiRZAYPHpzndnKTW4IwYyZRYGCgXQIsw4oVK6z3e+XKlXbrMvZRklmxYkW+4rvyYmhWCWlj/u+Y8/f3ty5250VSUpKpXr26kWRWr16dbbvNmzfPNAsur3788UcjyURGRmYbtyQzY8aMTOszPoeSTJUqVTIlGNLS0kylSpWMJDNz5ky7dd99952RZG655ZZsL+i+9tprRpK588477ZbnJZF25swZ4+vra7y8vOxmuV7pl19+MTabzQQFBdl93q68OJ7dZyYuLs4qk5E8LKiCJAirVatmJNnNrM1Nfs8pCQkJ1kzprJJVVx631yNBKCnTly+MuZz4LVmyZJbHW24clSB88sknrd+533//faa6CvJ7syAJQknm008/zbRdbGysNYtszZo1dusKcm5t3bq1dW7Kauzx9NNPG+nylxuu/FLO9T62CurqBGFGH9x222125W677TYjyXz99dfGmOwThBkJ4cqVK+c5hkOHDln7/9FHH9mtu9YE4aBBg4wkU7ZsWbvlV54DS5QokWmm9pU/VydHb3SC8Pz589aXq/J6hwIAAIBrwTMIAQDAdWeM0f79+zVp0iQ99dRTkqSIiAjdfffdkqRFixZJkrp06aKaNWtm2r5GjRrq3r27JGnBggXWcn9/f0lSSkqKTp065dCYZ86cKUnWc2yy0qdPH0nK9hlHd9xxR5b7k5v89seVgoOD9Z///Oea285oPzExUUFBQRozZsw1b9+9e3dVqlQp0/LOnTvLZrPp0qVL+vvvv63liYmJWrhwoYoUKaLhw4dnWWfRokWtfb6yv1euXKnY2Fi5ublp4sSJ1xyrJJ06dUpt2rTR6tWrVbt2bf30008qV65cpnIZx9vRo0fz1U5+ZBwL//3vf1WmTJlM69u3b6+mTZtKyv5YqF27ttq3b1/gWEaMGJHlc5KGDx8uLy8vxcfH69tvv81zfZ6enmrXrp2ky882zKndjOeWXqvbbrtNgYGB2r9/f7bPOwwLC1O/fv0yLW/btq31/yeffFLu7u5264sUKaJWrVpJkv7880+7dRnnj4EDByogICDLdvv27StJWrVqVbbPSczO559/roSEBLVt21Z16tTJskzTpk1Vvnx5nTlzJttncI4cOTLL5b6+vlaf38jjPTvX+tkryDnl22+/1fnz5+Xp6aknnngi03aenp568sknr3UX8szLy8vuGZsZihUrpg4dOkjKfLxdb+np6Ro4cKAmTZqkwMBAfffdd2rTpk2mco74vZkf5cqVs+q9UtmyZdWoUSNJmfssv+fW06dPa9WqVZKkp59+Wm5ubpm2HTVqlLy8vJSQkKCvv/7aWu7sY+tatW3bVmXLltXPP/+sffv2SZL27dunn3/+WWXKlMn190rGMz6Dg4Pz3GaJEiWs/xd0XBcUFGQXR1ZOnjypuLi4bH8uXLhQoBgKavDgwTp8+LD8/f0L9FxGAACA7LjnXgQAAODarVmzRjabLct1ISEhWrJkiYoWLSpJ2rx5syRZF9uz0rp1a82bN88qK0mVK1dW5cqVtWfPHjVt2lSPPPKI7rjjDt1yyy3Ztp0Xhw4d0uHDhyVJnTp1yrau5ORkq3xWMi4uXqv89seVoqKiMiU08mr9+vVW+8WKFbvm7Rs2bJjlcg8PD5UqVUpxcXE6c+aMtXzTpk1KTk6WzWZTrVq1sq334sWLkuz7OyPWOnXqKDQ09JpjPXLkiFq0aKHt27erSZMm+vrrr62Lile744479Prrr2vp0qXq3LmzHnjgAbVo0eKaLn5ei+TkZOuidm7Hwrp167I9FvJ7HF6tZcuWWS739/dXvXr1rBi6du1qt37nzp2aMmWKfvzxR+3fv18JCQkyxtiVyS55J+Ut/oULF2rOnDnavHmzTpw4oaSkpExljhw5orJly2ZaXr169SwTkKVKlbL+n12iv3Tp0pJkdzxL0i+//CJJevnll3NNXCcmJurUqVN27eUmo/4ffvghy+RGhowL44cOHcrUj8WKFcs2uejt7a0WLVpo1apV6tChgx599FHdddddqlWrVpYJkeutU6dO2rBhg0aNGqU9e/aoe/fuatKkSbbnp4KcUzI+R3Xr1s02uduiRYv87kquqlevLh8fnyzXZZzjrj7erqeUlBT17t1bCxYsUKlSpfTtt99medw46vdmfkRFRWXbXlZ9VpBz65YtW2SMkc1my/Y4CAgIUIMGDbR27Vpt3rxZvXr1kuT8Y+taFSlSRH379tXEiRM1e/ZsPf/885o9e7aMMerTp49TzgWOtm/fPkVGRjo7jCyNHz9ec+bMkc1m04cffnjTxgkAAP7dSBACAIDrwsPDQ8WLF5ck2Ww2+fj4qEKFCmrXrp3++9//2iVhTpw4IUk5JnjCwsIkXf5GecbFOTc3N82dO1ddu3bV3r17NXz4cA0fPlzFixdX69at1a9fP919993XnCy8cpbK8ePHcy2fmJiY5fKSJUteU7sZ8tsfjmhbkuLi4iQpy1l0eeHn55ftOi8vL0mXLzpnyOhvY4zVdk6u7O+Cxvrhhx9KujzT4Jtvvsn2oq10+cLtiy++qBdffFFffvmlvvzyS0lS1apVdeedd+qhhx5S5cqV8xVHVk6fPq309HRJeTsWMo6bqxXkWLhSTjFkrLs6hvnz56t///7W+12kSBEFBARYMxETEhJ04cKFHGdp5BR/amqqevToocWLF1vLPD09VaJECevi9YkTJ5Senp5tGyEhIVkuv/Lid25lrjyepf87ps+ePZtt7FfK7hySnYz6ExMT87RtVmWCg4NznJn50Ucf6a677tJff/2lMWPGaMyYMfL19dXtt9+u3r17q1evXvn+EsK1GjVqlDZt2qQvvvhCU6dO1dSpU+Xu7q6GDRuqW7duGjhwoAIDA63yBTmnZBzDWSWTM+Tnywh5da3nz+stIxktXZ51l11S2VG/N/PjWvusIOfWjP8HBATI19c3X9tej2Mruy8KvP322+rZs2e+6pSk/v37a+LEifr00081ZswYzZ4921qem4wx4LXMBDx58mSm7fMrIylc0Hqc4YMPPtDTTz8tSZo8ebJ69Ojh5IgAAEBhxS1GAQDAddGsWTMdO3ZMx44d09GjR/X333/r22+/1ciRI7OdoZXVrJ/cREVFac+ePfr000/Vv39/VahQQadPn9aiRYvUpUsX3Xnnndd8+76MC4fS5QtM5vJzm7P92b9/f5b1FPTb9fnpD0e1fSNl9HdAQECufW2M0erVqx3WdqdOneTn56czZ85o6NChdu99VsaMGaPdu3frtddeU4cOHeTv76+dO3dq8uTJql69umbNmuWw2K70bzwWTpw4oYEDByolJUU9e/bUxo0blZSUpDNnzljnhozb7F09o/BKOcX/4YcfavHixfL29tY777yjQ4cOKSkpSSdOnLDayLgYn1MbjpZxHC1evDhPx/S1zgzJqH/YsGF5qv+BBx7IVEdux0WFChX0+++/a/HixRo0aJCqVatm3TKxX79+aty4sRISEq4p7vzy9PTU0qVLtW7dOj311FNq0qSJbDab9bpKlSratm2bVd6Z55TCplatWqpevbokaejQoXYJnCs56vfmjZbfc+ulS5ccHEnBZHeLzIxZsvlVs2ZN1atXT3v27NEbb7yhv//+W7Vr1842UXylatWqSZL++eefPJ8rfv/9d+v/Gcddfv3xxx+SLp/L/k1mz56toUOHSpLGjRuX5e1oAQAAHIUEIQAAcLqMGUIHDx7MtkzGrcuCg4MzzZYrVqyY+vbtq5kzZ+qff/7R3r179fTTT8tms2n58uWaNm3aNcWTcdvA3GK6XgraHwWVsf8HDhxwaL25tRcfH69z587la9v8xtqwYUN9/fXX8vHx0dy5c/Xggw/mmkgqX768Ro8erW+++cZ6HtXtt9+u1NRUDR06NE+zZ/KiePHi1gyvvBwLjpopmJ2cbgOase7KGJYvX66EhARVr15dc+fOVYMGDeTh4WG3XV5md+Vk4cKFki4nbh999FFr1k6GtLS0bBMa11PGcXm9zh/Xu/4M7u7u6tq1qz744APt2LFDR48e1cSJE+Xl5aXNmzfrhRdeuKa6pJwTMrl9/ps0aaLXX39d69at05kzZzRv3jyVK1dOJ06c0H//+1+rXEHOKRnHcF6Od1dQvHhxrVy5Urfccov+/PNPtWvXLstbnDr79+a1KMi5NeP/Fy9ezHbWdm7bXo9j61q+HHCtMp7RmjGjLatntmYl4/at6enp1oz73CxZskSS5OPjo6ioqGuM9P8cP37cevbqbbfdlu96brSFCxdqwIABSk9P14gRIzR27FhnhwQAAAo5EoQAAMDp6tevL0latWpVtmV++OEHu7I5KV++vF599VXrtlpr1qyxW59xYTC7RFD58uWti53Lly/PtT1Hc3R/XKsmTZpIklavXl3g2Qd5kfG8RGOMvvnmm2vaNiPW33//XbGxsflq/9Zbb9WXX36pYsWKacaMGRo8eHCeZ5u5ubmpZcuW+uqrr+Th4aELFy5o48aN+YrjakWLFrWefeesY+FKV3+OMpw/f956ttaVMWRcIK9du3aWt7I0xlix51dGG/Xq1cty/dq1aws0+zK/Mp73l5/zR27npyvrv1Gf0QxlypTRk08+qccff1xS9sdEVjJuAZrxnmXlt99+y3N9Pj4+6tWrl2JiYiRdfu5gxm1kC3JOyTiGt27dqvj4+CzLXMt+FwZlypTRypUrVbFiRW3dulXt27fPlHh19u/Na1GQc2u9evWsL+Vkt+25c+es5NSV2/5bj60+ffrI3d1dKSkpcnNzU9++ffO0XfPmzVWjRg1J0oQJE5Samppj+QMHDmjOnDmSpAceeMB6TnV+TJw40XoOaZ8+ffJdz4305Zdfqm/fvkpLS9PgwYM1adIkZ4cEAABcAAlCAADgdN27d5d0+aLili1bMq3fvn27Fi1aJEl2z2FJTk7Osd5ixYpJynwrMH9/f0k5Px8s41v3kyZNyjHxZIzJ83PG8iq//eHI9osVK6YzZ87oxRdfdHj9V/Pz89O9994rSXr++ed1/vz5bMumpqba3aqsTZs2Cg0NVVpamkaOHJnvGFq1aqUlS5bI09NTMTExGjZsWKYyOR1vRYsWtW7Z6Mhbz2UcCzNmzLB7xleGb7/9VuvWrZN0fY6FK02ePDnLPnjrrbeUlJQkf39/tW/f3lqe8TzHP//8M8tk14cffqh//vmnQDFltJFxK7krpaam6rnnnitQ/fmVcf5YsWJFrgmqq2dj5eX8dN9998nHxydPn9GsZnvlJiUlJccEZXbn1pzUqlVLkhQbG2slT670008/ae3atVlum9NnLyMWY4xVriDnlPbt28vf31+XLl3S22+/nWUskydPzra+wio0NFQ//PCDIiMjtXHjRt1xxx2ZbhvpzN+b1yq/59bixYtbM+Nef/31LG9L/frrryspKUm+vr7q1KmTtfzfemyVLl1akydP1ogRIzRp0qRsn8malddee03S5aRoxhcLspKQkKBevXopMTFRgYGBGjVqVL7jnTFjhtWPvXr1spLBN7PvvvtO9913n1JSUhQdHa2pU6c6OyQAAOAiSBACAACn69mzp2rXri1J6tq1q77//nvr4vTKlSvVqVMnpaSkqEaNGnbfXP/666/VtGlTffjhh3a3mExMTNSHH35ofRO9Q4cOdu1lfKN93rx52c4uGj16tCpUqKCTJ0+qWbNmWrBggd1MnYMHDyomJkb169e3bonlKPntD0cpUaKEdVur8ePH65FHHrG7DdvRo0f1xhtvODR5OH78eBUvXly7d+9Ws2bN9M033yglJUXS5YvJGc8/qlq1qt0MPQ8PD+tC4Lx589SjRw/t3LnTWn/69Gl9+OGHeuyxx3KNoX379vr8889VtGhRvfvuu3ryySft1vfv318DBgzQihUr7BIO+/fvV3R0tJKSklSsWDGH3s7skUceUUhIiC5evKiOHTta+56WlqbPP/9cvXr1kiS1bdtWrVu3dli7WTl48KC6detmPTssMTFRkydP1rhx4yRJo0aNkre3t1W+bdu2stls+vPPP/XYY49ZCYH4+HhNnDhRDz/8sIKDgwsUU7t27SRJL730kpYuXWo9b3Tnzp26++679euvv8rHx6dAbeRHx44ddc8998gYo27dumnixIl2tyM8ffq0lixZos6dO2v48OF222acn3bs2KENGzZkWX9wcLB14X38+PEaOHCgdu/eba2/ePGifvrpJw0ZMkTNmjW75vi3b9+umjVr6q233tLu3but809KSoo+//xzvfHGG5Iyn1tzEhERoUaNGkm6nEjKSOqmpKRo4cKF6tq1a7bPp61Zs6aeeeYZ/fbbb1YS0BijX3/9VY8++qiky7cLvnL7/J5TfHx89NRTT0mSXnjhBb3xxhvWuX///v3q1q2bDh06lOf9LkzKlSunH374QWFhYVq3bp3uvPNOJSYmWuud+XvzWhXk3PrSSy+pSJEi2rx5s3r16mXNik1ISNCrr76q8ePHS7rcHxkJf+nffWw99thjmjRpUo5Jvqzcfffd1pd33nvvPXXo0EE//fSTlVi9ePGiPv/8c0VFRWn9+vXy8PDQjBkzFB4efk3tnDx5UkuWLFGnTp00YMAAGWNUt25da4bx9XDu3DmdPHky25+83t547dq16tq1qy5duqRevXrpk08+cfit4wEAALJlAAAAHCg6OtpIMi1atLim7fbs2WMiIiKMJCPJeHt7G29vb+t1uXLlzK5du+y2Wbx4sbVekilWrJgJCgoyNpvNWtapUyeTkpJit93KlSut9UWLFjVhYWEmIiLC9OzZM1NM1apVs8q6ubmZ4OBgU6xYMbt2Z8yYYbddixYtjCQzffr0HPc5p3L56Q9jjBk7dqyRZKKjo3NsOzfp6enm8ccft9vPgIAA4+/vb72+uo287HfGPq1atSrTul9//dWULVvWqt/Dw8MEBwebokWL2sWxevXqTNtOnjzZFClSxCrj6+trAgMDrddXH48Zx+nYsWMz1bV48WLj7u5uJJlnnnnGWt6lSxerPpvNZgIDA+3eEzc3NzNr1qycujWTVatWGUkmIiIi2zIbNmwwQUFBVjt+fn7Gy8vLel27dm0TFxeXabuc9jGv9u3bZ7WzaNEiq18CAwOt/0syXbp0yfQ5M8aYJ554wu69CwwMtN6nDh06mGeffTbLY+nKdnNy6tQpU7FiRbtjJuMYdXNzM9OnT8/2mMvLZyWj3n379mW5Pqc6EhISTNeuXTMdM35+fnZ98sADD2Ta9vbbb7fWFy9e3ERERJiIiAizbt06u3IvvfSS3fnOx8fHBAUF2X0WIiMj7bbJyzG3ZcsWuxg9PT1N8eLF7eqNiooy586dy7aOrKxfv97u/Onr62t9vnM6HgICAuw+Z8WLFzceHh7WshIlSpht27Zlai+/55SUlBS7z7u7u7t1PnF3dzeff/55rsdGdrI7HqdPn57r7878nt9z2i4/8ezevduEhIQYSaZNmzbm4sWL1rr8/t7M6XyVXV/npT9yqje/51ZjjJk2bZr1ebDZbCYoKMi4ublZ2/bt29ekpqZm2u56HlsFldGfjRs3vqbtmjdvnuvvmtdff92ub93d3TON18qUKWNWrFiRbR0ZYwwvLy9TunRpU7p0aVOyZEnj6elpd2x5eHiYIUOGmAsXLmRZT8Y5MOPckVFXdj9XuvJ3U24/eR0Ht2rVKs/xzJ8/P091AgAA5BUzCAEAwE2hUqVK2rZtm55//nm720HVrFlTY8aM0e+//64qVarYbdO6dWvNnj1b0dHRqlWrlry9vXX+/HkFBwerXbt2mjVrlr788ku5u7tn2m7x4sVq0aKFihUrptjYWB04cEDHjh3LFNOWLVs0depUtWrVSkFBQTp37pzc3d1Vu3ZtDRo0SMuWLdP9999/U/SHI9lsNr355pv68ccf1bNnT4WGhurixYvy9PRU/fr19cwzz+jZZ591aJsNGzbUzp079frrr6tZs2by9fXV2bNn5e3traioKD322GNas2aNWrRokWnb4cOHa8uWLRowYIAiIyOVkpIim82m2rVra9iwYXrzzTfzHEfXrl01b948ubm56dVXX9ULL7wg6fKMpAkTJqhjx46qUKGCkpOTlZaWpooVK2rAgAHavHmz+vXr57D+yNCoUSPt2LFDTzzxhKpUqaKUlBS5u7srKipKEydO1IYNG1SqVCmHt3u1e++9V6tWrdKdd94pNzc3ubu7q06dOnr33Xf1v//9L9PnTJLeeOMNxcTEqF69evL09FRaWprq1aunt956S8uWLctym2tRvHhxrV+/XkOGDFFYWJiky7ec7Nq1q9asWWPd8tAZfHx8tHjxYn311Ve65557VLZsWSUmJiolJUWVKlVSjx49NH36dL377ruZtv3f//6noUOHqnz58kpISNCBAwd04MCBTDOen3vuOW3btk2DBg1S5cqVlZ6ergsXLigkJEQdOnTQhAkT9NNPP11z7NWqVdOiRYs0ePBg1atXT4GBgYqPj1dAQIBuvfVWvfvuu1q7dq3d7Ki8aNy4sX7++WfdfffdCgwMVGpqqqpUqaKJEyfmeDwsXbpUTz/9tJo3b66yZcsqISFBRYsWVe3atTV69Ght377dmnV9pfyeU9zd3fX555/rnXfeUe3ateXu7i43NzfdeeedWrNmje65555r2u/CpnLlyvrhhx9UunRprVy5Ut26dbNuN+vM35vXqiDn1oceeki//fab+vTpo5CQECUkJCggIEDt2rXTwoUL9emnn1q3nb6Sqx5bTz31lHbt2qVnnnlGDRo0kL+/vxISElSqVCm1bt1ab775pvbs2WN3m+rsJCUlKS4uTnFxcTp79qx8fHxUpUoVde/eXW+88YYOHTqkqVOn2s1oz87JkyeturL7ud6uvE1tbvHcyGfOAgAA12AzJoeHSwAAAABwWfv371f58uUlKcdn0gEAAAAAgH8XZhACAAAAAAAAAAAALoQEIQAAAAAAAAAAAOBCSBACAAAAAAAAAAAALoQEIQAAAAAAAAAAAOBCbMYY4+wgAAAAAAAAAAAAANwYzCAEAAAAAAAAAAAAXAgJQgAAAAAAAAAAAMCFkCAEAAAAAAAAAAAAXAgJQgAAAAAAAAAAAMCFkCAEAAAAAAAAAAAAXAgJQgAAAAAAAAAAAMCFkCAEAAAAAAAAAAAAXAgJQgAAAAAAAAAAAMCFkCAEAAAAAAAAAAAAXAgJQgAAAAAAAAAAAMCFkCAEAAAAAAAAAAAAXAgJQgAAAAAAAAAAAMCFkCAEAAAAAAAAAAAAXAgJQgAAAAAAAAAAAMCFkCAEAAAAAAAAAAAAXAgJQgAAAAAAAAAAAMCFkCAEAPwr1KhRQ6tXr3Z2GE61ePFihYeHy9fXV1u2bLnh7X/wwQd6/PHHb3i7jhQXF6fbb79dfn5+GjFiRK7lZ8yYoVtvvTVPdT/wwAN67rnnJEk//fSTbrnllgLFer0MHjxYL730ksPrjYuLU7Vq1XTp0iWH1w0AAJyHcbjzx+HZGTdunO6//36H1XfleDY3+/fvl81mU2pqaoHaLOi4+XqNbXPz/vvvq3Tp0vL19dWpU6dyLR8ZGanvv/8+13JX9+sdd9yhmTNnFjheRzt48KB8fX2Vlpbm7FAAAAVAghAA4HRZ/bF0dWJm+/btatmyZY71OOqP1JvVk08+qSlTpighIUH16tW7oW0nJyfr5Zdf1siRI29ou44WExOjEiVKKD4+XpMnT75u7dx2223atWvXdas/r7JKcE6bNk1jxoxxeFulS5dWq1atFBMT4/C6AQDA9cE4PG/yOw6/loSbq7qWcfONHNvmJCUlRcOHD9e3336rhIQEBQcHX7e2li9frujo6OtWf15dfa4oV66cEhIS5Obm5sSoAAAFRYIQAIA8cvYFjwMHDqhGjRpOaXvp0qWqWrWqQkNDndK+oxw4cEDVq1eXzWZzdij54uxjMDd9+/bVBx984OwwAABAIePsMZAzx+HXCzO/8i8uLk5JSUn/2mPC2Z8nAMDNgwQhAOBf4cpvLP7666+KioqSv7+/SpcureHDh0uSbr/9dklSYGCgfH19tW7dOqWnp+vll19WRESESpUqpf79++vcuXNWvbNmzVJERISCg4P10ksv2bUzbtw4de/eXffff7/8/f01Y8YM/frrr2ratKkCAwMVEhKiRx55RMnJyVZ9NptNU6dOVeXKleXn56cxY8bon3/+UbNmzeTv768ePXrYlb9SdrFeunTJun1LnTp1VLFixSy3v5a2s/r2rc1m099//51l3cuXL1eLFi2s1xnfEp8+fbrCw8MVFBSkadOm6bffflPt2rUVGBioRx55xK6OTz75RNWqVVNQUJA6dOigAwcOWOuGDRum8PBw+fv7q0GDBvrpp5+sdePGjVOPHj3Uv39/+fn5qUaNGtq4cWOWcUrSL7/8ooYNGyogIEANGzbUL7/8IunyN7hnzpypCRMmyNfXN8tb/Jw6dUqdO3eWv7+/GjVqpH/++cdu/c6dO9WuXTsVL15ct9xyixYsWJBlDKtXr1ZYWJgk6fXXX1f37t3t1g8bNkyPPfaYJOncuXN68MEHFRISotDQUD333HPWBZsZM2aoefPmeuKJJxQcHKznn39exYsX1x9//GHVdfz4cXl7e+vEiRN2bfz1118aPHiw1q1bJ19fXwUGBlr9kPFN9ow4J0yYoFKlSikkJERLlizR119/rSpVqqh48eJ69dVXrTrT09M1fvx4VaxYUcHBwerRo4dOnz5trW/cuLH27t1r994CAIB/N8bhOY/DjTF64oknVKpUKfn7+6tWrVr6888/FRMTozlz5lhjz7vvvluSrLGUn5+fqlevrsWLF1t1ZYzRn3zySQUFBal8+fJavny5tX7fvn1q0aKF/Pz81K5dO508edIulvvuu09lypRRQECAbr/9dm3fvt1a98ADD2jIkCHq1KmTfHx8tGrVKm3ZskX169eXn5+fevbsqaSkpGyPg7S0ND355JMqUaKEKlSooGXLltmtz25Me+nSJQUGBurPP/+0yp44cULFihXT8ePH7cbNOfVPXsa2kvThhx+qUqVKKl68uDp37qwjR45Y62w2m6ZNm6bKlSsrMDBQDz/8sIwxWe7vpUuX9Pjjj6ts2bIqW7asHn/8cV26dEm7d++2bokaGBio1q1bZ7n97NmzreP7lVdesVuX25j6Si1bttRHH32Uaz9K0ldffaW6desqMDBQzZo10++//26VjYyM1Ouvv67atWvLx8dHEydO1L333mvX1mOPPaZhw4ZliqFfv346ePCg7r77bvn6+mrChAmZZg23bNlSzz33nJo1a2Yd76dOnVLfvn3l7++vhg0bav/+/Vadef27CgBwnRkAAJwsIiLCfPfdd3bLpk+fbpo3b55lmSZNmphZs2YZY4w5f/68WbdunTHGmH379hlJJiUlxdru448/NhUrVjT//POPOX/+vOnWrZu5//77jTHGbN++3fj4+JiffvrJXLp0yYwYMcK4u7tb7YwdO9a4u7ubxYsXm7S0NJOYmGg2btxo1q1bZ1JSUsy+fftM1apVzZtvvmm1J8l07tzZnDt3zvz555+maNGipnXr1uaff/4xZ8+eNdWqVTMzZszIsh9yijWj7j179mTbj9fS9tX9m1v9UVFRZsGCBdbrjL5+6KGHzMWLF82KFSuMp6en6dKli4mLizOHDx82JUuWNKtXrzbGGLNkyRJTsWJFs2PHDpOSkmJeeukl07RpU6u+2bNnm5MnT5qUlBQzadIkU7p0aXPx4kXrffD09DTLli0zqampZvTo0aZx48ZZxnnq1CkTGBhoZs2aZVJSUszcuXNNYGCgOXnypDHGmOjoaPPss89m24c9e/Y09913n0lISDB//PGHKVu2rNVPCQkJJiwszHzyyScmJSXFbN682QQHB5vt27dnqnvVqlUmNDTUGGPM/v37TbFixUx8fLwxxpjU1FRTpkwZ67jt2rWrGTRokElISDBxcXGmYcOGZtq0adb75ObmZt555x2TkpJiEhMTzZAhQ8xTTz1lxfzWW2+Zu+66K8v9yep9vjpONzc388ILL5jk5GQTExNjSpQoYXr37m3i4+PNn3/+aby8vMzevXuttho3bmwOHTpkkpKSzKBBg0yvXr3s6q9Vq5ZZunRptn0MAABuHozDc481o+7sxsnffPONqV+/vjlz5oxJT083O3bsMEeOHDHGZD32XLBggYmNjTVpaWlm/vz5xtvb2yo/ffp04+7ubmJiYkxqaqqZOnWqCQkJMenp6Vb/P/HEEyYpKcmsWbPG+Pr6mr59+9rtR3x8vElKSjLDhg0zderUsdZFR0cbf39/8/PPP5u0tDRz7tw5U65cOfPGG2+Y5ORks3DhQuPu7p7tWPn99983t9xyizl48KA5deqUadmypd17ntOYdsCAAeaZZ56x6poyZYrp0KGDMcZ+3JyX/slpbLty5UoTHBxsNm3aZJKSkswjjzxibrvtNrv38c477zRnzpwxBw4cMCVKlDDLly/Pcn/HjBljGjdubOLi4szx48dN06ZNzXPPPWeMyfp4v1LG8b1mzRqTlJRknnjiCePm5mYd3zmNqa+uu0WLFubDDz/MtR83b95sSpYsadavX29SU1PNjBkzTEREhElKSjLGXP4c16lTxxw8eNAkJiaaI0eOGG9vb3PmzBljjDEpKSmmZMmSZuPGjVnu09XniqzirFixovn777+tz1vlypXNd999Z1JSUky/fv3MAw88YIzJ/e8qAMCNQ4IQAOB0ERERxsfHxwQEBFg/xYoVy/bCxG233Waef/55c+LECbt6svpDrXXr1ua9996zXu/cudO4u7ublJQU88ILL9glNy5cuGA8PDzsLkxc+QdlVt58803TtWtX67Uk8/PPP1uv69evb8aPH2+9Hj58uBk2bFiWdeUUa0bduSUI89r2tSYIK1WqZPfHc0ZfHz582FpWvHhxM3/+fOv1PffcY1206dixo/noo4+sdWlpaaZYsWJm//79WbYXGBhotm7daoy5/D60adPGWrd9+3bj5eWV5XazZs0yDRs2tFvWpEkTM336dGNMzgnC1NRU4+7ubv766y9r2dNPP2310/z5882tt95qt82gQYPMuHHjMtV99YWO5s2bm5kzZxpjjPn2229NhQoVjDHGHDt2zBQtWtQkJiZaZefOnWtatmxpjLn8PoWHh9u1uX79ehMeHm5dKGrQoIH57LPPstynvCQIvby8TGpqqjHGmPj4eCPJrF+/3ipfv359s3jxYmOMMVWrVjXff/+9te7IkSN2x6gxxjRr1szaVwAAcHNjHJ57rBl1ZzdOXrlypalcubJZt26dSUtLs1uX25fTjDGmTp06ZsmSJcaYy2O3ihUrWusuXLhgJJmjR4+aAwcOGDc3N5OQkGCt7927t12C8EpnzpwxkszZs2etWPr162etX7NmjV3y0RhjmjZtmm28rVq1Mu+//771esWKFdZ7ntuY9rvvvrPGv8bYjxevHjfn1j85jW3/85//mJEjR1rrzp8/b9zd3c2+ffuMMZffx59++slaf99995nXXnsty3YrVKhgli1bZr3+5ptvTEREhDEm9wThCy+8YHr27Gm9TkhIsDu+cxpT55QgzKkfBw8ebCUwM1SpUsX6wmZERIT5+OOP7dZ37NjRxMTEGGOM+fLLL021atWy3J+M7XNLEL788svW+uHDh5uOHTtar7/44gsrYZ3b31UAgBuHW4wCAG4KS5Ys0dmzZ62fqVOnZlv2448/1u7du1W1alU1bNhQX331VbZljxw5ooiICOt1RESEUlNTFRcXpyNHjig8PNxa5+3tnekB81eul6Tdu3frrrvuUpkyZeTv769nnnkm0619Spcubf2/WLFimV4nJCRcc6x5ld+2cxMUFKTz58/nu70DBw5o2LBhCgwMVGBgoIoXLy5jjGJjYyVJkyZNUrVq1RQQEKDAwECdO3fOrl/LlClj/d/b21tJSUlZPjvj6j6ULvdjRjs5OXHihFJTU+3e8yvrOnDggDZs2GDtQ2BgoObMmaNjx47lWnefPn00b948SdLcuXPVp08fq86UlBSFhIRYdT700EPWbYKkzMdg48aN5e3trdWrV2vnzp36+++/1blz51xjyE5wcLDc3NwkXX7PpMzv65XvY7du3axYq1WrJjc3N7tj9Pz589YtnwAAwM2PcXjBxuGtW7fWI488oocfflilSpXSoEGDFB8fn235WbNmWbeBzLhlZE7jXklKSEjQkSNHFBQUJB8fH7s4M6SlpWn06NGqWLGi/P39FRkZKUl2dV/Zp0eOHFFoaKjds7mvHkdf6er37Opxck5j2latWikxMVEbNmzQ/v37tXXrVnXr1i1f/ZOTq99HX19fBQcH2/0tcHX/XssxceXtSnOL48q+8vHxsTu+8zKmzkpO/XjgwAFNnjzZ7m+VQ4cO2cV89WcqOjpan376qSTp008/Vb9+/fK0f9m5lr8N8/t3FQDAsUgQAgD+dSpXrqx58+bp+PHjGjVqlLp3764LFy7Y/XGboWzZsnbPQzt48KDc3d1VunRphYSE6PDhw9a6ixcv6tSpU3bbX13nkCFDVLVqVe3Zs0fx8fF69dVXs31uxbXKKVZH8/HxUWJiovU6tz/Gateurd27d+e7vfDwcH3wwQd2F58uXryoZs2a6aefftKECRO0YMECnTlzRmfPnlVAQEC++vXqPpQu92NoaGiu25YsWVLu7u46dOiQ3bZX7kOLFi3s9iEhIUHvv/9+rnXfd999Wr16tQ4fPqzFixdbCcLw8HB5enrq5MmTVp3x8fF2z4vJ6rjO+GN+9uzZ6t69u7y8vLJsN6ttCyI8PFzLly+364OkpCSrf1NTU/X333+rTp06Dm0XAADcHBiHZ+2xxx7Tpk2btGPHDu3evVsTJ07Mch8OHDiggQMHasqUKTp16pTOnj2rmjVr5mk/QkJCdObMGV24cMEuzgxz587V0qVL9f333+vcuXPW896urPvKeEJCQhQbG2u3/sr6smo/p3FyTmNaNzc39ejRQ/PmzdO8efN01113yc/PL1MbufVPbmPbq9/HCxcu6NSpU3n6WyC3ug4ePKiyZcvmadur+yoxMdHu+M5tTJ2dnPoxPDxczz77rF2diYmJ6t27t7X91f3XtWtX/f777/rzzz/11VdfqW/fvtm27ci/KwrydxUAwLFIEAIA/nU+/fRTnThxQkWKFLFmKhUpUkQlS5ZUkSJFtHfvXqts79699eabb2rfvn1KSEjQM888o549e8rd3V3du3fXl19+qV9++UXJyckaN25crn+cnz9/Xv7+/vL19dXOnTsd+kdMTrE6Wp06dbR9+3Zt3bpVSUlJGjduXI7lO3XqpDVr1uS7vcGDB+u1116zLhKcO3dOCxculHS5T93d3VWyZEmlpqbqxRdfzPFb17nFuXv3bs2dO1epqan67LPPtGPHDt111125buvm5qZ77rlH48aNU2Jionbs2KGZM2da6++66y7t3r1bs2fPVkpKilJSUvTbb7/pr7/+yrXukiVLqmXLlhowYIDKly+vatWqSbp88aB9+/YaMWKE4uPjlZ6ern/++SfXvr7//vu1ePFiffrpp+rfv3+25UqXLq3Dhw8rOTk51xjzYvDgwXr22WetiyUnTpzQ0qVLrfW//vqrIiMjc/z2OQAA+PdiHJ7Zb7/9pg0bNiglJUU+Pj7y8vJSkSKXL7eVLl3ark8ykqklS5aUJE2fPl1//vlnnmKMiIhQVFSUxo4dq+TkZP3888/68ssvrfXnz5+Xp6engoODlZiYqGeeeSbH+po2bSp3d3e98847SklJ0f/+9z/9+uuv2Zbv0aOH3nnnHR0+fFhnzpzR+PHjrXV5GdP26dNHn332mebMmWN9We5qufVPbmPb3r17a/r06dq6dasuXbqkZ555Ro0bN7ZmU16L3r176+WXX9aJEyd08uRJvfjii7r//vvztG337t311Vdf6eeff1ZycrKef/55paenW+tzG1PnJLt+HDhwoKZNm6YNGzbIGKMLFy5o2bJlWd4FJoOXl5e6d++uPn36qFGjRipXrly2Za8+lguiIH9XAQAciwQhAOBf55tvvlGNGjXk6+urYcOGaf78+SpWrJi8vb317LPPqnnz5goMDNT69ev1n//8R/369dPtt9+u8uXLy8vLS++++64kqUaNGnr33XfVq1cvhYSEyNfXV6VKlZKnp2e2bU+aNElz586Vn5+fBg4cqJ49ezpsv3KK1dGqVKmi559/Xm3btlXlypV166235lj+7rvv1s6dO/N8W52rdevWTaNGjVKvXr3k7++vmjVravny5ZKkDh06qGPHjqpSpYoiIiLk5eWV6fY3eRUcHKyvvvpKkydPVnBwsCZMmKCvvvpKJUqUyNP2U6ZMUUJCgsqUKaMHHnhAAwYMsNb5+fnp22+/1fz581W2bFmVKVNGo0aN0qVLl/JUd58+ffT9999nuiAya9YsJScnq3r16goKClL37t119OjRHOsKDw9X/fr1ZbPZdNttt2VbrnXr1qpRo4bKlCmT5z7IybBhw9S5c2e1b99efn5+atKkiTZs2GCtnzNnjgYPHlzgdgAAwM2JcXhm8fHxGjhwoIKCghQREaHg4GCNHDlSkvTggw9qx44dCgwMVNeuXVW9enWNGDFCTZs2VenSpfXHH3+oefPmeY5z7ty52rBhg4oXL64XXnjB7oti/fv3V0REhEJDQ1W9enU1adIkx7qKFi2q//3vf5oxY4aKFy+uzz77TPfcc0+25QcOHKgOHTqoTp06ql+/fqayuY1pGzduLB8fHx05ckR33HFHlm3k1j+5jW3btm2rl156Sffee69CQkL0zz//aP78+Tn2Q3aee+45RUVFqXbt2qpVq5bq16+v5557Lk/b1qhRQ++995769OmjkJAQBQUFKSwszFqf25g6J9n1Y1RUlD788EM98sgjCgoKUqVKlTRjxoxc64uOjtYff/yR6+1Fn376ab388ssKDAzUpEmT8hRrdgr6dxUAwHFsxlH3YwAA4F8uISFBgYGB2rNnj8qXL+/scG46MTEx2rFjh9566y1nhwJdvpBVtmxZvfzyy84ORZJ0/PhxtWjRQlu2bMn2lqcAAABZYRwOOMfBgwdVtWpVHTt2TP7+/s4OBwBwg5EgBAC4tC+//FJt2rSRMUYjRozQhg0btHnzZoc/uw1wpP3796tu3brasmULF9EAAMC/EuNwwLnS09M1fPhwxcfH65NPPnF2OAAAJ+AWowAAl7Z06VKVLVtWZcuW1Z49ezR//nwuSuCmNmbMGNWsWVMjR44kOQgAAP61GIcDznPhwgX5+/vru+++0wsvvODscAAATsIMQgAAAACAy9i1a5fds8v27t2rF198Uf3791fPnj21f/9+RUZGasGCBQoKCpIxRsOGDdPXX38tb29vzZgxQ/Xr13fiHgAAAABAwTGDEAAAAADgMm655RZt3bpVW7du1aZNm+Tt7a1u3bpp/PjxatOmjfbs2aM2bdpo/PjxkqTly5drz5492rNnj2JiYjRkyBAn7wEAAAAAFBwJQgAAAACAS1q5cqUqVqyoiIgILV26VNHR0ZKk6OhoLVmyRNLl2yD2799fNptNTZo00dmzZ3X06FEnRg0AAAAABefu7AAAAAAAAHCG+fPnq3fv3pKkuLg4hYSESJLKlCmjuLg4SVJsbKzCw8OtbcLCwhQbG2uVzUqJEiUUGRl5/QIHAACAU+zfv18nT550dhiAQ5AgBAAAAAC4nOTkZH3xxRd67bXXMq2z2Wyy2WzXVF9MTIxiYmIkST4+Ptq4caND4gQAAMDNIyoqytkhAA7DLUYBAAAAAC5n+fLlql+/vkqXLi1JKl26tHXr0KNHj6pUqVKSpNDQUB06dMja7vDhwwoNDc1U36BBg7Rx40Zt3LhRJUuWvAF7AAAAAAD5R4IQAAAAAOBy5s2bZ91eVJI6d+6smTNnSpJmzpypLl26WMtnzZolY4zWr1+vgICAHG8vCgAAAAD/BtxiFAAAAADgUi5cuKDvvvtOH3zwgbVs9OjR6tGjhz7++GNFRERowYIFkqROnTrp66+/VqVKleTt7a3p06c7K2wAAAAAcBibMcY4OwgAAAAAAAqLqKgonkEIAMC/VEpKig4fPqykpCRnhwIn8vLyUlhYmDw8POyWM85DYcIMQgAAAAAAAAAAdPl5w35+foqMjJTNZnN2OHACY4xOnTqlw4cPq3z58s4OB7hueAYhAAAAAAAAAACSkpKSFBwcTHLQhdlsNgUHBzOLFIUeCUIAAAAAAAAAAP4/koPgGIArIEEIAAAAAAAAAMBN4pVXXlGNGjVUu3Zt1a1bVxs2bJAkvfXWW0pMTHRYO5GRkTp58mS+t58xY4YeeeSR69pOs2bNclx/9uxZTZ061Xp95MgRde/ePV9tAa6GZxACAAAAAAAAAJCFyNHLHFrf/vF35rh+3bp1+uqrr7R582Z5enrq5MmTSk5OlnQ5QXj//ffL29vboTHlVVpamtzc3G5om7/88kuO6zMShEOHDpUklS1bVosWLboRoQH/eswgBAAAAAAAAADgJnD06FGVKFFCnp6ekqQSJUqobNmyeuedd3TkyBG1atVKrVq1kiQNGTJEUVFRqlGjhsaOHWvVERkZqbFjx6p+/fqqVauWdu7cKUk6deqU2rdvrxo1aui///2vjDHWNl27dlWDBg1Uo0YNxcTEWMt9fX01YsQI1alTR+vWrdP06dNVpUoVNWrUSGvXrs1yH3Jq59NPP1WjRo1Ut25dPfTQQ0pLS9O0adM0cuRIq8yVMxN9fX0lSQkJCWrTpo21T0uXLpUkjR49Wv/884/q1q2rkSNHav/+/apZs6aky8+THDBggGrVqqV69epp1apVVv333HOPOnbsqMqVK+upp57Kz1sF/OuRIAQAAAAAAAAA4CbQvn17HTp0SFWqVNHQoUO1Zs0aSdJjjz2msmXLatWqVVai65VXXtHGjRv1+++/a82aNfr999+tekqUKKHNmzdryJAhmjRpkiTphRde0K233qrt27erW7duOnjwoFX+k08+0aZNm7Rx40a98847OnXqlCTpwoULaty4sbZt26aKFStq7NixWrt2rX7++Wft2LEjy33Irp2//vpLn332mdauXautW7fKzc1Nc+bM0b333qvFixdb23/22Wfq1auXXZ1eXl5avHixNm/erFWrVmnEiBEyxmj8+PGqWLGitm7dqokTJ9pt895778lms+mPP/7QvHnzFB0draSkJEnS1q1b9dlnn+mPP/7QZ599pkOHDl37mwX8y5EgBAAAAAAAAADgJuDr66tNmzYpJiZGJUuWVM+ePTVjxowsyy5YsED169dXvXr1tH37druE3T333CNJatCggfbv3y9J+vHHH3X//fdLku68804FBQVZ5d955x3VqVNHTZo00aFDh7Rnzx5Jkpubm+69915J0oYNG9SyZUuVLFlSRYsWVc+ePbOMK7t2Vq5cqU2bNqlhw4aqW7euVq5cqb1796pkyZKqUKGC1q9fr1OnTmnnzp1q3ry5XZ3GGD3zzDOqXbu22rZtq9jYWMXFxeXYlz///LMVR9WqVRUREaHdu3dLktq0aaOAgAB5eXmpevXqOnDgQI51AYURzyAEAAAAAAAAAOAm4ebmppYtW6ply5aqVauWZs6cqQceeMCuzL59+zRp0iT99ttvCgoK0gMPPGDNjpNk3aLUzc1NqampOba3evVqff/991q3bp28vb3VsmVLqy4vLy+HPXfQGKPo6Gi99tprmdb16tVLCxYsUNWqVdWtWzfZbDa79XPmzNGJEye0adMmeXh4KDIy0m5/r1VG/0h56yOgMGIGIQAAAAAAAAAAN4Fdu3ZZs/eky7fCjIiIkCT5+fnp/PnzkqT4+Hj5+PgoICBAcXFxWr58ea5133777Zo7d64kafny5Tpz5owk6dy5cwoKCpK3t7d27typ9evXZ7l948aNtWbNGp06dUopKSlauHDhNbXTpk0bLVq0SMePH5cknT592pq5161bNy1dulTz5s3LdHvRjBhLlSolDw8PrVq1ytruyj652m233aY5c+ZIknbv3q2DBw/qlltuybWfAFfBDEIAAAAAAAAAAG4CCQkJevTRR3X27Fm5u7urUqVKiomJkSQNGjRIHTt2tJ5FWK9ePVWtWlXh4eGZbsmZlbFjx6p3796qUaOGmjVrpnLlykmSOnbsqGnTpqlatWq65ZZb1KRJkyy3DwkJ0bhx49S0aVMFBgaqbt2619RO9erV9fLLL6t9+/ZKT0+Xh4eH3nvvPUVERCgoKEjVqlXTjh071KhRo0x19u3bV3fffbdq1aqlqKgoVa1aVZIUHBys5s2bq2bNmrrjjjv08MMPW9sMHTpUQ4YMUa1ateTu7q4ZM2bYzRwEXJ3NGGOcHQQAAAAAAIVFVFSUNm7c6OwwAABAPvz111+qVq2as8PATSCrY4FxHgoTbjEKAAAAAAAAAAAAuBAShAAAAAAAAAAAAIALIUEIAAAAAAAAAAAAuBB3ZwcAAACytnRr7DWV71I39DpFAgAAAADXV+ToZXkuu3/8ndcxEkAyxshmszk7DDiRMcbZIQDXHTMIAQAAAAAAAACQ5OXlpVOnTpEgcmHGGJ06dUpeXl7ODgW4rphBCAAAAAAAAACApLCwMB0+fFgnTpxwdihwIi8vL4WFhTk7DOC6IkEIAAAAAAAAAIAkDw8PlS9f3tlhAMB1R4IQAAAAAAAAwL/GtTyvUOKZhQAAZIVnEAIAAAAAAAAAAAAuhAQhAAAAAAAAAAAA4EJIEAIAAAAAAAAAAAAuhAQhAAAAAAAAAAAA4EJIEAIAAAAAAAAAAAAuhAQhAAAAAAAAAAAA4EJIEAIAAAAAAAAAAAAuhAQhAAAAAAAAAAAA4EJIEAIAAAAAAAAAAAAuhAQhAAAAAAAAAAAA4EJIEAIAAAAAAAAAAAAuhAQhAAAAAAAAAAAA4ELcnR0AAAA3k6VbY6+pfJe6odcpEgAAAAAAAAC4PphBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQd2cHAACAq1i6NdbZIQAAAAAAAAAAMwgBAAAAAAAAAAAAV0KCEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAh7s4OAAAAOMbSrbHXVL5L3dDrFAkAAAAAAACAmxkzCAEAAAAAAAAAAAAXwgxCAAAK4Fpn7QEAAAAAAACAszGDEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAAAAAC7l7Nmz6t69u6pWrapq1app3bp1On36tNq1a6fKlSurXbt2OnPmjCTJGKPHHntMlSpVUu3atbV582YnRw8AAAAABUeCEAAAAADgUoYNG6aOHTtq586d2rZtm6pVq6bx48erTZs22rNnj9q0aaPx48dLkpYvX649e/Zoz549iomJ0ZAhQ5wcPQAAAAAUHAlCAAAAAIDLOHfunH788Uc9+OCDkqSiRYsqMDBQS5cuVXR0tCQpOjpaS5YskSQtXbpU/fv3l81mU5MmTXT27FkdPXrUWeEDAAAAgEOQIAQAAAAAuIx9+/apZMmSGjBggOrVq6f//ve/unDhguLi4hQSEiJJKlOmjOLi4iRJsbGxCg8Pt7YPCwtTbGysU2IHAAAAAEchQQgAAAAAcBmpqanavHmzhgwZoi1btsjHx8e6nWgGm80mm812TfXGxMQoKipKUVFROnHihCNDBgAAAACHI0EIAAAAAHAZYWFhCgsLU+PGjSVJ3bt31+bNm1W6dGnr1qFHjx5VqVKlJEmhoaE6dOiQtf3hw4cVGhqaqd5BgwZp48aN2rhxo0qWLHkD9gQAAAAA8o8EIQAAAADAZZQpU0bh4eHatWuXJGnlypWqXr26OnfurJkzZ0qSZs6cqS5dukiSOnfurFmzZskYo/Xr1ysgIMC6FSkAAAAA/Fu5OzsAAAAAAABupHfffVd9+/ZVcnKyKlSooOnTpys9PV09evTQxx9/rIiICC1YsECS1KlTJ3399deqVKmSvL29NX36dCdHDwAAAAAFR4IQAAAAAOBS6tatq40bN2ZavnLlykzLbDab3nvvvRsRFgAAAADcMNxiFAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAECe7dq1Sw8//LCqVasmb29vVahQQcOGDdPZs2ftyrVs2VI2my3Ln3Xr1jkneAAAAAAAAACSJHdnBwAAAP49vvvuO61du1ZDhgxR7dq1tXfvXj333HNat26d1q9fryJFLn/3aOrUqYqPj7fb9vnnn9eWLVvUsGFDZ4QOAAAAAAAA4P8jQQgAAPKsd+/eevjhh2Wz2SRdnikYFhamDh066KefflKLFi0kSdWrV7fbLjk5WRs3blTPnj3l7s7wAwAAAAAAAHAmbjEKAMB18PbzT2hEn07a+NNKPXJPK/VoWkkvPdpf58+d0dGD+/TcwPvUs2lljejTSft377C2S09P1+efTNHgzs3VvVEFDe1ym374YqFd3Rt/Wqmxg3srunUd9b61qp7qf7e2rFtjV2betMnq16qW9u78U0/1v1s9mlbSE706aPvmDQXar+DgYCs5mKFevXqSpCNHjmS73TfffKMzZ86od+/eBWofAAAAAAAAQMGRIAQA4Do5eSxWc9+fpL4Pj9TQ517Xzm2bNPWlUZo0+mHd1qGLnpr4gdLSUjVp9MMyxkiSPnx9jBZ+9I7a39NXY96ZqcatO2rKCyP024/fW/XGxR5Uw9vb6vGX39aoSTGqWjtKLz3ST39t/c2u/UtJF/X284+rw733a9TEGHkULarXRwzUpYsXrTLp6elKTU3N8SctLS3H/cx4pmCVKlWyLTN//nyFhYXptttuu+Z+BAAAAAAAAOBY3OMLAFCoLd0a67S2z8ef1fiZSxUSHilJ2r/nLy2ZOU3DXnxLre7uLkkyxujlx6J1eN/fcnd31zcLZ+nRcW+odef7JEl1mtymMyeO67MP3lTD29tKku7sNcBqIz09XbWimung3t36fsl8Vav7f8/3S05K0oNPvqDajZpLkoJKltbwXh20ffN61W/eSpL0n//8RzNnzsxxP1q0aKHVq1dnuS4xMVGjRo1SixYt1KBBg2zLfPHFF3rooYcyzT4EAAAAAAAAcOORIAQA4DopVTbMSg5Ksv5fq1Gz/1tWrrwk6fTxYzp2+IBsRYqoSeuOSktNtcrUbnSrflqxVGlpaXJzc9PJuCOaM2WCtm34SWdOHrdmH16ZHJQkd4+iqhnV1HodXqGyJOlU3FFr2bhx4/TII4/kuB9+fn5ZLjfG6MEHH9Tx48e1bNmybLf/8ssvdeHCBW4vCgAAAAAAANwkSBACAHCd+PgG2L129yh6eblfwBXLPCRJycmXFH/2tNLT0tTntmpZ1nfmZJyKlyyjVx//jy5eSFDvIU8qJDxSXsW8Nff9STp3+pRd+WI+PipS5P/uJu7x/9tPTr5kLStXrpzCwsJy3I/sZv2NGjVKixcv1nfffacKFSpku/38+fNVqVIlRUVF5dgOAAAAAAAAgBuDBCEAADcJX/9Aubm767Xpi1XElvkxwQHFS+joof3au/NPPT9ltnWbUElKvpSUrzbze4vRN998U5MmTdL8+fNzfK7guXPntHz5cj311FP5ig8AAAAAAACA45EgBADgJlG7UXOlp6UpMeG86ja5PcsyyUmXE4EeRYtay44fOaydWzcqonLWMw9zkp9bjM6ZM0cjRozQG2+8oR49euS47eLFi3Xp0iVuLwoAAAAAAADcREgQAgBwkwiNrKgO3ftp8uih6hY9RBWr11FK8iUd/GeXjhzYq0fGTlJY+YoKLh2i6W+8pD5DR+rihQTNmzZZxUuVyVebkZGRioyMzHP5NWvWaMCAAWrfvr2aNGmi9evXW+vCwsIy3a50/vz5qlOnjqpVu/bkJQAAAAAAAIDrgwQhAAA3kYeefkVlIyrou//N1dz3J8vbx1fhFSqrbdfLM/A8inpq9OQPFfPas5owcpCCS4Wo+38f058b1+ng37uue3yrVq1SSkqKVqxYoRUrVtitGzt2rMaNG2e9PnnypFauXKmXXnrpuscFAAAAAAAAIO9sxhjj7CAAALhelm6NdXYIN60udUOdHQIAAIVSVFSUNm7c6OwwAOBfJXL0sutW9/7xd163ugG4FsZ5KEyKODsAAAAAAAAAAAAAADcOCUIAAAAAAAAAAADAhZAgBAAAAAAAAAAAAFyIu7MDAAAAAAAAAFC4XM9nCgIAgIJjBiEAAAAAAAAAAADgQkgQAgAAAAAAAAAAAC6EBCEAAAAAAAAAAADgQkgQAgAAAAAAAAAAAC6EBCEAAAAAAAAAAADgQkgQAgAAAAAAAAAAAC6EBCEAAAAAAAAAAADgQkgQAgAAAAAAAAAAAC6EBCEAAAAAAAAAAADgQtydHQAAAHCOpVtj81y2S93Q6xgJAAAAAAAAgBuJGYQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQbjEKAAAAAAAAoNCKHL3smsrvH3/ndYoEAICbBzMIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwIdxiFADwr7J0a6yzQwAAAAAAAACAfzVmEAIAAAAAAAAAAAAuhAQhAAAAAAAAAAAA4EJIEAIAAAAAAAAAAAAuhAQhAAAAAAAAAAAA4EJIEAIAAAAAAAAAAAAuhAQhAAAAAAAAAAAA4EJIEAIAAAAAAAAAAAAuhAQhAAAAAAAAAAAA4EJIEAIAAAAAAAAAAAAuhAQhAAAAAAAAAAAA4EJIEAIAAAAAAAAAAAAuhAQhAAAAAAAAAAAA4EJIEAIAAAAAAAAAAAAuhAQhAAAAAMClREZGqlatWqpbt66ioqIkSadPn1a7du1UuXJltWvXTmfOnJEkGWP02GOPqVKlSqpdu7Y2b97szNABAAAAwCFIEAIAAAAAXM6qVau0detWbdy4UZI0fvx4tWnTRnv27FGbNm00fvx4SdLy5cu1Z88e7dmzRzExMRoyZIgzwwYAAAAAhyBBCAAAAABweUuXLlV0dLQkKTo6WkuWLLGW9+/fXzabTU2aNNHZs2d19OhRJ0YKAAAAAAVHghAAAAAA4FJsNpvat2+vBg0aKCYmRpIUFxenkJAQSVKZMmUUFxcnSYqNjVV4eLi1bVhYmGJjY2980AAAAADgQO7ODgAAAAAAgBvp559/VmhoqI4fP6527dqpatWqduttNptsNts11RkTE2MlG0+cOOGwWAEAAADgemAGIQAAAADApYSGhkqSSpUqpW7duunXX39V6dKlrVuHHj16VKVKlbLKHjp0yNr28OHD1vZXGjRokDZu3KiNGzeqZMmSN2AvAAAAACD/mEEIAABytXTrtd1KrUvdzBdOAQC4GVy4cEHp6eny8/PThQsX9O233+r5559X586dNXPmTI0ePVozZ85Uly5dJEmdO3fWlClT1KtXL23YsEEBAQHWrUgBAAAA4N+KBCEAAAAAwGXExcWpW7dukqTU1FT16dNHHTt2VMOGDdWjRw99/PHHioiI0IIFCyRJnTp10tdff61KlSrJ29tb06dPd2b4AAAAAOAQJAgBAAAAAC6jQoUK2rZtW6blwcHBWrlyZablNptN77333o0IDQAAAABuGJ5BCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQEoQAAAAAAAAAAACACyFBCAAAAAAAAAAAALgQd2cHAADA0q2xzg4BAAAAAAAAAFwGMwgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEAAAAAAAAAAAAHAhJAgBAAAAAAAAAAAAF0KCEHCgfv365WkZAAAAgIJh7A0AAAAA+UeCEHCg7du3271OS0vTpk2bnBQNAAAAUHgx9gYAAACA/CNBCDjAa6+9Jj8/P/3+++/y9/eXv7+//Pz8VKpUKXXp0sXZ4QEAAACFBmNvAAAAACg4EoSAAzz99NM6f/68Ro4cqfj4eMXHx+v8+fM6deqUXnvtNWeHBwAAABQajL0BAAAAoODcnR0AUJi89tprio2N1YEDB5Sammotv/32250YFQAAAFD4MPYGAAAAgPwjQQg40OjRozV//nxVr15dbm5ukiSbzcZFCgAAAMDBGHsDAAAAQP6RIAQcaPHixdq1a5c8PT2dHQoAAABQqBV07J2WlqaoqCiFhobqq6++0r59+9SrVy+dOnVKDRo00OzZs1W0aFFdunRJ/fv316ZNmxQcHKzPPvtMkZGRjt0ZAAAAALjBeAYh4EAVKlRQSkqKs8MAAAAACr2Cjr3ffvttVatWzXo9atQoPfHEE/r7778VFBSkjz/+WJL08ccfKygoSH///beeeOIJjRo1qsCxAwAAAICzMYMQcCBvb2/VrVtXbdq0sfsm8zvvvOPEqAAAAIDCpyBj78OHD2vZsmV69tln9cYbb8gYox9++EFz586VJEVHR2vcuHEaMmSIli5dqnHjxkmSunfvrkceeUTGGNlstuuyXwAAAABwI5AgBByoc+fO6ty5s7PDAAAAAAq9goy9H3/8cU2YMEHnz5+XJJ06dUqBgYFyd7/8J3JYWJhiY2MlSbGxsQoPD5ckubu7KyAgQKdOnVKJEiUcsBcAAAAA4BwkCAEHio6OdnYIAAAAgEvI79j7q6++UqlSpdSgQQOtXr3aYfHExMQoJiZGknTixAmH1QsAAAAA1wMJQsCBypcvn+Wthvbu3euEaAAAAIDCK79j77Vr1+qLL77Q119/raSkJMXHx2vYsGE6e/asUlNT5e7ursOHDys0NFSSFBoaqkOHDiksLEypqak6d+6cgoODM9U7aNAgDRo0SJIUFRXlgD0EAAAAgOuHBCHgQBs3brT+n5SUpIULF+r06dNOjAgAAAAonPI79n7ttdf02muvSZJWr16tSZMmac6cObrvvvu0aNEi9erVSzNnzlSXLl0kXb6V6cyZM9W0aVMtWrRIrVu35vmDAAAAAP71bMYY4+wggMKsQYMG2rRpk7PDAG5qS7fGOjsEOFiXuqHODgEA4IKudeydkSD86quvtHfvXvXq1UunT59WvXr19Omnn8rT01NJSUnq16+ftmzZouLFi2v+/PmqUKFCjvVGRUXZJTABwBVFjl7m7BBumP3j73R2CABuEMZ5KEyYQQg40ObNm63/p6ena+PGjUpNTXViRAAAAEDh5Iixd8uWLdWyZUtJUoUKFfTrr79mKuPl5aWFCxcWKFYAKAxcKeEHAIArIEEIONCIESOs/7u7uysyMlILFixwYkQAAABA4cTYGwAAAADyjwQh4ECrVq1ydggAAACAS2DsDQAAAAD5V8TZAQCFyblz5zR8+HBFRUUpKipKI0aM0Llz55wdFgAAAFDoMPYGAAAAgPwjQQg40H/+8x/5+flpwYIFWrBggfz9/TVgwABnhwUAAAAUOoy9AQAAACD/uMUo4ED//POPPv/8c+v12LFjVbduXecFBAAAABRSjL0BAAAAIP+YQQg4ULFixfTzzz9br9euXatixYo5MSIAAACgcGLsDQAAAAD5xwxCwIHef/99RUdHW88+CQoK0owZM5wbFAAAAFAIMfYGAAAAgPwjQQg4UN26dbVt2zbFx8dLkvz9/Z0cEQAAAFA4MfYGAAAAgPzjFqOAAz3zzDM6e/as/P395e/vrzNnzui5555zdlgAAABAocPYGwAAAADyjwQh4EDLly9XYGCg9TooKEhff/218wICAAAACinG3gAAAACQfyQIAQdKS0vTpUuXrNcXL160ew0AAADAMRh7AwAAAED+8QxCwIH69u2rNm3aaMCAAZKk6dOnKzo62slRAQAAAIUPY28AAAAAyD8ShIADjRo1SnXq1NH3338vSRozZow6dOjg5KgAAACAwoexNwAAAADkHwlCwME6duyojh07OjsMAAAAoNBj7A0AAAAA+cMzCAEAAAAAAAAAAAAXQoIQAAAAAAAAAAAAcCEkCAEHSUtLU9++fZ0dBgAAAFDoMfYGAAAAgIIhQQg4iJubmw4cOKDk5GRnhwIAAAAUaoy9AQAAAKBg3J0dAFCYVKhQQc2bN1fnzp3l4+NjLR8+fLgTowIAAAAKH8beAAAAAJB/JAgBB6pYsaIqVqyo9PR0nT9/3tnhAAAAAIUWY28AAAAAyD8ShIADjR07VpKUmJgob29vJ0cDAM6zdGvsNZXvUjf0OkUCACisGHsDAAAAQP7xDELAgdatW6fq1auratWqkqRt27Zp6NChTo4KAAAAKHwYewMAAABA/pEgBBzo8ccf14oVKxQcHCxJqlOnjn788UcnRwUAAAAUPoy9AQAAACD/SBACDhYeHm732s3NzUmRAAAAAIUbY28AAAAAyB+eQQg4UHh4uH755RfZbDalpKTo7bffVrVq1ZwdFgAAAFDoMPYGAAAAgPxjBiHgQNOmTdN7772n2NhYhYaGauvWrZo6daqzwwIAAAAKHcbeAAAAAJB/zCAEHGjXrl2aM2eO3bK1a9eqefPmTooIAAAAKJwYewMAAABA/jGDEHCgRx99NE/LAAAAABQMY28AAAAAyD9mEAIOsG7dOv3yyy86ceKE3njjDWt5fHy80tLSnBgZAAAAULgw9gYAAACAgiNBCDhAcnKyEhISlJqaqvPnz1vL/f39tWjRIidGBgAAABQujL0BAAAAoOBIEAIO0KJFC7Vo0UIPPPCAIiIilJiYKG9vb2eHBQAAABQ6jL0BAAAAoOB4BiHgQEeOHFH16tVVtWpVSdK2bds0dOhQJ0cFAAAAFD6MvQEAAAAg/0gQAg70+OOPa8WKFQoODpYk1alTRz/++KOTowIAAAAKH8beAAAAAJB/JAgBBwsPD7d77ebm5qRIAAAAgMKNsTcAAAAA5A/PIAQcKDw8XL/88otsNptSUlL09ttvq1q1as4OCwAAACh0GHsDAAAAQP4xgxBwoGnTpum9995TbGysQkNDtXXrVr333nvODgsAAAAodBh7AwAAAED+MYMQcKASJUpozpw5zg4DAAAAKPQYewMAAABA/pEgBBxo3759evfdd7V//36lpqZay7/44gsnRgUAAAAUPoy9AQAAACD/SBACDtS1a1c9+OCDuvvuu1WkCHfwBQAAAK4Xxt4AAAAAkH8kCAEH8vLy0mOPPebsMAAAAIBCj7E3AAAAAOQfCULAgYYNG6YXXnhB7du3l6enp7W8fv36TowKAAAAKHwYewMAAABA/pEgBBzojz/+0OzZs/XDDz9Ytzmy2Wz64YcfnBwZAAAAULgw9gYAAACA/CNBCDjQwoULtXfvXhUtWtTZoQAAAACFGmNvAAAAAMg/nuQOOFDNmjV19uxZZ4cBAAAAFHqMvQEAAAAg/5hBCDjQ2bNnVbVqVTVs2NDuOShffPGFE6MCAAAACh/G3gAAAACQfyQIAQd64YUXnB0CAAAA4BIYewMAAABA/pEgBByoRYsWzg4BAAAAcAmMvQEAAAAg/3gGIeBA69evV8OGDeXr66uiRYvKzc1N/v7+zg4LAAAAKHQYewMAAABA/pEgBBzokUce0bx581S5cmVdvHhRH330kR5++GFnhwUAAAAUOoy9AQAAACD/SBACDlapUiWlpaXJzc1NAwYM0DfffOPskAAAAIBCibE3AAAAAOQPzyAEHMjb21vJycmqW7eunnrqKYWEhCg9Pd3ZYQEAAACFDmNvAAAAAMg/ZhACDjR79mylp6drypQp8vHx0aFDh/T55587OywAAACg0GHsDQAAAAD5xwxCwEHS0tL0zDPPaM6cOfLy8tLYsWOdHRIAAABQKDH2BgAAAICCYQYh4CBubm46cOCAkpOTnR0KAAAAUKgVZOydlJSkRo0aqU6dOqpRo4aVXNy3b58aN26sSpUqqWfPnlbdly5dUs+ePVWpUiU1btxY+/fvd+SuAAAAAIBTMIMQcKAKFSqoefPm6ty5s3x8fKzlw4cPd2JUAAAAQOGT37G3p6enfvjhB/n6+iolJUW33nqr7rjjDr3xxht64okn1KtXLw0ePFgff/yxhgwZoo8//lhBQUH6+++/NX/+fI0aNUqfffbZ9d49AAAAALiumEEIOFDFihV11113KT09XefPn7d+AAAAADhWfsfeNptNvr6+kqSUlBSlpKTIZrPphx9+UPfu3SVJ0dHRWrJkiSRp6dKlio6OliR1795dK1eulDHm+uwUAAAAANwgzCAEHIhnnwAAAAA3RkHG3mlpaWrQoIH+/vtvPfzww6pYsaICAwPl7n75T+SwsDDFxsZKkmJjYxUeHi5Jcnd3V0BAgE6dOqUSJUoUfCcAAAAAwElIEAIOdOLECU2YMEHbt29XUlKStfyHH35wYlQAAABA4VOQsbebm5u2bt2qs2fPqlu3btq5c2eB44mJiVFMTIwVGwAAAADczLjFKOBAffv2VdWqVbVv3z6NHTtWkZGRatiwobPDAgAAAAodR4y9AwMD1apVK61bt05nz55VamqqJOnw4cMKDQ2VJIWGhurQoUOSpNTUVJ07d07BwcGZ6ho0aJA2btyojRs3qmTJkgXcOwAAAAC4vkgQAg506tQpPfjgg/Lw8FCLFi30ySefMHsQAAAAuA7yO/Y+ceKEzp49K0m6ePGivvvuO1WrVk2tWrXSokWLJEkzZ85Uly5dJEmdO3fWzJkzJUmLFi1S69atZbPZrs9OAQAAAMANwi1GAQfy8PCQJIWEhGjZsmUqW7asTp8+7eSoAAAAgMInv2Pvo0ePKjo6WmlpaUpPT1ePHj101113qXr16urVq5eee+451atXTw8++KAk6cEHH1S/fv1UqVIlFS9eXPPnz7+u+wUAAAAANwIJQsCBnnvuOZ07d06TJ0/Wo48+qvj4eL355pvODgsAAAAodPI79q5du7a2bNmSaXmFChX066+/Zlru5eWlhQsXOiRmAAAAALhZkCAEHCApKUnTpk3T33//rdjYWD344INatWqVs8MCnGbp1lhnhwAAAAopxt4AAAAAUHA8gxBwgOjoaG3cuFG1atXS8uXLNWLECGeHBAAAABRKjL0BAAAAoOCYQQg4wI4dO/THH39IuvyMkkaNGjk5IgAAAKBwYuwNAAAAAAXHDELAATw8PKz/u7uTdwcAAACuF8beAAAAAFBw/DUFOMC2bdvk7+8vSTLG6OLFi/L395cxRjabTfHx8U6OEAAAACgcGHsDAAAAQMGRIAQcIC0tzdkhAAAAAC6BsTcAAAAAFBy3GAUAAAAAAAAAAABcCAlCAAAAAAAAAAAAwIWQIAQAAAAAAAAAAABcCAlCAAAAAAAAAAAAwIWQIAQAAAAAAAAAAABcCAlCAAAAAAAAAAAAwIWQIAQAAAAAAAAAAABcCAlCAAAAAAAAAAAAwIWQIAQAAAAAAAAAAABcCAlCAAAAAAAAAAAAwIWQIAQAAAAAAAAAAABcCAlCAAAAAAAAAAAAwIWQIAQAAAAAAAAAAABcCAlCAAAAAAAAAAAAwIWQIAQAAAAAAAAAAABcCAlCAAAAAAAAAAAAwIWQIAQAAAAAAAAAAABcCAlCAAAAAAAAAAAAwIWQIAQAAAAAAAAAAABcCAlCAAAAAAAAAAAAwIWQIAQAAAAAAAAAAABcCAlCAAAAAAAAAAAAwIWQIAQAAAAAAAAAAABcCAlCAAAAAAAAAAAAwIWQIAQAAAAAAAAAAABcCAlCAAAAAAAAAAAAwIW4OzsAAAAAAAAAADdW5Ohlzg4BAAA4ETMIAQAAAAAAAAAAABdCghAAAAAAAAAAAABwIdxiFACQq6VbY50dAgAAAAAAAADAQUgQAgAAp7vWJHSXuqHXKRIAAAAAAACg8OMWowAAAAAAAAAAAIALIUEIAAAAAAAAAAAAuBAShAAA3OTWr/pGw3q0VfdGFTTozqZaOjsmx/IfTxqnrvXCNP2Nl+yWH973t0b2u0t9bqumSaOG6mLiBbv12zet13/aN8i0PCsrv1igrvXCsiw7b9pk9WtVy3odd+SQutYLs356Nq2sh+5urjeeeUTbN2/ItP3bzz+hEX065RoDAAAAAAAAgPwhQQgAwE3sr62/6fURA1W5Rl09+/Z0tenSU7PeeVVfzPkoy/KH/tmt75fMl7evX6Z174x9QiHhkRr5+vs6tG+3Fn38rrUuPT1dH00cq36PPq1i3j7XZV8eeGKMXp+5VGPenaUeA4fp/LkzevbBezX/gzeuS3sAAAAAAAAAsubu7AAAAED2Pot5S1XrNtQjYydJkuo1baEL5+O1IOZN3dGjvzw8itqVj5kwRnf1flCrl31ut/xi4gXt/mOLnn1rhgKKB+vC+XgtmfWB+j06WpK0csl8ubu7q+Vd9163fQmNrKhbajeQJNVUU7Xp3ENzp07U/GlvqEaDJqoV1ey6tQ0AAAAAAADg/zCDEACAm9i+XdtVt/FtdsvqNb1dCfHntGvbJrvlv3z3lWL3/a17//NwpnpSU5IlSUW9vP7/v8WsZYkJ5zVn6kQ9OPJF2Wy267Eb2er50HAVL1laKxZ+ekPbBQAAAAAAAFwZCUIAAG5iKcmX5O7hYbcs4/XhfX9byy4lXdT0N15Sv8eellcx70z1+AUEqVTZcC2bN13nz53Rt/+bo4rVa0uSFnz4luo0vlVV6zS45vjS09KUlppq92PS0/O8vZubm2o1aq5df2y+5rYBAAAAAAAA5A+3GAUA4CZWJjxSe7Zvs1u258+tkqTz8WetZZ9/MkVBJUup5Z3Z3yL0oadf0cSnBuvTKeNVtlx5PTT6FR09uE/fLZ6vtxd+l6/4+t5ePcvlfoFBea6jRKkQnTt9Il/tAwAAAAAAALh2JAgBALiJdex+v6a98rS+/d8cNWt7p/b8uVVLP/1QklTk/98ONC72oJbM/kAvxyzI8RahDW5trZkrt+nk8aMqExYhNzc3vTJsgDr3/a9KlC6rrz+bof/NmCpJumfAw+rUIzrX+F75+HN5enrZLVvxvzla/8PyPO+jMSbPZQEAAAAAAAAUHAlCAABuYm269NL+3Ts07dVnNPWlUfL0Kqb+w57Rh6+PUWCJUpKkWe+8pvrNWqlsZEUlnD8nSTImXSnJl5Rw/px8fP2txKFnsWIKjaggSdq6/kft371DT74+Vft27dDcqRM1fsZSSdKo6C6qXrehIqtkPUMwQ4WqNVXM28du2W8/fX9N+3jqxDEFFC95TdsAAAAAAAAAyD8ShAAA3MTc3Nw0aPQr6jN0pE7GHVXp0HKK/f/PHrylVn1JUuz+f7R/945Ms/a+/myGvv5shj765leVKF3Wbl1aWpo+mfSCoh9/Vp5exfTnpl9Uq2FzhZWvJEmq3ai5/ty0PtcEYUGlpabqj1/Xqkb9Jte1HQAAAAAAAAD/hwQhAAD/Ar7+gfL1D5QkLV84S1XrRFnJvEeen6iLFy/YlZ88+mHVaNBEHe/rp4Cg4Ez1fbNwlnz8A3Rrh87WsktJF//v/xcTpRtw68/PYt7U6RNx6tD9/uveFgAAAAAAAIDLSBACAHAT2/X7Jv219TeVr1JDiRfO66dvlmrLujV67ZP/WWUq1aiTaTuPop4qUbqsakU1y7Tu/Lkz+uyDNzV26hxrWY36TTTzrVf1/ZL5+n/t3XuUlmWhBvxrZEQ5iIocBRUQjxyaEAU8oohaKJhiQmVYudWUrWkndmsXuHUntrcHUouPth+gFmj2JbbxTE3bQ6iToZKHIGWLhCgeQVRE3u+PtrNAYAYM5h14fr+1WIv3ee+Z95r7uZ01cs19v6VSKU8+9nDOuOB7m/VrWbTgr2m1y65Z9cEHWbJoYR68Z0Yef7g6I869OD37DtisrwUAAAAAbJiCEAAasSaV2+fBe36T6ROvSsV22+XATx+Syyf/Ol32OeATf87pE6/KwUcNzt4H9Kq91m3/nhn1je/l59f/KEly5kX/mq77bd7jRadcfWmSpOkOO2TXNu2zX+8++fcbfpUeffpt1tcBAAAAAOpWUSo1wPlhAGzVZsxZVO4IsJZhVZ3KHQEANqhv376pqakpdwyAOnUZM7PcEbYZC8YPKXcEoIH4OY9tiR2EAAAAAACf0KaUrcpEABqL7codAAAAABrKwoULc/TRR+fAAw9Mjx49MmHChCTJ66+/nsGDB2efffbJ4MGD88YbbyRJSqVSLrjggnTv3j29e/fO448/Xs74AAAAm4UdhADAVmdTjr11HCkAa6qsrMyVV16ZPn36ZNmyZTnooIMyePDgTJkyJYMGDcqYMWMyfvz4jB8/PldccUXuuuuuzJs3L/PmzcsjjzySr3/963nkkUfK/WUAAAD8Q+wgBAAAoDA6duyYPn36JEl22mmnHHDAAVm0aFFmzJiRUaNGJUlGjRqV22+/PUkyY8aMfPnLX05FRUX69++fN998M4sXLy5XfAAAgM1CQQgAAEAhLViwIH/605/Sr1+/LFmyJB07dkySdOjQIUuWLEmSLFq0KHvssUftx3Tu3DmLFm38TnYAAIDGyBGjAAAAFM7y5ctz6qmn5pprrkmrVq3Weq6ioiIVFRWb9PkmTZqUSZMmJUleffXVzZYTAABgS7CDEAAAgEL54IMPcuqpp+aLX/xiTjnllCRJ+/bta48OXbx4cdq1a5ck6dSpUxYuXFj7sS+99FI6dVr3/W3PPvvs1NTUpKamJm3btm2ArwIAAOCTUxACAABQGKVSKV/72tdywAEH5OKLL669PnTo0EydOjVJMnXq1AwbNqz2+o033phSqZTZs2dn5513rj2KFAAAYGvliFEAAAAK46GHHspNN92UXr16paqqKknywx/+MGPGjMnnP//53HDDDdlrr71y6623Jkk++9nP5s4770z37t3TvHnzTJ48uYzpAQAANg8FIQAAAIVx+OGHp1Qqrfe5WbNmrXOtoqIi119//ZaOBQAA0KAcMQoAAAAAAAAFoiAEAAAAAACAAlEQAgAAAAAAQIEoCAEAAAAAAKBAFIQAAAAAAABQIApCAAAAAAAAKBAFIQAAAAAAABSIghAAAAAAAAAKREEIAAAAAAAABaIgBAAAAAAAgAJREAIAAAAAAECBKAgBAAAAAACgQBSEAAAAAAAAUCAKQgAAAAAAACgQBSEAAAAAAAAUiIIQAAAAAAAACkRBCAAAAAAAAAWiIAQAAAAAAIACURACAAAAAABAgSgIAQAAAAAAoEAUhAAAAAAAAFAgCkIAAAAAAAAoEAUhAAAAAAAAFIiCEAAAAAAAAApEQQgAAAAAAAAFoiAEAAAAAACAAlEQAgAAAAAAQIEoCAEAAAAAAKBAFIQAAAAAAABQIApCAAAAAAAAKBAFIQAAAAAAABSIghAAAAAAAAAKREEIAAAAAAAABVJZ7gAAAFvSjDmLNmn8sKpOWygJAAAAADQOdhACAAAAAABAgdhBCACwBjsOAQAAANjW2UEIAAAAAAAABaIgBAAAAAAAgAJREAIAAAAAAECBKAgBAAAAAACgQBSEAAAAAAAAUCAKQgAAAAAAACgQBSEAAAAAAAAUiIIQAAAAAAAACkRBCAAAAAAAAAWiIAQAAAAAAIACURACAAAAAABAgSgIAQAAAAAAoEAUhAAAAAAAAFAgleUOAACwNZsxZ9EmjR9W1WkLJQEAAACAjWMHIQAAAAAAABSIHYQAAAAAsA3oMmZmuSNQj029RwvGD9lCSQAoOgUhQAFt6pGIAAAAAABsOxwxCgAAQGF89atfTbt27dKzZ8/aa6+//noGDx6cffbZJ4MHD84bb7yRJCmVSrngggvSvXv39O7dO48//ni5YgMAAGxWCkIAAAAK48wzz8zdd9+91rXx48dn0KBBmTdvXgYNGpTx48cnSe66667Mmzcv8+bNy6RJk/L1r3+9HJEBAAA2OwUhAAAAhXHkkUemdevWa12bMWNGRo0alSQZNWpUbr/99trrX/7yl1NRUZH+/fvnzTffzOLFixs6MgAAwGanIAQAAKDQlixZko4dOyZJOnTokCVLliRJFi1alD322KN2XOfOnbNokfdyBgAAtn6V5Q4AAAAAjUVFRUUqKio2+eMmTZqUSZMmJUleffXVzR0LAABgs7KDEAAAgEJr37597dGhixcvTrt27ZIknTp1ysKFC2vHvfTSS+nUqdN6P8fZZ5+dmpqa1NTUpG3btls+NAAAwD9AQQgAAEChDR06NFOnTk2STJ06NcOGDau9fuONN6ZUKmX27NnZeeeda48iBQAA2Jo5YhQAAIDCGDlyZKqrq7N06dJ07tw5l1xyScaMGZPPf/7zueGGG7LXXnvl1ltvTZJ89rOfzZ133pnu3bunefPmmTx5cpnTAwAAbB4KQgAAAApj2rRp670+a9asda5VVFTk+uuv39KRAAAAGpyCEACgAc2Ys2iTxg+rWv97XQEAAADAJ+U9CAEAAAAAAKBAFIQAAAAAAABQIApCAAAAAAAAKBAFIQAAAAAAABSIghAAAAAAAAAKREEIAAAAAAAABaIgBAAAAAAAgAJREAIAAAAAAECBKAgBAAAAAACgQCrLHQAAgA2bMWfRRo8dVtVpCyYBAAAAYFthByEAAAAAAAAUiIIQAAAAAAAACkRBCAAAAAAAAAWiIAQAAAAAAIACURACbOXmz5+fc845J717906TJk0ycODA9Y57880389WvfjWtW7fOiEP3zb+d/6UsfvGFhg0LbBPGjh2bXr16pVWrVtlpp53St2/f3HLLLWuNGTduXCoqKtb75/LLLy9TcgAAAACSpLLcAQD4x/z5z3/OnXfemf79++eDDz7Y4LjTTz89c+fOzYQJE/Lsa6vyy/+akB+cMyITfnl/mrfcqQETA1u7t99+O2eeeWYOPPDANGnSJLfddltGjBiRJk2aZPjw4UmSs846KyeccMJaH3f77bfniiuuyGc+85lyxAYAAADg/1SUSqVSuUMA8MmtXr0622339w3hw4cPz9KlS1NdXb3WmD/84Q859NBDc//992fQoEGZMWdR3nzt1Zx94oB84evfyslfPrcMyYHNbVhVp7K99mGHHZbddtstd9xxxwbHDBkyJM8//3yeeeaZBkwG0PD69u2bmpqacscACqjLmJnljsBmtmD8kHJHANbg5zy2JXYQAmzlPioH6zJnzpxsv/32ax0/ustubdN1nwNT88AsBSEU1Iw5izZpfF0F5G677ZaVK1du8PnXXnst9913X/71X/91k14TAAAAgM1PQQhQAO+9916aNGmSJk2arHW9cvvt89IL88uUCtjarVq1KsuXL8/MmTNz7733Zvr06Rsc+6tf/SoffPBBRo4c2YAJAQAAAFgfBSFAAXTv3j3vvfdennrqqfTq1StJ8v577+bFvz6Xd995p8zpgM1lU3cE/iNmz56dAQMGJEkqKytz3XXX5eSTT97g+OnTp6dPnz7ZZ599GighAAAAABtS/7l0AGz1jj/++HTt2jXnnHNOnnvuubz+6pJM/Pd/yTvLl6ViI44oBfi4Xr165bHHHst9992X0aNHZ/To0Zk2bdp6xy5evDi///3v7R4EAAAAaCTsIAQogKZNm2b69OkZOXJk9t9//yTJAZ8+JEefODxPPvpQmdMBW6MWLVqkb9++SZJjjz02b731Vr773e+utwS89dZbUyqVcvrppzd0TAAAAADWw7YRgII45JBDMn/+/Dz77LP56R0P5vL/9//LW68vzX69+pQ7GrAN6NOnTxYuXJhVq1at89z06dNz+OGHZ4899ihDMgAAAAA+TkEIUCAVFRXZb7/90nGPLvnb/z6fJx55MMd+bkS5YwHbgIceeiidO3dOZeXaB1QsWLAgs2fPdrwoAAAAQCPiiFGArdyKFSty5513JkkWLVqUt99+O7fddluS5LOf/WyaN2+eJLn00kuz//77p02bNvnvux7IrT+bkMOPH5qq/keWLTuwdZkxZ1Fe+dtLufaSb+aI44emQ+cueW/FO5n9u7vz2ztuzbnfuzwz5iyqHT+sqlOmT5+eysrKnHbaaWVMDgAAAMCaFIQAW7lXXnllnX94/+jxCy+8kC5duiRJXnvttXzjG9/I0qVL07p9x5z85XMy7IxzGjousJVrsVOrtG7bPrfdcF3eWPpKWuzUKnt02yf/+uOp6XvEoHXGT58+PYMGDUqbNm3KkBYAAACA9akolUqlcocAoGGtucMHYEsZVtWp3BEAyqJv376pqakpdwyggLqMmVnuCGxmC8YPKXcEYA1+zmNb4j0IAQAAAAAAoEAUhAAAAAAAAFAgCkIAAAAAAAAokMpyBwAAYNu0Ke936v0KAQAAABqOghAAgLLblDIxUSgCAAAA/CMUhAAAAADQCHUZM7PcESizTV0DC8YP2UJJANjWKAgBtgGbuvMGAAAAAIDi2q7cAQAAAAAAAICGoyAEAAAAAACAAnHEKAAAW50tfbTysKpOW/TzAwAAAJSTHYQAAAAAAABQIApCAAAAAAAAKBAFIQAAAAAAABSIghAAAAAAAAAKpLLcAQAAoLGZMWfRFvvcw6o6bbHPDQAAALAx7CAEAAAAAACAArGDEAAAGtCW3J2Y2KEIAFBkXcbM3KTxC8YP2UJJAGjsFIQAALAN2ZQCUpkIAAAAxaQgBAAAAIAGsKm7uwAAthQFIQAbNG3ilbnl/7m63DGAMjn9nIsy8txvljsGjcimHo9qhyIAAAA0TgpCAAAoqC39fogAAABA47RduQMAAAAAAAAADccOQgA2aOS533S8IAAAAADANkZBCAAAbBFb+ghT73EIAAAAn4wjRgEAAAAAAKBA7CAEAAC2SpuyQ9FuQ/4Rd999dy688MJ8+OGHOeusszJmzJhyRwKAzaLLmJkbPXbB+CFbMAkADc0OQgAAANiADz/8MOeff37uuuuuPP3005k2bVqefvrpcscCAAD4hygIAQAAYAMeffTRdO/ePd26dUvTpk0zYsSIzJgxo9yxAAAA/iGOGAUAAIANWLRoUfbYY4/ax507d84jjzxSxkRAY7IpxzPC1m5T17sjSQEaNwUhlNnNN9+cFStWlDtGkmTZsmXZaaedyh2j0TI/dTM/dTM/dTM/dTM/dTM/dTM/fzfp0fVf35Lz07x583zpS1/aIp+bxmfSpEmZNGlSkuTZZ59N3759y5xo2/Pqq6+mbdu25Y7BZrKt3M825Q7QCGwr95LNfy/79h272T4Xm85/m1vGggULyh0BNhsFIZRZY/pHo0suuSTf/OY3yx2j0TI/dTM/dTM/dTM/dTM/dTM/dTM/dTM/1KdTp05ZuHBh7eOXXnopnTp1Wmfc2WefnbPPPrshoxVO3759U1NTU+4YbCbu57bDvdx2uJfbFvcTqI/3IAQAAIANOPjggzNv3ry88MILWblyZaZPn56hQ4eWOxYAAMA/xA5CoNZRRx1V7giNmvmpm/mpm/mpm/mpm/mpm/mpm/mpm/mhPpWVlbnuuuty/PHH58MPP8xXv/rV9OjRo9yxAAAA/iEVpVKpVO4QAAAAAHWZNGmSY1y3Ie7ntsO93Ha4l9sW9xOoj4IQAAAAAAAACsR7EAIAAAAAAECBKAgBAACARuG5555LVVVV7Z9WrVrlmmuuWWdcdXV1qqqq0qNHD+8l2ohtzP186623ctJJJ+VTn/pUevTokcmTJ5cnLPW6+uqr06NHj/Ts2TMjR47Me++9t9bz77//fk4//fR07949/fr1y4IFC8oTlHrVdy+vuuqqHHjggendu3cGDRqU//3f/y1TUupT3738yK9+9atUVFSkpqamgRMCjZmCEArkf/7nfzJ06NB06tQpFRUVmTJlylrPl0qljBs3LrvvvnuaNWuWgQMH5s9//nN5wpZBffNz5plnpqKiYq0//fv3L0/YMrj88stz8MEHp1WrVmnbtm1OOumkzJ07d60xRV5DGzM/RV5D119/fXr37p1WrVqlVatWGTBgQGbOnFn7fJHXTlL//BR57azP5ZdfnoqKiowePbr2WtHX0JrWNz9FXkPjxo1b52vv0KFD7fPWDjQu++23X+bMmZM5c+bkj3/8Y5o3b57Pfe5za4158803c9555+WOO+7In//85/zyl78sU1rqszH38/rrr8+BBx6YJ554ItXV1fnmN7+ZlStXlikxG7Jo0aL8+Mc/Tk1NTebOnZsPP/ww06dPX2vMDTfckF133TXz58/PRRddlO9+97tlSktdNuZefvrTn05NTU2efPLJDB8+PN/5znfKlJa6bMy9TJJly5ZlwoQJ6devXxlSAo2ZghAKZPny5enZs2cmTJiQZs2arfP8j370o1x55ZW59tpr89hjj6Vdu3YZPHhwli1bVoa0Da+++UmSY489NosXL679c+eddzZwyvKprq7Oeeedl4cffji//e1vU1lZmWOPPTavv/567Zgir6GNmZ+kuGuoc+fOueKKK/L444+npqYmxxxzTE4++eQ8+eSTSYq9dpL65ycp7tr5uNmzZ2fSpEnp3bv3WteLvoY+sqH5SYq9hvbbb7+1vvannnqq9jlrBxqvWbNmZe+9985ee+211vVf/OIXOeWUU7LnnnsmSdq1a1eOeGyiDd3PioqKLFu2LKVSKcuXL0/r1q1TWVlZppTUZdWqVXn33XezatWqrFixIrvvvvtaz8+YMSOjRo1KkgwfPjyzZs1KqVQqR1TqUd+9PProo9O8efMkSf/+/fPSSy+VIyYbob57mSTf//73893vfjc77rhjGRICjVoJKKQWLVqUJk+eXPt49erVpQ4dOpQuu+yy2msrVqwotWzZsjRx4sQyJCyvj89PqVQqjRo1qjRkyJDyBGqEli1bVtpuu+1Kd9xxR6lUsoY+7uPzUypZQx+36667liZOnGjtbMBH81MqWTsfefPNN0vdunUr/fa3vy0dddRRpfPPP79UKvn+85ENzU+pVOw1NHbs2FKPHj3W+5y1A43bV77yldK11167zvULL7ywdN5555WOOuqoUp8+fUpTp04tQzo21Ybu59tvv10aOHBgqUOHDqUWLVqU/vu//7sM6dgY11xzTalFixalNm3alL7whS+s83yPHj1KCxcurH3crVu30quvvtqQEdlI9d3LNZ1//vmlSy+9tIGSsanqu5d//OMfS6ecckqpVCqVjjrqqNJjjz3W0BGBRswOQiBJ8sILL+Tll1/OcccdV3utWbNmOfLII/Pwww+XMVnj8uCDD6Zdu3bZd99980//9E955ZVXyh2pbJYtW5bVq1dn1113TWINfdzH5+cj1lBqjz1Zvnx5Dj30UGvnYz4+Px+xdpKzzz47w4cPz9FHH73WdWvo7zY0Px8p8hp6/vnns/vuu6dr164ZMWJEnn/++STWDjRmK1euzB133JHTTjttnedWrVqVP/7xj5k5c2buueeeXHrppfnLX/5ShpRsrLru5z333JOqqqr87W9/y5w5czJ69Oi8/fbbZUhJXd54443MmDEjL7zwQv72t7/lnXfeyc0331zuWHwCm3Ivb7755tTU1OTb3/52A6dkY9R3L1evXp2LL744V155ZRlTAo2ZghBIkrz88stJkvbt2691vX379rXPFd0JJ5yQG2+8MbNmzcqVV16ZRx99NMccc0zef//9ckcriwsvvDBVVVUZMGBAEmvo4z4+P4k19NRTT6Vly5bZYYcdcu655+bXv/51evXqZe38nw3NT2LtJMnPfvazzJ8/P5dddtk6z1lDdc9PUuw11K9fv0yZMiV33313fvazn+Xll1/OoYcemtdee83agUbsrrvuSp8+fdb57zP5+9Hcxx9/fFq0aJE2bdrkyCOPzBNPPFGGlGysuu7n5MmTc8opp6SioiLdu3dP165d8+yzz5YhJXW5//7707Vr17Rt2zbbb799TjnllHV+maZTp05ZuHBhkr8X+W+99VZ22223csSlDhtzLz8a9+///u+54447ssMOO5QhKfWp714uW7Ysc+fOzcCBA9OlS5fMnj07Q4cOTU1NTRlTA42JQ90BNtKIESNq/96rV68cdNBB2WuvvTJz5syccsopZUzW8C6++OI8+OCDefDBB9OkSZNyx2l0NjQ/RV9D++23X+bMmZO33nort912W0aNGpXq6upyx2o0NjQ/PXv2LPzaee655/K9730vDz74YLbffvtyx2l0NmZ+iryGPvOZz6z1uH///unWrVumTp2a/v37lykVUJ9p06Zl5MiR631u2LBhGT16dFatWpWVK1fmkUceyUUXXdTACdkUdd3PPffcM7NmzcoRRxyRJUuW5Lnnnku3bt0aOCH12XPPPTN79uysWLEizZo1y6xZs9K3b9+1xgwdOjRTp07NgAEDctttt+WYY45JRUVFmRKzIRtzL//0pz/lnHPOyd133+19Xhux+u7lzjvvnKVLl9Y+HjhwYP7zP/9znfsNFJcdhECSpEOHDkmSJUuWrHV9yZIltc+xtt133z2dO3fOvHnzyh2lQV100UWZNm1afvvb3671P+7W0N9taH7Wp2hrqGnTpunevXsOOuigXH755amqqsrVV19t7fyfDc3P+hRt7fzhD3/I0qVL06NHj1RWVqaysjK///3v85Of/CSVlZW1v5le1DVU3/ysb5dg0dbQmlq2bJkePXpk3rx5vv9AI/XOO+/kvvvuW+sXGCZOnJiJEycmSQ444ICccMIJ6d27dw455JCcddZZ6dmzZ7niUo/67uf3v//9PPzww+nVq1cGDRqUK664Im3atClXXDagX79+GT58ePr06ZNevXpl9erVOfvss/ODH/wgd9xxR5Lka1/7Wl577bV07949V111VcaPH1/m1KzPxtzLb3/721m+fHlOO+20VFVVZejQoWVOzfpszL0EqIsdhECSpGvXrunQoUPuu+++HHzwwUmS9957Lw888ED+4z/+o8zpGqelS5dm0aJF6dixY7mjNJgLL7wwt9xyS373u99l//33X+s5a6ju+VmfIq6hNa1evTrvv/++tbMBH83P+hRt7Zx88snr/JbrV77yleyzzz753ve+l3333bfQa6i++WnatOk6H1O0NbSm9957L88++2yOPvpo33+gkWrRokVee+21ta6de+65az3+9re/7T2xthL13c/dd9899957b0PH4hO45JJLcskll6x17d/+7d9q/77jjjvml7/8ZUPH4hOo717ef//9DR2JT6i+e7kmJ/gAH6cghAJZvnx55s+fn+Tv//D84osvZs6cOWndunX23HPPfOMb38gPf/jD7L///tl3331z2WWXpWXLlvnCF75Q5uQNo675ad26dcaNG5dTTz01HTt2zIIFC/Iv//IvadeuXT73uc+VOXnDOP/883PTTTfl9ttvz6677lr73kwtW7ZMy5YtU1FRUeg1VN/8LF++vNBraMyYMRkyZEj22GOPLFu2LL/4xS9SXV2dmTNnFn7tJHXPT9HXTpLssssu2WWXXda61qJFi7Ru3bp2x0iR11B981P0NfStb30rJ510Uvbcc8+88sorufTSS/POO+9k1KhRvv8AAABQWApCKJCampocffTRtY/Hjh2bsWPHZtSoUZkyZUq+853v5N13383555+fN954I/369cu9996bnXbaqYypG05d8/PTn/40Tz31VG688ca8+eab6dixY44++ujceuuthZmfn/zkJ0mSQYMGrXV97NixGTduXJIUeg3VNz9NmjQp9Bp6+eWX86UvfSkvv/xydt555/Tu3Tt33XVXjj/++CTFXjtJ3fPz7rvvFnrtbKyir6G6FP37z0svvZSRI0dm6dKladu2bfr375/Zs2dnr732SmLtAAAAUEwVpVKpVO4QAAAAAAAAQMPYrtwBAAAAAAAAgIajIAQAAAAAAIACURACAAAAQCPVpEmTVFVVpWfPnjnttNOyYsWKckdKdXV1Hn744QZ9zQULFqRnz54N+poAsC1TEAIAAABAI9WsWbPMmTMnc+fOTdOmTTNx4sSN+rhVq1ZtsUyfpCDcknkAgE2nIAQAAACArcARRxyR+fPn5ze/+U369euXT3/60zn22GOzZMmSJMm4ceNyxhln5LDDDssZZ5yRBQsW5IgjjkifPn3Sp0+f2lKvuro6Rx11VIYNG5Zu3bplzJgx+fnPf55DDjkkvXr1yl//+tckyauvvppTTz01Bx98cA4++OA89NBDWbBgQSZOnJirr746VVVVeeCBB9Y7bn151jRixIjMnDmz9vGZZ56Z2267bYOZ1zRlypSMHj269vGJJ56Y6urqJMm9996bAQMGpE+fPjnttNOyfPnyzXcDAGAbUlnuAADA5tOkSZP06tUrq1atygEHHJCpU6emefPmZc1UXV2dpk2b5tBDD22w11ywYEFOPPHEzJ07t8FeEwAAtqRVq1blrrvuygknnJDDDz88s2fPTkVFRf7rv/4rP/rRj3LllVcmSZ5++uk8+OCDadasWVasWJH77rsvO+64Y+bNm5eRI0empqYmSfLEE0/kmWeeSevWrdOtW7ecddZZefTRRzNhwoRce+21ueaaa3LhhRfmoosuyuGHH54XX3wxxx9/fJ555pmce+65admyZb71rW8lSb7whS+sd9zH86zp9NNPz6233pohQ4Zk5cqVmTVrVn7605+mVCptMHN9li5dmssuuyz3339/WrRokSuuuCJXXXVVfvCDH2yu2wAA2wwFIQBsQz46fihJvvjFL2bixIm5+OKL6/24VatWpbJyy/xYUF1dnZYtW25SQbgl8wAAwNbk3XffTVVVVZK/7yD82te+lueeey6nn356Fi9enJUrV6Zr166144cOHVpbxn3wwQcZPXp05syZkyZNmuQvf/lL7biDDz44HTt2TJLsvffeOe6445IkvXr1yu9+97skyf3335+nn3669mPefvvt9e7Iq2vcmnnW9JnPfCYXXnhh3n///dx999058sgj06xZs7z11lsbzFyf2bNn5+mnn85hhx2WJFm5cmUGDBiw0R8PAEXiX94AYBt1xBFH5Mknn8xvfvObXHbZZVm5cmV22223/PznP0/79u0zbty4/PWvf83zzz+fPffcM5dffnnOOOOMvPPOO0mS6667Loceemiqq6szduzY7LLLLnnqqafy+c9/Pr169cqECRPy7rvv5vbbb8/ee++dV199Neeee25efPHFJMk111yTTp06ZeLEiWnSpEluvvnmXHvttdl///3XGXfYYYetk2fatGm1X8uIESNyxhlnZMiQIUn+fvzQiSeemL59+64385qmTJmSmpqaXHfddUn+fvzQt771rQwcODD33ntvxo4dm/fffz977713Jk+enJYtW27ZGwMAAJtgzV8C/Mg///M/5+KLL87QoUNTXV2dcePG1T7XokWL2r9fffXVad++fZ544omsXr06O+64Y+1zO+ywQ+3ft9tuu9rH2223Xe37Ba5evTqzZ89e6+PWp65xa+ZZ04477piBAwfmnnvuyS233JIRI0bUm/kjlZWVWb16de3j9957L0lSKpUyePDgtf5fAgBYP+9BCADboI+OH+rVq1ft8UN/+tOfMmLEiPzoRz+qHff000/n/vvvz7Rp09KuXbvcd999efzxx3PLLbfkggsuqB33xBNPZOLEiXnmmWdy00035S9/+UseffTRnHXWWbn22muTpPb4occeeyy/+tWvctZZZ6VLly4599xzc9FFF2XOnDk54ogj1jtufXnW9NHxQ0lqjx8aMmRInZnrs+bxQ48//nj69u2bq6666hPNNwAANKS33nornTp1SpJMnTq1znEdO3bMdtttl5tuuikffvjhJr3OcccdV/vzfpLaonKnnXbKsmXL6h1Xn9NPPz2TJ0/OAw88kBNOOGGjM3fp0iVz5szJ6tWrs3Dhwjz66KNJkv79++ehhx7K/PnzkyTvvPPOJu1ABIAisYMQALYhjh9y/BAAANu+cePG5bTTTsuuu+6aY445Ji+88MJ6x5133nk59dRTc+ONN+aEE07Y4G6+Dfnxj3+c888/P717986qVaty5JFHZuLEiTnppJMyfPjwzJgxI9dee+0Gx9XnuOOOyxlnnJFhw4aladOmG535sMMOS9euXXPggQfmgAMOSJ8+fZIkbdu2zZQpUzJy5Mi8//77SZLLLrss++677yZ93QBQBApCANiGOH7I8UMAAGxb1vdLd8OGDcuwYcPWub7mz/pJss8+++TJJ5+sfXzFFVckSQYOHJiBAwfWXq+urq79+5rPtWnTJrfccss6r7Pvvvuu9XmTrHfcx/N83Pbbb5/XX399ozJ36dIlc+fOTZJUVFTk5z//+Xo/5zHHHJPHHnusztcFABwxCgDbPMcPOX4IAAAAANakIASAbdxHxw8ddNBBadOmzQbHnXfeeZk6dWo+9alP5dlnn/1Exw/V1NSkd+/eOfDAA2uPFDrppJPy61//OlVVVXnggQc2OK4+xx13XH7/+9/n2GOPXev4ofoyr3n80AUXXLDe44d69+6dAQMG5Nlnn92krxkAAAAAtkYVpVKpVO4QAAAAAAAAQMOwgxAAAAAAAAAKREEIAAAAAAAABaIgBAAAAAAAgAJREAIAAAAAAECBKAgBAAAAAACgQBSEAAAAAAAAUCAKQgAAAAAAACgQBSEAAAAAAAAUiIIQAAAAAAAACkRBCAAAAAAAAAWiIAQAAAAAAIACURACAAAAAABAgSgIAQAAAAAAoEAUhAAAAAAAAFAgCkIAAAAAAAAoEAUhAAAAAAAAFIiCEAAAAAAAAApEQQgAAAAAAAAFoiAEAAAAAACAAlEQAgAAAAAAQIEoCAEAAAAAAKBAFIQAAAAAAABQIApCAAAAAAAAKBAFIQAAAAAAABSIghAAAAAAAAAKREEIAAAAAAAABaIgBAAAAAAAgAJREAIAAAAAAECBKAgBAAAAAACgQBSEAAAAAAAAUCAKQgAAAAAAACgQBSEAAAAAAAAUiIIQAAAAAAAACkRBCAAAAAAAAAWiIAQAAAAAAIACURACAAAAAABAgSgIAQAAAAAAoEAUhAAAAAAAAFAgCkIAAAAAAAAokP8fz880UlFz/M8AAAAASUVORK5CYII="
    },
    "sampled_data_fit.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model 2 - Posterior\n",
    "![link_params_fit.png](attachment:link_params_fit.png)<br><br>\n",
    "Most of parameters coefficients has similar distributions as in first model. Meal preparation time has a little less influence in comparison to previous model and parameter mean (intercept) shifts more of its values over 3. <br>\n",
    "Added parameters have expected influence. Courier rating is inversly related to delivery time. It makes sense that person with low rates would deliver food longer. Also the more deliveries the courier has the more time it will take to finish delivery.<br><br><br><br>\n",
    "![model_params_fit.png](attachment:model_params_fit.png)<br><br>\n",
    "Parameter $\\mu$ has reasonable values, but the interval of values is much larger. In comparison to previous model it has noticable tail. Also the histogram of data resemble gamma distribution. <br>\n",
    "Standard deviation $\\sigma$ has smaller values that in first model. Data are cocentraed around 8.05 and follow normal distribution. <br><br><br><br>\n",
    "![sampled_data_fit.png](attachment:sampled_data_fit.png)<br><br>\n",
    "Data generated from posterior distribution looks similar to first model. Only visible difference is that the tail is little shorter (values end before 80 rather than 90). This is beneficial for regular cases, which is majority of food delivery events.<br><br>\n",
    "## Issues\n",
    "Sampling was successful. Statistics are satisfactory:\n",
    "\n",
    ">Processing csv files: /home/project_repo/data_analytics_project/models_output/model2/fit/model2_fit-20230705173419_1.csv, /home/project_repo/data_analytics_project/models_output/model2/fit/model2_fit-20230705173419_2.csv, /home/>project_repo/data_analytics_project/models_output/model2/fit/model2_fit-20230705173419_3.csv, /home/project_repo/data_analytics_project/models_output/model2/fit/model2_fit-20230705173419_4.csv\n",
    ">\n",
    ">Checking sampler transitions treedepth.\n",
    ">Treedepth satisfactory for all transitions.\n",
    ">\n",
    ">Checking sampler transitions for divergences.\n",
    ">No divergent transitions found.\n",
    ">\n",
    ">Checking E-BFMI - sampler transitions HMC potential energy.\n",
    ">E-BFMI satisfactory.\n",
    ">\n",
    ">Effective sample size satisfactory.\n",
    ">\n",
    ">Split R-hat values satisfactory all parameters.\n",
    ">\n",
    ">Processing complete, no problems detected.<br> <br>\n",
    "\n",
    "While sampling we have similar issue like in first model - jupyter krenel crashes. We have prepared an analogous script as for the first model."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model comparison\n",
    "\n",
    "We compare models using WAIC and PSIS-LOO information criteria. "
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    },
    "waic_comparison.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### WAIC \n",
    "\n",
    "![waic_comparison.png](attachment:waic_comparison.png) <br>\n",
    "\n",
    "![image.png](attachment:image.png) <br>\n",
    "\n",
    "We see that from WAIC perspective clear winner is second model, as it has lower score. Given the data, second model is much more probable (0.99 weight parameter). Interestingly SE parameter is quite high, which means that the model have high uncertainty. This can be from various reasons. To name a couple:\n",
    "- long tail of posterior distributions could cause uncertainty as samples can have large values,\n",
    "- variability of real data, as well as problem being non-trivial could also lead to high uncertainty. \n",
    "<br>\n",
    "\n",
    "No warnings or errors were present during evaluation."
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    },
    "loo_comparison.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### LOO\n",
    "\n",
    "![loo_comparison.png](attachment:loo_comparison.png) <br>\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "Outcome for LOO criterion is much alike the one for WAIC, values are almost identical. Here second model is better as well and is more probable.\n",
    "<br>\n",
    "\n",
    "No warnings or errors were present during evaluation.  "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based on histograms of posterior samples it is hard to tell which model proves better. From information criteria it is clear that second model is better. We agree with this outcome, as our models are heavily dependent on data and second model uses more of it. Also, as mentioned earlier, predicting food delivery time is a complex task and more advanced model is more likely to simulate that complexity. It also meets our assumptions of being an extension of the first one."
   ]
  }
 ],
 "metadata": {
  "language_info": {
   "name": "python"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}