TensorFlow2.0（9）：TensorBoard可视化.ipynb

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   "cell_type": "markdown",
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   "source": [
    "注：本系列所有博客将持续更新并发布在[github](https://github.com/ChenHuabin321/tensorflow2_tutorials)上，您可以通过[github](https://github.com/ChenHuabin321/tensorflow2_tutorials)下载本系列所有文章笔记文件。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1 神器级的TensorBoard"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TensorBoard是TensorFlow中的又一神器级工具，想用户提供了模型可视化的功能。我们都知道，在构建神经网络模型时，只要模型开始训练，很多细节对外界来说都是不可见的，参数如何变化，准确率怎么样了，loss还在减小吗，这些问题都很难弄明白。但是，TensorBoard通过结合web应用为我们提供了这一功能，它将模型训练过程的细节以图表的形式通过浏览器可视化得展现在我们眼前，通过这种方式我们可以清晰感知weight、bias、accuracy的变化，把握训练的趋势。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "本文介绍两种使用TensorBoard的方式。不过，无论使用那种方式，请先启动TensorBoard的web应用，这个web应用读取模型训练时的日志数据，每隔30秒更新到网页端。在TensorFlow2.0中，TensorBoard是默认安装好的，所以，可以直接根据以下命令启动："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "tensorboard --logdir \"/home/chb/jupyter/logs\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "logdir指的是日志目录，每次训练模型时，TensorBoard会在日志目录中创建一个子目录，在其中写入日志，TensorBoard的web应用正是通过日志来感知模型的训练状态，然后更新到网页端。\n",
    "\n",
    "如果命令成功运行，可以通过本地的6006端口打开网页，但是，此时打开的页面时下面这个样子,因为还没有开始训练模型，更没有将日志写入到指定的目录。"
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)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "要将训练数据写入指定目录就必须将TensorBoard嵌入模型的训练过程，TensorFlow介绍了两种方式。下面，我们通过mnist数据集训练过程来介绍着两种方式。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 在Model.fit()中使用TensorBoard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import tensorboard\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "mnist = tf.keras.datasets.mnist\n",
    "\n",
    "(x_train, y_train),(x_test, y_test) = mnist.load_data()\n",
    "x_train, x_test = x_train / 255.0, x_test / 255.0\n",
    "\n",
    "def create_model():\n",
    "  return tf.keras.models.Sequential([\n",
    "    tf.keras.layers.Flatten(input_shape=(28, 28)),\n",
    "    tf.keras.layers.Dense(512, activation='relu'),\n",
    "    tf.keras.layers.Dropout(0.2),\n",
    "    tf.keras.layers.Dense(10, activation='softmax')\n",
    "  ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 60000 samples, validate on 10000 samples\n",
      "Epoch 1/5\n",
      "60000/60000 [==============================] - 4s 71us/sample - loss: 0.2186 - accuracy: 0.9349 - val_loss: 0.1180 - val_accuracy: 0.9640\n",
      "Epoch 2/5\n",
      "60000/60000 [==============================] - 4s 66us/sample - loss: 0.0972 - accuracy: 0.9706 - val_loss: 0.0754 - val_accuracy: 0.9764\n",
      "Epoch 3/5\n",
      "60000/60000 [==============================] - 4s 66us/sample - loss: 0.0685 - accuracy: 0.9781 - val_loss: 0.0696 - val_accuracy: 0.9781\n",
      "Epoch 4/5\n",
      "60000/60000 [==============================] - 4s 66us/sample - loss: 0.0527 - accuracy: 0.9831 - val_loss: 0.0608 - val_accuracy: 0.9808\n",
      "Epoch 5/5\n",
      "60000/60000 [==============================] - 4s 66us/sample - loss: 0.0444 - accuracy: 0.9859 - val_loss: 0.0637 - val_accuracy: 0.9803\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.keras.callbacks.History at 0x7f9b690893d0>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = create_model()\n",
    "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n",
    "\n",
    "# 定义日志目录，必须是启动web应用时指定目录的子目录，建议使用日期时间作为子目录名\n",
    "log_dir=\"/home/chb/jupyter/logs/\" + datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\")\n",
    "tensorboard_callback = tf.keras.callbacks.TensorBoard(log_dir=log_dir, histogram_freq=1)  # 定义TensorBoard对象\n",
    "\n",
    "model.fit(x=x_train, \n",
    "          y=y_train, \n",
    "          epochs=5, \n",
    "          validation_data=(x_test, y_test), \n",
    "          callbacks=[tensorboard_callback])  # 将定义好的TensorBoard对象作为回调传给fit方法，这样就将TensorBoard嵌入了模型训练过程"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image](data:image/png;base64,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)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过TensorBoard提供的图标，我们可以清楚的知道训练模型时loss和accuracy在每一个epoch中是怎么变化的，甚至，在网页菜单栏我们可以看到，TensorBoard提供了查看其他内容的功能：\n",
    "- 在 scalars 下可以看到 accuracy，cross entropy，dropout，bias，weights 等的趋势。\n",
    "\n",
    "- 在 images 和 audio 下可以看到输入的数据。\n",
    "\n",
    "- 在 graphs 中可以看到模型的结构。\n",
    "\n",
    "- 在 histogram 可以看到 activations，gradients 或者 weights 等变量的每一步的分布，越靠前面就是越新的步数的结果。\n",
    "\n",
    "- distribution 和 histogram 是两种不同的形式，可以看到整体的状况。\n",
    "\n",
    "- 在 embedding 中可以看到用 PCA 主成分分析方法将高维数据投影到 3D 空间后的数据的关系。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这就是TensorBoard提供的功能，不可为不强大。这里，我们在介绍一下TensorBoard构造方法中的参数：\n",
    "工具在Tensorflow中是非常常用的其参数解释如下：\n",
    "\n",
    "- log_dir：保存TensorBoard要解析的日志文件的目录的路径。\n",
    "- histogram_freq：频率（在epoch中），计算模型层的激活和权重直方图。如果设置为0，则不会计算直方图。必须为直方图可视化指定验证数据（或拆分）。\n",
    "- write_graph：是否在TensorBoard中可视化图像。当write_graph设置为True时，日志文件可能会变得非常大。\n",
    "- write_grads：是否在TensorBoard中可视化渐变直方图。 histogram_freq必须大于0。\n",
    "- batch_size：用以直方图计算的传入神经元网络输入批的大小。\n",
    "- write_images：是否在TensorBoard中编写模型权重以显示为图像。\n",
    "- embeddings_freq：将保存所选嵌入层的频率（在epoch中）。如果设置为0，则不会计算嵌入。要在TensorBoard的嵌入选项卡中显示的数据必须作为embeddings_data传递。\n",
    "- embeddings_layer_names：要关注的层名称列表。如果为None或空列表，则将监测所有嵌入层。\n",
    "- embeddings_metadata：将层名称映射到文件名的字典，其中保存了此嵌入层的元数据。如果相同的元数据文件用于所有嵌入层，则可以传递字符串。\n",
    "- embeddings_data：要嵌入在embeddings_layer_names指定的层的数据。Numpy数组（如果模型有单个输入）或Numpy数组列表（如果模型有多个输入）。\n",
    "- update_freq：‘batch’或’epoch’或整数。使用’batch’时，在每个batch后将损失和指标写入TensorBoard。这同样适用’epoch’。如果使用整数，比方说1000，回调将会在每1000个样本后将指标和损失写入TensorBoard。请注意，过于频繁地写入TensorBoard会降低您的训练速度。\n",
    "还有可能引发的异常：\n",
    "- ValueError：如果设置了histogram_freq且未提供验证数据。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3 在其他功能函数中嵌入TensorBoard"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在训练模型时，我们可以在 tf.GradientTape()等等功能函数中个性化得通过tf.summary()方法指定需要TensorBoard展示的参数。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "同样适用fashion_mnist数据集建立一个模型："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import datasets, layers, optimizers, Sequential ,metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def preprocess(x, y):\n",
    "    x = tf.cast(x, dtype=tf.float32) / 255.\n",
    "    y = tf.cast(y, dtype=tf.int32)\n",
    "    return x, y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "(x, y), (x_test, y_test) = datasets.fashion_mnist.load_data()\n",
    "db = tf.data.Dataset.from_tensor_slices((x, y))\n",
    "db = db.map(preprocess).shuffle(10000).batch(128)\n",
    "db_test = tf.data.Dataset.from_tensor_slices((x_test, y_test))\n",
    "db_test = db_test.map(preprocess).batch(128)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_3\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_15 (Dense)             multiple                  200960    \n",
      "_________________________________________________________________\n",
      "dense_16 (Dense)             multiple                  32896     \n",
      "_________________________________________________________________\n",
      "dense_17 (Dense)             multiple                  8256      \n",
      "_________________________________________________________________\n",
      "dense_18 (Dense)             multiple                  2080      \n",
      "_________________________________________________________________\n",
      "dense_19 (Dense)             multiple                  330       \n",
      "=================================================================\n",
      "Total params: 244,522\n",
      "Trainable params: 244,522\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model = Sequential([\n",
    "    layers.Dense(256, activation=tf.nn.relu),  #  [b, 784]  --> [b, 256]\n",
    "    layers.Dense(128, activation=tf.nn.relu),  #  [b, 256]  --> [b, 128]\n",
    "    layers.Dense(64, activation=tf.nn.relu),  #  [b, 128]  --> [b, 64]\n",
    "    layers.Dense(32, activation=tf.nn.relu),  #  [b, 64]  --> [b, 32]\n",
    "    layers.Dense(10)  #  [b, 32]  --> [b, 10]\n",
    "    ]\n",
    ")\n",
    "model.build(input_shape=[None,28*28])\n",
    "model.summary()\n",
    "optimizer = optimizers.Adam(lr=1e-3)#1e-3\n",
    "# 指定日志目录\n",
    "log_dir=\"/home/chb/jupyter/logs/\" + datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\")\n",
    "summary_writer = tf.summary.create_file_writer(log_dir)  # 创建日志文件句柄"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "db_iter = iter(db)\n",
    "images = next(db_iter)\n",
    "# 必须进行reshape，第一个纬度是图片数量或者说簇大小，28*28是图片大小，1是chanel，因为只灰度图片所以是1\n",
    "images = tf.reshape(x, (-1, 28, 28, 1))  \n",
    "with summary_writer.as_default():  # 将第一个簇的图片写入TensorBoard\n",
    "    tf.summary.image('Training data', images, max_outputs=5, step=0)   # max_outputs设置最大显示图片数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 train_loss: 0.004282377735277017 test_acc: 0.8435\n",
      "1 train_loss: 0.0029437638364732265 test_acc: 0.8635\n",
      "2 train_loss: 0.0025979293311635654 test_acc: 0.858\n",
      "3 train_loss: 0.0024499946276346843 test_acc: 0.8698\n",
      "4 train_loss: 0.0022926158788303536 test_acc: 0.8777\n",
      "5 train_loss: 0.002190616005907456 test_acc: 0.8703\n",
      "6 train_loss: 0.0020421392366290095 test_acc: 0.8672\n",
      "7 train_loss: 0.001972314653545618 test_acc: 0.8815\n",
      "8 train_loss: 0.0018821696805457274 test_acc: 0.882\n",
      "9 train_loss: 0.0018143038821717104 test_acc: 0.8874\n",
      "10 train_loss: 0.0017742110469688972 test_acc: 0.8776\n",
      "11 train_loss: 0.0017088291154553493 test_acc: 0.8867\n",
      "12 train_loss: 0.0016564140267670154 test_acc: 0.8883\n",
      "13 train_loss: 0.001609446036318938 test_acc: 0.8853\n",
      "14 train_loss: 0.0015313156222303709 test_acc: 0.8939\n",
      "15 train_loss: 0.0014887714397162199 test_acc: 0.8793\n",
      "16 train_loss: 0.001450310030952096 test_acc: 0.8853\n",
      "17 train_loss: 0.001389076333368818 test_acc: 0.892\n",
      "18 train_loss: 0.0013547154798482855 test_acc: 0.892\n",
      "19 train_loss: 0.0013331565233568351 test_acc: 0.8879\n",
      "20 train_loss: 0.001276270254018406 test_acc: 0.8919\n",
      "21 train_loss: 0.001228199392867585 test_acc: 0.8911\n",
      "22 train_loss: 0.0012089030482495824 test_acc: 0.8848\n",
      "23 train_loss: 0.0011713500657429298 test_acc: 0.8822\n",
      "24 train_loss: 0.0011197352315609655 test_acc: 0.8898\n",
      "25 train_loss: 0.0011078068762707214 test_acc: 0.8925\n",
      "26 train_loss: 0.0010750674727062384 test_acc: 0.8874\n",
      "27 train_loss: 0.0010422117731223503 test_acc: 0.8917\n",
      "28 train_loss: 0.0010244071063275138 test_acc: 0.8851\n",
      "29 train_loss: 0.0009715937084207933 test_acc: 0.8929\n"
     ]
    }
   ],
   "source": [
    "tf.summary.trace_on(graph=True, profiler=True)\n",
    "for epoch in range(30):\n",
    "    train_loss = 0\n",
    "    train_num = 0\n",
    "    for step, (x, y) in enumerate(db):\n",
    "\n",
    "        x = tf.reshape(x, [-1, 28*28])\n",
    "\n",
    "        with tf.GradientTape() as tape: \n",
    "            logits = model(x)\n",
    "            y_onehot = tf.one_hot(y,depth=10)\n",
    "\n",
    "            loss_mse = tf.reduce_mean(tf.losses.MSE(y_onehot, logits))\n",
    "            loss_ce = tf.losses.categorical_crossentropy(y_onehot, logits, from_logits=True)\n",
    "            \n",
    "            loss_ce = tf.reduce_mean(loss_ce)  # 计算整个簇的平均loss\n",
    "        grads = tape.gradient(loss_ce, model.trainable_variables)  # 计算梯度\n",
    "        optimizer.apply_gradients(zip(grads, model.trainable_variables)) # 更新梯度\n",
    "\n",
    "        train_loss += float(loss_ce)\n",
    "        train_num += x.shape[0]\n",
    "        \n",
    "    loss = train_loss / train_num  # 计算每一次迭代的平均loss\n",
    "    with summary_writer.as_default():  # 将loss写入TensorBoard\n",
    "        tf.summary.scalar('train_loss', train_loss, step=epoch)\n",
    "\n",
    "    total_correct = 0\n",
    "    total_num = 0\n",
    "    for x,y in db_test:  # 用测试集验证每一次迭代后的准确率\n",
    "        x = tf.reshape(x, [-1, 28*28])\n",
    "        logits = model(x)\n",
    "        prob = tf.nn.softmax(logits, axis=1)\n",
    "        pred = tf.argmax(prob, axis=1)\n",
    "        pred = tf.cast(pred, dtype=tf.int32)\n",
    "        correct = tf.equal(pred, y)\n",
    "        correct = tf.reduce_sum(tf.cast(correct, dtype=tf.int32))\n",
    "\n",
    "        total_correct += int(correct)\n",
    "        total_num += x.shape[0]\n",
    "    acc = total_correct / total_num  # 平均准确率\n",
    "    with summary_writer.as_default():  # 将acc写入TensorBoard\n",
    "        tf.summary.scalar('test_acc', acc, step=epoch)\n",
    "    print(epoch, 'train_loss:',loss,'test_acc:', acc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TensorBoard中web界面如下："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image](data:image/png;base64,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)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
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pxALd+ozt0l2hlM79Zkd6uw0ra/P7ljnd+o/Z4PdpwYP+ry1RD97d+qz1Lxn/eRLdkHqPuOd8tz95+87PJ+RguWXuvz8o6Nl4W7fxnySdoRtNumiKd5epLHNZptds2GbTbpoircXaWyz2WbXbNhmky6a4u1FGttsttlRKDzh156jO7PctGoM7NFal5LiCM+f3We/T3/PZvZ7Prcus4euHmEjr5xiDxd9f2du7LZum0LhaTb1uOiFyr2IScfZ1GS69ud+G9ytwQ4Ztzr52ZdSpi03i2z4AdGLfDsfUPP6VbZqfXPyEyF1nOIdyqxo53a4O33JX0U7rue4yzqwU3/+ETZuX3cKlG62d4+/tB7Rznfld+qPtoc/8xfRbf4f69Wju/WKthnZneXMWO7n1Hw7be7UHxntxEdjfayHDf9+5pOXHd6pb7X88pqi+9+r4WPW97AvxX+IpK+LlRG22Tpss8keE7XNcNhmx5exzWabTUhNRW0zHLbZ8WVss9lmE1JTUdsMh212fFm9bbN3R2q/8JzQT5dr6BTbxGVt+fPov7I5c+agCuRzp5PEpWT6ezYvHWkjr/y/9mJymtpW1zs3PWJvZcfYus5emXWbXRPdzk131W1P2B+T4jN42wSFZ7Lzuirj8XM/aQ2fPNceT35etWq9lb5b22JLH59pi9t1w1KmLTel7dTHf+y0d2JCajlqpzLaIR3V+/+Jd0innJ3Zuc19WrDgtC3d7NQTUrdTO8s/+ZrNG/RZmzzoUPv5/+5WtIPeemd4yeE9ojGKToey74GZU53EinfqnaNs8b9E9/Gtz9tvvvQ/op3yaEfafcfEj75mq3741djaH2UfR0Tu1Ec79Af+pXWLdugvOOWo3OX3HxjtmBedtsUtA+98yuWX0fTtfaz3x6Id+kMPs+bU5QXKCNtsHbbZZI+J2mawzc5dzjabbTYhNRW1zWCbnbucbTbbbEJqKmqbwTY7d3m9bbN3Ryg84UXhWR/kc6eTFB6FudCmjhlhE55qKry+HaeldTatWWgP3XCZjbjuUU5pW0YWDT/AGg4YHu3+prLxZXtw8mxbumaeXX/eGTYxubIl+nna2PNsyHljbdq8NdHueTYrbPbkyTZ7RfLT7Mn24MtNtmbeNBsb3X74Demd+MJpN778oE2OfmhePNNuGH6GnTd2ms1bkx/ZpfmtOTYpd93S6PYP2ssbkyuL07zYZkbzeMbwG2zm4gWtdur1Y8jM01n9ohfwfmfZ5OixJ7OXGe+G4XbGGcPthpmLO/AHDyFVSPEOZbQTPsV9ku8v/tp+9J0jkp3ir9mmnyRfgN/z7+zef/uy3XvQX0U7z//TbvtR6rZyZ/koW//DL9m9/9TL9mr4i+i6I1PXtd6pt1M+EX/J/aH//CVb9b0+dmj0h8T+/3RY6jZqp/5o23T2l23O1/exT7gd5rY+HZjVaj6PsgWHui/K/wv75jei+03+EFj/42/axv7/M7r8r+yUb3/ZXv/238XzdlT/b7Q9n20uv29a8yn/YH2j6f727w+yl5L7WHVu/g+InAqFbbYL22yyh6V4e8E2O3nMbLMzYZtNSE2leHvBNjt5zGyzM2GbTUhNpXh7wTY7ecz1v82uVDilLfw4pS0CikvJpqcm2IjLfmkvJ9/L6Sstlzx+h909p6ioXPag/azxdpsX/ZvCs2ORO/WLhtsBDXvZXr172Me/+EW7aLpZ09TB1rt7b/v8vw634ed93fp072Z9R2VvNTV+Qc7uPLtPA/bsvZ/t/emv25AhA+3zvbtZt0PG2ZuZawumje9/r9728Y9/0QYOGWJf79M9+vlUezjZr29ZONz6dutmvT8/MBorut9e3a17wwE2vGCGkzRFY0c7E937JPe7X2/bq2f+vtp+DM/ZNdF9H7Z/tFOx/2HRba+JLnH3Pco+17279fn6eTZ8+L/Gj2OvwfdbW39PEFIzKd6hTL4w3u305mVOg9IytK8N+H+jHXt32cf+0gb0z3z/RI7cqc/shHf7ix520oCvFO1si53684+0J//pf0TP3cx9d+/99/ZM+g8HuVOfjNOtu33jsEOsKXd5G1rNZzJmkfj6n3zFbvmHv4x27N1lH7Pe//AZWxHfpo359Cy/+BQwxdcVPI5EhcI2m2022QNTvL1gm53DNtuFbTYhNZXi7QXb7By22S5sswmpqRRvL9hm59T7NrtSofCE17ZnrtLlphBPK8bAnq11KbncHroyX0D6SssN8263UZfdYr9dsSm5bJP98cGrbcSY+21J9DOFZ8fS9k79AXbBwmTP2rba45cPsR/dndktd9l4y5HWsM859kz8k9ipP2aKNWV+NHvmHNun4Ui7Jd4bFjv1B1xgubvaeIsd2bCPnRMPvNrGHRKN9d0Z+U9MNl1vX25jp37+sP2tod+Y5I+HKC0z7Lu5nfrQY8jMd/q0La9POtOGXPl0/r4LHgchNZziHcp2aD73yLZPOVIpP/mGrU+faqXafnykuU81trp8d8xnhcI2m2022QOjthkBbLNT2GazzSakM6O2GQFss1PYZrPNJqQzo7YZAWyzU2p4m12pUHjC68+bN7TvKM9omnhaMQb2bKqU3PriFBs1YoI91ZRc39jYSqag3GR/fOI2u+qSETby0v+0S0c22sgxE+zRZVvzY7d52/z9UXgWpu2d+tZf0N+8/gWbOXmyTXbO6mf5L/FvvVN/QHqvO/kjIXOR2KlP7UgXXp/5Ev+Cq+Pr1U79EhvVt+h+o0dVfNqWth9DZr4L5yX6u2DTn2zOtGT60QOjnXr9BwUhNRW1U4nqqlDYZrPNJntg1DYD1VWhsM1mm032wKhtBqqrQmGbzTab7IFR2wxUV42FwhNBf177emHpeVkiXXa6acRtgfba1LTWmjbp67qCahSeb048yvbq3se+ft7YTtypL5w2k7Z26jM78L6dev9jyMx3el5anj7PPpGc5uUGdupJPWXkCXrHEtXhfh8VCttsttlkDwzb7NrCNpttNiG+sM2uLWyz2WYT4gvb7NpSwW12pULhiXZxR2/Gp6y9+WDbNuavY/G/o8s4shMoX+cXnpmd4yPT5yuZelwn7NQ/Y+fsU3S/8fVqx3qj3XJkg+2TOd9LkvROfegxZOY7PS/u54LxCh4HITWcB27UO5eoDvf7qFDYZrPNJntg2GbXFrbZbLMJ8YVtdm1hm802mxBf2GbXlgpusysVCk8AqAHVKjz3P/NJa45+atn0rF16SM9O2KlPvnvigDPtsTXu2yKabfHVR1rPNnasN952lHXreaRdvTieS1vz2JnR/Rbu1Lf9GNzXUOxjDV++3jLfr9ESPY5u1u3I6y1z12/ZPd+N5oWdelIvcTuSfJqxutzyr/AOPdtsttlkDw3b7Opjm802m5D2hm129bHNZptNSHvDNrv6dsM2u1Kh8ASAGlCNU9o2PTnMPte9IdqpjXTfz44d7Hau9ZftV3Kn3loW2rgjels3d78N3az3gKOsX5s71k02Y2gf6x5P22DdPzfAjtwnP5b/MUR39fBQ693NXZ8Zv2XpLTagd7fM9N162BdOOi56HPtYwQclCSGkE8M2m202IaR+wjabbTYhpH7CNpttNiGk64XCEwBqQCULz9LSbOtXrY8/BdhpaWmx+EOE61fZ2k3Rv1aPs0Pa3KnPpGXTWlu1vq25DDyG5vVFt22xTWvXmrtrQgipr7DNJoSQ+gnbbEIIqZ+wzSaEkD0hFJ4AUAOqV3h2fpb85xdsvwFjbc7rq2zVqhfs+qP2sm59RxV+6pIQQkhNhG02IYTUT9hmE0JI/YRtNiGEVD4UngBQA7pS4WktS23K0C/ap/buYT167WsHDxpjT2a+SIIQQkithW02IYTUT9hmE0JI/YRtNiGEVDwUngBQA7pU4UkIIYQQQgghhBBCCCGEVDAUngBQAyg8CSGEEEIIIYQQQgghhJCOhcITAGoAhSchhBBCCCGEEEIIIYQQ0rFQeAJADajlwvO5a4bYkCHCT6bZ6mSacDbaw5ecYTcvbEl+biOLJtoZjTNst3xtxaLhdsABw21R8iMhhOyJYZtNCCH1E7bZhBBSP2GbTQghtR8KTwCoAeUXnkvsyq/sa2dMT36sYFbMnmyTJztnWb+GfWzg6OTnB1+OdtXbm432zLjzwjv1K6baeVXeqV9y5Vds392xIAkhJBe22cGwzSaE1EzYZgfDNpsQUjNhmx0M22xCyB4cCk8AqAHlFp6zJ4+2gfs0WL+zJtuDLye72i2b7PczMzvgMxc3Zy5L0rx4Znz5tHlrbM3z03K3aV6/1ja1ud891Y5rOMCGp/eKV8y2ybOX2pp506L/r4gvan5rjk1zO/3T5tma1Fjuj4N4ko0v24PRHwRNa+Zlppu52HJzl1zn5iYzfbMtjh/DNJuXHsxaMvcZP7ZNtvTxZOzitKyxedPc7Wfa4gVFO/XNb9mc+Lr82O4+Rw/cxxr6nZX/o8WzHAkhpCNhm802mxBSP2GbzTabEFI/YZvNNpsQ0rVD4QkANaDcwvOaId+0g3o22P6HDbGfTFsd7YgutOF9e1ifk8ba5BuG2eF77WWD78/suG+8f7Dt1e0T9q3hY234oE9bj24NdkC8p77ERvVtsMPHvxtP1zpip37qcdawV2/79OcH2pBrnrOm6OfevY+wYTdMtrGDP2Hd+47K7URPPa7Bjpsa/cN9mrDnXrbfpwfZ8LHD7Vuf6Gb7D5ufmSj1SUM3/V69P22fHzrWxg79x2iej7Lbkr9XFo3qa932+kcbOnasDf38ftY9egzx2AVZFD2e7tb780Nt7Nih9vn9ulu37E59U/RYeve2I4bdYJPHDrZPdO9ro6Ir3ClqvnlQT2vY/7DMaWk8y5EQQjoattlsswkh9RO22WyzCSH1E7bZbLMJIV07FJ4AUAPKP6XtIht+QGrH1n0acNrzudOfLBp+gDXEV662cYc02Jevz17TYlOOye7Uh9LGTv2Xr8/dj/sU4ONLs582LJy+YKd+nzPtydxk0RjRzv8S9++infr8fLrH1y3aoXb/fthO7bmPnZkbYKFd8EmxU//wqdZz/2GW/LkQTXaBfTK7U+8+ffn40ujRZ+LuK7sM8ssqSpvLkRBCygnb7FabUrbZhJCaDdvsVptSttmEkJoN2+xWm1K22YSQLhQKTwCoARUvPKPd1aVTzrOvH7yv7bvvvrZ3j27Jzuj9Nrhb4Y55eofWnzZ26tM7uU1P2ph//aJ9KrrPffftZd3b2qnP7ly7uDGyPxft1OeHTj2+JaOsb8Nx0dxkU/zYM1kyqm/hvBXcb5M9OeZf7YufyiyfXt3b2KlvczkSQkg5YZudng0XttmEkNoN2+z0bLiwzSaE1G7YZqdnw4VtNiGkK4XCEwBqQMULz/nDbP/9T7EHku9fyO+ouk/8fdIuWBhfHKdyO/Ub7bajutuhl2e/d6Jw+ort1LdMsWMajrEp2Y8gFj/2JBtvOdIajpkS7ZYnSY298bajrPuhl1v2ayfSy6Bgp77N5UgIIeWEbXZ+2kzYZhNCajdss/PTZsI2mxBSu2GbnZ82E7bZhJCuFApPAKgBFS887x9s3fpdan+M90WbbMoxPZOd0Rab8d2etv85z2R2dluinfzodtkd2pK/mL9gp959z0VPO/FXmT3lloUX2AG7Y6fe3rQx/brZkbckJ1Npinbye7beqbc3x1i/ntHOf26yY6xnMrb7hGPPE3+V+eOjaBkU7Li3uRwJIaScsM3OT5uEbTYhpGbDNjs/bRK22YSQmg3b7Py0SdhmE0K6UCg8AaAGlF94Rjuj0Y5q9x5721euXBLvqI76XHfrFv28d6/9bMBR/azhyFss/kr5pqk2uHd367H3vrb33l+wz+V2aDv4xfypndymqYOtd7fu1mvfXtbrcwPsyH32sejvhziV26l3D2+Ufa67u5/oMXz8c9Z3H7FTH/3ZsnDcEda7Ry/bd9+97eOf62v7ZO8nXgbdrHuvfa1Xr8/ZgCP3sX2yM7polPXt3sP2/sqVtsS3HAkhpIywzc5clw/bbEJI7YZtdua6fNhmE0JqN2yzM9flwzabENJ1QuEJADWgEoWnS0s0VvpDiC2bNiWnUEmlpSWepjm6riXaPb3lSLVDXE6abVPbH4WsTOLH0BLdj3t0z9g5+xT9sZFOyyaLJxPJLAORluj3krpCLkdCCCkzbLNF2GYTQmo0bLNF2GYTQmo0bLNF2GYTQrpAKDwBoAZUqvBsT/50xeet9z8OtbGTJ9vYk/pYj95D7eHdvA9e2Wy133xvP/vEt4bbDZNvsGFH9LYeh4+3N5NrCSFkTwrbbEIIqZ+wzSaEkPoJ22xCCNnzQuEJADWgMwtPc5/++/1Mu+GGG2zytDn2Vl1+PC9aZnOmZR7DzN97vluDEELqPWyzCSGkfsI2mxBC6idsswkhZE8LhScA1IDOLTwJIYQQQgghhBBCCCGEkD0nFJ4AUAMoPMtMyyZbu55vkiCEkLoI22xCCKmfsM0mhJD6CdtsQkgXD4UnANSA+i08p9pxDcdF/y0j0Q757+8dbhOfS34uMU1TB1vv7j1s733PsOnJZdmsnvYTGzJkSN5Pptnq5DpCCOl6KW+b3bJmnl1/XmZ7et7182xNB06ZxTabEELam3K32Y/ZmDOy2+znrSm5vJSwzSaEkPamAu+NuLQstJujbfc1HXh/hG02IYRQeAJATeiahecim/ivX7T9enS37t0a7LgODbLaxh3SYEfesjH5uTBTj2uwfmdNtsmTEw++bHpKQgjpCiljm90U3bb3J2zw9XPs9dd/Y8MP38v2OvVhK63zZJtNCCHtTxnb7I332+C99rfjfvGCrYq22Rcc0tMOGL4oubK9YZtNCCHtTyUKzxZbeMEB1tDQkfdH2GYTQogLhScA1ICKFJ7Nb9mcaW7ndZrNKfi2/cwX8cc7tTMXW+6aFbNt8uylueumzVsTTdlia+ZNi3+e+ftNyRvZG+3lBx+0l9ck4xd8mX/xTn30WOYkt1+cn4fm9WvFl+cvsl9PcmMtsuEHBHbo3VGgM4sfm5uv0TZwn2THffaK5PJsNtotR3azwfcnPxJCSC2lzrbZq8cdYg3HTEnuI8rCC+yTBwyPtuQibLMJIXta6m0/e/oZtu8Jd0SjJ5l6nDWwzSaEdJXU3XsjmbRE+9cHHHCMHfNJz/sjbLMJIcQbCk8AqAFlF54tD9vQ3r3tH4eOtcljB9snuve14QvdXnSLLRze13r0OcnGTr7BhrkjcqK93PjND/fGx1772RcHDbexwwdZn+497ZDDv2Cfjn/+ln2i21526sNuDFdIdrMeH/+iDR071oZ+vrd1/4dh9ky8k57eqW+KhuxtvY8YZjfcMMwO32uvaIfa3dMSG9W3wQ4f/248VesECs+WhTa8b3f7xLeG2w1jh9o/RuMeN9WdlGu1TfvJN+2gng22/2FDbEirc764cT9pQy4fbmcM6fjpFwkhpOKp6212JhtvO8q6H3VbZt7SYZtNCNnTUvfb7MwRQz2/OyN5wz4VttmEkD0t9brNjrfH/2DnPBP9v633R9hmE0JIMBSeAFADyi48Fw23A/Y5055MdlrfvPtH9pNp7hsZ3Cf9ptnz2S/tcdNld8LdTv2Rt+TerF54wScLfn7mnH2SU1+5neN9oh3vzOXR6DamX7dox9rdWWqn/uFTref+w2y++3eUlhnftZ6HjIt2vUNx47ddeLqjirpF85V9CC3PnGP79zzVHo5/8t12pp2178ft8+4PnRuG27c+0S3/Bw0hhFQzdb3NjuJOb7vXAXZB/OZRYdhmE0L2uNTxNnv6Gfvavnv3sG6f/qm9kD7IKQnbbELIHpc63WYvGtXXesdfF9H2tpdtNiGEhEPhCQA1oPxT2q6w247dz3r0+Lh9ceB5dn18CpZMWpZOsfO+frDtu2/yhkd6pz61N7xo+AGtfs7v1B9g8T+T5Hf48zv1S6Id9IbuvTL3k72v3M63L74dczebDcl9ZePuMzs//tsW5M0x1q/hGJuSXTCEEFK11PE2O/5keW87fNzC1kcKRWGbTQjZ81LP+9nu9Imv2z3f3V++uc02mxCy56UOt9mLRlnf3tH18Yy2ve1lm00IIeFQeAJADajId3hGadm01l6YOdYGf6K7HT7efX5wvg3bf3875YFkJ7/4U4wd3Km/f3A36ztqSfSv/E59/P1u/W+wVatWpazPfy9Gm/HvmD98ak/75AULk5+itEyxYxoOsXHxxyM9t21eb6vWZr9rw8XNa/Z2hBBS/dTdNrtloY07vLf1Ha7LThe22YSQPTX1tM1287pqfepaN2/dBlvx17exzSaE7Kmpp222G6Nbj72TgnRv69Gtwbr32te+cqUbNx+22YQQEg6FJwDUgHILT/ddat2+fH3u1CbuFCz7xOdZud8Gd+tnl/4xs2vbNOUY69mhnfqedsyUZPSmaKe65/42LD4/S36nPv6UYLcj7frsl0E0zbDrpyyNd6p9X8zv3TGP0vLwqbbX/uck34sRDXvLkdat3xh7M/7Jc9vV4+yQnsdYdrabf3ViwWllCCGkWqnPbXbmu4j6nvNkbr5V2GYTQva01OM2uyW6/24HXGDZM4/H85bbFufDNpsQsqelvt8bcWl728s2mxBCwml44403DACQocrIzlD2EZ4tS+2WY/ezXr3cJwJ7Wa/9TrL4u+ujXeqFoz5n3bv1sL337mX7DTjK+jUcabe481mVtFO/jx1yRObUL726d7c+Q2ckf0Ckduqj+1p6y7G2X4/ovtx0vfrY0BluKs8X88fx7JjHabInh30hGs994tE9tmPtlqXZvxB8t40e+7gjrHcPdyqZXta9++ds2JPJHj4hhFQz9bjNvn+wdWvobr3iT57nnTE9uT4XttmEkD0sdbmf3WQzhvaxHvERQ72sR+8jbJz43mW22YSQPS51/d6Ii2/byzabEEJC4QhPAKgBlTqlrbVssvXq44LR5ZvC55ZtI27HOTltS7vGabFNHb8zT5qjcdUbNaHsrvkhhJAywzZbhG02IaRGU5fb7PZui9lmE0L2sNTlNru9YZtNCCFthcITAGpAxQrP3ZLUTj0hhJAaD9tsQgipn7DNJoSQ+gnbbEIIqfVQeAJADajtwnOjvfzgg/ayO9ULIYSQGg/bbEIIqZ+wzSaEkPoJ22xCCKn1UHgCQA2o7cKTEEIIIYQQQgghhBBCCKndUHgCQA2g8CSEEEIIIYQQQgghhBBCOhYKTwCoAfVVeDbb4l+cZ0OGDLEhZ4yxx9Z05MvyCSGEdE7YZhNCSP2EbTYhhNRP2GYTQkithcITAGrA7iw8l1z5Fdv3jOnJT+Vn0ai+1q2hm/XYe1/r1b3BGrodabc0JVcSQuovLUvtgV8vSn4ozNTjDrDh+ip3pTU0RNuAoONsanITWzTcDjgu+cn9OzR9Qabaccl1U49rsOww7U/+9tmkx3H/bj0vjlsGq+3hKU9aZ2zq2GYTQrxhm537d+t5cdhmE0JqKGyzc/9uPS8O22xCSA2FbXbu363nxencbXZHQ+EJADWgIoVn81s2Z9pkmzx5ms15qzm+aMXsyTZ64D7W0O8sm/zgy5b5bv3o/uZMi6abbDMXZ6ZzcdPOXrrJfj/TjTHTfr9JfTrxYTu1Z/Qi9+XrMy9uz5xj+0Qven1HLYmvrck0L7Z7h5+R+dTledfbvEp86rJljT02psJjurREy//e4TbxueTnJM2L77XhZ0T3NeQ8+0Xqd1aQaJ7mXZ98urR4npqet+vPc7cfYuddP89aza5bd64fZ9NWJz/HabbF0bycEY/3C2vrbjNpsU2/j+axaMZb1szz32+cFlv6QHI/Zwy3ewvuqMmeb+sxpdKu+2maYY1DflL0GFNJrydF87F62k+iy6+0p8W4b979o+i6a+w5W23TfpKZh1auKfqFirQsfSD5HZ9hw+9dHC39bFpszWNjSl8+od95LotsVN/e0Y6t3l0N7tQH96yLdqTTO/XeLLLhBzTYAak7XzT8gNTPrXfQ3fXpnfH0bTNpfRsX/x8Ibj7cMmi2BRd8zj43fGH0G6lQ2GbrsM1mm+3CNruNsM1mm11jYZvNNtuFbXYbYZvNNrvGwjabbbYL2+w2wja7atvsCofCEwBqQNmFZ8vDNrR3b/vHoWNt8tjB9onufW34whZ77poh9s2DelrD/ofZkJ9Mi3Y7mqIXsN7W+4hhdsMNw+zwvfaywfdndvXdC1v3XgfboOFjbfigPta9+1F2W/Hr/Opxdoh7wcy9AroXyfTPNZZ4uXS3vqffYDNfeMFmppaNN9PPsH2/cqXJP1VaFtrwvt3tE4OjZR39YXTDsCOsd3vGjEa78iv7mv5A6SKb+K9ftP16dLfu3Yp2MN6Mlnk0/un3vmCv/+Yc6yvvK/N7/cTg623O66/bb4Yfbnvtdao9HE/mdtqiZXDOb+z11+fY2KP2sv2HzY9vZRsftku+/mnr4e43/qRW5mKXN8cdYt37nm73vhCNd07f6N/DTT3ERRP/1b64X49ofelWuB40RetG70/Y4OvnRPf7Gxt++F6216kPt9oh2nj/4Ghej7LrX1hlL9x7evT4ovUus0rGn5jt3vcc+030mOaMPcr22n+YJXOeT7vup8mmHBM9D4oeYy4b77fBe3W3PieNletJZmexmx2VnbFc5tuw/d0OpNtR3GgvP+j+II6MHhj9sdvPznL/dmavSKZvI/H972VHXf+CrXrhXjs9+n1l76tg+fzCzdchNu7N+CrP8vH8zovifs//cM4zmeXV5qcKixwwPLqHKMlOvdt2yOkix03N7kgn24qC69wg/rix453z0LxFg7nfU3bM+A+A445r+zZuwmj+szv+6jFkxsru1Bf/u8ywzdZhmx2FbTbbbLbZano3/2yzayxss6OwzWabzTZbTe/mn212jYVtdhS22Wyz2War6d38V22bvRtC4QkANaDswtO94O1zpj2Z7Mm4T1b9JPm4VrxDkn2le/hU65naMWqZ8V3reci4aGc/86J25C3ZnZYWm/HdnrkXvFyyL6zZ8Wp9p9493k9eYAuTH12eOWcf6xnt9MVxnxqMP7WZ/0TnxpcftMln9bOGfQba6MmzrXh37M0x/azbkbdEu4n5xJcddVvyKdEo7hOFBZ8oXWGzJ4+2gfs0WL+zJtuDLxfvHC6yX0+aY281u52Gwp2dJdGO2z7RTlc27r5y859N/MfWMTYltye70C74ZLLzEa8b51huhIUX2Cd7Rjv87t+rn7E7Z/7eNrW432N6Z2VJtFO4j+Xv9k0b06+nFd+ty6JfT4ofY8F6FmV1tLPYcMyU/M61u9/szmC03Neud8ulJVrvuhWsd1OOabBDxrk10i2L9Dy4x5Sdh2Zbv3ZTPLb3fpI0TTnG9j/mGPtyGzv1bt4Lfn9R4t9p9HjcuO76ffbf37olz5Vs4udPv37WL95pTSV+nhRdlo24riXauXTrVG4pRPPbkNzX/YO7pZ6HmeWTWcye5eP7nRfE/VGSWibudkXP5dafYozWlaKd+nTcdqTwouxOfRJxm3CyfxAUzWvR79n9nrJDu3+32n6Jecnv1Bc+zvxYhTvyG2850np+d0Z+feto4t8R2+xWYZudrBtss9lms81W88I2u8bCNjtZN9hms81mm63mhW12jYVtdrJusM1mm802W81L1bbZuyEUngBQA8o/pe0Ku+3Y/axHj4/bFweeZ9fPW5N70XEvTtkXUbeD2NC9l+27774Ze/ewbsmLffGLsXvxavXiG++Q1NFO/erxdni3/e2797yVOg1GkvjTiD3iT65NTn2iMz5Fx2H7W0PPg+yb8ek40tlotxyZ/uMniVsu3Qbb/e7f8Scnk3HHnmR9evS2oQ8/Y9cM+aYd1LPB9j9sSO4PrtZpvVPfaufE7RT1HRXtdnuy8TY7KvtpQDd9wc5P0Y5NHHdZeqemcEfGxa0fvtPzpNczlY23HWXdszvO9w+2bnsNtSe8j7d4njLzEE+7ZJT1bTjcxr+buTydgvtxiT/l6L5LpfV4mWR2lFv9TlOJ5+mCMfbdnv1sTPIJQrcu3HZUdzvqluvtmOLlGT9PipdxEnFdq2WX2mGN/4iL/miJ/4hsecbOif64yHwg0bN82vU7j+KWY3rn391v0e+wPTv18fzHO93F3G0L73uqW5bRuuWWwXHR/OrbRVLzkVknpsbripw24iYvng+3HrnL8kMVLYcO7NTHy0z+gVRq2GbLsM3OTM82m222mh+22Wyzay1sszPTs81mm63mh2022+xaC9vszPRss9lmq/lhm13FbXblQ+EJADWgIt/hGaVl01p7YeZYG/yJ7nb4+MyOY/xCl7yqxZ/46n+DrVq1KmV9vMNbvFPv/gDoNjjeTU3FvShGL5jZCZPTuLT6VF0NpenJ4faN/bpbN/cHz9DUufw3vmwPTns+92nE9HKKd1YKdoqyab0Tmkl+Z8Et4+yn31w23nGC7Rufq6Wt26bTehq3k9qt36X2x3jAZlvw42g+5bxl407hsle0E5qcT79DO/Vuh7Wb9bv0j5kxmhfYj6P5KvjjoigFy684bod6rwPsglbnfengTn1baXU/G6O/H3rbIfF5TlqPl0nRPDSvzz83kk9Kunn6ZLQ85w/bP3/6kzfHWL+e37UZC8UOvNhxz3zXxRAb8s2DrGfD/naY+3fEfYVFq2WX2qm3lj/Z6M+7Uyrta726N9inL/p9sm55lk97d+rddKlPT8b3W7SA27NTn048D8NT85++72j849ypVKLr3M594UMu/Ll13O8pNS/pZZQkPUZ+PXK3yz72ouUQzX9+pz7/x0BWZqyi+43HOMTiD9pWIGyzW4dtNttsttlu2uLfeRQ3Hdvs5J9ss2slbLPZZrPNdtMW/86juOnYZif/ZJtdK2GbzTabbbabtvh3HsVNxzY7+Wd1ttmVDIUnANSAcgvPeMcv+2X5URZe8MncqT4Kdhjcjki3I+367I5t0wy7fsrSeCfBvajldgRbFtoFB6jz8q+28Yd3s4aeR9rlc16Iv7+gW0NP++6MZLyaTYtt+tMcu37o51PfKdFiS6ecZ18/OPOJzr17pL5nodVOUTbudCZix3LjLXZksrNQeJqNdFrvwLaOmCb6XYw7orf1iHbq9t3743bE4Z6d5+gxLRze13ofPi7/nRLt2sFzlxXuvLUsHGdH9O5hvdyy+fgRdnhg3lvtmGYTf1q0tx0+Llm3CtL68eZ3xlrPk3enXtyP+46H3oeMs8wHD1uPl8lqG3dIatznrsnsfLtPsibLLffYsjvy0R24y+LnmNiBV5fFpwNy31lR9B0W7issWi271A6r+y6K3kddb7/f1GLNb/3CjuudXX89y6ddv/MoxTvl8Xy33rltJTt28e2j5ObBjZWZmdx9T4126KfmLnfJ7zC7ZXDcVL0+ZO4jc52cn4ibJDNG/na552E0n/l1KrUccpe7fxYuy/xY+XnMpK31qLSwzQ6FbXZ+jtTzt/V6yDabbXabsmMX3z4K2+z2hW12KGyz83Oknr+t10O22Wyz25Qdu/j2Udhmty9ss0Nhm52fI/X8bb0ess1mm92m7NjFt4/CNrt6ofAEgBpQ9hGeLUvtlmP3s15ux2/fXtZrv5Nsau7jeaOsb/cetnf8RfPRjuwtx9p+PaKfo521Xr362NAZmQnjnfrDv2Gfindwu1vvI1I7hqm0LL3Fjt2ve/Ji2t36DJ2R+2Oi1hLvSBV9Kbr7gyf+dOb8Ybb//qfYA8kfOPmdhyitdoryefjUnq2/5Dz1/R/u+oru1CdpXr/K3Fc7uE/S6fGjHfpxh1vv4i/Qd/OWfizxJ0+Ld/Da2lFptvXxp1yLvs9ApGD5ZeP+IDm8t/UdrnboXYp2qKPkl9/DdmrP9H22njYXeT+ZP8Dcp//iUxRFz4vuDd2sx977Wvyh0lTcfWb/CM4ltQ7kH1tyqpbbHo2WR3L6FLEDLy/LRlwXf7q4cCEkvzO3PqS/iyKz/gaXT7t+51HcY0x/x0fBDncm4U8xDvfubB8wfHiyIx09luHR2On7iG+f+XduJ7rguZfeoU7/2/0YjZN+jFHyO+KZf7d+nlRqp76vec5g1L6wzZZhmx2FbTbbbLbZSdhms81Owja7cPllwza7dcR1bLPdxWyz2WazzY7DNpttNtvsJDW0zd4NofAEgBpQqVPaui88X79J7D61RPdTcHGLbdrkTtaST+7TR9Eu3CY1RlFaNm2KpqzttEQ7N3tFO+6/zv3V0WRTjkl2yt13JeROh5K5vD079S3PnGP79zzSrl+aLKPmBXZB3+7JqUGi692XtR9wQbJjHe1oX3BAclobt3PQxk5pLr5povXkN+dY397RTon4K6opmufefc+xJ4uvc1+63y1/KpOmW45s9QXzmR2V4p23JM1vxZ9W7R3NlO+Pt/yObzbu9DHRjvY5T7a+Xe6L+TO3K/wehuyX72e+tD/3ydqmW+zIbtnTZeS/mN97PwXxPMb4D9++dsGC/BrddP2XxU59NFfu99uzp/XsNybz6Ui1A68uy6at6XseY1MyC8GeOWf/ZJ0pOn1O9AhvObJbtK65heBZPu36nUdxX9j/yWhdTX5Uab1Tn0pqp7ztuOWeerzusca3KdxZLtyJTp4DBeMX7Vy7ccROfeEfFMUzXjQvBTv1hX+MOPn5Sd2v+wMp+500lQjb7IKwzY7CNjuJ5zGyzW4zbLOL7pdt9m4N2+wobLOTeB4j2+w2wza76H7ZZu/WsM2OwjY7iecxss1uM2yzi+630tvsCobCEwBqQMUKzzKS36nfk+I+2feN3Kc2M5/OHGPxvlvLQhv1Off9FXvb3r32swFH9cufs3/j/TZ4r+7Wa98zrOgDb1FabM2vhlqf7u4TcXtbj+497NMFn+RsshlD+1iPaNx99+5lvb4wLLej7U7B0T26/CtXtvURqDZ26t3OTbce9vEvDrUp2T8mChLNb7f0J/YSycf1mqYOtt49esWf5OvR+wgbl+zs5aN3eN06kfl+jykm7zaVVjv17o+mBrcMC+cpniV3XfzF/FHi30OP+NOFe0e/p4JPxTZNtcHJqWN69ehtR2RPyZL+Yn7f/RTEs1MfpWnGUPt0dP/xOL26W/f9vmHDk19c4WNzn+hMndKorZ30tnbq3R80yXfD5BOtp6M+l6wz0bLoM9SSDxcnnxrOLJ99e/Uo/HRxW8snvir0O3dxn4TM/qGkE9ypL9oR1lrv1BevL/md+ijxzvyVhTvTyXNDjx+JdvAfSI3hxittp76tx+nuN3+blug23Y+6LbOdqHLYZrPNLl5n2WazzWabzTa7c8M224Vttgvb7NZhm802u9bCNtuFbbYL2+zWYZtdz9vs4lB4AkANqIXCc8XszDnz99Q0ry/ekcqk7U9jut9N8s820hzdtu19Xf1p0JZo0LZvszvT+pOrNZXmTdbWh2fb/h1VPi2b1rc5H7s/nk8Qd2j5hH/neuc3n+BOfWrHXKdoRzrZqc/G/eGY2TH33E8ct3MdmkYnfx+R9PymduqLE//RkfqDITOV+xRpbzv14aqtIAVhm10cttmdGrbZUdhmtx222cVhm10cttmdGrbZUdhmtx222cVhm10cttmdGrbZUdhmtx222aFQeFbNS3bXyOvs0ZXqOgBdTS0UnoSQLpiWhTb8c59Lvuyf+OJOjdRn8P01+QlGQkgXCdvsdodtNiGk6mGb3e6wzSaEVD1ss9udWt9md2LhucWWzRhlpw0aYP37948MsEGnjbIZy7aIaTtii61fvdJWr6/UeMUqPf4sa+z/fZuw2P17pd197gAbcPFjRdN0wJb1tnrlalu/RVzXGap9/0CdovAkhFQtTU/a2NvmJz8QnUU2ccyvbA1/+xBCqh222e0I22xCSI2EbXY7wjabEFIjYZvdjtT+NrvTCs93ZjXa8QNOt6tmr7CN7rKNK+zBxuOt//Gj7emKlGOLbcL3+9v3JywW11VCpcdPF57NtnHJHJtbifJ38QT7fmrcTlft+wfqVLmFZ+70AgCATlFO1Hhdwcc+9rGSqXHq0Wc/+9mSzJ49u2TnnntuSQ4//PCSfeELXyjJP/7jP5bslFNOKcn9999fsiuvvLIkf/u3f1sytR6gesqJGg/1I/09Zu01fPjwkuy3334lU/PaFajXipDvfe97JfnLv/zLkql5RfWUEzUeqqdPnz4l+cEPflCyX//61yW54447SnbUUUeVpFevXiVT+94+11xzTclefvnlkvzud78r2TnnnFMStd6gvtRaOqnwXGjjT+pvJ41fWHh50wP20wEDrHFWvuhzxd89E8ba2An32JwlG1PTv2nzH3rCXntntb346GS7duwEu2fOkkx52vSaPfHQ7Xbhif3txAtvt4eeeM2aosubXnvCHpq/zFa/ODWa/le2OB5noy2Zc49NGDvWJtwzx5ZszI6fsWX1i/bo5Gtt5LWT7dEXV9sWd3kb46dvlxEee3r02K6d/Ki9uHpGQeH55vyHonl9M/53Zr4z/85wj/0hm/9mfiy1nOLb3X6hndj/RLvw9ofsideaktsmy236BBsbLbfpyeNyY0y+dmQyP0Vl68YlNueeaPr0cnDiZTHf3hTX6/tPjQmgTRSeAFBfyokarytQhWaIGqceqVLTRxWaIarU9FFvnISoN6J9VKEZokpNH1VohqhS00cVmiFqPUD1lBM1HuqHKjRDVKnpowrNEDWvXYF6rQhRpaaPKjRD1LyiesqJGg/Vo0pNH1VohqhS00cVmiGq1PRRhWaI2vf2UYVmiCo1fVShGaJKTR+13qC+1Fo6p/Bceaed1f9Eu+r54usKTxO7+O5z7fgBJ9iZF460kReeaScMON4aZ72TTOuOiDzWThhygp02LHv9ADvrzuXR+I/adSPPt9OO7W/Hnna+jbzuUVvpxpvwfet//PF2wqCT7Oyzb7bfbnnVJg4daAO/N8yunTDBLjnzBBtw/MX2WFNmfra8OsFOj+5zqLv/kcPsewMH2OkTXrUtbYyffxyRdo09wE4488LM2EOOt+NTheesxv7Wv3FW/O94vpN/Z7jH3j9aFpmfM0fLnmz/MbJwOa189Dobef5pdmy0nE47f6Rd9+jK5LbH2vFDTrNh8fRDo/sdYGef/1MbEs3ryOiyYd8bWHik7TvRbY4fYCf/R9FycNfFR3BGy/SkaJm65TTsezYw+nn001vauP9kTABeFJ4AUF/KiRqvK1CFZogapx6pUtNHFZohqtT0UW+chKg3on1UoRmiSk0fVWiGqFLTRxWaIWo9QPWUEzUe6ocqNENUqemjCs0QNa9dgXqtCCkuNENUoRmi5hXVU07UeKgeVWr6qEIzRJWaPqrQDFGlpo8qNEPUvrePKjRDVKnpowrNEFVq+qj1BvWl1tI5hWd7TnMaH+15rF0wI1twNts7My6wYwf81B6IS8NMcZe+/vmrTrT+w+5LjrZsfcrZuDj8/o32arbIWzLdfjZyii3InUL3ebvqxP427L7MkYjPXnG89b9gRu5oxqaHRtiJp11n8+OfA6e09Y7dZA/8dIAde+lT+SMll0+yH3So8Fxjd5/b30658dXc9QtvHmonXni/rXE/t1rWmeV26VPZIzi32FOXHmv9j73UnsrO65YZdkH/AXbxY+7n1vO6Zd7P7MQBjTbLTZ+Mf+Or2fGa7L5h/e3Eq57P/MwpbYEOofAEgPpSTtR4XYEqNEPUOPVIlZo+qtAMUaWmj3rjJES9Ee2jCs0QVWr6qEIzRJWaPqrQDFHrAaqnnKjxUD9UoRmiSk0fVWiGqHntCtRrRUhxoRmiCs0QNa+onnKixkP1qFLTRxWaIarU9FGFZogqNX1UoRmi9r19VKEZokpNH1VohqhS00etN6gvtZbaKTwfu9gGDLjYHiu43JV12SLO/btwjEyhOSE5VW0bhWdBcRjZst7+NP9Re+ihhyKZ09Rmb9MUzYM7cvL8CdNt/pJ1mdPl5rTjOzzbHPsxu3hA/gjNjMLHM6uEIzwXTzzdBhw/1K6YPMdeWb0+X6I6svD0LbfsNNnxM/N65pXuMWRdaWdmx4jHb7RZudsWzjuFJ9AxFJ4AUF/KiRqvK1CFZogapx6pUtNHFZohqtT0UW+chKg3on1UoRmiSk0fVWiGqFLTRxWaIWo9QPWUEzUe6ocqNENUqemjCs0QNa9dgXqtCEmXme2hCs0QNa+onnKixkP1qFLTRxWaIarU9FGFZogqNX1UoRmi9r19VKEZokpNH1VohqhS00etN6gvtZbOKTzfmGin9z/Fbny1+LrUKW1nNVr/U260VwuuzxwlmSniKlB4bllg15480E448xKbcE/rwjOen9cesQmXnG2nfGegDRh0ml3xVPaI0kDh6R27sLDMKHw8s0ooPN13ha6YP9WuHXaGnTBogA0c8mO7M3vEZdmFp/v3t+17P3ans027zh5dGV1P4QnsFhSeAFBfyokarytQhWaIGqceqVLTRxWaIarU9FFvnISoN6J9VKEZokpNH1VohqhS00cVmiFqPUD1lBM1HuqHKjRDVKnpowrNEDWvXYF6rQhJl5ntoQrNEDWvqJ5yosZD9ahS00cVmiGq1PRRhWaIKjV9VKEZova9fVShGaJKTR9VaIaoUtNHrTeoL7WWzik8mxfa+JP62w8mLS+8fMssaxwwwBpnbbHm56+yE/sPs/uS77yMNd1nw3Lf/Rkq7tpReLpS9cSr7PnszwW3Kfw+Uffz6qnDUkedBgpP79iFp87NKHw8s9pdeG60dStX2rqN2es22ryfnWT9T59ob7ifyy48n7bRxxbPawqFJ7BbUHgCQH0pJ2q8rkAVmiFqnHqkSk0fVWiGqFLTR71xEqLeiPZRhWaIKjV9VKEZokpNH1Vohqj1ANVTTtR4qB+q0AxRpaaPKjRD1Lx2Beq1IiRdZraHKjRD1LyiesqJGg/Vo0pNH1VohqhS00cVmiGq1PRRhWaI2vf2UYVmiCo1fVShGaJKTR+13qC+1Fo6qfBstnfuc+Xh6Xbj88kpWLestrlXuVOzjran4++SzBSEJ132uK12P0fXz2g8PlXMhYq75LskfzYvd4rX4uJwy6zGaB6G2dTVrtTcaCsevtT+tX+2lEy+u/KCBzP3ny08j43mr43x0/xjN9vC8SdF8/ozm5tcv+SXw+zYNgrPlXeeZf2PHWmPx6VmNNaDjXZ8rpDMlMffv+7l5JS7SeF51p220v2clMQ/m5ctbkstPLfY81dF4x3faDPieY0e2+oZNurHN9vCDdH1ocKz1f0DaA8KTwCoL+VEjdcVqEIzRI1Tj1Sp6aMKzRBVavqoN05C1BvRPqrQDFGlpo8qNENUqemjCs0QtR6gesqJGg/1QxWaIarU9FGFZoia165AvVaEZIvM9lKFZoiaV1RPOVHjoXpUqemjCs0QVWr6qEIzRJWaPqrQDFH73j6q0AxRpaaPKjRDVKnpo9Yb1JdaS6cVnq6Ye3nSj23IwP7Wv78zwAadNspmLMsXY1tWP25XfG+g9R8w0AYO6G8Dv3eFPZ6Ubu0p7pbffa4NjMfOFHLFhWfzlmV23/kn2IDs/f9wlDV+v7+deNXzmevfecquOG1QdP1AGzRogPUf+L3UKW1bj58b1wmNveVVu/NH+etPOP+n+e/FjK6flS4No2knDo2WQ3baH51r34/+nSkko+X06p324yFuOQ2yQdHyHHDCj/KntG1ebnefm9w2Hq/UwjMSPZYZo74XPdbocQyKxho4xH5856uZojdUeLa6//x0ANpG4QkA9aWcqPG6AlVohqhx6pEqNX1UoRmiSk0f9cZJiHoj2kcVmiGq1PRRhWaIKjV9VKEZotYDVE85UeOhfqhCM0SVmj6q0AxR89oVqNeKkHSZ2R6q0AxR84rqKSdqPFSPKjV9VKEZokpNH1VohqhS00cVmiFq39tHFZohqtT0UYVmiCo1fdR6g/pSa+nEwjOr+JSsrW1Zvzp1atnStOe2oWnc9StXJ0eiiutCt/Vdv3Fd+rS5ebMKSkP/tFnu+pXrNorr3Ol5V9v6+EjVMmxZb6tXrkuOJC1Fhe4f6EIoPAGgvpQTNV5XoArNEDVOPVKlpo8qNENUqemj3jgJUW9E+6hCM0SVmj6q0AxRpaaPKjRD1HqA6iknajzUD1VohqhS00cVmiFqXrsC9VoRUlxohqhCM0TNK6qnnKjxUD2q1PRRhWaIKjV9VKEZokpNH1Vohqh9bx9VaIaoUtNHFZohqtT0UesN6kutpQqFJwps2Wgb179ut/ygv51y46t6GgB7PApPAKgv5USN1xWoQjNEjVOPVKnpowrNEFVq+qg3TkLUG9E+qtAMUaWmjyo0Q1Sp6aMKzRC1HqB6yokaD/VDFZohqtT0UYVmiJrXrkC9VoSoUtNHFZohal5RPeVEjYfqUaWmjyo0Q1Sp6aMKzRBVavqoQjNE7Xv7qEIzRJWaPqrQDFGlpo9ab1Bfai0UntX2xkQ7vX9/GzhklM16R1wPoEug8ASA+lJO1HhdgSo0Q9Q49UiVmj6q0AxRpaaPeuMkRL0R7aMKzRBVavqoQjNElZo+qtAMUesBqqecqPFQP1ShGaJKTR9VaIaoee0K1GtFiCo1fVShGaLmFdVTTtR4qB5VavqoQjNElZo+qtAMUaWmjyo0Q9S+t48qNENUqemjCs0QVWr6qPUG9aXWQuEJADWAwhMA6ks5UeNVmyobQ9Q41XbIIYeU7Oqrry7J8uXLS7Z06dKSrF27tmQbNmwoyZ6SZcuWleyNN94oyUcffVSyd999tyR33XVXyfr161cS9ZzpKsqJGg/V8z/+x/8oydlnn12y119/vSSvvPJKyX7729+W5OGHHy7ZQw89VJInn3yyZM8++2xJVqxYUbIbbrihJCeffHLJ1LqG6iknajxogwYNKonaBoTMnDmzJI8//njJVKnpoz44GPLee++VpCNZuXJlSdTfHCGqoPRRry0haj3wWbJkSckmTJhQErX+o3JqLRSeAFADKDwBoL6UEzVetalCM0SNU22q0AxRpaaPevMgRJWaPqrQDFGlps+eElVohqhS00cVmiGq1PRRhWaIKjV91HOmqygnajxUjyo1fVShGaJKTR9VaIaoUtNHvakcokpNH/VGdIgqNX1UoRmiSk0fVWiGqHUN1VNO1HjQVKnpo7YBIarU9FGFZogqNX1UoRmiSk2fjkSVmj7qb44QVWr6qNeWELUe+KhCM0SVmj5q/Ufl1FooPAGgBlB4AkB9KSdqvGpThWaIGqfaVKEZokpNH/XmQYgqNX1UoRmiSk2fPSWq0AxRpaaPKjRDVKnpowrNEFVq+qjnTFdRTtR4qB5VavqoQjNElZo+qtAMUaWmj3pTOUSVmj7qjegQVWr6qEIzRJWaPqrQDFHrGqqnnKjxoKlS00dtA0JUqemjCs0QVWr6qEIzRJWaPh2JKjV91N8cIarU9FGvLSFqPfBRhWaIKjV91PqPyqm1UHgCQA2g8ASA+lJO1HjVpgrNEDVOtalCM0SVmj7qzYMQVWr6qEIzRJWaPntKVKEZokpNH1VohqhS00cVmiGq1PRRz5muopyo8VA9qtT0UYVmiCo1fVShGaJKTR/1pnKIKjV91BvRIarU9FGFZogqNX1UoRmi1jVUTzlR40FTpaaP2gaEqFLTRxWaIarU9FGFZogqNX06ElVq+qi/OUJUqemjXltC1HrgowrNEFVq+qj1H5VTa6HwBIAaQOEJAPWlnKjxqk0VmiFqnGpThWaIKjV91JsHIarU9FGFZogqNX32lKhCM0SVmj6q0AxRpaaPKjRDVKnpo54zXUU5UeOhelSp6aMKzRBVavqoQjNElZo+6k3lEFVq+qg3okNUqemjCs0QVWr6qEIzRK1rqJ5yosaDpkpNH7UNCFGlpo8qNENUqemjCs0QVWr6dCSq1PRRf3OEqFLTR722hKj1wEcVmiGq1PRR6z8qp9ZC4QkANYDCEwDqSzlR41WbKjRD1DjVpgrNEFVq+qg3D0JUqemjCs0QVWr67ClRhWaIKjV9VKEZokpNH1VohqhS00c9Z7qKcqLGQ/WoUtNHFZohqtT0UYVmiCo1fdSbyiGq1PRRb0SHqFLTRxWaIarU9FGFZoha11A95USNB02Vmj5qGxCiSk0fVWiGqFLTRxWaIarU9OlIVKnpo/7mCFGlpo96bQlR64GPKjRDVKnpo9Z/VE6thcITAGoAhScA1JdyosarNlVohqhxqk0VmiGq1PRRbx6EqFLTRxWaIarU9NlTogrNEFVq+qhCM0SVmj6q0AxRpaaPes50FeVEjYfqUaWmjyo0Q1Sp6aMKzRBVavqoN5VDVKnpo96IDlGlpo8qNENUqemjCs0Qta6hesqJGg+aKjV91DYgRJWaPqrQDFGlpo8qNENUqenTkahS00f9zRGiSk0f9doSotYDH1VohqhS00et/6icWguFJwDUAApPAKgv5USNV22q0AxR41SbKjRDVKnpo948CFGlpo8qNENUqemzp0QVmiGq1PRRhWaIKjV9VKEZokpNH/Wc6SrKiRoP1aNKTR9VaIaoUtNHFZohqtT0UW8qh6hS00e9ER2iSk0fVWiGqFLTRxWaIWpdQ/WUEzUeNFVq+qhtQIgqNX1UoRmiSk0fVWiGqFLTpyNRpaaP+psjRJWaPuq1JUStBz6q0AxRpaaPWv9RObUWCk8AqAEUngBQX8qJGq/aVKEZosapNlVohqhS00e9eRCiSk0fVWiGqFLTZ0+JKjRDVKnpowrNEFVq+qhCM0SVmj7qOdNVlBM1HqpHlZo+qtAMUaWmjyo0Q1Sp6aPeVA5RpaaPeiM6RJWaPqrQDFGlpo8qNEPUuobqKSdqPGiq1PRR24AQVWr6qEIzRJWaPqrQDFGlpk9HokpNH/U3R4gqNX3Ua0uIWg98VKEZokpNH7X+o3JqLRSeAFADKDwBoL6UEzVetalCM0SNU22q0AxRpaaPevMgRJWaPqrQDFGlps+eElVohqhS00cVmiGq1PRRhWaIKjV91HOmqygnajxUjyo1fVShGaJKTR9VaIaoUtNHvakcokpNH/VGdIgqNX1UoRmiSk0fVWiGqHUN1VNO1HjQVKnpo7YBIarU9FGFZogqNX1UoRmiSk2fjkSVmj7qb44QVWr6qNeWELUe+KhCM0SVmj5q/Ufl1FooPAGgBlB4AkB9KSdqvGpThWaIGqfaVKEZokpNH/XmQYgqNX1UoRmiSk2fPSWq0AxRpaaPKjRDVKnpowrNEFVq+qjnTFdRTtR4qB5VavqoQjNElZo+qtAMUaWmj3pTOUSVmj7qjegQVWr6qEIzRJWaPqrQDFHrGqqnnKjxoKlS00dtA0JUqemjCs0QVWr6qEIzRJWaPh2JKjV91N8cIarU9FGvLSFqPfBRhWaIKjV91PqPyqm1UHgCQA2g8ASA+lJO1HjVpgrNEDVOtalCM0SVmj7qzYMQVWr6qEIzRJWaPntKVKEZokpNH1VohqhS00cVmiGq1PRRz5muopyo8VA9qtT0UYVmiCo1fVShGaJKTR/1pnKIKjV91BvRIarU9FGFZogqNX1UoRmi1jVUTzlR40FTpaaP2gaEqFLTRxWaIarU9FGFZogqNX06ElVq+qi/OUJUqemjXltC1HrgowrNEFVq+qj1H5VTa6HwBIAaQOEJAPWlnKjxqk0VmiFqnGpThWaIKjV91JsHIarU9FGFZogqNX32lKhCM0SVmj6q0AxRpaaPKjRDVKnpo54zXUU5UeOhelSp6aMKzRBVavqoQjNElZo+6k3lEFVq+qg3okNUqemjCs0QVWr6qEIzRK1rqJ5yosaDpkpNH7UNCFGlpo8qNENUqemjCs0QVWr6dCSq1PRRf3OEqFLTR722hKj1wEcVmiGq1PRR6z8qp9ZC4QkANYDCEwDqSzlR43UFvXr1KtlvfvObkrjX01KtWrWqJOrN7pCFCxeWZMGCBSV77rnnSvLCCy+UTJWBPi+//HLJXnrppZK8+OKLNem1114ryZ/+9KeSqfXT55577imZei7Xo3KixkP9UOVWyHe+852SPP/88yVbvXp1ST744IOSlZqNGzeW7O233y7JlClTSvatb32rJIMHDy6ZWndQPeVEjdcVHHjggSWbOnVqSa677rqSTZw4sSS33357ydQ4PqoQC1HFaaWpD6L4PPjggyW74447SqKWd8jPf/7zkowZM6Zkal591LoZop5n0GotFJ4AUAPcG67lRL3gAAB2n3KixusKVKEZokpNn+Iysz1UMeSjCs0QVWr6qEIzRJWaPqrQDFGlpo8qNENUqemjysZaoEpNH1Vohqj100cVmiHquVyPyokaD/VDFZohqtT0UYVmiCo1fVShGVJqVKEZokpNH1VohqhS00cVmiFq3UH1lBM1XlegCs0QVWr6qFIoRBWOPqpAC1Hj+KhCM0QVlJWmSk0fVWiGqDLQRy3vEFVq+qhCM0TNq49aN0PU8wxarYXCEwBqgHvDtZyoFxwAwO5TTtR4XYEqNENUqelTXGa2hyqGfFShGaJKTR9VaIaoUtNHFZohqtT0UYVmiCo1fVTZWAtUqemjCs0QtX76qEIzRD2X61E5UeOhfqhCM0SVmj6q0AxRpaaPKjRDSo0qNENUqemjCs0QVWr6qEIzRK07qJ5yosbrClShGaJKTR9VCoWowtFHFWghahwfVWiGqIKy0lSp6aMKzRBVBvqo5R2iSk0fVWiGqHn1UetmiHqeQau1UHgCQA1wb7iWE/WCAwDYfcqJGq8rUIVmiCo1fYrLzPZQxZCPKjRDVKnpowrNEFVq+qhCM0SVmj6q0AxRpaaPKhtrgSo1fVShGaLWTx9VaIao53I9KidqPNQPVWiGqFLTRxWaIarU9FGFZkipUYVmiCo1fVShGaJKTR9VaIaodQfVU07UeF2BKjRDVKnpo0qhEFU4+qgCLUSN46MKzRBVUFaaKjV9VKEZospAH7W8Q1Sp6aMKzRA1rz5q3QxRzzNotRYKTwCoAe4N13KiXnAAALtPOVHjdQWq0AxRpaZPcZnZHqoY8lGFZogqNX1UoRmiSk0fVWiGqFLTRxWaIarU9FFlYy1QpaaPKjRD1PrpowrNEPVcrkflRI2H+qEKzRBVavqoQjNElZo+qtAMKTWq0AxRpaaPKjRDVKnpowrNELXuoHrKiRqvK1CFZogqNX1UKRSiCkcfVaCFqHF8VKEZogrKSlOlpo8qNENUGeijlneIKjV9VKEZoubVR62bIep5Bq3WQuEJADXAveFaTtQLDgBg9yknaryuQBWaIarU9CkuM9tDFUM+qtAMUaWmjyo0Q1Sp6aMKzRBVavqoQjNElZo+qmysBarU9FGFZohaP31UoRminsv1qJyo8VA/VKEZokpNH1VohqhS00cVmiGlRhWaIarU9FGFZogqNX1UoRmi1h1UTzlR43UFqtAMUaWmjyqFQlTh6KMKtBA1jo8qNENUQVlpqtT0UYVmiCoDfdTyDlGlpo8qNEPUvPqodTNEPc+g1VooPAGgBrg3XMuJesEBAOw+5USN1xWoQjNElZo+xWVme6hiyEcVmiGq1PRRhWaIKjV9VKEZokpNH1VohqhS00eVjbVAlZo+qtAMUeunjyo0Q9RzuR6VEzUe6ocqNENUqemjCs0QVWr6qEIzpNSoQjNElZo+qtAMUaWmjyo0Q9S6g+opJ2q8rkAVmiGq1PRRpVCIKhx9VIEWosbxUYVmiCooK02Vmj6q0AxRZaCPWt4hqtT0UYVmiJpXH7VuhqjnGbRaC4UnANQA94ZrOVEvOACA3aecqPG6AlVohqhS06e4zGwPVQz5qEIzRJWaPqrQDFGlpo8qNENUqemjCs0QVWr6qLKxFqhS00cVmiFq/fRRhWaIei7Xo3KixkP9UIVmiCo1fVShGaJKTR9VaIaUGlVohqhS00cVmiGq1PRRhWaIWndQPeVEjdcVqEIzRJWaPqoUClGFo48q0ELUOD6q0AxRBWWlqVLTRxWaIaoM9FHLO0SVmj6q0AxR8+qj1s0Q9TyDVmuh8ASAGuDecC0n6gUHALD7lBM1XlegCs0QVWr6FJeZ7aGKIR9VaIaoUtNHFZohqtT0UYVmiCo1fVShGaJKTR9VNtYCVWr6qEIzRK2fPqrQDFHP5XpUTtR4qB+q0AxRpaaPKjRDVKnpowrNkFKjCs0QVWr6qEIzRJWaPqrQDFHrDqqnnKjxugJVaIaoUtNHlUIhqnD0UQVaiBrHRxWaIaqgrDRVavqoQjNElYE+anmHqFLTRxWaIWpefdS6GaKeZ9BqLRSeHfDnzRts2zNXWfPNB9u2MX8di/8dXeauU7cB9lRbN6yztWvX5q3bYFt91yeaNmWn2Wob1r1hC+fOtbkL30hd7r/tpqbWl2et27A1N0a9cG+4lhP1ggMA2H3KiRqvK1CFZogqNX2Ky8z2UMWQjyo0Q1Sp6aMKzRBVavqoQjNElZo+qtAMUaWmjyoba4EqNX1UoRmi1k8fVWiGqOdyPSonajzUD1VohqhS00cVmiGq1PRRhWZIqVGFZogqNX1UoRmiSk0fVWiGqHUH1VNO1HhdgSo0Q1Sp6aNKoRBVOPqoAi1EjeOjCs0QVVBWmio1fVShGaLKQB+1vENUqemjCs0QNa8+at0MUc8zaLUWCs8S/Xnt63G52XxpQ8ZliezP0XXxNOK2wJ5o+UNXWuOIS+zy//xP+8/I5ZeMsBGjJ9pTqzKlY/H1WXe/4G7fZPMmj7aRl4y16yfeYROuudRGjrzWfr0sfNsX7s7/fOnIRhtxyeW5n2965K3c/NUL94ZrOVEvOACA3aecqPG6AlVohqhS06e4zGwPVQz5qEIzRJWaPqrQDFGlpo8qNENUqemjCs0QVWr6qLKxFqhS00cVmiFq/fRRhWaIei7Xo3KixkP9UIVmiCo1fVShGaJKTR9VaIaUGlVohqhS00cVmiGq1PRRhWaIWndQPeVEjdcVqEIzRJWaPqoUClGFo48q0ELUOD6q0AxRBWWlqVLTRxWaIaoM9FHLO0SVmj6q0AxR8+qj1s0Q9TyDVmuh8CxBfPRmuuxsiys9OdITXURcSl75kC3PXdZkz04cZSNumWMb5PUpL//SRo2YYE815S9remqCjRhzvy2J/u29bcq82xvtyoeWy+vqhXvDtZyoFxwAwO5TTtR4XYEqNENUqelTXGa2hyqGfFShGaJKTR9VaIaoUtNHFZohqtT0UYVmiCo1fVTZWAtUqemjCs0QtX76qEIzRD2X61E5UeOhfqhCM0SVmj6q0AxRpaaPKjRDSo0qNENUqemjCs0QVWr6qEIzRK07qJ5yosbrClShGaJKTR9VCoWowtFHFWghahwfVWiGqIKy0lSp6aMKzRBVBvqo5R2iSk0fVWiGqHn1UetmiHqeQau1UHiWID6NrSo4hXhaMQawp5Gl5Lzbc5d5S8sFk23EqCn24tbUZRuW2QtzX7O3o39TeLY/6gUHKNfHPvaxkqgxKu1v/uZvSjZo0KCSqPutNLX8Qv7iL/6iJOp+65FaFpWm7jeknKjxuoLZs2eXbPny5SVRJV2IKg99VOkWosbxUW+OV5oq6UJUceqjHlulqd9pPVLLO0SN46NKlJDPfvazJVHP/VpQTtR4qB+nnXZayQYMGFASNUaIek77qA89hKjntI/6MEbInXfeWZIjjzyyZP/2b/9Wkm9/+9slU+sOqqecqPG6AlXshdxwww0lUaVQiCrEfO66666SqYLLRxWaIWp5+IwePbpkV111VUmuvPLKkqnfUaVdc801JVHzGXLZZZeV5Fe/+lXJjjvuuJKo52VXUWuh8CxFe47uzHLTqjGAPUzrUlIc4fmz++z36e/ZzH7P59Zl9tDVI2zklVPs4aLv78yN3dZtUyg8eSMGu4cqhnzUGJWmCs0QVWr6qPutNLX8QlSp6aPutx6pZVFp6n5DyokarytQhWaIKjV9VMkToko0H1VohqhxfFRBWWnqDfUQVWr6qMdWaep3Wo/U8g5R4/iogiNElZo+6rlfC8qJGg/1Q5WNIarU9FFjhKjntI8qNEPUc9pHFZohqtT0UYVmiCo1fVShGaLWHVRPOVHjdQWq0AxRRZ2PKrdCVKnpowrNEFVq+qhCM0QtDx9VaIaoUtNHFYEh6ndUaarU9FHzGaJKTR9VaIaoUtNHPS+7ilpL7ReeE/rpQrEKtonL2vLn0X9lc+bMATqFfO50kriUTH/P5qUjbeSV/9deTE5T2+p656ZH7K3sGFvX2SuzbrNrotu56a667Qn7Y1J8Bm+boPDkjRjsHqoY8lFjVJoqNENUqemj7rfS1PILUaWmj7rfeqSWRaWp+w0pJ2q8rkAVmiGq1PRRJU+IKtF8VKEZosbxUQVlpak31ENUqemjHlulqd9pPVLLO0SN46MKjhBVavqo534tKCdqPNQPVTaGqFLTR40Rop7TPqrQDFHPaR9VaIaoUtNHFZohqtT0UYVmiFp3UD3lRI3XFahCM0QVdT6q3ApRpaaPKjRDVKnpowrNELU8fFShGaJKTR9VBIao31GlqVLTR81niCo1fVShGaJKTR/1vOwqai0UniWg8EStks+dTlJ4FOZCmzpmhE14qqnw+nacltbZtGahPXTDZTbiukc5pW2JUS84QLlUMeSjxqg0VWiGqFLTR91vpanlF6JKTR91v/VILYtKU/cbUk7UeF2BKjRDVKnpo0qeEFWi+ahCM0SN46MKykpTb6iHqFLTRz22SlO/03qklneIGsdHFRwhqtT0Uc/9WlBO1HioH6psDFGlpo8aI0Q9p31UoRmintM+qtAMUaWmjyo0Q1Sp6aMKzRC17qB6yokarytQhWaIKup8VLkVokpNH1VohqhS00cVmiFqefioQjNElZo+qggMUb+jSlOlpo+azxBVavqoQjNElZo+6nnZVdRaOKVtKTilLdBKcSnZ9NQEG3HZL+3l5Hs5faXlksfvsLvnFBWVyx60nzXebvOif1N4tj/qBQcolyqGfNQYlaYKzRBVavqo+600tfxCVKnpo+63HqllUWnqfkPKiRqvK1CFZogqNX1UyROiSjQfVWiGqHF8VEFZaeoN9RBVavqox1Zp6ndaj9TyDlHj+KiCI0SVmj7quV8LyokaD/VDlY0hqtT0UWOEqOe0jyo0Q9Rz2kcVmiGq1PRRhWaIKjV9VKEZotYdVE85UeN1BarQDFFFnY8qt0JUqemjCs0QVWr6qEIzRC0PH1VohqhS00cVgSHqd1RpqtT0UfMZokpNH1VohqhS00c9L7uKWguFZwm2PXOVLjeFeFoxBrCnaV1KLreHrswXkL7ScsO8223UZbfYb1dsSi7bZH988GobMeZ+WxL9TOHZ/qgXHKBcqhjyUWNUmio0Q1Sp6aPut9LU8gtRpaaPut96pJZFpan7DSknaryuQBWaIarU9FElT4gq0XxUoRmixvFRBWWlqTfUQ1Sp6aMeW6Wp32k9Uss7RI3jowqOEFVq+qjnfi0oJ2o81A9VNoaoUtNHjRGintM+qtAMUc9pH1VohqhS00cVmiGq1PRRhWaIWndQPeVEjdcVqEIzRBV1PqrcClGlpo8qNENUqemjCs0QtTx8VKEZokpNH1UEhqjfUaWpUtNHzWeIKjV9VKEZokpNH/W87CpqLRSeJfjz5g3tO8ozmiaeVowB7GlUKbn1xSk2asQEe6opub6xsZVMQbnJ/vjEbXbVJSNs5KX/aZeObLSRYybYo8u25sdu87b5+6Pw5I0Y7B6qGPJRY1SaKjRDVKnpo+630tTyC1Glpo+633qklkWlqfsNKSdqvK5AFZohqtT0USVPiCrRfFShGaLG8VEFZaWpN9RDVKnpox5bpanfaT1SyztEjeOjCo4QVWr6qOd+LSgnajzUD1U2hqhS00eNEaKe0z6q0AxRz2kfVWiGqFLTRxWaIarU9FGFZohad1A95USN1xWoQjNEFXU+qtwKUaWmjyo0Q1Sp6aMKzRC1PHxUoRmiSk0fVQSGqN9RpalS00fNZ4gqNX1UoRmiSk0f9bzsKmotFJ4l+vPa1wtLz8sS6bLTTSNuC6Btm5rWWtMmfV1XQOGJWqSKIR81RqWpQjNElZo+6n4rTS2/EFVq+qj7rUdqWVSaut+QcqLG6wpUoRmiSk0fVfKEqBLNRxWaIWocH1VQVpp6Qz1ElZo+6rFVmvqd1iO1vEPUOD6q4AhRpaaPeu7XgnKixkP9UGVjiCo1fdQYIeo57aMKzRD1nPZRhWaIKjV9VKEZokpNH1Vohqh1B9VTTtR4XYEqNENUUeejyq0QVWr6qEIzRJWaPqrQDFHLw0cVmiGq1PRRRWCI+h1Vmio1fdR8hqhS00cVmiGq1PRRz8uuotZC4dkB7ujN+JS1Nx9s28b8dSz+d3QZR3YC6AgKT9QiVQz5qDEqTRWaIarU9FH3W2lq+YWoUtNH3W89Usui0tT9hpQTNV5XoArNEFVq+qiSJ0SVaD6q0AxR4/iogrLS1BvqIarU9FGPrdLU77QeqeUdosbxUQVHiCo1fdRzvxaUEzUe6ocqG0NUqemjxghRz2kfVWiGqOe0jyo0Q1Sp6aMKzRBVavqoQjNErTuonnKixusKVKEZooo6H1VuhahS00cVmiGq1PRRhWaIWh4+qtAMUaWmjyoCQ9TvqNJUqemj5jNElZo+qtAMUaWmj3pedhW1FgpPAKgBFJ6oRaoY8lFjVJoqNENUqemj7rfS1PILUaWmj7rfeqSWRaWp+w0pJ2q8rkAVmiGq1PRRJU+IKtF8VKEZosbxUQVlpak31ENUqemjHlulqd9pPVLLO0SN46MKjhBVavqo534tKCdqPNQPVTaGqFLTR40Rop7TPqrQDFHPaR9VaIaoUtNHFZohqtT0UYVmiFp3UD3lRI3XFahCM0QVdT6q3ApRpaaPKjRDVKnpowrNELU8fFShGaJKTR9VBIao31GlqVLTR81niCo1fVShGaJKTR/1vOwqai0UngBQAyg8UYtUMeSjxqg0VWiGqFLTR91vpanlF6JKTR91v/VILYtKU/cbUk7UeF2BKjRDVKnpo0qeEFWi+ahCM0SN46MKykpTb6iHqFLTRz22SlO/03qklneIGsdHFRwhqtT0Uc/9WlBO1HioH6psDFGlpo8aI0Q9p31UoRmintM+qtAMUaWmjyo0Q1Sp6aMKzRC17qB6yokarytQhWaIKup8VLkVokpNH1VohqhS00cVmiFqefioQjNElZo+qggMUb+jSlOlpo+azxBVavqoQjNElZo+6nnZVdRaKDwBoAZQeKIWqWLIR41RaarQDFGlpo+630pTyy9ElZo+6n7rkVoWlabuN6ScqPG6AlVohqhS00eVPCGqRPNRhWaIGsdHFZSVpt5QD1Glpo96bJWmfqf1SC3vEDWOjyo4QlSp6aOe+7WgnKjxUD9U2RiiSk0fNUaIek77qEIzRD2nfVShGaJKTR9VaIaoUtNHFZohat1B9ZQTNV5XoArNEFXU+ahyK0SVmj6q0AxRpaaPKjRD1PLwUYVmiCo1fVQRGKJ+R5WmSk0fNZ8hqtT0UYVmiCo1fdTzsquotVB4AkANoPBELVLFkI8ao9JUoRmiSk0fdb+VppZfiCo1fdT91iO1LCpN3W9IOVHjdQWq0AxRpaaPKnlCVInmowrNEDWOjyooK029oR6iSk0f9dgqTf1O65Fa3iFqHB9VcISoUtNHPfdrQTlR46F+qLIxRJWaPmqMEPWc9lGFZoh6TvuoQjNElZo+qtAMUaWmjyo0Q9S6g+opJ2q8rkAVmiGqqPNR5VaIKjV9VKEZokpNH1Vohqjl4aMKzRBVavqoIjBE/Y4qTZWaPmo+Q1Sp6aMKzRBVavqo52VXUWuh8ASAGkDhiVrUrVu3kqgxQv73//7fJbn66qtLpv6Y8Pn6179essMPP7wkalnUAlUG+qj1IESVsz5qPitNzWdIOVHzUI+++MUvlkQVlCGqqPNZuHDhbvf666+XbOPGjSX54IMPSrZjx46SqP2RkJaWlpJs27atZNu3by/Jrl27SqaWn89//dd/lezVV18tiVrXKs3tb5ZKvZHlo7YVtaCcqPFQP0444YSSff/73y+JKulCvvrVr5bklFNOKdmPf/zjkqg3cEO+/OUvl+Q73/lOyc4888ySqA80hqh1B9VTTtR4XYH6mzNk2rRpJVFFYMiYMWNKosrDEFWiVdoVV1xRkp///Oe7nSoCQ9S8VpsqKEPUPmilqecZtFpLg/pDFgDQudwbSuVEveAA5VIlj48aI0SVmj6q0AxRpaaPKjRD1B+QPmpZ1AJVavqo9SBElZo+aj4rTc1nSDlR81CPVKnpowrNEFVq+qiSp9JUoRmiSk0fVbqFqFLTR+2PhKhS00cVmiGq1PRRhWaIWn4+qtAMUaWmj1rXKq24zGwP9QaQj9pW1IJyosZD/VCFZogqNX1UoRmiSk0fVWiGqFLTRxWaIarU9FGFZogqNX1UoRmi1h1UTzlR43UF6m/OEFVq+qhCM0SVmj6q0AxRBWWlqaLORxWUlaYKzRA1r9WmCs0QtQ9aaep5Bq3W0qD+kAUAdC73hlI5US84QLlUyeOjxghRpaaPKjRDVKnpowrNEPUHpI9aFrVAlZo+aj0IUaWmj5rPSlPzGVJO1DzUI1Vq+qhCM0SVmj6q5Kk0VWiGqFLTR5VuIarU9FH7IyGq1PRRhWaIKjV9VKEZopafjyo0Q1Sp6aPWtUorLjPbQ70B5KO2FbWgnKjxUD9UoRmiSk0fVWiGqFLTRxWaIarU9FGFZogqNX1UoRmiSk0fVWiGqHUH1VNO1HhdgfqbM0SVmj6q0AxRpaaPKjRDVEFZaaqo81EFZaWpQjNEzWu1qUIzRO2DVpp6nkGrtTSoP2QBAJ3LvaFUTtQLDlAuVfL4qDFCVKnpowrNEFVq+qhCM0T9AemjlkUtUKWmj1oPQlSp6aPms9LUfIaUEzUP9UiVmj6q0AxRpaaPKnkqTRWaIarU9FGlW4gqNX3U/kiIKjV9VKEZokpNH1Vohqjl56MKzRBVavqoda3SisvM9lBvAPmobUUtKCdqPNQPVWiGqFLTRxWaIarU9FGFZogqNX1UoRmiSk0fVWiGqFLTRxWaIWrdQfWUEzVeV6D+5gxRpaaPKjRDVKnpowrNEFVQVpoq6nxUQVlpqtAMUfNabarQDFH7oJWmnmfQai0N6g9ZAEDncm8olRP1ggOUS5U8PmqMEFVq+qhCM0SVmj6q0AxRf0D6qGVRC1Sp6aPWgxBVavqo+aw0NZ8h5UTNQz1SpaaPKjRDVKnpo0qeSlOFZogqNX1U6RaiSk0ftT8SokpNH1VohqhS00cVmiFq+fmoQjNElZo+al2rtOIysz3UG0A+altRC8qJGg/1QxWaIarU9FGFZogqNX1UoRmiSk0fVWiGqFLTRxWaIarU9FGFZohad1A95USN1xWovzlDVKnpowrNEFVq+qhCM0QVlJWmijofVVBWmio0Q9S8VpsqNEPUPmilqecZtFpLg/pDFgDQudwbSuVEveAA5VIlj48aI0SVmj6q0AxRpaaPKjRD1B+QPmpZ1AJVavqo9SBElZo+aj4rTc1nSDlR81CPVKnpowrNEFVq+qiSp9JUoRmiSk0fVbqFqFLTR+2PhKhS00cVmiGq1PRRhWaIWn4+qtAMUaWmj1rXKq24zGwP9QaQj9pW1IJyosZD/VCFZogqNX1UoRmiSk0fVWiGqFLTRxWaIarU9FGFZogqNX1UoRmi1h1UTzlR43UF6m/OEFVq+qhCM0SVmj6q0AxRBWWlqaLORxWUlaYKzRA1r9WmCs0QtQ9aaep5Bq3W0qD+kAUAdC73hlI5US84QLlUyeOjxghRpaaPKjRDVKnpowrNEPUHpI9aFrVAlZo+aj0IUaWmj5rPSlPzGVJO1DzUI1Vq+qhCM0SVmj6q5Kk0VWiGqFLTR5VuIarU9FH7IyGq1PRRhWaIKjV9VKEZopafjyo0Q1Sp6aPWtUorLjPbQ70B5KO2FbWgnKjxUD9UoRmiSk0fVWiGqFLTRxWaIarU9FGFZogqNX1UoRmiSk0fVWiGqHUH1VNO1HhdgfqbM0SVmj6q0AxRpaaPKjRDVEFZaaqo81EFZaWpQjNEzWu1qUIzRO2DVpp6nkGrtTSoP2QBAJ3LvaFUTtQLDlAuVfL4qDFCVKnpowrNEFVq+qhCM0T9AemjlkUtUKWmj1oPQlSp6aPms9LUfIaUEzUP9UiVmj6q0AxRpaaPKnkqTRWaIarU9FGlW4gqNX3U/kiIKjV9VKEZokpNH1Vohqjl56MKzRBVavqoda3SisvM9lBvAPmobUUtKCdqPNQPVWiGqFLTRxWaIarU9FGFZogqNX1UoRmiSk0fVWiGqFLTRxWaIWrdQfWUEzVeV6D+5gxRpaaPKjRDVKnpowrNEFVQVpoq6nxUQVlpqtAMUfNabarQDFH7oJWmnmfQai0N6g9ZAEDncm8olRP1ggOUS5U8PmqMEFVq+qhCM0SVmj6q0AxRf0D6qGVRC1Sp6aPWgxBVavqo+aw0NZ8h5UTNQz1SpaaPKjRDVKnpo0qeSlOFZogqNX1U6RaiSk0ftT8SokpNH1VohqhS00cVmiFq+fmoQjNElZo+al2rtOIysz3UG0A+altRC8qJGg/1QxWaIarU9FGFZogqNX1UoRmiSk0fVWiGqFLTRxWaIarU9FGFZohad1A95USN1xWovzlDVKnpowrNEFVq+qhCM0QVlJWmijofVVBWmio0Q9S8VpsqNEPUPmilqecZtFpLg/pDFgDQudwbSuVEveAA5VIlj48aI0SVmj6q0AxRpaaPKjRD1B+QPmpZ1AJVavqo9SBElZo+aj4rTc1nSDlR81CPVKnpowrNEFVq+qiSp9JUoRmiSk0fVbqFqFLTR+2PhKhS00cVmiGq1PRRhWaIWn4+qtAMUaWmj1rXKq24zGwP9QaQj9pW1IJyosZD/VCFZogqNX1UoRmiSk0fVWiGqFLTRxWaIarU9FGFZogqNX1UoRmi1h1UTzlR43UF6m/OEFVq+qhCM0SVmj6q0AxRBWWlqaLORxWUlaYKzRA1r9WmCs0QtQ9aaep5Bq3W0qD+kAUAdC73hlI5US84QLlUyeOjxghRpaaPKjRDVKnpowrNEPUHpI9aFrVAlZo+aj0IUaWmj5rPSlPzGVJO1DzUI1Vq+qhCM0SVmj6q5Kk0VWiGqFLTR5VuIarU9FH7IyGq1PRRhWaIKjV9VKEZopafjyo0Q1Sp6aPWtUorLjPbQ70B5KO2FbWgnKjxUD9UoRmiSk0fVWiGqFLTRxWaIarU9FGFZogqNX1UoRmiSk0fVWiGqHUH1VNO1HhdgfqbM0SVmj6q0AxRpaaPKjRDVEFZaaqo81EFZaWpQjNEzWu1qUIzRO2DVpp6nkGrtTSoP2QBAJ3LvaFUTtQLDvD/s3f/0XbV9Z3/kThMB60zujqj/WP6rWvKrFm2ttMuV6cz2h+L+oPpyKjVTsvyZzGjjtIuMb3ehOttDBgCCBgiIREMv0RACFRpQBQRmJRAjPwKSQwNgRDDHaMpqWnpODrTz/fs+yO59+TJ63V3Ph/u3jvn/VnrsSS5N+99zs7e+9yzn96bXBR5FJrhUNRUKGg6FDUVCpoOvYFUaF+0AUVNhY4Dh6KmQo+zNHqcTs6ix9BFFDUVCpoORU2FIk9pFDQdipoKRTeHoqZCX484FDUVCpoORU2FgqZD+0+hoOlQ1FToWCutP2bOBt0AUuha0QY5i+aF7qCg6VDUVChoOhQ1FQqaDkVNhYKmQ1FToaDpUNRUKGg6dOyE5uQsmjcI6D2nQ1FToaDpUNRUKGg6FChLo1CnUKAsjYKmQ4+1aRQ0HfoatDQ6zwJr2zqG3siGEEKYW9UNpZxFLzgh5DruuONqoRnOBz7wgVq+/e1v1/blL3+5lrPPPru25cuX1zIyMlLby1/+8lpof3fRi1/84tqOP/74Wmi7Ts6ieV30Z3/2Z7Xs3r27tgcffLAWugY4FJ8UmuH89//+32uhm8rOr/zKr9RCN3ydf//v/30tv/Zrv1bbq1/96loorju//du/Xcvpp59eW384dL71rW/VRueA8vjjj9e2a9euWuha0QY5i+aF7qDrpUNRU3nrW9/6vPvd3/3d2uh6ptB133n7299eCz03533ve18tJ510Um107ITm5CyaF9if/umf1vKNb3yjNopuCkVTZ/Xq1bXQdh2Kbgr9H6ud4eHhWigYO/TcFNquQ/FQoQjqXHLJJbW85CUvqY3OmcDato6hG+8hhBDmVnWjK2fRC04IuShqKjTDoaipUEhwKGoqFDQdipoKBU2HoqZC+7uLKGg6FDUV2q6Ts2heF1HUVChoOhRtFLoGOBQ1FZrhUNRU6Aa8Q1FToRvXDkVNhYKmQ1FToaDp0I1+hYKm0x80HQqaDp0DCgVNh6KmQteKNshZNC90B10vHYqaCkW60ihoOnQ9U+i671DUVOi5ORQ1FQqaDh07oTk5i+YFRlFToaDpUERTKGg6FDUV2q5DUVOhoOlQPFQoaDr03BTarkNRU6Gg6VDUVChoOnTOBNa2dQzdeA8hhDC3qhtdOYtecELIRVFToRkORU2FQoJDUVOhoOlQ1FQoaDoUNRXa311EQdOhqKnQdp2cRfO6iKKmQkHToWij0DXAoaip0AyHoqZCN+AdipoK3bh2KGoqFDQdipoKBU2HbvQrFDSd/qDpUNB06BxQKGg6FDUVula0Qc6ieaE76HrpUNRUKNKVRkHToeuZQtd9h6KmQs/NoaipUNB06NgJzclZNC8wipoKBU2HIppCQdOhqKnQdh2KmgoFTYfioUJB06HnptB2HYqaCgVNh6KmQkHToXMmsLatY+jGewghhLlV3ejKWfSCE0IuipoKzXAoaioUEhyKmgoFTYeipkJB06GoqdD+7iIKmg5FTYW26+QsmtdFFDUVCpoORRuFrgEORU2FZjgUNRW6Ae9Q1FToxrVDUVOhoOlQ1FQoaDp0o1+hoOn0B02HgqZD54BCQdOhqKnQtaINchbNC91B10uHoqZCka40CpoOXc8Uuu47FDUVem4ORU2FgqZDx05oTs6ieYFR1FQoaDoU0RQKmg5FTYW261DUVChoOhQPFQqaDj03hbbrUNRUKGg6FDUVCpoOnTOBtW0dQzfeQwghzK3qRlfOohecEHJR1FRohkNRU6GQ4FDUVChoOhQ1FQqaDkVNhfZ3F1HQdChqKrRdJ2fRvC6iqKlQ0HQo2ih0DXAoaio0w6GoqdANeIeipkI3rh2KmgoFTYeipkJB06Eb/QoFTac/aDoUNB06BxQKmg5FTYWuFW2Qs2he6A66XjoUNRWKdKVR0HToeqbQdd+hqKnQc3MoaioUNB06dkJzchbNC4yipkJB06GIplDQdChqKrRdh6KmQkHToXioUNB06LkptF2HoqZCQdOhqKlQ0HTonAmsbesYuvEeQghhblU3unIWveCEkIuipkIzHIqaCoUEh6KmQkHToaipUNB0KGoqtL+7iIKmQ1FToe06OYvmdRFFTYWCpkPRRqFrgENRU6EZDkVNhW7AOxQ1Fbpx7VDUVChoOhQ1FQqaDt3oVyhoOv1B06Gg6dA5oFDQdChqKnStaIOcRfNCd9D10qGoqVCkK42CpkPXM4Wu+w5FTYWem0NRU6Gg6dCxE5qTs2heYBQ1FQqaDkU0hYKmQ1FToe06FDUVCpoOxUOFgqZDz02h7ToUNRUKmg5FTYWCpkPnTGBtW8fQjfcQQghzq7rRlbPoBSeEXBQ1FZrhUNRUKCQ4FDUVCpoORU2FgqZDUVOh/d1FFDQdipoKbdfJWTSviyhqKhQ0HYo2Cl0DHIqaCs1wKGoqdAPeoaip0I1rh6KmQkHToaipUNB06Ea/QkHT6Q+aDgVNh84BhYKmQ1FToWtFG+Qsmhe6g66XDkVNhSJdaRQ0HbqeKXTddyhqKvTcHIqaCgVNh46d0JycRfMCo6ipUNB0KKIpFDQdipoKbdehqKlQ0HQoHioUNB16bgpt16GoqVDQdChqKhQ0HTpnAmvbOoZuvIcQQphb1Y2unEUvOCHkoqip0AyHoqZCIcGhqKlQ0HQoaioUNB2Kmgrt7y6ioOlQ1FRou07OonldRFFToaDpULRR6BrgUNRUaIZDUVOhG/AORU2Fblw7FDUVCpoORU2FgqZDN/oVCppOf9B0KGg6dA4oFDQdipoKXSvaIGfRvNAddL10KGoqFOlKo6Dp0PVMoeu+Q1FToefmUNRUKGg6dOyE5uQsmhcYRU2FgqZDEU2hoOlQ1FRouw5FTYWCpkPxUKGg6dBzU2i7DkVNhYKmQ1FToaDp0DkTWNvWMXTjPYQQwtyqbnTlLHrBCSEXRU2FZjgUNRUKCQ5FTYWCpkNRU6Gg6VDUVGh/dxEFTYeipkLbdXIWzesiipoKBU2Hoo1C1wCHoqZCMxyKmgrdgHcoaip049qhqKlQ0HQoaioUNB260a9Q0HT6g6ZDQdOhc0ChoOlQ1FToWtEGOYvmhe6g66VDUVOhSFcaBU2HrmcKXfcdipoKPTeHoqZCQdOhYyc0J2fRvMAoaioUNB2KaAoFTYeipkLbdShqKhQ0HYqHCgVNh56bQtt1KGoqFDQdipoKBU2HzpnA2raOoRvvIYQQ5lZ1oytn0QtOCLkoaio0w6GoqVBIcChqKhQ0HYqaCgVNh6KmQvu7iyhoOhQ1Fdquk7NoXhdR1FQoaDoUbRS6BjgUNRWa4VDUVOgGvENRU6Eb1w5FTYWCpkNRU6Gg6dCNfoWCptMfNB0Kmg6dAwoFTYeipkLXijbIWTQvdAddLx2KmgpFutIoaDp0PVPouu9Q1FTouTkUNRUKmg4dO6E5OYvmBUZRU6Gg6VBEUyhoOhQ1FdquQ1FToaDpUDxUKGg69NwU2q5DUVOhoOlQ1FQoaDp0zgTWtnUM3XgPIYQwt6obXTmLXnBCyEVRU6EZDkVNhUKCQ1FToaDpUNRUKGg6FDUV2t9dREHToaip0HadnEXzuoiipkJB06Foo9A1wKGoqdAMh6KmQjfgHYqaCt24dihqKhQ0HYqaCgVNh270KxQ0nf6g6VDQdOgcUChoOhQ1FbpWtEHOonmhO+h66VDUVCjSlUZB06HrmULXfYeipkLPzaGoqVDQdOjYCc3JWTQvMIqaCgVNhyKaQkHToaip0HYdipoKBU2H4qFCQdOh56bQdh2KmgoFTYeipkJB06FzJrC2rWPoxnsIIYS5Vd3oyln0ghNCLoqaCs1wKGoqFBIcipoKBU2HoqZCQdOhqKnQ/u4iCpoORU2FtuvkLJrXRRQ1FQqaDkUbha4BDkVNhWY4FDUVugHvUNRU6Ma1Q1FToaDpUNRUKGg6dKNfoaDp9AdNh4KmQ+eAQkHToaip0LWiDXIWzQvdQddLh6KmQpGuNAqaDl3PFLruOxQ1FXpuDkVNhYKmQ8dOaE7OonmBUdRUKGg6FNEUCpoORU2FtutQ1FQoaDoUDxUKmg49N4W261DUVChoOhQ1FQqaDp0zgbVtHUM33kMIIcyt6kZXzqIXnBByUdRUaIZDUVOhkOBQ1FQoaDoUNRUKmg5FTYX2dxdR0HQoaiq0XSdn0bwuoqipUNB0KNoodA1wKGoqNMOhqKnQDXiHoqZCN64dipoKBU2HoqZCQdOhG/0KBU2nP2g6FDQdOgcUCpoORU2FrhVtkLNoXugOul46FDUVinSlUdB06Hqm0HXfoaip0HNzKGoqFDQdOnZCc3IWzQuMoqZCQdOhiKZQ0HQoaiq0XYeipkJB06F4qFDQdOi5KbRdh6KmQkHToaipUNB06JwJrG3rGLrxHkIIYW5VN7pyFr3ghNAFl112WS379u2rjYKFcsstt9T2kY98pJbPf/7ztV111VW1/Mmf/Eltv/M7v1MLhVbn5JNPruXMM8+sjW5kKf/8n//z2nIWnQtddP/999fSH3hm45FHHqll06ZNtX3nO9+phZ6bQ/tPeeMb31jbqaeeWgtt1/ngBz9Yy2tf+9raXv/619fypje9qbZf/dVfrYX2hbNjx45aKFA627Ztq2Xz5s21/fjHP67l3/7bf1sb7b/SchbNC91BX1s4f/RHf1QLzXAo7CkUD7vobW97W23vfe97a3nzm99cGx07oTk5i+aFMnbu3Fnb5ZdfXsu5555b27Jly2qh/3OxQwG4tI997GO1nHbaabV99KMfrWVoaKg2irnKhRdeWBu9rip0PIdy2raOoTfxIYQwqChGzoXqpm7OohecELqAoqZCQdOhqKlQ0HQoaioUNB2KmgoFTYeipkJB06E3IAoFTYeipkJB08lZdC50EYU9pT9mzgZFTYWCpkNfDyj03BzafwoFTYeipkLbdShqKhQ0HYqaCgVNh6KmQvvCoaipUNB0KGoqFDQdipoKBU2H9l9pOYvmhe6gry0cipoKzXAoaioUD7uIgqZDUVOhoOnQsROak7NoXiiDgqZDUVOhoOlQ1FQoaDoUKEujqKlQ0HQoaioUNB2KmgoFTYdeVxU6nkM5bVvxHZ4hhNAC1U3dnEUvOCF0AUVNhYKmQ1FToaDpUNRUKGg6FDUVCpoORU2FgqZDb0AUCpoORU2FgqaTs+hc6CIKe0p/zJwNipoKBU2HoqZCz82h/adQ0HQoaiq0XYeipkJB06GoqVDQdChqKrQvHIqaCgVNh6KmQkHToaipUNB0aP+VlrNoXugO+trCoaip0AyHoqZC8bCLKGg6FDUVCpoOHTuhOTmL5oUyKGg6FDUVCpoORU2FgqZDgbI0ipoKBU2HoqZCQdOhqKlQ0HTodVWh4zmU07YVwTOEEFqguqmbs+gFJ4QuoKipUNB0KGoqFDQdipoKBU2HoqZCQdOhqKlQ0HToDYhCQdOhqKlQ0HRyFp0LXURhT+mPmbNBUVOhoOlQ1FTouTm0/xQKmg5FTYW261DUVChoOhQ1FQqaDkVNhfaFQ1FToaDpUNRUKGg6FDUVCpoO7b/SchbNC91BX1s4FDUVmuFQ1FQoHnYRBU2HoqZCQdOhYyc0J2fRvFAGBU2HoqZCQdOhqKlQ0HQoUJZGUVOhoOlQ1FQoaDoUNRUKmg69rip0PIdy2rYieIYQQgtUN3VzFr3ghNAFFDUVCpoORU2FgqZDUVOhoOlQ1FQoaDoUNRUKmg69AVEoaDoUNRUKmk7OonOhiyjsKf0xczYoaioUNB2Kmgo9N4f2n0JB06GoqdB2HYqaCgVNh6KmQkHToaip0L5wKGoqFDQdipoKBU2HoqZCQdOh/VdazqJ5oTvoawuHoqZCMxyKmgrFwy6ioOlQ1FQoaDp07ITm5CyaF8qgoOlQ1FQoaDoUNRUKmg4FytIoaioUNB2KmgoFTYeipkJB06HXVYWO51BO21YEzxBCaIHqpm7OohecELqAoqZCQdOhqKlQ0HQoaioUNB2KmgoFTYeipkJB06E3IAoFTYeipkJB08lZdC50EYU9pT9mzgZFTYWCpkNRU6Hn5tD+UyhoOhQ1FdquQ1FToaDpUNRUKGg6FDUV2hcORU2FgqZDUVOhoOlQ1FQoaDq0/0rLWTQvdAd9beFQ1FRohkNRU6F42EUUNB2KmgoFTYeOndCcnEXzQhkUNB2KmgoFTYeipkJB06FAWRpFTYWCpkNRU6Gg6VDUVChoOvS6qtDxHMpp24rgGUIILVDd1M1Z9IITQhdQ1FQoaDoUNRUKmg5FTYWCpkNRU6Gg6VDUVChoOvQGRKGg6VDUVChoOjmLzoUuorCn9MfM2aCoqVDQdChqKvTcHNp/CgVNh6KmQtt1KGoqFDQdipoKBU2HoqZC+8KhqKlQ0HQoaioUNB2KmgoFTYf2X2k5i+aF7qCvLRyKmgrNcChqKhQPu4iCpkNRU6Gg6dCxE5qTs2heKIOCpkNRU6Gg6VDUVChoOhQoS6OoqVDQdChqKhQ0HYqaCgVNh15XFTqeQzltWxE8QwihBaqbujmLXnBC6AKKmgoFTYeipkJB06GoqVDQdChqKhQ0HYqaCgVNh96AKBQ0HYqaCgVNJ2fRudBFFPaU/pg5GxQ1FQqaDkVNhZ6bQ/tPoaDpUNRUaLsORU2FgqZDUVOhoOlQ1FRoXzgUNRUKmg5FTYWCpkNRU6Gg6dD+Ky1n0bzQHfS1hUNRU6EZDkVNheJhF1HQdChqKhQ0HTp2QnNyFs0LZVDQdChqKhQ0HYqaCgVNhwJlaRQ1FQqaDkVNhYKmQ1FToaDp0OuqQsdzKKdtK4JnCCG0QHVTN2fRC04IXUBRU6Gg6VDUVChoOhQ1FQqaDkVNhYKmQ1FToaDp0BsQhYKmQ1FToaDp5Cw6F7qIwp7SHzNng6KmQkHToaip0HNzaP8pFDQdipoKbdehqKlQ0HQoaioUNB2KmgrtC4eipkJB06GoqVDQdChqKhQ0Hdp/peUsmhe6g762cChqKjTDoaipUDzsIgqaDkVNhYKmQ8dOaE7OonmhDAqaDkVNhYKmQ1FToaDpUKAsjaKmQkHToaipUNB0KGoqFDQdel1V6HgO5bRtRfAMIYQWqG7q5ix6wQmhCyhqKhQ0HYqaCgVNh6KmQkHToaipUNB0KGoqFDQdegOiUNB0KGoqFDSdnEXnQhdR2FP6Y+ZsUNRUKGg6FDUVem4O7T+FgqZDUVOh7ToUNRUKmg5FTYWCpkNRU6F94VDUVChoOhQ1FQqaDkVNhYKmQ/uvtJxF80J30NcWDkVNhWY4FDUVioddREHToaipUNB06NgJzclZNC+UQUHToaipUNB0KGoqFDQdCpSlUdRUKGg6FDUVCpoORU2FgqZDr6sKHc+hnLatCJ4hhNAC1U3dnEUvOCF0AUVNhYKmQ1FToaDpUNRUKGg6FDUVCpoORU2FgqZDb0AUCpoORU2FgqaTs+hc6CIKe0p/zJwNipoKBU2HoqZCz82h/adQ0HQoaiq0XYeipkJB06GoqVDQdChqKrQvHIqaCgVNh6KmQkHToaipUNB0aP+VlrNoXugO+trCoaip0AyHoqZC8bCLKGg6FDUVCpoOHTuhOTmL5oUyKGg6FDUVCpoORU2FgqZDgbI0ipoKBU2HoqZCQdOhqKlQ0HTodVWh4zmU07YVwTOEEFqguqmbs+gFJ4QuoKipUNB0KGoqFDQdipoKBU2HoqZCQdOhqKlQ0HToDYhCQdOhqKlQ0HRyFp0LXURhT+mPmbNBUVOhoOlQ1FTouTm0/xQKmg5FTYW261DUVChoOhQ1FQqaDkVNhfaFQ1FToaDpUNRUKGg6FDUVCpoO7b/SchbNC91BX1s4FDUVmuFQ1FQoHnYRBU2HoqZCQdOhYyc0J2fRvFAGBU2HoqZCQdOhqKlQ0HQoUJZGUVOhoOlQ1FQoaDoUNRUKmg69rip0PIdy2rYieIYQQgtUN3VzFr3ghDDdC17wgtpojvKGN7yhNgqOypNPPlnbX//1X9eyffv2590XvvCF2ujNgbJo0aLazjjjjFpWrFhR2wUXXFAL3Vh01q5dW8uJJ55YW86i86eL/vf//t+10PnmbNmypRYKNg5FTYVCkkP7T/nHf/zH2v7u7/6ulk9/+tO11V0333xzbT/5yU9qOZL1wAMP1EJ/Rw4dO8pjjz1WGx1rysMPP1zb448/XgvFB4f2X2k5i+aF7jjllFNqe9/73lcLBUqHYqBCIdB5xzveUcsf/MEftNIf//Ef10LPzaFjJzQnZ9G8QfDCF76wNpqj/OzP/mxtFDUVCprO6OhoLcPDw887CpoOxcPSaLsKPTeH7k0oy5cvr42Oz9Cctq0IniGE0AIRPMPzjYKmQ3MUCpoORU2FgqZDEUWhQFkaBU2H3hwoFDQdipoKBU2HoqZCQdOhqKlQ0HRyFp0/XURRU6HzzaGoqVDQdCg+KRSSHNp/CgVNh6KmQkHTqbsoaDoUNZUjWRQ1Ffo7cujYUShoOnSsKRQ0HYqaCgVNh/ZfaTmL5oXuoKDpUNRUKGg6FDUVCpoOhT2FYmMbUNRU6Lk5dOyE5uQsmjcIKGg6NEehoOlQ1FQoaDoUNRWKdKVRPHQoUJZG21XouTl0b0KhoOnQ8Rma07YVwTOEEFoggmd4vlHQdGiOQkHToaipUNB0KKIoFChLo6Dp0JsDhYKmQ1FToaDpUNRUKGg6FDUVCppOzqLzp4soaip0vjkUNRUKmg7FJ4VCkkP7T6Gg6VDUVChoOnUXBU2HoqZyJIuipkJ/Rw4dOwoFTYeONYWCpkNRU6Gg6dD+Ky1n0bzQHRQ0HYqaCgVNh6KmQkHTobCnUGxsA4qaCj03h46d0JycRfMGAQVNh+YoFDQdipoKBU2HoqZCka40iocOBcrSaLsKPTeH7k0oFDQdOj5Dc9q2IniGEEILRPAMzzcKmg7NUShoOhQ1FQqaDkUUhQJlaRQ0HXpzoFDQdChqKhQ0HYqaCgVNh6KmQkHTyVl0/nQRRU2FzjeHoqZCQdOh+KRQSHJo/ykUNB2KmgoFTafuoqDpUNRUjmRR1FTo78ihY0ehoOnQsaZQ0HQoaioUNB3af6XlLJoXuoOCpkNRU6Gg6VDUVChoOhT2FIqNbUBRU6Hn5tCxE5qTs2jeIKCg6dAchYKmQ1FToaDpUNRUKNKVRvHQoUBZGm1Xoefm0L0JhYKmQ8dnaE7bVgTPEEJogQie4flGQdOhOQoFTYeipkJB06GIolCgLI2CpkNvDhQKmg5FTYWCpkNRU6Gg6VDUVChoOjmLzp8uoqip0PnmUNRUKGg6FJ8UCkkO7T+FgqZDUVOhoOnUXRQ0HYqaypEsipoK/R05dOwoFDQdOtYUCpoORU2FgqZD+6+0nEXzQndQ0HQoaioUNB2KmgoFTYfCnkKxsQ0oair03Bw6dkJzchbNGwQUNB2ao1DQdChqKhQ0HYqaCkW60igeOhQoS6PtKvTcHLo3oVDQdOj4DM1p24rgGUIILRDBMzzfKGg6NEehoOlQ1FQoaDoUURQKlKVR0HTozYFCQdOhqKlQ0HQoaioUNB2KmgoFTSdn0fnTRRQ1FTrfHIqaCgVNh+KTQiHJof2nUNB0KGoqFDSduouCpkNRUzmSRVFTob8jh44dhYKmQ8eaQkHToaipUNB0aP+VlrNoXugOCpoORU2FgqZDUVOhoOlQ2FMoNrYBRU2FnptDx05oTs6ieYOAgqZDcxQKmg5FTYWCpkNRU6FIVxrFQ4cCZWm0XYWem0P3JhQKmg4dn6E5bVsRPEMIoQUieIbnGwVNh+YoFDQdipoKBU2HIopCgbI0CpoOvTlQKGg6FDUVCpoORU2FgqZDUVOhoOnkLDp/uoiipkLnm0NRU6Gg6VB8UigkObT/FAqaDkVNhYKmU3dR0HQoaipHsihqKvR35NCxo1DQdOhYUyhoOhQ1FQqaDu2/0nIWzQvdQUHToaipUNB0KGoqFDQdCnsKxcY2oKip0HNz6NgJzclZNG8QUNB0aI5CQdOhqKlQ0HQoaioU6UqjeOhQoCyNtqvQc3Po3oRCQdOh4zM0p20rgmcIIbRABM/wfKOg6dAchYKmQ1FToaDpUERRKFCWRkHToTcHCgVNh6KmQkHToaipUNB0KGoqFDSdnEXnTxdR1FTofHMoaioUNB2KTwqFJIf2n0JB06GoqVDQdOouCpoORU3lSBZFTYX+jhw6dhQKmg4dawoFTYeipkJB06H9V1rOonmhOyhoOhQ1FQqaDkVNhYKmQ2FPodjYBhQ1FXpuDh07oTk5i+YNAgqaDs1RKGg6FDUVCpoORU2FIl1pFA8dCpSl0XYVem4O3ZtQKGg6dHyG5rRtzVHwfDStOGXmTaI3vfkP02kr7k5P/ZA+P4QQBksEz/B8o6Dp0ByFgqZDUVOhoOlQRFEoUJZGQdOhNwcKBU2HoqZCQdOhqKlQ0HQoairTv0adrZxF508XUdRU6HxzKGoqFDQdik8KhSSH9p9CQdOhqKlQ0HTqLgqaDkVN5UgWRU2F/o4cOnYUCpoOHWsKBU2HoqZCQdOh/VdazqJ5oTsoaDoUNRUKmg5FTYWCpkNhT6HY2AYUNRV6bg4dO6E5OYvmDQIKmg7NUShoOhQ1FQqaDkVNhSJdaRQPHQqUpdF2FXpuDt2bUChoOnR8hua0bc1p8PzDc+4+ePNx6zdWpA+efGI6efE30w/xz4QQwuCI4BmebxQ0HZqjUNB0KGoq00PmbFFEUShQlkZB06E3BwoFTYeipkJB06GoqVDQdChqKhQ0nZxF508XUdRU6HxzKGoqFDQdik8KhSSH9p9CQdOhqKlQ0HTqLgqaDkVN5UgWRU2F/o4cOnYUCpoOHWsKBU2HoqZCQdOh/VdazqJ5oTsoaDoUNRUKmg5FTYWCpkNhT6HY2AYUNRV6bg4dO6E5OYvmDQIKmg7NUShoOhQ1FQqaDkVNhSJdaRQPHQqUpdF2FXpuDt2bUChoOnR8hua0bc1p8DxlxaMzfv/Jy9+fTnzbsnRf77/3PnJ7uunex6d9/PF07003pXsfn/j14/felG5/5On01MZb02XnnZlWXHNn2vrMoVnPPvtM2nrnNWnFmfSxEEJotwie4flGQdOhOQoFTYeipkJB06GIolCgLI2CpkNvDhQKmg5FTYWCpkNRU6Gg6VDUVChoOjmLzp8uoqip0PnmUNRUKGg6FJ8UCkkO7T+FgqZDUVOhoOnUXRQ0HYqaypEsipoK/R05dOwoFDQdOtYUCpoORU2FgqZD+6+0nEXzQndQ0HQoaioUNB2KmgoFTYfCnkKxsQ0oair03Bw6dkJzchbNGwQUNB2ao1DQdChqKhQ0HYqaCkW60igeOhQoS6PtKvTcHLo3oVDQdOj4DM1p22pN8Hx0xSnpxKFbpn38ljR04olp6JaJX98ydGL6vbf8fnrLOz+SFi36WPrjt7whveH9l6cd45/7dO/jJ6c3/MGHxm/WfeyP35LecPJQuuXpqVkhhNBuETzD842CpkNzFAqaDkVNhYKmQxFFoUBZGgVNh94cKP0xczYoaioUNB2Kmkp/zJwNipoKBU0nZ9H500UUNRU63xyKmgoFTYfik0IhyaH9p1DQdChqKhQ0nbqLgqZDUVM5kkVRU6G/I4eOHYWCpkPHmkJB06GoqVDQdGj/lZazaF7oDgqaDkVNhYKmQ1FToaDpUNhTKDa2AUVNhZ6bQ8dOaE7OonmDgIKmQ3MUCpoORU2FgqZDUVOhSFcaxUOHAmVptF2FnptD9yYUCpoOHZ+hOW1bzQTPZ8bS1nsvS3968hvSuy6Z+L1ZBc/Tb05PT338vmXpbSd+JF27t/ff370qffDEP0yfeWjyY89uShe9923pY9d/d/LXIYTQbhE8w/ONgqZDcxQKmg5FTYWCpkMRRaFAWRoFTYfeHCgUNB2KmgoFTYeiptIfM2eDoqZCQdPJWXT+dBFFTYXON4eipkJB06H4pFBIcmj/KRQ0HYqaCgVNp+6ioOlQ1FSOZFHUVOjvyKFjR6Gg6dCxplDQdChqKhQ0Hdp/peUsmhe6g4KmQ1FToaDpUNRUKGg6FPYUio1tQFFToefm0LETmpOzaN4goKDp0ByFgqZDUVOhoOlQ1FQo0pVG8dChQFkabVeh5+bQvQmFgqZDx2doTtvWnAbPmTeK3pr+xyXrDwbM2QTPGd8h+uiKdMqJp6QVj1a/fjRd8q43pJPfe1a67M4H0lPf/+GhzwshhA6I4DnYKDa2AT1W5f7776/te9/73vNu7969tTz99NO1UWgtjW6QK1u3bq3tmmuuqYXesDgjIyO1/NVf/VVt9Hek0PHs5Cya17RXv/rVte3evbsWCjCl0bng7Nq1qxYKYg7tc+VVr3pVbf/m3/ybWl73utfV9i/+xb+o5aUvfWltL37xi2v56Z/+6dre+MY31kJ/R86dd95ZC/2fYxyK/sqDDz5YG81RPv/5z9dG+6+0nEXzQne8+93vro0imkKx0aGwp1Ckc2iO8od/+Ie19f+fzhx6nM773//+WuhxOnTshObkLJoXmkPv7xT6OsFZsmRJLR/96EdroxiofOADH6iNtqvMnz+/Nvo/PSsUTR3a58rHPvax2uhYC81p22rmOzx/eF9a9o6ZATMvePY8szPd+4Xz0kfe85b0n9/wpvT7p12eHvrh5MdCCKHlIngONoqNbUCPVaGg6VCgLI2ipkJBzKFAWRqFGoWCpkNRU6Gg6dAbW4WCpkN/Rwodz07OonlNo6DpUNRUKFCWRueCQ1FToaDp0D5XKGg6FDUVCpoORU2lP2bOBkVNhYKmQ1FTob8jh6KmQkHToeCoUNB0aI5CNyId2n+l5SyaF7qDgqZDUVOhoOlQcFQoBDo0R6EQ6PQHTYcep0NRU6HH6dCxE5qTs2heaA69v1Po6wSHIppC8dChqKlQ0HRouwoFTYeipkJB06F9rlDQdOhYC81p22rs3/Dce8Ofpje84SPp2sl/ZzMreD4zlp58ciw9M/WxZ9anT73jxPSuS75z6PNDCKHFIngONoqNbUCPVaGg6VCgLI2ipkJBzKFAWRqFGoWCpkNRU6Gg6dAbW4WCpkN/Rwodz07OonlNo6DpUNRUKFCWRueCQ1FToaDp0D5XKGg6FDUVCpoORU2FgqZDUVOhoOlQ1FTo78ihqKlQ0HQoOCoUNB2ao9CNSIf2X2k5i+aF7qCg6VDUVChoOhQcFQqBDs1RKAQ6/UHTocfpUNRU6HE6dOyE5uQsmheaQ+/vFPo6waGIplA8dChqKhQ0HdquQkHToaipUNB0aJ8rFDQdOtZCc9q2GgueU7938uJvph/2fv3k5e9PJ/7eovTVZ6qPPZN23jiUTp5t8Nz06fSO3n+f/+1nJj42GTzff/mThz4/hBBaLILnYKPY2Ab0WBUKmg4FytIoaioUxBwKlKVRqFEoaDoUNRUKmg69sVUoaDr0d6TQ8ezkLJrXNAqaDkVNhQJlaXQuOBQ1FQqaDu1zhYKmQ1FToaDpUNRUKGg6FDUVCpoORU2F/o4cipoKBU2HgqNCQdOhOQrdiHRo/5WWs2he6A4Kmg5FTYWCpkPBUaEQ6NAchUKg0x80HXqcDkVNhR6nQ8dOaE7OonmhOfT+TqGvExyKaArFQ4eipkJB06HtKhQ0HYqaCgVNh/a5QkHToWMtNKdtq8Hg+Wz64R2fSL83FS1/+FC65L1vmvz3Pd+Q3vI/PphOmfWPtP1heujy09Lvv+nE9Ib//J/Tm8b/fPxI2xBCd0TwHGwUG9uAHqtCQdOhQFkaRU2FgphDgbI0CjUKBU2HoqZCQdOhN7YKBU2H/o4UOp6dnEXzmkZB06GoqVCgLI3OBYeipkJB06F9rlDQdChqKhQ0HYqaCgVNh6KmQkHToaip0N+RQ1FToaDpUHBUKGg6NEehG5EO7b/SchbNC91BQdOhqKlQ0HQoOCoUAh2ao1AIdPqDpkOP06GoqdDjdOjYCc3JWTQvNIfe3yn0dYJDEU2heOhQ1FQoaDq0XYWCpkNRU6Gg6dA+VyhoOnSshea0bc1R8Jy9Z8aeTE99/4f4Me+ZNPbkk2ls/LtEQwihOyJ4DjaKjW1Aj1WhoOlQoCyNoqZCQcyhQFkahRqFgqZDUVOhoOnQG1uFgqZDf0cKHc9OzqJ5TaOg6VDUVChQlkbngkNRU6Gg6dA+VyhoOhQ1FQqaDkVNhYKmQ1FToaDpUNRU6O/IoaipUNB0KDgqFDQdmqPQjUiH9l9pOYvmhe6goOlQ1FQoaDoUHBUKgQ7NUSgEOhQ1FXqcDkVNhR6nQ8dOaE7OonmhOfT+TqGvExyKaArFQ4eipkJB06HtKhQ0HYqaCgVNh/a5QkHToWMtNKdtq3XBM4QQBlEEz8FGsbEN6LEqFDQdCpSlUdRUKIg5FChLo1CjUNB0KGoqFDQdemOrUNB06O9IoePZyVk0r2kUNB2KmgoFytLoXHAoaioUNB3a5woFTYeipkJB06GoqVDQdChqKhQ0HYqaCv0dORQ1FQqaDgVHhYKmQ3MUuhHp0P4rLWfRvNAdFDQdipoKBU2HgqNCIdChOQqFQIeipkKP06GoqdDjdOjYCc3JWTQvNIfe3yn0dYJDEU2heOhQ1FQoaDq0XYWCpkNRU6Gg6dA+VyhoOnSshea0bUXwDCGEFojgOdgoNrYBPVaFgqZDgbI0ipoKBTGHAmVpFGoUCpoORU2FgqZDb2wVCpoO/R0pdDw7OYvmNY2CpkNRU6FAWRqdCw5FTYWCpkP7XKGg6VDUVChoOhQ1FQqaDkVNhYKmQ1FTob8jh6KmQkHToeCoUNB0aI5CNyId2n+l5SyaF7qDgqZDUVOhoOlQcFQoBDo0R6EQ6FDUVOhxOhQ1FXqcDh07oTk5i+aF5tD7O4W+TnAooikUDx2KmgoFTYe2q1DQdChqKhQ0HdrnCgVNh4610Jy2rQieIYTQAhE8BxvFxjagx6pQ0HQoUJZGUVOhIOZQoCyNQo1CQdOhqKlQ0HToja1CQdOhvyOFjmcnZ9G8plHQdChqKhQoS6NzwaGoqVDQdGifKxQ0HYqaCgVNh6KmQkHToaipUNB0KGoq9HfkUNRUKGg6FBwVCpoOzVHoRqRD+6+0nEXzQndQ0HQoaioUNB0KjgqFQIfmKBQCHYqaCj1Oh6KmQo/ToWMnNCdn0bzQHHp/p9DXCQ5FNIXioUNRU6Gg6dB2FQqaDkVNhYKmQ/tcoaDp0LEWmtO2FcEzhBBaIILnYKPY2Ab0WBUKmg4FytIoaioUxBwKlKVRqFEoaDoUNRUKmg69sVUoaDr0d6TQ8ezkLJrXNAqaDkVNhQJlaXQuOBQ1FQqaDu1zhYKmQ1FToaDpUNRUKGg6FDUVCpoORU2F/o4cipoKBU2HgqNCQdOhOQrdiHRo/5WWs2he6A4Kmg5FTYWCpkPBUaEQ6NAchUKgQ1FTocfpUNRU6HE6dOyE5uQsmheaQ+/vFPo6waGIplA8dChqKhQ0HdquQkHToaipUNB0aJ8rFDQdOtZCc9q2IniGEEILRPAcbBQb24Aeq0JB06FAWRpFTYWCmEOBsjQKNQoFTYeipkJB06E3tgoFTYf+jhQ6np2cRfOaRkHToaipUKAsjc4Fh6KmQkHToX2uUNB0KGoqFDQdipoKBU2HoqZCQdOhqKnQ35FDUVOhoOlQcFQoaDo0R6EbkQ7tv9JyFs0L3UFB06GoqVDQdCg4KhQCHZqjUAh0KGoq9DgdipoKPU6Hjp3QnJxF80Jz6P2dQl8nOBTRFIqHDkVNhYKmQ9tVKGg6FDUVCpoO7XOFgqZDx1poTttWBM8QQmiBCJ6DjWJjG9BjVShoOhQoS6OoqVAQcyhQlkahRqGg6VDUVChoOvTGVqGg6dDfkULHs5OzaF7TKGg6FDUVCpSl0bngUNRUKGg6tM8VCpoORU2FgqZDUVOhoOlQ1FQoaDoUNRX6O3IoaioUNB0KjgoFTYfmKHQj0qH9V1rOonmhOyhoOhQ1FQqaDgVHhUKgQ3MUCoEORU2FHqdDUVOhx+nQsROak7NoXmgOvb9T6OsEhyKaQvHQoaipUNB0aLsKBU2HoqZCQdOhfa5Q0HToWAvNaduK4BlCCC0QwTMcDb761a/W9tRTT9VCN3wdiofKnj17avvBD35Qy3e/+93aKLwo1XWlLpqj7Ny5szba5wpdM52bbrqpFjqenZxF85pGQduhY1uhQOk8+uijtTz++OO10XVD2bhxY22vec1rannTm95U2ymnnFLLe97zntre/va31/Jf/+t/rY2Co/LmN7+5tne961210M1xh+Kh8tBDD9VG13GF/o8uzo4dO2p5+OGHa6NrUmk5i+aF7njve99bG53TCkU6h+YoFA8dipoKbbc02hcOXZcV2q5Dx05oTs6ieaE5o6OjtXzpS1+qjf5Ptsrw8HBtH/7wh2s57bTTavvQhz5UC32t7lDUVCg2OhQ1lXe+85210bEWmtO2FcEzhBBaoLoJlbPoBSeEuUZB06GoqVB8cCiiKRQ0HYo7CgVNh4Kj0n+jezZojkJB06F9rtA106GoqdDx7OQsmtc0CpoOHdsKBU2HoqZCQdOh64ZCQdOhqKlQ0HQoaip0E8ShqKlQ0HQoaioUNB26Qa7QzXGHoqZCQdOh67hCQdOhqKlQ0HTomlRazqJ5oTsoaDp0TisU6Ryao1DQdChqKrTd0mhfOHRdVmi7Dh07oTk5i+aF5lDUVChoOhQ1FQqaDkVNhYKmQ1FToa/VHYqaCgVNh6KmQkHToWMtNKdtK4JnCCG0QHUTKmfRC04Ic42CpkNRU6H44FBEUyhoOhR3FAqaDgVHpf9G92zQHIWCpkP7XKFrpkNRU6Hj2clZNK9pFDQdOrYVCpoORU2FgqZD1w2FgqZDUVOhoOlQ1FToJohDUVOhoOlQ1FQoaDp0g1yhm+MORU2FgqZD13GFgqZDUVOhoOnQNam0nEXzQndQ0HTonFYo0jk0R6Gg6VDUVGi7pdG+cOi6rNB2HTp2QnNyFs0LzaGoqVDQdChqKhQ0HYqaCgVNh6KmQl+rOxQ1FQqaDkVNhYKmQ8daaE7bVgTPEEJogeomVM6iF5wQ5hoFTYeipkLxwaGIplDQdCjuKBQ0HQqOSv+N7tmgOQoFTYf2uULXTIeipkLHs5OzaF7TKGg6dGwrFDQdipoKBU2HrhsKBU2HoqZCQdOhqKnQTRCHoqZCQdOhqKlQ0HToBrlCN8cdipoKBU2HruMKBU2HoqZCQdOha1JpOYvmhe6goOnQOa1QpHNojkJB06GoqdB2S6N94dB1WaHtOnTshObkLJoXmkNRU6Gg6VDUVChoOhQ1FQqaDkVNhb5WdyhqKhQ0HYqaCgVNh4610Jy2rQieIYTQAtVNqJxFLzghzDUKmg5FTYXig0MRTaGg6VDcUShoOhQclf4b3bNBcxQKmg7tc4WumQ5FTYWOZydn0bymUdB06NhWKGg6FDUVCpoOXTcUCpoORU2FgqZDUVOhmyAORU2FgqZDUVOhoOnQDXKFbo47FDUVCpoOXccVCpoORU2FgqZD16TSchbNC91BQdOhc1qhSOfQHIWCpkNRU6Htlkb7wqHrskLbdejYCc3JWTQvNIeipkJB06GoqVDQdChqKhQ0HYqaCn2t7lDUVChoOhQ1FQqaDh1roTltWxE8QwihBaqbUDmLXnBCmGsUNB2KmgrFB4cimkJB06G4o1DQdCg4Kv03umeD5igUNB3a5wpdMx2Kmgodz07OonlNo6Dp0LGtUNB0KGoqFDQdum4oFDQdipoKBU2HoqZCN0EcipoKBU2HoqZCQdOhG+QK3Rx3KGoqFDQduo4rFDQdipoKBU2Hrkml5SyaF7qDgqZD57RCkc6hOQoFTYeipkLbLY32hUPXZYW269CxE5qTs2heaA5FTYWCpkNRU6Gg6VDUVChoOhQ1Ffpa3aGoqVDQdChqKhQ0HTrWQnPatiJ4hhBCC1Q3oXIWveCEMNcoaDoUNRWKDw5FNIWCpkNxR6Gg6VBwVPpvdM8GzVEoaDq0zxW6ZjoUNRU6np2cRfOaRkHToWNboaDpUNRUKGg6dN1QKGg6FDUVCpoORU2FboI4FDUVCpoORU2FgqZDN8gVujnuUNRUKGg6dB1XKGg6FDUVCpoOXZNKy1k0L3QHBU2HzmmFIp1DcxQKmg5FTYW2WxrtC4euywpt16FjJzQnZ9G80ByKmgoFTYeipkJB06GoqVDQdChqKvS1ukNRU6Gg6VDUVChoOnSshea0bUXwDCGEFqhuQuUsesEJYa5R0HQoaioUHxyKaAoFTYfijkJB06HgqPTf6J4NmqNQ0HRonyt0zXQoaip0PDs5i+Y1jYKmQ8e2QkHToaipUNB06LqhUNB0KGoqFDQdipoK3QRxKGoqFDQdipoKBU2HbpArdHPcoaipUNB06DquUNB0KGoqFDQduiaVlrNoXugOCpoOndMKRTqH5igUNB2KmgpttzTaFw5dlxXarkPHTmhOzqJ5oTkUNRUKmg5FTYWCpkNRU6Gg6VDUVOhrdYeipkJB06GoqVDQdOhYC81p24rgGUIILVDdhMpZ9IITwlyjoOlQ1FQoPjgU0RQKmg7FHYWCpkPBUem/0T0bNEehoOnQPlfomulQ1FToeHZyFs1rGgVNh45thYKmQ1FToaDp0HVDoaDpUNRUKGg6FDUVugniUNRUKGg6FDUVCpoO3SBX6Oa4Q1FToaDp0HVcoaDpUNRUKGg6dE0qLWfRvNAdFDQdOqcVinQOzVEoaDoUNRXabmm0Lxy6Liu0XYeOndCcnEXzQnMoaioUNB2KmgoFTYeipkJB06GoqdDX6g5FTYWCpkNRU6Gg6dCxFprTthXBM4QQWqC6CZWz6AUnhLlGQdOhqKlQfHAooikUNB2KOwoFTYeCo9J/o3s2aI5CQdOhfa7QNdOhqKnQ8ezkLJrXNAqaDh3bCgVNh6KmQkHToeuGQkHToaipUNB0KGoqdBPEoaipUNB0KGoqFDQdukGu0M1xh6KmQkHToeu4QkHToaipUNB06JpUWs6ieaE7KGg6dE4rFOkcmqNQ0HQoaiq03dJoXzh0XVZouw4dO6E5OYvmheZQ1FQoaDoUNRUKmg5FTYWCpkNRU6Gv1R2KmgoFTYeipkJB06FjLTSnbSuCZwghtEB1Eypn0QtOCHONgqZDUVOh+OBQRFMoaDoUdxQKmg4FR6X/Rvds0ByFgqZD+1yha6ZDUVOh49nJWTSvaRQ0HTq2FQqaDkVNhYKmQ9cNhYKmQ1FToaDpUNRU6CaIQ1FToaDpUNRUKGg6dINcoZvjDkVNhYKmQ9dxhYKmQ1FToaDp0DWptJxF80J3UNB06JxWKNI5NEehoOlQ1FRou6XRvnDouqzQdh06dkJzchbNC82hqKlQ0HQoaioUNB2KmgoFTYeipkJfqzsUNRUKmg5FTYWCpkPHWmhO21YEzxBCaIHqJlTOohecEOYaBU2HoqZC8cGhiKZQ0HQo7igUNB0Kjkr/je7ZoDkKBU2H9rlC10yHoqZCx7OTs2he0yhoOnRsKxQ0HYqaCgVNh64bCgVNh6KmQkHToaip0E0Qh6KmQkHToaipUNB06Aa5QjfHHYqaCgVNh67jCgVNh6KmQkHToWtSaTmL5oXuoKDp0DmtUKRzaI5CQdOhqKnQdkujfeHQdVmh7Tp07ITm5CyaF5pDUVOhoOlQ1FQoaDoUNRUKmg5FTYW+VncoaioUNB2KmgoFTYeOtdCctq0IniGE0ALVTaicRS84Icw1CpoORU2F4oNDEU2hoOlQ3FEoaDoUHJX+G92zQXMUCpoO7XOFrpkORU2FjmcnZ9G8plHQdOjYVihoOhQ1FQqaDl03FAqaDkVNhYKmQ1FToZsgDkVNhYKmQ1FToaDp0A1yhW6OOxQ1FQqaDl3HFQqaDkVNhYKmQ9ek0nIWzQvdQUHToXNaoUjn0ByFgqZDUVOh7ZZG+8Kh67JC23Xo2AnNyVk0LzSHoqZCQdOhqKlQ0HQoaioUNB2Kmgp9re5Q1FQoaDoUNRUKmg4da6E5bVsRPEMIoQWqm1A5i15wQphr99xzT20UD5W//uu/ro1u4CobNmyobd26dbVs2bKlts2bN9dCMcih/aFQoHQoOCl/93d/V9u3vvWtWuh4dnIWzWsavVF37rjjjlroeHD+5m/+ppYf/ehHtdG5oNA1wPm///f/1vLjH/+4NnpuCn094tAchZ6b8//+3/+rhfaFQ9tV9u/fXxuFb4Wu+w79H4OU73znO7XRa7dy+umn10bXpNJyFs0L3fHHf/zHtVEQK42Co0JB06HtNo0ep0P7Q/nIRz5SGx07oTk5i+YFduyxx9ZCM5xTTz21lhtvvLE2imjKRz/60dooOCoUAh16v6V84AMfqI2em0LPzVm6dGktv/M7v1MbHWvKC1/4wtpoTmBtWxE8QwihBSJ4hqMB3fh0KGoqFDQdCnUKxQqHoqZCN64dipoKhRqH9odCgcqhqKlQ0HQoaip0PDs5i+Y1jd5EOxQ1FToeHIqaCkU3h84Fha4BDkU0hSKdQ89Noa9HHJqj0HNzKGoqtC8c2q5CQdOhqKnQdd+hqKlQ0HTotVuhoOnQNam0nEXzQndQ0HQo1JVGoU6hEOjQdptGj9Oh/aFQ0HTo2AnNyVk0LzCKmgrNcChqKhQ0HYqaCoU9h8KeQkHTofdbCgVNh56bQs/NoaipUNB06FhTKGg6NCewtq0IniGE0AIRPMPRgG58OhQ1FQqaDoU6hWKFQ1FToRvXDkVNhUKNQ/tDoUDlUNRUKGg6FDUVOp6dnEXzmkZvoh2KmgodDw5FTYWim0PngkLXAIcimkKRzqHnptDXIw7NUei5ORQ1FdoXDm1XoaDpUNRU6LrvUNRUKGg69NqtUNB06JpUWs6ieaE7KGg6FOpKo1CnUAh0aLtNo8fp0P5QKGg6dOyE5uQsmhcYRU2FZjgUNRUKmg5FTYXCnkNhT6Gg6dD7LYWCpkPPTaHn5lDUVChoOnSsKRQ0HZoTWNtWBM9BdmBXum/tlenSSy9Nl157S3pg14GDH9tyW+/3btsy8/NDCM+bCJ7haEA3Ph2KmgoFTYdCnUKxwqGoqdCNa4eipkKhxqH9oVCgcihqKhQ0HYqaCh3PTs6ieU2jN9EORU2FjgeHoqZC0c2hc0Gha4BDEU2hSOfQc1Po6xGH5ij03ByKmgrtC4e2q1DQdChqKnTddyhqKhQ0HXrtVihoOnRNKi1n0bzQHRQ0HQp1pVGoUygEOrTdptHjdGh/KBQ0HTp2QnNyFs0LjKKmQjMcipoKBU2HoqZCYc+hsKdQ0HTo/ZZCQdOh56bQc3MoaioUNB061hQKmg7NCaxta06C5xM3n50WnLU27Zj2e/u+vjwtWHR52jTt957d8Lk0tGBluvvAtN87aEP63NCCdN66PRO/PrAvje0ZS/vwcwfBgbRvbE8a23coUtazO607bygNLblwIniu/HT6woZDs9avWpAWrFo/+evcbYUQnAie4WhANz4dipoKBU2HQp1CscKhqKnQjWuHoqZCocah/aFQoHIoaioUNB2Kmgodz07OonlNozfRDkVNhY4Hh6KmQtHNoXNBoWuAQxFNoUjn0HNT6OsRh+Yo9NwcipoK7QuHtqtQ0HQoaip03XcoaioUNB167VYoaDp0TSotZ9G80B0UNB0KdaVRqFMoBDq03abR43RofygUNB06dkJzchbNC4yipkIzHIqaCgVNh6KmQmHPobCnUNB06P2WQkHToeem0HNzKGoqFDQdOtYUCpoOzQmsbWtuvsNz8zVpdMHy9PV9U793IK1fNZQWLBhN12w+9HnbbzgzLThvXdoz9edmOJB2PbAp7dw/+esda9NZC85Ka3dM/5xBsiOtPWtBOmvtDvjYLOxZl87r2//TzQyemdsKIVgRPMPRgG58OhQ1FQqaDoU6hWKFQ1FToRvXDkVNhUKNQ/tDoUDlUNRUKGg6FDUVOp6dnEXzmkZvoh2KmgodDw5FTYWim0PngkLXAIcimkKRzqHnptDXIw7NUei5ORQ1FdoXDm1XoaDpUNRU6LrvUNRUKGg69NqtUNB06JpUWs6ieaE7KGg6FOpKo1CnUAh0aLtNo8fp0P5QKGg6dOyE5uQsmhcYRU2FZjgUNRUKmg5FTYXCnkNhT6Gg6dD7LYWCpkPPTaHn5lDUVChoOnSsKRQ0HZoTWNvWHP1I2+q7M4fS5zZM/XpTunzRmemccxZNi2h70rrzFqQzb9g+/uvdD9+V7ntsLO38q7Xpyps3pX3P7k4P33VXenj3s2nfY/elu768Mo0uGE0rv1x93r7JGc+m/Ts3pdvXXpmuveXetGVMfUfi/rRz0+1p7ZVXprW3Twuph6m2e196bGxn+qve3Js3TW7rwFjacu8t6dor16bbN+1M+2f8mf3pu498szf72nTLvVvS2K6H0133PdZ7DlMfP5DGttybbrm2b9tPP5r+5133pm17D33ergfuSnd96/H0zME/27PvsXTfXV9OK0cXpNGVX54xe+r5X7n29rRp5/5Df2a63b3HM23/3fXw7smZvec5GaUPBk+xrWf370ybbu/9/Vx7S7p3y1g6MPX743/m4bRrbEu6vfccv9EfpeHj43+n1eM4+HmH/r6rX08cD3t5v42b7d9nCO0UwTMcDejGp0NRU6Gg6VCoUyhWOBQ1Fbpx7VDUVCjUOLQ/FApUDkVNhYKmQ1FToePZyVk0r2n0JtqhqKnQ8eBQ1FQoujl0Lih0DXAooikU6Rx6bgp9PeLQHIWem0NRU6F94dB2FQqaDkVNha77DkVNhYKmQ6/dCgVNh65JpeUsmhe6g4KmQ6GuNAp1CoVAh7bbNHqcDu0PhYKmQ8dOaE7OonmBUdRUaIZDUVOhoOlQ1FQo7DkU9hQKmg6931IoaDr03BR6bg5FTYWCpkPHmkJB06E5gbVtzVHw3Je+vvxQzBz/js9Fl6eN61eloYPf0VlF0UXp8k0Tf6YKbotGRtLCM5alT6/5Wnri2fVp1YIFadX6Z9Oee69Pl352aVq0YFFa+tlL0/X3TvyY2729eSNDS9KF1Y9oXX5WGh46O63dDtHzwPZ08znDafis5enatWvTZeeOpqGRz6UNB78Ddbpqu4vSyMjCdMayT6c1X3ti/M+vPXsojSxbmS69dGU6d7T336vWp73jn38gbV97dhoaGk3nrpx4HGcMD0/7kb6THx9Zllb2HufK8W2vSuvHI+fe3n4aSotW3j0xa8fN6eyhkfS5DYeC7rg996brL/1sWrqot4+WfjZdev294/twx1fP7z3/ye2uPDeN9v7sqvV7Z/7ZypbbZuy/8X+rs+87Zg8Gz+fY1rN7e/tlZCgtubD35y9dns4aHkpnr90+ET3HZ42kkdGF6ZOf/nS68f7J7U6Bj+9Ye9a07yitHPr7rn49fjyMLk6fWLr84D6vjp3d45+7t/fxkYM/nnfmPg2hGyJ4hqMB3fh0KGoqFDQdCnUKxQqHoqZCN64dipoKhRqH9odCgcqhqKlQ0HQoaip0PDs5i+Y1jd5EOxQ1FToeHIqaCkU3h84Fha4BDkU0hSKdQ89Noa9HHJqj0HNzKGoqtC8c2q5CQdOhqKnQdd+hqKlQ0HTotVuhoOnQNam0nEXzQndQ0HQo1JVGoU6hEOjQdptGj9Oh/aFQ0HTo2AnNyVk0LzCKmgrNcChqKhQ0HYqaCoU9h8KeQkHTofdbCgVNh56bQs/NoaipUNB06FhTKGg6NCewtq05Cp6TQWsyblb/vejyTenZfV9Py6d+1G3fj70dD1xT4W/czAB22I+03feNtGJoUfr8xqnAeSA9dNVoGlq1/tB3Hk7Z+c101aV/mR45+O9/bk7XjC5Iy7/eFxbHTQTPlXcfCodbr12cFpzzlcnY1rP39nTh1GMZ/1Gx0x/Hs2nv7RceCp5br02LF5yTvrJ78s8+uzfdfuG0Hxe7t7dPhkbS5ZvGxuPnyOc2TPvO0On6fszs5POf/jj33r0yLRpakb5BIbd//z1X8Bz//P4fabsvfWPFUFr0+Y0H9+2Bh65Ko0Or0vpqn07OuoFicwU+PqvgOf14mH68/K+vpvMXnNmbN/mxZ7emG5f9eVp5x/+a/HUI7RfBMxwN6ManQ1FToaDpUKhTKFY4FDUVunHtUNRUKNQ4tD8UClQORU2FgqZDUVOh49nJWTSvafQm2qGoqdDx4FDUVCi6OXQuKHQNcCiiKRTpHHpuCn094tAchZ6bQ1FToX3h0HYVCpoORU2FrvsORU2FgqZDr90KBU2Hrkml5SyaF7qDgqZDoa40CnUKhUCHtts0epwO7Q+FgqZDx05oTs6ieYFR1FRohkNRU6Gg6VDUVCjsORT2FAqaDr3fUihoOvTcFHpuDkVNhYKmQ8eaQkHToTmBtW3NWfB8dtPladHQ59KG8R9dO5RWra9i16H/3rPuvBn/fmcVuGb+m5EmeG74XBpacG66+q670l1Trj532ndW9jmwL+165N7Jz534ka0ztzel2u607Tz7RLr57Mkf73pwWxN/fvyxjT+OVWn99BnrVx18HE/cfHZaMLoyffngn70rfXnl6IzYt/fry9PQ0JD4rtNKX4Sstju+f6d/TvXYp/8o4Wmygmf13bgL0rlXH3oOd911dTp36s+Pz+rbB9PBx2cTPGf8/cx4vDt6fyfVd9xemW7Z9J00tu85QmsILRbBMxwN6ManQ1FToaDpUKhTKFY4FDUVunHtUNRUKNQ4tD8UClQORU2FgqZDUVOh49nJWTSvafQm2qGoqdDx4FDUVCi6OXQuKHQNcCiiKRTpHHpuCn094tAchZ6bQ1FToX3h0HYVCpoORU2FrvsORU2FgqZDr90KBU2Hrkml5SyaF7qDgqZDoa40CnUKhUCHtts0epwO7Q+FgqZDx05oTs6ieYFR1FRohkNRU6Gg6VDUVCjsORT2FAqaDr3fUihoOvTcFHpuDkVNhYKmQ8eaQkHToTmBtW3NXfA8cHdauWA0XbNx2nd19n5/4rs9N6b1q4bS6DWbD35+7eBZRcXhs9JF1Y+znW7qR7BOd+CRdO2S4TR67mVp7e1VrKsTPCfi3+h5q2dup+e2Lb2PV49DBM/xsDd6Xlrd92fHf6zs1OfvvTN9dnhBGl5593N8d2elL0JW2zjzhrR9xudMfOfqwX02Xf/+6/u1Dp7VPhlOZ13U9xwuvT7du2dq1lwGz579302P3H5tWr7sE2nh0HBafNG6tP3gd/CG0H4RPMPRgG58OhQ1FQqaDoU6hWKFQ1FToRvXDkVNhUKNQ/tDoUDlUNRUKGg6FDUVOp6dnEXzmkZvoh2KmgodDw5FTYWim0PngkLXAIcimkKRzqHnptDXIw7NUei5ORQ1FdoXDm1XoaDpUNRU6LrvUNRUKGg69NqtUNB06JpUWs6ieaE7KGg6FOpKo1CnUAh0aLtNo8fp0P5QKGg6dOyE5uQsmhcYRU2FZjgUNRUKmg5FTYXCnkNhT6Gg6dD7LYWCpkPPTaHn5lDUVChoOnSsKRQ0HZoTWNvW3AXP8e/mXJAuXL48DS3/+qGQV/2I19HlaflZM78TsXbwrL6DdFpIlao4OHpN2nzw9/qD3nT9wXPieUyPszP0/WjecdOC5/h3ss7Ydr+96e6Vi9LIqs+N/2jbw/79zoP6HjNtd/xHBo+mazZP+70p/fuv79c6eG5Kly96rh8B3ANB0308K3ju35v27Nmb9k99bP9D6arFC9LZNz9x6PNDaLkInuFoQDc+HYqaCgVNh0KdQrHCoaip0I1rh6KmQqHGof2hUKByKGoqFDQdipoKHc9OzqJ5TaM30Q5FTYWOB4eipkLRzaFzQaFrgEMRTaFI59BzU+jrEYfmKPTcHIqaCu0Lh7arUNB0KGoqdN13KGoqFDQdeu1WKGg6dE0qLWfRvNAdFDQdCnWlUahTKAQ6tN2m0eN0aH8oFDQdOnZCc3IWzQuMoqZCMxyKmgoFTYeipkJhz6Gwp1DQdOj9lkJB06HnptBzcyhqKhQ0HTrWFAqaDs0JrG1rDoPns2n7DWemBQsWpPPW7Zn2+xPfhbigL9bZ4DkZ8656aPLHlx7ozVm8II2sujuNjX9n34E0dvdl6aIbt6ZnDs6YcGD9qjQ0tDzdPlb92f3pu+s/nxb3Zs8ueE79yNmz0w1b90/83v6tae1Fn0t3PV19fGu6tvc4zrrqgYnHsX9nunX5okM/Wnf83+gcSmffsHUy0O1PW9delD5319MTs6t/d3PRynT33mfT7nXniR9ruy99ffmCNHrVQ5P/juZElFz8+fsmtntgLN29auS5f6RvreDZv60DafM1i9OCkVXp7vF92NunY3enyy66MW19ZmpWveA5HoIXXZo27K9+3fs7uXNVGplt8Bz/d1HPStcd/PuYCJ4zj7MQ2i2C52B7wQteUNu8efNqoe06L37xi2vZsWNHbRS4FLrh61AEVe6+++7avvSlL9Xy3e9+t7aHH364Fnpuzq5du2qh/e3s3r27lnvvvbe2Rx55pJbXvOY1teUsOt8GwUtf+tLafv3Xf72WK664orbqNbgOijwOnaMKXWccOheU+++//6hA8dDZtGlTLevXr6+N/o8oyhe/+MXa6DwLLGfRvNAceq1Q5s+fXxtFN4XCXmm0XYfmlEbBUTnllFNqO/nkk2v5+Mc/XttP/dRP1ULHZignZ9G8wI6FqKnQDOfEE0+s5aabbqpt2bJltVAEdSjOKvTa4gwPD9dCQdM57bTTaqHn5tA+V173utfVRseaQkHToTmBtW3NafCc+C7MmfGwsunyaUFwkg2ez+5OXz1/eDygToW5A7vuTped1fu9oYVpYfUjYRdflNZth3/P8cCu9PWLR9NQ9WcXDKWF512WVp31XN+1eXjwrL4L86G1n0mjQ71tLFyYhnrbW3rlxrR38uMHtq9LnxkdmnhsQ6Pp4hUz/y3RvQ+tnfj4cO9xDvW2v/TKtHFv72OTMXT51/dObmfy36bsPb+p2dPt/ur5aXj8OUzEwwNjG9KV48+/d+GrHttZV6YNk0HyMLWC5+Hbqvbh3Zed1fu93uNf2Nvm8OJ00brtE0H0CILnswe2p5vPmfz77M0c/cz5vc+ZZfB89kDavu6itLj3dz7U+1ichkEAAP/0SURBVPuoHtPoZ+JH2oZuqW6g5ix6wQndQUHToaip0Had/qDpUNB0KGoqFNAcCnsKhQSHoqZCQdOhKKLQc3Moaiq0vx2KmgqFGoeipkJB08lZdL4NAroR7VDUVChoOv1B06Gg6dA5qtB1xqFzQaF42EUUNB2KmgoFTYeipkJB06HzLLCcRfNCc+i1QpkPN5UdiocKhcDSaLsOzSmNoqZCQdOhqKlQ0HQoaip0bIZychbNC+xYiJoKzXAoaioUNB2KaAoFTYfCnkKvLQ5FTYWCpkNRU6Hn5tA+VyhoOnSsKRQ0HZoTWNvW3AbP4g6kfWNjaV9f2Dqwbyzt2Tv53X5C9Xlj+54jCM7K/rR3D2z/wMR3jk59bPy7F+E7Lffv3ZO5fX4O+c+L4dwD+9LY9B8nmylvn1T7fE/aO/5doiF0S3UDNWfRC07oDgqaDkVNhbbrUNRUKGg6FDUVCmgOhT2FQoJDUVOhoOlQFFHouTkUNRXa3w5FTYVCjUNRU6Gg6eQsOt8GAd2IdihqKhQ0nf6g6VDQdOgcVeg649C5oFA87CIKmg5FTYWCpkNRU6Gg6dB5FljOonmhOfRaocyHm8oOxUOFQmBptF2H5pRGUVOhoOlQ1FQoaDoUNRU6NkM5OYvmBXYsRE2FZjgUNRUKmg5FNIWCpkNhT6HXFoeipkJB06GoqdBzc2ifKxQ0HTrWFAqaDs0JrG2r48GzjZ5IXzlvcbr4lkfSzurfG/vO7WnFyFA6+2b6cbkhhDChuoGas+gFJ3QHBU2HoqZC23UoaioUNB2KmgoFNIfCnkIhwaGoqVDQdCiKKPTcHIqaCu1vh6KmQqHGoaipUNB0chadb4OAbkQ7FDUVCppOf9B0KGg6dI4qdJ1x6FxQKB52EQVNh6KmQkHToaipUNB06DwLLGfRvNAceq1Q5sNNZYfioUIhsDTarkNzSqOoqVDQdChqKhQ0HYqaCh2boZycRfMCOxaipkIzHIqaCgVNhyKaQkHTobCn0GuLQ1FToaDpUNRU6Lk5tM8VCpoOHWsKBU2H5gTWthXB83lQ/WjdKz99ZvrEwoXpjD9fli75ykP4I2lDCGFKdQM1Z9ELTugOCpoORU2FtutQ1FQoaDoUNRUKaA6FPYVCgkNRU6Gg6VAUUei5ORQ1FdrfDkVNhUKNQ1FToaDp5Cw63wYB3Yh2KGoqFDSd/qDpUNB06BxV6Drj0LmgUDzsIgqaDkVNhYKmQ1FToaDp0HkWWM6ieaE59FqhzIebyg7FQ4VCYGm0XYfmlEZRU6Gg6VDUVChoOhQ1FTo2Qzk5i+YFdixETYVmOBQ1FQqaDkU0hYKmQ2FPodcWh6KmQkHToaip0HNzaJ8rFDQdOtYUCpoOzQmsbSuCZwghtEB1AzVn0QtO6A4Kmg5FTYW261DUVChoOhQ1FQpoDoU9hUKCQ1FToaDpUBRR6Lk5FDUV2t8ORU2FQo1DUVOhoOnkLDrfBgHdiHYoaioUNJ3+oOlQ0HToHFXoOuPQuaBQPOwiCpoORU2FgqZDUVOhoOnQeRZYzqJ5oTn0WqHMh5vKDsVDhUJgabRdh+aURlFToaDpUNRUKGg6FDUVOjZDOTmL5gV2LERNhWY4FDUVCpoORTSFgqZDYU+h1xaHoqZCQdOhqKnQc3NonysUNB061hQKmg7NCaxtK4JnCCG0QHUDNWfRC07oDgqaDkVNhbbrUNRUKGg6FDUVCmgOhT2FQoJDUVOhoOlQFFHouTkUNRXa3w5FTYVCjUNRU6Gg6eQsOt8GAd2IdihqKhQ0nf6g6VDQdOgcVeg649C5oFA87CIKmg5FTYWCpkNRU6Gg6dB5FljOonmhOfRaocyHm8oOxUOFQmBptF2H5pRGUVOhoOlQ1FQoaDoUNRU6NkM5OYvmBXYsRE2FZjgUNRUKmg5FNIWCpkNhT6HXFoeipkJB06GoqdBzc2ifKxQ0HTrWFAqaDs0JrG0rgmcIIbRAdQM1Z9ELTugOCpoORU2FtutQ1FQoaDoUNRUKaA6FPYVCgkNRU6Gg6VAUUei5ORQ1FdrfDkVNhUKNQ1FToaDp5Cw63wYB3Yh2KGoqFDSd/qDpUNB06BxV6Drj0LmgUDzsIgqaDkVNhYKmQ1FToaDp0HkWWM6ieaE59FqhzIebyg7FQ4VCYGm0XYfmlEZRU6Gg6VDUVChoOhQ1FTo2Qzk5i+YFdixETYVmOBQ1FQqaDkU0hYKmQ2FPodcWh6KmQkHToaip0HNzaJ8rFDQdOtYUCpoOzQmsbSuCZwghtEB1AzVn0QtO6A4Kmg5FTYW261DUVChoOhQ1FQpoDoU9hUKCQ1FToaDpUBRR6Lk5FDUV2t8ORU2FQo1DUVOhoOnkLDrfBgHdiHYoaioUNJ3+oOlQ0HToHFXoOuPQuaBQPOwiCpoORU2FgqZDUVOhoOnQeRZYzqJ5oTn0WqHMh5vKDsVDhUJgabRdh+aURlFToaDpUNRUKGg6FDUVOjZDOTmL5gV2LERNhWY4FDUVCpoORTSFgqZDYU+h1xaHoqZCQdOhqKnQc3NonysUNB061hQKmg7NCaxtK4JnCCG0QHUDNWfRC07oDgqaDkVNhbbrUNRUKGg6FDUVCmgOhT2FQoJDUVOhoOlQFFHouTkUNRXa3w5FTYVCjUNRU6Gg6eQsOt8GAd2IdihqKhQ0nf6g6VDQdOgcVeg649C5oFA87CIKmg5FTYWCpkNRU6Gg6dB5FljOonmhOfRaocyHm8oOxUOFQmBptF2H5pRGUVOhoOlQ1FQoaDoUNRU6NkM5OYvmBXYsRE2FZjgUNRUKmg5FNIWCpkNhT6HXFoeipkJB06GoqdBzc2ifKxQ0HTrWFAqaDs0JrG1rToLnggULQgihE+gaNheqG6g5i15wQndQ0HQoaiq0XYeipkJB06GoqVBAcyjsKRQSHIqaCgVNh6KIQs/Noaip0P52KGoqFGocipoKBU0nZ9H5NgjoRrRDUVOhoOn0B02HgqZD56hC1xmHzgWF4mEXUdB0KGoqFDQdipoKBU2HzrPAchbNC82h1wplPtxUdigeKhQCS6PtOjSnNIqaCgVNh6KmQkHToaip0LEZyslZNC+wYyFqKjTDoaipUNB0KKIpFDQdCnsKvbY4FDUVCpoORU2FnptD+1yhoOnQsaZQ0HRoTmBtW/EdniGE0ALVDdScRS84oTsoaDoUNRXarkNRU6Gg6VDUVCigORT2FAoJDkVNhYKmQ1FEoefmUNRUaH87FDUVCjUORU2FgqaTs+h8GwR0I9qhqKlQ0HT6g6ZDQdOhc1Sh64xD54JC8bCLKGg6FDUVCpoORU2FgqZD51lgOYvmhebQa4UyH24qOxQPFQqBpdF2HZpTGkVNhYKmQ1FToaDpUNRU6NgM5eQsmhfYsRA1FZrhUNRUKGg6FNEUCpoOhT2FXlscipoKBU2HoqZCz82hfa5Q0HToWFMoaDo0J7C2rQieIYTQAtUN1JxFLzihOyhoOhQ1FdquQ1FToaDpUNRUKKA5FPYUCgkORU2FgqZDUUSh5+ZQ1FRofzsUNRUKNQ5FTYWCppOz6HwbBHQj2qGoqVDQdPqDpkNB06FzVKHrjEPngkLxsIsoaDoUNRUKmg5FTYWCpkPnWWA5i+aF5tBrhTIfbio7FA8VCoGl0XYdmlMaRU2FgqZDUVOhoOlQ1FTo2Azl5CyaF9ixEDUVmuFQ1FQoaDoU0RQKmg6FPYVeWxyKmgoFTYeipkLPzaF9rlDQdOhYUyhoOjQnsLatCJ4hhNAC1Q3UnEUvOOHodtxxx9VCM5z3v//9tfz93/99bf0hwaEI6lDYU+hmt7Nhw4Zadu7cWdt3vvOdWrZu3Vob7XOF9rdD10CF3tw51113XS2/8Ru/UVvOovMtlPErv/IrtT311FO1UGx0tm3bVgtdZ5wHH3ywlm9/+9vPuwceeKA2eqwKbdeh/zOGQsHYodcX5SMf+UhtdA4ElrNoXmjO8ccfX8u73/3u2ijsDQKKpg7NUShoOm9961tr+eAHP1gbHWuhOTmL5gVGUVOhGQ69j1JuvPHG2iiiKYsXL65tPgRKheKhMzQ0VAv9n0qcD3/4w7X86Z/+aW20zxUK3w4dawoFTYfmBNa2FcEzhBBaoAoHOYtecMLRjaKmQjMcipoKBU2nP6A5FNAcurGsUEhwKGoqFDQdipoKBU2H9rlC+9uha6BCQdOhqKnQm20nZ9H5FsqgoOlQ1FQoaDoUNRW6zjgUAxUKgaVR0HTosSq0XYeipkJB06HXF4WCpkPnQGA5i+aF5lDUVChoOhTqBgEFTYfmKBQ0HYqaCgVNh4610JycRfMCo6ip0AyH3kcpFDQdimgKBU1nPkRNhYKmQ1FToaDpUNRUKGg6tM8VCpoOHWsKBU2H5gTWthXBM4QQWqAKBzmLXnDC0Y2ipkIzHIqaCgVNpz+gORTQHLqxrFBIcChqKhQ0HYqaCgVNh/a5QvvboWugQkHToaip0JttJ2fR+RbKoKDpUNRUKGg6FDUVus44FAMVCoGlUdB06LEqtF2HoqZCQdOh1xeFgqZD50BgOYvmheZQ1FQoaDoU6gYBBU2H5igUNB2KmgoFTYeOtdCcnEXzAqOoqdAMh95HKRQ0HYpoCgVNZz5ETYWCpkNRU6Gg6VDUVChoOrTPFQqaDh1rCgVNh+YE1rYVwTOEEFqgCgc5i15wwtGNoqZCMxyKmgoFTac/oDkU0By6saxQSHAoaioUNB2KmgoFTYf2uUL726FroEJB06GoqdCbbSdn0fkWyqCg6VDUVChoOhQ1FbrOOBQDFQqBpVHQdOixKrRdh6KmQkHTodcXhYKmQ+dAYDmL5oXmUNRUKGg6FOoGAQVNh+YoFDQdipoKBU2HjrXQnJxF8wKjqKnQDIfeRykUNB2KaAoFTWc+RE2FgqZDUVOhoOlQ1FQoaDq0zxUKmg4dawoFTYfmBNa2FcEzhBBaoAoHOYtecMLRjaKmQjMcipoKBU2nP6A5FNAcurGsUEhwKGoqFDQdipoKBU2H9rlC+9uha6BCQdOhqKnQm20nZ9H5FsqgoOlQ1FQoaDoUNRW6zjgUAxUKgaVR0HTosSq0XYeipkJB06HXF4WCpkPnQGA5i+aF5lDUVChoOhTqBgEFTYfmKBQ0HYqaCgVNh4610JycRfMCo6ip0AyH3kcpFDQdimgKBU1nPkRNhYKmQ1FToaDpUNRUKGg6tM8VCpoOHWsKBU2H5gTWthXBM4QQWqAKBzmLXnDC0Y2ipkIzHIqaCgVNpz+gORTQHLqxrFBIcChqKhQ0HYqaCgVNh/a5QvvboWugQkHToaip0JttJ2fR+RbKoKDpUNRUKGg6FDUVus44FAMVCoGlUdB06LEqtF2HoqZCQdOh1xeFgqZD50BgOYvmheZQ1FQoaDoU6gYBBU2H5igUNB2KmgoFTYeOtdCcnEXzAqOoqdAMh95HKRQ0HYpoCgVNZz5ETYWCpkNRU6Gg6VDUVChoOrTPFQqaDh1rCgVNh+YE1rYVwTOEEFqgCgc5i15wwtGNoqZCMxyKmgoFTac/oDkU0By6saxQSHAoaioUNB2KmgoFTYf2uUL726FroEJB06GoqdCbbSdn0fkWyqCg6VDUVChoOhQ1FbrOOBQDFQqBpVHQdOixKrRdh6KmQkHTodcXhYKmQ+dAYDmL5oXmUNRUKGg6FOoGAQVNh+YoFDQdipoKBU2HjrXQnJxF8wKjqKnQDIfeRykUNB2KaAoFTWc+RE2FgqZDUVOhoOlQ1FQoaDq0zxUKmg4dawoFTYfmBNa2FcEzhBBaoAoHOYtecMLRjaKmQjMcipoKBU2nP6A5FNAcurGsUEhwKGoqFDQdipoKBU2H9rlC+9uha6BCQdOhqKnQm20nZ9H5FsqgoOlQ1FQoaDoUNRW6zjgUAxUKgaVR0HTosSq0XYeipkJB06HXF4WCpkPnQGA5i+aF5lDUVChoOhTqBgEFTYfmKBQ0HYqaCgVNh4610JycRfMCo6ip0AyH3kcpFDQdimgKBU1nPkRNhYKmQ1FToaDpUNRUKGg6tM8VCpoOHWsKBU2H5gTWthXBM4QQWqAKBzmLXnDC0Y2ipkIzHIqaCgVNpz+gORTQHLqxrFBIcChqKhQ0HYqaCgVNh/a5QvvboWugQkHToaip0JttJ2fR+RbKoKDpUNRUKGg6FDUVus44FAMVCoGlUdB06LEqtF2HoqZCQdOh1xeFgqZD50BgOYvmheZQ1FQoaDoU6gYBBU2H5igUNB2KmgoFTYeOtdCcnEXzAqOoqdAMh95HKRQ0HYpoCgVNZz5ETYWCpkNRU6Gg6VDUVChoOrTPFQqaDh1rCgVNh+YE1rYVwTOEEFqgCgc5i15wwtGNoqZCMxyKmgoFTac/oDkU0By6saxQSHAoaioUNB2KmgoFTYf2uUL726FroEJB06GoqdCbbSdn0fkWyqCg6VDUVChoOhQ1FbrOOBQDFQqBpVHQdOixKrRdh6KmQkHTodcXhYKmQ+dAYDmL5oXmUNRUKGg6FOoGAQVNh+YoFDQdipoKBU2HjrXQnJxF8wKjqKnQDIfeRykUNB2KaAoFTWc+RE2FgqZDUVOhoOlQ1FQoaDq0zxUKmg4dawoFTYfmBNa2FcEzhBBaoAoHOYtecMLRjaKmQjMcipoKBU2nP6A5FNAcurGsUEhwKGoqFDQdipoKBU2H9rlC+9uha6BCQdOhqKnQm20nZ9H5FsqgoOlQ1FQoaDoUNRW6zjgUAxUKgaVR0HTosSq0XYeipkJB06HXF4WCpkPnQGA5i+aF5lDUVChoOhTqBgEFTYfmKBQ0HYqaCgVNh4610JycRfMCo6ip0AyH3kcpFDQdimgKBU1nPkRNhYKmQ1FToaDpUNRUKGg6tM8VCpoOHWsKBU2H5gTWttVI8Pw/996a0vCbU/ro7x6Z3p+tZtDsEELooioc5Cx6wQlHN4qaCs1wKGoqFDSd/oDmUEBz6MayQiHBoaipUNB0KGoqFDQd2ucK7W+HroEKBU2HoqZCb7adnEXnWyiDgqZDUVOhoOlQ1FToOuNQDFQoBJZGQdOhx6rQdh2KmgoFTYdeXxQKmg6dA4HlLJoXmkNRU6Gg6VCoGwQUNB2ao1DQdChqKhQ0HTrWQnNyFs0LjKKmQjMceh+lUNB0KKIpFDSd+RA1FQqaDkVNhYKmQ1FToaDp0D5XKGg6dKwpFDQdmhNY21YjwTMrdk7pzaDZyj/8zffTj759Z/rxX35+XPXf1e/R54YQwlyqwkHOohec0B30xZVDc0r7D//hP9Syb9++2vbs2VPL2NhYbTRH+du//dvavve979VCsdGhG+TKk08+Wdv3v//9Wh577LHn3SOPPFLbu971rlro+HdyFs3rohe84AW10P8Zw6HtKr/8y79cGwUuZf369bXRHOVb3/pWbRQDFYqNDsVDhWY49FgV2q5D+1y5//77a6PrsvLOd76zNjoHlHnz5tVG57JC222DnEXzQnP+2T/7Z7W8733vq41C3SCgoOnQHIVmODRHoaDp0LEWmpOzaF5ozmte85paLrnkktqWLFlSC0U6h6KmQl+3OR/4wAdqec973lPb29/+9lo+9KEP1TYyMlILBU2HjjWF7qk5NCewtq1mgicFzCNAs0kVNX9y9VKcUak+duThc38ae+S2dOXKlemGu59KP+j/+A+2ptuuXJlWXnlb2vqDvo9N2j/2VBrb3//7U3OvTLc9Mpb2z/jYIT94Cra5fyxtuKG3zZU3pA1j+2d+bNrnPHXYx2a3zZl+kJ566geH/f7+sUcmnvcNd6en+p+3eXw/2DqxP6+8bethz03O/cFT6e5qbm9fP/JczzuElorgOdjoiyuH5pRGUVOhoOlQcFQoaDo0R6Gg6VDUVChoOnSDXKGg6VDUVChQlkZB06GoqdDx7+QsmtdFFDsUCpoObVehoOlQ4FIoaDo0R6Gg6VAMVCg2OhQPFZrh0GNVaLsO7XOFgqZD12WFbnw5dA4oFDQdOpcV2m4b5CyaF5pDUVOhoOlQRBsEFBsdmqPQDIfmKBQ0HTrWQnNyFs0LzaGoqVDQdChqKhQ0HYqaCn3d5lDUVChoOhQ1FQqaDkVNhYKmQ8eaQvfUHJoTWNtWt4Ln6oUzfk2z+/3vxx9N/7jklPHP/8kNy8d/Pf1jP7lqIoRWnzP9Y7OzK605+WXpuJf9Unr9W16ffvXlx6XjXvXxtH4qXt4/kl513HHp51/3lvSW1/18Ou64V6WR+yc/VkW/K05Pb/yF49O8Y16ZTp/6/XH70/rTT0jHHf8L6XVveV36+ePmpRNOX38oQFYRddk7x7d3zDEnpTUH/1zP01elt73suPSyX3p9esvrfym97LiXpbdd9fTBuWMbrkinv/EX0vHzjkmvPP3+Q3/ObbNPFSWXvfNX08uP6x3YJ62Z8bFda04e3+4vvf4t6fW/+vLx5/3x9ZMBUj6+Z9P9I6/qff7P9x7DW9Lrfr7anyPp/lnM3b/+49P2de/59T7v5DW7Ds4Noe0ieA42+uLKoTmlUdRUKGg6FBwVCpoOzVEoaDoUNRUKmg7dIFcoaDoUNRUKlKVR0HQoaip0/Ds5i+Z1EcUOhYKmQ9tVKGg6FLgUCpoOzVEoaDoUAxWKjQ7FQ4VmOPRYFdquQ/tcoaDp0HVZoRtfDp0DCgVNh85lhbbbBjmL5oXmUNRUKGg6FNEGAcVGh+YoNMOhOQoFTYeOtdCcnEXzQnMoaioUNB2KmgoFTYeipkJftzkUNRUKmg5FTYWCpkNRU6Gg6dCxptA9NYfmBNa21Z3gWcXOsSdS+vo1B3+PZk9XfddmFTL/cfhkGTPHo2jvc6rPrfWdnmv/W3rRi96erpsKnPuvS29/0bx08lXVr/enNSfNS6849fbJaLg//eW7fya96L+tHf/c+09/VXr5r74zjd7wZ+m3+4Pno59IvzjvtemCXZO/vv/09MpjfjF94tGJX685+fj0C288PV38mVPSz/UFz/tPf2Wa99oL0q7JX+9a9uvpmF9ZkrZXv+7NedXLfzW9c/SG9Ge/3Rc8zTZnWpNOPv4X0htPvzh95pSf6wuea9N/e9GL0tuvm/oOy/3pure/KM07+arxX8vHt39NOmneK9Kpt0/+2f1/md79My9K/22tm7s9LfmVY9IvfuLQ3/Gjn/jFdMwJH08PTP46hLaL4DnY6Isrh+aURlFToaDpUHBUKGg6NEehoOlQ1FQoaDp0g1yhoOlQ1FQoUJZGQdOhqKnQ8e/kLJrXRRQ7FAqaDm1XoaDpUOBSKGg6NEehoOlQDFQoNjoUDxWa4dBjVWi7Du1zhYKmQ9dlhW58OXQOKBQ0HTqXFdpuG+QsmheaQ1FToaDpUEQbBBQbHZqj0AyH5igUNB061kJzchbNC82hqKlQ0HQoaioUNJ3+oOnQ120ORU2FgqZDUVOhoOlQ1FQoaDp0rCl0T82hOYG1bXUjeE7Fzmp962spLf7D8d+n2dNNfffmbL5zs/qc6nOrP0MfR1tuTSuv+av09MHfuz+d/spj0klr+v970pqT0jGvPP3gdyxOWJNO6g+eh33eRND73VVTsW/SeJScGTzXnNQXMuFz8PNmu80+VcCcGTy3pFtXXpP+6mn+HPn45PNRc59Of3XNynTrlkMf430dQntF8Bxs9MWVQ3NKo6ipUNB0KDgqFDQdmqNQ0HQoaioUNB26Qa5Q0HQoaioUKEujoOlQ1FTo+HdyFs3rIoodCgVNh7arUNB0KHApFDQdmqNQ0HQoBioUGx2KhwrNcOixKrRdh/a5QkHToeuyQje+HDoHFAqaDp3LCm23DXIWzQvNoaipUNB0KKINAoqNDs1RaIZDcxQKmg4da6E5OYvmheZQ1FQoaDoUNRUKmg5FTYW+bnMoaioUNB2KmgoFTYeipkJB06FjTaF7ag7NCaxtq/3Bc3rs3HgodlZo9pTqOzWrz6l+jC19nEwF0iP99zz3r/+T9MoXnZTWjEe52YTMCnzeVSeneT9zarr94OfsT6t+ty8UVg4LhBBZZxs8Z7vNPocHzz7716c/eeWLeo+p+rG15vHB/jnscU6ZMbfvY8/u6j32F9nHHkKbRPAcbPTFlUNzSqOoqVDQdCg4KhQ0HZqjUNB0KGoqFDQdukGuUNB0KGoqFChLo6DpUNRU6Ph3chbN6yKKHQoFTYe2q1DQdChwKRQ0HZqjUNB0KAYqFBsdiocKzXDosSq0XYf2uUJB06HrskI3vhw6BxQKmg6dywpttw1yFs0LzaGoqVDQdCiiDQKKjQ7NUWiGQ3MUCpoOHWuhOTmL5oXmUNRUKGg6FDUVCpoORU2Fvm5zKGoqFDQdipoKBU2HoqZCQdOhY02he2oOzQmsbasdwfPmiw//vYqInRWaPeVHm+4c/5w6/y7n1Hd5Vn+WPi7tWpNOeslL0kkH/93IjOD5dO/3XvSi9NqzNqSxH4ylDct+M72kd/Cc8PEHpv25npLBU22z+k7WlSsnzPiOVhc8d/W285L0kt7HJ36Ebang2T93usl/i/SE0w/9W6ohdEAEz8FGX1w5NKc0ipoKBU2HgqNCQdOhOQoFTYeipkJB06Eb5AoFTYeipkKBsjQKmg5FTYWOfydn0bwuotihUNB0aLsKBU2HApdCQdOhOQoFTYdioEKx0aF4qNAMhx6rQtt1aJ8rFDQdui4rdOPLoXNAoaDp0Lms0HbbIGfRvNAcipoKBU2HItogoNjo0ByFZjg0R6Gg6dCxFpqTs2heaA5FTYWCpkNRU6Gg6VDUVOjrNoeipkJB06GoqVDQdChqKhQ0HTrWFLqn5tCcwNq2mg+e39+T0rMHDo+eJnZWaPaUH99ymf0cUv2Z6s/Sx57T/vXp9BOOSyecvn7y3+usXJVOnvcz6dTbp33ebINnzw+++Yn0m//fT6fjj39p+nfv/ER69yun/m3QaQ6LmQ+kj59wTHrtBdO+63G2wbPnObf5jU+lt7zlLRP+x5UT/97mpOcOnhQezeM77LtM6XHqoLmrt49f8pLevKl/izSEjojgOdjoiyuH5pRGUVOhoOlQcFQoaDo0R6Gg6VDUVChoOnSDXKGg6VDUVChQlkZB06GoqdDx7+QsmtdFFDsUCpoObVehoOlQ4FIoaDo0R6Gg6VAMVCg2OhQPFZrh0GNVaLsO7XOFgqZD12WFbnw5dA4oFDQdOpcV2m4b5CyaF5pDUVOhoOlQRBsEFBsdmqPQDIfmKBQ0HTrWQnNyFs0LzaGoqVDQdChqKhQ0HYqaCn3d5lDUVChoOhQ1FQqaDkVNhYKmQ8eaQvfUHJoTWNtW88HzLy9L6Uf/MDN6ziJ2Vmj2lDkLnvsfThf85svSy07u/27Dibg3/d/A3L/qd9MxJ3w8PTDj8zh4zrDrgvTa434zXTTt368cBzHzqpPnpZ/7k/WHPmf9n6Sfm3dyumra51Se80fFTnmubfbh4Lk/PXzBb6aXvezkw8KjfHwPfDydcMzvplUHQ+bEj9U99J2tzz23susvT00nHP+q9PH1+t8dDaGNIngONvriyqE5pVHUVChoOhQcFQqaDs1RKGg6FDUVCpoO3SBXKGg6FDUVCpSlUdB0KGoqdPw7OYvmdRHFDoWCpkPbVShoOhS4FAqaDs1RKGg6FAMVio0OxUOFZjj0WBXarkP7XKGg6dB1WaEbXw6dAwoFTYfOZYW22wY5i+aF5lDUVChoOhTRBgHFRofmKDTDoTkKBU2HjrXQnJxF80JzKGoqFDQdipoKBU2HoqZCX7c5FDUVCpoORU2FgqZDUVOhoOnQsabQPTWH5gTWttWOH2k7PXree8usYmeFZk+Zmx9pq3606rPpzg++Is177QWTH9uVLnjtvPSKD/bPVsFzfxp75Evp1MO+e3QSBM+nL/rNNO8Vp6bbx6Ph/nT7qb3H8JsXzfgxtJXnDp5mm30oeKrvstSP7870wVfMS6+9YPLHAlfRdd4r0gfvnPizau7+9aenE447IZ0esTN0VATPwUZfXDk0pzSKmgoFTYeCo0JB06E5CgVNh6KmQkHToRvkCgVNh6KmQoGyNAqaDkVNhY5/J2fRvC6i2KFQ0HRouwoFTYcCl0JB06E5CgVNh2KgQrHRoXio0AyHHqtC23VonysUNB26Lit048uhc0ChoOnQuazQdtsgZ9G80ByKmgoFTYci2iCg2OjQHIVmODRHoaDp0LEWmpOzaF5oDkVNhYKmQ1FToaDpUNRU6Os2h6KmQkHToaipUNB0KGoqFDQdOtYUuqfm0JzA2rbaETwrU9FzapnYWaHZU/7hb74//jk/uWE5fpz85Kql43+m+rP08cOMB0f4i576sbVP355Oe9Vxad7xL00vPf64dPwvfxx+DOtzBc/q9+el41/679LbPrsp/WDGxybhj6vdki468WVp3nE/nf7lTx+Xjnv52zAQcvCcxTb7HB48J/6dzsP2ycHnqB/f07efll51XPUYXpqOP+749Msfn4quem71fA7/WN+/FxpCi0XwHGz0xZVDc0qjqKlQ0HQoOCoUNB2ao1DQdChqKhQ0HbpBrlDQdChqKhQoS6Og6VDUVOj4d3IWzesiih0KBU2HtqtQ0HQocCkUNB2ao1DQdCgGKhQbHYqHCs1w6LEqtF2H9rlCQdOh67JCN74cOgcUCpoOncsKbbcNchbNC82hqKlQ0HQoog0Cio0OzVFohkNzFAqaDh1roTk5i+aF5lDUVChoOhQ1FQqaDkVNhb5ucyhqKhQ0HYqaCgVNh6KmQkHToWNNoXtqDs0JrG2rPcGzMhU9ZxE7KzR7uqmAOZvv8pz67s7qz9DHc+wf25F2jM3xdx7+4Kn0nad+wB9rA/n49qexHTvSGPwbnSEcrSJ4Djb64sqhOaVR1FQoaDoUHBUKmg7NUShoOhQ1FQqaDt0gVyhoOhQ1FQqUpVHQdChqKnT8OzmL5nURxQ6FgqZD21UoaDoUuBQKmg7NUShoOhQDFYqNDsVDhWY49FgV2q5D+1yhoOnQdVmhG18OnQMKBU2HzmWFttsGOYvmheZQ1FQoaDoU0QYBxUaH5ig0w6E5CgVNh4610JycRfNCcyhqKhQ0HYqaCgVNh6KmQl+3ORQ1FQqaDkVNhYKmQ1FToaDp0LGm0D01h+YE1rbVruBZqaLnLGJnhWZPV32n5j9+8o/SPy48WUbP6mPV51SfO+vv7gwhhIIieA42+uLKoTmlUdRUKGg6FBwVCpoOzVEoaDoUNRUKmg7dIFcoaDoUNRUKlKVR0HQoaip0/Ds5i+Z1EcUOhYKmQ9tVKGg6FLgUCpoOzVEoaDoUAxWKjQ7FQ4VmOPRYFdquQ/tcoaDp0HVZoRtfDp0DCgVNh85lhbbbBjmL5oXmUNRUKGg6FNEGAcVGh+YoNMOhOQoFTYeOtdCcnEXzQnMoaioUNB2KmgoFTac/aDr0dZtDUVOhoOn0B02HgqZDUVOhoOnQsabQPTWH5gTWttW+4FkDze43HjM/+Ufjn/+Tq5fOCJ/Vf1e/V32s+hwVRUMI4fnUheBJN7UU+oLBoZvdyj/9p/+0tmOPPbYW2heD4m/+5m9q2b17d20UuBSKdE51ftWxY8eO2miOsnPnztq2b99eC+0L5+mnn67lO9/5Tm10o185knXyySfXQse/k7No3iCg1wqH5igvetGLarv33ntrue+++2qjsKdQ0HRojkLx0KF4qNB2nYceeqgW2q5D2y2NrmcKXZscOgeUf/JP/kltNKeLchbNC8158YtfXAsFTecP/uAPaqHo1gb0WBWaURoFTeeUU06pheKDQ+8DFTo2Qzk5i+YFRse2QjMcilXKddddV9v5559fy8UXX/y8W7x4cW3nnntuLatXr65txYoVzzvaHwq9Djt0rIXmtG0d9cGzUn3X5tSPtyXVx+I7O0MITaoCSM6iF5zS6Ea0QkHToaipUNB06At3hfbFoKCoqVDQdChqKhTpnP7Y6FDQdGiOQkHToaip0L5wKGoqFDQdutGvHMmiMKDQ8e/kLJo3COi1wqE5CgVNh6KmQkHToSCmUNB0aI5CQdOheKjQdh2Kmgpt16HtlkbXM4WuTQ6dAwoFTYfmdFHOonmhORQ1FbpR6lAMVCjstQE9VoVmlEZB06GoqVDQdOh9oELHZignZ9G8wOjYVmiGQ1FToaDpUNRUKLqVRkHToaipUNB0KFCWRvtDoddhh4610Jy2rWaC5/CbMTzW0ptBs5Uqav5o053px7dcNq767widIYQ2qAJIzqIXnNLoRrRCQdOhqKlQ0HToC3eF9sWgoKipUNB0KGoqFOmc/tjoUNB0aI5CQdOhqKnQvnAoaioUNB260a8cyaIwoNDx7+QsmjcI6LXCoTkKBU2HoqZCQdOhIKZQ0HRojkJB06F4qNB2HYqaCm3Xoe2WRtczha5NDp0DCgVNh+Z0Uc6ieaE5FDUVulHqUAxUKOy1AT1WhWaURkHToaipUNB06H2gQsdmKCdn0bzA6NhWaIZDUVOhoOlQ1FQoupVGQdOhqKlQ0HQoUJZG+0Oh12GHjrXQnLatRoLn/7n31rzo2fuz1QyaHUIIXVQFkJxFLzil0Y1ohYKmQ1FToaDp0BfuCu2LQUFRU6Gg6VDUVCjSOf2x0aGg6dAchYKmQ1FToX3hUNRUKGg6dKNfOZJFYUCh49/JWTRvENBrhUNzFAqaDkVNhYKmQ0FMoaDp0ByFgqZD8VCh7ToUNRXarkPbLY2uZwpdmxw6BxQKmg7N6aKcRfNCcyhqKnSj1KEYqFDYawN6rArNKI2CpkNRU6Gg6dD7QIWOzVBOzqJ5gdGxrdAMh6KmQkHToaipUHQrjYKmQ1FToaDpUKAsjfaHQq/DDh1roTltW40EzxBCCDNVASRn0QtOaXQjWqGg6VDUVChoOvSFu0L7YlBQ1FQoaDoUNRWKdE5/bHQoaDo0R6Gg6VDUVGhfOBQ1FQqaDt3oV45kURhQ6Ph3chbNGwT0WuHQHIWCpkNRU6Gg6VAQUyhoOjRHoaDpUDxUaLsORU2FtuvQdkuj65lC1yaHzgGFgqZDc7ooZ9G80ByKmgrdKHUoBioU9tqAHqtCM0qjoOlQ1FQoaDr0PlChYzOUk7NoXmB0bCs0w6GoqVDQdChqKhTdSqOg6VDUVChoOhQoS6P9odDrsEPHWmhO21YEzxBCaIEqgOQsesEpjW5EKxQ0HYqaCgVNh75wV2hfDAqKmgoFTYeipkKRzumPjQ4FTYfmKBQ0HYqaCu0Lh6KmQkHToRv9ypEsCgMKHf9OzqJ5g4BeKxyao1DQdChqKhQ0HQpiCgVNh+YoFDQdiocKbdehqKnQdh3abml0PVPo2uTQOaBQ0HRoThflLJoXmkNRU6EbpQ7FQIXCXhvQY1VoRmkUNB2KmgoFTYfeByp0bIZychbNC4yObYVmOBQ1FQqaDkVNhaJbaRQ0HYqaCgVNhwJlabQ/FHodduhYC81p24rgGUIILVAFkJxFLzil0Y1ohYKmQ1FToaDp0BfuCu2LQUFRU6Gg6VDUVCjSOf2x0aGg6dAchYKmQ1FToX3hUNRUKGg6dKNfOZJFYUCh49/JWTRvENBrhUNzFAqaDkVNhYKmQ0FMoaDp0ByFgqZD8VCh7ToUNRXarkPbLY2uZwpdmxw6BxQKmg7N6aKcRfNCcyhqKnSj1KEYqFDYawN6rArNKI2CpkNRU6Gg6dD7QIWOzVBOzqJ5gdGxrdAMh6KmQkHToaipUHQrjYKmQ1FToaDpUKAsjfaHQq/DDh1roTltWxE8QwihBaoAkrPoBac0uhGtUNB0KGoqFDQd+sJdoX0xKChqKhQ0HYqaCkU6pz82OhQ0HZqjUNB0KGoqtC8cipoKBU2HbvQrR7IoDCh0/Ds5i+YNAnqtcGiOQkHToaipUNB0KIgpFDQdmqNQ0HQoHiq0XYeipkLbdWi7pdH1TKFrk0PngEJB06E5XZSzaF5oDkVNhW6UOhQDFQp7bUCPVaEZpVHQdChqKhQ0HXofqNCxGcrJWTQvMDq2FZrhUNRUKGg6FDUVim6lUdB0KGoqFDQdCpSl0f5Q6HXYoWMtNKdtK4JnCCG0QBVAcha94JRGN6IVCpoORU2FgqZDX7grtC8GBUVNhYKmQ1FToUjn9MdGh4KmQ3MUCpoORU2F9oVDUVOhoOnQjX7lSBaFAYWOfydn0bxBQK8VDs1RKGg6FDUVCpoOBTGFgqZDcxQKmg7FQ4W261DUVGi7Dm23NLqeKXRtcugcUChoOjSni3IWzQvNoaip0I1Sh2KgQmGvDeixKjSjNAqaDkVNhYKmQ+8DFTo2Qzk5i+YFRse2QjMcipoKBU2HoqZC0a00CpoORU2FgqZDgbI02h8KvQ47dKyF5rRtzVnw/N73vpeeeuqptGvXrhBCaFR1LaquSXStakoVQHIWveCURjeiFQqaDkVNhYKmQ1+4K7QvBgVFTYWCpkNRU6FI5/THRoeCpkNzFAqaDkVNhfaFQ1FToaDp0I1+5UgWhQGFjn8nZ9G8QUCvFQ7NUShoOhQ1FQqaDgUxhYKmQ3MUCpoOxUOFtutQ1FRouw5ttzS6nil0bXLoHFAoaDo0p4tyFs0LzaGoqdCNUodioEJhrw3osSo0ozQKmg5FTYWCpkPvAxU6NkM5OYvmBUbHtkIzHIqaCgVNh6KmQtGtNAqaDkVNhYKmQ4GyNNofCr0OO3Sshea0bc1J8KzCAkWHEEJoUpuiZxVAcha94JRGN6IVCpoORU2FgqZDX7grtC8GBUVNhYKmQ1FToUjn9MdGh4KmQ3MUCpoORU2F9oVDUVOhoOnQjX7lSBaFAYWOfydn0bxBQK8VDs1RKGg6FDUVCpoOBTGFgqZDcxQKmg7FQ4W261DUVGi7Dm23NLqeKXRtcugcUChoOjSni3IWzQvNoaip0I1Sh2KgQmGvDeixKjSjNAqaDkVNhYKmQ+8DFTo2Qzk5i+YFRse2QjMcipoKBU2HoqZC0a00CpoORU2FgqZDgbI02h8KvQ47dKyF5rRtzUnwjO/sDCG0UXVtomtWE6oAkrPoBac0uhGtUNB0KGoqFDQd+sJdoX0xKChqKhQ0HYqaCkU6pz82OhQ0HZqjUNB0KGoqtC8cipoKBU2HbvQrR7IoDCh0/Ds5i+YNAnqtcGiOQkHToaipUNB0KIgpFDQdmqNQ0HQoHiq0XYeipkLbdWi7pdH1TKFrk0PngEJB06E5XZSzaF5oDkVNhW6UOhQDFQp7bUCPVaEZpVHQdChqKhQ0HXofqNCxGcrJWTQvMDq2FZrhUNRUKGg6FDUVim6lUdB0KGoqFDQdCpSl0f5Q6HXYoWMtNKdta06CJ4WGEEJoA7pmNaEKIDmLXnCUefPm1UZzQhm/9Vu/VdtFF11UC93wdfbs2VML3Yh2tm7dWguFQIduLCsPP/xwbY8++mgttF2HrmEKBU2HYq5CQdOhx6r8/d//fW1XXHFFLXReOjmL5g0Cem1xaI5CN2ecu+66q5YNGzbUtnHjxloooDkUKBWaURpt13nkkUdqoRkORWmFtuvQNVP5vd/7vdroHFAoaDo0p4tyFs0LzfmZn/mZWt773vfW9o53vKMWinQOBUeF4qFD220aBUqH5ijvf//7a/upn/qpWujYDOXkLJoXmvPqV7+6lpGRkdre85731PKhD32oNopuyvDwcG2LFi2q5cMf/nBtp556ai0f/ehHa6PXI+VjH/tYbXSshea0bUXwDCEMNLpmNSGC52CjoOlQ1FQoaDoUNRUKmg5FTYWCpkPxUKGg6VDUVGi7Dl3DFAqaDt2EVyhoOvRYFQqaDkVNhc5LJ2fRvEFAry0OzVEoaDoUNRUKmg5FTYXioUNhT6EZpdF2HYqHCs1wKGoqtF2HrpkKBU2HzgGFgqZDc7ooZ9G80ByKmgoFTYeipkLRzaGoqdBNYoe22zQKmg7NUShoOhQ1FTo2Qzk5i+aF5lDUVChoOhQ1FQqaDkVNhYKmQ1FToaDpUNRUKGg69HqkUNB06FgLzWnbiuAZQhhodM1qQgTPwUZB06GoqVDQdChqKhQ0HYqaCgVNh+KhQkHToaip0HYduoYpFDQdugmvUNB06LEqFDQdipoKnZdOzqJ5g4BeWxyao1DQdChqKhQ0HYqaCsVDh8KeQjNKo+06FA8VmuFQ1FRouw5dMxUKmg6dAwoFTYfmdFHOonmhORQ1FQqaDkVNhaKbQ1FToZvEDm23aRQ0HZqjUNB0KGoqdGyGcnIWzQvNoaipUNB0KGoqFDQdipoKBU2HoqZCQdOhqKlQ0HTo9UihoOnQsRaa07YVwTOEMNDomtWECJ6DjYKmQ1FToaDpUNRUKGg6FDUVCpoOxUOFgqZDUVOh7Tp0DVMoaDp0E16hoOnQY1UoaDoUNRU6L52cRfMGAb22ODRHoaDpUNRUKGg6FDUViocOhT2FZpRG23UoHio0w6GoqdB2HbpmKhQ0HToHFAqaDs3popxF80JzKGoqFDQdipoKRTeHoqZCN4kd2m7TKGg6NEehoOlQ1FTo2Azl5CyaF5pDUVOhoOlQ1FQoaDoUNRUKmg5FTYWCpkNRU6Gg6dDrkUJB06FjLTSnbSuCZwhhoNE1qwkRPAcbBU2HoqZCQdOhqKlQ0HQoaioUNB2KhwoFTYeipkLbdegaplDQdOgmvEJB06HHqlDQdChqKnReOjmL5g0Cem1xaI5CQdOhqKlQ0HQoaioUDx0KewrNKI2261A8VGiGQ1FToe06dM1UKGg6dA4oFDQdmtNFOYvmheZQ1FQoaDoUNRWKbg5FTYVuEju03aZR0HRojkJB06GoqdCxGcrJWTQvNIeipkJB06GoqVDQdChqKhQ0HYqaCgVNh6KmQkHTodcjhYKmQ8daaE7bVgTPEMJAo2tWEyJ4DjYKmg5FTYWCpkNRU6Gg6VDUVChoOhQPFQqaDkVNhbbr0DVMoaDp0E14hYKmQ49VoaDpUNRU6Lx0chbNGwT02uLQHIWCpkNRU6Gg6VDUVCgeOhT2FJpRGm3XoXio0AyHoqZC23XomqlQ0HToHFAoaDo0p4tyFs0LzaGoqVDQdChqKhTdHIqaCt0kdmi7TaOg6dAchYKmQ1FToWMzlJOzaF5oDkVNhYKmQ1FToaDpUNRUKGg6FDUVCpoORU2FgqZDr0cKBU2HjrXQnLatCJ4hhIFG16wmRPAcbBQ0HYqaCgVNh6KmQkHToaipUNB0KB4qFDQdipoKbdeha5hCQdOhm/AKBU2HHqtCQdOhqKnQeenkLJo3COi1xaE5CgVNh6KmQkHToaipUDx0KOwpNKM02q5D8VChGQ5FTYW269A1U6Gg6dA5oFDQdGhOF+UsmheaQ1FToaDpUNRUKLo5FDUVukns0HabRkHToTkKBU2HoqZCx2YoJ2fRvNAcipoKBU2HoqZCQdOhqKlQ0HQoaioUNB2KmgoFTYdejxQKmg4da6E5bVsRPEMIA42uWU2I4DnYKGg6FDUVCpoORU2FgqZDUVOhoOlQPFQoaDoUNRXarkPXMIWCpkM34RUKmg49VoWCpkNRU6Hz0slZNG8Q0GuLQ3MUCpoORU2FgqZDUVOheOhQ2FNoRmm0XYfioUIzHIqaCm3XoWumQkHToXNAoaDp0Jwuylk0LzSHoqZCQdOhqKlQdHMoaip0k9ih7TaNgqZDcxQKmg5FTYWOzVBOzqJ5oTkUNRUKmg5FTYWCpkNRU6Gg6VDUVChoOhQ1FQqaDr0eKRQ0HTrWQnPatiJ4hhAGGl2zmhDBc7BR0HQoaioUNB2KmgoFTYeipkJB06F4qFDQdChqKrRdh65hCgVNh27CKxQ0HXqsCgVNh6KmQuelk7No3iCg1xaH5igUNB2KmgoFTYeipkLx0KGwp9CM0mi7DsVDhWY4FDUV2q5D10yFgqZD54BCQdOhOV2Us2heaA5FTYWCpkNRU6Ho5lDUVOgmsUPbbRoFTYfmKBQ0HYqaCh2boZycRfNCcyhqKhQ0HYqaCgVNh6KmQkHToaipUNB0KGoqFDQdej1SKGg6dKyF5rRtRfA8Ku1Mj23ZnDZvZtt2HPrcHdvuS3euW5fW3XnfjN+fzn/OjrTtvjvTut7n3HnftrRj+sd2Ppa2bN6SHts57fdmfAwe47Ydh3/uQRPP7fDH0XsMvT/7nI/vOT82045t6rFMbHvLYzun/V7Pjm1p85bH0s7ef+98bMvB/57+OeO/f9gsv+/D84+uWU2I4DnYKGg6FDUVCpoORU2FgqZDUVOhoOlQPFQoaDoUNRXarkPXMIWCpkM34RUKmg49VoWCpkNRU6Hz0slZNG8Q0GuLQ3MUCpoORU2FgqZDUVOheOhQ2FNoRmm0XYfioUIzHIqaCm3XoWumQkHToXNAoaDp0Jwuylk0LzSHoqZCQdOhqKlQdHMoaip0k9ih7TaNgqZDcxQKmg5FTYWOzVBOzqJ5oTkUNRUKmg5FTYWCpkNRU6Gg6VDUVChoOhQ1FQqaDr0eKRQ0HTrWQnPatiJ4HpUeSDd8+s/Tn/95ZTQtGh5KC0emfv3n6dI7qs/Zlu654uy0cHhR+tQFF6VzP7koDS88O127cXrM25Zuu3i09/uL07kXrUwXnbu49/mfTKvv2Hboc7bdli4eHU4LF5+bLlrZm7N4YRr+5Op0x7bJj2+6Jp05dGa6ZtPkr6cb/1jvgj566LGNu/SOwz93yvYvpwuGhtLiKzb0fey2tKL3+ytum/57s/nYTLetGEpDC0cOPpaRhb19d/YV6Z7x57MpXXPmUDrzmk0z/9xtK9LQmdekTb3/3nTNmWloaCRd/LXtMz5n/PdX3Db564n9unDRJ8f36wVLR9LCw/Z9mCt0zWpCBM/BRkHToaipUNB0KGoqFDQdipoKBU2H4qFCQdOhqKnQdh26hikUNB26Ca9Q0HTosSoUNB2Kmgqdl07OonmDgF5bHJqjUNB0KGoqFDQdipoKxUOHwp5CM0qj7ToUDxWa4VDUVGi7Dl0zFQqaDp0DCgVNh+Z0Uc6ieaE5FDUVCpoORU2FoptDUVOhm8QObbdpFDQdmqNQ0HQoaip0bIZychbNC82hqKlQ0HQoaioUNB2KmgoFTYeipkJB06GoqVDQdOj1SKGg6dCxFprTthXB86g3Een6Y9/221akM864KN3y6FRk25kevfmCNDyyOn1z8rsxt3/lwt6vV6TbpuJlz7Z1F/X+3Kp0x/jnbE9fuXA4jay4LW2b/HgV89ZddEY6Y9UdE9/laIPnc3zsOTx8/bJ0xtKlafHBxzClYPA8GCZ7dm5MV/f230RgnW3w7M2Yth8rM4LnN1enM4YvSF+evl+/3Nv3i69IGyZ/HeYOXbOaEMFzsFHQdChqKhQ0HYqaCgVNh6KmQkHToXioUNB0KGoqtF2HrmEKBU2HbsIrFDQdeqwKBU2HoqZC56WTs2jeIKDXFofmKBQ0HYqaCgVNh6KmQvHQobCn0IzSaLsOxUOFZjgUNRXarkPXTIWCpkPngEJB06E5XZSzaF5oDkVNhYKmQ1FToejmUNRU6CaxQ9ttGgVNh+YoFDQdipoKHZuhnJxF80JzKGoqFDQdipoKBU2HoqZCQdOhqKlQ0HQoaioUNB16PVIoaDp0rIXmtG1F8DzqUfDcnr58AYS7XevTmtHh3udWEXTic5ZcvXHm5+x8MN217utp4/bef49/t+WSdPXGaR/v2fngXWnd1zem7dWviwbPDemKxWekVXc8mK5fNvU4pz72PAXPnkOxcpbB88wV6eKlw2lk9TcP/mjbGcHzaxen4f5gu31j+vq6/5kenvp1mDN0zWpCBM/BRkHToaipUNB0KGoqFDQdipoKBU2H4qFCQdOhqKnQdh26hikUNB26Ca9Q0HTosSoUNB2Kmgqdl07OonmDgF5bHJqjUNB0KGoqFDQdipoKxUOHwp5CM0qj7ToUDxWa4VDUVGi7Dl0zFQqaDp0DCgVNh+Z0Uc6ieaE5FDUVCpoORU2FoptDUVOhm8QObbdpFDQdmqNQ0HQoaip0bIZychbNC82hqKlQ0HQoaioUNB2KmgoFTYeipkJB06GoqVDQdOj1SKGg6dCxFprTthXB86hHwZO/67P6Ls91F00Fvef6nGnGg+WKdBt9bIoNnkvS5XdN/3czn+Pf+6xsuCItPmN1+mbvv6vv9By+8CsTUXVci77Ds/rvTdempcOL05r1E1F2RvDszbxm6XBaeOYl6Uvx73c2jq5ZTZjr4NlWL3vZy2r5pV/6pdp+//d/v5aPfOQjtd155521UDx0Hn/88VqqY6yuxx57rJbdu3fXdv/999dCN9QdCo7K2NhYbXR9Ub7//e/X9uUvf7mWb3zjG7X9+Mc/ruVHP/pRbXv37q3lmWeeqY1Cq0LXIydn0bxBQLHRoTml0bmg3HvvvbXR9Uyh/4NIafR/dHFoTmkz/j39WaD/E4pDUVqhx+nQ/wFHOemkk2qj41l54QtfWBvN6aKcRfNCc/7lv/yXtdCNaIeCo0I3cB2ao1DY6yIKmqVR0HSOP/74WujYDOXkLJoXmkPRTaFz2vlP/+k/1fJrv/ZrtZ1wwgm10AznxBNPrOU3fuM3aqPtKv/lv/yX5925555b27/6V/+qFjo2HXpvqtCMQdG2FcHzqEfh8mvp4mEOgFXww+C5+WvpypUr08pxV6avbe79Xl/w3Py1Kyc/3nPl19Lm6vdt8Bzu+zc8P51ueAA+d9fOdMeqM9LomvUTvx7/7tJz0g3V4xj/eMHgOe3f8BxdtDCNnn9D2jgeYWsEz+q/r12ahhevSet7f3ZG8KzsfDTddf2KtHRkYRqq/h3VFTelDRE+G0HXrCZUcSln0QtOF1HUVChoOhQ1FQqaDkVNhYKmQ1FT6Y+Zs0FRU6Gg6dCNfoWCpkNRU6Gg6dD1RaGg6VDUVCjUOBQ1FQqaDkVNhYKmQ1FToeuRk7No3iCgN4YOzSmNzgWFgqZD1zOFAlppFDQdmlMaRU2FgqZDUVOhx+lQ1FQoaDp0PCsUNB2a00U5i+aF5lDUVChoOhQcFQqaDs1RKB52EcWK0ihoOhQ1FTo2Qzk5i+aF5lDUVOicdihqKhT2HIqaCs1wKGoqFDQd2q5CgbI0CpoORU2Fjk2H3psqNGNQtG1F8DzqUfCc+L2L1k3/kbCViR9ju/TaBw7/nPEfubourVv3+bRsKmCOB8uL0rrJ78jcvvHrvY/3Pufzyw5GPx88Z/kjbXfekVadsSh9+qrqMVRuSpf0Ht+y6x+e/JyCwfMzN0/cQPn2jemCad+lWTd4Tn0n5+I169PG/uA5zY5H7kzXnDeShs+5IX6kbQPomtWEKi7lLHrB6SKKmgoFTYeipkJB06GoqVDQdChqKv0xczYoaioUNB260a9Q0HQoaioUNB26vigUNB2KmgqFGoeiptIfM2eDoqZCQdOhqKnQ9cjJWTRvENAbQ4fmlEbngkJB06HrmUIBrTQKmg7NKa0/aDoUNB2Kmgo9ToeipkJB06HjWaGg6dCcLspZNC80h6KmQkHToeCoUNB0aI5C8bCLKFaURkHToaip0LEZyslZNC80h6KmQue0Q1FTobDnUNRUaIZDUVOhoOnQdhUKlKVR0HQoaip0bDr03lShGYOibSuC51GPgufOdNuK4XTGqjsO/huT48aj4hlp9Tcnfv3N1Wcc/jnj8XAqUn4zre59/qo7+sLptABYKnhu/8qFaXjk7HTRwe8y7fn0J9Pw4ivShvHPKRg8D4bJnWn9msXTQiT/26c7113EwbP62Marx5/jRRctOTj33rUr06Vf6Yumvc9b4n48cHhe0DWrCVVcyln0gtNFFDUVCpoORU2FgqZDUVPpj5mzQVFT6Y+Zs0FRU6Gg6dCNfoWCpkNRU6Gg6dD1RaGg6VDUVCjUOBQ1FQqaDkVNhYKmQ1FToeuRk7No3iCgN4YOzSmNzgWFgqZD1zOFAlppFDQdmlMaRU2FgqZDUVOhx+lQ1FQoaDp0PCsUNB2a00U5i+aF5lDUVChoOhQcFQqaDs1RKB52EcWK0ihoOhQ1FTo2Qzk5i+aF5lDUVOicdihqKhT2HIqaCs1wKGoqFDQd2q5CgbI0CpoORU2Fjk2H3psqNGNQtG1F8DzqUfCsQtw1aenCpWnNXY9OBM2dj6avrVqchpdeezDW7Rr/dyhH0op1k5/Ts+ORL6VPT4uU4z+2dWRFWvfoVPTckR750qcLB8/N6YZzpn8356Sdt6UVw6Npzfrq189H8OzZ3vuzZ5zR+7Pbx3/98A3npOHFq9LXp57vjg3p6qXDaWT1N8f3UX/wrKLpxqt7v9fb/tTc7betSGeMXJhu/vaOyc/ZkTZcXf3426l4G+YSXbOaUMWlnEUvOF1EUVOhoOlQ1FQoaDoUNRUKmg5FTaU/Zs4GRU2FgqZDN/oVCpoORU2FgqZD1xeFgqZDUVOhUONQ1FQoaDoUNRUKmg5FTYWuR07OonmDgN4YOjSnNDoXFAqaDl3PFApopVHQdGhOaRQ1FQqaDkVNhR6nQ1FToaDp0PGsUNB0aE4X5SyaF5pDUVOhoOlQcFQoaDo0R6F42EUUK0qjoOlQ1FTo2Azl5CyaF5pDUVOhc9qhqKlQ2HMoaio0w6GoqVDQdGi7CgXK0ihoOhQ1FTo2HXpvqtCMQdG2FcHzqMfBs7LtjkvTpxYNT8S4oeE0ev416Z5tfZ9zzzXpgsULx/9dy9HqcxcuThdcvyHtOPg529I911yQFi8cSgtHRtOi4d7/Lr4gXb9hMuaNR81q/kzj3yX5HB+bGQx7Hr4+LRtalq5/eNrvjZv4dz0nvgt1ImoeNms8MqqPzZx5WPDsefj6ZWlo8t/irJ7vHZd+qvc8h9Oi0ZG0cGhhOvOSdenByR/re3jw7Nm5MV3d+zs4NHdH2nDTivF9v3Dkz9NIte96++yGjX3fKRvmBF2zmlDFpZxFLzhdRFFToaDpUNRUKGg6FDUVCpoORU2lP2bOBkVNhYKmQzf6FQqaDkVNhYKmQ9cXhYKmQ1FToVDjUNRUKGg6FDUVCpoORU2FrkdOzqJ5g4DeGDo0pzQ6FxQKmg5dzxQKaKVR0HRoTmkUNRUKmg5FTYUep0NRU6Gg6dDxrFDQdGhOF+UsmheaQ1FToaDpUHBUKGg6NEeheNhFFCtKo6DpUNRU6NgM5eQsmheaQ1FToXPaoaipUNhzKGoqNMOhqKlQ0HRouwoFytIoaDoUNRU6Nh16b6rQjEHRthXBM6Qd2zanbTv4Y1N2PrYlbXlMBbmd6bEtW9Jjk+Hv6Lcjbdu8bVr4PTKz2ffh+UXXrCZUcSln0QtOF1HUVChoOhQ1FQqaDkVNhYKmQ1FT6Y+Zs0FRU6Gg6dCNfoWCpkNRU6Gg6dD1RaGg6VDUVCjUOBQ1FQqaDkVNhYKmQ1FToeuRk7No3iCgN4YOzSmNzgWFgqZD1zOFAlppFDQdmlMaRU2FgqZDUVOhx+lQ1FQoaDp0PCsUNB2a00U5i+aF5lDUVChoOhQcFQqaDs1RKB52EcWK0ihoOhQ1FTo2Qzk5i+aF5lDUVOicdihqKhT2HIqaCs1wKGoqFDQd2q5CgbI0CpoORU2Fjk2H3psqNGNQtG1F8AwhDDS6ZjWhiks5i15wuoiipkJB06GoqVDQdChqKhQ0HYqaSn/MnA2KmgoFTYdu9CsUNB2KmgoFTYeuLwoFTYeipkKhxqGoqVDQdChqKhQ0HYqaCl2PnJxF8wYBvTF0aE5pdC4oFDQdup4pFNBKo6Dp0JzSKGoqFDQdipoKPU6HoqZCQdOh41mhoOnQnC7KWTQvNIeipkJB06HgqFDQdGiOQvGwiyhWlEZB06GoqdCxGcrJWTQvNIeipkLntENRU6Gw51DUVGiGQ1FToaDp0HYVCpSlUdB0KGoqdGw69N5UoRmDom0rgmcIYaDRNasJVVzKWfSC00UUNRUKmg5FTYWCpkNRU6Gg6VDUVPpj5mxQ1FQoaDp0o1+hoOlQ1FQoaDp0fVEoaDoUNRUKNQ5FTYWCpkNRU6Gg6VDUVOh65OQsmjcI6I2hQ3NKo3NBoaDp0PVMoYBWGgVNh+aURlFToaDpUNRU6HE6FDUVCpoOHc8KBU2H5nRRzqJ5oTkUNRUKmg4FR4WCpkNzFIqHXUSxojQKmg5FTYWOzVBOzqJ5oTkUNRU6px2KmgqFPYeipkIzHIqaCgVNh7arUKAsjYKmQ1FToWPTofemCs0YFG1bETxDCAONrllNqOJSzqIXnC6iqKlQ0HQoaioUNB2KmgoFTYeiptIfM2eDoqZCQdOhG/0KBU2HoqZCQdOh64tCQdOhqKlQqHEoaioUNB2KmgoFTYeipkLXIydn0bxBQG8MHZpTGp0LCgVNh65nCgW00ihoOjSnNIqaCgVNh6KmQo/ToaipUNB06HhWKGg6NKeLchbNC82hqKlQ0HQoOCoUNB2ao1A87CKKFaVR0HQoaip0bIZychbNC82hqKnQOe1Q1FQo7DkUNRWa4VDUVChoOrRdhQJlaRQ0HYqaCh2bDr03VWjGoGjbiuAZQhhodM1qQhWXcha94HQRRU2FgqZDUVOhoOlQ1FQoaDoUNZX+mDkbFDUVCpoO3ehXKGg6FDUVCpoOXV8UCpoORU2FQo1DUVOhoOlQ1FQoaDoUNRW6Hjk5i+YNAnpj6NCc0uhcUChoOnQ9UyiglUZB06E5pVHUVChoOhQ1FXqcDkVNhYKmQ8ezQkHToTldlLNoXmgORU2FgqZDwVGhoOnQHIXiYRdRrCiNgqZDUVOhYzOUk7NoXmgORU2FzmmHoqZCYc+hqKnQDIeipkJB06HtKhQoS6Og6VDUVOjYdOi9qUIzBkXbVgTPEMJAo2tWE6q4lLPoBaeLKGoqFDQdipoKBU2HoqZCQdOhqKn0x8zZoKipUNB06Ea/QkHToaipUNB06PqiUNB0KGoqFGocipoKBU2HoqZCQdOhqKnQ9cjJWTRvENAbQ4fmlEbngkJB06HrmUIBrTQKmg7NKY2ipkJB06GoqdDjdChqKhQ0HTqeFQqaDs3popxF80JzKGoqFDQdCo4KBU2H5igUD7uIYkVpFDQdipoKHZuhnJxF80JzKGoqdE47FDUVCnsORU2FZjgUNRUKmg5tV6FAWRoFTYeipkLHpkPvTRWaMSjatiJ4hhAGGl2zmlDFpZxFLzjKf/yP/7G2O+64oxa6wejQ35FCNwwdmqPQ43ToJrGybdu22mi7yiOPPFIb3YRXrrjiitrofFDuueee2h588MFannzyydrmYtHxrFA0dWiOQsHYoSCvfO9736vtH/7hH2qh66STs2jeIKA3hg7NKY0iuEJBzNm0aVMtdG1y6Nqv0P9BxKGwVxpFTYWem0OvYcq3vvWt2vr/T0QO3QBy6HhWKGg6NKeLchbNC815xSteUQsFTYeCo0JB06E5Cs1wKDiWRvFBoRnOO9/5zlo+8IEP1PaSl7ykFjo2Qzk5i+YNAvo62qE5yr/+1/+6tosvvriWj33sY7VROFVGR0dro+uZMn/+/NqWLl1ay9DQUG1nnXVW69D+dj760Y/WQsdzKKdtK4JnCGGg0TWrCdWNrpxFLzgKBU2HoqZCNxgd+jtSKMA4NEehx+lQ1FQoaDq0XYWCpkM3fRUKmg6dDwoFTYfCgEJB05mLRcezQkHToTkKBU2HoqZCQdOhqKnQddLJWTRvENCNFofmlEZRU6Gg6VDUVOja5NC1X6Gg6VCgLI2ipkLPzaHXMIWCptMfNB0Kmg4dzwoFTYfmdFHOonmhORQ1FQqaDgVHhWKjQ3MUmuFQPCyNbvQrNMOhqKlQ0HQoaip0bIZychbNGwT0dbRDcxQKmg5FTYWCpkNRU6GA5tD1TJkPQdOhqKlQ0HQoODaN9rdDUVOh4zmU07YVwTOEMNDomtWE6kZXzqIXHIWCpkNRU6EbjA79HSkUYByao9DjdChqKhQ0HdquQkHToZu+CgVNh84HhYKmQ2FAoaDpzMWi41mhoOnQHIWCpkNRU6Gg6VDUVOg66eQsmjcI6EaLQ3NKo6ipUNB0KGoqdG1y6NqvUNB0KFCWRlFToefm0GuYQkHT6Q+aDgVNh45nhYKmQ3O6KGfRvNAcipoKBU2HgqNCsdGhOQrNcCgelkY3+hWa4VDUVChoOhQ1FTo2Qzk5i+YNAvo62qE5CgVNh6KmQkHToaipUEBz6HqmzIeg6VDUVChoOhQcm0b726GoqdDxHMpp25qT4PnUU0/hTeQQQmhSdW2ia1YTqhtdOYtecBQKmg5FTYVuMDr096RQgHFojkKP06GoqVDQdGi7CgVNh276KhQ0HTofFAqaDoUBhYKmMxeLjmeFgqZDcxQKmg5FTYWCpkNRU6HrpJOzaN4goBstDs0pjaKmQkHToaip0LXJoWu/QkHToUBZGkVNhZ6bQ69hCgVNpz9oOhQ0HTqeFQqaDs3popxF80JzKGoqFDQdCo4KxUaH5ig0w6F4WBrd6FdohkNRU6Gg6VDUVOjYDOXkLJo3COjraIfmKBQ0HYqaCgVNh6KmQgHNoeuZMh+CpkNRU6Gg6VBwbBrtb4eipkLHcyinbWtOgmd144luIocQQpOqaxNds5pQ3ejKWfSCo1DQdChqKnSD0aG/J4UCjENzFHqcDkVNhYKmQ9tVKGg6dNNXoaDp0PmgUNB0KAwoFDSduVh0PCsUNB2ao1DQdChqKtND5mxR1FToOunkLJo3COhGi0NzSqOoqVDQdChqKnRtcujar1DQdChQlkZRU6Hn5tBrmEJB0+kPmg4FTYeOZ4WCpkNzuihn0bzQHIqaCgVNh4KjQrHRoTkKzXAoHpZGN/oVmuFQ1FQoaDoUNRU6NkM5OYvmDQL6OtqhOQoFTYeipkJB06GoqVBAc+h6psyHoOlQ1FQoaDoUHJtG+9uhqKnQ8RzKaduak+BZqW4+xXd6hhDaoLoWVdckulY1pbrRlbPoBUehoOlQ1FToBqNDf18KBRiH5ij0OB2KmgoFTYe2q1DQdOimr0JB06HzQaGg6VAYUChoOnOx6HhWKGg6NEehoOlQ1FSmh8zZoqip0HXSyVk0bxDQjRaH5pRGUVOhoOlQ1FTo2uTQtV+hoOlQoCyNoqZCz82h1zCFgqbTHzQdCpoOHc8KBU2H5nRRzqJ5oTkUNRUKmg4FR4Vio0NzFJrhUDwsjW70KzTDoaipUNB0KGoqdGyGcnIWzRsE9HW0Q3MUCpoORU2FgqZDUVOhgObQ9UyZD0HToaipUNB0KDg2jfa3Q1FToeM5lNO2NWfBM4QQwnOrbnTlLHrBUShoOhQ1FbrB6FBwVCjAODRHocfpUNRUKGg6tF2FgqZDN30VCpoOnQ8KBU2HwoBCQdOZi0XHs0JB06E5CgVNh6KmQkHToaip0HXSyVk0bxDQjRaH5pRGUVOhoOlQ1FTo2uTQtV+hoOlQoCyNoqZCz82h1zCFgqbTHzQdCpoOHc8KBU2H5nRRzqJ5oTkUNRUKmg4FR4Vio0NzFJrhUDwsjW70KzTDoaipUNB0KGoqdGyGcnIWzRsE9HW0Q3MUCpoORU2FgqZDUVOhgObQ9UyZD0HToaipUNB0KDg2jfa3Q1FToeM5lNO2FcEzhBBaoLrRlbPoBUehoOlQ1FToBqNDwVGhAOPQHIUep0NRU6Gg6dB2FQqaDt30VShoOnQ+KBQ0HQoDCgVNZy4WHc8KBU2H5igUNB2KmgoFTYeipkLXSSdn0bxBQDdaHJpTGkVNhYKmQ1FToWuTQ9d+hYKmQ4GyNIqaCj03h17DFAqaTn/QdChoOnQ8KxQ0HZrTRTmL5oXmUNRUKGg6FBwVio0OzVFohkPxsDS60a/QDIeipkJB06GoqdCxGcrJWTRvENDX0Q7NUShoOhQ1FQqaDkVNhQKaQ9czZT4ETYeipkJB06Hg2DTa3w5FTYWO51BO21YEzxBCaIHqRlfOohcchYKmQ1FToRuMDgVHhQKMQ3MUepwORU2FgqZD21UoaDp001ehoOnQ+aBQ0HQoDCgUNJ25WHQ8KxQ0HZqjUNB0KGoqFDQdipoKXSednEXzBgHdaHFoTmkUNRUKmg5FTYWuTQ5d+xUKmg4FytIoair03Bx6DVMoaDr9QdOhoOnQ8axQ0HRoThflLJoXmkNRU6Gg6VBwVCg2OjRHoRkOxcPS6Ea/QjMcipoKBU2HoqZCx2YoJ2fRvEFAX0c7NEehoOlQ1FQoaDoUNRUKaA5dz5T5EDQdipoKBU2HgmPTaH87FDUVOp5DOW1bETxDCKEFqhtdOYtecBQKmg5FTYVuMDoUHBUKMA7NUehxOhQ1FQqaDm1XoaDp0E1fhYKmQ+eDQkHToTCgUNB05mLR8axQ0HRojkJB06GoqVDQdChqKnSddHIWzRsEdKPFoTmlUdRUKGg6FDUVujY5dO1XKGg6FChLo6ip0HNz6DVMoaDp9AdNh4KmQ8ezQkHToTldlLNoXmgORU2FgqZDwVGh2OjQHIVmOBQPS6Mb/QrNcChqKhQ0HYqaCh2boZycRfMGAX0d7dAchYKmQ1FToaDpUNRUKKA5dD1T5kPQdChqKhQ0HQqOTaP97VDUVOh4DuW0bUXwDCGEFqhudOUsesFRKGg6FDUVusHoUHBUKMA4NEehx+lQ1FQoaDq0XYWCpkM3fRUKmg6dDwoFTYfCgEJB05mLRcezQkHToTkKBU2HoqZCQdOhqKnQddLJWTRvENCNFofmlEZRU6Gg6VDUVOja5NC1X6Gg6VCgLI2ipkLPzaHXMIWCptMfNB0Kmg4dzwoFTYfmdFHOonmhORQ1FQqaDgVHhWKjQ3MUmuFQPCyNbvQrNMOhqKlQ0HQoaip0bIZychbNGwT0dbRDcxQKmg5FTYWCpkNRU6GA5tD1TJkPQdOhqKlQ0HQoODaN9rdDUVOh4zmU07YVwTOEEFqgutGVs+gFR6Gg6VDUVOgGo0PBUaEA49AchR6nQ1FToaDp0HYVCpoO3fRVKGg6dD4oFDQdCgMKBU1nLhYdzwoFTYfmKBQ0HYqaCgVNh6KmQtdJJ2fRvEFAN1ocmlMaRU2FgqZDUVOha5ND136FgqZDgbI0ipoKPTeHXsMUCppOf9B0KGg6dDwrFDQdmtNFOYvmheZQ1FQoaDoUHBWKjQ7NUWiGQ/GwNLrRr9AMh6KmQkHToaip0LEZyslZNG8Q0NfRDs1RKGg6FDUVCpoORU2FAppD1zNlPgRNh6KmQkHToeDYNNrfDkVNhY7nUE7bVgTPEEJogepGV86iFxyFgqZDUVOhG4wOBUeFAoxDcxR6nA5FTYWCpkPbVShoOnTTV6Gg6dD5oFDQdCgMKBQ0nblYdDwrFDQdmqNQ0HQoaioUNB2KmgpdJ52cRfMGAd1ocWhOaRQ1FQqaDkVNha5NDl37FQqaDgXK0ihqKvTcHHoNUyhoOv1B06Gg6dDxrFDQdGhOF+UsmheaQ1FToaDpUHBUKDY6NEehGQ7Fw9LoRr9CMxyKmgoFTYeipkLHZignZ9G8QUBfRzs0R6Gg6VDUVChoOhQ1FQpoDl3PlPkQNB2KmgoFTYeCY9NofzsUNRU6nkM5bVtzHzwP7Etje/am/c8+kdYt/2S66n74nEYcSPvG9qS9++ljU/Rjvv+qT6bl657Aj82wf2/aM7YvHej9995tm9K2vfA5rTJt3zyxLi3/5FXpfvy8EMKRqm505ax58+bVQjfmnD179tRC8dChoKJQTCmNYqNDN4mbRiHJ+du//dta3vrWt9Z2ySWX1HIk6+mnn66FjjXnG9/4Ri2XXnppbXfddVctFAYcCvIKhXKn/ya/Q9cX56mnnqqFvmh3chbNGwQveMELaqM5pW3ZsqUWCpoOnQsKBU2H5ig0w6F4qFDQdOi1WKHH6dDrpEJ/pw69Vij0GunQ8azQ14QOzeminEXzQnN+9md/tpZ3v/vdtb3jHe+ohSKdQ4FyEFAYcChqKh/84Adro1Cj0LEZyslZNC+UQZHOoeCoUNB06DqgnHvuubX91m/9Vi30f6xwKAYqdL10li1bVgvFQ4ceq3LaaafVRo9VOeGEE2qjcyCwtq05D54HNq5Jo5+9M+17dke6aelQWr2eP2/OHdiY1ox+Nt25Dz52kH7M61cPpaU37cCPTbf7lvPSkuu39v57T7r9wkXpwtv3HPY5ZexJG770+fTVrfSxGqbvmx03paVDq9N6+rwQwhGrburnLLpBpVDQdCgqKBQ0HboBqNCNz9IoaDp0s7RpFDQdipoK3Yx1KGoqR7Ioaip0rDkUNRUKmk5/0HQoaDoUNRWKKE5/0HTo+uJQ1FToi3YnZ9G8QUBB06E5pVHUVChuOXQuKBTpHJqj0AyHoqZCQdOh12KFHqdDr5MK/Z069Fqh0GukQ8ezQl8TOjSni3IWzQvNoaipUNB0KGoqFDQdioGDgG7AOxQsFAqaDkVNhY7NUE7OonmhDAqaDkVNhYKmQ9cBhYKmQ1FToaDpUAxU6HrpUAxUKGg69FgVCpoOPVaFgqZD50BgbVtzHDz3pTs/O5rWbDzQ++92Bc99d342ja7ZOP5dl/TxCSWC59Z0/ZLz0i276WOlldnHM/ZNBM8QnhfVTf2cRTeoFAqaDkUFhYKmQzcAFbrxWRoFTYduljaNgqZDUVOhm7EORU3lSBZFTYWONYeipkJB0+kPmg4FTYeipkIRxekPmg5dXxyKmgp90e7kLJo3CChoOjSnNIqaCsUth84FhSKdQ3MUmuFQ1FQoaDr0WqzQ43TodVKhv1OHXisUeo106HhW6GtCh+Z0Uc6ieaE5FDUVCpoORU2FgqZDMXAQ0A14h4KFQkHToaip0LEZyslZNC+UQUHToaipUNB06DqgUNB0KGoqFDQdioEKXS8dioEKBU2HHqtCQdOhx6pQ0HToHAisbWtug+eeW9P5I1ekb4//eiLGXXLjrWnFkkVpaGg4nbHs6rTx4I933ZsevmlFWrKo+hnTi9KSC6479LHxH6u6Ol0/9fHhM9Kyq+9LW+5Zk5adMTzx+StuTY8dmPz8A7vSPWuWpTOGpz53Y9o7vo0pe9Kt54+kK7499eu+ba+4JW0b/1G3+jFXwfNTn78xrVl2RhoeGkqLlqxOd+yq4u7U3J5vX5FGzr817Zn89aEfg3v4j8t9Yt3y9Mmr7j/4eReuuXpyu73ZS9eke8Zn/3X6ygWfTJfeve/gn9u69tx05qo16cJP/vn4c170iU8enHNg1z0HH9/wGcvS1Rv3Tvy5yX169dVL06KhpemmHVOPo2/f9AXPvQ/fdOgxLbkgXTc1r7L34XTT8sWT2zo/XX/96oOP49n929ItK5b0tvVcfychDJbqpn7OohtUCgVNh6KCQkHToRuACt34LI2CpkM3S5tGQdOhqKnQzViHoqZyJIuipkLHmkNRU6Gg6fQHTYeCpkNRU6GI4vQHTYeuLw5FTYW+aHdyFs0bBBQ0HZpTGkVNheKWQ+eCQpHOoTkKzXAoaioUNB16LVbocTr0OqnQ36lDrxUKvUY6dDwr9DWhQ3O6KGfRvNAcipoKBU2HoqZCQdOhGDgI6Aa8Q8FCoaDpUNRU6NgM5eQsmhfKoKDpUNRUKGg6dB1QKGg6FDUVCpoOxUCFrpcOxUCFgqZDj1WhoOnQY1UoaDp0DgTWtjWnwfPQj3Ktfj0RD4fPuTE9uu/AeAC7vvfrqe+Q3H3r+Wl4dHW6Z6z3sQNj6YEvnpMWnfMXaUf1Z8ej20hacdvOtL/36/3bru/9eiiNXPKN9N39z6YD+x5IX1gylFbcUUXAA2nzF5ekkRW3pZ1VtBzfznD67J2HAuGzu29J5y25Pm2d/HW17UVTj6u37XtWj6aR8e9w1I+5Cp5Dvcf8ze/un3jMX1iahs67Je2e2k7vsWxcMzpj24e+K/Tw78bccVPvz69ef/DzhpZ+IT0wuT+qxzQ1e+v1S9Lw+I8Jrv5c9R2kU8+vb+aBzemLS/r22/D0H1U7nM754qa0c89Y2jcVi/v2zYzgufvWdP7waFp9z1hv3xxIYw98MZ2z6Jz0F+OxtHquIwf3+4F9j6Ybzxk++HyqxzxyyTfTWG87B8buSatH+/5OQhgw1U39nEU3qBQKmg5FBYWCpkM3ABW68VkaBU2HbpY2jYKmQ1FToZuxDkVN5UgWRU2FjjWHoqZCQdPpD5oOBU2HoqZCEcXpD5oOXV8cipoKfdHu5CyaNwgoaDo0pzSKmgrFLYfOBYUinUNzFJrhUNRUKGg69Fqs0ON06HVSob9Th14rFHqNdOh4VuhrQofmdFHOonmhORQ1FQqaDkVNhYKmQzFwENANeIeChUJB06GoqdCxGcrJWTQvlEFB06GoqVDQdOg6oFDQdChqKhQ0HYqBCl0vHYqBCgVNhx6rQkHToceqUNB06BwIrG1rDoNn/49yVYHvifQX50wFy8mPH1ifVg8vTl/c3Pvvw36s6mPpxk/NnHUoJH47XTEy+ecmPzY9JFaq+HbeLbsnfw3b3nFnuupLG9KeWUTJGT/Sdt8dacXQ+enWPVO/vjN9dnRN2jgVE2f8mZqzq++WnZpd7Y/p4XK4t2/Gt9E3s/ru0sVfTJunZkz/+GH7dMLMfTPz8574i3PS0Io7JkNr5UDvcQ6nxV/c3PvvDemyqb+vyY9Pfz4PXj06HkP/ugrHvV/v37snjU3+dwiDqLqpn7PoBpVCQdOhqKBQ0HToBqBCNz5Lo6Dp0M3SplHQdChqKnQz1qGoqRzJoqip0LHmUNRUKGg6/UHToaDpUNRUKKI4/UHToeuLQ1FToS/anZxF8wYBBU2H5pRGUVOhuOXQuaBQpHNojkIzHIqaCgVNh16LFXqcDr1OKvR36tBrhUKvkQ4dzwp9TejQnC7KWTQvNIeipkJB06GoqVDQdCgGDgK6Ae9QsFAoaDoUNRU6NkM5OYvmhTIoaDoUNRUKmg5dBxQKmg5FTYWCpkMxUKHrpUMxUKGg6dBjVShoOvRYFQqaDp0DgbVtzV3w3PzFtHjGdzuqwHd/WrNo5sd0nDt81qFAuD6trn5sar9z/iI9Mf65m9MXF08PsbTtKeoxQ5Qc3/ahHw+7744Vk98peujPH3HwnDF7d7rlvInvkKy+i3a492cmttE3c/3qw/dDzzl/8cRzBM/+fdMz7fPuX7Po4OObcugxz3zuMz/W+3X1Y4avvmD8xwYv+sS5adUtD8ePtA0Drbqpn7PoBpVCQdOhqKBQ0HToBqBCNz5Lo6Dp0M3SplHQdChqKnQz1qGoqRzJoqip0LHmUNRUKGg6/UHToaDpUNRUKKI4/UHToeuLQ1FToS/anZxF8wYBBU2H5pRGUVOhuOXQuaBQpHNojkIzHIqaCgVNh16LFXqcDr1OKvR36tBrhUKvkQ4dzwp9TejQnC7KWTQvNIeipkJB06GoqVDQdCgGDgK6Ae9QsFAoaDoUNRU6NkM5OYvmhTIoaDoUNRUKmg5dBxQKmg5FTYWCpkMxUKHrpUMxUKGg6dBjVShoOvRYFQqaDp0DgbVtzVHwPPxHuerAN/FdlpfcM/07/qrv1Jz8tyRrB89PpRsfO/Sx6Q5sXJNGD/442MrErBnbPrAvjY3tO/gjbWcdJce/w/Oc9BdPVL+uouSSdP3WQ3925p/JmT3x44KHP/sX6abzR9KajVOPvW9mFTw/dWN6bGrGdBA8D983Mz9v/Ds8L7lnRsD99hUjaeSKb/f+W32H54G0b2xP2jv+76I+m/Z/d1P6Qu9xnn/rnoOfG8KgqW7q5yy6QaVQ0HQoKigUNB26AajQjc/SKGg6dLO0aRQ0HYqaCt2MdShqKkeyKGoqdKw5FDUVCppOf9B0KGg6FDUViihOf9B06PriUNRU6It2J2fRvEFAQdOhOaVR1FQobjl0LigU6Ryao9AMh6KmQkHToddihR6nQ6+TCv2dOvRaodBrpEPHs0JfEzo0p4tyFs0LzaGoqVDQdChqKhQ0HYqBg4BuwDsULBQKmg5FTYWOzVBOzqJ5oQwKmg5FTYWCpkPXAYWCpkNRU6Gg6VAMVOh66VAMVChoOvRYFQqaDj1WhYKmQ+dAYG1bcxM8qx/lumjyR64e/H0d+Kr/Hj7npvTY+I9mPZDGvrYiDS/5Ytpc/bpW8NyX7vzscBpdfc/4vxc5Puue69J1G/dOfmzRYf925Pi/ibniawc//7Ebe49lPPz5KDm09Pq0bTzk9f7cTef0HvPkv3+59fq0ZPq/hTnp0OOc+HGwS764eSIg7t8249+8rD5v+IK/TLumPaah6fOqH3E7PJyGR6b/yNyJx3sw3lZ/Dwf/zc3er6t/C/S669LGvb3/Pmyf8r6Z8XnVfw+fk256bGL+gbGvpRXDS9IXN1e/ntrv6ye+c7O3rW9eMjL5fPakW8/vPe8bH5uMpXvT1z4z+Z2m478OYfBUN/VzFt2gUihoOhQVFAqaDt0AVOjGZ2kUNB26Wdo0CpoORU2FbsY6FDWVI1kUNRU61hyKmgoFTac/aDoUNB2KmgpFFKc/aDp0fXEoair0RbuTs2jeIKCg6dCc0ihqKhS3HDoXFIp0Ds1RaIZDUVOhoOnQa7FCj9Oh10mF/k4deq1Q6DXSoeNZoa8JHZrTRTmL5oXmUNRUKGg6FDUVCpoOxcBBQDfgHQoWCgVNh6KmQsdmKCdn0bxQBgVNh6KmQkHToeuAQkHToaipUNB0KAYqdL10KAYqFDQdeqwKBU2HHqtCQdOhcyCwtq05CZ777vxsGu37Ua7/P3t/AO35XdB33oNjx26mm2wzTTZZecTElbFKqCiyQBuMIkFM+xijxZZaUoUnrUR6xB6HB4Mi6ZKWYvLwmOfA1pietlk3UVg0J0ddWZC2gNKG5cSFQEBwk8LqTo6bcbHpOXPOnn6f+7/3TubOzXs+n/zn/4P7u/e+P+e8NJOZfP/3/u///587vzf3Tgue69/y9M63jDe84Y3jZ9/4hvH6N719/PpmWFsueK79+PgD456f+6nxhp/6mfWz3vCWO8e/fnjtLPg7Ndd98dPj19/+pi2//l9uRMGnEDz/23fcMf7JT/3UeONPvX785Bv+yfjVzbf5SX8X5qatb+cXP/2r45+sf4vXN669328Zb/+5N51x9pt+7u3jLWs/t3ibtp69YSMwbv+Wub//q/94vP71PzV+6s6Nc44/cM/4uZ96w/ipn/nZ8cY3vGG85c5/vRFRt9+nZ7tvzvh1XxwP/+s7x1vWznnjz669za9/03j7r5+KmGuOf3Dc8abF/fDGtfvjTeOf/OPT788XP/3r4+ffvHbfvvFnx88s3p6fu2c8sH4fS/vT4qL+KqMLVAkFzYaiQkJBs6ELgAld+JwaBc2GLpbuNAqaDUXNhC7GNhQ1k3MZRc2EHmsNRc2EgmazPWg2FDQbipoJRZRme9Bs6PWloaiZ0CftzSqj8/YDCpoNnTM1ipoJxa2GngsJRbqGzknojIaiZkJBs6HfixN6Oxv6fTKhj2lDv1ck9HtkQ4/nhD4nbOic3WiV0XnaORQ1EwqaDUXNhIJmQzFwP6AL8A0Fi4SCZkNRM6HHpqazyug8TYOCZkNRM6Gg2dDrQEJBs6GomVDQbCgGJvR62VAMTChoNvS2JhQ0G3pbEwqaDT0HxOa2L0vwfN873jreve1buT5li28ne/wE/9yyThwff/jHpyPhH73vHeOt737wzF+z1bZf/9R9cfzx8cW3wD31498bv3zLL4x/dcZXuG44I8yuOzGOr3/73LP9uu1nn7L4lrmb3/J328+dOP6H44+3hUv6d1vV++YMi29Re3yc2P7vv/jF9bfzxPGNn/v0u/7b00F70xf/+A+f+Na20n62uKi/yugCVUJBs6GokFDQbOgCYEIXPqdGQbOhi6U7jYJmQ1EzoYuxDUXN5FxGUTOhx1pDUTOhoNlsD5oNBc2GomZCEaXZHjQben1pKGom9El7s8rovP2AgmZD50yNomZCcauh50JCka6hcxI6o6GomVDQbOj34oTezoZ+n0zoY9rQ7xUJ/R7Z0OM5oc8JGzpnN1pldJ52DkXNhIJmQ1EzoaDZUAzcD+gCfEPBIqGg2VDUTOixqemsMjpP06Cg2VDUTChoNvQ6kFDQbChqJhQ0G4qBCb1eNhQDEwqaDb2tCQXNht7WhIJmQ88Bsbnty/R3eOrJTozjn/s34xff9Ppxx+/Qz5/pyWH0tBPHPzd+777bx0/Dt8zdSZ959z8a//CO+8b9n/rC+NSH/vn4x6//6bX3ddu3yJW0bnFRf5XRBaqEgmZDUSGhoNnQBcCELnxOjYJmQxdLdxoFzYaiZkIXYxuKmsm5jKJmQo+1hqJmQkGz2R40GwqaDUXNhCJKsz1oNvT60lDUTOiT9maV0Xn7AQXNhs6ZGkXNhOJWQ8+FhCJdQ+ckdEZDUTOhoNnQ78UJvZ0N/T6Z0Me0od8rEvo9sqHHc0KfEzZ0zm60yug87RyKmgkFzYaiZkJBs6EYuB/QBfiGgkVCQbOhqJnQY1PTWWV0nqZBQbOhqJlQ0GzodSChoNlQ1EwoaDYUAxN6vWwoBiYUNBt6WxMKmg29rQkFzYaeA2Jzm8Fzx3xk/Iuf/dnx1lPfUhZ/zWkP/uYvjl/+nS/gz33s7v92/OxbN79NL/z8jvniH45P/Nbd4xd//ufHz//i3eO3PrH5d4dKepLFRf1V9iM/8iNLOX78+NLoYl5CMaXZHjoailVTe/TRR5d28uTJpVBsbP7Nv/k3S/nUpz61tE9/+tNL+b/+r/9rad/xHd+xlJe97GVLoz9IJT/5kz+5tHvuuWcpv//7v780ukCe0Me0oY9r8r/9b//blxz9jyMaei4ndCGrWWX0h4T9gIJmQ+dMjWJ+8m//7b9dGkW0hOJhQ/EwodttKDgmdEZDnx9MjQJw8sEPfnBp9Lqc/J2/83eWRo/nhIJmQ+fsRquMztPO+Zqv+ZqlXH/99Uv763/9ry+FgubUKB7uRnQBvqH7I6GQ0NDF7oQem5rOKqPzNI2fX1zfXRJF0ITiVkPXvJK3v/3tS6OomdB1hoZiYEKvsc1b3vKWpfy9v/f3lvbP//k/XwpdX2ne8IY3LOW7vuu7lkbPAbG5zeApSTOwiHerjD6JSyhoNhQ1E7rA2GwPmg2Fi6lR0GwoaiYUNBuKmgnFrYYCV0JBs6GomVDQbOgPEwl9Qt1Q1EwoaDZ0gTyhj2lDH9eEAuXUKGg29FxOKGg2q4z+kLAfUNBs6JypUdRMKGg2FPYSCpoNRc2EbrehqJnQGQ19fjA1ipoJBc2GXpcTCpoNPZ4TCpoNnbMbrTI6TzuHomZCQbOhqJlQdJsaXbjejShoNnR/JBQ0G4qaCT02NZ1VRudpGhQ0G4qaCQXNhq55JRQ0G4qaCV1naChqJvQa21DUTChoNhQ1E7q+0lDUTChoNvQcEJvbDJ6SNAOLeLfK6JO4hIJmQ1EzoQuMzfag2VC4mBoFzYaiZkJBs6GomVDcaihwJRQ0G4qaCQXNhv4wkdAn1A1FzYSCZkMXyBP6mDb0cU0oUE6NgmZDz+WEgmazyugPCfsBBc2GzpkaRc2EgmZDYS+hoNlQ1EzodhuKmgmd0dDnB1OjqJlQ0GzodTmhoNnQ4zmhoNnQObvRKqPztHMoaiYUNBuKmglFt6nRhevdiIJmQ/dHQkGzoaiZ0GNT01lldJ6mQUGzoaiZUNBs6JpXQkGzoaiZ0HWGhqJmQq+xDUXNhIJmQ1EzoesrDUXNhIJmQ88BsbnN4ClJM7CId6uMPolLKGg2FDUTusDYbA+aDYWLqVHQbChqJhQ0G4qaCcWthgJXQkGzoaiZUNBs6A8TCX1C3VDUTChoNnSBPKGPaUMf14QC5dQoaDb0XE4oaDarjP6QsB9Q0GzonKlR1EwoaDYU9hIKmg1FzYRut6GomdAZDX1+MDWKmgkFzYZelxMKmg09nhMKmg2dsxutMjpPO4eiZkJBs6GomVB0mxpduN6NKGg2dH8kFDQbipoJPTY1nVVG52kaFDQbipoJBc2GrnklFDQbipoJXWdoKGom9BrbUNRMKGg2FDUTur7SUNRMKGg29BwQm9sMnpI0A4t4t8rok7iEgmZDUTOhC4zN9qDZULiYGgXNhqJmQkGzoaiZUNxqKHAlFDQbipoJBc2G/jCR0CfUDUXNhIJmQxfIE/qYNvRxTShQTo2CZkPP5YSCZrPK6A8J+wEFzYbOmRpFzYSCZkNhL6Gg2VDUTOh2G4qaCZ3R0OcHU6OomVDQbOh1OaGg2dDjOaGg2dA5u9Eqo/O0cyhqJhQ0G4qaCUW3qdGF692IgmZD90dCQbOhqJnQY1PTWWV0nqZBQbOhqJlQ0GzomldCQbOhqJnQdYaGomZCr7ENRc2EgmZDUTOh6ysNRc2EgmZDzwGxuc3gKUkzsIh3q4w+iUsoaDYUNRO6wNhsD5oNhYupUdBsKGomFDQbipoJxa2GAldCQbOhqJlQ0GzoDxMJfULdUNRMKGg2dIE8oY9pQx/XhALl1ChoNvRcTihoNquM/pCwH1DQbOicqVHUTChoNhT2EgqaDUXNhG63oaiZ0BkNfX4wNYqaCQXNhl6XEwqaDT2eEwqaDZ2zG60yOk87h6JmQkGzoaiZUHSbGl243o0oaDZ0fyQUNBuKmgk9NjWdVUbnaRoUNBuKmgkFzYaueSUUNBuKmgldZ2goaib0GttQ1EwoaDYUNRO6vtJQ1EwoaDb0HBCb2wyekjQDi3i3yuiTuISCZkNRM6ELjM32oNlQuJgaBc2GomZCQbOhqJlQ3GoocCUUNBuKmgkFzYb+MJHQJ9QNRc2EgmZDF8gT+pg29HFNKFBOjYJmQ8/lhIJms8roDwn7AQXNhs6ZGkXNhIJmQ2EvoaDZUNRM6HYbipoJndHQ5wdTo6iZUNBs6HU5oaDZ0OM5oaDZ0Dm70Sqj87RzKGomFDQbipoJRbep0YXr3YiCZkP3R0JBs6GomdBjU9NZZXSepkFBs6GomVDQbOiaV0JBs6GomdB1hoaiZkKvsQ1FzYSCZkNRM6HrKw1FzYSCZkPPAbG5zeApSTOwiHerjD6JSyhoNhQ1E7rA2GwPmg2Fi6lR0GwoaiYUNBuKmgnFrYYCV0JBs6GomVDQbOgPEwl9Qt1Q1EwoaDZ0gTyhj2lDH9eEAuXUKGg29FxOKGg2q4z+kLAfUNBs6JypUdRMKGg2FPYSCpoNRc2EbrehqJnQGQ19fjA1ipoJBc2GXpcTCpoNPZ4TCpoNnbMbrTI6TzuHomZCQbOhqJlQdJsaXbjejShoNnR/JBQ0G4qaCT02NZ1VRudpGhQ0G4qaCQXNhq55JRQ0G4qaCV1naChqJvQa21DUTChoNhQ1E7q+0lDUTChoNvQcEJvbDJ6SNAOLeLfK6JO4hIJmQ1EzoQuMzfag2VC4mBoFzYaiZkJBs6GomVDcaihwJRQ0G4qaCQXNhv4wkdAn1A1FzYSCZkMXyBP6mDb0cU0oUE6NgmZDz+WEgmazyugPCfsBBc2GzpkaRc2EgmZDYS+hoNlQ1EzodhuKmgmd0dDnB1OjqJlQ0GzodTmhoNnQ4zmhoNnQObvRKqPztHMoaiYUNBuKmglFt6nRhevdiIJmQ/dHQkGzoaiZ0GNT01lldJ6mQUGzoaiZUNBs6JpXQkGzoaiZ0HWGhqJmQq+xDUXNhIJmQ1EzoesrDUXNhIJmQ88BsbnN4ClJM7CId6uMPolLKGg2FDUTusDYbA+aDYWLqVHQbChqJhQ0G4qaCcWthgJXQkGzoaiZUNBs6A8TCX1C3VDUTChoNnSBPKGPaUMf14QC5dQoaDb0XE4oaDarjP6QsB9Q0GzonKlR1EwoaDYU9hIKmg1FzYRut6GomdAZDX1+MDWKmgkFzYZelxMKmg09nhMKmg2dsxutMjpPO4eiZkJBs6GomVB0mxpduN6NKGg2dH8kFDQbipoJPTY1nVVG52kaFDQbipoJBc2GrnklFDQbipoJXWdoKGom9BrbUNRMKGg2FDUTur7SUNRMKGg29BwQm9sMnpI0A4t4t8rok7iEgmZDUTOhC4zN9qDZULiYGgXNhqJmQkGzoaiZUNxqKHAlFDQbipoJBc2G/jCR0CfUDUXNhIJmQxfIE/qYNvRxTShQTo2CZkPP5YSCZrPK6A8J+wEFzYbOmRpFzYSCZkNhL6Gg2VDUTOh2G4qaCZ3R0OcHU6OomVDQbOh1OaGg2dDjOaGg2dA5u9Eqo/O0cyhqJhQ0G4qaCUW3qdGF692IgmZD90dCQbOhqJnQY1PTWWV0nqZBQbOhqJlQ0GzomldCQbOhqJnQdYaGomZCr7ENRc2EgmZDUTOh6ysNRc2EgmZDzwGxuc3gKUkzsIh3q4w+iUsoaDYUNRO6wNhsD5oNhYupUdBsKGomFDQbipoJxa2GAldCQbOhqJlQ0GzoDxMJfULdUNRMKGg2dIE8oY9pQx/XhALl1ChoNvRcTihoNquM/pCwH1DQbOicqVHUTChoNhT2EgqaDUXNhG63oaiZ0BkNfX4wNYqaCQXNhl6XEwqaDT2eEwqaDZ2zG60yOk87h6JmQkGzoaiZUHSbGl243o0oaDZ0fyQUNBuKmgk9NjWdVUbnaRoUNBuKmgkFzYaueSUUNBuKmgldZ2goaib0GttQ1EwoaDYUNRO6vtJQ1EwoaDb0HBCb2wyekjQDi3i3yuiTuISCZkNRM6ELjM32oNlQuJgaBc2GomZCQbOhqJlQ3GoocCUUNBuKmgkFzYb+MJHQJ9QNRc2EgmZDF8gT+pg29HFNKFBOjYJmQ8/lhIJms8roDwn7AQXNhs6ZGkXNhIJmQ2EvoaDZUNRM6HYbipoJndHQ5wdTo6iZUNBs6HU5oaDZ0OM5oaDZ0Dm70Sqj87RzKGomFDQbipoJRbep0YXr3YiCZkP3R0JBs6GomdBjU9NZZXSepkFBs6GomVDQbOiaV0JBs6GomdB1hoaiZkKvsQ1FzYSCZkNRM6HrKw1FzYSCZkPPAbG5zeApSTOwiHer7JprrlkKXcBtPvGJTyyFzmj+9b/+10uhC6UNXZBNHnnkkaU99NBDS/mt3/qtpX34wx9eysc+9rGlUchOHnzwwaX9yZ/8yVLoonLz+c9/fin0HG1OnDixFAp7zWc+85ml0POyoQv9yfb/EcJTQQE/oTDQ/OEf/uFSXvziFy9tldEfEvYDCpoNnTO1f/fv/t1SKGg29PtRQs+3hqJmQrfb0Ot4Qr+3NBQoE7ovGjonof8hUUP/I5HkR3/0R5dGj+fkK77iK5ZG5+xGq4zO0865/PLLl0L/Y4GGIlpCF5XFKBhP7Yd/+IeX9sxnPnMp9NjUdFYZnSd22WWXLYVCUkOBMqHX5IbCafJzP/dzS3vpS1+6FAqazZve9Kal0OtfQ+9bQkGzecc73rEUut3mJ37iJ5ZC/2Oahp4zYnObwVOSZmARAVYZRc2EYmNDcSShMxqKmgldjG0oaiYUNBuKmgkFzYaiZkIXlRuKmgld7G4oaiYUNBuKmgk9RxuKmgkFzYaiZkLPy4bCQLI9Zj4VFDUTCpoNRc2EgmazyugPCfsBBc2GzpkaRc2EgmZDvx8l9HxrKGomdLsNvY4n9HtLQ8ExofuioXMSCpoNRc2EgmZDj+eEgmZD5+xGq4zO086hqJnQxfGGomZCYU+MLsBPjYJmQ1EzocemprPK6DwxipoJBc2GomZCr8kNRc2EAlpDUTOhoNlQ1Ezo9a+h9y2hoNlQ1EzodhuKmgkFzYaeM2Jzm8FTkmZgEQFWGUXNhGJjQ3EkoTMaipoJXYxtKGomFDQbipoJBc2GomZCF5UbipoJXexuKGomFDQbipoJPUcbipoJBc2GomZCz8uGwkCyPWY+FRQ1EwqaDUXNhIJms8roDwn7AQXNhs6ZGkXNhIJmQ78fJfR8ayhqJnS7Db2OJ/R7S0PBMaH7oqFzEgqaDUXNhIJmQ4/nhIJmQ+fsRquMztPOoaiZ0MXxhqJmQmFPjC7AT42CZkNRM6HHpqazyug8MYqaCQXNhqJmQq/JDUXNhAJaQ1EzoaDZUNRM6PWvofctoaDZUNRM6HYbipoJBc2GnjNic5vBU5JmYBEBVhlFzYRiY0NxJKEzGoqaCV2MbShqJhQ0G4qaCQXNhqJmQheVG4qaCV3sbihqJhQ0G4qaCT1HG4qaCQXNhqJmQs/LhsJAsj1mPhUUNRMKmg1FzYSCZrPK6A8J+wEFzYbOmRpFzYSCZkO/HyX0fGsoaiZ0uw29jif0e0tDwTGh+6KhcxIKmg1FzYSCZkOP54SCZkPn7EarjM7TzqGomdDF8YaiZkJhT4wuwE+NgmZDUTOhx6ams8roPDGKmgkFzYaiZkKvyQ1FzYQCWkNRM6Gg2VDUTOj1r6H3LaGg2VDUTOh2G4qaCQXNhp4zYnObwVOSZmARAVYZRc2EYmNDcSShMxqKmgldjG0oaiYUNBuKmgkFzYaiZkIXlRuKmgld7G4oaiYUNBuKmgk9RxuKmgkFzYaiZkLPy4bCQLI9Zj4VFDUTCpoNRc2EgmazyugPCfsBBc2GzpkaRc2EgmZDvx8l9HxrKGomdLsNvY4n9HtLQ8ExofuioXMSCpoNRc2EgmZDj+eEgmZD5+xGq4zO086hqJnQxfGGomZCYU+MLsBPjYJmQ1EzocemprPK6DwxipoJBc2GomZCr8kNRc2EAlpDUTOhoNlQ1Ezo9a+h9y2hoNlQ1EzodhuKmgkFzYaeM2Jzm8FTkmZgEQFWGUXNhGJjQ3EkoTMaipoJXYxtKGomFDQbipoJBc2GomZCF5UbipoJXexuKGomFDQbipoJPUcbipoJBc2GomZCz8uGwkCyPWY+FRQ1EwqaDUXNhIJms8roDwn7AQXNhs6ZGkXNhIJmQ78fJfR8ayhqJnS7Db2OJ/R7S0PBMaH7oqFzEgqaDUXNhIJmQ4/nhIJmQ+fsRquMztPOoaiZ0MXxhqJmQmFPjC7AT42CZkNRM6HHpqazyug8MYqaCQXNhqJmQq/JDUXNhAJaQ1EzoaDZUNRM6PWvofctoaDZUNRM6HYbipoJBc2GnjNic5vBU5JmYBEBVhlFzYRiY0NxJKEzGoqaCV2MbShqJhQ0G4qaCQXNhqJmQheVG4qaCV3sbihqJhQ0G4qaCT1HG4qaCQXNhqJmQs/LhsJAsj1mPhUUNRMKmg1FzYSCZrPK6A8J+wEFzYbOmRpFzYSCZkO/HyX0fGsoaiZ0uw29jif0e0tDwTGh+6KhcxIKmg1FzYSCZkOP54SCZkPn7EarjM7TzqGomdDF8YaiZkJhT4wuwE+NgmZDUTOhx6ams8roPDGKmgkFzYaiZkKvyQ1FzYQCWkNRM6Gg2VDUTOj1r6H3LaGg2VDUTOh2G4qaCQXNhp4zYnObwVOSZmARAVYZRc2EYmNDcSShMxqKmgldjG0oaiYUNBuKmgkFzYaiZkIXlRuKmgld7G4oaiYUNBuKmgk9RxuKmgkFzYaiZkLPy4bCQLI9Zj4VFDUTCpoNRc2EgmazyugPCfsBBc2GzpkaRc2EgmZDvx8l9HxrKGomdLsNvY4n9HtLQ8ExofuioXMSCpoNRc2EgmZDj+eEgmZD5+xGq4zO086hqJnQxfGGomZCYU+MLsBPjYJmQ1EzocemprPK6DwxipoJBc2GomZCr8kNRc2EAlpDUTOhoNlQ1Ezo9a+h9y2hoNlQ1EzodhuKmgkFzYaeM2Jzm8FTkmZgEQFWGUXNhGJjQ3EkoTMaipoJXYxtKGomFDQbipoJBc2GomZCF5UbipoJXexuKGomFDQbipoJPUcbipoJBc2GomZCz8uGwkCyPWY+FRQ1EwqaDUXNhIJms8roDwn7AQXNhs6ZGkXNhIJmQ78fJfR8ayhqJnS7Db2OJ/R7S0PBMaH7oqFzEgqaDUXNhIJmQ4/nhIJmQ+fsRquMztPOoaiZ0MXxhqJmQmFPjC7AT42CZkNRM6HHpqazyug8MYqaCQXNhqJmQq/JDUXNhAJaQ1EzoaDZUNRM6PWvofctoaDZUNRM6HYbipoJBc2GnjNic5vBU5JmYBEBVhlFzYRiY0NxJKEzGoqaCV2MbShqJhQ0G4qaCQXNhqJmQheVG4qaCV3sbihqJhQ0G4qaCT1HG4qaCQXNhqJmQs/LhsJAsj1mPhUUNRMKmg1FzYSCZrPK6A8J+wEFzYbOmRpFzYSCZkO/HyX0fGsoaiZ0uw29jif0e0tDwTGh+6KhcxIKmg1FzYSCZkOP54SCZkPn7EarjM7TzqGomdDF8YaiZkJhT4wuwE+NgmZDUTOhx6ams8roPDGKmgkFzYaiZkKvyQ1FzYQCWkNRM6Gg2VDUTOj1r6H3LaGg2VDUTOh2G4qaCQXNhp4zYnObwVOSZmARAVYZRc2EYmNDcSShMxqKmgldjG0oaiYUNBuKmgkFzYaiZkIXlRuKmgld7G4oaiYUNBuKmgk9RxuKmgkFzYaiZkLPy4bCQLI9Zj4VFDUTCpoNRc2EgmazyugPCfsBBc2GzpkaRc2EgmZDvx8l9HxrKGomdLsNvY4n9HtLQ8ExofuioXMSCpoNRc2EgmZDj+eEgmZD5+xGq4zO086hqJnQxfGGomZCYU+MLsBPjYJmQ1EzocemprPK6DwxipoJBc2GomZCr8kNRc2EAlpDUTOhoNlQ1Ezo9a+h9y2hoNlQ1EzodhuKmgkFzYaeM2Jzm8FTkmZgEQFWGUXNhGJjQ3EkoTMaipoJXYxtKGomFDQbipoJBc2GomZCF5UbipoJXexuKGomFDQbipoJPUcbipoJBc2GomZCz8uGwkCyPWY+FRQ1EwqaDUXNhIJms8roDwn7AQXNhs6ZGkXNhIJmQ78fJfR8ayhqJnS7Db2OJ/R7S0PBMaH7oqFzEgqaDUXNhIJmQ4/nhIJmQ+fsRquMztPOoaiZ0MXxhqJmQmFPjC7AT42CZkNRM6HHpqazyug8MYqaCQXNhqJmQq/JDUXNhAJaQ1EzoaDZUNRM6PWvofctoaDZUNRM6HYbipoJBc2GnjNic5vBU5JmYBEBVtk3f/M3L+X+++9f2m/+5m8uhS7+NXSxNKGw11A8TH77t397afS+Jf/qX/2rpdFF+OSTn/zk0n7/939/KRSeGgpcyR//8R8vjaJ0QlG6+d3f/d2l0EX+5r3vfe9Sfv3Xf31p995771Le/e53L41uN6Ho0tD9l/yDf/APlrbK6A8J+wEFzYbOmRr9D3CmRo/T5IEHHlgaRc2Ebrf51Kc+tRS63YaCY0L3RUP/A6eE/kdXDX3ektDrTEOP54SCZkPn7EarjM7TzvmGb/iGpdDF8YZCXUIXlRs6Zz+g+6L5gR/4gaX80A/90NKe85znLIUem5rOKqPzxF70ohct5fWvf/3SfvzHf3wpN9xww9L+/t//+0t561vfujT6QoKEgmbz9re/fSnf933ftzQ6J6Eo3fzkT/7kUn7hF35haXROQmG2ufDCC5dCz7H9Ym4zeErSDBg8N9AFwISCZkNRM6Gg2dD7llDQbChqJhQ0G4qaCQXNhqJmQkGzoaiZUNBsKGomFN0aipoJxcOGomZCQbOh200oujR0/yUUEppVRn9I2A8oaDZ0ztQoUE6NHqcJRbqG4mFCt9tQ1EzodhuKmgndFw1FzYSCZkOftyT0OtPQ4zmhoNnQObvRKqPztHMoaiYUNBsKdQlFuobO2Q/ovmgoaiYUNBuKmgk9NjWdVUbniVHUTChoNhQ1EwqaDUXNhIJmQ1EzoaDZUHBMKGg2dE5CQbOh4JhQ0GzonISCZkNRM6Hn2H4xtxk8JWkGDJ4b6AJgQkGzoaiZUNBs6H1LKGg2FDUTCpoNRc2EgmZDUTOhoNlQ1EwoaDYUNROKbg1FzYTiYUNRM6Gg2dDtJhRdGrr/EgoJzSqjPyTsBxQ0GzpnahQop0aP04QiXUPxMKHbbShqJnS7DUXNhO6LhqJmQkGzoc9bEnqdaejxnFDQbOic3WiV0XnaORQ1EwqaDYW6hCJdQ+fsB3RfNBQ1EwqaDUXNhB6bms4qo/PEKGomFDQbipoJBc2GomZCQbOhqJlQ0GwoOCYUNBs6J6Gg2VBwTChoNnROQkGzoaiZ0HNsv5jbDJ6SNAMGzw10ATChoNlQ1EwoaDb0viUUNBuKmgkFzYaiZkJBs6GomVDQbChqJhQ0G4qaCUW3hqJmQvGwoaiZUNBs6HYTii4N3X8JhYRmldEfEvYDCpoNnTM1CpRTo8dpQpGuoXiY0O02FDUTut2GomZC90VDUTOhoNnQ5y0Jvc409HhOKGg2dM5utMroPO0cipoJBc2GQl1Cka6hc/YDui8aipoJBc2GomZCj01NZ5XReWIUNRMKmg1FzYSCZkNRM6Gg2VDUTChoNhQcEwqaDZ2TUNBsKDgmFDQbOiehoNlQ1EzoObZfzG0GT0maAYPnBroAmFDQbChqJhQ0G3rfEgqaDUXNhIJmQ1EzoaDZUNRMKGg2FDUTCpoNRc2EoltDUTOheNhQ1EwoaDZ0uwlFl4buv4RCQrPK6A8J+wEFzYbOmRoFyqnR4zShSNdQPEzodhuKmgndbkNRM6H7oqGomVDQbOjzloReZxp6PCcUNBs6ZzdaZXSedg5FzYSCZkOhLqFI19A5+wHdFw1FzYSCZkNRM6HHpqazyug8MYqaCQXNhqJmQkGzoaiZUNBsKGomFDQbCo4JBc2GzkkoaDYUHBMKmg2dk1DQbChqJvQc2y/mNoOnJM2AwXMDXQBMKGg2FDUTCpoNvW8JBc2GomZCQbOhqJlQ0GwoaiYUNBuKmgkFzYaiZkLRraGomVA8bChqJhQ0G7rdhKJLQ/dfQiGhWWX0h4T9gIJmQ+dMjQLl1OhxmlCkaygeJnS7DUXNhG63oaiZ0H3RUNRMKGg29HlLQq8zDT2eEwqaDZ2zG60yOk87h6JmQkGzoVCXUKRr6Jz9gO6LhqJmQkGzoaiZ0GNT01lldJ4YRc2EgmZDUTOhoNlQ1EwoaDYUNRMKmg0Fx4SCZkPnJBQ0GwqOCQXNhs5JKGg2FDUTeo7tF3ObwVOSZsDguYEuACYUNBuKmgkFzYbet4SCZkNRM6Gg2VDUTChoNhQ1EwqaDUXNhIJmQ1EzoejWUNRMKB42FDUTCpoN3W5C0aWh+y+hkNCsMvpDwn5AQbOhc6ZGgXJq9DhNKNI1FA8Tut2GomZCt9tQ1EzovmgoaiYUNBv6vCWh15mGHs8JBc2GztmNVhmdp51DUTOhoNlQqEso0jV0zn5A90VDUTOhoNlQ1EzosanprDI6T4yiZkJBs6GomVDQbChqJhQ0G4qaCQXNhoJjQkGzoXMSCpoNBceEgmZD5yQUNBuKmgk9x/aLuc3gKUkzYPDcQBcAEwqaDUXNhIJmQ+9bQkGzoaiZUNBsKGomFDQbipoJBc2GomZCQbOhqJlQdGsoaiYUDxuKmgkFzYZuN6Ho0tD9l1BIaFYZ/SFhP6Cg2dA5U6NAOTV6nCYU6RqKhwndbkNRM6HbbShqJnRfNBQ1EwqaDX3ektDrTEOP54SCZkPn7EarjM7TzqGomVDQbCjUJRTpGjpnP6D7oqGomVDQbChqJvTY1HRWGZ0nRlEzoaDZUNRMKGg2FDUTCpoNRc2EgmZDwTGhoNnQOQkFzYaCY0JBs6FzEgqaDUXNhJ5j+8XcZvCUpBkweG6gC4AJBc2GomZCQbOh9y2hoNlQ1EwoaDYUNRMKmg1FzYSCZkNRM6Gg2VDUTCi6NRQ1E4qHDUXNhIJmQ7ebUHRp6P5LKCQ0q4z+kLAfUNBs6JypUaCcGj1OE4p0DcXDhG63oaiZ0O02FDUTui8aipoJBc2GPm9J6HWmocdzQkGzoXN2o1VG52nnUNRMKGg2FOoSinQNnbMf0H3RUNRMKGg2FDUTemxqOquMzhOjqJlQ0GwoaiYUNBuKmgkFzYaiZkJBs6HgmFDQbOichIJmQ8ExoaDZ0DkJBc2GomZCz7H9Ym4zeErSDBg8N9AFwISCZkNRM6Gg2dD7llDQbChqJhQ0G4qaCQXNhqJmQkGzoaiZUNBsKGomFN0aipoJxcOGomZCQbOh200oujR0/yUUEppVRn9I2A8oaDZ0ztQoUE6NHqcJRbqG4mFCt9tQ1EzodhuKmgndFw1FzYSCZkOftyT0OtPQ4zmhoNnQObvRKqPztHMoaiYUNBsKdQlFuobO2Q/ovmgoaiYUNBuKmgk9NjWdVUbniVHUTChoNhQ1EwqaDUXNhIJmQ1EzoaDZUHBMKGg2dE5CQbOh4JhQ0GzonISCZkNRM6Hn2H4xtxk8JWkGDJ4b6AJgQkGzoaiZUNBs6H1LKGg2FDUTCpoNRc2EgmZDUTOhoNlQ1EwoaDYUNROKbg1FzYTiYUNRM6Gg2dDtJhRdGrr/EgoJzSqjPyTsBxQ0GzpnahQop0aP04QiXUPxMKHbbShqJnS7DUXNhO6LhqJmQkGzoc9bEnqdaejxnFDQbOic3WiV0XnaORQ1EwqaDYW6hCJdQ+fsB3RfNBQ1EwqaDUXNhB6bms4qo/PEKGomFDQbipoJBc2GomZCQbOhqJlQ0GwoOCYUNBs6J6Gg2VBwTChoNnROQkGzoaiZ0HNsv5jbDJ6SNAMGzw10ATChoNlQ1EwoaDb0viUUNBuKmgkFzYaiZkJBs6GomVDQbChqJhQ0G4qaCUW3hqJmQvGwoaiZUNBs6HYTii4N3X8JhYRmldEfEvYDCpoNnTM1CpRTo8dpQpGuoXiY0O02FDUTut2GomZC90VDUTOhoNnQ5y0Jvc409HhOKGg2dM5utMroPO0cipoJBc2GQl1Cka6hc/YDui8aipoJBc2GomZCj01NZ5XReWIUNRMKmg1FzYSCZkNRM6Gg2VDUTChoNhQcEwqaDZ2TUNBsKDgmFDQbOiehoNlQ1EzoObZfzG0GT0maAYPnBroAmFDQbChqJhQ0G3rfEgqaDUXNhIJmQ1EzoaDZUNRMKGg2FDUTCpoNRc2EoltDUTOheNhQ1EwoaDZ0uwlFl4buv4RCQrPK6A8J+wEFzYbOmRoFyqnR4zShSNdQPEzodhuKmgndbkNRM6H7oqGomVDQbOjzloReZxp6PCcUNBs6ZzdaZXSedg5FzYSCZkOhLqFI19A5+wHdFw1FzYSCZkNRM6HHpqazyug8MYqaCQXNhqJmQkGzoaiZUNBsKGomFDQbCo4JBc2GzkkoaDYUHBMKmg2dk1DQbChqJvQc2y/mNoOnJM3AqsGTfsNJfuqnfmppFLgSuvjX3HfffUt517vetTSKs8mHPvShpdHF7oQu4DZ0sTShi8oNXfRN6O1sPvKRjyyF7u+GInPygQ98YGkf/OAHl0JnNL/zO7+zFArlza/92q8t5Rd/8ReXdvfddy+FQmtDj7WELnw1q4xel7Vz6HU5odfLqVGkayjmT42iZkLPt6nR/dd84hOfWAq9jjf0tibHjh1bGj2eEwqaDZ2zG60yOk8759nPfvZSrr/++qV9//d//1IoujUUA8Xo/kvojIbOSeixqemsMjpP7Du/8zuX8oY3vGFpFCgTiqANBa7kH/7Df7i0l73sZUuhgNbQn52Tv/bX/trSKOYm/+gf/aOl0e+TCV3ra9785jcvhR6bzdd93dcthZ5j+8XcZvCUpBkweG6gT2QSCpoNRc2EAlpDF8gTuvDZUNRM6IJvQ1EzobezoaiZ0P3dUNRMKDY2dLE7oTMaipoJBc2GomZCf/BqKGomFDQbeqwlFDSbVUavy9o59Lqc0Ovl1ChoNhQop0ZRM6Hn29To/msoaib0Ot7Q25pQ0Gzo8ZxQ0GzonN1oldF52jkUNRMKmg1dkE0oiDUU3cTo/kvojIbOSeixqemsMjpPjKJmQlGooaiZUNBsKGomFDQbipoJBc2G/uycUNBsKGomFDQb+n0yoWt9DUXNhB6bDUXNhJ5j+8XcZvCUpBkweG6gT2QSCpoNRc2EAlpDF8gTuvDZUNRM6IJvQ1EzobezoaiZ0P3dUNRMKDY2dLE7oTMaipoJBc2GomZCf/BqKGomFDQbeqwlFDSbVUavy9o59Lqc0Ovl1ChoNhQop0ZRM6Hn29To/msoaib0Ot7Q25pQ0Gzo8ZxQ0GzonN1oldF52jkUNRMKmg1dkE0oiDUU3cTo/kvojIbOSeixqemsMjpPjKJmQlGooaiZUNBsKGomFDQbipoJBc2G/uycUNBsKGomFDQb+n0yoWt9DUXNhB6bDUXNhJ5j+8XcZvCUpBkweG6gT2QSCpoNRc2EAlpDF8gTuvDZUNRM6IJvQ1EzobezoaiZ0P3dUNRMKDY2dLE7oTMaipoJBc2GomZCf/BqKGomFDQbeqwlFDSbVUavy9o59Lqc0Ovl1ChoNhQop0ZRM6Hn29To/msoaib0Ot7Q25pQ0Gzo8ZxQ0GzonN1oldF52jkUNRMKmg1dkE0oiDUU3cTo/kvojIbOSeixqemsMjpPjKJmQlGooaiZUNBsKGomFDQbipoJBc2G/uycUNBsKGomFDQb+n0yoWt9DUXNhB6bDUXNhJ5j+8XcZvCUpBkweG6gT2QSCpoNRc2EAlpDF8gTuvDZUNRM6IJvQ1EzobezoaiZ0P3dUNRMKDY2dLE7oTMaipoJBc2GomZCf/BqKGomFDQbeqwlFDSbVUavy9o59Lqc0Ovl1ChoNhQop0ZRM6Hn29To/msoaib0Ot7Q25pQ0Gzo8ZxQ0GzonN1oldF52jkUNRMKmg1dkE0oiDUU3cTo/kvojIbOSeixqemsMjpPjKJmQlGooaiZUNBsKGomFDQbipoJBc2G/uycUNBsKGomFDQb+n0yoWt9DUXNhB6bDUXNhJ5j+8XcZvCUpBkweG6gT2QSCpoNRc2EAlpDF8gTuvDZUNRM6IJvQ1EzobezoaiZ0P3dUNRMKDY2dLE7oTMaipoJBc2GomZCf/BqKGomFDQbeqwlFDSbVUavy9o59Lqc0Ovl1ChoNhQop0ZRM6Hn29To/msoaib0Ot7Q25pQ0Gzo8ZxQ0GzonN1oldF52jkUNRMKmg1dkE0oiDUU3cTo/kvojIbOSeixqemsMjpPjKJmQlGooaiZUNBsKGomFDQbipoJBc2G/uycUNBsKGomFDQb+n0yoWt9DUXNhB6bDUXNhJ5j+8XcZvCUpBkweG6gT2QSCpoNRc2EAlpDF8gTuvDZUNRM6IJvQ1EzobezoaiZ0P3dUNRMKDY2dLE7oTMaipoJBc2GomZCf/BqKGomFDQbeqwlFDSbVUavy9o59Lqc0Ovl1ChoNhQop0ZRM6Hn29To/msoaib0Ot7Q25pQ0Gzo8ZxQ0GzonN1oldF52jkUNRMKmg1dkE0oiDUU3cTo/kvojIbOSeixqemsMjpPjKJmQlGooaiZUNBsKGomFDQbipoJBc2G/uycUNBsKGomFDQb+n0yoWt9DUXNhB6bDUXNhJ5j+8XcZvCUpBkweG6gT2QSCpoNRc2EAlpDF8gTuvDZUNRM6IJvQ1EzobezoaiZ0P3dUNRMKDY2dLE7oTMaipoJBc2GomZCf/BqKGomFDQbeqwlFDSbVUavy9o59Lqc0Ovl1ChoNhQop0ZRM6Hn29To/msoaib0Ot7Q25pQ0Gzo8ZxQ0GzonN1oldF52jkUNRMKmg1dkE0oiDUU3cTo/kvojIbOSeixqemsMjpPjKJmQlGooaiZUNBsKGomFDQbipoJBc2G/uycUNBsKGomFDQb+n0yoWt9DUXNhB6bDUXNhJ5j+8XcZvCUpBkweG6gT2QSCpoNRc2EAlpDF8gTuvDZUNRM6IJvQ1EzobezoaiZ0P3dUNRMKDY2dLE7oTMaipoJBc2GomZCf/BqKGomFDQbeqwlFDSbVUavy9o59Lqc0Ovl1ChoNhQop0ZRM6Hn29To/msoaib0Ot7Q25pQ0Gzo8ZxQ0GzonN1oldF52jkUNRMKmg1dkE0oiDUU3cTo/kvojIbOSeixqemsMjpPjKJmQlGooaiZUNBsKGomFDQbipoJBc2G/uycUNBsKGomFDQb+n0yoWt9DUXNhB6bDUXNhJ5j+8XcZvCUpBkweG6gT2QSCpoNRc2EAlpDF8gTuvDZUNRM6IJvQ1EzobezoaiZ0P3dUNRMKDY2dLE7oTMaipoJBc2GomZCf/BqKGomFDQbeqwlFDSbVUavy9o59Lqc0Ovl1ChoNhQop0ZRM6Hn29To/msoaib0Ot7Q25pQ0Gzo8ZxQ0GzonN1oldF52jkUNRMKmg1dkE0oiDUU3cTo/kvojIbOSeixqemsMjpPjKJmQlGooaiZUNBsKGomFDQbipoJBc2G/uycUNBsKGomFDQb+n0yoWt9DUXNhB6bDUXNhJ5j+8XcZvCUpBkweG6gT2QSCpoNRc2EAlpDF8gTuvDZUNRM6IJvQ1EzobezoaiZ0P3dUNRMKDY2dLE7oTMaipoJBc2GomZCf/BqKGomFDQbeqwlFDSbVUavy9o59Lqc0Ovl1ChoNhQop0ZRM6Hn29To/msoaib0Ot7Q25pQ0Gzo8ZxQ0GzonN1oldF52jkUNRMKmg1dkE0oiDUU3cTo/kvojIbOSeixqemsMjpPjKJmQlGooaiZUNBsKGomFDQbipoJBc2G/uycUNBsKGomFDQb+n0yoWt9DUXNhB6bDUXNhJ5j+8XcZvCUpBkweG6gT2QSCpoNRc2EAlpDF8gTuvDZUNRM6IJvQ1EzobezoaiZ0P3dUNRMKDY2dLE7oTMaipoJBc2GomZCf/BqKGomFDQbeqwlFDSbVUavy9o59Lqc0Ovl1ChoNhQop0ZRM6Hn29To/msoaib0Ot7Q25pQ0Gzo8ZxQ0GzonN1oldF52jkUNRMKmg1dkE0oiDUU3cTo/kvojIbOSeixqemsMjpPjKJmQlGooaiZUNBsKGomFDQbipoJBc2G/uycUNBsKGomFDQb+n0yoWt9DUXNhB6bDUXNhJ5j+8XcZvCUpBn4cgfPc/E93/M9S3n/+9+/NLrImFAUan71V391Ke9+97uXRuckv/7rv7603/qt31rK+973vqXRxyihMxoK3wmFvYaCRfJ7v/d7S6OL11OjyJzQ/T01CsYNhdbkoYceWtqv/MqvLIVe85pVRuftB0972tOWRudMjV43EoqNc0CvZwmFwIZ+L54avf4l9HY29JqZ0P+YpqHbTehCS0OP54SeYw2dsxutMjpPO+e7v/u7l0JBs/nrf/2vL4WCWEPnJH/jb/yNpVHYm9rf/Jt/cyl0RkP3R0IX1Jtv//ZvXwo9NjWdVUbnidHzJ3nTm960tO/7vu9byk//9E8v7S1vectSXv/61y/te7/3e5fy6le/emm//Mu/vBR6LWsoBiZ0/ar5K3/lryzlrrvuWhqF1uTnf/7nl3b06NGl0HNsv5jbDJ6SNAMGzw104TOhoNnQJ2QJBc2GzkkoaDYUNROKVQ19jBI6o6GomVB8aOhCf0JBs6GL8FOji/AJ3d9To6DZUNRMKGg2FDUTes1rVhmdtx9QTGnonKnR60ZCsXEO6PUsoejW0O/FU6PXv4TezoZeMxMKmg3dbkJBs6HHc0LPsYbO2Y1WGZ2nnUNRM6Gg2dCF/oSCZkPnJBQ0G4qHU6OomdAZDd0fCV3kbyhqJvTY1HRWGZ0nRs+fhIJmQ1EzoaDZUNRMKGg2FDUTCpoNRc2EXssaipoJXb9qKGomFDQbipoJBc3mKETNhJ5j+8XcZvCUpBkweG6gC58JBc2GPiFLKGg2dE5CQbOhqJlQrGroY5TQGQ1FzYTiQ0MX+hMKmg1dhJ8aXYRP6P6eGgXNhqJmQkGzoaiZ0Gtes8rovP2AYkpD50yNXjcSio1zQK9nCUW3hn4vnhq9/iX0djb0mplQ0GzodhMKmg09nhN6jjV0zm60yug87RyKmgkFzYYu9CcUNBs6J6Gg2VA8nBpFzYTOaOj+SOgif0NRM6HHpqazyug8MXr+JBQ0G4qaCQXNhqJmQkGzoaiZUNBsKGom9FrWUNRM6PpVQ1EzoaDZUNRMKGg2RyFqJvQc2y/mNoOnJM2AwXMDXfhMKGg29AlZQkGzoXMSCpoNRc2EYlVDH6OEzmgoaiYUHxq60J9Q0GzoIvzU6CJ8Qvf31ChoNhQ1EwqaDUXNhF7zmlVG5+0HFFMaOmdq9LqRUGycA3o9Syi6NfR78dTo9S+ht7Oh18yEgmZDt5tQ0Gzo8ZzQc6yhc3ajVUbnaedQ1EwoaDZ0oT+hoNnQOQkFzYbi4dQoaiZ0RkP3R0IX+RuKmgk9NjWdVUbnidHzJ6Gg2VDUTChoNhQ1EwqaDUXNhIJmQ1EzodeyhqJmQtevGoqaCQXNhqJmQkGzOQpRM6Hn2H4xtxk8JWkGDJ4b6MJnQkGzoU/IEgqaDZ2TUNBsKGomFKsa+hgldEZDUTOh+NDQhf6EgmZDF+GnRhfhE7q/p0ZBs6GomVDQbChqJvSa16wyOm8/oJjS0DlTo9eNhGLjHNDrWULRraHfi6dGr38JvZ0NvWYmFDQbut2EgmZDj+eEnmMNnbMbrTI6TzuHomZCQbOhC/0JBc2GzkkoaDYUD6dGUTOhMxq6PxK6yN9Q1EzosanprDI6T4yePwkFzYaiZkJBs6GomVDQbChqJhQ0G4qaCb2WNRQ1E7p+1VDUTChoNhQ1EwqazVGImgk9x/aLuc3gKUkzYPDcQBc+EwqaDX1CllDQbOichIJmQ1EzoVjV0McooTMaipoJxYeGLvQnFDQbugg/NboIn9D9PTUKmg1FzYSCZkNRM6HXvGaV0Xn7AcWUhs6ZGr1uJBQb54BezxKKbg39Xjw1ev1L6O1s6DUzoaDZ0O0mFDQbejwn9Bxr6JzdaJXRedo5FDUTCpoNXehPKGg2dE5CQbOheDg1ipoJndHQ/ZHQRf6GomZCj01NZ5XReWL0/EkoaDYUNRMKmg1FzYSCZkNRM6Gg2VDUTOi1rKGomdD1q4aiZkJBs6GomVDQbI5C1EzoObZfzG0GT0maAYPnBrrwmVDQbOgTsoSCZkPnJBQ0G4qaCcWqhj5GCZ3RUNRMKD40dKE/oaDZ0EX4qdFF+ITu76lR0GwoaiYUNBuKmgm95jWrjM7bDyimNHTO1Oh1I6HYOAf0epZQdGvo9+Kp0etfQm9nQ6+ZCQXNhm43oaDZ0OM5oedYQ+fsRquMztPOoaiZUNBs6EJ/QkGzoXMSCpoNxcOpUdRM6IyG7o+ELvI3FDUTemxqOquMzhOj509CQbOhqJlQ0GwoaiYUNBuKmgkFzYaiZkKvZQ1FzYSuXzUUNRMKmg1FzYSCZnMUomZCz7H9Ym4zeErSDBg8N9CFz4SCZkOfkCUUNBs6J6Gg2VDUTChWNfQxSuiMhqJmQvGhoQv9CQXNhi7CT40uwid0f0+NgmZDUTOhoNlQ1EzoNa9ZZXTefkAxpaFzpkavGwnFxjmg17OEoltDvxdPjV7/Eno7G3rNTChoNnS7CQXNhh7PCT3HGjpnN1pldJ52DkXNhIJmQxf6EwqaDZ2TUNBsKB5OjaJmQmc0dH8kdJG/oaiZ0GNT01lldJ4YPX8SCpoNRc2EgmZDUTOhoNlQ1EwoaDYUNRN6LWsoaiZ0/aqhqJlQ0GwoaiYUNJujEDUTeo7tF3ObwVOSZsDguYEufCYUNBv6hCyhoNnQOQkFzYaiZkKxqqGPUUJnNBQ1E4oPDV3oTyhoNnQRfmp0ET6h+3tqFDQbipoJBc2GomZCr3nNKqPz9gOKKQ2dMzV63UgoNs4BvZ4lFN0a+r14avT6l9Db2dBrZkJBs6HbTShoNvR4Tug51tA5u9Eqo/O0cyhqJhQ0G7rQn1DQbOichIJmQ/FwahQ1EzqjofsjoYv8DUXNhB6bms4qo/PE6PmTUNBsKGomFDQbipoJBc2GomZCQbOhqJnQa1lDUTOh61cNRc2EgmZDUTOhoNkchaiZ0HNsv5jbDJ6SNAMGzw104TOhoNnQJ2QJBc2GzkkoaDYUNROKVQ19jBI6o6GomVB8aOhCf0JBs6GL8FOji/AJ3d9To6DZUNRMKGg2FDUTes1rVhmdtx9QTGnonKnR60ZCsXEO6PUsoejW0O/FU6PXv4TezoZeMxMKmg3dbkJBs6HHc0LPsYbO2Y1WGZ2nnUNRM6Gg2dCF/oSCZkPnJBQ0G4qHU6OomdAZDd0fCV3kbyhqJvTY1HRWGZ0nRs+fhIJmQ1EzoaDZUNRMKGg2FDUTCpoNRc2EXssaipoJXb9qKGomFDQbipoJBc3mKETNhJ5j+8XcZvCUpBkweG6gC58JBc2GPiFLKGg2dE5CQbOhqJlQrGroY5TQGQ1FzYTiQ0MX+hMKmg1dhJ8aXYRP6P6eGgXNhqJmQkGzoaiZ0Gtes8rovP2AYkpD50yNXjcSio1zQK9nCUW3hn4vnhq9/iX0djb0mplQ0GzodhMKmg09nhN6jjV0zm60yug87RyKmgkFzYYu9CcUNBs6J6Gg2VA8nBpFzYTOaOj+SOgif0NRM6HHpqazyug8MXr+JBQ0G4qaCQXNhqJmQkGzoaiZUNBsKGom9FrWUNRM6PpVQ1EzoaDZUNRMKGg2RyFqJvQc2y/mNoOnJM2AwXMDXfhMKGg29AlZQkGzoXMSCpoNRc2EYlVDH6OEzmgoaiYUHxq60J9Q0GzoIvzU6CJ8Qvf31ChoNhQ1EwqaDUXNhF7zmlVG5+0HFFMaOmdq9LqRUGycA3o9Syi6NfR78dTo9S+ht7Oh18yEgmZDt5tQ0Gzo8ZzQc6yhc3ajVUbnaedQ1EwoaDZ0oT+hoNnQOQkFzYbi4dQoaiZ0RkP3R0IX+RuKmgk9NjWdVUbnidHzJ6Gg2VDUTChoNhQ1EwqaDUXNhIJmQ1EzodeyhqJmQtevGoqaCQXNhqJmQkGzOQpRM6Hn2H4xtxk8JWkGDJ4b6MJnQkGzoU/IEgqaDZ2TUNBsKGomFKsa+hgldEZDUTOh+NDQhf6EgmZDF+GnRhfhE7q/p0ZBs6GomVDQbChqJvSa16wyOm8/oJjS0DlTo9eNhGLjHNDrWULRraHfi6dGr38JvZ0NvWYmFDQbut2EgmZDj+eEnmMNnbMbrTI6TzuHomZCQbOhC/0JBc2GzkkoaDYUD6dGUTOhMxq6PxK6yN9Q1EzosanprDI6T4yePwkFzYaiZkJBs6GomVDQbChqJhQ0G4qaCb2WNRQ1E7p+1VDUTChoNhQ1EwqazVGImgk9x/aLuc3gKUkzsGrw/Iqv+Iql0G9Qc/Cd3/mdS/nIRz6ytMV9vYz/8//8P5d24sSJpXzxi19c2n/8j/9xKX/6p3+6tP/wH/7DUj73uc8t7bOf/exSKII2FL6T++67b2m/8Ru/8SVH4Tv5tV/7taX9D//D/7CUe+65Z2mvetWrlvLCF75wafT6MrVVRuftBxRTGjpnahQ1E4puDQWuhIJm87GPfWwp9D/eaB588MGlUNBsKDgmdP819DFKPvzhDy+Nbjd54xvfuDR6PCf0HGvonN1oldF52jlXXXXVUuiickOBMqFI11CgTCg+NHTO1Oj+SOi+aOiifUIRu/m2b/u2pdBjU9NZZXSe2Gte85qlUBBrXvSiFy3l537u55b29re/fSk/9mM/tjR6jU3otan5Z//sny2Fbrehj1FCQbP55m/+5qVQbGwoZCcUQRv6nCKh59h+MbcZPCVpBhZhbZVR1EzoN6g5oKiZUNBstgfNhoJmQ1EzoaDZUNRMKGg2FDUTCpoNRc2EgmZDUTOhoNlQoJwaRc2EgmZDUTOhoNlQ1EwoaDb0+jK1VUbn7QcUUxo6Z2oUNRMKYg0FroSCZkNRM6Gg2VDUTChoNhQ1E7r/GvoYJRQ0G7rdhIJmQ4/nhJ5jDZ2zG60yOk87hy4yJhQ0Gwp1CUW6huJhQheuGzpnanR/JHRfNBQGEgqaDUXNhB6bms4qo/PEKGomFMQaipoJBc2GomZCQbOh19iEXpsaipoJ3W5DH6OEgmZDUTOhoNlQ1EwoaDb0OUVCz7H9Ym4zeErSDCzC2iqjqJnQb1BzQFEzoaDZbA+aDQXNhqJmQkGzoaiZUNBsKGomFDQbipoJBc2GomZCQbOhQDk1ipoJBc2GomZCQbOhqJlQ0Gzo9WVqq4zO2w8opjR0ztQoaiYUxBoKXAkFzYaiZkJBs6GomVDQbChqJnT/NfQxSihoNnS7CQXNhh7PCT3HGjpnN1pldJ52Dl1kTChoNhTqEop0DcXDhC5cN3TO1Oj+SOi+aCgMJBQ0G4qaCT02NZ1VRueJUdRMKIg1FDUTCpoNRc2EgmZDr7EJvTY1FDUTut2GPkYJBc2GomZCQbOhqJlQ0Gzoc4qEnmP7xdxm8JSkGViEtVVGUTOh36DmgKJmQkGz2R40GwqaDUXNhIJmQ1EzoaDZUNRMKGg2FDUTCpoNRc2EgmZDgXJqFDUTCpoNRc2EgmZDUTOhoNnQ68vUVhmdtx9QTGnonKlR1EwoiDUUuBIKmg1FzYSCZkNRM6Gg2VDUTOj+a+hjlFDQbOh2EwqaDT2eE3qONXTObrTK6DztHLrImFDQbCjUJRTpGoqHCV24buicqdH9kdB90VAYSChoNhQ1E3psajqrjM4To6iZUBBrKGomFDQbipoJBc2GXmMTem1qKGomdLsNfYwSCpoNRc2EgmZDUTOhoNnQ5xQJPcf2i7nN4ClJM7AIa6uMomZCv0HNAUXNhIJmsz1oNhQ0G4qaCQXNhqJmQkGzoaiZUNBsKGomFDQbipoJBc2GAuXUKGomFDQbipoJBc2GomZCQbOh15eprTI6bz+gmNLQOVOjqJlQEGsocCUUNBuKmgkFzYaiZkJBs6GomdD919DHKKGg2dDtJhQ0G3o8J/Qca+ic3WiV0XnaOXSRMaGg2VCoSyjSNRQPE7pw3dA5U6P7I6H7oqEwkFDQbChqJvTY1HRWGZ0nRlEzoSDWUNRMKGg2FDUTCpoNvcYm9NrUUNRM6HYb+hglFDQbipoJBc2GomZCQbOhzykSeo7tF3ObwVOSZmAR1lYZRc2EfoOaA4qaCQXNZnvQbChoNhQ1EwqaDUXNhIJmQ1EzoaDZUNRMKGg2FDUTCpoNBcqpUdRMKGg2FDUTCpoNRc2EgmZDry9TW2V03n5AMaWhc6ZGUTOhINZQ4EooaDYUNRMKmg1FzYSCZkNRM6H7r6GPUUJBs6HbTShoNvR4Tug51tA5u9Eqo/O0c+giY0JBs6FQl1CkaygeJnThuqFzpkb3R0L3RUNhIKGg2VDUTOixqemsMjpPjKJmQkGsoaiZUNBsKGomFDQbeo1N6LWpoaiZ0O029DFKKGg2FDUTCpoNRc2EgmZDn1Mk9BzbL+Y2g6ckzcAirK0yipoJ/QY1BxQ1Ewqazfag2VDQbChqJhQ0G4qaCQXNhqJmQkGzoaiZUNBsKGomFDQbCpRTo6iZUNBsKGomFDQbipoJBc2GXl+mtsrovP2AYkpD50yNomZCQayhwJVQ0GwoaiYUNBuKmgkFzYaiZkL3X0Mfo4SCZkO3m1DQbOjxnNBzrKFzdqNVRudp59BFxoSCZkOhLqFI11A8TOjCdUPnTI3uj4Tui4bCQEJBs6GomdBjU9NZZXSeGEXNhIJYQ1EzoaDZUNRMKGg29Bqb0GtTQ1Ezodtt6GOUUNBsKGomFDQbipoJBc2GPqdI6Dm2X8xtBk9JmoFFWFtlFDUT+g1qDihqJhQ0m+1Bs6Gg2VDUTChoNhQ1EwqaDUXNhIJmQ1EzoaDZUNRMKGg2FCinRlEzoaDZUNRMKGg2FDUTCpoNvb5MbZXRefsBxZSGzpkaRc2EglhDgSuhoNlQ1EwoaDYUNRMKmg1FzYTuv4Y+RgkFzYZuN6Gg2dDjOaHnWEPn7EarjM7TzqGLjAkFzYZCXUKRrqF4mNCF64bOmRrdHwndFw2FgYSCZkNRM6HHpqazyug8MYqaCQWxhqJmQkGzoaiZUNBs6DU2odemhqJmQrfb0McooaDZUNRMKGg2FDUTCpoNfU6R0HNsv5jbDJ6SNAOLsLbKKGom9BvUHFDUTChoNtuDZkNBs6GomVDQbChqJhQ0G4qaCQXNhqJmQkGzoaiZUNBsKFBOjaJmQkGzoaiZUNBsKGomFDQben2Z2iqj8/YDiikNnTM1ipoJBbGGAldCQbOhqJlQ0GwoaiYUNBuKmgndfw19jBIKmg3dbkJBs6HHc0LPsYbO2Y1WGZ2nnUMXGRMKmg2FuoQiXUPxMKEL1w2dMzW6PxK6LxoKAwkFzYaiZkKPTU1nldF5YhQ1EwpiDUXNhIJmQ1EzoaDZ0GtsQq9NDUXNhG63oY9RQkGzoaiZUNBsKGomFDQb+pwioefYfjG3GTwlaQYWYW2VUdRM6DeoOaComVDQbLYHzYaCZkNRM6Gg2VDUTChoNhQ1EwqaDUXNhIJmQ1EzoaDZUKCcGkXNhIJmQ1EzoaDZUNRMKGg29PoytVVG5+0HFFMaOmdqFDUTCmINBa6EgmZDUTOhoNlQ1EwoaDYUNRO6/xr6GCUUNBu63YSCZkOP54SeYw2dsxutMjpPO4cuMiYUNBsKdQlFuobiYUIXrhs6Z2p0fyR0XzQUBhIKmg1FzYQem5rOKqPzxChqJhTEGoqaCQXNhqJmQkGzodfYhF6bGoqaCd1uQx+jhIJmQ1EzoaDZUNRMKGg29DlFQs+x/WJuM3hK0gwswtoqo6iZ0G9Qc0BRM6Gg2WwPmg0FzYaiZkJBs6GomVDQbChqJhQ0G4qaCQXNhqJmQkGzoUA5NYqaCQXNhqJmQkGzoaiZUNBs6PVlaquMztsPKKY0dM7UKGomFMQaClwJBc2GomZCQbOhqJlQ0GwoaiZ0/zX0MUooaDZ0uwkFzYYezwk9xxo6ZzdaZXSedg5dZEwoaDYU6hKKdA3Fw4QuXDd0ztTo/kjovmgoDCQUNBuKmgk9NjWdVUbniVHUTCiINRQ1EwqaDUXNhIJmQ6+xCb02NRQ1E7rdhj5GCQXNhqJmQkGzoaiZUNBs6HOKhJ5j+8XcZvCUpBlYhLVVRlEzod+g5oCiZkJBs9keNBsKmg1FzYSCZkNRM6Gg2VDUTChoNhQ1EwqaDUXNhIJmQ4FyahQ1EwqaDUXNhIJmQ1EzoaDZ0OvL1FYZnbcfUExp6JypUdRMKIg1FLgSCpoNRc2EgmZDUTOhoNlQ1Ezo/mvoY5RQ0GzodhMKmg09nhN6jjV0zm60yug87Ry6yJhQ0Gwo1CUU6RqKhwlduG7onKnR/ZHQfdFQGEgoaDYUNRN6bGo6q4zOE6OomVAQayhqJhQ0G4qaCQXNhl5jE3ptaihqJnS7DX2MEgqaDUXNhIJmQ1EzoaDZ0OcUCT3H9ou5zeApSTOwCGurjH7D0TS+4Ru+YWlXXnnlUp71rGct7bu/+7uX8hf/4l9c2td93dcthe4/aa9aZXSeds673/3upVAQa+6///6l/Nt/+2+X9ru/+7tL+ehHP7o0CnXJ//K//C9Lo9tN6L5o6HYTCpoNRebkTW9609Lo8Sy2yug87ZzzzjtvKTfccMPSXg0RNPlbf+tvfcn9zb/5N5dGF7sTCpRTo6DZUHxIKNQ0559//lLosanprDI6T+wnf/Inl/L6179+ad/7vd+7FAqazX/33/13S6HX/YZeY5O///f//tLe+ta3LuXv/J2/s7R3vOMdS/nQhz60NIq5CUXphgJlQhG0+Wt/7a8thZ5j+8XcZvCUpBkweM4XBc2GomZCQbOhqJlQ0GwoaiZ0/0l71Sqj87RzKGomFDQbipoJRbqGomZC8bChqJlQPGzodhO6Lxq63YSCZkNRM6Gg2dDjWWyV0XnaORQ1E7pw3bwaomZCgXJqdEG9oaiZUKCcGgXNhqJmQkGzoaiZ0GNT01lldJ4YRc2EgmZDUTOhoNlQ1Ezodb+h19iEgmZDUTOhoNlQ1EwoaDYUNRMKmg1FzYSCZkNRM6Hn2H4xtxk8JWkGDJ7zRUGzoaiZUNBsKGomFDQbipoJ3X/SXrXK6DztHIqaCQXNhqJmQpGuoaiZUDxsKGomFA8but2E7ouGbjehoNlQ1EwoaDb0eBZbZXSedg5FzYQuXDevhqiZUKCcGl1QbyhqJhQop0ZBs6GomVDQbChqJvTY1HRWGZ0nRlEzoaDZUNRMKGg2FDUTet1v6DU2oaDZUNRMKGg2FDUTCpoNRc2EgmZDUTOhoNlQ1EzoObZfzG0GT0maAYPnfFHQbChqJhQ0G4qaCQXNhqJmQveftFetMjpPO4eiZkJBs6GomVCkayhqJhQPG4qaCcXDhm43ofuiodtNKGg2FDUTCpoNPZ7FVhmdp51DUTOhC9fNqyFqJhQop0YX1BuKmgkFyqlR0GwoaiYUNBuKmgk9NjWdVUbniVHUTChoNhQ1EwqaDUXNhF73G3qNTShoNhQ1EwqaDUXNhIJmQ1EzoaDZUNRMKGg2FDUTeo7tF3ObwVOSZsDgOV8UNBuKmgkFzYaiZkJBs6GomdD9J+1Vq4zO086hqJlQ0GwoaiYU6RqKmgnFw4aiZkLxsKHbTei+aOh2EwqaDUXNhIJmQ49nsVVG52nnUNRM6MJ182qImgkFyqnRBfWGomZCgXJqFDQbipoJBc2GomZCj01NZ5XReWIUNRMKmg1FzYSCZkNRM6HX/YZeYxMKmg1FzYSCZkNRM6Gg2VDUTChoNhQ1EwqaDUXNhJ5j+8XcZvCUpBkweM4XBc2GomZCQbOhqJlQ0GwoaiZ0/0l71Sqj87RzKGomFDQbipoJRbqGomZC8bChqJlQPGzodhO6Lxq63YSCZkNRM6Gg2dDjWWyV0XnaORQ1E7pw3bwaomZCgXJqdEG9oaiZUKCcGgXNhqJmQkGzoaiZ0GNT01lldJ4YRc2EgmZDUTOhoNlQ1Ezodb+h19iEgmZDUTOhoNlQ1EwoaDYUNRMKmg1FzYSCZkNRM6Hn2H4xtxk8JWkGDJ7zRUGzoaiZUNBsKGomFDQbipoJ3X/SXrXK6DztHIqaCQXNhqJmQpGuoaiZUDxsKGomFA8but2E7ouGbjehoNlQ1EwoaDb0eBZbZXSedg5FzYQuXDevhqiZUKCcGl1QbyhqJhQop0ZBs6GomVDQbChqJvTY1HRWGZ0nRlEzoaDZUNRMKGg2FDUTet1v6DU2oaDZUNRMKGg2FDUTCpoNRc2EgmZDUTOhoNlQ1EzoObZfzG0GT0maAYPnfFHQbChqJhQ0G4qaCQXNhqJmQveftFetMjpPO4eiZkJBs6GomVCkayhqJhQPG4qaCcXDhm43ofuiodtNKGg2FDUTCpoNPZ7FVhmdp51DUTOhC9fNqyFqJhQop0YX1BuKmgkFyqlR0GwoaiYUNBuKmgk9NjWdVUbniVHUTChoNhQ1EwqaDUXNhF73G3qNTShoNhQ1EwqaDUXNhIJmQ1EzoaDZUNRMKGg2FDUTeo7tF3ObwVOSZsDgOV8UNBuKmgkFzYaiZkJBs6GomdD9J+1Vq4zO086hqJlQ0GwoaiYU6RqKmgnFw4aiZkLxsKHbTei+aOh2EwqaDUXNhIJmQ49nsVVG52nnUNRM6MJ182qImgkFyqnRBfWGomZCgXJqFDQbipoJBc2GomZCj01NZ5XReWIUNRMKmg1FzYSCZkNRM6HX/YZeYxMKmg1FzYSCZkNRM6Gg2VDUTChoNhQ1EwqaDUXNhJ5j+8XcZvCUpBkweM4XBc2GomZCQbOhqJlQ0GwoaiZ0/0l71Sqj87RzKGomFDQbipoJRbqGomZC8bChqJlQPGzodhO6Lxq63YSCZkNRM6Gg2dDjWWyV0XnaORQ1E7pw3bwaomZCgXJqdEG9oaiZUKCcGgXNhqJmQkGzoaiZ0GNT01lldJ4YRc2EgmZDUTOhoNlQ1Ezodb+h19iEgmZDUTOhoNlQ1EwoaDYUNRMKmg1FzYSCZkNRM6Hn2H4xtxk8JWkGDJ7zRUGzoaiZUNBsKGomFDQbipoJ3X/SXrXK6DztHIqaCQXNhqJmQpGuoaiZUDxsKGomFA8but2E7ouGbjehoNlQ1EwoaDb0eBZbZXSedg5FzYQuXDevhqiZUKCcGl1QbyhqJhQop0ZBs6GomVDQbChqJvTY1HRWGZ0nRlEzoaDZUNRMKGg2FDUTet1v6DU2oaDZUNRMKGg2FDUTCpoNRc2EgmZDUTOhoNlQ1EzoObZfzG0GT0maAYPnfFHQbChqJhQ0G4qaCQXNhqJmQveftFetMjpPO4eiZkJBs6GomVCkayhqJhQPG4qaCcXDhm43ofuiodtNKGg2FDUTCpoNPZ7FVhmdp51DUTOhC9fNqyFqJhQop0YX1BuKmgkFyqlR0GwoaiYUNBuKmgk9NjWdVUbniVHUTChoNhQ1EwqaDUXNhF73G3qNTShoNhQ1EwqaDUXNhIJmQ1EzoaDZUNRMKGg2FDUTeo7tF3ObwVOSZsDgOV8UNBuKmgkFzYaiZkJBs6GomdD9J+1Vq4zO086hqJlQ0GwoaiYU6RqKmgnFw4aiZkLxsKHbTei+aOh2EwqaDUXNhIJmQ49nsVVG52nnUNRM6MJ182qImgkFyqnRBfWGomZCgXJqFDQbipoJBc2GomZCj01NZ5XReWIUNRMKmg1FzYSCZkNRM6HX/YZeYxMKmg1FzYSCZkNRM6Gg2VDUTChoNhQ1EwqaDUXNhJ5j+8XcZvCUpBkweErS7rLK6DztnPe9731L+dznPre0T37yk0t59NFHl/bHf/zHS3nssceW9h/+w3+YnT/5kz9Z2p/+6Z8uhT5GzcMPP7yUf/kv/+XS6PGcfMVXfMXS6JzdaJXRedo9/uyf/bNLe9nLXraUv/23//bS/t7f+3tLufHGG5f2d//u3/2So3iYUEhorrnmmqVQ+G7osaOds8roPLFf+IVfWMob3vCGpdH/iCGhoNnQ25r8+I//+NJe+cpXLuW5z33u0m677bal0P8Ap6HgmFAwbuh/UJP883/+z5dGgTKh+6L5c3/uzy2FnmP7xdxm8JSkGTB4StLussroPO0cipoJBc2GglhCQbOhqJlQ0GwoOO40CpoNRc2EPkYNRc2EgmZDj+eEgmZD5+xGq4zO0+5BQbOhqJlQ0GwoaiYUNBsKlFOjqJlQ0GwoaiYUNBt67GjnrDI6T4xiYEJBs6GomVDQbOhtTShoNhQ1EwqaDUXNhCJdQ1EzoaDZUNRMKGg2FDUTui8aipoJPcf2i7nN4ClJM2DwlKTdZZXRedo5FDUTCpoNBbGEgmZDUTOhoNlQcNxpFDQbipoJfYwaipoJBc2GHs8JBc2GztmNVhmdp92DgmZDUTOhoNlQ1EwoaDYUKKdGUTOhoNlQ1EwoaDb02NHOWWV0nhjFwISCZkNRM6Gg2dDbmlDQbChqJhQ0G4qaCUW6hqJmQkGzoaiZUNBsKGomdF80FDUTeo7tF3ObwVOSZsDgKUm7yyqj87RzKGomFDQbCmIJBc2GomZCQbOh4LjTKGg2FDUT+hg1FDUTCpoNPZ4TCpoNnbMbrTI6T7sHBc2GomZCQbOhqJlQ0GwoUE6NomZCQbOhqJlQ0GzosaOds8roPDGKgQkFzYaiZkJBs6G3NaGg2VDUTChoNhQ1E4p0DUXNhIJmQ1EzoaDZUNRM6L5oKGom9BzbL+Y2g6ckzYDBU5J2l1VG52nnUNRMKGg2FMQSCpoNRc2EgmZDwXGnUdBsKGom9DFqKGomFDQbejwnFDQbOmc3WmV0nnYPCpoNRc2EgmZDUTOhoNlQoJwaRc2EgmZDUTOhoNnQY0c7Z5XReWIUAxMKmg1FzYSCZkNva0JBs6GomVDQbChqJhTpGoqaCQXNhqJmQkGzoaiZ0H3RUNRM6Dm2X8xtBk9JmgGDpyTtLquMztPOoaiZUNBsKIglFDQbipoJBc2GguNOo6DZUNRM6GPUUNRMKGg29HhOKGg2dM5utMroPO0eFDQbipoJBc2GomZCQbOhQDk1ipoJBc2GomZCQbOhx452ziqj88QoBiYUNBuKmgkFzYbe1oSCZkNRM6Gg2VDUTCjSNRQ1EwqaDUXNhIJmQ1EzofuioaiZ0HNsv5jbDJ6SNAMGT0naXVYZnaedQ1EzoaDZUBBLKGg2FDUTCpoNBcedRkGzoaiZ0MeooaiZUNBs6PGcUNBs6JzdaJXRedo9KGg2FDUTCpoNRc2EgmZDgXJqFDUTCpoNRc2EgmZDjx3tnFVG54lRDEwoaDYUNRMKmg29rQkFzYaiZkJBs6GomVCkayhqJhQ0G4qaCQXNhqJmQvdFQ1EzoefYfjG3GTwlaQYMnpK0u6wyOk87h6JmQkGzoSCWUNBsKGomFDQbCo47jYJmQ1EzoY9RQ1EzoaDZ0OM5oaDZ0Dm70Sqj87R7UNBsKGomFDQbipoJBc2GAuXUKGomFDQbipoJBc2GHjvaOauMzhOjGJhQ0GwoaiYUNBt6WxMKmg1FzYSCZkNRM6FI11DUTChoNhQ1EwqaDUXNhO6LhqJmQs+x/WJuM3hK0gwYPCVpd1lldJ52DkXNhIJmQ0EsoaDZUNRMKGg2FBx3GgXNhqJmQh+jhqJmQkGzocdzQkGzoXN2o1VG52n3oKDZUNRMKGg2FDUTCpoNBcqpUdRMKGg2FDUTCpoNPXa0c1YZnSdGMTChoNlQ1EwoaDb0tiYUNBuKmgkFzYaiZkKRrqGomVDQbChqJhQ0G4qaCd0XDUXNhJ5j+8XcZvCUpBkweErS7rLK6DztHIqaCQXNhoJYQkGzoaiZUNBsKDjuNAqaDUXNhD5GDUXNhIJmQ4/nhIJmQ+fsRquMztPuQUGzoaiZUNBsKGomFDQbCpRTo6iZUNBsKGomFDQbeuxo56wyOk+MYmBCQbOhqJlQ0GzobU0oaDYUNRMKmg1FzYQiXUNRM6Gg2VDUTChoNhQ1E7ovGoqaCT3H9ou5zeApSTNg8JSk3WWV0XnaORQ1EwqaDQWxhIJmQ1EzoaDZUHDcaRQ0G4qaCX2MGoqaCQXNhh7PCQXNhs7ZjVYZnafdg4JmQ1EzoaDZUNRMKGg2FCinRlEzoaDZUNRMKGg29NjRzllldJ4YxcCEgmZDUTOhoNnQ25pQ0GwoaiYUNBuKmglFuoaiZkJBs6GomVDQbChqJnRfNBQ1E3qO7Rdzm8FTkmbA4ClJu8sqo/O0cyhqJhQ0GwpiCQXNhqJmQkGzoeC40yhoNhQ1E/oYNRQ1EwqaDT2eEwqaDZ2zG60yOk+7BwXNhqJmQkGzoaiZUNBsKFBOjaJmQkGzoaiZUNBs6LGjnbPK6DwxioEJBc2GomZCQbOhtzWhoNlQ1EwoaDYUNROKdA1FzYSCZkNRM6Gg2VDUTOi+aChqJvQc2y/mNoOnJM2AwVOSdpdVRuftB0972tOWRudM7W1ve9tSfv7nf35pN99881L+0T/6R19yb33rW5f20z/900t54xvfuDQ6J6GLa83rX//6pfzET/zE0ujjmvzVv/pXl0aPZ7FVRudp59DvFQmdMQcXXnjhUr7xG79xaS94wQuW8vznP39pX/u1X7sUCswN3X9To8dOQmdoOquMzhP7yq/8yqXQGQ39j6kSOqP5uq/7uqXQ+9ZcdtllS6G3U9qr5jaDpyTNgMFTknaXVUbn7Qd0wbChc6ZGUTOhoNlQ4EooUE6NgmZDwTGhoNnQOQkFzYaiZkJBs6GPa0JBs6HHs9gqo/O0c+j3ioTOmAOKmgkFzYaiZkJBs6GomVDQbOj+mxo9dhI6Q9NZZXSeGIW9hM5oKGomdEZDUTOh962hqJnQ2yntVXObwVOSZsDgKUm7yyqj8/YDumDY0DlTo6iZUNBsKHAlFCinRkGzoeCYUNBs6JyEgmZDUTOhoNnQxzWhoNnQ41lsldF52jn0e0VCZ8wBRc2EgmZDUTOhoNlQ1EwoaDZ0/02NHjsJnaHprDI6T4zCXkJnNBQ1EzqjoaiZ0PvWUNRM6O2U9qq5zeApSTNg8JSk3WWV0Xn7AV0wbOicqVHUTChoNhS4EgqUU6Og2VBwTChoNnROQkGzoaiZUNBs6OOaUNBs6PEstsroPO0c+r0ioTPmgKJmQkGzoaiZUNBsKGomFDQbuv+mRo+dhM7QdFYZnSdGYS+hMxqKmgmd0VDUTOh9ayhqJvR2SnvV3GbwlKQZMHhK0u6yyui8/YAuGDZ0ztQoaiYUNBsKXAkFyqlR0GwoOCYUNBs6J6Gg2VDUTChoNvRxTShoNvR4FltldJ52Dv1ekdAZc0BRM6Gg2VDUTChoNhQ1EwqaDd1/U6PHTkJnaDqrjM4To7CX0BkNRc2Ezmgoaib0vjUUNRN6O6W9am4zeErSDBg8JWl3WWV03n5AFwwbOmdqFDUTCpoNBa6EAuXUKGg2FBwTCpoNnZNQ0GwoaiYUNBv6uCYUNBt6PIutMjpPO4d+r0jojDmgqJlQ0GwoaiYUNBuKmgkFzYbuv6nRYyehMzSdVUbniVHYS+iMhqJmQmc0FDUTet8aipoJvZ3SXjW3GTwlaQYMnpK0u6wyOm8/oAuGDZ0zNYqaCQXNhgJXQoFyahQ0GwqOCQXNhs5JKGg2FDUTCpoNfVwTCpoNPZ7FVhmdp51Dv1ckdMYcUNRMKGg2FDUTCpoNRc2EgmZD99/U6LGT0Bmaziqj88Qo7CV0RkNRM6EzGoqaCb1vDUXNhN5Oaa+a2wyekjQDBk9J2l1WGZ23H9AFw4bOmRpFzYSCZkOBK6FAOTUKmg0Fx4SCZkPnJBQ0G4qaCQXNhj6uCQXNhh7PYquMztPOod8rEjpjDihqJhQ0G4qaCQXNhqJmQkGzoftvavTYSegMTWeV0XliFPYSOqOhqJnQGQ1FzYTet4aiZkJvp7RXzW0GT0maAYOnJO0uq4zO2w/ogmFD50yNomZCQbOhwJVQoJwaBc2GgmNCQbOhcxIKmg1FzYSCZkMf14SCZkOPZ7FVRudp59DvFQmdMQcUNRMKmg1FzYSCZkNRM6Gg2dD9NzV67CR0hqazyug8MQp7CZ3RUNRM6IyGomZC71tDUTOht1Paq+Y2g6ckzYDBU5J2l1VG5+0HdMGwoXOmRlEzoaDZUOBKKFBOjYJmQ8ExoaDZ0DkJBc2GomZCQbOhj2tCQbOhx7PYKqPztHPo94qEzpgDipoJBc2GomZCQbOhqJlQ0Gzo/psaPXYSOkPTWWV0nhiFvYTOaChqJnRGQ1EzofetoaiZ0Nsp7VVzm8FTkmbA4ClJu8sqo/P2A7pg2NA5U6OomVDQbChwJRQop0ZBs6HgmFDQbOichIJmQ1EzoaDZ0Mc1oaDZ0ONZbJXRedo59HtFQmfMAUXNhIJmQ1EzoaDZUNRMKGg2dP9NjR47CZ2h6awyOk+Mwl5CZzQUNRM6o6GomdD71lDUTOjtlPaquc3gKUkzYPCUpN1lldF5+wFdMGzonKlR1EwoaDYUuBIKlFOjoNlQcEwoaDZ0TkJBs6GomVDQbOjjmlDQbOjxLLbK6DztHPq9IqEz5oCiZkJBs6GomVDQbChqJhQ0G7r/pkaPnYTO0HRWGZ0nRmEvoTMaipoJndFQ1EzofWsoaib0dkp71dxm8JSkGTB4StLussrovP2ALhg2dM7UKGomFDQbClwJBcqpUdBsKDgmFDQbOiehoNlQ1EwoaDb0cU0oaDb0eBZbZXSedg79XpHQGXNAUTOhoNlQ1EwoaDYUNRMKmg3df1Ojx05CZ2g6q4zOE6Owl9AZDUXNhM5oKGom9L41FDUTejulvWpuM3hK0gysGjydc84555xzzjnnnHPOuf06g6ckzYDB0znnnHPOOeecc84555w7txk8JWkGDJ7OOeecc84555xzzjnn3LnN4ClJM2DwdM4555xzzjnnnHPOOefObQZPSZoBg6dzzjnnnHPOOeecc845d24zeErSDBg8nXPOOeecc84555xzzrlzm8FTkmbA4Omcc84555xzzjnnnHPOndsMnpI0AwZP55xzzjnnnHPOOeecc+7cZvCUpBkweDrnnHPOOeecc84555xz5zaDpyTNgMHTOeecc84555xzzjnnnDu3GTwlaQYMns4555xzzjnnnHPOOefcuc3gKUkzYPB0zjnnnHPOOeecc845585tBk9JmgGDp3POOeecc84555xzzjl3bjN4StIMGDydc84555xzzjnnnHPOuXObwVOSZsDg6ZxzzjnnnHPOOeecc86d2wyekjQDBk/nnHPOOeecc84555xz7txm8JSkGTB4Ouecc84555xzzjnnnHPnNoOnJM2AwdM555xzzjnnnHPOOeecO7cZPCVpBgyezjnnnHPOOeecc84559y5zeApSTNg8HTOOeecc84555xzzjnnzm0GT0maAYOnc84555xzzjnnnHPOOXduM3hK0gwYPJ1zzjnnnHPOOeecc865c5vBU5JmwODpnHPOOeecc84555xzzp3bDJ6SNAMGT+ecc84555xzzjnnnHPu3GbwlKQZMHg655xzzjnnnHPOOeecc+c2g6ckzYDB0znnnHPOOeecc84555w7txk8JWkGDJ7OOeecc84555xzzjnn3LnN4ClJM2DwdM4555xzzjnnnHPOOefObQZPSZoBg6dzzjnnnHPOOeecc845d24zeErSDBg8nXPOOeecc84555xzzrlzm8FTkmbA4Omcc84555xzzjnnnHPOndsMnpI0AwZP55xzzjnnnHPOOeecc+7cZvCUpBkweDrnnHPOOeecc84555xz5zaDpyTNgMHTOeecc84555xzzjnnnDu3GTwlaQYMns4555xzzjnnnHPOOefcuc3gKUkzYPB0zjnnnHPOOeecc845585tBk9JmgGDp3POOeecc84555xzzjl3bjN4StIMGDydc84555xzzjnnnHPOuXObwVOSZsDg6ZxzzjnnnHPOOeecc86d2wyekjQDBk/nnHPOOeecc84555xz7txm8JSkGTB4OufifvzFZ/rRbxhXPe3AOHzxV4/bvutrx1VfdWAcuOAZ44Ef/47xnmceHAf+zH8xfuK7vn7ccPHaP3/VJeO+1679N6965vj2r3zaOHBg7deuuea7T5333HHj4QPj4J+/5ImzDj79G8Zjaz/3Pz370Di0+es3zt/8b3748nHF2r+7/JlfP+54wV8Ylx542njOX37h2s/95fH2px8cB0/9N5d90+ZtfPt459PXbvur/vz4f6+9XT/059f++fDTx4dPnbdVeTsPHP4L4+ZTZzztL4y71t63k3/1vxyHDxwcV37LXxy3XfGfr/3zV45XfO93nP3tPOv99+Lx4b/0VWu3+1XjmhesnfUN5629L09bexvWztr6Ni4455xzzjnnnHPOudnM4ClJM2DwdM7FbY9tf+Prxw/+1xePt75848d3XXZgHHjaReOeH/9L4xV/5sA4/A1/aePXffdfGAcOHBo3/MDaP7/qL43bv+tbxme+48IzQ+Lfesa4fO3HV79kI+rd/y1/du3n/8K4a+2fP/Tdl497/8Zzxo9dcDoILn7NI3/5P1/7Nf/5uOVVix//N+PY4ue/+uh47Mf/8rjvO75hvP/vHB1XL4LlE8Hzm8Y1az9+xrd82/qPT75k8Tb8Z+PY39p8G7Y629v5/7pi/MTa+/zal/3l9R8/8Nz/bO3nzxs3vfLF475vWETeS8Z962ds3NZFV3zL2d/Os95/V453fcvF47pvftZ4ZHHW5n1z9HnP33gbtnLOOeecc84555xzs5nBU5JmwOD5VPfIuPu11423fmjzh87tl22PbVvd8BfH1YvIedk3jcc2Y9/lz/1vNn5uPXhu/SpJ+Hev/NpxdO3HV7xg8RWaZwbPjf9mMxRuCZ4bsfHUr3nyz5+KjqeD57PGtYuvqHzms8fJtR/H4HkKve2nvPbbxuu23OZ6sHzi9k/fdn8715xx/2359z/+HWv3xeK/P8vb6ZxzzjnnnHPOOedmM4OnJM3AqsHzrmsOrIcBds24a/PXPfXdM649eGA855ZHNn+ctsyvXXUPjGOXHxjXPMV36PFHHx4PP/r45o+c28XbHttOee23jWOLb+36VX9h3HXD4t+dQ/D88ReOWy5efHvYg+PC8/7MOO9pi9eNqYPnd4z7vuEr1/6brxjnn3donL/2mnEqJG6ctfjxlrd74azB88px12VrZz3tvHHsb258Veo5B88n3X+nHV+7/QsOPG0cfe63rUfarT+3zjnnnHPOOeecc87NZgZPSZqBVYPneth7eMNv/t1njAPP+LvjNzd//PDDj47lk9/J8dBv3js+/pT+w2V+7apbLniuh+Cn+oudm/MouL3228ZNR75iPdbd+epTf8fk5ldSnvEtbQ+OV3zvlv+OQuJr/8r44Mv+4rjjZd8y/n//9cFt8fLJofDB5523dsa2bxV78ddtfBvYdduD58JV4+P/z7Xb+K5nj1/7tj93+u/f/NG/Mh7+kb+87gs/uuXvysTgeeW46+v+zDj4tPPG637wqif+/T1f97QnfUvbxX0Q3068/zYc/+6LxpGnPW0c/Zbnjse3/PszOOecc84555xzzrnZzOApSTMw5be0feDY5ePA5cfGA5s/Xt9jHx3vuuN946HPf3Dc+ppXjnds/uTJtR/fffNrxnWvuXnc/cHPj5Mb/3ptnxvvu+OO8b7Pbf7ofXeMd330+Pj8B+8eN6/998du2xo4z/y1j330XeOOtR88/vF7x23HXjlec/Pd44OfP33yYo//wfvHLzzxcw+t/ffvGh99bPMnt+/xj497197GVx67bdz78d95UvDk92HjbXrVFQfGgSteNe5Ye98337yN8247Nl75ymPjtns/fg4x2Lkd2PbY9tq/Mu5cfJXjV/5n40f/6gs3g+FfGSde++3jnU9/2jhw+L8cv/S3nz9+6ZlfNQ487c+Pd/7olv8WQ+JV49Ef+bbxS3/p/HHBga9c+7krt/wcfGXkDz59XHrgaeNb/ptvGw//jcvGtzztwLj0Lz13y39DwfM7xolXP3+8/0UXjacvYuLZvnLylCe9nVeN3/mW88bBtbfvxd++drubkfTRH3vxeOw7//zav/+q8YPf/fzxie/+L9fftqu+89vP/nae9f578Xj8B79mHF37df/F/+OZ499t3sbDf/d0XH2Cc84555xzzjnnnJvNDJ6SNANf8uD5wLFx+YELxgVHzhtf/a3fOv7Bu8c4fte148ihI+PZ339sHHvNi8Zlhw6Oozed+q/uWo8Vp8Li4islDx+5ZFz49S8a11330vHsIwfHwefcMj678bNn/Nr127/gyPjqr/7W8dLrrhsvuuzQ2o9fMe7bbJ4n7z82jh48OI48+6VrZ63d7vmHxqEDl49jZ7zBmzu+dvYFB8ahyzZv95Ij44LDp2/r7O/Dh8Zb1277uZceGAcufe7af/vWtX+zuO2bxrMOHRqXveg149ix719/Py649p5xttbq3Gy2Pbb9rWesPafXHt9n2PgWsSevPzpe8meftvHvnvZnxku+c+Pv5nwCBs+NQHnwK88bP/CSF2wLkRA8f/zK8d6/9OfWnrsbt33oyP9jfGBrVMXguXnOwUPj25/7nHH8iX9/Fk96OzfP3Gb951/7gnH71/yZcXD93z1tHPmabxifW/9vzvJ2hvtv/dvjbv+5M96PTc4555xzzjnnnHNuNjN4StIMfHmC5+Xjdfef+krLL47f/Jnrxo/+i41kudhjt185Dlx0w/jA+o8geF595zi+8cMxPnDDuOjAleP29VIIwfPy140nbuqx28eVBy4aN6wf/Mi45TlrZ738Pae/mvT4reP5ZwmeH77x0nHgijdvhtW1nXzPePkTwbO9Dxtv99ZvafuJX/jhcd1bfvv0bZ/xfjg3422PbU/B43/3yrN/O9apvPbbx6Nbvw3tTvuxK9e/4vNJ//5L8XY655xzzjnnnHPOudnM4ClJM/DlCZ7XjNPpb2OPP/qRce8dd4w7Fl51xTjwxK95cvC8fGuR3AyoG/8KgueWyHjmz98zrj14+tdubPHzFDwfHDcd3Xa78Hd4nv192Hi7t/8dnidPfGa8/+7NX/+ml46LzvbVpc7NaRTctLOcc84555xzzjnn3Gxm8JSkGdiJ4PnZd1w1Ljh02XjRa27+MgbPM3/txs4WPDfiZgqe+X3YeLu3vi0nf/s14+mb3wL3NoOn2017w/dydNPOWHw8nHPOOeecc84559xsZvCUpBn48gfPjXB45dbv5XrXNV+G4PmBccNF2253/ecpOj42br/ywLho43vhbm5r8Gzvw8bbvfVtWfz4jPPOeD+cm/F+5f/D4U07Y/HxcM4555xzzjnnnHOzmcFTkmZgp4LnpT/83vH42o9OnvjX443POfxlCJ6bfy/n5T88fuPzi79J8/Hx8X985Th8luj42DuvGgcPXzn+8cfX38rx+d/44bXbPTN4nv19WPwVnReNA8+/dfPvHj259n4cHAevvHVs3PQfjP/+5Wtvi8HT7ZYtIptf6bmzFve/sdM555xzzjnnnHNudjN4StIM7MS3tD3+3hvHsw4dGAcOrDl0yfieaxfh8cqx8QWTX7rgOU7eP2554ZFxcHG7Bw6OIy+5alxx1uh4fLzn+svGofVfe2AcetZLxpUXnT4rvw9rN3Xf9ePIwcXPb5x/8qHbx0uOHNz49QfPG9/8A9esvR8XjTO+iNQ555xzzjnnnHPOOefcrprBU5JmYMrgudweH48+/Oj6V0h+2Xby5Fj/AstHHx5fOLH2T4/cMp5Tvsry5IkvjIcfPdtbWd6Hxx/d9t+eHCe+8IWxuGnnnHPOOeecc84555xzu38GT0magZ0Lnl/+Pfiz3zwuecnN4/2feHg8/PBHxq1XXTAOHr3pzK9Idc4555xzzjnnnHPOOeee4gyekjQD+yl4jpMPjTuv/9bxtReeN847/+LxjS9783jvxl+y6ZxzzjnnnHPOOeecc84tPYOnJM3AvgqezjnnnHPOOeecc84559yEM3hK0gwYPJ1zzjnnnHPOOeecc865c5vBU5JmwODpnHPOOeecc84555xzzp3bDJ6SNANzDp4feut147rrwGvvHo9s/pq+x8Z9P/XK8f+9/+Tmj8+yB94xXvmT7xlfkr/S84Fj4/LLj40HNn/onHPOOeecc84555xzbm/M4ClJM7B68HxwvOUFF49XvnvzhxPuc++7Y9xxx8KrxhUHLhovfdPmj9/10fHY5q/pe2x84JbX9OD5ubvGa3Y4eD74lheMi78Ud6RzzjnnnHPOOeecc865L8kMnpI0A6sGz/fd8abx0osOjCtedcd410c3M+TJE+Nj927EyXs//vjGv9vc4x+/d/3f3/3Bz4/P/+7dT/w3jz/6hXHirE3yrnHNgcvHsa3F8HPvG3e876Hx+Q/evfb/P7f+rx7/g/ePuxdB9O4Pjs9vOWsRTtd/yWMfHe9610fH8c9/cOPX3fvx8cRbt/lzi7dm49c/Pj6+/j7cPT649bBxcuM219+3E+Oh39w8e/tOfn588O7Ff3/v+PjvbAuej//BeP/6z50+e3Gbb3rpRePAFa86HXTD/eicc84555xzzjnnnHNu52fwlKQZWDV4vvW6F49nHj4wLn3udeO1dz8yxsn7x7Gj543LfuDmccdtN47nXXDBuPaejaj52D3XjgsOPn1817Gbx7GXff047+CBcfl6xXxw3HT0wHje2/5o/dc9eRA877pmHLjgyPj6Z790XPfWD43jaz8+cuSF48bb7hg3X/v0cejoTU8ExruuOTCuuWvtHxZfaXn4gnHJ179sHLv52Piupx8cl9744Y1ftOWrMBe//oIjXz+eff3N4+brv2ntbb5qvHOz5T5w09Fx8IJvGtfffPO4/tmXjENr78P62WfsgbX359A48uzrx803Xz+efcmhcfBU8Dy+9r4cOTJeeONt446brx1PP3R03LT2E4tv3/viZx4eBy597sa37A33o3POOeecc84555xzzrl5zOApSTOw+re0fWAcu3xL9Ft8peTdv/vEt4Z94Njl48D6Tz4ybnnOgfH8W0/9zMlx59WngmfbWYLn82994nYWXyH5mw+d+krMM3/9GcHzoh8e733il62dcfSm8eDin7cFz9Nv5+L9OziuvWfxz/eNVxy+aPzwEwfcP173DAie971iHL70xrGZUtd+2evGM04Fz8VXpv7mQ2vv/cYWt3XqPjh9X63trPejc84555xzzjnnnHPOubnM4ClJMzB58Bwnx0N3vma86BsvHhdffPG48LyDm6HunnHtwTOj5dbYl3eW4Lk1AB5/73jz93/r+Nq127z44vPHobMFz63fWnZxxqkfbwuep4/e8v49eNM4euCatbfm1La/7xt78KajZ75tZ9zu8fHeN3//+Nav3bh/zj90luB51vvROeecc84555xzzjnn3Fxm8JSkGZg8eH74xnHppT84fmXz76Y8HfEWXw35jPG6+9f/9fqmC56PjXdedWh8y8+c+js5w1d4rhI8T945rj5w9bjz1Jdnbn/fN/fY7VeOA1ff+cRXcW49+7F3XjUOfcvPjFN/JefW++CM4HnW+9E555xzzjnnnHPOOefcXGbwlKQZmDx43nPtOHjFG8cn1zvd8XHn1Yc3Q93J8Z6XHx6X3vCBjRB48v7xurX/7lTse/zRL4wTTxTC7WvBc/F3gB4e3/fLGxXx5P2vG5d/KYLn+Ox48xUHx5W3b36j2eN3jqsPPzl4js++eVxx+Opx5xO/7OpxePPsxVd/Hv6+X94Is9vugzOi5lnvR+ecc84555xzzjnnnHNzmcFTkmZg9eA5xgM3HR2HzrtwvOAtD65HvJuedWgcXPvxhedfMl5y1RXjwJW3j8cWv/D4XePaI4fGeRdePC688JvHs56IfYtgeWA8721/tPhVsP4tbY/fde04cvDQOP/i88f5z3rJuPKii8YNH9j4uemC5+Ldu2k869Didtbeh69+1jh6EQTPcXLcf8sLx5Hzzh8XX3zh+OpnHR0Xnbqd9fvg4Dh0/sXj/POfNV5y5UXjolNv6AM3jaOHzhsXvuAt48F0PzrnnHPOOeecc84555ybxQyekjQDUwTPxU6unbX1CzRPnjix+e1lt+zkyfVf8/jaz50cj43br6RYuMoeHyfO/mWi02z9fTi5djuL9+4D44aLtoXYrTt5Yqz/MtjGfQA7ufZx2fITeD8655xzzjnnnHPOOeecm8UMnpI0A1MFz6eyz/zDZ48j33T9uPmOO8bNP3DZOO/I9eO+L3GfnHZfHL/2Ny4ZT/+uY+O2O24bN77wyDjveW8bn938Weecc84555xzzjnnnHP7awZPSZqBL2fwHIuvjPzYveO2224bd9z9/vEHu/JLF9fus/ffvfE+3Pux8PeOOuecc84555xzzjnnnNvrM3hK0gx8eYOnc84555xzzjnnnHPOObd3ZvCUpBkweK64kyfGFx71b9l0zjnnnHPOOeecc865/TiDpyTNwO4NnneNaw5cs/Z/z3Efeuu47rrrtnjr+NDmTz3VHb/r2nHk0HnjwotfOd69+e9O7ZG7X3vm+a+9ezyy+XPOOeecc84555xzzjnn9sYMnpI0A/s1eD5w7PJx0UvfNO64445N7xuf2/y5p7ZHxi3POTCuvP2xzR+fubuuOTCueNWps9e866ODf6VzzjnnnHPOOeecc8653TqDpyTNwCTB8/E/GO+/exH27h7v/4Ot39715DjxsXs3gt+9Hx9P/Mzn3jfueN9DT/zc3R/8/NqvPDk+/8G7139878dOrP1oscfGR9/1rvHRz2+ef/f7x+njtwfPtffl/Zv//cdPvw2PP/qFcWLjsDP2gRsuGkdvenDzR2EnT4yP3bv9fVu8XW8aL71oM2q+b3sqfWzcfuXBce09mz90zjnnnHPOOeecc845tydn8JSkGVg5eJ68b1x/5Mj4putvHnfcfO14+qGj49j9i8J4ctx/7Og477IfGDffcdu48XkXjAuuvWfjqxzvumYcuOCS8a0vOzZuPvaycdmhw+M5z/vm8fXrP/6u8fSDF4xX3Lc444Fx7PKD47yv/tZx/c03j+uffWQc+pobxwfWA+bW4Hl87cgj48gLbxy33XbjeN4FF4xr71nc0oPjpqMHxvPe9kfrv2rrFl+B+fzX3jpec91145XHfmlsaaSnd/L+cezoofH07zo2brv5+vFNa+dec9fxtZ94ZNz92hePZx4+MC597nXjurdu/2a4i7f7GeO6nzk2Xrl2/mtu/eD4PERX55xzzjnnnHPOOeecc7t7Bk9JmoGVg+cDx8blF/3weO9m0Pvsv/jR8dq7F39b5eKrIO8ev7vog4stft2pQLkInlfevhE/13b/655xxo8XX315+bEH1v5pEQ4vGjd8YOPfr50+3nzFwXHNXYsb2xI873vFOHzpjePDi39e28n3vHwcfs4t4e/M/P3x1hddOL5+ETLvuHlc/00XjINHb1q7tTP3yC3PGQfX3q5T78LJD9wwLj38inHf+o8Wb9uBtbdl/Qfbdu941cVfPZ69iMC3HRvf9fSDp2Ovc84555xzzjnnnHPOuT0zg6ckzcDq39L2c+Od33PJOO+8rx7f+tLXjFvXvz3txk4+dOd4zYu+cVx88cXj4gvPGwe3Bs8tpXDx92lu//Hp4Hn5WP/HzZ2OoaeD54M3HR0HDp2/cTunbuuJMPkUdvI94+WHnzFed//mjze3+CrQjds6tcVtnnp7UvDcts++eVxx4Opxp1/l6ZxzzjnnnHPOOeecc3tqBk9JmoFJ/g7PtZ088YXxkXtvHtc+/dB43tsWX1v54XHjpZeOH/yVzQC6/Ss8zzF43nPtwc2/e/N08Fx8JeaB77xtPPzww1s8evrvDN2+kyfGF874+cXtHB6v2FZI73vF4fGMrRX05J3j6gPPGbesf+loCJ6PPzoe/sKpv4d0scXbeuq/c84555xzzjnnnHPOObdXZvCUpBlYNXg+9s6rxsHn3/rEt31dfHvai9a/B+0949qDV4w3fnIj+x2/8+px+JyC5+Fx9Z2bpx+/c1x9+NJx4/r3rt3yLW0XX0F58Mpx66m/KPP4e8atdz60Hhwff/QL48Tp8ri5+8YrDl8+Xrf+d42OcfKTb1z7768a79z2PWdP3veKccGlN2z+naFrx95+5Th4xZvHZ9d/FILnI7eM5xy+epx6sx//5e8741vuOuecc84555xzzjnnnNsbM3hK0gys/BWeJx8at3/PJeP88xffTvb8cf4lPzDuWg99J8f9Nz1rHDp43rjwwvPHJS+5alxx4Mpx+yIqLhU8LxrPeeHGt8U9/9Chcdn179mMq1uC59ptPXT794xLzlu7rcWvO/+ycf17Fr/qwXHT0QPjeW/7o/VftXXH33P9uGz91184zjt0ZLzk9o1AeuaOj/fe+M1r5124+b59z7j9oVO/KgTPxft+ywvHkfMW32b3/HHo0LPGje/drJ/OOeecc84555xzzjnn9swMnpI0A1N9S9vFt4l99MlfSrn+70+c9XvLti2i4ua3tH1K55wcJ5a8scdPbP3Ws2fb42vn9l/15C3/9jjnnHPOOeecc84555zbPTN4StIMTBY8vyTbEjydc84555xzzjnnnHPOuZnN4ClJMzDv4PnY+Oi73jU+uu3v1nTOOeecc84555xzzjnn5jCDpyTNwLyDp3POOeecc84555xzzjk33xk8JWkGDJ7OOeecc84555xzzjnn3LnN4ClJM7C7gufj4+P/9DXjuuuuG9e98s3jNz5/cvPfO+ecc84555xzzjnnnHNf/hk8JWkGvpTB88G3vGBc/Mp3b/5o9T1w09Fx8MDBcd6FF4/zDx0YBw5eOW4/vvmTzrndt5MPjV/51Qc2f3Dm7rrm8nGMf2rxk+PAgbXXgOqacdfmfzIeODYuv2bzR4t/br/+jN01rtn8ubuuOTBOHfPUd/q/P7Wt5yz++clvy8LiPnhk3Hfne4cvdc4555xzzjnnnHPznMFTkmZgkuD5+B+M9999x7jjjrvH+//g8fV/9bn33THe9NKLxoErXjXueNdHx2Pr/3bt9t5/99qvu2Pc+/GNX7fY4te+76ET42P3Ls64d3zsBH3l5n3jFYcPjAPPv3Xjwv8HbhgXHTgwjt704PrPznKPf3z80rFXbnxF6mtuHR+c4itST35+/MabJz5zsZNr9/8vHRvv+NDmjzf3+Md/aRx75dptXfea8U+3fMzO2Nrb9MFbN7/ydvvbdPx3x62vWfz3143X3PrB8aQ3d/HYufWWcfcjmz9e3+Pj42tvyyvXz/un42w3u7GT48TH1t7GbW/4yc9/MN/u+k6Oh35l83ZeeWz80hk3dHz87tnepy17Srdz/D3jJ6977bb3ccu2Pk62vR2P3P3atX//lvHbcO5n/8WPrv3cW8eHxiPj7tduvA1P8tZtH1DYyYd+ZfNj/Mpx7Jc+vnbvn9rJ8fnfePPy90/7mD+xB8ZNR4+Ma+7ilFeDZ62O2yLj1uAZ98A4dvmBcfmWG3/g2OVbfvzkeLn4+a2hcut/u7En/zeL5Xi6eDsW98Hj43de96zxrGP3r31EnHPOOeecc84559zcZvCUpBlYOXievG9cf+TI+Kbrbx533HztePqho+PY/SfHh9563XjxMw+PA5c+d1z32rvHI+P4uOuaI+PIC28ct91243jeBReMa+/ZyKCLi/6Hzv/G8bJjN49jL7tsHDp01Xjn9gbyyC3jOYuY8EQdWASErT+e2dbvl0Pj6A/dNu79yEfGvVvum7h3v3Jc/IK3DMy4J+8fx44eGk+/du2+vuOOcduNLxxHnsqZa6e95QUXD/5i2wfGO77/W8cl5x0ahw5uiy+fXbvP187/oV/6yPjEr90wjuJtbXxcn37treP9n/jE+LVjzxsXXPCKcd/6L1sErbX74IZfG5/4xPvHzVddMC698cPr/9V47L7xUy/6+nHe4nbXv4pt418v9tlbnjMOHf2h8UsfWTvvhqNr/3xs0Lv4wDu+f3zrJeetPV4Onvk4OL722Djy9HHtre9fu91fG8eed8G44BX3PSkWPXbPtWtv61Xj1o88PD7ySz+09v6tPe42HpLrX0186OgN49fW3qf333zVuODSG8fmW356T+l2jo87r157Hmx7H5/YY/eMay84NC77gZvxcbIR0g6Oq069YU/sw+PGSxdxbRHRHhsffdfifyyw5k0vHRcduGK8avHPC+/73OavP8vWb/+CcdWtHxkPf+SXxg+tfbxO3dYZ988/Xbxdzxm3fHb9p8L9Ez7m27b4OH/NDR/YuL/O+hWX21x+bO0W1rYZPM/+lZGLx/KpyLj5WnHGzy0OyVucvR4u29u2dtji43TqzPU4es01Z/9vFr9w7e0/FUXpfdg461Tw3P7PzjnnnHPOOeecc25OM3hK0gysHDwXMeCiHx7v3aw8i686e+3ml7Ktx5pTFeC+V4zDW6LRyfe8fBx+zi1j8SsXF/yvvP1U0Dk53vPyw0/+CqlT0eHUeXMPnov39xmvG/dv/nCxD9xw0Tj8ivs2frD4isr1r2g9/dWuj330XeOOV10xDlz00vGmO943tqeqz775inHwytvH1ha8/u+ueufmV9CubfHVlmd8te3nxvvueNN46UUHxhWvumO866Pbw9kD41d/4f3jDx7f+Kq2rXfngzcdHRfd8IHNH23c1hNv/6mth+irx51PVL77x+uesRlm1h8bN4wnTrj/deMZh18x1k945APjn937sXHi5OLjuDXkPDhuOnrROH2znx1vvuLw2H6ziz3wq7+w/j6e8Thb2yO3PGccuPrO0+FxcbunQtna/f6FRxf3y8m1x93BMx53d159YDznlsUjcnFfbH0bFu/Tqbfh8fHoF06snx1vZ3PH77x6XHr11eP5Zwmei7f9jI/f2tY/pmvvz+Lcxc9fdOml4+Dmc+XU1p8/V1wxrtj+VYPrz5MnfyXh+uDnTt51zfpj6ol7Ye3tPbB5W/dce3DL83Dj/tm4m8P9kz7mZ2wRbLfcJ4v/bttz+clf4bn2WNkWPLdu8Tpy5r86FTw395S+KnT7TsXSbW/rto/z4uN06ujFP9ev8DwjeJ75fp4+68zI+djtV47DL3/P6cebc84555xzzjnnnJvFDJ6SNAOrf0vbz413fs8l47zzvnp860tfM2794OefuCC/uHB/KjAs4tmBQ+ePiy++eMOF542DmyFke6hYXNh/UphYjzW7KHg+8rbxvIOXjpf/93+w5VuEbm79KzXPW/+qvju2fLXr+rcvfe6l48DhZ44Xr3+r0q17bNx+5dYwvLnF/XLw2nHP4p/Xv6p089ybf2Bcdt6Rcf19Hxhvve7F45mHD4xLn3vdEzH6yXty8HxSuFkEo6M38Vefntpj7xxXnfpKycWvPyMMbYs+61v8u63B58zIs9ji8ZG+dfHWxxntsXdeNQ6dior3XDsOXnD9+J/i+7v9bdp4G9Z/7YM3jaMHnjfe9kcb/37rzridxda/AnTx98w++byNbUTEJ31Mt2z9bXrdm8fLD18x3rz51ZWLx8I7rzo0rrr91nH19vtz/Xmy/T7eHPzck+67LTFvPXBffedGYD/5gXHDpZeOjS/WDPfPU/qYr21xP24No4vb3fYxfCrBc/3tXw+S2y3+2zNv+67Ffbn22FrcB9esvb38363Z8nZsPCbuWn+s4K9ds/jl29+OxeNo8e9OH7XtfjiH4Ll+n2E8ds4555xzzjnnnHM7OYOnJM3AJH+H59pOnvjC+Mi9N49rn35oPO9tG1FtPQJsXvFf/2q477xtPPzww1s8uh4DtwfPRRw9eO16wtuyRTA4cDpGbH6L2yd9xeGMdvy9x8a3X3JoHFzE4Ou3/D2Hj310vOvu333iKzW33k/rIWfbV49t7MmBbmOnQ8riPj71lYGLPfaL3zsuXv8+tmf7b7fuyb9mEfAOXvHG8cn1Ax8fv/Nja28nvm2ntvj2theMy1+3+XcNnlPwXMS8g+OKN35y44zHf2f82NrbdUZ43bYz7r/tW8TGCy4fr3vS98Q9x+B5tj3pdh4b91x7ZDxn/XvAPvm8jW17Gx5/9PRzY/OrSBdv0zPW7s8P33jp6W8N+9k3jysOv3y8536ImxA1N/4e0OvGdS9+5jh84NLx3MU/r1n89Z5Puu+2BM9x8jPjTc9efLvpi8f5hw6Mr/8HH9t8bIX756kGz8Wv2/KVpeu3u+0OPqev8Dy25e3fettr51+z+Dazaz+3CJ9nvstn/vjJW3yctrwtW++jzW094/TjaPHfnXrft90Pa2//6eB5OpSesnHWtttdP+M5Y/2LkJ1zzjnnnHPOOefcbGbwlKQZWDV4rkex59/6RLy7/3XPeOLboJ4RUxaR5uCV49ZT0e/4e8atdz60HlAWF/yfiGQn7x+vu5z+zsJHxtued3AcOHzl+Jn3f2T973Y8eODwePl7Ns+b7U6OE595/7j1+mdv+fs2T46H7nzNeNE3bny164Xnbfk7KJ8UjE5t8a1eIbo9dvu4cjOknPktSLfuyXHvyYNfs/axuOWFR8Z55y++IverxwufF8Li2vt0/7Gj48jzbjn9920+pfi1+Hdnhq2T998yXnjkvHH+4r756heO55W3/UnR7tTWv5L2yHjeLZuPrTP25Pf3dKh68tsUgyfczuLvvzzynFvGxhdlPvm8jT0ybnnOlnM/9NaNMLn4Kt/N++2J9+1U5Fy7gcW/W3+OQdykf7f+rZLh7/dc/PWeT7rvtsS8xd/TeeSqW8fHTpwcj//BPx3XHDn1+A33z1P6mK9te7Bcf7ufHP6e5NTZ2//7tT3xNizO2nhjnrjtu65Z+/9P/PvFTsfExX1wzV38eNi4jY2fw7dnzeKXbJxx+r974nm49naefkxtuR+e+PeLfzzzvjx91um3cWNnexw555xzzjnnnHPOuZ2cwVOSZmDlr/A8+dC4/XsuGecvotjF54/zL/mBcdcTX7p40zh66Lxx4QveMh5cRL7bv2dcct7ajy++eO3XXzauf8/GL1wPns/79vG16/Hv0Djywi3RbMtOPnT7+J5LDm2GhkPjsuvfc8bfZzmnrUemRVHaskUMXv/K1Q/fOC699AfHr2zG39NhZW1PCkand98rDp/+Kr9T2/J3oy5+ftLgubnHH314LP7ay8VXGfL5J8f9tzxvHDl67MyP2+Jt2/q+rH9V7vb4dbaI8/h4dP0rgLf9XY+wM+6/U1vE2ucdGUePUexcbFtsXNvp++++8YrDW2/zyb/2ieHtbMTpxVdGbnwL5/PHoQMHx3kXXjzWv+B2yxa3ufXvSV3flsfA6fdt89vYvvPX1+6PzW8tC3ET/92pwc+tf+X1mXfC5sds8XjY+vd0bjx+6/3zlD7ma1u8j1v//tMzYuTG+ld4Hosh8vJjxzYj49r7cmzt7K23sf7fb/zzE4HxjOfe1ti49Z8XP1w7Z+v7uLbTkXLjn5/8PJkqeB4d4bs7O+ecc84555xzzrkdmMFTkmZgqm9pO06eGI+egLR0cu12zvjXJ8eJE2f+rZanv3ru8bWf4zy1dSdPnFj/Vrhz3sn7XjEuuPQHx68+UWSPjzuv3gyWi79H8olvFbvx759K8Dz5gRvGpYevHLc+tHkfPf4743VHD21+29S1n3/Py8fhy1+3GR1Pjvtfd/nmt/xdhJOzBLsnln7N2uPk124YR49cczpmb9nxtbf5yNEbxnu3/9zJu8Y1B09/m9fjt185Dj7nlnHmd+Q8W/Bc2+N/sP6VvEfW3qgUtk9HwVNbfGvdI+PoDe998n+39jj9wqLerm3x3535d1QeHhvfIfnk2n9/8PRXHR+/fVx58NS3En18PLr57Wbj7Zyx8D6u/48Cjo7X/c7pR/TxW58PwXPtrVp8fA8fHoevePPGV45S3KR/d2pn+/WHrx53btwJ4wM3XLr5mNn2rYXX3sPbrzy49lhb3Anh/nlKH/O13f+68YxnrD1WN39Ie3Lw3LItwfLsW9zvW97fxfu6/t+cGRLPDIybz4Ezzt8WHhfnQPA8M7Zuf8O3vS1nBM8zQ+3C6bdny+0u4vGpv6/XOeecc84555xzzs1mBk9JmoHJgucKOx0899IWX/X47U98RevGV66+eax3rZP3j5uetfi7PS8cF55/yXjJVVec/vsMH7tnXHvBoXH+xa8c274YcG0nx+d/+fpx2aHFVwteOM47dN74+jO+yvX4eM/1l43z1s69+MLzx/nffOMTEXLx7UkPrf37F7zlbF8edpbguQg/B88bX/2t1487T4XWM7b29h7c+tWMmza/lPH4XdeOI+edv/5VjucdeeG45UlfussxcPGY2Pi7T+8ceLNb9qTguQjKBxb34Zlv0/qbtPi5C64f/9Pi161/HM5b/8rLC9c+Tmd8xfDxu8a1m99W9/zzjowXnvp2tQ/eNI4eeN542x+t/XO6nTMWgufajr/n+vH1a7e/fs75h8ahS759HNv8wJ35vi2+2nXLt3s+W8A8W/BcxN7Nvzf39NYepzc9a/Mxs3ZfXHb92PzC682vqN64fy4+/7wzv/L6bPfP+k+1j/lii68SzX8fZQ2e2yIhe3Lw3P54OR0817YeOt9yZmjcfG7w+WsuPzZ+ZcsZi/NW+QrP01vc7un/5uTaf3Poqnee/ntPnXPOOeecc84559wsZvCUpBmYQ/D83Ps2/j7BvbrHH90emTZ29q9UXXxsNv/xLHt87b89ewfkr5Q9uXbo2f+bL+We/FW9s9rjJ8bZvrD4y/nVxCdPPHrWt+NLv/DV1ed0//SPOYfB0/vSfYXnxk5/ZWW4nfVt+0rLJXbGV29ufXu3BM/tWw+yW2Lqxq9afIXtkfGK+3bsAeKcc87Qfr5VAAAz/UlEQVQ555xzzjnnzjKDpyTNwByCp3NuH+7k/ePYs541juFXgLqtW3zb6Muuvcev7nTOOeecc84555yb4QyekjQDBk/n3I7t+HvHze/88OYPHO+B8Y43//L4vF3YOeecc84555xzbpYzeErSDKwaPJ/41ouSVvZf/Vf/1dLoHO1tzjnnnHPOOeecc24+M3hK0gwYPKX5oKDZ0Dna25xzzjnnnHPOOefcfGbwlKQZMHhK80FBs6FztLc555xzzjnnnHPOufnM4ClJM2DwlOaDgmZD52hvc84555xzzjnnnHPzmcFTkmbA4CnNBwXNhs7R3uacc84555xzzjnn5jODpyTNgMFTmg8Kmg2do73NOeecc84555xzzs1nBk9JmgGDpzQfFDQbOkd7m3POOeecc84555ybzwyekjQDBk9pPihoNnSO9jbnnHPOOeecc845N58ZPCVpBgye0nxQ0GzoHO1tzjnnnHPOOeecc24+M3hK0gwYPKX5oKDZ0Dna25xzzjnnnHPOOefcfGbwlKQZMHhK80FBs6FztLc555xzzjnnnHPOufnM4ClJM2DwlOaDgmZD52hvc84555xzzjnnnHPzmcFTkmbA4Lm3vP/971/Kxz72saX9z//z/7yUr/3ar10avW87jWJj8+lPf3op//7f//ulfehDH1rK4cOHl0b3h3aOc84555xzzjnnnJvPDJ6SNAMGz72FomZCQbOhqJlQ0GzofdtpFDQbipoJBc2GomZCQbOh+0M7xznnnHPOOeecc87NZwZPSZoBg+feQlEzoaDZUNRMKGg29L7tNAqaDUXNhIJmQ1EzoaDZ0P2hneOcc84555xzzjnn5jODpyTNgMFzb6GomVDQbChqJhQ0G3rfdhoFzYaiZkJBs6GomVDQbOj+0M5xzjnnnHPOOeecc/OZwVOSZsDgubdQ1EwoaDYUNRMKmg29bzuNgmZDUTOhoNlQ1EwoaDZ0f2jnOOecc84555xzzrn5zOApSTNg8NxbKGomFDQbipoJBc2G3redRkGzoaiZUNBsKGomFDQbuj+0c5xzzjnnnHPOOefcfGbwlKQZMHjuLRQ1EwqaDUXNhIJmQ+/bTqOg2VDUTChoNhQ1EwqaDd0f2jnOOeecc84555xzbj4zeErSDBg89xaKmgkFzYaiZkJBs6H3badR0GwoaiYUNBuKmgkFzYbuD+0c55xzzjnnnHPOOTefGTwlaQYMnnsLRc2EgmZDUTOhoNnQ+7bTKGg2FDUTCpoNRc2EgmZD94d2jnPOOeecc84555ybzwyekjQDBs+9haJmQkGzoaiZUNBs6H3baRQ0G4qaCQXNhqJmQkGzoftDO8c555xzzjnnnHPOzWcGT0maAYPn3kJRM6Gg2VDUTChoNvS+7TQKmg1FzYSCZkNRM6Gg2dD9oZ3jnHPOOeecc8455+Yzg6ckzYDBc2+hqJlQ0GwoaiYUNBt633YaBc2GomZCQbOhqJlQ0Gzo/tDOcc4555xzzjnnnHPzmcFTkmbA4Lm3UNRMKGg2FDUTCpoNvW87jYJmQ1EzoaDZUNRMKGg2dH9o5zjnnHPOOeecc865+czgKUkzYPDcW/7Vv/pXS/n85z+/tEcffXQpf/qnf7q0P/zDP1zK7bffvrQTJ04s5Ytf/OLS6P5IPvOZzyzt937v95ZCjxvtLs4555xzzjnnnHNuPjN4StIMGDz3FoqaCQXNhkJdQkGzoaiZUNBsKGomFDQbuj8SCpoNRc2EHjfaXZxzzjnnnHPOOefcfGbwlKQZMHjuLRQ1EwqaDYW6hIJmQ1EzoaDZUNRMKGg2dH8kFDQbipoJPW60uzjnnHPOOeecc865+czgKUkzYPDcWyhqJhQ0Gwp1CQXNhqJmQkGzoaiZUNBs6P5IKGg2FDUTetxod3HOOeecc84555xz85nBU5JmwOC5t1DUTChoNhTqEgqaDUXNhIJmQ1EzoaDZ0P2RUNBsKGom9LjR7uKcc84555xzzjnn5jODpyTNgMFzb6GomVDQbCjUJRQ0G4qaCQXNhqJmQkGzofsjoaDZUNRM6HGj3cU555xzzjnnnHPOzWcGT0maAYPn3kJRM6Gg2VCoSyhoNhQ1EwqaDUXNhIJmQ/dHQkGzoaiZ0ONGu4tzzjnnnHPOOeecm88MnpI0AwbPvYWiZkJBs6FQl1DQbChqJhQ0G4qaCQXNhu6PhIJmQ1EzoceNdhfnnHPOOeecc845N58ZPCVpBgyeewtFzYSCZkOhLqGg2VDUTChoNhQ1EwqaDd0fCQXNhqJmQo8b7S7OOeecc84555xzbj4zeErSDBg89xaKmgkFzYZCXUJBs6GomVDQbChqJhQ0G7o/EgqaDUXNhB432l2cc84555xzzjnn3Hxm8JSkGTB47i0UNRMKmg2FuoSCZkNRM6Gg2VDUTChoNnR/JBQ0G4qaCT1utLs455xzzjnnnHPOufnM4ClJM2Dw3FsoaiYUNBsKdQkFzYaiZkJBs6GomVDQbOj+SChoNhQ1E3rcaHdxzjnnnHPOOeecc/OZwVOSZsDgubf8j//j/7iURx55ZGmf+tSnlnL8+PGl/af/9J+WQvdF82/+zb9Zyp/8yZ8s7dOf/vRSPve5zy3tt3/7t5dC94V2F+ecc84555xzzjk3nxk8JWkGDJ57C0XNhIJmQ1EzoaDZUNRM6L5oKGomFDQbipoJBc2GomZC94V2F+ecc84555xzzjk3nxk8JWkGDJ57C0XNhIJmQ1EzoaDZUNRM6L5oKGomFDQbipoJBc2GomZC94V2F+ecc84555xzzjk3nxk8JWkGDJ57C0XNhIJmQ1EzoaDZUNRM6L5oKGomFDQbipoJBc2GomZC94V2F+ecc84555xzzjk3nxk8JWkGDJ57C0XNhIJmQ1EzoaDZUNRM6L5oKGomFDQbipoJBc2GomZC94V2F+ecc84555xzzjk3nxk8JWkGDJ57C0XNhIJmQ1EzoaDZUNRM6L5oKGomFDQbipoJBc2GomZC94V2F+ecc84555xzzjk3nxk8JWkGDJ57C0XNhIJmQ1EzoaDZUNRM6L5oKGomFDQbipoJBc2GomZC94V2F+ecc84555xzzjk3nxk8JWkGDJ57C0XNhIJmQ1EzoaDZUNRM6L5oKGomFDQbipoJBc2GomZC94V2F+ecc84555xzzjk3nxk8JWkGDJ57C0XNhIJmQ1EzoaDZUNRM6L5oKGomFDQbipoJBc2GomZC94V2F+ecc84555xzzjk3nxk8JWkGDJ57C0XNhIJmQ1EzoaDZUNRM6L5oKGomFDQbipoJBc2GomZC94V2F+ecc84555xzzjk3nxk8JWkGDJ57C0XNhIJmQ1EzoaDZUNRM6L5oKGomFDQbipoJBc2GomZC94V2F+ecc84555xzzjk3nxk8JWkGDJ57C0XNhIJmQ1EzoaDZUNRM6L5oKGomFDQbipoJBc2GomZC94V2F+ecc84555xzzjk3nxk8JWkGDJ57C0XNhIJmQ1EzoaDZUNRM6L5oKGomFDQbipoJBc2GomZC94V2F+ecc84555xzzjk3nxk8JWkGDJ57y9ve9ral/O//+/++tE984hNL+ff//t8vbdnRfdH8y3/5L5dyLnvwwQeXQvdF85GPfGQpdF9od3HOOeecc84555xz85nBU5JmwOC5t1DUTChoNhQ1E4p0zbKj+6KhqJmcyyhqJnRfNBQ1E7ovtLs455xzzjnnnHPOufnM4ClJM2Dw3FsoaiYUNBuKmglFumbZ0X3RUNRMzmUUNRO6LxqKmgndF9pdnHPOOeecc84559x8ZvCUpBkweO4tFDUTCpoNRc2EIl2z7Oi+aChqJucyipoJ3RcNRc2E7gvtLs4555xzzjnnnHNuPjN4StIMGDz3FoqaCQXNhqJmQpGuWXZ0XzQUNZNzGUXNhO6LhqJmQveFdhfnnHPOOeecc845N58ZPCVpBgyeewtFzYSCZkNRM6FI1yw7ui8aiprJuYyiZkL3RUNRM6H7QruLc84555xzzjnnnJvPDJ6SNAMGz72FomZCQbOhqJlQpGuWHd0XDUXN5FxGUTOh+6KhqJnQfaHdxTnnnHPOOeecc87NZwZPSZoBg+feQlEzoaDZUNRMKNI1y47ui4aiZnIuo6iZ0H3RUNRM6L7Q7uKcc84555xzzjnn5jODpyTNgMFzb6GomVDQbChqJhTpmmVH90VDUTM5l1HUTOi+aChqJnRfaHdxzjnnnHPOOeecc/OZwVOSZsDgubdQ1EwoaDYUNROKdM2yo/uioaiZnMsoaiZ0XzQUNRO6L7S7OOecc84555xzzrn5zOApSTNg8NxbKGomFDQbipoJRbpm2dF90VDUTM5lFDUTui8aipoJ3RfaXZxzzjnnnHPOOefcfGbwlKQZMHjuLRQ1EwqaDUXNhCJds+zovmgoaibnMoqaCd0XDUXNhO4L7S7OOeecc84555xzbj4zeErSDBg895Yf+ZEfWcr/8X/8H0v7+Mc/vpRPfepTSzt58uRSnv3sZy+NombyH//jf1zaJz/5yaX84R/+4dLe+973LoUeN9pdnHPOOeecc84559x8ZvCUpBkweO4tFDUTCpoNRc2EgmZDUTOhoNlQ1EwoaDYUNRMKmg1FzYQeN9pdnHPOOeecc84559x8ZvCUpBkweO4tFDUTCpoNRc2EgmZDUTOhoNlQ1EwoaDYUNRMKmg1FzYQeN9pdnHPOOeecc84559x8ZvCUpBkweO4tFDUTCpoNRc2EgmZDUTOhoNlQ1EwoaDYUNRMKmg1FzYQeN9pdnHPOOeecc84559x8ZvCUpBkweO4tFDUTCpoNRc2EgmZDUTOhoNlQ1EwoaDYUNRMKmg1FzYQeN9pdnHPOOeecc84559x8ZvCUpBkweO4tFDUTCpoNRc2EgmZDUTOhoNlQ1EwoaDYUNRMKmg1FzYQeN9pdnHPOOeecc84559x8ZvCUpBkweO4tFDUTCpoNRc2EgmZDUTOhoNlQ1EwoaDYUNRMKmg1FzYQeN9pdnHPOOeecc84559x8ZvCUpBkweO4tFDUTCpoNRc2EgmZDUTOhoNlQ1EwoaDYUNRMKmg1FzYQeN9pdnHPOOeecc84559x8ZvCUpBkweO4tFDUTCpoNRc2EgmZDUTOhoNlQ1EwoaDYUNRMKmg1FzYQeN9pdnHPOOeecc84559x8ZvCUpBkweO4tFDUTCpoNRc2EgmZDUTOhoNlQ1EwoaDYUNRMKmg1FzYQeN9pdnHPOOeecc84559x8ZvCUpBkweO4tFDUTCpoNRc2EgmZDUTOhoNlQ1EwoaDYUNRMKmg1FzYQeN9pdnHPOOeecc84559x8ZvCUpBkweO4tFDUTCpoNRc2EgmZDUTOhoNlQ1EwoaDYUNRMKmg1FzYQeN9pdnHPOOeecc84559x8ZvCUpBkweO4tFDUTCpoNRc2EgmZDUTOhoNlQ1EwoaDYUNRMKmg1FzYQeN9pdnHPOOeecc84559x8ZvCUpBkweO4tV1999VK+8IUvLO3BBx9cymc/+9mlPfzww0v5v//v/3tpJ06cWMrv//7vL+3Tn/70Uv7oj/5oae9617uWQo8b7S7OOeecc84555xzbj4zeErSDBg89xaKmgkFzYaiZkJBs6GomVDQbChqJhQ0G4qaCQXNhqJmQo8b7S7OOeecc84555xzbj4zeErSDBg89xaKmgkFzYaiZkJBs6GomVDQbChqJhQ0G4qaCQXNhqJmQo8b7S7OOeecc84555xzbj4zeErSDBg89xaKmgkFzYaiZkJBs6GomVDQbChqJhQ0G4qaCQXNhqJmQo8b7S7OOeecc84555xzbj4zeErSDBg89xaKmgkFzYaiZkJBs6GomVDQbChqJhQ0G4qaCQXNhqJmQo8b7S7OOeecc84555xzbj4zeErSDBg89xaKmgkFzYaiZkJBs6GomVDQbChqJhQ0G4qaCQXNhqJmQo8b7S7OOeecc84555xzbj4zeErSDBg89xaKmgkFzYaiZkJBs6GomVDQbChqJhQ0G4qaCQXNhqJmQo8b7S7OOeecc84555xzbj4zeErSDBg89xaKmgkFzYaiZkJBs6GomVDQbChqJhQ0G4qaCQXNhqJmQo8b7S7OOeecc84555xzbj4zeErSDBg89xaKmgkFzYaiZkJBs6GomVDQbChqJhQ0G4qaCQXNhqJmQo8b7S7OOeecc84555xzbj4zeErSDBg89xaKmgkFzYaiZkJBs6GomVDQbChqJhQ0G4qaCQXNhqJmQo8b7S7OOeecc84555xzbj4zeErSDBg89xaKmgkFzYaiZkJBs6GomVDQbChqJhQ0G4qaCQXNhqJmQo8b7S7OOeecc84555xzbj4zeErSDBg89xaKmgkFzYaiZkJBs6GomVDQbChqJhQ0G4qaCQXNhqJmQo8b7S7OOeecc84555xzbj4zeErSDBg895YrrrhiKYuP/7I++clPLuUzn/nM0h566KGl/K//6/+6tE996lNLoUDZ/Lt/9++WQjG3efe7370Uetxod3HOOeecc84555xz85nBU5JmYBGwVhldjNfOoaiZbI+ZTwVFzYSCZkNRM6Gg2VDUTChoNhQ1EwqaDUXNhB432l2cc84555xzzjnn3Hxm8JSkGVgErFVGF+O1cyhqJttj5lNBUTOhoNlQ1EwoaDYUNRMKmg1FzYSCZkNRM6HHjXYX55xzzjnnnHPOOTefGTwlaQYWAWuV0cV47RyKmsn2mPlUUNRMKGg2FDUTCpoNRc2EgmZDUTOhoNlQ1EzocaPdxTnnnHPOOeecc87NZwZPSZqBRcBaZXQxXjuHomayPWY+FRQ1EwqaDUXNhIJmQ1EzoaDZUNRMKGg2FDUTetxod3HOOeecc84555xz85nBU5JmYBGwVhldjNfOoaiZbI+ZTwVFzYSCZkNRM6Gg2VDUTChoNhQ1EwqaDUXNhB432l2cc84555xzzjnn3Hxm8JSkGVgErFVGF+O1cyhqJttj5lNBUTOhoNlQ1EwoaDYUNRMKmg1FzYSCZkNRM6HHjXYX55xzzjnnnHPOOTefGTwlaQYWAWuV0cV47RyKmsn2mPlUUNRMKGg2FDUTCpoNRc2EgmZDUTOhoNlQ1EzocaPdxTnnnHPOOeecc87NZwZPSZqBRcBaZXQxXjuHomayPWY+FRQ1EwqaDUXNhIJmQ1EzoaDZUNRMKGg2FDUTetxod3HOOeecc84555xz85nBU5JmYBGwVhldjNfOoaiZbI+ZTwVFzYSCZkNRM6Gg2VDUTChoNhQ1EwqaDUXNhB432l2cc84555xzzjnn3Hxm8JSkGVgErFVGF+O1cyhqJttj5lNBUTOhoNlQ1EwoaDYUNRMKmg1FzYSCZkNRM6HHjXYX55xzzjnnnHPOOTefGTwlaQYWAWuV0cV47RyKmsn2mPlUUNRMKGg2FDUTCpoNRc2EgmZDUTOhoNlQ1EzocaPdxTnnnHPOOeecc87NZwZPSZqBRcBaZXQxXjuHomayPWY+FRQ1EwqaDUXNhIJmQ1EzoaDZUNRMKGg2FDUTetxod3HOOeecc84555xz85nBU5JmYBGwVhldjNfOueSSS5byn/7Tf1oaRc2EYmPz8Y9/fCl0uw1FzeQTn/jE0u6///6lfO5zn1va3XffvRR63Gh3cc4555xzzjnnnHPzmcFTkmbA4Lm3UNRMKGg2FA8TCpoNRc2EbrehqJlQ0GwoaiYUNBuKmgk9brS7OOecc84555xzzrn5zOApSTNg8NxbKGomFDQbiocJBc2GomZCt9tQ1EwoaDYUNRMKmg1FzYQeN9pdnHPOOeecc84559x8ZvCUpBkweO4tFDUTCpoNxcOEgmZDUTOh220oaiYUNBuKmgkFzYaiZkKPG+0uzjnnnHPOOeecc24+M3hK0gwYPPcWipoJBc2G4mFCQbOhqJnQ7TYUNRMKmg1FzYSCZkNRM6HHjXYX55xzzjnnnHPOOTefGTwlaQYMnnsLRc2EgmZD8TChoNlQ1EzodhuKmgkFzYaiZkJBs6GomdDjRruLc84555xzzjnnnJvPDJ6SNAMGz72FomZCQbOheJhQ0GwoaiZ0uw1FzYSCZkNRM6Gg2VDUTOhxo93FOeecc84555xzzs1nBk9JmgGD595CUTOhoNlQPEwoaDYUNRO63YaiZkJBs6GomVDQbChqJvS40e7inHPOOeecc8455+Yzg6ckzYDBc2+hqJlQ0GwoHiYUNBuKmgndbkNRM6Gg2VDUTChoNhQ1E3rcaHdxzjnnnHPOOeecc/OZwVOSZsDgubdQ1EwoaDYUDxMKmg1FzYRut6GomVDQbChqJhQ0G4qaCT1utLs455xzzjnnnHPOufnM4ClJM2Dw3FsoaiYUNBuKhwkFzYaiZkK321DUTChoNhQ1EwqaDUXNhB432l2cc84555xzzjnn3Hxm8JSkGTB47i0UNRMKmg3Fw4SCZkNRM6HbbShqJhQ0G4qaCQXNhqJmQo8b7S7OOeecc84555xzbj4zeErSDBg89zcKms1DDz20FIqHzac//ekvOXpbp/axj31sKY888sjS3vGOdyyFHgfaXZxzzjnnnHPOOefcfGbwlKQZMHjubxQ0Gwp7CQXNhgLl1OhtnRpFzYSCZkNRM6HHgXYX55xzzjnnnHPOOTefGTwlaQb+/+3Zy41kaRVG0SGeYAROYBFzxmACJuAFzUPQXf2iEdAgtYQDBRNAOU1tnZNRGVL+N3JtaU3vjSydmtzP4Pm+1aC5qWFvUoPmpgbKe6vfem81ak5q0NzUqDmpO+BaJEmSJEmSdE4GT4ADGDzftxo0NzXsTWrQ3NRAeW/1W++tRs1JDZqbGjUndQdciyRJkiRJks7J4AlwAIPn+1aD5qaGvUkNmpsaKO+tfuu91ag5qUFzU6PmpO6Aa5EkSZIkSdI5GTwBDmDwfN9q0NzUsDepQXNTA+W91W+9txo1JzVobmrUnNQdcC2SJEmSJEk6J4MnwAEMnu9bDZqbGvYmNWhuaqC8t/qt91aj5qQGzU2NmpO6A65FkiRJkiRJ52TwBDiAwfN9q0FzU8PepAbNTQ2U91a/9d5q1JzUoLmpUXNSd8C1SJIkSZIk6ZwMngAHMHi+bzVobmrYm9SguamB8t7qt95bjZqTGjQ3NWpO6g64FkmSJEmSJJ2TwRPgAAbP960GzU0Ne5MaNDc1UN5b/dZ7q1FzUoPmpkbNSd0B1yJJkiRJkqRzMngCHMDg+b7VoLmpYW9Sg+amBsp7q996bzVqTmrQ3NSoOak74FokSZIkSZJ0TgZPgAMYPN+3GjQ3NexNatDc1EB5b/Vb761GzUkNmpsaNSd1B1yLJEmSJEmSzsngCXAAg+f7VoPmpoa9SQ2amxoo761+673VqDmpQXNTo+ak7oBrkSRJkiRJ0jkZPAEOYPB83z5+/HizGvYmX3755c1qoJzUezf13skXX3xxs88+++wm33///c1+/vOf36TugGuRJEmSJEnSORk8AQ5g8HzfatDc1Hg4qfFwU6PmpN67qfdOatDc1Kg5qUFzU6PmpO6Aa5EkSZIkSdI5GTwBDmDwfN9q0NzUeDip8XBTo+ak3rup905q0NzUqDmpQXNTo+ak7oBrkSRJkiRJ0jkZPAEOYPB832rQ3NR4OKnxcFOj5qTeu6n3TmrQ3NSoOalBc1Oj5qTugGuRJEmSJEnSORk8AQ5g8HzfatDc1Hg4qfFwU6PmpN67qfdOatDc1Kg5qUFzU6PmpO6Aa5EkSZIkSdI5GTwBDmDwfN9q0NzUeDip8XBTo+ak3rup905q0NzUqDmpQXNTo+ak7oBrkSRJkiRJ0jkZPAEOYPB832rQ3NR4OKnxcFOj5qTeu6n3TmrQ3NSoOalBc1Oj5qTugGuRJEmSJEnSORk8AQ5g8HzfatDc1Hg4qfFwU6PmpN67qfdOatDc1Kg5qUFzU6PmpO6Aa5EkSZIkSdI5GTwBDmDwfN9q0NzUeDip8XBTo+ak3rup905q0NzUqDmpQXNTo+ak7oBrkSRJkiRJ0jkZPAEOYPB832rQ3NR4OKnxcFOj5qTeu6n3TmrQ3NSoOalBc1Oj5qTugGuRJEmSJEnSORk8AQ5g8HzfatDc1Hg4qfFwU6PmpN67qfdOatDc1Kg5qUFzU6PmpO6Aa5EkSZIkSdI5GTwBDmDwfN9q0NzUeDip8XBTo+ak3rup905q0NzUqDmpQXNTo+ak7oBrkSRJkiRJ0jkZPAEOYPB83+omNjUeTmo83NRzJjWCbr766qubfP755zf77W9/e5O///3vN/vZz352k7oDrkWSJEmSJEnnZPAEOIDB832rm9jU4DipQXNTz5nUoLmpUXNSg+amRs1JDZqbGjUndQdciyRJkiRJks7J4AlwAIPn+1Y3sanBcVKD5qaeM6lBc1Oj5qQGzU2NmpMaNDc1ak7qDrgWSZIkSZIknZPBE+AABs/3rW5iU4PjpAbNTT1nUoPmpkbNSQ2amxo1JzVobmrUnNQdcC2SJEmSJEk6J4MnwAEMnu9b3cSmBsdJDZqbes6kBs1NjZqTGjQ3NWpOatDc1Kg5qTvgWiRJkiRJknROBk+AAxg837e6iU0NjpMaNDf1nEkNmpsaNSc1aG5q1JzUoLmpUXNSd8C1SJIkSZIk6ZwMngAHMHi+b3UTmxocJzVobuo5kxo0NzVqTmrQ3NSoOalBc1Oj5qTugGuRJEmSJEnSORk8AQ5g8Hzf6iY2NThOatDc1HMmNWhuatSc1KC5qVFzUoPmpkbNSd0B1yJJkiRJkqRzMngCHMDg+b7VTWxqcJzUoLmp50xq0NzUqDmpQXNTo+akBs1NjZqTugOuRZIkSZIkSedk8AQ4gMHzfaub2NTgOKlBc1PPmdSgualRc1KD5qZGzUkNmpsaNSd1B1yLJEmSJEmSzsngCXAAg+f7VjexqcFxUoPmpp4zqUFzU6PmpAbNTY2akxo0NzVqTuoOuBZJkiRJkiSdk8ET4AAGz/etbmJTg+OkBs1NPWdSg+amRs1JDZqbGjUnNWhuatSc1B1wLZIkSZIkSTongyfAAQye71vdxKYGx0kNmpt6zqQGzU2NmpMaNDc1ak5q0NzUqDmpO+BaJEmSJEmSdE4GT4ADGDzft48fP96sBsdJDZqbGign33333c3qOZMPHz7c7LPPPrvJ0//HW/3yl7+8Sd0B1yJJkiRJkqRzMngCHOBpMHlN9TGe66hBc1Oj5qQGzU0NjpMaNDf1nEkNmpsaNSfPx8yXqFFzUnfAtUiSJEmSJOmcDJ4AB3gaTF5TfYznOmrQ3NSoOalBc1OD46QGzU09Z1KD5qZGzcnzMfMlatSc1B1wLZIkSZIkSTongyfAAZ4Gk9dUH+O5jho0NzVqTmrQ3NTgOKlBc1PPmdSgualRc/J8zHyJGjUndQdciyRJkiRJks7J4AlwgKfB5DXVx3iuowbNTY2akxo0NzU4TmrQ3NRzJjVobmrUnDwfM1+iRs1J3QHXIkmSJEmSpHMyeAIc4GkweU31MZ7rqEFzU6PmpAbNTQ2Okxo0N/WcSQ2amxo1J8/HzJeoUXNSd8C1SJIkSZIk6ZwMngAHeBpMXlN9jOc6atDc1Kg5qUFzU4PjpAbNTT1nUoPmpkbNyfMx8yVq1JzUHXAtkiRJkiRJOieDJ8ABngaT11Qf47mOGjQ3NWpOatDc1OA4qUFzU8+Z1KC5qVFz8nzMfIkaNSd1B1yLJEmSJEmSzsngCXCAp8HkNdXHeK6jBs1NjZqTGjQ3NThOatDc1HMmNWhuatScPB8zX6JGzUndAdciSZIkSZKkczJ4AhzgaTB5TfUxnuuoQXNTo+akBs1NDY6TGjQ39ZxJDZqbGjUnz8fMl6hRc1J3wLVIkiRJkiTpnAyeAAd4GkxeU32M5zpq0NzUqDmpQXNTg+OkBs1NPWdSg+amRs3J8zHzJWrUnNQdcC2SJEmSJEk6J4MnwAGeBpPXVB/juY4aNDc1ak5q0NzU4DipQXNTz5nUoLmpUXPyfMx8iRo1J3UHXIskSZIkSZLOyeAJcICnweQ11cd4ruPf//73zWrUnHz11Vc3+/bbb2/yfAR8ifqtkxpmN3/4wx9uUn/b5te//vVN6g64FkmSJEmSJJ2TwRPgAE/Dz2uqj/FcRw2amxoDJzVobmrYmzwfM1+ifuukBs1NjZqT+ts2NWpO6g64FkmSJEmSJJ2TwRPgAE/Dz2uqj/FcRw2amxoDJzVobmrYmzwfM1+ifuukBs1NjZqT+ts2NWpO6g64FkmSJEmSJJ2TwRPgAE/Dz2uqj/FcRw2amxoDJzVobmrYmzwfM1+ifuukBs1NjZqT+ts2NWpO6g64FkmSJEmSJJ2TwRPgAE/Dz2uqj/FcRw2amxoDJzVobmrYmzwfM1+ifuukBs1NjZqT+ts2NWpO6g64FkmSJEmSJJ2TwRPgAE/Dz2uqj/FcRw2amxoDJzVobmrYmzwfM1+ifuukBs1NjZqT+ts2NWpO6g64FkmSJEmSJJ2TwRPgAE/Dz2uqj/FcRw2amxoDJzVobmrYmzwfM1+ifuukBs1NjZqT+ts2NWpO6g64FkmSJEmSJJ2TwRPgAE/Dz2uqj/FcRw2amxoDJzVobmrYmzwfM1+ifuukBs1NjZqT+ts2NWpO6g64FkmSJEmSJJ2TwRPgAE/Dz2uqj/FcRw2amxoDJzVobmrYmzwfM1+ifuukBs1NjZqT+ts2NWpO6g64FkmSJEmSJJ2TwRPgAE/Dz2uqj/FcRw2amxoDJzVobmrYmzwfM1+ifuukBs1NjZqT+ts2NWpO6g64FkmSJEmSJJ2TwRPgAE/Dz2uqj/FcRw2amxoDJzVobmrYmzwfM1+ifuukBs1NjZqT+ts2NWpO6g64FkmSJEmSJJ2TwRPgAE/Dz2uqj/FcRw2amxoDJzVobmrYmzwfM1+ifuukBs1NjZqT+ts2NWpO6g64FkmSJEmSJJ2TwRPgAE/Dz2uqj/FcRw2amxoDJzVobmrYmzwfM1+ifuukBs1NjZqT+ts2NWpO6g64FkmSJEmSJJ2TwRPgAE/Dz2uqj/Fcx3/+85+b1Rg4+eabb2725z//+SbPx8yXqPdOatDc/OlPf7pJjb+bzz///CZ1B1yLJEmSJEmSzsngCXCAp+HnNdXHeK6jBs1NjZqTGg83NWpOno+ZL1HvndSgualRc1KD5qZGzUndAdciSZIkSZKkczJ4Ahzgafh5TfUxnuuoQXNTo+akxsNNjZqT52PmS9R7JzVobmrUnNSgualRc1J3wLVIkiRJkiTpnAyeAAd4Gn5eU32M5zpq0NzUqDmp8XBTo+bk+Zj5EvXeSQ2amxo1JzVobmrUnNQdcC2SJEmSJEk6J4MnwAGehp/XVB/juY4aNDc1ak5qPNzUqDl5Pma+RL13UoPmpkbNSQ2amxo1J3UHXIskSZIkSZLOyeAJcICn4ec11cd4rqMGzU2NmpMaDzc1ak6ej5kvUe+d1KC5qVFzUoPmpkbNSd0B1yJJkiRJkqRzMngCHOBp+HlN9TGe66hBc1Oj5qTGw02NmpPnY+ZL1HsnNWhuatSc1KC5qVFzUnfAtUiSJEmSJOmcDJ4AB3gafl5TfYznOmrQ3NSoOanxcFOj5uT5mPkS9d5JDZqbGjUnNWhuatSc1B1wLZIkSZIkSTongyfAAZ6Gn9dUH+O5jho0NzVqTmo83NSoOXk+Zr5EvXdSg+amRs1JDZqbGjUndQdciyRJkiRJks7J4AlwgKfh5zXVx3iuowbNTY2akxoPNzVqTp6PmS9R753UoLmpUXNSg+amRs1J3QHXIkmSJEmSpHMyeAIc4Gn4eU31MZ7rqEFzU6PmpMbDTY2ak+dj5kvUeyc1aG5q1JzUoLmpUXNSd8C1SJIkSZIk6ZwMngAHeBp+XlN9jOc6atDc1Kg5qfFwU6Pm5PmY+RL13kkNmpsaNSc1aG5q1JzUHXAtkiRJkiRJOieDJ8ABnoaf11Qf43k7P/7xj2/yKdWwN/n2229vVqPm5G9/+9vN6r2TGhs3NTje2w8//HCTuhuuRZIkSZIkSedk8AQ4gMHzsdSoOfmUatSc1Hi4qVFzUoPmpt47qUFzUwPlvdWoOam74VokSZIkSZJ0TgZPgAMYPB9LjZqTT6lGzUmNh5saNSc1aG7qvZMaNDc1UN5bjZqTuhuuRZIkSZIkSedk8AQ4gMHzsdSoOfmUatSc1Hi4qVFzUoPmpt47qUFzUwPlvdWoOam74VokSZIkSZJ0TgZPgAMYPB9LjZqTT6lGzUmNh5saNSc1aG7qvZMaNDc1UN5bjZqTuhuuRZIkSZIkSedk8AQ4gMHzsdSoOfmUatSc1Hi4qVFzUoPmpt47qUFzUwPlvdWoOam74VokSZIkSZJ0TgZPgAMYPB9LjZqTT6lGzUmNh5saNSc1aG7qvZMaNDc1UN5bjZqTuhuuRZIkSZIkSedk8AQ4gMHzsdSoOfmUatSc1Hi4qVFzUoPmpt47qUFzUwPlvdWoOam74VokSZIkSZJ0TgZPgAMYPB9LjZqTT6lGzUmNh5saNSc1aG7qvZMaNDc1UN5bjZqTuhuuRZIkSZIkSedk8AQ4gMHzsdSoOfmUatSc1Hi4qVFzUoPmpt47qUFzUwPlvdWoOam74VokSZIkSZJ0TgZPgAMYPB9LjZqTT6lGzUmNh5saNSc1aG7qvZMaNDc1UN5bjZqTuhuuRZIkSZIkSedk8AQ4gMHzsdSoOfmUatSc1Hi4qVFzUoPmpt47qUFzUwPlvdWoOam74VokSZIkSZJ0TgZPgAMYPB9LjZqTT6lGzUmNh5saNSc1aG7qvZMaNDc1UN5bjZqTuhuuRZIkSZIkSedk8AQ4gMHzsfz0pz+9yT/+8Y+b/fGPf7xJDZT3Vr9zU8+Z1KC5+fDhw01+//vf3+y///3vTX7yk5/crG6NtyNJkiRJkqRzMngCHMDg+Vhq1JzUELipUXNS4+G91e/c1HMmNWhuatSc1KC5qVFzUoPmpm6NtyNJkiRJkqRzMngCHMDg+Vhq1JzUELipUXNS4+G91e/c1HMmNWhuatSc1KC5qVFzUoPmpm6NtyNJkiRJkqRzMngCHMDg+Vhq1JzUELipUXNS4+G91e/c1HMmNWhuatSc1KC5qVFzUoPmpm6NtyNJkiRJkqRzMngCHMDg+Vhq1JzUELipUXNS4+G91e/c1HMmNWhuatSc1KC5qVFzUoPmpm6NtyNJkiRJkqRzMngCHMDg+Vhq1JzUELipUXNS4+G91e/c1HMmNWhuatSc1KC5qVFzUoPmpm6NtyNJkiRJkqRzMngCHMDg+Vhq1JzUELipUXNS4+G91e/c1HMmNWhuatSc1KC5qVFzUoPmpm6NtyNJkiRJkqRzMngCHMDg+Vhq1JzUELipUXNS4+G91e/c1HMmNWhuatSc1KC5qVFzUoPmpm6NtyNJkiRJkqRzMngCHMDg+Vhq1JzUELipUXNS4+G91e/c1HMmNWhuatSc1KC5qVFzUoPmpm6NtyNJkiRJkqRzMngCHMDg+Vhq1JzUELipUXNS4+G91e/c1HMmNWhuatSc1KC5qVFzUoPmpm6NtyNJkiRJkqRzMngCHMDg+Vhq1JzUELipUXNS4+G91e/c1HMmNWhuatSc1KC5qVFzUoPmpm6NtyNJkiRJkqRzMngCHMDg+Vhq1JzUELipUXNS4+G91e/c1HMmNWhuatSc1KC5qVFzUoPmpm6NtyNJkiRJkqRzMngCHMDg+Vh+8Ytf3OT777+/2eeff36T77777mY1OE7++c9/3uzbb7+9SQ2am6+//vomv/vd725W/x6TX/3qVzerW+PtSJIkSZIk6ZwMngAHMHg+lho1JzVobmrUnNSguamhblKD5qZGzUkNmpsaNSc1aG7q32NSg+ambo23I0mSJEmSpHMyeAIcwOD5WGrUnNSgualRc1KD5qaGukkNmpsaNSc1aG5q1JzUoLmpf49JDZqbujXejiRJkiRJks7J4AlwAIPnY6lRc1KD5qZGzUkNmpsa6iY1aG5q1JzUoLmpUXNSg+am/j0mNWhu6tZ4O5IkSZIkSTongyfAAQyej6VGzUkNmpsaNSc1aG5qqJvUoLmpUXNSg+amRs1JDZqb+veY1KC5qVvj7UiSJEmSJOmcDJ4ABzB4PpYaNSc1aG5q1JzUoLmpoW5Sg+amRs1JDZqbGjUnNWhu6t9jUoPmpm6NtyNJkiRJkqRzMngCHMDg+Vhq1JzUoLmpUXNSg+amhrpJDZqbGjUnNWhuatSc1KC5qX+PSQ2am7o13o4kSZIkSZLOyeAJcACD52OpUXNSg+amRs1JDZqbGuomNWhuatSc1KC5qVFzUoPmpv49JjVoburWeDuSJEmSJEk6J4MnwAEMno+lRs1JDZqbGjUnNWhuaqib1KC5qVFzUoPmpkbNSQ2am/r3mNSgualb4+1IkiRJkiTpnAyeAAcweD6WGjUnNWhuatSc1KC5qaFuUoPmpkbNSQ2amxo1JzVoburfY1KD5qZujbcjSZIkSZKkczJ4AhzA4PlYatSc1KC5qVFzUoPmpoa6SQ2amxo1JzVobmrUnNSgual/j0kNmpu6Nd6OJEmSJEmSzsngCXAAg+djqVFzUoPmpkbNSQ2amxrqJjVobmrUnNSgualRc1KD5qb+PSY1aG7q1ng7kiRJkiRJOieDJ8ABDJ6PpUbNSQ2amxo1JzVobmqom9SgualRc1KD5qZGzUkNmpv695jUoLmpW+PtSJIkSZIk6ZwMngAHMHg+lt/85jc3+ctf/nKzL7/88ib1jE0NdZMffvjhZjVqTmrQ3NRzJh8+fLjZF198cZMamDd1a7wdSZIkSZIknZPBE+AABs/HUqPmpMbGTY2ak3rGpkbNSQ2amxocJzVobuo5kxo0NzVqTmrQ3NSt8XYkSZIkSZJ0TgZPgAMYPB9LjZqTGhs3NWpO6hmbGjUnNWhuanCc1KC5qedMatDc1Kg5qUFzU7fG25EkSZIkSdI5GTwBDmDwfCw1ak5qbNzUqDmpZ2xq1JzUoLmpwXFSg+amnjOpQXNTo+akBs1N3RpvR5IkSZIkSedk8AQ4gMHzsdSoOamxcVOj5qSesalRc1KD5qYGx0kNmpt6zqQGzU2NmpMaNDd1a7wdSZIkSZIknZPBE+AABs/HUqPmpMbGTY2ak3rGpkbNSQ2amxocJzVobuo5kxo0NzVqTmrQ3NSt8XYkSZIkSZJ0TgZPgAMYPB9LjZqTGhs3NWpO6hmbGjUnNWhuanCc1KC5qedMatDc1Kg5qUFzU7fG25EkSZIkSdI5GTwBDmDwfCw1ak5qbNzUqDmpZ2xq1JzUoLmpwXFSg+amnjOpQXNTo+akBs1N3RpvR5IkSZIkSedk8AQ4gMHzsdSoOamxcVOj5qSesalRc1KD5qYGx0kNmpt6zqQGzU2NmpMaNDd1a7wdSZIkSZIknZPBE+AABs/HUqPmpMbGTY2ak3rGpkbNSQ2amxocJzVobuo5kxo0NzVqTmrQ3NSt8XYkSZIkSZJ0TgZPgAMYPB9LjZqTGhs3NWpO6hmbGjUnNWhuanCc1KC5qedMatDc1Kg5qUFzU7fG25EkSZIkSdI5GTwBDmDwfCw1ak5qbNzUqDmpZ2xq1JzUoLmpwXFSg+amnjOpQXNTo+akBs1N3RpvR5IkSZIkSedk8AQ4gMHzsfzrX/+6yTfffHOzr7/++iY1oG1q1JzU37apv21Sg+amRs1J/ftt/vrXv97k48ePN/vRj350k7pN7keSJEmSJEmn9L///R+WQr3XH1OyXQAAAABJRU5ErkJggg==)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "除了上述示例中使用过的scalar、image之外，summary模块还提供了替他数据嵌入TensorBoard方法："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    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)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**参考**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://tensorflow.google.cn/tensorboard/get_started\n",
    "\n",
    "http://www.imooc.com/article/49359\n",
    "\n",
    "https://www.jianshu.com/p/7f728730c488\n",
    "\n",
    "https://blog.csdn.net/z_feng12489/article/details/89920398#_103"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tensorflow_gpu",
   "language": "python",
   "name": "tensorflow_gpu"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}