{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "rGm5_OCNuQjb" }, "source": [ "# Assignment 4\n", "\n", "\n", "- **Zhilong Li**\n", "- **USC ID:** 3884-8441-02\n", "- **USC email:** zhilongl@usc.edu" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import tensorflow as tf\n", "from tensorflow import keras\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import matplotlib.colors as mcolors\n", "plt.rcParams['figure.figsize'] = (10, 10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Q1,2 Load datasets\n", "# Q3 Plot 25 random images from training set" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\n", "170500096/170498071 [==============================] - 4s 0us/step\n", "170508288/170498071 [==============================] - 4s 0us/step\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load image data\n", "(x_train, y_train), (x_test, y_test) = keras.datasets.cifar10.load_data()\n", "x_train = x_train / 255.0\n", "x_test = x_test / 255.0\n", "label_name = ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n", "\n", "# show the image\n", "fig, ax = plt.subplots(5,5,constrained_layout=True)\n", "counter = 0\n", "for x in np.random.choice(len(x_train)+1, replace=0,size=25):\n", " sp = ax[int(counter/5)][counter%5] # type: plt.Axes\n", " counter += 1\n", " sp.imshow(x_train[x])\n", " sp.set_xlabel(f\"Pic {x} {label_name[y_train[x][0]]}\")\n", " sp.set_xticks([])\n", " sp.set_yticks([])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Q4 Construct the CNN" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2021-12-17 21:28:38.480676: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:305] Could not identify NUMA node of platform GPU ID 0, defaulting to 0. Your kernel may not have been built with NUMA support.\n", "2021-12-17 21:28:38.480890: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:271] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 0 MB memory) -> physical PluggableDevice (device: 0, name: METAL, pci bus id: )\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Metal device set to: Apple M1\n", "\n", "systemMemory: 16.00 GB\n", "maxCacheSize: 5.33 GB\n", "\n" ] } ], "source": [ "random_seed = None\n", "regularization_param = 1e-5\n", "initializer = keras.initializers.RandomNormal(seed=random_seed)\n", "regularizer = keras.regularizers.l2(regularization_param)\n", "optimizer = keras.optimizers.Adam()\n", "\n", "all_layers = [keras.layers.Conv2D(filters=32, kernel_size=(3, 3), padding='same',\n", " activation='relu', input_shape=(32, 32, 3),\n", " kernel_regularizer=regularizer,\n", " bias_regularizer=regularizer),\n", " keras.layers.Conv2D(filters=32, kernel_size=(1, 1), padding='valid',\n", " activation='relu', kernel_regularizer=regularizer,\n", " bias_regularizer=regularizer),\n", " keras.layers.Conv2D(filters=32, kernel_size=(1, 1), padding='valid',\n", " activation='relu', kernel_regularizer=regularizer,\n", " bias_regularizer=regularizer),\n", " keras.layers.MaxPool2D((2, 2)),\n", " keras.layers.Conv2D(filters=128, kernel_size=(3, 3), padding='same',\n", " activation='relu', kernel_regularizer=regularizer,\n", " bias_regularizer=regularizer),\n", " # keras.layers.MaxPool2D((2, 2)),\n", " # keras.layers.Conv2D(filters=256, kernel_size=(3, 3), padding='valid',\n", " # activation='relu', kernel_regularizer=regularizer,\n", " # bias_regularizer=regularizer),\n", " keras.layers.Conv2D(filters=64, kernel_size=(1, 1), padding='valid',\n", " activation='relu', kernel_regularizer=regularizer,\n", " bias_regularizer=regularizer),\n", " keras.layers.AveragePooling2D((2, 2)),\n", " keras.layers.Flatten(),\n", " keras.layers.Dense(64, activation='relu', kernel_regularizer=regularizer,\n", " bias_regularizer=regularizer),\n", " keras.layers.Dense(10)]\n", "keras.backend.clear_session()\n", "model = keras.Sequential(all_layers) # type: tf.keras.Sequential\n", "model.compile(optimizer=optimizer, loss=keras.losses.SparseCategoricalCrossentropy(\n", " from_logits=True), metrics=['accuracy'])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Q5 Train the model" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/20\n", "782/782 [==============================] - 16s 21ms/step - loss: 0.9228 - accuracy: 0.6807 - val_loss: 0.9695 - val_accuracy: 0.6600\n", "Epoch 2/20\n", " 82/782 [==>...........................] - ETA: 13s - loss: 0.8656 - accuracy: 0.7001" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/var/folders/hn/6hc8sznj4mg2w580m0qbtx4c0000gn/T/ipykernel_9590/1715139216.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mtf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"/gpu:0\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m history = model.fit(x_train, y_train, epochs=20, batch_size=64,\n\u001b[0m\u001b[1;32m 3\u001b[0m validation_data=(x_test, y_test))\n\u001b[1;32m 4\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'model'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/mambaforge/envs/tf/lib/python3.9/site-packages/keras/utils/traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 62\u001b[0m \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 63\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 64\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 65\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# pylint: disable=broad-except\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_process_traceback_frames\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__traceback__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/mambaforge/envs/tf/lib/python3.9/site-packages/keras/engine/training.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[1;32m 1214\u001b[0m _r=1):\n\u001b[1;32m 1215\u001b[0m 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"\u001b[0;32m~/mambaforge/envs/tf/lib/python3.9/site-packages/tensorflow/python/util/traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 148\u001b[0m \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 149\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 150\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 151\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 152\u001b[0m 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\u001b[0;31m# defunned version which is guaranteed to never create variables.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 942\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_stateless_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# pylint: disable=not-callable\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 943\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_stateful_fn\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 944\u001b[0m \u001b[0;31m# Release the lock early so that multiple threads can perform the call\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/mambaforge/envs/tf/lib/python3.9/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 3128\u001b[0m (graph_function,\n\u001b[1;32m 3129\u001b[0m filtered_flat_args) = self._maybe_define_function(args, kwargs)\n\u001b[0;32m-> 3130\u001b[0;31m return graph_function._call_flat(\n\u001b[0m\u001b[1;32m 3131\u001b[0m filtered_flat_args, captured_inputs=graph_function.captured_inputs) # pylint: disable=protected-access\n\u001b[1;32m 3132\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/mambaforge/envs/tf/lib/python3.9/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m_call_flat\u001b[0;34m(self, args, captured_inputs, cancellation_manager)\u001b[0m\n\u001b[1;32m 1957\u001b[0m and executing_eagerly):\n\u001b[1;32m 1958\u001b[0m \u001b[0;31m# No tape is watching; skip to running the function.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1959\u001b[0;31m return self._build_call_outputs(self._inference_function.call(\n\u001b[0m\u001b[1;32m 1960\u001b[0m ctx, args, cancellation_manager=cancellation_manager))\n\u001b[1;32m 1961\u001b[0m forward_backward = self._select_forward_and_backward_functions(\n", "\u001b[0;32m~/mambaforge/envs/tf/lib/python3.9/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36mcall\u001b[0;34m(self, ctx, args, cancellation_manager)\u001b[0m\n\u001b[1;32m 596\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0m_InterpolateFunctionError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 597\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mcancellation_manager\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 598\u001b[0;31m outputs = execute.execute(\n\u001b[0m\u001b[1;32m 599\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msignature\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 600\u001b[0m \u001b[0mnum_outputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_num_outputs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/mambaforge/envs/tf/lib/python3.9/site-packages/tensorflow/python/eager/execute.py\u001b[0m in \u001b[0;36mquick_execute\u001b[0;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[0mctx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mensure_initialized\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 58\u001b[0;31m tensors = pywrap_tfe.TFE_Py_Execute(ctx._handle, device_name, op_name,\n\u001b[0m\u001b[1;32m 59\u001b[0m inputs, attrs, num_outputs)\n\u001b[1;32m 60\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_NotOkStatusException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "with tf.device(\"/gpu:0\"):\n", " history = model.fit(x_train, y_train, epochs=20, batch_size=64,\n", " validation_data=(x_test, y_test))\n", "model.save('model')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Q6 Plot the accuracy of the training and validation process" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "313/313 - 1s - loss: 1.4142 - accuracy: 0.6914\n" ] } ], "source": [ "plt.plot(history.history['accuracy'], label='train_accuracy')\n", "plt.plot(history.history['val_accuracy'], label = 'val_accuracy')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Accuracy')\n", "plt.ylim([0.5, 1])\n", "plt.legend(loc='lower right')\n", "plt.show()\n", "\n", "test_loss, test_acc = model.evaluate(x_test, y_test, verbose=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Q7 Plot the predictions of some random images" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correct: 21 out of 25, Acc: 0.84\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# model = keras.models.load_model('model')\n", "# show the image\n", "fig, ax = plt.subplots(5,5)\n", "counter = 0\n", "correct = 0\n", "for x in np.random.choice(len(x_test)+1, replace=0,size=25):\n", " sp = ax[int(counter/5)][counter%5] # type: plt.Axes\n", " counter += 1\n", " sp.imshow(x_test[x])\n", " pred = model(x_test[x].reshape(1, 32, 32, 3))\n", " sm_pred = keras.activations.softmax(pred)[0]\n", " pred_class = tf.argmax(sm_pred)\n", " if pred_class == y_test[x][0]:\n", " correct += 1\n", " sp.set_xlabel(f\"Pred: {label_name[pred_class]} Truth: {label_name[y_test[x][0]]}\")\n", " sp.set_xticks([])\n", " sp.set_yticks([])\n", "fig.tight_layout()\n", "print(f\"Correct: {correct} out of 25, Acc: {correct/25:.2f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Q8 Draw the filters that CNN has learnt from dataset\n", "\n", "I am using a different method to plot the filters which can keep dynamic range of the filters. 0 value will be white and negative values will be blue and positive will be red." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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LP5NHxIXAhZJ+kizi80nJFR3Dg0Mtl/igNtFMvKTjydY1nponDZu4rDXbiAvYOG47C04JbSciliWdSZYHZQk4PyKukvTL+evnSjqYbEvTvYFVSS8DjouI2weVLe8b2ayk7k4m6RTgDWT//m+PiHP6Xj+WLHfKicArIuK1Pa9tA+4gC19fHjOgYA1T073K5kBi/9gWnNuNpermHJrSVM9GEXGppKMlbc1zOJXOg0Mt15FSdnwZOxMv6UiyrQafGxH/Pk1Za77ECxi47Sy8rO1M33OKiIuBi/t+d27P37/HkJwfg8pau2S7lU1/zelJ1vhksk7UFyVdFBG9ucpuBn4NeOqQjzm5qk6UVaume5XNgcT+sS24Iu3GExmLTST1jye5Vz0Y+I+ICEknAhuAyiYzPDjUcinJryaZxQf+ADgAeHOejHk5Ih49rGxpX8hmIjXJp9uOFUgQawuskx6qP0myxh3ADkmVrsO32UvsbBe6V5VVd6uX71WWIrXdeCLDJLG0brr71YT3qqcDz5N0H3A38HMRUVlajqkGh7buu0888NADq6rLWN+5+ju1nXv9McfUdm6AG75x1c6IeED/7ws85I+bxX8x8OJJy46y38YNceiWzVPXsSw7brmntnMf9IA9ajs3wFU33jqw3QDJW3POsu3sv2VzHLHfXkn1LMMNGwf+p5uJu3et1HZugDuv+/rga07CzW/Wtu6/Xzzw8EPrq4Dq++9z+X/sqO3cAKs/2DHtvarsxML9AviEpADe2vfZayuz9YB44JFHTvHx5VqtcR+EzupybecG+PK/fXVN2ylyvSlyr5rW1v33iwcecVgZH5Xk32++r7Zzr9y3Wtu5Ae7+/rVDrzmpS1lnad8N6+OQTZtqO//OO3bVdu7Dj9y/tnN/56bbuOnOu9a0kIp3SCxtImOvffePrYfWt8HiD66ub0PMupOV7mTX4GtOB9Ztnj7uZoJ71Z8Bf5ZQ1SRTfYMHHnogn3/vX1ZVl7H+x4m/Utu5D/yrf6jt3ACvPuWh3x70+zY8qB26ZTN/+5TH1Xb+N/9dfTul/+bT652EfMi5H2htuwE4Yr+9+Pj/+Lnazv9HDy7luSHJVd+9rbZzA3z6Nx4/uO0k3vxm6YGHH8oXPnJBbeeP9RtrO/e+T39jbecGuOuzbxhyzYH1nYHXnNISCw/xuIjYLulA4BJJ10TEpcPe/MAjj+RfL/30FB9frl3aUNu5N/3g+7WdG2DjQQ9a03YkWNqwVEd1pvLAIw7j8x/9YG3nf+L76kvfd+uNP6jt3ABffc3PTHvNaZRDNm3inY95VG3nf9enttV27j99+bNrO/dP/cm7Bv5+RP+4WRMZhx7Oq/7mI1N8fLk+96ifqO3c9Q5Hw1v59sBrDhJL65t/vxqn2T18G6stHSdrFrcbSzYnNz+bNaG0afxCiewjYnv+5w5JF5LN7g4dHLKG6YglZ4e1FEprOxPkjfl54HfzH+8EfiUi/q1gba0hRvSPGzWRYc2TtZ323688ONR2IrXDbYvMHW5LNC83P5utAgPSyYnsJW0BOhFxR/73pwCvSqmE1UPCg9GWRILOlNecCfPGfAt4fETcIulU4DymixCxJkt/rvJExoJTR6zb1P6hlfZ/gwWnjlg/Bw3RZktiLi5gNnvzcvOzGUtsN5Mka5R0MHAZsDewKullwHHAVuDCPNnwOuB9EfGxMr6OzYakxi9jtWZK7B9Pkjfmsz3v/zxDdtm0dirwXOWJjAWnznzcr9r/DRadNPXMiJmk5GVl3qpzwRVoO7a4ikScTZCs8XsMfkC7HXhE0kmtGbyM1VIN7x+Pyh0zbd6YFwEfLVRPa5bE5ypPZNi89I89ONRyWch1JWuq/YA/zxI73N6q05yvylIUGZC2xaUOdLyM1RKM6B+Pyh0zcd4YSSeTDQ79eFoNrYlSn6vAExmLTmIuVvO0/xssuoQOtx/wrUCHe6ZbdVrzSEruONkCUxZybTYVDypaqrS2M1HeGEnHA28HTo2Im5LraM3ja44lUict6qxpSfA9ONRyibP4fsBfdMNvfo3aqtMayJFDlsIdbkvghNSWSmmJhcfmjZF0JPBB4LkR8e9l1NWaw9HRliwh6qyJSfA9ONRyI2bxy1xT3c8P+C03osPtrTptpHlJuGez5Q63JUncjtwsZUB6krwxwB8ABwBvznPEOL3CHHF0tKVKXD7fuCT47uG33fAHtVLWVA/hB/yWK/CA7606F5x3K7MUbjeWQh3vrGlpUvN/TJA35sXAiwtX0JrJE2CWSJ0O67dsGvRSq5Lgu/W3XOJsrB/wF116wj1v1bnoJDrrfeuwKTkCxBI4kbmlSs3/YYvNUa6WbHj/uFVJ8N3Dbzml7TrlB/wFl9rh9ladlrUd3zpsOu5wWxIPRluqArtO2QLz5gmWSBKdDeunLda4JPi+47ZdQsI9P+BbkQ63t+pccH5YsxTucFsCD0ZbKkedWQq3G0vWEes2bZi2VOOS4PuO23aJD2p+wF9s7nBbqsSZEVtw7nBbEg9GWyq3HUvhdmOJlNB2mpgE3/GWLdd9yO8/zEbKL2D9h9lYgqX163Y7JiomnSLp65KulXTWgNcl6S/z16+QdGLPa9skfVXS5X1J/awtClxzJmg7x0r6nKR7Jf32NGWt2bqD0f2H2TgSdJY6aw6zUYo8V/leteBEUtuJiIsj4kcj4uiI+OP8d+d2gzYi4sURsV9EnJAfle6OOLbGks4AzgA48uADq6yLpeiIpU0b667FGr3t5pA9BmZutxplOwc1r93A7m3nsH33rLk21k+dDktThs1KWgLeBDyZbH31FyVdFBFf63nbqcAx+XES8BZ237Hh5IjYOeIcP7xXHXbIVPWz6mU7JE4dbj1p27kZ+DXgqQlld2s7RxzRu/TfapcWpj8Tu19zDq25NraGpr9XzUpv2zm4oX2xhZX4XDXre9UBBx82dR2tWup0WDcHz7xjh9Aj4ryIeHREPHrrfnvPok42hSwh9bqkmfwq9bab/TY28+a80CQ6G9atOZqgt+0csGVz3dWxPsof1nqPCTwGuDYivhkRu4D3A6f3ved04D2R+Tywr6SJR3l2u1ftv9+kxWxWJDrr1685JjC27UTEjoj4InDftGXz8ve3nQdsPSDl21lFVFPE2SR2u+Yc4GtO0zQ56qy37ew72XXQZqTAc9VM71V77bd/ytezCmVRZ+vXHG3TjKdBS5c/5JtNI2VdrBmQes05DPhuz8/XsXtU0LD3HAbcQLat5yckBfDWiDhv2gpYvYTQ4CUdW/uWCp7X9+87SdsZpkhZa4I8TH/qYgVm8W1O5EugzaYyvI/je5WNNifPVu3/BgvOD/mWJLHDDdlsLPAGssRpb4+Ic/pePxZ4J3Ai8IqIeO2kZa35slm1NTMh4zpNg7apiv6PHvGex0XEdkkHApdIuiYiLp2q4lav4Q9qO8esn5+k7VRR1hqgQB/n/pn4/HO6M/H3Dw5FxA5gh6SfLqOu1izuH1uKEe3G9yobSR01dinrNHzVbLv0WTU/4C+w1E7TLNZUW8OJQbNq4zpN1wG9yVwOB7ZP+p6I6P65Q9KFZA9+HhxqkQIPapO0nSrKWhOktxvPxC+6jiPrLUH65KnvVYtOQuvaPzjktP0tl7Iev+ch/VTgOODZko7re1v3Af+1CWWt6dLzOFS+ptqabdA1ZwJfBI6R9CBJG4BnARf1veci4Hn5rmWPBW6LiBskbZG0V37uLcBTgCvL+0Y2E53kPGeTtJ0qyloDjMjhsFXSZT3HGf1FB3ycZ+IXSFNzclqzFchz5nvVopPQ+vVrjrbxVbLt0mbVioRbjy1rzZftHDRwNwavqbbROh2WNk63k0dELEs6E/g4WcTh+RFxlaRfzl8/F7gYOA24FrgLeGFe/CDgQkmQ3bPeFxEfK+Or2OxIabtOTdJ2JB0MXAbsDaxKehlwXETcPqhsOd/IZkFLHdZtGbj7SxnRijbPNB9LPGzGEqMVfa8yqYM2TL9bWZHVPFXw4FDLdWfVBhj1kO8H/AXnNdWWTrBu+pmQiLiYbACo93fn9vw9gJcOKPdN4BHT19MaRUMTUo81Qdv5HtnD/0RlrUUkOgnXG3pm4oHryWbin1Nm1azZJNFZWqq7GtYyI56rxvK9asFJUw8ONXHzBA8OtV3aQ74f8Bed839YKgmt92ysTWdIInOzMZIHowvN4pdWfavP4Px4ZqM5kbmlUgemzznUuM0T3PpbTmkJ9/yAv+gk1EmaUSsyG+uZ3DmgzvQzI2Z+ULMkBQaji8ziW/sV2HijUUs8bLYSn6vM7s85NEBVq3kq4dbfdmkh137AX3j1zMZ6TfU8EEpb5mELzNtKWwrJ1xtLlHDNaeISD5ux9KWstuiGLyurajVPJdxTa73pH/L9gG91zcZ6TfUcSAubtUXnwSFLIfl6Y2nStpVu3BIPm7W0yVMz1Em55jRuRY57am3XEdq4eepifsBfbF4aZMk6QhvddmxKibt42IJzu7FU6gy7V7VqiYfNWOJzlZnS+seNW5HjwaGWc8i1pXG7sVRuO5ZAIO8cZNMansPBbKQR/eNWLfGw2fJzlSVLmMxo4uYJHhxqPV/ELIGXBlmqtLBZW3ReHmQp0pYGmaVecxq3xMNmzc9VlkrQmX5opWmbJ3hwqO38kG8pPBtrieS2Ywk8G2tJ3G6sAHU60xZp3BIPmzEJ0nbznWSnO+WvnwbcBbwgIr6cv7YNuANYAZZHRLdZUwkiYXCoaab6Bj/4zg184X/8cVV1GesXv/3l2s7946f/dm3nHqkFofrrjzqaw9/2D7Wdf9/nbqvt3B/ee2Nt5wbg3A8M/n2B2dhZ3vxieYV7brotqZ5l+O8XvKS2cy9/+Xu1nRvg08NeaEEEyK1Xf5MLH/WM2s7/84c9trZz/3/PfX5t5wb4l8++Ycgr6Q/5s7zmfOWa77L3T/xGUj3L8IuX/1Nt5/7t719R27mHUjuSw37lG99jy0+fM/6NFTntV8+o7dyXPPq62s4NsOk1Q15ImDytY4nH11c28fhbHpxStBRxwo/Udu6z/vvLazv3yls+PviFxA1bJtzp7lTgmPw4CXgLu+e0Ojkidk5yvrt2rfCV7946dT3L8swTD67t3AefUN+5Ad56/reHvCJo+DP5JNo/vLXoEjtOHt1ecImzsbO++VkDeSbfUiRGufqas9hUYGdNW3CJUa5NW+JhM5Y+ID12p7v85/dERACfl7SvpEMi4oai1bb6hUQstf9+5cGhtlOHzpTJr9zZNg3fxWMc3/wWnUSs8+5BNqX05Yi+5iwy71ZmqeRdWS3B8OeqUbvcwWQ73Q16z2HADWSJzz8hKYC39n22tYIHh6wJ0ka43dledMOXBvnmZ2PMR9iszdjwpay+5tgIaQk+zbx5giUZ/lw1apc7mGynu1HveVxEbJd0IHCJpGsi4tLxFbbGKJCvqkl8x225xJBrd7YXXdoWr+Cb38ILaS4S7tmM+ZpjKeYkwafNnjdPsBQFlrJOstPd0PdERPfPHZIuJJvI972qTSRiDgakp07jb02Tdbj7D/LZ2J7jjN0KrTVtZ/tEsqVnL5X0k4W/hs1YPhvbf4xX2s0P6N78rFUGtB2zcbqzsf3HeL7mLLQ8UrH/MBunGyHdf5iNNPS5apz7d7qTtIFsp7uL+t5zEfA8ZR4L3BYRN0jaImkvAElbgKcAV5b3nWw20p6tJJ0i6euSrpV01oDXJekv89evkHRiJdXPuVffdhIsTT0b69HtRZc+GzvJNq8XAWfmyxVPoufmB3Qi4o6em9+rkr+D1cYz+TatArOxvuYsMEcqWjJvnmAphj9XjTTJTndkic5PA64l2+znhXnxg4ALs72AWAe8LyI+VvSr2Iwl3K9KygNcKt9xWy+p4+TO9sJLyxvjm5/Ny5pqm7W0BzVfcxadcw5ZAfICCZtW+oD0BDvdBfDSAeW+CTwi6aTWICKmH1hsXB5g33HbLiEhtTvbVmS7Rd/8FtycrKm2GUucjQVfcxaakjrbZnnb8b3KpuQJMEsUiFUNbDujNt4omge4dB4carnUkGt3thedQ/UtVdpMvqRTgDeQDUi/PSLO6Xtd+eunkQ1IvyAivjxJWWsDX3MsjduNpfHOmja9AGLJ1xxLEaxGfwpfYHSql6J5gEvn1j8PHDZr0/LMiKVKmMkvsqZ6wrLWdL7mWAoJ/KBmCZyvypLIS1ktTQAr0w/ZFMoDXAWPKrRedvPrP8zGcbuxNGuvORO4f011ROwCumuqe92/pjoiPg/sK+mQCctaw3VnY/sPs9GSd9Zs3A4wNmvpbccWmZ+rLE0AK6ux5hgjeZe70r9Azq297Twbayk8G2uJstnYNdecUeupodia6knKWtN5NtZSJOYcauIOMDZ7fqi3qfm5ylLF9JFDBfMAV8JXzTngm59NL/1BzbljFlwMnAkZtZ4aiq2pnulaa6uKvATaEiQvDWrcDjA2Y37It0R+rrIU2bKy6bunqXmAq+LW33bqgHcOsmnVMBvr3DHzIYDl8WGy/Yqsqd4wQVlrOu86ZQkSd3+BBu4AY7MmL1216fm5ygpYWa27BsWNncaTdIakyyRdduvy8izqZFNKWRtbZC3+uLL5e+5vNzft3Fno+1kVktdUV547Zre2c/e9Rb6kVSCA1dj9mECRNdWTlN2t3dy+6ntVEzU1j0Nv24nle+quju0mWIm1B3m0Ys9xXl/ByneAcbtpODU359DubefuuqtjfVLvVbN8trr79luSv59VI4Jh96tWGTs4FBHndW+++65rxkXVenTDZvuPkUXuj+A4FTgOeLak4/re1hv9cQZZ9MekZXdrNwds3VrsO1rpunlj+o8JDJtpneQ9k5Tdve1s3jhJnWyW8jXVvcfYIhHLQHdN9dXABd011d111WQhtd8kW1P9NuBXR5UdcI77283eDXkAsB7dPGf9RwP0th2t21R3dazHoMHoCQekK98Bxu2m+WY9eTpxvXZrO5unLW5VSniuyorN9tlq8977pX9Hq0RiQurGaUbPzApIWo+fvBYfOGqCstZ0g/PGwPhQfeeOWXB1rKkeVNbaxgmpbXrdznaC+yMOgevJIg6f0/eei4Az837MSVS8A4zNWELOIScytzrynOFnq7mRsJV94zg7ZMuNiADZ2g09zI8zeopVHv1hzZY94A+MABkXql9kNrbQLK01x8rq7ofZJEKdNcckqg7VtwYbcJ+qOlrR5kXS8vkiS+dtXqiz9hj9XAV+tjKypWX9R9t4Gq/thkeAjNo9yNEfC66O2VhJN05Q1hquu6babCqJOwcVmcmfsKw1WGqkIjRvBxibre7k6QCjIqSdyHzBBbA8+JLjXVltpGhpjqF+HhxqOe8cZEkiqd0QEcuSurOxS8D53dnY/PVzyTrjp5HNxt4FvHBU2TK+js1O4jXHFp6IpaQdYByqv8AiYHke4vRt9iKG3auqmjy1OVCgj+NnqwUXwH0l948l7Q/8HVl/ZhvwzIhYk41c0vnAzwA7IuLhRc7pZWUtN2J50CiV7xxkzZbYbrKyERdHxI9GxNER8cf5787tzsjmodYvzV//sYi4bFRZax8vK7NpBWJ1wIFD9W2M1HuVLbbE5LCVJzK3ZivQP/az1YKrKCH1WcCnIuIY4FP5z4O8Czil6MnAkUPtF9MvD3L0h0VCuzGD+QmbtVkb2m4cqm9DFVlWZout+5A/JScyX3SJ/WM/W1nWdkr/1NOBJ+R/fzfwaeB315w64lJJR5VxQg8OtVzizc87B5lnXy1JNjNSdy2sbVaB+9IuOg7VX3C+3liSGU+e2nxIfa4CP1stuiC4b3XgDWvcTtCjHNQdfM7ztx5YtJ7jeHCo5RwBYik8G2tFrDr4wqaVvhzISfAXmCMVLVWW/yOhnBOZLzQ/V1mqiKGTYCMjpCV9Ejh4wEuvKKtu0/Dg0BxwBIil8GyspSiw050tsNQBaYfqLzZHKloq76xpqfxcZSmyAenpb1gR8aRhr0n6vqRD8gmvQ4AdBao4EQ8OtVwAu3wVsylFROkZ9W0xRAT3LPtpzaZTZNcph+ovrtTOtpl31rQUVew4ZYthRORQERcBzwfOyf/8UNkn6OfdylquG3Ldf5iN0p3FL7PdSNpf0iWSvpH/ud+Q950i6euSrpV0Vs/vz5Z0vaTL8+O0QhWySnRvfr2H2TjdDnf/YTbKoOuNrzk2qf6dNR2FZuNEBMuraw+zcbKcQ6X3c84BnizpG8CT85+RdKik+ye+JP0t8DngIZKuk/Si1BM6cqjlHHJtKSpaGtTdbvGcfNDnLPoy6ktaAt5EdoG7DviipIsi4mv5W14XEa/tvv/4gw8ou45WkGfyLZWf6W1aIxJ8mo3kfFWWws9VliqbzCi38UTETcATB/x+O9ly+u7Pzy7rnI4cmgNNjwC5/bbbCtXHylfRbOzpZNsskv/51AHveQxwbUR8MyJ2Ae/Py1lLOHLIUgSOcrXpOXLIUnUf8h05ZNPyvcpSzEuEtAeHWq6ijlM3AuQY4FP5z7vpiQA5FTgOeLak43re8rqIOCEiTth7n32K1sdK1p2N7T/It1vsOc6Y4mN3224RGLTd4mHAd3t+vi7/XdeZkq6QdP6wQUmr16CwWbOxwg9qNr156Wzb7HWjXAf0c8yG8oC0pQpgNWLN0TZTLSvb8uCjecxF/1BVXcb6pY9+q7Zz7/zMm2o7N8A+e75z4O8rCrk+HXhC/vd3A5+mb3kQPREgAPkWwqcDX+t7H0vAHutUdh0n9he/99rxb6rIeW87u7Zzj1LjdouDGkK3Im8BXp3//Grgz6+8XfzoJfWtfn3Fa949/k0V+avj19d2boC3Hnz0wN9XETZbtr0P24//8sqn13b+Vx31vNrOve2nnlzbuQH+ZcjvU3crm7WljXuw34MeUdv597vq07Wd+4j1d9d27mEiovHXG4CjV+7iDbd8qbbzX3TGs2o798oHf722c49SUXLY0h23xzIfeNTNtZ3/sNe/t7ZzH/PCwc82s7DzOzcN/H1blrLeuP37vPHs19V2/h2/+cbazv1bJz+4tnMDcP7guevsftX8a844zjnUcqsB9w7eOWirpMt6fj4vIs6b8GN3iwCRNGkEyEk9P58p6XnAZcf/2I9NeFqblQiSdpwqYbvF64Ajen4+HNief/b3ez7rbcCHp66gVW4VuLcFD2vWLKsB99zndmPTSb1XmXlnTUsx4rkqmaT9gb8DjgK2Ac+MiFsGvO8U4A1k8+pvj4hu8uGzgV8Cbszf+nJtdk7OpomAe5dX6q5GYR4carkRWy42JgLk+uuvn/AjbVa6S4NKNsl2i18EjpH0IOB64FnAcwC6A0v5+54GXAk8rOxKWkERrHpZh02pLbOx1izeVtpSefMES1HRNaf0DVs6e2wtu45W0Lzcrzw41HKpIdezjAD5wV13vXzqClqlKloadA5wQb594neAZ0C23SLZDMhpEbEs6Uzg42QzI+dHxFV5+ddIOoHs+roNeAnwc2VX0oqZl5ufzVZblnhYs0QEy45UtAS+5liKipaylpquw5opItg1B/crJ6RuuW7Idf9RUDcCBCaIAJG0gSwC5CLIIkB63ve0zZs2Fa2PlayKJJ8RcVNEPDEijsn/vDn//faI6N1u8eKI+NGIODoi/rjn98+NiB+LiOMj4md7ooisQboDi71HUaXvkHj3PYXrZOWq4ppTdruRdNqg8lYfJ6S2VIM2T3DbsXFGXHO8YYuNlO2QGGuOIibp50g6QtI/S7pa0lWSCiWC8+BQy1XUcToHeLKkb5CFN3bXvB4q6WKAiFgGuhEgVwMX9EWAfFXSFcDJhx9+eNH6WMm6s7H9h9k4g645JSh3h8TNHpBumu5sbMkDi6W2m4i4uGiFrFyDBqPbkKDa6ue2YylGTLrvjIhH9xy75XGV9ElJVw44Tp/w1OPSdRwNnADcAPx52rezKkXAruXVNUdBY/s5wDLwWxHxUOCxwEv7+jlT8bKylqsi5DoibgKeOOD324HdIkCANZ3piHhu78+POvFET9U0jJcGWaqKwmYdcj3nKkos7HYz56q6V02RIPZ84GeAHRHx8NIrYpXx5gmWIvW5yhu2WESUMRjUb2w/J49G60am3SHparKos6R+jiOHWm4VuGdldc1hNspqNcsRbQGsBty9a2W3g2Lh1lByyLWj4Jqn+6DWfxTkUP05txrB3fetrDlKMMlsLMC7gFPKOKHNVkRw7/LqmsNslIqeq0pN10G2YYs1zKD+cQl95En6OfeTdBTwSOALiV/DkUNt54R7liLb4rX92y3a7A2ZGRm5OyLMdofE7bfcPuFH2qxky8oG3qu2Srqs5+fzesP1Z9lucKh+40RQOGfDEJNEnRERl+adbWuZKjbecMTZ/KvoucobtiyAYGiOoap3EO9+zp7AB4CXRURyR9iDQy3n7YEtxWq+LrZMRTtNg8pr8wGl1tGKS207swy5vmvXfd4hsWFGbCs9stPkUP3FFgwN0x85qDiB3WZjJY2cjbX2qWtL8ty7gDcC7ym7AlatKp6ryk7XAd7KvokiSIpOLKGfg6T1ZAND742ID05diR5eVtZyFSW/sjnX7XDXkDQNhofpT1reajSo7ZSg1JDrTes979E03U5TyUs8HKo/50b0cUYmh4VSEsRai3Xz4/UfBZ1OFmlG/udTh5z7UuDmoiez2fNzlaWKoIprzth+jiQB7wCujoi/KHpC96BbLiqIALH5V1G7KRqmP6i8NUzqzMgYpYZcH7bf3mXXzwqqKJG5Q/XnXJF7VRmzsdZeI6Jci0SdOeJszvm5ylKtVpOQemw/B3gc8Fzgq5Iuz8u9PHUHVg8OtVwVmdHLXh50/I/9WKn1s+JG3Pzq7DS509UCVeQAKTvk+pFHHepEbA1TxVLWKkL11+93ZKl1tGJW86TCFejOxp7D8Kgza7ERSxJnkv/D2qmiHadsQdTRP46IzzA4v2ISDw613EoEd96zXPbHFl1TvVv573//+0Nn76weqxHctWtgQmp3mmyk7u5BZtOIiO6uHWYTi6Cq680ks7FI+luyiNatkq4DXhkR76iiQlau1VWS+seOOFtsFT1X2QJYjeDuXe1vOx4carmKlniUujzo1ttu+9OyK2jFdNfFTl+u0k7ToPL7Tl1Jq1QAu7zTnU2pu8Wr2TQqCtOfJurs2aWf3GaioqgzR5zNuYqeq2wBrM5J23FC6pYbkfxqq6TLeo4zpvjY3Zb3AIWWBy0vt38Udd50O9wlJ9ybJDlsleVtBmJA2zEbp/ugVnJCaptz3cHo/sNsnIoSC58DPFnSN4An5z8j6VBJ9y9dzSPOPgc8RNJ1eYSatUBFSYVtAQzqH7exjzw2cigfVDgD4MjDD6u8QjadEbNqtS4P6m03WRJ1a5KKoj+Khul3y/8GsBn4j1i+p+w6WkFNnRnpveYccYATUjdNk5N89radzub9aq6N9Wpy/o/edvOApfU118b6BeUnwS8r4qy37Ry65+ZS62jFVBWtWIbedsP6LfVWxgYqO+dQHcYODuXJaM8DeNQJj2j/N54zqQ/5VS8PAv4xIs6TdMiGDRu2T11Bq1QVHe6inaZB5Tt7bPU1p2Ga+rDWe69yQurmqeJBrSy9bWf9fke67TRIUwejYfd2c8zGPdxuGqbJA9K9befhD9jPbadBqpg8LXujH+CZWrfp5lIraYVFwHJDrznT8LKylqsohK3U5UH77LNP0fpYybodbi/xsGkNCtU3G6eiJR425+YlTN9mL2s7XpJo06nomtPdqOcY4FP5z4O8CzilQHmrUUSwsrK65mgbJ6RuudVVhu06VURZy4NeBHzn4IMOKrt+VpB3DrJUEcGydyuzKa2sBnfcc1/d1bCWiYB7fa+yBCtRSf/Y5lxFz1WlbvSTl7eGiYDlXeUOBk0SdSZpE3ApsJFsbOcfIuKVqef04FDLBc1fHvSoE090yGzDzEvoo9Uj5mBNtc1Wk5d4WHN1Z2LNpuVJMEsx4rlqq6TLen4+L18eOIndNuqRVGijn4TyNiMRpfePu1Fj50g6K/+5f2DxXuCnIuJOSeuBz0j6aER8PuWEHhxqudVV2OWbn03JHW5LFQEryx4csulUMZFhCyBgxe3GEngSzFKMaDe1bvRjLRBRxf1qbNRZZCNSd+Y/rs+P5I66B4daL1j1Q75Nyx1uSxV4YNGmVsWDWhVJPtfte0SpdbRiAlhd8WC0Tc+TYJYidel81Rv9DCi/79SVtEpFNf3jiaLGJC0BXwIeDLwpIr6QekInpG657ix+/2E2SrfD3X8UIWl/SZdI+kb+58A9oSWdL2mHpCv7fn+2pOslXZ4fpw0qb/UKgtXl1d0Os3G6He7+oyAn+Zx3+Uxs/2E2Vj4J5rZj06jouarUjX4SytuM9PeP8z7yVkmX9Rxn9JaR9ElJVw44Tp/0vBGxEhEnAIcDj5H08DFFhvLgUNvlo5Rtz4xuM1ZNh7vogxrA6yLihPy4uGiFrAIDrjlm41TU4T6dLMya/M+nDj53XAoM2vZ3ovJWn3AfxxJVMQlmC6Caa845wJMlfQN4cv4zkg6VdH9fN9/o53PAQyRdl2/sM7S8NcuI3cp2RsSje47z+so9KSIePuD4EHnUGMAkUWcRcSvZ0rNhz1ljeVlZy1Wxc1AJofpnA78E3Ahw9I/8SKn1s+IiqGLHqaK7MVgLeLcySzK83TjJpw0VESw7r6IlcNuxFFX0ccre6Aegs8fWUutoxVWUk7MbNXYOQ6LGJD0AuC8ibpW0GXgS8GepJ3Tk0BwYEsJWRKkRIPvss0/R+ljJYnjk0MjQxzF2e9ACUh60zpR0Rb70bOCyNKvXoAgQs3FGRICMnFErI9za2s3RH5YknwQreSmrLYAKnqtsEUQlbWeSqLNDgH+WdAXwReCSiPhw6gkdOdRyFSXccwTIAhjSwa5zN4a3AK8miwZ/NfDnJXymlS2/+ZlNK6XdOMnnYgtvnmCJnJDaUrjdWKqg/LYzSdRZRFwBPLKsc3pwqOUqCmErI9T+TEnPAy47/sd+rNzaWWGpHe4qH9Qi4vs9n/U2IHnU26pTxc3P5l8Wql96uxkbbp1Q/nfKrKAV5Ac1S1RR/9jmnNuNJZuTyQwvK2u74SFslWdGH+EtwNHACcAN119/fQkfaaUanjStiEK7KXQTruWeBlw57L1WowE7wJiNEwPaTQltx0k+51xUE6Zvi8Btx1K43VgBEbHmaBtHDrXciMRpI5cHzTIC5Ad33fXyacpb9aKapUHnABfkD17fAZ4B2YMa8PaIOC3/+W/Jli1ulXQd8MqIeAfwGkknkC0r2wa8BPi5sitpxZV9syshCf5u5R9++EGl1s9KUEEESBVJPtfvd2SpdbTiHDlkKRzlaincbixVN59r2zlyqOW6g0MlJ9wrNQJk86ZNRetjJaui3UTETRHxxIg4Jv/z5vz327sDQ/nPz46IQyJifUQcng8MERHPjYgfi4jjI+Jnu0sbrVmyHWDu2+0oQdEk+LuV33H7nWXUyUoUAcu7VtYcZqMMut6Ucc2RtL+kSyR9I/9zzQYIko6Q9M+SrpZ0laRfL3xim50KElK73cy/WA3uu3d5zWE2TsQqK7vuXnO0zVSRQ1/+tyt2bjzgkG8XON9WYGeB8kUUOvd7aj4/8MBhL6wsl37RKjUC5JZbb7158x57fKtAfepsN4XO/8L/9M7azp0b3G4iWN51b4GPnY24+6ad913+ztRrTuF2c/ZTCv37FTr/2UXOXML5GdJ2IlZZXd5V4GMHKpoEf7fyO27/wR/t84t/dHmB+hT8b/dHBU5dxvlrPfeQdlP+9sBVWL71uzt3XPiy2q45Bde1FTr/OfsP2mtgdudnUNuJIFYraTfdAeVzJJ2V/9x/zVkGfisivixpL+BLki6JiK/1f9i1u+7e+dPfvqKt/eNC53/rf/vN2s6dG3rNqWAWv9R2A3DVzlt3Hvu2C2u75vC2PYqUbm27ZbbPVaUr2D+Ggv92731eff3j9xY5cwnnZ8Sz1ep9pfePZ26qwaGIeECRk0m6bNRSpyrVee4qz1/Fg1oJofrPLbM+8/pvV+e5oyUXsCLXnEVuN5Wef3Db2Srpsp6fz+vfknyMoknw+8vfUeS7z+2/XZ3njqhiULF0vuY06/wV3qvGDkjn15TudeUOSVcDhwFrHvLb3D+u+/xV9o8rmLUvtd3k7/E1p0Hnr+K5qoSl82cDvwTcmP/q5W2+5sxjuwGqnMyYKeccaruWPORbw1QT/WGLYPBD/sgcZ5AlwQcGhSa8oqyqWXO1ZUDaGqa6e9VUA9J5xOIjgS9UURmrwPBrTpHJDLebeVfNvWqSiDPIls6/kcELVl4XEa8tu2JWnqAdk2DjeHCo7VoyG2vNMi8XMJu9SLzmVJkEHyha3qrmAWlLMOJeNfYBv6wBaUl7Ah8AXhYRt09T1mo0/F41cjLD7WbBVfNcVXTpvLVBBCs1RZ3l710CLgOuj4ifST3nrAeHpllmME/nruz8qQ9qLTOX/3a1nrumC5ikI8hmRA4GVsk69G+YtPyUFrndVHf+WC297fDDJPjnkJAEv4Ty/ebz367Gcy/IgPQit5tqzj/8XjU2WrGMAWlJ68ke8N8bER+coubTmr9/u5rPXedEhttNe89f0XNV0aXzAGdKeh7Zw/9vFewfwxz+P1/3+StqO5NGnQH8OnA1sHeRE850t7Ipc1DMzbkrPX/+oNZ/zJO5/ber8dzdC1j/UdAkO051EzU+FHgs8FJJx01RfmKL3G6qPH93eVDvUYJzgCdL+gbw5PxnJB0q6eLum/Ik+J8DHiLpujxp/tDyqeb1367Wc6+usrzr7jXHPFnkdlPV+Su6V8EEu7JKEvAO4OqI+IsyTjrMPP7b1X7uavrHbjfzfv7h7WarpMt6jjN6i0n6pKQrBxynl1CrtwBHAyeQ5bP686IfOJf/z9d9/ghiZWXNUdDpZNFm5H8+ddCbJB0O/DTw9qIn9LKylosIVu6drw62zcDqahXtpmiixonCbq1mFST5LCEJ/sDy1hy+V1mSau5VMNmurI8Dngt8VdLlebmXR8TFAz7PGqaia47bzZwb0W5GRitWuXQ+Ir7f81lvAz48TXmbkeH941nkOXs98D+BvSat7jAeHGq5bDeGe0r9zAYuD7KSZUs87hv0Up2JGssIu7WKBRCrpW8PbPPOOYcswYh7VbHPnWBAOiI+A6j0k9ts1LSbr9tNu1XxXEXBpe/dgaX8x6cBV5ZbPStDFuk68H5VaZ4zSd0d7r4k6QmTlBnFg0NtV9/6xu7yoC9L2gv4kqRLIuJrE5a3OjlRo6VajDxnVrIRnaZkFW0P7Nn9JvH1xhJFRBUP+TbvqrnmTBJx1l06/wSyidrrgFdGxDuA10g6gWx+bhvwkrIraCVIzOdaQtTZ44CflXQasAnYW9LfRMQvTF0ZPDjUehHBSvlbLnp50JxLbTcVJ2r0jlMtUNE1x+ZcRLBc/hIPbw8853y9sVRuO5aiinZTwtL555ZaIatEQBk5hvqNjTqLiP8F/C+APHLot1MHhmDGCamtAnnY7IBkjSMTp42x2/IeoNDyoHHlrQbD200RRRM1ji1vDTCg7ZiNVc01Z6JEjRFxKXBz0ZNZDappN7YI3HYshduNpaqm7Uy0YUuZHDnUdl4eZCnqC5sdlahxYHlrGC/zsBTD283M8pwNUfb2wFYmX28slduOpXC7sVQVtJ1Jo856fv9pshU7yRQRRcpbzSR9DNg64KWdEXFK4md+HXhCz/KeT0fEQwa8bz1ZxvyP90aBTFre6lNFu7HFMKTtuN3YSKnXnDETGe+OiH173ntLROw35HOOAj7cl3PoIGAnWTT4q4FDIuIXx38bmxXfqyyV246lcLuxVPPSdjw4ZGtI+t/ATT15HPaPiP/Z9x6RhfHfHBEvm7a8mZlZEdNMRAwaHJrmdTMzM7N555xDNsgk6xu7y4N+StLl+XHaqPJmZmYlKpSnLB9Q6vL2wGZmZrbQHDlkZmZmrSPpAOAC4EjyPGURcfOo7YGB75NvDyzpr4ET6NkeuJvDyMzMzGzReHDIzMzMzMzMzGyBeVmZmZmZmZmZmdkC8+CQmZmZmZmZmdkC8+CQmZmZmZmZmdkC8+CQmZmZmZmZmdkC8+CQmZmZmZmZmdkC8+CQmZmZmZmZmdkC8+CQmZmZmZmZmdkC8+CQmZmZmZmZmdkC8+CQmZmZmZmZmdkC8+CQmZmZmZmZmdkC8+CQmZmZmZmZmdkC8+CQmZmZmZmZmdkC8+CQmZmZmZmZmdkC8+CQmZmZmZmZmdkC8+CQmZmZmZmZmdkC8+CQmZmZmZmZmdkCm/vBIUkPlfRPkm6TdK2kp9VdJ2seSWdKukzSvZLe1ffaEyVdI+kuSf8s6YE1VdMaaFjbkbRB0j9I2iYpJD2htkpa44xoN4+VdImkmyXdKOnvJR1SY1WtYUa0nePy39+SH5+UdFyNVbUGGdXP6XnPK/P71ZNmXD1rsBHXnKPy9nJnz/H7NVbVGmTMs9Uekt4saWf+jH5pTdW0PnM9OCRpHfAh4MPA/sAZwN9I+tFaK9YAkk6R9PV8wOysAa+fLukKSZfn/2P/+KRlW2o78EfA+b2/lLQV+CDw+2Rt6DLg72ZeO2uygW0n9xngF4DvzbRG1gbD2s1+wHnAUcADgTuAd860ZtZ0w9rOduC/k92rtgIXAe+fbdWswUbdq5B0NFn7uWGWlbJWGNl2gH0jYs/8ePUM62XNNqrdnEd2r3po/udvzLBeNsK6uitQsWOBQ4HXRUQA/yTpX4Hnkj3st94R2hz3sLrm9zvZ9fGIOGVQGUlLwJuAJwPXAV+UdFFEfK3nbZ8CLoqIkHQ8cAFw7IRlWyciPggg6dHA4T0v/Tfgqoj4+/z1s4Gdko6NiGtmXtGSpLQbG2xY24mIXcDr89dWaqlcBQa1Hbeb6Y1oNx/tfZ+kNwL/Mtvalc/XnPKMaDu3ArfmrwlYAR48+xqWx+2mPCP6OV1vBH4XePMs61UVt53yTNB25obbTXmGtRtJDwF+Fjg8Im7Pf/2l2dewXPPSduZ9cEhDfvfwWVekKveyyjMHrDh4c3x764hijwGujYhvAkh6P3A6cP8AT0Tc2fP+LUBMWnbOPAz4t+4PEfEDSf+R/761g0O7WOXZnUPX/P6vVreNajdmA9uO202lfhK4qu5KFLWLVX5hae015/Urbjtlk3QrsCdZdPgf1FubYnyvmg1JzwB2RcTF2bhi+7ntzNS3JQVwCfA7EbGz7gqlcruZiZOAbwN/KOm5ZNGKZ0fEB+qtVjHz0s+Z62VlZA/vO4DfkbRe0lOAxwN71Fut8gjY0NGaY4zDgO/2/Hxd/rvdP1t6mqRrgI8AvzhN2TmyJ3Bb3+9uA/aqoS6lSWw3ZkiweUm7HVaNPGrzD4DfqbsuRS1J7LN+ac1h5YuIfYF9gDOBr9Rbm2IGXW98zSmXpD2BPwFeVnNVSuW2MxM7gf9EtgT6UWR94/fWWqOCivSPJ0jZ8fN5yo4rJH1W0iN6Xtsm6avddB7lfaNGOpwsUOM2shU+ZwLvlvTQWmtV0JJgz3WdNUfbtK/GU4iI+4CnAj9NlvPjt8iWR11XY7VKJQ29iG3NcwV1jzN6iw34qFjzi4gLI+JYsv+G3TXEE5WdI3cCe/f9bm+yPCCtNaLdTFB27M3vWEmfyxPQ/Xbfa4t085tLInvQ7z2sfJIeDHwU+PWI+L9116eojmBTR2sOq0ZE/AA4F3iPpAPrrk+qDp7ImIE/BP46Ir5Vd0XK5LZTvYi4MyIui4jliPg+2UP+UyT195tbI7V/3JN241TgOODZAzYE+Bbw+Ig4nuy56ry+10+OiBMi4tHFv0mj3Q3cB/xRROyKiH8B/hl4Sr3VKkaI9Vp7tM28LysjIq4gixYCQNJngXfXV6NydR/UBtg54uJyHXBEz8+HkyUNGygiLpV0dJ6ceaqyc+Aq4PndHyRtAY6m5cs8RFonacKcUzcDv0Y2qDjIyW0OOV50qW3HJqdsR8RPAq+OiL+uuz5l6ACbl+Z6PqqJOmSR0oeRRVG3TrezbZV6InC4pF/Nf34AcIGkP4uIP6uxXoW47dSiO1nc2v/w2XNVUtFJUnZ8tuf9n2fO8zeNcEXdFahCFq3Y/n5O+7/BGJKOl7Qp3zLvt4FDgHfVXK3SdB/Uphzh/iJwjKQHSdoAPItsV5Mffq704DyhJZJOBDYAN01Sto0krZO0CVgClvI2sw64EHi4pKfnr/8BcEWbk1FDdvNLHN2+/+aXJ1zu3vzuFxE7IuKLZLMCc29E20HSxvw1gA35a63tNMHgtmPTG9ZuJB0G/BPwpog4t95alsdLPMozou08WdIjJS3lM/d/AdwCXF1rhQsoEuVquxtxr3oi2RKPE/JjO/ASsomg1nLbKc+Ia85Jkh4iqSPpAOAvgU9HRH86htYYEf0xakUGTJ9240Vk0cFdAXxC0pcGfHYrjbjmXAp8B/hf+XseBzwB+Hh9tS1uXqIV5z5yiGxnshcD64H/Czw5Iu6tt0rlEdOP8EXEsqQzyf4nXALOj4irJP1y/vq5wNOB50m6jyz87+fyHd8Gli3p69Tp94BX9vz8C8AfRsTZkp5OtovH3wBfIBsQazVp6MzI1r7lXudFRG/Y66Cb30lTnLp78wvgrX2f3VYD2w5wNvB1srX48MOb3oOAbTOqW+m6HW4rbFi7CeBHgFdKuv/1iNhzttUr15LUyrX3DTWs7VwF/BXZbPTdZJM5p0TEPTOvYUm6+T+sFEP7Ob1vUra75i19G5O0jttOqYZdc75Olq/qQOB2soTUz5557Uo0oo8zakUGTJF2Q9LJZINDP97z68dFxPZ8GfAlkq6JiEsnrXdDjXq2Oh14O3AWWXLq57V+4j2fBGu7uR8ciojfYQ6SeQ6T+qAWERcDF/f97tyev/8ZMDCceFDZtss7R2cPee2TwLGzrE/VRnSaSrv5DTF3N78xbeeoWdZlFrozI9OSdArwBrJB5bdHxDl9r/882TbKkOX6+pWI+LdJyrbRqHZD1umeK9mysvZ3mppgTNv5+9nVpHqdOQnTb4Ix7ab3fUdVXZdZ8OBQeca0nb+dXU1mIzGX4kRpN5RtNPF24NSIuKn7+4jYnv+5Q9KFZJH689w/vgr4z7OsT9U6zEdE9NwPDs073/wsRYEOd6GcU/N481s0KQPSE+aq6iZqvEXSqWSJGk+asKw1nDpi0yZ3OWw689LZttnrzMksvs1WgYmM+9NuANeTrTJ4Tu8bJB0JfBB4bkT8e8/vtwCdiLgj//tTgFelfQOrS3e3srZzT63lRiSkNhspsc809uY3jG9+8yEbkJ66WJFEjWPLWvOpI9ZtdpfDpuNlrJbKmydYiiztQtKKjElSdvwBcADw5jz95HIerX8QcGH+u3XA+yLiY2V8H5sdCdZ3PDhkDeCJEZtWJ7HTNMnNT9LBwGXA3sCqpJeRbeu5Fd/8Wm9Ih7vsXFW9iRqL5rmyBlBHrN+yoe5qWMs4OtpSdTywaAkSJ8CAiVJ2vJgsD25/uW8Cj0g7qzWFNB+TYO3/BgvOs2qWoki7meDm9z0Gb895O775td6QDneViRqL5rmyBpDE+sRlZRPkqzoWeCdwIvCKiHhtwepaQ3hwyFKltp0i1xtJ24A7gBV+GBViLeKIM0vWEUupI4sNMlVP7YAtm+OI/feuqi5jdTbWN+v41Z31Poss33b9zoh4QP/vs2VlNVRoCpu0FHvVOA75wIc9qLZz3720ubZzA3ztisuHtps23Pzqbjs3bd6rtnMfesQhtZ0b4Pp/v7LMtlMkUePUea62bj0gHnjkkdPWsTTf+Up9K972rnm9+zeX7xncbjokzahNmHPqZuDXgKcmVbrHfvsfEIceUV/bWf7Gv49/U0W2HPuQ2s4N8JWvfGVN25HEUmKbLpIEf1pLm/aOdXutafYzc98P6ts5/OH71tuX+OoNOwdfcxKWeJR0vTk5InZOes4tWor9OuunqmeZ7l2t7/nmyIeM2um9Wt/+3o3svPWONY03dVnZrNXdPz5gS31t9tZDHjj+TRX6/rVfG3rNWTcHuRWn+gZH7L83l/zmROlFKrHlqPo6bA9853Jt5wbY+Y//89uDfp86wl1w56BtTDEzshfreDr1Pei+6e/r2y39a/vUGyhz/GH7Dmk3zR9UhPrbzvkP+anazn3mX/yv2s4N8L9+6kcHth1I6jglJ2qcpGy/Bx55JP966aenrWNpXrZXff/fP3G/PWo7N8Azb7x68DWno9RO0yT5qnYAOyT9dMoJeh16xJH87Uc/XfRjkt14ypNqO/djP1Pv3gB7btljTduRYGnD0tSfVSQJfkrd1+31AA77b69JKVqK6/7fR2o790f+a70D0ke++h1D7lVC03d0Znq9Adivs54zNx0x/o0V2XbXfbWd+w3n/XFt5/7/znjFwN+3ZfK07v7xL5wwaIHAbHzod88d/6YKvfZnf2xwP0dKul81TfuHtxZcyprqkjpNU82MWLNIYsP69l/AbPbUEes3Ttd2iiRqHFa2vG9ks6AlsXHvgdG/ZeersnlS7aDisCT4NgdGRCuOuuYUvd4E8AlJAby171pmLdARbErbzdcWnJbE+hojqsriwaE5kDCL707TgkudjTWToJPQdlITNQ4ra+2S7VY2sNNUWr4qmz/ZvWrgg1qVSfBtHkgsDZ4EG3XNKXq9eVxEbJd0IHCJpGsiot6QPJtSUsRZVrLYqoyRZa35iuRWbJL2f4MFNyL8scyZkf5Ok2dG2m5OkqZZDYZ3uM2Gkjqs25SUN3DqnFM2P0aE6VeZBN/mwIiBxVEKXW8iYnv+5w5JF5JNxnpwqEXqWMo6YVlruo53K7MGkKAzOHKolJmRIZ0mz4zMAU2ZqNEMkjvctug6YmnTxpSSU+ecsjmSPhhdJAm+zYHE/B/J1xtJW4BORNyR//0pwKumrYDVLH3ytMiqjLFlrfkKDCw2akdWDw61nZIuYoU6TZ4ZaT8/4FsyCXk9vk1JUlLk0CT5qiQdDFwG7A2sSnoZcFxE3F7aF7BaqAOdtHtVkST4Ng8SBhaLXG+ArcCFec68dcD7IuJjZX0dm50hk6dVLmV1br05kLLxxqx3ZJ2EB4daTpDyoJbcafLMyHyYl4z6NnsSLK334JBNR50OS2nLyibJV/U9nBdvPiXeq4okwS+t7lar1IHFAteb24F6t6i1wkZMnla5lNW59eaBRGf91EMrM98hcRwPDrVdQvhjwU7TQXhmpP3Sd4CxBac5WVNts6WlDhv23qPualjLqCM2JO7+UiQJvrXfvCSHtdkqMHlaZFWGc+vNAXU6rN+yadBLVe6QWDpfNVsum8Wf3c5B+cimZ0ZaTiJ5NwZbcIkdpyJrqiVtA+4AVvDsfitly8qScg7ZAvPOmpbMbcdSpOc5K7KU1bn15kC2rGxgP6fKHRJL58GhOeCHfJual5VZopQB6ZLWVJ8cETunr7E1gTpKXlZmi0veHdESqSM67ufYlAosR0xelTGsbDnfyGZGorNh6qGVxkWNeXCo7Zwc1hKkRpxlZQtFgIwsay2QlgS/cWuqbcY6HZY2OnLIptTBD/iWxvnxLFEn8bmqyFLWQWWtXRInwRoXNebBoZZzclhLkvaAXygCZMKy1nDZksQ1bafsXTz6BfAJSQG8te+zrQ0ktHHgWnyzobLIIXdVbXreeMNSZNccP1fZ9FJ2ZW3ijqy+47aekke4bXENecCfRJEIkLFlrQUGD0iXtovHEI+LiO2SDgQukXRNRFw6RXmrmTodtGlL3dWwtkkL0zdL3TnIFp1zVVmqxGtO03Zk9ahCy3XXxvYfY8tJp0j6uqRrJZ014PWfl3RFfnxW0iMmLWvN193Fo/8gjwDpOc7oKzooAuSwCU9bpKw1RLZb2frdjgkUWlMdEdvzP3cAF5INNFqbaAlt2rLmMBtF6rC0aeOaw2yc7F61Yc0xttz4/vGxkj4n6V5Jvz1NWWu+bq6q/sNsnGy3ss1rjrbxkHrbJYTNTri851vA4yPiFkmnAucBJ3lp0JwYnsehygiQxmXkt+klLvNIXlMtaQvQiYg78r8/BXjVtBWwmnW8rMwSCC8rszQSnfUTTV70FPHS+YXndB2WaF423hh7x80jB84AOHy/vSqvkE1HQKcz9W5lkywN+mzP+z/PD8PZJloa1Ntu9sQj7s0j1Em6+RWJAJmorNtOwyUs8yiyphrYClyY7+yxDnhfRHxsbbV+2G6OOOKI/petburQ2dDMwaHetnPIYW47TaIGLw3qbTdLe26tuTbWL3EiYyZL53vbzr5qZvteVCqQrqPghi3bgDuAFfJdzAZ8vvvHTSahdQswOJQn/jwP4IQjDvIsf9MMXxs7KkHstMlhXwR8dJqyve3mAdrodtMwWaLGpA5Jkaz6E5V122m6tIHFAmuqbwceMeD3/Z9/f7t51ImPdLtpGHU6aHMzl5H1tp2HPcJtp1E6zc051NtuNj7gaLebphk+kVFm/7jXxGV7287hS5vcdpokcYfEIlFnPU6OiJ3DzuH+ccOpMxcR0s2849rkJLQ0MHJo1PKgiZf3SDqZbHDox6ctaw2WnjStUFb9QWXL+UI2K5LobJguVN8MdVBDI4esubxbmaUaEXVWSv+45LLWEAWuOUWizmwOqKO56Of4jttyibtOTbq853jg7cCpEXHTNGWt2Yo84BfJqj+orLWMc4BYEhFL7Q+3thnzbmWWSqRESFe+dN6aTqm7+RaJOoNsIPETkgJ4a080m7WG0Lr2T576jtty3V2npjR2eY+kI4EPAs+NiH+fpqy1gB/wLZE6nblIuGezFZ0OsaF9u3ZYvSSxzruTWYLEe1XlS+et4ToatiPiqOWIUDxy7HERsV3SgcAlkq6JiEunKG916yw1dvn8NPx02HZi2LKyoSZZGgT8AXAA8OY8EexyRDx6WNnyvpDNQpOTfFrDpc3G2sJz5JBNr8juL0WSw1r7ZcuDppvF99J5G7GsbNxuvoUixyJie/7nDkkXki1T8+BQm8jLyqwJ0paVTbI06MXAiyctay3T4CSf1mxSWkLqgrt4jCxrLSDBUvvDrW3GEicySkoOa20mkvo5XjpvicvKkiPHJG0BOhFxR/73pwCvSqmE1UidxditzJrNyRothduNJUvIAVLkQW3CstZ0EpHYaZpgYFH566cBdwEviIgvF6uwNUL61sBODrvgHCFtKVLbTZGoM2ArcGG+UmMd8L6I+FgZ38dmRx15tzJrguTEabbg3G4sRUqoPsUe1MaWtTZIW1Y24eDgqcAx+XES8BamSwRqTSWhwdebcfk/iiaHtbbz4JClKBBZXyDq7HbgEUkntQZxQmprAt/8LIXbjaUaHKpf5YOaH/LmgTqpy8omGRw8HXhPRATweUn7SjokIm4oWm2rmQSDI4fG5f/wtuKLLj3qzBZcx5OnlkIdWNf+DRT8dNhyRbYkt8Wljli3uf0XMJu9ITvAVPmg5oe8ORCIlU5lESCD3nMY4MGhlpM6qQk+va34ohsedWY2lHdktWQSsb79z1YeHGo7QSchOawturSkwmZAStsp8qDmh7y5EKzGwDG9MgYWPYA4r5Qcpu9txRfd8Kgzs5HcP7YUIRGd9g+ttP8bLLqE5LBZsUI7B20D7gBWyLe4T66/1ULercxSpYXqF3lQ80PeHAhgJW24ZpLBQQ8gzisJrZ/+Ab/oluSl1d9qo/SBRVtgkljyigxLkpZbsWn8dNhyYvoR7pK2eD05InZOXWFrBomOO02WIiFUv+iD2qCy5X0hm5UYHDk0ziSDgxcBZ+b5iE4CbnO+oTkhQeK9qsiW5DYPPDhkCZyT01JJqbkVG8Wtv+2UtFuZt3hdeOkdbltwiaH6RR7UBpW1dglgNWFsaJKBRbK2cRpwLdlW9i8sqdpWOz/gWyJ1ku5VE0TWK3/9NLLrzQsi4sv5a9twZH2rSem7+RZclTGyrLWBiKX2D620/xssOsHS4OVBo5J8Ft39J4BPSArgrX3JQ60NBFpaqrsW1kIO1bckkbysbJKBxQBeWqR61lDqeMcpS5MQ5TphZP2pwDH5cRLwFnbvQzuyvs0SI4eKrMqYsKw1nQQJy8qKDEhXYarWf/11t/L7v3lhVXUZ6/wTfqq2c6/fY+/azj2Khl/ERiX5LJq883ERsV3SgcAlkq6JiEuHvfnIYw7h9W9+5RQfX67Nz3lXbec+9MSn1HbuUQrsADPTWbUNEkdsqm8M++kv+5Xazv3ej369tnOP1vzBoa9c8132/onfqO385+xZ38Ps0778gdrODcARxw38dZZzqB05ogfdIGflR578kNrOvd/jmje+po7QxrR71Swt33sXN/3HV2o7/4duq+w5YazV+06o7dwjSSn9nLGR9fnP78kHpT8vaV9Jh6QuZb3z8Afxry8/P6VoKTZvqG+icK9fP3f8myqy/J0hqcXS8ipCsVUZk7S73Rx2xH788f98Rko9S7F633Jt537++3+3tnMDvHbYC+oQU25lX9KAdKkcOdR2acvKCiXvjIjt+Z87JF1IdlEbOjhkDZS4NMizapYaqm+2slp3Dax9mj8YbQ01POqsaGT9oPccBtyAI+vbb3jE2ah2A8VWZRRd0WENkbBb2cwHpMfx4FDLSWJpyrBZCuz+I2kL0ImIO/K/PwV41bQVsJqlLw1q3EXMZiwhVN8sIjkhtS0ydWDKmVgzyJdAD75XFY2sH/WeqSLrrYGGT56OajdQbFVG0RUd1gCBWB0ce1zlgHTpPDg0B6aNHCqycxCwFbgwWznEOuB9EfGxsr6LzYqgMzCUuIyZEc+qzbP0kGtbcKk5h2yBKWkm1iw1QnqSyPqh73FkffsJTb0LdK7IqoxCKzqsKWLY8vkqB6RL5ztu2yUmTiuwc9DtwCOmPqE1S9qMGnhWzRKjzrwDzGLLdivz6JBNS+DNEyxF2r1qksj6i4Az88jpk4DbIuIGR9bPicS0CxRYlVGwrDVE4q6shQakq+DBoZYrsuWiLbD06A/Pqi06CabscDtXlYEjh2x6ITlyyBIJpmw7k0TWk02sngZcSzaR8cK8+EE4sr79EifAiqzKiIjbB5Ut5wvZrASwMv3oUPKAdMHqDuU7btslRg7ZgkvPOeRZtQWX5XGYemDRuaoWXAwPtzYbQUTC1sBmSMRS0kP+uMj6ANZs7Zff3xxZ33ZpfRyg0KqMgWWtZWL6SbCCA9KV8KhC2zn/h6VIiP4Az6oZDNk9yLmqbLTIklKbTUVD8+OZjRRALPkxx6aU2D82C0iaBEsdkK6Kr5qtJ0hLnGYLLDH6A/Cs2sKTYO1srHNV2UhZuHXdtbA28rIyS6Lpl5WZDZkAM5vIPPRzPKrQdvlDfv8xvphOkfR1SddKOmvA68dK+pykeyX99jRlrQ2ym1//YTZelgOk95hAabmqgG6uKmuZVWLNYTaSBEvr1h5mY629V3mg0caSUGdpzWE2TgRExJqjbTw41HYiC7nuP0YV+WFy2FPJtqd/tqTj+t52M/BrwGsTylrTdaM/+g+zcbrLPCa83uTuz1UlaQNZrqqL+t5zEfA8ZR5LT64qSXtlp74/V9WV5X0hm4Vuosb+w2y0PPqj/5ik5PhJMEn6y/z1KySdWHr1rT6D7lV+yLdxusvK+g+zCazE2qNtPITeckJo+mVlY5PD5jP0OyT99LRlrQ0E8tiwJZrymuNcVUbMR7i1zVjibmUl7ZBoLedIIZtWkbQLkk4B3kDWz3l7RJzT97ry108j6+e8ICK+nL+2DbgDWAGWxyzVtwbKtrJv4WhQH181206CwQmpRyWInSQ57DBFylpTJO7iYRZK2z3IuaoWWxDct+rRIZtW8r3KOyQuOnWG9Y/NRkjLOVTSgPTJEbEzteZWv+U56OY4dKDtNDR3zM6IeHTP0bu7zyTJYYeesUBZa4juLh79h9l4STmHbMFFwH0rseYwGyUkorO05iCfAOs5zugrOmz3w2nfYy2WknOoyHJE5+ScA+lpF+4fkI6IXUB3QLrX/QPSEfF5YF9Jh5T7BawuEcHKgKNt3KtvvaRtXidJDltFWWsKeVmZJfLW0pZgXsKtbcZiaG6qqndItLZLuFcVif6YsKw13tD+8agVGTDZyophA9I3kF17PiEpgLf2fba1xDykUhw7OJTPxpwBsCd+IGgcCa2fOvzx/uSwwPVkyWGfU2bZ3nZzxIEHTFs/q1xzt3jtbTv7qJl1XHRNjBbqbTes31JvZWyNAO4rudckaX/g74CjgG3AMyPilgHvOx/4GWBHRDx8wOv3t51DDjui/2WrUZCc0LPQDomT6G032rR3UiWtSkn5qpKXI5JdhybKydnbdjbvf9C0dbQqaWgfp+oB6cdFxHZJBwKXSLomIi7drXBPuzl8v71GVMXqkN2v2j86NDZ0ICLO6y5N2uTBoeZJ2K0sIpaBbnLYq4ELuslhuwliJR0s6TrgN4Hfk3SdpL2HlR1wjvvbzQP22bPMb2wlaeoWr71tZ4uvOQ2kLCF179EAve1G6zbVXR3rF5XsVnYW8KmIOAb4VP7zIO8CThlatZ62s98BnsxokgK73CXvkDhx3XqvOev3mLSYzUjiksQiyxEnXqbY23Y27Llf2he0igiWltYe4xUakI6I7p87gAvJBip309tuDtjT15wmyraz3/1om2Y8DVoBaYnTJkgO+z2yi9ZEZa1lvDTIUqm5UWfWXFlC6tJ7SacDT8j//m7g08Dvrjl3xKWSjir75DYDiVsBF9wh0eZB2pLEItEfXqY4BwKItLQLk6ysuAg4M48qO4l8QFrSFqATEXfkf38K8KrU72D16OZWbDv38NtOHeTdGGxqcgJqS5O4W1nBLV5HlrXmyzpNA7fxGJfHYZSDupEeeQf7wKL1tGYJYDlxUDF1h0SbD4ltp0j0x4YJylrTqQNpO7IWGZA+CLgw6waxDnhfRHys6Fex2VoluHdlpe5qFOanw7YTjVnWYS3i6A9L5iSfNr0RCalH5nGQ9Eng4AEvvaKkqlmDRb4c0WxaifmqikR/3DhBWWuBxMih5AHpPE/VI5JOas0RMHgOrF38dNhyktB6Rw7Z9FJzDDkCxJqa5NOaKzUhdUQ8adhrkr4v6ZD8wewQYEeBKlpDzUGUvtUhYWCxSPTHsLJlfR2bEaddsERZP6f9o0MeHGo9X8QsQeLNzxEgFojVtakVqtzidZKy1nQRrJYfAXIR8HzgnPzPD5V9AqvXvOz+YrOXutNdkeWIzsk5H5qyQYu1SxYhXXctinPrnwPysjKbmrJ11dNzBMjCi0EPa1Vu8eokn3Ogiq3syQaFLpD0IuA7wDMAJB1KFpl4Wv7z35Ilrt6a78L5yoh4R9mVsWrMQ5i+zZ6XJFoaOV2HJYmIYbkVW8WDQ20nwdL0u5UVXBq0DbgDWAGWxzwUWkMlzow4AmTBdbeWnpKTfC64KiJAIuIm4IkDfr+d7N7V/fnZpZ7YZiZi4GC02US8JNGm5pyclqiiSbCZ89Bo64norFtzjCzxw+U9pwLHAc+WdFzf23qXBp1BtjSo18kRcYIHhtopgOVYe5AvD+o5zugr6giQBRcB963ufkzg/iSfkjaQJeq8qO89FwHPU+ax5Ek+JyxrDdfd4rX/MBul29nuP8zGcduxJPmOrP3HZEV1iqSvS7pW0lkDXpekv8xfv0LSiZOWtebr7srafxQhaX9Jl0j6Rv7nfkPed76kHZKuLHRCPDjUfiJbHtR/jHb/0qCI2AV0l/f0un9pUER8HuguDbI50N3itf8gXx7Uc/RvKV0kAmSSstZwg9rO2DIRy0A3UefVwAXdJJ/dRJ9keRq+SZbk823Ar44qW/LXsooFwX2rq2sOs3Ei1h5m40S+BLr/MBtLWnuMLZI+8T5hWWu4igakzwI+FRHHAJ/Kfx7kXcApRU8GXlY2BwRLAxMLj0oQW2Rp0A1k7f8TkgJ464ABBGu41ESNeJvXhZeax8FJPhec839Ygm7EmdnU5mRbaZs1paZdcE7ORVfNxhunk+VMBHg38Gngd9eeOi6VdFQZJ/TgUMsFEIMjhUYliC2yNAjgcRGxXdKBwCWSromISyeqsDVD+gO+t3k153Gwqa0G7Fr2k5pNpxtxZjYt73RnKUIiBu/m611ZbaQROYfGtZ1RDspTLJBPtB9YsJpjeXCo7dISpxVZGtRN9klE7JB0IdlouQeHWiS7gCWWdQTIQnOH21I5csim5cghS5W4eYItuohh7ca7stpI3ZxDA4xsO5I+CRw84KVXlFW3aXhwqPWStiQvsjRoC9CJiDvyvz8FeFWhr2AzF+EHfEvnUH2bVkQ4csimlk1kuN3Y9KoYWJS0P/B3ZMuAtgHPjIhbBrxv4I7Aks4Gfgm4MX/ry/c58thS62jFdPMqJvCurAsuNWVHRDxp2GuSvi/pkPwZ/BBgR3oNJ+OE1HNg2t3KiiSHBQ4CPiPp34D/B3wkIj5W/reyKgWwayXWHGbjrIbbjU2vu6ys/zAbZTWCe5dX1xxm40QE9yyvrjkKGpscdoLkwq/Ld/s9IY+mtgYZtCOrd2W1SWTXnJU1R0EXAc/P//584ENFP3CcqSKHjnjkw3jdv/5rVXUZ61/+1ydqO3fdrvnsGwa/IMHgtbEjpS4NypOlPWKac63cfTd3fPWKqetYli995HW1nfv9/1bvwP+fnD/4991dPJpu85J46F4bazv/0Y84tLZzP/ekI2s7N8BP/+/hrzW97Rz/kCP55L/8VW3n//C/31TbuaNzT23nHqctSzwm2JimMn/2F5+p7dxPPf+C2s4N8Pe/+M41vxuRw6GQKSJAzgd+BtgREQ8f9nn733EzT//U35Rez0mdfMe/1XbuK24u/PBTzDnvHvjriqLOJkkOO0li4vutRvCDe5fLrufEHnnUwJ2xZ+Lyj9bXP3/mf/nKwN+nRg7NOifn136wieM/95Cp61mWG7/22drOff3zfrS2cwPwvsFjuhUtZT0HuEDSi4DvAM8AkHQoWVTiafnPf0t2bdoq6TrglRHxjpQTelnZHBiSkNpsOO/iYYnaEKr/oB/5kVLrZ8V1I0DMpjEih0NR3QiQcySdlf+8ZgcYsu2B3wi8p4pKWHVG3KuqTg47LrnwmZKeB1wG/NZeR9T3gG9rpe7ImpV1Ts5FFhVsvBERNwFPHPD77WQDjd2fn13WOT2q0HqCTmftYTZCd2ak/zAbp7t7UO9RglJD9ffee58y6mQlW1mNNYfZKN3Iof6jBKeTRX6Q//nUgefPdmK9uYwT2mxl96qBbWdnRDy659htYEjSJyVdOeA4fcJTj0ou/BbgaOAE4Abgz9O+nVWlwmuOzblubsW2L5935FDbpe1WZgvOO8BYqtWgigiQ0kP1rVkiYJfDFW1KEVFF9AfUsD2wzVZq1FkJyWFH7fb7/Z7Pehvw4akraJVr4fO8NcC87JDoUYV54GVlNqVu9IfZtIbkAJnFg9rEofoPe/iPTXFqm4XAkUI2vRF5Y8ZtK9247YFttirKV9VNDnsOw5PDDt0RuDuwlL/vacCVwMPKrqSli2hHTk5rniqWldXBg0NtJ43dnWxwscG5O3peV/76aWRJ014QEV+epKw132rAXffVnETSWqm7A0yfWTyojQvVf3X+86u3b79+wo+0WVkNuHtXfUlXrZ2iQKRi07YHttmqKM/Z2OSwY5ILv0bSCWT3qm3AS4CfK7uSlq67m6/ZtOYlt6IHh1pv+t3KenJ3PJls9v2Lki6KiN7lGacCx+THSWQPXydNWNYazsvKLFUbQvXvvuuul09dQatWOHLIphcRVS1HnCQCxFosG1gsdxJsiuSwA5MLR8Rz+3+395HHllpHK8b9Y0s1L5FDXo80B0KdNccY9+fuiIhdQDd3R6/TgfdE5vPAvvlD2yRlreFGJGo0G2kVuHdldbejBN0HNZggVF/SBrJQ/YsgC9Xved/TNm3aVEadrETdtfhOSG3TWM072xUk+DwHeLKkb5BNdnV3PjxU0v0P9fn2wJ8DHiLpujxixFrAiYUtxSrBvSsra44iJO0v6RJJ38j/3G/I+06R9HVJ1+a7KHZ/f7ak6yVdnh+nDSpv9VvJlyX2Hm3jyKGWC4kYHDk0KgfIuNwdw95z2IRlreFWK5hRs8UwIkFsEaWG6h962OFl188KqiKRuaT9gb8DjiJbovHMiLil7z1HkG1DfjDZ2OZ5EfGGUitilapiELGO7YFttiqMOrM5VlHkUHdH1nPyQZ+z6Nt0Y4KVGa+LiNd237/hgKPKrqMVtJrvVtZ2Hhxquxi6BfmoHCCjcneMe88kZa3hKkrUaAtgRILY9M8sOVT/hEee6MbdNFHJQ/7YDjewDPxWRHxZ0l7AlyRd4qXQ7RBz0tm22VudkyUeNlsRDMqrWJR3ZF0AAeyag4l3LytruVWyxGn9xxhDc3dM8J5JylrDdaM/+o8iHDa7GLqzamW1G1sMQVSxPOh0so42+Z9PXXPeiBu6mylExB3A1WQRsNYCFS4rszlX0TXH5tyItAtbJV3Wc5wxxcfutiMrMOmOrL33qjMlXSHp/GH9a6tZrF0638bl844carlshHvqhjd0m80eF5FdiN5PtmzstjxZ7I0TlLWGq2i3stLDZh+8fnPZdbSCViP4gXedsilFwHL5D2a7dbglDepw30/SUcAjgS+UXRGrxmoEd+1q/0yszd7qKtzttmNTGtE/Hrkr6yx3ZAX+fMLPtBlaCebifuXBoZaLYNiyshFlBufukPTL+evnki3dOA24lmwr+xeOKlvW97HZyGZGHDZr05uX3RhstiKClcH5P0blxyujw939nD2BDwAvi4jbpylr9fH1xlJ1I4fMppG6Hfksd2QFPjx1Ba161SyfnzkPDrVcwCTLyNaWG5C7Ix8U6v49gJdOWtbaZUSHe+SD2hiTzOKPS2h+pqTnAZcBv3X0Ou861TTOAWKpYvr8eGV0uJG0nmxg6L0R8cEpq201CpxU2NJETUnw8/edD/wMsCMiHj6q/F5HPKTUOloxVeRV5Ic7sp7DBDuy0rcyo3ufy9/3NOBK4GFlV9KKmZcBaeccarkIb0lu01uN4O5dK2sO8ge1nmO3gSFJn5R05YDj9AlPPS5s9mjgBOAGHDbbSINygBQ1Rb6q8yXtkHTlqPLLy1721jQRsLIca46Cuh1uGNLhliTgHcDVEfEXRU9osxUDrjfz0Pm26kXArpXVNUdB3eXzxwCfyn8e5F3AKQXKW026g4r9R0HnAE+W9A2ytArnQLYjq6SLs/PGMtBdmXE1cEHfjqxflXQFcDLwG0UrZOXrLp/vP9rGkUMtF0y/rMwsNVTfYbNW0czIJLtOQdbhfiPZ1uRDy+/Y8f2h7dTqkwWkluoc4AJJLwK+AzwDsg438PaIOA14HPBc4KuSLs/LvTyPgLWGyyIV25/DwWavom2lJ1k+T0Rcmuc4m6S8NUhE+dGKZe/ICt7KvokiYHUOnsnHDg7l2djPADjiiCPGvNtmbTWiisTChfW2m8P326vm2li/ivI4lBI2m7ed3wP2vG21eW170a2uVpJwr4wO99vzJZHrb7n55rLrZ0VV0GmapMMdEZ9hcMTi/XrvV4cc5n5Ok6xWsDSoLL3tZk+Waq6N9RuxrXTVy+fHlu9pO0fvuvPWKT/CqrQazU1k3nvNWdpj/5prY2sFq3OwDHrs4FB+wTwP4MQTT2z/cNicWQm4s4EXsd52c8IRB7ndNMzKanDHPaUvvRk7iz8moflrJJ1A1qe7HHjJPp2l7WVX0opZjeDutQPSRTrbUE6H+38D/xtg3bp1vuY0TESw3MCJDNj9fvWwRzzSbadBukugm6i33TxAG91uGmZ1dehOd1XvOjVWt+1IumXDnvvuW9bnWnErq8Gd5fePS9F7zdlwwFG+5jRMd/l823lZWctFBPc0dFbNmquKJJ9VhM16K/vmGTIbO7KzDbPpcFuzDUlIbTaUdyuzVDUunx9lUPl9p66kVWZekgpbDYJhu7K2ihNSt1wWcr2y5ihiiuSwp0j6uqRr8zwh3d+fLel6SZdLuvz2u+8tVB8rXxY2u7zmMBunu1vZtMlhI+JJEfHwAceHyDvMkC0vJLHD3S2/bp3nPZomIlhZXl1zmI2SzcS63dj0ug/5JSczH5sEv+LyVrHu0vn+w2ycIFhdXl1zFDHJM7mkIyT9s6SrJV0l6deLnNODQy2X5RxaXXMUNHY3BUlLwJuAU4HjgGdLOq7nLa+LiBMi4oS9N28sWh8r2aAHfM+U2CQGdZxKUGqHe+999imjTlayiFhzmI2W5XDoP8zGqWjnoLG7TuU//y3wOeAhkq7Ll9sPLW/N0Y2sL3OXu7J3ZB1W3moW2XN5/1HQJDscLgO/FREPBR4LvLTvmXwqHhxquaggcogsueu787+/G3jqgPc8Brg2Ir4ZEbuA9+flrAW6ST5L3qrTFsCg2dgSlNrhPvDAg8qok5Wooq3sbc5V1W7qmI212YoIVlZW1xwFP/OmiHhiRByT/3lz/vvt+e6I3fc9OyIOiYj1EXF4RLxjVHlrjooi6yd5wIdsR9ZTCpS3mpUdOcQEz+QRcUNEfDn/+x3A1cBhqSd07H3LrUbwg8FJPqvejeEw4Ls9P18HnNTz85mSngdc9rBDt054WpuVaHCST2u27mxsuZ85cb6qZ09S/oRHevOEJnLOIUtRUYRZ92HrnHxZ/Fms3SGxOxv7ZUl7AV+SdElEfK2KClnJ8iWJZtPoRtaXrIwdWfvLW8NExLBdWWe2Q2Lefh4JfGHCz1/Dg0Mtt7Ia3HbXfYNeqno3hkFbA3f/j3gL8Or851dvv/XOCT/SZmV1FXZ5cMgSNHnXKWuwfBbfbBoRwXI196qxD2t5h7zbKb9DUnc21oNDLRABy8XTLNiCGbGb78we8CsobzMw4pozkx0SJe0JfAB4WUTcPk3ZXh4carks/HH6jlMJuzFcBxzR8/PhwPb8s7/f81lvu3vXfS+fuoJWsXDeBkviDreliKCM8GpbNMN3fynyoAY1zMbabHWTw5pNY8QudzN5wLcWS+znlLFDoqT1ZAND742ID05diR4eHGq51Ygqsuh3k7uew/DksF8EjpH0IOB64FnAcyDbLajb6QKetmm9m1nT+AHfkuW7TplNa0i4tdlQMfx6M/JBDZo3G2szNifbSttspUZHl/GAP8Kg8vtOXUmrWCkJqPuNfSaXJOAdwNUR8RdFT+in9pZbWQ3uvLf0LcjPAS7Ik71+B3gGZMlhgbdHxGkRsSzpTODjwBJwfkRclZd/jaQTyJaVbTt03z3Lrp8V5Qd8SxTucFuCCEcrWprVlbTOdtNmY222Rgwsmg0VAcu7Sm83k0y6T1v+d8qsoBVXUYT02Gdy4HHAc4GvSro8L/fyiLh4wOeN5cGhlssSC5c7ODRFctiLgTUNLyKe2/vzCUcc5OnihvEDvhXhUH1L4cghm1ZUl1R45rOxNnupA4u2wKrpH0/ygN/dkfUJZMtmrwNeme90N6i8B4caqOx+ziTP5BHxGQbnAk7iwaGWW1llWOI0s6EqTPJpcy4qSCwsaX/g74CjgG3AMyPilgHvOx/4GWBHRDy85/dnA78E3AjwoB/5kVLrZyWIYHV5V921sLapLpH5zGdjbbYqHFi0OVbFphtl78gKsOGAo0qtoxU3LxHSHhxquZXV4M7Bu5WZDeWcQ5YqVuG+e0ofWJxkW2mAdwFvBN4z4LXXRcRrwVvZN1FEsHqfB4dsOtkSj/InMuqYjbXZquIhv+yJDODlex3xkFLraMV48tSSRbC86966a1FYp+4KWEH5za//MBspXxfbf5iNE2Qz+b1HCU4n206a/M+nDjx3xKXAzWWc0GYtiNWVNYfZKN2Z2P7DbKw8cqj/KKg7kXEM8Kn850HeBZwy5LXXRcQJ+eEotIbpTp72H2bjxJz0czw41HK+iFmKqGBQUdL+ki6R9I38z/2GvO98STskXZlS3mo2oMNNvq10z3HGlJ+627bSwMhtpYc4U9IVks5fXvZS28bJl5X1H2bjrCwvrznMxqmin4MnMuafJ08tVR4h3X+0zVTLyr7yla/s3GOPPb5d4HxbgZ0FyhdR57nLOP8DB/0yIriv5N3KSgib7S9/04G/+fptBapU7L/db76+wKlLOH+95x7YbqCShHtFlwatKf8fy/fsfPqOr6Vec4r/uz3y8CKl5/aaM2DmfmbbSg/xFuDVZDskvvqqK796zwP22fOqMWVGae2/3QtrPHducLvJZ9Sa7mtXXL7zxw7dt75rTjHFzv+LJ9V7/gFtJ2K1FYOIO9m18618u7b+8Vv32rfAqYufv+ZzD+7nDM9ztlXSZT0/nxcR5014rt0mMiSlTmQ8D7gM+C1g5z//+k/Wds355yKFC57/1cXOXfT8Q/s4bViBcd/N3965/X2/tJDP5AdeXu/5GXHNaUM/Z5ypBoci4gFFTibpsnEPEFWp89xVnr+ii1jZD/lfjohB5Scyr/92dZ67oi1eTyfbZQGyGbVPM6DdRMSlko6apHyRa84it5tKz5+4prqMbaVHfPb3ez7rbcDpRb773P7b1XnuCFZKfsifZCJD0ibgUmAjWZ/nHyLilcOr6WtOo87fklxVbe4f133+Kvs5Q9rOyMmMWU5kAH/ua07zzt/0TTfIEuO39pozr+0mmI+NN7ysrOW6yWH7j4KKhs1OVN7qE7HKyq671xwUWx5UdGlQGUuLrGIxIGy2BN1tpWHIttKj5ANKXU8Drhz2XqtJVLIWf5L8H/cCPxURjwBOAE6R9NiiJ7YZ8XJES5VHnU3bdiLiSRHx8AHHh4Dvd+83qRMZEbESEavA24DHJHwzq1CWkPq+NUdBzlW1CPJJsP6jbbxbWctFBPfeM/CiVWfYbBlht1al1VVW7r170Ct1zqhZG+QDiyWbZFtpJP0tWXTZVknXAa+MiHcAr5F0Atls7DbgJWVX0IqpaLeysdGKERHAnfmP6/PDu9m1RMQqy+Vfb2wBREQV96ruRMY5JE5kdPvHeCKjkWJ1heW77xz/xukUjay3FojhS1lbZdaDQ5MOTszbuSs7f3eEe4B5esify3+7Os+d2mmqcmkQ+YxcgfL9FrndVHb+Km5+k2wrnf/87CHln1tqheb0367Wc9eY/0PSEvAl4MHAmyLiC1PUfBqL3G6qOf+c5HCYwPz929V97litYta+aRMZi9xuqjl/S3JVDVqWNqX5+3++7vO3ZBn0ODMdHJrif6K5OneV54/hESCjy7XoIX9e/+1qPXc1naZCM2ollN/NIrebKs+/CDP58/pvV++5hz7kVz6RERErwAmS9gUulPTwiCh9xn6R201V568o4qxx5vHfru5zV9F2mjaRscjtpqrzj+jjNCpXFfCLRT5wHv+fr/38czKZ4WVlLRexwvI9pYc/Nuoh38pXUYe76IzawPLWMAvysGblyiLOps/bUOZERkTcKunTZDkdvJyjDeYkTN9q4LZjCVKjo6ucdI+1m258eOoKWuWyhNSF81PVzoNDbbdaySy+H/LnXQV5Y0qYURtY3hqmJVtLW/NUMKM2diJC0gOA+/KBoc3Ak4A/K7siVo156Wzb7LntWJLEFRljOFfVIpiTAWkPDrVcrK6WnjjND/nzL3UW38xtx1JEBCv1RCseArw7zzvUAS6ICM+6tsWcdLatBm47lqCiQcWm5aqyKkSw6mVlVrdYXWHXXbfXXQ1rmYhgufyZEVsAsbrKfeXv5GHzroKIs0kmMiLiCuCRpZ7YZiZWV32vsiRuO5aiij5O03JVWTUiKok6mzkPDrXcvDREm7FqtiO3heDZWEszD4kabdZ8vbFUbjuWwP1jK2Ae+jmKiLrrYAVI+hiwdcBLOyPilFnXx9rB7cZSDWk7bjc2kq85lsLtxlK57VgKtxtLNS9tx4NDZmZmZmZmZmYLrFN3BczMzMzMzMzMrD4eHDIzMzMzMzMzW2AeHDIzMzMzMzMzW2AeHDIzMzMzMzMzW2AeHDIzMzMzMzMzW2AeHDIzMzMzMzMzW2AeHDIzMzMzMzMzW2AeHDIzMzMzMzMzW2AeHDIzMzMzMzMzW2AeHDIzMzMzMzMzW2AeHDIzMzMzMzMzW2AeHDIzMzMzMzMzW2AeHDIzMzMzMzMzW2AeHDIzMzMzMzMzW2AeHDIzMzMzMzMzW2AeHDIzMzMzMzMzW2AeHDIzMzMzMzMzW2AeHDIzMzMzMzMzW2AeHDIzMzMzMzMzW2BzNzgk6UxJl0m6V9K7en7/85Lu7DnukhSSHlVjda0hhrWb/LVnSrpa0h2SvibpqfXU0ppoTNt5saRr82vOxyQdWlM1rWEkbZT0Dknfzq8tX5F0as/rT5R0TX6v+mdJD6yzvtYMo9qNpA2S/kHStrx/84R6a2tNMqbtPFbSJZJulnSjpL+XdEjddbb6jWk3x+X9n1vy45OSjqu7znWRdIqkr+f9vrMGvP7zkq7Ij89KesSkZdtoXD+n532vzO9ZT6qjnra7uRscArYDfwSc3/vLiHhvROzZPYBfBb4JfLmGOlrzDGw3kg4D/gb4TWBv4HeA90k6cOY1tKYa1nYeD/wJcDqwP/At4G9nXjtrqnXAd4HHA/sAvw9cIOkoSVuBD+a/2x+4DPi7uipqjTK03eSvfwb4BeB7tdTOmmxU29kPOA84CnggcAfwzlpqaU0zqt1sB/472X1qK3AR8P56qlkvSUvAm4BTgeOAZw8YKPsW8PiIOB54Ndn/c5OWbaNx9yskHU3Whm6oo4K21rq6K1C2iPgggKRHA4ePeOvzgfdERMykYtZoI9rN4cCtEfHR/OePSPoBcDSwY7a1tCYa0Xb+K/D3EXFV/vqrgeslHR0R/zH7mlqTRMQPgLN7fvVhSd8CHgUcAFwVEX8PIOlsYKekYyPimlnX1ZpjVLuJiG3A6wEkrcy8ctZoY9rOB3rfK+mNwL/MsHrWUBO0m1sBJAlYAR486zo2xGOAayPimwCS3k82Ofi17hsi4rM97/88P+wzji3bRmP6Odvy370R+F3gzTOtnA01j5FDY+Xh+T8JvKfuuhT1QG2Og7RxzSHpY3XXbU5cBlwt6WclLeVLyu4Frqi3WsW43cyE8qP3Z4CH11CX0hypzXGgNu52uN0UJ+kg4EeBq4CHAf/WfS3vYP1H/vtWGtRu3HaK62s3c6dIu5lgicexkj6nbEnwb/e9tk3SVyVdLumyMr9TU4xpOz855Petkdp2vDRotEHtRtKtwD3AX5FFTLfWiHZzZb6Ernuc0Vf0MLIoma7r8t8N8yKgO/E8bdlW6m87kp4B7IqIi2utWEnm5Zozd5FDE3oe8H8j4lt1V6Soe7XKC9atvX685r5vba2hOnMnIlYkvQd4H7AJ2AU8I39Yay23m5m4GPg7SecC3wD+AAhgj1prVdAuVnleX9v582W3myIkrQfeC7w7Iq6RtCdwY9/bbgP2mnnlSnIvq/z80tqUW69f2ea2k6i/3dRdnyqktpueZRpPJnvQ+qKkiyKidyb+ZuDXgKcO+ZiTI2JnSr2bblTbkXQ82f3q9DrqVpaUtjNhu+kuDbolz59yHnDShGVbbVi7iYh9JW0hW5Xx7brqV4Z7WeVZnbXt5q9Wt90TEY8eUVQDfjdwdYqkk8kGh3582rJtNaSf8yfAU+qtWXlGtJ1WXXMWMnKIbHDo3XVXogxLiC1LnTWHlSNPjvYa4AnABrJ1s2+XdEKN1SrM7aZ6EfEp4JXAB8g6S9vI8jhcV2O1CpNgQ0e7HZZOUgf4a7KB5zPzX99JluOs195k7aeVBrUbt510Q9rN3BGwJK05JnD/Mo2I2EWWB2W3wY6I2BERXwTuK73iDTaq7Uh6MFk0w69HxP+toXqlSbzmTNJuPhsRt+Q/DlwaNKxsm4275uSTpucC72lzXk6RfK+6Djii5+fDyXIy7f752eDr24HTI+Kmacq21ZC284fAX89DoEavJa09xmjcNWfhngYlPQ44FPiHuutSBgk2L3XWHFaaE4BLI+KyiFjNO5JfAFqdUd/tZjYi4k0RcUxEHEg2SLQOuLLmahXSQWzq7H5MokjY7LzKczS8AzgIeHpEdB9SrwJ6w4a3kOU5a+0yjw4eHCrLiHYzd0Y84G8teYlHvwA+IelLAz67tUa1nTzlwieBV0fEX9dUxdKMuOaMajteGjTAFNecDll0dGu/d4GJjC8Cx0h6kKQNwLPIEnT3fLaOJNts4rkR8e/TlG2rEW3nicCvSfqepO+RDY5dIOl3a6pqYYn3q8Zdc+ZuWZmkdWTfawlYkrQJWI6I5fwtzwc+EBGtnYHttSTYc930D/WSTgHeQPbf6e0RcU7f68eS7VRxIvCKiHjtpGXbaFi7IbtgnyXphIi4XNIjgZ+g5YnTOsDmCYazbbwRbWcdWWLGq8hueucBb+gZ/W+l7s1vujLpYbMlVbup3gI8FHhSRNzd8/sLgf8t6enAR8iWeFzR7qVDE0d82HjD2g2SNvLDJQob8uvRvW3dfEMMfTDbWdYSjyEeFxHb8wiISyRdExGXTlG+qQa2HWU7s/4T8KaIOLeuypVJiPWDrzmj2o6XBg02rN08GdhJlodzC9nOrbcAV9dRyTJk0YrTl4uIZUlnAh8n6w+eHxFXSfrl/PVzye7lBwBvzsZMWI6IRw8rW8b3aYBh96snAut7fv4i2c7QH6WlupGuA7TqmjN3g0PA75Et5ej6BbLQtbPzTtIzgafXUbEqLEnss366waEia/HneE31wHYTEWcr2ynoH5QlUrsR+JOI+EQNdSxNSruxoYZdc15PlqvqaH64LfDvz7pyZeuQNCBdZBePuZTP0r+ELMH99/TDDsVLIuK9+cDQG4G/IYtWfFYtFS1JR0wcZWbDjWs3wNfJtiKH7EED4EH8cGeYVhEMe8Afp9AyjYjYnv+5Q9KFZNewVg8OjWo7ZBMZPwK8UtL997OI2HPW9SxLJ23ydNqlQafO+9KgMe1mF1kS6sOBu8ke8E+JiHtqqGophNjUSesf54mVL+773bk9f38x8OJJy7bdBPer3veuALdExJ2zrWV5RkxmjNK4a87cDQ5FxNnsvm1e72v3APvOsDqVS4wAmeRBbQewQ9JPT1u2jca0mzeSPaTNjU6+rMyKG9V2gONnV5PZyNrOmmvOVu2+o895EXFez8+DQl9HRQX1hs3OpYj4NoNnfbqvfxI4dnY1qlY3j4MVM0G7OWp2taleSqRi7v5lGsD1ZIOrz5nsnNoCdCLijvzvTwFelVKJJhnXdsgmNeZG4jVnbLuZZGnQsLJtNEG7+ftZ1WUWNFmeGJvABG2n971HVVub6iVOZjTumjN3g0OLRh2xadPAf8ZRD2vTPqj1KlLWGqIjsXnDUt3VsBYaMjNS2hKPAWGzNgc8OGQpunljpjXJEg9JBwOXkSV7X5X0MuA4YCtwYT7LvQ54X0SM3IrYmidlYNFLg8z3KkuVMrDYxGuOB4daTh2xbvPAf8ZS1jeWXNYaQh2GtRuzkRKjzoqEzdocKBABYgusSLuZYInH9xi8fPV2ehLCWzt10pZ4eGnQgvPgkBWRkluxadccPx22nDpi/ZYN0xYrskZxLtdULxp1xPrBEWdmI9UQqm9zIPVBzcxLPCyFB6QtRRb94XZj00uNdG0aPx22nJT0kF9kjeJcrqleNNLQiDOzkdQR6zdOtySxSNhsqZW32vhBzVJ4UNFSOQLEUmTtpu5aWFvNw2SGnw5brrMkNu49XeRQkbX4EXG711S3n5bExr031l0Na6ERS1lHKhI2a+3nBzVLMSQBvtlYHcEmb7xhU+pI3rDFkszLJNhUPfxNWoq9ahxPWvfgY2o79/43fXf8myr0tVtu3xkRD+j/vZbE+j2nXlZWZC3+1OsbD9hzjzjigL2nrmNZfnDDbbWde4+HPbS2cwNccflXBrebjtiwZX0dVZrK/ntsisP3qW8n3f/o7F/buR+y8Qe1nRvgK9/aPrjtCNY1fEnixr32jc0HHFLb+W/fcWNt5z7x6DX/ZDP1pSuvGdxuaEenaa9994+thw689c3E/hvreyj5zuVX13ZugJ3sGth22rDEQ+s2hTbUd6965I8eVtu57972rdrODXD1bXcMbDdILLUgBGTjXvvGlhrvVxvX17c5yWGbVmo797brb2DnzbeuubiIdkR/bNlnv9j34Pr+vz9kQ33/dt++8pu1nRuG36vmJdJ1qh7+Xqzj6dR3ATvgL+vbLfGZ5/9GbecGOOEfPv7tQb9PXFY2U0ccsDf/dNbzazv/v776I7Wd+1H/dGlt5wY4bP+9BrebxOiPWTt8nz35xxf8TG3nf8bm+lZM/vMx/6+2cwPs+ZzfH3rNWWr4TnebDziEJ7zinbWd/+I3nzf+TRX5wj+8pLZzA6x78GOHt5t1zX9Q23ro4bzyPR+u7fzPfvDm2s796/v9p9rODfBWvr2m7bRlUFEb9mTdQ362tvN/7pN/VNu5r3zRC2o7N8CjPnRJqf0cSacAbyCLjn97RJzT9/qxwDuBE4FXRMRre17bBtwBrDDh0ugtBxzCk1757qnrWZZjDt6rtnO/+pj6Jm8f87QXDvx9W645+x58GL/65g/Wdv6zjrqltnO/9ME/V9u5YfC9qqsNA4vjNP/p0EbriKVNzY8AsWZRR42P/rCGctuxBBKNH1S05mnLoKI1jwRLU0bFSFoC3gQ8mWwDli9KuigivtbztpuBXwOeOuRjTo6IndPX2JqiDdGK1jydOVlW5jtuy6nTYf2WTWsOs1GywaENa46JykqnSPq6pGslnTXgdUn6y/z1KySd2PPaNklflXS5pMtK/Eo2I92H/N7DbKxOtsSj/zAbZdD1xtccm4hEZ8PSmmOMxwDXRsQ3I2IX8H7g9N43RMSOiPgicF81Fbc6dQek+48Jy47rHx8r6XOS7pX0232vuX88B5akNUfbePq35bKHfCcWtil1OqzbMv3yhQln1U4FjsmPk4C35H92eVatxRx1ZilSZvHNUJZb0Wxa2TVn6gHow4DeJKPXsXv/ZZwAPiEpgLdGRH1rjC1JapSro86sLfmqxnEPv+W01GH93ntMX278mmrlr58G3AW8ICK+nL+2jSnXVFuzdDodNuw1fbuhZ1YNQFJ3Vq335nc68J6ICODzkvaVdEhE3FC03lY/dcSGPb2U1aaUz+KnFR17v/p54HfzH+8EfiUi/q1Aba0h1Gl+XkVrphE5h7b2RWac1zOIM+jRLqY47eMiYrukA4FLJF0TEfUmn7TpdJITmY/tH0fEDmCHpJ8uo6rWLBKs77Q/Itp33JbrLiubqoyjP6wj1m0euIxsVKcJJptVG/Sew4Ab8Kxa60lyBIhNLXEWf9L71beAx0fELZJOBc5jutl+a6oCg4q24IZvnrBzxKTmdcARPT8fDmyf9JQRsT3/c4ekC8kGDDw41CIjolzL6B+P4v5x27Vkh8RxPDjUclLSsjJHfyw4dTosDc4xNKrTBJPNqo16j2fV2s5J8C1F+i53k8zGfrbn/Z8ne6CzOZA6qGiWuJT1i8Axkh4EXA88C5ho21JJW4BORNyR//0pwKumrYDVbPiAdBn941HcP245ka3oaTsPDrWcljqsmz4BtaM/FlzioCJMNqs29D2eVWu/bCt73zpsOiPyOJQ9G/si4KPJFbWGEZ056GxbDRJm8SNiWdKZwMfJlrGeHxFXSfrl/PVzJR0MXAbsDaxKehlwHLAVuDDLysA64H0R8bGyvo7NhoBOWuIYR50tusQliRMsnT8WeCdwIvCKiHhtz2vbKDnVi3v4bSfR2TBwcKjommpHf8yxxEFFmGxW7SLgzHyG/yTgtoi4wbNqc6IjlpwE36aULUcc2GkqbTZW0slkg0M/Pn0NrYnUgU5imH7BDvfIstZ8qYmFI+Ji4OK+353b8/fvMTg68XbgEVOf0Jolfem8o84MTZlzqImJzD041HbqoI0DH/KLrql29Mc8Gz6oONIks2pknarTgGvJkpm/MC9+EJ5Va73sId+3DptS4oMaE87GSjoeeDtwakTclFRHa57E5YhFOtwTlrWGc348S5E6IO2oM5OSos4al8jcPfyW09ISnT33nbaYoz8WnDpLdLbslVR2glm1AF46oNw38axa66mTHHVmC2zEzkHjjL1fSToS+CDw3Ij496J1teZIzBsDxTrck+RltIbTkli/xVGuNqX0/HiOOltwUlI/p3GJzD041HbDI4eGcvSHIaGEyCEzdcS6wcnMR5crsMTD5oCytjOtCe9XfwAcALw5vzeVsu7eGmB43pgqdw4q2lm3JpDoOD+eTanAgLQtuuH9nKKpXkYpPdWLr5ptl/iQ7+iPBdfpoI2b666FtVFCh7ukNdXWYqp2NvbFwIsLVdAaaUTemCp3DiraWbcmkOis986aNr3EhNS28IZuoFA01ctQVaR68eBQy6mzRGfzlrqrYW2jDtq0R921sBZK3OmucWuqbcYkOs5VZVMqkDemSIe7UGfdmsH58SyFOkO3sjcbKTFfVeMSmY/9BpLOkHSZpMvuYaXo+axseeRQ/1G33nZz0513110d69fpNLLdwO5t5+a77qm7OtYvf8jvPchDZnuOM/pKDVqmcVi51fphu9l1x61lfrSVIIscWrfmaILetnPHLTfXXR3rpSx3TP8xgfs73JI2kHW4L5rwrBOV7W03sex7VePkUa79x/hiOkXS1yVdK+msAa8fK+lzku6V9NvTlO153/1t5947b035dlYVwdL6zpqjCXrbzQ9uvaXu6tgAnaXOmmOUiFgGukvnrwYu6C6d7y6fl3SwpOuA3wR+T9J1kvYmS/XyGUn/Bvw/4CNlpHoZe5XM18SdB/AAbXRYbdOoQ6xv3vKg3nZzwgMPdrtpGKm5y8p6287xh2x122kYdcTS2pxDVS7xmEhvu9n3qIe63TRNgyOHetvOg4473m2nSRLbTZGdgyLi9kFlB5zj/nbT2cP3qqZRQtuZ1S53vW1nf9+vGkXDlwbVrrfdHPaQh7vdNEwWrZi0012jEpk3s6dmE4tOh9jQzId8azB1YKOXI1oCdVKizLxMY8Flicy9c5BNJ9vlbvoE+FCowz2wrLVL4uYJ3uVu0XXE0ibnqrIEw3PktYoHh1pPxFJax8kWmATrfPOzBB2lRJ0lr6m2OeGdgyyJUKeZs/jWcMOvOaN2DvIudwtOorGRQ9ZwmnjZc6O5p9Z2ErFu+tnYCbaVVv76aWRb2b8gIr48SVlrvlCHWNeMHEPWLpLQlAOLRZd4lPoFrBYCP+Tb1CTR2eCJDJtetsRjYNsZtQzau9wtOk9kWCIJNAcDi279bacOrJsucmjCddGnAsfkx0nAW4CTpllTbQ0mEUvucFuCtGVlhZZ42BzouMNtCYR3nLI0GpgfbxzvcrfoJDqDBxXNRsuTmbdd+7/BolO2rKz/GOP+ddERsQvorovudTrwnsh8HthX0iETlrXGE7Fuw5pjopLjd/KQpL/MX79C0omTlrUWkND6DbsdZuN0t5XuP8xG0YDdEZua2NyaRZ2k3coq3+XOmk0ILXXWHBOVncFOd9Zc3WTm0+xW1kS+w7Ze0rKySdZFD9t62muq54EECbmqHHVmqZFDtuAcqm8ppLkI07caSHRmvAR6kl3urOESoxVntdOdNVgHOk5IbXULxOrAZc4jE+5Nsi562Hu8pnoeqMPq+qRd7ibZjeP+qDPg85K6UWdHTVDWmq7TQZv2qLsW1jKSdyuz6SXuOGWWDSxunO0SaO9y137daMUE3uluwXUjpNuu/d9g4QUrMXBsZlTCvUnWRQ97z4YJylrDhUR0Bo5ujxpUBEedLTzly8rMppLe4bZF5ogzSyVNnZPTbER+vDL6x8O4fzwX5iPS1Xfclgtgdfq4nUm2lb4IODMfvT4JuC0ibpB04wRlrekiWBnccEYNKoKjzszLyiyBnJDaEozYccpspJSdNc1GRH+U0T+uoqw1xZxMgrV/eGvBBbCyGmuOkWUiloHuuuirgQu6a6q766rJwmK/CVwLvA341VFlK/hqVrEYcEygSNSZd/KYC4LOut0Pswmo01lzTFSuQJJPa7/U5LC26LLBof7DbJzEa453ult0Ai0trTnaxr36OZAytDzBmuoAXjppWWuX7qBiAkedLTqJWHIH26YkoYQlHkWSfNocmJOZWKuBOl5WZtNLv+ZM0j+uoqw1hLyszBohkpaV2YJLXI440U4eZAOHp5FFnd0FvHBU2eLfxmYpgFjyrcOmJKG05UFFknxay3k5oiVLvOZIOgV4A1k/5e0RcU7f68pfP42sj/OCiPhy/to24A5gBVgeswzJGkgSSxumbzfe6c5Sd7prmvZ/gwUXwLJHh2xaASuJzcZRZwtOHWKdcw7ZdJSeq8qJOhdZwnbkZgB0OnQ2bZmqyISRiqcCx+THScBb2P2adHJE7CxSdatRgWhF73S32FJ3uptgQPpY4J3AicArIuK1k5ZN4cGhOeCxIZtWwLBd7sxGk2DwTndmww3fOWjcDjBO1LnQBB4cshRKajuTbCl+OvCefCLs85L2lXRIRNxQRrWtXo5WtGSafllZkaXzE5admlt/y0VA+CHfErjZWBoRzuNg0xq+c9C4HWCcqHORSWh92vXGy4MWm4a3nVED0pNEKg56z2HADWQD15+QFMBb+wa6rSUm3SzBbDeCpekHFossnZ9kMHtqU32DPZbEiXvVt5xg0y/8t9rO/Z+O/M+1nXuc1OVBM7MarNyzq7bT/+vbLqjt3I/pDJr0rl9EckLqmVp/yBEc/PLX1Xb+y3/yt2o7929d/k+1nXskKWmHsiIPatN68N7iA0/emFK0FE9d/aXazn33IcfXdu6R0h/yZ5qo89vbtnPGL51d1ceP9donPq22c3/pU6+q7dwAb33i89f8LnU78lkvD1q3x14cfPwTpq5nWf7lpvrmej/woX+v7dyjJQ1ITxKpOOo9j4uI7ZIOBC6RdE1EXDqqlnfefhef+cRXRr2lUv/nmi/Udu6Td11R27lv/+Z3Br+QuHnCrEXAvcurtZ1/nxfU92z1ris+W9u5Ad56/GEDfy9p2MBi0QHpYSpZdu/IoZbLEguX+5AvaX/g74CjgG3AMyPilgHvG/iwJ+ls4JeAGwEedMA+pdbPylHfLcVaTSKWpus4lfSgZq0mSJiNLZrks7TqWz1E6jJWLw9adBJMv7PmJJGKQ98TEd0/d0i6kKwdjhwcsoZJ3zzBbNiysqID0kNPV6DsUI6bmwMrsfYo6CzgUxFxDPCp/Ofd9DzsnQocBzxb0nE9b3ldRJwQESfsvbm+GXwbrLuVff9hNl6ec6j3GO/+B7WI2AV0H9R63f+gFhGfB/aVdEi5dbfa5LOx/cckIuLiiPjRiDg6Iv44/9253USfEfG9iDg8IvaOiH3zv3tgaC5k0R/9B/lMbM9xRl/BYUt/Jn1Pd3nQlwZ8trWCiM66NccY90cqStpAFql4Ud97LgKep8xjgdsi4gZJWyTtBSBpC/AU4Mpyv5NVb0Afx3kWbRJ5Qur+Y4wiS+crWXbvyKGWC6KKxMKnA0/I//5u4NPA7/a9p5J1jjY7jV+OaI0UiJXOmlm1cUmFi+ZxsLZL363MFlmngzZuHvTKuFxVM18eZA2TkJB6kkhFsh2lTgOuJVsC/cK8+EHAhdkKadYB74uIj5XxVWx21JHvVZZEEksbpo46K7J0vpJl9x4carsYmlh43MPaKAd1w6rz2ZADB7xn3MPemZKeB1z2sEO3TnhamyUnpLY0MWgpa9UPatZycqi+JUlbjoiXBy28kCaJFFpbbvx25AG8dEC5bwKPmL6m1ixpec7M0NBlZUMVXTo/qGzRr+HBoZbLlgcNfGnkw5qkTwIHD3jpFROeetSD3FuAV+c/v3r7rXdO+JE2KxGVRJzZAgiSos4KPajZHBi+lb3ZcOnJYSeZUb2IbCLr/WSTW/cvDwI6EXFHz/KgerN1W4K0zRNswUleRmZJlC8rm9YEA9LfI+sTT1S2KF8158BqwuR6RDxp2GuSvt9Nypjn/Ngx4G2jZty+3/NZb7t7130vn7qCVjmnGLIU3XxVU0p+UCtYXWuKxF2nbMElthsvD7Js8wRfc2xK6Ttr2qKTpo4caiIPDs2BCgJALgKeD5yT//mhAe8Z+rDXt9vH0zYljKJatYLy203Zu9wBLz/xkSeUW0krxbRNp+CDms0Fz+JbgoS8MV1eHmQpy8pswRW45gzr3/a8rvz108j6OS+IiC/nr20D7gBWgOUxS/WtiSQ6czAJ5qtmy0XAfeVnFj4HuEDSi4DvAM8AkHQo2cXutGEPe3n510g6gewZctuh++5Zdv2sBBUsK+vucneOpLPyn3dLZD7Bluavi4jXdt//qBMfWXYdrahIihxKflCz+RFq/4yazZYQWvISD0sgwZIfc2xaQgnLyibo30K2w/Mx+XESWRqO3nytJ0fEztSaWwPMwZJEXzVbLgjuWx2cdCj5MyNuAp444PfbyUa7uz8PXOcYEc/t/fmEIw7yAqaGqWhQ0bvcLYDEnEO26ArMxtoCk3cOslQilqZfHlQw+mNkWWuB9J01J+nfng68J58M+7ykfftWW1ibzcnGG57Ga7kAViPWHGajdAcV+w/yXe56jjOm+NjddrkDJt3l7rCen8+UdIWk8yXtN+XXshmIPHKo9zAbp7tzUP9hNpIES+vXHmbjdBML9x8ji9wf/XEqcBzwbEnH9b2tN/rjDLLoj0nLWtOJbIfE/mN8/3hc/3bcewL4hKQvTdn3tsaY/prTRO6ZtVxFESA257qDigM0Zpc74M8n/EybMV9ybHrOOWQpBF6OaEmStrJPjv4gy7foyOiW0/CE1CP7x4zu307ynsdFxHZJBwKXSLomIi4dX2NrCs3Jxhvuqc0Bb0luUwtYSViNOMtd7oAPT19Dq9qIgUWzkRwpZFOT242lyaIVB87ab5V0Wc/P50XEefnfB0V29OaEGfaewyYsa42X/IA/tH87yXvy1B1ExA5JF5INVHpwqE1EKyOF+nk6puW6kUP9h9koAcOWlRXR3eUOJtjlTtIGsl3uLoJsl7ue9z0NuLJohawaK7H7YTZWwhIPMxAsLa09zMaJWLMEOl8GvTMiHt1znNdTqkj0xyRlrenS71VD+7c9LgKep8xjgdvyCdUtkvbKTq8twFNwH7iFsoHF/qNtPB3TcoFzDNn0suiP0j+21F3ugJcAP1d6La2QIBytaAlEeOcgm1I3V5XZtBI3TygS/bFhgrLWeGlLoIf1byX9cv76uWSb+JwGXEuWzPyFefGDgAuzXOesA94XER8r+k1sxroDiy03tvXnSbHOANhfvkE3TRYBUu6DmqT9gb8jWz+9DXhmRNwy4H3nAz8D7IiIh/eV/wzwI8C9h+7jreybJiK4L2Vd2ejPLGWXu55rzj/euNM7ejZO4pLEqvXeq448dFBaLKuVmptzqLftsH5LvZWxPu1oN0tbDqi5NtYvgOXp+8f3R38A15NFfzyn7z0XkW2e8X6yZWPd6I8bJygL9LWdPfafto5WpQJLWQf1b/NBoe7fA3jpgHLfBB4xtmo97WafAw9NqqNVaHi+qlYZu6wsIs7rhl7uOQejYfMmW1a2uuYo6CzgUxFxDPCp/OdB3gWcMqT8eyJiE/CnZQ9CWHHdQcX+owl6rzkP2Lq17upYn2w2NnY7mmC3dnOAN7protTdyiSdIunrkq6VtOZ+lIfo/2X++hWSTpyqXj1tR+u8bXrTNHWXu95209m0V93VsX4DdtYct7tmRCwD3eiPq4ELutEf3QgQsof/b5JFf7wN+NVRZYec54dtZ6MnUJuluUtZe9vNHvu4n9M8GrbTXas04w5rhVSQ8+N04An5398NfBr43f43RcSlko4aV/72e+7909JraMXknSazaQVuO5YgMdy6Z3voJ5Mt5/iipIsioncHoN6tpU8i2/nQiWDnwZyE6dvsJS4rS47+GFbW2sVLWS2ZhNZNHzkk6RTgDWTLEd8eEef0va789dPIliO+ICK+nL+2DbgDWAGWx+yoNxG3/pYbsXPQqN0YxjkoIm4AyENlD5yyWruVX9fCUdN5V8VyRFsQDV1WZk2X3OFO3lq6ex+yNnOuKksTngSzVPJziyWa8pm3pAmwkyOitDwcvuO2XJY7ZuDNb+eo0UNJnwQGJeZ4RVl1s+byduSWKogydrazBfP/t3fv8ZJV5Z3/P0+dvkE30DTNnVa8IIgoDTpihlxEwUDH2JKMKCagxohJZCL5GX8S/GUgMpP0MCoho0FAUJnxRqKMPYpGNCJxvIwNttBcFMRWG7CbFoTGhj59Tj2/P/beTXWdXVW71t679t5V3/frtV+n69RetVdxFvuy1nqeFbisNORbWlqdQ01n6EFNgulKJcPTzCEJZK2QmUO1GwBT6x8DIQ/57n5yr/fMbHPS6OLlxbcM+fG7lV84T1PC66ZPp6JIX1Ges3olwZcG8J75PvoOZJBvaWlpvPompJZ6Uwi0BFEoq4Qyes0c6jcIlncAzIEvm5kDVwwRJdSThmMarqSE1GuBN8T/fgPwuTzl9160MG99pGBRWFl7ziYySFrbKUDeJPhSc8nKQd1bBnmWlpamM8On5s/ZshUNT2Q+qKw0w0x77iYySF2T4Eu9WbxaWfdGPAjWsXV24OQdADvR3Y8nCj17m5n9Zt7voc6hhitp1ak1wClmdg9RDOQaADM7xMx2Jdozs08C3wKONLNNZvbmtPIH7L1n3vpI0RzabZ+ziQySzBzq3Aqwmij5PfHPV6cf228GHi7igDJaSXLY7i2DXUtLm9kCouWh13btsxY4O37Yfwnx0tJF1l+qYlFYWfc2qNRTeRxOA44GzjSzo7t268zjcA5RHoesZaXmvGtVzSJW1zSzZWZ2o5ndE/9MXTKqV+eimV1kZveb2fp4W5WrQlI8M5iaN3cTGciwefPnbAPkGgBz9+TnFuB6ojC1XNTaG84pfilpd/8F8PKU3z9AlCk9eX1mlvIrVxyoXoeaUUJqCeV4Gfmq8ibBl5pzDzvnuPuMmSXLQ08B1yRLS8fvf4hodaBVREtLbwfeVFjFpXKjTmROFN46qKzUXBRWVvjHJrNc18SdPufTtZpvhgSzl7r7e5P9Fyx7euGVlDxMec4kTFhI4q4BMOB+ogGw13ftsxY4N74WnUA8AGZmi4GWu2+L//0K4D25vgPqHGo8d5jWPFkZUhmdijIZenQsDlwdUUnwJfRBLc/S0tJsjtFOnVFfaiLzLGWlAUq4z1kNvDT+98eAm+jqHCJbx6TUWGgYWc4lyfuWlYYYsmMx5wDYgcD1UbNiHvAJd/9S3q+gzqGG01KdEkKdihIqyXPWZVBS4bKT4EvNuZfyoCZjLlodceSJzJXgfAz0WTxh4GBGH1lmuQ7qXDzXzM4G1gHvmL/v0zIeWkYiMCF1niXJM5aV2gtb6S50ACzugD52+Hr2p3lzY2C27XM2kX6STsUi280QsfjXmNkWM9sQUl6qF5A3ZpC8SfCl5pKVg3StkmHkaDd58jgowfkYiDoWUxfe6JccFjP7ipltSNlWZzx0v87Fy4FnASuJVhp6X9i3k/KE5TmjY8aYu08DyYyxTrtCWd3920ASypqlrNSdEdp2aqV5NZbduDvTM+05m0g/TintJu+KU1nLS4Xa7uyYae+2FSBvEnxpAK0cJMNyh+m2z9kyyJPIPEtZqbm2M+daleV65e4nu/sxKdvngM3xwzx9Zrn2Sx672d1n3b0NXEUByWOlWG5Ge2r+nC2DXmGqWfbJUlZqz2Bqau7WMAora7i2woMkQElhZVli8XH3m83s8IzlpWaSpewL/cycSfCl/ryAlYJkMoXkqsqTx6FX2QK+ioxQSQtvJLNc19B7lmvPBLNJ+HS83+nABuB5RVdScnBnJr3dDApHVCjrhHMLCyurm+Z/Ayl8ar6ZLQM+TbRix0bgDHd/JGW/a4BXAlvc/ZiO318EvAV4COAZ++1TaP0kvz65qsqOxS+zvIyCQ1vhQDIkrZAoIfLkqsqTyDytrDRMOTk51wDXxbNWfwq8BqJZrkRJhFcN6Fy8xMxWRrVjI/BW4LVFV1LCJaGsKQblOcsTyrogQ1lpggaGkXVT51DDJSEeBRu4VGfso8AHgGtT3tu1VKeWsq+nkIufVpwSPeRLiD433CI9OfQaxRfpq08y8/DPzD7LNbVz0d3P6v6dlrKvF3fYGfZYlWdJ8ocylJXas8nrHFq0YIojDq9uFsjnbqtuAZt//+43DN6pRF9f/5Ge75Vww503PGg3t/1ilkOvfbTA6g3nj9avGrxTSS6s7Mj9hXYqlrzi1JzyD66/c+nf7t93EaxSnXn1dZUde80TB1d2bIAr3vK3qb93d6ZD1yQfkYfuvI+rj6suAu3QXz5Z2bGvPuZfKzt2P31WDqqVY496Gl//tw9Wdvw3feq2yo595wc+UNmx+6n56aYW5p/5qsqOvfoZSys7NsAVP/5J6u97rKxZOwsXL+I5/+6oyo5/35sXVHbs806p7nr1CDOpv3fCZiuOOpT155t+zprzLxm6nkV57BuXVXZs21ndPdYgCiuTyrnT60GtyvAg6Fyqc5EWnaqjEjoVs8TiD1v+nUVWUPLTDBAJkawcJDIM5aqSUJrlKiHcYSZwIEOhrBPOLNoaTp1DDdeOVytLUWV40OXAxUTX5ovZub2Aj5Qitd15Yuds0R87MBY/fv1Joplpy81sE3Chu1/do7w6h2qm7c4T04W3HRlz7vCkFk+QITkw3YAZZ1I/JaVdkDGnTkXJQzOHpBZCRvHLDA9y980dn3UV7ZkLhq6glKpPQuocn5lvxam08oe0FhZaRylAOUk+Zcw1JaxM6kXtRkKVsbKmTAb1KUoQM5hqftdK87MmTbgoxKM9Z8spCe+BgPCguEMpcTqtqbz1kRLMtn3OJjJI22F6pr3bJjJIG2fHbHvOJtJP1G5m52wigyQdi91bHma2zMxuNLN74p+peRPM7Boz22JmG0LKS3Xco0Tm3ZvIYHFC6u6tYZpXY9mNx2FlBT+srQFOMbN7gFPi15jZIWa2Kx42Dg/6FnCkmW2Kw4EgWqrzdjO7DTiJ+Yvz1kcKFrWb2TmbyCDO3HOOyCBJctjuTaSfMh7wZTIkec66t5yS1XyPAL4av07zUeDUHOWlIklC6u5NJAtvzZuzNU3zaiy7cS9+mdcCwoN2W6qztedynVVrRkmFJVQZ5xwZf8rjICHUbiSUx7NcC5Z3Nd+08lIjUbvROUcCWNhS9mZ2KnAZ0Up1H3b3NV3vW/z+KqJV7t7o7rdmKRtCnUMNV9LFT8Zc21GiRgmic46EcC9+xoeZLQM+DRwObATOcPdHUva7BnglsMXdjym0ElIqd1cicwlS0rUq72q+RawGLCXSypqSy5CrlZnZFPBBokidTcB3zWytu9/ZsdtpwBHxdgLRwk8nZCw7NHUONVwS4iEyDO+9yp1IX44zrXAgGZI77Cg+dDUJ0VhjZufHr+eM4hOFeHwAuLboCki52uW0G5kAfe5zlpvZuo7XV7r7lcmLklfzlZprO2wvfjVfmQgWEkb2YuBed78PwMw+RTTDsLODZzVwrbs78G0zWxrn9z08Q9mhqXOo4cpYdUomg9qNhNDMIQlRUnhQ3hAPqTmFlUmodu9r1VZ3f1GvcmWu5guklV865GdIidrumlkvQdwMT1+EqV+H9KHAzzre20Q0O6hT2j6HZiw7NHUONZw7zOokJkNyhxm1GwmQJDMvUpbwIDNbQTTz4yCgTXRxvazQikhp2u48kT4a23cUfwCFaIw514OaBCppZn2ymu8aAlbz7VH+nUVWUPJRh7SEcnem08Pn+3VIp8WhdX9Ir32ylB2aVitrPMd97ibSjzu02z5nExkkSWbeuRUgywouM8A73P25wEuAt5nZ0UUcXMqXzDhLWeluq7u/qGPbrWPIzL5iZhtSttXVfBMZpbJWuRtiSfJTzewHZnZvHLqY/P4iM7vfzNab2fr29PbcdZJieZxbsXvLKe9qvqnlpT7c4cmZ9pwtj6LPN2a2Kq28VMuJFmzp3gbYBKzoeH0Y8EDGfbKUHZpmDjVdCTOH8o7izym/KPUcKJVy2sobIwFKSmY+MDwoniGSzBLZZmZ3EU2pzRVbLaMRmues5BAPqbkSR/EH5qvKkOzzUnd/L8CC5c/Q6ErNuFN4frwCVvOdU36vFUcWWkfJx92ZKf7+uNDzDUBrz+VF11Fyis45Q18KvgscYWbPAO4HXge8vmuftcC5cU6hE4BH4/uehzKUHZpmDjWcA96eu+WUdxR/9/IzT+SukBSshJlDQ4yMXGNmW8xsQ9fvNTLSAMlDftfsj+Vmtq5jO2fIj90tPAjoGx4U5485DvhOwFeQCrR7zxzKIwnRgLAQD6m5JByxeyvAaqKOaOKfr07ZZ1eiUHefBpJkn9IA7ZRrlfLlySBt4MnZ9pwtJ51vJoB7NJjRvfUv4zPAucC/AHcB17n7HWb2J2b2J/FuNwD3AfcCVwF/1q9s3u+hmUNN5zBbfA933lH83cvPTv9d0RWUfBxoF7ysNMWsHLTbyMghrYVF11Fy6pGQum+CTyhuBRgzWwJ8BjjP3R8bpqxUp+3O9unCV4BZA1wXh2z8FHgNRCEewIfdfVX8+pNE16TlZrYJuNDdry66MlK8tjtPpLebPLmqIFu+qkHJPs81s7OBdfP2XYHUi7vzxPRM1dWQhvHes6PLzo+X+XwDvMP22C/joWVU2jhPhM2QvoGoA6jzdx/q+LcDb8taNi91DjWe4+m9kiNL8pkyit9VXhPUase9jETmWjloAoQmwS8iPMjM5hN1DH3c3T87dCWkMmWscpc3xEPqr92mV+fQKDqk+yX7vBy4OH598ez2R1J2lSqVFAItY67P4gl9zzmjPN8A78v4mTJC7lDwei2VGNg5FIcHnANw4PwFpVdIhuO9Zw6VfRJLPid1FL+z3Uj9ROGI1XYq9nCumZ0HLAJ+to/6r2uolHxVA1eAMTMDrgbucvf3p7y/65yzzNRu6qbPDXflOtvOihWaAVIneVacKqBDumeyT3ff3NFuFvi0wufrpowO6aJ0nnMW7ntgxbWRTn1mK/ZV9vkm/pxzgN8FjvCZJ4euo5QrSWbedAPvoOMHwysBjtxzsRLu1VCPh/z+Zcodxd8M/G93v9LMDsZauTOnS8Eq7lTsoXtk5OA9rbWygM+VIsX5qgqWJTzoROAs4HYzWx+XuyCeUrvbterp8xbpWlUzDkzXdEits+0cd/zxajs10ifEI68sS5L3TBQa3yNdCVxpZn9h8xfO6bCWapW0lH0hOs85e604UuecGimpU7GI882D8XPVYuAEm7fotUVXUvJp4+yYred9zjA0vNpwXk54UN5R/N3LT2nGWR1V1anY57M3d3zWVcDnh66glK6MfFVZwoPc/RukT7uWBghdrUwmW4kzzgZ2SLv7jJklyT6ngGs6kn1eYmYriU6JG6cWLyujjpKDO8wWPJCRZTXfeL9rgFcCW9z9mI7fXwS8BXgo/tUFSw57TqF1lHxCZw4NUOj5BngroM6hmmk7bN/Z/PscdQ6NgShPVaHyjuLvXn7eHkXXT3Jyz786WYosIyM9JR1L8cvTgQ3A8wqtoeRXToe0jDnl/5AQZYUGDZGvKjXZp7uf1flaS9nXT2h+vAEKX3hDS9nXSxmzFYs+34CWsq8jd5+MsDKpt+jiV69R/O7yrT2X66apZtxhpvje7bwrB2lkpAH65DkT6cnLGY2VMTfbdrY9ubPqakgTuTNT/KwzLbwx5mbbzuM7tMqdDG/W4fExWCFRnUNN59Aeg15KGb2QsLK+n5dz5aC0kREtZV9POufIsNxhRu1GhlTnpMJSb31CoOuw8MauJckVVlYv0UBG8x/wZfTa7myv6cIbw1DnUOM57eLDymTcefGdQzIZSgpJlDHn5Yziy5irc1JhqbneIdB1WnhDS5LXjEKgJZQ6h6QW+ixJLtKT4woNkmBFJ6SW8VdGCLSMv3YbphWOKAFCQ6C18MZkKykhtUyAdpuxaDvqHGq6chLuybjTzCEJVFKSTxl3ylUlQZy22o0EKiEEWgtvjDmFskqotjuPP9n8kER1Do2BElYrkwmgBzUJoo5FCeC4clXJ0DTjTEK5lzJDWgtvjDmFQEuocZl1ps6hhvMSlpU2s2XAp4HDiS5eZ7j7I137rCBaovMgoE2U0O+y+L2LgLcADwGwYK9C6yf5ubse8CWIQhIliGYOSQg9qEmgqlbzjV9nXnhDS9nXjGZHS6B2G7aNwUp3raorIDm5056ZnrPldD7wVXc/Avhq/LrbDPAOd38u8BLgbWZ2dMf7l7r7SndfaVML8tZHSjA7MzNnExnIYWbn7G6byCDJaKzajgzDU843ajeSic45EsDd2bljds4mMshsu82j26fnbHmY2TIzu9HM7ol/7ttjv1PN7Admdq+Znd/x+4vM7H4zWx9vq9LKd9LMoYZzHG8XftJaTTQdFuBjwE3Au3Y7bhQznSznuc3M7gIOBe4sujJSPPd2EZ2IMoE060xCuMPMtEZjZTgK8ZBQWrBFQiQd0iLDmnXYXnxYWTJhY03c6XM+Xc/kZjYFfBA4BdgEfNfM1rp78kx+qbu/N+sBNXOo6dxp75yesxHFOa/r2M4Z4lMPTBLmxT8P6LezmR0OHAd8p+PX55rZbWZ2jbseCGrHwWdn52wiWWjGmQwtzv/RveWRZUTNzFaY2dfM7C4zu8PM3p7roDJSSWhQ9yYyUBwe1L2J9JOk6yiy3Qwx++MaM9tiZhtCyku12u0oIXX3ltNqookaxD9fnbLPi4F73f0+d58GPhWXC6LOoabzaOZQ9wZsdfcXdWxXdhYzs6+Y2YaUbajGZGZLgM8A57n7Y/GvLweeBawEHmTn9txfUwoWzxwqOBxRJoCntJ28Mj7kLzKz/2tm348f8v8m94FlZNyjlYO6t5yKCIGWOiun3cgEcI9WuuveRPqJZg6152w5ZblWAXwUODVHealQn/D5sidsHAr8rOP1pvh3iV0TNrJ0LKpzaAz06BzqX8b9ZHc/JmX7HLDZzA6GaNlNYEvaZ5jZfKKOoY+7+2c7Pnuzu896NGXoKtqaWVBHIe2mn7yj+BoZaYiUWWcFyHLjswN4mbsfS9TxfKqZvaSIg8toFD1ziAwjau7+oLvfGv97G5CEQEsDKFeV5FF0bkXd50yAcjqks8z+wN1vBh4OLS/VcqdXvqqyJ2xYWnXin7tP2ID3DfqwoXIO/fCJ7Vtftv7//mSYMl2WA1tzlM8j37Hf8dJqjw9PT/ulxwmpC7YWeAPRkp1vAD7XvYOZGXA1cJe7v7/rvYOTXk7gdHx2x871H9nQ/RlDyPXf7oocBy7i+BUfe5TtZmBcLE+N4t9qZnsBt5jZjXFc7JzyD/r01vfsuC/0nJP/7/aHL8pTOtfxr81z5AKOT4+2Qzn5qrLkOXPg8fjl/HhLjS/56eyOrW/95Q+aeq3Kd/xff1Z1x470POf0mJq/3MzWdby+svvGqY/dRtTMLCQEejfrv/e9rfss2bO6c04+uY7/2cG7lHp8erSdJqxyt/MXG7f+7No3VHbOOSnHgYs4fsXH7nHOKeVaVfh9zuObfrj16+94aWXnnD3yFG72Oa/ntapHB/TIrlVZyvsTv9i6c/1HKjvn7LHkIzkO3eh2A/3aTkDOIXc/udd7ZrY5ea7uM2FjE7Ci4/VhwAPxZ2/u+KyrgM8Pqs9QnUPuvv8w+3czs3Xunutpq4nHLvX43ma2+IvfGuA6M3sz8FPgNQBmdgjwYXdfBZwInAXcbmbr43IXuPsNwCVmtpLowW0j8IyOzqKhje3frspjl9Nu8iYyn1M+zzlnkttNmcd3SulYzHTjZFHSvVuAZwMfdPfUh/wmX6uqPn5p7cbbzE4/kfbW1n7HM7OvAAelvPXuYY7fIwQ6pZ4659Tp+NHN9s4iPxKIZnAAnwYOJ7pPOcPdH0nZ7xrglcAWdz+mT/nnpJUfoj5j97er/NjtNrM7Us85eeg+Z8yP36dzaCTXqqyafJ8zju0GogT4T24v/Ho1cMIG8F3gCDN7BnA/8Drg9ZAyYQMGTtbQamUNF63GUOwUa3f/BfDylN8/AKyK//0N0qex4e5nFVohKVwZ7Yb8o/h5R1ZkFNzTOhYHjqgVcePk7rPASjNbClxvZse4e55ZiTIqgQ9qBYyo9QyBlvrzch7wIdsMEIhygHyAuZM5s5aXivQZyKhytqLuc+rOnZnpHQHF8l+r+shbXkbA2wTNHBpg4IQNd58xs3OBfwGmgGvc/Y64fPeEjbcOOqA6h5ouXq1MZCi9203fm6ZRj+JL/fQISew7ohaXK+zGyd1/aWY3ESVuVOdQA5Q04yxXCLQ0QDmhQZBhBghEOUDiB/yg8lKh9IEMqNlsRakX91I6pLPM/iizvIyAuzO9o9g8u1kmbMSvbwBuSNlv6Akbo+4cytozP27HLu/48WplY248/3ZVHrt3u+l701TyKH7RIyOT3G7KO757UUmoO2V5yN8f2Bl3DO0BnAz816IrEhvPv12Vx+79oJZH3hDook1yuynl+CXN/oAScoAMWb7b2P3tqj52j4GMLOV0nzPJxy8nJ2eWaxVm9kmiTuflZrYJuNDdr+5VPqex+3++6uP3CUlslJF2Dg154R6bY5d5/OjGqfh4/DoZ179dlccuqd3kHcUvdGRkkttNqcev7sbpYOBjcd6hFnCduw9MrBdibP92FR479EFtwGfmCoEu2iS3m9KO324zE5CrCkafAySPsfzbVX3scmbW6z5nzI/v3vOck+MzM8/+OHOY8jnrNH7/z1d8fG+3mXni8cE71pzCyppuMmYOSdHKaTd5R/HLGBmRgpXRsZjxIf82otwN0kQKgZYAnqPdKAfIhNN9jgQoYyBDJkTvhTcaRZ1DTVfOVH0ZdyW0mwISmRc+MiIl0I2TBIhWK3uy6mpIw7i3mXnyV2V8tHKAjLkyzjm6z5kA7dmxmP0ho9duzzK9/dGqq5GbOocaLs+oWi9Zlng1s0XAzcBConb0z+5+YdbyUq0y2o1MBndnVm1HhtU7PEikt/I6o+uYA0SKpMFTCeDuGsiQMGPSsajOocYrZdpsliVadwAvc/fH48R73zCzL7r7tzOWl0opHFEClbd6kIwxdUhLiLI6o+uYA0SKpXOOhNAAmIQal45FdQ6NgRIe8gcu0eruDiTdo/PjzbOWl+qpc0hCqe3I8BSOKAHGJIeDVEHnHAmgc44E8vYsO8dg5pBFz/jSVGb2JWB5yluLgM7uy8zLvJrZL919acfrR9x935T9poBbgGcDH3T3dw1TXqrTp91sdfdTR10faY4ebUftRvrSOUdCqN1IKLUdCaF2I6HGpe2oc2hCDVji9WPDdO6Y2VLgeuA/uvsGdQ6JiIiIiIiINIfCyiZUkUu8uvsvzewm4FRgA1riVURERERERKQxWlVXQGopWaIVeizRamb7xzOGMLM9gJOBu7OWFxEREREREZF6UFiZzGFm+wHXAU8jXqLV3R/uXOLVzF5AlGx6iqiT8Tp3f0+/8hV8FREREREREREZQJ1DIiIiIiIiIiITTGFlIiIiIiIiIiITTJ1DIiIiIiIiIiITTJ1DIiIiIiIiIiITTJ1DIiIiIiIiIiITTJ1DIiIiIiIiIiITTJ1DIiIiIiIiIiITTJ1DIiIiIiIiIiITTJ1DIiIiIiIiIiITTJ1DIiIiIiIiIiITTJ1DIiIiIiIiIiITTJ1DIiIiIiIiIiITTJ1DIiIiIiIiIiITTJ1DIiIiIiIiIiITTJ1DIiIiIiIiIiITTJ1DIiIiIiIiIiITbKw6h8xsoZldbWY/MbNtZvY9Mzstfu9wM3Mze7xj++uq6yz10K/txO/vaWb/aGZbzexRM7u5yvpKPQw45/xB1/lme3wOemHV9ZbqZTjnnGFmd8Xv3Wlmr66wulITGdrNH5vZvfE550tmdkiV9a2SmZ1qZj+I/3ucn/L+UWb2LTPbYWZ/2fXeRjO73czWm9m60dW6XGb2P83sQTN7zMx+aGZ/3PHey83s7vha9TUze3qVdZX66NVuzGyBmf1z/P+Lm9lLq62p1E2ftvMSM7vRzB42s4fM7J/M7OCq6ytj1jkEzAN+BvwWsA/w18B1ZnZ4xz5L3X1JvF1cQR1rIcNN0x+Y2W3x9k0zO7aKeo7QoLZzJbAMeG788y8qqKPUT8924+4f7zjXLAH+DLgPuLW66kqN9Gw7ZnYo8D+B/wfYG3gn8AkzO6Cqykpt9Gs3vwX8LbCa6Dr1Y+CTVVW0SmY2BXwQOA04GjjTzI7u2u1h4M+B9/b4mJPcfaW7v6i8mo7c3wGHu/vewKuA/2xmLzSz5cBnidrTMmAd8Onqqik1k9pu4ve+Afwh8POqKie11qvt7Ev0bHU48HRgG/CRqiopT5lXdQWK5O6/Ai7q+NXnzezHwAuBWyqpVA113DSdAmwCvmtma939zo7dfgz8lrs/Eo9KXgmcMPrajka/tmNmC4lOaIe5+2Px+2pPMuics7Fr9zcA17q7j6Z2UmcD2s4m4Jfu/sX4vS+Y2a+AZwFbRlpRqZUB7ebXgH9y9zsAzOxi4H4ze5a7/2jkla3Wi4F73f0+ADP7FFGn2a77HHffAmwxs9+ppoqjl7SN5GW8PYuo/dzh7v8EYGYXAVvN7Ch3v3vkFZVa6dVu3P0W4O8BzGy2gqpJzfVpO9d17mdmHwC+Psq6Sbpxmzm0GzM7EHgO0Nkwf2Jmm8zsI/FISaM9zfbwA2zhnM3MvtSn2K6bJnefBpKbpl3c/Zvu/kj88tvAYeV8g3rqajsnAD8B/saisLLbzez3K61gToHtRgbocc4hnp7/m8C1VdSrSGltR+0mv662sw64y8xeZWZTcUjZDuC2CquYi8455ehqNxZvu96Ofx4z6noVJUe7OZRohlViU/y7rBz4spndYmbnDFvvOrMoRH47cDfwIHAD8Dzg+8k+cSfkj+LfN1Jo21E4Yroe7Wbs6FpVvIxt5zfpundumhLPOSON5hmrmUOdzGw+8HHgY+5+t5ktAf4dsB7Yj2jmzMeB366skgWYps3Z8+be77xv5sdHdV2YrnT3K+N/p9009ZsV9Gbgi33eHyspbef3iG6uPwMcQjQ6+wUzu9Pd76qwqsF20OYPpuamovj72Y0DO0zN7FTgMmAK+LC7r+l6/yiiqaHHA+929/d2vLeRaOroLDAzTtP1u9tN19tnA//m7j8efc2KldZ2srQb6S2t7ZjZtcAngEXANPCa+IGtkfKccyRdyrXqBuDTZvYh4B7gPxF1cuxZYTVzCbzHgd07yRLDzNo80d0fiEM5bzSzu919LHINuvufmdl/JLqXeSlRx/MS4KGuXR8F9hpt7YoTcs7JOLM+CUd8dY+POcndt4bWu656tJux0+eco2tVoEFtx8xeQHS9Wj23dHOEtJ06RvOMZeeQmbWA/0F0Q30ugLs/TjQaC7DZzM4FHjSzvTtChRqnZbDHVMo90Axb+zx4Z75pMrOTiDqHfj20jk2S1naAJ4CdwH929xng62b2NeAVQCM7h6J2kzJxcMCkYN04pevRbjqdTZQLpPHMYEGr6xSiyeTB0tqOmZ0MXEJ0E3UrUcjHWjM7zd3XV1PTfFLbDajtBOpxn/NVM7uQaCBjH+BSos74TVXVM6/AexyIvvOKjteHAQ9kPa67PxD/3GJm1xPNuB6LziEAd58FvmFmfwj8KfA4UX6zTnsTtZ9GCjznKByxj5R28w8VV6lwPduN5NKr7ZjZs4kmILzd3f+twirmFth2spxzvtmxf+nRPGMXVmZmBlwNHAj8vrvv7LFr0hnS6DNAy4zFU6052wCZbprintwPA6vd/ReFVbqm+rSdxoZy9NLCWNSau2WQJSRxi7t/l6hDbewNOueY2YlEM87+uYLqFa6FscdUa7dNwvRpOyuBm919nbu34/+fvgOcXE1N82sR3TR1bzK8fuccd/+gux/h7gcQdRLNAzZUU9P8DGNRqzVny+C7wBFm9gwzWwC8Dlib6Zhmi81sr+TfRANBjf1vOMA8opxDdwC7QhXi7538vpHSrlXx9Wq5ma3r2DrDBhWOmE3SbsZOjvtjyWZX24lTLnwFuNjd/0eltSpAi57P5EWec0qP5hnHmUOXE60odbK7P5H80sxOAH5JNNV6X6Iey5vc/dEqKlkUI6iXctdNE3A/0U3T63f7XLOnEa1ccZa7/7CAqjZBatshGi38KfBXZvZ3RFP5Xkq0glAj9endXj5gqv6wIYndkhsnB67o+uym6tVuEm8APuPujR2B7WTAfNONUkF6tZ3vAueb2Up3X29mxwG/AfxjFZUsgmFqN8XpdZ+zCHg20QP9CqKp55d15A9snJ4zhwZw95l4hvi/EIVAX+Pud5jZn8Tvf8jMDiKaUb430Daz84hWNlsOXB/1wTEP+IS7Nz7fSBwi9zLg80Qzok8GziS6//sm8N8syqf4BaIQj9uanIy6z7WqkJn1PYxdOOKAdoNFi7Yk/90WxOehHU1dfMN6zayXofVrOxatyvqvwAfd/UPV1bI4fa5XjYrmGavOobgH8q1EsYw/t6cuCm8F2kRhHQcAjwE3EjXQRusZHtRHlpsmohuD/YB/jP87jlV+mG792o67f9zMVhPNojqfKDn12U2/aerROTRoqr5unDpkaDeLgDOARicw7xQ65TpDriqL318FbAfe6O63mtmR7L6k8jOB/+Tuf2/Rijpv4alcGRe4eyOSZGZoOxcB/2xRwuGHgL919y9XUtkCaKp+MQbc53yBKE/Vs3hqWeC/rqCahQm5x0nE54Ibun73oY5//5z06fmP0TGLZow4UTjHh4gm8/0EOM/dPwcQdwx9APifRDMVX1dRPQsReM5ROOJcfdsN8AOipcgheq4AeAZzV2xthGSWqxSiZ9uJQ6CfCVwY/zsq4L6kkpoWIHDCxrDRPKeVHc0zVp1D7v4T+oeJfXJUdRmVaNps0KjaoJumPwb+OHcFG2JQ24mXYvy10dWoXDluuHXj1CFDu3kSWDqyCo1AyI1TxlxVpwFHxNsJRLMjTnD3HxCFWSWfcz9wfUe5SzuTnjdFhrbzAaIHtbEQeNMkXTLc57xgVHUZhajdVF2L8eDuDwG/1ef9rwBHja5G5Qp8yB84s76XOBSv5e7bOsIR3zNsBeomQ7s5fHS1KZ8GMorTr+24+98AfzPaGpUrcKZr7aJ5xqpzaBLpJCYhctxw68ZpwpWVcC9+fW08Ff3bZrbUzA529wc79nk58KP4AVkaJE/nUIZZZ38AvCt++Tjwp+7+/Sxlpd5aZgrxkCAh1yqFI4o6pCWUMXwuxTpG86hzqOFahMXjy2QLOYGBbpyk52zFInJV9UrK19k59DrmzgA918zOJmpz72hyfpVxliMcMXiZ14xlpcY040xChT7kKxxxsuXpkM4wkHEUUbjv8cC7O2c9m9lGonDgWcY8lce4Co3KqFs0jzqHGs5axqJF+jPKcJTHQUL1mDZbRK6qvvvEKw69CvirjvcvBy6O97sYeB/wR33qIRVpBXZIk2+Z1ywz1qTGWmbssWCq6mpIA4UOgslkCx10zzgY8TDw58Cre3zMSe6+deiDSy2My/VKvQoNZy1j3h76M8pwWgaLNFVfApSYcG/QPqcBt7r75uQXnf82s6uIVsSQGhrhComdy7zmXV1RKmYtdI8jQVpKuyABzGB+K+j+OMtAxhZgi5n9ThF1lXoxg6lJ6xzaZ2qeHzBvQVl1GehHU3tWduzjnrFfZccGuPXOH2519/27f28GU/Pr3RD33WOhH7pXdX+7h/Y+pLJjz//xjyo7NsD97R2p7QYzphoQVL102X5+8GErBu9Ykh/cu6myYx+24/HKjg3wsx5tJ/DGKUuuqrVEIWKfInqAf7Qr39CZdIWUdeUkOh3YAGDzFrktqG7Bi2fNbK/s2HvuX+1CH7c98FB6u6H8FRJTlnkdenXFpcv280MOe1q/XUr1xMxsZcfea0G1nTC3f/97c9uOWe3vcQCWL93Ln37Q3EvtqNz+ULuyYz/98S2VHRvg3uknhj3n1Mq8xfv4wqUHVnb8vfacX9mx9/jxfZUde2t7J9vaM3MaiFnPQfeiBzK6OfBlM3Pgiq7PnmPZ4j18xdK9hvj4Ys1bum9lx96+6cHBO5Xo7se2pT9btYx5YxDNM9Q3OGDeAi47+Iiy6jLQq/d9YWXH/s61f1DZsQHmv+Dk1ASsfU5itXHoXnvy2d9/eWXH/+Ar/lNlxz74D6tdwfyvtt/bo91AqwG92wcftoKPrP3Xyo7/m6f/ZWXH/n/v+z+VHRvgPz72w/SkzwEdixkT7t1AtIz9vURL2b/pqUPankRTtd/a9dGXmNlKopuqjcn7tmAJ84581VB1LNLfb103eKeSHP+nv1HZsQEOefc/pp9zCH5Qy7PM69CrKx5y2NP4+A1fC6lnIb7/88cqO/ZLn1HdzT7AM5bvPaftNGV29NMP2p9vXvlfKjv+M6/4VWXHvuz//PfKjg3wOz+5red9TuAMkJFauPRAnvfW6ham/K3jqhtAff4bX1PZsS98dGP6G62e9ziFDWT0cKK7P2BmBwA3mtnd7t5zNd8VS/fiS2+r7r/f/r/7e5Ud+9a/rO5cC3DCl7/W85zThIH3Qep/xZX+xqSXUkasIaOxUj+hHYsZclU58LYeZbcTrdTQ/fuzhq6IVMLMmJoXdNOUZ5nX4NUVpR6i2dGVJIfVKndN15AZ0lIvOSIyhh6M6OTuD8Q/t5jZ9URhaj07h6R+bEyeyZv/DSbcuMQ3ymg1ZTRWakgdixIg9FqVZ5nXXmWL+UYyCqHXqjzJYbXK3XhoygxpqZccERnBgxFmthhoufu2+N+vAN4TUgmpzrg8WzX/G0w4axkLFlcXLyzNZGbMH4PebRm9cbn4yYj1nqo/UJ5lXtPKSnNE9zhBuS7zJIfVKndjwFq6z5EAgbM/sgxkmNlBwDpgb6BtZucBRwPLgevjwY15wCfc/UtFfB0ZnXF5tmr+N5hwelCTENaClqZbS4A8YR4yuZqweILUUO/QoDKTw2qVu3FgpplDMrQ8ERkZBjJ+ThRu1u0x4Nigg0p9jMkzefO/wYQbl/hGGTGz4Iuf8jhMuBxtRyaYHtQkgLXodY9TZnLYvIllpQY0kCEh9FwlocYl1Ytaf9OZ0ZqvP6MMx4ygqY/K4yDjcvGT0dKDmoSw8M7oPMlhcyWWlZrQQIaEUCJzCTQuHYtq/Q0XhZUtmLMNLGd2qpn9wMzuNbPzU94/ysy+ZWY7zKy69bylFNaKRvG7twx25WJw92kgycWwi7tvcffvAjuHLSv1Z2ZMzW/ttokMFD+odW8i/UQ32wvmbBnsSg5rZguIksOuzXjYPGWlJpKBjGHPOXnujweVlfoLbTciyYSN7q1pmldj2Y1Zi6lFC4csEz77Q8ZE71F85XGQ/jRzSAKYgU2lRetkKZsrlHUjsA2YJV7FLKgSUg1rMZWtM2g3eZLDuvtjWuWu+ZKBjCHLaHb0hDOtyCqBkgkbTafOoYazljF/z0XDFsuzioeMgegElrrKnfI4SF85lpYe9IBv8furgO3AG9391vi9jaQ84JvZMuDTwOHARuAMd38k5HtJuUJX8ShoMOMkd9869MGlctHMoeEGwBI5ksNqlbtxEHat0ip3E86mjPmLw845ysk52azVYv6eewxfLke7KYM6h5quZbQWpP4Z+80A0QyOCWfWyjo1v5vyOEy4kFG1jA/4pwFHxNsJwOXsfl5Ke8A/H/iqu6+Jp/CfD7xrqMrJaITPONNgxgQzs6CZQyJ98uOVdX+se+txYD2fqwYU06yziRfQduoYzaPOoYYzs14P+f1mgGgGx6QLT2S+KxcDcD9RLobXj6Cs1EWLkFWnsoyorgaudXcHvm1mS83sYHd/sM/nrgZeGv/7Y8BNqHOolpI8ZwHyPnA58GUzc+CKrjBZqbsxmaYvo9dnIKOs+2PdW48DM1rzU2fWD6JZZxPOWkGDGbUbAFPnUMNZqxUy5VozOCacmdFaMPzFT3kcJHDWWZYH/LR9DgUepPcD/oFJ55G7P2hmBwxbMRmR8DxneR+4TnT3B+K2caOZ3e3uNw9RXipkWpFVQoUNZGh29ITrM+g+iGadTbioQ3ro61Xt/va64jadETL9UTM4Jp0RcgIDlMdh4qU/rBXxgN9vHz3gN1yfJckH5TnL9cDl7g/EP7eY2fVEo3RqOw0ROAAmEvqgptnRE65Ph3SZAxmadTYOeodB92s7tfvbq3Oo4aw1/EoeeWd/FPoFpBIajZVQPWadFfGA33OfPg/4m5PQMzM7GNgy7PeRETGwqeFWDooFP3CZ2WKg5e7b4n+/AnhPSCWkImEDYCKADX3O0exo6ZPLtcyBDM06GwPRgi2pgxn92k7t/vYDr7hmdg5wDsD+U0ExmFIma9FatOfQxfLM/shUrY52c8iS4TO3S7lsqsX8xUOvcjcSnW3noEOCm6CUpRU05TrLA/5a4Nw43voE4NG406ffA/5a4A3AGqKEfvuY2TrmLw75ZlKi0CT4eR7WgOXA9dFCeMwDPuHuX5pbt45zzqE659SJtVrMG35F1pHobDcrDlxecW1kjpYxFTDrbBSzozvbzoJ9FA1dJ9YKvj8ufdZZZ7s5dJ8lIXWUEoVM2KCGMw4Hdg7F056uBDhi4Z6a4lY3LcMW1q/zpbPdHHPAvmo3dRO4GsModLad575gpdpOzYTMOsvygE90Q70KuJdoKfs3xcUPpPcD/hrgOjN7M/BTotHbh1t7Lle7qZscsxVzPKw9Bhyb4fN3nXOOfsFxajt1Yi1sQVjnUIblgS1+fxXROeeN7n5r/N5GYBswC8ykjfp2tpsXHvVMtZuaCQwrG4nOtrP40Oeo7dRI1G7qmZOzs90ce+gBajd1Y0ZryOtVHaN56nnWlMzMDJunGV0ynNCLn0i0JPnwl44MD/gOvC2l3H30eMB3918ALx+6MjJyoUnwZcKZYfOHn3GWcXng04Aj4u0E4HJ2TwR6krtvDa26VKzGg2BSYzlCWZWTc8KZYWEdi6VG8wxLZ82myzGqJhNMeRwkkPJVSZAcSfBlclnLQu9xsiwNvRq4Nu6Y/raZLU1ymOWtt1RP1yoJERgaJIKNyTO5zppNZy1sYfMbooyWLn4STDfcEkAPahKm5+zoQSsHZVkeOG2fQ4EHiVaL+bKZOXBF12dLEwTOcpUJZ0ZLERkSwoIHM2pFZ82mM8Pm6SFfhqSLnwSKliRX25Eh2fArB4nQavXKqzho5aAsywP32+dEd3/AzA4AbjSzu9395sEVlrpQh7SEMdD9sYSwFozBM7nOmk3XamEBq5XJhDMLnnFWdpJPqTdrmWadydAsbJU7mXQWfI+TZXngnvu4e/Jzi5ldTxSmps6hBrFWi3kBq5XJZLNWi9YeWvFUAoxJ29EwXsOZRaNq3ZtIX2ZR73b3NrDYriSfpxEtFX2mmR3dtVtnks9ziJJ8djrJ3VeqY6ih4tHYzk1koDg5bPeWraidamY/MLN7zez8lPePMrNvmdkOM/vLYcpKzVkLm7dgzpbBruWBzWwB0fLAa7v2WQucbZGXAI+6+4NmttjM9gIws8XAK4ANxX0pGYk4t2LIOUcmWOD9sQjxIlHdW9PoLNl0Zth8jYzIcHIkTVOSz0mnUFYJELpCYsZVpx4G/hx4dUBZqTFrhc1yzbI8MNHqMKuAe4lmub4pLn4gcH00CZZ5wCfc/Ut5v4uMlsLKJEiOVaA1s36y2ZjkAdZZs/EMb+nPKEPqffFTkk/pL3CpTplw4SskDuyQdvctwBYz+51hy0rdhT+oZVge2IG3pZS7Dzg26KBSH+ockhBm2PzhB8AyDkZ0zqw/gWhmfec99EnuvjW06lKxZNZZw+ms2XSmxGkSoPfFT0k+pb8xufjJaPUZxS+iQ7qXPGWlDqwF8zQ7WgJolquE0Mx6CTUm0TzKOdRwboZPLZizifSVdCp2b4MVluQTSJJ8SoNYSkx1xnKD8saYmf1D/P5tZnZ8/PsVZvY1M7vLzO4ws7d3lLnIzO43s/XxtqqwLyrFilcr696IO6Q7tu7ZhFk6pHseNUdZqQMzfGr+nE1koHiWa/c2uFjYtSp+b6OZ3R5fj9Z1l5UG6J03ZrmZrevYzukq2WvWfNZ9kpn1t6R8tjTBmDyTa+ZQ01kL16iaDMumaC0Kyqi/K8kncD9Rks/Xd+2zFjg3HjU5gY4kn0DL3bd1JPl8T/B3kGoEjKrlnG49A7zD3W+Nk8TeYmY3dpS91N3fm+s7SfnMaIWNxmbpkC6jrNSAm+Ga/SEBQnIrKjRI+uSN0cx66csxfAyiedQ5NAaUc0iGZYF5Y5TkUwhLuJd3uvWDAHHH4l1EI23KG9Mk4bmqsnRIl1FWasEaOfIqNRAWAq3QoElnFhpWVtjMejNLZtarc6hJrAVjcL1Sr0LTWSso/0eejPoyBnLkjVGSzwmXnseh7ETm8aHtcOA44Dsd+51rZmcD64hmGD2S/cvIyASec7J0SJvZQUR//72BtpmdBxzt7o+llS3mC8lImIHCyCRE2MIbWnRj0oWfczSzXsZiwkbzv8Gks+FH1QqaNitNlmOpTplw6W2n7OnWmNkS4DPAee7+WPzry4GL4/0uBt4H/FGfekhFLMc5J0OH9M+JRmAzlZUmMXxKt6oSIGzhDYUGTbywVaA1s16SHHlNN1Tr3+tp+3PS3/9JWXUZ6Px5J1V27HNfcGplx+7PoDU1bKGRTptduO++PP21rx62WGEu/4u/r+zY9/z5iZUdG+Cv1tzb451mTNX/4cbN/PYfv7+y4++x3yGVHXvD+h2VHbuvsBUSc023NrP5RB1DH3f3zyY7uPvmp6plVwGfBzh6zxn+aWV1KR8WXPJ/Kjv2s151QWXH7q8ZHdIP3X4nV6xYWdnx955X3Tohv/amlZUduyez4Gn6eWZIDyrb7Xs/fYy93n5jUD2L8Og3P1jZsX/tPdVdJwFY8zvpv6/gWhUSGnTEAUv4wnnV3Sv+7OzTKzv20rOPq+zYSz6xJf2NHKtAj3JmfXv/w9j+lr6npVLt+Yq3D96pJM95+V9UdmwAvvy19N+PSTSPVitrODejPTV/zkb/rPp5M+pL01ncqdi9iQxg8Whs55bBrunWZraAaLr12q591gJnxyvBvISnplsbcDVwl7vv1lNoZgd3vDwd2BD6vaRkOudICItG8bu3wcV2zZA+DTgaONPMju7arXOG9DlEMxGzlpXaM6w1NWcbIM+1anG8aAIdoUG6JjWMB55zRICh206ea1VZ1Nqbzp3ZdurKvGVOm5WG0wowEixgBZic061PBM4Cbjez9fHvLohH6C4xs5VE56aNwFvDv5iUKiyRuUw8C12RNXiGNHB4hrJSd6O/Vik0aCw0Y2a91FDYCuK1S4KvzqGGc2B2+C6bXNNmZRwYaCREgoS1nRzTrb9Bemc17n7W0BWRaqQnMhfpyzHa6f/7l5kEP0tZqbkcq7Jq0Y1JpiT4EiiadZY6O7HMJPiF09PhGIiuU0MJzqift65SE2OSNE0qYOOxGoOMWI6E1Dlzx2wEtgGzwMyAxOlSO85s+j1OmUnwNXN6HORYlVUmmZLgS6AxieZRzqGGS2YOdW99y7jPAMm02buA65Jps8nUWaJRk/uIps1eBfxZWd9BqqGYagljMDW1+yYySJLks3sbWKyQePyT3H2lOoaax4G2z90yyDNDWjOnx0HcId29ifRl8ezo7i1TUTvVzH5gZvea2fkp75uZ/UP8/m1mdnzWstIMnrINULtoHj0NNp3Tq5eyf7HAabMyJsxAIyMSIEnWKDIMw7CwjsTaxePL6Dhh9zjkmCFtZg9lKCu1p/B5CRNyj9MxkHEK0cP8d81srbt3Xqs6BzJOIBrIOCFjWam5wOtV7aJ5NHOo4Rxop2wi/WlkREKltB2RQZIQj+6t/8qakH91TQe+bGa3pHy2NEDASGyuGdK9yhb3jWQkTDOkJYC1opxD3dtguwYy3H0aSAYyOu0ayHD3bwNJEvwsZaXmxiWaR2fJhnOHmYCM1DLhwjLqa2RElK9Kwphh81PPOWXmjgE40d0fMLMDgBvN7G53v3lwhaUO3GFn2MyhXDOk08pKsziGK4xMhuRmtNPvcZQEX/obk2gedQ6NAc0UkhCBI2haHlg0+ioBgsMRc8Xju3vyc4uZXU90DlPnUIPM6iZHQpjCyiRAWFJhUBL8iRe4gnjtKKys4ZL4xu5NpJ9keeDujXJDPLKUlbpL8lV1biKDmEFrau422K54fDNbQBSPv7Zrn7XA2XFI60t4KnfMYjPbKzq8LQZeAWwo7ktJ2dyjFVm7N5HBTGFlMrSQ0KCYkuBL6AIKtaLOoTEQEo8vky5aHrh7Ix4Z6diu7CqokZGJF5ZzqIxcVWa2zMxuNLN74p/7FvIVpXAO+NS8OdvAcvni8Q8EvmFm3wf+L/AFd/9SoV9MShf4oCaTLrxDWiZcYId08EBGxrJSc+70erZqFHWhjwFNuZZhJcsDB8gzMrIgQ1mpu4DVykrMVXU+8FV3XxN3Gp0PvCvX95NymEWJPgOExuPHIazHBh1UaiG6VjXv5lrqQTOFZFihoUHuPmNmyUDGFHBNMpARv/8houvYKqKBjO3Am/qVzf9tZJRyrK5ZKzprNpw3tFdSqqXlgSVcUELqsnJVrQZeGpf/GHAT6hyqKeX/kDCaKSRBkhBokWEEJhUGJcGX8QiHUFhZw0UP+XM3kb4cZto+ZxtYTMsDTzzHaNvUbhvV5ao6MJ6STfzzgDzfTUoUr3LXvYn04z73OpXlWiUSDWQsmLMNLFVCCLQ0hwM723M3kUEcZ2d77tY06lIfA5o5JMPKk1FfIyOTLnW2olbxkIEU4iEhyri3NrNlwKeJZiZuBM5w90dS9jsVuIwo1OPD7r4m/v1FwFuAhwBYsFfxlZR8kpxDQxUpLQRaGiJJgi8yNB+PCRoDZw6Z2TnJaPDWRx8fRZ1kCEk8fvdWtc5289Cjj1VdHeniXt9V7jrbju/cXnV1pEuSr2rIlRjKWsVjcxx6hpm9E9jDzNY9/OR0xm8jI5O2yl1NQj46zzlPMlt1daRDNJBRSoLPJF/ZEcBX49e76XjYPw04GjjTzI7u2OWbwAwwg4/BE8HYCVqtbFcItLtPA0kYc6ddIdDu/m0gCYHOUjaqWcc55xe/2JrnS0oJ6poEv7PdPKx2UztO0rm4+9Y0AzuH3P3KZOWi5fssGUWdZAjusHPW52xV62w3+++zd9XVkRTtlK0OOtuOzd+z6upIlyRf1ZCdimWt4rEWeEP87yngH9z9RcsWDQ4dkFFLWeWuJjOJOs85i9BqRnVT0s32aqI8ZcQ/X52yz6CH/e/sulbNW1RIpaQ4boa3puZs9A+DLisEeve6dZxz9ttvedgXlFKU2CGdW2e7WaZ2U0t1bTvDqMedmeTQzIYn1RqXjPpSgYBRtBJX8VgDXGdmbwZ+Crwm57eTEnngamW9Qns63rf4/VVEbeeN7n5rlrJSb8kAWIrlZrau4/WV7n7lEB+9W74yM0vLV5b2sH9Cx+tzzexsYB2L9h3i0DIS3nPwol8YtEKgZSxCg2T0xmV1TXUONVyfGyeRvtRsJEQyqjZ0uRJyVbn7L4CXD10ZGb2A/B9RMeUAmWRRgs/UJ7VBec4ws68AB6W89e6Mh+/3sH85cHH8+mIUAl07gbkV84RAL8hQVmrOcdoF9+kVnuMMLjjm2OMKraPkNy7P5FqtrOGirPrtOVseZrbMzG40s3vin6lDYmZ2jZltMbMNuQ4oI6cVYCSUO8zM+m6byGBhKwcxohwgUk95Qufd/WR3PyZl+xy75ys7GNiS8hE9OwrcfbO7z7p7G7iK9kyeryklcIJWZS0rBFoaIrrHmbvlVESOs0vdfWW8aWGXGnJ3npxpz9maRp1DDVdSzqGBJ7HYR4FT8x5MRi8KK5u7iWRRx0SNUm+O0U7Z6J//A0aUA0TqqYwBsFhnvrI3AJ9L2afnw37SsRQ7PWRWnJQsYOENd58BkjDmu4DrkhDoJAyaaBbrfUQh0FcBf9avbBlfTcpVQt6YInKcSc3VdZGoYSmsrOGiKdeFN7zVwEvjf38MuAl415xju99sZocXfXAZjaKnzcpkCA0rk0nX8wZ7UHiQcoBMsGR1xBKk5iszs0OIwjlWDch3domZrYyruJH5i0uppIQLDCsrJQRamqOkPGfF5jiDdyisrH6iwYzKQhKvAV4JbHH3Y/IcU51DDdcn+VXZJzFpsDISUpcRU93aKy1dhFRNs8xkWDnOOcoBMsHcnZ0lnHB65Stz9weIEpsnr3vlOzur83Vrz+XqdKwZdy28IcPr81zVdyBjpDnO4H0ZP1NGqKTrVRLNs8bMzo9fz5mwQRTN8wHg2rwHVOdQw0U93MMnayzgJCYNVlLStIEnsAwJYi919/cm+0/t3TlzX+rAG7o0p1TLHXaG3TPtCu0B7icK7Xl91z5riUZVP0U00vpoPLDxUIayUmNljMTK5FDYswyrTxL8/uXcT+71npltNrOD4+tSUI6zjs+6Cvj80BWUkSjhnDPyaB51Do2BwGmzeU9i0mChF78BspzAdsVUA8QPc6sBrR7UEEm+KpFh5FjlLjW0J8n/EYd73EA02+NeoqXs39SvbAFfR0ZFsz8kkEKgJURJg6dJjrM1ZMhxRtdgRvJMFu93OrABeF7RlZR8+kzYaFQ0jzqHGq7tzo7iM6FnOYlJg7nTK4N+rWKqFVZWP0mCWJFhJKvchZVVDpBJ1QZ2qDdaApSUk1PGXJ/74zyKzXEGbwVeW3QlJZ8+M10bFc2jzqExUEIm9IEnsfj1J4lmiiw3s03Ahe5+ddGVkeL1SfKpmGrpq4xRtQLyVf034HeBaeBHR+27NwD3b9vOK//X1zh87yUAHLv/vlz0719QaN0lO4V4yLCiHA5qOBLANctVhucUv8JU0TnOAJ6/8vhC6yj5uTszASedukXzqHOo4fpMYcvxmZlPYmcWemAZmdCkaYqplpJCEvPmq7oR+Kt45O2/PvTEk7vKrdhrMdev/q2i6ytDUu4YCdXEpYClegorkxC6VkmoktrOyKN5WmUfQMqVNMTuTaSfktpNcgKDDDHVZraAKKZ6LUQx1R37JTHVUjPJzKHOrQCrifJUEf98dco+u/JVufs0kOSrwt2/7O4z8X7fntE5sHY8Xsq+exPpJxkA695EBklWSOzeRPrROUdCJR3SBd/nrAFOMbN7iAZHkxnzh5jZrllmcTTPt4AjzWxTHP0TRDOHGi654RYZRhkzzlBM9UQoaWSkiHxViT9asuCpS9v9j2/n99Z+nSXz5/Hnxx/Fiw7cr8h6S1YK8ZAA0c128Z87RCjrNcArgS3ufkzP8ov2Lb6SkktJiYVlzGnmkIQq45xTRTTPUJ1DT+yxL7c/v7pntQt33lPZsdu3Xl7ZsQGuOH5V6u/dYbr4xGmF+ukP7+ftJ/1/lR3/nTd8sbJj//YXf1jZsSMfS/1tGRe/MmKqD7KF/MFNHy+0nsP4/RMPq+zY0/euG7xTia549v6pv+8RkjgwkXnJ+aqSY7wbmHny8Rku++htzOKcwcEseniKh9jBn37xO5zBISwoedLs95/9nVI/v59jX7m6smMDfPvbH0j9fRkhHgXkqroIeAvwULzrBc/bbx/e/rvV5aW6/bzq7jWe/8a/ruzYvZQUxgoZQlljHwU+AFzbr/yBe02d/LMvXlBGPTOxH/5bZcd+yZo/q+zYAN/v8fsS206h7l9/B3+9T3ULT/3l5tsqO/ZRv31eZcee2ZZ2S9GcPGfzt23hoJv+sbLj/9H6f63s2P/9C+dXdmyABT0yojblnDOIZg41XBM6h6R+mnLxk/rp0bHYN5E5lJuvKv6MNxCN8L/csF8BTGFMMQXA/ixkb+bxKDvZn4X9qioliK5VhZ9z8uaqArjU3d+b7H/M8qVF11FyaLfhienZMj56NdGCGhCNotxESueQu99sZocPKv/LRx/7u8JrKLmUtOqUjLkyVmQtfKYinHHcMw8ttI6S37g8kyvnUMO5O9Mz7TmbSD/Jxa97ExkkLR6/AHnzVZ1K9GD3KnffnhR4glna8eSix9jJo8ywl8ZEKtHG2TE7O2fLKVeuKmmGHnljlpvZuo7tnCE/drdQViAtlDVz+ZnZmUH7y4i13dkx056z5WFmy8zsRjO7J/6ZGk9oZqea2Q/M7N644zr5/UVmdr+ZrY+39LAAqUxaXsUCBlOTgYwjgK/Gr9N8FDg1R3mpUNI51PRnct0lN1yScE9kGIrFl1AlxePnzVf1AWAhcKOZsSge93iQJ1nHoxjQwvgNlrEonkkko9XnnDMwJLGPInJVnWtmZwPrgHc8b799Mh5aRiEZAEsxcLZiAaGs0mAlXasKn624v2kma52UFBpU6EzFuLzUjDMeSe/VOdRw4zKFTUZrXOJiZfTKCEksIF/Vsztf728LHeCZLOaZLC60rhKmz4Na34f8knNVXQ5cHL++GOiRSUCqkmcArIBQ1n52K79wwYKgOkp5Slp4I8tD/q7ZigBmlsxWvBOpvT7PVWUPZJRZXkZgXJ7J1TnUcMm0WZFhjMsJTEavjHh8GX89EplnKVdarip339zxWVcBnx+6glKqEq9VSSjrGnqHsmYuv88+exdbO8mtT4d0rWYrLkcdi3Xi3rNDuuyBDGm4cXm2UufQGBiHKWwyWn0ufiJ9KSRRQpQU4pHlAX9XrirgfqJcVa8HSDqW4v1OBzYA1S0bJHOUOAA2MJQ1fv1Jopkiy81sE3Chu1/dXf6g/ZeXUUfJoc8sV81WlJ6cnqGs/cuNcKZiXH7p0JWUUimsTGqh7c4TO0tZyUPGmLuXtQKMjDl358kZtR0ZTtthe/HXqry5qi4xs5VED2obgbcCry26khKurJHYIUJZz8xS/oXHPr/5TwRjxh12BFyrNFtxspW0QmKhMxXj8u8ssoKSX7sN28fg2UqdQw2nGSASoj0mUx9l9NR2JERNc1Wd1f07LWVfL44zXXzeGJkAmq0oIUJnDg1Q6EzFuLw6h2po1pv/TK7OoYZzYFqj+DKkMi5+ZrYM+DRwONEo/Bnu/kjKftcArwS2uPsx/cofqFj82inpxknGnHJVSQgNgEko91I6FjVbccy5w0zB55yiZyoCHP+swwqto+TX7r26ZqOoc6jpvPj4xiwP+Wa2AriWKC67TZTQ77JCKyKliaZbF34CG7jEa+yjREuPX5uhvNTMuCTck9FSrioJoQEwCVXGLNcyZitqKft60T2OhBqX65U6hxquXd1D/gzwDne/1cz2Am4xsxvdXUt1NkBJo7FZlnjF3W82s8Mzlpea0Y2ThHBcM4dkaD4mI7EyeprlKiEUyirBSpiwUQV1DjVcSQ9qAx/y45jpZDnPbWZ2F9HyneocaoA+F7+yl3gts7yMQImrB8kYKynJp4y5MkI8ZDJoIENCqN1IqJImbIycOocars/IyMge8uNZIMcB38n4+VKxtsMT0zNpb5W9xKs0nDuFr5A4RL6qU4HLiPI4fNjd18S/vwh4C/AQwN4dl7bv8Sh38zgGnMgyVrBHoXWXbLRCooRoq91IILUdCRHNVlS7keGV0bFYRaqXVmhBqQd3mJlpz9mIH/I7tt06hszsK2a2IWVbPczxzWwJ8BngPHd/rLhvJmVKpup3bxnKnezux6RsnwM2x0u70meJ137ylpcRaKe0nQIkoaxHAF8lJd+UmU0BHwROA44GzjSzozt2udTdV7r7ygXxpe0RprmXX3EGh7CKA/gGD9NGsxCqkOT/KLLtmNkyM7vRzO6Jf+7bY79rzGyLmW0IKS/Vmm37nC2vAtrORWZ2v5mtN7P1jz62LXedpFhJbsXuTaSfdgntpujzjZmtSisv1UombBR8jzzw/pinUr08F3gJ8Lau++OhqHOo4dyh3fY52+By+R/yzWw+UcfQx939swV+LSlZGRc/nlriFXov8VpmeRmBJOFe51aA1UQhrMQ/X52yz4uBe939PnefBj4Vl+tpI0/wbBYzhbE389mbeWxhuoj6ypAqvGmCKAn+qTnKS0X6DIDllbftQEeH9D5771VEnaRA7jA9256zifTjJQxkUPD5Jk54LjVT0vVq4P2xuz/o7rfG/94GJKlegqhzqPGc9mx7zpbTwId0MzPgauAud39/3gPKiHkpo7FrgFPM7B7glPg1ZnaIme26kJnZJ4FvAUea2aZ4Sdie5aVe0madEYexdmznDPmxu4WyAmmhrIcCP+t4vYndL37nmtltZnZNMjvoV8yymKldOyxmiu2khlNKyUoaxc/SqYi73ww8HFpequPuzM6252wFyNt2pObSZrkql4wMUtJAhs43E6DPhI0898hZ7o93KSLVy8CcQ/EXOAfgoEMPCz2OlCVuiAVbA1wXP7T/FHgNRA/5RHk+VgEnAmcBt5vZ+rjcBUlvdme7WdLxcCb1UMYqHkMs8Xpmv/IdbefL21Hcd930SLjXN1cVFJKvylJ+l5z8LidKkP8W4LTH4g4gVwhZbbTde+WqqjwJfsc551kPP6mZZXXj6fc4edoNFLMAwvlm9h5g+2EHp53apEp1XlZa98j1VdJqvkWcb841s/OARcDPVixfWmD1pBjea4LGSPK5FpXqZWDnUHyxvRLguS9YqTvtmnGgPVvsnyXLQ767f4P0h7Vk313tZn9bqHZTM8nUxzrqbDsHqe3UTujS0u5+cq/3zGyzmR0c3zT1CmXdBKzoeH0Y8ED82ZuBK4ArzOxwhx8DLGEev+roYPwVs+ypdRgq0SdRY+VJ8JNzjpk9smzRgqVFfa7k5w6zM6mXgVF0SPdzOXAx0W3YxU88+eQFBXymFCj0WjUKukeur+icM/xCP6M83wAHL9978coCPlcK1Od6NaBc7vvjQlO96C656dx7ncREenJ3ZgpecUomQ0nLvCahrGvonW/qu8ARZvYM4H7gdcDrIcqNlozKAadPxf3WT2cPvspWXsDe/IoZHmWGA1hQdN0lg2jloOFD+oq4aeojrfzSoSsp5XGCw8jKbDtxh3TyWVf9avsT6hyqmdm2s+1JhRHLkHrfH/ftkB7l+Qb4/DDlZURyXK/6GHh/XHSqF+UcajiPG2IJ8fgyxpLe7e5NZJBkVK1zK8DAfFXuPgOcC/wLUbK969z9jrj8JWZ2u5ndBpyUTNNfxgKexWKu4wFuYAu/zjJavSc8SomUBF9COE57pj1nK0Cuv32yaEfs9D0WLSqiTlKgkhILy5hLIjK6t5wKPd8AG3rtK9Up6XqVJZ9rkurlZUWsaKeZQ2OgoBslmTDu6gySED1jqsM/MXu+qhuAOat0uPtZna87p+kfzz4czz6F1leGV1KIR5b8eEkS/JcShQVsAi5096t7lH9n0ZWUHMoZiYX8becSM1sZ1ZCNhx2inEN10yc8KJiZLQM+DRwObATOcPdHUva7BnglsMXdj+lXfrlms9ZLdblcM59vgLcCry26kpJTCderIlK9DEudQw3nnm3pepHdKBxRAoXGVMtkc4cd08WGshaVBL/zd8coyWft9EhIne8z87ed3TqkX3js83VSrJ3iBzJ4aknyNWZ2fvz6XSn7fRT4AHBthvJSI8nsj0I/s+DzDcDxz9IiUXVUxvVq1NQ5NAaKTkgt48/LG42Vcae2IwGSJclFhqF2I6FKGshYTTSzA6IlyW8ipXPI3W+Ol5TOUl7qRPc4EmhcrlfqHGo4L2f6o0wAhSNKiDJG1WQClBDiIeNPMxUlWO+H/L6rTg2Qd0nyIpY0lxK5ZtZLDj4GTUedQ02nVackQLRaWe1i8S8C3gI8FP/qggMVi18/js45MjR3Cj/nyARwDWRImD6rsvZddarkJcmlARSRISG8DTMFh89XQZ1DDeeMR3yjjFZJM87yxuIDXOru701eHGQLi66j5DQu02ZltDTjTEI4Ot9IuJBzTplLkgNp5ZcOXUkpTRmJzGUyjMv1SkvZN13KstI6qclA8WhswcstriaKoSf++erUQ7vfDDyc92BSjSTMo3MTGSiecda95WFmy8zsRjO7J/65b4/9rjGzLWa2oev3F5nZ/UUs/Sol8WgArHsTGSQZyOjecsq1JHkB5aVs5bQbmQRjcr1S51DDuUerMXRvIv0kvdspF7/lZrauYztniI/dLZYeCImlP9fMbosf5lIf9KRiKR2LIoOU9KCWzFY8AvgqvVf++Shwao/3LnX3lfF2Q94KSfH0oCYh0gYyChjMWAOcYmb3AKfErzGzQ8xs1/kjXpL8W8CRZrYpXsK8Z3mpDy9h8DTLQIaZrTCzr5nZXWZ2h5m9fZjyUg/jcL1SWNkYUEJqGVrvabNVxuJfDlwc1Y6LgfcV8JlSsDKmzQ6Rr+pU4DJgCviwuyc35p8Gjox3WzqFAbCNGT7NAyyNL3UHsJDfZL9C6y7Z1HTlIKm5spLDZjnnmNkKovDng4A2UeLiy9LKv+Do5xZeR8mphHxVBSxJPqf8/gqfr50SHuizpF2YAd7h7rea2V7ALWZ2o7vf2aO81My4JDPXzKGmc6c9Mz1nE+kndMaZu5/s7sekbJ8jjqUHCInFd/fN7j7r7m3gKuDFAV9NypYSylqAgTNAzGwK+CBwGnA0cKaZHQ3g7q9NZn8An1nYcWnbm3n8Bw7hP3CIOoaq1Hs0VrMVpS9vz87ZCpBl1lnysPZc4CXA25JzTnf5zQ89lFJcqtRnhrRIT+5zw4IKCA0amHbB3R9091vjf28D7gIOzVpe6qGk69VIaeZQw7k77Z3qDJLhzc7MFP2RSSz9GgJi6ZMkjfHL04ENwPMKraHk1mcFmDyyzAB5MXCvu98HYGafisvdmexgZgacsVDjHrXj7kzvSD3naLai9OTtNrM7nijjoweec+LrUdL5uM3Mkoe1O7vL//LRx/6ujEpKDlpZU0K4MzO9I+2d5Wa2ruP1le5+ZcZP3W0gw8z6DmTEM12PA74TUl6qUeL1aqSG6hy6+/bvbz3h6fv9JMfxlgNbc5TPo8pjF3H8p6f+1tuFzxTKON16EXAzsJCoHf2zu1+Y9nlbmd56BT+prt2sOnrwPmUev9pjp7YbL6HdEHUKXRfH1v8UeA1EsfhEIUCr4tefJLqpXm5mm4AL3f1q4BIzW0n0oLYReOtmpl/+/tmNoW0n99/t/TdvzFM83/GfvX+eY+c/fs9zjqe1nTw3TZDtxudQ4GcdrzcBJ3Tt8xvA5kfYuSg+5ywAnncFP9kBzAL3A49nqE++/3b/3ynBRQs5frXH7nHO8aB8eGWuHOTumzs+6yrg83f84tGtR3/0f1d2zuGj/ztP6TG8z/FeI6+jOOfskuFhzRccfMStQxy/W9P/dlUeu+c5pwkhHjnvkXP/3a44cJ88xZvcbntfq9IH3UcykGFmS4DPAOe5+2O99vveffdvXXLG+RP5TH7FoUcO3qnE49Pr/rj39apRhuoccvdcTytmtq7f/1hlqvLYZR+/hIaYJTZ2B/Ayd3/czOYD3zCzL7r7t+fUr8Htpurjl3bsEmacFRCLf1bKr4PbziS3mzKP3+PGqe9NU1yfvDdOlladrtdnAp909/fFx1wILHH3X5jZC4H/Bby43w1XXG4s/3ZVH7sJsxXd/ZjQykxyuynt+Omd0TCac07yOVke1h7N893H8m9X9bF7t51ayXOPPMntprTjBw6eFjGQET9PfQb4uLt/tuOtOeXdPVcPyVj+P1/18RtyzhlEYWUN5+U0xCzTrZ2nRuDnx5syYzfFmJzApALV3ThtAlZ0vD4MeKDjM+YBvwe8sOOYO4g6snH3W8zsR8BzgM4ZBzICTZmtWHQFJZ889zijflgLqqSURmkXJFQJg+4DBzLisPirgbvc/f3DlpfqlfFMXnQ0TxZKzNB03mZ2ZnrOxgiSfJrZlJmtJ7oputHdv5O2n9SPK5G5BHLmtp0CJDc+0PvG57vAEWb2DDNbALwuLpc4Gbjb3TclvzCz/eNE1pjZM4EjgPuKqLAMKX5Q697yfaT/wt1f7u5HxD8fjn//QNIxFL8+090Pdvf57n5Y3DGEu5/l7s939xe4+6s6ZhFJbTjt9uycrQADzzkZH9Z6lpeKxR3Sus+RYZR0f7wGOMXM7gFOiV9jZoeY2Q3xPicCZwEvM7P18baqX3mpm1KuV1kWT0iieY4FVgKnmtlLQg846plDw8SDj9OxSzu+07OHu/TYWHefBVaa2VLgejM7xt03ZC0/hLH821V67LhTccxNcrsp7/heyqjawBkg7j5jZucC/0K0lP017n5Hx2e8Dvhk1+f+JvAeM5shyjn0J0kHwgDj+ber8tiTMVtxkttNKccvaXY0ZJt1ljys3R4PhAFc4O439Cqfw9j97ao+trszO9385LADTHK7Kef4JdwfZ0m74O7fID18vmf5nMbu//mqjz8u0Twj7RwaMlng2By71OMHZkYvMsmnu//SzG4CTiVaYapQY/u3q/DYkzDdepLbTZnHd28zU/AN9xD5qm4AbujeL37vjSm/+wxRSMiw9RnLv12Vx/b2LDufzJILvLkmud2UdvySrlV1e1gby79dxccu41pVN5Pcbso6vruPxYpTg4zj//OVH7/39ar0le7iWfK3AM8GPpgnmkc5hxqvlMzoWWJj9wd2xh1DexCFdPzXoisiJZmMUXwpwwR0LErxJqFDWkpQTq4qmQQ650gIH48Vp6QCva9XjYrmUedQw0VT2HYW/bFZplsfDHws7qlsAde5++eLroiUI8obU3i7kUmghzUJoQ5pCVDSPY5MAl2rJIDujyVU6PWqbtE86hwaA0X3cGecbn0bcFyhB5bR0YOaBNLDmoTQDbeE0ii+hCjjWpVl5aB4v2uAVxItOX5Mx+8vAt4CPBT/KslhJXWh+2PJYRyiebRaWcO5O7M7p+dsIv2o3Ugw97TVEUX6K2EFGDNbZmY3mtk98c99U/ZZYWZfM7O7zOwOM3v7MOWlWrpWSbCUa1UB16ssKwcBfJRo5D7Npe6+Mt7UMVQzOudIqJLaTpaV7g4GvmZmtxGt7HtjnmgezRxqOk2blRCKqZZAyh0jIbzdZqb4JJ/Jg9oaMzs/fv2urn1mgHe4+61mthdwi5nd6O53ZiwvVdI9jgQq6Vo1cOWg+Ng3m9nhRR9cRkD3xxKqhOtVFdE86hxqOk1/lBDenoQlXqUMajsSopx2k2WJ1weBZKWPbWZ2F3AocGeW8lIx3eNIqN7nnNJXDhrgXDM7G1hH1HE9JyxNKqR7HAk1Jtcrc/eq6yA5mNmXgOUpb211915TWmXCqd1IqB5tR+1G+upzzlkEPNnxOvODmpn90t2Xdrx+xN17hobFI/k3A8e4+2PDlpfR07VKQoW2nQErB30s6zkjPt98vivn0IHAVsCBi4GD3f2PBn8bGRWdcyTUuLQddQ6JiIhILRX4oLYE+DrwX9z9s/Hv1DkkIpmZ2Q+Al3asHHSTux/ZY9/D6eocGuZ9EZEqKKxMREREaqmIJV7NbD7wGeDjScdQbKglYkVk4g1cOaif5HwTvzydwKWmRUTKotXKREREpImSBzXovcSrAVcDd7n7+4ctLyLSIcvKQZjZJ4FvAUea2SYze3P81iVmdnu8qtBJwF+MtvoiIv0prExEREQax8z2A64Dngb8FHiNuz9sZocAH3b3VWb268C/AbcD7bjoBe5+Q6/yI/8iIiIiIjWgziERERERERERkQmmsDIRERERERERkQmmziERERERERERkQmmziERERERERERkQmmziERERERERERkQmmziERERERERERkQmmziERERERERERkQmmziERERERERERkQn2/wMgZTw1CJgZPQAAAABJRU5ErkJggg==", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "w1 = model.layers[0].get_weights()[0]\n", "for color_layer in range(3):\n", " fig, axs = plt.subplots(4, 8, figsize=(20, 10))\n", " for i in range(32):\n", " f = list()\n", " for j in range(3):\n", " for k in range(3):\n", " f.append(w1[j][k][color_layer][i])\n", " f = np.asarray(f).reshape(3, 3)\n", " f = f - np.average(f)\n", " sp = axs[int(i/8)][np.mod(i, 8)]\n", " # making sure that 0 is always white and also keeping dynamic range\n", " norm = mcolors.TwoSlopeNorm(vmin=f.min(), vmax=f.max(), vcenter=0)\n", " # black and white color with hardcode limits\n", " # im = sp.imshow(f, vmin=-1, vmax=1, cmap='gray_r')\n", " im = sp.imshow(f, cmap=plt.cm.RdBu_r, norm=norm)\n", " plt.colorbar(im, ax=sp)\n", " sp.set_xticklabels([])\n", " sp.set_yticklabels([])\n", " sp.set_title(i+1)\n", " # fig.tight_layout()\n", " plt.suptitle(f'Color layer: {color_layer}')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Q9 Identify the filters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Extra fun\n", "\n", "We can see how the network is thinking about the picture. The result will show the probability of the category to which the image belongs.\n", "For the picture below the network think it's very possible to be a dog, a cat or even a horse, but more likely a dog :)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'p: dog, t: frog')" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# num = np.random.randint(0, 10001)\n", "num = 5388\n", "# print(num)\n", "f, axs = plt.subplots(1, 2, figsize=(20, 5))\n", "pred = model(x_test[num].reshape(1, 32, 32, 3))\n", "sm_pred = keras.activations.softmax(pred)[0]\n", "pred_class = tf.argmax(sm_pred)\n", "# print(pred_class)\n", "axs[0].bar(range(len(sm_pred)), sm_pred,tick_label=label_name)\n", "axs[1].imshow(x_test[num])\n", "axs[1].set_title(f\"p: {label_name[pred_class]}, t: {label_name[y_test[num][0]]}\")" ] } ], "metadata": { "interpreter": { "hash": "83eb3a94852d7da6265f5c02f9c348bfbb051e60fbf28829dfd0a8aff7ca6bfd" }, "kernelspec": { "display_name": "Python 3.8.12 64-bit ('tf': conda)", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }