{ "cells": [ { "cell_type": "code", "execution_count": 41, "metadata": { "executionInfo": { "elapsed": 2450, "status": "ok", "timestamp": 1615991459232, "user": { "displayName": "Andy Pack", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64", "userId": "16615063155528027547" }, "user_tz": 0 }, "id": "TGIxH9Tmt5zp" }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import tensorflow as tf\n", "import tensorflow.keras.optimizers as tf_optim\n", "tf.get_logger().setLevel('ERROR')\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "import seaborn as sns\n", "import random\n", "import pickle\n", "import json\n", "import math\n", "import datetime\n", "import os\n", "import random\n", "\n", "from sklearn.model_selection import train_test_split\n", "\n", "fig_dpi = 200" ] }, { "cell_type": "markdown", "metadata": { "id": "fksHv5rXACEX" }, "source": [ "# Neural Network Training\n" ] }, { "cell_type": "markdown", "metadata": { "id": "l4zqVWyRAM0Z" }, "source": [ "## Load Dataset\n", "\n", "Read CSVs dumped from MatLab and parse into Pandas DataFrames" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 331 }, "executionInfo": { "elapsed": 2441, "status": "ok", "timestamp": 1615991459234, "user": { "displayName": "Andy Pack", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64", "userId": "16615063155528027547" }, "user_tz": 0 }, "id": "Hj5l_tdZuYh7", "outputId": "fbfa9406-f662-4ebc-8ba2-67950714627c" }, "outputs": [ { "data": { "text/html": [ "
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Clump thicknessUniformity of cell sizeUniformity of cell shapeMarginal adhesionSingle epithelial cell sizeBare nucleiBland chomatinNormal nucleoliMitoses
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mean0.4417740.3134480.3207440.2806870.3216020.3543630.3437770.2866950.158941
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max1.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000001.000000
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" ], "text/plain": [ " Clump thickness Uniformity of cell size Uniformity of cell shape \\\n", "count 699.000000 699.000000 699.000000 \n", "mean 0.441774 0.313448 0.320744 \n", "std 0.281574 0.305146 0.297191 \n", "min 0.100000 0.100000 0.100000 \n", "25% 0.200000 0.100000 0.100000 \n", "50% 0.400000 0.100000 0.100000 \n", "75% 0.600000 0.500000 0.500000 \n", "max 1.000000 1.000000 1.000000 \n", "\n", " Marginal adhesion Single epithelial cell size Bare nuclei \\\n", "count 699.000000 699.000000 699.000000 \n", "mean 0.280687 0.321602 0.354363 \n", "std 0.285538 0.221430 0.360186 \n", "min 0.100000 0.100000 0.100000 \n", "25% 0.100000 0.200000 0.100000 \n", "50% 0.100000 0.200000 0.100000 \n", "75% 0.400000 0.400000 0.500000 \n", "max 1.000000 1.000000 1.000000 \n", "\n", " Bland chomatin Normal nucleoli Mitoses \n", "count 699.000000 699.000000 699.000000 \n", "mean 0.343777 0.286695 0.158941 \n", "std 0.243836 0.305363 0.171508 \n", "min 0.100000 0.100000 0.100000 \n", "25% 0.200000 0.100000 0.100000 \n", "50% 0.300000 0.100000 0.100000 \n", "75% 0.500000 0.400000 0.100000 \n", "max 1.000000 1.000000 1.000000 " ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pd.read_csv('features.csv', header=None).T\n", "data.columns = ['Clump thickness', 'Uniformity of cell size', 'Uniformity of cell shape', 'Marginal adhesion', 'Single epithelial cell size', 'Bare nuclei', 'Bland chomatin', 'Normal nucleoli', 'Mitoses']\n", "labels = pd.read_csv('targets.csv', header=None).T\n", "labels.columns = ['Benign', 'Malignant']\n", "data.describe()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 204 }, "executionInfo": { "elapsed": 2436, "status": "ok", "timestamp": 1615991459236, "user": { "displayName": "Andy Pack", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64", "userId": "16615063155528027547" }, "user_tz": 0 }, "id": "qc1Mku6h041u", "outputId": "94e38c34-0419-4a02-ac8c-17bbc83f777b" }, "outputs": [ { "data": { "text/html": [ "
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BenignMalignant
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" ], "text/plain": [ " Benign Malignant\n", "0 1 0\n", "1 1 0\n", "2 1 0\n", "3 0 1\n", "4 1 0" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "h9QsJjWEMbLu" }, "source": [ "### Explore Dataset\n", "\n", "The classes are uneven in their occurences, stratify when splitting later on" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 2430, "status": "ok", "timestamp": 1615991459237, "user": { "displayName": "Andy Pack", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64", "userId": "16615063155528027547" }, "user_tz": 0 }, "id": "rjjiSYAZMa4k", "outputId": "ae0c3772-00be-4f2b-80d2-9cd62a6b6e08" }, "outputs": [ { "data": { "text/plain": [ "Benign 458\n", "Malignant 241\n", "dtype: int64" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels.astype(bool).sum(axis=0)" ] }, { "cell_type": "markdown", "metadata": { "id": "E9lVYI14AUMf" }, "source": [ "## Split Dataset\n", "\n", "Using a 50/50 split" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "executionInfo": { "elapsed": 2604, "status": "ok", "timestamp": 1615991459418, "user": { "displayName": "Andy Pack", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64", "userId": "16615063155528027547" }, "user_tz": 0 }, "id": "L83Ae5l9wM35" }, "outputs": [], "source": [ "data_train, data_test, labels_train, labels_test = train_test_split(data, labels, test_size=0.5\n", "# , stratify=labels\n", " )" ] }, { "cell_type": "markdown", "metadata": { "id": "Qf2U199fNjmJ" }, "source": [ "## Generate & Retrieve Model\n", "\n", "Get a shallow model with a single hidden layer of varying nodes" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "executionInfo": { "elapsed": 2598, "status": "ok", "timestamp": 1615991459419, "user": { "displayName": "Andy Pack", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64", "userId": "16615063155528027547" }, "user_tz": 0 }, "id": "SgoQ-NjWB0T5" }, "outputs": [], "source": [ "def get_model(hidden_nodes=9, activation=lambda: 'sigmoid', weight_init=lambda: 'glorot_uniform'):\n", " layers = [tf.keras.layers.InputLayer(input_shape=(9,), name='Input'), \n", " tf.keras.layers.Dense(hidden_nodes, activation=activation(), kernel_initializer=weight_init(), name='Hidden'), \n", " tf.keras.layers.Dense(2, activation='softmax', kernel_initializer=weight_init(), name='Output')]\n", "\n", " model = tf.keras.models.Sequential(layers)\n", " return model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get a Keras Tensorboard callback for dumping data for later analysis" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "def tensorboard_callback(path='tensorboard-logs', prefix=''):\n", " return tf.keras.callbacks.TensorBoard(\n", " log_dir=os.path.normpath(os.path.join(path, prefix + datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\"))), histogram_freq=1\n", " ) " ] }, { "cell_type": "markdown", "metadata": { "id": "QT5B9PTUN3pj" }, "source": [ "# Example Training" ] }, { "cell_type": "markdown", "metadata": { "id": "mQGAUtIPAd6e" }, "source": [ "## Define Model\n", "\n", "Variable number of hidden nodes. All using 9D outputs except the last layer which is 2D for binary classification" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 7889, "status": "ok", "timestamp": 1615991464716, "user": { "displayName": "Andy Pack", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64", "userId": "16615063155528027547" }, "user_tz": 0 }, "id": "fYA34P0Vu_pX", "outputId": "aded18b8-aa7f-4362-a614-837c8a0f526f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential_1\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "dense_2 (Dense) (None, 9) 90 \n", "_________________________________________________________________\n", "dense_3 (Dense) (None, 2) 20 \n", "=================================================================\n", "Total params: 110\n", "Trainable params: 110\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "model = get_model(9)\n", "model.compile('sgd', loss='categorical_crossentropy', metrics=['accuracy'])\n", "model.summary()" ] }, { "cell_type": "markdown", "metadata": { "id": "KZSwFe-AAs1y" }, "source": [ "## Train Model\n", "\n", "Example 10 epochs" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 11304, "status": "ok", "timestamp": 1615991468137, "user": { "displayName": "Andy Pack", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64", "userId": "16615063155528027547" }, "user_tz": 0 }, "id": "s8U9Atu3zelS", "outputId": "8439e8d2-7a5d-495f-a192-a34f01e95bfa" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/5\n", "11/11 [==============================] - 1s 2ms/step - loss: 0.6257 - accuracy: 0.6607\n", "Epoch 2/5\n", "11/11 [==============================] - 0s 3ms/step - loss: 0.6226 - accuracy: 0.6651\n", "Epoch 3/5\n", "11/11 [==============================] - 0s 2ms/step - loss: 0.6326 - accuracy: 0.6424\n", "Epoch 4/5\n", "11/11 [==============================] - 0s 3ms/step - loss: 0.6158 - accuracy: 0.6696\n", "Epoch 5/5\n", "11/11 [==============================] - 0s 2ms/step - loss: 0.6228 - accuracy: 0.6534\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.fit(data_train.to_numpy(), labels_train.to_numpy(), epochs=5)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 11294, "status": "ok", "timestamp": 1615991468137, "user": { "displayName": "Andy Pack", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64", "userId": "16615063155528027547" }, "user_tz": 0 }, "id": "VnUEJdXovzi-", "outputId": "02075086-352c-4a23-fac5-ad54d11e0e35" }, "outputs": [ { "data": { "text/plain": [ "['loss', 'accuracy']" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.metrics_names" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 11285, "status": "ok", "timestamp": 1615991468138, "user": { "displayName": "Andy Pack", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64", "userId": "16615063155528027547" }, "user_tz": 0 }, "id": "r0vxP3Ah42ib", "outputId": "061113ba-52db-4fbe-c7f9-b5d3d85438ed" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.metrics[1].result()" ] }, { "cell_type": "markdown", "metadata": { "id": "z7bn8pKTAynt", "tags": [ "exp1" ] }, "source": [ "# Experiment 1\n", "\n", "The below function runs an iteration of layer/epoch investigations.\n", "Returns the amount of layers/epochs used as well as the results and the model.\n", "\n", "Using cancer dataset (as in E2) and 'trainscg' or an optimiser of your choice, vary nodes and epochs (that is using early stopping for epochs) over suitable range, to find optimal choice in terms of classification test error rate of node/epochs for 50/50% random train/test split (no validation set). It is suggested that you initially try epochs = [ 1 2 4 8 16 32 64], nodes = [2 8 32], so there would be 21 node/epoch combinations. \n", "\n", "(Hint1: from the 'advanced script' in E2, nodes can be changed to xx, with hiddenLayerSize = xx; and epochs changed to xx by addingnet. trainParam.epochs = xx; placed afternet = patternnet(hiddenLayerSize, trainFcn); --see 'trainscg' help documentation for changing epochs). \n", "\n", "Repeat each of the 21 node/epoch combinations at least thirty times, with different 50/50 split and take average and report classification error rate and standard deviation (std). Graph classification train and test error rate and std as node-epoch changes, that is plot error rate vs epochs for different number of nodes. Report the optimal value for test error rate and associated node/epoch values. \n", "\n", "(Hint2: as epochs increases you can expect the test error rate to reach a minimum and then start increasing, you may need to set the stopping criteria to achieve the desired number of epochs - Hint 3: to find classification error rates for train and test set, you need to check the code from E2, to determine how you may obtain the train and test set patterns)\n" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "executionInfo": { "elapsed": 11274, "status": "ok", "timestamp": 1615991468138, "user": { "displayName": "Andy Pack", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64", "userId": "16615063155528027547" }, "user_tz": 0 }, "id": "mYWhCSW4A57V", "tags": [ "exp1", "exp-func" ] }, "outputs": [], "source": [ "# hidden_nodes = [2, 8, 16, 24, 32]\n", "# epochs = [1, 2, 4, 8, 16, 32, 64, 100, 150, 200]\n", "hidden_nodes = [2, 8, 16]\n", "epochs = [1, 2, 4, 8]\n", "\n", "def evaluate_parameters(hidden_nodes=hidden_nodes, \n", " epochs=epochs, \n", " batch_size=128,\n", " optimizer=lambda: 'sgd',\n", " weight_init=lambda: 'glorot_uniform',\n", " loss=lambda: 'categorical_crossentropy',\n", " metrics=['accuracy'],\n", " callbacks=None,\n", " validation_split=None,\n", "\n", " verbose=0,\n", " print_params=True,\n", " return_model=True,\n", " run_eagerly=False,\n", " tboard=True,\n", " \n", " dtrain=data_train,\n", " dtest=data_test,\n", " ltrain=labels_train,\n", " ltest=labels_test):\n", " for idx1, hn in enumerate(hidden_nodes):\n", " for idx2, e in enumerate(epochs):\n", " if print_params:\n", " print(f\"Nodes: {hn}, Epochs: {e}\")\n", "\n", " model = get_model(hn, weight_init=weight_init)\n", " model.compile(\n", " optimizer=optimizer(),\n", " loss=loss(),\n", " metrics=metrics,\n", " run_eagerly=run_eagerly\n", " )\n", " \n", " if tboard:\n", " if callbacks is not None:\n", " cb = [i() for i in callbacks] + [tensorboard_callback(prefix=f'exp1-{hn}-{e}-')]\n", " else:\n", " cb = [tensorboard_callback(prefix=f'exp1-{hn}-{e}-')]\n", " \n", " response = {\"nodes\": hn, \n", " \"epochs\": e,\n", " ##############\n", " ## TRAIN\n", " ##############\n", " \"history\": model.fit(dtrain.to_numpy(), \n", " ltrain.to_numpy(), \n", " epochs=e, \n", " verbose=verbose,\n", " \n", " callbacks=cb,\n", " validation_split=validation_split).history,\n", " ##############\n", " ## TEST\n", " ##############\n", " \"results\": model.evaluate(dtest.to_numpy(), \n", " ltest.to_numpy(),\n", " callbacks=cb,\n", " batch_size=batch_size, \n", " verbose=verbose),\n", " \"optimizer\": model.optimizer.get_config(),\n", " \"loss\": model.loss,\n", " \"model_config\": json.loads(model.to_json())\n", " }\n", "\n", " if return_model:\n", " response[\"model\"] = model\n", "\n", " yield response" ] }, { "cell_type": "markdown", "metadata": { "id": "r-63V9qb-i4w", "tags": [ "exp1" ] }, "source": [ "## Single Iteration\n", "Run a single iteration of epoch/layer investigations" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 313592, "status": "ok", "timestamp": 1615991770468, "user": { "displayName": "Andy Pack", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64", "userId": "16615063155528027547" }, "user_tz": 0 }, "id": "ZmGFkE9y8E4H", "outputId": "243fb136-bc07-4438-afb7-f2d21758168d", "tags": [ "exp1" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nodes: 2, Epochs: 1\n", "Nodes: 2, Epochs: 2\n", "Nodes: 2, Epochs: 4\n", "Nodes: 2, Epochs: 8\n", "Nodes: 8, Epochs: 1\n", "Nodes: 8, Epochs: 2\n", "Nodes: 8, Epochs: 4\n", "Nodes: 8, Epochs: 8\n", "Nodes: 16, Epochs: 1\n", "Nodes: 16, Epochs: 2\n", "Nodes: 16, Epochs: 4\n", "Nodes: 16, Epochs: 8\n" ] } ], "source": [ "# es = tf.keras.callbacks.EarlyStopping(monitor='val_loss', mode='min', patience = 5)\n", "single_results = list(evaluate_parameters(return_model=False, validation_split=0.2\n", " , optimizer = lambda: tf.keras.optimizers.SGD(learning_rate=0.5, momentum=0.5)\n", "# , callbacks=[es]\n", " ))" ] }, { "cell_type": "markdown", "metadata": { "id": "mdWK3-M6SK8_", "tags": [ "exp1" ] }, "source": [ "### Train/Test Curves\n", "\n", "For a single test from the set" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 517 }, "executionInfo": { "elapsed": 314527, "status": "ok", "timestamp": 1615991771417, "user": { "displayName": "Andy Pack", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64", "userId": "16615063155528027547" }, "user_tz": 0 }, "id": "F9Xre1o6SesD", "outputId": "d6b817aa-58cd-4510-807f-e5e6bcf62f18", "tags": [ "exp1" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nodes: 2, Epochs: 4\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "single_result = random.choice([i for i in single_results if i[\"epochs\"] > 1])\n", "single_history = single_result[\"history\"]\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(15,7))\n", "fig.set_dpi(fig_dpi)\n", "\n", "################\n", "## LOSS\n", "################\n", "ax = axes[0]\n", "ax.set_title(\"Training vs Validation Loss\")\n", "ax.plot(single_history['loss'], label=\"train\", lw=2)\n", "ax.plot(single_history['val_loss'], label=\"validation\", lw=2, c=(1,0,0))\n", "ax.set_xlabel(\"Epochs\")\n", "ax.grid()\n", "ax.legend()\n", "\n", "################\n", "## ACCURACY\n", "################\n", "ax = axes[1]\n", "ax.set_title(\"Training vs Validation Accuracy\")\n", "ax.plot(single_history['accuracy'], label=\"train\", lw=2)\n", "ax.plot(single_history['val_accuracy'], label=\"validation\", lw=2, c=(1,0,0))\n", "ax.set_xlabel(\"Epochs\")\n", "# ax.set_ylim(0, 1)\n", "ax.grid()\n", "ax.legend()\n", "\n", "print(f\"Nodes: {single_result['nodes']}, Epochs: {single_result['epochs']}\")\n", "# plt.tight_layout()\n", "# plt.savefig('fig.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "0IQ7HfJCSDud", "tags": [ "exp1" ] }, "source": [ "### Accuracy Surface" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 705 }, "executionInfo": { "elapsed": 315450, "status": "ok", "timestamp": 1615991772345, "user": { "displayName": "Andy Pack", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64", "userId": "16615063155528027547" }, "user_tz": 0 }, "id": "X3MWHLxJElbc", "outputId": "134671d0-bfd3-4ee6-aa02-1a2a5b23f3ca", "tags": [ "exp1" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "X, Y = np.meshgrid(epochs, hidden_nodes)\n", "\n", "shaped_result = np.reshape([r[\"results\"][1] for r in single_results], \n", " (len(hidden_nodes), len(epochs)))\n", "\n", "fig = plt.figure(figsize=(8, 5))\n", "fig.set_dpi(fig_dpi)\n", "ax = plt.axes(projection='3d')\n", "\n", "surf = ax.plot_surface(X, Y, shaped_result, cmap='viridis')\n", "ax.set_title('Model test accuracy over different training periods with different numbers of nodes')\n", "ax.set_xlabel('Epochs')\n", "ax.set_ylabel('Hidden Nodes')\n", "ax.set_zlabel('Accuracy')\n", "ax.view_init(30, -110)\n", "# ax.set_zlim([0, 1])\n", "fig.colorbar(surf, shrink=0.3, aspect=6)\n", "\n", "plt.tight_layout()\n", "# plt.savefig('fig.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "C793_RHvSGai", "tags": [ "exp1" ] }, "source": [ "### Error Rate Curves" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 668 }, "executionInfo": { "elapsed": 316211, "status": "ok", "timestamp": 1615991773109, "user": { "displayName": "Andy Pack", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64", "userId": "16615063155528027547" }, "user_tz": 0 }, "id": "tpClZMptrq-q", "outputId": "f9fe93f9-7b67-4772-83e4-9e3567fd9318", "tags": [ "exp1" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 5))\n", "fig.set_dpi(fig_dpi)\n", "\n", "for layer in hidden_nodes:\n", " plt.plot(epochs, \n", " 1 - np.array([i[\"results\"][1] \n", " for i in single_results \n", " if i[\"nodes\"] == layer]), \n", " label=f'{layer} Nodes')\n", "\n", "plt.legend()\n", "plt.grid()\n", "plt.title(\"Test error rates for a single iteration of different epochs and hidden node training\")\n", "plt.xlabel(\"Epochs\")\n", "plt.ylabel(\"Error Rate\")\n", "plt.ylim(0)\n", "\n", "# plt.savefig('fig.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "7mJaKjlCxEkt", "tags": [ "exp1" ] }, "source": [ "## Multiple Iterations\n", "\n", "Run multiple iterations of the epoch/layer investigations and average\n", "\n", "### CSV Results\n", "\n", "| test | learning rate | momentum | batch size | hidden nodes | epochs |\n", "| --- | --- | --- | --- | --- | --- |\n", "|1|0.01|0|128|2, 8, 12, 16, 24, 32, 64, 128, 256|1, 2, 4, 8, 16, 32, 64, 100, 150, 200|\n", "|2|0.5|0.1|128|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n", "|3|0.2|0.05|128|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n", "|4|0.08|0.04|128|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n", "|5|0.08|0|128|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n", "|6|0.06|0|128|1, 2, 3, 4, 5, 6, 7, 8|1, 2, 4, 8, 16, 32, 64, 100|\n", "|7|0.06|0|35|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n", "\n", "### Pickle Results\n", "\n", "| test | learning rate | momentum | batch size | hidden nodes | epochs | statified |\n", "| --- | --- | --- | --- | --- | --- | --- |\n", "|1|0.01|0|128|2, 8, 12, 16, 24, 32, 64, 128, 256|1, 2, 4, 8, 16, 32, 64, 100, 150, 200| |\n", "|2|0.5|0.1|128|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100| |\n", "|3|1|0.3|20|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100| |\n", "|4|0.6|0.1|20|2, 8, 16, 24, 32|1, 2, 4, 8, 16, 32, 64, 100, 150, 200| |\n", "|5|0.05|0.01|20|2, 8, 16, 24, 32|1, 2, 4, 8, 16, 32, 64, 100, 150, 200| |\n", "|6|1.5|0.5|20|2, 8, 16, 24, 32|1, 2, 4, 8, 16, 32, 64, 100, 150, 200| |\n", "|2-1|0.01|0|35|2, 8, 16, 24, 32|1, 2, 4, 8, 16, 32, 64, 100, 150, 200| n |\n", "|2-2|0.1|0|35|2, 16, 32|1, 2, 4, 8, 16, 32, 64, 100| n |\n", "|2-3|0.15|0|35|2, 16, 32|1, 2, 4, 8, 16, 32, 64, 100| n |\n", "|2-4|0.08|0.9|35|1, 2, 8, 16, 32, 64|1, 2, 4, 8, 16, 32, 64, 100| n |\n", "|2-5|0.08|0.2|35|1, 2, 8, 16, 32, 64|1, 2, 4, 8, 16, 32, 64, 100| n |\n", "|2-6|0.01|0.1|35|2, 8, 16, 24, 32|1, 2, 4, 8, 16, 32, 64, 100, 150, 200| n |\n", "|2-7|0.01|0.9|35|1, 2, 8, 16, 32, 64|1, 2, 4, 8, 16, 32, 64, 100| n |\n", "|2-8|0.01|0.5|35|1, 2, 8, 16, 32, 64|1, 2, 4, 8, 16, 32, 64, 100| n |\n", "|2-9|0.01|0.3|35|1, 2, 8, 16, 32, 64|1, 2, 4, 8, 16, 32, 64, 100| n |\n", "|2-10|0.01|0.7|35|1, 2, 8, 16, 32, 64|1, 2, 4, 8, 16, 32, 64, 100| n |\n", "|2-11|0.01|0.0|35|1, 2, 8, 16, 32, 64|1, 2, 4, 8, 16, 32, 64, 100| n |\n", "|2-12|0.1|0.0|35|1, 2, 8, 16, 32, 64|1, 2, 4, 8, 16, 32, 64, 100| y |\n", "|2-13|0.5|0.0|35|1, 2, 8, 16, 32, 64|1, 2, 4, 8, 16, 32, 64, 100| y |\n", "|2-14|0.05|0.0|35|1, 2, 8, 16, 32, 64|1, 2, 4, 8, 16, 32, 64, 100| y |" ] }, { "cell_type": "code", "execution_count": 214, "metadata": { "id": "-lsKo4BCP3yw", "tags": [ "exp1" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iteration 1/30\n", "Iteration 2/30\n", "Iteration 3/30\n", "Iteration 4/30\n", "Iteration 5/30\n", "Iteration 6/30\n", "Iteration 7/30\n", "Iteration 8/30\n", "Iteration 9/30\n", "Iteration 10/30\n", "Iteration 11/30\n", "Iteration 12/30\n", "Iteration 13/30\n", "Iteration 14/30\n", "Iteration 15/30\n", "Iteration 16/30\n", "Iteration 17/30\n", "Iteration 18/30\n", "Iteration 19/30\n", "Iteration 20/30\n", "Iteration 21/30\n", "Iteration 22/30\n", "Iteration 23/30\n", "Iteration 24/30\n", "Iteration 25/30\n", "Iteration 26/30\n", "Iteration 27/30\n", "Iteration 28/30\n", "Iteration 29/30\n", "Iteration 30/30\n" ] } ], "source": [ "multi_param_results = list()\n", "multi_iterations = 30\n", "for i in range(multi_iterations):\n", " print(f\"Iteration {i+1}/{multi_iterations}\")\n", " data_train, data_test, labels_train, labels_test = train_test_split(data, labels, test_size=0.5\n", "# , stratify=labels\n", " )\n", " multi_param_results.append(list(evaluate_parameters(dtrain=data_train, \n", " dtest=data_test, \n", " ltrain=labels_train, \n", " ltest=labels_test,\n", " hidden_nodes=[2, 16, 32],\n", " epochs=[1, 2, 4, 8, 16, 32, 64, 100],\n", " optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=0.15, momentum=0.0),\n", " weight_init=lambda: 'random_uniform',\n", " return_model=False,\n", " print_params=False,\n", " batch_size=35)))" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "exp1" ] }, "source": [ "### Accuracy Tensor\n", "\n", "Create a tensor for holding the accuracy results\n", "\n", "(Iterations x [Test/Train] x Number of nodes x Number of epochs)" ] }, { "cell_type": "code", "execution_count": 268, "metadata": { "tags": [ "exp1" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "30 Tests\n", "Nodes: [1, 2, 8, 16, 32, 64]\n", "Epochs: [1, 2, 4, 8, 16, 32, 64, 100]\n", "\n", "Loss: categorical_crossentropy\n", "LR: 0.05\n", "Momentum: 0.0\n" ] } ], "source": [ "multi_param_epochs = sorted(list({i[\"epochs\"] for i in multi_param_results[0]}))\n", "multi_param_nodes = sorted(list({i[\"nodes\"] for i in multi_param_results[0]}))\n", "multi_param_iter = len(multi_param_results)\n", "\n", "accuracy_tensor = np.zeros((multi_param_iter, 2, len(multi_param_nodes), len(multi_param_epochs)))\n", "for iter_idx, iteration in enumerate(multi_param_results):\n", " for single_test in iteration:\n", " accuracy_tensor[iter_idx, :,\n", " multi_param_nodes.index(single_test['nodes']), \n", " multi_param_epochs.index(single_test['epochs'])] = [single_test[\"results\"][1], \n", " single_test[\"history\"][\"accuracy\"][-1]]\n", " \n", "mean_param_accuracy = np.mean(accuracy_tensor, axis=0)\n", "std_param_accuracy = np.std(accuracy_tensor, axis=0)\n", "\n", "print(f'{multi_param_iter} Tests')\n", "print(f'Nodes: {multi_param_nodes}')\n", "print(f'Epochs: {multi_param_epochs}')\n", "print()\n", "print(f'Loss: {multi_param_results[0][0][\"loss\"]}')\n", "print(f'LR: {multi_param_results[0][0][\"optimizer\"][\"learning_rate\"]:.3}')\n", "print(f'Momentum: {multi_param_results[0][0][\"optimizer\"][\"momentum\"]:.3}')" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "exp1" ] }, "source": [ "#### Export/Import Test Sets\n", "\n", "Export mean and standard deviations for retrieval and visualisation " ] }, { "cell_type": "code", "execution_count": 215, "metadata": { "tags": [ "exp1" ] }, "outputs": [], "source": [ "pickle.dump(multi_param_results, open(\"results/exp1-test2-3.p\", \"wb\"))" ] }, { "cell_type": "code", "execution_count": 267, "metadata": { "tags": [ "exp1" ] }, "outputs": [], "source": [ "exp1_testname = 'exp1-test2-14'\n", "multi_param_results = pickle.load(open(f\"results/{exp1_testname}.p\", \"rb\"))" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "np.savetxt(\"exp1-mean.csv\", mean_param_accuracy, delimiter=',')\n", "np.savetxt(\"exp1-std.csv\", std_param_accuracy, delimiter=',')" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "mean_param_accuracy = np.loadtxt(\"results/test1-exp1-mean.csv\", delimiter=',')\n", "std_param_accuracy = np.loadtxt(\"results/test1-exp1-std.csv\", delimiter=',')\n", "# multi_iterations = 30" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "exp1" ] }, "source": [ "### Best Results" ] }, { "cell_type": "code", "execution_count": 166, "metadata": { "tags": [ "exp1" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nodes: 32, Epochs: 100, 96.1% Accurate\n" ] } ], "source": [ "best_param_accuracy_idx = np.unravel_index(np.argmax(mean_param_accuracy[0, :, :]), mean_param_accuracy.shape)\n", "best_param_accuracy = mean_param_accuracy[best_param_accuracy_idx]\n", "best_param_accuracy_nodes = multi_param_nodes[best_param_accuracy_idx[1]]\n", "best_param_accuracy_epochs = multi_param_epochs[best_param_accuracy_idx[2]]\n", "\n", "print(f'Nodes: {best_param_accuracy_nodes}, Epochs: {best_param_accuracy_epochs}, {best_param_accuracy * 100:.3}% Accurate')" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "exp1" ] }, "source": [ "### Test Accuracy Surface" ] }, { "cell_type": "code", "execution_count": 269, "metadata": { "executionInfo": { "elapsed": 2653358, "status": "aborted", "timestamp": 1615994110345, "user": { "displayName": "Andy Pack", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64", "userId": "16615063155528027547" }, "user_tz": 0 }, "id": "ZGJVhz6iJU-7", "tags": [ "exp1" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "X, Y = np.meshgrid(multi_param_epochs, multi_param_nodes)\n", "\n", "# fig = plt.figure(figsize=(10, 5))\n", "fig = plt.figure()\n", "fig.set_dpi(fig_dpi)\n", "ax = plt.axes(projection='3d')\n", "\n", "surf = ax.plot_surface(X, Y, mean_param_accuracy[0, :, :], cmap='coolwarm')\n", "ax.set_title(f'Average Accuracy')\n", "ax.set_xlabel('Epochs')\n", "ax.set_ylabel('Hidden Nodes')\n", "ax.set_zlabel('Accuracy')\n", "ax.view_init(30, -110)\n", "# ax.set_zlim([0, 1])\n", "fig.colorbar(surf, shrink=0.3, aspect=6)\n", "\n", "plt.tight_layout()\n", "# plt.savefig(f'graphs/{exp1_testname}-acc-surf.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "exp1" ] }, "source": [ "### Test Error Rate Curves" ] }, { "cell_type": "code", "execution_count": 270, "metadata": { "executionInfo": { "elapsed": 2653349, "status": "aborted", "timestamp": 1615994110347, "user": { "displayName": "Andy Pack", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64", "userId": "16615063155528027547" }, "user_tz": 0 }, "id": "Jrn3hKQAlGcc", "tags": [ "exp1" ] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5, 4))\n", "# fig = plt.figure()\n", "fig.set_dpi(fig_dpi)\n", "\n", "for idx, (layer, std) in enumerate(zip(mean_param_accuracy[0, :, :], std_param_accuracy[0, :, :])):\n", "# plt.errorbar(multi_param_epochs, 1 - layer, yerr=std, capsize=4, label=f'{multi_param_nodes[idx]} Nodes')\n", " plt.plot(multi_param_epochs, 1 - layer, '-', label=f'{multi_param_nodes[idx]} Nodes', lw=2)\n", "\n", "plt.legend()\n", "plt.grid()\n", "plt.title(f\"Test error rates over hidden nodes\")\n", "plt.xlabel(\"Epochs\")\n", "plt.ylabel(\"Error Rate\")\n", "plt.ylim(0, 0.6)\n", "\n", "plt.tight_layout()\n", "# plt.savefig(f'graphs/{exp1_testname}-error-rate-curves.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 271, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5, 4))\n", "# fig = plt.figure()\n", "fig.set_dpi(fig_dpi)\n", "\n", "for idx, (layer, std) in enumerate(zip(mean_param_accuracy[0, :, :], std_param_accuracy[0, :, :])):\n", "# plt.errorbar(multi_param_epochs, 1 - layer, yerr=std, capsize=4, label=f'{multi_param_nodes[idx]} Nodes')\n", " plt.plot(multi_param_epochs, std, 'x-', label=f'{multi_param_nodes[idx]} Nodes', lw=2)\n", "\n", "plt.legend()\n", "plt.grid()\n", "plt.title(f\"Test error rate std. dev over hidden nodes\")\n", "plt.xlabel(\"Epochs\")\n", "plt.ylabel(\"Standard Deviation\")\n", "plt.ylim(0, 0.1)\n", "\n", "plt.tight_layout()\n", "# plt.savefig(f'graphs/{exp1_testname}-error-rate-std.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "exp1" ] }, "source": [ "### Test/Train Error Over Nodes" ] }, { "cell_type": "code", "execution_count": 272, "metadata": { "tags": [ "exp1" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(math.ceil(len(multi_param_nodes) / 2), 2, figsize=(6, 6*math.ceil(len(multi_param_nodes) / 2)/3))\n", "fig.set_dpi(fig_dpi)\n", "\n", "for idx, (nodes, ax) in enumerate(zip(multi_param_nodes, axes.flatten())):\n", " ax.set_title(f'Error Rates For {nodes} Nodes')\n", "# ax.errorbar(multi_param_epochs, 1 - mean_param_accuracy[0, idx, :], fmt='x', ls='-', yerr=std_param_accuracy[0, idx, :], markersize=4, lw=1, label='Test', capsize=4, c=(0, 0, 1), ecolor=(0, 0, 1, 0.5))\n", "# ax.errorbar(multi_param_epochs, 1 - mean_param_accuracy[1, idx, :], fmt='x', ls='-', yerr=std_param_accuracy[1, idx, :], markersize=4, lw=1, label='Train', capsize=4, c=(1, 0, 0), ecolor=(1, 0, 0, 0.5))\n", " ax.plot(multi_param_epochs, 1 - mean_param_accuracy[0, idx, :], 'x', ls='-', lw=1, label='Test', c=(0, 0, 1))\n", " ax.plot(multi_param_epochs, 1 - mean_param_accuracy[1, idx, :], 'x', ls='-', lw=1, label='Train', c=(1, 0, 0))\n", " ax.set_ylim(0, np.round(np.max(1 - mean_param_accuracy + std_param_accuracy) + 0.05, 1))\n", " ax.legend()\n", " ax.grid()\n", "\n", "fig.tight_layout()\n", "# fig.savefig(f'graphs/{exp1_testname}-test-train-error-rate.png')" ] }, { "cell_type": "code", "execution_count": 273, "metadata": { "tags": [ "exp1" ] }, "outputs": [ { "data": { "image/png": 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fqn23Zek1GZbJ920N+wk/v+6hx68LPf59vOdNasmxE0NllhMnmAqV3ZZogO2A4+KUKaFqUPpIDfWV4c9ohp/j4ARlB4bKvJjsOMccnwEx61qG1v1Cgt9O3RQjxZTrG9MGxUiKkQYn++6Ks41ipDSPNYqRYvdX8DFSnPfy56F2fJrBusPvi71Dj58Senw20CrOtsNCZeImx/DJ2/BruG8NbelM1UuI/y9BuYx/B1D1pOQnxJyQTPLeuC/O+jnBuqXUcJKkkG55b0BDuZHeuAGxt84J6gx/UFMa2yCmHTOAxknK7x0qvwzokKR8R/w/Pgl/WKge+CUMiurweoe/iIbFWd8Cn32/m6o/Es8l+vKoRRtWD9X7Qg3lwscx7rGOKX9+qPztKbbl/tA2cc9Wp/G8GlP1rFOi21J8t/iDUqgz/OU5OIXyG8Xsa+Mk5Teg6tmTau+JWrwO4TaPrGUdd4TqmJuLYw1cH1qfMJjDB4nh5EONQWImbtTue3LLmDrCwepYkiQkqNrrYynxe/8MjtnnRtl+LUL7HpbJ920N+wk/v3BybFWqjsNybJLjlig59mmozJ0ptCf8HfNJnPX9QusXA22T1LdHzHMcHKdME3yPtsh7YfUU2rlW6LvlmzjrKt+LuXrP1MdbLT/7Nf5uohippnbU+L2CYqS6PC/FSNXbPLKWddwRqkMxkmKkZK/PoFAbyoFeGaw7/D0UTo41BiaF1g2Ms+2w0PpEybHw+G8vp9Ce8Fh3v8Uex2x9B1C1N/wWKbSzlGgMOY/qPRQjv4fVPt+FetNslfXH07XY5nnn3MokZXYNLb/unJtZU2Hn3Az8teYRu6TQjtixJjLteIuZ1QffvXMMfoyQEnzX91uAo5yf6SQp8zMybWtmp5qfher2YMaXu4PxR/4vVHzLDD6f8LTET6a4zfuh5V512blzbqVz7ix81+Xh+C+2eJrhx0l5ycw+MrN16rLfGOH31ZfOufE1FXZ+zKJq43EUgIWh5VZx1mfjWD8RWj7IEs/k1wc/KDn4ywveTXH/+Rb+zhrmgl/fGrxEdEruZsAOScp/45ybUNvG1TfOuXn478aIQWaW1nikZtYK/492xH9S2Oyh0PK2cWbMCn8HvO6cSzQGUsS7xBmXKEYP/D/sAO855/5I1kjn3G/AD8HdTc1sldDqOfh/JiLrdkpWn2SNYqTEFCMpRlKMFKUYqap6ESOZ2f5UndV1qHNudLb3G/xGDA49dHGqMzTGCH9mU4mRHsEns8APH7FhDfVl5DvAzNYk+l093jn3dbJGOueW4nuYgb+Ec9OYIpEx4dqY2RHJ6isEGpA/O652zg3OcJ1fZmmb8KCzH6dY70fA/sHy1knK/uycm5ukTC4MBa53KQzEGvxjeB5wIX4Qw1QknLK8FsI/TKeZ2fEpbBNuZ9Kp5FPhnPsEODj4Z7APPsjYBn/MY38YdgQ+NbNtg38O6ir8vvwkYamqPiH5j3quhYO9+XHWZ/xYO+cmmNlX+OPUEjiI+EHlMaHlp1L9hyiD0v6eNDOj6j9ZSb+znHMrzOxzfA8Q8K/LmzVsUpvv2vruTvwZ+vb4SzJOAv6dxvab4wf2Bf/PzjcpbDMO/w95i2DbLah6PNP6DnDOOTP7DD8DWiLhz1un4B/4VKwa/DX85+/vYJ/LzWw4cCQ+nnrfzJ7Bj6vxYZB4lOoUI0UpRkqfYiTFSDVRjBTVIGIkM9sWP26WBQ+9S9Xke7Y9hR/0fhN8AuhS4J+pbmxmHYmemIPUjstsM5uIn10c/HH5IVQkG98B4XVlacRI4QkG1qZqDPgscHmw/FSQIHsGGJHKCcp8UHKs/pidpW3Cs4pNS7HeqaHlZAFPbdqdrh/wAzJHlOI/nDsQ/eG9BtjAzI6vKfgzs2b4Gc/2TLMN8c54pc3MWsbUdUotqqnNGY2EnHN/4y8NeBUqf3y3wgcOpxOdXWRN4D7ggAzsNvy+/CXFbVItl0vhXiZV/gHK8rF+gug/ZUcTE/gF7/PDYsrXB6vgL42LqK/fWQXFObfQzG4EbgseGmhmjzrnlqVYRfjz+msKZ6pxzlWY2a9EA7/Y45KN74DwjHybB7d0xX7mLsT/Q9wNP1j5scGtwsy+x88O9g7wRhqvp6RPMVJiipGqUoxUOBQjZVaDi5HMbGPgDfyJNPA9Xg9OoddvxgTxykD8OKUA55nZHWkkd8Kf1yXOuVRfw6nkL0bqQtUZmlMV+5m7Dj+UQE98cvPg4IaZTcLHSO8Brzrn4s1UnHO6rLL+qM3Usals0zK0vCjFesPlkgU8tZ7yNg2fOefOCd1Occ7thQ/+bg+VOwaf7a/JIKJBn8Nntw/HX9u9CtDUOWeRW2g7IzNWSV4kqawmvZ33lXPuInxw8Xto9f5m1iUDuwm/LxenuE2q799c6h5ajr0cJ5vH+in8eAwAe5pZ+5j1+xLtDTPeOfdVBtqSCy1j7tfX76xCdB/RyxI7AWemsW1tfkdiy8Yel2x8B2T8MxdcZtcDHwDOCq0qwU9Nfhb+spXfzexyM2uEZINipMQUI1WlGKlwKEbKrAYVIwWflXeAtsFD3+PHA1uYeKvscM69RLTXXAvS6DlGccdIi4Cd8b8tU2PKdsNfqfBfYKaZ3WRmZRloQ50oOSbhL5jYMV8SCZcriCxvPM65v4PgJDy2zTVmtkG88sGZonNDD53gnDvSOfecc+4H59x859yKUPmMnAmNEfvFtVo40Ezx1jcL7YrLOfcjcHHMw70zUHX4fZloPIhYqb5/c8LMmlK1e3vstf5ZO9bBP+yR8TEaA7HX+R8dWq4vZ0Sh6vsCGth3Vj4F40ZcF3ro8jjjgCVSm9+R2LKxxyUb3wHhz9y/avF5M+fcyNhKg9+GgfjB2Hvig8Dh+DHJItoANwIvBD1LpH5QjBRQjJQ+xUiJKUbKigYTIwWXIr5HtDfTT8AeLr+XoV8VWj7DzFK9rLw+xkiv1DJGGhZbqXNuuXPuFmA9/Gf+PPw4oeFLzJvjY6cR+U6QKTkm4a6dqQ4W2jm0PCdRoQJyIdEPYFP8TDXxbEc0E/+9c+6xJPWum4G2VeH8GDXhS286ZHofWRA7NsGaGaizNu/LjIwjkkEH4Ac3jfgwvDIHxzoc0FWOnWFmq+LPioI/8//fDO83m/4GVoTuN9TvrHx5GD+tO8Aa+AAmFeHPa6dUkj9mVkLVz2zsccnGd0C4Z1fGv1udc+XOuc+cc7c45w7Gv4a98ZehRRwIHJrpfUvWKEaKUoxUO4qR4lOMlHkNIkYyszXwibFIL8vpwO7Oud8Tb5V9zrk3gcgkAM2AgSluGv68lplZqmMwdg4tN4QYyTnnvnbO3eWcO8o51wnfu/aRULHtqd3lnBmj5JiMDS3vmOI24XIF39U46H47OPTQYWa2VZyi4Wutv02h6j6pNiHFchGfh5brw+xnS2PuxxtXJ93XIPy+7JniNgUz0GyQHLgw9NBsqo75EpHNY/0S0bNA25tZZMDMw4gGpB865wpxHJK4nHMOP5B7RNLvrGDw6G1DDxX8d1a+BL0+rg49dGnM7IyJfEP0EpVW+MsJk9mC6FnMciB2VqS0vgOCz9z2SYp9FlreMds9uJxzFc7PpnUQ/tKQiEyMOSS5oRgpSjFS7ShGiqEYKTsaQoxkZm3xv5eR2Rn/wCfGpuatUVWFe4+dZGbrJdvA+Uk4wuOTpXJc2gHhXryxxyUb3wHhGGnLNK4eqDXn3Fjn3ElU7cGc1xhJyTEJT3m8j5mtnrAkYGZrAf0SbF/IhlH1Wud42f7wILQ1dlENej2cluK+w4FRk4Slov4XWj6zHlyCs0XM/XiBRLqvwYjQcg8z656wJGBmXSmgwA+4hKo/frc75+KNCZC1Y+38df7DQw8dE/MX6tflAhHh75zjU3jNDiI6XkV4ymmJ7wmiMyK1ofolQdU4P4jqF6GHTkhhPyeHlj8P3q9h4e+AfcxstST17UrymfM+AuYFy52IziiYVcE/LK+GHlojF/uVjFCMFKUYqXYUI1WnGCl76m2MZGatgbeInmD7C38p5Y/5alMs59wHRE92NabqiYWahD+zJ6RQ/gSieZrfgNjXIOPfAc65KcCE4G5TqsZp2RbuYZ/XGEnJMXmb6GU0zYA7EhUMvmDvIvrD/RPRa/YLmvOzmtwQeuggM9s0ptiU0PLOSXpMXEr1gCeRP0PLHVMo/wDRf+C2xg+AmxIza1eXAZ/N7AQzOyzVACTYV7inyQrin/1L6zVwzk2g6lTHdwbBdrw2lAD/InMD/taaeZfjxxaKmID/3MST7WP9eGj5aDNbm+jZ/KXAc6nur4A8SPSftK2p4R+w4PKIm0IPPeX8zGKSgPPT1YenSL+A5LNXgX8vR5xtZglngjSzbfCzuEXcH6fY28CvwXJzqh7H2PpKgVuTNdD52SLvCD10bzCuSUqCSz3C91sF4+akInw5Q0FOXy5xKUaKUoykGKlOFCPlRL2MkcysOfAafvZn8GNs7e2c+yYf7Uki3HvsaGDjFLYJx0gHm9leiQqa2brAleFtg5NslbL4HTA0tHydmaVyJUBkPx1i7jczP+tsKgomRlJyrMg5P2X35aGHjjKzB2PfzMHAqo8Ah4QevszVMOV3ARpG9IydUfXLDXwX1ci4G6sAzwVngSsFH/RrgCGkPuPId6Hl/skKBz9M4e7mg8zsUTOLe015EGzsZGb34p9fXQYy7I4PBsab2WXBF3Rc5qdXfp2qU7rfl+CHNfwa7JnipVpXEr3UYE/gyeCHPNyG1vjgph+wPIU6s8LMWprZkfguyTcCkYBsDrCfSzCzTg6O9btEZ4Dqhp+ZLPLj+L+agiAzG2lmLriNTLKfnHHO/UTVIONuMzs7NigIzpK9TXTMivnANblpZb33PNFLM1oBm6SwzX+JXhrZFHjLzHaJLWRmu+OnZY/MaPQVfuawKoIkXbj3yslmdkeQCAvX1wHfK2sLUvsOuBU/4xX4f0K/MLP+NQSV7czsNDP7iuoz+W0DTDWzwcH3YbztG5nZEVQdyPyNFNopBUAxUhWKkRQj1YpipNypjzGS+ck+hgO9goeW4N8XnyfcKI+CdkV6OpVQ9bLURNuMoOpv//NmVu37zvzJw3eJzpb6Kz6xFU82vgOeINr7sBUw2sxOtwQnAs2stZkdHXwGYpPcawK/mtktZtYj0Q7NbA+qnkTIa4yU1emMi9g+lvpgewCLnXOXZa01STjnnjWzPkQHwDsFOMLMRuAH51sd2I2q08be4Zx7MbctrRvn3AozuxG4L3iov5kNds79EKyvMLOBwH+C9XsAE83sY2AavttxX/ylRuDPxqQyUOcLRHtJnBV88X1F1al37wt+0CJtHWb+OvbIP4fH4c9qjcNf8rQQfzw64Wf+yMT0u2Hd8WcPhprZdPyYQrPxZ9JWAzbFT90e9jFVz3SEfY7/gl8b/2X5g5m9jQ+MIl/sY5xzz0Q2cM6NNLNbiP5DegSwn5m9jw9m1sBfStUS3/X6TlLv3pyubmZ2d8xjLfE/Xp3xr0fsGcqPgGOdcz9Tg2wea+dcuZk9je/9A1UHAn+8+hb1xiVAD3xA0hi4Gz+74mj867U+/uxv5JisBE7O95gVwTGNFQ7yD4hXxjm3ZZaaFJdzzgXfha8mLRzdZrmZHQV8ALTHD+b6vpl9TTTRtiVVe5P8ARzlQjPcxdT5qJntAxwePHQ+cFzw2/Qn/vtkF3yPnp+Bl4m+1xO1c6GZHYAPPrsE7XwWmGNmn+K/Wwz/Pbcx/h+myD8V8S6RWxPfm2GQmc0MnutM/HtuDXwCLZxAGIWfpamYKUYqQIqR0qIYqSrFSIWlvsVI1+K/TyImAIeb2eEJyof96ZxLuUdhBg3ED82QTo/ME/Hv+/Xx79lnzWwSPmm8HB9zbB+qcxE+RpoXr7JsfAcEn4nD8ZeObgW0xvfuv8nMPsGfICnHf89viP+ei+STXohT5ar44TkuNrO5RE+yLMX/dm6On8UyYmLQzvxxzumWgRswEv8DVpvbvAR1Tg2V6VyLdvRN8zlchX+z1tTWJcAVSerpGyo/Mkuv97DQPoalsV1TfAAS2fbxOGWuT+E1OD0oW/l4kv0+maTOuMcK/0/hjDTeS58Bzerwuh6I71WRzvt3Bf5SkxZJ6t4PPxBtonriHkf8WcbyGrabgb+O/oTavCdqaO/gNF+HyO1L/D9PJWnuLyvHGv/Peey2c4AmSbYbGSqfkc9xTJ2D61hXS+CZFF6n34B+aRzrOrUryX5q835yWdh39xS3+SROe85Iss0G+H9sU/mcrJ9CG5pQ9fs+3m0C/p/VlI8j/h/YZ/GXn6RyHP4Cjo+pY3v891+qx/I5oFW23l+FfEMxUrievqHyI7P0eoc/M8PS2E4xUs3tPBDFSJH9Dk7zdYjcFCOlVufgOtZVb2Ikkv/G13SbmqE2TA3VuXeK2zwVpz1DkmwTmYkz2fOaBGybYjsy/h2A73V5H6nHOIuJ+e3D985P9psZvo0AOmT6/ZXuTT3HpJJz7jozexz/o7UX/qz6qvjr/afgB0l8yNWjmVtiOd+7YQj+LAr4SySuds5NDpW50szeAM7Bd/Ftj7/2fTp+Su6HnXOT0tz10fiBRY/Cn9lqB5TWtEHQlmfN7GXgSPwx2TZoT0v8GYUZ+H8MRwGvO+cmptmu2P29DLxsftaevvgBUzci+l5ojD/r9Af+MoDRwNMuhemVnXP/C7rVno1/XdcJnkeNZ12cc1eY2fPAWfgzIGsGbZgKvAj82zk3x8w2TFxLxpXju6DPx/dg+RYf8H3onIuddS8l2TrWzrkvzWwCVc9iP+sS9NapL5y/DOMIM7sDOBb/fl0L/4M+B//+/B/wH1d9sHdJzZXEHx8nIefcxOBzfhj+LPx2+LOD4L83PsNftvmCC6KnJPWtAE4ws8fwPVF2Cur7C5iMT3D9x/keYem0cy7+zPSm+O/lvvjvubb4hNm8oP6v8L3M3nHOLY2p4zPzA7Tvjv9O2wp/Rrgt/oz8fPy4U58CT7gCvUREUqMYqbKMYiTFSMkoRsozxUg5MQh/KXjK4xg652YBu5nZ3vieXr3wPdib4L83xuIvMX0i1fdgNr4DnHNL8JNgDMVPUrEr/uRnW3xv+r/xv3tf4+PEN51z82PqmGF+9tFdgd74RHRX/Oe2Kf53YxowBnjGOVcQY3RaCrGpiIiIiIiIiIhIg6QB+UVEREREREREpGgpOSYiIiIiIiIiIkVLyTERERERERERESlaSo6JiIiIiIiIiEjRUnJMRERERERERESKlpJjIiIiIiIiIiJStHKWHDOzdc3sVjP7wcwWmdlcMxtjZpeaWfM61l1iZhub2Qlmdm9Q7zIzc8Gtb5r1NTezy4J65gbt/SFo/7pp1JO15ywiIiINg2IkxUgiIiKSX+acy/5OzPYHngBaJygyEdjXOTe5lvUfDwyrocguzrmRKdbVFXgd6JagyHzgaOfc/5LUk9XnLCIiIvWfYqS4FCOJiIhITmW955iZbQU8gw+AFgJXAjsCuwEPBsU2AF4zs1a13U1oeQXwFfBtLdraCniNaND3YNDOHfHtXoh/Hs+Y2ZY11JOL5ywiIiL1mGIkxUgiIiJSGBrnYB93AmXASmBP59wnoXXvm9kk4CZ8IHQxMLgW+xgPnAeMAcY555aa2WBgszTruTRoB8BlzrmbQ+s+MbORwAdAc+AOoG+CenLxnEVERKR+U4ykGElEREQKQFYvqzSz7YDPgrsPOOfOiFOmBPgO2AiYB6zunFuRgX0PBgYFd5NeMmBmTYDZwCrABGBT51xFnHL3A6cHd7dzzo2JWZ+35ywiIiL1g2IkxUgiIiJSOLJ9WeVBoeVH4hUIgqvHgrurArtkt0kJ7YIP+gAejRf0BYaFlg+Os/6g0HKhP2cRERHJj4NCy4UeLyhGEhERkQYt28mxXsHfRcCXNZT7ILS8U/aaU6NeoeUPEpaCL4DFwXK8ttan5ywiIiL5UZ/iBcVIIiIi0qBlOzm2UfB3snNuZQ3lfoizTa5tHFr+IVGh4HlEZk+K19b69JxFREQkP+pTvKAYSURERBq0rA3Ib2alQLvg7vSayjrn/jKzRUALYO1stSmJTsHfRc65eUnK/gpsDrQ3s2bOuWWQu+dsZp2SFGkKdAf+wI8RUp5O/SIiIvVYI6B9sPxt5De6kChGUowkIiKSBwUfI+VTNmerDE+/vTCF8pEgqGV2mpNUpL2ptjWiJRB5U+XqOf+aZnkREZFitC3+Ur9CoxgptXoUI4mIiGRHocZIeZPNyypLQ8vLUygfCZ7KstCWVETam05boWp769tzFhERkdyrb/GCYiQRERFp0LLZc2xpaLlpCuWbBX+XZKEtqYi0N522QtX25uo5J7vEoCPwKcCHH35Ihw4d0qweli1bxmef+dnWt99+e5o1a5ZkC8kVHZvCpONSuHRsClc2js3MmTPp06dP5O7sOleYHYqRUq9HMZKkTMemMOm4FC4dm8JVxDFS3mQzObYgtJxKl/gWwd9UutpnQ6S96bQVqrY3J8/ZOVfjWB1mVrncpUsXOnVKNvxGdUuWLOGnn34CYP3116esTCduC4WOTWHScSlcOjaFKxvHJqaOQh1PSjFS6vUoRpKU6dgUJh2XwqVjU7iKOEbKm6xdVumcWwr8GdytMfIwszZEg6B8jRURCaZamNmqScpGzkrODg9iVw+fs4iIiORYPYwXFCOJiIhIg5bNMccAxgd/u5pZTb3UuoeWJ2SxPTUZH1runqhQ8DzWD+7Ga2t9es4iIiKSH/UpXlCMJCIiIg1atpNjo4O/LYBtaii3c2j5o+w1p0ajQ8s7JywFPYiezYzX1vr0nEVERCQ/6lO8oBhJREREGrRsJ8eGh5ZPjFfAzEqA44K784AR2W1SQiOBv4Pl4y08KEVVJ4SWX4qzfnhoudCfs4iIiOTH8NByoccLI1GMJCIiIg1YVpNjzrnPgVHB3ZPNbIc4xS4GNgqW73TOrQivNLO+ZuaC27AstnU58K/g7kbAJbFlgvafHNz9wDk3Jk49dX7OIiIi0rApRlKMJCIiIoUjm7NVRpyP7xJfBrxtZjfgzwKWAUcCpwXlJgK31nYnZnZCzENbhpb3NrPOofuTnXOjqe5m4AhgA+AmM+sKPI2fRnwX4J/412wJcEENzcnJcxYREZF6TTGSYiQREREpAFlPjjnnxprZEcATQGvghjjFJgL7OucWxFmXqkdqWDcg5v6jVB0/AwDn3AIz2xd4HeiGD9BOiyk2HzjaOTcu0c5y+JxFRESknlKMpBhJRERECkO2xxwDwDn3KrA5cDs+4FmMH0fiC3xQtpVzbnIu2pJM0I6t8O36At/OxcCP+PZv7pz7Xwr11JvnLCIiIvlRn+IFxUgiIiLSUOXiskoAnHPTgIuCWzrbjQQSDfwaLpe0TBr7XATcFNzqUk+tnrOIiIgUD8VIIiIiIvmVk55jIiIiIiIiIiIihShnPcdERKTwLV++nIULF7Jo0SKWL19ORUVFvptUZxUVFbRt2xaAX375hZISnRcqFLHHpnHjxjRt2pQWLVrQsmVLmjZtmucWioiIeIqRJJcUI+WekmMiIoJzjjlz5jBnzpx8NyXjnHOUlZUBUF5e3iCC2YYi3rGJ/PMxa9Ys2rdvT9u2bTHL2FWBIiIiaVGMJPmgGCn3lBwTERF+//13/v777yqPmRmNGjXKU4syKxI4NG6sn71CEzk2jRo1oqKiAudc5brZs2ezfPly1lprrXw1T0REipxiJMkXxUi5pU+AiEiRW7p0aZWgr23btrRu3ZpmzZo1iLNRFRUVzJ8/H4DWrVvrkoECEntszIxly5Yxf/58/vzzTwD+/vtv2rZtS7NmzfLZVBERKUKKkSRfFCPlnt79IiJFbt68eZXLq6++OquvvjqlpaUNIuiT+sXMKC0trXwfRvz11195bJWIiBQrxUhSKBQjZZ+SYyIiRW7x4sWVy6uuumr+GiISEn4vht+jIiIiuaIYSQqRYqTsUHJMRKTIlZeXA36siYYyfobUf40aNap8P0beoyIiIrmkGEkKkWKk7FByTERERAqSLlsRERERqU4xUuYpOSYiIiIiIiIiIkVLyTERERERERERESlaSo6JiIiIiIiIiEjRUnJMRERERERERESKlpJjIiIiIiIiIiJStJQcExERyYGpU6diZnW+iYiIiDQkipGkECg5JiIiIgn17dsXM6Nv3775boqIiIhIwVCM1LA0zncDRERERo+GXr1yt10+dOzYkW+//Tbh+s022wyAHj168Mgjj+SqWSIiIlLAFCMpRpLcUHJMRETyavBguPpqGDIEBgxIfbuhQ+Hyy2HQIF9HoWvSpAmbbrpp0nItWrRIqZyIiIg0bIqRqlKMJNmkyypFRCRvRo/2QR/4IG7o0NS2iwR94LcfPTo77RMRERHJB8VIIrml5JiIiORNr17+bGhEKsFfOOgDv319uWygrr766ivOOOMMNtxwQ1q2bEmLFi3YcMMNOfPMM5k4cWKN286bN4/rr7+eHXbYgTZt2tCkSRPat2/PxhtvzMEHH8x9993HrFmzKsufcMIJmBkffPABAB988EG1gW87d+6czacrIiJStBQjpUcxktSVLqsUEZG8ilwmEAnmIn/jXT4QL+hL5zKD+qqiooJLLrmEO+64A+dclXUTJ05k4sSJPPTQQ9xzzz2cdtpp1bafMGECu+++O7/99luVx+fMmcOcOXOYMGECw4cPp7y8nHPOOSerz0VERERSoxgpOcVIkilKjomISN6lEvwVa9AHcO6553LvvfcC0KdPH0444QTWW289mjdvztdff80dd9zB999/z+mnn06HDh044IADqmx/7LHH8ttvv9GkSRNOPfVU+vXrR4cOHaioqGD69Ol8+umnvPTSS1W2uf7667nkkks48cQT+eKLL+IOgtu0adPsPnEREZEipxipZoqRJFOUHBMRkYJQU/BXzEHfO++8Uxn0PfTQQ5x88slV1m+77bYcc8wx7Lvvvrz//vucd9557LPPPjRu7H/ip0yZwpdffgnAbbfdVu2s53bbbcchhxzC0KFDmTdvXuXjHTt2pGPHjrRo0QLQILgiIiL5ohgpPsVIkkkac0xERArGgAHVx9do27Z4gz6AIcELcuihh1YL+iJKS0u5++67AZg2bRojRoyoXDdz5szK5T59+iTcj5nRpk2bTDRZREREMkwxUnWKkSST1HNMRERS1qMHhOKIrGndGubP98tz51Z9/K67/C11hnOt/ZJZSlt06ABffJHOPrJj/vz5jBw5EoDDDjusxrIbbbQR7dq1Y86cOXzyySfsscceAKy55pqVZYYNG8Ztt92WtfaKiIgUK8VIuaUYSTJNyTEREUnZzJkwY0b+9j9/fjQgTJ0Ft/pn7NixVFRUAHDUUUdx1FFHpbRd+Exoly5d6N27N6NGjeL222/nrbfe4tBDD6Vv37707NmT5s2bZ6XtIiIixUQxUm4pRpJMU3JMRERS1qFDbvazYEH8AK91a2jVKt3aXOXsRf6saPIgMFfPM5k//vijVtstXry4yv2nnnqK/v3788knnzB+/HjGjx/PtddeS5MmTejZsyf/+Mc/OOGEEygtLc1Es0VERIqOYqTcUowkmabkmIiIpCwX3ehjB5ZdbbXoZQPz58M//5neeBoVFY75QRTZunVrSkrqzxnS8vLyyuUHHniAHXfcMaXtYsfF6NixIx9//DHvvfceL774Ih988AHjx49nxYoVjBo1ilGjRnHLLbfw+uuvs8EGG2T0OYiIiBQDxUi5pRhJMk3JMRERKRiJZlwKPx5vCvOGqm3btpXLzZs3r/NMSLvtthu77bYbAH/++Sfvvvsu//73v3n//ff56aefOOKIIxg7dmyd9iEiIiKZpxipKsVIkmmarVJERApCTVORx5uhaejQ3LYvH7bccsvKAXI/+uijjNbdtm1bjjjiCN577z0OOOAAAMaNG8ekSZOqlEt1gF4RERHJDsVI1SlGkkxTckxERPKupqAvohiDv/bt29OzZ08AnnzySWbPnp2V/UTOlALMmTOnyrrIGBvLli3Lyr5FREQkMcVI8SlGkkxTckxERPIqlaAvohiDv6uuugrwU5YfdthhzJs3L2HZZcuWcc8997B06dLKx8aNG8e4ceMSbuOc49133wX8GdDOnTtXWR+Z5nzKlCmVg/aKiIhI9ilGqpliJMkkjTkmIiJ5M3p06kFfRGR9eHyNnXaCXr2y08Z822effTj//PO58847+fDDD9loo40444wz6NWrF23btmXRokVMnjyZUaNG8eKLL/LXX39x/PHHV24/btw4TjzxRLbddlv2339/tt56azp06MCKFSv4+eefeeSRR3jnnXcAOOCAAyoDvYgdd9yRRx55hD/++IOLLrqIY445hlVWWQWAJk2asO666+buxRARESkSipGSU4wkmaTkmIiI5E2vXjBoEFx9dWpBX0Q4+Bs0qOEGfRG33347q622Gtdeey0zZ85k8ODBCcu2aNGCRo0aVXt8zJgxjBkzJuF2O+64Iw8//HC1x4888khuvPFGpkyZwh133MEdd9xRuW7ddddl6tSp6TwVERERSYFipNQoRpJMUXJMRETyavBg2H339IO3AQMa9tnQMDPj//7v/zj22GO5//77ef/995kyZQp///03zZs3Z+2112arrbZizz335OCDD6asrKxy26OOOoo11liDd955hzFjxjBjxgxmzZrFypUrWX311dl666054ogjOPLIIykpqT7aQsuWLfn444+58cYbefvtt5k2bRqLFy/O5dMXEREpSoqRklOMJJmi5JiIiORdbYO3hhT0pTJWRZcuXRia5gAizZo1o1+/fvTr16+2TWONNdaocjZUREREckMxkmIkyQ0NyC8iIiIiIiIiIkVLyTERERERERERESlaSo6JiIiIiIiIiEjRUnJMRERERERERESKlpJjIiIiIiIiIiJStJQcExERERERERGRoqXkmIiIiIiIiIiIFC0lx0REREREREREpGgpOSYiIiIiIiIiIkUrZ8kxM1vXzG41sx/MbJGZzTWzMWZ2qZk1z+B++pnZS2Y23cyWBX9fMrN+SbY7wcxcmrdhCepKdfuRmXreIiIiUj8pRlKMJCIiIvnVOBc7MbP9gSeA1qGHmwM9gtspZravc25yHfZRAvwbODlmVcfgdpCZPQSc7pyrqO1+YvyYoXpERESkCClGEhEREcm/rCfHzGwr4BmgDFgI3AiMCO4fCZwKbAC8ZmY9nHMLarmr64kGfWOBm4CfgPWBy4CtgFOA2cA/42w/HPgihf28CHQDKoDHk5S9D7i3hvWLUtifiIiINECKkRQjiYiISGHIRc+xO/FB3kpgT+fcJ6F175vZJHyQtgFwMTA43R2Y2QbAJcHdL4A+zrklwf0xZvYK8AH+DOylZvaf2DOwzrl5wLwk+9kIH/QBjHDOTU/StD+cc9+l/ERERESkmChGEhERESkAWR1zzMy2A3oHdx+OCfoibgUmBMvnm1mTWuzqAqKJvnNDQR8AzrnFwLnB3cbAhbXYB8BxoeXHalmHiIiIFDnFSCIiIiKFI9sD8h8UWn4kXoFgbItIELUqsEs6OzAzAw4M7v7gnPs0wX4+JTr+xYHBdunspwQ4Ori7EHghne1FREREQg4KLStGEhEREcmjbCfHegV/FwFf1lDug9DyTmnuowuwVpx6atpPR6BzmvvZBVg7WH7ROaexMERERKS2FCOJiIiIFIhsJ8c2Cv5Ods6trKHcD3G2SdXGCerJ9H7Clws8muI2/c1svJktNrMFZjbJzB41s7TO/IqIiEiDoxhJMZKIiIgUiKwNyG9mpUC74G6Ng7I65/4ys0VAC6JnHlPVKbScbPDXX0PLKe/HzFoAh4TqGJHiphvH3O8a3I4zs+HACc65v1NtR6g9nZIU6RBZWLJkCUuWLKmpbFxLly6Nuyz5p2NTmOrzcamoqMA5V7nc0ISfU0N8fvVZKsfGOUdFRUXKv2W1+c3LNcVIgGIkyQIdm8JUn4+LYiTJl2KNkfIpm7NVtgotL0yhfCTwa5nF/YS7+aezn0NC5R93kW/IxBYDrwDv4c/ELgTaAzsDZwBt8WONvGxmezjnVqTRFqgawNboww8/pF27dskLJqlDCpOOTWGqb8elbdu2lJWVYWbMnz8/383JqoULU/k5knyId2xWrlxZmcD44YdkHZ+8OXPmZLpp2aAYSTGSZJmOTWGqb8dFMZIUgiKLkfImm5dVloaWl6dQflnwtyyL+1kWWk5nP8eGllOZgamjc+4o59xDzrnRzrlxzrl3nHNXAZsAY4NyOwNnptEOERGRrPvll19o06YNbdq04cknn8x3cxoixUiKkUREpB5SjNRwZbPnWLjPbNMUyjcL/qbb1y+d/TQLLae0HzNbC9gtuPuZc+7HmsoDOOfm1bBulpkdhj9b2gQ/ffq/UmlLSLLLHToAYwD69OlDp07JrjCobunSpZVndvr06UNpaWmSLSRXdGwKU30+Lr/88gvl5eU0btyY1q1b57s5GVdRUVF5xq1ly5aUlGR7uM34pk6dyvrrr1/nesrLyzPQmpq1bBntOFRaWpq190WyYzN79mzKyspo2bIl22yzTUp1Tp+e7OrBgqAYKf46xUhSJzo2hak+HxfFSLmhGKm6Io6R8iabybEFoeVUuue3CP6m258znf20CC2nup9jiPawS+WMaFLOuSlm9g6wD9DVzNZyzv2WxvY1vqvDM7CXlZVRVpbuieaqSktL61yHZIeOTWGqb8elpKSkciyDfAVFuVJSUpK355ip/eai/eF95Oo1S7QfM6OkpCTlz1Q9+ewpRkpAMZJkio5NYapvx0UxUu72XUj1pLoPxUgNS9aSY865pWb2J37siBpPy5lZG6JBWcpjRQTCQVCy03/hs4mp7idyucBy4OlUG5WC8fjAD/y06SkHfiIiDc7o0dCrV+62y4OOHTvy7bffJly/2WabAdCjRw8eeeSRXDUrrs6dO5N86CipLcVISSlGEhGJUIykGElyIps9x8AHN73xZ/4a1zBVeffQ8oRa7CNePXXej5ltDWwa3P2fc25umm2riT5RIiIAgwfD1VfDkCEwYEDq2w0dCpdfDoMG+ToKXJMmTdh0002TlmvRokVK5aTeU4yUmGIkERFQjBRDMZJkU7b7AI4O/rYAaroQdufQ8kdp7uNnomcUd66pINAn+DsDmJpC3ceFljNyuUBIeApznREVkeI0erQP+sAHcUOHprZdJOgDv/3o0TWXFyk8ipESU4wkIqIYSSSnsp0cGx5aPjFeATMrIRpgzQNGpLODYMrwl4O73c2sZ4L99CR6VvTlZFONm1lj4Kjg7hzg9XTalaTuLsAewd2fnHMzMlW3iEi90quXPxsakUrwFw76wG9fTy4bqK2+fftiZvTt2xeASZMmcc4559CtWzeaN2+OmTF16tTK8r///jv33nsvhx12GN26daNFixY0a9aMjh07cuCBB/LMM89UjqESz9SpUzEzzIxhw4ZVWz948ODK9eAHW7755pvZeuutadWqFa1atWK77bbj7rvvZuXKRB2iit7w0LJipGjdipFEREAxUooUI0mmZPWySufc52Y2Cn/ZwMlm9qhz7pOYYhcDGwXLdzrnVoRXmllfosHgo865E+Ls6g7gNKARcJeZ9XHOVc60ZGZlwF3B3ZVB+WT2BlYPlp+KbVciZrY/8EaiyyPMbA3gBaKzRt2bSr0iIg1W5DKBSDAX+Rvv8oF4QV86lxk0AC+//DJHH300ixYtiru+vLycTp06xQ3sfvvtN1555RVeeeUVHn74YV588cUqsy7VxqxZs9h7770ZN25clcfHjBnDmDFjePvttxk+fHiDH8g4XYqR4q5XjCQiEqYYKS2KkaQusj3mGMD5+MsAyoC3zewGfCBXBhyJD9gAJgK31mYHzrmJZnYzcDnQA/jIzIYCPwHrAwOArYLiNzvnJqVQbfhygUfTaM5dQBMzewH4BH9pwhKgHdAXOD1YBn9JxT1p1C0i0jClEvwp6OOXX37hmGOOoXnz5gwcOJDevXvTqFEjxowZUxnARTr97LrrrvTr14/NNtuM9u3bs2DBAqZMmcKDDz7IJ598wjvvvMPZZ5/No4+m8xNX3SGHHML48eM577zz2H///VlttdX48ccfufbaa5kwYQKvvvoqDz74IKeffnqdn38DpBhJMZKISM0UI6VEMZLUVdaTY865sWZ2BPAE0Bq4IU6xicC+zrkFcdal6kr8WcyT8EFevFmTHgauSlaRma0K7B/c/d4592WabVkLODe4JfICcIpzblmadYuINEw1BX8K+gD4+eefWWuttfjkk09YZ511Kh/ffvvtK5cbNWrEjz/+SNeuXattv/POO3PiiScyaNAgrrnmGh5//HGuuuoqunXrVus2Rc58Ri5nANh6663Za6+92HjjjZk1axb33nuvAr84FCMlpBhJRCRMMVJSipGkrnLSf8859yqwOXA7PshbjB874wuCM5bOucl13EeFc+5kYF/8+Bq/4acW/y24v49z7hTnXOILiKP6A6XB8uNpNuV4YBDwJv65zsVfpjAP+BZ4ANjROXeYc25emnWLiDRsAwZUH1+jbVsFfSFDhgypEvTFMrO4QV/Y//3f/9GuXTucc7zyyit1as+5555bJeiLWG211TjxRD+U1rfffsvff/9dp/00VIqRFCOJiKREMVJSipGkLnJxWSUAzrlpwEXBLZ3tRgKWRvnXqePAsM65B4EHa7ntB8AHddm/iEjB6tEDZs7M/n5at4b58/3y3LlVH7/rLn9LkQGtg270kcFRk+rQAb74IuV95ErTpk3p379/WttUVFQwc+ZMFixYwIoV0aGhOnXqxJw5c/j666/r1Kajjz464bpttvGTMDrn+Pnnn9lyyy3rtK+GSjGSiEgDoBgprxQjSV3lLDkmIiINwMyZMCOPk8fNnx8NCFNkpJE9KHDdunWjtLQ0aTnnHP/97395+OGH+eyzz1iyZEnCsnPmzKlTm7p3755w3WqrrVa5vGBBXa4KFBERKXCKkfJKMZLUlZJjIiKSug4dcrOfBQviB3itW0OrVmlV5YgOwGpmqQWBuXqeaWrTpk3SMkuXLuWQQw7hjTfeSKnOmoLCVDRv3jzhuvDsS+Xl5XXaj4iISEFTjJRXipGkrpQcExGR1OWiG33swLKrrRa9bGD+fPjnP9MaT8NVVDA/CCJbt26N1ePpshs1apS0zPXXX18Z9O28886cffbZbL311nTo0IGysrLKYKxPnz6MGjWqMigWERGROlCMlFeKkaSu6u+7X0REGp54My79+Wf1AWiHDs192+oB5xwPPfQQAL179+b999+nf//+rL/++rRo0aLKWcq54XFKREREpLApRqoTxUiSjJJjIiJSGGqaijzeDE0K/qqZO3cuM4PBgPv3718l0AtbuHAhP/74Yy6bJiIiIrWlGKnOFCNJMkqOiYhI/tUU9EUo+Etq5cqVlcuLFi1KWO6hhx6qUlZEREQKlGKkjFCMJMkoOSYiIvmVStAXoeCvRu3bt2fVVVcF4KmnnmLZsmXVyowZM4aBAwfmuGUiIiKSNsVIGaMYSZJRckxERPJn9OjUg76IeMHf6NHZaV89U1JSwtFHHw3AN998Q69evXjqqaf44osveO+997j44ovp06cPpaWlbLDBBnlurYiIiCSkGCmjFCNJMkqOiYhI/vTqBYMG+eVUgr6IcPA3aJCvRwA/E9OWW24JwBdffME//vEPtt12W3bffXduu+02mjdvzgsvvMCaa66Z34aKiIhIYoqRMk4xktSkcb4bICIiRW7wYNh99/SDtwEDYKedFPTFWGWVVfjoo4+47bbbePbZZ5k0aRKNGzdm7bXXZt999+X888+nU6dO+W6miIiIJKMYKaMUI0lNlBwTEZH8q23w1oCCPudcwnUjR45Mq67mzZtz1VVXcdVVV9Wqzs6dO9fYnsGDBzN48OCk7ejbt2+N9YiIiEgSipEUI0lO6LJKEREREREREREpWkqOiYiIiIiIiIhI0VJyTEREREREREREipaSYyIiIiIiIiIiUrSUHBMRERERERERkaKl5JiIiIiIiIiIiBQtJcdERERERERERKRoKTkmIiIiIiIiIiJFS8kxEREREREREREpWkqOiYiIiIiIiIhI0VJyTEREREREREREipaSYyIiRa5Ro0YAlJeX45zLc2tEPOcc5eXlQPQ9KiIikkuKkaQQKUbKDiXHRESKXNOmTQH/Q7t48eI8t0bEW7x4ceU/IpH3qIiISC4pRpJCpBgpO5QcExEpcq1bt65cnjt3rs6MSt4555g7d27l/fB7VEREJFcUI0mhUYyUPUqOiYgUuZYtW2JmACxcuJDp06ezaNEiBYCSc845Fi1axPTp01m4cCEAZkbLli3z3DIRESlGipGkUChGyr7G+W6AiIjkV0lJCR07dmTGjBk451i4cCELFy7EzBrMOAYrV64EYPbs2XluicSKHJs//viDioqKKv9wmBkdO3akpETn8kREJPcUI0k+KUbKLSXHRESEVq1aVQn+wJ+hivwo12fOOZYsWQJAWVlZ5Rlgyb+ajk0k6GvVqlW+miciIqIYSfJCMVLuKTkmIiKAD/422GADFi5cyPz581m+fHnlTDj1WUVFRWVw0bJlS51hKyCxx6ZJkyY0bdqU1q1b61iJiEjBUIwkuaYYKfeUHBMRkUolJSW0bt26QQ3uuWTJEn744QcAttlmG8rKyvLcIonQsRERkfpCMZLkko5N7indKCIiIiIiIiIiRUvJMRERERERERERKVpKjomIiIiIiIiISNFSckxERERERERERIqWkmMiIiIiIiIiIlK0lBwTEREREREREZGipeSYiIiIiIiIiIgULSXHRERERERERESkaCk5JiIiIiIiIiIiRUvJMRERERERERERKVpKjomIiIiIiIiISNFSckxERERERERERIqWkmMiIiIiIiIiIlK0lBwTEREREREREZGipeSYiIiIiIiIiIgULSXHRERERERERESkaOUsOWZm65rZrWb2g5ktMrO5ZjbGzC41s+YZ3E8/M3vJzKab2bLg70tm1i+FbYeZmUvx1jmF+nLynEVERKT+UoykGElERETyq3EudmJm+wNPAK1DDzcHegS3U8xsX+fc5DrsowT4N3ByzKqOwe0gM3sION05V1Hb/aTRnqw/ZxEREanfFCNVUowkIiIieZP15JiZbQU8A5QBC4EbgRHB/SOBU4ENgNfMrIdzbkEtd3U90aBvLHAT8BOwPnAZsBVwCjAb+GeSun4D9kpSZkaiFTl8ziIiIlJPKUZSjCQiIiKFIRc9x+7EBzwrgT2dc5+E1r1vZpPwQdoGwMXA4HR3YGYbAJcEd78A+jjnlgT3x5jZK8AH+LORl5rZf5KcjVzhnPsu3XaEZP05i4iISL2nGEkxkoiIiBSArI45ZmbbAb2Duw/HBEARtwITguXzzaxJLXZ1AdFE37mhoA8A59xi4NzgbmPgwlrsIyU5fM4iIiJSTylGUowkIiIihSPbA/IfFFp+JF6BYGyLx4K7qwK7pLMDMzPgwODuD865TxPs51Pgx+DugcF22XBQaDkrz1lERETqvYNCy4qRom1RjCQiIiI5l+3kWK/g7yLgyxrKfRBa3inNfXQB1opTT0376Qh0TnM/qcrFcxYREZH6TTFS8raAYiQRERHJgWwnxzYK/k52zq2sodwPcbZJ1cYJ6qnLftqa2Qdm9mcw1fnvZvaWmZ2TwvTiuXjOIiIiUr8pRqp7W0REREQyImsD8ptZKdAuuDu9prLOub/MbBHQAlg7zV11Ci3XuB/g19ByTftpCfQJ3e8Q3PYELjezw51zH8dulKvnbGadkhTpEFlYsmQJS5YsqalsXEuXLo27LPmnY1OYdFwKl45N4crGsanNb16uKUZSjCTZoWNTmHRcCpeOTeEq1hgpn7I5W2Wr0PLCFMpHgqCWWdzPotByvP044FPgVeArYBZQCmyGnwJ9O/zlBm+bWW/n3Ng6tCXSnto851+TF/E+/PBD2rVrl7xgkjqkMOnYFCYdl8KlY1O4MnVs5syZk5F6skwxUnKKkaROdGwKk45L4dKxKVxFFiPlTTaTY6Wh5eUplF8W/C3L4n6WhZbj7edC59y8OI9/YmYPAtcB/8QHaw+ZWQ/nnKtlW8LtSfc5i4iISP2lGCk5xUgiIiKSM9lMjoX7/jVNoXyz4G+6ff3S2U+z0HK1/SQI+iLrHHClmW0P7AZsDewIfFTLtoTbk+5zTnaJQQdgDECfPn3o1CnZFQbVLV26tDJD3adPH0pLS5NsIbmiY1OYdFwKl45N4crGsZk+PdnVgwVBMVJyipEkbTo2hUnHpXDp2BSuIo6R8iabybEFoeVUusS3CP6m0tW+tvtpEVpOdz8RD+ADP4CdqRr45eQ5O+dqfFeHZ2AvKyujrKxuJ11LS0vrXIdkh45NYdJxKVw6NoUrU8emnhxfxUjJKUaSOtGxKUw6LoVLx6ZwFVmMlDdZm63SObcU+DO4W+NpOTNrQzQISnmsiEA4CEp2+i98NjHd/USMDy13DK/I4XMWERGRekoxkmIkERERKSxZS44FIkFSVzOrqZda99DyhFruI7aeTO8nwiVZn4vnLCIiIvWbYqTstkVEREQkZdlOjo0O/rYAtqmh3M6h5Y8SlorvZ+C3OPXEE5l6fAYwNc39RGwcWv4tzvpcPGcRERGp3xQjJaYYSURERHIq28mx4aHlE+MVMLMS4Ljg7jxgRDo7CAaBfTm4293MeibYT0+iZyJfjplBKR2nh5Y/iLN+eGg5K89ZRERE6r3hoWXFSNG2KEYSERGRnMtqcsw59zkwKrh7spntEKfYxcBGwfKdzrkV4ZVm1tfMXHAblmBXdwDlwfJdZlZlpLng/l3B3ZVBeWLK9DSzNRM9F/OuA3YPHvqaOGczM/GcRUREpGFTjKQYSURERApHNmerjDgfHyCVAW+b2Q34s4BlwJHAaUG5icCttdmBc26imd0MXA70AD4ys6HAT8D6wABgq6D4zc65SXGq2Ru43MzeBN7Bj4sxDz+V+ObAScD2QdnFwKk1nFnN+nMWERGRek8xkmIkERERKQBZT44558aa2RHAE0Br4IY4xSYC+zrnFsRZl6orgdXxAdpWwNNxyjwMXFVDHc2AA4NbIr8A/3DOjUlUIIfPWUREROopxUiKkURERKQw5KLnGM65V81sc/zZwn3xU3gvByYDzwF3O+cW13EfFfgu+i/gzzpuC7QD5gBjgAecc2/UUMUjwCxgB/xZ0NWBtvhLDOYAXwGvAk8G05Ena0/Wn7OIiIjUb4qRFCOJiIhI/uUkOQbgnJsGXBTc0tluJGBplH8deD2txlHZvvuCW0bU9jmLiIhI8VCMJCIiIpJf2Z6tUkREREREREREpGApOSYiIiIiIiIiIkVLyTERERERERERESlaSo6JiIiIiIiIiEjRUnJMRERERERERESKlpJjIiIiIiIiIikaPTq324lI9ik5JiIiIiIiIpKCwYOhd28YOjS97YYO9dsNHpyNVolIXSk5JiIiIiIiIpLE6NFw9dV++fLLU0+QDR3qy4PfXj3IRAqPkmMiIiIiIiIiSfTqBUOGwE747FYqCbJwYmwnRjNkiK9HRAqLkmMiIiIiIiIiKRiwZDCj6c1l+KxYTQmycGLsMoYymt4MWDI4Nw0VkbQoOSYiIiIiIiKSTOi6yqFcXmOCLDYxNhRdVylSyJQcExEREREREUkmcl1lIFGCLGFiDNB1lSKFSckxERERERERkVQMGFBjgqxZsySJsQEDctlaEUmRkmMiIiIiIiIiqaohQbZ8uX9MiTGR+kXJMREREREREZF01JAgi02MrbxeiTGRQqfkmIiIiIiIiEganIO7mg/gCquaIJvLqlUSYwMYwiaPDuD11/PRShFJlZJjIiIiIiIiIilavhxOPx3OOw+GuAEM4MbKdW34u3J5AEO4iQFMnAj77gv77AM//JCPFotIMkqOiYiIiIiIiKRgzhzYYw948EF/vxlL2Yj4Ga8d+ZjN+bry/htvwGabwYUXwrx5OWisiKRMyTERERERERGRJL77DrbbDj780N/vxK+Mojcn8Gjc8gfyCl+zJc9wONu1HA/AypVwxx3QrRs88ACUl+eo8SJSIyXHRERERERERGrw6quwww7w88/+fm8+5At6sC1fVC242mrVtj2c5/hk4aa80+FYNmk2GfA90M44A7beGkaMyHbrRSQZJcdERERERERE4nAOhg6FAw+EhQsBHGdzN++xG2vwR9XCQ4bAn39WmcUyogTH7jOf4Ovl3Xl/vZNZl6kAfPMN7LorHHpoNPEmIrmn5JiIiIiIiIhIjKVL4bjj4PLLfZKsGUv5DydxN+fShJVVCw8ZAgMG+OUBA6olyBbRHIBGrpxdpvyHKY034Nn2Z7EWMwB48UXYaCO48spIEk5EcknJMREREREREZGQ33+Hvn3hiSf8/U78ypS1enMiw6oXDifGImISZC1YzJvsyZLSVQEoWbmC/rPvY1rj9bm/+YWsziyWLYMbboANNoDHHoOKiqw8NRGJQ8kxERERERERkcBXX/mB9z/7zN/fo9mHTFqlB2v99kX1wvESYxExCbK9eZuyAefDwIHQsiUAjVcu4/TFd/Brk/W4uWQAbZnD77/D8cf7Mc4+/TTTz05E4lFyTERERERERAR47jno1QumTwdwXLXq3bxVvhulf/9RvXBNibGI2Essr74a9tzTDzB22WVQVgZA0xWLuaTiJn5t1IVrGMgqzOPzz32C7NhjYcaMjD1FEYlDyTEREREREREpahUVMGgQHH44LFnixxd7dfWTuXbeudjKYHyx3XeHSy/1y6kkxiLCCbJBg3z2rV07P9L/zz/DBRdAs2YAlJUvZCDXMa2kC1dyHS1ZwBNP+Estr7vOt01EMk/JMRERERERESlaixb5pNg11/j7HZnO+HZ92O+PR6KFLr0U3ngDbroJRo1KPTEWMWCA327w4KqPr7EG3H47TJ4MZ54JTZoAsErFPK5jIFOtC5dwM27xYgYO9IP2P/ecnyBARDJHyTEREREREREpSr/84jtyvfCCv9+bUfzYchvWmzPGP1BWBk895ZNijRv7x3r1qt3OatquUye4916YOBFOOgkaNQKgrfuTm7mMKazHedzJzGlLOfxwP1nAuHG1a4aIVKfkmIiIiIiIiBSdTz7xA+/7JJPjotJ7GNloV1osDMYX69zZFzryyNw1qnNnePhhmDABjjkGzADowCzu5AIm05XTuZ9PPlzO1lvDaafBH3GGQxOR9Cg5JiIiIiIiIkXl0Ud976tZs/z4Ys+2Oplbl55DSXlofLEvvoAttshPA7t1g8cfh+++g/79Kx/uxAzu50x+ZEOOd4/wnwdX0q0b3HYbLF+en6aKNARKjomIiIiIiEhRKC/3k0SecIJPJnVkOuNa9aH/gtD4Ypdc4scXa9s2b+2stPHG8OyzMHYsHHBA5cNdmMojnMR4Nma/+f/l0ovL2WwzeO01jUcmUhtKjomIiIiIiEiDN38+HHgg3Hyzv9+LUYwv24buC0Ljiz35pC8QGV+sUGy5Jbz8Mnz+Oey9d+XDGzCJ/3IM37A5m018nv33q2CfffxVmSKSOiXHREREREREpEH76SfYYQffswocZ9u9jCzZldZLQuOLffwxHHVUHluZgm239b3aRo+GXXapfHgTxvM8/fmKrWn85qtstqnjggvgr7/y11SR+kTJMREREREREWmwRozwA++PH+/HF3ui6cnc7c6mUUUwvthuu/nxxbbcMq/tTMtOO8H778N778GOO1Y+vCVf8yoH8FFFTybc+Rbdujruuw9WrsxjW0XqASXHREREREREpEF64AHYc0+YO9ePL/ZZ6c4cvTxmfLE33yyM8cVqY9ddfS+yN96AHj0qH96ez3mLvXlpbh+eOWskW2/tc2kiEp+SYyIiIiIiItKgrFgB55wDZ5zhe031YhTfNt2GLZZ+7gsU8vhi6TLz45B9/rkfl2zzzStX9WY0I9mF27/djat2+5hDDoEpU/LYVpECpeSYiIiIiIiINBhz50K/fnDPPQCOM/Hji7VZHowvtu669WN8sXSZ+Rktx471M1xutFHlqt14n4/ZiVNe2oejN/yCK66ABQvy2FaRAqPkmIiIiIiIiDQIEybA9tv7obiasZT/lJzCvdTz8cXSVVIC/fvDt9/C44/junatXLUPb/DJym3ZfshBHLHRRN57b20qKvLYVpECoeSYiIiIiIiI1HtvvAE9e8LkybAWM/i48c6cWPGfaIGLL/bji7Vrl79G5lKjRnDMMdiECfDww1Sss27lqoN4mRFzt2Snu4bywAVr8OmnSg1IcdMnQEREREREROot5+D222G//WD+fNiJ0XzdeBu2XhkaX+y//4Vbbqn/44vVRuPGcNJJlEyaCPfey8o11qpcdQTP8tovO/Hrrqdy0QGTmT49j+0UySMlx0RERERERKReWrYMTj4ZLroIKiqC8cVsF9qtnOULRMYX+8c/8tvQQtC0KZx5Jo1/ngy3386yVVcHoBEVHMfj3PRqd97tfAp3XjSNxYvz3FaRHFNyTEREREREROqdP/7wQ4g98gg0ZRkPcir3cjaNXRGNL1YbZWVwwQVUTPqeb489noXNVgGgMeWcUP4wZ97ejefXOJtX7puBc3luq0iOKDkm1Y0endvtRERERERE0vD117DttvDRR358sVG2M6fwcLRAsY0vVhstWjDl0IP54JH7mH/JQJY09UmypqzguIX3sudZ6/Nsp4v45t0/8txQkexTckyqGjwYevem8a23prfd0KHQu7ffXkREREREJEuGD4eddoJffvHji40t2Ybt3Gd+ZbGPL1YLK5s3p8k1V1A282dmn3Ylixu1BKCUZRzx2+2sv0cX3tjicv6Y8GeeWyqSPUqOSdTo0XD11QA0GTiQri++mNp2Q4fC5Zf75auvVg8yERGpTr2SpSHQ+1gkr5yD66+Hgw+GRYscZ3AfI20XVq8IjS/20UcaX6y22rSh/QPXUfb7z/x0yKUssTIAWrCYft8MpXTjLny8xyCW/zEvv+0UyYKcJcfMbF0zu9XMfjCzRWY218zGmNmlZtY8g/vpZ2Yvmdl0M1sW/H3JzPqlsO0aZnaKmT1pZuPNbKGZLTez383sTTM7zSz4hqi5HpfibWRGnnSm9OoFQ4ZU3t3ksceSJ8jCiTHw2/fqlaUGiohIvRT0Smbo0PS2K5JeyYqR6kGMBOpdL5JnS5b4nNdVV0XHF7uPs6Lji+26qx9fbKut8tvQBsDat2P9F26i0dQpfNX7PJbRFIDWLGDHd69hyZpdmHDsDbgFC/PcUpHMyUlyzMz2B74BLgI2BJoDbYAewE3AWDPrWsd9lJjZQ8DrwEFAR6Bp8Pcg4HUze9DM4j5nMzsVmAE8CBwFbAS0AJoAHYC9gAeAr81s87q0taANGFAtQZYwCIyXGBswIMsNFBGReiXUK5nLL089QVYkvZIVI9UT6l0vklczZkCfPvD00358sQ+IGV/soovgrbc0vliGNV2nA1t/eCcLxv7EyI3OYAX+MtVVKuax0RNX8nfbLsy69BY0taU0BFlPjpnZVsAzQGtgIXAlsCOwGz7IAtgAeM3MWtVhV9cDJwfLY/HB23bB37HB46cA1yXYfg2gEbAceBE4A9gZ2BroD7wdlOsGvGtmnVJo033AZjXcTkztqeXYgAGsuPbayrtNBg6s/s+MEmMiIpKKmF7JKSXIiqRXsmKkehQjqXe9SN58/rkfeP+LL2BHPuIr24aexIwvduutGl8si9pt2Ym+4+9j4qsTeX2NE1lJIwBWXTGHNW65lL/br8+iG/8FS5fmuaUitZeLnmN3AmXASmBP59wNzrlPnHPvO+dOAy4Lym0AXFybHZjZBsAlwd0vgJ2cc08758Y4554GegWPA1ya4AzsImAo0Mk5d6hz7gHn3IfOubHOueedc3sBtwVl2wPXpNC0P5xz39Vw+7k2zzcXVl58Md8fd1z0gfA/M0qMiYhIOmJ6JdeYICuu3xjFSPUpRlLvepGce+op2Hln+P13x+nczwh2YQ2n8cXyZZP9utDv9//w7p3jGd78H1RgAKyyeCYt/nk+C9bsRvm9D8Dy5XluqUj6spocM7PtgN7B3Yedc5/EKXYrMCFYPt/MmtRiVxcAkVMF5zrnloRXOucWA+cGdxsDF8ZW4Jy73Tl3uXNudg37uQL4PVg+JNHlBw3F5EMOqZ4ga9tWwZ6IiKQvToKsWmKhiBIKipHqKfWuF8mJigq48kqf96pYuox/cxr3cyZNWeELaHyxvDGDvc/bgL3m/Jd/n/MtLzY6rHJdq3nTaXT2GSxZd0MYNgxWrsxfQ0XSlO3A5aDQ8iPxCjjnKoDHgrurArukswMzM+DA4O4PzrlPE+znU+DH4O6BwXZpcc4tBz4K7q4CtE23jvpm8iGHVAkCmTs3uqxgT0RE0hGTIIuM3dT0779pfMstxZZQOCi0rBipHlHvepHsWrgQDjkEbrghOr7YqTwULXDhhRpfrACUlcEZd23C9tOe48p9xvIK+0fXzZwKJ57I8g02gSefhPLy/DVUJEXZTo5FBlZYBHxZQ7kPQss7pbmPLsBaceqpaT8dgc5p7ieiWWi5KD7lKy++GJrEnKxebTUFeyIikr44l6btffzxNPm//4uWKY6EgmKkeixu7/omTZQYE6mjqVNhp53g5Zf9+GJf0CM6vlhpKTzxBNx2m8YXKyAdO8L1r23J6p+8wokbf8Zb7Fm5runPE+HooynfbAt44QXfJVCkQGU7ObZR8Heyc66mPpU/xNkmVRsnqCfT+yG4nGGH4O4s59zcmsoD/YPpzheb2QIzm2Rmj5pZWmd+863xrbfCihVVH5w7N/UZx0RERML226/KpTBVuikVT0JBMVI9j5Gq9a4PXz5UPO9jkYwZPdoPvP/NN9HxxdZkpl+57rrw8cdw9NH5baQk1LMnPPztdsx69C0OajuKkexcua7RhO/hsMNw22wD//sfOJfHlorEl7WUu5mVApG+rtNrKuuc+8vMFuGnBV87zV2FZ0SqcT/Ar6HldPcDcBrR5/RcCuU3jrnfNbgdZ2bDgROcc3+n24gUZoHqEFlYsmQJS5YsqalsXEuDmUa6vvgiTR57LH6hyy9nxYoVvmeZ5MzS0CwwSzUjTMHQcSlcOjaFwz7/nCY330yj116Lu961acPS886DWvxuRdTmNy/XFCMBDSBGAlh49tmseu21WGjwabfaanV+H0vt6Pu+MKVyXIYNa8T55zfBVizn35xT5TLK8r59Wf7YY/4ySn2uMiobn5n+/aFfv224+aa3GXrnhwxc8X/siB9W08aNg/33p2LbbVkxcCAVu+3mBzGTarJxbOpDjJRP2eyPGp5yfGEK5SOBX8ss7mdRaDmt/ZjZevip0CP7ubGG4ouBV4D38GdiF+Jnb9oZP/15W/xYIy+b2R7OuRUJ6knk1+RFvA8//JB2tbwev+uLL7JJnMTYtN13Z9133wX8eDETJ01i8iGH1GofUjcffvhhvpsgcei4FC4dmzxwjvbjxtHthRdo/913NRa1v/5iyhln1Ok3Zc6cObXeNocUI9XzGCnitwsuoE3MrGw2d26d38dSd/q+L0yxx6W83Hj00Y155ZWurMlvvMCh7EB0eMTJBxzA+OOPx331Va6bWnQy/ZnZqRes37U5Fz/yHKt+9g3XMpAewSgCJWPG0OyAA5iz8cb88I9/8Oemm2Z03w1Npo5NPYmR8iabybHS0HIqc7kuC/6WZXE/y0LLKe/HzJoDL+IHmAU/29NvNWzS0Tk3L87j75jZXcAbwFb4QPBM4F+ptiVXYhNjs7bemjWCH6VZ22zDwrXWqlwf+asgUEREKpWXs9ann9LthRdYdcqUKqtWNG9Ok8WLK+8vb9WKpgsWAEXzm6IYqbp6EyNFJDqJCEXzPhapk4ULG3PrrT0YO3YNduBjXuDQyssoy5s2ZdxZZzG9b9/8NlLqpEOHxVx+xRd8+207+j/0LltMG8k1/B+b8y0A7caPp9dVVzF7882Z8I9/8Ff37nlusRSzbCbHwn3/mqZQPjKIa7p9/dLZT3ig2JT2Y2aN8ZcHbBE8dJ9zblhN2yQI+iLrZpnZYfizpU3w06enG/glu9yhAzAGoE+fPnTqlOwKg6oa33prlUspFw8aRJvVVoMgObZlly6UDxrEim7d/BTm+CBwg27ddIllDixdurTy7EGfPn0oLS1NsoXkgo5L4dKxybHly2n05JM0vv12SiZNqrKqols3KjbZhCbDh1c+9v1xxzH5kEPYY+xYml99NVC335Tp05NdPVgQFCPFX1fwMRL475TfLrggbmJs5VFH0fippwDFRvmg7/vCFO+4TJ5sHHZYUyZOLOE0HuAuzqUpvqNoxdprs+Lpp9l4q62qXX8tmZWrz8yee8IFF8Ajj+zDboP3Z9e5zzOYwWwUDHfZ/ptvaP/NN5TvtRcrBg7Ebb11VtpRn2Tj2NSTGClvspkcWxBaTqV7fovgbyqXF9R2Py1Cy0n3E0xlPgzYJ3joWeCcdBoXj3Nuipm9E9Tb1czWSnKWNXb7Gt/V4RnYy8rKKCtL40Tz0KEQJLzA/9Oy3oABNA39I9N0yRI/d+9VV1WZmanJwIE0adJEA9DmUGlpaXrHV3JCx6Vw6dhk0cKF8OCDcOutMGNG1XVbbw1XXEHJpEmU/POflQ+vuPZaJm+2GQA2YID/banjb0o9Ob6KkRIo6Bgp0PjWW6smxg480E+tBzTec0/YYgvFRgVA3/eFqbS0lI8+KuPww2HRX8t4gHM5jQejBXbZhZJnnqG0ffv8NbJI5eIzc+65cMwxcM01R7DlXYdxePmTDGYw6+N7mDd66y0avfUWHHwwXH01BDFCscvUsdF3Ys2yNlulc24p8Gdwt8bTcmbWhmhQlvJYEYFwEJTs9F/4bGIq+7kHiEyJ8gZwjHMuU/PPjg8td8xQnXUzenSVKcgjZ/MBWGWVaLm/Q+PjDhjgZ2SKuPxyX4+IiBSHP/+EwYP9TGIXXVQ1MbbLLvD22/DFF/DTTxBKjDFkSPUeNfF+UxrgzMiKkZIqvBgpYujQyl7z4BO89O8fXf/330XzPhZJl3Nw332N2HtvKP3rN0bSt2pi7MIL/W+GEmMNWps2cPvt8PV3jfiz37F05wdO4UGmsU600Esv+RMNRx4JPySbbFkkM7KWHAtEgpuuQdf7RMIXF0+o5T5i66nTfsxsKH6sC4APgUNrMShsTQpv/tpevWDQICA4mx8eJyNRcgyqBoGDBvl6RESkYZs+3SfD1l3Xn92dOze67sAD4dNP4f33YY894Kabqpx8YciQxD1piiexoBgpscKLkcC/D2NOIq68+GJYddVomUiMVDzvY5GUrFxp3H//5lx8cVO2K/+YL9kmOvB+aSk8/jjcdhs0zuaFTVJIuneH11+Hl19rwugNT2EDJnIW9zCDtXwB5+CZZ2CTTeD44/1JNpEsynZyLNKFqAWwTQ3ldg4tf5TmPn4GIt3td66pINAn+DsDmJqokJldBVwW3B0D7Oecy/S8p+FL6FO+XCDrBg+GUaOqn81v3Tq6HJscAx8EjhrltxcRkYZr4kQ45RRYbz1/6ndRMMlho0Zw3HHw3XcwfDhsv71/PKZXco2JsYji6JWsGCmxwouR1LtepNbmzIFBg3bkrbe6cCr/ZiR9KwfeZ5114KOP/LV2UpT22Qe++QaG3NaMJ1c5i65M5kJuYxar+wIVFfDYY7DhhnDqqfDLL/ltsDRY2U6ODQ8tnxivgJmVAMcFd+cBI9LZgXPOAS8Hd7ubWc8E++lJ9Kzoy8F28cqdD1wb3P0W2Ns5tyBe2doysy7AHsHdn5xzM2oqn3Pxen6FA7/581PfTkREGoavvvKXj3XvDg8/DCuCjkKlpXDOOf6M7qOP+jO8YaFeySklxiIafq/k4aFlxUjRfRRmjKTe9SK18v330KdPMyZ934oHOI1/c3rlwPv07esvu9fg60WvaVN/Ve2kSXD86WX8q+RC1mMKAxjCn6zmC5WXw0MPQbduPu74rTDOnUjDkdXkmHPuc2BUcPdkM9shTrGLgY2C5Ttju+WbWV8zc8FtWIJd3QGUB8t3mVmVkeaC+3cFd1cG5asxsxOB24O7E4E9nHNz45VNxMz2r+nyCDNbA3iB6KxR96ZTf97UFPiJiEjD5ByMHAl77QXbbAPPP+8fA/+78M9/wrRpcNdd/vLKRAYP5pt7RqU/KPmAAX67BtgrWTFS3PWFHSMl6l2fLEZS73opUv/7H+ywAyybOpMR7FJ1fLELLoB33tH4YlJF+/Zw//3+fNy2O7fgJgbQhZ/5P67mb4IrmZYvh3vugfXXh4svhj/+yG+jpcHIds8xgPPxU4I3Bt42syvMrKeZ7WJmDwA3BeUmArfWZgfOuYnAzcHdHsBHZnaEmfUwsyPwlyH0CNbf7JybFFuHmR0EPAgYMD9od3sz27SGW4vYevAB5jQz+5eZHWVmO5jZlma2u5ldB3wHbBWUHY0f0LbwtWoFkRmelBwTEWnYKirglVdgxx2jg+pHrLGG7wnzyy9w/fWw+upJqxs8GLY4u1faQy4NHeq3a8A5BcVI9S1GSta7PlGMpB5jUkScg5tvhgMOgE0X+PHFduQTv6601F8id/vtGl9MEtpiCxgxwp+Ta9u5Ndfyf3ThZ67nnyyMzFGzdKkfp2699eCKK6qOfSpSC1n/RnLOjQ2CryeA1sANcYpNBPatY9f8K4HVgZPwgdXTcco8DFyVYPuDgEbBcmv8zEvJ7AKMjPP4WsC5wS2RF4BTnHPLUthP/pWU+ATZ/PlKjomINFQrVsDTT/us1PffV13XpQtcdhmccIK/lDJFo0f78fohOmRTKh3IwmOfX3017L57w8svKEZKqH7FSJETiM4pRpKit3QpnHaaH1//VP7N3ZxTeRnl4vbtKRk+nNIdd8xzK6U+MINDD/Vjkt12G9x442pcteh67uACLuMmzrW7KXVL/dinQ4bAvff6azMvvLDqSQuRFOWi5xjOuVeBzfHd8ScCi/FjZ3wBDAC2cs5NruM+KpxzJwP74sfX+A1YHvx9GdjHOXdKBqcZT+R4YBDwJv65zsVfpjAPPz7HA8COzrnDnHPzstyWzIp8ySjwExFpWJYs8ZcodOvmB9UPJ8Y22wz++18/EP8ZZ6SVGAOf0Ep30r6YSQEZMqThJcYiFCM1gBgpcgIRFCNJUZs503c2fubxZdzP6VXGF5u96aZ8cMstuK22SlKLSFVlZXDllfDjj3DssTCH9lzGzXRxU/gX57KiJLgSf/58fzatSxe48UZYuDC/DZd6J2d9WZ1z04CLgls6243Ed+NPtfzrwOtpNc5vdwJwQrrbxannA+CDutZTkCIzVirwExFpGP7+259pveOO6mN27Lijv0xh332jl9XXUqSnWCThFfl73nnVy8ZLjKU7VFl9oxipAVhlFfWul6I2dqy/jHLl9N8ZwaGVl1ECrDznHD7ZZRdco0Y11CBSs44d/RW5Z58N558Pn322JufzL26uuJT/K7mOk/gPjSpWwl9/+TFRb7/dBxBnneUzbCJJ5KTnmDQQkZ5jS5ZEZykTEZH6Z+ZMn4FaZx0fQIYTY/36wYcfwkcfwX771TkxFhGetA/87m+9teo5umJMjEkDEYmR5s3LazNE8uH552GnnaDT9E+qjC9GML7YiptuUmJMMmb77eHjj32ibK21YDprc1rFA3Sr+JGnSk+gwoIUx+zZcMklfuD+u++GZfXjSn3JHyXHJHXha7fnz89fO0REpHZ+/tmfQe3c2WeiIt/lJSVwxBH+1P/rr0Pv3lnZfWyCbODAJrz4YlfAJ8qUGJN6KxIjLV3qZ1ITKQIVFf4qtv794Zgl/+YDdmYtfvcr117bDzp57LH5baQ0SCUl/q3144/+kstmzeBn1uMfSx9hIzeeN9schYuc3Pv9dzj3XD90xIMPqpOHJKTkmKQuldmYRESk8Hz3HRxzjA8M77sveva0aVM/cvKPP/qB+LfcMutNiU2QPfbYJhxxxL4MHNik8jElxqTeUYwkRWbRIn9O5YbB1ccXo29f+PJL2GabvLZRGr6WLeG662DCBDjsMP/YRDak319Pspn7hs86HRIt/OuvPubp3h0efRRWrsxPo6VgKTkmqVPgJyJSv3z8Mey/f3RQ/fJy/3jLlv5Sg59/hgcegK5dc9qsk0+Ggw6K3l+2LHp5pRJjUi+tump0WTGSNHC//uo7GI9+/ndGsAun8+/oyvPPh7ffhvbt89dAKTpdusBzz8HIkbDFFv6x79mUntNfoGfTr/ix237RwlOm+Jm3N90UnnrKd4EUQckxSYeSYyIihc85ePNN2HlnPwjM//4XXde2LVxzDfzyC9x8sx+sI0cWLIDHH/dTsq+5JgwfXr3MaqspMSb1lGIkKRKffgrbbgvNxsYfX4w77oAmTWqsQyRbdt7Zd1p84AFo184/9tnyreg+6VX2b/8pv2+2R7Twjz/CP/7hs2kvvujjJylqSo5J6iKzVYLGHBMRKTTl5fDss/4ylsig+hFrrw133gnTpsHAgdCmTU6atHSpjzf794fVV4fjjoM33kh8JcPcuX4oNJF6R8kxKQKPP+6TD/vPelDji0nBatTIXz05aRJcdBE0Djqn/2/29qz17ductemHLNiqT3SD776DQw/18dNrrylJVsSUHJPUKfATESk8y5b5AWa7d48Oqh/RvTs88ghMngznnQctWmS9OStW+I5rxx/vE2KHHupnMlu6NFomfK4FoFWr6ADml1+uBJnUQ4qRpAErL/e9ek8+bjl3Lj+DBzktOr7YzjvDF19ofDEpOKuuCrfe6nNf++wTffy+73rTeuxIbt7zHZZv0zO6YuxYP0v3DjvAO+8oSVaElByT1CnwExEpHAsW+KhvvfX8KdLJk6PrevSAF16A77/342o0bZrVplRUwKhRfiLMtdbyHdcee8w3MaJ9e7/+jDOqdj4+7rjvefzxN7j22ujsUUqQSb2jGEkaqPnz/RiRj93kxxc7gweiK887zycRVl89b+0TSWbDDX2HsNdf98uecdnbu9P2h4957oTXqNhq6+gGn30Ge+7pJ5YI98KXBk/JMUmdAj8RkfybMwcGDYJ11/WD6v/2W3Tdbrv5f1Q+/xwOOcTPdZ4lzvlxPS65xDelTx8/EeacOdEyrVv7HmRvvumbuc46cP/90fXXXruCQw7xSb2LL15ZZRZLJcikXlGMJA3QlCmw444w539+fLGd+NivaNbMz/Z3550aX0zqjX794Ntv4fbbo1/ZCxcZhw/bh27zvuCzAS/iNt00usGHH/qekXvs4QfbkwZPyTFJnQI/EZH8+fVXuOACn4m65hr466/ouoMP9mc6330Xdt8dzLLWjB9+8Lm57t19B7Vbb4Xp06PrS0v9GGMvvgizZsGwYbDXXr7c5ZdHyw0Z4hNiYQMGoASZ1E+KkaSBGTkSttsOen7/UPXxxT76yA8iKVLPNGniQ6lJk3xP9sg5xCk/Gz2HHswe7b/ml6FPhbuY+dhqhx38JZdffZWXdktuKDkmqVPgJyKSez/+CCedBOuv78/SL17sH2/c2HfLGj/eZ6K22y5rTfjlF7jpJthqK9hoI5+bmzgxur5xYz+ex+OPwx9/+HkBDj7YJ8rAJ7hiE2OJZqVUgkzqJcVI0oD8+9+wz+7LufbPM3mIUzW+mDQ47dv73u5jx8Iuu0Qff29ECV2uOJJzd/mOBXc/6oeuiHjtNf/eP/RQP5CZNDhKjknqNFuliEjufPklHHaYz0Y98ogf6R6grMyP8/LTT75b1kYbZWX3s2bB3XfDTjv5zmoDBsC4cdH1Zn44jvvvh99/9zHjMcdAq1ZV6xk9OvXEWES8BNno0XV9RiJZpOSYNAArV8K558Kg03/nnfJdOJPQdfAaX0waoM03h/fe88O0duniH6uogLvvb8w6Vx3H3ef8wMr7/u17TEa8+KLf8Kij/AlMaTCUHJPUKfATEcku5+D99/34FpFB9SOzJa26Klx1FUyb5nuQrbNOxnc/b57Pw+25px9Y/9xz4eOPq5bZdlu47TZ/leeIEXD66dCuXeI6e/Xyl2FCaomxiHCCbNAgX49IwQrHSPPm5a0ZIrX1119+TKYxd3/KF/SoHF/MaXwxaeDM/DCt48fDDTdEJ/aeNw/OvagJm//rVN6+ZxLcdResuaZf6Rw8/TRsvLGf+GjKlHw1XzJIyTFJXbjnmJJjIiKZU1EBw4dDz55+UP13342u69DBX9M4bRpce62/FiCDFi+OXga5xhr+Cs533vFNith4Y7/rSZP8WP8XXggdO6a+j8GD/WyWqSbGIgYM8NsNHpzediI5pxOIUo/98ANsvz2s+64fX6wjwUQvnTpho0drfDEpCqWlcMUVftiI44+PPj5hAux1QDP2f+scJr35kx9ENXJWsKLCJ4833NCfLfz11/w0XjJCyTFJXZMm0Ly5X1bgJyJSdytWwGOPwWab+ezU559H162/PjzwAPz8M1x6adUTFHW0fDn8739w9NH+CpkjjvC5ueXLo2U6d/ZB4jff+KE1rroKunat/T5r2/NLPcakXmjVKjoRhmIkqUfefBN6b7+cCyf58cWaEfwQ9OnjL+/v0SO/DRTJsbXW8qNWfPaZP2cZ8b//wSY9yrjkt4v4e9zPvptZmzZ+5cqVfrC+rl19t/vff89L26VulByT9ETOjCrwExGpvcWLfff8rl2jg+pHbL45PPWUP5V/2mnRUe3rqLzcXwZ52mn+qoD994cnn4RFi6JlOnTww8p88om/QuCGG3zeLouTX4o0DCUl0QS2YiSpB5yDO+6Ak/aZyUvzd606vti55/oezBpfTIrYdtv5oSWeeMInzMCf07z1Vui2VUsean8F5ZN/9t3bI9//y5f7AVvXWw8uuQRmz85b+yV9So5JepQcExGpvXnz4Prrfbes887z00BG9OrlR7UfNw6OPNJPAVlHzkUvg1x7bdh1V3jwQZg7N1pm1VXh5JP9/0HTp/thZXr2VEJMJG2KkaSeWL4cTj0VnrrwM8a4bejFR0AwvtiwYfCvf2l8MRF8LHT00X7c/auuip6vnD3bf4Z67LYKH+4yyPfyv+KK6IBlS5f6LFqXLvDPf1YNvKRgKTkm6YlkxRcsqDogjYiIJPb7734ArXXW8dFV+Ezivvv6gbVGjYJ99slIVuq77+DKK33HtO23970Dwj38mzf3kyy98oqflfKhh/xQZ40a1XnXIsVLyTGpB/74w3/fu4cf5kP6VI4v5iLji4UHWxIRAFq29GOvTpgA/ftHHx83DnbeGQ4/YzWmnX6D73Z/8cXRLNqiRXDjjT5JdvXViX8fajslt6byziglxyQ94QFnFyzIXztEROqDKVPgjDN8UHTTTdHvzZISn536+ms/iEUGBtYKXwa52WZ+OTx5UpMmcMAB/orNP/7wl1Tuvz80bVrnXYsIRGOkpUurDuAnUiC++QZ22nY5R40+i4c5pcr4YqbxxUSS6tzZT2L0wQew5ZbRx597Drp3h/+7e3UWXX0L/PQTnHNONMiaP99fftmli5+Ke+HC6MaDB0Pv3jB0aHqNGTrUb6dZizJGyTFJj2ZjEhFJ7ptv4B//gG7d/KD6y5b5x5s29bMZTZzos1Obb16n3fz+u+8V1rOnH7//yit9r7GIkhLYfXd4+GHfQ+zll/0Vm5Fe/yKSQYqRpIC9/DIc1HMmj/yyK2dxX3SFxhcTSVufPvDFF34M/sgk4kuX+t5lG24I/x2xFu5fd/lpvk89NTpUxl9/+csv11sPbrsN3nvP9ygDuPzy1BNkQ4f68uC3Vw+yjFByTNKjwE9EJLHRo2G//WCLLXwXrcjl561awWWXwdSpcP/9PpNVS3Pn+nHDdt0VOnb044l99lnVMjvs4IeMmTED3nkHTjopOqGSiGSJYiQpQM75nsQ3HPQZo5bEjC/2yCMaX0yklho18nmvSZP8lZSRj9GMGXDMMbDjjvD5zHV8Bu3HH/0lyyVB+mX2bL/RscfCgQdGK00lQRZOjIHviaapvTNCyTFJjwI/EZGqnIPXX/dd23v39oPqR7RrB9ddB9Om+WBmzTVrtYuFC6OXQXbo4GecHDHC7zpiiy38sBY//+xnVzr3XF9WRHJEMZIUmCVL/D/pP11ZdXyxio6dsFGj4IQT8ttAkQZglVXgllt8z/399os+/umnftzXE06A30rX85NdfP+978IfGV/29999t85VV41uWFOCLF5ibMCADD+j4qXkmKQnHPjNn5+/doiI5NvKlfD007DVVn5Q/XCX9nXW8Wfjp03z1zrWotvWsmUwfDgccYS/2uXoo/3wZCtWRMt07QoDB/pYa9w4Hy917lzXJyYitaLkmBSQ336D3XovZ6cnq44v5vr0oeTLL2DbbfPcQpGGZYMN4NVX4c03YaONoo8/+qhfd+ONsLRzd39lwddfw8EHRwvNm1e1sssvp/Gtt1Z9TImxrFNyTNITma0SFPiJSHFautSPI9a9e3RQ/YiNNvJR0OTJvutW8+ZpVb1yZfQyyDXW8HHTs8/6s/8RHTvCRRfBmDF+6LJrroGNN87QcxOR2lNyTArEmDGwz9YzGfrlbtXGF7N33/U/MCKSFXvt5UPDO++MdghbtAj++U8fr734IrhNN/MLX37pT7DG0WTgQLo+/zyAT5TFSYxpqLHMUnJM0qPAT0SK1YIFcPPNfhDVM87wMxFFbLcdvPSS71N/3HFpjd9SUQEffeQnNerYEfbc0w8DE/6KbdvW7/KDD+CXX+DWW/2kYpFe+SJSAMIxUmwvAJEcefppuLjXZ/xvVg964/9zrmiq8cVEcqlJEzjvPD8e2VlnRYca+/lnOPRQ2G03P3cTW2/N4B7/Ywc+ZmrX3avVs8kTT7DPkUfSZODA6INBYkyTVWZe43w3QOoZJcdEpNjMnu3/obj77ur/8O6+u591aJdd0spUOefPKj71lP9H5pdfqpdp2dL3HDvqKL8b/T8jUuAUI0keVVTAoEEw47r/8A5nVl5GWb5mRxq9/JIuoxTJg3bt4J57/AnOCy6A99/3j48Y4Ufl2H9/P+QY7ECXye/w39M+4B8TBsKoUZV1NFm6NFphKDEWnqxy9901Jn8mKDkm6VHgJyLFItJF68EHq17XaAaHHOKjkh490qpy0iSfEHvqKfjhh+rrmzXzveuPOsr/LSur43MQkdxRjCR5snAhnHTMcnZ++UKu5d7Kxyt69abR88/pMkqRPNtsM3j3XZ8Iu/himDLFJ7RffhlKS/2IHQBH/3tnfr3xAwYMfBfXrx9WXh6tZLXVqiXGQJNVZpKSY5IeBX4i0tBNmOAHPf3vf/0gYBGNG/spty+7zI83lqJff4VnnvEJsa++qr6+USPYYw+fEDvooKpDO4pIPRKebUwxkuTItGlwQr9ZXDPhsMrLKAHc2edQcvtt6nYsUiDMfJy3995wxx1w/fU+sR3uGAZw+RXG9nt/Rd9wYgxg7lxG9hvK5W9GB+HXmPyZpeSYpEezVYpIQzVmjJ9KaPhwf91jRPPmcOqp/lTf2munVNXs2fD88z4hFuoZX0Xv3j4hdthh0L593ZsvInmmE4iSYx99BNfs9zmPzzuETswAoLxJMxr9+37shBPy2zgRiau01Pf8Ov54P0j/sGFV11/GUPq+Ge0atrxVK5ouWABA3zcv5zLgJgYoMZYFSo5JejRbpYg0JM75ASBuvBHee6/qujZt/IyT557rB41IYv58n1d76ik/42TsCT+AbbbxCbHDD085zyYi9YWSY5JDjzwCH5/6H14pj44vtmKNjjR5VeOLidQHa67pP8dnnQXnnw+ffOITY0OJJsae3PwiWlzTh5b3fM9u71wJwFAup9/e0FeZsYxTckzSo8BPRBqCigqfyRoyxPcYC1tzTd9L7LTToFWrGqtZsgRee80nxF57DZYtq16me3efEDvySNhgg8w9BREpMIqRJAfKy+GKi5ez7p0X8mBofLEVO/SmyUsaX0ykvtl2W98LdNw/hrLV09HE2ACGcNM3A2h2xEqWLTuQy2hUmTjr++blMBR1HcswJcckPaWl0LQpLF+uwE9E6p8VK/wAYEOHVh8Rv2tXP57Yccf5kfFrqOLdd31CbPhwCHq6V7HOOj4ZdtRRsMUWaU1kKSL1VcuW/sPunGIkyYq//4YzDp7FWSOqji9WcdY5NLlD44uJ1Fd2U9XE2BUlQ7ipwie+li3zKZubGOB7jEUuuYyMyq8EWcYoOSbpW2UVP6COAj8RqScaLV3Kuu++S7NzzoHp06uu3HJLuOIKOPRQPzp+HBUVMHq0T4g99xz8+Wf1Mquv7i+XPOoo6NkTSkoy/zxEpICVlPjhJ/7+WzGSZNykSXDlHp9z27TQ+GKNm9Lo3/dTcuKJeW6diNRanOknzzhyALdt4Fi+PHp2dbXVoO8bA3yPscuVIMsGJcckfUqOiUh98ddfNL79dva4806axU4i0qePT4rttVfcrl3OwZdf+oTYM8/AjBnVq19lFTjkEJ8Q22UXP6GliBSxVVZRckwy7r334KUDHuGxxWdSir9+f1m7jjR77UXYbrs8t05Eam306GqJMQYM4OmhVEmMAcyd6/NoAyKJsHCCbKedoFevHDW64VIYL+mLjKkxf77/71HXC4lIofn9d7jtNrj/fposXFh13X77+aTYjjvG3XTCBJ8Qe+opmDy5+vqyMjjgAH/ZZL9+NV6BKSLFJhIjKTkmGXLfv1ZQccGF3O3uqXxsyba9KXtV44uJ1Hu9esGgQXD11ZWJsdiOZK1aLWfBgqZAuKNYKEE2aJASYxmi5JikLzJjZXk5LF4MLVrktz0iIhGTJ8PNN/t5sZcvr3y4oqSEGb170/7mmymNM4vX1Knw9NP+9vXX1att0sR3MDvqKJ8Ya9kye09BROqxSHJs6VL/HdS0aX7bI/XWihVw5Smz2O+x/vRhVOXjy089m7K7b9N7S6ShGDwYdt8devWqlhg77rjvOeSQyXz77T4MHOjHFKySIFOPsYxSckzSFzsbk5JjIpJv48b5M27PPecHCIto1oyVxx3HiG22YXGHDuy56aaVq2bNgmef9T3EPvmkepVm0LevT4gdeqgf60FEpEaxMVL79vlri9Rbf/4JV+35OVd+FR1fbGWjppQ8cD9NT9b4YiINTpzE2LXXrmCzzfwlDBdfvJImTZrEGWpMibFMUnJM0hcb+K21Vv7aIiLFbdQouPFGeOONqo+3agVnnQUXXMCKVVZh8dtvA/DXX9FLJt9/v2oeLWL77X1C7PDDYc01c/AcRKThCMdI8+YpOSZpGz8ehvV9hNtnR8cXW9SmIy3e1PhiIg1VnDH5Oe+8lQThKxAdc19j8WePkmOSvtjkmIhILjkHr7/uk2IffVR1Xfv2cOGFcOaZsOqqACyas4RRozoyalRHxo0rDV9tWWnTTX1C7MgjYb31sv8URKSBCr53AMVIkrbXX17B9P4XctOK6Phi87foRes3n4MOHfLYMhHJlniJsQEDYMmS6mWVIMsuJcckfeHkWOzsbyIi2bJypb8OcsgQ+PbbquvWXRcuvRROOgnKyli+HN561fcQe+WVUhYt6lGtuvXWiybEQldbiojUnk4gSi04B/cNnsWm1/TntND4YguOO4vWD96u8cVEGqgEk1XWSJNVZo+SY5I+BX4ikktLl/oB9m++GaZMqbpu4419VHDkkZSXNGHkSJ8Qe+EFf0WTF51Rt0MHx5FHGkcdBdtuq8l2RSTDFCNJmpYtgyGHjuGk1w5hbaYDsKKkKRV330erM0/Kc+tEJJviTFaZEk1WmR1Kjkn6IrNVggI/Ecme+fPh/vvh9tth5syq63r2hCuuwO27H5+NKeGpS3ynsthiAG3aOHr0mEafPjO44IKtadmyLDftF5Hio+SYpGHmTHio1zAG/HRG5fhi81t1pOXbL9Kkp8YXEykGockq06LJKjNPyTFJnwI/EcmmP/6AO++Ee+6p/h2z555wxRV8u9rOPPW08fQF8PPP1ato0QIOOshfNtmr11JGjvwagEaNst56ESlmipEkRWM/X8G43S7iqoV3Vz42p3sv2o3Q+GIixaa2CS4lxjJLyTFJnwI/EcmGadPgllvg4YerjkJqBoceyq/HXM6j327D0+fA999X37xpU9hnH58Q228/aN7cPx5vQFMRkaxQjCQp+N/Ds1j1tP6cWBEdX2x2/7No/4TGFxMRyRclxyR9CvxEJJPGj/dT9Tz5pB90P6JJExYddhzPrnsZ9723AWMOqr5pSYnvin7kkXDwwVUnihMRyTnFSFID5+DhM8aw17+j44stt6YsueVe2l90cp5bJyJS3JQck/RptkoRyYTPPoMbb4SXX67ysGvenG93OJ1rF13EC093wrnqm+60k+8h1r8/rL56jtorIpKMkmOSwOLF8Mguj3Ly56dXji82t2wtWrz5Iqv02T7PrRMRkZJc7cjM1jWzW83sBzNbZGZzzWyMmV1qZs0zuJ9+ZvaSmU03s2XB35fMrF8adTQ2szPMbJSZzTazJWb2k5k9YGabpFFPOzO7xsy+MbP5we2b4LG2tXuGBUCBn4jUlnPwzjuw665+UP1QYmxZy9X4b9dBdFj2C1u8dxvPf1o1Mbbllr6D2dSpfurrs89WYkwaBsVIipGkYZv+8wpe6XweZ39+QmVibHrnnWjz05c0U2JMRKQg5CQ5Zmb7A98AFwEbAs2BNkAP4CZgrJl1reM+SszsIeB14CCgI9A0+HsQ8LqZPWhmNT5nM2sHfAzcB/QC2gGlwHrAacCXZnZKCu3ZHvgWGAhsBrQKbpsFj31rZgU5Dc3o0VXvf//AJ1UfiJmt8pt7R8fdLvJ4IuH1ycqmUkdd5Hv/hUKvg4Rl9P1QXg4vvADbbusH1R8xonLVn2UduazJbbRdOI1jJg/mj/Lo/8UbbOCnqJ4wAcaOhcsug3XXrVWzRAqSYqQGFiPFJMcUIzUctX0+b5z1Kr9uuDtHzr6r8rGp/c6k04/vY2tq4H0RkUKR9eSYmW0FPAO0BhYCVwI7ArsBDwbFNgBeM7NWddjV9UDkYv2xwFHAdsHfscHjpwDX1dDWRsBLwLbBQy8C/YDtgfOAP4BmwAM1nWU1s7WBV4EOwEp8cNsnuN0UPLYm8KqZdUrzeWbV4MHQuzfcequ/4nbFle/Q48LdGNlvaLRQixaVU74t+HwCm5/dm/9sOJTevf32ACP7DWXzs3szsu/guPsJrx/Zd7BfDu8jBcn2kXI9ed5/odDrIGEZez8sXw7/+Q9ssgkcdhh8+WVl2ckl3TiZh1hryU/cvOJCFtESgE6d4JJLfNEffvDfK927Z+iJiRQQxUgNMEZq2dJPIgLM/3S8YqQGEhvU9nV4s9u59LvvAHZY8SEAy2jKjKsfovPr92rgfRGRQuOcy+oN+BBwwApghzjrLw3WO2BwLfexQVC/A8YAZTHrmwePR9rRNUE9J4Xack+c9V2Bv4P1k4DGCep5LFRP/zjrDw+tH5aF17xTpP5ff/3VpWrUKOf8NU/+dtF2z1R5YMTeQ6KF27SpWhjcZQxx4NyL2w+p8vjX94yqsp8Rew+ptm3cfdQgto7YfaTq63tG5XX/tbF48WI3fPhwN3z4cLd48eKM1FkfX4dCk43jki+Zej9MP/Rc5zp1qvY5/5Kt3GE860pYWflw+/bOnXWWcx9+6Fx5eWafT0M6Ng1NNo7Nr7/+6kK/sZ1cluOcutwUIzXQGGmVVap97ylGyo1CiZHKy517v13/KtvNbdTW/fXmpxlpU32j3+HCpWNTuIo9RsrHLbuV+7OSkRf//gRlSoDxQZm/gCa12M+9of30TFCmZ01BXVAm0o4/geYJylyeJKjrAJQH69+soc1vBmXKgQ4Zft1rFfg559yQmJjszrWurPJAZUDQubNz4BY3alFl/QfN945fPhAbMI3Ye0jcx2qSbvlk8r3/dGXrR6y+vQ6FpqEFF3V9Pyxr0rzqlwm49+nr9uAtBxUOnGvd2rnjj3fuzTedW7Eie8+loR2bhqSYAz/FSA04Rlp3XefALVKMVJQx0vw/l7svy3asUn5G03Xdsmm/Z6w99Y1+hwuXjk3hKuYYKV+37FYON4Re/O1rKBcOpvZMcx8GzAi2nZCk7A9BuemAxazbINSG+2qoo0Oo3JNx1p8WWn9EDfUcGSp3WoZf91oHfs5VD/4e7HpDlQdG7D3EuS22cA7cEpq5y4h/ljOVoC+VdanWURf53n86svkjVp9eh0LTEIOL2r4fYm/DOcBtzycOnCstde6ww5x74QXnlizJzfNoiMemoSjmwE8xUgOOkTbf3ClGKs4Yaerns9zUki5Vyv3QpqerWLoso22pb/Q7XLh0bApXMcdI+bplt/Lo5QILSdC9Pii3Q+ggXZ3mPtYLbRv3zGuo7AOhsl1i1oUvFzgyST0/BuWmxVkXvlwg4dlO/HgakXKPZvh1r1Pg55xz1167vEoc9/AGVQOC38qiP/xNWVrtbOjn7fauUl8qAUWyMtkOuvK9/1Rl+0esvrwOhaahBhfJjvenvS+psj5yW0Ej9yjHuk341jVu7Nw++zj3+OPOzZ+f++fQUI9NQ1DMgZ9ipIYcI3WuXFaMlFv5jJG+uH+M+4tVqqwf0/nQjLehPtLvcOHSsSlcxRwj5euW3cphdvDCj0tSrk3oID2b5j72C217QZKyF4bK7hOz7pbQui2T1PNyUK4CaBGz7otg3bwU2h4Zm+PzDL/udQ78Fi9e7I477rsag7/I7b/rXRX38UjAkE7AlKhsroKufO8/Fbn4EasPr0OhacjBRbzj/ue7X7kprTar9rlfTKm7i7NdZ352O+/s3P33Ozd7dn7b35CPTX1XzIGfYiTFSM4pRsq0fMVI75/wqFtOoyqPj97yrKzsvz7S73Dh0rEpXMUcI+XrZs4HChlnZqXAkuDua865/ZKUXwi0AD51zu2Qxn7OwE8pDn58i+drKHsY8Fxw9wzn3AOhdU8DRwR32zvn5tRQz93A2cHd7s65H0PrZgJrAN875zZN0vbvgE2Amc65NWsqG7NdstmbOgKfAnz44Yd06JD+NNHLli3js88+4403OvPCCxtWPn4m9/BPhiTcbhFltKg87LCSEhpTUXl/Dm1Z0GS1GvfdasVc2vFnneqoi3zvPxWuwrfHSrI34Wx9eB0KTS6OS77Evh9iLaEpD3Eqn3Q/kV4Hr0a/fiupxVdPVkS+zwC23357mjVrlucWSUQ2js3MmTPp06dP5G5n59y0OleaYYqRFCOBYqRsyUeMFOvjbc5iq6cuyNr+6xv9DhcuHZvCVawxUj41zmLd4SnHF6ZQfhE+8GuZxf0sCi3H7ifT9aT6nOPVkcyvqRYMvfkz4j6iUXZ8S2LuV8Tc/xNWJA4m4stEHXWR7/3XoDyXOyvg16HQ5PS4FIrlwD3wwz2MuhFuvDHf7REBoD1QiIGfYqTkFCOlJN+/zfnefw3y+Vv85b2wwb15bICISFKFGiPlTTa7N5SGlpenUH5Z8Lcsi/tZFlqO3U+m68nmcxYREZH6SzFScoqRREREJGey2XNsaWi5aQrlI/0EY0+rZXI/4b6IsfuJrWcpiSWrp3kKbQnXk+5zXjvJ+qZAd+AP/JgmtTl31gEYEyxvC8ysRR2SHTo2hUnHpXDp2BSubBybRvizoQDfZqC+bFCMlJxiJKkNHZvCpONSuHRsClexxkh5k83k2ILQcipd4lsEf1Ppal/b/bQILcfuJ7aemgK/ZPU0T6Et4XrSes7OuekpFJuSTp2xzCx8d2aK+5Qc0LEpTDouhUvHpnBl8dgU+mUCipGSU4wkadOxKUw6LoVLx6ZwFXGMlDdZu6zSObcUKkeqrHFwVDNrQzQISnmsiED4TZJsENbw2cTY/dSmHhezXbieZHWE60n3OYuIiEg9pRhJMZKIiIgUlmxPqTY++NvVzGrqpdY9tDyhlvuIrSfd/dSmnl+dc4ti1kXqWcXMEk6BZGZrAq0TtEVEREQaNsVICShGEhERkVzLdnJsdPC3BbBNDeV2Di1/lOY+fgZ+i1NPPJFpiWYAU2PWjQ4tJ6wnCOY2CO7Ga2tK9VC35ywiIiL1m2KkxBQjiYiISE5lOzk2PLR8YrwCZlYCHBfcnQeMSGcHzjkHvBzc7W5mPRPspyfRs5kvB9uF65lI9Ozk4WbWPMEuTwgtvxRn/StE57WO+5xj6qkIthEREZHiMTy0rBgpfj2KkURERCQnspocc859DowK7p5sZjvEKXbx/7N332FSFPkfx9/fXRZ2iRJFQcWAgulQEVGigijmeJjF0zP8TKee4QwnZtFTMZyep5yYw505oyAIigoqJkBERUEEQXJmd+v3R/fs9g4TdyfufF7PM890z1RX10xP93y7uroK6OpP3+2c2xB808z6m5nzH6OirGoE1aMN3WtmNYb99ufv9WfL/fSR/MN/bgXcFv6mmW0L/M2fnUWEwM85Nx940p89wMyOiZDPscAB/uzj/jIiIiJSIBQjKUYSERGR3JHulmMAF+INw90AGG1mfzOznma2r5k9SHWANRO4ozYr8K9o3u7Pdgc+MLMhZtbdzIbgNcnv7r9/u3PuuyhZPUp18/1zzex/ZnaAmfUws/OAD/H6wKgELnDOlUfJ5yq84cEBnjazW82st/+4FXjKf28hcHUtPrKIiIjkP8VIipFEREQkB8TqADYlnHOf+8HXE3hB080Rks0EDnbOrYjwXqKuAtoBfwJ2A56JkGYkMQIt51yFmR0BvAHsCRztP4LWAec5596Mkc8cMzsU75aJ9sDl/iNoPnCEhssVEREpTIqRFCOJiIhIbrCwbiXStyKzrfCukB6MN4T3erxm9/8F7nPOrY6yXH+q+9h41Dk3NM56DgLOxAvc2gCLgMnAg7GCtbA8GgB/Bk7Au52hCV6HtmPwbmv4JsF82uB95iOATv7LP+L1/zHCOfd75CVFRESkUChGUowkIiIi2ZWxyjEREREREREREZFck4k+x0RERERERERERHKSKsdERERERERERKRgqXJMREREREREREQKlirHRERERERERESkYKlyTERERERERERECpYqx0REREREREREpGCpckxERERERERERAqWKsdERERERERERKRgqXJMNmJmW5nZHWY2w8xWmdliM5tsZpeaWeNsl68+MbPuZvZ3MxttZnPNbJ2ZrTSzmWb2iJn1TiCPoWbmEnwMzcDHqheS+E7HJZDXYDN7MbCN5/rzgzPwUeoVMxuXxLYJPfqH5aF9phbMrJ2ZHWJm15vZm2a2KPA9japFfnXeL8ysgZmdbWYTzGyhma0xs+/N7EEz2ynZMonEoxgpcxQj5S7FSLlJMVL2KEaqHxpkuwCSW8zsUOAJoHng5cZAd/9xhpkd7JyblY3y1Sdm9j7QJ8JbDYHO/mOomT0G/Nk5tz6T5ZO6M7Mi4N/A6WFvdfAfR5jZw8BZzrnKTJevQFQC32W7EPXEglRkkqr9wszaAG8Ae4a9tQ1wJnCqmZ3nnHs4FeUWUYyUOYqR6j/FSDlBMVLqKEaqB1Q5JlXMbDfgWaAMWAncArznzx8H/BnYHnjdzLo751Zkq6z1xOb+8zzgv8AE4GegGNgbuATvIHgKUAKckECeB/j5RTO3toUtYA8A98d4f1WM926i+s/tc+A24HtgW+AyYDfgDGAhcGWdS1oYTgOaxEmzI96xDGCMc+6XGGm1z9TOz8AMYFAtlq3zfmFmxcCLVAd9LwAPAYuBvYCrgXbAg2b2i3PuzVqUU6SKYqSMU4yUHxQj5RbFSLlBMVK+cs7poQfOOYD3AQdsAPaO8P6l/vsOGJbt8ub7A3gN+CNQHOX9NsC3ge+8b5R0QwNpOmX7c9WXR11/63gnSRv8PCYDZWHvN/ZfD+1z22X7M9eXBzA8sP1OivC+9pnafa/XAYcAm/rznQLf46gE80jJfgH8KbDuf0Z4fztgmf/+d0CDbH9/euT3QzFSxr9vxUg5/FCMlL8PxUhp+14VI9WDh/ocEwDMrAfVzddHOucmRUh2BzDdn77QzEoyUrh6yjl3iHPuOedcRZT3F+FdGQ05JjMlkxT5C9Wtc893zq0JvumcWw2c7882AC7KXNHqL785+on+7Eq8q2WSAs65a51zrznn6nLrwF9IzX7xV/95MV6lRHhZZ+G17AEvCDyy9kWWQqcYKfMUI9V7f0ExUsYpRkofxUj1gyrHJOSIwPQjkRI4777mx/zZTYB901skwbtlI2TbrJVCkmJmBhzuz85wzn0UKZ3/+rf+7OH+clI3A/ButQH4nx9ISA5I1X5hZtsDXf3Z52Js41GBaQV+UhdHBKYVI+UOxUh5SDFSVilGylGKkXKDKsckJDTizyrg0xjpxgeme6WvOOJrFJiOePVUctLWVPeXMj5WwsD7HfCaYEvdnBKYfixqKsmGVO0XvSOk24hzbj4w05/V/5XUhWKk3KQYKT8pRsoexUi5SzFSDlDlmISEaphnOefKY6SbEWEZSZ9+genpUVNVe8TM5pnZen8I4Y/M7EYz6xB/UYniWDObZmarzWyFmX1nZo+aWaxWATsGpmdETbXx+9qn6sDMmlJ99esnYFwCi2mfyZxU7Re1yWcLM4vXSbFINIqRcpNipOxTjJQnFCPlPMVIOUCVY4KZleJ1bApxRh1xzi2heuSZLdJZrkLn9wtwReCl5xJYrD+wGd7ITa3xRiS5CphlZmeluowFYke8P54yoCnevfmnAGPN7EUzaxFhmY6B6Xgj+cwJTGufqpujqR6l6Qnn9zoaR3+0z2RKqvaL2uRjYcuJJEQxUm5SjJQzFCPlD8VIuU0xUg5oED+JFIBmgemVCaRfhXdwbZqe4ojvIqCHP/2Ccy7WrRw/4HWqOYnqA902eH+ExwClwL/MzDnn/p2m8tY3q4FXgDF4V1ZWAm3xrlSfjRckHAG8bGb7O+c2BJZNZp8KDnOufapukrldQPtM5qVqv9D+JZmkGCk3KUbKLsVI+UcxUm5TjJQDVDkm4B3gQtYnkH6d/1yWhrIIYGb9gFv92d+Ac2IkfxF4NMIVoMnAs2Z2CN4fXAlwl5m94t9nLrF1cM4tjfD6O2Z2L/AmsBteIHgOcE8gTTL71LrAtPapWjKzjnhXOAE+cs7NjJFc+0x2pGq/0P4lmaQYKccoRsoJipHyiGKkvKAYKQfotkoBWBuYbphA+lAHqGtippJaMbOd8P6YGuBtm2Odc79FS++cWxarabRz7jXgen+2MXB6Cotbb0UJ+kLvLcC7cha6Enp+WJJk9qlgh8Lap2rvJKr/0x6NlVD7TNakar/Q/iWZpBgphyhGyg2KkfKOYqTcpxgpB6hyTABWBKYTaVIZul89kdsLJAlmtjUwGmiJN/LScc6591OQ9b+B0B9dv1gJJTHOuR+Ad/zZ7cxs88DbyexTwQ4wtU/V3sn+8zrg2RTkp30m9VK1X2j/kkxSjJQjFCPlD8VIOUcxUu5TjJQDVDkmOOfWAr/7szE74zOzllTvSHNipZXk+IHDu3jD+DrgT865l1ORt39VNbSNNcJM6kwLTAe/12AHmPE6uAx2pKl9qhbMrDvVo/O85neKXSfaZ9IiVftFbfJxxO+YVmQjipFyg2KkvKQYKQcoRsobipFygCrHJCT0B7admcXqi65LYDqRYbMlAWbWBu8K2zb+S+c75+J1lpmsREalkeRE+06DAWGXKGkiva99qnaCnczGvF0gSdpnUitV+0Vt8pnjnFsVM6VIdIqRskgxUt5SjJQbFCPlB8VIOUCVYxIy0X9uAuwRI12w6ewH6StO4fCHuX6b6qs6Vzjn/pnidbSleij6eanMu8DtGJgOfq8/BubjNTfv6z//AsxOTbEKh5mVAMf5swvxOgFORb7aZ1IvVfvFxMB01HzMrD2wvT+r/yupC8VIWaIYKa8pRsoyxUh5RTFSDlDlmIS8FJg+LVICMyui+urDUuC99Bap/jOzxsDrwO7+Szc554anYVVnAuZPj09D/gXH7/tkf3/2e+fcL6H3/I5MQ7d7dDGznlHy6En1VZuXY3WAKlENxhs+HuAp51x5ivLVPpNiqdov/FG2QldK/+gfRyMZGph+sVaFFvG8FJhWjJQhipHyl2KknKEYKU8oRsoNqhwTAJxznwAT/NnTzWzvCMkuAbr603c75zZESCMJMrOGeAejXv5Ldzvnrk4yj05mtlucNIcAf/dn1wCPJFvWQmNmh8a6dcbMNgWep3oUmPsjJBuB12EwwL1mVmOIZH/+Xn+23E8vyQveLhD3NhvtM1k3gtTsF//wn1sBt4W/aWbbAn/zZ2ehwE/qQDFS5ilGyl2KkfKKYqT8MgLFSFllqoSXEP9g+AFQhjdixc14Vz7L8JrknuknnQl0d86tiJSPJMbMngeO8mfHAn8h9v376/2rAcE8+uNto0nAq8AXQGhI823whtI+huqrO+c65yIFKRJgZrOBErzgbhJek+U1eE3I+wNnUd2cfCIw0Dm3LkI+twBX+LOfA8OB74FtgcuBUAByi3PuytR/kvrN7/z6V7yhqL92zu2SwDL90T5TK2bWG9gu8FIb4HZ/+gPg4WB659yoKPnUeb8ws2K8q9WhE+fngYeAJUAP4BqgHVAJHOKcS8mtJFK4FCNllmKk3KUYKT8oRsosxUj1hHNODz2qHsChwDK8ACTS41tgu2yXsz48YnzH0R6zI+TRP8FlVwFnZvsz58sDL9BL5Hv9H7BJjHyKgJFx8ngYKMr2Z87HB3B24Hu8NMFltM/U/vselcwxK0Y+Kdkv8ALPT2LksRY4I9vfmx7156EYKaPftWKkHH0oRsqPh2KkjH/fipHqwUMtx2QjZrYVcCFwMN4QsOvxmlz+F7jPObc6i8WrN8ws2Z3vJ+dcp7A8mgGHAXsD3YHN8A6GDfCuDnwDjAEedt6wy5IAM+uH14nl3nhXytoAzfFaC8wBPgQedc5NSjC/g/BaFezp57UImAw86HS1ptbM7ANgH7wm6Fs65+J2Cqt9pvbMbBRwaqLpnXMW6/1U7Bf+rT1/Bk7Au6WtCV6HtmPwbsP6JtHyiiRCMVJmKEbKXYqR8oNipMxSjFQ/qHJMREREREREREQKljrkFxERERERERGRgqXKMRERERERERERKViqHBMRERERERERkYKlyjERERERERERESlYqhwTEREREREREZGCpcoxEREREREREREpWKocExERERERERGRgqXKMRERERERERERKViqHBMRERERERERkYKlyjERERERERERESlYqhwTEREREREREZGCpcoxEREREREREREpWKocExERERERERGRgqXKMRERERERERERKViqHBMRERERERERkYKlyjERERERERERESlYqhwTEREREREREZGCpcoxEREREREREREpWKocExERERERERGRgqXKMRERERERERERKViqHBMRERERERERkYKlyjERERERERERESlYqhwTEREREREREZGCpcoxEREREREREREpWKocExERERERERGRgqXKMRERERERERERKViqHBMRERERERERkYKlyjERERERERERESlYqhwTEREREREREZGCpcoxEREREREREREpWKocExERERERERGRgqXKMRERERERERERKViqHBMRERERERERkYKlyjERERERERERESlYqhwTEREREREREZGCpcoxEakXzGyomTn/MSrb5RGRzDKzUYFjwNBsl0dEJJ0U94hIqplZ/8BxZVy2y5NpqhxLETMbF/ghJfsYle3y55uwk6BIj1VmNs/MxprZjWa2fbbLnI/MbA8zu9PMPjSzBWa2zszWmtkiM5tqZv81syvMrI+ZNch2eVPJzIbF+H2Vm9nvZvaDmX3q/x7PM7Pdsl3uXFaH42T/bJc9VcwzyMz+Y2Zfm9lS//e01MymmdnjZnaYmRWncJ2dInyntyWx/OzAcgemqlyS3xT3ZJbinsxQ3KO4J5UKPe4xs4ZmtqeZnePHPV/5v6WU/ReY2fZm9nczm2Rmc/19doGZfWFmT5nZn82sU90/TcTt+bOZNUpw2eD+9UwqyiOpV68O6iIBjf3HZsC+wJVm9gBwiXNubSYLYmazga382a2dc7Mzuf7aMLOOwIPAQVGSNAJaA38AjvFfW2ZmrZ1zFRHyGwZc689e55wbltICZ14x0Mp/bA3sDpwKYGZTgX8BD0f6LqRw+cHZ40DvCG+38B9dgZOAz8zsJOfc9DQV51wzu9M5Nz9N+YtIZinuqQPFPXEp7pGkmNl5wB1AwzTl3xS4ETgP7/cZ1M5/7AocD7wOHJKGYmwBnAXck4a8JQtUOZYek4FPkkj/UboKUiBmAGPCXmuKd5K5J2D+4/+AzczsaOecy2wR84eZbQW8D2wZeHkp3m/6F2ADXnDUBe87Dv0htcD7nuujecCLYa81AzYBOgE7U90StxtekDjUzE52zs3KTBHzTjLHyV/SWZBMMLP2wDiqTxgB5gJfAr8Cm+OddG3uv7c78L6Z7eWc+yENRWoMXAWcn4a8pfAo7sksxT0ppLgnIsU9qVdQcQ/QhvRVjG0CvAvsEXj5J+BTYBFeZXYnvN9mi3SUIeBKM3vYObc6zeuRDFDlWHq8UQ+uEOWTj51z50V6w8x2BJ7Gu3IAcCRwFPB8hsqWj/5DdYC4HLgQeNI5tyE8oZk1x7sScwIwOGMlzLzvov3GAMysGd73cDHQ3X+5J/CJmfV0zs3MQBnzTaEdJ2+lumJsHXAB8B/nXHkogZmVAGcCd+IFlG2AEcBhaSrTmWZ2u3Pu5zTlL4Wj0PbnbFPck1qKezamuCf1CvU4OQevYjBUOXgO1a0vk+bfzvwm1RVjU4ELnHMTIqQtBvYB0nmb+aZ4Md2taVyHZIj6HJN6zTk3DS94WRV4+awsFSfnmdmewH7+rAMOdc6NihQgAjjnljvnnnLOHQJ0BgqyOb1zboVz7mmgB3Al1d9DS+A1M0v3VSvJYWbWGPhj4KUrnHP/DlaMATjnNjjn/onXoivkIDNrmeIihVrtNAT+nuK8RSSLFPckR3FP7SjukQQ8ArR3zm3pnDvaOXerc24sNY9NtXE5XkUseC0+e0eqGANwzlU45yY450bWcZ2RBFtAX+pXnEueU+WY1HvOuXnAc4GXeptZfW0GX1eDAtMfO+feT3RB59wPhX7bhvPcAvwt8HJnvKvQUri2A8oC80/HSf9kYLoY2CbF5bk6MH2qmXVOcf4ikkWKe5KiuKcOFPdINM65n5xzC1KZp5m1A67xZ1cCJzrn6lrZVltPAN/6062AS7JUDkkhVY7lMKs5Qlgn/7VtzewmM/vczBaaWaXfEWZomeAoGv391zYzsyvN7BMzm29mFWa2NMo6tzKz683sI3+kj/X+80dmdp2ZbZFAuSMOAWtmB5nZ02b2nZmt9N//Sx2+omRMDUyX4V3ZisjMiswbheh6Mxvtj0Sy2h/95FfzRoK6yszaxMijanQ4avYx9KMlOSqNmbU2s0vM7B0zm2PeqEmhke3+aWbdoy1bCx0C0z/VNbPQ75HqTmkBro3yHYyKkc/uZvaQeaMkrfF/+5+Y2WVm1qqu5UyDfwAfBOYv9DsOjaku29rMjgp8l99GSxdhuY7+MSE0GlX7RJfNBWbW08zuM7NvzGyJ/53NNbO3zBtJq0kCeQRHEBrmv1ZmZqcHjgHr/fe71aKY4dt+SZz0i8PmU/1f/QHwlj/dALgulZmbWYmZnWZmL5nZT/4+u9zMvjWzkWa2fy3yPMLMXjazX/xj8Vx/PznZajlinHmONLNHzWymmS3zfz9z/LKfmmjeZtbFzG4z779ykf97WWtmv5k3stsjfn6pbgVYr5jinlSaGphW3BOd4p7UUNyTIZYfcU+6/AmvPzGAJ5xzc7NYlgpq7ucXmVnrVK4gFds6LL/OZjbCzGaYN8LxYvNG4b3evEFJalvOrmZ2s3+MCv2PLjSzj/28N4+fizfIgpmdbWavB/6HNpgXn80ws1fN+2/fubZljcs5p0cKHngdLTv/MSxFec4O5NkJry+aNYHXQo+pUcrRHzgc70QrfJmlEdZ3VZT8g481wOVxyt0/kH4cXkeIL0TJ7y+1/G5GBfIYlUD6P4etd/Mo6UrwOsmO9R2EHiuBk6Lk0ynBPKq2VZR8zsXrFDbWspXASKBhCn5z9wXy/TjF+0W8R8TtiDcSTXmM5ebgNa8emsxvIoGyDwv+jmux/FFh5TwyTvo6bWu8YGFJIO2eCZbzssAyb9f1e0vi9zCsjnk1AZ5J4Hc1DxicxLYehtfh8tdR8utWi7J2DMtjtzjp9wikXQ80reN31Sls/aVh66gAdo6x/OxA2gPjrGsvYFYC22U00CaBsjfFG2UqVl4TgPbU/F8YGiffXYHPEyjnDGDHBH4/sY5RwccT6dzHMvlI5f4c5bfWCcU9wXUEf9+jEkivuCex71VxT/V6hwV/x7VYXnFP7N/DsDrmlTdxT5x1j6rt7zasjAPTue0S2J5n4w3IMTXw2m0JfufPZGpbB/L8P2L/3y0BDiXs/yxOno3wBuOIFwOtBs6Lk9feJP5f5IAG6djG6pA/fxwL3OZPz8O7OrMMb2SzaFeQ9sHbEUuA3/Huy16EN7TtbsGEZnYf3p9UyErgPWA+3knHvngnKaXArWbW3jl3UQLlNrxmp4fg/ZCnANP813f2X8uEYI11Bd73EUkx1VcRVwLfAD/gddBagneS2xNojnfgetzMNjjnng3LZznwT3/6FLwRfgAeA1ZEWO9Go9KY2QhqNktfBEzC2yaleNtwZ7zv8k/A5mZ2sHOuMspnS8T3genuZjbAORc+IlYyXsT7I+uBN4IWRB+tZ6PRy8zsZmo21V8NjMUb3a89Xj8hHYE38DouzyWvAmvxthVAHzYe+QlIzbZ2zq0zs//inRABnIj3XcdzYmD68QTSZ515fXiNxftdhczDqyRZiXcbY2+8/Xkz4BUzO945978Esm+N16pqS7ztNxGvNUFTqvu4SIpzbq6ZfU71cfdGMzvMRRjy3ryWSrcEXnrMObeyNuuNU6ZPzewFvJOZIuAGvI67a83M+uJ1kts4tBq8fX0aXv9mPYFt/ff2Bz4ws97OuYVR8ivBqxjrG3h5Pt5/2Qqqt3NvvH0roVE9/XK+inccB28kusnAd/50Jz/PUmAH4EMz29s5Nz1CXhdS88rxIrxj2a/+5480wp0kRnFP3SjuSYzintRR3JMm+Rb3pIN5I1TuGHjpU//1o4HT8EambItXyTMDL3540Dm3PF1lcs45M7sGeMV/6Twzu8s592tt80zHtjazs6g+PoMX64zD286t8CrEWgH/w+tDMJFyNgHeBnoFXv4eb7ss8fPrhfdfVAbca2bNnXM3R8hrCz+v0P9GKC6bhXcMbIIXm/2B6tgtPTJd41pfH6T/CuoGvBHO/gxYWLpGUcqxAe+Ky9VASYxl/kjNmthHgOZh6Zvj/YEE0x0Vpdz9w8rggC+BXSKkbZTo9xG23KjAOkYlkP7DQPrJMdI1xBu1qH/4dxYsM3Bp4LMtIUbLjrDt2CnBz/enwDLLgDMilQcveA/Wsl9Wx9/cdnhBdCi/VcD1wHZ1zHdYsvsH3glxZWC5/wItw9K0wOu/yfn7R8K/iSTLPK6WeQR/dx+me1v731no/flAcZzy7RxIvxJoUtfvLc76xiX7O4iSz/2BfMrxAuyisDSd8U5Kg99tpwS2dWi//i/QNixdUbTjQgJl7o/XCiy0ns+Bo/H+7EuBrfGOxV8G0kwAWqTge+8UyNMBpf7rO4Xt792jLD87kCZiyzG8W7aCv8+ZwB4R0p2IF+iE0r0So9zXBNJV4gVsxWFptqf6qm3wGDA0Sp7tgQWBdI8Cm0VItyk1W/58GWHdDYCFgTRXRPt94AWJp1HHY3QuPVK1P8f4rSnuqbncqMA6RiWQXnFPYutV3BO5zONqmYfinprrG5fs7yBKPnkX98T4LKNq87sFBgaWWwFsgldJ7GI8FgEHpWl7nh14/aPA6/cl8J1HbTmWhm3dmZotxsYBHcPSNALuYuPjyrgY5Xw0kO5bIrQGxqvAOwev0jX0efaOkO6uQF7vE72lcwOgH94FqJj7eq23cToyLcRH2M7yCV4z7UQfraLkOTtsBz8xyXI44Ko46YvwrhCG0j9HWBAaSGvAS4G0s8J3Vj9d/7Ay/EoCt88k+X2PCuQ/Kk7ak8LK8+cUleHyQJ7nxEgX3I6dEsi3GdXNxNcBe8VJ3zVw0FsENK7j57on7PsKPX7Ea+L7V7yrgQkH+NQuSPwgsMy70Q6C/m/47bCyxvxN1KLM42qZxyOBPL5P97b299Hg7+2AOPndGkj7eCr2izjrGxdYX6LHyQ5heWxLzROZc2Osr6X/uw2l/U8C29r5v6eNjm0p+Pz74bXeiLR/BR/z8E7OUhKQEqVyzH/vicDrb0VZPvibilY5dl0gzWJgixjlOTKsPH0jpGmBd5IaSnNtjPza+t9ZMM+hUdKODKS5O873VgyMCaQfEvZ+8CRrYrr3n1x71HJ/VtxT++97VCD/UXHSKu5J7nMp7tm4zONqmccjgTwU9xR43BNl3aNq87vFu8AUWu43av4/z8YbzGikvx8Fv69y4JA0bM9g5Viw4m4dsFWc7zxi5ViatvWTgTRfh+9DYWkfCvtdjIuSrk8gzSzi/N9R8xbwNyO8H6zoq9OFiTpv42yuvD492Dg4S+bRKUqeswNpEuoHIawcvxDnflzgwLCduX2c9B2o2fphoz8hNg4SowZQdfi+RwXyHxXh/SZAd7w/meBB5r+kqKYZ7zaNUL7Px0gX3I4Rt3VY+gsD6e9KsCz/CiwT8cp2Ep+rATWvWkR7rMVrQn9EAnkOCyw3LIH0XcPWFa/Pn+2pebV1o99ELb6HYJnH1TKPEYE8FmdiWwM3Bd6PGvjhBZQ/x9qXU/2gdsfJbmF5BAPbz4lyUhtIH2whspYILbHYOEjsmsbvoBnebXgbonzecuDfwE4pXGensHUEK8e2CytLnwjLzw68v1HlmP9b+jWQ5qIEyhS82vt0hPfPCbw/hzh9C7Fx/0pDI6RpS/UV0V+D30OMfHsG8nwl7L19Au+9mO79J9cetdyfY/4XorgnVjlGBfIfFeF9xT21/1yKezYu87ha5jEikIfiHsU9kco3qja/W+CiCN9VOXBe+HeCd4tlsP/T3wlrFZeC7Xl22HvvBd4bGec7j1Y5ltJtjde6bm0gTcxWdHgVbivjHQfwbpcOpTk8we9uup++Emgd9t7MQH4b/V4z+dBolfnjmVos8z/nXHmcNPsFpt9wzs2Pldg59wvVo5yB1+Q5nvB+KVLtVAsbAQhvx56M159IEV4LhH8Ax7sI/fxEYt7oTXua2Z/NG7HqLn/EkPv8vkr+HkjeLYWf56DA9FMJLjM2MN27Lit3zpU75/4P78TvJbyTgkga4fWp8qKZfWBmW9ZlvWGCv6tPnXPTYiV2zs0kQt8dOSDYV1SzCO+nY1s/EZg+wu+7IJK+QGgUtvl4V6nzQfCYNcr5/6oxvEj16I+N8Dr8jOVLF6FvqVQws63xmqFfi3cy9hPe8fHfeLfwLcBrrfRn4Esz+3uUrFLGOTcLL1ANubEW2XTFu10RvJPyxxJY5uHAdP8I7wePAc8656Idh0KeIfqxKmQg3i1kAC8459bGSQ/wMd7/B2y8v80JTO9rZtsnkJ8kTnFPdIp7FPco7qmmuKemnIl7UizSyIyXOufuC/9OnHNTgUFU/3+3wqtES6erA9OnmlnnWuSR6m29D9Wje/5Gzf+yjTjnllDdf1pEft+4oVHHlwOvxSljyHuhLKjZTxnUjKfOTjC/tFCH/OlxnXNuWIrz/DRNywQ7qP0wwXw/wBvNAmD3OGl/dM4tjpMmE4YDN7kEOm31d/oL8K5QJDqsbdThzWsheGA708xOTWCZYDnjDjufCOfcJOBIM2uBF1D0xhvhbnc2HhJ+H+AjM9vTP5Goq+DvclKCy0wifgCQacHAMFKHoCnf1s656Wb2Gd52agocQeQA9KTA9NOJnjylUNLHSTMzap6QxT1mOec2mNkneK1FwPteYgUHtTnWxmVmPf31tsDrG+Is4Llg4OMfe87BO6FtCFxnZmudc7dFyDKVrgdOxgug+prZIOfc6CSWD+6v3zrnonX8HfRBYLq9mW3unJsXJc+4xwDn3Aoz+5rY/0nB/W1X/2Q/GS3NrIlzbpW/zjlm9hFe67IWwKdm9jhesPqBc251kvnnM8U91RT3JE9xj+KeWBT3VMubuCcNwi9ozcW7JToi59wPZvYA3m3RAEOoOYBOSjnnPjCzN4HBeBc6rwNOSHT5NG3r4HHlk0T+D/COK8fHeH9XqisqNwB3e0WPa8/AdPh+/BzVFYO3mtn+eLeDvuOcm5tI5qmiyrH8EXE0rxQs0zYw/VOC+c4OTMcLjmpT7mTNwLvvPKQUb6fbm+o/6euB7c3s1FgHBjNrhFdjPijJMkS6OpY0M2saltcZtcgmPICrE+fcMrzbCF6FqoP3bnhBxllUj0y3GfAAcFgKVhv8Xf6c4DKJpsukFoHpGidLad7WT1B9AnciYUGi/zs/Jix9PmiBN3paSF4cs8ysJV7LsNDv4Ujn3Hvh6fwWL/ea2Rq8fh8AbjCzp9IZHPiVPA/inRyD13osmcqxpP9HnHMLzCw4qlkbvH7DIuWZzDEgVsVFcPS+0CiXyWpJ9ZVogNPxWjVsindSdo7/KDezqXgdy74NjMnCiVi+U9wTneKemhT35A7FPamVl3FPmoSP3P1KAv+rL1JdObaDmbVO8AJebV2NV1FlwBAzu8U591WCy6ZjW6fjuBKMpVpTc9TnRIXvxw/jfW9H+PMD/Adm9jPeAFXvAS875xbVYn0J022V+WNNmpZpGpheFTVVTcF08YKj2pQ7WR87584LPM5wzh2AFyjeFUh3Et5oS7FcS3WA6PBujfgj3m1DLfD6vbHQI7BcQlXmCWgRP0lcaa30dp7PnHMX4wUiweGKD/VvHaur4O8y0dYXif5+M6lLYDr81p10buun8W5vAxhkZm3D3j8Yrx8CgGnOuc9SUJZMaBo2ny/HrDPxTqIARkeqGAszEvjOn25IzWHn0+Vmqve1Pc3siCSWrc3/SHja8O2SjmNAyvc5/9anPwD34rUIDKbrDlyMVzn2k5nV5kSwkCnuiU5xT02Ke3KH4p7Uyte4Jx3CK7Vi3nrsC79ddPOIqVLE/1296M8WATcksXg6tnW+xFIVwFF4Febh23VLvDj4YWCemT1sZq1SUIaIVDkmwVr4SPdyRxJMtyKFZUkp59wyP5AJ9m1zfbR+YfyrSucHXhrqnDvOOfdf59wM59xy59yGQPqUXDUNE35AahUMShN89E9DuSJyzn0LXBL2cp8UZB38XUbrOyJcor/fjDCzhtRsHh3eN0jatrXz+tAJ9aXRAK8peVCwsiVfrp7CxlcN8+WYdWBgemzUVD7/VstgBVr3lJdo43UuwKvgCbneEmwnT+3+R8LThm+XdBwDgvvcxbXY38w5Nzs8U+fcAufcBXitx/oD1wBvUvOWog7AQ2YW9RYQyRjFPT7FPclT3BOd4p60yNe4Jx1mhM2HfzeRhH/2dBzDwv0dr9N5gMPNbM9YiQPSsa3THUt9WctYalh4pv5FiJHOuZ2AHfAuLD+KN7p0SAlei/1PIlSAp4QqxyTYlDbRjkU7BabT2rQxRS7CG8EKvFYYN0VJ14PqGvZvnHPxOpXeKgVlq8E5txRv9KyQ9lGS5pLwfgw2i5gqObX5Xaakz5EUOozqTjDBu72qSga2dTD4q+pnw8w2wbuCCl4rgSdTvN50WobXv0FIvhyzOgSmE23OHyxnKq7SJeI2qit0dgGOS3C5pPdXM2tH9S2VsPF2SccxYEFgOuXHVufcOufceOfcjc65g/BubxgMTAwkOz+JQFnSQ3FPNcU9taO4JzLFPamXr3FPOnyLNzplSHhLq0jCK8OWRUyVQs65b6h5W2+iAx2lY1vnXSwF3oAjzrmHnHNDnXPb4lWW3Ul169BtSVP/caock88D0/skuEwwXc43S3bOrcQbPjfkGDPbLULSYFPbRO4P75toERJMF/JJYDp8NI9cFN5B5roIaZL9DoK/y54JLpMzndL6LW4uCry0kJr9w4Skc1u/SPXVnb3MbFt/+hiqg9f3nXO52GdJRH6LqqmBl+Ies/yOpoOVEdk4ZgVvWUi0KXjrwPTS1BUlOud1In5n4KXrzKw4gUWD+2uXBJu7B3/v813NzvjD84x7DPD7stk5TrKPo6w/LZxzG5xzb+GNkvl14K1DoywimaG4p5rintpR3BNGcU965HHck3LOG7V6QuClHRNYrGswC6ovGqTbMKor8gaZWdxjZ5q2dfC4sqeZJVL3E++4MpXqY147M9sugTzrxK8su4SaFWKp6OtxI6ock+AtPgf5V/OjMrPN8a6ER1o+l42iZoeF10RIE+ywNmbTU//gcmaC6w4GUSVRU1ULDol7ThK3NmXLH8LmIwUdyX4HNW4pM7MuUVMC/oE5Z4JEvM4/g39qd7nII9elbVs7b0S9lwIvnRT2DPl1a0FI8JhzagLf2RFUVzStJfFRwFIpuE/sGy+x/5n6B16aleoCxXAX1a3bOgOJjCQ2neq+ZYqp+RuL5vTAdKQ+2IKvDTGzeMeNIdRssRDJ21QHq/uYWfixKy2cc+uoOcDBpplYr0SluKea4p7aUdyzMcU96ZOPcU+6vBCYPjSByp4jAtNf+K0X08459z3wSOClRFuPpXpbf0h1RdamxBl4xR+pN2alk3NuTVg5/y9OGVPplcB0WmIpVY7JaOBHf7oRMCJaQn8HvZfqP/nvqb6/P6c5bxS4mwMvHWFm4a0Mgvc09/MPENFcysbBUTTB26g6RE1V7UGqW4rsThLNRs2sTYItPaItP9TMjkk0WPHXdV3gpQ1EvlKY1HfgnJtOzSGM7472B+i/fg+p6xy41sxzBXBL4OXp1OzLKSjd2/rxwPSJZrYF1Vf+1wL/TXR9OeQhqk/odifGyZp/K8VtgZeedt4oZJkWPE4ekMAVxKF4TchD3k55iaJwzi0Hhgde+jvebVmxlnHAv4PLmFnU/dzMDqP6FheAf0VI9hTVncduAVweI7/WeCPzxeSc+4XqEyMDHjOz5vGW89dRFN6/hZm1TPAqLNS8TeG3BJeR9FDcU01xj+KeOlHckxH5GPekyxNUj4K6BXBetIRm1glv9OiQUWkrVWQ3UF0x1Qc4IIFlUrqt/crA5wMv3WZmZTHWP5zEblcNxonnm9nABJYBwMw2uhXTzOKNqBqS9lhKlWMFznnDe18ReOl4M3vIv0Wlit8J6yN4I0mEXOZiDA+eg0ZRfXXP8IbbDfqc6ua2LYD/+leMq5hZIzO7HriVxEcRCd5Oc2y8xP6BLdg0/Voze9TMIt4r7gcmvczsfrzPF+ugF08XvMBhmpldZmZR+xcxsx2BN6h5FeKBKH/Cwe9gUJwAPOQqqm9LGAQ85f8RBMvQHC8QGgysTyDPtDCzpmZ2HN5tW7fgtZ4B797/Q/xbXDaSgW39LtUtejrjtQoKBdOvxQqYzGycmTn/MS7OejLGvxr3YOCl+8zs3PCTCP+q+mggNIrYchKoQEmTUVQHcwa8ZGbHhCcyswZmdi7wQODlT5xz49NfxBruo/p3sxWJ9aczgurjZ2tgjJl1C0/k7ydPB1561Tn3fng6/7cZDPquN7PLw0+MzKwz8A7e7WGJHAOuonqkuV3xOnWNeiXVzDqa2UV4fZ2Ed/B8ODDTzP7qB+GRlm9kZufh3dYT8mYC5ZQ0UdxTg+IexT21orgnc/I07kkLv7InOALkHWa2UQtEM9sV77sIHdd/xKt4yhjn3Bxqbre4t0unaVtfT3Ul3S7A6xZ2AdM/zv8DOIsEjit+XPqoP9vAz/Nv4f+jgfxLzewIM3uZmq2/Qn42swfNrF+MiwLdqVnpnpZYKq1DHxewg5KoAQVY7Zy7LG2licM595x5LRnO9V86A+82lvfwOt1rBwygZk3yCOfcC+QR59wGM7uF6hPPY81smHNuhv9+pZldA/zHf39/vBOfD4Gf8E74+gMt/ffPJLFOPZ/HO9gA/J+Z7YF3T3iwufkD/gExVNZRZrYN1bdBnIJ3BWwq3mgtK/G2R0e8kYFS3WF3F7yrAsPNbC7wJV7/EWvx+kzamZr38YN3xfOqKPl9AszBq/HfDJhhZqPxgqhQIDjZOfdsaAHn3Dj/QB0ahn4IcIiZjcULfDYF9sP7HpYAd1Ozj5VU6mxm94W91hRvWPBOeN9H+NXMD4CTnXM/EkM6t7VzrsLMngH+4r90dODtxzdeIm/8FW8Exz3x/sfuA64ws4l439e2eFeKQ9ukHDjdRRhpMBOcc8vM7E94x4JivGPIf81sNt5oXsvwOm/vRc3OTRfj/R4yyjm3xsxuIvqV/0jLLDGzE/CClcZ4Ld8+M7OP8YblbogXGAb7pviOmrdXhrsF7zjcC+/k5lbgQjMbj7edt8O7GluMd4L2PXBCnHLOM7PD8U5w2/jlfNvMfsE7Ti3EayXUBm+/3jpaXr5tgduB283sZ7xjZehqZnv/Mwf7YHvSOfch9Y/inhykuCcpintqUtyTW/Iq7gnxt2m4YEXoYZHSOOe6xcj2brz/1iF438X9wGVm9gHe/roD3i2+oUqWFcDRUW7zTbeb8f5fEh0pElK8rZ1z35rZxcA//Zf2BX7wK4B/wju+74t3vF+Pd0y7PYFynoV3bBuEF+PdDFztx30/41XIbeKXd2equ774NEJeZXj/L2cCK/zfxE94F2Ta4B2fdwqkX0i6jn3OOT1S8ADG4f3Z1eaxNEqeswNpOtWiHP2T/AxX4x1UYpV1DfC3OPn0D6Qfl6bve1RgHaOSWK4hXrASWvbxCGluSuA7OMtPW/V6nPU+FSfPiNsK+CPeVd1Ef0sfA43q8L0eDnyT5O93A16rkSZx8j4E70AZLZ+I2xHvBLkixnK/4PW7MbQ2v4kY5R2W5PcQenyK90dYlOT60rKtgT0iLLsIKImz3LhA+pTsx2F5DqtjXk2BZxP4nuYBg5PY1nUqV5z1DPbLk8j2/RzYMUXr7RSWd2kCyzSk5n9Q6HFgnOV64lVSxft87wBtEyhHc7wKt1h5fYAXoI0KvDY0Tr5b4bUwSHR/mw8cEJbHMXi3PySyfAVeYBpzv8unB4p7gvn0D6Qfl6bvO/j7HpXEcop7YpfzcBT3hNY7LMnvIfRQ3JNYnsPqmFc+xj21+T25BPJtiFdJFu8/+FtglxR+nuD2PDvBZW6JUK5nMrWtA3meT+z/u6V4/Y31T3Q/wKugux6vEiuRbbseuC9CPiuS+H1MBbqk6zerlmNSxTl3o5k9jvcHdwDeFfNN8HaWH/D6vXnY5dEoL+Gcc+vN7Fa8Wnjwbqe4zjk3K5DmKjN7E+8+9t5AW7yddi7e8N0jnXPfJbnqE/E6IT0e7ypYG6A0gfI+5zdBPQ5vm+zpl6cp3oHoF7y+HSYAbzjnZiZZrvD1vQy8bN4IP/3xrrx0pfq30ADvqsVveLcMTMQ7wP8aKb+wvF/zm8Sei/e9bul/jph9Zjjn/mZm/8Pr8HE/vJPglXgnUS8A/3bOLTKzHaLnknIVeE2Yl+P1K/IVXnD4vnPui9pkmK5t7Zz71MymU/OK93POuQ3RlskHzrtlY4iZjQBOxvu9bo539WkR3u/zNeA/zuukN+ucc2/6+9Yf8frc2g2vJUBjvGPMPLzWBs/jbeOs3b7lHyuvB0YmudxHZtYVrwPkI/COd+3wTibn4x0znnbOjY6WR1h+y4HBZnYU3ongnnitOBbh7Q9PAk84r4VMMuX8CRhoZnvj3fbVF6+FR0u8q7C/47Vsm4J368I45/XhFMzjf2YWumraC68/pm3wjpXgtQic6X/mx5xz0xIuoGSE4p6qNIp7FPfEo7gny/Ix7kkX541ceaGZjcKLDQbg9e1Xhteq6FO80UufDP/vzoLb8Po+a5HoAunY1s65e83sbbzj/IF4LTPX4V08eQ34l3PuZzPrn0Q5K/D6mb0XrwXoQLxRRNvgtcJfjtcC7Cu8QUfecM4tjJBVa7w4rB/ecaAzXnxcitfieC7eNn0eeCWd8bH5tXUiIiIiIiIiIiIFRx3yi4iIiIiIiIhIwVLlmIiIiIiIiIiIFCxVjomIiIiIiIiISMFS5ZiIiIiIiIiIiBQsVY6JiIiIiIiIiEjBUuWYiIiIiIiIiIgUrIxVjpnZVmZ2h5nNMLNVZrbYzCab2aVm1riOeReZ2Y5mNtTM7vfzXWdmzn/0TzK/xmZ2mZ/PYr+8M/zyb5VEPmn7zCIiIlI/KEZSjCQiIiLZZc659K/E7FDgCaB5lCQzgYOdc7Nqmf+pwKgYSfZ1zo1LMK/tgDeAzlGSLAdOdM69FieftH5mERERyX+KkSJSjCQiIiIZlfaWY2a2G/AsXgC0ErgK2AcYADzkJ9seeN3MmtV2NYHpDcBnwFe1KGsz4HWqg76H/HLug1fulXif41kz6xYjn0x8ZhEREcljipEUI4mIiEhuaJCBddwNlAHlwCDn3KTAe2PN7DvgNrxA6BJgWC3WMQ24AJgMTHXOrTWzYcAuSeZzqV8OgMucc7cH3ptkZuOA8UBjYATQP0o+mfjMIiIikt8UIylGEhERkRyQ1tsqzawH8LE/+6Bz7uwIaYqAr4GuwFKgnXNuQwrWPQy41p+Ne8uAmZUAC4EWwHRgZ+dcZYR0/wLO8md7OOcmh72ftc8sIiIi+UExkmIkERERyR3pvq3yiMD0I5ES+MHVY/7sJsC+6S1SVPviBX0Aj0YK+nyjAtNHRnj/iMB0rn9mERERyY4jAtO5Hi8oRhIREZF6Ld2VY73951XApzHSjQ9M90pfcWLqHZgeHzUVTAFW+9ORyppPn1lERESyI5/iBcVIIiIiUq+lu3Ksq/88yzlXHiPdjAjLZNqOgekZ0RL5nyM0elKksubTZxYREZHsyKd4QTGSiIiI1Gtp65DfzEqBNv7s3FhpnXNLzGwV0ATYIl1liqOj/7zKObc0Tto5wK5AWzNr5JxbB5n7zGbWMU6ShkAX4De8PkIqkslfREQkjxUDbf3pr0L/0blEMZJiJBERkSzI+Rgpm9I5WmVw+O2VCaQPBUFN01OcuELlTbSsIU2B0I8qU595TpLpRURECtGeeLf65RrFSInloxhJREQkPXI1RsqadN5WWRqYXp9A+lDwVJaGsiQiVN5kygo1y5tvn1lEREQyL9/iBcVIIiIiUq+ls+XY2sB0wwTSN/Kf16ShLIkIlTeZskLN8mbqM8e7xaAD8BHA+++/T/v27ZPMHtatW8fHH3ujre+11140atQozhKSKdo2uUnbJXdp2+SudGyb+fPn07dv39DswjpnmB6KkRLPRzGSJEzbJjdpu+QubZvcVcAxUtaks3JsRWA6kSbxTfznRJrap0OovMmUFWqWNyOf2TkXs68OM6ua3nrrrenYMV73Gxtbs2YN33//PQDbbrstZWW6cJsrtG1yk7ZL7tK2yV3p2DZheeRqf1KKkRLPRzGSJEzbJjdpu+QubZvcVcAxUtak7bZK59xa4Hd/NmbkYWYtqQ6CstVXRCiYamJmm8RJG7oquTDYiV0efmYRERHJsDyMFxQjiYiISL2Wzj7HAKb5z9uZWaxWal0C09PTWJ5YpgWmu0RL5H+Obf3ZSGXNp88sIiIi2ZFP8YJiJBEREanX0l05NtF/bgLsESNdv8D0B+krTkwTA9P9oqaC7lRfzYxU1nz6zCIiIpId+RQvKEYSERGRei3dlWMvBaZPi5TAzIqAU/zZpcB76S1SVOOAZf70qRbslKKmoYHpFyO8/1JgOtc/s4iIiGTHS4HpXI8XxqEYSUREROqxtFaOOec+ASb4s6eb2d4Rkl0CdPWn73bObQi+aWb9zcz5j1FpLOt64B5/tivw1/A0fvlP92fHO+cmR8inzp9ZRERE6jfFSIqRREREJHekc7TKkAvxmsSXAaPN7Ga8q4BlwHHAmX66mcAdtV2JmQ0Ne6lbYPpAM+sUmJ/lnJvIxm4HhgDbA7eZ2XbAM3jDiO8LXIn3na0B/hKjOBn5zCIiIpLXFCMpRhIREZEckPbKMefc52Y2BHgCaA7cHCHZTOBg59yKCO8l6pEY710eNv8oNfvPAMA5t8LMDgbeADrjBWhnhiVbDpzonJsabWUZ/MwiIiKSpxQjKUYSERGR3JDuPscAcM69CuwK3IUX8KzG60diCl5QtptzblYmyhKPX47d8Mo1Ba+cq4Fv8cq/q3PutQTyyZvPLCIiItmRT/GCYiQRERGprzJxWyUAzrmfgIv9RzLLjQOidfwaTBc3TRLrXAXc5j/qkk+tPrOIiIgUDsVIIiIiItmVkZZjIiIiIiIiIiIiuShjLcck/xQXF9OwYUPmz59PZWUllZWV2S6SAJWVlbRu3RqAn3/+maKi+lnHXVRURMOGDWnSpAlNmzalYcOG2S6SiIiIiBSo9evXs3LlSlatWsX69evrxblRoZxX5KPwbdOgQQOdG6WZKsdkI845lixZUrUzrl69WgfKHOKco6ysDICKiop68cccTSgIWbBgAW3btqV169aYpezuIBERERGRmJxzLFq0iEWLFmW7KClXSOcV+SbSttG5UXqpckw28uuvv7JkyRIaNmxIw4YNMTPMjOLi4mwXTXyhg2CDBvV3F66oqMA5VzW/cOFC1q9fz+abb57FUomIiIhIIfn1119ZtmxZjdfq07lRIZxX5KvQtikuLqayslLnRmmmPUBqWLt2LcuWLcPMaNSoEU2bNqVdu3aUlZWpVjpHVFZWsnz5cgCaN29eb1v1OedYt24dy5cv5/fffwdg2bJltG7dmkaNGmW5dCIiIiJS34XOjUJat25N8+bNadSoUb04NyqU84p8FL5tzEznRmmmX7/UsHTp0qrpFi1asMkmm1BaWlovDv6SX8yM0tJS2rVrR7t27apeX7JkSRZLJSIiIiKFInhuFIpJdW4k2aBzo/RT5ZjUsHr1asDb+Zo0aZLl0oh4Ntlkk6rp0G9URERERCSdgnFnMB4VySadG6WHKsekhoqKCsC7r1nNaiVXFBcXV/XrEPqNioiIiIikUyjubNCgQb3pY0zyn86N0kO1HxKRmgpLrtFvUkREREREROdG6aDKMRERERERERERKViqHBMRERERERERkYKlyjERERERERERESlYqhwTEREREREREZGCpcoxEREREREREREpWKocE8mC2bNnY2a1ehQXF9OyZUtatmyZ7Y8hIiIiIiJSJ3U5Nwo+ROpClWMikrD+/ftjZvTv3z/bRREREREREckanRvVLw2yXQCRcBMnQu/emVsuGzp06MBXX30V9f1ddtkFgO7du/PII4/UeK+yspKVK1emtXwiIiIiIpJ9OjeKfW4kkiqqHJOcMmwYXHcd3HorXH554ssNHw5XXAHXXuvlketKSkrYeeed46Zr0qTJRukqKytZvnx5uoomIiIiIiI5QOdGNUU6NxJJFd1WKTlj4kTv4A/ewXz48MSWCx38wVt+4sT0lE9ERERERCQTdG4kklmqHJOc0bu3d1UkJJE/geDBH7zl86X5cF198cUXnHPOOeywww40bdqUJk2asMMOO3DOOecwc+bMmMsuXbqUm266ib333puWLVtSUlJC27Zt2XHHHTnyyCN54IEHWLBgQVX6oUOHYmaMHz8egPHjx2/UAWanTp3S+XFFRERERAqGzo2S89lnn3H22Wfr3EhqTbdVSk4JNRcOHdRDz5GaEUc6+CfT3DhfVVZWctVVV/HAAw/gnKvx3syZM5k5cyYPP/ww//znPznzzDM3Wn769OkMHDiQefPm1Xh90aJFLFq0iOnTp/PSSy9RUVHBeeedl9bPIiIiIiIikencKL7Kykr++te/MmLECJ0bSZ2ockxyTiJ/AoV68Ae44IILeOCBBwDo27cvQ4cOZZtttqFx48Z88cUXjBgxgm+++YazzjqL9u3bc9hhh9VY/uSTT2bevHmUlJTw5z//mcGDB9O+fXsqKyuZO3cuH330ES+++GKNZW666Sb++te/ctpppzFlypSInWE2bNgwvR9cRERERKTA6NwotvPPP5/7778f0LmR1I0qxyQnxfoTKOSD/zvvvFNVMXbPPfdw7rnnUlRUfXf0nnvuyUknncTBBx/M2LFjueCCCzjooINo0MDb1X/44Qc+/fRTAO68886Nrn706NGDo446iuHDh7N06dKq1zt06ECHDh1o0qQJoM4wRUREREQyRedGkb3zzjtVFWMPP/wwp59+eo33dW4kyVCfY5KzLr984/vsW7cu3IM/wK3+F3LYYYdx8sknR0xTWlrKfffdB8BPP/3Ee++9V/Xe/Pnzq6b79u0bdT1mRsuWLVNRZBERERERqSOdG20sdG509NFHb1QxFqJzI0mUWo5JrXXvDoHjSdo0bw7Ll3vTixfXfP3ee71HOrVvD1OmpHcdiVi+fDnjxo0D2Kg5cLiuXbvSpk0bFi1axKRJk9h///0B2GyzzarSjBo1ijvvvDNt5RURERERKRT5eW5kONfcmzJLaIlcPDc65phjYqbVuZEkQpVjUmvz58Mvv2Rv/cuXV/8xFILPP/+cyspKAM444wzOOOOMhJYLXhHZeuut6dOnDxMmTOCuu+7i7bff5uijj6Z///707NmTxo0bp6XsIiIiIiL1WX6eG5n/yD/Bc6Pjjz+e448/PqHldG4k0ahyTGqtffvMrGfFisgH+ubNoVmz9K8/U58znt9++61Wy61evbrG/NNPP82xxx7LpEmTmDZtGtOmTeOGG26gpKSEnj17csIJJzB06FBKS0tTUWwRERERkXovP8+NXNUIj17LsfgVZTo3kvpKlWNSa5loThvewWSrVtXNh5cvhyuvLJz76isqKqqm77rrLnr06EHTpk1rdMgfSfj98R06dODDDz9kzJgxvPDCC4wfP55p06axYcMGJkyYwIQJE/jHP/7BG2+8wfbbb5+WzyIiIiIiUp/k47lRZaVjuV/T1rx5c4qK8qcVWfDc6MEHH2SfffZJaDmdG0k0qhyTnBVt5JXg65GGMq6vWrduXTVdVlbGjjvu6P+J1W5cjQEDBjBgwAAAfv/9d959913+/e9/M3bsWL7//nuGDBnC559/npKyi4iIiIhI7encqKbguVHjxo3rPFqkzo1Eo1VKToo1JHGkkVqGD89s+bKhW7duVR1lfvzxxynNu3Xr1gwZMoQxY8ZUdfY/depUvvvuuxrpEu2oU0REREREUkPnRhsLnht98MEHKc1b50aFSZVjknNiHfxDCvFPoG3btvTs2ROA//3vfyxatCgt6wldMQE2WkfoXvt169alZd0iIiIiIlJN50aRBc+NnnrqKRYuXJiW9ejcqHCockxySiIH/5BC/BO4+uqrAVixYgWnnnoqS5cujZp23bp1/POf/2Tt2rVVr02dOpWpU6dGXcY5x7vvvgt4V0I6depU4/3QcMc//PBDVeedIiIiIiKSejo3ii10brR8+XKOOeYYnRtJnajPMckZEycmfvAPCb0fvM++Vy/o3Ts9Zcy2gw46iAsuuIB77rmHDz/8kJ122omzzz6b3r1707p1a1atWsWsWbOYMGECL7zwAkuWLOHUU0+tWn7q1Kmcdtpp7Lnnnhx66KHsvvvutG/fng0bNvDjjz/yyCOP8M477wBw2GGHVR3wQ/bZZx8eeeQRfvvtNy6++GJOOukkWrRoAUBJSQlbbbVV5r4MEREREZF6SudG8R100EFceOGF3H333bz//vt07dpV50ZSa6ock5zRuzdcey1cd11iB/+Q4J/AtdfW34N/yJ133kmTJk24/fbbmT9/PsOGDYuatkmTJhQXF2/0+uTJk5k8eXLU5fbZZx9Gjhy50evHHXcct9xyCz/88AMjRoxgxIgRVe9ttdVWzJ49O5mPIiIiIiIiEejcKDF33XUXrVq14oYbbtC5kdSJKsckpwwbBgMHJn8Qv/zy+n1VJMjMuOyyyxgyZAhPPvkk7733Hj/88APLli2jcePGbLHFFuy2224MGjSII488krKysqpljz/+eDbddFPeeecdJk+ezC+//MKCBQsoLy+nXbt27L777gwZMoTjjjsu4iiYTZs25cMPP+SWW25h9OjR/PTTT6xevTqTH19EREREpCDo3Cg+M+Pvf/87J598Mv/6178YO3aszo2kVlQ5Jjmntgfx+nTwT+Se9a222opbb7014oE6mkaNGjF48GAGDx5c67JtuummNa6KiIiIiIhIeujcKLFzo6233prhSXaypnMjCVKH/CIiIiIiIiIiUrBUOSYiIiIiIiIiIgVLlWMiIiIiIiIiIlKwVDkmIiIiIiIiIiIFS5VjIiIiIiIiIiJSsFQ5JiIiIiIiIiIiBUuVYyIiIiIiIiIiUrBUOSYiIiIiIiIiIgVLlWMiIiIiIiIiIlKwMlY5ZmZbmdkdZjbDzFaZ2WIzm2xml5pZ4xSuZ7CZvWhmc81snf/8opkNjrPcUDNzST5GRckr0eXHpepzi4iISH5SjKQYSURERLKrQSZWYmaHAk8AzQMvNwa6+48zzOxg59ysOqyjCPg3cHrYWx38xxFm9jBwlnOusrbrCfNtivIRERGRAqQYSURERCT70l45Zma7Ac8CZcBK4BbgPX/+OODPwPbA62bW3Tm3oparuonqoO9z4Dbge2Bb4DJgN+AMYCFwZYTlXwKmJLCeF4DOQCXweJy0DwD3x3h/VQLrExERkXpIMZJiJBEREckNmWg5djdekFcODHLOTQq8N9bMvsML0rYHLgGGJbsCM9se+Ks/OwXo65xb489PNrNXgPF4V2AvNbP/hF+Bdc4tBZbGWU9XvKAP4D3n3Nw4RfvNOfd1wh9EREREColiJBEREZEckNY+x8ysB9DHnx0ZFvSF3AFM96cvNLOSWqzqL1RX9J0fCPoAcM6tBs73ZxsAF9ViHQCnBKYfq2UeIiIiUuAUI4mIiIjkjnR3yH9EYPqRSAn8vi1CQdQmwL7JrMDMDDjcn53hnPsoyno+orr/i8P95ZJZTxFwoj+7Eng+meVFREREAo4ITCtGEhEREcmidFeO9fafVwGfxkg3PjDdK8l1bA1sHiGfWOvpAHRKcj37Alv40y8459QXhoiIiNSWYiQRERGRHJHuyrGu/vMs51x5jHQzIiyTqB2j5JPq9QRvF3g0wWWONbNpZrbazFaY2Xdm9qiZJXXlV0REROodxUiKkURERCRHpK1DfjMrBdr4szE7ZXXOLTGzVUATqq88JqpjYDpe569zAtMJr8fMmgBHBfJ4L8FFdwyb385/nGJmLwFDnXPLEi1HoDwd4yRpH5pYs2YNa9asiZW2hsrKSpxzOOdqvCa5I7g9Cm3bOOeorKxM6jedKWvXro04LdmnbZO70rFtcvH4EE4xEpCHMVKIjim5S9smN+XzdgmdG4Wm65tCPq/IdYlsm2TPjfIhRsqmdI5W2SwwvTKB9KHAr2ka1xNs5p/Meo4KpH/cBWuOIlsNvAKMwbsSuxJoC/QDzgZa4/U18rKZ7e+c25BEWaBmABvT+++/T5s2beIn9LVu3ZqysjIaN25c9drKlYlsPsmGQto25eXlVScyM2bEawCRXe+//362iyBRaNvkrlRtm0WLFqUknzRTjJSHMVK0PCQ3advkpnzbLqFzIzNj+fLl2S5OWhXSeUW+ibRtanNulCcxUtak87bK0sD0+gTSr/Ofy9K4nnWB6WTWc3JgOpERmDo45453zj3snJvonJvqnHvHOXc1sBPwuZ+uH3BOEuUQybiff/6Zli1b0rJlS5566qlsF0dEpD5QjKQYSURE8pDOjeqvdLYcC7aZbZhA+kb+c7Jt/ZJZT6PAdELrMbPNgQH+7MfOuW9jpQdwzi2N8d4CMzsG72ppCd7w6fckUpaAeLc7tAcmA/Tt25eOHePdYVDt559/pqKiguLi4qrXmjZtSlFRurunKyyzZ89m2223rXM+GzZsSPu2adq0ugFBaWkpzZs3T+v6olm4cCFlZWU0bdqUPfbYIytliGXt2rVVV0P79u1LaWlpnCUkU7Rtclc6ts3cufHuHswJipEiv5fTMVKIjim5S9smN+XzdgmdGzVo0CBrMXA6VVZWVrVKyuY5X6rOjSoqKlJQmtgydW4Ub9vU5twoT2KkrEln5diKwHQizfOb+M/JtudMZj1NAtOJruckqlvYJXJFNC7n3A9m9g5wELCdmW3unJuXxPIxf9XBEdjLysooK0v8AnBRURGVlZU18igqKlLlWIql6vvMxLYJ5p/t34KZUVRUlNRvOhtKS0tzvoyFStsmd6Vq2+TJ9lWMFEUux0iR6JiSu7RtclO+bZfQuVFouj7LZpyfynOjdMvGuVG09SR7bpRP+142pK1yzDm31sx+x+s7IuZlOTNrSXVQlnBfEb5gEBTv8l/wamKi6wndLrAeeCbRQiVgGl7gB96w6QkHfvXexInQu3f8dKlaLgs6dOjAV199FfX9XXbZBYDu3bvzyCOP1HgveBUhEzp16kT8LmRERCRRipHiUowkIhKic6OY50aZpnOj+iudLcfAC2764F35axBjqPIugenptVhHpHzqvB4z2x3Y2Z99zTm3OMmyxaI9KpJhw+C66+DWW+HyyxNfbvhwuOIKuPZaL48cV1JSws477xw3XZMmTTZKV1lZWe87BBURKQCKkaJTjCQiAjo3ChPp3EgkVdLdBnCi/9wEiHUjbL/A9AdJruNHqq8o9ouVEOjrP/8CzE4g71MC0ym5XSAgOIS5roiCd3Xjuuu86Suu8A7qiQgd/MFbfuLE2OlFRESyTzFSdIqRRER0biSSUemuHHspMH1apARmVkR1gLUUeC+ZFfhDhr/sz3Yxs55R1tOT6quiL8cbatzMGgDH+7OLgDeSKVecvLcG9vdnv3fO/ZKqvPNa797eVZGQRP4Eggd/8JbPk+bDtbXffvvRsmVLDjnkEAC+++47zjvvPDp37kzjxo0xM2bPnl2V/tdff+X+++/nmGOOoXPnzjRp0oRGjRrRoUMHDj/8cJ599tmqvhQimT17NmaGmTFq1KiN3h82bFjV++B1unr77bez++6706xZM5o1a0aPHj247777KC+P1jBCRKTgvBSYVoxUnbdiJBER0LlRgvr374+Z0b9/f0DnRlJ7ab2t0jn3iZlNwLtt4HQze9Q5Nyks2SVAV3/6bufchuCbZtaf6mDwUefc0AirGgGcCRQD95pZX+dc1UhLZlYG3OvPlvvp4zkQaOdPPx1ermjM7FDgzWi3R5jZpsDzVI8adX8i+RaMUHPh0EE99BypGXGkg38yzY3rgZdffpmTTz6ZVatWRXy/oqKCjh07RjzAz5s3j1deeYVXXnmFkSNH8sILL9QYfaU2FixYwIEHHsjUqVNrvD558mQmT57M6NGjeemll+p9h6YiIvEoRor4vmIkEZEgnRsl5eWXX+bEE0/UuZHUSrr7HAO4EO82gDJgtJndjBfIlQHH4QVsADOBO2qzAufcTDO7HbgC6A58YGbDge+BbYHLgd385Lc7575LINvg7QKPJlGce4ESM3semIR3a8IaoA3QHzjLnwbvlop/JpF3YUjkT0AHf+bOncspp5xC48aNueaaa+jTpw/FxcVMnjy56kAeuvi/3377MXjwYHbZZRfatm3LihUr+OGHH3jooYeYNGkS77zzDueeey6PPprMT31jRx11FNOmTeOCCy7g0EMPpVWrVnz77bfccMMNTJ8+nVdffZWHHnqIs846q86fX0SkHlCMpBhJRCQ2nRsl5Oeff+akk07SuZHUWtorx5xzn5vZEOAJoDlwc4RkM4GDnXMrIryXqKvwrmL+CS/IizRq0kjg6ngZmdkmwKH+7DfOuU+TLMvmwPn+I5rngTOcc+uSzLswxPoT0MEfgJ9++onNN9+cSZMmseWWW1a9vtdee1VNFxcX8+2337LddttttHy/fv047bTTuPbaa7n++ut5/PHHufrqq+ncuXOtyxS6AhJq1gyw++67c8ABB7DjjjuyYMEC7r//fv0BiIigGClGGsVIIiJBOjeK68cff9S5kdRJRtrvOedeBXYF7sIL8lbj9Z0xBf+KpXNuVh3XUemcOx04GK9/jXl4Q4vP8+cPcs6d4ZyLfgNxtWOBUn/68SSLcipwLfAW3mddjHebwlLgK+BBYB/n3DHOuaVJ5l1YLr984/vsW7fWwT/g5ptvrnHwD2dmEQ/+QX//+99p06YNzjleeeWVOpXn/PPPr3HwD2nVqhWnneZ1qfPVV1+xbNmyOq1HRKS+UIykGElEJCE6N4rr1ltv1bmR1FombqsEwDn3E3Cx/0hmuXGAJZH+DerYMaxz7iHgoVouOx4YX5f1543u3WH+/PSvp3lzWL7cm168uObr997rPdKpfXuYMiW966iFhg0bcuyxxya1TGVlJfPnz2fFihVs2FDdRUzHjh1ZtGgRX3zxRZ3KdOKJJ0Z9b489vMHYnHP8+OOPdOvWrU7rEhGpLxQjiYjUA3l4bmRAc/9Ww1AH8nHp3ChhOjfKLxmrHJN6aP58+CWLg0gtX179x1CAttlmG0pLS+Omc87x5JNPMnLkSD7++GPWrFkTNe2iRYvqVKYuXbpEfa9Vq1ZV0ytW1OXuIBERERGRHJOH50ZGEldYclznzp11biR1osoxqb327TOznhUrIh/omzeHZs3Sv/5Mfc4kbbLJJnHTrF27lqOOOoo333wzoTxj/TkkonHjxlHfC47CUlFRUaf1iIiIiIjklDw8N3JUd1JvZolVlOXouVHLli3jptG5kcSiyjGpvUw0pw3vYLJVq+rmw8uXw5VXFux99cXFxXHT3HTTTVUH/379+nHuueey++670759e8rKyqoOyn379mXChAlVf44iAF/eP5Fd/693xpYTERERyVt5eG7kKitZ7le0NW/eHCvKSJfkaaFzI6mr/P31S/0XaeSV33/fuCPK4cMzX7Y84Jzj4YcfBqBPnz6MHTuWY489lm233ZYmTZrUuFqxONhfgQgwrv8wdj23D+MGJ7d/jRs83Fuu/7D0FExERESkEOncqE50biTxqHJMclOsIYkjjdSiP4GNLF68mPl+p6DHHntsjQN+0MqVK/n2228zWTTJcV/eP5H+468DoP9bVyRcQTZu8HD6v+Xtt/3HX8eX909MWxlFRERECobOjepM50YSjyrHJPfEOviH6E8grvLy8qrpVatWRU338MMP10grsuv/9WbcgdX7VyIVZMGKMYBxB96qWytFRERE6krnRimhcyOJR5VjklsSOfiH6E8gprZt21Z12v/000+zbt26jdJMnjyZa665JsMlk3zQ/83LE64gi1Qx1v/NwuwLUERERCRldG6UMjo3knhUOSa5Y+LExA/+IZH+BCbqVi7wRkA58cQTAfjyyy/p3bs3Tz/9NFOmTGHMmDFccskl9O3bl9LSUrbffvssl1ZyUSIVZKoYExEREUkDnRullM6NJB5Vjknu6N0brr3Wm07k4B8S/BO49lovHwG8EVm6desGwJQpUzjhhBPYc889GThwIHfeeSeNGzfm+eefZ7PNNstuQSVnxaogU8WYiIiISJro3CjldG4ksTTIdgFEahg2DAYOTP4gfvnl0KuXDv5hWrRowQcffMCdd97Jc889x3fffUeDBg3YYostOPjgg7nwwgvp2LFjtospOa7/m5czbjDVne2/dQWLi26jv6seyUcVYyIiIiIppnOjlNK5kcRizrlsl0FSzMw6AnMA5syZk9QO/t1331FeXk6DBg1o27YtAM2bN486modkXmVlJcuXLwcKa9sEf5udO3fOdnE2smbNGkaPHg3AoEGDKCsry3KJUi+8pVjV6zleMVYI2yZfpWPbzJ07ly222CI0u4Vzbm6dM5V6oy4xUoiOKblL2yY35fN2yfX4s64K9bwiH8TbNrX5bSpGik2/fhERSUivly9jPSU1XlvKJjldMSYiIiIiIhKPKsdERCQhn2x+OA3ZUOO1TVjKO93/lqUSiYiIiIiI1J0qx0REJK53d7qAXr+/WjVfEfj72P/TW3l3r6uyUSwREREREZE6U+WYiIjE9G7f6xk47d6q+a9b9mbNd7/we1GbqtcGfnIz7+5zTTaKJyIiIiIiUieqHBMRkajeO/BWBk64tmr+1+IO7DhvDE23a0+DLz5jibWsem/gpBt5t/ewLJRSRERERESk9lQ5JiIiEY0bPJx9367uT2wtDSn5YDxFpQ0BaLHzFrhPprDcmlelGfjBdYzpe13GyyoiIiIiIlJbqhwTEZGNjBs8nP5vXVHjte+ufJQ2e21b47VW3bdh7fhPWEmTqtcGTBjGmP43ZKScIiIiIiIidaXKMRERqeHL+yduVDE25Q+ns8tNx0VM367PDqwcPYnVlFW9NmD83/n4ljFpLaeIiIiIiEgqqHJMRERq2OWc3nxVumfV/I9lXfnD+HtiLtN+/134/aUJrKFR1Wvlt93FysXr01ZOERERERGRVFDlmIiI1PDOOS+wy9rJAKyhlEYvPktJi8Zxl9vi8D347amxrKYUgF5LX2dKlxNZs6I8reUVERERERGpC1WOSUTOuWwXQUSy4NvRP7Hng6dXzc84awSbH7BLwstvdfw+zHvoDdb4FWT9F/6PD7r8iXVrKlNeVhERERERkVRQ5ZjUUFxcDEBlZaUqyCRnOOeoqKgAqn+jknqrl21g9RHH05KlAHy27bHs9sCZSeez3Rn78vPdL7KeEgAGznuccTuew4b1OqaIiIhI/gjFnRUVFTo3kpyhc6P0UOWY1NCwYUPAqxxbt25dlksj4lm9enVVQBL6jUrqjet3LbutmQTALyWd2HHiv8GsVnntcMGBzLrpOcrx/rAPmP1v3t3lIirKFViKiIhIfgjFnc45Vq9eneXSiHh0bpQeqhyTGpo3b141vXLlSl0hkaxzzrF48eKq+eBvVFLnvSvf4cAvbgVgAw3Y8PgzlLbfpE557njlEUy/8gkq8SrYBs+8mzf3uJpK3WEpIiIieSAYdy5evFjnRpJ1OjdKH1WOSQ1NmzbFzHDOsWbNGn7//XdWrVqlPwLJOOccq1atYu7cuaxcuRIAM6Np06ZZLln989MnC9jx1pMpwtvPp/7xZjoN2Sslee9y03F8deHIqvlDvryZ13vdhA4pIiIikutC50bgNRyYO3euzo0kK3RulH4Nsl0AyS1FRUV06NCBOXPmsHbtWpxzzJkzh6KiIt3PnEPKy73R/xYuXJjlkqRPeN8OZkaHDh0oKlKdfiqtX1vJr/ufQk+3AIAvNzuA7k9dktJ1/GHEaXy2ag27P3wuAId+dDWv7lfGIWMvru1dmyIiIiJpFzo3+uWXX3DOsXLlSlauXImZ1Ztzo0I4r8hXoW3z22+/bdQnuM6NUk+VY7KRZs2a0a5dO2bOnEl5eTnNmzfHOVe1c0p2hVr1AZSVlVVdzarPQgf/Zs2aZbso9c47g27n4OWjAfituD3bTHwMK079n+zuD/0fn65czR7PXArAoeMu4fVDyzj4tXNSvi4RERGRVGnWrFmNCjKg3pwbFeJ5Rb6ItW10bpQeqhyTiJo0acKiRYto2LAhm222GZWVlVUjYkh2VVZWVh0omzZtWm+vFhQXF9OwYUOaN29erz9nNk26cxIHTLgKgEqMpfc+Qbtt2qVtfXs8/VemrFpN91evBeDg1/+PN4Y05qBnT03bOkVERETqqlmzZmy//fasXLmS5cuXs379+npxblQo5xX5KHzblJSU6NwozVQ5JlE551i3bh2bbropZWVl2S6O+NasWcOMGTMA2GOPPbRtpFZ+nb6UDpceTwO8wG7K/lfS45wBaV9v95evYfLA1ew5djgABzz3J95uUsoB/xmS9nWLiIiI1FZRURHNmzevVx2g67wid2nbZJ6qG0VECkxFuWNmvzPYsvInAKa17MWerw/LzMrN2PPdW5i89/kAFFPJfo+cxJgLXs7M+kVERERERMKockxEpMC8fdSD9Fv4PABLrSXtxz6FlWSwIbEZe04cwZRuZwBQQjm97/0j713xdubKICIiIiIi4lPlmIhIAfl01Jfs9+pfqubnXv8fWnXbMvMFKSpij8n/4tMuJwLQiPXsNfxIJtw4PvNlERERERGRgqbKMRGRArF4ziqa/3kIpawD4JMe57Hz1UdkrTzWoJjdvxzFZ1sfDUBj1tDtmkOYdNdHWSuTiIiIiIgUHlWOiYgUAOfg094X0Lnc69jzu6bd2GPs7VkuFVhJA7pNe4qpHQ4CoBkr6XrxgUz592dZLpmIiIiIiBQKVY6JiBSA0UOfYv+f/wPASprQ/PVnKG5SmuVSeYpKG7LzjOf5sp03WuYmLGPrswYx9clvslwyEREREREpBKocExGp5755eRb7PHZW1fysi+5n0747ZLFEG2vQtJQuM17mm1a9AWjN72x28gC+eXFmlksmIiIiIiL1nSrHRETqsRWL1uGGDKEZKwGY3PVkut15SpZLFVnDlk3YdvrrzGi+JwCbugVscswAvn17dnYLJiIiIiIi9Zoqx0RE6rEP+v6Nndd5/Xf91Kgzu064P8sliq20XXO2+PotZjXeFYAOlXMpPXg/fpjwS5ZLJiIiIiIi9ZUqx0RE6qkxF7/GgdPvAmAdDbFnn6VR66ZZLlV8TbZoxaZfvsOPpV0A2KriRyr3G8DPkxdkuWQiIiIiIlIfqXJMRKQe+n78XLrdNbRq/qtT/8GWh++WvQIlqdm27dhk8rvMabgNANuVf8vq3vvz69e/Z7lkIiIiIiJS36hyTESknlm7qoKlB59Ia7yKpM+3PJzuj5yX5VIlr+XOHSj7YAzzGmwBQJf1X/F79wP47btlWS6ZiIiIiIjUJ6ocExGpZ8budyN7rHofgHkNtmD7if8BsyyXqnbadO9E8Xtj+K24PQA7r/uUX7odxOKfV2a5ZCIiIiIiUl+ockxEpB6ZeNN4DvjkegAqKGL1Q0/RZItWWS5V3WzauzPlb43h96I2AOy2+kO+3/lwls1fk+WSiYiIiIhIfaDKMRGReuKXLxaxzTUnUEwlAFMOvY7thvbOcqlSY/OBO7LqhdEstU0A2HPFWKbteDSrFq/LbsFERERERCTvqXJMRKQeKN/gmL3vUDZ38wD4qu1+9Hjhb1kuVWptefhuLH7yLVbijbi595I3+azL8axdWZ7lkomIiIiISD7LWOWYmW1lZneY2QwzW2Vmi81sspldamaNU7iewWb2opnNNbN1/vOLZjY4gWVHmZlL8NEpgfwy8plFREYfPIJeS14HYFFRW7YY9zjWoDjLpUq9bY7fi3kPvc5qygDos/BFPtrhVNavqchyyURqTzGSYiQRERHJroxUjpnZocCXwMXADkBjoCXQHbgN+NzMtqvjOorM7GHgDeAIoAPQ0H8+AnjDzB4ys3rzmUVEACY/MIWB71xeNb/wH4+xyY6bZ7FE6bX9GX356e6XWUdDAPrPe4r3dzyL8vWVWS6ZSPIUIylGEhERkexLexBkZrsBzwLNgZXAVcA+wADgIT/Z9sDrZtasDqu6CTjdn/4cOB7o4T9/7r9+BnBjAnnNA3aJ8/gl2sIZ/MwiUuAWfr+cNucfR0M2APBR30vpetGBWS5V+nW9YH++u/l/bKABAANnj2TsrhdSWeGyXDKRxClGUowkIiIiuaFBBtZxN1AGlAODnHOTAu+NNbPv8K4Sbg9cAgxLdgVmtj3wV392CtDXORcaxmyymb0CjMe7Inmpmf3HOTcrRpYbnHNfJ1uOgLR/ZhGRygrHN33Opn/F9wBMb96DHm8ncm5bP+z8t0OZuvIpdrn5OIqpZNC39/H27mUM+nw4VmTZLp5IIhQjKUYSERGRHJDWlmNm1gPo48+ODAuAQu4ApvvTF5pZSS1W9ReqK/rODwR9ADjnVgPn+7MNgItqsY6EZPAzi0iBe+eER+j/69MALLfmtBn9NEWlDbNcqszqdtOxfHHhI1XzB3x5O2/tcz1ODcgkxylGUowkIiIiuSPdt1UeEZh+JFIC51wl8Jg/uwmwbzIrMDMDDvdnZzjnPoqyno+Ab/3Zw/3l0uGIwHRaPrOIyJfPTqfPc+dVzf941cO03WubLJYoe3YfcQpTzvhX1fzgj4fx9oDbslgikYQcEZhWjFRdFsVIIiIiknHprhzr7T+vAj6NkW58YLpXkuvYGgj1PD0+VsLA+x2ATkmuJ1GZ+MwiUsCWzV9Dw5OH0BivAcjH3c7kDzccm+VSZVf3h87ik+Pvqpo/8L3LefvQ+7JYIpG4FCPFLwsoRhIREZEMSHflWFf/eZZzrjxGuhkRlknUjlHyqct6WpvZeDP73R/q/Fcze9vMzktgePFMfGYRKVDOwce9L6bLhq8A+L5sJ3Yfd1ecpQpDj6f+wkeH3lQ1f8Br5zP6uP9ksUQiMSlGqntZRERERFIibR3ym1kp0MafnRsrrXNuiZmtApoAWyS5qo6B6ZjrAeYEpmOtpynQNzDf3n8MAq4wsz865z4MXyhTn9nMOsZJ0j40sWbNGtasWRMrbURr166NOC3Zp22TmzK1Xcaf/zIHfu/dQriaMuzZxyhvaJTXYj+vj/7w7EV8cPAKer13KwADnz2Dt0oMjmkFaJ/JNenYb2rzn5dpipEUI0l6aNvkJm2X3KVtk7sKNUbKpnSOVhkcfntlAulDQVDTNK5nVWA60noc8BHwKvAZsAAoxRuW/HS8Yc87AKPNrI9z7vOw5TP1mefET+J5//33adOmTfyEcfKQ3KRtk5vStV2WfL6KI0b+X9X8GwdcREnlHL4anfAhoTBcsBdvzDuVg759lCIcg574M48uuZU2f+6sfSaHpWrbLFq0KCX5pJlipPgUI0mdaNvkJm2X3KVtk7sKLEbKmnTeVlkamF6fQPp1/nNZGtezLjAdaT0XOef2ds7d7Jx7yzn3uXNuknPu30BP4GY/XRPg4Qgd1mbqM4tIgVm/yrHrLSPYhGUAjG9/CCVn75nlUuUoM9bfcgRvb308AA2o4OTXr2TR47OzWy6RaoqR4lOMJCIiIhmTzpZjwbZ/DRNI38h/TratXzLraRSY3mg9zrml0RZ0zjngKjPbCxgA7A7sA3xQy7IEy5PsZ453i0F7YDJA37596dgx3h0GG1u7dm1VDXXfvn0pLS2Ns4RkirZNbkr3dnlvr2vZff1kAOaUbMOukx6idNMWKV1HfeP235+P9iim58wnaMgGTnj+CiZ1+R97X7VftosmvnTsN3Pnxrt7MCcoRopPMZIkTdsmN2m75C5tm9xVwDFS1qSzcmxFYDqRJvFN/OdEmtrXdj1NAtPJrifkQbzAD6AfNQO/jHxm51zMX3XwYm1ZWRllZXW76FpaWlrnPCQ9tG1yU6q3y/irRnPQV7cDsIEGlD/xDC07tY+zlAD0+OoRPt5hHXvN/i9lrKXHTUP4qs3b9PiLBsDLNanab/LkmKgYKT7FSFIn2ja5Sdsld2nb5K4Ci5GyJm23VTrn1gK/+7MxL8uZWUuqg6BkO88JBkHxLv8FrybWtpOeaYHpDsE3MviZRaRA/PzJfLrecnLV/Od/vJWt/6jbKRNV1LABO332MBNb7w9AU1axw0UH8flDU7JcMilkipEUI4mIiEhuSWefY1AdJG1nZrFaqXUJTE+v5TrC80n1ekJcnPcz8ZlFpABsWFfJ/P1Pop37DYCpmw1mz6cuynKp8k9xaQmL7juTj1r0A6AFy+l05iC+evLLLJdMCpxipPSWRURERCRh6a4cm+g/NwH2iJGuX2D6g6ipIvsRmBchn0hCQ4//AsxOcj0hOwam50V4PxOfWUQKwLuDhtNj+RgAFhRvxrYTH8WK033Yrp+srIRf/3keX7bsA0BLlrDpyfsz/cUZWS6ZFDDFSNEpRhIREZGMSvdZ1kuB6dMiJTCzIuAUf3Yp8F4yK/A7gX3Zn+1iZj2jrKcn1VciX/aXq42zAtPjI7z/UmA6LZ9ZROq/j+78kP3fvwaASoyl9z1Js23aZrlU+a2oaQkdP/8f05rvBUA79xubHDOAWW9/n+WSSYF6KTCtGKm6LIqRREREJOPSWjnmnPsEmODPnm5me0dIdgnQ1Z++2zm3IfimmfU3M+c/RkVZ1Qigwp++18xq9DTnz9/rz5b76QlL09PMNov2WcxzIzDQf+kLIlzNTMVnFpHCNn/aYjpcejwN/MPaJ/tfzQ5n75vlUtUPZe2aseXXbzKzcTcANqucR6ODBzB7gro1ksxSjKQYSURERHJHJu7PuRBvGO4GwGgz+5sfZO1rZg8Ct/npZgJ31GYFzrmZwO3+bHfgAzMbYmbdzWwIXoDW3X//dufcdxGyORD40cxeMrNz/fLt5pf1TGAScJWfdjXw5xhXVtP+mUWkfqood3zX/wy2qPwZgK9b9WGv1/+e5VLVL023aEn7L0fzfal3B9gWFT9Rud8A5k6Zn+WSSQFSjKQYSURERHJArM5QU8I597kffD0BNAdujpBsJnCwc25FhPcSdRXQDvgTsBvwTIQ0I4GrY+TRCDjcf0TzM3CCc25ytAQZ/MwiUs+8c9QDHLjwRQCWWCs2G/MkVpL2Q3XBab5tW8qnvMtPu/dlq/Wz2Kb8O2b2Gsj8T8fRfuc22S6eFAjFSIqRREREJDdkpGdn59yrwK7AXXgBz2q8fiSmAJcDuznnZtVxHZXOudOBg/H615gHrPefXwYOcs6d4ZyrjJLFI8D/AY/j3Q7wq7/8arxg7yXgdGAH51zczmEz8ZlFpH6ZOmoq/V+9uGp+7g2P0LrbFlksUf3WaqfNKPtgDHMbbAXA9uu/YfGeg1g0a2l2CyYFRTGSYiQRERHJvow1R3DO/QRc7D+SWW4cYEmkfwN4I6nCUVW+B/xHStT2M4tI4Vn880qa/vk4SlkHwEd7XUjPqw7Lcqnqv3bdt+TX98Ywv39f2lfMY8e1n/PlHwZTPH00Lbdslu3iSYFQjCQiIiKSXRlpOSYiItE5B5/3OZ/tyr8FYGbT3eg+ZniWS1U4Nuu9LRveHMOiIm800F1Xf8SPOx/KigWrs1wyERERERHJBFWOiYhk2btDn2DAz6MAWElTmr/xLA2aNMpuoQrMFvt3YeWL77LEWgKw+4rxTO96JKuXrMtyyUREREREJN1UOSYikkXTX57J3o+dXTU/8+J/0b5P5yyWqHB1OmxXfn9qNMutOQA9lozmix3+yLqVG7JcMhERERERSSdVjomIZMnK39dROeQ4mrIKgI+7DmX3O07McqkK23bHdWfeQ2+wisYA7L3wFSbvcBIb1lZkuWQiIiIiIpIuqhwTEcmSSX0uY6d1nwMwu9EOdJtwb5ZLJABdTu/Fj3e/ylq8W1t7z3uOD7ueTsWGaAP5iYiIiIhIPlPlmIhIFoy7+BX2n34PAGtphD33LI1aN81yqSRk5wv249ubX2A9JQD0m/0o43c5l8oKl+WSiYiIiIhIqqlyTEQkw34YP4dd7jqtav7LU+9kq8P+kMUSSSR/+NtBfH3l05RTDMB+3/6L93a/BFepCjIRERERkfpElWMiIhm0blU5Sw8+kdYsBuDTLY+kxyPnZLlUEs3uNx3N5xc+SiUGwIAv7+LdXn/HqX5MRERERKTeUOWYiEgGjdvvenZfNQGAXxpsyQ4TR4JZlkslsew54kQ+OeOhqvn9P7qRMQNvyWKJREREREQklVQ5JiKSIR/c+B77f3IjAOUUs/rhp2m6Rcssl0oS0fOh0/nwuHuq5geOvZJ3D707iyUSEREREZFUUeWYiEgGzPtiIdv+/USK8O7Hm3LYDXQ+dZ8sl0qSsc/T5zPxsOFV8wNf+wtjj/t3FkskIiIiIiKpoMoxEZE0K19fyc/7nkp79ysAX7QdyF4vXJ7lUklt9H75MiYOuLZqvv+zZzP+jMezWCIREREREakrVY6JiKTZmEPuoueSNwFYWNSOrd5/HCvW4Tdf9X7nWibufSkARTh6jxzKhAv/m+VSiYiIiIhIbensTEQkjaY8MJn93rmiav63fzzOJl3aZ7FEUmdm9Jo4nA+6nQtAMZX0vOcEPrzytSwXTEREREREakOVYyIiabLo+2W0PX8IJZQD8GHfy9npokFZLpWkghUZ+0y5hw+7/AmAEsrZ45aj+eSmd7JcMhERERERSZYqx0RE0sBVOqb1OZOtKn4EYFqLnvQcfUOWSyWpZMVF9Pzy30za+ngAGrGena8+nM9GvJ/lkomIiIiISDJUOSYikgbvHj+Svr8+B8Aya0Hbd56mqFFJlkslqVZUUkyPaY/ySYcjAWjMGjpfdDBfPvRxlksmIiIiIiKJUuWYiEiKTf/fdHo9d0HV/I9XjaTtnp2yVyBJq+LSEnab8TSftjsQgGasZMszD2TaU1OzWzAREREREUmIKsdERFJo3ZJympx+Co1ZA8CkbufQ7Yajs1wqSbeSpo3YacYLTG25LwCbsJR2J+3PzJemZblkIiIiIiISjyrHRERSxDko/duL7LDhGwBmle1C9/F3ZLlUkimlLcvYfsYrF1nu2QAA6oFJREFUfN18bwDauEU0P3ogP4yeleWSiYiIiIhILKocExFJkcX/msFh858EYBWNKX35WUqal2W5VJJJjds1Zatv3mR6kz0AaF/5Kw0PGsCciT9luWQiIiIiIhKNKsdERFLgh3dnc/TbN1fNTzvnPjru3zWLJZJsadaxBZt98Tbfle4MQMeKn6nYdwDzpszLcslERERERCQSVY6JiNTRmmXrqRgylBYsB+CjbY9jz38OzW6hJKs22bY1Lae8y48NtwegU/n3rOk1gN++/i3LJRMRERERkXCqHBMRqaMJ/a5m1zWfADC7wdZs/+4IMMtuoSTr2uy0KY0/HMOcBlsDsO36GSzecxCLZy3OcslERERERCRIlWMiInUw8ao3GfTF7QCsp4SP/3IpZZs2z3KpJFdsukdHit4bw7zijgB0WfsFv/7hQJbNWZ7lkomIiIiISIgqx0REamnOx/PocsspVfOv9L6A0t6bZ7FEkos69N6aDW+O4beiTQHYafVkZu90MCsXrMpyyUREREREBFQ5JiJSKxvWVrBg0Mm0cYsA+HSzg2lwce8sl0py1Vb7b8/KF9/ld2sNwB9WTOTbroezZsnaLJdMRERERERUOSYiUgvvDbqF7svHAvBrcQc6vvMAVqR+xiS6bQ7bmd+fGs0yWgCwx5IxfLXDMaxbsT7LJRMRERERKWyqHBMRSdInd0xgwIRrAaigiGX/fJLm27TJcqkkH2x/3O7MffgtVtAUgB4LX+ezLidQvrY8yyUTERERESlcqhwTEUnCgumL6XDZCRRTCcDHg/5Ol7P6ZblUkk92Or0nP97zGmsoBWDvec/zUdfTqNhQmeWSiYiIiIgUJlWOiYgkqLLCMavfn+hQOReAL1v1o+drV2e5VJKPdj2/H9Nvfol1NASg9+wn+GCXs6mscFkumYiIiIhI4VHlmIhIgsYceR+9Fr4MwGJrTYf3nqSopDjLpZJ8tfvfDuCLK5+jHO831Pfbh3h/j7/gKlVBJiIiIiKSSaocExFJwBejPqfvq3+tmp9706O03rVDFksk9UGPmw5n8l+epML/O+7/xT2M63WlKshERERERDJIlWMiInEs+XkFzf48hEZ4owp+uNdF7Pq3g7NcKqkv9r5rCB+dMbJqft+PbmXc/jdlsUQiIiIiIoVFlWMiIjE4B1/0OZdtyr8DYEbTPegx9tYsl0rqm14PDeX94+6vmt937DWMO/SOLJZIRERERKRwqHJMRCSGsUMfo//PjwOwgma0eOMZGjRumOVSSX3U9+lzGH9YdYVY/9f+yvhAhZmIiIiIiKSHKsdERKL49pVv2eux/6uan3nJg2zWZ7sslkjqu34vX8y4ATdUzz97LhPPGJW9AomIiIiIFABVjomIRLDq97VU/nEITVkFwKQdT2ePfxyf5VJJIej/zlWM2/tvVfN7jzydDy98JoslEhERERGp31Q5JiISwUd9LqXrui8A+KG0K7tPuDvLJZKCYUa/iTcxvtuFABRTSY97TuLjv72U3XKJiIiIiNRTqhwTEQnz/sUvMWD6fQCsoZSi556lUasmWS6VFBIrMvp+ehfvdzkTgAZU0O3WIXx601tZLpmIiIiISP2jyjERkYDZ7//Mznf9qWr+i6Ej6HToLlkskRQqKzJ6ffkAE7c+GYBGrGfHq49k6ohx2S2YiIiIiEg9o8oxERHfulXlLD3oBFqxBIBPtjqGnv85M8ulkkJWXFJEz2n/YVKHYwAoYy3bXXQIXz80KcslExERKWATJ2Z2ORFJO1WOiYj43t9vGN1WfQDA3AZbsePEh8Asu4WSgtegtAF7zHiST9odDEBTVrHFmYOZ8dRnWS6ZiIhIARo2DPr0geHDk1tu+HBvuWHD0lEqEakjVY7JxnQlRArQpJvGMOCTmwHYQANWj3yGph03yW6hRHwNmzZk12//x6etBgLQgmW0PWkQs176OsslEykwipFECtvEiXDddd70FVckXkE2fLiXHrzldUwQyTmqHJOa/CshDe64I7nldCVE8tivUxewzTUnUYQD4JPDb2L7U3pmuVQiNZVuUkqX6S/xRfPeALR2v9P86IHMHj0zyyUTKRCKkUSkd2+49dbq+UQqyIIVY+At37t3esonIrWWscoxM9vKzO4wsxlmtsrMFpvZZDO71Mwap3A9g83sRTOba2br/OcXzWxwAstuamZnmNlTZjbNzFaa2Xoz+9XM3jKzM82sLIF8XIKPcSn50KkSuBJScs01bPfCC4ktpyshkscqNlQyZ79T2dTNB+DztoPY5/m/ZrlUIpE1adeETl+/zjeN9wSgXeUCGh40gF8m/pjlkkldKEZSjCQieeTyyxOvIItUMXb55ektn4jUSkYqx8zsUOBL4GJgB6Ax0BLoDtwGfG5m29VxHUVm9jDwBnAE0AFo6D8fAbxhZg+ZWcTPbGZ/Bn4BHgKOB7oCTYASoD1wAPAg8IWZ7VqXsuassCshOz32WPzgT1dCJM+NPfgOeix5G4DfitrT6f3HsGI1qpXc1WKL5mz+5VvMKP0DAJtXzKVi3wHMnzI3yyWT2lCMlCcUI4lIUCIVZKoYE8kraT8DNLPdgGeB5sBK4CpgH2AAXpAFsD3wupk1q8OqbgJO96c/xwveevjPn/uvnwHcGGX5TYFiYD3wAnA20A/YHTgWGO2n6wy8a2YdEyjTA8AuMR6nJfbRMijsQL/TY49Fv31AB3zJc5/d/xH937kSgEqMBXc8Tssum2a5VCLxtdy2Fa2njGZWw64AbFn+I2t6DWDh1wuyXDJJhmIkxUgiksdiVZDpGCCSdxpkYB13A2VAOTDIORccf36smX2Hd2V0e+ASYFiyKzCz7YHQfVBTgL7OuTX+/GQzewUYj3cV9lIz+49zblZYNquA4cAdzrmFYe99DvzPzO7Au7LbFrge+FOcov3mnMu/3pIvv5wNGzZQcs01gHf7ACUlNQ/oOuBLnvv9+6W0ueB4SigHYFK/v9HrLwOzXCqRxLXdqR3lH77LTz37slX592y9fibf7TmQBl+No+V2rbNdPEmMYqR8oxhJRIJC+3Zon7/iCm+fX7q0Oo2OASJ5Ia0tx8ysB9DHnx0ZFvSF3AFM96cvNLOSWqzqL1RX9J0fCPoAcM6tBs73ZxsAF4Vn4Jy7yzl3RYSgL+hvwK/+9FHRbj+oD8ovuYRvTjml+gVdCZF6xFU6pvc5ky0rZgPwdYt96Pn2ddktlEgtbLbH5hS9N4a5xVsC0Hnt18z/wyCW/7w0uwWTuBQj5S/FSCJSw+WXg19hDtSsGLv8ch0DRPJEugOXIwLTj0RK4JyrBB7zZzcB9k1mBWZmwOH+7Azn3EdR1vMR8K0/e7i/XFKcc+uBD/zZFkC9vjQ/66ijNg7+GjZU0Cd5b+xx/6b3r/8FYKltQtt3nqa4USYa0oqk3ha9t2LDm2OYX7QZAF1Xf8bPOx/EqgUrs1wyieOIwLRipDwTMUYqKVGMJFJo1qzxKsXvuSfy+8OHwz77wL33wvz5mS2biCQl3ZVjoV5HVwGfxkg3PjDdK8l1bA1sHiGfWOvpAHRKcj0hjQLTFbXMI2/MOuooNtxwQ/ULGzZUTyvokzz0zbNfsc9//1I1/8NV/2HTPbfMXoFEUmDr/bdjxYtjWGhtAdh5xSRmdj2MtUvWxFlSskgxUp7bKEYqL6+eVowkUr9VVsJjj8EOO3iV4suWRU87aRJccAF06AADB8LIkbBkSebKKiIJSXflWFf/eZZzrjxGuhkRlknUjlHySfV68G9n2NufXeCcWxxnkWP94c5Xm9kKM/vOzB41s6Su/GZb+SWXeC3Gglq1UtAneWf5r6todPIQylgLwAfdzmX3G47McqlEUqPzYV1Z9NQ7LGUTAHZb8h7f7HAU61esy27BJBrFSIqRRCQfvfsu7LEHnHoqzJmz8futWkVerrISxoyBM86ATTeFww6Dp56ClWrpLZIL0nYfkZmVAm382ZjjyzvnlpjZKrxhwbdIclXBEZHijWMfPHolux6AM6n+TP9NIP2OYfPb+Y9TzOwlYKhzLsZlhsgSGAWqfWhizZo1rFmTfMuBtWvXVk274cNh/fqaCRYvZsONN3pBoWRUcNsEpyU252By7wsYsMHrvmdm2R/Y+a0barV/RKLtkrsKadt0Onx7pt3/Kp3/7yCas4I9Fr7FR12OY6evHqVBWW26q0qvdGybVO3T6aQYCVCMJGlQSMf7fFJftot99RUlV11F8bvvRk2z4YYbKL/kEhrccUfVwB0AFX37YnPmUPTjj37CDfDqq/Dqq7jGjak46CAqjjmGygMOgEaNouSeevVl29RHhRojZZM559KTsVlb4Dd/9lnn3HFx0i8A2gFfO+d2SWI9l+KN5AQw2Dn3Voy0g4E3/Nm/OueijL8dcdltgM/w+tFYCezgnJsXJe0q4BVgDN6V2JV4ozf1wxv+PNQPx3hgf+fchkj5xChLwhvt4Ycfpk2bNvETRrHdCy+w02OPRX3/m1NOYdZRR9U6f5FMWfLANIa+fSUAK2nCa8Puoaxbve4SRwrY0lfncuzIS2mMFwSNaXc4y/95CkUlxVkuWfotWrSIM844IzS7hXMuXqVQxilGUowkIvmj9Pff6fLUU2w5diwWOHde06oVZYurG8mG7/Phx4hvTj6ZRbvsQoeJE+kwcWKNZUM2NG7MvL335pfevVm066644vr/vy2Zkw8xUjalswfq0sD0+qipqoXu+yhL43qC95YkvB4zawy8gBf0gTfaU8Sgz9fBObc0wuvvmNm9wJvAbniB4DlAlB4csyta0Pdz//5sOW4cQNX7Cv4kly3/fDlHvX1L1fxrB16iijGp1zY5tCP/XXcrQ564jFLWMeC3l3n7LyWsuecErLjeDiKYTxQjbUwxkojklAarV9P5hRfY5pVXaBBoIbq6bVsW77ADHSdOrHotUmV4aD50LNjp8cf55pRT+OZPf+KbU0+l9bRpdJg4kc0//JBGK1YAULJ6NVuNGcNWY8awtkUL5vXqxS+9e7O4Sxco0v+3SDqls3Is2PavYdRU1ULtR5Nt65fMeoJtVBNaj5k1wLs94A/+Sw8450bFWiZK0Bd6b4GZHYN3tbQEb/j0ZAO/eLc7tAcmA/Tt25eOHePdYRChnMOH0zgQ9JUffDANXn/dy/ykk9gwYEBVU+GdHnuM7Tt31u0DGbJ27Vref/99wNu+paWlcZYobGuWrWfe8QNpjhd0fLjtiRz+whVxlkqetkvuKthtMwg+2WwL9r79j5RQzgG//I/3h7Wl+6R/YEVJD0aYFunYNnPn5sVFUMVIkd/L/xjphBMUI2VRwR7vc1zebZcNGygeOZKSW27BFi6setltsgnll11Gybp1dLzuuurkN9zANpdcwjaR8ho0iA2dO0c+JgweDJdcQuWGDawbO5bi//6X4ldewfw+yEqXLWObN95gmzfeoLJjRyqOOYaKY4/FdesGyQ8qHFHebZsCUsAxUtaks3JsRWC6aQLpm/jPyfZImMx6mgSm467HH8p8FHCQ/9JzwHnJFC4S59wPZvaOn+92ZrZ5nKus4cvH/FUHR2AvKyujrCzJC83Dh0PYAb9kq63AD/warlkDV19dY8jykmuuoaSkRB3QZlhpaWny27fAfLj31QxYMwWA2Q070+2DB9L+nWm75K5C2zZ9bzuSieufZu+7h1BMJX2/eoCJA5vQ+8PbUhZYp0qqtk2ebF/FSFHkZYzUqZNipBxUaMf7fJHT28U5ePFFb9/97rvq10tK4LzzsKuuomT6dOjTp/q9W2+l5PLLidmrZ6RjQv/+0NsftLisDI44wnusWQNvvAFPPw2vvQbrvEa9RXPnUjRiBCUjRsD228Nxx8Hxx0OXLin7+Dm9bQpcgcVIWZO2tpnOubXA7/5szMtyZtaS6qAswpAfMQWDoHiX/4JXExNZzz+BE/3pN4GTnHOVSZQtlmmB6Q4pyrPuhg+vOnCD10S4/JJLoEWL6jShoYovv9wbqjzkiiu85UVyxIdXvc6AL+4EYB0NKX/8GRpv2izLpRLJrN4jjmHiGY9SiVcp0PujfzBh4HVxlpJ0UowUV/7GSMuXe8+KkUTyy4cfepVVRx9ds2LsuOPg22/hzjuhdWsvzbXXeu/demvild7BY8K111ZXjIUrK/PK8L//wW+/wWOPeS3MGgTatMycCddfD127Qrdu3rHlp5+S/sgiUlO6b1wOBTfb+U3vowlWeU+v5TrC86nTesxsOF5fFwDvA0cn2ylsHOkZCaEuJk7cKOirunc+UuUYRA7+Avffi2TL3I9/YftbhlbNfzrkdrb74+7ZK5BIFvV76CTGH/evqvk+Y69j4qE6Uc8yxUjRKUYSkcz47js45hjo1curIAvp1w8++cRrwbX11jWXGTYMJkxIvjXo5Zd7yw0bllj65s3h5JO9lmS//gr/+hf071+z5fcXX3jHlk6dYJ994N57Yf785MolIkD6K8dCEUATYI8Y6foFpj9Ich0/AqHm9v1iJQT6+s+/ALOjJTKzq4HL/NnJwCHOuVSPexocwjzh2wXSKnAlZMMNN9TsVDJa4AeJXwkRyZANaytYMOgk2rhFAEze/DD2fur8LJdKJLv2ffpMxhw2omq+92tX8MFx92avQKIYKTrFSCKSXgsXwvnnw447wvPPV7/etSu88gq89x7suWf05Wu7L9d2uTZt4KyzvHLNmeO1ZOvRo2aaSZPgggugQwcYOBBGjoQlS2q3PpEClO7KsZcC06dFSmBmRcAp/uxS4L1kVuCcc8DL/mwXM+sZZT09qb4q+rK/XKR0FwI3+LNfAQc651ZESltbZrY1sL8/+71z7pdU5l8n/pWQjTqOjRX4QfJXQkTSaPygm9hj+TgA5hV3ZIeJ/8mZDshFsmnAyxfy7oDqkVt7PXsBH53xcBZLVNBeCkwrRqpeh2IkEUmf1avh5pth223hvvugvNx7fdNN4cEH4csv4dBDc65fzho6dICLLoKPP4ZZs+DGG2Hnnavfr6yEMWPgjDO8z3XYYV4LuJXJdlspUljSWjnmnPsEmODPnm5me0dIdgnQ1Z++O7xZvpn1NzPnP0ZFWdUIoMKfvtfMavQ058+HLo+X++k3YmanAXf5szOB/Z1zi6OsMyIzOzTW7RFmtinwPNWjRt2fTP4ZEemKRrzAL9pyIhk25c732XeC159SBUUs/edTNN+6dZZLJZI7BrxzBe/ufU3VfI+RZ/LxhU9msUSFSTFSxPcVI4lIelRUwKhRXmf2V10FK/x6/caNvVads2bBmWfW7NsrH2y7rfd5vvrKe1x5JWwTGDdzwwZ49VU44QSvouy44+Dll6s6+heRapnY+y/Euw2gDBhtZjfjXfksA44DzvTTzQTuqM0KnHMzzex24AqgO/CB3x/G98C2wOXAbn7y251z34XnYWZHAA8BBiz3y93WzNrGWPWPzrlVYa/dC5SY2fPAJLxbE9YAbYD+wFn+NHi3VPwzmc+aNc0CnZhHC/xEsuy3aYvY/NITKMbrE/rDA66jz1l94iwlUljMYMDE6xizx2oGTL2DIhx73HMqnzYtY4+bjoqfgaSSYqT6ECM1b149rRhJJPe8/TZcdpnXKiykqMhrWTVsGGy2WdaKllI77ww33eS1JJs8GZ55Bp59Fub5d6evXu3NP/usV6l/1FEUHXkkVlGBKy7ObtlFckDaK8ecc5+b2RDgCaA5cHOEZDOBg+vYNP8qoB3wJ7wg75kIaUYCV0dZ/gggdFRojjfyUjz7AuMivL45cL7/iOZ54AznXH5U25eUeFdWVq9W4Cc5qbLC8UO/0+hZ6d2BM7XVvvR69W9ZLpVIbrIiY98ptzN259XsN+MBGlDBLjcfx+eNX2K3qw7KdvEKhmKkqPIrRiouhiZNYNUqxUgiuWTqVK9S7J13ar5+6KFeX4A77hhxsbxn5vVH1qMH3H67d1v3M894I2D+7g+UvGwZPPIIjR55hEEtWjCvVy+KmjaFfff1Kg5FClBGfvnOuVeBXfGa488EVuP1nTEF/4qlc25WHddR6Zw7HTgYr3+NecB6//ll4CDn3BkpHGY8mlOBa4G38D7rYrzbFJbi9c/xILCPc+4Y59zSNJcltUK3DYSGKRfJIe8deQ89F70GwKKitnR87wmKSnQVTCSaomKj35f3MW7roQA0ZANdrz6Kr0aMyW7BCoxiJMVIIpJic+bAqafC7rvXrBjr3t3r0P6VV+pvxVi44mJvhMt//csb8fKNN7wRMJs2rUpSumwZ27zxBo0GDvRGvbzsMvjsM4jc/aRIvZWxm6qdcz8BF/uPZJYbh9eMP9H0bwBvJFU4b7mhwNBkl4uQz3hgfF3zyUktWngHVV0VlRzz1ahP6fPqpVXzc298lG67bp7FEonkh+KSInpNe5gJ262hzy/PUso6trnoMKY3HU3XM3plu3gFQzFSPdCihXfrkmIkkexZtsxrETZiBKxdW/16p05wyy3wxz8WdquokhIYPNh7rFkDb7xBxRNPwOuvU7zB79Jyzhyvtdntt3v9sx13HBx/PHTpEjtvkXqggI8OkrTQVdEVK7xOLUVywNI5K2j65+NoiPenPqHnX+n2t8FZLpVI/igpLabHjMf5sN3hADRhNR3/PJjvnpqc5ZKJ5JFQjLRypWIkkUxbvx7uucfrnP7WW6srxlq2hDvugBkzvEqeQq4YC1dWBkcfzfqnnuKtRx/l0wsvpGLQoJoDEsycCddfD127wm67wfDh8NNP2SuzSJrpCCGJC47GtKIuXZ+IpIardHzV62y2LvfuOJrWtAd7j7kpy6USyT+NmpbQbcazTG45CIBmrKDNSQfw48tfxllSRICaMZJurRTJDOfgv//1bpG88MLq/rQaNoS//hW+/x4uvhgaNcpuOXNceePGzN13X9a/9JJ3l9C//gX9+nl9l4VMnQpXXOG1wuvVC+69FxYsyFKJRdJDlWOSuESGKhfJoHGnPUqfOU8BsJzmtHjzaRo0bpjlUonkp8YtG9Fl+ot81qwfAC3dEpodNZCfR8/IcslE8oBiJJHMmjgR9t7bu1Xy+++rXz/xRPj2W++2wJYts1e+fNWmDZx1Fowb591ieeedXsf+QR9+CBdcAJtvDgMHwsiRsGRJVoorkkqqHJPEKfCTHDLz5en0eOzcqvlvL/k3HXpvk8USieS/Zps2ZptvXuXLxj0BaFO5kIYHDWDehO/jLClS4BQjiWTGt9/CkUdCnz7w8cfVr++7L0yZAk884bVukrrr0AEuusj7nmfNghtvhJ12qn6/shLGjIEzzoBNN4XDDoOnn/ZG7hXJQ6ock8Qp8JMcsWrRGiqHHEcT/p+9+46Xojr/OP556JemFBEFFRtijSh2BOxiRaOxK8aeWGIsGEvELnZ/thg1ojF2BXsiFpqiYq+IgoiIKIj0zj2/P87s3bnLltl7t979vl+ved2ZnTNnzu5see4zM+csAuCtzU5hu5uOKHKrRBqG1ddpQ5dPX+HLFj0B6LxyOtW778Ev708tcstESphiJJH8+vln+NOffHJm+PD445tvDi+95JM0225btOY1eBtuCJdcAp9/Dp99BhdfDBuETkovXw4vvABHHw2dOvk+3p57DpYuLV6bRbKk5JhEp8BPSsR7fc6nx1LfF9K3LTZn2zG3FbdBIg1Mhw1Xp8P7rzKxmT9D3HXF9yzeZQ9+/fynIrdMpES1bRufV59jIrmzcKG/YmmjjeCee+IDXqy1Ftx3n+8La7/9avePVQBjxxZ2u5KyxRZwzTX+arJ334W//MUfj5hFi+CJJ2DAAH9F2R//CCNGwIoVxWqxSCRKjkl04cBPyTEpkrHnPsNuX90NwCKqaPzUE7Ro37LIrRJpeNbcvCOt3n6NyU02BmC9Zd8yZ7s9mfvtzCK3TKQE6QSiSG6tXOn7sureHS67zI8EC9C6tR9B8Ztv/O184dEVC2TwYH9X55Ah2W03ZIjfbvDgfLSqCMx8f2S33ur7J3vzTd9fWYcO8TJz58KDD8Lee/vbNM88E956y9+SKVJilByT6DQSkxTZ96OmsMVtJ9UsfzzwdtY/YPM0W4hIfXTZtjON33ydqY27AbDhki/5+Xd7M3+qOt4VqUXJMZHccA5eeQW23tonv6ZP9483bgxnnOGvVrrsMmjVqijNGzsWrrjCz190UfQE2ZAhvjz47RvEFWRhjRtDv35+pMuffoKXX4bjjvPJzJhffoG77oLevWH99eHCC+HDD/0xFykBSo5JdAr8pIiWLVzO3P2PZnX8e+/d9f7Azv86ucitEmn41uu9DstfeZ3pjboA0H3Rx/ywRX8W/Ty/yC0TKSGKkUTq78MP/eiH++3n+7aKOfhgv3z33f42vSLq3Ruuvz6+HCVBFk6Mgd++d+/8tK8kNG0K/fvDww/7hNjTT8Pvfw/Nm8fLTJ3qRxTddlvo0cNfTjdBo2NLcSk5JtEp8JMiGrP75Wy1cBwAPzRZn83G/rPg/UuIVKoN99qA+cNe5xfrBMBm89/l200PYOlvi4rcMpESoRhJpO6+/95fZbTttvDGG/HHd9gBRo/2HfD36FG05iUaNCh6gixZYmzQoPy2r6RUVfnE2NNP+0TZww/7xFn4dtiJE/3ldJtuCj17wg03+PeESIEpOSbRKfCTInnvmhHs9p6PQpbThIUPPE6brqtl2EpEcmmTgzbhl0dGMJv2AGz122i+2mQAy+cvKXLLREqAYiSR7P32m7+1bpNN4JFH4o9vsIHv0H3cON9JVwmKkiCr+MRYorZtfRL05Zf9rZf/+Af07Vv7ZPfHH/sXqVs32GUXuOMOP1KpSAEoOSbRKfCTIpjx8Qy6XXYsjfD9Ebxz8HX0OH77IrdKpDJtcfRWTL3vf8zFD9Cy9cwRfNrjD6xcsrzILRMpMsVIItEtXeo7cd9oI39r3dKl/vH27eG22+Crr+APfyj5OwTSJciUGMugY0ffef/Ikb4z/1tu8Z37h739Npx9Nqy9Nuy1lx+g4Tf1eSr5o+SYRKfATwps5fJqpu1+PJ3cLwC836k/vZ/5a5FbJVLZtj65F9/c/goL8J0hbzv9BT7c9Biql2mIdqlgipFEMnOOxk895W+f++tfYfZs/3jz5v4KskmT4JxzoFmz4rYzC8kSZKutpsRYVrp0gXPPhXff9QMuXH01bB4acKu6Gl57zQ/QsOaacNBB8NhjsHBh8dosDZKSYxKdAj8psJH73UCv30YA8HOjtdhg1FCssb62RIqt19k78/k1z7OYFgBsN+Upxm91Em6lhmaXCtW2bXxeI3qLrKLDF1/Q58ILaXbCCfDdd/5BM3+b3cSJ/lKr1VcvahvrYuVKf/dfuIP98FdAx44wahSceaa/OGr4cPj0U5ivMW2S23BDuOQSPwDDZ5/BxRf722xjli+HF16Ao4+GTp3gyCPhuefiVx+K1EOTzEVEAs2aQYsWsGSJkmOSdx/fM46+r10KQDXGzzc/wlY9OhW5VSISs+PFuzN24bNsf+3BNGM5O3z9MO9sW8UOH96DNSrtW2FEck4xkkhyX31Fs/PPp/fLL9d+fI89/C2VPXsWp131sGQJvP66T3Q9/7zvZz6VWbPglVeSr1tjDZ/3STZ16QKNG+el+eVjiy3gmmv8lWTjx/urxZ54wvdXBrBokV9+4gl/Ecehh8JRR8Fuu9Xu8F8kIr1rJDtt2/pfBJ0VlTyaPek3Opx1FE1YCcDYvpfS5y+7F7lVIpKo9zX9GbXwCXa5/XCasJIdP7mXd3apYse3byn5vmJEcm611ZQcE4mZMQMGD4b776fxypU1D1dvsQWNbrwR9tmnrH4n5s71/cgPG+aTXQsWRNuuaVN/sVMyM2f66d13k2/XrVvq5Fn4YtUGz8z3R7b99nDTTTBmDDz+uB8B89dffZm5c+HBB/3UqRMcfrhPlO20EzTSXScSjZJjkp3VVvOnRxT4SZ64aseEXU9m55V+COdPV+vNLv/7e5FbJSKp9L3tEF5f8G92e+AYGuHY8Z3beHvPVuz8+tXFbppIYa22mh9VTTGSVLIFC+Dmm/1VYaE+oRa3b8+EY46hx7XXUtW6dREbGN1PP/krw4YNgzfeSJ7kqqryyaovvog/1r59vDu15cv9XYL77w+TJ686TZuWfN/Ll8M33/gpmQ4dUifOunZtwBdONW4M/fr56Y47YMQInygbNiyesfzlF7jrLj+tuy4ccYRPlG29dVklZKXwGurHRvIl1u/YvHngnL5gJOdGHvkPdvvpWQBmW3s6jXiUxs31VSVSyva4/yhGLFzMXo+fBMDOb1zDuAOr2OmFS4rcMpECCsdI1dW6WkEqy4oV/qqdv//dXzUW06YNy887j9c33ZSVzZvTo8TvFfzmG59nGT4c3nnH/7uTqH173yf8gAG+/7C/h87hxjrfD49Wec010KZN8k75lyyB779PnjibNCl1n/O//uqn8eNXXdekCay3XurkWRl27ZZc06aw335+WrwYXnrJJ8pefDHeB9nUqT5Re+ONsMkmvo+yI4+EHj2K23YpSfqPU7ITC/yqq312vk2b4rZHGpSvnviUnZ46t2Z58qUP0mu7dYrYIhGJaq/H/sj/Fi5mnxfOBGCnFy/lnaNaseNjfyluw0QKJRYjOedjpIq670kqlnM+KTFoEHz5ZfzxJk3gtNPg739nRZs2rHz11eK1MQ3n4MMP4wmx8BVgYeuu65NhhxziO99v0sQnwJIlxiD+N5Ygi/1NTJC1aOFzNptskrxts2YlT5xNngw//JA8ebdihU+sTZqU/Lm0a+f7vd9gA1h33SYsWrQea665kO7djY03LtOrzqqq4LDD/DRvnu+k/7HH4NVX/agJAF9/DVdc4aett/ZXkx1xhM8kiqDkmGQrccRKJcckR+bPWEiz446gBf5Mz5ieZ7PrlQcVuVUiko19nv8zr+y5mP6vXwDAjo+fy3utqtj+/tOK3DKRAkiMkZQck4bu/ffhggtg5Mjajx96KFx3HXTv7pcXLy5409JZsQJGj/bJsOHDfZIpmS22iCfEevasfcNM+MowqJ0Yi4maIEvFzHfav8YasMMOq65futRfGDVpUvLkWaoRMX/7zR+6998HaApsDcDll/u7FtNdddauXbS2F1Xbtn4U1OOO89nFZ57xibLRo+PZxI8/9tOgQbDzzj5RdvjhsOaaxWy5FJmSY5KdxMCva9fitUUalI96n0Wf5RMAmNCyJzuMuqHILRKRuth3xPn8d5dF7DvucgB6PXAG77esotf/HV/klonkWTgZpoGLpCH77jvfkdZjj9V+fKed/O1ru+xSnHalsWiRv4ho2DB/112sT7AwM/8UDjnEJ8U22ih5XVESYzH1TZCl07w5bLyxnxI552+7THfVWXX1qtutXBkvk8zqq6dOnK27rr/TsaR07OivYDztNPjxR3jySf++Dd+P+vbbfjrnHNh9d3/b5aGHlkkmUHJJyTHJTmJyTCQHxpz+H/pMehCA+bSm5fNP0KxN8yK3SkTqwgz2GXsZ/9t2Ift8fAONcPS840Q+alNFz2sOL3bzRPJHMZI0dLNn+w607rwTli2LP77RRj5DdOihJdUf8ezZPhE2bBj873/JL2Br2hT23NMnww46CDp3Tl/n2LHRE2MxyRJku+zib8/MFzOfF+rY0Q/ymGjZMn/V2VdfLeXllycwY0ZLYAO+/74xkyalzu/PmeNvQ/3ww1XXNWrkE2Spkmft2xf57dGlC5x7rp8mTfL9kz32WPxe2upqeO01P51xBvTv7xNlBx0ErVoVseFSKEqOSXYU+EmOTX71W7a+9/Sa5c//dA877ZHkFJiIlA1rZOz1/vWM2HwRe319J42pZstrj+KzVi3Y8uIDs6rr07vHstWf8vgfhEiuKEaShmrJEp8Qu+Yanx2J6djRd7p12mnQrFnRmhf2ww/x2yVHjYp3NxXWpo3vw33AAP83mzuge/f2tx9ecUW0xFhMOEF2+eX5TYxF0ayZz2l26VJNdfUUAPbeuytVVVU452+9THXV2dSpyV/X6mqYMsVPb7yx6vq2bVMnztZbr8BvoQ039Fc/XnIJfP65T5I9/nj8krnly/1Qpc8/Dy1b+gTZkUfCvvv6S/akQVJyTLKjwE9yaMncpSwZcARt8EMvv7XxCexy17FFbpWI5EKjxsZun97O6z0Ws8d3D9CElWx6ySF82eoVNjtnr0h1jOw/hH7/vYiRT15Ov5GD89tgkfpSjCQNTXW1TxhcfLEfUjGmRQt/9c2gQbXf90XgnB8HYPhwf4XYBx8kL9epExx8sL9lcvfd65ffGDzYX22WbYJr0KD8XzGWC2b+Kq/27aFXr1XXL1/uk5Cpkme//Za83nnz4l19JdvnOuukTp517JjHq8622MInfq++2t9u+dhj8MQT8NNPfv2iRf5z8Pjj/r7SQw/1ibLddivT0QskFR1NyY7605AcGtf3InZb7K/LntxsE3qOvbPILRKRXGrSrBHtzj4Ozn3AL7OSjf6yHxNbvU73k/uk3TaWGAPoN+oKPr17T11BJqVNyTFpSN5803e2H842mcEJJ8BVVxW13+Hqanj33XhC7JtvkpfbcMN4/2E77ug7m8+Vuia4Sj0xFkXTpvGkVTK//ea7pUuWOPv+ez8gQiLn/BVpU6euOr4DQOvW6a86a9EiB0/MzN+Duv32cNNNMGaMT5Q9/XS8k7o5c+Bf//JTp06+E/+jjvKd1TVqlINGSDEpOSbZUeAnOfLOJS+w2ye3AbCE5qx85HFadmpd3EaJSM5t85e+vPHStez+2sUANGMF652yF5NajmbtQ7ZKuk04MQYwct/r6afEmJQ6xUjSEHzxhb/E6aWXaj++zz6+J/rf/a4ozVq2zOfrhg2D556DGTOSl+vZM54Q22KLkuoCrWK0a+enbbZZdd2KFTBtWuqrzn79NXmdCxbAp5/6KZGZ704sVfKsU6c6vA8aN4Z+/fx0550wYoS/cmzYMN8YgF9+gbvu8tO668IRR/hE2dZbZ73DunYhoa4nckvJMcmOAj/JgR/fnUb36wbWLL9/5M30PnzrorVHRPJr9xF/4409Hbu/fgkAzVnGWsf044fH34SEs71JE2Ov5GBYL5F8U4wk5eynn3z/Yf/6V+1hDH/3Oz8C5V7RbofPpfnz4ZVX/BViL72U/KaVRo2gTx+fDBswwF9FJKWrSRPo1s1Pu+++6vq5c1NfdTZlir+lM5FzPuE2bRqMHr3q+pYtUyfOunWDqqoMjW7a1HdOt99+flSHl17yibIXX4SlS32ZqVP95+TGG2GTTfxtl0cd5eczGNlvMP1GXcHIF7KLd9T1RO4pOSbZUeAn9bRiyQpm7n00Wzt/efK7ax/CLv/5U5FbJSL5tvtrF/PG7tXs/uZlALRkCV2O3INPLr+VZj3XBJQYkzKnGEnK0fz5/haym27yfSvFdO3q+2E65pjc3o+YwS+/+D7Qhw3zgwaGB8WMadEC9t7bXyF2wAG+PyppGFZbzV94tfXWq65buRJ+/DH1VWczZyavc9Ei3+f+558nX7/22qmTZ507J1wEVlUFhx3mp3nz/GWMjz0Gr74aH6Xg66/9iA1XXOGfyFFH+avKkmRuP717LP1GXQHgE139iRT3qOuJ/FByTLKjwE/qafTeV7P7vDEA/Nh4XXq89QDWSNe8i1SC3d+4lDd2q2b3kZcD0IpF7HvFefzv2tt5+65b2WPEJTVllRiTsqN+WaWcrFgB99/ve5f/+ef4423bwt/+BuecE+GSmtyYPDnef9hbb/krgRKtvrpPhB1yiL/Ds1WrgjRNSkjjxv7uxXXX9Xc7Jpo/P/VVZ999lzzRCjB9up/Gjl11XVUVrL9+8sTZ+uu3peVxx8Fxx8GsWfDMMz5RNnp0/E0cG4Fg0CDYeWefKDv8cFjTnxTc6k+9/RVjsURXhASZup7IHyXHJDtKjkk9fHDzSPqOuQqAFTTmt7sepUu3dkVulYgU0u5v/p3X+zj2GDMYgDYs4JCLT6Ex8dt4lBiTsqQYScqBc/7SrEGD/BUuMU2awJ/+BJddlvdLsZyDTz7xybDhw5P3IwW+H6nY7ZJ9+/q720RSadMGttrKT4mqq30CLNVVZ+H8cNjixX401C+/TL6+c+dYsqwjG2xwGhuceBo9zv6RTT59ktVefgwbPz5e+O23/XTOOf6e0qOOgkMOod8rg3xCLCFBtsOzZ6+yP11hn19Kjkl2FPhJHc38ciZrX3hMzT/Ab+9zJX1O26XIrRKRYthj9OW8vms1e4y9EkCJMWkYFCNJqXv3XT8C5ZgxtR8/7DC47jrYaKO87XrlSpgwoQOvvdaUF1/0/Ucl06NHvEP9Xr00AKDkRqNG/k7hrl19H3WJFizw78lUybNY12KJZszw09tvhx/tApxL8+bn0meDSRzb5HH2nPUYa8/+wq+urvb3DL/2Gpx+OvTvT78TjmLMyivZdcTfAZ8ge/3glfDnzWtqVWIs/5Qck+y0aOFP2yxfrsBPIqte6fiu30C2r54OwIft96T3ixdl2EpEGrI9xlzBb3YH7fit5rHZ1l6BnpQvxUhSqiZNgosvhiefrP34Lrv4vsZ23DEvu12yxA/y9/TTTRk+fF/mzWuetNwOO8SvEOvRIy9NEUmrdWs/uukWW6y6rrraJ8BSJc5++il5nUuXwojJGzKCS4BL2JzPOYrHOJLH2ZDJvtDy5f5KzuefZ8dmLfmh/e9YZ/YnAOwx4hKe+PVcWvy9L28frK4nCkHJMcmOmT8zOmuW+tOQyEYdchu7zXwZgJmNOrHOyH/TqIlOBYpUspH9h9AvlBgDaO9m+8cV8Ek5CsdISo5JKfj1V7jqKrj77trD/HXvDtdf77NRltt+X+fM8YP5DRsG//0vLFwI/l/O+L+dTZrAbrv5K8QOOsjfPilSqho18p32r7029E7StdeiRemvOlu82Jf7gi24lGu4lKvZjvEcxWMcwROsjc+uNV22qCYxFnPEh7fy64CH6MDsmseUGMsfJccke23bKvCTyL546H12eSH+Bf7D1Q+zzZadi9giESm2xFsDZtOe9kHgl81oTSIlR8kxKQVLlsD//R9ce23t9+Iaa/gO+E85JacdeP34Y3yEyTff9H39J2rRYgXbbPMzJ5+8Bocc0ozVV8/Z7kWKqmVL2GwzPyVyzvdnFkuUTZoEkycbkydvz02Tt+f86TexK2M4isc4jKdrJcFilBgrHCXHJHuxPjXmzvWf+ByfcZKGY+4P82h98hE0w5+tHLXjIPr+bZ8it0pEiikxMfbENv6WgdZ3fVFzy4ASZFK2FCNJMVVXw3/+A5deClOnxh+vqoLzzvP9jYVHVa2Hr7+Od6j/7rvJy3Ts6K8M699/KdXVr9K8eTV77713oQbBFCk6M99pf+fOfrDKRIsXN2bKlH5MntyPx7+5k6YjR7DxB4+z/fRhtKpeUKusup7IPyXHJHuxwG/FCn+daMuWxW2PlCRX7fh8l9PYZYW/p/6L1juw8+tXFblVIlJMiYmx1/e6hhZBZ7M7P3cuIw9tnNVw5iIlJxYjrVypGEkK6/XXffLro4/ijzVqBCeeCFdcUe97F6ur4f33fTJs2DCYMCF5ufXW87dLHnKITwY0aQKLF1fz6qvVyTcQqWBVVbDppn6CpvCX/YD9GL331fQZcVmtsup6Iv+UHJPsJY7GpMBPkhhz4r/o88PjAMxlNVZ75XGattQY3CKVKtkoSzs/ezavvvpqzWOphjNXIChlI3xVjmIkKYTPPoMLL/QdfIX17w9DhsCWW9a56uXLYdQonxAbPtzfPpnMVlvFR5j83e90waRIfYzsP4R+ocTYb7SrGbxIcVF+qUdsyZ6GKpcMvn3+S3o9fFbN8lfn30/X3t2K1yARKapshh/v98ogRu57fXz5vxcxsv+QvLdRJCcUI0mh/PgjnHQSbL117cRYz57w2mvw8st1SowtXAjPPgvHHQedOsFee8Fdd9VOjJn5jslvvtn3ofTJJ74rs623VmJMpD6SdT0xeviDvL7XNTWPKS7KH105JtlT4CdpLPp1MdV/OIKW+KFZxmx+OrveeFiRWyUixfLp3WMjJ8Zikl1B9undu7DVn5IMEyVSShQjSb7Nmwc33AC33BIfBg9g3XXhmmvg6KP97ZRZmDULXnjBXx326qu+P/9EzZr5RNmAAb4fsU6d6vUsRCSBup4oPl05JtlT4CdpjN/1XLov/RyAb1pswXZjbilyi0SkmLb6U29G9r0cyG6UpfAVZCP7Xq7EmJQHxUiSL8uX+0u4NtrIJ8FiibHVVvPJsq+/hmOPjZwY+/57uP122G03WHNN+OMf/YiT4cRY27Zw1FHw5JM+gfbii3DyyUqMieRa0q4nnju3VhldWZ9/unJMsqfAT1J4+9yn6PvVvQAsoorGTz1Bi3Yakkik0vUbOZhP796TflkmuPq9MohP794l6+1EikYxkuSac74H/Isugm++iT/etCn8+c9+ZMoOHSJV8/nn8Q71w/32h3XuDAcf7PsQ2203f8WYiORPqq4nFoevDA2ob9b8UnJMshcO/ObNK147pKRMHfUdm912Ss3yhyfeSe8DNitii0SklNT1yi9dMSZlRckxyaVx4/wIlG+9VfvxI46Aa6+FDTZIu/nKlfDOO/GE2KRJycttvHG8Q/0ddsj6rkwRqSN1PVFalByT7CWOxCQVb9nC5czb/yjWxb8f3l7vKHa5/8Qit0pERKTAdAJRcuHbb/2VYs88U/vxXXeFm26C7bdPuenSpfDGGz4Z9vzz8PPPycttu208IbbZZupIX6QYtvpTb0Y+eTn9Rl2RfdcTQYJsZN/LdYV9jig5JtnTWVFJ8Nbul7LbwncB+L7phmz51j+wRoqyRESkwihGkvqYNQuuvBLuuQdWrIg/3qMHDBkCBx6YNIs1b54fnHL4cP93/vxVq27cGPr29cmwAQNgnXXy9SREJBvqeqJ0KDkm2VPgJyHvX/M/dnvvBgCW0ZRFDzzOel3aZthKRESkAdLV9VIXixfDbbfB9dfXvuJwzTXhiivgpJOgSe1/22bM8FeGDRsGr7/u++tPVFUF++zjrxDbf/9IXZOJSBGo64nSoOSYZE/JMQn8/PFPrHfZcTXL4w4eQt/jehWxRSIiIkWkGEmysXIlPPKI71R/2rT44y1b+r7GzjsP2rSpefjbb+P9h40b5zvZT9S+vb/AbMAA2HtvX5WIiGRWsOSYma0HnA3sD6wDLAUmAU8CdznnFuVoP/2BU4HtgDWAmcB44J/OuVci1tEEOBk4BugBtAamA68B/+ec+yJiPR3xz3kA0C14eAowHLjdOfdrlHpKjgI/AVYuW8m03Y9jWzcTgPGd9qfPs38pbqNERMqQYiTFSFKBXn0VLrwQPvkk/lijRv4qsSuugLXWwjn46EOfDBs+3I82mcw668Rvl+zTZ5WLzEREJIKCjEViZgcCnwJ/BTYBWgLtgF7ADcBHZrZRPffRyMzuB17GB1pdgGbB3wHAy2Z2n5mlfc5BsPY2cA/QG+gItAA2wAeUH5jZyRHaswPwGXAZsCXQJpi2DB77zMxS96ZZRGPH1l7+4t5xtR9ICPw+vXts0u1ij6cSXp+pbJQ66qPY+y8V2Tyf0fsPYdvfXgdglnVgg9FD1c+YiEiWFCMpRkpGMVLpydnr8Mkn/l7HffapnRg74AD49FNW3P1PRn69FuecA926+Y7zr7561cTY5pvDJZfA++/D99/D//0f7L67EmMiInWV9+SYmfUEngDaAguAS4CdgT2A+4Ji3YGXzKxN0kqiuQY4KZj/CDgK2D74+1Hw+MnA1Wna2hgYhj+jCvAs0B/YAX928xegOXBvcPY1VT3rAC8AnYEV+OC2TzDdEDy2FvCCmXXN8nnm1eDBfiCcm2/2v6zLLxlBr3P3YGT/IfFCrVr5Xj2B+e99xVZ/3pV/bTKEXXf12wOM7D+Erf68KyP7DU66n/D6kf0G+/nwPiLItI/I9RR5/6Uim9fhk7vfYtfX/g5ANUZH9yufnXZnvpsoItKgKEZSjJSMYqTSk5PX4YcfYOBA6NnTXzUWs+22LH3lDZ47+QVOvGlzOneG3Xbzya6pU2vXt9NOvl/+iRN9suzqq33yTCNNiojkgHMurxMwGnDAcmCnJOsvCNY7YHAd99E9qN/hbw+oSljfMng81o6NUtTzx1Bb7kqyfiNgbrD+G6BJinoeDtVzeJL1fwitH5qH17xrrP4ffvjBRTVmjHO+9wI//XX7J2o98Oa+18cLt2tXuzC4C7negXPP7nB9rcc/uWtMrf28ue/1q2ybdB9pJNaRuI+oPrlrTFH3XxeLFi1yw4cPd8OHD3eLFi3KSZ3ZvA6zv/3VTWu8TtLjV8jXodTk47hIbujYlK58HJsffvjBhX5ju7o8xzn1mRQjKUZSjJRbxY6RwhJfhxVNmtVeXrebG33Go+7QAStdy5bJD3vTps7ts49z//iHc9On5+TpFIV+h0uXjk3pqvQYqRhTfiv3ZyVjL/4/UpRpBHwZlPkNaFqH/dwd2s+OKcrsmC6oC8rE2vEr0DJFmYsyBHWdgZXB+v+mafN/gzIrgc45ft3rFPg559z1CTHZ7WtfUuuBmoCgWzfnwC1s3KrW+lEt901ePpAYKLy57/VJH0sn2/KZFHv/2crXj1iU51W9stqNW2tA7TdJkV6HUqPgonTp2JSuSg78FCMpRlKMlHvFjJHSlQ9Pi6tWd/dsdJOrarQkaZHWrZ37wx+ce/RR5+bMydlTKCr9DpcuHZvSVckxUrGm/FYO14Ze/B3SlAsHU3tnuQ8Dfgy2/SpD2QlBuWmAJazrHmrDPWnq6Bwq92iS9aeG1h+Rpp4jQ+VOzfHrXufAz7lVg7/7Nrq21gNv7nu9c1tt5Ry4xTR3F5I8AIgS9EVZF7WO+ij2/rORzx+xTM9v5OF3RjrWlUjBRenSsSldlRz4KUZqwDHS737nFCNVXowUL3dd0mO+1Jq5GznPtePXVVavsYZzJ5/s3EsvObd4cU6bXRL0O1y6dGxKVyXHSMWa8lt5/HaBBaS4vD4ot1PoIF2R5T42CG2b9MxrqOy9obLrJ6wL3y5wZIZ6vg7KfZ9kXfh2gZRnO/H9acTKPZTj171egZ9zzl111bJaP9oPdK8dEEyv6lYz34wlq5wNfa/jvrXqixJQZCqT76Cr2PuPKt8/Yqme54THP3JLqH1LgBJjcQouSpeOTemq5MBPMZJipBjFSLlTrBgp5oMdTq+1PjY9wtGuG5NrPbz++s799a/+lt0VK3Le1JKi3+HSpWNTuio5RirWlO8O+TcN/n7rnFuRptyEJNtEtVmKerLdT13qWcfMWqWoZ65zbkaqCpxzPwHzUrSl6M47bwXHHx8fjf2kiYP4V/fra5bXWjylZv7BDa6mz6L/1tp+u1n/rem0dGT/IfT770U160buez39Xhm0yj77vTKIkfvG99HvvxdlXUd9FHv/pSLZ6/Dm7lfS7LgjaM6yWmUb8usgIpJnipFSUIykGKlUpXodln0+kWnttmCbd/9Rq/yb9KMX4zmW/zCF9dl6a7jiCj9I5aRJcPPN0Lt3zRgOIiJSROb8WbTcV2zWAlgcLL7knDsgQ/kFQCvgHefcTlns53T8kOLg+7d4Ok3Zw4CngsXTnXP3htY9DhwRLK7hnJuVpp47gT8Hiz2cc1+H1s0A1gS+cM5tkaHtnwObAzOcc2ulK5uwXabRm7oA7wCMHj2azp07R626xtKlS3n33Xd55ZVuPPPMJjWPn8FdXMz1KbdbSBWtag47rKARTaiuWZ5FB+Y3bZ92322Wz6Yjv9arjvoo9v6jcNW+PdYof/ntxNch0dhdL2TbB07O2/7LTewzA7DDDjvQvHnzIrdIYnRsSlc+js2MGTPo06dPbLGbc+77eleaY4qRFCOBYqR8KUaM5PD3MMfMpAPncTMj2Y1e2zn22msle+5ZTdeu+fm/q9Tpd7h06diUrkqNkYqpSR7rDg85viBC+YX4wK91HvezMDSfuJ9c1xP1OSerI5MfohYMvflz4h7iUXZyixOWqxOWf4XlqRMuyeWijvoo9v7TWFnEfY+5AbrfUMQGiIhktAZQioGfYqTMFCNFUuwYpdj7T6OYMRK/AgMBGD/eT9deW8z2iIisolRjpKLJ522VLULzy1KWilsa/K3K436WhuYT95PrevL5nEVERKR8KUbKTDGSiIiIFEw+rxxbEppvFqF87DrBxNNqudxP+FrExP0k1rOE1DLV0zJCW8L1ZPuc18mwvhnQA/gFmEndzp11BsYH89sBKfsGkYLTsSlNOi6lS8emdOXj2DTGnw0F+CwH9eWDYqTMFCNJXejYlCYdl9KlY1O6KjVGKpp8Jsfmh+ajXBIf67Q1yqX2dd1PuGPYxP0k1pMu8MtUT8sIbQnXk9Vzds5Ni1BscjZ1JjIL95zAjIj7lALQsSlNOi6lS8emdOXx2JT6bQKKkTJTjCRZ07EpTToupUvHpnRVcIxUNHm7rdI5twRqeqpM2zmqmbUjHgRF7isiEH6TZOqENXw2MXE/danHJWwXridTHeF6sn3OIiIiUqYUIylGEhERkdKSzz7HAL4M/m5kZumuUusRmv+qjvtIrCfb/dSlnh+ccwsT1sXqWc3MUg6BZGZrAW1TtEVEREQaNsVIKShGEhERkULLd3JsbPC3FbBtmnJ9Q/NvZbmP74DpSepJJjYs0Y/AlIR1Y0PzKesJgrnuwWKytkaqh/o9ZxERESlvipFSU4wkIiIiBZXv5Njw0PyJyQqYWSPg+GBxDvBmNjtwzjnguWCxh5ntmGI/OxI/m/lcsF24nonEz07+wcxaptjlwND8sCTrnyc+rnXS55xQT3WwjYiIiFSO4aF5xUjJ61GMJCIiIgWR1+SYc+49YEyweJKZ7ZSk2HnApsH87c655eGVZtbPzFwwDU2xq9uIjzZ0h5nVGvY7WL4jWFwRlE/mpuBve+CGxJVmtiHwt2DxW5IEfs65GcB/gsV9zOywJPUcDuwTLP472EZEREQqhGIkxUgiIiJSOvJ95RjAOfhhuJsAr5rZ38xsRzPbzczuJR5gTQRurssOgjOaNwaLvYC3zOwIM+tlZkfgL8nvFay/0Tn3TYqqHiJ++f6fzexpM9vHzLY3szOBt/F9YFQDZzvnVqSo5xL88OAAj5nZ9WbWO5iuBx4N1s0ELq3DUxYREZHypxhJMZKIiIiUgHQdwOaEc+6jIPh6BB80XZuk2ERgf+fc/CTroroE6AT8EegJPJ6kzAOkCbSccyvNbADwMrAd8PtgClsKnOmceyVNPT+Y2YH4WyY6A4OCKWwGMEDD5YqIiFQmxUiKkURERKQ0WEK3Evnbkdl6+DOk++OH8F6Gv+z+KeBO59yiFNv1I97HxkPOuYEZ9rMfcCo+cOsIzALGA/emC9YS6mgCnAIcjb+doRW+Q9vX8bc1fBGxno745zwA6BY8/B2+/4/bnHO/Jt9SREREKoViJMVIIiIiUlwFS46JiIiIiIiIiIiUmkL0OSYiIiIiIiIiIlKSlBwTEREREREREZGKpeSYiIiIiIiIiIhULCXHRERERERERESkYik5JiIiIiIiIiIiFUvJMRERERERERERqVhKjomIiIiIiIiISMVSckxERERERERERCqWkmOyCjNbz8xuNrMJZrbQzGab2Xgzu8DMWha7fQ2JmfUys7+b2atmNs3MlprZAjObaGYPmlnvCHUMNDMXcRpYgKfVIGTxmo6MUFd/MxsWOsbTguX+BXgqDYqZjczi2MSmfgl16DNTB2bWycwOMLMrzewVM5sVep2G1qG+en8uzKyJmZ1uZmPMbKaZLTazSWZ2r5ltnm2bRDJRjFQ4ipFKl2Kk0qQYqXgUIzUMTYrdACktZnYg8AjQNvRwS6BXMJ1sZvs7574tRvsaEjMbDeyaZFUzYONgGmhmDwOnOOeWFbJ9Un9m1gj4J3BSwqouwTTAzO4HTnPOVRe6fRWiGvim2I1oIH7ORSW5+lyYWUfgZWC7hFUbAKcCJ5jZmc65+3PRbhHFSIWjGKnhU4xUEhQj5Y5ipAZAyTGpYWY9gSeAKmABcB3wZrB8JHAK0B14ycx6OefmF6utDcTawd/pwFPAGGAq0BjYCTgP/yV4PNAUODpCnfsE9aUyra6NrWD3AHenWb8wzbpriP+4fQTcAEwCNgQuBHoCJwMzgYvr3dLKcCLQKkOZzfDfZQCvO+d+TFNWn5m6mQpMAPauw7b1/lyYWWNgGPGg71ngPmA2sANwKdAJuNfMfnTOvVKHdorUUIxUcIqRyoNipNKiGKk0KEYqV845TZpwzgGMBhywHNgpyfoLgvUOGFzs9pb7BLwI/AFonGJ9R+Dr0GveJ0W5gaEy3Yr9vBrKVN/3Ov6fpOVBHeOBqoT1LYPHY5+5jYr9nBvKBAwJHb9jk6zXZ6Zur+sVwAHAmsFyt9DrODRiHTn5XAB/DO37riTrNwLmBuu/AZoU+/XTVN6TYqSCv96KkUp4UoxUvpNipLy9roqRGsCkPscEADPbnvjl6w8458YlKXYz8FUwf46ZNS1I4xoo59wBzrknnXMrU6yfhT8zGnNYYVomOfIX4lfnnuWcWxxe6ZxbBJwVLDYBzi1c0xqu4HL0Y4LFBfizZZIDzrnLnXMvOufqc+vAX8jN5+L84O9sfFIisa3f4q/sAR8EHlL3JkulU4xUeIqRGry/oBip4BQj5Y9ipIZByTGJGRCafzBZAefva344WFwd2C2/TRL8LRsxGxatFZIVMzPg4GBxgnPunWTlgse/DhYPDraT+tkDf6sNwNNBICElIFefCzPrDmwaLD6Z5hgPDc0r8JP6GBCaV4xUOhQjlSHFSEWlGKlEKUYqDUqOSUxsxJ+FwAdpyo0Kze+Sv+ZIoHloPunZUylJ6xPvL2VUuoKh9V3wl2BL/Rwfmn84ZSkphlx9LnonKbcK59wMYGKwqN8rqQ/FSKVJMVJ5UoxUPIqRSpdipBKg5JjExDLM3zrnVqQpNyHJNpI/fUPzX6UsFfegmU03s2XBEMLvmNnVZtYl86aSwuFm9qWZLTKz+Wb2jZk9ZGbprgrYLDQ/IWWpVdfrM1UPZtaa+Nmv74GRETbTZ6ZwcvW5qEs965hZpk6KRVJRjFSaFCMVn2KkMqEYqeQpRioBSo4JZtYC37EpZBh1xDn3G/GRZ9bJZ7sqXdAvwEWhh56MsFk/YC38yE0d8COSXAJ8a2an5bqNFWIz/A9PFdAaf2/+8cAbZjbMzFZLsk3X0HymkXx+CM3rM1U/vyc+StMjLuh1NIN+6DNTKLn6XNSlHkvYTiQSxUilSTFSyVCMVD4UI5U2xUgloEnmIlIB2oTmF0QovxD/5do6P82RwLnA9sH8s865dLdyTMZ3qjmO+BfdBvgfwsOAFsA/zMw55/6Zp/Y2NIuA54HX8WdWFgBr4M9Un44PEgYAz5nZXs655aFts/lMhYc512eqfrK5XUCfmcLL1edCny8pJMVIpUkxUnEpRio/ipFKm2KkEqDkmID/gotZFqH80uBvVR7aIoCZ9QWuDxZ/Ac5IU3wY8FCSM0DjgSfM7AD8D1xT4FYzez64z1zS6+Kcm5Pk8RFmdgfwCtATHwieAfxfqEw2n6mloXl9purIzLriz3ACvOOcm5imuD4zxZGrz4U+X1JIipFKjGKkkqAYqYwoRioLipFKgG6rFIAloflmEcrHOkBdnLaU1ImZbY7/YWqCPzaHO+d+SVXeOTc33aXRzrkXgSuDxZbASTlsboOVIuiLrfsZf+Ysdib0rIQi2Xymwh0K6zNVd8cS/017KF1BfWaKJlefC32+pJAUI5UQxUilQTFS2VGMVPoUI5UAJccEYH5oPsollbH71aPcXiBZMLP1gVeBdviRl450zo3OQdX/BGI/dH3TFZRonHOTgRHB4kZmtnZodTafqXAHmPpM1d1xwd+lwBM5qE+fmdzL1edCny8pJMVIJUIxUvlQjFRyFCOVPsVIJUDJMcE5twT4NVhM2xmfmbUj/kH6IV1ZyU4QOLyGH8bXAX90zj2Xi7qDs6qxY6wRZnLny9B8+HUNd4CZqYPLcEea+kzVgZn1Ij46z4tBp9j1os9MXuTqc1GXehyZO6YVWYVipNKgGKksKUYqAYqRyoZipBKg5JjExH7ANjKzdH3R9QjNRxk2WyIws474M2wbBA+d5ZzL1FlmtqKMSiPZSfWahgPCHinKJFuvz1TdhDuZTXu7QJb0mcmtXH0u6lLPD865hWlLiqSmGKmIFCOVLcVIpUExUnlQjFQClByTmLHB31bAtmnKhS+dfSt/zakcwTDX/yN+Vuci59xdOd7HGsSHop+ey7or3Gah+fDr+l1oOdPl5n2Cvz8CU3LTrMphZk2BI4PFmfhOgHNRrz4zuZerz8XY0HzKesysM9A9WNTvldSHYqQiUYxU1hQjFZlipLKiGKkEKDkmMcND8ycmK2BmjYiffZgDvJnfJjV8ZtYSeAnYJnjoGufckDzs6lTAgvlReai/4gR9n+wVLE5yzv0YWxd0ZBq73aOHme2Yoo4diZ+1eS5dB6iSUn/88PEAjzrnVuSoXn1mcixXn4tglK3YmdI/BN+jyQwMzQ+rU6NFvOGhecVIBaIYqXwpRioZipHKhGKk0qDkmADgnHsPGBMsnmRmOyUpdh6waTB/u3NueZIyEpGZNcN/Ge0SPHS7c+7SLOvoZmY9M5Q5APh7sLgYeDDbtlYaMzsw3a0zZrYm8AzxUWDuTlLsNnyHwQB3mFmtIZKD5TuCxRVBecle+HaBjLfZ6DNTdLeRm8/FTcHf9sANiSvNbEPgb8Hityjwk3pQjFR4ipFKl2KksqIYqbzchmKkojIl4SUm+DJ8C6jCj1hxLf7MZxX+ktxTg6ITgV7OufnJ6pFozOwZ4NBg8Q3gL6S/f39ZcDYgXEc//DEaB7wAfALEhjTfAD+U9mHEz+782TmXLEiREDObAjTFB3fj8JcsL8ZfQt4POI345eRjgT2dc0uT1HMdcFGw+BEwBJgEbAgMAmIByHXOuYtz/0watqDz65/wQ1F/7pzbMsI2/dBnpk7MrDewUeihjsCNwfxbwP3h8s65oSnqqffnwswa489Wx/5xfga4D/gN2B64DOgEVAMHOOdyciuJVC7FSIWlGKl0KUYqD4qRCksxUgPhnNOkqWYCDgTm4gOQZNPXwEbFbmdDmNK8xqmmKUnq6Bdx24XAqcV+zuUy4QO9KK/r08DqaeppBDyQoY77gUbFfs7lOAGnh17HCyJuo89M3V/vodl8Z6WpJyefC3zg+V6aOpYAJxf7ddPUcCbFSAV9rRUjleikGKk8JsVIBX+9FSM1gElXjskqzGw94Bxgf/wQsMvwl1w+BdzpnFtUxOY1GGaW7Yfve+dct4Q62gAHATsBvYC18F+GTfBnB74AXgfud37YZYnAzPriO7HcCX+mrCPQFn+1wA/A28BDzrlxEevbD39VwXZBXbOA8cC9Tmdr6szM3gJ2xl+Cvq5zLmOnsPrM1J2ZDQVOiFreOWfp1uficxHc2nMKcDT+lrZW+A5tX8ffhvVF1PaKRKEYqTAUI5UuxUjlQTFSYSlGahiUHBMRERERERERkYqlDvlFRERERERERKRiKTkmIiIiIiIiIiIVS8kxERERERERERGpWEqOiYiIiIiIiIhIxVJyTEREREREREREKpaSYyIiIiIiIiIiUrGUHBMRERERERERkYql5JiIiIiIiIiIiFQsJcdERERERERERKRiKTkmIiIiIiIiIiIVS8kxERERERERERGpWEqOiYiIiIiIiIhIxVJyTEREREREREREKpaSYyIiIiIiIiIiUrGUHBMRERERERERkYql5JiIiIiIiIiIiFQsJcdERERERERERKRiKTkmIiIiIiIiIiIVS8kxERERERERERGpWEqOiYiIiIiIiIhIxVJyTEREREREREREKpaSYyIiIiIiIiIiUrGUHBMRERERERERkYql5JiIiIiIiIiIiFQsJcdERERERERERKRiKTkmIiIiIiIiIiIVS8kxERERERERERGpWEqOiYiIiIiIiIhIxVJyTEREREREREREKpaSYyIiIiIiIiIiUrGUHBMRERERERERkYql5JiIiIiIiIiIiFQsJcdERERERERERKRiKTkmIiIiIiIiIiIVS8kxERERERERERGpWEqOiUjJMrOBZuaCaWix2yMi5c/MuoW+V6YUuz0iInWhGElEcs3M+oW+V0YWuz2FpuRYGmY2MvTmyHYaWuz2lxszG5rhNV1oZtPN7A0zu9rMuhe7zeXIzLY1s1vM7G0z+9nMlprZEjObZWYfm9lTZnaRme1qZk2K3d5cMrPBad5fK8zsVzObbGYfBO/HM82sZ7HbXcrq8T3Zr9htry8zW9vM/mBmN5jZK2Y2wczmBu+lBWb2vZm9YGZnm1mHLOrtbGbHmdkDZvZ+8L5cbmZzgn08ZGYHmlnOf8OTfA8vMLM1Im4b/kftnVy3TUqLYqTCUoxUGIqRFCPlUiXHSMmYWR8zu8PMPjGzX4LP1g9m9p6Z3W1mh5tZu3rUf3bia5nj9icez6lm1jzituHP1+O5bJfkToP6UpcGr2UwrQXsBlxsZvcA5znnlhSyIeavNlgvWFzfOTelkPuvCzPrCtwL7JeiSHOgA/A74LDgsblm1sE5tzJJfYOBy4PFK5xzg3Pa4MJrDLQPpvWBbYATAMzsY+AfwP3JXgupWK8Cm6dY1yqY1gUOAK4ys4ucc/ekqszM1gWGAn1JfvJqtWDaBDge+MTMjnPOfVbnZ5BZK+BvwF/zuA8RqT/FSPWgGCkjxUhSZ2a2AXA3sE+S1V2DaTvgDOAC4KY67GM94Jp6NLMu1gFOA/6vwPuVPFFyLLrxwHtZlNdZ8/qZALye8FhrYFP8l6cF05+Atczs9865nJ4daEiCH4zR+H/UY+bg39M/AsvxAU8P/GvcOCizGv51boimA8MSHmsDrA50A7YgnqDYGh/4DQySEd8WpollJ5vvyR/z2ZAi+An4CpgGLMK/l3rg/4EwoC1wt5l1ds5dnqKOtfH/1IZ9D3wM/IJPVG0HbBys+x3wlpnt4Zwbn7unsoozzOxm51xDO2aSO4qRCksxUg4pRkpKMVLuVWSMZGZbA6/hk8sADvgE+Br/OWuDj2t+BzSrx67+gf8eLLSLzex+59yiIuxbckzJsehebgBnfcrJu865M5OtMLPNgMeArYKHDgEOBZ4pUNvK0b+IB33zgHOA/zjnlicWNLO2+Ctdjgb6F6yFhfdNqvcYgJm1wb8OfwV6BQ/vCLxnZjs65yYWoI3lptK+J58DhgAjnXM/JCsQnC29F9gzeOhSM3vJOZcuQJ6O/8w+lOyfDDM7GLgf6IgPKp8ys02dc4vr/lTSagFcBpyep/ql/FXaZ7/YFCPllmKkVSlGyr2K+540s27UTow9DVzonPsuSdlWwL74z2C2+zk22BbgUfzns1DWBM4Gri/gPiVP1OeYlB3n3Jf4gGRh6OHTitSckmdm2wG7B4sOONA5NzRZ0AfgnJvnnHvUOXcA/kxORV4i75yb75x7DNgeuJj469AOeNHMVita46QkOOcucc79O1ViLCgzGdgff6UH+N/dU1IUn4f/R2ND59xlqc6+O+eew9/6E3tProe/zTLXwlf3/NHM1s/DPkQkhxQjZUcxUt0oRpKI/kk8MXazc+7wZIkxAOfcQufcM865EdnswHy/qLcFi2PxJw8LIRwjXRAkzqXMKTkmZck5Nx14MvRQbzNrqJe219feofl3nXOjo27onJtc6bdiOO86fL9LMRvjzyyLZOScWwb8J/RQ0g6MnXNfOudujdI/UHAbZfhKkP3r18qkRuHP+AI0BQbnYR8ikmOKkbKiGKkeFCNJKsFV7nsFix8Ag/K0q9vxCbhl+BMBhfpMPoK/NRT8bdfnFWi/kkdKjhWYmU0JjVTRLXhsQzO7xsw+MrOZZlYddG4Z2yY8Mka/4LG1zOziYHSPGWa20szmpNjnemZ2pZm9Y37knWXB33fM7AozWydCu5MO62pm+5nZY2b2jflRzZyZ/aUeL1E2Pg7NV+HPViVlZo3Mjyx0pZm9Gowussj8KEQ/mR/d6RIz65imjm6hkU/WC636LnFkFMsw0oyZdTCz88xshPlRWpaYH4nuSzO7y8x6pdq2DrqE5r+vb2Wx9yPxjmYBLk/xGgxNU882Znaf+ZGPFgfv/ffM7EIza1/fdubBTcBboeVzzCxj3wb1OdZmdmjotfw6Vbkk23UNvhNiI0x1jrptKTCzHc3sTjP7wsx+C16zaWb2X/OjY7WKUEd4VKDBwWNVZnZS6DtgWbB+63w/J2BmaL5NjuoMvx+75ajORJeG5o8xsx65rNzMNjezG4Pfv1nBd/L04HtmkGUxymdQ31rmf08/NbN5wfSFmd1qZpvUo53rmNllZjYmaN9SM5sdtPsmizgyoJk1NbNjzezZ4LtvQfAZnW9m35rZ/4Lfqe3r2tZyZoqRcunj0LxipNQUI+WGYqQCsfKJkc4Izd+Yj8EazGw/4Khg8YbgytlCWUntz/m5lmXMkkkujnVCfRub2W3mRz5faD6O+Tj47u9aj3ZuambXBt9Rsd/RmWb2blD32hHraW1mp5vZS6HfoeXmR4KfYH4E+IvNbIu6tjUj55ymFBMwEp99dsDgHNU5JVRnN+BUYHHosdj0cYp29AMOBmYn2WZOkv1dkqL+8LQYGJSh3f1C5UfiOyF9NkV9f6njazM0VMfQCOVPSdjv2inKNcV3kp3uNYhNC4BjU9TTLWIdNccqRT1/xndAmW7bauABoFkO3nN3hup9N8efi0xT0uMIXA2sSLPdD/i+KwZm856I0PbB4fdxHbY/NKGdh2QoX69jjR8d67dQ2e0itvPC0Db/q+/rlsX7YXA962oFPB7hfTUd6J/FsR6M70T58xT1bZ3P1yhoz+25PibAWaE6v8hRnUNDdV4fPPZ86LEn02wb/ry+k2E/TfCjO6X7HnDB+/+EiG0/JOHzkjgtAU6m9nf5lAx1NgKuJPPv6HL8KFmWpq7uwJcR3t+xaaN8vy/r+V7J2Wc/VOeUUJ3dUIyU6rM5NEJ5xUjRXlfFSPH9Dg6/j+uwvWKk9O+HwfWsq2xiJKATPnnk8L+PVXl4bdsAU4N9TARaBI/3C7c/j8fzdPyAHB+HHrsh4mv+eKGOdajOP5H+9+434MCE129khjqb4wdCyBTLLQLOzFDXTkT/LXJAk1y/p5xz6pC/yA4Hbgjmp+PPuMzFj1iW6qzQzvgPV1PgV/zoOrPwX0K1btUxszvxPzwxC4A3gRlAZ/yoaK3xnS1fb34UtXMjtNvwl5IegH9zvo8P+A0/eo2LUEcuhLPQK/GvRzKNiZ8ZXAB8AUzG9+/TFD988I740eRaAf82s+XOuScS6pkH3BXMH0/86o+HgflJ9rvKSDNmdhu1LzWfBYzDH5MW+GO4Bf61/COwtpnt75yrTvHcopgUmu9lfmS7xFGusjEM/wO6PX5ULEg9As8qI5KZ2bXUvvx+EfAGfrS/zvi+P7oCLxPvQ6BUvID/B7tFsLwrq47mBOTmWDvnlprZU8T7qDoG/1pnckxo/t8RyhedmbXEvw/CV8xMB8bgP7cbAb3xn+e1gOfN7Cjn3NMRqu8A/Bff4fISfJ8U3+O//3bM1XNIxcw2B04KPRSlzVFsGZpP2e9ZDlyG/7434DAz29o593FdKzOzRvhbQg8KPTwbH3TOxg+Nvht+1KrVgaFmtrpz7vY0de6Pv40sFtdU439TJ+KPcx/8++Y+fMe5UdrZGHgC+H3o4R/x33Uzg3p3ADYM9nsxsAY+oZNYVxv8Laqxq5CqgY/wI5wuAFrif6d+hx9oQRQj1ZdipGgUI+WOYqQ8KcMYaSfid6h96ZxbHDyHk4Ej8bfetsGPxP0+/mTCYy67q8uuI/6beoaL0CVFrjnnnJldhj+JCHCmmd3qnPuprnXm41ib2WnEv5/BJyxH4o9ze3xCrD0+Pr04YjtbAf8Ddgk9PAl/C+1vQX274H+LqoA7zKytc+7aJHWtE9QV+91Yjv8sf4v/DmyFPwHzO/xvUf7kI+PWUCbyf1Z0ObAU/6VuCeWap2jHcnxQfSnQNM02f6B2dvVBoG1C+bb4H4VwuUNTtLtfQhsc8CmwZZKyzaO+HgnbDQ3tY2iE8m+Hyo9PU64ZfiSifomvWbjNwAWh5/Yb0DricewW8fn9MbTNXPwPxCrtwQfk4cz5hfV8z21E/OyNw3fSeyX1vCqBhLNOEbfpE7x/Y9s9BbRLKLMafqQtF3w+Ir8nsmzzyDrWEX7fvZ3vYx28ZrH1M4DGGdq3Raj8AqBVfV+3DPsbme37IEU9d4fqWYEPmhsllNkYH0SFX9tuEY517HP9FLBGQrlGqb4X6vm6tMYH91fg/2msed+Rg7NdQf3hq2POz1G7h4bqvD70+BOhx19Mse3AUJmUV45R+6y9wwe4zRLKdMYHSuFjuEOK+joAP4fKfgpsmuQ4X4j//gl/r0xJ084rQ+V+wl8VscqVYfgkzpxQ2T8kKXNOaP0XwCYp9mn4f6jvBtbJ9fsyx+/xnHz2E+qcknDMFSPFtwt/NodGKK8YKdp+FSMlb/PIOtahGKn2/kZm+z5IUU9ZxUj4qx9j9b+AP5n3deixZNOn+AGJotS/c+hz+3DCun7hevN4PE8PPf5O6PE7I7zmKa8cy8Ox3pjaV4yNBLomlGkO3Mqq3ysj07TzoVC5r0lyNTA+gXcGPukaez47JSl3a6iu0aS+0rkJ0Bd/AirtZ73OxzgflTaUKeED8B7+0uuoU/sUdU5J+CI4Jst2OOCSDOUb4c/6xco/SYpbPfCB+PBQ2W8TP4BBuX4JbfgJ6Jjj13toqP6hGcoem9CeU3LUhkGhOs9IUy58HLtFqLcN8Uu/l5Lin7xQ+U1DX2SzgJb1fF7/l/B6xabv8Jftno8/wxc5aKdugd9boW1eS/XFFryH/5fQ1rTviTq0eWQd63gwVMekfB/r4DMafr/tk6G+60Nl/52Lz0WG/Y0M7S/q92SXhDo2pPY/J39Os792wfs2VvZfEY61C95Pq3y35fB1SPxOSpyqg/dOnf4xTrK/m0J1zychoK1HvUND9YaTYz2ofdn8jkm2HRhanzQ5hk84zA+VuzFNW5oH76lY2TdSlLsmVGYG0ClNnZckHJcpKcp1Cz3fX8kQsOP/iYvV+SWrJnOeDq3fM1/vw0JOdfzsK0aq++sd/mwOzVBWMVJ2z0sx0qptHlnHOh4M1aEYqUJjJGonTkbjr3yKLX8QvE8exl89HW7HL8C6GepuRryLglkkfNdSnOTYnqHHlwLrZXjNkybH8nSs/xMq83niZyih7H0Jx2NkinK7hsp8m3gMkpQfGCr/SpL14URfUbuUKNqOy2Fi1YArm6lbijqnhMpE6tsgoR0/kuGqA2DfhA9o5wzlu+BH+Ej5w5L4RUOaoKger/fQUP1Dk6xvBfTC/3CEvzieIkfZY/ytF7F6n0lTLnwckx7rhPLnhMrfGrEt/whtk/RsdRbPqwm1z0Skmpbgz/AMiFDn4NB2gyOU3zRhX5tlKN+d2mdQV3lP1OF1CLd5ZB3ruC1Ux+xCHGtq//OfMpjDB4lTQ2XTBom5mKjb9+TWCXWEg9WPSNNvU1A+fNXHEmC1DMfakXAlUR5eh3TJsanAHjnc1x7UTlRdnMO6h4bqvT5h3YOhda8n2XZgaH2q5NjpoTIzyNAPCf62gvBruUnCesMnImLr/5ShvqbU/v6ekqLcraEy50R87f4b2mabhHWvhtb9Lp/vxUJNdfzsp/3dRDFSunaEP5tDk6xXjFT356UYadU2j6xjHbeF6lCMVKExEvBckuf1C8mvLjoCf+tcrNzoDHWHr+o+Mcn6fuH95vF4np6w7s3QugcyvOapkmM5Pdb4rimWhMrsl6G+dvgrKtN+D+Bvl46VOTjiaxdLhFYDHRLWTQzVt8r7tZCTRqssrsfrsM3TzrkVGcrsHpp/2Tk3I11h59yP+KA+ZrcI7UjsayLXTrCEUX3wH9bx+D5CGuEvfb8JOMpFvEfd/IhM25nZKeZHobo1GAXkzqD/kb+Him+dw+ezX2j+0YjbvBGa712fnTvnVjjn/oS/DHk4PtBPpjm+n5RhZvaWma1bn/0mCL+vPnAZRpRxzk0kSX8cJWBBaD7ZqIP5ONaPhOYHBP0RJNOHeP8LM/BnnstB+DtrqAt+KdMYhr+lEPx7dqcM5T91zn1V18ZF9DW+P4e7gHvwx/5j/A/9OsAIM3umvqNimdl6+N+OxsFDY4Eh9akzC1fgb78A2N3Mdk9XOIXwNo855xanK+ycew/4LPRQ4u/TpvhbMMEnDNN+5pxzyzOVCeT6cxzuE+70iPVVOsVIqSlGUoykGClOMVJtpRAjJY6iuBLY3zk3MrGg8/0XDgw9tKuZJf2eDUYpvChYHOmce7D+Tc2Z8OjeJ5jZxnWoI9fHeufgcfDJyf+ShnPuN+L9pyVlZk2AvYLFecCLGdoY82asCmr3UwYlFCOpQ/7ornDODc5xnR/kaZtwp7NvR6z3LfwIFQDbZCj7nXNudoYyhTAEuMZF6Ig1+CCfDZyL78g0ilx2ihz+sjrVzE6IsE24nRmHko/COTcOOMTMVsMHCb2BbfHHPHGY952Bd8xsu+Cfg/oKvy/HRdxmHJl/1AstHOzNS7I+58faOfeVmX2IP06tgQEkDyqPDc1n27FpLmT9PWlmRu1/sjJ+ZznnlpvZe/grQMC/Lul+8OvyXZsV59x4knQEHARHt+H/ITgU2NbMejvnpmW7D/NDhL9C/LtpGln841tfzrkpZnY/8eHZr8Z/T2Sjrr9PscEHEn+fwvVNcM7NiVBf2u+f4HXuHiwuAy73b9OMNgvNJ36On8T3swNwuplti7/t5H/OuW+jVF7iFCPFKUbKnmIkxUjpKEaKK5cYKbFz/CeDOCkp59yTZnYB/upX8FeTvRkuEwzmcz/+CvCllNiJJufcW2b2CtAffwLzCuDoqNvn6ViHv1fei/J7gP9eOSrN+q2IJz+XA7dHjJG2C80ni5FiicHrzWwv/O2gI+oSL9eHkmPFNTNP26wRmv8+Yr1TQvOZAp66tDtbE4DwaEEt8B+knYj/8F4JdDezE9J92M2sOT4LvneWbUh2xitrZtY6oa6T61BNYlBWL865ufhbA16Ami/knvjA4TT8yGngR0G5h9qjytVV+H05NeI2UcsV0mqh+Vr/AOX5WD9C/J+yY0gI/IL3+WEJ5cvBavhAJ6Zcv7OScs59Y2YH4kdnHACshx+Wfp9s6gneWy/jr5QC3w/WPoUOGvAJsRPx38k7BaOHvZTF9rn+fcrH98paoflm1B7RMKpan2Pn3P/M7A7grOCh7YIJM/sZfwXgSGB4EY5pqVKMlJpipNoUI5UOxUi5Va4x0oKE5WERthlGPDmW7MTb2fgRogGuc859Xce25dOl+ESVAUeY2XXOuc8ybBOTj2Odj++V8EjIHchBjIRPeu6Lj5PBdx+yB4CZTcWP1Pkm8JxzblYd9heZbqssrrS3k9Rjm9ah+YUR6w2XyxTw1KXd2XrXOXdmaDrZObcPPvi7NVTuWPwISulcTjzoc/jbHf6A/ydzNfwoaRabQttFSoNHsFrmIhnlNZHtvA+dc3/FBxfhIYgPNLP1c7Cb8PtyUcRtor5/C6lHaD7xdpx8HuvH8JelA+xtZmskrN8f37cA+GGzP8xBWwqhdcJyuX5npRT8YxrrZwX88dsi6vZm1gL/z2tsWO/5QP9Mt93kg3NuOr5vnpirLOIpw0Cuf5/y8b2Sl8+xc+5s/NWD7yWsWhP4PXAHMNXMns7x7VrlSjFSaoqRalOMVDoUI+VWucZIvyYsR4lXwrd2dgmvMLMu+JNz4LuxuK7uTcuf4H0VSwQ2Aq7KYvN8HOuyiJGCqzgPxSfME98r6+IT3vcD083sfjNrn4M2JKXkWMMUztYn3vOdSrjc/By2Jaecc3OD4OT+0MNXmln3ZOWDM0VnhR4a6Jw70jn3lHNugnNuXtAHTax8Ts6EJkj8kmkfDjQjTv3y0K6kgjMx5yU8vGsOqg6/L1P1B5Eo6vu3IMysGbUveU7s7yNvx9r5fnFi/WM0wV9yHnZMaL5czojCqmcXG9R3Voxzbio+oItJ7G8hKTNrir/qLNb/xmLgwHS3JxTA9cSPW098YieqXP8+5eN7Jfw5nleHz7A55wYmq9g5N8w5twP+CsITgHupHQga/vX8MNXvmtSbYqSAYqTsKUZKTTFSXpRrjDQhYTnxeSQTbmfid83GxJ9TK2C0mb2TbKL2CTwS1tflasVs/R3f6TzAwWa2XbrCIfk41vmOkT6tY4w0OLHS4CTEA865zYFNgFPx3U9MDhVrCpwEvJckAZ4TSo41TOHLY6Oefe4Wms/r5Yo5ci5+VCrwt71ck6Lc9sSz5l845x7OUO96OWhbLc73gbM09FC9OuQukMS+CdZKWio7dXlf5qQfkRw6iHjHluCHp65RgGMdDuhq+s4ws9XxZ0XBn/n/T473m09ziXfyDg33Owv88PUxHTIVNrPG+FtDYh0YLwcOc86NykPbInPOzcT3oxZzZdAXSBS5/n3Kx/fKz6H5tmk6d64z59xU59zDzrnTg0BwXfwVPLEzux2AW3K9XwEUI4UpRqobxUjJKUbKvXKNkT5PWE68KiqZcEJsbppyXfG3V6aaNk0oH14XtU/FOnPOfUHt23qvTlU2QT6Odb5jpLx8XzvnJjrn7nPODXTObYhPlt1C/OrQDfExU84pOdYwfRSaj9pZcrhcyV9q7JxbgB8SN+YwM+uZpGj4vugo93z3idqEiOViwrfRRLpipMgSO9JcmqRMtq9B+H25Y8RtSqaj2eDWsXNDD82kdp8vMfk81sOIn7HZwcw2DOYPIx6Qjg6uUioLzjmHH9UxJuN3VtB5dPhMXMl/ZwXC/0Cl7bA7SDYNJd5HykrgaOfcy/lpWtZuBuYE85tSu6PjdHL9+xSur0fQkXYmab9XnHM/UXvkpGwHHciac+4H59yV+DOlMXsHV/ZIbilGilOMVDeKkRIoRsqPMo6R3qH2FUabpSoYEk5q/ZCyVHkYjB9BG/xvecbvzjwd6/D3ynYRT2Rm+l75mPh3Xicz2yhCnfUSJMvOo3ZCLBd9Pa5CybGGKTzk8X5m1ildYTNbGz+yRrLtS9lQandCeFmSMuFOaNOe/Q++ME5NVyYkHBg1TVkqLjzM7RlZ9tFTDL9LWE4WSGT7GoRHnellZj1SlgSCL9uSCfyA86n9Q3Wrcy7Z/ft5O9bOuYX4YeZjjk34C+V1u0BM+DvnhAiv2QDiV14tIfrIXkVjZptT++xepmHT/0H8uDrgj865p/PQtDoJrgC4MfTQ5UT7Hggf6yOD/tRSMrNe+JGRYt5MKDKBeL82TUg/wlIskExbJhD+HP8pQvlcCQ+h3hTIW78aFUwxUpxipLpRjLQqxUj5U3YxknNuMbWvsBwQYbNwmVpXyDvnRka9ZY94NxSxbdPezpcPzrlJwIOhh6JePZbrY/028UTWmmQYeCU4wZg26RQc23A7ixUjrZmPHSg51jC9CnwXzDen9u0vtQQfujuI/3BPIn7Pfklzzq0Arg09NCBJJ9fh+5T7Zriq4AJWDXhSCXc02SVlqbh7iV9lsQ1ZXApqZh2D26vqxMwGmtlhUQOQYF9XhB5aTvKzf1m9Bs65r6g9LPHtqc5gBI//H7nr8LfOzLuI2p1/foX/3CST72P979D8MWa2DvGz+UuAp6Lur4TcR/yftG1I8w9YcHvEDaGHHnN+ZLGCMrOMt0WGyragdh8Yv+BHJ0xV/hbglNBDf45wu1Mx3I5/LgAbAH+MsM2jxPvAWIs0n4+g/5rw5+xNlzA6lfODHfwr9NDlGfqhOB+I0nn2zcQv3z/EzAZG2AYAM1vlNgMzyzRaWEz4doZqVu3UWOpPMVKcYiTFSPWiGKkgyi5GCtwemv+DmW2bqqCZ/Z7aV0A9lLdWFc5VxBNTuxJtlPKcHuvgROYzoYduMLOqNPsfQrRbYIeE5s8ysz0jbAPkNEb6JWWpelByrAEK/lm4KPTQUWZ2n/khlGuY71j1QfzoEDEXujRDfpegocTP2Bl+CN2wj4j3u7Ea8FRwFriGmTU3syvxnUxHHRkkfC/94ZkKB19W4cvNLzezhyzFiGRBsLGLmd2Nf37pvsgy6YEPBr40swvNLGWfIWa2GfAytc8s3JPihzX8Guwd8XamSwiN2Ac8Gny5h9vQFh/c9AeWRagzL8ystZkdCbyLD/piAdks4IDgtpVVFOBYv0b8SpmN8SOTxQLkF9MFQWY20sxcMI3MsJ+CCc6w3Rt66E4z+3PiPwbBmfJXiSc35gFXFqaVq7jUzEaY2e/TXf1kZrvgz4CGL6m/2PmReZKVv4La758LnXP35KTFORacpb8+9FDGW4Gcc/OoPXrTRWZ2VZAIq2FmawLPhepcAfwtRbW3Eu9nozMwIvGqCzNrZGbn4fteyvi9Erwnw2d6/2VmN6UK4MysiZntbWb/pvZtDDHjzOxRM+uf+FxDdXSn9j8ErzvnivYd2FApRqpFMZJipDpRjFQ4ZRoj4Zwbg/8dB39l90uW5PZCMzsMCJ8AfMI593H+W5hfzrkfqH3cosRI+TjWVxJP0m2JPw6Jo4E2N7ObgNOIFiONIh6vxI7t3xJ/R0P1tzCzAWb2HLWv/oqZamb3mlnfxOcaqqMXtZPur2RqZ13kdejjBma/LLKaAIuccxfmrTUZOOeeDL6A/hw8dDJwhJm9ie9IrxOwB7Wzw7c5554tbEvrxzm33MyuA2L/PB5uZoOdcxOC9dVmdhnxKwv2Aiaa2dvA9/hLUfsB7YL1pxKto85n8F8gAH8yfzbkQ2oPk3tP8CUXa+tQM9uA+K0Nx+PPan2MvzVoAf54dMWP9pOLoXLDeuAz/UPMbBrwKb5PiCX4W3e2YNVOLN/GB2vJvIfvE2Ad/BUgE8zsVXxgFAvuxjvnnoht4JwbGXz5xoaWPwI4wMzewAczawK741+H3/BnnQbX8flmsrGZ3ZnwWGv8UN/d8K9H4hnKt4DjnHPfkUY+j7VzbqWZPQ78JXgoPFLgv1fdomycD/TCnzlsAtyJT5yMxb9eG+ITTLFjsgI4yTk3pfBNBXywvWcwLTWzL4Bv8WfEGwNr4M/6JXb+ertz7oGkFZrthx/lKOZnYL0k79NU/u6cS9uXWR7cgx+5LcrVITE3Ab2BA4PlS/G317yJ/9yvg78tItzf1gXOuXeTVeacm2VmJwHP4l/73wFfBO+difjPWh/i/StdQO0z2qlcgf8uOAF/vM/DnyF9H38F0SKgbVBmK+IjPCW72qsp/nbOo4DFZvYp/qqdefjfnw3w7/+YxfjPRLlQjFSCFCNlRTFSbYqRSku5xUgxf8S/L3rg37+jzOwD/OerMf75hD9XXxL99u1ycC3+9yWbgX1yeqydc1+b2V+Bu4KHdgMmBwng7/Hf77vhv++X4b/TbkxSVaLT8N9te+MHfrkWf+L4XXwieyn++2JD/PdFLKb7IEldVfjjfiowP/gu+B5/QqYj/v2zeaj8TPL13eec05RiAkbif8DqMs1JUeeUUJludWhHvyyfw6X4H/Z0bV0M/C1DPf1C5Ufm6fUeGtrH0Cy2a4YPQGLb/jtJmWsivAanBWVrHs+w30cz1Jn0WAF/wJ+pjfpeehdoXo/X9WDgiyzfv8vxt5q0ylD3Afgvv1T1JD2O+LOMK9Ns9yO+L42BdXlPpGnv4Cxfh9j0Af7HrVGW+8vLsQa2TbLtLKBphu1Ghsrn5HOcUOfgetbVGngiwus0HeifxbGuV7tS1D8ky/fQz8DxGeocmGWdiVO3HDyvoaH6ro+4zWlJ2vJOhm2a4M8ArsjwnOYAAyO247CgfKq6luADr26hx6ZEqPcs/AAKUY5BNfBckjo+y+I4TgZ2zvV7Ng+fgZH1eK/OSVHnlGzfzyhGyrSdYqT07TwYxUix/Q7O8nWITYqRotU5uJ51lU2MlLCvtfFXOWVq90tAuxzsr1+43hw/l/DxPD3iNtclea6PF+pYh+o8i/S/d3Pw/Y2FX7+0nwN8gu5KfBIrymd4GXBnknrmR9ze4QcE6JGv96uuHGvgnHNXB7d5nIy/13l9fBZ3Dj4A/x9wvyujkVsSOeeWmdn1+Mw6+FskrnDOfRsqc4mZvQKcib9iYQ38B3EavsPIB5xz32S562PwHYsehT+z1RFI27l00JYng8tKj8Qfk+2C9rTGf7n8iO+vYQzwsnNuYpbtStzfc8Bz5kft6YfvMHVT4u+FJvgzEb/gbwMYi//S/ilC3S8Gl7n+Gf+6rhs8j7T9YDjn/mZmT+M7cdwdf+ZhAf4fo2eBfzp/NcgmWT7d+liJv4pjHv7Kj8/wAd9o59wndakwX8faOfeBmX1F7bNtTzrnlqfaphw4fxvGEWZ2G3Ac/v26Nv6M0iz8+/NF4F/O39JXNM65QWb2KP79uz3+WKyDH4q8Gv8++gF/29J/gRecc8lGNGsI/gVciL/6KRLn+0M6y8z+gT+zvAfx1282/oqvl4H7nHOR+t1yzj0dXPFyFv6qtPXwgdQ0/K029zjnvjKzblHbGdR7h5kNxb8n98JfmbYG/vs+9jvyBT5oftn5WykSbY2/pWI3/PtlE/x7uyX+apoZ+IDvefxnuaG+V0qKYqSaMoqRFCNlohipyMopRgpzzk3H31p8AP57YTv8e9oBP+GP7yPOuXIZ7CRbNwBnkN0VkDk/1kEs8z/89/y++Cszl+Jj1ReBfzjnpppZvyzauRL4u5ndgb8CdE/8yKQd8VfMz8NfAfYZftCRl51zM5NU1QF/NVxf/PtjY/yVhi3wMdI0/PfNM8DzLo/dG1iQrRMREREREREREak46pBfREREREREREQqlpJjIiIiIiIiIiJSsZQcExERERERERGRiqXkmIiIiIiIiIiIVCwlx0REREREREREpGIpOSYiIiIiIiIiIhWrYMkxM1vPzG42swlmttDMZpvZeDO7wMxa1rPuRma2mZkNNLO7g3qXmpkLpn5Z1tfSzC4M6pkdtHdC0P71sqgnb89ZREREGgbFSIqRREREpLjMOZf/nZgdCDwCtE1RZCKwv3Pu2zrWfwIwNE2R3ZxzIyPWtRHwMrBxiiLzgGOccy9mqCevz1lERETKn2KkpBQjiYiISEHl/coxM+sJPIEPgBYAlwA7A3sA9wXFugMvmVmbuu4mNL8c+BD4rA5tbQO8RDzouy9o5874di/AP48nzGzrNPUU4jmLiIhIGVOMpBhJRERESkOTAuzjdqAKWAHs7ZwbF1r3hpl9A9yAD4TOAwbXYR9fAmcD44GPnXNLzGwwsGWW9VwQtAPgQufcjaF148xsJDAKaAncBvRLUU8hnrOIiIiUN8VIipFERESkBOT1tkoz2x54N1i81zl3epIyjYDPgU2BOUAn59zyHOx7MHB5sJjxlgEzawrMBFYDvgK2cM5VJyn3D+C0YHF759z4hPVFe84iIiJSHhQjKUYSERGR0pHv2yoHhOYfTFYgCK4eDhZXB3bLb5NS2g0f9AE8lCzoCwwNzR+SZP2A0HypP2cREREpjgGh+VKPFxQjiYiISIOW7+RY7+DvQuCDNOVGheZ3yV9z0uodmh+VshS8DywK5pO1tZyes4iIiBRHOcULipFERESkQct3cmzT4O+3zrkVacpNSLJNoW0Wmp+QqlDwPGKjJyVrazk9ZxERESmOcooXFCOJiIhIg5a3DvnNrAXQMViclq6sc+43M1sItALWyVebMuga/F3onJuToewPwFbAGmbW3Dm3FAr3nM2sa4YizYAewC/4PkJWZlO/iIhIGWsMrBHMfxb7jS4lipEUI4mIiBRBycdIxZTP0SrDw28viFA+FgS1zk9zMoq1N2pbY1oDsTdVoZ7zD1mWFxERqUTb4W/1KzWKkaLVoxhJREQkP0o1RiqafN5W2SI0vyxC+VjwVJWHtkQRa282bYXa7S235ywiIiKFV27xgmIkERERadDyeeXYktB8swjlmwd/F+ehLVHE2ptNW6F2ewv1nDPdYtAFeAdg9OjRdO7cOcvqYenSpbz7rh9tfYcddqB58+YZtpBC0bEpTToupUvHpnTl49jMmDGDPn36xBZn1rvC/FCMFL0exUgSmY5NadJxKV06NqWrgmOkoslncmx+aD7KJfGtgr9RLrXPh1h7s2kr1G5vQZ6zcy5tXx1mVjO//vrr07Vrpu43VrV48WImTZoEwIYbbkhVlU7clgodm9Kk41K6dGxKVz6OTUIdpdqflGKk6PUoRpLIdGxKk45L6dKxKV0VHCMVTd5uq3TOLQF+DRbTRh5m1o54EFSsviJiwVQrM1s9Q9nYWcmZ4U7syvA5i4iISIGVYbygGElEREQatHz2OQbwZfB3IzNLd5Vaj9D8V3lsTzpfhuZ7pCoUPI8Ng8VkbS2n5ywiIiLFUU7xgmIkERERadDynRwbG/xtBWybplzf0Pxb+WtOWmND831TloJexM9mJmtrOT1nERERKY5yihcUI4mIiEiDlu/k2PDQ/InJCphZI+D4YHEO8GZ+m5TSSGBuMH+ChTulqG1gaH5YkvXDQ/Ol/pxFRESkOIaH5ks9XhiJYiQRERFpwPKaHHPOvQeMCRZPMrOdkhQ7D9g0mL/dObc8vNLM+pmZC6aheWzrMuD/gsVNgfMTywTtPylYHOWcG5+knno/ZxEREWnYFCMpRhIREZHSkc/RKmPOwV8SXwW8ambX4s8CVgFHAqcG5SYCN9d1J2Y2MOGhrUPz+5pZt9Dyt865sazqRuAIoDtwg5ltBDyOH0Z8N+Bi/Gu2GPhLmuYU5DmLiIhIWVOMpBhJRERESkDek2POuY/M7AjgEaAtcG2SYhOB/Z1z85Osi+rBNOsGJSw/RO3+MwBwzs03s/2Bl4GN8QHaqQnF5gHHOOc+TrWzAj5nERERKVOKkRQjiYiISGnId59jADjnXgC2Am7FBzyL8P1IvI8Pyno6574tRFsyCdrRE9+u9/HtXAR8jW//Vs65FyPUUzbPWURERIqjnOIFxUgiIiLSUBXitkoAnHPfA38Npmy2Gwmk6vg1XC5jmSz2uRC4IZjqU0+dnrOIiIhUDsVIIiIiIsVVkCvHRERERERERERESlHBrhwTEZHSt2zZMhYsWMDChQtZtmwZ1dXVxW5SvVVXV9OhQwcApk6dSqNGOi9UKhKPTZMmTWjWrBmtWrWidevWNGvWrMgtFBER8RQjSSEpRio8JcdERATnHLNmzWLWrFnFbkrOOeeoqqoCYOXKlQ0imG0okh2b2D8fP//8M2ussQYdOnTALGd3BYqIiGRFMZIUg2KkwlNyTERE+Omnn5g7d26tx8yMxo0bF6lFuRULHJo00c9eqYkdm8aNG1NdXY1zrmbdzJkzWbZsGWuvvXaxmiciIhVOMZIUi2KkwtInQESkwi1ZsqRW0NehQwfatm1L8+bNG8TZqOrqaubNmwdA27ZtdctACUk8NmbG0qVLmTdvHr/++isAc+fOpUOHDjRv3ryYTRURkQqkGEmKRTFS4endLyJS4ebMmVMz36lTJzp16kSLFi0aRNAn5cXMaNGiRc37MOa3334rYqtERKRSKUaSUqEYKf+UHBMRqXCLFi2qmV999dWL1xCRkPB7MfweFRERKRTFSFKKFCPlh5JjIiIVbuXKlYDva6Kh9J8h5a9x48Y178fYe1RERKSQFCNJKVKMlB9KjomIiEhJ0m0rIiIiIqtSjJR7So6JiIiIiIiIiEjFUnJMREREREREREQqlpJjIiIiIiIiIiJSsZQcExERERERERGRiqXkmIiIiIiIiIiIVCwlx0RERApgypQpmFm9JxEREZGGRDGSlAIlx0RERCSlfv36YWb069ev2E0RERERKRmKkRqWJsVugIiIyNix0Lt34bYrhi5duvDZZ5+lXL/lllsC0KtXLx588MFCNUtERERKmGIkxUhSGEqOiYhIUQ0eDFdcAddfD4MGRd9uyBC46CK4/HJfR6lr2rQpW2yxRcZyrVq1ilROREREGjbFSLUpRpJ80m2VIiJSNGPH+qAPfBA3ZEi07WJBH/jtx47NT/tEREREikExkkhhKTkmIiJF07u3PxsaEyX4Cwd94Lcvl9sG6uvDDz/k9NNPZ5NNNqF169a0atWKTTbZhDPOOIOJEyem3XbOnDlcc8017LTTTrRr146mTZuyxhprsNlmm3HIIYdwzz338PPPP9eUHzhwIGbGqFGjABg1atQqHd9269Ytn09XRESkYilGyo5iJKkv3VYpIiJFFbtNIBbMxf4mu30gWdCXzW0G5aq6uprzzz+f2267DedcrXUTJ05k4sSJ3H///dx1112ceuqpq2z/1VdfseeeezJ9+vRaj8+aNYtZs2bx1VdfMXz4cFauXMmZZ56Z1+ciIiIi0ShGykwxkuSKkmMiIlJ0UYK/Sg36AM466yzuvvtuAPr06cPAgQPZYIMNaNmyJZ988gm33XYbX3zxBaeddhqdO3fmoIMOqrX9cccdx/Tp02natCmnnHIK/fv3p3PnzlRXVzNt2jTeeecdhg0bVmuba665hvPPP58TTzyR999/P2knuM2aNcvvExcREalwipHSU4wkuaLkmIiIlIR0wV8lB30jRoyoCfruv/9+TjrppFrrt9tuO4499lj2339/3njjDc4++2z2228/mjTxP/GTJ0/mgw8+AOCWW25Z5azn9ttvz6GHHsqQIUOYM2dOzeNdunShS5cutGrVClAnuCIiIsWiGCk5xUiSS+pzTERESsagQav2r9GhQ+UGfQDXBy/I73//+1WCvpgWLVpw5513AvD999/z5ptv1qybMWNGzXyfPn1S7sfMaNeuXS6aLCIiIjmmGGlVipEkl3TlmIiIRNarF4TiiLxp2xbmzfPzs2fXfvyOO/wUneFcWz9nFmmLzp3h/fez2Ud+zJs3j5EjRwJw2GGHpS276aab0rFjR2bNmsW4cePYa6+9AFhrrbVqygwdOpRbbrklb+0VERGpVIqRCksxkuSakmMiIhLZjBnw44/F2/+8efGAMDoLpvLz0UcfUV1dDcBRRx3FUUcdFWm78JnQ9ddfn1133ZUxY8Zw66238r///Y/f//739OvXjx133JGWLVvmpe0iIiKVRDFSYSlGklxTckxERCLr3Lkw+5k/P3mA17YttGmTbW2uZvQif1Y0cxBYqOeZyS+//FKn7RYtWlRr+bHHHuPwww9n3LhxfPnll3z55ZdcddVVNG3alB133JGjjz6agQMH0qJFi1w0W0REpOIoRiosxUiSa0qOiYhIZIW4jD6xY9n27eO3DcybBxdfnF1/GtXVjnlBFNm2bVsaNSqfM6QrV66smb/33nvZeeedI22X2C9Gly5dePvtt3n99dd59tlnGTVqFF9++SXLly9nzJgxjBkzhptuuomXX36Z7t275/Q5iIiIVALFSIWlGElyTckxEREpGalGXAo/nmwI84aqQ4cONfMtW7as90hIe+yxB3vssQcAv/76K6+99hr//Oc/eeONN5g0aRJHHHEEH330Ub32ISIiIrmnGKk2xUiSaxqtUkRESkK6ociTjdA0ZEhh21cMW2+9dU0HuW+99VZO6+7QoQNHHHEEr7/+OgcddBAAH3/8Md98802tclE76BUREZH8UIy0KsVIkmtKjomISNGlC/piKjH4W2ONNdhxxx0BePTRR5k5c2Ze9hM7Uwowa9asWutifWwsXbo0L/sWERGR1BQjJacYSXJNyTERESmqKEFfTCUGf5deeinghyw/7LDDmDNnTsqyS5cu5a677mLJkiU1j3388cd8/PHHKbdxzvHaa68B/gxot27daq2PDXM+efLkmk57RUREJP8UI6WnGElySX2OiYhI0YwdGz3oi4mtD/evscsu0Lt3ftpYbPvttx/nnHMOt99+O6NHj2bTTTfl9NNPp3fv3nTo0IGFCxfy7bffMmbMGJ599ll+++03TjjhhJrtP/74Y0488US22247DjzwQLbZZhs6d+7M8uXL+e6773jwwQcZMWIEAAcddFBNoBez88478+CDD/LLL7/w17/+lWOPPZbVVlsNgKZNm7LeeusV7sUQERGpEIqRMlOMJLmk5JiIiBRN795w+eVwxRXRgr6YcPB3+eUNN+iLufXWW2nfvj1XXXUVM2bMYPDgwSnLtmrVisaNG6/y+Pjx4xk/fnzK7XbeeWceeOCBVR4/8sgjue6665g8eTK33XYbt912W8269dZbjylTpmTzVERERCQCxUjRKEaSXFFyTEREimrwYNhzz+yDt0GDGvbZ0DAz4+9//zvHHXcc//jHP3jjjTeYPHkyc+fOpWXLlqyzzjr07NmTvffem0MOOYSqqqqabY866ijWXHNNRowYwfjx4/nxxx/5+eefWbFiBZ06dWKbbbbhiCOO4Mgjj6RRo1V7W2jdujVvv/021113Ha+++irff/89ixYtKuTTFxERqUiKkTJTjCS5ouSYiIgUXV2Dt4YU9EXpq2L99ddnSJYdiDRv3pz+/fvTv3//ujaNNddcs9bZUBERESkMxUiKkaQw1CG/iIiIiIiIiIhULCXHRERERERERESkYik5JiIiIiIiIiIiFUvJMRERERERERERqVhKjomIiIiIiIiISMVSckxERERERERERCqWkmMiIiIiIiIiIlKxlBwTEREREREREZGKpeSYiIiIiIiIiIhUrIIlx8xsPTO72cwmmNlCM5ttZuPN7AIza5nD/fQ3s2FmNs3MlgZ/h5lZ/wzbDTQzl+U0NEVdUbcfmavnLSIiIuVJMZJiJBERESmuJoXYiZkdCDwCtA093BLoFUwnm9n+zrlv67GPRsA/gZMSVnUJpgFmdj9wmnOuuq77SfB1juoRERGRCqQYSURERKT48p4cM7OewBNAFbAAuA54M1g+EjgF6A68ZGa9nHPz67ira4gHfR8BNwCTgA2BC4GewMnATODiJNsPB96PsJ9ngY2BauDfGcreA9ydZv3CCPsTERGRBkgxkmIkERERKQ2FuHLsdnyQtwLY2zk3LrTuDTP7Bh+kdQfOAwZnuwMz6w6cHyy+D/Rxzi0Olseb2fPAKPwZ2AvM7F+JZ2Cdc3OAORn2syk+6AN40zk3LUPTfnHOfR75iYiIiEglUYwkIiIiUgLy2ueYmW0P7BosPpAQ9MXcDHwVzJ9jZk3rsKu/EE/0nRUK+gBwzi0CzgoWmwDn1mEfAMeH5h+uYx0iIiJS4RQjiYiIiJSOfHfIPyA0/2CyAkHfFrEganVgt2x2YGYGHBwsTnDOvZNiP+8Q7//i4GC7bPbTCDgmWFwAPJPN9iIiIiIhA0LzipFEREREiijfybHewd+FwAdpyo0Kze+S5T7WB9ZOUk+6/XQBumW5n92AdYL5Z51z6gtDRERE6koxkoiIiEiJyHdybNPg77fOuRVpyk1Isk1Um6WoJ9f7Cd8u8FDEbQ43sy/NbJGZzTezb8zsITPL6syviIiINDiKkRQjiYiISInIW4f8ZtYC6Bgspu2U1Tn3m5ktBFoRP/MYVdfQfKbOX38IzUfej5m1Ag4N1fFmxE03S1jeKJiON7PhwEDn3Nyo7Qi1p2uGIp1jM4sXL2bx4sXpyia1ZMmSpPNSfDo2pamcj0t1dTXOuZr5hib8nBri8ytnUY6Nc47q6urIv2V1+c0rNMVIgGIkyQMdm9JUzsdFMZIUS6XGSMWUz9Eq24TmF0QoHwv8WudxP+HL/LPZz6Gh8v92sW/I1BYBzwOv48/ELgDWAPoCpwMd8H2NPGdmeznnlmfRFqgdwKY1evRoOnbsmLlghjqkNOnYlKZyOy4dOnSgqqoKM2PevHnFbk5eLVgQ5edIiiHZsVmxYkVNAmPChEwXPnmzZs3KddPyQTGSYiTJMx2b0lRux0UxkpSCCouRiiaft1W2CM0vi1B+afC3Ko/7WRqaz2Y/x4Xmo4zA1MU5d5Rz7n7n3Fjn3MfOuRHOuUuBzYGPgnJ9gTOyaIeIiEjeTZ06lXbt2tGuXTseffTRYjenIVKMpBhJRETKkGKkhiufV46Fr5ltFqF88+Bvttf6ZbOf5qH5SPsxs7WBPYLFd51zX6crD+Ccm5Nm3c9mdhj+bGlT/PDp/xelLSGZbnfoDIwH6NOnD127ZrrDYFVLliypObPTp08fWrRokWELKRQdm9JUzsdl6tSprFy5kiZNmtC2bdtiNyfnqqura864tW7dmkaN8t3dZnJTpkxhww03rHc9K1euzEFr0mvdOn7hUIsWLfL2vsh0bGbOnElVVRWtW7dm2223jVTntGmZ7h4sCYqRkq9TjCT1omNTmsr5uChGKgzFSKuq4BipaPKZHJsfmo9yeX6r4G+213Nms59Wofmo+zmW+BV2Uc6IZuScm2xmI4D9gI3MbG3n3PQstk/7rg6PwF5VVUVVVbYnmmtr0aJFveuQ/NCxKU3ldlwaNWpU05dBsYKiQmnUqFHRnmOu9luI9of3UajXLNV+zIxGjRpF/kyVyWdPMVIKipEkV3RsSlO5HRfFSIXbdynVE3UfipEalrwlx5xzS8zsV3zfEWlPy5lZO+JBWeS+IgLhICjT6b/w2cSo+4ndLrAMeDxqoyL4Eh/4gR82PXLgJyLS4IwdC717F267IujSpQufffZZyvVbbrklAL169eLBBx8sVLOS6tatG5m7jpK6UoyUkWIkEZEYxUiKkaQg8nnlGPjgZlf8mb8maYYq7xGa/6oO+0hWT733Y2bbAFsEiy8652Zn2bZ09IkSEQEYPBiuuAKuvx4GDYq+3ZAhcNFFcPnlvo4S17RpU7bYYouM5Vq1ahWpnJQ9xUipKUYSEQHFSAkUI0k+5fsawLHB31ZAuhth+4bm38pyH98RP6PYN11BoE/w90dgSoS6jw/N5+R2gZDwEOY6IyoilWnsWB/0gQ/ihgyJtl0s6AO//dix6cuLlB7FSKkpRhIRUYwkUlD5To4ND82fmKyAmTUiHmDNAd7MZgfBkOHPBYs9zGzHFPvZkfhZ0ecyDTVuZk2Ao4LFWcDL2bQrQ93rA3sFi5Occz/mqm4RkbLSu7c/GxoTJfgLB33gty+T2wbqql+/fpgZ/fr1A+Cbb77hzDPPZOONN6Zly5aYGVOmTKkp/9NPP3H33Xdz2GGHsfHGG9OqVSuaN29Oly5dOPjgg3niiSdq+lBJZsqUKZgZZsbQoUNXWT948OCa9eA7W77xxhvZZpttaNOmDW3atGH77bfnzjvvZMWKVBdEVbzhoXnFSPG6FSOJiIBipIgUI0mu5PW2Sufce2Y2Bn/bwElm9pBzblxCsfOATYP5251zy8Mrzawf8WDwIefcwCS7ug04FWgM3GFmfZxzNSMtmVkVcEewuCIon8m+QKdg/rHEdqViZgcCr6S6PcLM1gSeIT5q1N1R6hURabBitwnEgrnY32S3DyQL+rK5zaABeO655zjmmGNYuHBh0vUrV66ka9euSQO76dOn8/zzz/P888/zwAMP8Oyzz9Yadakufv75Z/bdd18+/vjjWo+PHz+e8ePH8+qrrzJ8+PAG35FxthQjJV2vGElEJEwxUlYUI0l95LvPMYBz8LcBVAGvmtm1+ECuCjgSH7ABTARurssOnHMTzexG4CKgF/CWmQ0BJgEbAoOAnkHxG51z30SoNny7wENZNOcOoKmZPQOMw9+asBjoCPQDTgvmwd9ScVcWdYuINExRgj8FfUydOpVjjz2Wli1bctlll7HrrrvSuHFjxo8fXxPAxS762X333enfvz9bbrkla6yxBvPnz2fy5Mncd999jBs3jhEjRvDnP/+Zhx7K5iduVYceeihffvklZ599NgceeCDt27fn66+/5qqrruKrr77ihRde4L777uO0006r9/NvgBQjKUYSEUlPMVIkipGkvvKeHHPOfWRmRwCPAG2Ba5MUmwjs75ybn2RdVJfgz2L+ER/kJRs16QHg0kwVmdnqwIHB4hfOuQ+ybMvawFnBlMozwMnOuaVZ1i0i0jClC/4U9AHw3XffsfbaazNu3DjWXXfdmsd32GGHmvnGjRvz9ddfs9FGG62yfd++fTnxxBO5/PLLufLKK/n3v//NpZdeysYbb1znNsXOfMZuZwDYZptt2Geffdhss834+eefufvuuxX4JaEYKSXFSCIiYYqRMlKMJPVVkOv3nHMvAFsBt+KDvEX4vjPeJzhj6Zz7tp77qHbOnQTsj+9fYzp+aPHpwfJ+zrmTnXOpbyCOOxxoEcz/O8umnABcDvwX/1xn429TmAN8BtwL7OycO8w5NyfLukVEGrZBg1btX6NDBwV9Iddff32toC+RmSUN+sL+/ve/07FjR5xzPP/88/Vqz1lnnVUr6Itp3749J57ou9L67LPPmDt3br3201ApRlKMJCISiWKkjBQjSX0U4rZKAJxz3wN/DaZsthsJWBblX6aeHcM65+4D7qvjtqOAUfXZv4hIyerVC2bMyP9+2raFefP8/OzZtR+/4w4/RWRA2+Ay+ljnqBl17gzvvx95H4XSrFkzDj/88Ky2qa6uZsaMGcyfP5/ly+NdQ3Xt2pVZs2bxySef1KtNxxxzTMp1227rB2F0zvHdd9+x9dZb12tfDZViJBGRBkAxUlEpRpL6KlhyTEREGoAZM+DHIg4eN29ePCCMyMgie1DiNt54Y1q0aJGxnHOO//znPzzwwAO8++67LF68OGXZWbNm1atNPXr0SLmuffv2NfPz59fnrkAREZESpxipqBQjSX0pOSYiItF17lyY/cyfnzzAa9sW2rTJqipHvANWM4sWBBbqeWapXbt2GcssWbKEQw89lFdeeSVSnemCwihatmyZcl149KWVK1fWaz8iIiIlTTFSUSlGkvpSckxERKIrxGX0iR3Ltm8fv21g3jy4+OKs+tNw1dXMC4LItm3bYmU8XHbjxo0zlrnmmmtqgr6+ffvy5z//mW222YbOnTtTVVVVE4z16dOHMWPG1ATFIiIiUg+KkYpKMZLUV/m++0VEpOFJNuLSr7+u2gHtkCGFb1sZcM5x//33A7DrrrvyxhtvcPjhh7PhhhvSqlWrWmcpZ4f7KREREZHSphipXhQjSSZKjomISGlINxR5shGaFPytYvbs2cwIOgM+/PDDawV6YQsWLODrr78uZNNERESkrhQj1ZtiJMlEyTERESm+dEFfjIK/jFasWFEzv3DhwpTl7r///lplRUREpEQpRsoJxUiSiZJjIiJSXFGCvhgFf2mtscYarL766gA89thjLF26dJUy48eP57LLLitwy0RERCRripFyRjGSZKLkmIiIFM/YsdGDvphkwd/YsflpX5lp1KgRxxxzDACffvopvXv35rHHHuP999/n9ddf57zzzqNPnz60aNGC7t27F7m1IiIikpJipJxSjCSZKDkmIiLF07s3XH65n48S9MWEg7/LL/f1COBHYtp6660BeP/99zn66KPZbrvt2HPPPbnlllto2bIlzzzzDGuttVZxGyoiIiKpKUbKOcVIkk6TYjdAREQq3ODBsOee2QdvgwbBLrso6Euw2mqr8dZbb3HLLbfw5JNP8s0339CkSRPWWWcd9t9/f8455xy6du1a7GaKiIhIJoqRckoxkqSj5JiIiBRfXYO3BhT0OedSrhs5cmRWdbVs2ZJLL72USy+9tE51duvWLW17Bg8ezODBgzO2o1+/fmnrERERkQwUIylGkoLQbZUiIiIiIiIiIlKxlBwTEREREREREZGKpeSYiIiIiIiIiIhULCXHRERERERERESkYik5JiIiIiIiIiIiFUvJMRERERERERERqVhKjomIiIiIiIiISMVSckxERERERERERCqWkmMiIiIiIiIiIlKxlBwTEREREREREZGKpeSYiIiIiIiIiIhULCXHREQqXOPGjQFYuXIlzrkit0bEc86xcuVKIP4eFRERKSTFSFKKFCPlh5JjIiIVrlmzZoD/oV20aFGRWyPiLVq0qOYfkdh7VEREpJAUI0kpUoyUH0qOiYhUuLZt29bMz549W2dGpeicc8yePbtmOfweFRERKRTFSFJqFCPlj5JjIiIVrnXr1pgZAAsWLGDatGksXLhQAaAUnHOOhQsXMm3aNBYsWACAmdG6desit0xERCqRYiQpFYqR8q9JsRsgIiLF1ahRI7p06cKPP/6Ic44FCxawYMECzKzB9GOwYsUKAGbOnFnklkii2LH55ZdfqK6urvUPh5nRpUsXGjXSuTwRESk8xUhSTIqRCkvJMRERoU2bNrWCP/BnqGI/yuXMOcfixYsBqKqqqjkDLMWX7tjEgr42bdoUq3kiIiKKkaQoFCMVnpJjIiIC+OCve/fuLFiwgHnz5rFs2bKakXDKWXV1dU1w0bp1a51hKyGJx6Zp06Y0a9aMtm3b6liJiEjJUIwkhaYYqfCUHBMRkRqNGjWibdu2Dapzz8WLFzNhwgQAtt12W6qqqorcIonRsRERkXKhGEkKScem8JRuFBERERERERGRiqXkmIiIiIiIiIiIVCwlx0REREREREREpGIpOSYiIiIiIiIiIhVLyTEREREREREREalYSo6JiIiIiIiIiEjFUnJMREREREREREQqlpJjIiIiIiIiIiJSsZQcExERERERERGRiqXkmIiIiIiIiIiIVCwlx0REREREREREpGIpOSYiIiIiIiIiIhVLyTEREREREREREalYSo6JiIiIiIiIiEjFUnJMREREREREREQqlpJjIiIiIiIiIiJSsQqWHDOz9czsZjObYGYLzWy2mY03swvMrGUO99PfzIaZ2TQzWxr8HWZm/SNsO9TMXMSpW4T6CvKcRUREpHwpRlKMJCIiIsXVpBA7MbMDgUeAtqGHWwK9gulkM9vfOfdtPfbRCPgncFLCqi7BNMDM7gdOc85V13U/WbQn789ZREREyptipBqKkURERKRo8p4cM7OewBNAFbAAuA54M1g+EjgF6A68ZGa9nHPz67ira4gHfR8BNwCTgA2BC4GewMnATODiDHVNB/bJUObHVCsK+JxFRESkTClGUowkIiIipaEQV47djg94VgB7O+fGhda9YWbf4IO07sB5wOBsd2Bm3YHzg8X3gT7OucXB8ngzex4YhT8beYGZ/SvD2cjlzrnPs21HSN6fs4iIiJQ9xUiKkURERKQE5LXPMTPbHtg1WHwgIQCKuRn4Kpg/x8ya1mFXfyGe6DsrFPQB4JxbBJwVLDYBzq3DPiIp4HMWERGRMqUYSTGSiIiIlI58d8g/IDT/YLICQd8WDweLqwO7ZbMDMzPg4GBxgnPunRT7eQf4Olg8ONguHwaE5vPynEVERKTsDQjNK0aKt0UxkoiIiBRcvpNjvYO/C4EP0pQbFZrfJct9rA+snaSedPvpAnTLcj9RFeI5i4iISHlTjJS5LaAYSURERAog38mxTYO/3zrnVqQpNyHJNlFtlqKe+uyng5mNMrNfg6HOfzKz/5nZmRGGFy/EcxYREZHyphip/m0RERERyYm8dchvZi2AjsHitHRlnXO/mdlCoBWwTpa76hqaT7sf4IfQfLr9tAb6hJY7B9PewEVm9gfn3NuJGxXqOZtZ1wxFOsdmFi9ezOLFi9OVTWrJkiVJ56X4dGxKk45L6dKxKV35ODZ1+c0rNMVIipEkP3RsSpOOS+nSsSldlRojFVM+R6tsE5pfEKF8LAhqncf9LAzNJ9uPA94BXgA+BH4GWgBb4odA3x5/u8GrZrarc+6jerQl1p66POcfMhfxRo8eTceOHTMXzFCHlCYdm9Kk41K6dGxKV66OzaxZs3JST54pRspMMZLUi45NadJxKV06NqWrwmKkoslncqxFaH5ZhPJLg79VedzP0tB8sv2c65ybk+TxcWZ2H3A1cDE+WLvfzHo551wd2xJuT7bPWURERMqXYqTMFCOJiIhIweQzORa+9q9ZhPLNg7/ZXuuXzX6ah+ZX2U+KoC+2zgGXmNkOwB7ANsDOwFt1bEu4Pdk+50y3GHQGxgP06dOHrl0z3WGwqiVLltRkqPv06UOLFi0ybCGFomNTmnRcSpeOTenKx7GZNi3T3YMlQTFSZoqRJGs6NqVJx6V06diUrgqOkYomn8mx+aH5KJfEtwr+RrnUvq77aRWaz3Y/MffiAz+AvtQO/ArynJ1zad/V4RHYq6qqqKqq30nXFi1a1LsOyQ8dm9Kk41K6dGxKV66OTZkcX8VImSlGknrRsSlNOi6lS8emdFVYjFQ0eRut0jm3BPg1WEx7Ws7M2hEPgiL3FREIB0GZTv+FzyZmu5+YL0PzXcIrCvicRUREpEwpRlKMJCIiIqUlb8mxQCxI2sjM0l2l1iM0/1Ud95FYT673E+MyrC/EcxYREZHyphgpv20RERERiSzfybGxwd9WwLZpyvUNzb+VslRy3wHTk9STTGzo8R+BKVnuJ2az0Pz0JOsL8ZxFRESkvClGSk0xkoiIiBRUvpNjw0PzJyYrYGaNgOODxTnAm9nsIOgE9rlgsYeZ7ZhiPzsSPxP5XMIIStk4LTQ/Ksn64aH5vDxnERERKXvDQ/OKkeJtUYwkIiIiBZfX5Jhz7j1gTLB4kpntlKTYecCmwfztzrnl4ZVm1s/MXDANTbGr24CVwfwdZlarp7lg+Y5gcUVQnoQyO5rZWqmei3lXA3sGD31CkrOZuXjOIiIi0rApRlKMJCIiIqUjn6NVxpyDD5CqgFfN7Fr8WcAq4Ejg1KDcRODmuuzAOTfRzG4ELgJ6AW+Z2RBgErAhMAjoGRS/0Tn3TZJq9gUuMrP/AiPw/WLMwQ8lvhXwR2CHoOwi4JQ0Z1bz/pxFRESk7ClGUowkIiIiJSDvyTHn3EdmdgTwCNAWuDZJsYnA/s65+UnWRXUJ0AkfoPUEHk9S5gHg0jR1NAcODqZUpgJHO+fGpypQwOcsIiIiZUoxkmIkERERKQ2FuHIM59wLZrYV/mzh/vghvJcB3wJPAXc65xbVcx/V+Ev0n8GfddwO6AjMAsYD9zrnXklTxYPAz8BO+LOgnYAO+FsMZgEfAi8AjwbDkWdqT96fs4iIiJQ3xUiKkURERKT4CpIcA3DOfQ/8NZiy2W4kYFmUfxl4OavGUdO+e4IpJ+r6nEVERKRyKEYSERERKa58j1YpIiIiIiIiIiJSspQcExERERERERGRiqXkmIiIiIiIiIiIVCwlx0REREREREREpGIpOSYiIiIiIiIiIhVLyTEREREREREREalYSo6JiIiIiIiIiEjFUnJMREREREREREQqlpJjIiIiIiIiIiJSsZQcExERERERERGRiqXkmIiIiIiIiIiIVCwlx0REREREREREpGIpOSYiIiIiIiIiIhVLyTEREREREREREalYSo6JiIiIiIiIiEjFUnJMREREREREREQqlpJjIiIiIiIiIiJSsZQcExERERERERGRiqXkmIiIiIiIiIiIVCwlx0REREREREREpGIpOSYiIiIiIiIiIhVLyTEREREREREREalYSo6JiIiIiIiIiEjFUnJMREREREREREQqlpJjIiIiIiIiIiJSsZQcExERERERERGRiqXkmIiIiIiIiIiIVCwlx0REREREREREpGIpOSYiIiIiIiIiIhVLyTEREREREREREalYSo6JiIiIiIiIiEjFUnJMREREREREREQqlpJjIiIiIiIiIiJSsZQcExERERERERGRiqXkmIiIiIiIiIiIVCwlx0REREREREREpGIpOSYiIiIiIiIiIhVLyTEREREREREREalYSo6JiIiIiIiIiEjFUnJMREREREREREQqlpJjIiIiIiIiIiJSsZQcExERERERERGRiqXkmIiIiIiIiIiIVCwlx0REREREREREpGIpOSYiIiIiIiIiIhWrYMkxM1vPzG42swlmttDMZpvZeDO7wMxa5nA//c1smJlNM7Olwd9hZtY/wrZrmtnJZvaomX1pZgvMbJmZ/WRm/zWzU82sKkI9LuI0MidPWkRERMqWYiTFSCIiIlJcTQqxEzM7EHgEaBt6uCXQK5hONrP9nXPf1mMfjYB/AiclrOoSTAPM7H7gNOdcdZLtTwHuARonqb5zMO0DnG9mhznnPq1rW0VERERAMZKIiIhIKch7cszMegJPAFXAAuA64M1g+UjgFKA78JKZ9XLOza/jrq4hHvR9BNwATAI2BC4EegInAzOBi5NsvyY+6FsGvAi8CnwFzA/qOAXYG9gYeM3MtnHOTcvQpnuAu9OsX5jxWYmIiEiDpBhJMZKIiIiUhkJcOXY7PshbAeztnBsXWveGmX2DD9K6A+cBg7PdgZl1B84PFt8H+jjnFgfL483seWAU/gzsBWb2ryRnYBcCQ4CbnXMzE9Z9BDxtZjcDfwXWAK4E/pihab845z7P9vmIiIhIRVCMJCIiIlIC8trnmJltD+waLD6QEPTF3Iw/+whwjpk1rcOu/kI80XdWKOgDwDm3CDgrWGwCnJtYgXPuVufcRUmCvrC/AT8F84cGtymIiIiIZEUxkoiIiEjpyHfgMiA0/2CyAkHfFg8Hi6sDu2WzAzMz4OBgcYJz7p0U+3kH+DpYPDjYLivOuWXAW8HiakCHbOsQERERQTGSSFkZO7aw24mISGHlOznWO/i7EPggTblRofldstzH+sDaSepJt58uQLcs9xPTPDS/so51iIiISGVTjCRSJgYPhl13hSFDsttuyBC/3eDB+WiViIjkUr6TY5sGf791zq1IU25Ckm2i2ixFPbneD8HtDDsFiz8752Zn2OTwYLjzRWY238y+MbOHzCyrM78iIiLS4ChGUowkZWDsWLjiCj9/0UXRE2RDhvjy4LfXFWQiIqUtbx3ym1kLoGOwmHbEIufcb2a2EGgFrJPlrrqG5jONjPRDaD7b/QCcSvw5PRWh/GYJyxsF0/FmNhwY6Jybm20jzKxrhiKdYzOLFy9m8eLF6comtWTJkqTzUnw6NqVJx6V06diUrnwcm7r85hWaYiRAMZLkQT6OzbbbwlVXNeGyy3yXfxddBMuXL+e881LntG++OV4e4KqrlrPttisog6+nvNBnpnTp2JSuSo2Riimfo1W2Cc0viFA+Fvi1zuN+wsOCZ7UfM9sAPxR6bD/XpSm+CHgeeB1/JnYBfvSmvsDp+H44BgDPmdlezrnl2bSF2gFsWqNHj6Zjx46ZC2aoQ0qTjk1p0nEpXTo2pStXx2bWrFk5qSfPFCMpRpI8y+Wx2XJLOP74jXj44c0BuOyypnzzzUQOPTRxYFd49tl4OYDjj/+CLbf8lldfzVlzypo+M6VLx6Z0VViMVDT5TI61CM0vi1B+afC3Ko/7WRqaj7wfM2sJPIvvYBb8aE/T02zSxTk3J8njI8zsDuAVoCc+EDwD+L+obREREZGypxhpVYqRpKTFEmGxxFfsbzhBliwxliyBJiIipSefybHwtX/NIpSPdeKa7bV+2ewn3FFspP2YWRP87QG/Cx66xzk3NN02KYK+2Lqfzeww/NnSpvjh07MN/DLd7tAZGA/Qp08funbNdIfBqpYsWVKToe7Tpw8tWrTIsIUUio5NadJxKV06NqUrH8dm2rRMdw+WBMVIydcpRpJ6yfex2Xtv2Hjj5TW3TD788OZsvHF3zjtvBTff3ISHH659K+V5520AbJDTNpQjfWZKl45N6argGKlo8pkcmx+aj3J5fqvgb5TbC+q6n1ah+Yz7CYYyHwrsFzz0JHBmNo1Lxjk32cxGBPVuZGZrZzjLmrh92nd1eAT2qqoqqqqyPdFcW4sWLepdh+SHjk1p0nEpXTo2pStXx6ZMjq9ipBQUI0mu5OvYXHopNG0a72z/ssuacsstTfntt3iZ66+HQYOa4nO8EqbPTOnSsSldFRYjFU3eRqt0zi0Bfg0W056WM7N2xIOyyH1FBMJBUKbTf+GziVH2cxdwTDD/CnCsc646i7al82VovkuO6hQREZESpxgpI8VIUtIGDfIJsJhwYuzEE+GccwrfJhERqZ+8JccCseBmo+DS+1R6hOa/quM+Euup137MbAi+rwuA0cDv69ApbDouh3WJiIhIeVGMlJpiJCl5xxwDjZL8J/Xgg9ChAxx0ENx7L/yQbUpbRESKIt/JsbHB31bAtmnK9Q3Nv5XlPr4DYpfb901XEOgT/P0RmJKqkJldClwYLI4HDnDO5Xrc0/AQ5pFvFxAREZEGQTFSaoqRpKR99x1stRVUp7hWctEieOEFOP10WHddX/Zvf4OxY2HFisK2VUREosl3cmx4aP7EZAXMrBFwfLA4B3gzmx045xzwXLDYw8x2TLGfHYmfFX0u2C5ZuXOAq4LFz4B9nXPzk5WtKzNbH9grWJzknPsxl/WLiIhIyRsemleMFN+HYiQpaRMnwtZb176VcvXVa5dpndDD32ef+dswd90VOnWCo4+G//wHfv0VEREpEXlNjjnn3gPGBIsnmdlOSYqdB2wazN+eeFm+mfUzMxdMQ1Ps6jZgZTB/h5nV6mkuWL4jWFwRlF+FmZ0I3BosToT/b+/O46Oq7v+Pv052kgCyg7iBlKqorVWgSJAgorhVa7Xa1h9qtdZWbWttDW4F1FqCtVVbq9baqrV1+7pQFxCVRSK4tdYiahVXXGjCImQjIcn5/XHuMHcmM5OZZCYzybyfj8d9zNy5Z869M5M788nnnoUZ1trNUfYZkTHm+FjdI4wxw4CHCM4a9YdE6hcREZGeTzFSxO2KkSSjvf46HHwwbNsWfOyyy1yizD8GWV0dXHABzJsHEyaAbx4ItmyBe++F0093ibLJk+Haa+G11yByWlpERLpDKmerDPgxrhtAH2CJMeZa3JXPPsBpwLleubeB6zuzA2vt28aY64DZwCHA8954GO8CewMVwEFe8euste+E12GMORG4HTDANu+4hxhjhsTY9fvW2vqwx34H5BtjHgJW47omNAKDgXLg+959cF0qbk7ktYqIiEivoRipp8VIVVUuO9KZ55WVJf94pNv861/uI2z0dSK+4gq42mtLWVHhbgOzWP7+9y5h9uKLUF0NixbBE0/AU08Fk2ttbbBqlVsuvxx22w2OOQaOPRamT4cS/xyyIiKSUilPjllrXzXGnArcA/QDro1Q7G3g2C42zb8cGAp8Fxfk3RehzB3AFVGefyKQ693vh5t5qSPTgOURHt8VuNBbonkIOMda2xTHfkRERKSXUYwUVWbGSHPnwrx55F19NRxwQPzPq6x0GZM5c1wd0uOsXg2HHw7btwcfi/RxhifIArcVFXDGGW7ZsQOef94lyp54At70TX/x8cfwxz+6paAAystdouzYY2HvvVP16kREBFI/5hgA1trHgANxzfHfBhpwY2e8gnfF0lq7rov7aLPWng0cixtf41Og2btdCBxjrT0nidOMR3MGMAdYjHutm3HdFD7Hjc9xG3CotfZka+3nKT6Wzqmq6rhMMp8nIiKSpRQj9ZAYqarK9ZED8q+8kjEPPxzf8wKJMXDPV6zU4yxfDlOnhibG5s6NnuesqAjtYjl7tvszCMjPd0mv666DN96A995zrcyOPhoKC4PlmpthyRL48Y9hzBjYZx+4+GJYutRtExGR5OqObpUAWGs/BH7qLYk8bzmuGX+85Z8Enkzo4NzzzgTOTPR5EepZAazoaj1po6uiIiIi3UoxUg9QVuYyHl6ia9zdd7vHjzwy+nP8iTFwz1fXyh7lqafga19zrb0CrroKrrwy9vMitSCbPDnyxz9qFJx/vlsaGlzyK9CqbP36YLn//tctv/kN9O3r/vSOPdYl1YYP79rrFBGRbmo5Jj2EroqKiIiIRBbWJGjc3XeTd32UoeAiJcYCGRPpERYudIkxfyutq6/uODEW4P9zmTMnvrxocTEcdxzccgt8+CH85z/wq1+55+b4/murrYWHHoLvfhdGjIDx490+XnrJjWMmIiKJU3JMggJXRT3j7r674wSZroqKiIhItqioYEdgBHbcxcSQPnOgxFgvcP/9cPLJwcTYN77hWnRdEW1UvigqKmDlys51qjDGdeKYPdvVsXFjcJbLQYNCy77yimvRNnGiS5adeSY8+CBs3Zr4fkVEspWSYxJKV0VFREREomq5+GLWzpoVfMA/qJRiox7vrrvg29+Glha3fvrpcN99MG1a5+pL1jXjAQPgtNPgr3+F//0vOMPll78cWq662r2Gb34TBg92x/3rX7uB/61NzrGIiPRGSo5Je7oqKiIiIhLVupNOap8gKy5WbNTD3XKLa3UV6Jr4ve+5RFNet43SHJ/cXJg0Ca65Bl59NTjL5QknQElJsFxLi5tQ4Oc/h/32czNeXnghLF4cOsGAiIgoOSZR6KqoiIiISHTrTjop5GIijY3B+4qNepzf/hZ++MPg+o9+BLfdFjrWV6YaOdIl8h59FDZtchMJBGa59Hv//eDMmAMHwvHHw623hg78LyKSrXrA172kS8Srojk5SoyJiIiI4C4mUlAQ+uDAgYqNephf/hJ+6psrdvZsuOEGN+5XT1NY6GayvOEGeOed4AyX06dDfn6wXGMjPP44/OAHsMcecOCBcOmlbl6tQJdSEZFsouSYxNTuqqh/sAIlxkRERCSL5V1/feh0hgCbN7cfjkIykrVu3C7/QPtXXQXXXtszE2ORjB0LF10EzzzjBvUPzHI5fHhouTVrXGg/ZQoMHerGXfvb31xLNBGRbKDkmHSo5eKL3WUoP10VFRERkSw25uGH3biskfiHo5CMZK1rLXbttcHHrrsOrryy9yTGwvXrByedBHfcAZ984ma5nDcPJkwIfc1btgRnxhw6FA491LWu+/e/Nai/iPReSo5Jh/Kuvx6amkIf1FVRERERyVJjHn6YcXff3X7DyScH7ytBlrHa2lx3whtuCD52883ws5+l7ZC6XU4OHHww/OIX8OKLsGFDcJbL/v2D5draYPVq17ruoINg993h3HNh4UKoq0vf8YuIJJuSYxKTroqKiIiIBOVdf31oYuw73wneHz/e9U0LUKyUcVpa3IyUt93m1o2BP/85dDD+bDR0KMyaBfffDzU1obNc+n3yCdx+O5x4IgwaBEcdBTfdBO++m46jFhFJHiXHJKqoV0W/9rXgfQV9IiIiki0qK0MuGu64+mo3TWBATY0bdkIJsoy0Y4cbS+uvf3XrubluXK2zzkrvcWWa/HyYOhUWLIC1a+G994KzXBYVBcs1N8OSJcGZMffZBy6+GJYubT8Un4hIplNyTCJqd1XUHzV86UsK+kRERCS7VFaGzNi9dtYsNy7rkCHBMjU17lYJsoyzfTt84xvw4INuPT/f3f/Wt9J7XD3BqFFw/vnw5JNugP7HHoPzznNdLP38M2MOHuze7z//2XXZFBHJdHnpPgDJQBGuiuYfcwz85S/ugZoaN5UPBIPEwK0G6RcREZHepqqqXWJs3UknMRoiJ8cgGBP5Y6XJk6GsLOWHK6EaGlw3wKefdutFRfDIIzBzZloPq0cqLobjjnOLta5l2RNPuGXVKmhtdeVqa+Hhh90Cfdh776kccsgGBgwwlJW5Mc9ERDKJvpYkVDxXRaur3a2uior0blVV3fs8EZFMVVYGc+YA7qLhupNOCm4bODA41d/GjaHP88dKc+YoMZYGtbWuO2AgMVZS4hI5Sox1nTGw//7uz/y551xuODDL5aBBoWXffXcX7r9/H6ZOLWLECDfu24MPwtataTl0EZF2lByToChXRYHYV0XDE2T6x1ik55s7F6ZMSTzhXVnpnjd3biqOSkQkfebOhZUr3UVDv9zcYCbAHyMFVFTAypX6XkyDLVtgxgyXuAHo18+NkXX44ek9rt5qwAA47TQ3ptv//udakl1+ORx4YFtIuerq4MyYgwfDtGlw3XXwxhuuNZqISDooOSZBsa6KFhVB377ufqDlWICuior0LlVVMG+eu59Ii1B/y9N585QoF5HeJ1qMM3iwu42UHIv1PEmZmhqXBHvxRbc+cKAbKP7QQ9N7XNkiNxcmTYJrroEXXmjijjue4oc//DfHH99KSUmwXEuLmxnzkktg3DgYPRouuAAWLXLjxImIdBclxyRUtKui4OZ4hvbJMdBVUZHepKws8S7TYV2ymT9f/wyKSPYItLCvq9N/9Blg8+ZCZs4s5N//dutDh8KyZXDwwWk9rKw2aNB2jjzyQ+6/v5lNm0JnufT74AO4+WY45hiX0Dz+eLj1Vli/Pi2HLSJZRMkxaS/aP7SBwG/LFjcXdrzPE5GeJ5ExBSMlxjQ5h4hkk2jDT0i3q6kp4oorynjzTfdvzq67wooVcOCBaT4w2amw0HV3veEGeOed0Fku8/OD5Rob4fHH4Qc/gD32cJ/hpZe6huktLWk7fBHppZQck/gFWo5B+wFnRaT3iSdBpsSYiEhockwxUtq8/77hssum8OmnpQDstZfr2LDPPuk9Lolt7Fi46CJ45hl3+jz0EHz3uzB8eGi5NWtcmDFlivu35Fvfgnvu0SknIsmRl+4DkB4k/KroiBHpOxYR6R6BRFcgARa4rahQYkxEJEAtx9LurbfgiCMKqalxM4fuvXcby5blsPvuaT4wSUi/fnDSSW5pa4NXX4Unn3QzjL70UnDA/i1b4L773JKTAxMnwrHHuuVLXwpOICsiEi+1HJP4+VuORRp3TER6p0gtyAoLQxNj3/oWTJgAr7/uvh9aW7v/OEVE0iUwID8oOZYGa9bA1Knw2WcuI7L77ttYsqRJibEeLifHjRN35ZXwwguwYUNwlsv+/YPl2tpg9Wq44go46CDYfXc491xYuNANA5gSnZ10SJMViWQstRyT+OmqqEh22bTJDdSydKlb/JqbQ9fvvdctAcbAoEHue2Po0I5vBw50UbCISE+kGCltXnkFjjoKNm9266NGfc68easZMaI8rcclyTd0KMya5ZYdO2DVKtei7Ikn4I03guU++QRuv90tBQVQXh5sVbb33kk4kLlz3azcibaYD7S4nzNHk5iJZCAlxyR+ajkm0rtt2+YGZ1m61E3r9e9/B/svJMpaNwjIxo3w5psdl8/JcS0v4k2m7bKLkmkikjmUHEuLVavg6KPdzxfA+PFt/PjHqygtjTBxlPQq+fmuteDUqbBggZvlMpAoW7YsOGlsc7ObGTMwO+bYscFE2ZQpLnmWkKoqlxiD0KEmOuIfimLePDjiCE1mJpJhlByT+CnwE+ldGhrcfxbLlrmE2MsvR+8OmZvrpvyKNJf6N78J48e774Xqajb/t4aBLdU712lo6PhY2tpc2epqWLu24/K5ue47KZ5kWt++LlmnAUhEJFUUI3W7Zcvg+OOhvt6tH3YYPPhgE6tXKzGWjfbaC84/3y0NDe7vI5As++ijYLm333bLb3/rwoMZM1yi7Jhj2k8AEFFZGU9Pn8+MZyOMxRpN2BitT0+fzwwlxsSnqqpzudLOPk8iU3JM4qeWYyI9W3OzG8020E1y9er23SM9FsOrfJmWKYczoWKa67fi7wIwcGCwD8sDD8BXvgKVlS7+uzOsx0B9vftnMZAs6+g2cLk3ltZWN/jIhg0dFu0DHJ+XR1O/fhSOHOmi346San37KpmWZAr8pFfTbJXdavFi+PrXgz8XM2bAo4/qa1uc4uJg6zBr3TW3QKJs1argdcDaWnj4YbeAG98s8LxDDoncQL2qCo58toJLgEriSJCFJcYqmM+CZytYqd828aiXbuZQckzip6uiIj1Layv861/BZFhVVexWXPvuC4cfzpsjDqfsiqlsZhCshGUllZQvnhssF/j19gd8s2ezfDnMXux+1UN6DJSUuGWvvTo+ZmtdMi2eJFrgNkqCzy+npYU+mze7hN6aNR0fR0FBfN07A7clJfqvLIa5c+GZeVUcP78s4cDvsdlVHDGnTIGfZDYNyN9tHnkETj3VjTkFrvXYAw9AURE0Nqb32CTzGAP77++Wigo3y+VTT7lE2aJFbnjVgH/+0y1XXeV+2o8+2rUoO/JIN5oDuLhm/nyYPdv9mMVMkEVKjFHB/PlKjImjXrqZRckxiZ8/OaaWYyKZp63NzRYZGDNsxQrYujV6+dGj4fDD3VJeDiNGALAvcEme+9G9hErKF/tmpfRf1grcer/O5Ytncwl0LfAzBkpL3TJ6dMflrXWXfmMkz1r/9z/q3n2Xgm3bKNq2DdPS0nG9zc3w8cduiUefPvEn0oYMcZe1s0RVFTBvLlXMo2L2fCqpiDvw2zy7kipmM3feHKqOmKvATzJXYaFrcVpbq+RYCt13H5x+erDlzymnwN/+5safSjk1f+0VBgyA005zS2ura1D/xBPw5JPw6qvBctXVbmbMu+6CvDyYPDnYquySS1yZmAmyGImxRC4SSe8WSLY+NruK5ylLuJfuZNyFR33FJIeSYxK/ggI3b/LWrQr8RDKBtW7gjMCYYcuWxe7Os+uuMH06TJvmlhgtuSoqYOLy0MTY8pnzKQ//ta6oYPlydparZDZHz6R9uVQxBvr1c8uYMRGLNDc2snzJEgCOnDGDPs3N8bdMq6mJPg6bX2OjG9TEP7BJLCUliSXTiorifUcyThlVlOEui1Yym4rZdJggCyTGAv9wzGUecASg6E8y2JAhSo6l0F/+AmefHZwnZtYsuOMOl7hIOfV76pVyc2HSJLdcc42b5XLRE208+496XlpaR25jLX2ppW9LLX1X1PLqilrWXVLLngNq+fKYOhaPq+XDtbX8my/xZV5zlc6eDZdfHhI7vMLB7MbHrCq/lEktpXBjafBCYLSlpKSb/rgl3Soa51LBvJ0J1EDi60c/al/Wnxi7BC9OapwDzO2uw+3VdMZJYoYOdckxtRwTSY8PPwx2k1y6FD79NHrZwYNdq7Bp09ztF74Qf9e/ytDEWAXzWbC4gvmVEXoMLA4de6N88WyoJDMvjRrj+kbssoubsqojbW3w+efxJ9M2bnTP6Uh9vVs++CC+4+7bN7FkWsLTb6VQsA8KEJogixb4+RNjAOqDIj3CkCHw3nuu+3ZLi/6xTaKbb4YLLgiuf//78Ic/dNOkxer3lNmsdUNG1Na2X+rqIj8eZfvI2lrOqa/nnI5m6t4CvBxje9hFtUP4J4fwT1iOW+JVWNhxEi3RpbBQw0BkEt/3SyDuCSTIduzI44ADgkUjJsZA3y9JpF9tScyQIfDOOy5B1tycWf+AifRGn30W2jLsvfeil+3Xz3WPDHSVHDeuc/85VFWFdAVYPtMlxiB6j4EFVLgWY4GE2uzZrg9CT/+hzslxkw8MHAj77NNx+dZWN6CJP2kWK6G2eXOwGUQsgeA91ufv179//Mm0wYNT3ycprAtuIEF2/Y6ftgv8IibGMjHRKhLOP/zE5s2hExlJp11/PfzsZ8H1n/wEfvObbvz/PizB35nZCZXg94mUzIqVxIonwRXP72hP1NTkFv/AaF1kc3NpKy7FlpRii0sxxcVM2NFCS1ER9o57aNqlP8ZLpJm+peT08277lsRu5dYtmepeKMIFRHBx9ZVX5jNr1hhOOmkd11+fx5VXuqeEJMZA3y9JpOSYJCZ8UP6RI9N3LCK90aZNsHx5MCH25pvRyxYXw5QpwdZhBx2UnJYKZWWuC4jXhaS8wrUY8/9fsGBBcLJKcL/L5RUVrsVYoAtJNv5Q5+a6ZJN/cO5YWlrcZx7v5ANbtsRX79atblm3Lr7yAwbEn0wbNKhzf2eREmRXwsOzjtsZ+NVeqcSY9GDhg/IrOdYl1rqubr/4RfCxyy5zj3V7w5ew769EZifs8d9j1rppQRNsheVfCmtrObKmhrzGRvKamuIbrqC75OS41tnRltLSdo815vXlX+/0ZeWrpTzzYl/e29iXM/kLv+CadtVfy2z+yixKqWu3lFAf8fHoS32XX65pbSW3divUujFp84ERgY2vxWoOF1sDxdTnlNJgSmnIKaUh19025pTSmFtKY14p23NL2Z7nLfmlNOWV0pQfXJoLgsuOwlLIzyc314VWOTnsvB9riadcppXJ/VkFORbMpe0TZHffPY5HHvkCtbXuImbExFhP/n7JMEqOSWL8gZ6SYyJdt20brFwZ7Cb52mvRr4AWFMChhwa7SU6YkLrWm3PnwhFH0HZoGe+/C1/8IsyYAU8/7Tb7E2N9+8Lvf++6veTkVDB++GT+9dcyzD0uKDAmeOu/39nbRJ/T1pZPdfXBGAP33ptPXl56jiNyHXnk5AzDmGHBbXlgdoWc3do/J6d1B8UNGymqraFPXTV9amso2lZNkXdbWFtD0dZqCrfVULi1mvyGGBMy+G3Z4pa33+6wqDWG1v4DaR0whJZBQ2kdOITWQUNpGziEtsFu3Q4ZStsgd2sHDCQnP9e9hjMqKKmFvr/0JcjuhtMfvogf1v1GAZ/0bJrVO2msdYmw+fODj11zjRvKKW3iSZBlSmKsqalzLbGibetiMisH6JOcV+Z+EONIYMW9vago4WxrH2Cyt1zSBp/9pJKRvwsmxjYxkEG4QOky5rOVXVhA1/8ODG0U05BgQq3jJY+uJyuLaaC4rQGohlZgR5erpImCGGnCknaPbYvj1TbSB8jEbqUVVADzaZ8gq611sb4SY6mn5JgkRjNWinRNQwOsWhVMhr3ySvSgMzcXxo8PdpM89FA3K2KKVFfDmjXB5fXXy1i71g2NFUsgdg74MOMGTc8Ddkv3QSRJ4BrviI4KeqWbGUINQ6hhKNUd3vajtsM6jbXkfb6JvM83Ufj+Wx2WbyWHTQyihiFUM5QahrAbkziU1YALAC+ru5b+bAs+SQGf9ERKjiWFta7r5E03BR/7zW/goovSdkhBsRJkXUmMNTd3aaysdtt2JCEzkSzGYEtL2Z6fT2tREcXDhpHTv3/nE1zFxRk1ZlbOdZWM/F37WSn9iYxKZvP9c+GDUytoa3NhX6wlepkcWltLaW0tjVnPjlbY2ArVcexrR3MLmz5dT+GOenbt14eilkYKd9RR0FxH4Q63FLUEl8KWevq01lHUWkef1jqKW+vo01ZHsbeUWHfbh+1dfm8LaaaQzTsTjcnQhklyatEl6trI7fKxVVKBhZC/G6Dd3xOgOClFlByTxIS3HBOR2Jqb4cUXg2OGrV7tHovEGPjyl4PJsClTXCCYZPX1sHZtIAEWTIZ1Nt/dr587zLY2909N4NZ/P5FbSZ4dFPApI/mU+Fr5FrI9oWRaPF08cmljKDUMpYZxvBGxjBJj0isoOdZlra3wgx/A7bcHH7vlFjjvvPQdUzuREmTXXutaggd87WvuR+3yy+NLbkWLC9KlpKRzrbAibSsuZntTE0sCs0YfeSR9Unihr1uFJUQDibGBA2HBZvd3EkhojP7jbEaPJuN+3xobd7BkyX+AJH82LS0u4Kyra7fYWre0bQvet7Vh5errML4lp76OnIa6Lh9WDpZ+1MZ1MTARzblFNOX7uo36upI25rpupo05XpfTnFLqTfC2Dndbb0p53Z7GrTUNnFd9FeD+fi5hQWiCUHFSyig5JolRyzGRmExrK+aVV4Ktw6qqXGuxaPbbL5gMmzrVDfyeJC0tbv6M8CTYe+/FP3bt6NFwwAEudl+6NPj4wIHBrpXbtrnuL8n6nQ4k1pKRaHPj/m5nxYrnsBbKyg6jsLCo03V15ThSUVfy6yjC2t1pa9t95+PNFta3wUcRnpvX3EBpYw0lDTX03V5N38Ya+jZW03d7Df22V9O3yd32a6qhf1M1ha2NMT/7TQzkT17XApEeR8mxLmlpgbPOgnvuces5OfDnP8MZZ6T3uCKaNctd+HrkEbfuT4wB/OMfbukuxcXJ62aowdXjEyUxFshbuM2hCbKEZjvt6fLy3ORA/fu322S8JeG/srY2aGyMmHCLuURJ0u1MUre0dPnlFrRup6B1O33Z2OW6wvkTYxXMZ6DipJRRckwSo5ZjIqHa2uD118l96ikmPPggg9euJT9WMmzvvYNjhk2bBsOHd/kQrIVPPglNgK1Z48byb2qKr44hQ1wSzL/st5+Ln6P1FKmsTGzyrngFxvMC17O0qxobLUOHuqTMqFE2lT1Ts1AxsKe3xKG+Hqqrufv6Glpv/gNncVfI5kFs9marrMiK/x2kl/EPyL8x+f8g9WbNzfDtb8NDD7n1vDyXJDv11PQe107WwltvwaOPwsKFLjHWFX36dC2B5d9eWpqcH0uJXweJMfA3MMziBFmy5eS45G1JCQwblrx6m5sTT7h1tDTGvhjYGZsY6Mau059Qyig5JolRyzHJdta6QcsD3SSXLYONGykgyihQI0cGW4ZNmwZ7xplEiGLr1vZJsNdfj38Sw+JiGDcuNAm2//7RY4xYQ6gkMnmXCAAlJVQ+MIrNNz9ApS8x1ty3LwXewHWVzKZiNkqQSc+jlmOdsn07nHIKPP64Wy8ogAcegBNOSO9x0drqhkJYuNAt77wT3/NOOAG+8Y3oCa7S0uTMLC3pUVXVYWJs57ZYCbLJk7NzVu9MVFDgukQksfcGra2xW6xFWP6zqo43/+lmMN2XNxnN+yFVDmIzl1DJAioUc6eIvpklMWo5Jtnoww+DA+gvXQqffhq1aFP//uQecQR5M2a4hNiYMZ0aOLa52V2k9ifB1qyB9evje35ODowd27412KhR8feWiGdsYSXIJBGVlXgtw4J/WGtnzWLdSSdxzJo15F95pSunBJn0REqOJay+Hk48EZ55xq0XFbnGWUcdlaYDamhwB7NwITz2WPTPcfhw2LAhuO4fa2DhQpg0ST+EvVVZGVXT51D27LyYibGASAmyqulzKFNirHfLzXWD8vbrF1fxykqY/U93/xIqOZYnd24Lv4AIKEGWIkqOSWL8XQbUckx6q88+cy3CAsmw99+PXrZ/fygvp3nKFKry8qjdYw+OnDmTvDj77rW1udxbeBLs7bfjHwJh5Mj2LcH23df9k9FZiUy6pQSZxCNSYmzH1Vez7oADAGi5+GLy8/N3/gEpQSY9TmkpFBa6/uxKjnVo2zY47jhYudKtl5S41mPl5d18IDU1bscLF8KSJZG7Q+XmuklyTjjBxQgLFgS3pXqsAckoVVUw5dm5TOYInqcsrrHR/Qmy55nM88+WsbJKDcfE8X91hM9KGe0CIihBlgpKjkli8vNhwADXh0uBn/QWmzbB8uXBrpJvvhm9bHGxC5ADXSUPOghyc2ltbKTWm4kpmo0b23eHfP1115o6Hv36hSbAArfJbAUO7XoMJBj4BW/VY0ACIiXGmD+flh/9yP0zGhD2h6QEmfQoxrjWYx9/rBipA1u2wMyZ8NJLbr1/f1i0yDW46hbr1gW7Sz7/fOSpkktKXBO2E06AY4+FQYPcl1mkxBjoSlGWKCuDOXNg3rz4EmMBwT+PMubMUXwkjj/mDk+MdXQBEYIJMsXcyaHkmCRuyBAX1ajlmPRU27a5S9WBlmGvvRZ9+saCAjj00GAybPx491gMDQ2wdm37WSL9PTBiyc93Lb/8SbADDoDdd+9UD82EBQO/xGaL9v9foMBPAqqqIifGqKiI3EIjSoKsanKF/qYk8wWSYxs3ut+V7vjS7mFqauDII+Hf/3brgwa5HPlXvpLCnba1wcsvBxNib7wRudywYfC1r7mE2PTpoU2wNdaAeObOhSOOSDzOqahQEkNCBWLuxnmdu4AI0GeO4qNkUXJMEjd0qOvzVVvrRlHtSt8tke7Q0ACrVgWTYa+84gbKjCQ3FyZMCCbDJk0i2vSGra3u4vOaNfDqq3ksXTqejz7qx2efFUXNtYUbNSo0AXbAAW6ssPz8Tr7WJFHgJ8lSRhVlkRJjsUQMACcD+sOSDBcYfqKlxc2gsssuaT2cTPPZZy7nFGigPWyYG+Jr//1TsLOmJtcqfOFC+Mc/3M4j2Wcflww74QSYODHywJwaa0DCdDbOUXwk4eb2qYQuXECkD4C+X5JByTFJXPiAs7vvnr5jEYmkudlNsx5Ihr3wgnssEmNc18hp01wybMoUN5uUj7Uupg6fJfKNN1x+2MkHdo16SIMGtR8cf9y4drvKKAr8JCnUFFGySXiMpOTYTh995BJj69a59d12g2efdReEkmbLFnZbvpzhL71E0emnRx63wBjXIjyQEOvoADTWgIikir5fMoqSY5K48BkrlRyTdGtpgX/9KziIflWVay0WzX77BVuGTZ0aMmhXbS28vrr9APmBSag6UlDQyrhxhi99KSckETZsmHrXSBZTU0TJFuHJsS98IX3HkkHefdf95H70kVvfay/3cz1qVBIq//DDnd0li1as4OBILcOLimDGDJcMO+4496McLyX4RSRV9P2SUZQck8T5Az+NOybp0NbmmnEFWoatWOHGEYtm772DybDychg+nOZm1zt4zVOhSbAPP4zvEHJyYMwYf1fIJj7/fCXDhtVz9NFH0ifO2SpFsoaaIko2CE+OCW++6VqMBXo1jh3rWozttlsnK7TWDVj26KMuKfbaazs3+a9B2UGDMMcf7xJiM2a4AfY7Swl+EUkVfb9kDCXHJHHhLcdEUs1al8kKJMOWLXMzTEYzcqSLxA8/HFs+jY/YI5gA+4e7/e9/YceO+HY/YkT7LpH77hs6FFljYxtLltR37XWKiEjP5k+ObdyYvuPIEK+95vJSgXBx//3dGGOJNNwC3A/2ihXB8cMCTdDCtI0ezXv778+GiRM5+MIL6ZPMsQuU4BeRVNH3S0botuSYMWZP4EfAscDuQBPwLvAAcLO1NkYfqIT2czRwLjAeGALUAC8Df7TWLoqzjjzgHOA7wD5AKfAp8Axwk7V2bZz1DMa95hOBvbyHPwAeBW601sb47z6DqeWYdIcPPggmwpYuhU8/jV52yBA4/HDqJ0xj7bDDeWnzGNa8blhzG7x+oesqGY++fUMHxw/cHzQoKa9IRCQixUi9KEYKDMgPWX8B8eWX4aij3ATn4GajfOqp0Lcopm3bYNEilxB78kk3wUEk48fDiSfCCSfQNGoUa59+2j2epzYAIiISvwjTsSSfMeZ44D/AT4EvAsXAAOAQYAHwqjFmTBf3kWOM+RPwJC7QGgkUeLcnAk8aY243xsR8zV6wtgq4BTct1mCgCBiNCyj/aYw5J47jmQisAa4EDgD6essB3mNrjDETEn6h3aCqKnR97W2rQx8Iazn2nz9URXxe4PFo/Ns7KhtPHV2R7v1nirS+D599Bn//O5xzDowe7QYiOftsuOeedokx278/n089gRe/cyO/PmMNMw/6HyNX3kfpxd9n4ulf4MIfGf74R1i9OnJiLC/PJb6+9S249lp3Efr9913cvWoV3HYbXHCB64GpxJiIpJJipF4WI4V1q8zWGKmqCmaXVe1MjE2a5LpSdpgY++QTuOUWmDnTFT7tNLj33tDEWEGB237LLfDxx/DSS3DZZW6WGw3uKSIinZTy5Jgx5iDgfqAfUAdcDhwKTAdu94qNBZ4wxnSl7fMvgbO9+68C3wImeLeveo+fA1wT41hzgUdwV1QBHgaOBibirm5WA4XAbd7V12j17A48BgwHWnDB7WHessB7bATwmDGmsyMupMTcuW6yvuuvd1fbdlz+NIdcNJ3lR1cGC/kCv8/ufIoDz5/Cn79YyZQp7vkAy4+u5MDzp7C8fG7E/fi3Ly+f6+779xGHjvYRdz1p3n+m6Pb3YdMmeOghOP9810dx113hO9+BO+5wmSqflqIS1o2ZyV8PWMDJe75MwbZNDFjxKF/924/4+V3789QSE7Vh2Z57urF3L70U/vY3+M9/oL7eda38+9/d48cf7wYHVkwtIt1JMVLvjpE23PNMVsZIS5fCk1MrebZ5CnOYS3k5LFkSZeJOa90Yor/8pWsBtttu8MMfuiZm/rEP+veHb38b7r/ftchbtAjOO88NoyAiIpIM1tqULsBzgAV2AJMibP+5t90Cczu5j7Fe/RbXPaBP2PZi7/HAcYyJUs93fcdyc4TtY4Ct3vZ3gLwo9dztq+eUCNu/6dt+Zwre890C9a9fv97Ga+VKa12U4pafTrg/5IFlM+e7ghs2hBb0lkuYb8HahyfOD3n8tZtXhuxn2cz5EZ8fso8OhNcRvo94vXbzyrTuvzMaGhrso48+ah999FHb0NCQlDq75X3YutXaxx6z9qKLrP3Sl6L+DViwzbmF9qW+0+y8vKvsoVTZfJpiFbdg7cCB1k6dau3551t7663WPv+822V3ScXnIsmhzyZzpeKzWb9+vfX9xu5mUxDbJGtRjNQLY6SNGyP+SGVLjPTEE9bONqH7f+m3YfvfscPa5ctdPDB6dNTXa/fYw9oLL7T2mWesbW6O65j1fZ+Z9LlkLn02mSvbY6R0LKmt3F2VDLz5t0YpkwO84ZXZAuR3Yj9/8O3nq1HKfDVWUOeVCRzHJqA4SpnZHQR1w4FWb/viGMe82CvTCgxP8vveqcDPWmvnh8VkN+56ecgDy2bOd0GNt/6/ot1Ctq8ontm+vE94wLZs5vyIj8WSaPmOpHv/iUrVj1jS34f6emufftraSy+1duJEa3NzQ/+4fMsOcu3zTLJXc7mdxrO2iIaosXJRkbVf+Yq1s2ZZe9111i5ebO0nn1jb1pa0t6JTFFxkLn02mSubAz/FSL00RmpttTYnx1qw1YUjQ7b39hjpoYesrQhLjD17pFe+rs7ahx+29owzrB00KPSN9C9f/rK1c+ZY++qrnfph1/d9ZtLnkrn02WSubI6R0rWktnK41vfmT4xRzh9MHZngPgzwiffcNzso+5ZX7mPAhG0b6zuGW2LUMdxX7u8Rtp/r235qjHpO85U7N8nve6cDP2vbB3+3j7k25IFlM+fvDGzeZZS9hMhXOeMJ+uLZFm8dXZHu/ScilT9iXXofmpqsfe45a+fOtfaww2xbQUHEvwsLthVjX+ErdgE/szN50payrV0xY6wdM8bar3/d2l/8wtoHH7T2rbesbWlJ6ktOGgUXmUufTebK5sBPMVIvjpGGDLEW7PvsmTUx0t/+Zm1F2GtdWX65tbffbu1xx7krW5Figtxca6dPt/amm6z94IMuH6u+7zOTPpfMpc8mc2VzjJSuJbWVB7sL1BGleb1XbpLvQ5qX4D5G+54b8cqrr+xtvrKjwrb5uwuc1kE9//XKfRhhm7+7QNSrnbjxNALl7kry+96lwM9aa6++ujkkdrljbGjAsznfBX61lFiw7a6GvjR4Zkh98QRWHZVJdWIq3fuPV6p/xBJ9H9Z9YaZtnDLDthT2CXk8fFnDOHsjF9oTedgOYFPI5mHDrD3iCNfD4s9/tvbll13Ds55EwUXm0meTubI58FOM1ItjpIKh1oKtozgrYqQ77rDtkoCf77KHu8oVKSYoLbX2lFOsveceazdvTupx6vs+M+lzyVz6bDJXNsdI6VpSPSD/vt7tOmttS4xyb0V4Trz2i1JPovvpTD27G2NKotSz1Vq7IVoF1trPgG1RjiXtLr64hVmzgrOxn/12BX8eO3/n+oAdbnryUuq5c8zVHNawOOT54zcu3jl46/KjKylfPHvntuUz51O+qKLdPssXVbB8ZnAf5YtnJ1xHV6R7/5ki6vvQ1sbqr/4k5H0A2PudxRStfJrcpsaQx99hDH/ke5zGvQznMw7gdS4ruYnPJn6db5wzkBtvdIP2VlfDhg3w9NPwm9/AWWfBIYdAcXG3vFwRkXRRjBRFj4+RmqsBKKGh18dIv7+pje1n/5BKQmOD/p9/5FJhASNGuAH0Fy2CjRvhgQfcJDwDBiT1OEVERDrLWP8PVzIrNqYICPy3/IS19rgOytcBJcAL1tpJCeznPNyU4uDGt/i/GGVPBh70Vs+z1t7m23YfcKq3OsRauzFGPb8HzvdW97HW/te3bQMwDFhrrd2/g2N/HRgHbLDWjohVNux5Hc3eNBJ4AeC5555j+PDh8Va9U1NTEy+++CKLFu3FQw99cefjP+BmLmN+1OfV04cSgkmSFnLIo23n+kYGUZs/MOa+++7YzGA2damOrkj3/uNh29zxmJzU5bfD34c2Yk9v+ynDeZ7JPM9kXjSTKNp7V8aObeOLX7SMHdvG2LGW3XazvXZGyMA5AzBx4kQKCwvTfEQSoM8mc6Xis9mwYQOHHXZYYHUva+2HXa40yRQjKUaC3hEjxYoN2r7wBVqnT6d1+nTsgQd2y5TQ+r7PTPpcMpc+m8yVrTFSOuWlsG7/lON1cZSvxwV+pSncT73vfvh+kl1PvK85Uh0dWR9vQd8ff1LcQjDKjqwxbL0tbH0T7NhEYpJRR1eke/8xtKb7APw2AA+5xQLrYN06ePLJNB+WiGSzIUAmBn6KkTqmGCkuGRyjvPOOW269Nd1HIiIi7WVqjJQ2qexWWeS73xxH+Sbvtk8K99Pkux++n2TXk8rXLCIiIj2XYqSOKUYSERGRbpPKlmPbffcL4igfaCcYflktmfvxt0UM3094PduJrqN6iuM4Fn89ib7m3TvYXgDsA1QDNXSufdFw4GXv/nhcsyDJDPpsMpM+l8ylzyZzpeKzycVdDQVYk4T6UkExUscUI0ln6LPJTPpcMpc+m8yVrTFS2qQyOVbrux9Pk/jAoK3xNLXv7H78A8OG7ye8nliBX0f1FMdxLP56EnrN1tqP4yj2XiJ1hjOh40JsiHOf0g302WQmfS6ZS59N5krhZ5Pp3QQUI3VMMZIkTJ9NZtLnkrn02WSuLI6R0iZl3Sqttdth54idMQdHNcYMIBgExT1WhMf/R9LRIKz+q4nh++lMPTbsef56OqrDX0+ir1lERER6KMVIipFEREQks6RyzDGAN7zbMcaYWK3U9vHdf7OT+wivJ9H9dKae9dba+rBtgXr6G2OiToFkjBkB9ItyLCIiItK7KUaKQjGSiIiIdLdUJ8eqvNsS4OAY5ab67j+f4D7eBz6NUE8kgWmJPgE+CNtW5bsftR4vmBvrrUY61rjqoWuvWURERHo2xUjRKUYSERGRbpXq5NijvvtnRSpgjMkBZnmrnwPLEtmBtdYCC73VfYwxX42yn68SvJq50Huev563CV6d/KYxpjjKLs/03X8kwvZ/EJxXO+JrDqunzXuOiIiIZI9HffcVI0WuRzGSiIiIdIuUJsestS8BK73Vs40xkyIUuxjY17t/o7V2h3+jMabcGGO95c4ou7qB4GxDvzPGhEz77a3/zltt8cpH8mvvdiCwIHyjMWZv4FJvdR0RAj9r7Qbgb97qUcaYkyPUcwpwlLf6V+85IiIikiUUIylGEhERkcyR6pZjAD/GTcOdBywxxlxqjPmqMWaaMeY2ggHW28D1ndmBd0XzOm/1EOB5Y8ypxphDjDGn4prkH+Jtv85a+06Uqu4i2Hz/fGPM/xljjjLGTDDGXACswo2B0Qb8yFrbEqWey3HTgwPca4yZb4wp85b5wN+9bTXAFZ14ySIiItLzKUZSjCQiIiIZINYAsElhrX3VC77uwQVN10Yo9jZwrLW2NsK2eF0ODAW+CxwE3BehzB3ECLSsta3GmBOBJ4HxwDe8xa8JuMBauyhGPeuNMcfjukwMByq8xW8DcKKmyxUREclOipEUI4mIiEhmMGHDSqRuR8bsibtCeixuCu9mXLP7B4HfW2sbojyvnOAYG3dZa8/sYD/HAOfiArfBwEbgZeC2WMFaWB15wPeAb+O6M5TgBrR9FtetYW2c9QzGveYTgb28h9/Hjf9xg7V2U+RnioiISLZQjKQYSURERNKr25JjIiIiIiIiIiIimaY7xhwTERERERERERHJSEqOiYiIiIiIiIhI1lJyTEREREREREREspaSYyIiIiIiIiIikrWUHBMRERERERERkayl5JiIiIiIiIiIiGQtJcdERERERERERCRrKTkmIiIiIiIiIiJZS8kxaccYs6cx5npjzFvGmHpjzGZjzMvGmJ8bY4rTfXy9iTHmEGPML4wxS4wxHxtjmowxdcaYt40xfzHGlMVRx5nGGBvncmY3vKxeIYH3dHkcdR1tjHnE9xl/7K0f3Q0vpVcxxixP4LMJLOVhdeic6QRjzFBjzHHGmKuMMYuMMRt979Odnaivy+eFMSbPGHOeMWalMabGGNNojHnXGHObMWZcosck0hHFSN1HMVLmUoyUmRQjpY9ipN4hL90HIJnFGHM8cA/Qz/dwMXCIt5xjjDnWWrsuHcfXmxhjngOmRNhUAHzBW840xtwNfM9a29ydxyddZ4zJAf4InB22aaS3nGiM+RPwfWttW3cfX5ZoA95J90H0Ev9LRiXJOi+MMYOBJ4HxYZtGA+cCZxhjLrDW/ikZxy2iGKn7KEbq/RQjZQTFSMmjGKkXUHJMdjLGHATcD/QB6oBfAcu89dOA7wFjgSeMMYdYa2vTday9xK7e7afAg8BK4CMgF5gEXIz7EpwF5APfjqPOo7z6ovm4swebxW4B/hBje32Mbb8k+OP2KrAAeBfYG7gEOAg4B6gBLuvykWaHs4CSDsrsh/suA3jWWvtJjLI6ZzrnI+At4MhOPLfL54UxJhd4hGDQ9zBwO7AZmAhcAQwFbjPGfGKtXdSJ4xTZSTFSt1OM1DMoRsosipEyg2Kknspaq0UL1lqA5wAL7AAmRdj+c2+7Beam+3h7+gI8DnwTyI2yfTDwX997fliUcmf6yuyV7tfVW5au/q3j/kna4dXxMtAnbHux93jgnBuT7tfcWxag0vf5nR5hu86Zzr2v84DjgGHe+l6+9/HOOOtIynkBfNe375sjbB8DbPW2vwPkpfv909KzF8VI3f5+K0bK4EUxUs9dFCOl7H1VjNQLFo05JgAYYyYQbL5+h7V2dYRi1wNvevd/bIzJ75aD66WstcdZax+w1rZG2b4Rd2U04OTuOTJJkp8QbJ17obW20b/RWtsAXOit5gEXdd+h9V5ec/TveKt1uKtlkgTW2jnW2settV3pOvATknNe/My73YxLSoQf6zpcyx5wQeDXO3/Iku0UI3U/xUi93k9QjNTtFCOljmKk3kHJMQk40Xf/L5EKWNev+W5vdRdgWmoPSXBdNgL2TttRSEKMMQY4wVt9y1r7QqRy3uP/9VZP8J4nXTMd19UG4P+8QEIyQLLOC2PMWGBfb/WBGJ/xnb77CvykK0703VeMlDkUI/VAipHSSjFShlKMlBmUHJOAwIw/9cA/Y5Rb4bs/OXWHI55C3/2IV08lI40iOF7KilgFfdtH4ppgS9fM8t2/O2opSYdknRdlEcq1Y63dALztrer3SrpCMVJmUozUMylGSh/FSJlLMVIGUHJMAgIZ5nXW2pYY5d6K8BxJnam++29GLRX0F2PMp8aYZm8K4ReMMdcYY0Z2/FSJ4hRjzBvGmAZjTK0x5h1jzF3GmFitAvbz3X8raqn223VOdYExppTg1a8PgeVxPE3nTPdJ1nnRmXp2N8Z0NEixSDSKkTKTYqT0U4zUQyhGyniKkTKAkmOCMaYIN7ApdDDriLV2C8GZZ3ZP5XFlO29cgNm+hx6I42nlwAjczE2DcDOSXA6sM8Z8P9nHmCX2w/3w9AFKcX3zZwFLjTGPGGP6R3jObr77Hc3ks953X+dU13yD4CxN91hv1NEOlKNzprsk67zoTD0m7HkicVGMlJkUI2UMxUg9h2KkzKYYKQPkdVxEskBf3/26OMrX475cS1NzOOK5CJjg3X/YWhurK8d7uEE1VxP8ohuN+yE8GSgCbjXGWGvtH1N0vL1NA/AP4FnclZU6YAjuSvV5uCDhRGChMWaGtXaH77mJnFP+ac51TnVNIt0FdM50v2SdFzq/pDspRspMipHSSzFSz6MYKbMpRsoASo4JuC+4gOY4yjd5t31ScCwCGGOmAvO91WrgBzGKPwLcFeEK0MvA/caY43A/cPnAb40x//D6mUtsI621n0d4/GljzO+ARcBBuEDwB8BNvjKJnFNNvvs6pzrJGLMb7gonwAvW2rdjFNc5kx7JOi90fkl3UoyUYRQjZQTFSD2IYqQeQTFSBlC3SgHY7rtfEEf5wACojTFLSacYY8bhfpjycJ/NKdba6mjlrbVbYzWNttY+DlzlrRYDZyfxcHutKEFfYNv/cFfOAldCLwwrksg55R9QWOdU551O8DftrlgFdc6kTbLOC51f0p0UI2UQxUiZQTFSj6MYKfMpRsoASo4JQK3vfjxNKgP91ePpXiAJMMaMApYAA3AzL51mrX0uCVX/EQj80E2NVVDiY619D3jaWx1jjNnVtzmRc8o/AKbOqc77f95tE3B/EurTOZN8yTovdH5Jd1KMlCEUI/UcipEyjmKkzKcYKQMoOSZYa7cDm7zVmIPxGWMGEDyR1scqK4nxAodncNP4WuC71tqFyajbu6oa+Iw1w0zyvOG7739f/QNgdjTApX8gTZ1TnWCMOYTg7DyPe4Nid4nOmZRI1nnRmXosHQ9MK9KOYqTMoBipR1KMlAEUI/UYipEygJJjEhD4ARtjjIk1Ft0+vvvxTJstcTDGDMZdYRvtPXShtbajwTITFc+sNJKYaO+pPyDcJ0qZSNt1TnWOf5DZmN0FEqRzJrmSdV50pp711tr6mCVFolOMlEaKkXosxUiZQTFSz6AYKQMoOSYBVd5tCXBwjHL+prPPp+5wsoc3zfVTBK/qzLbW3pzkfQwhOBX9p8msO8vt57vvf1/f96131Nz8MO/2E+CD5BxW9jDG5AOneas1uEGAk1GvzpnkS9Z5UeW7H7UeY8xwYKy3qt8r6QrFSGmiGKlHU4yUZoqRehTFSBlAyTEJeNR3/6xIBYwxOQSvPnwOLEvtIfV+xphi4AngK95Dv7TWVqZgV+cCxru/IgX1Zx1v7JMZ3uq71tpPAtu8gUwD3T32McZ8NUodXyV41WZhrAFQJaqjcdPHA/zdWtuSpHp1ziRZss4Lb5atwJXSb3rfo5Gc6bv/SKcOWsR51HdfMVI3UYzUcylGyhiKkXoIxUiZQckxAcBa+xKw0ls92xgzKUKxi4F9vfs3Wmt3RCgjcTLGFOC+jCZ7D91orb0iwTr2MsYc1EGZ44BfeKuNwF8SPdZsY4w5PlbXGWPMMOAhgrPA/CFCsRtwAwYD/M4YEzJFsrf+O2+1xSsvifN3F+iwm43OmbS7geScF7/2bgcCC8I3GmP2Bi71VtehwE+6QDFS91OMlLkUI/UoipF6lhtQjJRWRkl4CfC+DJ8H+uBmrLgWd+WzD65J7rle0beBQ6y1tZHqkfgYYx4CTvJWlwI/IXb//WbvaoC/jnLcZ7QaeAx4DQhMaT4aN5X2yQSv7pxvrY0UpIiPMeYDIB8X3K3GNVluxDUhLwe+T7A5eRVwhLW2KUI9vwJme6uvApXAu8DeQAUQCEB+Za29LPmvpHfzBr/+DDcV9evW2gPieE45Omc6xRhTBozxPTQYuM67/zzwJ395a+2dUerp8nlhjMnFXa0O/OP8EHA7sAWYAFwJDAXagOOstUnpSiLZSzFS91KMlLkUI/UMipG6l2KkXsJaq0XLzgU4HtiKC0AiLf8FxqT7OHvDEuM9jrZ8EKGO8jifWw+cm+7X3FMWXKAXz/v6f8AuMerJAe7ooI4/ATnpfs09cQHO872PP4/zOTpnOv9+35nId1aMepJyXuACz5di1LEdOCfd75uW3rMoRurW91oxUoYuipF6xqIYqdvfb8VIvWBRyzFpxxizJ/Bj4FjcFLDNuCaXDwK/t9Y2pPHweg1jTKIn34fW2r3C6ugLfA2YBBwCjMB9Gebhrg6sBZ4F/mTdtMsSB2PMVNwglpNwV8oGA/1wrQXWA6uAu6y1q+Os7xhcq4LxXl0bgZeB26yu1nSaMeZ54FBcE/Q9rLUdDgqrc6bzjDF3AmfEW95aa2JtT8Z54XXt+R7wbVyXthLcgLbP4rphrY33eEXioRipeyhGylyKkXoGxUjdSzFS76DkmIiIiIiIiIiIZC0NyC8iIiIiIiIiIllLyTEREREREREREclaSo6JiIiIiIiIiEjWUnJMRERERERERESylpJjIiIiIiIiIiKStZQcExERERERERGRrKXkmIiIiIiIiIiIZC0lx0REREREREREJGspOSYiIiIiIiIiIllLyTEREREREREREclaSo6JiIiIiIiIiEjWUnJMRERERERERESylpJjIiIiIiIiIiKStZQcExERERERERGRrKXkmIiIiIiIiIiIZC0lx0REREREREREJGspOSYiIiIiIiIiIllLyTEREREREREREclaSo6JiIiIiIiIiEjWUnJMRERERERERESylpJjIiIiIiIiIiKStZQcExERERERERGRrKXkmIiIiIiIiIiIZC0lx0REREREREREJGspOSYiIiIiIiIiIlnr/wOJW2igSB1qhAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(math.ceil(len(multi_param_nodes) / 2), 2, figsize=(6, 6*math.ceil(len(multi_param_nodes) / 2)/3))\n", "fig.set_dpi(fig_dpi)\n", "\n", "for idx, (nodes, ax) in enumerate(zip(multi_param_nodes, axes.flatten())):\n", " ax.set_title(f'Error Rate Std Dev. For {nodes} Nodes')\n", " ax.plot(multi_param_epochs, std_param_accuracy[0, idx, :], 'x', ls='-', lw=1, label='Test', c=(0, 0, 1))\n", " ax.plot(multi_param_epochs, std_param_accuracy[1, idx, :], 'x', ls='-', lw=1, label='Train', c=(1, 0, 0))\n", " ax.set_ylim(0, np.round(np.max(std_param_accuracy) + 0.05, 1))\n", " ax.legend()\n", " ax.grid()\n", "\n", "fig.tight_layout()\n", "# fig.savefig(f'graphs/{exp1_testname}-test-train-error-rate-std.png')" ] }, { "cell_type": "markdown", "metadata": { "id": "eUPJuxUtVUc3", "tags": [ "exp2" ] }, "source": [ "# Experiment 2\n", "\n", "For cancer dataset, choose an appropriate value of node and epochs, based on Exp 1) and use ensemble of individual (base) classifiers with random starting weights and Majority Vote to see if performance improves - repeat the majority vote ensemble at least thirty times with different 50/50 split and average and graph (Each classifier in the ensemble sees the same training patterns). Repeat for a different odd number (prevents tied vote) of individual classifiers between 3 and 25, and comment on the result of individualclassifier accuracy vs ensemble accuracy as number of base classifiers varies. Consider changing the number of nodes/epochs (both less complex and more complex) to see if you obtain better performance, and comment on the result with respect to why the optimal node/epoch combination may be different for an ensemble compared with the base classifier, as in Exp 1). \n", "\n", "(Hint4: to implement majority vote you need to determine the predicted class labels -probably easier to implement yourself rather than use the ensemble matlab functions)\n" ] }, { "cell_type": "code", "execution_count": 249, "metadata": { "tags": [ "exp2", "exp-func" ] }, "outputs": [], "source": [ "num_models=[1, 3, 9, 15, 25]\n", "\n", "def evaluate_ensemble_vote(hidden_nodes=16, \n", " epochs=50, \n", " batch_size=128,\n", " learning_rates=None,\n", " rand_ranges=False,\n", " optimizer=lambda: 'sgd',\n", " weight_init=lambda: 'glorot_uniform',\n", " loss=lambda: 'categorical_crossentropy',\n", " metrics=['accuracy'],\n", " callbacks=None,\n", " validation_split=None,\n", " round_predictions=True,\n", "\n", " nmodels=num_models,\n", " tboard=True,\n", " exp='2',\n", "\n", " verbose=0,\n", " print_params=True,\n", " return_model=True,\n", "\n", " dtrain=data_train,\n", " dtest=data_test,\n", " ltrain=labels_train,\n", " ltest=labels_test):\n", " \n", " for m in nmodels: # iterate over different ensemble sizes\n", " if print_params:\n", " print(f\"Models: {m}\")\n", " \n", " # response dict object for test stats\n", " response = {\"epochs\": list(),\n", " \"num_models\": m}\n", " \n", " ###################\n", " ## GET MODELS\n", " ###################\n", " if isinstance(hidden_nodes, tuple): # for range of hidden nodes, calculate value per model\n", " if m == 1:\n", " if not rand_ranges:\n", " # just average provided range\n", " models = [get_model(int(np.mean(hidden_nodes)), weight_init=weight_init)]\n", " response[\"nodes\"] = [int(np.mean(hidden_nodes))]\n", " else:\n", " # get random val\n", " node_val = random.randint(*hidden_nodes)\n", " models = [get_model(node_val, weight_init=weight_init)]\n", " response[\"nodes\"] = [node_val]\n", " else:\n", " if not rand_ranges:\n", " # use linspace to generate equally spaced nodes throughout range\n", " models = [get_model(int(i), weight_init=weight_init) \n", " for i in np.linspace(*hidden_nodes, num=m)]\n", " response[\"nodes\"] = [int(i) for i in np.linspace(*hidden_nodes, num=m)]\n", " else:\n", " # use random to generate nodes throughout range\n", " node_val = [random.randint(*hidden_nodes) for _ in range(m)]\n", " models = [get_model(i, weight_init=weight_init) for i in node_val]\n", " response[\"nodes\"] = node_val\n", " \n", " elif hidden_nodes == 'm':\n", " # incrementing mode, number of nodes ranges from 1 to m\n", " # more nodes in larger ensembles\n", " models = [get_model(i+1, weight_init=weight_init) for i in range(m)]\n", " response[\"nodes\"] = [i+1 for i in range(m)]\n", " else: \n", " # not a range of epochs, just set to given value\n", " models = [get_model(hidden_nodes, weight_init=weight_init) for _ in range(m)]\n", " response[\"nodes\"] = hidden_nodes\n", "\n", " ######################\n", " ## COMPILE MODELS\n", " ######################\n", " if learning_rates is None:\n", " # default, just load optimiser\n", " for model in models: \n", " model.compile(\n", " optimizer=optimizer(),\n", " loss=loss(),\n", " metrics=metrics\n", " ) \n", " else:\n", " for idx, model in enumerate(models):\n", " optim = optimizer()\n", " \n", " # generate learning rate either randomly or linearly\n", " if isinstance(learning_rates, tuple):\n", " if not rand_ranges:\n", " # get equal spaced learning rates\n", " optim.learning_rate = np.linspace(*learning_rates, num=m)[idx]\n", " else:\n", " # get random learning rate\n", " optim.learning_rate = random.uniform(*learning_rates)\n", " elif learning_rates == '+':\n", " # incrementing mode, scale with size of ensemble\n", " optim.learning_rate = 0.01 * (idx + 1)\n", " \n", " model.compile(\n", " optimizer=optim,\n", " loss=loss(),\n", " metrics=metrics\n", " )\n", " \n", " if tboard:\n", " # include a tensorboard callback to dump stats for later analysis\n", " if callbacks is not None:\n", " cb = [i() for i in callbacks] + [tensorboard_callback(prefix=f'exp{exp}-{m}-')]\n", " else:\n", " cb = [tensorboard_callback(prefix=f'exp{exp}-{m}-')]\n", " \n", " ###################\n", " ## TRAIN MODELS\n", " ###################\n", " histories = list()\n", " for idx, model in enumerate(models):\n", " if isinstance(epochs, tuple): \n", " # for range of epochs, calculate value per model\n", " if not rand_ranges:\n", " if m == 1:\n", " e = np.mean(epochs) # average, not lower bound if single model\n", " else:\n", " e = np.linspace(*epochs, num=m)[idx] \n", " e = int(e)\n", " else:\n", " e = random.randint(*epochs)\n", " else: \n", " # not a range of epochs, just set to given value\n", " e = epochs\n", " \n", "# print(m, e) # debug\n", " \n", " history = model.fit(dtrain.to_numpy(), \n", " ltrain.to_numpy(), \n", " epochs=e, \n", " verbose=verbose,\n", "\n", " callbacks=cb,\n", " validation_split=validation_split)\n", " histories.append(history.history)\n", " response[\"epochs\"].append(e)\n", "\n", " ############################\n", " ## FEEDFORWARD TEST DATA\n", " ############################\n", " # TEST DATA PREDICTIONS\n", " response[\"predictions\"] = [model(dtest.to_numpy()) for model in models]\n", " # TEST LABEL TENSOR\n", " ltest_tensor = tf.constant(ltest.to_numpy())\n", "\n", " ########################\n", " ## ENSEMBLE ACCURACY\n", " ########################\n", " ensem_sum_rounded = sum(tf.math.round(pred) for pred in response[\"predictions\"])\n", " ensem_sum = sum(response[\"predictions\"])\n", " # round predictions to onehot vectors and sum over all ensemble models\n", " # take argmax for ensemble predicted class\n", " \n", " correct = 0 # number of correct ensemble predictions\n", " correct_num_models = 0 # when correctly predicted ensembley, number of models correctly classifying\n", " individual_accuracy = 0 # proportion of models correctly classifying\n", " \n", " # pc = predicted class, pcr = rounded predicted class, gt = ground truth\n", " for pc, pcr, gt in zip(ensem_sum, ensem_sum_rounded, ltest_tensor):\n", " gt_argmax = tf.math.argmax(gt)\n", " \n", " if round_predictions:\n", " pred_val = pcr\n", " else:\n", " pred_val = pc\n", " \n", " correct_models = pcr[gt_argmax] / m # use rounded value so will divide nicely\n", " individual_accuracy += correct_models\n", " \n", " if tf.math.argmax(pred_val) == gt_argmax: # ENSEMBLE EVALUATE HERE\n", " correct += 1\n", " correct_num_models += correct_models\n", " \n", "# print(pc.numpy(), pcr.numpy(), gt.numpy(), (pcr[gt_argmax] / m).numpy(), True) # debug\n", "# else:\n", "# print(pc.numpy(), pcr.numpy(), gt.numpy(), (pcr[gt_argmax] / m).numpy(), False)\n", " \n", " ########################\n", " ## RESULTS\n", " ########################\n", " response.update({\n", " \"history\": histories,\n", " \"optimizer\": model.optimizer.get_config(),\n", " \"model_config\": json.loads(model.to_json()),\n", " \"loss\": model.loss,\n", " \"round_predictions\": round_predictions,\n", " \n", " \"accuracy\": correct / len(ltest), # average number of correct ensemble predictions\n", " \"agreement\": correct_num_models / correct, # when correctly predicted ensembley, average proportion of models correctly classifying\n", " \"individual_accuracy\": individual_accuracy / len(ltest) # average proportion of individual models correctly classifying\n", " })\n", "\n", " if return_model:\n", " response[\"models\"] = models\n", "\n", " yield response" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "exp2" ] }, "source": [ "## Single Iteration\n", "Run a single iteration of ensemble model investigations" ] }, { "cell_type": "code", "execution_count": 250, "metadata": { "tags": [ "exp2" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Models: 1\n", "[6] [3]\n", "Models: 3\n", "[5, 19, 1] [3, 18, 9]\n", "Models: 9\n", "[10, 18, 16, 5, 7, 14, 9, 20, 19] [3, 16, 7, 18, 15, 11, 15, 5, 11]\n", "Models: 15\n", "[9, 19, 2, 4, 20, 6, 17, 13, 19, 3, 3, 9, 13, 8, 16] [14, 7, 8, 9, 16, 1, 13, 13, 16, 3, 19, 9, 8, 3, 7]\n", "Models: 25\n", "[9, 13, 16, 9, 6, 14, 4, 6, 8, 18, 15, 11, 17, 11, 19, 7, 1, 19, 16, 4, 1, 10, 15, 14, 14] [20, 11, 4, 6, 20, 15, 13, 1, 4, 2, 12, 15, 6, 9, 15, 6, 6, 5, 5, 16, 15, 6, 16, 12, 15]\n" ] } ], "source": [ "single_ensem_results = list()\n", "# for test in evaluate_ensemble_vote(epochs=(5, 300), optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=0.02)):\n", "for test in evaluate_ensemble_vote(hidden_nodes=(1, 20),\n", " epochs=(1, 20),\n", " rand_ranges=True,\n", " learning_rates=(0.01, 0.5),\n", " optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=0.02)):\n", " single_ensem_results.append(test)\n", " print(test[\"nodes\"], test[\"epochs\"])" ] }, { "cell_type": "code", "execution_count": 251, "metadata": { "tags": [ "exp2" ] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 5))\n", "fig.set_dpi(fig_dpi)\n", "\n", "ensem_x = [i[\"num_models\"] for i in single_ensem_results]\n", "\n", "plt.plot(ensem_x, 1 - np.array([i[\"accuracy\"] for i in single_ensem_results]), 'x-', label='Ensemble Test')\n", "plt.plot(ensem_x, 1 - np.array([i[\"individual_accuracy\"] for i in single_ensem_results]), 'x-', label='Individual Test')\n", "plt.plot(ensem_x, 1 - np.array([i[\"agreement\"] for i in single_ensem_results]), 'x-', label='Disagreement')\n", "\n", "plt.title(\"Test Error Rates for Horizontal Model Ensembles\")\n", "plt.ylim(0)\n", "plt.grid()\n", "plt.legend()\n", "plt.ylabel(\"Error Rate\")\n", "plt.xlabel(\"Number of Models\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "exp2" ] }, "source": [ "## Multiple Iterations\n", "Run multiple iterations of the ensemble model investigations and average\n", "\n", "### CSV Results\n", "\n", "| test | learning rate | momentum | batch size | hidden nodes | epochs | models |\n", "| --- | --- | --- | --- | --- | --- | --- |\n", "|1|0.06|0|128|16|50|1, 3, 9, 15, 25|\n", "|2|0.06|0|35|16|1 - 100|1, 3, 9, 15, 25|\n", "\n", "### Pickle Results\n", "\n", "| test | learning rate | momentum | batch size | hidden nodes | epochs | models | stratify |\n", "| --- | --- | --- | --- | --- | --- | --- | --- |\n", "|3|0.06|0.05|35|16|1 - 300|1, 3, 9, 15, 25| |\n", "|4|0.06|0.05|35|1 - 50|50|1, 3, 9, 15, 25| |\n", "|5|0.06|0.05|35|1 - 300|50|1, 3, 9, 15, 25| |\n", "|6|0.001|0.01|35|1 - 400|50|1, 3, 9, 15, 25| |\n", "|7|0.01|0.01|35|1 - 400|30 - 150|1, 3, 9, 15, 25| |\n", "|8|0.03|0.01|35|1 - 400|5 - 100|1, 3, 9, 15, 25| |\n", "|9|0.1|0.01|35|1 - 400|20|1, 3, 9, 15, 25| |\n", "|10|0.15|0.01|35|1 - 400|20|1, 3, 9, 15, 25, 35, 45| |\n", "|11|0.15|0.01|35|1 - 400|10|1, 3, 9, 15, 25, 35, 45| |\n", "|12|0.02|0.01|35|m|50|1, 3, 9, 15, 25, 35, 45| |\n", "|13|0.01 exp 0.98, 1|0.01|35|1 - 200|50|1, 3, 9, 15, 25, 35, 45| n |\n", "|14|0.01|0.01|35|1 - 200|50|1, 3, 9, 15, 25, 35, 45| n |\n", "|15|0.01|0.9|35|50 - 100|50|1, 3, 5, 7, 9, 15, 25, 35, 45| n |\n", "|16|0.01|0.1|35|50 - 100|50|1, 3, 5, 7, 9, 15, 25, 35, 45| n |\n", "|17|0.1|0.1|35|50 - 100|50 - 100|1, 3, 5, 7, 9, 15, 25, 35, 45| n |\n", "|18 (r)|0.01 - 1|0.0|35|1 - 50|20 - 70|1, 3, 5, 7, 9, 15, 25, 35| n |\n", "|19 (r)|0.01 - 1|0.0|35|1 - 100|10 - 70|1, 3, 5, 7, 9, 15, 25| n |" ] }, { "cell_type": "code", "execution_count": 335, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "batch_size=35\n", "test_size=0.5\n", "epochs=50\n", "lr_schedule = tf.keras.optimizers.schedules.ExponentialDecay(0.01,\n", " decay_steps=1,\n", " decay_rate=0.98)\n", "\n", "plt.plot(range(epochs+1), [lr_schedule(i) for i in range(epochs+1)])\n", "plt.grid()\n", "plt.ylim(0)\n", "plt.xlabel('Epochs')\n", "plt.ylabel('Learning Rate')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 357, "metadata": { "tags": [ "exp2" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iteration 1/30\n", "Iteration 2/30\n", "Iteration 3/30\n", "Iteration 4/30\n", "Iteration 5/30\n", "Iteration 6/30\n", "Iteration 7/30\n", "Iteration 8/30\n", "Iteration 9/30\n", "Iteration 10/30\n", "Iteration 11/30\n", "Iteration 12/30\n", "Iteration 13/30\n", "Iteration 14/30\n", "Iteration 15/30\n", "Iteration 16/30\n", "Iteration 17/30\n", "Iteration 18/30\n", "Iteration 19/30\n", "Iteration 20/30\n", "Iteration 21/30\n", "Iteration 22/30\n", "Iteration 23/30\n", "Iteration 24/30\n", "Iteration 25/30\n", "Iteration 26/30\n", "Iteration 27/30\n", "Iteration 28/30\n", "Iteration 29/30\n", "Iteration 30/30\n" ] } ], "source": [ "multi_ensem_results = list()\n", "multi_ensem_iterations = 30\n", "for i in range(multi_ensem_iterations):\n", " print(f\"Iteration {i+1}/{multi_ensem_iterations}\")\n", " data_train, data_test, labels_train, labels_test = train_test_split(data, labels, test_size=test_size, \n", "# stratify=labels\n", " )\n", " multi_ensem_results.append(list(evaluate_ensemble_vote(epochs=(50, 100),\n", " hidden_nodes=(50, 100),\n", " nmodels=[1, 3, 5, 7, 9, 15, 25, 35, 45],\n", " optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=0.1, momentum=0.1),\n", " weight_init=lambda: 'random_uniform',\n", " batch_size=batch_size,\n", " dtrain=data_train, \n", " dtest=data_test, \n", " ltrain=labels_train, \n", " ltest=labels_test,\n", " return_model=False,\n", " print_params=False)))" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "exp2" ] }, "source": [ "### Accuracy Tensor\n", "\n", "Create a tensor for holding the accuracy results\n", "\n", "(Iterations x Param x Number of models)\n", "\n", "#### Params\n", "0. Test Accuracy\n", "1. Train Accuracy\n", "2. Individual Accuracy\n", "3. Agreement" ] }, { "cell_type": "code", "execution_count": 253, "metadata": {}, "outputs": [], "source": [ "def test_tensor_data(test):\n", " return [test[\"accuracy\"], \n", " np.mean([i[\"accuracy\"][-1] for i in test[\"history\"]]), # avg train acc\n", " test[\"individual_accuracy\"], \n", " test[\"agreement\"]]" ] }, { "cell_type": "code", "execution_count": 354, "metadata": { "tags": [ "exp2" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "30 Tests\n", "Models: [1, 3, 5, 7, 9, 15, 25]\n", "\n", "Loss: categorical_crossentropy\n", "LR: 0.786\n", "Momentum: 0.0\n" ] } ], "source": [ "multi_ensem_models = sorted(list({i[\"num_models\"] for i in multi_ensem_results[0]}))\n", "multi_ensem_iter = len(multi_ensem_results)\n", "\n", "accuracy_ensem_tensor = np.zeros((multi_ensem_iter, 4, len(multi_ensem_models)))\n", "for iter_idx, iteration in enumerate(multi_ensem_results):\n", " for single_test in iteration:\n", " \n", " ensem_models_idx = multi_ensem_models.index(single_test['num_models'])\n", " accuracy_ensem_tensor[iter_idx, :, ensem_models_idx] = test_tensor_data(single_test)\n", " \n", "mean_ensem_accuracy = np.mean(accuracy_ensem_tensor, axis=0)\n", "std_ensem_accuracy = np.std(accuracy_ensem_tensor, axis=0)\n", "\n", "print(f'{multi_ensem_iter} Tests')\n", "print(f'Models: {multi_ensem_models}')\n", "print()\n", "print(f'Loss: {multi_ensem_results[0][0][\"loss\"]}')\n", "print(f'LR: {multi_ensem_results[0][0][\"optimizer\"][\"learning_rate\"]:.3}')\n", "print(f'Momentum: {multi_ensem_results[0][0][\"optimizer\"][\"momentum\"]:.3}')" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "exp2" ] }, "source": [ "#### Export/Import Test Sets\n", "\n", "Export mean and standard deviations for retrieval and visualisation " ] }, { "cell_type": "code", "execution_count": 358, "metadata": { "tags": [ "exp2" ] }, "outputs": [], "source": [ "exp2_testname = 'exp2-test17'\n", "pickle.dump(multi_ensem_results, open(f\"results/{exp2_testname}.p\", \"wb\"))" ] }, { "cell_type": "code", "execution_count": 353, "metadata": {}, "outputs": [], "source": [ "exp2_testname = 'exp2-test19'\n", "multi_ensem_results = pickle.load(open(f\"results/{exp2_testname}.p\", \"rb\"))" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "np.savetxt(\"exp2-mean.csv\", mean_ensem_accuracy, delimiter=',')\n", "np.savetxt(\"exp2-std.csv\", std_ensem_accuracy, delimiter=',')" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "mean_ensem_accuracy = np.loadtxt(\"results/test1-exp2-mean.csv\", delimiter=',')\n", "std_ensem_accuracy = np.loadtxt(\"results/test1-exp2-std.csv\", delimiter=',')" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "exp2" ] }, "source": [ "### Best Results" ] }, { "cell_type": "code", "execution_count": 355, "metadata": { "tags": [ "exp2" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Models: 9, 96.5% Accurate\n" ] } ], "source": [ "best_ensem_accuracy_idx = np.unravel_index(np.argmax(mean_ensem_accuracy[0, :]), mean_ensem_accuracy.shape)\n", "best_ensem_accuracy = mean_ensem_accuracy[best_ensem_accuracy_idx]\n", "best_ensem_accuracy_models = multi_ensem_models[best_ensem_accuracy_idx[1]]\n", "\n", "print(f'Models: {best_ensem_accuracy_models}, {best_ensem_accuracy * 100:.3}% Accurate')" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "exp2" ] }, "source": [ "### Test/Train Error Over Model Numbers" ] }, { "cell_type": "code", "execution_count": 356, "metadata": { "tags": [ "exp2" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5, 4))\n", "fig.set_dpi(fig_dpi)\n", "\n", "plt.plot(multi_ensem_models, 1 - mean_ensem_accuracy[0, :], 'x-', label='Ensemble Test')\n", "plt.plot(multi_ensem_models, 1 - mean_ensem_accuracy[2, :], 'x-', label='Individual Test')\n", "plt.plot(multi_ensem_models, 1 - mean_ensem_accuracy[1, :], 'x-', label='Individual Train')\n", "plt.plot(multi_ensem_models, 1 - mean_ensem_accuracy[3, :], 'x-', label='Disagreement')\n", "\n", "# plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[0, :], yerr=std_ensem_accuracy[0, :], capsize=4, label='Ensemble Test')\n", "# plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[2, :], yerr=std_ensem_accuracy[2, :], capsize=4, label='Individual Test')\n", "# plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[1, :], yerr=std_ensem_accuracy[1, :], capsize=4, label='Individual Train')\n", "# plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[3, :], yerr=std_ensem_accuracy[3, :], capsize=4, label='Disagreement')\n", "\n", "plt.title(f\"Error Rate for Horizontal Ensemble Models\")\n", "plt.ylim(0, 0.1)\n", "# plt.ylim(0, np.max(1 - mean_ensem_accuracy + std_ensem_accuracy) + 0.05)\n", "plt.grid()\n", "plt.legend()\n", "plt.xlabel(\"Number of Models\")\n", "plt.ylabel(\"Error Rate\")\n", "\n", "plt.tight_layout()\n", "# plt.savefig(f'graphs/{exp2_testname}-error-rate-curves.png')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 305, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5, 4))\n", "# fig = plt.figure()\n", "fig.set_dpi(fig_dpi)\n", "\n", "plt.plot(multi_ensem_models, std_ensem_accuracy[0, :], 'x-', label='Ensemble Test', lw=2)\n", "plt.plot(multi_ensem_models, std_ensem_accuracy[1, :], 'x-', label='Individual Train', lw=2)\n", "plt.plot(multi_ensem_models, std_ensem_accuracy[2, :], 'x-', label='Individual Test', lw=2)\n", "plt.plot(multi_ensem_models, std_ensem_accuracy[3, :], 'x-', label='Agreement', lw=2)\n", "\n", "plt.legend()\n", "plt.grid()\n", "plt.title(f\"Test error rate std. dev over ensemble models\")\n", "plt.xlabel(\"Number of Models\")\n", "plt.ylabel(\"Standard Deviation\")\n", "plt.ylim(0, 0.08)\n", "\n", "plt.tight_layout()\n", "# plt.savefig(f'graphs/{exp2_testname}-error-rate-std.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "FSZq1mNiVZq_", "tags": [ "ex3" ] }, "source": [ "# Experiment 3\n", "\n", "Repeat Exp 2) for cancer dataset with two different optimisers of your choice e.g. 'trainlm' and 'trainrp'. Comment and discuss the result and decide which is more appropriate training algorithm for the problem. In your discussion, include in your description a detailed account of how the training algorithms (optimisations) work." ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [], "source": [ "def evaluate_optimisers(optimizers=[(lambda: 'sgd', 'sgd'), \n", " (lambda: 'adam', 'adam'), \n", " (lambda: 'rmsprop', 'rmsprop')],\n", " weight_init=lambda: 'glorot_uniform',\n", " print_params=True,\n", " **kwargs\n", " ):\n", " for o in optimizers:\n", " \n", " if print_params:\n", " print(f'Optimiser: {o[1]}')\n", " \n", " yield list(evaluate_ensemble_vote(optimizer=o[0],\n", " weight_init=weight_init,\n", " exp=f'3-{o[1]}',\n", " print_params=print_params,\n", " **kwargs\n", " ))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Single Iteration" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimiser: sgd\n", "Models: 1\n", "Models: 3\n", "Models: 5\n", "Optimiser: adam\n", "Models: 1\n", "Models: 3\n", "Models: 5\n", "Optimiser: rmsprop\n", "Models: 1\n", "Models: 3\n", "Models: 5\n" ] } ], "source": [ "single_optim_results = list()\n", "for test in evaluate_optimisers(epochs=(5, 300), nmodels=[1, 3, 5]):\n", " single_optim_results.append(test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multiple Iterations\n", "\n", "### Pickle Results\n", "\n", "| test | optim1 | optim2 | optim3 | lr | momentum | epsilon | batch size | hidden nodes | epochs | models | stratified |\n", "| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n", "| 1 | SGD | Adam | RMSprop | 0.1 | 0.0 | 1e7 | 35 | 16 | 1 - 100 | 1, 3, 9, 15, 25 | y |\n", "| 2 | SGD | Adam | RMSprop | 0.05 | 0.01 | 1e7 | 35 | 16 | 1 - 100 | 1, 3, 9, 15, 25 | y |\n", "| 3 | SGD | Adam | RMSprop | 0.1 | 0.01 | 1e7 | 35 | 1 - 400 | 20 | 1, 3, 9, 15, 25, 35, 45 | y |\n", "| 4 | SGD | Adam | RMSprop | 0.075 | 0.01 | 1e7 | 35 | 1 - 400 | 20 | 1, 3, 9, 15, 25, 35, 45 | y |\n", "| 5 | SGD | Adam | RMSprop | 0.05 | 0.01 | 1e7 | 35 | 1 - 400 | 20 | 1, 3, 9, 15, 25, 35, 45 | n |\n", "| 6 | SGD | Adam | RMSprop | 0.02 | 0.01 | 1e7 | 35 | m | 50 | 1, 3, 9, 15, 25, 35, 45 | n |\n", "| 7 | SGD | Adam | RMSprop | 0.1 | 0.9 | 1e-8 | 35 | 1 - 400 | 50 - 100 | 1, 3, 5, 7, 9, 15, 25 | n |\n", "| 8 | SGD | Adam | RMSprop | 0.05 | 0.9 | 1e-8 | 35 | 1 - 400 | 50 - 100 | 1, 3, 5, 7, 9, 15, 25 | n |\n", "| 9 (r) | SGD | Adam | RMSprop | 0.01 - 1 | 0.0 | 1e-7 | 35 | 1 - 100 | 10 - 70 | 1, 5, 9, 15, 25 | n |\n", "| 10 (r) | SGD | Adam | RMSprop | 0.01 - 1 | 0.0 | 1e-7 | 35 | 1 - 100 | 1 - 70 | 1, 5, 9, 15, 25 | n |" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iteration 1/30\n", "Iteration 2/30\n", "Iteration 3/30\n", "Iteration 4/30\n", "Iteration 5/30\n", "Iteration 6/30\n", "Iteration 7/30\n", "Iteration 8/30\n", "Iteration 9/30\n", "Iteration 10/30\n", "Iteration 11/30\n", "Iteration 12/30\n", "Iteration 13/30\n", "Iteration 14/30\n", "Iteration 15/30\n", "Iteration 16/30\n", "Iteration 17/30\n", "Iteration 18/30\n", "Iteration 19/30\n", "Iteration 20/30\n", "Iteration 21/30\n", "Iteration 22/30\n", "Iteration 23/30\n", "Iteration 24/30\n", "Iteration 25/30\n", "Iteration 26/30\n", "Iteration 27/30\n", "Iteration 28/30\n", "Iteration 29/30\n", "Iteration 30/30\n" ] } ], "source": [ "multi_optim_results = list()\n", "multi_optim_iterations = 30\n", "\n", "multi_optim_lr = 0.05\n", "multi_optim_mom = 0.01\n", "multi_optim_eps = 1e-07\n", "multi_optims = [(lambda: tf_optim.SGD(learning_rate=multi_optim_lr, \n", " momentum=multi_optim_mom), 'sgd'), \n", " (lambda: tf_optim.Adam(learning_rate=multi_optim_lr, \n", " epsilon=multi_optim_eps), 'adam'), \n", " (lambda: tf_optim.RMSprop(learning_rate=multi_optim_lr, \n", " momentum=multi_optim_mom, \n", " epsilon=multi_optim_eps), 'rmsprop')]\n", "\n", "for i in range(multi_optim_iterations):\n", " print(f\"Iteration {i+1}/{multi_optim_iterations}\")\n", " data_train, data_test, labels_train, labels_test = train_test_split(data, labels, test_size=0.5, \n", "# stratify=labels\n", " )\n", " multi_optim_results.append(list(evaluate_optimisers(epochs=(50, 100),\n", " hidden_nodes=(1, 400),\n", " nmodels=[1, 3, 9, 15, 25],\n", " optimizers=multi_optims,\n", " weight_init=lambda: 'random_uniform',\n", " batch_size=35,\n", " dtrain=data_train, \n", " dtest=data_test, \n", " ltrain=labels_train, \n", " ltest=labels_test,\n", " return_model=False,\n", " print_params=False)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Accuracy Tensor\n", "\n", "Create a tensor for holding the accuracy results\n", "\n", "(Iterations x Param x Number of models)\n", "\n", "#### Params\n", "0. Test Accuracy\n", "1. Train Accuracy\n", "2. Individual Accuracy\n", "3. Agreement" ] }, { "cell_type": "code", "execution_count": 339, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "30 Tests\n", "Optimisers: ['SGD', 'Adam', 'RMSprop']\n", "Models: [1, 5, 9, 15, 25]\n", "\n", "Loss: categorical_crossentropy\n" ] } ], "source": [ "multi_optim_results_dict = dict() # indexed by optimiser name\n", "multi_optim_iter = len(multi_optim_results) # number of iterations (30)\n", "\n", "#####################################\n", "## INDIVIDUAL RESULTS TO DICTIONARY\n", "#####################################\n", "for iter_idx, iteration in enumerate(multi_optim_results): # of 30 iterations\n", " for model_idx, model_test in enumerate(iteration): # of 3 optimisers\n", " for single_optim_test in model_test: # single tests for each optimisers\n", " \n", " single_optim_name = single_optim_test[\"optimizer\"][\"name\"]\n", " if single_optim_name not in multi_optim_results_dict:\n", " multi_optim_results_dict[single_optim_name] = list(list() for _ in range(multi_optim_iter))\n", "\n", " multi_optim_results_dict[single_optim_name][iter_idx].append(single_optim_test)\n", "\n", "# list of numbers of models used in test\n", "multi_optim_models = sorted(list({i[\"num_models\"] for i in multi_optim_results[0][0]}))\n", "\n", "##################################\n", "## DICTIONARY TO RESULTS TENSORS\n", "##################################\n", "optim_tensors = dict()\n", "for optim, optim_results in multi_optim_results_dict.items():\n", " \n", " accuracy_optim_tensor = np.zeros((multi_optim_iter, 4, len(multi_optim_models)))\n", " for iter_idx, iteration in enumerate(optim_results):\n", " for single_test in iteration:\n", "\n", " optim_models_idx = multi_optim_models.index(single_test['num_models'])\n", " accuracy_optim_tensor[iter_idx, :, optim_models_idx] = test_tensor_data(single_test)\n", " \n", " optim_tensors[optim] = {\n", " \"accuracy\": accuracy_optim_tensor,\n", " \"mean\": np.mean(accuracy_optim_tensor, axis=0),\n", " \"std\": np.std(accuracy_optim_tensor, axis=0)\n", " }\n", "\n", "print(f'{multi_optim_iter} Tests')\n", "print(f'Optimisers: {list(multi_optim_results_dict.keys())}')\n", "print(f'Models: {multi_optim_models}')\n", "print()\n", "print(f'Loss: {multi_optim_results[0][0][0][\"loss\"]}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Export/Import Test Sets\n", "\n", "Export mean and standard deviations for retrieval and visualisation " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "pickle.dump(multi_optim_results, open(\"results/exp3-test5.p\", \"wb\"))" ] }, { "cell_type": "code", "execution_count": 338, "metadata": {}, "outputs": [], "source": [ "exp3_testname = 'exp3-test10'\n", "multi_optim_results = pickle.load(open(f\"results/{exp3_testname}.p\", \"rb\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Best Results" ] }, { "cell_type": "code", "execution_count": 340, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SGD: 25 Models, 96.5% Accurate\n", "Adam: 15 Models, 96.5% Accurate\n", "RMSprop: 25 Models, 96.6% Accurate\n" ] } ], "source": [ "for optim, optim_results in optim_tensors.items():\n", " best_optim_accuracy_idx = np.unravel_index(np.argmax(optim_results[\"mean\"][0, :]), optim_results[\"mean\"].shape)\n", " best_optim_accuracy = optim_results[\"mean\"][best_optim_accuracy_idx]\n", " best_optim_accuracy_models = multi_optim_models[best_optim_accuracy_idx[1]]\n", "\n", " print(f'{optim}: {best_optim_accuracy_models} Models, {best_optim_accuracy * 100:.3}% Accurate')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Optimiser Error Rates" ] }, { "cell_type": "code", "execution_count": 343, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(12, 3))\n", "fig.set_dpi(fig_dpi)\n", "\n", "for idx, ((optimiser_name, tensors_dict), ax) in enumerate(zip(optim_tensors.items(), axes.flatten())):\n", " ax.plot(multi_optim_models, 1 - tensors_dict[\"mean\"][0, :], 'x-', label='Ensemble Test')\n", " ax.plot(multi_optim_models, 1 - tensors_dict[\"mean\"][2, :], 'x-', label='Individual Test')\n", " ax.plot(multi_optim_models, 1 - tensors_dict[\"mean\"][1, :], 'x-', label='Individual Train')\n", " ax.plot(multi_optim_models, 1 - tensors_dict[\"mean\"][3, :], 'x-', label='Disagreement')\n", "\n", "# ax.errorbar(multi_optim_models, 1 - tensors_dict[\"mean\"][0, :], yerr=tensors_dict[\"std\"][0, :], capsize=4, label='Ensemble Test')\n", "# ax.errorbar(multi_optim_models, 1 - tensors_dict[\"mean\"][2, :], yerr=tensors_dict[\"std\"][2, :], capsize=4, label='Individual Test')\n", "# ax.errorbar(multi_optim_models, 1 - tensors_dict[\"mean\"][1, :], yerr=tensors_dict[\"std\"][1, :], capsize=4, label='Individual Train')\n", "# ax.errorbar(multi_optim_models, 1 - tensors_dict[\"mean\"][3, :], yerr=tensors_dict[\"std\"][3, :], capsize=4, label='Disagreement')\n", "\n", " ax.set_title(f\"{optimiser_name} Error Rate for Ensemble Models\")\n", " ax.set_ylim(0, 0.15)\n", "# ax.set_ylim(0, np.max([np.max(1 - i[\"mean\"] + i[\"std\"]) for i in optim_tensors.values()]) + 0.03)\n", " ax.grid()\n", "# if idx > 0:\n", "# ax.legend()\n", " ax.set_xlabel(\"Number of Models\")\n", " ax.set_ylabel(\"Error Rate\")\n", "\n", "# axes[0].set_ylim(0, 0.4)\n", "axes[1].legend()\n", "axes[2].legend()\n", "\n", "plt.tight_layout()\n", "# plt.savefig(f'graphs/{exp3_testname}-error-rate-curves.png')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 345, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# fig = plt.figure(figsize=(5, 4))\n", "# fig = plt.figure()\n", "# fig.set_dpi(fig_dpi)\n", "\n", "fig, axes = plt.subplots(1, 3, figsize=(12, 3))\n", "fig.set_dpi(fig_dpi)\n", "\n", "for idx, ((optimiser_name, tensors_dict), ax) in enumerate(zip(optim_tensors.items(), axes.flatten())):\n", " ax.plot(multi_optim_models, tensors_dict[\"std\"][0, :], 'x-', label='Ensemble Test', lw=2)\n", " ax.plot(multi_optim_models, tensors_dict[\"std\"][1, :], 'x-', label='Individual Train', lw=2)\n", " ax.plot(multi_optim_models, tensors_dict[\"std\"][2, :], 'x-', label='Individual Test', lw=2)\n", " ax.plot(multi_optim_models, tensors_dict[\"std\"][3, :], 'x-', label='Agreement', lw=2)\n", "\n", " ax.legend()\n", " ax.grid()\n", " ax.set_title(f\"{optimiser_name} ensemble test std. dev\")\n", " ax.set_xlabel(\"Number of Models\")\n", " ax.set_ylabel(\"Standard Deviation\")\n", " ax.set_ylim(0, 0.15)\n", "\n", "plt.tight_layout()\n", "# plt.savefig(f'graphs/{exp3_testname}-errors-rate-std.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "accelerator": "GPU", "colab": { "authorship_tag": "ABX9TyNAMGLKzaoWaq1wvQ+w0w8h", "collapsed_sections": [], "name": "nncw.ipynb", "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3", "language": "python", "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": "3.8.9" }, "toc-autonumbering": false, "toc-showcode": false, "toc-showmarkdowntxt": false, "toc-showtags": false }, "nbformat": 4, "nbformat_minor": 4 }