diff --git a/Keras_Einfuehrung.pdf b/Keras_Einfuehrung.pdf index 163865535fe7c3d043b9be786361c4d0ed97fa7e..45e606570e38ab606d4b0f4b7da64bb073c4e78b 100644 Binary files a/Keras_Einfuehrung.pdf and b/Keras_Einfuehrung.pdf differ diff --git a/notebooks/.ipynb_checkpoints/digit_recognizer-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/digit_recognizer-checkpoint.ipynb deleted file mode 100644 index aa80fe5cb81eaeb7c1cfae826dade04f46ae395f..0000000000000000000000000000000000000000 --- a/notebooks/.ipynb_checkpoints/digit_recognizer-checkpoint.ipynb +++ /dev/null @@ -1,32339 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**1. Importieren der benötigten Module**" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import tensorflow as tf\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**2. Datensatz laden**" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "mnist = tf.keras.datasets.mnist # load 28x28 images of handwritten digits\n", - "(train_samples, train_labels) = mnist.load_data()[0]\n", - "(test_samples, test_labels) = mnist.load_data()[1]" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(60000, 28, 28) (60000,)\n", - "(10000, 28, 28) (10000,)\n" - ] - } - ], - "source": [ - "print(train_samples.shape, train_labels.shape)\n", - "print(test_samples.shape, test_labels.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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C\n", 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- "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "label: 5\n" - ] - }, - { - "data": { - "image/png": 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PqX1wIttTJM1X701FvVLS4tr9xZIe7mIvv6RXpvGummZcXX7tuj79eUR0/EvSpRr+RP7Hkv6qGz1U9PXrkn5Q+3q2271JekDDb+v2afgd0VWSTpC0WtKm2u3UHurtXknPSFqv4WBN71Jv79Hwn4brJa2rfV3a7deu0FdHXjcOlwWS4Ag6IAnCDiRB2IEkCDuQBGEHkiDsQBKEHUji/wDkMGWeo8W1dAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "label: 9\n" - ] - } - ], - "source": [ - "for i in range(10):\n", - " plt.imshow(test_samples[i])\n", - " plt.show()\n", - " print(\"label:\", test_labels[i])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**3. Daten normieren**" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "# Werte zwischen 0 und 1. Nicht notwendig aber verbessert das Training signifikant.\n", - "train_samples = tf.keras.utils.normalize(train_samples, axis=1)\n", - "test_samples = tf.keras.utils.normalize(test_samples, axis=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**4. Netzwerk erstellen**" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "from tensorflow.keras.models import Sequential\n", - "from tensorflow.keras.layers import Activation, Dense, Flatten, Conv2D, MaxPool2D, Dropout, InputLayer\n", - "from tensorflow.keras.metrics import Accuracy\n", - "\n", - "from tensorflow import keras\n", - "from tensorflow.keras import layers" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**2 Modelle zur Auswahl:**\\\n", - "Nur einen der nächsten zwei Codeblöcke ausführen!" - ] - }, - { - "cell_type": "code", - "execution_count": 108, - "metadata": {}, - "outputs": [], - "source": [ - "# Nr. 1\n", - "model = Sequential([\n", - " Flatten(),\n", - " Dense(units=128, activation='relu'),\n", - " Dense(units=10, activation='softmax')\n", - "])" - ] - }, - { - "cell_type": "code", - "execution_count": 188, - "metadata": {}, - "outputs": [], - "source": [ - "# Nr. 2\n", - "model = Sequential([\n", - " Flatten(),\n", - " Dense(units=32, activation='relu'),\n", - " Dense(units=32, activation='relu'),\n", - " Dropout(0.2),\n", - " Dense(units=64, activation='relu'),\n", - " Dense(units=64, activation='relu'),\n", - " Dropout(0.2),\n", - " Dense(units=128, activation='relu'),\n", - " Dense(units=128, activation='relu'), \n", - " Dropout(0.2),\n", - " Dense(units=10, activation='softmax')\n", - "])" - ] - }, - { - "cell_type": "code", - "execution_count": 109, - "metadata": {}, - "outputs": [], - "source": [ - "model.compile(optimizer='adam',\n", - " loss='sparse_categorical_crossentropy',\n", - " metrics=['accuracy'])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**5. Nezwerk trainieren**" - ] - }, - { - "cell_type": "code", - "execution_count": 110, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.4610 - accuracy: 0.8794 - val_loss: 0.2195 - val_accuracy: 0.9398\n", - "Epoch 2/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.2243 - accuracy: 0.9361 - val_loss: 0.1632 - val_accuracy: 0.9550\n", - "Epoch 3/60\n", - "450/450 [==============================] - 0s 1ms/step - loss: 0.1665 - accuracy: 0.9520 - val_loss: 0.1301 - val_accuracy: 0.9625\n", - "Epoch 4/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.1295 - accuracy: 0.9624 - val_loss: 0.1167 - val_accuracy: 0.9653\n", - "Epoch 5/60\n", - "450/450 [==============================] - 0s 1ms/step - loss: 0.1053 - accuracy: 0.9696 - val_loss: 0.1006 - val_accuracy: 0.9717\n", - "Epoch 6/60\n", - "450/450 [==============================] - 0s 1ms/step - loss: 0.0877 - accuracy: 0.9750 - val_loss: 0.0927 - val_accuracy: 0.9723\n", - "Epoch 7/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0743 - accuracy: 0.9789 - val_loss: 0.0850 - val_accuracy: 0.9760\n", - "Epoch 8/60\n", - "450/450 [==============================] - 0s 1ms/step - loss: 0.0634 - accuracy: 0.9822 - val_loss: 0.0851 - val_accuracy: 0.9737\n", - "Epoch 9/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0548 - accuracy: 0.9847 - val_loss: 0.0843 - val_accuracy: 0.9755\n", - "Epoch 10/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0476 - accuracy: 0.9870 - val_loss: 0.0829 - val_accuracy: 0.9757\n", - "Epoch 11/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0422 - accuracy: 0.9884 - val_loss: 0.0788 - val_accuracy: 0.9768\n", - "Epoch 12/60\n", - "450/450 [==============================] - 0s 1ms/step - loss: 0.0366 - accuracy: 0.9904 - val_loss: 0.0760 - val_accuracy: 0.9777\n", - "Epoch 13/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0314 - accuracy: 0.9924 - val_loss: 0.0767 - val_accuracy: 0.9773\n", - "Epoch 14/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0278 - accuracy: 0.9932 - val_loss: 0.0767 - val_accuracy: 0.9775\n", - "Epoch 15/60\n", - "450/450 [==============================] - 0s 1ms/step - loss: 0.0238 - accuracy: 0.9948 - val_loss: 0.0791 - val_accuracy: 0.9772\n", - "Epoch 16/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0204 - accuracy: 0.9956 - val_loss: 0.0792 - val_accuracy: 0.9775\n", - "Epoch 17/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0177 - accuracy: 0.9966 - val_loss: 0.0791 - val_accuracy: 0.9785\n", - "Epoch 18/60\n", - "450/450 [==============================] - 0s 1ms/step - loss: 0.0155 - accuracy: 0.9970 - val_loss: 0.0835 - val_accuracy: 0.9757\n", - "Epoch 19/60\n", - "450/450 [==============================] - 0s 1ms/step - loss: 0.0130 - accuracy: 0.9982 - val_loss: 0.0835 - val_accuracy: 0.9773\n", - "Epoch 20/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0113 - accuracy: 0.9983 - val_loss: 0.0827 - val_accuracy: 0.9785\n", - "Epoch 21/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0097 - accuracy: 0.9988 - val_loss: 0.0797 - val_accuracy: 0.9802\n", - "Epoch 22/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0082 - accuracy: 0.9992 - val_loss: 0.0864 - val_accuracy: 0.9782\n", - "Epoch 23/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0077 - accuracy: 0.9991 - val_loss: 0.0823 - val_accuracy: 0.9783\n", - "Epoch 24/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0060 - accuracy: 0.9996 - val_loss: 0.0901 - val_accuracy: 0.9782\n", - "Epoch 25/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0054 - accuracy: 0.9996 - val_loss: 0.0891 - val_accuracy: 0.9768\n", - "Epoch 26/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0044 - accuracy: 0.9998 - val_loss: 0.0906 - val_accuracy: 0.9775\n", - "Epoch 27/60\n", - "450/450 [==============================] - 0s 1ms/step - loss: 0.0039 - accuracy: 0.9999 - val_loss: 0.0893 - val_accuracy: 0.9797\n", - "Epoch 28/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0032 - accuracy: 0.9999 - val_loss: 0.0932 - val_accuracy: 0.9785\n", - "Epoch 29/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0028 - accuracy: 0.9999 - val_loss: 0.0953 - val_accuracy: 0.9785\n", - "Epoch 30/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0026 - accuracy: 0.9998 - val_loss: 0.0918 - val_accuracy: 0.9783\n", - "Epoch 31/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0022 - accuracy: 0.9999 - val_loss: 0.0944 - val_accuracy: 0.9785\n", - "Epoch 32/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0019 - accuracy: 0.9999 - val_loss: 0.0954 - val_accuracy: 0.9788\n", - "Epoch 33/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0017 - accuracy: 1.0000 - val_loss: 0.1040 - val_accuracy: 0.9770\n", - "Epoch 34/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0016 - accuracy: 0.9999 - val_loss: 0.1087 - val_accuracy: 0.9772\n", - "Epoch 35/60\n", - "450/450 [==============================] - 0s 1ms/step - loss: 0.0018 - accuracy: 0.9999 - val_loss: 0.1011 - val_accuracy: 0.9788\n", - "Epoch 36/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 8.5689e-04 - accuracy: 1.0000 - val_loss: 0.1035 - val_accuracy: 0.9788\n", - "Epoch 37/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 7.1238e-04 - accuracy: 1.0000 - val_loss: 0.1043 - val_accuracy: 0.9787\n", - "Epoch 38/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 5.9016e-04 - accuracy: 1.0000 - val_loss: 0.1040 - val_accuracy: 0.9803\n", - "Epoch 39/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 5.2954e-04 - accuracy: 1.0000 - val_loss: 0.1069 - val_accuracy: 0.9795\n", - "Epoch 40/60\n", - "450/450 [==============================] - 0s 1ms/step - loss: 4.5268e-04 - accuracy: 1.0000 - val_loss: 0.1070 - val_accuracy: 0.9788\n", - "Epoch 41/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0048 - accuracy: 0.9985 - val_loss: 0.1221 - val_accuracy: 0.9773\n", - "Epoch 42/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0019 - accuracy: 0.9997 - val_loss: 0.1117 - val_accuracy: 0.9795\n", - "Epoch 43/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 4.6095e-04 - accuracy: 1.0000 - val_loss: 0.1104 - val_accuracy: 0.9795\n", - "Epoch 44/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 3.5041e-04 - accuracy: 1.0000 - val_loss: 0.1118 - val_accuracy: 0.9790\n", - "Epoch 45/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 3.0174e-04 - accuracy: 1.0000 - val_loss: 0.1125 - val_accuracy: 0.9800\n", - "Epoch 46/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 2.6890e-04 - accuracy: 1.0000 - val_loss: 0.1122 - val_accuracy: 0.9800\n", - "Epoch 47/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 2.4605e-04 - accuracy: 1.0000 - val_loss: 0.1148 - val_accuracy: 0.9798\n", - "Epoch 48/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 2.2481e-04 - accuracy: 1.0000 - val_loss: 0.1144 - val_accuracy: 0.9793\n", - "Epoch 49/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 2.0241e-04 - accuracy: 1.0000 - val_loss: 0.1153 - val_accuracy: 0.9790\n", - "Epoch 50/60\n", - "450/450 [==============================] - 0s 1ms/step - loss: 1.9098e-04 - accuracy: 1.0000 - val_loss: 0.1174 - val_accuracy: 0.9800\n", - "Epoch 51/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 1.6857e-04 - accuracy: 1.0000 - val_loss: 0.1173 - val_accuracy: 0.9795\n", - "Epoch 52/60\n", - "450/450 [==============================] - 0s 1ms/step - loss: 1.5859e-04 - accuracy: 1.0000 - val_loss: 0.1176 - val_accuracy: 0.9805\n", - "Epoch 53/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 0.0049 - accuracy: 0.9984 - val_loss: 0.1306 - val_accuracy: 0.9753\n", - "Epoch 54/60\n", - "450/450 [==============================] - 0s 1ms/step - loss: 7.1893e-04 - accuracy: 0.9999 - val_loss: 0.1230 - val_accuracy: 0.9785\n", - "Epoch 55/60\n", - "450/450 [==============================] - 0s 1ms/step - loss: 2.2744e-04 - accuracy: 1.0000 - val_loss: 0.1219 - val_accuracy: 0.9797\n", - "Epoch 56/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 1.7569e-04 - accuracy: 1.0000 - val_loss: 0.1228 - val_accuracy: 0.9793\n", - "Epoch 57/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 1.5073e-04 - accuracy: 1.0000 - val_loss: 0.1224 - val_accuracy: 0.9798\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 58/60\n", - "450/450 [==============================] - 0s 1ms/step - loss: 1.3380e-04 - accuracy: 1.0000 - val_loss: 0.1244 - val_accuracy: 0.9798\n", - "Epoch 59/60\n", - "450/450 [==============================] - 1s 1ms/step - loss: 1.2051e-04 - accuracy: 1.0000 - val_loss: 0.1246 - val_accuracy: 0.9793\n", - "Epoch 60/60\n", - "450/450 [==============================] - 0s 1ms/step - loss: 1.0989e-04 - accuracy: 1.0000 - val_loss: 0.1253 - val_accuracy: 0.9798\n" - ] - } - ], - "source": [ - "history = model.fit(train_samples, train_labels, epochs=60, validation_split=0.1, batch_size=120, shuffle=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "# Kurve der Treffer-Genauigkeit des Modells mit Trainings- und Testdaten\n", - "def plot_accuracy(name, ylim=[0,1.01]):\n", - " plt.plot(history.history['accuracy'])\n", - " plt.plot(history.history['val_accuracy'])\n", - " plt.title('model accuracy')\n", - " plt.ylabel('accuracy')\n", - " plt.xlabel('epoch')\n", - " plt.ylim(ylim[0], ylim[1])\n", - " plt.legend(['training', 'validation'], loc='upper left')\n", - " plt.savefig(name)\n", - " plt.show()\n", - "\n", - "#plot_accuracy(\"accuracy_graph_1.png\", ylim=[0.84,1.01])" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "# Kurve der Loss-Function des Modells mit Trainings- und Testdaten\n", - "def plot_loss(name, ylim=[-0.5,1]):\n", - " plt.plot(history.history['loss'])\n", - " plt.plot(history.history['val_loss'])\n", - " plt.title('model loss')\n", - " plt.ylabel('loss')\n", - " plt.xlabel('epoch')\n", - " plt.ylim(ylim[0],ylim[1])\n", - " plt.legend(['training', 'validation'], loc='upper left')\n", - " plt.savefig(name)\n", - " plt.show()\n", - " \n", - "#plot_loss(\"loss_graph_1.png\", ylim=[-0.05,0.6])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**6. Netzwerk Vorhersagen treffen lassen**" - ] - }, - { - "cell_type": "code", - "execution_count": 113, - "metadata": {}, - "outputs": [], - "source": [ - "predictions = model.predict(x=test_samples)" - ] - }, - { - "cell_type": "code", - "execution_count": 114, - "metadata": {}, - "outputs": [ - { - "ename": "AttributeError", - "evalue": "'numpy.ndarray' object has no attribute 'history'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m<ipython-input-114-e048c588e44d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpredictions\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhistory\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'loss'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpredictions\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhistory\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'val_loss'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'model loss'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'loss'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'epoch'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mAttributeError\u001b[0m: 'numpy.ndarray' object has no attribute 'history'" - ] - } - ], - "source": [ - "plt.plot(predictions.history['loss'])\n", - "plt.plot(predictions.history['val_loss'])\n", - "plt.title('model loss')\n", - "plt.ylabel('loss')\n", - "plt.xlabel('epoch')\n", - "plt.legend(['training', 'validation'], loc='upper left')\n", - "plt.show()\n", - "plt.savefig(\"loss_graph.png\")" - ] - }, - { - "cell_type": "code", - "execution_count": 115, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[3.2455397e-20 1.4056726e-21 1.9255799e-16 2.3833521e-10 1.2416571e-28\n", - " 5.4622259e-16 8.1585863e-31 1.0000000e+00 1.5889064e-17 1.2510513e-14]\n", - "[2.0319301e-19 4.6017795e-12 1.0000000e+00 3.3893924e-13 5.3651086e-37\n", - " 2.1551869e-19 3.8848974e-17 1.5191416e-35 2.6134015e-20 1.4432343e-29]\n", - "[7.1188118e-13 9.9999988e-01 4.0596271e-10 4.9281565e-11 3.2484245e-13\n", - " 2.7917923e-11 1.9715746e-12 5.0747329e-10 7.6936068e-08 3.2423706e-13]\n", - 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" 3.2067095e-22 1.8873093e-20 3.7976248e-14 1.9693309e-12 1.1194414e-10]\n", - "[9.8551046e-17 1.2800826e-24 1.1249943e-24 1.3897593e-18 5.6743819e-23\n", - " 1.0000000e+00 8.1801831e-16 3.2080560e-14 3.5883928e-11 2.1575423e-24]\n", - "[8.9758109e-17 1.5502717e-16 2.3637989e-14 8.7421236e-20 2.7578544e-13\n", - " 4.8998795e-11 1.0000000e+00 3.4264351e-25 1.0624598e-19 1.0240299e-24]\n" - ] - } - ], - "source": [ - "for i in predictions:\n", - " print(i)" - ] - }, - { - "cell_type": "code", - "execution_count": 116, - "metadata": {}, - "outputs": [], - "source": [ - "rounded_predictions = np.argmax(predictions, axis=-1)" - ] - }, - { - "cell_type": "code", - "execution_count": 117, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7\n", - "2\n", - "1\n", - "0\n", - "4\n", - "1\n", - "4\n", - "9\n", - "5\n", - "9\n", - "0\n", - "6\n", - "9\n", - "0\n", - "1\n", - "5\n", - "9\n", - "7\n", - "8\n", - "4\n", - "9\n", - "6\n", - "6\n", - "5\n", - 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"6\n", - "4\n", - "1\n", - "7\n", - "2\n", - "6\n", - "6\n", - "0\n", - "1\n", - "2\n", - "3\n", - "4\n", - "5\n", - "6\n", - "7\n", - "8\n", - "9\n", - "0\n", - "1\n", - "2\n", - "3\n", - "4\n", - "5\n", - "6\n" - ] - } - ], - "source": [ - "for i in rounded_predictions:\n", - " print(i)" - ] - }, - { - "cell_type": "code", - "execution_count": 118, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.976" - ] - }, - "execution_count": 118, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Treffergenauigkeit anzeigen lassen:\n", - "accuracy = Accuracy()\n", - "accuracy.update_state(y_true=test_labels, y_pred=rounded_predictions)\n", - "accuracy.result().numpy()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**7. Erstellung einer Confusion Matrix (Datenauswertung)**" - ] - }, - { - "cell_type": "code", - "execution_count": 119, - "metadata": {}, - "outputs": [], - "source": [ - "#%matplotlib inline\n", - "from sklearn.metrics import confusion_matrix\n", - "# import itertools" - ] - }, - { - "cell_type": "code", - "execution_count": 120, - "metadata": {}, - "outputs": [], - "source": [ - "cm = confusion_matrix(y_true=test_labels, y_pred=rounded_predictions)" - ] - }, - { - "cell_type": "code", - "execution_count": 121, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_confusion_matrix(cm, classes,\n", - " normalize=False,\n", - " title='Confusion Matrix',\n", - " cmap=plt.cm.Blues):\n", - " \"\"\"\n", - " Diese Funktion printet und plottet die Confusion Matrix\n", - " \"\"\"\n", - " plt.imshow(cm, interpolation='nearest', cmap=cmap)\n", - " plt.title(title)\n", - " plt.colorbar()\n", - " tick_marks = np.arange(len(classes))\n", - " plt.xticks(tick_marks, classes, rotation=45)\n", - " plt.yticks(tick_marks, classes)\n", - " \n", - " if normalize:\n", - " cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n", - " print(\"Normierte Confusion Matrix\")\n", - " else:\n", - " print(\"Confusion Matrix ohne Normierung\")\n", - " \n", - " print(cm)\n", - " \n", - " thresh = cm.max() / 2\n", - " for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n", - " plt.text(j, i, cm[i, j],\n", - " horizontalalignment=\"center\",\n", - " color=\"white\" if cm[i, j] > thresh else \"black\")\n", - " \n", - " plt.tight_layout()\n", - " plt.ylabel('True label')\n", - " plt.xlabel('Predicted label')" - ] - }, - { - "cell_type": "code", - "execution_count": 122, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Confusion Matrix ohne Normierung\n", - "[[ 974 0 0 0 0 0 1 2 2 1]\n", - " [ 0 1118 4 1 0 0 2 1 8 1]\n", - " [ 6 1 1007 0 2 0 2 7 7 0]\n", - " [ 0 0 2 988 0 5 2 6 4 3]\n", - " [ 1 1 3 1 961 0 4 2 2 7]\n", - " [ 3 0 0 14 0 861 3 2 8 1]\n", - " [ 5 2 2 2 5 7 933 0 2 0]\n", - " [ 2 4 7 8 3 0 0 999 1 4]\n", - " [ 2 1 2 8 3 2 0 6 945 5]\n", - " [ 2 3 0 8 8 3 0 4 7 974]]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "cm_plot_labels = range(10)\n", - "plot_confusion_matrix(cm=cm, classes=cm_plot_labels, title='Confusion Matrix', normalize=False)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**8. Netzwerke Speichern und Laden**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**1) Mit der model.save() Funktion**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Die save Funktion speichert:\n", - " - Die Struktur des Modells\n", - " - Die Gewichte des Modells\n", - " - Die Trainings Konfigurationen (loss, optimizer)\n", - " - Den Status des Optimizers, dadurch kann das Training direkt am Abbruchspunkt fortgesetzt werden" - ] - }, - { - "cell_type": "code", - "execution_count": 123, - "metadata": {}, - "outputs": [], - "source": [ - "model.save('digit_recognizer_model.h5')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Nun kann das Modell inklusive Gewichten unter einem anderen Namen neu geladen werden." - ] - }, - { - "cell_type": "code", - "execution_count": 125, - "metadata": {}, - "outputs": [], - "source": [ - "from tensorflow.keras.models import load_model\n", - "model1 = load_model('digit_recognizer_model.h5')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**2) Mit der model.to_json() Funktion**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Speichert nur die Modell Architektur, aber keine Gewichte." - ] - }, - { - "cell_type": "code", - "execution_count": 130, - "metadata": {}, - "outputs": [], - "source": [ - "json_string = model.to_json()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Nun kann ein neues Modell mit der selben Architektur erstellt werden." - ] - }, - { - "cell_type": "code", - "execution_count": 131, - "metadata": {}, - "outputs": [], - "source": [ - "from tensorflow.keras.models import model_from_json\n", - "model2 = model_from_json(json_string)" - ] - }, - { - "cell_type": "code", - "execution_count": 132, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential_6\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "flatten_6 (Flatten) (None, 784) 0 \n", - "_________________________________________________________________\n", - "dense_11 (Dense) (None, 128) 100480 \n", - "_________________________________________________________________\n", - "dense_12 (Dense) (None, 10) 1290 \n", - "=================================================================\n", - "Total params: 101,770\n", - "Trainable params: 101,770\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], - "source": [ - "model2.summary()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**3) Mit der model.save_weights() Funktion**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Speichert nur die Gewichte von des Modells." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "model.save_weights('my_weights.h5')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Das Netzwerk muss neu erstellt werden." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "model3 = Sequential([\n", - " Flatten(),\n", - " Dense(units=128, activation='relu'),\n", - " Dense(units=10, activation='softmax')\n", - "])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Dann können die alten Gewichte geladen werden." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "model3.load_weights('my_weights.h5')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**9. Verwendung der Convolutional Layer:**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Für die Verwendung der **Conv2D-Layer** müssen die Trainings- und Test-Daten in die Form **(28,28,1)** gebracht werden. Die dritte Dimension stellt dabei die Farbwerte dar. Da der MNIST Datensatz mit Schwarzwerten auskommt, wird hier nur ein Wert benötigt. Bei Bildern der Größe 28x28 mit RGB Farbwerten müssten die Daten in die Form (28,28,3) gebracht werden." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "# OPTIONAL: MNIST Daten neu laden\n", - "(train_samples, train_labels), (test_samples, test_labels) = mnist.load_data()\n", - "train_samples = tf.keras.utils.normalize(train_samples, axis=1)\n", - "test_samples = tf.keras.utils.normalize(test_samples, axis=1)\n", - "\n", - "# Input_shape festlegen\n", - "input_shape = (28, 28, 1)\n", - "\n", - "# Daten in dreidimensionale Form bringen\n", - "train_samples = train_samples.reshape(len(train_samples), input_shape[0], input_shape[1], input_shape[2])\n", - "test_samples = test_samples.reshape(len(test_samples), input_shape[0], input_shape[1], input_shape[2])" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(60000, 28, 28, 1)\n" - ] - } - ], - "source": [ - "print(train_samples.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "model = Sequential([\n", - " Conv2D(filters=32, kernel_size=(3,3), activation='relu', input_shape=(28,28,1)), # stride\n", - " Conv2D(filters=64, kernel_size=(3,3), activation='relu'),\n", - " MaxPool2D(pool_size=(2,2)),\n", - " Dropout(0.25),\n", - " Flatten(),\n", - " Dense(units=128, activation='relu'), # Droput, weniger neuronen\n", - " Dropout(0.5),\n", - " Dense(units=10, activation='softmax')\n", - "])" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "conv2d (Conv2D) (None, 26, 26, 32) 320 \n", - "_________________________________________________________________\n", - "conv2d_1 (Conv2D) (None, 24, 24, 64) 18496 \n", - "_________________________________________________________________\n", - "max_pooling2d (MaxPooling2D) (None, 12, 12, 64) 0 \n", - "_________________________________________________________________\n", - "dropout (Dropout) (None, 12, 12, 64) 0 \n", - "_________________________________________________________________\n", - "flatten (Flatten) (None, 9216) 0 \n", - "_________________________________________________________________\n", - "dense (Dense) (None, 128) 1179776 \n", - "_________________________________________________________________\n", - "dropout_1 (Dropout) (None, 128) 0 \n", - "_________________________________________________________________\n", - "dense_1 (Dense) (None, 10) 1290 \n", - "=================================================================\n", - "Total params: 1,199,882\n", - "Trainable params: 1,199,882\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], - "source": [ - "model.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "#from keras.optimizers import Adadelta\n", - "\n", - "model.compile(optimizer=keras.optimizers.Adadelta(learning_rate=0.1),\n", - " loss='sparse_categorical_crossentropy',\n", - " metrics=['accuracy'])" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/20\n", - "469/469 [==============================] - 40s 84ms/step - loss: 0.7240 - accuracy: 0.7853 - val_loss: 0.2441 - val_accuracy: 0.9251\n", - "Epoch 2/20\n", - "469/469 [==============================] - 38s 80ms/step - loss: 0.3312 - accuracy: 0.9002 - val_loss: 0.1899 - val_accuracy: 0.9420\n", - "Epoch 3/20\n", - "469/469 [==============================] - 38s 80ms/step - loss: 0.2761 - accuracy: 0.9180 - val_loss: 0.1575 - val_accuracy: 0.9531\n", - "Epoch 4/20\n", - "469/469 [==============================] - 39s 84ms/step - loss: 0.2363 - accuracy: 0.9299 - val_loss: 0.1340 - val_accuracy: 0.9590\n", - "Epoch 5/20\n", - "469/469 [==============================] - 40s 86ms/step - loss: 0.2091 - accuracy: 0.9381 - val_loss: 0.1174 - val_accuracy: 0.9659\n", - "Epoch 6/20\n", - "469/469 [==============================] - 40s 85ms/step - loss: 0.1821 - accuracy: 0.9455 - val_loss: 0.1001 - val_accuracy: 0.9705\n", - "Epoch 7/20\n", - "469/469 [==============================] - 40s 84ms/step - loss: 0.1600 - accuracy: 0.9531 - val_loss: 0.0893 - val_accuracy: 0.9729\n", - "Epoch 8/20\n", - "469/469 [==============================] - 38s 82ms/step - loss: 0.1461 - accuracy: 0.9575 - val_loss: 0.0805 - val_accuracy: 0.9759\n", - "Epoch 9/20\n", - "469/469 [==============================] - 39s 84ms/step - loss: 0.1281 - accuracy: 0.9618 - val_loss: 0.0749 - val_accuracy: 0.9770\n", - "Epoch 10/20\n", - "469/469 [==============================] - 38s 82ms/step - loss: 0.1203 - accuracy: 0.9636 - val_loss: 0.0673 - val_accuracy: 0.9799\n", - "Epoch 11/20\n", - "469/469 [==============================] - 38s 81ms/step - loss: 0.1103 - accuracy: 0.9672 - val_loss: 0.0608 - val_accuracy: 0.9806\n", - "Epoch 12/20\n", - "469/469 [==============================] - 39s 84ms/step - loss: 0.1021 - accuracy: 0.9692 - val_loss: 0.0583 - val_accuracy: 0.9817\n", - "Epoch 13/20\n", - "469/469 [==============================] - 38s 81ms/step - loss: 0.0991 - accuracy: 0.9699 - val_loss: 0.0573 - val_accuracy: 0.9814\n", - "Epoch 14/20\n", - "469/469 [==============================] - 38s 81ms/step - loss: 0.0940 - accuracy: 0.9720 - val_loss: 0.0547 - val_accuracy: 0.9831\n", - "Epoch 15/20\n", - "469/469 [==============================] - 38s 81ms/step - loss: 0.0879 - accuracy: 0.9738 - val_loss: 0.0528 - val_accuracy: 0.9831\n", - "Epoch 16/20\n", - "469/469 [==============================] - 39s 82ms/step - loss: 0.0854 - accuracy: 0.9744 - val_loss: 0.0509 - val_accuracy: 0.9835\n", - "Epoch 17/20\n", - "469/469 [==============================] - 38s 80ms/step - loss: 0.0828 - accuracy: 0.9751 - val_loss: 0.0492 - val_accuracy: 0.9839\n", - "Epoch 18/20\n", - "469/469 [==============================] - 38s 82ms/step - loss: 0.0787 - accuracy: 0.9772 - val_loss: 0.0493 - val_accuracy: 0.9836\n", - "Epoch 19/20\n", - "469/469 [==============================] - 38s 81ms/step - loss: 0.0760 - accuracy: 0.9773 - val_loss: 0.0465 - val_accuracy: 0.9851\n", - "Epoch 20/20\n", - "469/469 [==============================] - 38s 82ms/step - loss: 0.0748 - accuracy: 0.9778 - val_loss: 0.0464 - val_accuracy: 0.9852\n" - ] - } - ], - "source": [ - "history = model.fit(train_samples, train_labels, epochs=20, validation_data=(test_samples,test_labels), shuffle=True, batch_size=128)\n", - "model.save('digit_recognizer_model_conv.h5')" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_accuracy(\"accuracy_graph_6.png\")\n", - "plot_loss(\"loss_graph_6.png\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "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": "3.8.5" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/.ipynb_checkpoints/download_fits-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/download_fits-checkpoint.ipynb deleted file mode 100644 index 1c24e67be460e1e85c405208663c01655ac6c965..0000000000000000000000000000000000000000 --- a/notebooks/.ipynb_checkpoints/download_fits-checkpoint.ipynb +++ /dev/null @@ -1,169 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\Josh\\anaconda3\\lib\\site-packages\\astroquery\\sdss\\core.py:862: VisibleDeprecationWarning: Reading unicode strings without specifying the encoding argument is deprecated. Set the encoding, use None for the system default.\n", - " arr = np.atleast_1d(np.genfromtxt(io.BytesIO(response.content),\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "import sys\n", - "import os\n", - "import subprocess\n", - "import astropy.io.fits as pyfits\n", - "\n", - "sdss_path = 'https://data.sdss.org/sas/dr16/sdss/spectro/redux/26/spectra/'\n", - "boss_path = 'https://data.sdss3.org/sas/dr12/boss/spectro/redux/v5_7_0/spectra/'\n", - "\n", - "from astroquery.sdss import SDSS\n", - "from astropy.coordinates import SkyCoord # High-level coordinates\n", - "from astropy.coordinates import ICRS\n", - "import astropy.units as u\n", - "import requests\n", - "\n", - "class_names = ['star','galaxy', 'QSO', 'AGN'] \n", - "## Queries für star, galaxy, quasar und AGN\n", - "\n", - "query1 = \"SELECT top 1100 plate, mjd, min(fiberid) as fiberid, class FROM SpecObj WHERE class = 'star' GROUP BY plate, mjd, class ORDER BY plate, mjd, class\"\n", - "query2 = \"SELECT top 1100 plate, mjd, min(fiberid) as fiberid, class FROM SpecObj WHERE class = 'galaxy' AND subClass != 'AGN' GROUP BY plate, mjd, class ORDER BY plate, mjd, class\"\n", - "query3 = \"SELECT top 1100 plate, mjd, min(fiberid) as fiberid, class FROM SpecObj WHERE class = 'QSO' AND subClass != 'AGN' GROUP BY plate, mjd, class ORDER BY plate, mjd, class\"\n", - "query4 = \"SELECT top 1100 plate, mjd, min(fiberid) as fiberid, class FROM SpecObj WHERE subClass = 'AGN' GROUP BY plate, mjd, class ORDER BY plate, mjd, class\"\n", - "\n", - "\n", - "queries = [query1, query2, query3, query4]\n", - "\n", - "for i in range(4):\n", - "\n", - " sdss = SDSS.query_sql(queries[i])\n", - "\n", - " speclist = open('speclist.txt', 'w')\n", - "\n", - " for plate, mjd, fiberid in zip(sdss['plate'],sdss['mjd'],sdss['fiberid']):\n", - "\n", - " speclist.write(\"%04d/spec-%04d-%d-%04d.fits \\n\" %(plate, plate, mjd, fiberid))\n", - "\n", - " speclist.close()\n", - "\n", - " with open('speclist.txt', 'r') as f:\n", - "\n", - " names = f.readlines()\n", - "\n", - " for item in names:\n", - "\n", - " name = item[:-2]\n", - " url = sdss_path + name\n", - " r = requests.get(url)\n", - "\n", - " target_file = 'F:\\data\\spectral_fits\\\\' + class_names[i] + '\\\\' + name[5:]\n", - "\n", - " with open(target_file,'wb') as f:\n", - "\n", - " f.write(r.content)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "import wget" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "ename": "URLError", - "evalue": "<urlopen error [WinError 10061] Es konnte keine Verbindung hergestellt werden, da der Zielcomputer die Verbindung verweigerte>", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mConnectionRefusedError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m~\\anaconda3\\lib\\urllib\\request.py\u001b[0m in \u001b[0;36mdo_open\u001b[1;34m(self, http_class, req, **http_conn_args)\u001b[0m\n\u001b[0;32m 1349\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1350\u001b[1;33m h.request(req.get_method(), req.selector, req.data, headers,\n\u001b[0m\u001b[0;32m 1351\u001b[0m encode_chunked=req.has_header('Transfer-encoding'))\n", - "\u001b[1;32m~\\anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36mrequest\u001b[1;34m(self, method, url, body, headers, encode_chunked)\u001b[0m\n\u001b[0;32m 1254\u001b[0m \u001b[1;34m\"\"\"Send a complete request to the server.\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1255\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_send_request\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m 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"\u001b[1;32m~\\anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36m_send_output\u001b[1;34m(self, message_body, encode_chunked)\u001b[0m\n\u001b[0;32m 1009\u001b[0m \u001b[1;32mdel\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_buffer\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1010\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1011\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36msend\u001b[1;34m(self, data)\u001b[0m\n\u001b[0;32m 949\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mauto_open\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 950\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconnect\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 951\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36mconnect\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 1416\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1417\u001b[1;33m \u001b[0msuper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconnect\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1418\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36mconnect\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 920\u001b[0m \u001b[1;34m\"\"\"Connect to the host and port specified in __init__.\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 921\u001b[1;33m self.sock = self._create_connection(\n\u001b[0m\u001b[0;32m 922\u001b[0m (self.host,self.port), self.timeout, self.source_address)\n", - "\u001b[1;32m~\\anaconda3\\lib\\socket.py\u001b[0m in \u001b[0;36mcreate_connection\u001b[1;34m(address, timeout, source_address)\u001b[0m\n\u001b[0;32m 807\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 808\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 809\u001b[0m \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\anaconda3\\lib\\socket.py\u001b[0m in \u001b[0;36mcreate_connection\u001b[1;34m(address, timeout, source_address)\u001b[0m\n\u001b[0;32m 795\u001b[0m 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541\u001b[0m \u001b[0mprotocol\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mreq\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 542\u001b[1;33m result = self._call_chain(self.handle_open, protocol, protocol +\n\u001b[0m\u001b[0;32m 543\u001b[0m '_open', req)\n\u001b[0;32m 544\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\anaconda3\\lib\\urllib\\request.py\u001b[0m in \u001b[0;36m_call_chain\u001b[1;34m(self, chain, kind, meth_name, *args)\u001b[0m\n\u001b[0;32m 500\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mhandler\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mhandlers\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 501\u001b[0m \u001b[0mfunc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhandler\u001b[0m\u001b[1;33m,\u001b[0m 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\u001b[0mURLError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0merr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1354\u001b[0m \u001b[0mr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mh\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetresponse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1355\u001b[0m \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mURLError\u001b[0m: <urlopen error [WinError 10061] Es konnte keine Verbindung hergestellt werden, da der Zielcomputer die Verbindung verweigerte>" - ] - } - ], - "source": [ - "url = ''\n", - "test_name = wget.download(url)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "import requests\n", - "url = \"https://data.sdss.org/sas/dr16/eboss/spectro/redux/v5_13_0/platelist.fits\"\n", - "r = requests.get(url)\n", - "\n", - "with open(\"platelist.fits\",'wb') as f:\n", - " f.write(r.content)\n", - " \n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "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": "3.8.5" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/.ipynb_checkpoints/open_fits-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/open_fits-checkpoint.ipynb deleted file mode 100644 index 76990feb36ab3ed4906f05fd8bf318b07bd23d71..0000000000000000000000000000000000000000 --- a/notebooks/.ipynb_checkpoints/open_fits-checkpoint.ipynb +++ /dev/null @@ -1,206 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Module importieren**" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "from astropy.io import fits\n", - "import matplotlib.pyplot as plt\n", - "from astropy.wcs import WCS\n", - "import os" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**fits-Datei öffnen**" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [], - "source": [ - "file = fits.open('F:\\data\\spectral_fits\\star\\spec-0268-51633-0017.fits')" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "XTENSION= 'BINTABLE' / binary table extension BITPIX = 8 / array data type NAXIS = 2 / number of array dimensions NAXIS1 = 32 / length of dimension 1 NAXIS2 = 3837 / length of dimension 2 PCOUNT = 0 / number of group parameters GCOUNT = 1 / number of groups TFIELDS = 8 / number of table fields TTYPE1 = 'flux ' TFORM1 = 'E ' TTYPE2 = 'loglam ' TFORM2 = 'E ' TTYPE3 = 'ivar ' TFORM3 = 'E ' TTYPE4 = 'and_mask' TFORM4 = 'J ' TTYPE5 = 'or_mask ' TFORM5 = 'J ' TTYPE6 = 'wdisp ' TFORM6 = 'E ' TTYPE7 = 'sky ' TFORM7 = 'E ' TTYPE8 = 'model ' TFORM8 = 'E ' EXTNAME = 'COADD ' COMMENT Coadded spectrum END \n", - "[(71.478714, 3.5809, 0.03336568, 0, 0, 1.292561 , 8.726186, 79.04398 )\n", - " (80.30267 , 3.581 , 0.03244727, 0, 0, 1.2922347 , 8.433188, 82.89607 )\n", - " (79.398735, 3.5811, 0.03250702, 0, 0, 1.2919084 , 8.177782, 89.41042 )\n", - " ...\n", - " (27.752916, 3.9643, 0.3917099 , 0, 0, 0.86458033, 5.93261 , 13.605478 )\n", - " (27.760117, 3.9644, 0.39414373, 0, 0, 0.8643193 , 6.563294, -2.9223957)\n", - " (27.06409 , 3.9645, 0.3415722 , 0, 67108864, 0.8640576 , 7.232611, -5.7244315)]\n" - ] - } - ], - "source": [ - "header = file[1].header\n", - "print(header)\n", - "data = file[1].data\n", - "print(data)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Plot erstellen**" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [], - "source": [ - "flux = data['flux']\n", - "wavelength = 10**data['loglam']" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [], - "source": [ - "file.close()" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(wavelength, flux) \n", - "plt.xlabel('wavelength(Å)') \n", - "plt.ylabel('flux (10-17 ergs/s/cm2/Å)') \n", - "plt.grid(True) " - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3837\n", - "[3809.7805 3810.659 3811.5356 ... 9210.8545 9212.979 9215.098 ]\n" - ] - } - ], - "source": [ - "print(len(wavelength))\n", - "print(wavelength)" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "212\n", - "3734\n", - "4000.3674\n", - "8999.12\n", - "[4000.3674 4001.29 4002.2104 ... 8994.976 8997.045 8999.12 ]\n", - "3522\n" - ] - } - ], - "source": [ - "for i in range(len(wavelength)):\n", - " if wavelength[i]>4000:\n", - " first_index = i\n", - " break\n", - " \n", - "for i in range(len(wavelength)):\n", - " if wavelength[i]>9000:\n", - " last_index = i\n", - " break\n", - " \n", - "print(first_index)\n", - "print(last_index)\n", - "\n", - "wavelength = wavelength[first_index:last_index]\n", - "print(wavelength[0])\n", - "print(wavelength[-1])\n", - "print(wavelength)\n", - "print(len(wavelength))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "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": "3.8.5" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/.ipynb_checkpoints/simple_neural_network-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/simple_neural_network-checkpoint.ipynb deleted file mode 100644 index 8c4d74f8d85d64cd684c64414f712271a20491b6..0000000000000000000000000000000000000000 --- a/notebooks/.ipynb_checkpoints/simple_neural_network-checkpoint.ipynb +++ /dev/null @@ -1,6119 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# Importieren der benötigten Module\n", - "import numpy as np\n", - "from random import randint\n", - "from sklearn.utils import shuffle\n", - "from sklearn.preprocessing import MinMaxScaler" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Datenvorbereitung**" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "train_labels = []\n", - "train_samples = []" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Bei 1000 Personen wird ein neues Medikament getestet. 50% der Personen sind über 65 Jahre alt bzw. jünger als 65 Jahre alt. 95% der über 65 Jahre alten Personen haben Nebenwirkungen. 5% der jünger als 65 Jahre alten Personen haben Nebenwirkungen." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "for i in range(50):\n", - " # 5% der jungen Personen mit Nebenwirkungen\n", - " random_younger = randint(13,64)\n", - " train_samples.append(random_younger)\n", - " train_labels.append(1)\n", - " # 5% der alten Personen ohne Nebenwirkungen\n", - " random_older = randint(65,100)\n", - " train_samples.append(random_older)\n", - " train_labels.append(0)\n", - " \n", - "for i in range(950):\n", - " # 95% der jungen Personen ohne Nebenwirkungen\n", - " random_younger = randint(13,64)\n", - " train_samples.append(random_younger)\n", - " train_labels.append(0)\n", - " # 95% der alten Personen mit Nebenwirkungen\n", - " random_older = randint(65,100)\n", - " train_samples.append(random_older)\n", - " train_labels.append(1)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2000\n" - ] - } - ], - "source": [ - "print(len(train_samples))" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "29\n", - "97\n", - "20\n", - "79\n", - "42\n", - "73\n", - "64\n", - "87\n", - "28\n", - "95\n", - "64\n", - "68\n", - "46\n", - "88\n", - "28\n", - "95\n", - "63\n", - "88\n", - "39\n", - "74\n", - "45\n", - "90\n", - "51\n", - "84\n", - "42\n", - "68\n", - "32\n", - "70\n", - "27\n", - "97\n", - "57\n", - "92\n", - "59\n", - "71\n", - "17\n", - "77\n", - "43\n", - "73\n", - "27\n", - "88\n", - "23\n", - "65\n", - "17\n", - "77\n", - "36\n", - "96\n", - "16\n", - "75\n", - "30\n", - "83\n", - "63\n", - "83\n", - "16\n", 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gemischt.\n", - "train_labels = np.array(train_labels)\n", - "train_samples = np.array(train_samples)\n", - "train_labels, train_samples = shuffle(train_labels, train_samples)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "# Daten werden zu Werten zwischen 0 und 1 skaliert\n", - "scaler = MinMaxScaler(feature_range=(0,1))\n", - "scaled_train_samples = scaler.fit_transform(train_samples.reshape(-1,1))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Erstellung des NN**" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "# Tensorflow Module importieren\n", - "import tensorflow as tf\n", - "from tensorflow import keras\n", - "from tensorflow.keras.models import Sequential\n", - "from tensorflow.keras.layers import Activation, Dense\n", - "from tensorflow.keras.optimizers import Adam\n", - "from tensorflow.keras.metrics import categorical_crossentropy" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Num GPUs available: 0\n" - ] - } - ], - "source": [ - "# Lässt die Berechnungen auf der GPU laufen\n", - "physical_devices = tf.config.experimental.list_physical_devices('GPU')\n", - "print(\"Num GPUs available:\", len(physical_devices))\n", - "# tf.config.experimental.set_memory_growth(physical_devices[0], True)\n", - "\n", - "#Nachlesen, Nummer der genutzten CPUs ausgeben lassen." - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [], - "source": [ - "# Neural Network mit 2 hidden layers erstellen\n", - "model = Sequential([\n", - " Dense(units=128, input_shape=(1,), activation='relu'),\n", - " Dense(units=2, activation='softmax') \n", - "])" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential_2\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "dense_6 (Dense) (None, 16) 32 \n", - "_________________________________________________________________\n", - "dense_7 (Dense) (None, 32) 544 \n", - "_________________________________________________________________\n", - "dense_8 (Dense) (None, 2) 66 \n", - "=================================================================\n", - "Total params: 642\n", - "Trainable params: 642\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], - "source": [ - "model.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [], - "source": [ - "# Erstellung des Modells mit lr und loss_function\n", - "model.compile(optimizer=Adam(learning_rate=0.0001), loss='sparse_categorical_crossentropy', metrics=['accuracy'])" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/30\n", - "180/180 - 1s - loss: 0.6968 - accuracy: 0.5389 - val_loss: 0.6892 - val_accuracy: 0.6650\n", - "Epoch 2/30\n", - "180/180 - 0s - loss: 0.6768 - accuracy: 0.7528 - val_loss: 0.6647 - val_accuracy: 0.8250\n", - "Epoch 3/30\n", - "180/180 - 0s - loss: 0.6527 - accuracy: 0.8267 - val_loss: 0.6427 - val_accuracy: 0.7950\n", - "Epoch 4/30\n", - "180/180 - 0s - loss: 0.6282 - accuracy: 0.8306 - val_loss: 0.6167 - val_accuracy: 0.7850\n", - "Epoch 5/30\n", - "180/180 - 0s - loss: 0.6002 - accuracy: 0.8339 - val_loss: 0.5896 - val_accuracy: 0.8250\n", - "Epoch 6/30\n", - "180/180 - 0s - loss: 0.5705 - accuracy: 0.8528 - val_loss: 0.5627 - val_accuracy: 0.8300\n", - "Epoch 7/30\n", - "180/180 - 0s - loss: 0.5420 - accuracy: 0.8639 - val_loss: 0.5367 - val_accuracy: 0.8300\n", - "Epoch 8/30\n", - "180/180 - 0s - loss: 0.5137 - accuracy: 0.8672 - val_loss: 0.5116 - val_accuracy: 0.8400\n", - "Epoch 9/30\n", - "180/180 - 0s - loss: 0.4862 - accuracy: 0.8739 - val_loss: 0.4879 - val_accuracy: 0.8550\n", - "Epoch 10/30\n", - "180/180 - 0s - loss: 0.4604 - accuracy: 0.8783 - val_loss: 0.4666 - val_accuracy: 0.8650\n", - "Epoch 11/30\n", - "180/180 - 0s - loss: 0.4367 - accuracy: 0.8822 - val_loss: 0.4475 - val_accuracy: 0.8850\n", - "Epoch 12/30\n", - "180/180 - 0s - loss: 0.4150 - accuracy: 0.8856 - val_loss: 0.4307 - val_accuracy: 0.8850\n", - "Epoch 13/30\n", - "180/180 - 0s - loss: 0.3955 - accuracy: 0.9033 - val_loss: 0.4148 - val_accuracy: 0.8850\n", - "Epoch 14/30\n", - "180/180 - 0s - loss: 0.3783 - accuracy: 0.9022 - val_loss: 0.4023 - val_accuracy: 0.8950\n", - "Epoch 15/30\n", - "180/180 - 0s - loss: 0.3630 - accuracy: 0.9100 - val_loss: 0.3907 - val_accuracy: 0.8950\n", - "Epoch 16/30\n", - "180/180 - 0s - loss: 0.3497 - accuracy: 0.9122 - val_loss: 0.3811 - val_accuracy: 0.8950\n", - "Epoch 17/30\n", - "180/180 - 0s - loss: 0.3381 - accuracy: 0.9189 - val_loss: 0.3731 - val_accuracy: 0.9050\n", - "Epoch 18/30\n", - "180/180 - 0s - loss: 0.3280 - accuracy: 0.9139 - val_loss: 0.3665 - val_accuracy: 0.9050\n", - "Epoch 19/30\n", - "180/180 - 0s - loss: 0.3193 - accuracy: 0.9228 - val_loss: 0.3606 - val_accuracy: 0.9050\n", - "Epoch 20/30\n", - "180/180 - 0s - loss: 0.3119 - accuracy: 0.9233 - val_loss: 0.3563 - val_accuracy: 0.9100\n", - "Epoch 21/30\n", - "180/180 - 0s - loss: 0.3054 - accuracy: 0.9272 - val_loss: 0.3521 - val_accuracy: 0.9100\n", - "Epoch 22/30\n", - "180/180 - 0s - loss: 0.2996 - accuracy: 0.9289 - val_loss: 0.3483 - val_accuracy: 0.9100\n", - "Epoch 23/30\n", - "180/180 - 0s - loss: 0.2947 - accuracy: 0.9283 - val_loss: 0.3455 - val_accuracy: 0.9100\n", - "Epoch 24/30\n", - "180/180 - 0s - loss: 0.2904 - accuracy: 0.9283 - val_loss: 0.3430 - val_accuracy: 0.9100\n", - "Epoch 25/30\n", - "180/180 - 0s - loss: 0.2864 - accuracy: 0.9306 - val_loss: 0.3410 - val_accuracy: 0.9200\n", - "Epoch 26/30\n", - "180/180 - 0s - loss: 0.2829 - accuracy: 0.9294 - val_loss: 0.3390 - val_accuracy: 0.9200\n", - "Epoch 27/30\n", - "180/180 - 0s - loss: 0.2798 - accuracy: 0.9372 - val_loss: 0.3369 - val_accuracy: 0.9100\n", - "Epoch 28/30\n", - "180/180 - 0s - loss: 0.2771 - accuracy: 0.9356 - val_loss: 0.3351 - val_accuracy: 0.9200\n", - "Epoch 29/30\n", - "180/180 - 0s - loss: 0.2746 - accuracy: 0.9344 - val_loss: 0.3336 - val_accuracy: 0.9200\n", - "Epoch 30/30\n", - "180/180 - 0s - loss: 0.2722 - accuracy: 0.9367 - val_loss: 0.3321 - val_accuracy: 0.9100\n" - ] - }, - { - "data": { - "text/plain": [ - "<tensorflow.python.keras.callbacks.History at 0x25697b4b5e0>" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Trainieren des NN \n", - "model.fit(x=scaled_train_samples, y=train_labels, validation_split=0.1, batch_size=10, epochs=30, shuffle=True, verbose=2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Vorbereitung der Testdaten**" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "test_labels = []\n", - "test_samples = []" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "for i in range(10):\n", - " # 5% der jungen Personen mit Nebenwirkungen\n", - " random_younger = randint(13,64)\n", - " test_samples.append(random_younger)\n", - " test_labels.append(1)\n", - " # 5% der alten Personen ohne Nebenwirkungen\n", - " random_older = randint(65,100)\n", - " test_samples.append(random_older)\n", - " test_labels.append(0)\n", - " \n", - "for i in range(190):\n", - " # 95% der jungen Personen ohne Nebenwirkungen\n", - " random_younger = randint(13,64)\n", - " test_samples.append(random_younger)\n", - " test_labels.append(0)\n", - " # 95% der alten Personen mit Nebenwirkungen\n", - " random_older = randint(65,100)\n", - " test_samples.append(random_older)\n", - " test_labels.append(1)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "test_labels = np.array(test_labels)\n", - "test_samples = np.array(test_samples)\n", - "test_labels, test_samples = shuffle(test_labels, test_samples)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "scaled_test_samples = scaler.fit_transform(test_samples.reshape(-1,1))" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(400, 1)\n" - ] - } - ], - "source": [ - "print(scaled_test_samples.shape)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Vorhersagen**" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "predictions = model.predict(x=scaled_test_samples, batch_size=10, verbose=0)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.04775628 0.9522437 ]\n", - "[0.05046437 0.9495356 ]\n", - "[0.4124253 0.58757466]\n", - "[0.9601707 0.03982932]\n", - "[0.9599606 0.04003935]\n", - "[0.92525196 0.07474811]\n", - "[0.61054915 0.38945082]\n", - "[0.18214165 0.81785834]\n", - "[0.23911868 0.76088136]\n", - "[0.18214165 0.81785834]\n", - "[0.959908 0.04009203]\n", - "[0.8614241 0.13857597]\n", - "[0.04274901 0.957251 ]\n", - "[0.09067065 0.90932935]\n", - "[0.16566053 0.83433944]\n", - "[0.5547867 0.4452133]\n", - "[0.8866288 0.11337116]\n", - "[0.11146311 0.8885369 ]\n", - "[0.9596966 0.04030338]\n", - "[0.9077403 0.09225971]\n", - "[0.26062512 0.7393749 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"[0.96032757 0.03967249]\n", - "[0.8316795 0.1683205]\n", - "[0.9569754 0.04302465]\n", - "[0.03233478 0.96766526]\n", - "[0.3072237 0.6927763]\n", - "[0.33218148 0.66781855]\n", - "[0.05046437 0.9495356 ]\n", - "[0.91691464 0.08308536]\n", - "[0.9077403 0.09225971]\n", - "[0.582933 0.417067]\n", - "[0.9601707 0.03982932]\n", - "[0.16566053 0.83433944]\n", - "[0.68869126 0.3113087 ]\n", - "[0.04775628 0.9522437 ]\n", - "[0.05948566 0.9405143 ]\n", - "[0.26062512 0.7393749 ]\n", - "[0.52628434 0.47371572]\n", - "[0.8866288 0.11337116]\n", - "[0.3072237 0.6927763]\n", - "[0.9597495 0.04025045]\n" - ] - } - ], - "source": [ - "for i in predictions:\n", - " print(i)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "rounded_predictions = np.argmax(predictions, axis=-1)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - 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"1\n", - "0\n", - "0\n", - "1\n", - "1\n", - "1\n", - "0\n", - "0\n", - "1\n", - "0\n", - "0\n", - "1\n", - "0\n", - "0\n", - "1\n", - "1\n", - "1\n", - "1\n", - "1\n", - "0\n", - "1\n", - "1\n", - "0\n", - "0\n", - "0\n", - "0\n", - "1\n", - "1\n", - "1\n", - "0\n", - "1\n", - "1\n", - "0\n", - "1\n", - "1\n", - "0\n", - "1\n", - "0\n", - "1\n", - "0\n", - "1\n", - "0\n", - "1\n", - "1\n", - "0\n", - "1\n", - "0\n", - "0\n", - "0\n", - "0\n", - "1\n", - "1\n", - "1\n", - "1\n", - "0\n", - "0\n", - "0\n", - "0\n", - "1\n", - "0\n", - "1\n", - "1\n", - "1\n", - "0\n", - "0\n", - "1\n", - "0\n" - ] - } - ], - "source": [ - "for i in rounded_predictions:\n", - " print(i)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Cofusion Matrix**" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "from sklearn.metrics import confusion_matrix\n", - "import itertools\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "cm = confusion_matrix(y_true=test_labels, y_pred=rounded_predictions)" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_confusion_matrix(cm, classes,\n", - " normalize=False,\n", - " title='Confusion Matrix',\n", - " cmap=plt.cm.Blues):\n", - " \"\"\"\n", - " Diese Funktion printet und plottet die Confusion Matrix.nm \n", - " \"\"\"\n", - " plt.imshow(cm, interpolation='nearest', cmap=cmap)\n", - " plt.title(title)\n", - " plt.colorbar()\n", - " tick_marks = np.arange(len(classes))\n", - " plt.xticks(tick_marks, classes, rotation=45)\n", - " plt.yticks(tick_marks, classes)\n", - " \n", - " if normalize:\n", - " cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n", - " print(\"Normalized confusion matrix\")\n", - " else:\n", - " print(\"Confusion matrix, without normalization\")\n", - " \n", - " print(cm)\n", - " \n", - " thresh = cm.max() / 2\n", - " for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n", - " plt.text(j, i, cm[i, j],\n", - " horizontalalignment=\"center\",\n", - " color=\"white\" if cm[i, j] > thresh else \"black\")\n", - " \n", - " plt.tight_layout()\n", - " plt.ylabel('True label')\n", - " plt.xlabel('Predicted label')" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Confusion matrix, without normalization\n", - "[[179 21]\n", - " [ 9 191]]\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "cm_plot_labels = ['no_side_effects', 'had_side_effects']\n", - "plot_confusion_matrix(cm=cm, classes=cm_plot_labels, title='Confusion Matrix')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Speichern und Laden von Modellen**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**1. model.save()**" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "# Checkt ob Modell existiert\n", - "# Wenn nicht, wird das Modell gespeichert\n", - "import os.path\n", - "if os.path.isfile('models/medical_trial_model.h5') is False:\n", - " model.save('models/medical_trial_model.h5')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Die save Funktion speichert:\n", - " - Die Struktur des Modells\n", - " - Die Gewichte des Modells\n", - " - Die Trainings Konfigurationen (loss, optimizer)\n", - " - Den Status des Optimizers, dadurch kann das Training direkt am Abbruchspunkt fortgesetzt werden" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "from tensorflow.keras.models import load_model\n", - "new_model = load_model('models/medical_trial_model.h5')" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "dense (Dense) (None, 16) 32 \n", - "_________________________________________________________________\n", - "dense_1 (Dense) (None, 32) 544 \n", - "_________________________________________________________________\n", - "dense_2 (Dense) (None, 2) 66 \n", - "=================================================================\n", - "Total params: 642\n", - "Trainable params: 642\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], - "source": [ - "new_model.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[array([[-0.12893975, -0.10771063, -0.43582827, -0.56640667, -0.4809049 ,\n", - " -0.5915799 , -0.22120604, -0.01052099, 0.03383358, -0.40059006,\n", - " 0.70543754, 0.4476346 , 0.7615083 , -0.30065644, -0.14280266,\n", - " -0.41407704]], dtype=float32),\n", - " array([ 0. , 0. , 0. , 0. , 0. ,\n", - " 0. , 0. , 0. , 0.24916777, 0. ,\n", - " -0.12463481, -0.11871488, -0.15700866, 0. , 0. ,\n", - " 0. ], dtype=float32),\n", - " array([[-1.32736102e-01, 1.55804247e-01, 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-1.26851797e-02, 5.84057331e-01,\n", - " -1.89838424e-01, 3.40526462e-01],\n", - " [-1.98444381e-01, -6.35468960e-02, 2.58230537e-01,\n", - " 2.97320038e-01, 1.69572443e-01, -2.30633795e-01,\n", - " 2.48542041e-01, 3.38942736e-01, -1.78601056e-01,\n", - " -2.63349414e-02, 6.07278645e-02, 1.33980453e-01,\n", - " 1.94888622e-01, 1.00506663e-01, 5.03461659e-02,\n", - " -5.47199249e-02, 1.39518708e-01, -1.79963589e-01,\n", - " -3.23111057e-01, 1.14436358e-01, 1.39595658e-01,\n", - " -3.44637632e-01, -3.40181798e-01, 7.29867220e-02,\n", - " 1.82907730e-01, 3.41853797e-02, 3.03358167e-01,\n", - " 7.82656968e-02, 9.44508314e-02, -3.35533619e-02,\n", - " -1.48950338e-01, 2.22883552e-01],\n", - " [ 2.82466739e-01, 1.83200687e-01, 1.85854882e-01,\n", - " -9.48599875e-02, 1.57044798e-01, -4.23574448e-03,\n", - " 6.40147328e-02, 1.17978543e-01, 2.40039140e-01,\n", - " -2.54321754e-01, 1.27218336e-01, 2.06323713e-01,\n", - " 2.06086606e-01, 3.32934707e-01, -1.06764957e-01,\n", - " -3.45139444e-01, -2.62755156e-01, -3.43987226e-01,\n", - " 2.02628642e-01, -6.00852966e-02, -2.00972095e-01,\n", - " -1.72888905e-01, -4.24678326e-02, 4.28945422e-02,\n", - " -4.38103974e-02, -7.02972412e-02, -1.91173121e-01,\n", - " -9.67963934e-02, 1.05375290e-01, 3.45941693e-01,\n", - " -1.20777190e-01, -3.42559546e-01],\n", - " [ 1.08074367e-01, 1.71819896e-01, 2.66760737e-01,\n", - " 1.88152045e-01, -1.58024386e-01, 1.58195585e-01,\n", - " 8.24481547e-02, -2.03109786e-01, -2.28502929e-01,\n", - " 7.54774213e-02, 5.66684604e-02, -2.48934627e-01,\n", - " 1.94675475e-01, -7.06769824e-02, 3.82700562e-03,\n", - " -3.12700868e-01, -5.06547093e-02, 1.77205831e-01,\n", - " 1.08053803e-01, -2.98163593e-02, 3.13074976e-01,\n", - " -1.75781935e-01, 3.99351418e-02, -1.55967101e-01,\n", - " -3.73046696e-02, 1.06415808e-01, 2.10747629e-01,\n", - " 1.19158059e-01, 3.53482217e-01, 3.44837695e-01,\n", - " -1.33286968e-01, -3.33690912e-01]], dtype=float32),\n", - " array([-0.0287954 , -0.04593072, -0.10881285, 0.22340141, -0.10917673,\n", - " -0.09387516, -0.05484216, 0.20479564, 0.20244366, -0.07989022,\n", - " -0.10120898, -0.00051551, -0.02552251, -0.03559858, 0. ,\n", - " -0.09779858, -0.06471054, 0.24814989, 0.27225754, 0.21088031,\n", - " 0.19802608, 0.10355695, -0.00051541, 0. , -0.03609889,\n", - " 0.17216812, -0.01780522, -0.03772213, 0. , -0.07265786,\n", - " 0. , -0.05790069], dtype=float32),\n", - " array([[-0.17966215, -0.0237096 ],\n", - " [-0.36846238, 0.20865957],\n", - " [ 0.02312852, 0.60626346],\n", - " [ 0.5424947 , -0.33883846],\n", - " [ 0.15749818, 0.674778 ],\n", - " [-0.07966658, 0.5330192 ],\n", - " [-0.3511066 , 0.05938597],\n", - " [ 0.70989233, -0.7824824 ],\n", - " [ 0.752958 , -0.53948444],\n", - " [-0.18696223, 0.67407686],\n", - " [ 0.09626719, 0.6488694 ],\n", - " [-0.33855605, 0.31293657],\n", - " [-0.6184353 , 0.3135659 ],\n", - " [ 0.28420657, 0.2579857 ],\n", - " [-0.05232191, 0.09368184],\n", - " [-0.5300251 , 0.19400875],\n", - " [-0.4337572 , 0.19586112],\n", - " [ 0.02543641, -0.8483614 ],\n", - " [ 0.33565706, -0.7424416 ],\n", - " [ 0.387631 , -0.48305258],\n", - " [ 0.7458987 , -0.63784194],\n", - " [ 0.5848604 , -0.50408304],\n", - " [ 0.14335738, 0.35365576],\n", - " [ 0.38829616, 0.3084183 ],\n", - " [-0.411419 , 0.73023635],\n", - " [ 0.66763824, -0.69812226],\n", - " [ 0.21944238, 0.17650649],\n", - " [ 0.12538901, -0.21616387],\n", - " [ 0.39804837, 0.2627488 ],\n", - " [-0.00601549, 0.58051807],\n", - " [-0.03981376, 0.27122763],\n", - " [ 0.08036644, 0.70592195]], dtype=float32),\n", - " array([ 0.07975281, -0.07975281], dtype=float32)]" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "new_model.get_weights()" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<tensorflow.python.keras.optimizer_v2.adam.Adam at 0x25699b7a5e0>" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "new_model.optimizer" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**2. model.to_json()**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Speichert nur die Modell Architektur, aber keine weights" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [], - "source": [ - "json_string = model.to_json()" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'{\"class_name\": \"Sequential\", \"config\": {\"name\": \"sequential\", \"layers\": [{\"class_name\": \"InputLayer\", \"config\": {\"batch_input_shape\": [null, 1], \"dtype\": \"float32\", \"sparse\": false, \"ragged\": false, \"name\": \"dense_input\"}}, {\"class_name\": \"Dense\", \"config\": {\"name\": \"dense\", \"trainable\": true, \"batch_input_shape\": [null, 1], \"dtype\": \"float32\", \"units\": 16, \"activation\": \"relu\", \"use_bias\": true, \"kernel_initializer\": {\"class_name\": \"GlorotUniform\", \"config\": {\"seed\": null}}, \"bias_initializer\": {\"class_name\": \"Zeros\", \"config\": {}}, \"kernel_regularizer\": null, \"bias_regularizer\": null, \"activity_regularizer\": null, \"kernel_constraint\": null, \"bias_constraint\": null}}, {\"class_name\": \"Dense\", \"config\": {\"name\": \"dense_1\", \"trainable\": true, \"dtype\": \"float32\", \"units\": 32, \"activation\": \"relu\", \"use_bias\": true, \"kernel_initializer\": {\"class_name\": \"GlorotUniform\", \"config\": {\"seed\": null}}, \"bias_initializer\": {\"class_name\": \"Zeros\", \"config\": {}}, \"kernel_regularizer\": null, \"bias_regularizer\": null, \"activity_regularizer\": null, \"kernel_constraint\": null, \"bias_constraint\": null}}, {\"class_name\": \"Dense\", \"config\": {\"name\": \"dense_2\", \"trainable\": true, \"dtype\": \"float32\", \"units\": 2, \"activation\": \"softmax\", \"use_bias\": true, \"kernel_initializer\": {\"class_name\": \"GlorotUniform\", \"config\": {\"seed\": null}}, \"bias_initializer\": {\"class_name\": \"Zeros\", \"config\": {}}, \"kernel_regularizer\": null, \"bias_regularizer\": null, \"activity_regularizer\": null, \"kernel_constraint\": null, \"bias_constraint\": null}}]}, \"keras_version\": \"2.5.0\", \"backend\": \"tensorflow\"}'" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "json_string" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [], - "source": [ - "# Modell Rekonstruktion aús dem JSON string:\n", - "from tensorflow.keras.models import model_from_json\n", - "model_architecture = model_from_json(json_string)\n", - "\n", - "#oder: model_from_yaml" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "dense (Dense) (None, 16) 32 \n", - "_________________________________________________________________\n", - "dense_1 (Dense) (None, 32) 544 \n", - "_________________________________________________________________\n", - "dense_2 (Dense) (None, 2) 66 \n", - "=================================================================\n", - "Total params: 642\n", - "Trainable params: 642\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], - "source": [ - "model_architecture.summary()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**3. model.save_weights()**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Speichert nur die weights von dem Modell." - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [], - "source": [ - "import os.path\n", - "if os.path.isfile('models/my_model_weights.h5') is False:\n", - " model.save_weights('models/my_model_weights.h5')" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [], - "source": [ - "model2 = Sequential([\n", - " Dense(units=16, input_shape=(1,), activation='relu'),\n", - " Dense(units=32, activation='relu'),\n", - " Dense(units=2, activation='softmax')\n", - "])" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [], - "source": [ - "model2.load_weights('models/my_model_weights.h5')" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[array([[-0.12893975, -0.10771063, -0.43582827, -0.56640667, -0.4809049 ,\n", - " -0.5915799 , -0.22120604, -0.01052099, 0.03383358, -0.40059006,\n", - " 0.70543754, 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0.752958 , -0.53948444],\n", - " [-0.18696223, 0.67407686],\n", - " [ 0.09626719, 0.6488694 ],\n", - " [-0.33855605, 0.31293657],\n", - " [-0.6184353 , 0.3135659 ],\n", - " [ 0.28420657, 0.2579857 ],\n", - " [-0.05232191, 0.09368184],\n", - " [-0.5300251 , 0.19400875],\n", - " [-0.4337572 , 0.19586112],\n", - " [ 0.02543641, -0.8483614 ],\n", - " [ 0.33565706, -0.7424416 ],\n", - " [ 0.387631 , -0.48305258],\n", - " [ 0.7458987 , -0.63784194],\n", - " [ 0.5848604 , -0.50408304],\n", - " [ 0.14335738, 0.35365576],\n", - " [ 0.38829616, 0.3084183 ],\n", - " [-0.411419 , 0.73023635],\n", - " [ 0.66763824, -0.69812226],\n", - " [ 0.21944238, 0.17650649],\n", - " [ 0.12538901, -0.21616387],\n", - " [ 0.39804837, 0.2627488 ],\n", - " [-0.00601549, 0.58051807],\n", - " [-0.03981376, 0.27122763],\n", - " [ 0.08036644, 0.70592195]], dtype=float32),\n", - " array([ 0.07975281, -0.07975281], dtype=float32)]" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "model2.get_weights()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Convolutional Neural Networks**" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "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": "3.8.5" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/.ipynb_checkpoints/spectral_classifier-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/spectral_classifier-checkpoint.ipynb deleted file mode 100644 index 018f853550139d80bd852ac42168ed97d83b9942..0000000000000000000000000000000000000000 --- a/notebooks/.ipynb_checkpoints/spectral_classifier-checkpoint.ipynb +++ /dev/null @@ -1,154 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "#import tensorflow as tf\n", - "import matplotlib.pyplot as plt\n", - "from astropy.io import fits\n", - "import numpy as np\n", - "import os\n", - "import csv" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [], - "source": [ - "data = np.zeros(shape=(4000,3522))\n", - "labels = np.empty(4000, dtype='str')\n", - "wavelengths = np.zeros(shape=(3522,))\n", - "\n", - "# Daten in numpy arrays data und labels einlesen\n", - "i=0\n", - "data_path = 'F:\\\\data\\\\'\n", - "\n", - "file = open(data_path + 'spectral_data.csv', 'r') \n", - "\n", - "with file:\n", - " reader = csv.reader(file, delimiter=',') \n", - " header_row = next(reader) \n", - " \n", - " for row in reader:\n", - " wavelengths[reader.line_num-2] = row[0]\n", - " \n", - " for t in range(4000):\n", - " data[t][i] = row[t+1] \n", - " i += 1\n", - " \n", - " file.close()\n", - "\n", - "for i in range(4000):\n", - " if 0<i<1000:\n", - " labels[i] = 'AGN'\n", - " if 1000<i<2000:\n", - " labels[i] = 'galaxy'\n", - " if 2000<i<3000:\n", - " labels[i] = 'QSO'\n", - " if 3000<i<4000:\n", - " labels[i] = 'star'" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "g\n" - ] - } - ], - "source": [ - "print(labels[1010])" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "19.254268646240234\n", - "20.523767471313477\n", - "21.418949127197266\n", - "22.43065071105957\n", - "21.865764617919922\n", - "22.57924461364746\n", - "27.820838928222656\n", - "33.001121520996094\n", - "28.744157791137695\n", - "24.330007553100586\n", - "4000.3674\n", - "4001.29\n", - "4002.2104\n", - "4003.1333\n", - "4004.0544\n", - "4004.9775\n", - "4005.899\n", - "4006.8206\n", - "4007.7446\n", - "4008.6665\n", - "\n", - "g\n", - "g\n", - "g\n", - "g\n", - "g\n", - "g\n", - "g\n", - "g\n", - "g\n" - ] - } - ], - "source": [ - "for i in range(10):\n", - " print(data[1][i])\n", - "for i in range(10):\n", - " print(wavelengths[i])\n", - "for i in range(1000,1010):\n", - " print(labels[i])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "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": "3.8.5" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/.ipynb_checkpoints/spectral_classifier_multiple_csv-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/spectral_classifier_multiple_csv-checkpoint.ipynb deleted file mode 100644 index debe1bcd5646facc8857934e65ab99c13c760b0a..0000000000000000000000000000000000000000 --- a/notebooks/.ipynb_checkpoints/spectral_classifier_multiple_csv-checkpoint.ipynb +++ /dev/null @@ -1,208 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "#import tensorflow as tf\n", - "import matplotlib.pyplot as plt\n", - "from astropy.io import fits\n", - "import numpy as np\n", - "import os" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "data = np.zeros(shape=(4000,3522,2))\n", - "# labels = np.zeros(shape=(4000,))\n", - "labels =np.empty(4000, dtype='str')\n", - "\n", - "# Daten in numpy arrays data und labels einlesen\n", - "i=0\n", - "csv_path = 'F:\\\\data\\\\spectral_csv\\\\'\n", - "\n", - "for directory in os.listdir(csv_path):\n", - "\n", - " for filename in os.listdir(csv_path + directory + '\\\\'):\n", - " \n", - " path = csv_path + '\\\\' + directory + '\\\\' + filename\n", - " \n", - " spectrum = np.genfromtxt(path, delimiter=\",\", skip_header=1)\n", - " \n", - " data[i] = spectrum\n", - " labels[i] = directory\n", - " i += 1\n", - " \n", - "# Daten normieren" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(4000, 3522, 2)\n" - ] - } - ], - "source": [ - "print(data.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - 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- "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n", - "7983.6226\n" - ] - } - ], - "source": [ - "for i in range(100):\n", - " print(data[i][3001][0])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "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": "3.8.5" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/digit_recognizer.ipynb b/notebooks/digit_recognizer/digit_recognizer.ipynb similarity index 100% rename from notebooks/digit_recognizer.ipynb rename to notebooks/digit_recognizer/digit_recognizer.ipynb diff --git a/notebooks/digit_recognizer_model_conv.h5 b/notebooks/digit_recognizer/digit_recognizer_model_conv.h5 similarity index 100% rename from notebooks/digit_recognizer_model_conv.h5 rename to notebooks/digit_recognizer/digit_recognizer_model_conv.h5 diff --git a/notebooks/spectral_classifier_big/.ipynb_checkpoints/fits_to_npy-checkpoint.ipynb b/notebooks/spectral_classifier/.ipynb_checkpoints/Untitled-checkpoint.ipynb similarity index 100% rename from notebooks/spectral_classifier_big/.ipynb_checkpoints/fits_to_npy-checkpoint.ipynb rename to notebooks/spectral_classifier/.ipynb_checkpoints/Untitled-checkpoint.ipynb diff --git a/notebooks/spectral_classifier_big/.ipynb_checkpoints/download_fits-checkpoint.ipynb b/notebooks/spectral_classifier/.ipynb_checkpoints/download_fits-checkpoint.ipynb similarity index 100% rename from notebooks/spectral_classifier_big/.ipynb_checkpoints/download_fits-checkpoint.ipynb rename to notebooks/spectral_classifier/.ipynb_checkpoints/download_fits-checkpoint.ipynb diff --git a/notebooks/spectral_classifier/.ipynb_checkpoints/download_fits_gold-checkpoint.ipynb b/notebooks/spectral_classifier/.ipynb_checkpoints/download_fits_gold-checkpoint.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..800862411f9b19f3b729486180e2eefbf1e1c258 --- /dev/null +++ b/notebooks/spectral_classifier/.ipynb_checkpoints/download_fits_gold-checkpoint.ipynb @@ -0,0 +1,112 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import sys\n", + "import os\n", + "import subprocess\n", + "import astropy.io.fits as pyfits\n", + "\n", + "sdss_path = 'https://data.sdss.org/sas/dr16/sdss/spectro/redux/26/spectra/'\n", + "boss_path = 'https://data.sdss3.org/sas/dr12/boss/spectro/redux/v5_7_0/spectra/'\n", + "\n", + "from astroquery.sdss import SDSS\n", + "from astropy.coordinates import SkyCoord # High-level coordinates\n", + "from astropy.coordinates import ICRS\n", + "import astropy.units as u\n", + "import requests\n", + "\n", + "########## Input ##########\n", + "\n", + "targer_directory = 'F:\\data\\spectral_fits_gold\\\\'\n", + "class_names = ['star','galaxy', 'QSO', 'AGN'] \n", + "\n", + "## Queries für star, galaxy, quasar und AGN\n", + "query1 = \"SELECT top 1100 plate, mjd, min(fiberid) as fiberid, class FROM SpecObj WHERE class = 'star' AND zWarning = 0 GROUP BY plate, mjd, class ORDER BY plate, mjd, class\"\n", + "query2 = \"SELECT top 1100 plate, mjd, min(fiberid) as fiberid, class FROM SpecObj WHERE class = 'galaxy' AND subClass != 'AGN' AND zWarning = 0 GROUP BY plate, mjd, class ORDER BY plate, mjd, class\"\n", + "query3 = \"SELECT top 1100 plate, mjd, min(fiberid) as fiberid, class FROM SpecObj WHERE class = 'QSO' AND subClass != 'AGN' AND zWarning = 0 GROUP BY plate, mjd, class ORDER BY plate, mjd, class\"\n", + "query4 = \"SELECT top 1100 plate, mjd, min(fiberid) as fiberid, class FROM SpecObj WHERE subClass = 'AGN' AND zWarning = 0 GROUP BY plate, mjd, class ORDER BY plate, mjd, class\"\n", + "\n", + "########## Program ##########\n", + "\n", + "queries = [query1, query2, query3, query4]\n", + "\n", + "for i in range(4):\n", + "\n", + " sdss = SDSS.query_sql(queries[i])\n", + "\n", + " speclist = open('speclist.txt', 'w')\n", + "\n", + " for plate, mjd, fiberid in zip(sdss['plate'],sdss['mjd'],sdss['fiberid']):\n", + "\n", + " speclist.write(\"%04d/spec-%04d-%d-%04d.fits \\n\" %(plate, plate, mjd, fiberid))\n", + "\n", + " speclist.close()\n", + "\n", + " with open('speclist.txt', 'r') as f:\n", + "\n", + " names = f.readlines()\n", + "\n", + " for item in names:\n", + "\n", + " name = item[:-2]\n", + " url = sdss_path + name\n", + " r = requests.get(url)\n", + "\n", + " target_file = targer_directory + class_names[i] + '\\\\' + name[5:]\n", + "\n", + " with open(target_file,'wb') as f:\n", + "\n", + " f.write(r.content)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "import requests\n", + "url = \"https://data.sdss.org/sas/dr16/eboss/spectro/redux/v5_13_0/platelist.fits\"\n", + "r = requests.get(url)\n", + "\n", + "with open(\"platelist.fits\",'wb') as f:\n", + " f.write(r.content)\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/spectral_classifier/.ipynb_checkpoints/find_spectrum-checkpoint.ipynb b/notebooks/spectral_classifier/.ipynb_checkpoints/find_spectrum-checkpoint.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..884669335fc5e68737370e9562f945910b1cf17b --- /dev/null +++ b/notebooks/spectral_classifier/.ipynb_checkpoints/find_spectrum-checkpoint.ipynb @@ -0,0 +1,127 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 55, + "id": "b1144fb9", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from astropy.io import fits\n", + "import matplotlib.pyplot as plt\n", + "from astropy.wcs import WCS\n", + "import os\n", + "import csv\n", + "\n", + "########## Input ##########\n", + "\n", + "fits_path = 'F:\\\\data\\\\spectral_fits\\\\'\n", + "\n", + "samples_per_class = 1000\n", + "\n", + "search_number = 579" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "3917f5ac", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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NpWXc9c5XVKep7cTb+EOTHjAZaUwkBbARZ9nnchw3DscAR4hIHvZ7NBqJKoz9+3uc99DHCbn+hBfnc9c7S/lk5ZaEXD/ZhFNkt076knunL0uyNEamEEkB/BDHe+fBwECcqF0/xBkJdBSRsSKSuKgeRkaSrJ7DnooqACqrM9vt9EMzV/LXt5ekWgyD9FwGGlYBqGqlqs5R1TJVrVbVt1X1J8Bg4FLgamBtsgQ1MgSt8wbAso2lcb3FjDUVfLDMMS0FTE4bd+zl3cUbIpzVtEknu3K2E/iutuwqZ9vu8tQKE4Woq4BE5PcicnDgWFX3qOpT7lzA0IRKZ2QsW3aV1Xwuq6zyfV5VtbJhx96IZR5eUP9P98OJH/OzR2dz9fPz/AvZhMikgDCqynOzV7On3P/3no4ccstUht08NdViRMTPMtCVwOUiMldEHhWRH4pIewBV3ZRY8YxM4rvSMsrdSGA//e+nDbrGnW8v5vDbprFpZ1n0wtSONFZudlb2vDBnDaPueLdB904l0Zr/FZviO4pKJDOXbuaaF+Zz25uLUi1K1uNnI9gzqnqhqh4M3A30B14SkRkicoOIHJZwKY2MwLuyZe32yL34cExf7EQO/W5XXQXw4fLNXPnc5+ytqNurDOV64tttexp071QSzYXGCXfNSJIk/tmxt6Le9wGwbU8FgG8lnm6k01gtpoAwqjoXmAvcLiJtcCJ5XQI0rDtnZBVVYf4ZgqCqPP3pavZUVHHxUf3CXiMnEHQj6Fo/eugTAHKDZuLC/RkPu/UdTj6gGzd+f0jYe1VWVfPL/83hF8fsw+vz1lJRVc3tZxwYtnwiidaoVIR7uCnkwBun0L9TK969urgmbdvuci57ei6QnpOmkUjH+vjaCSwibURkH2+aqu4Alqrq+IRIZmQcOWH+ICffM5OHZq7gupe/qLf+PRzVqiF7xfPXbK9zvKusMuT5G3eW8eiHqyLeY9V3u3hn0UbOfuAjHv/oa57+dLUv2RpKaVklP7jvA5Zu2FkvL12d6K3YXHdT3cYM7fV7Safvys8k8Dk4m8FeFJGFInKoJ/vRRAlmJJbZq7Ywf822mM75Ys12KquqKaus4poX5rFxZ2xmnOD236sQnp0VvXHt9/tJLF7vNI6n3PM+/X7/Zr0yS4Iaz988Nde3fKpax2SR7F71x8u/Y+4327j9rcX18tKoTYmI9zcQ6DGv2FTKlIXrUyJPMpi8YD3LNtZX6k0BPyOA64DhqjoMuAh4QkTOcPN8DXpEpJ2IvCAii0VkkYgcISIdRGSqiCx139s3rArZx7UvzOe0f7/fqGuc9cBHfP/fH/guv3j9Dr737/f525SvePOLdTw3ew23TYptEi8naIzs3dtUGWaj04pNpXy7bQ879laEbAS3u/bkSFz7QmRP5arKlIXruf+95ez7x8m1MoVQAO99tYmyyiqmfrmBZz79Juq9Y6FFM2dbTajVMVUZogFCmUnG/v09xj8xJ/nCJIlf/m8Ox/6j6c3RgL85gFxVXQegqp+KyBjgDRHpif/5jruByap6log0A1riKJZpqnqHiEwAJgDXxl6F7KK6Wnl2dvje8uQF65nw0nw+uW4czfPit08vMGG34NvtDCoqBGqDYPslUmPtbWx/8t9P+Mc5w+jcujlj//5exGt+9vVWxuzbJWKZSM+rtKySN+atZcJLX9TLe+Xzb+ulXfDwp+zbtXXNSOTcw+LnCT3XHRKF8kQaShk1hKUbdrJy8y6OH9I1LtdrDIKEnCROV9LRGZyfEcBOr/3fVQbFwGlA+Bk0F3eyeDTwX/f8clXd5p7/mFvsMeD0GOTOWh6csSJsXlllFb/83xy27a7wvcLi2217OO3eD9iyK/KGFW8HNNA+xTrpNc1dwRMK7zr3mUs388rc+o1vSMRZbdJQRt85PWTjD45DtlAEGn9wlpc+HKZcrAQUwKer6ruv2La7ggkvzqc0zJyGX47754ya3vZ7X23iqU/qjmKWbtiZ4EZZ6nx8bZ7tJU0lfkYAlxJk6lHVnSJyInCOj/P7A5uAR0TkIGAOcDlQ5BlZrHMDy9RDRMYD4wGKioooKSnxccuGU1pamvB7NIbJc2rt7sFy/uXT2uWNn3z8MctahNbvpaWlBL7SG5+ewbzVlfz1+fc4oW9+TZmH5pexblc1NxzRAoAvNjkNz9atW1i0aAcAGzdsiNuz2rm77nzCgiXLKKmObmKZN28+Fz3S8InFaIovGmf86z22lik99q6ieV50jfjGinL6tsllaKfa0VlVtXLxlN0c0S38iO3Wl2exaEs15dvWM7aoPORz96at2VnNF5urOKlffr1ygbIXTnYmaOd9uYST+uVTWq785t3dHNE9l18cWBC1Ln7xyrW2tNY1x6aNG1lUXesM8M9PTuWoHo68Tf1/GIpvdjiKM5zs3rSmUr+oCkBV62yddHv0gfP8OE3PAw4Bfquqn4jI3TjmHl+o6kRgIsCIESO0uLjY76kNoqSkhETfozH87+tZsMnpSQfLeeHk2tg9o448kq5tQ/+JnR+e8+fv2bMnfL2KAQMGUOxZfhm4Vs09lmyEObPo0KEDgwZ3gwVf0L1bV4qLD4oo766ySv49fRlXHDsQJk8OW640qBPfp08fiosHw+SQ8Yhq2H/IUPgsdfbjCnKBSkYeeRRtW4ZubL04z7WCW04fSvGgzuTlCn9+YxGwm4/Whe95t27TDrZsoU+ffhTmfVv7vXiej/f3MPj6tyirrOaOC4+ta6rzfq/u52eXlPOXi45z9ke8+y4rS/Pj8x8I/g0ByzeVwvuOWa8svzWPLNhWk/efL8q5/vzjgKb/PwzFl2t3wIczKSwspLh4dL3frrc+TaV+vgPCiMgvRGQDMB+nFz8H8BMJbA2wRlU/cY9fwFEIG0Skm3vtbjjeR42o+LO7+B3GP/LBqjrHW3eVc8+0pTXHg69/i8qq2l6biNSYgIIndUNxf8ly7i9Zzol3zfQlT4B2LZv5Kpcbbm1pkggs+Qt2Z1FdrTz8/kp2l4c22fzxlQUcfed0jrj9XSZ9sS7qfQImMr8uIcoqq93yvorz7uINTHjRmSyPd6yGDTv28tys1WwuLWOcZ05n3upt9cr+Pow5Lh7sKa/iH1OWxOR6JBYCf4d0mq+PJSLY1cAQVe2rqv3cV/9oJ6nqemC1iAx2k8YBXwKvURtR7AKcwDNGBHaXV/LOolqHZp+H+AMF8HqI3F1eyW1vLmJvRRUvz11TM/QPxfWvLOAfU7+qOS6rrOYPLy+o0yQEGiE/k8AVrjfOlZtjC7Jy8xtf+nLe5lVWqWCXu2KnIqilnfLlBm5+40v2v+Ft/jFlCQvXbuf6VxreuAW+61jt834Vxs8enc3MpZvdc2K6RT36TpjEnZNrl7Iefts0rnlxvq+5kqfjvLLKy/0ly7jn3WX15j3iRTpuBItlJ/ByoKFBYH4LPOmuAFqBs5w0B3hORC4GvgHObuC1s4bPv9lW5/j0ez9g1R2n0HdCfTPJpC/Wccj7K7n4qH48+N4KJs5YwZ7yKp74+OuQ1w70ZHeF6LE+O3s1q7c6X/2MrzYxy/Wx7+cHH7wzNxZenxe9ZzwvaONXNLq0bh7TZqSOrZrxnY95gorKum6nvQ31Pe86DU9jCCyTfXDGCo44sVXIMqpaTylXVSv5IaYWIm1W8htE5+JHZ1FeVc0TFx9eL+++kuX10rb5WLKbSAIuwssrM9tFeCzEMgL4PfChiDwoIvcEXn5OVNXPVXWEqh6oqqer6lZV/U5Vx6nqQPc9MyJ3JBA/NmYvt7zxJVc9N48K14QTrvH3Eq65/tATuSvwR1ofwZ/PrrJKduytqLl3Q3jZ70qgGPj50VEHrXXYVV7JIb3bRS1X/LeSOo1qInuDM9dU0HfCpHqjgcDyUe8yUlVHGQXvLo608W7nXn8rjaYt3lgzavBDonreieBvby/h4JunpFqMhBOLAngQeBf4mNo5gMzdvdEEycup/3Wt2x7ZsdmLn62JqTFaFoNXyXcXb+S2NxexekvtwHBvRRWqyqG3vsOBN05hx57GLVuMJ1/ceDyjB3WO6Zy9FdU8+4sjfJW96fUv+WrDTqqrNaGujv/rursO9qa5cWcZVz77OY95XFzsd8Nk9v3jZI775wyueq52PUe4pa9AjcdWv6Rb2M1PV27hxtcWRizz7+nL2Lq7YSOWeM+h7C6vbFRHKhKxKIBKVb1SVR9R1ccCr4RIZYQkVEN+xO3RXRtPW+R/fn31ltg8ZU6csYKj75xe4xpi3z9O5uEPVrHbbQAbs0Y/3rRslkduLL94l/zcHL68+YSo5R79cBXH/3MG5z30ccQGNl48/tHX9Y5fmvst95WENje9+NmahMjxu+c+r/ncVPzgvPXFurAT8NMWb+TRD1fFXdZEbQTb/4a3ueDhxPjbjOXvMF1ExotIN9eNQwcR6ZAQqYyQNDQoiHfjUjga+194bvYavt3qKA/v5p63FjQdHy+5OeJr5ZKXfp0ce3vLZnk8cbE/z+epikMcMAltLm3c3oYe7VrEVP7Vz53vu7paaxR/Kpm/ZhuXPvkZN7wauZf/izRyP+E1wcaTWBTAj3DnAYhtGagRJ5pI5yoskgbr4GJ18Na/U+2E69EDYzMfJZto3k39sm13Of1+PylsDzoct725iCF/ervR9w9szpuycD1rtsa27uS52auZ6O6Wf2HOGj5cHn6OYsqXTSdE6E/++0kdE12y8K0APEs/+8WyDNSIH4lsV/NzGz98ffQDZ5lfU2j+7z53GHP/eBynHtitTnosttSTD+jKrT84IN6i+eLG7+2fkvuCs7RVFaYvji3g3/Nz4mNiOuSWqXz5XRXjn5jDyXc7+0femL+WF8Ncf8uucuZ8vRWAa16Yzxvza1ePXfb05zHf3zun8YsnZsdsxmzI/3Tm0s0JM9FFIpaNYL8WkXae4/Yi8quESGWEJN6TS16a5eUybVHjekSvuKaApjAAGNqjLe1bNaN90Iay/bu1qVe2S+vmNZ+9De/Npw0Nu5s6kUz8yfBGr8WPB099Gn3VWIDtuyt8eWb1y52znBVmO9wVSb95ai5XhYnnfO7Ejzjz/g9D5jVkNZZ39dnbCzdw77vLeGHOGmat2sLsVVuijoyawFfnm1hMQD93nbgBoKpbgZ/HXSIjLIlsWF/6bA0XPxYfi15TCGDezJ3tbZZX9yeekyM8cfFhnD6se03aH07ZD3B6/AGXzOBvp3NDeGb8SN6/dkydtM4eJdQ8P5e8OIzIGsuwXu18lz0ohUsmv9rgrFwL5UU12lNcv32v457CpbKqmqUb666Eq1bl6ufncfYDH3HWAx9x5bOhFVGsHbTX563l9rdSGxc5FgWQI55dJiKSC/jbr2/EhUS2q7PdIXQ8aAq91/wwCgAcW/4fT63t6TfLzWHRzSdyz7kH13FBEarxeOinI3j5V0fyy2P2CZHrj5H9O9Kzfcs6aY9cWBtnafTATpwzole98z69blzI63VolZi/Yd+OoTecJZuvvwu/i/y70tpNfZHMe+u27+GhmfV3Io+8fVod9xSn3/cBD7xXdxNb8P9uwdrQmw93lVW55f39AX779FwefC+8d99kEIsCeBtn5+44ERkLPA2E9+5lxJ1EmoDiSVNYChiY02jbIvTmOa8PofzcHFo0yyUvN4fj9y+qSQ81ADhu/yIO7t2eCSftG1d5OxXWjgBEhIIQ23e7tAltjjqif8e4yhJg2+7GbeSLF8f8taTm8/rte+vINPzP79R8Xrst/BJmv5vQFny7o15acIdmzdY9IXcT3zrJCWe6fFNsbk9SSSwK4FqcjWCXAr8GpgHXJEIoIzRNMfB3KFK11d5r3893e/4XjeobsmyORwF4RwleVwqxBrwJRadCp3d+5iE96+W9fcVojzz1z33116P4xTHR11mEct8RD259cxG/eeozAP4yeTGDr691/puqzV8jb5/GwD+EdkL8ZIhGPuD2ozFmyYc/qD9y+PvUJfXSvBvHHooQtwNgncctdio30kX1BSQiE3HcPr+jqvcD9ydcKqMOKzfv4vpXvuCDZYlZCxxv/DZI3dsWsDaCO4lYuP2MAzhqQCeOvnM6AHluAx8uKprXvp8fZndYY9v/6VcX071dATv3VtK2RX69VR6Du7bmsz8ex7bd5SF3eR/Uqx0H9WpXx0zwv4sP54l35jB0UH/mf7udqV9uoF+nVpQs8bdip3eHlnyzxf/SyrcXOgsD7g/y7dOYEJVd2xSwfkfd731QUWGNLd8Pz89eXWfeBMIH8AFnR3cknvn0G96MYc/K15vrP0PvyPfWN8Pb9hev38Hv368drdz1Tq3zxQXfbmdoj7a+5WgsfkYADwMHAW+KyDQRudYN7GIkib+8tdh34/+nFC4fDBBqMi5WjgnhsuGcEfV70QHOO6w3vTq0rOkxNwtq1McGhY30OqlrFiaQSyyTwEVt6jZG7Vvm069TK5rn5dKpsHlYJdOhVTP6dy6M6DTvb2cfxEu/OhKAowZ24rz9mvPbcQNr5igO7xfdBFSQ79y/eYg5kQCnHNAtbJ6XPeVVfO9fDY9JPemyo5h02VGcNbwnvTu0pHvbAv5wyv4cuY9/U9b/vTCfCx+Z5bt8JOUAjmuMGV/5X/aqKKPvnM4P7quNq+33Zx+8297rKHBVhPmOROAnIMzHOP5/bhSRjsDxwFUiciDwGU6s3+cSK2Z2E2oiMxx5KfaPD/4VgAKTrziah99fyXOz19TL83JI73bcedZBnH5wD3700CeEY8KJ+3JY8/XkeRrcRTefWG+fg/eZNssNPUqI5UmOHti5zjr4WP3I5EZY9XPW8NCK77JxA1m4dkedOYCC/JyQvd2AgolkCvnT9/f3FZtg7jdbw+4uL2yeFzVsZcfC5nQsbM7fzj6ojgfTowd0ov91b0a9fyx0bt2cjTviM8r0Uq3wzZbddUZTfufoIv0/GuM9tyHE5BnF9eD5tKr+VFWHAfcCAxMiWZayfXcFd73zVc2P5KCbpsQUNzU3lDE5ArecPjSm8n7w2/ipwr5d23B2iBUvwRPJgf/Mkft0inhNEakXJCYwweulziRwmBGA3//iwC6F3HRa1PDYAPTp2DJkeotQPpujMLRHWz6YMJa2LfP55LpxlFxdzJOX1HfNfOYhPXnh0iP59Zh9+O3Yun/XSzxR4EL5sgl+BtOXbIxo/glXv3DUnXOJ6VRfbNpZxmG3TWPM4Pju4vY+gsD+h2qfU1+RlHBgbuq70rI6ThYTRSwbwS4XkTbi8B8R+QzopKq3JlC+rOOmNxZy1ztLmbZoAxNnLI95c00szs4uOaof4/YNGYoZqLtBKpGEmgQL/pOEWln0g4N7xOX+weaiAH5NQEcP7EzLZtFDa7x52dG88qtRIfMaG9msqE0BfTu14qCe7ThpaNc6eT87qi/7dWvD/52wL6d7ntkXNx7P9afuX2Mea56fw03fr6vIVKnj2fSiR2ZF7MF6VzPFSjwm3cMRzgTXUKZ5ghUddNMUPly+2Qmp6QM/I4DDb5tWM5+VSGIJCPMzVb1bRE4AuuAEdXkEZ3moEScCf7aKKq038eblwJ5tmR8iGIrfRmvhTSfQqnleRJ/+PzikR9zXKffv3IoVQcvkAv+Hw/p14NOVWzigR9t6valQ/5m/nX0Qr81b2+g5h8Y2Dn7daOzfvf4u5HiTl5vD/T8eDjg907cXrmdI97qTiicMKaKqWmld4CyR/dd5B7NsYyltCvJDPov9bqi72ntbhBHeP384jHXb93DKPc4cwYM/Gc4Xa7bz7+mNC4jTWOLt9ye4PxLJLBnMxyvCz+fl5girNu+qCQCU6CXVsSiAwK/8ZOARVZ0niVTZWUqNP7UI9sRbfzCU58IE9PCrAAI9zkjDUUHIkfhu7PJKF6hj4EeeIzDn+mNp1Tyvxv3tT4/ow+MffV2nkT1yn458uPw7cnOEGdeMibj+2w/h5lj8/rqLwqzPj5VJlx0VdjTSENq2yA+5oezBn4yoc9yqeR4Hubt+/dT5imc/D5vXoVWzOhvTThjSNeJGrmzigfeWc1i/DiGXqwZQlIkzaztdz89OrH+gWH5tc0RkCo4CeFtEWgOp3yWSYQTssKoNa3j9TgEEFEWkGLM5Aq/95qjYhYhAKHfBh/Rpz+hBnbn5tKF0LGxOQX5uzRK/UQMcm//3Dqp13fDoRYex4CbHP3+Pdi04tG/jvJI31gR0wZF9ATh2v6LIBaMwpHtbBha1btQ1GsvIBmwqa10QuR8ZbjNeU8W7Szye3PHWYs64L7TPogCtC/LrjC5mLvMfca0hRG0uRCTw7V4MTAAOVdXdOG4gLkqgbFnHhh17a1ZhPPLByrD2/2olbFctWqP127ED6FkoNb3eYJcEwdeKx5rk/p1rXQqsC2FyKsjP5fGfHcYgT+N3+xkH8NezDuSEIV1ZeNMJXOg2suD02AubxzJ4jUx+uBGAz/MDo6l7zz84ThKljn6dWrHqjlN8lx/Rpz2XjY28DuSs4b34y5n+vKoOKiqs+RxtWWis0d38Eti8lwpyROrMiSXaxOKnv/ixiLwCjAe2BBzCuSuC5vu5iYisEpEvRORzEZntpnUQkakistR9b9/AOqQ9qkrfCZM4/LZpNWmfBQWA9xJu5+DI/h0YF6UXetXxg/nzUbWNfrO8HP51XuiGK24rSj3iek05kcybrQvya1YHtWqel+AJwsbvA4C6m868DVkmM7CoMOou29wc4YeH9vZ1vSm/O6bmczQFMKhLYp7xiUO78shFh0YvmAA27Syr4+pieQwhWhtCVAWgqiOAy93Du0Rkloj8U0SOF5FYpvzHqOow93rgjCamqepAHLcSE2KSPIOIdRIzXPmnfz4yYs94+tXFIdNnrwodwSoRja53tUtTcWwRzgTUmOo/O95fHOF0Z79ubSh0TUDxVnrRzFGR9k40huZ5uYwZHH51XCL5zVOf1RkxL1xb65soERPCvsbRqvo18ADwgIjkA0cDJwJ/FpFNqup/zFjLaUCx+/kxoATH31DGsHNvBf96dxlXHz+4zkTjtt3lPDRzBb87dhB5uTkx2/qrVZm3elu99GgNdqvmodea7wkzDxAvd8je6uXn5LC3iU0dhXtu0Z7n6785ioVBniGvOXEwX63fSfsEeehMFs+OH8mX63Zw0+tfRiz3k5F9qFZnxHZqlJ3EfTu2DGkCDMeIvh1CrhoLsE+nQmb94Vh27q1grMejZzpTWa1hfWlVK8Rb58VsSFXVChGZC2xW1WtExM9ibAWmiIgCD6rqRKBIVde511wnIiFVroiMxzE/UVRURElJSawix0RpaWlM91i9s5p/ztnLTUe2oHWzut/O04vKePvrSvZuXsPY3vmUVSkrt1czY00lH66tJGfbGoYX5VEeo5O3PetDL82MJvfHH31Em2ZSr44bN5SFLL9q1UpKSr4NmRcLu3fXbmiprKrdJVpeXp6Q7zPW7zBcWT/X6AqUlNR+H/sD+3f1d25DibV+DaWvjx7ne+85DW8bYMaMWp82N4wsQKTuc7hhBECBb9lLSko4pF05K8J4aOhcuoyFc5bH/P8Jxwl98zhv3+YR5bt+ZAF//jj+O4u9LFsZOhDP9JKSuO/0960ARKQE+L57zufAJhF5T1Wv9HH6KFVd6zbyU0Vksd/7uspiIsCIESO0uLjY76kNoqSkhFjucdnTc9mydy1VnQdR7Nlks7eiigsnO+un9xkwkOIj+3LZ03N5bd5ad8ndNira9KS4eF8nwtBU/9spfnv2sfx9zqR66TVyT66fB3DkkUfSqbB5vTpO374AVtf+6H4xuj8PzljBgH36U1w8IOz1Avz59KFc/8qCsPktWrQAVwnk5eZBpaME8vObxfSs/eL7O3TrVa9suPQmQqy/0cYwdMHMkC6SA4STI3SqTzzP/5hjlBvLqzjzvg9ZssFxP3HrD4Yyap9O9HXjNasqTG28C4nevXpRXFy7AuiZ3t9x7sSP65S55PRx/GvelLhGPwumqHsPWLmqXvro0cfE5BbGD7Fcra2q7gDOwNkHMBw41s+JqrrWfd8IvAwcBmwQkW4A7vvGWARvakz5cj3TF29kV1klqlrH+VTAdrfE9Z+yy/WV8sB7y52t9XFYaO9duXH5uLqrMi4tdoKXtAqzW7WgWV3TUGA7eiQLSLFna33XGNbBa4Qjo+lx//nD6xx3bNWMu88dlvD79m/rNE0iQmHzvJpIbVN+N5rzD+9T0/gHygSc3QVHWgvH/y6u7zIj2OQXbnnxs78Y6eseseBd5fbIB6tClklEpL1YFECe21CfA7zh9yQRaeXuGUBEWuE4k1sAvAZc4Ba7AHg1BlmaDIHoQG9+sZ6LHp3FkD+9zUMzV/DXt2v9hQe+ts2l9U0tv3h8TqP9/B/er+4P9XfHDeJXbqN/4pCu/N/xg1l8y4l1wh168SqG4/cvqvmhhZsD2KdzK646bjB3nzuM//x0RNS9B+Fq11j3B0bi6dWhJU9cfFjN8QlDu3LasPi44AjH+9eO4ZpD63Yq7jv/EK44diADw6z8+fyG41l8y4kRlzUHOGFIEUcN7FQvRkPwrzHcz7NPh/hHSuvVITYfSvEiljmAm3HcPryvqrNEpD+w1Md5RcDLrnbNA55S1ckiMgsnwtjFwDfA2bGJ3nge/2gVh/Ru36i17qEmqII1eEBxf7ervF7Z8qpq3vuqcYOfK48bVC8t0HYP6d6GnByhICe8s7HglTmBZabhmudpVxUDcEBP57lNXxJZfm/HxbuS4e5zU7tu/tPrxsXstTMbOXpgZ9q3zGfr7gquGJd4348927dkWZCDvu7tWnDFsfV/5wG8EdTeuvxoTrp7JgAPXziCnz3qxLpecdvJdQIBBe+2PzHIh5KIMLxPe+YEhUv16/oj3iRiBOBbAajq88DznuMVwJk+zluBE08gOP07IHSQ0yRxw6sLAWLa+OKH4DB6wV/bsqCg05WNGAFMOGlfDg+xXK5mR7GPawT3xAMWKb+rgJq7yyjDrdj4+dH9+KP7rEcP6sxbC9bz97MPatCu03jSpU1B2DCLRmgCXlXfvmI0lX7dXyaZwIbCE4d0rdP5yAn6nQe3pwf3rr8V6T8/HcHBt0ytk5aIkaufKyYicFgsk8D3hEjeDsxW1bQ03ySO4B+asmpzeH8ojVHs4eYPanwK+bh28I8vcI7fVaBH7NORP566P2eP6MnwW6bWMWldNKovPzmib40CCBXrtqlxRP+OfBTBYVc2MrxPB95ZtKFmEnJw19S6rIhEbo7UdOreieAELjAa/d5B3RkVZtNZ+1bNOOPgHrw0t3Y1XKpcoCViH0AscwAFwDAcs89S4ECgA3CxiNwVd8nSgF1RAl94Kf5bSdi8xoTXC/ejCPxEYw0kX12t9c555KJDudjjN77evUS4+Kh+tCmo7/MlWLzA5PF+3RLvGbOhPHLRoXx6XUoHp02Oe84bxqTLjoqrC45kEOnXH+g7jdu3C+ceFn6n8j9+OCyuMoUikk755THOfF5KRwDAAGCsqlYCiMj9wBTgOOCL+IvW9Bnyp9BLN8uCNlZFa9+/3dpwb5ZV4UbhUutULhreH9+0xRtrViQEejpjBndhzOAunHpgN75cF35JYCiCFdRpw3owdt8uNa6ImyIF+blpMVJJJi2b5dVzK50OROo15/pY7RbgsZ8dFjVAy2/GDKhxe+2dh/DD9w7qHnbTXfuWzn9ld3ll3B3rxaIAegCtcMw+uJ+7q2qViITeSZSl7AwaGUz5MnKw6cb4Sg83eggElojmqTGY04d1r/lDBM91Hdy7fUg7aSRCSdeUG38js4jU/7n+lP0obJ7HSUOjx0IOjlHduiCPnXvr/s/btaz9Xcc6wu3o2Tk+tEcbnrx4JJc8PotZq7bSta0zT7V5Zznd2raI6brRiKV1uBP43N0QJsBo4DZ3aec7cZUqCURygxxvZq3aGr1QBE49sBtvzI8eq9XLz0f3o6yyih+P7BO1bPHgLtz2prM3744zD6Ssopq9FVW+HXhFIsHxLAwjIpF+fx0Lmzc4JOrnNxzPzr0V3PHWYp6ZtZoHfjycNVsbHsLRO6/Qp0Mr2rbM54mLD2fttj0UtSlg5jVjahRBPPGlAEQkB1gEHImziUuA6wIbvID/i7tkCSZ4JU5TxhtmL/A7CezWDbcgoWWzPK45cV9f1/e6YQ6YP24/48AGy+sl1jkIw4gniYqolZsjtGvZjDvOPJA7znT+K19t2AmTFjX62nnu0LsgP5f+nZ19D60SNPfiaxJYVauBv6vqOlV9VVVf8TT+aUm8Y4QmEu9Gr0B7P8yN4LRv16Y1mRocWNxGAEYq2RUiAFGiGBRDMJ9B7XM499D60doA8vxGdYoDsdxpioicmSlhIFuG2RXbFDkphJfFkw7oxjtXjq63eaUpcfIBXSNu3jGMRHPyAV3JyxEevnBE9MJJ5OgeeTUjhwCBFXLN8pLXxMYyrrgSZ+K3SkT24HRGVVWbVhfUJ4EVAKna1RcPBnRpumuxAe4L8iNjGMmmZbM8lt12ckpl6NOxJV9/V3d+IJTpdkDnQkqWbErqCCCWncBNu7WJkYBlIthk4ZdwUbkSjXc+IJ34xzkHxeQ0zjAyhT+cvB/jn5gTtVwgwE1eEjulsewEFuB8oJ+q3iIivYBuqvppwqRLAg2dpHx7YeSlnYnixUuPTMl9G8sZQY63DCNbCNXChLKkB5Zuh4tQlwhiudN9wBHAj9zjUuDeuEuUJBq7OqA87A6sxJIqr4F+SdVzMYx05LRh3Ws+B4K9NMkRAHC4qh7iRgNDVbeKSNrGvWvs6pQMmQuv4YAebZP6wzOMbCFUEJfAP+2uHw7jLtfVRKBNyW2KcwBAhYjk4o5oRKQzNLHgrklk597kuxHu0S6+uwC9vP7boxJ2bcPIZob1bFcvLdB/9HYkA33SZIbJiEUB3IMTzauLiNwKnAVcnxCpkkBjRwDJngSe+8fjaJ6fPnsXDMNwaN+qGavuOIU35q/lN0/NBcK4f9ZAHI7kaQDfLYqqPglcA9wOrANOd2MEpDUNVQTJ9mbZvlUzWoYJ6WgYRtPn1ANr7f2RmvhkWpdjalFUdTHgO6B7U6axLgqSFc7wltOGJOU+8SZUzFXDMFxCNB+pWFietV3KxpqAwgVujif7dWvDT47om/D7GIYRH64/ZT8GhIlb7KWpLLfIXgXQyPNfm5d4V0iLYvS9bxhGarnk6P6+yoVSAKnwm5W0WUURyRWRuSLyhnvcQUSmishS9z02R/ONJFFeAuNBpOhbhmGkP01lFXlUBSAiW0TkPyIyrpGO4C7HcSkdYAIwTVUHAtPcYwPYp3P0IWRTp6n8wA0jXahZGprEe/oZAWwCPgduBtaIyN0iMjKWm4hIT+AU4D+e5NOAx9zPjwGnx3LNxpLq/v+z48M/wrxkLgQ2DCPpNBUTkJ85gF2q+m/g3yLSGzgXuE9E2gHPqOp1Pq5xF84SUq9DuSJVXQegqutEpEuoE0VkPDAeoKioiJKSEh+3i87aUmcPm6rWuWZpaWnIe7yxopxDi/IoahUfq9nC+Z+Hzfvqq9qFVvGqr5dwdYwnm5d/Qcma1CiyZNQvlWR6/SCz6hiqHmVle+ulf/11OQArV62kpOTbJEjmTwHU/ItV9Ruc0JB3ishgHGUQ+WSRU4GNqjpHRIpjFVBVJwITAUaMGKHFxTFfIiTLNu6E92cgInivWVJSQvA9tuwq58LJU/loYx4fTHDzJk9q1P1HjBgOH38QMm/I/vvBF/MA6skSD0LVMW64z+W0E8Yk5vo+SGj9mgCZXj/IkDq6/4U69XDTClsU1KvfrLLFsGI5/fv1o7h4YFJE9NOdnR4qUVWXqOpNPs4fBXxfRFYBzwBjReR/wAYR6Qbgvm/0J3J8iGW4Ve0W/nbbnnp5E07yF3YxmEi7/QIbvg7p3a5B104ld555YNhIR4ZhOCRrH1E0oioAVb2yMTdQ1d+rak9V7YszYnhXVX8MvAZc4Ba7AHi1MfdpsHyNPL9albH7hrReRSTSJGmfjo7Hz3H7FTVUrJRxzqG96kU6MgyjLk3F72KjDNoickMjTr8DOE5ElgLHucdJI5aG3ztaqK7WOn6AqquV8w7rHfP9cyJogH27tuHdq47h0mP2ifm6hmE0fcqr6rdAgXYmmZ6GG7sR7BKc1UG+UNUSoMT9/B0wrpH3bzANMQEB9L/uzaA8GLtvF355zD488N5y39eM9h33z4CloIZhhGZPZaolcPCzD2BHmNdOoHu085sqsfgCqorg+bNaldwc4doTB4ct071tAR//vq6uizQCMAwjM7lsnDO526dN/aY3FUvT/ZiAtgEDVbVN0Ks1jlfQtCR4BDD3m62s3rI7ZNmICsDNExEuGtU3ZJnfjB1I17YFrLrjFHq2b+GWj11mwzDSh7vPHcarvx5VJ+3K4wax6o5T4racvLH4MQE9DvQBNoTIeyq+4qSOH9z3IQCjuufRccB2hnRvw9F3Tueq4wdxSO/wXiqihQW47uR9+dHhtXMEAcWTI3BQz7bMW7O90bIbhtH0OG1Yj1SLEBU/q4CuDxf4XVWvjb9IySHcHMAHayu5+LFZVFRX8+22PVz74nw+XbnF1zWDl3a+8MsjuOSocM6hJG0DvBuGEX96tXdW/3VvV5C0ezZoHCIiN8ZZjoSyubSMe6cvq+MALtIcQEVVdU1jXlGlET1//rI4/EqdEX07kBNmvW+OQF5u0xgGGoaRes47rBeP/+wwTk/iyKGhLdD34ypFgrn6+Xn89e0lfPbN1pq0SKuAKquVD5dvrjkurwwf+riwea0VLRa7fmCpl40CDMMAp00YPahzUpeBNlQBpNUU5u7yKgDKK51Wf/WW3WwqLavJX/BtfTv8hY/Mqvn86Sp/JqB+nVpFLRPYTVxV7SiVti3yfV3bMAwj3jR0H8DwuEqRYAJWmIAJ6Og7a71bqCrb91TUPaGB67HOP7w3S9bv5ImPv45advXWPQzo0to8fxqGkTJ8jQBE5AQRuV9EXhORV4F7ReTEBMsWNwJr7sO16/FywyoiHNavg6+ykVYWGYZhJIOoIwARuQsYhLMcdI2b3BO4TEROUtXLEydefAiY1KqT4HC7ZbPciPkF+Tnsragm33UGYvsBDMNIFX5MQCer6qDgRBF5FvgKJ9JXk6ZmBBCm/Q9eEdQYNVE8OLJjuNp9ANbyG4aRWvyYgPaKyGEh0g8F9sZZnoQSbgQQnNyYeMHRTPq1Dp/c9/SaTzcMI4PwMwK4ELhfRFpTawLqBexw85o8gd723ooqnpu9ul5+PA1D0ZZw9WjfgpWbd4UcAVxavA8XHNE3jtIYhmGEJ6oCUNXPgMNFpCvQA2cJ6BpVXZ9o4eJFoK299c1FrN5SP6hLY3r8sfLM+JF89vVW8t1NYAXNagdh157YsOAyhmEYDcH3MlC3wa/T6IvIvqq6OMwpTYZAb3vDjrKQ+cHN/y5330AiKGpTwEkHdKs57tI6edu+DcMwvDTWF8GUuEiRYGongcPNAaTCEathGEZq8bMM9J5wWUC7uEqTIAImoIoQUXgAKsOkG4ZhZDJ+TEAXAVcBoewn58VXnMQQaWWOAmURfP0YhmFkKn4UwCxggap+GJyRLl5Bc6OszSxqY3Z4wzCyDz9zAGcBn4fKUNV+0U4WkQIR+VRE5onIQhG5yU3vICJTRWSp+54w3wjRlmae8+BHDbrugC4Wt9cwjPTFT0CYLaoaOlaiP8qAsap6EDAMOFFERgITgGmqOhCY5h4nhNwE7bq97QcHJOS6hmEYycDPJPDrwERgsqpWBOX1x9kMtkpVHw51vjpLbErdw3z3pcBpQLGb/hhQAiQkwliiHG5GMy355dPrxiXVB7hhGAaARFsC6W4AuxI4E9gCbAIKgL7AcuDfqvpqlGvkAnOAAcC9qnqtiGxT1XaeMltVtZ4ZSETGA+MBioqKhj/zzDO+KxfgofllfLC2MrRsNHwn8B9HFrBPu/rO3y6cvAuAR0+MHh8gFZSWllJYmLnmK6tf+pPpdUx2/caMGTNHVUcEp/vZCbweuAa4RkT6At2APcBXfk1DqloFDBORdsDLIjLUr+CqOhFnBMKIESO0uLjY76k1vLrhc1j7bejMRmiAEcOHc1CvdvUzJk8CoCGyJoOSkpImK1s8sPqlP5lex6ZSv5gCwqjqKmBVQ2+mqttEpAQ4EdggIt1UdZ2IdAM2NvS60diToJ29ZrUxDCOdSXhUchHp7Pb8EZEWwLHAYuA14AK32AVARDNSY8hJUC3NpbNhGOlMQ0NCxkI34DF3HiAHeE5V3xCRj4DnRORi4Bvg7EQJkKgJVmv/DcNIZ3wrABHpoqobg9IGq+qSSOep6nzg4BDp3wHj/N6/MUTqqTfGDZCNAAzDSGdiMY7MFJFzAgcichXwcvxFij+5CWqnwymAq44bxAM/PiQxNzUMw4gTsZiAioGJInI2UAQsAkJFCmtyJKqnHm4bwG/HDUzI/QzDMOKJ7xGAqq4DJgNH4OwBeFxVSyOe1ESIxxzAZSEadbMAGYaRzsQyBzAVWAcMBXoCD4vIDFW9OlHCxYvcOKwC6tm+Rb00271rGEY6E0vTeK+q/lRVt6nqAuBIYHuC5Ior8TABhfInZJPAhmGkM7GEhHwl6LgSuCXeAiWCePTUN+6sHw4hUT6GDMMwkkEsJqCd1DpNaIbj1K1UVdsmQrB4sk/nxvvkWbpxZ700GwEYhpHOxDIJ3FpV27ivAhzncPcmTrT40dARwIuXHlnzOVw4ScMwjHSlwdOjrklobPxEaXoUNq8dIJ16YLd6+TlmAzIMI42JxQR0hucwBxhBwz0pJ5VoLq/D4R049O7Qsl6+tf+GYaQzsWwE+57ncyWOV9DT4ipNE8PbvueH2E5scwCGYaQzsawCuiiRgjRFvO17qMbe2n/DMNIZPyEh/0UEU4+qXhZXiZoUtS18Xgif0jYCMAwjnfEzApidcCmaKN72PTeECciaf8Mw0hk/CuBYVf2JiFyuqncnXKIE0FCXz94evu0ENgwj0/CzDHS4iPQBfiYi7UWkg/eVaAFTibd5zw2x5McUgGEY6YyfEcADOF5A+wNzqNsuqpvepNEGrlb1tu95IRSAJDygpmEYRuKI2oSp6j2quh/wsKr2V9V+nleTb/wBbntzcdQyA7sU1ksTj64LtenLRgCGYaQzsbiCuLQhNxCRXiIyXUQWichCEbncTe8gIlNFZKn73r4h148XRW0K6qVFGwHYRjDDMNKZZBgxKoGr3FHESODXIrI/MAGYpqoDgWnuccqI1pkPNQcgtg7IMIw0JuEKQFXXqepn7uedOKEke+DsIn7MLfYYcHqiZYlEKHOO1+wTSkGYBcgwjHQmqdOYItIXOBj4BChyw0wGwk12SaYswYQy50idzzYHYBhGZhGLL6BGISKFwIvAFaq6w6+LZhEZD4wHKCoqoqSkJCHybdmypV7axx9/VPN5xoz36uXPnPFeSNNQU6e0tDRhz7EpYPVLfzK9jk2lfklRACKSj9P4P6mqL7nJG0Skm6quE5FuwMZQ56rqRGAiwIgRI7S4uDh2ASZPilqkc6eOsKmuCEcecSSUTANgbHExTHmzTn5xcXFaKoCSkhIa9BzTBKtf+pPpdWwq9Uu4CUicrv5/gUWq+g9P1mvABe7nC4BXEy1LJPbpHGIZqIT+HCAN237DMIwakjEHMAr4CTBWRD53XycDdwDHichS4Dj3OGVcfcLgeml1FUAob6CmAQzDSF8SbgJS1fcJ7zdtXKLvH4r7zj+EXz35WZ20/Nz6utCWeRqGkclkpTODojbNfZWzDr5hGJlMVigAb0Peq0MLhvXyt+lYgN+OHZAYoQzDMFJMVigAryvnly4d5Xvljohw1fGDWXXHKYkSzTAMI2VkhQLw7ujt3Nox/7QuiD79YRYgwzAymaxQACP61Df5vPrrUfXSLhrVlyuH184P2ByAYRiZTFYogIk/HVEvrX+Idf9/+t4QDuxcOzKwZZ6GYWQyWaEACps3bLWrtf+GYWQyWaEAGoq1/4ZhZDKmACJgJiDDMDIZUwARsObfMIxMxhRABGwAYBhGJmMKIAIW8MUwjEzGFIBhGEaWktUK4Nj9ikKm5+c6PX8bABiGkclktQK49/yDQ6arOu/mDtowjEwmqxVA87zciPk2AjAMI5NJWlD4psqTlxxOnk/voE9ecjiFzfM47d4PEiyVYRhG4sl6BTBqQKd6aX8580D+PmVJPcUQqqxhGEa6kvUKIBRnDu/JmcN7ploMwzCMhJLwOQAReVhENorIAk9aBxGZKiJL3Xd/IboMwzCMuJGMSeBHgROD0iYA01R1IDDNPTYMwzCSSMIVgKrOALYEJZ8GPOZ+fgw4PdFyGIZhGHVJ1TLQIlVdB+C+d0mRHIZhGFlLk58EFpHxwHiAoqIiSkpKGnW9aOeXlpZGLdOzUFhTqo2WJVX4qWM6Y/VLfzK9jk2mfqqa8BfQF1jgOV4CdHM/dwOW+LnO8OHDtaG8MHu1PvXJ11HLTZ8+PWqZ8soq3VNe2WBZUo2fOqYzVr/0J9PrmOz6AbM1RJuaqhHAa8AFwB3u+6uJvmE8l3Xm5+aQH3kTsWEYRpMnGctAnwY+AgaLyBoRuRin4T9ORJYCx7nHhmEYRhJJ+AhAVc8LkzUu0fc2DMMwwpPVzuAMwzCyGVMAhmEYWYopAMMwjCzFFIBhGEaWYgrAMAwjSzEFYBiGkaWIBgLgpgEisgn4OsG36QRsTvA9Uk2m19Hql/5keh2TXb8+qto5ODGtFEAyEJHZqjoi1XIkkkyvo9Uv/cn0OjaV+pkJyDAMI0sxBWAYhpGlmAKoz8RUC5AEMr2OVr/0J9Pr2CTqZ3MAhmEYWYqNAAzDMLIUUwCGYRhZStYoABHJFZG5IvKGe9xBRKaKyFL3vb2n7O9FZJmILBGREzzpw0XkCzfvHhGRVNQlFCKyypXtcxGZ7aZlTB1FpJ2IvCAii0VkkYgckWH1G+x+d4HXDhG5IsPq+DsRWSgiC0TkaREpyLD6Xe7WbaGIXOGmNe36hQoTlokv4ErgKeAN9/hOYIL7eQLwF/fz/sA8oDnQD1gO5Lp5nwJHAAK8BZyU6np56rcK6BSUljF1BB4DLnE/NwPaZVL9guqaC6wH+mRKHYEewEqghXv8HHBhBtVvKLAAaIkTZ+UdYGBTr19WjABEpCdwCvAfT/JpOI0K7vvpnvRnVLVMVVcCy4DDRKQb0EZVP1LnW3rcc05TJSPqKCJtgNHAfwFUtVxVt5Eh9QvBOGC5qn5NZtUxD2ghInk4DeVaMqd++wEfq+puVa0E3gN+QBOvX1YoAOAu4Bqg2pNWpKrrANz3Lm56D2C1p9waN62H+zk4vamgwBQRmSMi4920TKljf2AT8IhrxvuPiLQic+oXzLnA0+7njKijqn4L/A34BlgHbFfVKWRI/XB6/6NFpKOItAROBnrRxOuX8QpARE4FNqrqHL+nhEjTCOlNhVGqeghwEvBrERkdoWy61TEPOAS4X1UPBnbhDKfDkW71q0FEmgHfB56PVjREWpOto2v7Pg3H3NEdaCUiP450Soi0Jls/VV0E/AWYCkzGMe9URjilSdQv4xUAMAr4voisAp4BxorI/4AN7nAL932jW34NjuYO0BNnqLrG/Ryc3iRQ1bXu+0bgZeAwMqeOa4A1qvqJe/wCjkLIlPp5OQn4TFU3uMeZUsdjgZWquklVK4CXgCPJnPqhqv9V1UNUdTSwBVhKE69fxisAVf29qvZU1b44Q+t3VfXHwGvABW6xC4BX3c+vAeeKSHMR6YczkfOpO3zbKSIj3Vn5n3rOSSki0kpEWgc+A8fjDEkzoo6quh5YLSKD3aRxwJdkSP2COI9a8w9kTh2/AUaKSEtXrnHAIjKnfohIF/e9N3AGzvfYtOuXihnzVL2AYmpXAXUEpuFo6WlAB0+5P+DMyi/BMwMPjMBpWJcD/8bdSZ3qF46NfJ77Wgj8IQPrOAyYDcwHXgHaZ1L9XNlaAt8BbT1pGVNH4CZgsSvbEzgrYDKpfjNxOibzgHHp8P2ZKwjDMIwsJeNNQIZhGEZoTAEYhmFkKaYADMMwshRTAIZhGFmKKQDDMIwsxRSAYaQZInKKiMwXkT+kWhYjvTEFYBjpx0U4O4bHpFoQI70xBWAYERCREhEZEedrthORX3mOi8WNUxGm/Asi0t+T9AaOy4DVQeXe8fqbN4xomAIwjOTTDvhVtEIAIjIEx0/8Ck9yIc6u07ZBxZ/we13DAFMARpoiIteIyGXu53+KyLvu53Ei8j8RuV9EZrvRmW5y804Skec81ygWkdfdz8eLyEci8pmIPC8ihSHuGbKMONHYbnLTvxCRfd30zuJEgfpMRB4Uka9FpBNwB7CPOJG//upevlBqI5496fqBATif+r5gzgcuBQ4O6vG/huNLyDB8YQrASFdmAEe7n0fgNKD5wFE4veM/qOoI4EDgGBE5EMdV70jXYR7AD4Fn3Ub5euBYdVxqz8aJIFeDjzKb3fT7gavdtD/hOB88BMdDa283fQJOwJdhqvp/btrBwBU4kaL643ixxX2vcWUuIgOA5qq6EEcxnBXIU9WtQHMR6ejj+RmGKQAjbZkDDHe9oJYBH+EogqNxFMA5IvIZMBcYAuyvTqSmycD3xIlKdQpOIzoSp+H9QEQ+x/Ha2CfoftHKvOSRq6/7+SgcF+So6mRga4T6fKqqa1S1Gvjcc41uOMFwApwfuCaOt8nzg66zEcffvmFEJS/VAhhGQ1DVCjfGw0XAhzheQscA+wB7cHrhh6rqVhF5FChwT30W+DWOv/ZZqrrTNbdMVdVI5pNoZcrc9ypq/1exBPMu83z2XmOPR3aAH+EEUwnY+ruJSC9VDUwIF7jnGEZUbARgpDMzcBr6GTi9/l/i9J7b4EQN2y4iRThLJgOU4AST+TmOMgD4GBjlmldwfdYPCrqXnzLBvA+c45Y/HseFNcBOoLXPOi4CAvc8HMfU1FNV+6oT4+IvuHZ/V5F1BVb5vLaR5ZgCMNKZmTgmko/UiaC1F5ipqvNwTD8LgYeBDwInqGoVzjLKk9x3VHUTcCHwtIjMx2ns9/XeyE+ZENwEHO+aok7CiYW7U1W/wzElLfBMAodjEk4cC3DMPS8H5b8MBEIrDscJTB4pFKFh1GDxAAwjQYhIc6BKVStF5AicmMbDYrxGC2A6Tsznqihl7wZeU9VpDZXZyC5sDsAwEkdv4DkRyQHKccxOMaGqe0TkT0APnLCKkVhgjb8RCzYCMAzDyFJsDsAwDCNLMQVgGIaRpZgCMAzDyFJMARiGYWQppgAMwzCylP8HrldlBZS7ni8AAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "########## Program ##########\n", + "\n", + "number = 0\n", + "\n", + "filenames = np.load(fits_path + 'filenames.npy')\n", + "\n", + "directories = ['AGN', 'galaxy', 'QSO', 'star']\n", + "directory = directories[int(search_number/1000)]\n", + " \n", + "for filename in os.listdir(fits_path + directory + '\\\\'):\n", + "\n", + " path = fits_path + '\\\\' + directory + '\\\\' + filename\n", + "\n", + " if filename == filenames[search_number]:\n", + "\n", + " hdul = fits.open(path)\n", + " data = hdul[1].data\n", + " flux = data['flux']\n", + " wavelength = 10**data['loglam']\n", + "\n", + " plt.plot(wavelength, flux) \n", + " plt.xlabel('wavelength(Å)') \n", + " plt.ylabel('flux (10-17 ergs/s/cm2/Å)') \n", + " plt.grid(True)\n", + " plt.title(str(search_number)+\": \"+filename)\n", + " plt.show()\n", + "\n", + " number += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "43d7a808", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "int(0.934)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bfee957d", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/spectral_classifier_big/.ipynb_checkpoints/fits_to_csv-checkpoint.ipynb b/notebooks/spectral_classifier/.ipynb_checkpoints/fits_to_csv-checkpoint.ipynb similarity index 100% rename from notebooks/spectral_classifier_big/.ipynb_checkpoints/fits_to_csv-checkpoint.ipynb rename to notebooks/spectral_classifier/.ipynb_checkpoints/fits_to_csv-checkpoint.ipynb diff --git a/notebooks/.ipynb_checkpoints/extract_fits-checkpoint.ipynb b/notebooks/spectral_classifier/.ipynb_checkpoints/fits_to_npy-checkpoint.ipynb similarity index 71% rename from notebooks/.ipynb_checkpoints/extract_fits-checkpoint.ipynb rename to notebooks/spectral_classifier/.ipynb_checkpoints/fits_to_npy-checkpoint.ipynb index 6808ddc6b9c4239dbe0af08d4cb85d60a25b8830..965290d8ae9fd85f2302cac468b24dfb249196d7 100644 --- a/notebooks/.ipynb_checkpoints/extract_fits-checkpoint.ipynb +++ b/notebooks/spectral_classifier/.ipynb_checkpoints/fits_to_npy-checkpoint.ipynb @@ -3,20 +3,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "from astropy.io import fits\n", - "import matplotlib.pyplot as plt\n", - "from astropy.wcs import WCS\n", - "import os\n", - "import csv" - ] - }, - { - "cell_type": "code", - "execution_count": 6, + "id": "6e2b226d", "metadata": {}, "outputs": [ { @@ -27,8 +14,7 @@ "Länge der Liste wavelength ist: 2690\n", "Länge der Liste wavelength ist: 3483\n", "Länge der Liste wavelength ist: 3521\n", - "0.36363636363636365% waren nicht erfolgreich bei der Klasse:AGN\n", - "1000 CSV-Dateien angelegt.\n", + "0.4% waren nicht erfolgreich bei der Klasse:AGN\n", "Länge der Liste wavelength ist: 3521\n", "Länge der Liste wavelength ist: 3502\n", "Länge der Liste wavelength ist: 3511\n", @@ -59,13 +45,11 @@ "Länge der Liste wavelength ist: 3447\n", "Länge der Liste wavelength ist: 3447\n", "Länge der Liste wavelength ist: 3511\n", - "2.727272727272727% waren nicht erfolgreich bei der Klasse:galaxy\n", - "1000 CSV-Dateien angelegt.\n", + "3.0% waren nicht erfolgreich bei der Klasse:galaxy\n", "Länge der Liste wavelength ist: 3516\n", "Länge der Liste wavelength ist: 3495\n", "Länge der Liste wavelength ist: 3116\n", - "0.27272727272727276% waren nicht erfolgreich bei der Klasse:QSO\n", - "1000 CSV-Dateien angelegt.\n", + "0.3% waren nicht erfolgreich bei der Klasse:QSO\n", "Länge der Liste wavelength ist: 3461\n", "Länge der Liste wavelength ist: 3472\n", "Länge der Liste wavelength ist: 3475\n", @@ -80,14 +64,31 @@ "Länge der Liste wavelength ist: 3441\n", "Länge der Liste wavelength ist: 3515\n", "Länge der Liste wavelength ist: 3237\n", - "1.2727272727272727% waren nicht erfolgreich bei der Klasse:star\n", - "1000 CSV-Dateien angelegt.\n" + "1.4000000000000001% waren nicht erfolgreich bei der Klasse:star\n" ] } ], "source": [ + "import numpy as np\n", + "from astropy.io import fits\n", + "import matplotlib.pyplot as plt\n", + "from astropy.wcs import WCS\n", + "import os\n", + "import csv\n", + "\n", + "########## Input ##########\n", + "\n", "fits_path = 'F:\\\\data\\\\spectral_fits\\\\'\n", - "csv_path = 'F:\\\\data\\\\spectral_csv\\\\'\n", + "\n", + "samples_per_class = 1000\n", + "\n", + "smallest_wavelength = 4000 # in Angström\n", + "biggest_wavelength = 9000 \n", + "\n", + "########## Program ##########\n", + "\n", + "all_flux = []\n", + "filenames = []\n", "\n", "for directory in os.listdir(fits_path):\n", " \n", @@ -105,14 +106,14 @@ " wavelength = 10**data['loglam']\n", " hdul.close()\n", " \n", - " # Find first und last Index finden\n", + " # first und last Index finden\n", " for i in range(len(wavelength)):\n", - " if wavelength[i]>4000:\n", + " if wavelength[i]>smallest_wavelength:\n", " first_index = i\n", " break\n", "\n", " for i in range(len(wavelength)):\n", - " if wavelength[i]>9000:\n", + " if wavelength[i]>biggest_wavelength:\n", " last_index = i\n", " break\n", "\n", @@ -120,28 +121,39 @@ " wavelength = wavelength[first_index:last_index]\n", " flux = flux[first_index:last_index]\n", " \n", - " # Daten in csv-Dateien abspeichern\n", - " if len(wavelength) == 3522 and count_added < 1000:\n", - " file = open(csv_path + directory + '\\\\' + filename[:-5] + '.csv', 'w') \n", - " with file:\n", - " writer = csv.writer(file, delimiter=',', lineterminator='\\n')\n", - " writer.writerow([\"wavelength\",\"flux\"])\n", + " if len(wavelength) == 3522 and count_added < samples_per_class:\n", + " all_flux.append(flux)\n", + " filenames.append(filename)\n", + " count_added += 1 \n", "\n", - " for i in range(len(wavelength)):\n", - " writer.writerow([wavelength[i],flux[i]])\n", - " count_added += 1\n", - " \n", " if len(wavelength) != 3522:\n", " print(\"Länge der Liste wavelength ist: \" + str(len(wavelength)))\n", - " count_failed += 1\n", + " count_failed += 1 \n", " \n", - " print(str(count_failed/1100*100) + \"% waren nicht erfolgreich bei der Klasse:\" + directory)\n", - " print(str(count_added) + \" CSV-Dateien angelegt.\")" + " print(str(count_failed/1000*100) + \"% waren nicht erfolgreich bei der Klasse:\" + directory)\n", + "\n", + "# Numpy Arrays mit Daten füllen\n", + "data = np.array(all_flux)\n", + "\n", + "labels = np.zeros(shape=(4000,), dtype='int')\n", + "for i in range(4):\n", + " for t in range(samples_per_class):\n", + " labels[i*1000+t] = i\n", + " \n", + "wavelengths = np.array(wavelength)\n", + "filenames = np.array(filenames)\n", + "\n", + "# Numpy arrays in .npy Dateien speichern\n", + "np.save(fits_path + \"data.npy\", data)\n", + "np.save(fits_path + \"labels.npy\", labels)\n", + "np.save(fits_path + \"wavelengths.npy\", wavelengths)\n", + "np.save(fits_path + \"filenames.npy\", filenames)" ] }, { "cell_type": "code", "execution_count": null, + "id": "85504e55", "metadata": {}, "outputs": [], "source": [] @@ -149,7 +161,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -167,5 +179,5 @@ } }, "nbformat": 4, - "nbformat_minor": 4 + "nbformat_minor": 5 } diff --git a/notebooks/spectral_classifier_big/.ipynb_checkpoints/spectral_classifier-checkpoint.ipynb b/notebooks/spectral_classifier/.ipynb_checkpoints/spectral_classifier-checkpoint.ipynb similarity index 100% rename from notebooks/spectral_classifier_big/.ipynb_checkpoints/spectral_classifier-checkpoint.ipynb rename to notebooks/spectral_classifier/.ipynb_checkpoints/spectral_classifier-checkpoint.ipynb diff --git a/notebooks/spectral_classifier/.ipynb_checkpoints/spectral_classifier_from_npy-checkpoint.ipynb b/notebooks/spectral_classifier/.ipynb_checkpoints/spectral_classifier_from_npy-checkpoint.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..6f10341fb6b8e0970ce0328102c4411219c746a3 --- /dev/null +++ b/notebooks/spectral_classifier/.ipynb_checkpoints/spectral_classifier_from_npy-checkpoint.ipynb @@ -0,0 +1,2105 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1) Daten aus CSV-Datei auslesen" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from astropy.io import fits\n", + "import numpy as np\n", + "import os\n", + "import csv\n", + "import tensorflow as tf\n", + "\n", + "########## Input ##########\n", + "\n", + "fits_path = 'F:\\\\data\\\\spectral_fits'\n", + "samples_per_class = 1000\n", + "\n", + "########## Program ##########\n", + "\n", + "# Listen mit den flux Werten, Labels und Wellenlängen erstellen\n", + "data = np.load(fit_path + \"data.npy\")\n", + "labels = np.load(fit_path + \"labels.npy\")\n", + "wavelengths = np.load(fit_path + \"wavelengths.npy\")\n", + "\n", + "# Liste die Galaxie-Nummer speichert\n", + "numbers = range(4*samples_per_class)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# TEST: WIEDER LÖSCHEN -> keine Verbesserung\n", + "# negative Werte werden auf 0.1 gesetzt\n", + "\n", + "# for i in range(len(data)):\n", + "# for t in range(len(data[i])):\n", + "# if data[i][t] <= 0.1:\n", + "# data[i][t] = 0.1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2) Normierung" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'np' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_4564/172449373.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mmedian_limit\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m3\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mdata_normalized\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m4000\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3522\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;31m# Normierungs-Test: median normalization\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'np' is not defined" + ] + } + ], + "source": [ + "median_limit = 3\n", + "data_normalized = np.zeros(shape=(4000,3522))\n", + "\n", + "# Normierungs-Test: median normalization\n", + "for i in range(len(data)):\n", + " \n", + " # median normalization\n", + " sorted = np.sort(data[i])\n", + " median = 0.5* (data[i][1760] + data[i][1761])\n", + " data_normalized[i] = data[i]/median\n", + " print(median)\n", + " \n", + " # No bigger value than 2x median\n", + " for t in range(len(data_normalized[i])):\n", + " if data_normalized[i][t] >= median_limit:\n", + " data_normalized[i][t] = median_limit\n", + " print(\"Datensatz \" + str(i) + \" oben abgeschnitten\")\n", + " elif data_normalized[i][t] <=-median_limit:\n", + " data_normalized[i][t] = -median_limit\n", + " print(\"Datensatz \" + str(i) + \" unten abgeschnitten\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Ohne Normierung**" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for i in [1, 2, 3, 1002, 1534, 1550, 3999]: #1534 \n", + " plt.plot(wavelengths, data[i]) \n", + " plt.xlabel('wavelength(Å)') \n", + " plt.ylabel('flux (10-17 ergs/s/cm2/Å)') \n", + " plt.grid(True)\n", + " plt.title(str(i))\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Mit Normierung**" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'data_normalized' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_4564/1696242517.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1002\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1534\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m3999\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwavelengths\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata_normalized\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'wavelength(Å)'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'flux / median'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgrid\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'data_normalized' is not defined" + ] + } + ], + "source": [ + "for i in [1,2,3,1002, 1534, 3999]:\n", + " plt.plot(wavelengths, data_normalized[i]) \n", + " plt.xlabel('wavelength(Å)') \n", + " plt.ylabel('flux / median') \n", + " plt.grid(True)\n", + " plt.title(str(i))\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3) Trainings- und Test-Datensatz erstellen" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import random\n", + "# z = list(zip(data_normalized, labels)) # Mit Median-Normierung\n", + "z = list(zip(data, labels, numbers)) # Ohne Median-Normierung\n", + "random.shuffle(z)\n", + "data_shuffled, labels_shuffled, numbers_shuffled = zip(*z)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(4000, 3522)\n", + "(4000,)\n" + ] + } + ], + "source": [ + "print(np.array(data_shuffled).shape)\n", + "print(np.array(labels_shuffled).shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "split_index = int(len(data_shuffled)*0.9)\n", + "\n", + "# Daten\n", + "data_training = np.asarray(data_shuffled[:split_index])\n", + "data_test = np.asarray(data_shuffled[split_index:])\n", + "\n", + "# Labels\n", + "labels_training = np.asarray(labels_shuffled[:split_index])\n", + "labels_test = np.asarray(labels_shuffled[split_index:])\n", + "\n", + "# Galaxie numbers\n", + "numbers_training = numbers_shuffled[:split_index]\n", + "numbers_test = numbers_shuffled[split_index:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4) Netzwerk erstellen" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Activation, Dense, Flatten, Conv1D, MaxPooling1D, Dropout, InputLayer, GlobalAveragePooling1D\n", + "from tensorflow.keras.metrics import Accuracy\n", + "\n", + "from tensorflow import keras\n", + "from tensorflow.keras import layers" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "input_shape = (3522,1)\n", + "\n", + "data_training_r = np.reshape(data_training, newshape=(len(data_training), input_shape[0], input_shape[1]))\n", + "data_test_r = np.reshape(data_test, newshape=(len(data_test), input_shape[0], input_shape[1]))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(3600, 3522, 1)\n", + "(400, 3522, 1)\n" + ] + } + ], + "source": [ + "print(data_training_r.shape)\n", + "print(data_test_r.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Conv1D, maxPool1D, categorical_crossentropy\n", + "# model = Sequential([\n", + "# #Conv1D(filters=30, kernel_size=10, activation='relu', input_shape=(3522,1)),\n", + "# Conv1D(filters=64, kernel_size=5, activation='relu'), #mehr Filtern\n", + "# MaxPooling1D(4), # Größere Region\n", + "# Dropout(0.1),\n", + "# #Conv1D(filters=60, kernel_size=10, activation='relu'),\n", + "# Conv1D(filters=64, kernel_size=5, activation='relu'),\n", + "# MaxPooling1D(4),\n", + "# # GlobalAveragePooling1D(),\n", + "# Dropout(0.1),\n", + "# Flatten(),\n", + " \n", + "# Dense(units=64, activation='relu'),\n", + "# #Extra Dense\n", + " \n", + "# Dense(units=4, activation='softmax')\n", + "# ])\n", + "\n", + "# Am besten (schnell):\n", + "model = Sequential([\n", + " Conv1D(filters=64, kernel_size=80, strides=10, activation='relu', input_shape=(3522,1)), # stride\n", + " MaxPooling1D(3), #Pooling verringert Accuracy leicht aber verhindert overfitting\n", + " Dropout(0.35),\n", + " Conv1D(filters=128, kernel_size=40, strides=10, activation='relu'),\n", + " MaxPooling1D(3),\n", + " Dropout(0.35),\n", + " Flatten(),\n", + " Dense(units=128, activation='relu'), # Droput, weniger neuronen\n", + " Dropout(0.35),\n", + " Dense(units=4, activation='softmax')\n", + "])\n", + "\n", + "# model = Sequential([\n", + "# Conv1D(filters=64, kernel_size=40, strides=10, activation='relu', input_shape=(3522,1)), # stride\n", + "# Dropout(0.2),\n", + "# Conv1D(filters=128, kernel_size=20, strides=5, activation='relu'), # stride\n", + "# Dropout(0.2),\n", + "# Flatten(),\n", + "# Dense(units=4, activation='softmax')\n", + "# ])\n", + "\n", + "# Langsamer, aber auch gut (aus paper):\n", + "# model = Sequential([\n", + "# Conv1D(filters=16, kernel_size=21, activation='relu', input_shape=(3522,1)),\n", + "# MaxPooling1D(2),\n", + "# Conv1D(filters=32, kernel_size=11, activation='relu'),\n", + "# MaxPooling1D(2),\n", + "# Conv1D(filters=64, kernel_size=5, activation='relu'),\n", + "# MaxPooling1D(2), \n", + "# Flatten(),\n", + "# Dense(units=64, activation='relu'),\n", + "# Dropout(0.5),\n", + "# Dense(units=4, activation='softmax')\n", + "# ])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "model.compile(optimizer='Adam', loss='sparse_categorical_crossentropy',\n", + " metrics=['accuracy'])" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# x_train = data_training_r\n", + "# x_test = data_test_r\n", + "\n", + "x_train = tf.keras.utils.normalize(data_training_r, axis=1)\n", + "x_test = tf.keras.utils.normalize(data_test_r, axis=1)\n", + "\n", + "y_train = labels_training\n", + "y_test = labels_test" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/75\n", + "17/17 [==============================] - 1s 63ms/step - loss: 1.3452 - accuracy: 0.3756 - val_loss: 1.2381 - val_accuracy: 0.4694\n", + "Epoch 2/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 1.1490 - accuracy: 0.4910 - val_loss: 1.0806 - val_accuracy: 0.4417\n", + "Epoch 3/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 1.0436 - accuracy: 0.5176 - val_loss: 1.0260 - val_accuracy: 0.5111\n", + "Epoch 4/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 1.0041 - accuracy: 0.5448 - val_loss: 0.9995 - val_accuracy: 0.5361\n", + "Epoch 5/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.9769 - accuracy: 0.5636 - val_loss: 0.9867 - val_accuracy: 0.5389\n", + "Epoch 6/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.9497 - accuracy: 0.5778 - val_loss: 0.9706 - val_accuracy: 0.5694\n", + "Epoch 7/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.9272 - accuracy: 0.5747 - val_loss: 0.9427 - val_accuracy: 0.5778\n", + "Epoch 8/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.9255 - accuracy: 0.5642 - val_loss: 0.9272 - val_accuracy: 0.5861\n", + "Epoch 9/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.8910 - accuracy: 0.5944 - val_loss: 0.9103 - val_accuracy: 0.5889\n", + "Epoch 10/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.8743 - accuracy: 0.5985 - val_loss: 0.8866 - val_accuracy: 0.5944\n", + "Epoch 11/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.8581 - accuracy: 0.6068 - val_loss: 0.8818 - val_accuracy: 0.6000\n", + "Epoch 12/75\n", + "17/17 [==============================] - 1s 66ms/step - loss: 0.8357 - accuracy: 0.6182 - val_loss: 0.8719 - val_accuracy: 0.5833\n", + "Epoch 13/75\n", + "17/17 [==============================] - 1s 60ms/step - loss: 0.8132 - accuracy: 0.6164 - val_loss: 0.8703 - val_accuracy: 0.6028\n", + "Epoch 14/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.7875 - accuracy: 0.6367 - val_loss: 0.8412 - val_accuracy: 0.5972\n", + "Epoch 15/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.7755 - accuracy: 0.6478 - val_loss: 0.8003 - val_accuracy: 0.6333\n", + "Epoch 16/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.7528 - accuracy: 0.6574 - val_loss: 0.7687 - val_accuracy: 0.6778\n", + "Epoch 17/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.7291 - accuracy: 0.6728 - val_loss: 0.7575 - val_accuracy: 0.6583\n", + "Epoch 18/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.7261 - accuracy: 0.6716 - val_loss: 0.7523 - val_accuracy: 0.6972\n", + "Epoch 19/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.7011 - accuracy: 0.6849 - val_loss: 0.7105 - val_accuracy: 0.7389\n", + "Epoch 20/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.7089 - accuracy: 0.6688 - val_loss: 0.7085 - val_accuracy: 0.6806\n", + "Epoch 21/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.6650 - accuracy: 0.7046 - val_loss: 0.6989 - val_accuracy: 0.6944\n", + "Epoch 22/75\n", + "17/17 [==============================] - 1s 61ms/step - loss: 0.6639 - accuracy: 0.6944 - val_loss: 0.6826 - val_accuracy: 0.7556\n", + "Epoch 23/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.6538 - accuracy: 0.7031 - val_loss: 0.6775 - val_accuracy: 0.7194\n", + "Epoch 24/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.6328 - accuracy: 0.7219 - val_loss: 0.6561 - val_accuracy: 0.7361\n", + "Epoch 25/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.6331 - accuracy: 0.7167 - val_loss: 0.6443 - val_accuracy: 0.7667\n", + "Epoch 26/75\n", + "17/17 [==============================] - 1s 60ms/step - loss: 0.6334 - accuracy: 0.7176 - val_loss: 0.6364 - val_accuracy: 0.7583\n", + "Epoch 27/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.6166 - accuracy: 0.7222 - val_loss: 0.6430 - val_accuracy: 0.7500\n", + "Epoch 28/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.6004 - accuracy: 0.7383 - val_loss: 0.6409 - val_accuracy: 0.7694\n", + "Epoch 29/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.6019 - accuracy: 0.7349 - val_loss: 0.6787 - val_accuracy: 0.6972\n", + "Epoch 30/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.5919 - accuracy: 0.7333 - val_loss: 0.6104 - val_accuracy: 0.7528\n", + "Epoch 31/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.5878 - accuracy: 0.7395 - val_loss: 0.5983 - val_accuracy: 0.7583\n", + "Epoch 32/75\n", + "17/17 [==============================] - 1s 60ms/step - loss: 0.5746 - accuracy: 0.7429 - val_loss: 0.6245 - val_accuracy: 0.7389\n", + "Epoch 33/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.5661 - accuracy: 0.7574 - val_loss: 0.6049 - val_accuracy: 0.7722\n", + "Epoch 34/75\n", + "17/17 [==============================] - 1s 64ms/step - loss: 0.5647 - accuracy: 0.7497 - val_loss: 0.6111 - val_accuracy: 0.7556\n", + "Epoch 35/75\n", + "17/17 [==============================] - 1s 62ms/step - loss: 0.5734 - accuracy: 0.7531 - val_loss: 0.5833 - val_accuracy: 0.7583\n", + "Epoch 36/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.5571 - accuracy: 0.7497 - val_loss: 0.5806 - val_accuracy: 0.7667\n", + "Epoch 37/75\n", + "17/17 [==============================] - 1s 66ms/step - loss: 0.5587 - accuracy: 0.7497 - val_loss: 0.5927 - val_accuracy: 0.7722\n", + "Epoch 38/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.5343 - accuracy: 0.7608 - val_loss: 0.5805 - val_accuracy: 0.7722\n", + "Epoch 39/75\n", + "17/17 [==============================] - 1s 64ms/step - loss: 0.5554 - accuracy: 0.7503 - val_loss: 0.6270 - val_accuracy: 0.7389\n", + "Epoch 40/75\n", + "17/17 [==============================] - 1s 62ms/step - loss: 0.5527 - accuracy: 0.7475 - val_loss: 0.5650 - val_accuracy: 0.7778\n", + "Epoch 41/75\n", + "17/17 [==============================] - 1s 61ms/step - loss: 0.5398 - accuracy: 0.7568 - val_loss: 0.5670 - val_accuracy: 0.7806\n", + "Epoch 42/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.5272 - accuracy: 0.7809 - val_loss: 0.5635 - val_accuracy: 0.7833\n", + "Epoch 43/75\n", + "17/17 [==============================] - 1s 61ms/step - loss: 0.5210 - accuracy: 0.7759 - val_loss: 0.5433 - val_accuracy: 0.7944\n", + "Epoch 44/75\n", + "17/17 [==============================] - 1s 60ms/step - loss: 0.5330 - accuracy: 0.7673 - val_loss: 0.5603 - val_accuracy: 0.7861\n", + "Epoch 45/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.5259 - accuracy: 0.7679 - val_loss: 0.5491 - val_accuracy: 0.7806\n", + "Epoch 46/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.5174 - accuracy: 0.7713 - val_loss: 0.5485 - val_accuracy: 0.7861\n", + "Epoch 47/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.5095 - accuracy: 0.7765 - val_loss: 0.5609 - val_accuracy: 0.7972\n", + "Epoch 48/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.5223 - accuracy: 0.7753 - val_loss: 0.5369 - val_accuracy: 0.7750\n", + "Epoch 49/75\n", + "17/17 [==============================] - 1s 60ms/step - loss: 0.5067 - accuracy: 0.7707 - val_loss: 0.5450 - val_accuracy: 0.8028\n", + "Epoch 50/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4947 - accuracy: 0.7880 - val_loss: 0.5392 - val_accuracy: 0.8028\n", + "Epoch 51/75\n", + "17/17 [==============================] - 1s 62ms/step - loss: 0.5141 - accuracy: 0.7750 - val_loss: 0.5945 - val_accuracy: 0.7778\n", + "Epoch 52/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.4956 - accuracy: 0.7883 - val_loss: 0.5393 - val_accuracy: 0.7889\n", + "Epoch 53/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.5073 - accuracy: 0.7809 - val_loss: 0.5305 - val_accuracy: 0.7944\n", + "Epoch 54/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.5034 - accuracy: 0.7855 - val_loss: 0.5306 - val_accuracy: 0.7917\n", + "Epoch 55/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4837 - accuracy: 0.7827 - val_loss: 0.5354 - val_accuracy: 0.7833\n", + "Epoch 56/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.4985 - accuracy: 0.7843 - val_loss: 0.5452 - val_accuracy: 0.7861\n", + "Epoch 57/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.4988 - accuracy: 0.7772 - val_loss: 0.5247 - val_accuracy: 0.7833\n", + "Epoch 58/75\n", + "17/17 [==============================] - 1s 61ms/step - loss: 0.4844 - accuracy: 0.7873 - val_loss: 0.5338 - val_accuracy: 0.8000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 59/75\n", + "17/17 [==============================] - 1s 63ms/step - loss: 0.4807 - accuracy: 0.7892 - val_loss: 0.5247 - val_accuracy: 0.7972\n", + "Epoch 60/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.4643 - accuracy: 0.8022 - val_loss: 0.5416 - val_accuracy: 0.7778\n", + "Epoch 61/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4807 - accuracy: 0.7951 - val_loss: 0.5386 - val_accuracy: 0.7917\n", + "Epoch 62/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.4663 - accuracy: 0.7957 - val_loss: 0.5324 - val_accuracy: 0.8056\n", + "Epoch 63/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4765 - accuracy: 0.7904 - val_loss: 0.5407 - val_accuracy: 0.8000\n", + "Epoch 64/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.4748 - accuracy: 0.7920 - val_loss: 0.5181 - val_accuracy: 0.7944\n", + "Epoch 65/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4726 - accuracy: 0.7935 - val_loss: 0.5210 - val_accuracy: 0.7917\n", + "Epoch 66/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.4741 - accuracy: 0.7892 - val_loss: 0.5099 - val_accuracy: 0.7889\n", + "Epoch 67/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4651 - accuracy: 0.8003 - val_loss: 0.5117 - val_accuracy: 0.8056\n", + "Epoch 68/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4534 - accuracy: 0.8046 - val_loss: 0.5704 - val_accuracy: 0.7889\n", + "Epoch 69/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.4638 - accuracy: 0.8012 - val_loss: 0.5165 - val_accuracy: 0.7889\n", + "Epoch 70/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4571 - accuracy: 0.8028 - val_loss: 0.5313 - val_accuracy: 0.8083\n", + "Epoch 71/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.4611 - accuracy: 0.7960 - val_loss: 0.5204 - val_accuracy: 0.8139\n", + "Epoch 72/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.4494 - accuracy: 0.8099 - val_loss: 0.5106 - val_accuracy: 0.7972\n", + "Epoch 73/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.4443 - accuracy: 0.8037 - val_loss: 0.5018 - val_accuracy: 0.8056\n", + "Epoch 74/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4419 - accuracy: 0.8046 - val_loss: 0.4929 - val_accuracy: 0.8111\n", + "Epoch 75/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.4493 - accuracy: 0.8074 - val_loss: 0.5449 - val_accuracy: 0.7972\n" + ] + } + ], + "source": [ + "history = model.fit(x_train, y_train,\n", + " epochs=75, validation_split=0.1,\n", + " shuffle=True, batch_size=200,\n", + " verbose=1)\n", + "\n", + "# model_handler=Model.Model(shape=(height_dim,height_dim,lc_dim,1))\n", + "\n", + "\n", + "#model3 = tf.keras.models.load_model('spectral_classifier_v2.h5')\n", + "# model.save('spectral_classifier_v2.h5')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5) Auswertungen" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_accuracy(name, ylim=[0,1.01]):\n", + " plt.plot(history.history['accuracy'])\n", + " plt.plot(history.history['val_accuracy'])\n", + " plt.title('model accuracy')\n", + " plt.ylabel('accuracy')\n", + " plt.xlabel('epoch')\n", + " plt.ylim(ylim[0], ylim[1])\n", + " plt.legend(['training', 'validation'], loc='upper left')\n", + " plt.savefig(name)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_loss(name, ylim=[-0.5,2]):\n", + " plt.plot(history.history['loss'])\n", + " plt.plot(history.history['val_loss'])\n", + " plt.title('model loss')\n", + " plt.ylabel('loss')\n", + " plt.xlabel('epoch')\n", + " plt.ylim(ylim[0],ylim[1])\n", + " plt.legend(['training', 'validation'], loc='upper left')\n", + " plt.savefig(name)\n", + " plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_accuracy(\"accuracy_graph.png\")\n", + "plot_loss(\"loss_graph.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "<tf.Tensor: shape=(4, 4), dtype=int32, numpy=\n", + "array([[87, 4, 3, 1],\n", + " [38, 74, 4, 4],\n", + " [ 4, 5, 63, 15],\n", + " [ 0, 1, 16, 81]])>" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.metrics import confusion_matrix\n", + "\n", + "predictions = model.predict(x=x_test)\n", + "rounded_predictions = np.argmax(predictions, axis=-1)\n", + "\n", + "cm_labels = range(4)\n", + "cm = confusion_matrix(y_true=y_test, y_pred=rounded_predictions)\n", + "\n", + "tf.math.confusion_matrix(\n", + " labels=y_test, predictions=rounded_predictions, num_classes=4, weights=None, dtype=tf.dtypes.int32,\n", + " name=None)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Untersuchung der falsch klassifizierten Spektren" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Label 0 = AGN** \\\n", + "**Label 1 = galaxy** \\\n", + "**Label 2 = QSO** \\\n", + "**Label 3 = star**" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "400 richtig\n", + "95 falsch\n", + "76.25% richtig klassifiziert\n" + ] + } + ], + "source": [ + "predictions = model.predict(x=x_test)\n", + "rounded_predictions = np.argmax(predictions, axis=-1)\n", + "\n", + "wrong_predictions = []\n", + "\n", + "for i in range(len(rounded_predictions)):\n", + " if rounded_predictions[i] != y_test[i]:\n", + " wrong_predictions.append(numbers_test[i]) \n", + "\n", + "wrong_predictions.sort()\n", + " \n", + "print(len(rounded_predictions), \"richtig\")\n", + "print(len(wrong_predictions), \"falsch\")\n", + "print(str(((len(rounded_predictions)-len(wrong_predictions))/len(rounded_predictions))*100) + \"% richtig klassifiziert\")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[235, 264, 322, 459, 579, 730, 822, 968, 1003, 1029, 1038, 1048, 1058, 1066, 1134, 1139, 1180, 1249, 1267, 1277, 1316, 1331, 1339, 1357, 1374, 1380, 1393, 1488, 1493, 1494, 1504, 1509, 1516, 1544, 1556, 1591, 1621, 1642, 1657, 1687, 1733, 1738, 1762, 1766, 1774, 1776, 1820, 1825, 1838, 1841, 1856, 1864, 1916, 1953, 2028, 2077, 2207, 2208, 2274, 2371, 2426, 2467, 2559, 2567, 2616, 2667, 2679, 2687, 2754, 2765, 2799, 2830, 2840, 2880, 2907, 2940, 2965, 2986, 3021, 3035, 3044, 3064, 3106, 3219, 3233, 3303, 3348, 3375, 3401, 3462, 3465, 3527, 3568, 3681, 3937]\n" + ] + } + ], + "source": [ + "print(wrong_predictions)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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yixz7bunWggbjS1+fxqNfLKI0vg4zHy4N3i0ykOtOSg3r/AbJzueutHZlL8k+75Gidd9LRw7m0rS2/PX3xwJw3+AuHNumIW9d14fv701nzV+H8NDQY8JKz1MX92DgkbX4efhAPv5jP45r05BPbz2JT245Kaz3qajrTkpl9kODeDlIz6fKckbXlIBtDpE26e7TmDFiIGOu7k2bI2pzTMsGAc9LqhVf8No/SDgzdDjbQ44N3AZXXHRChAUJU4pr3vqlSClhwqLNBa+dXjRreOfnzFLfY/banSzfso9OI/7H9yHUYfts3Vd0JLNvKgd//5yyhi/nb+QXv37zwXy3dCvbsw6RnFD6v9I1/dox75EzSG1Sh7sGdeKxc7uROXoo5/dsFVK6bzqlA1/efjIf3dyPT245iUHHNA94Xnyc0LB2LV64rCcAvY5sRHKteP52UQ8u73skCx47s0gvovZN6yIi3HRKB3q0aVji/V68/HgyRw8lc/RQlo4snO+ont80EGmpjRl3+8kk14qnd7sjmDGi4vNn1ktK4OmLj+Osbin8vldrfnlwIJ/delKRRmWA4UOOpkm9JIb2aMkN/duH/P5De0Rm2pNPbz2poOqzcd1EXr+6d0Te11/HZoWrxx3VvB7N6ydzZrcW/HT/6Xxxe/+A11zWp7B7rn91kyD4pnLq17Hs3lfRZEGiBlNV3p66ht37c7jtvTksLzY6dPpq5+F7xwdzS3TrO++lqWzZe6jMe1z46jQyloVfVdJ3VGgDjv7vg9Dnr/nTh/OYv630vuRPnNedRnUSyfjzAO4a1Llgv//ka384xXnI+ebSGdqjZcGn/5QGSRzbpiFxcULvdkfwz2vSuCW9Izee7Fzz/h9OIHP0UFY9OQQRKfiEOfCYoj2K/Ntbikt2P332TW1csG+o3xxSybXimT58IG9f16fEuAZ/zesnFxlf4WtADean+wfww5/TC7Y/uaUfU+4bwEW92/D61Wk8e0lPUhokc/yRR/DeTScyxu9BnJRQ+InZV+XXqmFhHXqLBsk8d+lxJe755zO7lJomH/+HfubooUWW+1z0+Fn0OrJoye6sbi3IHD2UNX8dUmT/5X2PDOl+gfj/vRQXqFH6xA6Ni+yPD/K7CrWEEK2KVGuTqMGW7MznqZmL+c/0tazals26Xfv54vaTS5z3xfySDZiLN+0ttV7b35NfL61wWiNh3c79ZO4tOt1BnIQ2LUijOokFr7u0cB7sF6e14coT2lE7MZ78fKVx3UTOKPawFxHuH+w8fB/+XcnBa51T6vPdPafRrknoa3vvdEcSz8jcydyHzyBftcQDpkXDZFo0LLshs1n9JDLuTSfrUC7dWzfk5lM78NoPq/nbhJK/szZH1Cmy3btd4xLn+AvWVfmMrim883Mmb17XhyZ1E2lcN5GE+Dj2Hjxc4tzUpnVZOnIwfUZNYt/Bws4JT198HPf+d37hvQJ02/3ToM6c3Klpid5t/kSEr/7v5ILR3yOGHsMHM34rNV/FdWvVgEUb94Y859QxLRuwZNPeEuODbj6tI6/4NVaH23xmQcJE3CF30ZKdAaYvWLZ5X4l9VV3mjv0l9k25/3T6j3YGnI2/o2SA9Ln3rM7UTYrnplM6UD8pgcSEOIYe27Lg4RwXJ5wV5KFYlg7Nwlu83n8aiiPqJpZyZmhSmxYGKBHhlvSO3HByKl0emhDw/B/+nM6u/SUf6IF89X8ns2pb0bEL/Y9qGrAbc1JC4IqN5FrxJZ6A5/dsxamdm5K5fT/JteIKFuTxd+egTiGlsXvrhjxw9tEc27oh9ZISGHdbf857OXC319aNajtrT/u5rE9bHh63iO6tG/DQ0GPoWMbvM1g+G9auxc2nduD1Yl2Ag80gXj8pgX2Hcgs6ItQuoyq1vKy6KQqe+XYZizeG9ik7liascf7Rff/wG3cfYMPuA2Qs28pZz/8Yy6RViqNb1Kd1o9o0rO1U7RzTInDjIkCdxATuObMLDWvXIi5OOPe4VkGrB6LtcF70JxUsbW2Ddk3q0rNto5Dep3vrhpzXs3VI5yaGMU4gPk5oXj+Zvu0b06NNaGkpzR9P61jQY++4Ynm7JK1NwevHz+1WYrDhqZ2bserJIRzVvD43ndKBAUcHbofy6ZPqVH0F+uTv21f8x/+fG08ocW7f9k5J7k9ndGbpyMGxDRIikiwiF4nICyLyXxH5t4jcJyLdIpEIEXlLRLaKyEK/fY1FZKKIrHC/l91dxANycvP5x3cr+f2rwQfghGvhhj0lGnLDsXTzXr4P0C6wbFfRh832rBz6j/6O696eWe57VcTpRzcvUo9dUT3aNKRbq+APfl8X2nG39efNa9NKrb/3ksNut8mv7zglaveILyVIREug0kA4595zRmceHFJ6u0qo7jnDaV84ok4tnrqosK1kUNeUEms9xImE9IHhn9ekMbhbC24b4HRIGHZK4Lm9oGQ7xMmdSjZe+/8Ikv16SUVamUFCRB4DpgL9gF+A14GPgFxgtPsA71HBdLwDFF+C6gFgsqp2Aia7257nm6zOt/5sJPzuHz/Rd9Rktu49yOG8fPLzleGfLmD4p78yZcU2Uh8YzxtTVpeY1XLp5r386cN5DH5+Cte7D/51O/ezKzsnap9G372xb5nnlPaJsUOz4HXz5x4XWg8jny9uP5kvA7Sx+LRq5Ezhkdq0bomGYy/7+8XHkdIgqdSfVUXFIEYATuP5Rzf3K7E/lPEt/zewE8NO7RiRdFzQyyn9BCpR+ear8vXgalgneCcDf2d0TeG1q3vTqE4imaOHMijI9CeFysqzk7biQSvSQmmTmKmqjwU59qyINAfK3yUAUNUfRSS12O7zgHT39b+ADOD+itynMvh+X5H6tfm3F/imGD6lU1OmrHCmkvANtvnL+CX8ZfwSMkcPJetQLv/6OZO/f7OsyHv5eijVSYznmn6pEUnf0pGDOdpdIKV+ckLBpHOluaRPG/4z3Wkc/Oc1aWzdd5ARnzmFSP+/9z6pRzDy/O5c/Oo09h3K5cXLj+fZS44rMULW38jzuvGw3yytcXHCl7efzDkvFZ2W+onzIlIIjokhx7aM+op44Xyqj6Q/nhb4IZ+YEEd2Th7PXXoc43/dHPCcSPJvayrOt3DQnQM78+a1DSP6KT7QA1+C9G/y/YqiPTy0zCChqgGnNBSRWsBQVf0cKN9w0NKlqOomNw2b3GAUKB3DgGEAKSkpZGRklOtmWVlZIV27fl8+retJ0H+iHLcEkZ+v5U6Lz66D+fwp40CJ/b4AEUjqA+Pp0TSeX7cH7+q5PyeP134Ib8h/IMc2jWf61Cm8eHodasVB7QQhIyOD1wbVITcfdh1SftmUy6LteaxxexXVToDeydtYkhLP7C15LFiwoGAB+B07drBobmFV121H57B56RxeSE8EEkv8PB8+MZmR0wur4S7sVIvNawsH6wX7+V91TCJHHsokIyOzwj+DqiDUv+2yROI9ynvPe49PYMlO4Yg9K7mqXdlpqWiedx50/l4P5+QUeZ+MjAwGt8hj8w5h16r5TF8b2WC6bp3TrXz16tVsznbSsHz5MjIOlJzPavt25zmwcOFCkrYtjdjvubiwezeJyKnAlcDvgBnA5xFOU1hUdQwwBiAtLU3T09PL9T4ZGRn4rt1z4DDZh3ILqiN8Ji/ZwkMTZvHsJcfx+15tArwL7M/JhYnfoEB50+JT3imHSwsQkXRU2xakp/cs9ZyrcT4d7TlwmH0HcwvmYOp/0kFemLyC28/pxpQV22DOLJo0acL5g/vQvVcW7ZrUCTrh2dW7F/Lu9LXccN7paJM1NKmXyJ8+nM+NZ5/Imu3ZMM+ZL6jIz39C4c8yrUdX0o8PrTG1OvD/2w7HU3XXMXHJloJJ/ir69xwW9/cVif/n8tiw+wBkfEft5CTS09OZ2vMAB3LyOKp5PdKBmy4o91uXamr2YshcQ8eOHZBt2bB+HZ07dyH9hCOL/A0DNG3aFLZuoVu37qR3b1HhPAcTNEiIyJHA74FxQF2c//cLgeVAb6C9qpbsUxg5W0SkpVuKaEl0SisBDXg6g53ZOSW66fnq/INNXwzeWBshFMm14oqsBRCKG/q359g2DRjQpTm3vT+He88KbaCTiNCoTmKRsQbNGyQz6gJnAFrxn1mgGWD9jTy/O0+c161gBDLA+T1bIyIlulv6fH5bf853uzUGmyLBFHVJn7Zc0qdttVsfIRS+1f58bRKtG5VvCvpw+caitGhYu8wFigrLMNF96JTWcP0esAZYCrwFrAZOUNUhwP4oBwiAL4Br3dfX4gSrShFo3AD41QGW8jvxb2DbtOcAN7wzs8x/ssN5+dw5di6rtmWxcmsWqQ+M59tF0a13DbYWgL9Xr+zFMxc7PTv6pjbmkXO6csHxbWhUJ5H3bjqx0v5xAile3efbDvar6dm2EWv+OoQXT69DlxahLbJjaq7WjWpz5QlH8uZ1aZV636tPbMfb1/fhHL/pSII1D4XyPIqE0qqbtgKnAKuAJsBpwAYRmUCEQ5eIfIDTSN1URNYDjwKjgY9E5EbgN+DiSN6zPPwbkHZm5/D21DXcNahzke5v/uvvFqwKhrO04x0DncE9+fnKrv05NKmXBMD8dbsZN28j4+Zt5Gn3oTzq69IXaamoN901DoK5+bQOnH1sS1SV7VmHODfEuYvKI5JtpKX19BARGiRWjW6uXjL1gdPZE+LguUgZO+zEmK6vEBcnBSXdyr7vgC6lj7Pw8T2PYtlwfSlwHDACOAycAVwFvAI0FJHTgR9UtcIV4Kp6eZBDFZ+BLAx7Dhzm7amlPzx9Hv58IeMXbKLXkUcUDJ5ZvS2LG/8VeBriZycuZ2d2Dg8OOYZXM1bx3KTl/PLgQFIaFJ06wVfMXRtgdHBlueeMzgw7zanGERFuDtLjxIvO6tYCEXj+0p6xTkq10bpR7UovNZ7YoUnZJ1VzZZUQYl6SUNVcwH81km+Ab0SkNnABcC/wAVB1OpiX4W8TlvL+L4Xztnw6Zz07s3M4sUMTurcunHlTKewGl5ev/LxqOzPX7OK5SaVPm/3Oz5kcf2QjJi1xGgJXbcuiYe1avDt9bcE5eTFq1Fj+l7M5afRktmflcFnfI4tMyBZtkcxycq141vw1/MXtjfGqYGXfwi6wMR4nISLDgQmqOhdAVQ8A7wPvi0jZneKrkEPFGnLv/qhwArHM0UMLfin7c3KZ7C4Cs3N/Djf9u+zlGQvukZtf0Pf6in+WXHIxVoviJCbEkeuWYmrFx6ZKxiqCjAldXXca+IS46FbLhfLua4A7RWSuiLwjIpf6pshQ1dAXCPA4VeWTOcFXN0v7y8SC1/6rRd33cegBwnd+aQ/D5yauCOv9whFoJKu/16/qzVndUmhQyjTV0VRFOoYZ4wkP/a4rdw3qVGIuqUgLZTDdWGAsgIgcjzN9xqciEg9MwillzIhqKitBWesMbM/Kidgo1NKmedmeVfYaDeWxctTZJBRrCGyYJOw5VPhoPqFDE06IQV1wrKaAMMbLyqpGali7VqlrWERKWOUUVZ2rqn9V1QE4g+kWATdFJWWVbPaWyhmABqXPsBnMrekdyRw9lIt6Bx7EB87i6b7VyYrzBYjRvy/sseEfIIwx3hTrD1GhzgLbQESKdHFR1b3AClUdFpWUVTLfMPzSROp3VZ4gcYE7Qti3nOOVJxSdLuuMrikFi9uU5lK/5RLBmTvp0XNKLoZTmarKAERjaqJQGq4vAZ4HtrrzNV2nqr4Jdt4BYruyeYQs2hH9Ofp9ZmSWvSazP/+SwYAuzQu2dx84TKPatQL25/7kln4kxsfz2g+ryM4pXNGreJVZtOszw2G1TsZ4TyhzNz0I9Hanx+gLvCsiD6rqp1ST/+tgI6yLe+KrxVFOSXheviJ4fPYtLfnylSXPadUwmY17DnJ376Sopa08rEBhTCGvlLBDCRLxfrOxzhCRAcBXItKGavJ//dPK4LOqxlo06iN9M9UeWd8bCxPGus7VGBNcKE+Jff7tEW7ASMdZ76HqTsrvZ9oq7waJsX84MeLvmZfvVK1VlZXYjKmJvPLhKZQgcQvFqpVUdR9OV9gbopGoyharBVZCUXzajkj481lOA3edsCeKjw6vFKuNMSWVGSRUdb6qFqzk4vZ0agzUB4IvEVaF+BYmjxbfguWl6RhkKcpQ1s4N1xUnHEnm6KEkeKwk4a3UGBNbwT48De7WgrR20X1m+Qu5UlpEbhaRLcCvOHM6zQYCz2ZXxQyK8vrGdw3qxKyHBpV6znUnpQbc3yjE9XOrAytQGFNS8eVLX7u6Nx/fclKl3T+clst7gW6qmqqq7d2vDtFKWGWKxNwn391zGl2DLGaTlBBH03ql9yS6Osia0/VjNEVGZfJwbZ8xNV44T8dVQOzmr46i5FoVCxKN6tSiQ7N6fHLLSQFLDKW1edx8ageWjhxcZN+U+wZUKD3GmOrnk1v68Z8bT6j0+4bTdDkc+FlEfgEKJhhS1TsinqpKVt6G68fO6cqlfY6kdqIzrXbtxHhqJ8Zzed+2RSYBLG2E9fAhx5TYl5TgBK2ySh/VhTVcG1NS8X8L39inyhZOkHgd+A5YAFTe8GQPu65/+4D7HxralWNbN6JTSj0e/HQBXVKc5TKHHNuCrxc4y5J2a9WALXsDT+aXVCuejHvTaVi7+lc1+bNaJ2MKdXA7s7RoGPkejuEIJ0jkqurdUUuJhyXGx5GTF3pcrJuUwBXu3EoT7z6tYP/LV/Si/fCvARh/xylBr09KiCO1aeDeTtWZFSiMKXTzqR05vu0R9OsY21X6wqmM/15EholISxFp7PuKWsoAERksIstEZKWIPBDNexVXP8mJn+2b1uXFy4+PyHuKCCkNkkhtUqfU83zVTTWFNVwbU1J8nMQ8QEB4JYkr3O/D/fYpEJUeTu56FS/jrK29HpgpIl+oalQmULrj+CRenFtY/ZPgrs426oLuZB8qnEa8fdO6nNE1pcRsqqH65cFBaJBK+MfO6cprP6z29OA+Y0zNEnKQUNXAFfDR0xdYqaqrAURkLM5UIFEJEr1SEvBrj6dT8/rMyNxJw9q1qF2rcL3nDk3r8mCAxuZwBAsC1/VvH7SdozqzhmtjvCvkICEitwHvqepud/sI4HJVfSVKaWsNrPPbXg+U6P8lIsOAYQApKSlkZGSU62ZZWVkMTk1kQuZhAIa03M+pTZPZtnwuAH/skcRrvx4irf7ect/Da7KysjyRlwVbnanMd+zYEfX0eCXPlcnyXDNELc+qGtIXMC/AvrmhXh/uF3Ax8Ibf9tXAP0q7pnfv3lpe33//vaqqnv7099ru/q90+ea95X6vqsKX51ibuGiztrv/K73+7RlRv5dX8lyZLM81Q0XyDMzSIM/VcFpI48SvnsRtM0iMUKwKZD3gX/HfBtgYxfuZGLEmGGO8K5wg8Q3wkYgMFJHTgQ+ACdFJFgAzgU4i0l5EEoHLgC+ieD+gsBumPbiMMSa83k33AzdTOHX4t8Ab0UgUgKrmisjtOMEpHnhLVRdF636FN/a9sChRWazh2hjvCmWN6zE4U4JPUtVXgVejniqXqn4NfF1Z9wM4tXMzVm/PrlGzr3qFhWVjvCeUksRbOAsM3S0iOTgliAmqOj+qKYuRh4Yew02ntK8x8yZ5iRUojPGeMoOEqk4HpgOPiUgT4EzgHhHpAczBCRgfRTeZlSchPo42R5Q+ItpElrX/GONdYS1gqao7cBqsPwAQkd44pQxjjDHVUDgr093pLl0qIvKGiMwBmqrqqCimz9QA1nBtjHeF0wX2BlXdi1Pd1By4HvhrVFJlaiSrdTLGe8IJEr7/4SHA227Dtf1fm4ixAoUx3hNOkJgtIt/iBIlvRKQ+tviQiQBruDbGu0IZJ5GgqrnAjUBPYLWq7nd7Ol0f5fSZGsDaJIzxrlB6N00XkfU4U3BMUHcWWLen044ops3UMFagMMZ7QhknkSYi7YCzgedFpDXwE84o7B9UNfBCzcYYY6q8kNokVHWtqr6mqucDJwFfAoOAKSIyPorpMzWI1ToZ4z1hDaYDUNXDIjIX2K6q97klC2PKzRqujfGucAbTZbiD6RoD84G3ReRZVd0QveSZmsAaro3xrnC6wDZ0B9P9HmecRG+cKidjIsIKFMZ4TzhBIkFEWgKXAF9FKT3GGGM8JJwg8QTOAkArVXWmiHQAVkQnWaYmslonY7wn5IZrVf0v8F+/7dXAhdFIlKlZrOHaGO8KOUiIyIsBdu8BZqnquPLcXEQuBh4DjgH6quosv2PDcUZ55wF3qOo35bmH8T5ruDbGu8KpbkrGmZZjhfvVA2gM3Cgiz5fz/gtxGsJ/9N8pIl2By4BuOOtVvCIi8eW8h6kirEBhjPeEM07iKOB0dx4nRORVnKVMzwAWlOfmqrrEfa/ih84DxrqjudeIyEqgLzCtPPcxxhhTPuGUJFoDdf226wKtVDUPiPTUHK2BdX7b6919phqzWidjvCecksRTwDwRycCpGTgVeFJE6gKTgl0kIpOAFgEOjSilLSNQzUPAZ4iIDAOGAaSkpJCRkREsKaXKysoq97VVlVfyvHBrLgA7duyIenq8kufKZHmuGaKV55CChIjEAUtw5m3qi/MQf1BVN7qn/DnYtapangF364G2ftttgI2BTlTVMcAYgLS0NE1PTy/H7SAjI4PyXltVeSXPuYu3wJxZNGnShPT0PlG9l1fyXJkszzVDtPIc6gR/+cAzqrpJVcep6ud+ASIavgAuE5EkEWkPdAJmRPF+xgOs4doY7wmnTeJbEblQArQyl5eIXOCuVdEPGC8i3wCo6iLgI2AxzjoWt7ltH8YYYypROG0Sd+M0VueJyAGcD36qqg3Ke3NV/Qz4LMixUcCo8r63qXqs4doY7wlnxHX9aCbE1Fw24toY7wpnqnARkatE5GF3u62I9I1e0kxNYSOujfGucNokXsFpO7jC3c4CXo54ikyNZQUKY7wnnDaJE1S1l7sqHaq6S0QSo5QuY4wxHhBOSeKwO3+SAohIMyA/KqkyNZLVOhnjPeEEiRdxeiI1F5FRwE/Ak1FJlalRrOHaGO8Kp3fTeyIyGxiIU318vm+CPmMqwhqujfGucNokUNWlwNIopcXUcFagMMZ7wqluMsYYU8NYkDCeYbVOxniPBQljjDFBlRkkRGSniLwhIgMjObmfMcXZH5cx3hNKSWIbMA94AlgvIi+IyIlRTZUxxhhPCCVIZKvqS6raH2dajg3AKyKyWkRsnISJGGuTMMZ7QgkSBbUAqvqbqj6lqr2As4n82tbGGGM8JJRxEt8H2qmqy4DHI5scY4wxXlJmSUJV766MhBhjDdfGeE+FusCKyCORSogxxhjvqeg4iZsqcrGI/F1ElorIryLymYg08js2XERWisgyETmrguk0VYA1XBvjPaGMk9gb5Gsf0KqC958IdFfVHsByYLh7z67AZUA3YDBOb6r4Ct7LeJSNvjHGu0IpSewGOqlqg2Jf9YFNFbm5qn6rqrnu5nSgjfv6PGCsqh5S1TXASsCWSq2mbBZYY7wrlN5N/wbaAVsCHHs/gmm5AfjQfd0aJ2j4rHf3lSAiw4BhACkpKWRkZJTr5llZWeW+tqrySp4XbHU+J+zYsSPq6fFKniuT5blmiFaeywwSqvpQKcfuL+t6EZkEtAhwaISqjnPPGQHkAu/5Lgt0uyBpGAOMAUhLS9P09PSykhRQRkYG5b22qvJKnnMXb4E5s2japAnp6X2iei+v5LkyWZ5rhmjlOaz1JHxE5DFVfSyUc1V1UBnvdS3wO2CgakHFw3qgrd9pbYCN5UiqqUKs1skY7ylv76ZzI3FzERkM3A+cq6r7/Q59AVwmIkki0h7oBMyIxD2N91jDtTHeVa6SBJEb9/QSkARMdCeYna6qf1TVRSLyEbAYpxrqNlXNi9A9jcdYw7Ux3lXeINE7EjdX1aNKOTYKGBWJ+5iqwQoUxnhPSEHCHcx2Pk4PIwU2isg4VZ0QxbQZY4yJsTKDhIg8D3TG6Qq73t3dBrhDRM5W1TujlzxTk1itkzHeE0pJYoiqdi6+U0Q+xBklbUHCVIg1XBvjXaH0bjooIoFGO/cBDkY4PaYGsoZrY7wrlJLEdcCrIlKfwuqmtsBe95gxEWEFCmO8J5QR13OAE0SkBU7DtQDrVXVztBNnjDEmtkLuAusGhSKBQUSOVtWlEU+VqZGs1skY76noehLfRiQVpkazhmtjvCuULrAvBjsENIpoakyNZA3XxnhXKNVN1wP3AIcCHLs8sskxNZkVKIzxnlCCxExgoar+XPyAiDwW8RQZY4zxjFCCxEUEGQ+hqu0jmxxTk1mtkzHeE0oX2J2VkRBjjDHeU2bvJhH5UkTOEZFaAY51EJEnROSG6CTP1CTWJmGM94RS3fQH4G7geRHZCWwDkoFUYBXwkm8ZUmOMMdVLKNVNm4H7gPtEJBVoCRwAlhdbTc4YY0w1E9aiQ6qaCWRGJSWmxrOGa2O8p6Ijro0xxlRjMQ0SIjJSRH4VkXki8q2ItPI7NlxEVorIMndlPFPNWcO1Md4TcpAQkeYB9nWp4P3/rqo9VLUn8BXwiPu+XYHLgG7AYOAVEYmv4L2MMcaEKZySxBQRucS3ISL3AJ9V5Oaqutdvsy6F1dLnAWNV9ZCqrgFWAoEWPjLGGBNF4TRcpwNjRORiIAVYQgQe3CIyCrgG2AMMcHe3Bqb7nbbe3Rfo+mHAMICUlBQyMjLKlY6srKxyX1tVeSXPC7bmArB9x46op8crea5MlueaIVp5Dmc9iU0iMgEYDuQDw1U1q6zrRGQS0CLAoRGqOk5VRwAjRGQ4cDvwKIGrpwN2flHVMcAYgLS0NE1PTw8lOyVkZGRQ3murKq/kOXfxFpgziyZNmpCe3ieq9/JKniuT5blmiFaeQw4SIjIR2AR0B9oAb4nIj6p6b2nXqeqgEG/xPjAeJ0isx1ki1acNsDHUtJqqyRqujfGecNokXlbVa1R1t6ouBE7CqSIqNxHp5Ld5LuBb5e4L4DIRSRKR9kAnYEZF7mWMMSZ84VQ3fV5sOxcYWcH7j3Z7SOUDa4E/uu+9SEQ+AhYDucBtqppXwXsZY4wJUzjVTfsobBdIBGoBWarasLw3V9ULSzk2ChhV3vc2VY+NuDbGe8IpSdT33xaR87FuqcYYU62Ve8S1W/10euSSYmo6a7g2xnvCqW76vd9mHJCG1RAYY0y1Fs5gunP8XufizAZ7XkRTY4wxxlPCaZO4PpoJMcaKpcZ4T5lBQkT+QSn/v6p6R0RTZIwxxjNCKUnMinoqjMEaro3xolCCxCBVvVpE7lTVF6KeImOMMZ4RShfY3iLSDrhBRI4Qkcb+X9FOoDHGmNgJpSTxGjAB6ADMpmitgLr7jakwa7g2xnvKLEmo6ouqegzwlqp2UNX2fl8WIIwxphoLecS1qt4SzYQYYw3XxnhPuaflMMYYU/1ZkDDGGBOUBQljjDFBWZAwxhgTlAUJY4wxQXkiSIjIvSKiItLUb99wEVkpIstE5KxYps8YY2qqcKYKjwoRaQucAfzmt68rcBnQDWgFTBKRzrbOtTHGVC4vlCSeA+6j6IDb84CxqnpIVdcAK7GlUo0xptLFNEiIyLnABlWdX+xQa2Cd3/Z6d58xxphKFPXqJhGZBLQIcGgE8CBwZqDLAuwLOLWPiAwDhgGkpKSQkZFRrnRmZWWV+9qqyit5XrA1F4DtO3ZEPT1eyXNlsjzXDNHKc9SDhKoOCrRfRI4F2gPzRQSgDTBHRPrilBza+p3eBtgY5P3HAGMA0tLSND09vVzpzMjIoLzXVlVeyXPu4i0wZxZNmzQhPb1PVO/llTxXJstzzRCtPMesuklVF6hqc1VNVdVUnMDQS1U3A18Al4lIkoi0BzoBM2KVVmOMqali3rspEFVdJCIfAYuBXOA269lkjDGVzzNBwi1N+G+PAkbFJjXGGGPAG11gjTHGeJQFCWOMMUFZkDDGGBOUBQljjDFBWZAwxhgTlAUJY4wxQVmQMMYYE5QFCWOMMUFZkDDGGBOUBQljjDFBWZAwxhgTlAUJY4wxQVmQMMYYE5QFCWOMMUFZkDDGGBOUBQljjDFBWZAwxhgTlAUJY4wxQcU0SIjIYyKyQUTmuV9D/I4NF5GVIrJMRM6KZTpNdJ3auRkX9mrDyPO7xzopxphivLDG9XOq+rT/DhHpClwGdANaAZNEpLOq5sUigSa6EhPieOaS42KdDGNMAF6tbjoPGKuqh1R1DbAS6BvjNBljTI0jqhq7m4s8BlwH7AVmAfeo6i4ReQmYrqr/cc97E/ifqn4c4D2GAcMAUlJSeo8dO7ZcacnKyqJevXrluraqsjzXDJbnmqEieR4wYMBsVU0LdCzq1U0iMgloEeDQCOBVYCSg7vdngBsACXB+wGimqmOAMQBpaWmanp5ernRmZGRQ3murKstzzWB5rhmileeoBwlVHRTKeSLyT+Ard3M90NbvcBtgY4STZowxpgyx7t3U0m/zAmCh+/oL4DIRSRKR9kAnYEZlp88YY2q6WPduekpEeuJUJWUCNwOo6iIR+QhYDOQCt1nPJmOMqXwxDRKqenUpx0YBoyoxOcYYY4rxahdYY4wxHhDTLrCRJiLbgLXlvLwpsD2CyakKLM81g+W5ZqhIntuparNAB6pVkKgIEZkVrJ9wdWV5rhkszzVDtPJs1U3GGGOCsiBhjDEmKAsShcbEOgExYHmuGSzPNUNU8mxtEsYYY4KykoQxxpigLEgYY4wJqtoHCRGJF5G5IvKVu91YRCaKyAr3+xF+5wZcDU9EeovIAvfYiyISaJZaTxCRTDet80Rklruvuue5kYh8LCJLRWSJiPSrznkWkS5+qznOE5G9InJXdc4zgIj8SUQWichCEflARJJrQJ7vdPO7SETucvdVbp5VtVp/AXcD7wNfudtPAQ+4rx8A/ua+7grMB5KA9sAqIN49NgPohzOF+f+As2Odr1Lymwk0Lbavuuf5X8BN7utEoFF1z7Nf3uOBzUC76pxnoDWwBqjtbn+EsxZNdc5zd5xJT+vgTKE0CWey00rNc7UuSYhIG2Ao8Ibf7vNwHiq438/3219iNTxxZqptoKrT1Plp/9vvmqqi2uZZRBoApwJvAqhqjqruphrnuZiBwCpVXUv1z3MCUFtEEnAenBup3nk+Bmfxtf2qmgv8gDNbdqXmuVoHCeB54D4g329fiqpuAnC/N3f3twbW+Z233t3X2n1dfL9XKfCtiMwWZ9U+qN557gBsA952qxXfEJG6VO88+7sM+MB9XW3zrKobgKeB34BNwB5V/ZZqnGecUsSpItJEROoAQ3DW2anUPFfbICEivwO2qursUC8JsE9L2e9V/VW1F3A2cJuInFrKudUhzwlAL+BVVT0eyMYpggdTHfIMgIgkAucC/y3r1AD7qlSe3Xr383CqUVoBdUXkqtIuCbCvSuVZVZcAfwMmAhNwqpJyS7kkKnmutkEC6A+cKyKZwFjgdBH5D7DFLX75Fj3a6p4fbDW89e7r4vs9SVU3ut+3Ap8BfaneeV4PrFfVX9ztj3GCRnXOs8/ZwBxV3eJuV+c8DwLWqOo2VT0MfAqcRPXOM6r6pqr2UtVTgZ3ACio5z9U2SKjqcFVto6qpOEXy71T1KpxV7651T7sWGOe+Drganluc2yciJ7o9Aq7xu8ZTRKSuiNT3vQbOxCmyVts8q+pmYJ2IdHF3DcRZrKra5tnP5RRWNUH1zvNvwIkiUsdN60BgCdU7z4hIc/f7kcDvcX7flZvnWLfgV8YXkE5h76YmwGSciDwZaOx33gicHgHL8Gv9B9JwHrargJdwR6p77Qunfn6++7UIGFHd8+ymtScwC/gV+Bw4ogbkuQ6wA2jot6+65/lxYKmb3ndxevFU9zxPwfnQMx8YGIvfs03LYYwxJqhqW91kjDGm4ixIGGOMCcqChDHGmKAsSBhjjAnKgoQxxpigLEgYUw2JyFAR+VVERsQ6LaZqsyBhTPV0Pc6I7AGxToip2ixIGFNBIpIhImkRfs9GInKr33a6uGuiBDn/YxHp4LfrK5zpGNYVO2+S//oDxpTFgoQx3tQIuLWskwBEpBvOugGr/XbXwxmt27DY6e+G+r7GgAUJU42JyH0icof7+jkR+c59PVBE/iMir4rILHfVr8fdY2eLyEd+75EuIl+6r88UkWkiMkdE/isi9QLcM+A54qwY+Li7f4GIHO3ubybO6mJzROR1EVkrIk2B0UBHcVae+7v79vWkcAW+99x5eACupORcPFcCtwDHFys5fIEz55MxIbEgYaqzH4FT3NdpOA/ZWsDJOJ+yR6hqGtADOE1EeuBMy3yiO0EiwKXAh+6D+yFgkDpTsc/CWfWwQAjnbHf3vwrc6+57FGfyyV44s/Ye6e5/AGcxoZ6q+md33/HAXTgrkHXAmekY93vBlPgichSQpKqLcILHRb5jqroLSBKRJiH8/IyxIGGqtdlAb3dm3EPANJxgcQpOkLhEROYAc4FuQFd1VgCbAJwjzgpoQ3EetCfiPJynisg8nNk32xW7X1nnfOqXrlT39ck4U9mjqhOAXaXkZ4aqrlfVfGCe33u0xFl4yedK33vizBp6ZbH32YqzJoMxZUqIdQKMiRZVPeyuJ3I98DPOLLEDgI7AAZxP831UdZeIvAMku5d+CNyGM3//TFXd51btTFTV0qpqyjrnkPs9j8L/vdAXpC+8vvh7HPBLO8AVOIvy+NoeWopIW1X1NWInu9cYUyYrSZjq7kecYPAjTunhjzifwhvgrGK3R0RScLqL+mTgLFz0B5yAATAd6O9W5eCua9C52L1COae4n4BL3PPPxJnmHGAfUD/EPC4BfPc8Aadaq42qpqqznsrfcNsh3GDXAsgM8b1NDWdBwlR3U3CqY6aps4LbQWCKqs7HqWZaBLwFTPVdoKp5OF1Iz3a/o6rbgOuAD0TkV5yAcLT/jUI5J4DHgTPdaq+zcdZv3qeqO3CqrRb6NVwHMx5nzRRwqpY+K3b8M8C31GdvYLpbrWZMmWw9CWNiSESSgDxVzRWRfjhrdfcM8z1qA9/jrG+eV8a5LwBfqOrk8qbZ1CzWJmFMbB0JfCQicUAOThVXWFT1gIg8CrTGWeazNAstQJhwWEnCGGNMUNYmYYwxJigLEsYYY4KyIGGMMSYoCxLGGGOCsiBhjDEmqP8HLT407Himx1kAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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BDnxRigOGTbtqNcjXCjQKiyUbq4NUQNHYFkY47QrTUX43Dt9BnmYAAZ9DBdmHy7Yyd6UzA/O1v8ZdvP5w2Ra27q6lrr7BU4d++eNzmPT8fGYt38b0GCa1u2r2M/G5eWEXLo+64XX/AveidU2tldZu38u/Zyxvkh6omgqdsb0XxsS2SOI3FQbH9044/JZaIW9RtEFJv0mvcPdbX0Q8X9/Q9NnzsW7HXg79/RT/8c6aOmr2Nx2N+B7lRet2cvdbX3DxIzMZdP0UXvzS22ApXiIKABE5UER+LiIHicgRInK7iHyJ47TtbGCAqn4zJbUyovLhMmdEnOigIBGPgz499lOzViVWaAC+WcSW3bV8ti6xNYn6hga2uLOSh95vVLlM+mBvEwufP766yP85dLHXK8kYgUX73n/34nz6TnyFf77bOML9KMzMx/fbN9bL+f/FhmqOuflNDv7ta/zh5Ua7jMc/XMGidTvpO/GVoEhqCwPWgl78eA1TF0feh/nAu8t4ataqsI7KdtbU8bW/fcDvXpwfVud+8SMzuf6lhUEd8eR5axnzl3d5e5Gz9yJ081ao4AM49/4ZSY0FcYP7HX2xoZrN1Y11O+OeRourlVv2BP3uDQp3vxXZv9Ktry7y+/kJ5avNTWcqN0/+rElaoHHD3W8t8e83mbY2ObO0UKLNAP4LfIWzaesRYBlwnKqeCexR1RwyRM8vPnd3WibaJXlVg4RjUYIddjgE+Ps7XyaU97oXFjD0lrf45j+m8er89VGvDVQhnXXfBwmV9/AH4XXP8bCvroHJ89aGPfefD52Z1p2vf+7pXr7ONlxnGcrVT30MwFuLGje77QqwsX9l/jp+8OgsrnnmEyY9P58z7nmfewI6Ot+M8c7XP+fyx+cErT8E1j+canL7XqecQOG3YI3zDPme49A1HK+ztOYwY1njrOe0gI1rawP2ooy+c6rnhW5V5aFoz0iUJgV2+kUReuQ4Ju1xEc0MdCOO2edSoDNwErBGRKaQXxvycpZER6XN8TneHH2xb7odWHxxgqtevo7v4xDrnVis2ro39kVheHX+uoTyBXLj/1vIS5+spVPrsmab776+YD1Pz1rlyXvkFxuaWgKF61Cen7vG/3nRup1cNfZgRCRITTJl4Xp+//XDwpYTTn8d7tf1Pbe+ji9UiNWn2Z3DlghqG/A+433h4zVN0mr21/vNj6N24AFfUlkEM+FUfSXRZgDfAp4EhgADcFw2fwtnJtBZRMa4Xj6NDJFoPx7vCGt/wAhtw87wOtVEECEuu/hMEmommggvfeKM/hPRZYfy6eodcbsO3r0vPhXK07NWUd+gTZ6zSAMPL7MRCPDpL3DFf+cy/E/BGwDjWaNKhHCWbEs3VftVUokQbpH4qic/9n/2OuiK5ITQ63cbLxFnAKpah+PC2cfrwOuuP59vAr/CERAVKamZERMvD9Xe2nqenbua7x13oD9N41QBJXshOLADaVdeeFFJd+xNzYJeLF74eA2nH9GdhR53JU98fj5PzVrFsD7BwfqqPg/vByl0MTcSjTMAR/0USqo6O1Vl9ba9Yc1+x/7l3TA5vDE/woazNz7bwAPvLuX7I/t4VpmUlaR3BhDz7RORScAUVf0YQFX3Ak8AT4hI19RUy/CCl2fittcW8diMFXRvV+5Pi3cGEM6WesmGXazYsodTDgsv///+zhL+/MYXLP3TmUHpX2zY5TdHFYQBYXb5Zh/JffuufXYeh3Zvy1G9OiT1vl647PE5sS8K4JNV2znmwGABEMnFQ6AKKRq+xy/STuX9SQ7LuWjdTjq2KuO+qV/yeDP8E4XjncUbuPTRyFbwt762mHU7ajjpkMhdZZBJc4QZcSbWAHx8BVwtIkcDnwKvAW+o6jZVjewS0Ug5XmYAW12ztj21jWqHeNcAwr2nPo+Py28bz5bqfby+cAMXBswy/uYu7oa+zKcGLLjNXL6VWSuy3wXU8s3Jt3dYtG6nXwCkOwxgvHidsbwTxZIInDZvrt4XpAIKx84kqMgC8bkJSRYrt+zhwM6Oy5GlG2PvfajeVxd1vS7Q2uuRaeEXklOlFPOyEewpVb1EVYcA9wD9gOdF5D0RuV5E8iviRA4R7pmqq2/guhfms2rrHveaxot8L1w8bgUg2EohHNc+O4/rXpjP4vWNFkJhn/cwabngsPE3z81L+j2ve2GBf2E50GwzG3kuSbtgz7jnfb7/8Myc+M2jEbi5zMt6xbNzVkedJWSSuFbgVPVjVb1VVU/GcQ63EPhRSmpmxCRcRz5nxTae+Ggl1zzzSVC6SGM3Hu90MtZD7hshrnNN6CbPWxvknjc3XZI1kopFyfoGDeu+IN/wfXOBnb5vBpoufzepwLfruTkWdXGRASsgPyLSTkT6B9VHdSewRFUnpKRmRkyiW5Y1fbl8OlffGsBna3cyZUF0G3ogyM1AOGa7VhU/+Ncstu6u5ZV5wQt7OT7g88wD3x/K0xNGxJUnGYFfsplwO3F9u5mnJ9mNRjo56c4qIHUL1qHUpugx8eIN9AKczWDPichCETk24PSjqamW4YVwow9fyszlTXXrPgGwfU8tW3fXcua973P5f5xFwXcWb+DpWSuZsmCda/oX+cGOZi63ade+nJni//WCo5N6v9MO7x63sFu73XsQnHzB5+L67RhrBrlAqk1WA4knYJJXvCwCXwcMVdV1rr7/cRG5TlWfJ/dn9zlNuI52X4irg8BLfDPu8fcG74a99bVFQR4sB/Voxys/OyFiuT98LLo+M3DjUGAds0kuPDVhBCP6dW5ivz3kwA5xby4DGH+U49s9XuH3/MfJ8zLZs0NLv+dTI/Xc+frimOtjyWTbnlq6ty+PfWEceFEBFavqOgBVnQmcDPxWRK4iu97pgiPcKD0wVOHa6ga/OkZoKhx8hLovXrRuZ7N+2MBqba7el7D/nVTSvmVp2PTOrRPzbO67n1dbeB/RfMvEw1MTRvDjEw9qkt6hVfh2pptE4yNnM/dNXZrWGUAyfSH58CIAdgXq/11hUAmcBRye9BoZnon17F33QeNoMF4//p53dYYIodunLA7ysxLJHW+mSXa0rGL3fsm2YffKiH6dKQrjVmPi6YdmoDZNiTeucXO4ZtzAtJUV6Lwv1XRMgTD3IgB+QoiqR1V3AacDlya9RoZn4ulsIo3+IxHoOTIaoXLincUbg1wd5Mp6QCORBUO0BV5f3+vzbHncQZ2SWqtwjAvZhBfOqmbMod1SXg8vXPKvWWkr66qxA5h53di0lZcukq3+AW/7AD5VVb/LRtciqBPQFmdTWFREpLeITBWRRe4i8tVu+g0iskZEPnH/zox1LyOYB95zVDertu6JKQzideewLIz72nDEYwURb2D0VOJbQJ/y8xOD0qNNDA7t0S7iubblzujM9310bFWWsDrJK+cN7RV0HM6vXrd2ye80coGcG3d4IBXrDZ73AYjIZSKyAZiH4yNoDuBld0Md8EtVHQSMAK4QEZ87wbtUdbD792qcdTdwAk2ceMdUv3/zZHHba9FNP30EuhWORazF43Ti80J6aPfInXoorcrCO+pqXVbMlWMOBhqtQkqKhTevOamZtYzOPDdUpY9Qtdbvxg+KmPeSUX1TUKPsIfdmnrFJxbaJeDaC/Qo4XFX7qupB7l+/WJlUdZ2qznU/7wIWAT0Tq67x4bLg6E0+dcsbn23IiP556C1vpb1Mr0wY3Y+XrjieSWccypzfnRJ0riSKG+qrxw4Im15aXOS39pl3w6n+9IU3ne53++uz6y8pEjq1LuORS4Z5rm+XNi1o06KpYd6prqrn3u8MaVKfQEKb9KMTnddz7u/Hcds5RwYJhGSoht74xehm36O5DO/bqGqraNfCvxDetW0LThmUHeqvZJEKARCPK8alQLOcoohIXxz30h8BxwNXishFODOJX6pqk5VKEZkATACoqKigqqoqobKrq6sTzptNXDIlWDUzd7ajW920ax8n/WlKuCwFS39dx7alGzgEmD+70a/7BYeUsmLBLFa6b1RZUeNGmy2bNzPkwGralEJ1yOSmqqqKc3so53RvxdwPpwWl+1i42sm0aeNGqqqqKALuqmzJL6qim2eO6FHMWf2LuOnDphunzuu5i2/3bkXRtuBwhKtWLA+qwxerGyvcq40E1as7MD0gqtSC+fG5t5g0vJzXvtrPib1KeH91Hdv2KWs+y/yM7oTOu9mzq5gFW+o5padyfOuNVFU561ff6wNvLYpxgxzi/ffeizpwSYR4BMAkYLqIfAT4n1JVvcpLZhFpAzwH/FxVd4rI/cDNOOq6m4G/EGZRWVUfBB4EGDZsmFZWVsZR5UaqqqpING9WMeWVoMNRI0bA+46lzdrdeTjvbQYjRhxHn86tGxPc7+6OH5wadN3hn03z2/5POmc4x/btxJtD9nLjy58xZWHjTunQ52f45zOY+dXWoPS2K7bx8ILpnDXqMCqH9QZg464aqAr2eR/KHy88gf5d23DbnDfYW+d05F3btmDTrn2MqTyJEne0/96Re/yWVQMP7g9LFvvr1n/rHh5e4Jx749pTaVUW/HrXLFgP85yNf4OPPhpmeY9nfMwxQ7jsHGe0/cvAE6+/Evb6ZHPW4AP88RQCOfLIo9hctpEFM1Yw4OCDqTw+xBR2Snrqlw5OOumkpMfPiEcAPAC8A8wH4tI1iEgpTuf/X3cDGaq6IeD8/wGT47mnYcQidNHszvOOol0Y+/8JJ/bjJ/+dyyfXj6NDK2fhtkf7ltz97cFBgbxDefyHw5sE9h7apyPTJo7hgACLDS8mp75IUJ1bl7Fj734+uX4cbVqUsLOmzt/5A34vlEATd9K9OzWeC+38AU47vNFqyGcxVFIknmzZkzzwjJsWEfzkK+q3junStkXE/O1blmYsDkOySMVPEI8AqFPVa+ItQJwn7WFgkar+NSC9h2+DGU6AmfBOxo2opM0ZVRaz/LbxAPSdGH20d747Ig/ljCN7+O8RiE+vH4kWJcVhIzj17NAy6DhQAETqiHwju8d/dBzvLNrgF0SdolgSjezfOWr9Qgk0E/V16Ad1ac2SjU1DRkbLG47JPzuBr/0tsXjLXogUKUvVEeB9O7fmjCO6Nzn/7OUjKS8tpmVZMVWfbwobiD1XSPbeFYhvEXiqiEwQkR4i0sn35yHf8cD3gTEhJp93iMh8EZmHs7v4FwnUv+D5eFV8G7wKiV4dW8a+yCM3nZX4nsfA0bMvMM+ZRwZ3Vr53u2eHlnx/ZN+Ey/JCWUmRf9NYLN/8PmJ1PqmwUf/60Qf4P18cwWpJFUqKizjzyB5hhdSwvp04omd7+ndtww9PaLpTOpfI9CLwhe7/SQFpihMfICKq+gHhZy9m9hkn/6j6sknaxOfmZ6AmmeH4gzsz7cstMa+7bHQ/1mzfG3ZnbKI0x3VxYF7fx8N6tOPV+c76wkUj+9C1TWT1RTL59A+nUlwkfO7GbggMzxhtLhnrq0zF6PSQijb8P+CKk/vTtgBDh4aSCvfZnr9VVc1t8ZkH3DHl8yZp8e7wzVXKiov42ZgBTQRAYKjLsuIiausbmHRmZPv3RGmOLPHlLSspYvhBnVi8flfQWsRNZx3RrHsP7Oh9Iu/zWeTrTLxqEGN18MUh5y87qV8TH1PNIVLppgBtHvFsBLtCRDoEHHcUkZ+mpFZGEDX765mTA6ETk8lnN53GXd8KcNcsjr+binaNI+WHLhrGC1eM8h+/8YvR/HRwakbSzRnhFgdIj99/7TDe+MVoDmifHPXUslvHM3F4/PfytadRBRS+fdeMG8h3hvdmUIRd0LecfQSv/3w0EtKTBNrnJ4Uc9js8uHeHZqkQU0k886ofq+p9vgNV3SYiPwb+kfxqGYFEs0TJV1qVldCuvKnFztmDe/pdYIQGpO/bpTXDu6dGVdCcGUCgNVJpcREDK9rSN9A8Nckc3K1NzGt87QlUAYVjUI92XBVhYxzA90b0AWD3vuTG8Q1ENbIbhGhxKzLNd487kHOO6cmgHu1oVVbC9S9lX+jPeN6WIhERdb9xESkGUuvsxCgYfnHKQO56y9noFM4iJ9M0xw+Lb3AdeIeykiImjO7HonU7w+ZJlNm/OyWiy4pAms4Awl/n1QNl6AypbRjhHS9edN7Z2/3D6Ud0Z2if1DsFbA7xWAG9DjwjImNFZAzwJFB4Q1MjJVx9StNRZjaFjG1OXXyd4zEHdgxKv+7MQTz+w+OaU60mdGnTIuwegFDEPwOIfM0d5x3F0D4dI18QQFFIT9KmRQnP/WRU+IsTINL3n00TgAmjg+1h0hksJlHiEQC/wdkI9hPgCuBt4NpUVMooLO759uCw6UEvt/s5U/semrMGUFZSxOSfncD/XezdL1CqaZwB+FRAwjXjBvqtbVqWFnPBsN6eLU9CF4FFoLy0sXsJ3IQWL0rmlwCe+8momC6+Q5+RbBrARMJLTOAHReSbQGtVvV9Vz1PVc1X1AVVNfogao+Do4WFB1NdRdWqdHnPJUEJHuPFyRM/2YR29ZYqiMFZAV40dwCfXO24yJp0ZXyAZ3/0GVrThopF9OKSibdD584eG34QXDZ9+v0iiqYPiGxD075rY2kubFiVN4i+EkmQvDWnByxP5CE7wl2tEpBZ4A5iiqp9Gz2YY3oj04ozo15lBPdoF6cnPHnIAt09ZTJc02c372LSrqZO2XKYoVAXkHhcXSUJrMEVFwvSJY+jcpqzJrt1BPdpxymEV3HneUfz6We9O6HweKookecqU1gkK4SKJrW7q0yl1C/upwktAmA9V9QZVPRG4AFgJ/NLd0fuIiFyQ8loWKAvW7Ijp3iAfiDS6a92ihBd+Gl6PnO7R1rY92eNH5v7vHsNLVxzfrHs07gNInkrtgA4tI7psgEb/RIGmvNHwqftEpIk6pVO5k+BzmeGV+y48hstP6h/zuge+PzToWCSy+tGnNhs7qBtP/nhEWqLBJYu4XiNV3aKqT6rqRao6GLgPiGwjZjSL95dsTtm9vzfiwJTd2wunBkynQ/XHgURarMyFBbZUccaRPTi6d4dm3cM/A3CPU/Fthv5mvjIDfc89+ePIYTZ9+cPV7dwBpTx88TBG9IvPH1LvTq2YeEZs9dZph4f6FZKIyiZfFLjSkiJG9u8c1uorlGQukDeHeDaCXe2GgxQReUhE5gJdVPWPKaxfwbKzZj+3T/EWlSsRbjn7yIiLr+E4qld7hnm0CInF3y8cEqQPj7bA6uvos8jYIy/wfedePIEmis8X03ePcwYbPtccDQFlRnNoF2iiGirwi4uEsYMSX1iOl0gqoM6ty/zfYVnotDSKBPBqXZVq4pkBXKqqO4FTgW7AD4BbU1Irgx8+mvog2oGbkT7+/Tj+cv7R/pc1lIlnHMrTl41MyoPbr0uboA7dt8D64xMP4rKTQkzpsmSgnyXVSBo+AeDrjFPxPXdoVcby28b7N4v5ZnqhqpRbzzkybP7GReD0ffvfHNKTf186vEm6iPgNEQAeuWQYi246nemTxvgXvBMN1tIyhtfZVBKPAPC17kzgX+4icL69Fxlj0vPzuOetJdxftZSGBmWuG6AklQS+hh1bl3Hu0F4R9ZzlpcUUF0lS9JuKBumefa4Sfjv+MCadEezHxx6w1ODrU1uUFDG8byfuu/CYlJfp+53rQ2Yd3xnedNBR0a5F4xoABHW+yebEAV38n687cxCjB3Ztco0QPAMYc2gFLcscd+D/vnQ4T/z4OH/chniXVXxhLDNBPEvic0TkDeAgYJKItCXOwDBGZJ6c2Riy8NDubSkSSNTG9uzBB/BiSPSkQyra8vmGXYBjqgeENUsMfTmvc80BhzRT5xyIaqNTMoihAnLPdY7iF9+IH1/8gbblpTxz+ci0lOll89nnt5zOvroGyoqLuPftJQBJ9eoajpvPOoLKP1cF1TGUaM9ox9ZljOrfpUm613WqWHstRvbrzKkVu6Nekyhe9gH4eokfAhOBY1V1D44biB+kpFYFzs2TP2uW69dfjBvYJO3SE/r6Pz89wXnhfT5jvjmkp/9caFz5Dq3KmDC6f6PVSMK1CuY3AQtx0V6u4iLhzvOO8i+aZdPOz1yme/tyfjd+EA/HEbS+ufhnAO6PeETPpg7mWpQU0668lPLSYv9isXgwwWwOJcUB7rojXCMSvHaRCD8bc3DEe0fjbxcO4aD2qVETeVEBfSgiL+IEZt+qqtvBbxEUX2RpwxPLNu+OW/Vx8iGN09ZubcubWIl869jGaXbHgNH08tvGc9e3BvuP0+VcK9BdQawB3vnDegeFOzSSw49O7Eevjun7XkPXAGKNkMcd1g2A0QO6Nh14JPEx9TrY8lpkpOsilRPre0jl/MfLPoBhwNXu4d0iMktE7hKRU0UkM9sys5BF63aybXdt0u6X6MLXfRceQ8uyYo4Ns1g7qEc7LhjWK2r++lABEHLocwucjF2tvTs5ViLFcUzxs2VR2IifRisgb9cP7dOJ5beN54ie7ZsMTFI1TInUSRcViedZyC/HDaRz67KmM5wINwh9/OfdcGrado17KkVVVwD/BP7pBng/EWd38C0isklVs899Y5o545736d2pJe9fOyYp99u7P7EVgHC21j5eu/rEmPljzXK/cfQBHNq9LR8u29LEvW3/rq1Zusm7rrLRztt7r54pFZBpnppPUQQrIC8kuoPXCxLhc+g1nVo761anxnAJcVy/zsz5/Tjv5Uvw53blpZQGqqVSOOqJ+1tV1f0i8jGwWVWvFZGeMTMVCKu27k0o3/odNXHn+d34QdzyyqIm6f6FtoAuq0sb7wuooXrOwMhVPgZWtGVAtzYM6d2RNuUlPDZ9OWcNPoApC9azdNMyZl43luF/ettzmYk83+maCfRoX866HTW29pAEfGbyjTt8vectLy1m8c2n86v/fcrkeetSUDti1unC4/pQXlrMOcdEn0VHItIjVBKwfyDdE9x4NoJVuRvBOgGfAv8Skb+q6prUVS//eH3henaEuBVYuyN+wRG6A/KgLs6Crs9Hjq/DumRUX9665iTP9/VZAf3h64dx97cGR/TiKCIc2as9B3VpzQ3fOJwhB3bk2tMPZeZ1Y+nWzluA8OZ0qunqkH024eOP7JGeAvOY3u56w9eOOiDGleEpLy32d6LJNAzyKoiKi4Tzh/WOS2UZSKRnNtxO+FMPa9yJnNE1gADauxvBzsHZBzAUOCVWJhHpLSJTRWSRiCwUkavd9E4i8qaILHH/Z8fWuBSycWcNlz0+h5/8d05QeiL6/tAs155+CP++dDjD3FB8vlFW386t4vKX4svXo31Lzh7SM67pZ3GRNOn8j+7VPma+bNbrD6hoy/LbxnOkh3YY0enWrpzFN5/OD47vCyTWsWkCs4dwlJWE7/oiqSOT8YxG2ssQKFB8fcEt30w8TnQ8xCMASkSkB45DuMlx5KsDfqmqg4ARwBUichiOSenbqjoAJ7bAxDjumZP4fv4vN1YHpScyoAgVGmXFRUEbWHwdebw21P58zXzgrxk3kB+dEH2DSyIWRx3cCFUXRtixbGQ35YG7XgOe4WcuG+nJwZ1vAbm5/fGbvxgd1/Wp9D0VKAB8X0lpcZE/nkIqB0jxrAHchBMV7ANVnSUi/YAlsTKp6jpgnft5l4gsAnoCZwGV7mWPAVU4QWfykv31Df4fMtT/SiIPV+AiETR9SAJd6caDL1+i01wfvjiyp931XsRrYgUkD0ershKW/unMpKoAjMwz3OMO82QNUPoEuEFJlzoxUjmR2uJ7d1MpfDwLAFX9H/C/gONlwLnxFCYifYEhwEdAhSscUNV1ItItQp4JOHsQqKiooKqqKp4i/VRXVyecNx4ilXHJlN10ben8kFt319J34itMGl7OIZ2KWbA5voDa5w8s5fNPZwelvfvuu0HHvRscK6KizUupqvrK8703b3YWpBcsmE/xhqaLzPGycktTq6A5c2azeUkxNTWOj/0PZ8ygc8vk+HdO1++cTeRam7/c7jybu3bujLvem9znc19NTdLaPGPGDP/nD6Z9QOvSph3ujBnT6VjevGd05cpGM/HAuu9Ys9T/WVX95xrq6/110n27U/IbexYAInJvmOQdwGxVfclD/jbAc8DPVXWn580Xqg8CDwIMGzZMKysrvVY5iKqqKhLNG0r1vjqKJHgzE1Mcv/0Ry5jyCpv2Bg8BVkg3Lqs8kkvi8PlfXCTceemp7KzZD2+/4U8PLbcSGNQ5/jY/vPQj2LyZo486ispDwsrkuCiZ+jrUBQu4oUOHcUTP9rT+6B227dvLqFEjPUUF80Iyf+dcIdfa3G7lNvhwOu3ataOyMr64Bo8vnwUbN9KyZXnz2+y+syNHjoR33wHghONPoL2rZvSdBzh+1CjPxg2RmFmzGJY5nX1lZaX//leeN5Y/z3Y+FxcV+dtVMvV1qK/jhBNO4OOPpqXkN45HpJUDg3HUPkuAo4BOwA9F5O5oGd29A88B/1XV593kDe6aAu7/jXHVPIMc8YfXOez619lbW8/0L1Pnsz8cfTo7lhSpmhT6ptjNVQGF3s9H704t6d/VsVh67NLh/LSyP92b+WIZuUVzVC71/l3EKSKFqkUvzQ7aE5CymjQSjwA4GBijqn9T1b/hWAANAr6J4yI6LOIM9R8GFqnqXwNOvQxc7H6+GIg5i8g2Jj0/jwsf+ojlmxvVHLtqvEeOqklks1eCun2v3HTWEZwyqIJj+yYnqtEPTwx27/z+tWNoWeYsBPbv2oZrTz80pRtdjGwkcUuexrWtJFbHC0ko7/gwDuOaFhNGAqRwjSIeAdATCAx62Ro4wA0MHy1g6vHA94ExbhjJT0TkTOA2YJyILAHGucc5hc/jZvW+RhXHkTe8EenyJnzheueMh8AgGamgf9c2PHTxsGBrjWYwwHU4Zxg+okX6isVlo50BRaqcowXy4aSxSb3fCQM8CICw/X/qJEA8VkB3AJ+ISBVO3UYDfxKR1sBbkTKp6gdE/q2T+w0XAOrRkVa2cECHRvWOlz0BRuGQyMzv+IO7sPy28WlZ9O7evpzOrcvYsrs2be9bkFsKf9zm1JXnaQYgIkXAImAU8KL7d4KqPqSqu1X11ymrocEvA9w7/3b8YUB2b54K5PADAjr9XKm0YYSQrkc3UCiGxm1OBZ4EgKo2AH9R1XWq+pKqvqiqa2NmNKKyYM3OmNcc27cjP3Nt6gHGxXBElW0ErlVY929AdjvWC+3o013X8DOA1NUinjWAN0TkXLEVu6SyPzQCSwiRvHPmyq8Q6unQMHzkwuPw70uH853hB6YvIl1614DjEgDX4GwEqxWRnSKyS0RiD2ELkJVb9gQdR+vkYwmASNI/nYGym0Ou1NNIH9nsWTU0QPsRPdtz6zlHptxS7X9uWM7AUi51XamkMjaAZwGgqm1VtUhVS1W1nXvcNKZbARLaiV/wwIyg47cXbYiYt7YuhgCIkB74oCy/LXvDMRSFGdEYhU2yHLolmx7ty/2xktPNAR2cjZCBguaKkw9m+W3jk2aRF4543EGLiHxPRH7vHvcWkeEpq1kOcdtri4OOt++tpXpfHVMW+PyWR37SB9/0ZtR7R1YBZdnbE4HAeuZKnY30kG2WbOmemRzduwMtXK+kvm8i3a9IPHOLfwANwBjgZqAauA84NgX1yik++mpr0HHN/gYmPjePyfPW8eYvRjdvV22EpzK7Xh1v5GKdDSNVhPN+mrUBYYDjVPUKoAZAVbcBaVoZyQ721zcE7fqNxmdrneWR95c0z1VE5ADTzbptRsjFOhvJJ4uXADJOumfJ8cwA9otIMe7vJyJdcWYEBcMtkz/jsRkrPF27zBUUN03+jP+7aFjCZUaKn5qL6pRsm/IbGSbDj8O0iWNSamIZD77XOd1fSTwC4F7gBaCbiPwROA/4XUpqlaVMW7oloXybq6N5yohOtOdzVP/OXDSyT8L3TjvW/xtkjxVQT3fhde32xGJ5p4KsnQGo6n9FZA6O+wYBzlbV5juMLwAmPT8/4bzR3CQ/8eMRCd83E1j/b0Cjbxt7HpqSzYvAqOpiYHHMC/OUdD+wPxtzMD8K8aaZy+Sg1spIBT5ncPY8+MmUejQzRq85Srpnrucc04v2LUvTXGrqsDUAwwiPb1aUbjfXJgCymLKS/Pp5WqdwR6NhNJdsmJGke5CUXz1MnlGWoV2JqeKO847KdBWMLMAf08JmhH4ytTAes4cRka0i8pCIjM1lR3BVq/bTd+Ir7K1NIApXhgicAVwyqq/faiFX6ZQuh1pGTpC7vUny8Zl7Z6MKaBPwCXATsFpE7hGR3DI/AV5e6oRq3LqnFoDT736P619akMkqxaRFgAC44RuHM23imAzWxjCSQ7aYgWYj6R5jexEAu1X176p6PDASWAP8Q0SWicifUlu95OF76HwSdvH6Xfzb46auTJFvKiDDgAAzUJsB+MlaFRAB1o+qulJV71DVY4AziB4LOKvIRb1jUdojX6eOrm1bZLoKRpaRS+9iqtEMmcZ6McuYGi5RVT8HbkxudVJHMoKpp2vb+CWj+vLo9OVpKSsdvPmL0XRuYwLAMGKRbgEQcwagqtc0pwAReURENorIgoC0G0RkjYh84v6d2ZwyvOCXsKkuqJkcc2AHbvjG4Vnt4z9eBlS0tQVgw0+2rQGUuDPtjq0y94w27o7OUlcQ4RCR61X1phiXPQr8Hfh3SPpdqvrn5pQfD416x8S/4HQs0Nz4jSNSXoZhZAPZsgbQrV05t55zJGMO7Zbysj74zcns2Lu/SXpDhlRAzV1l/FGsC1T1PWBrrOtSTegicCJ8ubE6OZWJwOUn9efIXu1TWoZhZJosmwAA8J3hB1LRrjzl5fTq2IrDD2j6jvujpKW8BsHEnAFEifsrQHMM068UkYuA2cAv3fgC4cqfAEwAqKiooKqqKqHCql2hO23adNq1aPyaE71fKqjZvIqqqvVJu191dXVWtS8dWJuzn3mb6gDYtnVb4u9zjrU5FuuqHc/6e/fuDduuVLXXiwpoO3CsqjYJbCsiqxIs936cqGLq/v8LcGm4C1X1QeBBgGHDhmllZWXchb386VrgYwBGjhrlWKRMeQWAuO7n5kkVhxxyCJXDD0za/aqqquJrXx5gbc4BPt8Ic2bRqXMnKisTiyqbc22OwZcbq+GDd2ndqlXYdqWqvV4EwL+BPkC4yOZPJFJooDARkf8DJidyH6/MXRF2cuGZa57+JC36/yxRiRqGkXYyY6USUwCoasSgL6r6m0QKFZEequqLmP5NIG1bcjUBDeTzH69JWvntykvYWVMX9ly2LIoZRirJxjWATJMpK8WErIBE5AZVvcHjtU8ClUAXEVkN/AGoFJHBOM/CcuCyROrhlSD7/Qw+fdd/7TDOOLI7W6pr+drfPmhy3jbGGAVBjphkp5PGfUq5YQb6DeAGLxeq6nfCJD+cYLnN5sonPmbemu0ZKXv0wC70aN8yYpSvHh1Sb4VgGNmCzXgb6delNV8/+gB+clL/tJabqADIqZ8ucNA/c3nmLFKjSfffjR/EiQO6prE2hpEZElHD5jslxUX87TtD0l5uovsAhia1FlnIjr37WbJhV1LvWV5aHPHccQd1TmpZhpGt5Mqu/ELA0wxARE4DzgZ64gyo14rIS6o6JYV1Szufrd3Jtj21HH9wF87/53S+2FCdFJcMnVqX8aMTD4rqz9+mw0ahkcPhRfIGLxvB7gYG4piDrnaTewFXicgZqnp16qqXHLz6Hjnz3vcBWH7beL7YkPiu328cfYC798Dhp5X9YwZ3L7KXwTCMNONFBXSmqp6pqk+p6gfu31PAeCDlTtySQXN0jpurw3u8fuWqEyLm+enJjQs5M68byw9POKjJNR1bBQd7t/7fKBSyzRlcIeNFANSISLjtescCNUmuT9Zx55TPw6aH8+cRyoBubejWrjzsVHfaxDFM/lmjELEZgFFo2BOfebysAVwC3C8ibWlUAfUGdrrncprvP/wRf/j64RzcrU3Y80XNcJcXrVNvVVZC2/KSgGsTL8cwcgmbAGQPXnYCzwWOE5HuOIvAAqxW1eR5LUsx0aac7y/ZzM2TP+OxSyP5JEldzxzofdAWxIxCwe/50h75jON5H4Db4Qd1+iJyqKouTnqtkkysEYcIYX10J0rrMudr7d+tddTrAs1CbQZgFAqlJc60ulVZs8KRGEmgub/AG0Dy3FdmkK27ayOc8TZh7dmhJWu27wWgd6dW/PvS4Qzt09Fz+TYDMAqFkwZ05ZpxA7loZJ9MV6Xg8WIGem+kU0CHpNYmQ4R2vfNX7/B/rm+ILAA+nDSW8x+Yzqqteznt8O48Mu0r/7nRA+Pb1WszAKNQKCoSrho7INPVMPBmBfQDHG+dc0L+ZgORhs1ZRbxmZ/+o+tLTdd3bl3NQF2fx+Ni+3kf74TArIMMw0o0XFdAsYIGqTg89ISI3JL1GGSBU/fLagsaljjkxYgn86tSBrNq6hxMGdGlmHZqV3TAMI268CIDziGDvr6pNdzhlJdGnAEJkW59dEXz3+ziqVwem/qrSf1xempjdqM0ADMNIN17MQDMe0L25NGfnYUMcmf/5vaEc1qNdQuVY/28YRrqJOVwVkf8nIl8XkdIw5/qJyE0iEjaeb64gAs/OWR323OZq78scpx/RnQM7t0qoDjYDMAwj3XhRAf0YuAa4W0S2ApuAcqAvsBT4u6q+lLIapoHte/bz96neFn5ThfX/hmGkGy8qoPXAtcC1ItIX6AHsBb5Q1T2prV5y+F+E0b2P2c0MGp8MLBykYRjpJq6NYKq6HCeGb04RzZY/Efp3jb7DNxHKipvhdMgwDCMBbC92nDx7+UiGHNg8m/9wtCyLHC3MMAwjFaR82Ckij4jIRhFZEJDWSUTeFJEl7v/k96gBvHTF8Um7V0lxEcUp2LZbVmIzAMMw0ovnXkdEuoVJO8RD1keB00PSJgJvq+oA4G33OGUkc4HVXDYYhpEvxDPsfF9ELvAdiMgvgRdiZVLV94DQvQRnAY+5nx/DiTecMpK5wGrmmoZh5AvxrAFUAg+KyPlABbAIiOREPxYVqroOQFXXhZtdJJNk9tnW/xuGkS/EEw9gnYhMASYBDcAkVU08crpHRGQCMAGgoqKCqqqquO+xYmd90uozZ/ZsNrVL/oJtIu2KRXV1dUrum81YmwuDQmtzqtrrWQCIyJvAOuAIoBfwiIi8p6q/SqDcDSLSwxUqPYCNkS5U1QeBBwGGDRumlZWVcRe2YM0OmP5BAtVsyvDhx3Jo98TcPYRlyisAJNKuWFRVVaXkvtmMtbkwKLQ2p6q98awB3KeqF6nqdlVdAIwCdsTKFIGXgYvdzxcDKd1JnNxFYNMBGYaRH3gWAKr6YshxnareHCufiDwJzAAOEZHVIvJD4DZgnIgsAca5xykjmYvAqej+j+zZPgV3NQzDiE48KqBdNPpVLgNKgWpVjdp7qep3Ipwa67Xs5pLcReDkioBFN52ekn0FhmEYsYhnEbht4LGInE3iVkBpJZv3AdgOYMMwMkXC209dldCY5FUlN7A1AMMw8oV4VEDnBBwWAcOIFWorS9hfl7xqWv9vGEa+EM9GsK8HfK7D8Qp6VlJrkyI2796XtHvZDMAwjHwhnjWAH6SyIqkkmZ229f+GYeQLMQWAiPyNKKoeVb0qqTVKAcVJFQAmAQzDyA+8zABmp7wWKSaZljtmsWkYRr7gRQCcoqrfF5GrVfWelNcoBSRz1G5rAIZh5AtezECHikgf4FIR6egGc/H/pbqCySCZo3br/w3DyBe8zAD+CUwB+gFzCPaGoG56VlMURgIcfkA7Fq7dGfe9LHi7YRj5QswZgKreq6qDgEdUtZ+qHhTwl/WdP4T335PoSN7WAAzDyBficQb3k1RWJN0kOpK3NQDDMPKFgo1E3q1ti4TyWf9vGEa+ULAC4NrTD00on+0DMAwjXyhIASACLUsT88JpawCGYeQLBSkAVGOrcrq0Ca8isjUAwzDyhYIUABBbAIwe2CWhfIZhGLlCwQqAWCP5SOdtBmAYRr5QsAIgVj8eyYGc9f+GYeQLBSEA2paXNkmLNZKfcFL4PW42AzAMI1+IJyBMznJI97Z859Aynlxc608L148f1KU1L/x0FB1alUW8l3X/hmHkCxmdAYjIchGZLyKfiEhK3U4f3bXR7POInu38O4FLAuw6Tzu8e9TOH2wGYBhG/pANKqCTVXWwqg5LZSGB3XZpcRHqxriJ1qF/b8SBTe9j/b9hGHlCNgiAtBDacasb46wo4BvQkMBnncLMBmwnsGEY+UKm1wAUeENEFHhAVR8MvUBEJgATACoqKqiqqkqooJo9e/DNA3bt3Mm06dOdCjQ0+K9ZtXIVVVUb/McrVtQSSqLlZ4Lq6uqcqm8ysDYXBoXW5lS1N9MC4HhVXSsi3YA3RWSxqr4XeIErFB4EGDZsmFZWViZU0HOvvQPsBaB9+/aMHDkEqt6hbcsW7KveB8D5lYOpPKSbP8+ndUtg6RdB90m0/ExQVVWVU/VNBtbmwqDQ2pyq9mZUBaSqa93/G4EXgOGpKivQh88xB3age7tyfjluIP+65Fh/+skBnT9AccEoyAzDKEQy1sWJSGsRaev7DJwKLEhVeYEbuy4Y1hsR4WdjB9CrY8uIeUpNAhiGkcdkUgVUAbzgLqqWAE+o6pRUFdauRaMACFzHrVcNc7VDWYkJAMMw8peM9XCqukxVj3b/DlfVP6a6zH5dWzdJ69Cy6S5hHz4T0QuPa2oOahiGketkehE4QzROAUqKi/jq1jPDXqXu7KDEggAYhpGHFJYAiKDt8WLb/9ilw3n/i01JrpBhGEbmKCwB4JLIXq6TBnblpIFdk18ZwzCMDGGrnFHwTRhMAWQYRj5SUALgjvOOYnjfThzYqVWmq2IYhpFxCkoFNKxvJ565fGSmq2EYhpEVFNQMIFHMAZxhGPmICYAoRNkjZhiGkfOYADAMwyhQTAAYhmEUKCYAomAaIMMw8hkTAFHwuYIoNlcQhmHkISYAorC/3nwBGYaRv5gAiEK9Gy6ypNgEgGEY+UdBbQSLl4tH9WXppt1MOLF/pqtiGIaRdEwARKFteSl3fWtwpqthGIaREkwFZBiGUaCYADAMwyhQTAAYhmEUKCYADMMwCpSMCgAROV1EPheRL0VkYibrYhiGUWhkTACISDFwH3AGcBjwHRE5LFP1MQzDKDQyOQMYDnypqstUtRZ4Cjgrg/UxDMMoKEQz5PReRM4DTlfVH7nH3weOU9UrQ66bAEwAqKioGPrUU08lVF51dTVt2rRpXqVzDGtzYWBtzn+a296TTz55jqoOC03P5EawcP4VmkgjVX0QeBBARDadfPLJKxIsrwuwOcG8uYq1uTCwNuc/zW1vn3CJmRQAq4HeAce9gLXRMqhq10QLE5HZ4SRgPmNtLgyszflPqtqbyTWAWcAAETlIRMqAbwMvZ7A+hmEYBUXGZgCqWiciVwKvA8XAI6q6MFP1MQzDKDQy6gxOVV8FXk1TcQ+mqZxswtpcGFib85+UtDdjVkCGYRhGZjFXEIZhGAWKCQDDMIwCJecFgIgUi8jHIjLZPe4kIm+KyBL3f8eAaye5foc+F5HTAtKHish899y9IpK1MSBFZLlb109EZLablu9t7iAiz4rIYhFZJCIj87nNInKI+/v6/naKyM/zvM2/EJGFIrJARJ4UkfJ8bi+AiFzttnehiPzcTUtvm1U1p/+Aa4AngMnu8R3ARPfzROB29/NhwKdAC+AgYClQ7J6bCYzE2Zz2GnBGptsVpb3LgS4hafne5seAH7mfy4AO+d7mgLYXA+txNvLkZZuBnsBXQEv3+Bngknxtr1vPI4AFQCscY5y3gAHpbnNOzwBEpBcwHngoIPksnA4D9//ZAelPqeo+Vf0K+BIYLiI9gHaqOkOdb/PfAXlyhbxts4i0A0YDDwOoaq2qbieP2xzCWGCpqq4gv9tcArQUkRKcTnEt+d3eQcCHqrpHVeuAd4FvkuY257QAAO4GrgUaAtIqVHUdgPu/m5veE1gVcN1qN62n+zk0PVtR4A0RmSOOnyTI7zb3AzYB/3JVfQ+JSGvyu82BfBt40v2cl21W1TXAn4GVwDpgh6q+QZ6212UBMFpEOotIK+BMHM8IaW1zzgoAEfkasFFV53jNEiZNo6RnK8er6jE4brSvEJHRUa7NhzaXAMcA96vqEGA3ztQ4EvnQZgDE2SH/DeB/sS4Nk5YzbXb13GfhqDYOAFqLyPeiZQmTljPtBVDVRcDtwJvAFBz1Tl2ULClpc84KAOB44BsishzHlfQYEfkPsMGdFuH+3+heH8n30Gr3c2h6VqKqa93/G4EXcNxq53ObVwOrVfUj9/hZHIGQz232cQYwV1U3uMf52uZTgK9UdZOq7geeB0aRv+0FQFUfVtVjVHU0sBVYQprbnLMCQFUnqWovVe2LM01+R1W/h+NP6GL3souBl9zPLwPfFpEWInIQzoLLTHeatUtERrir5xcF5MkqRKS1iLT1fQZOxZlK5m2bVXU9sEpEDnGTxgKfkcdtDuA7NKp/IH/bvBIYISKt3HqOBRaRv+0FQES6uf8PBM7B+a3T2+ZMr4Yn4w+opNEKqDPwNo40fRvoFHDdb3FWzz8nYKUcGIbTkS4F/o67Qzrb/nD04Z+6fwuB3+Z7m926DgZmA/OAF4GOBdDmVsAWoH1AWt62GbgRWOzW9XEca5e8ba9b1/dxBjOfAmMz8RubKwjDMIwCJWdVQIZhGEbzMAFgGIZRoJgAMAzDKFBMABiGYRQoJgAMwzAKFBMAhpFjiMh4EZknIr/NdF2M3MYEgGHkHj/A2SV8cqYrYuQ2JgAMIwoiUiUiw5J8zw4i8tOA40px41lEuP5ZEekXkDQZxwXAqpDr3gr0H28YsTABYBjppwPw01gXAYjI4Th+35cFJLfB2UXaPuTyx73e1zDABICRo4jItSJylfv5LhF5x/08VkT+IyL3i8hsN9rSje65M0TkmYB7VIrI/3M/nyoiM0Rkroj8T0TahCkz7DXiRGm70U2fLyKHuuldxYnqNFdEHhCRFSLSBbgN6C9OtK873du3kcaoZ/91/boAfJemvl2+C/wEGBIy4n8Zx3+QYXjCBICRq7wHnOh+HobTgZYCJ+CMjn+rqsOAo4CTROQoHNe7I1xHegDfAp52O+XfAaeo42p7Nk6kOT8ertnspt8P/MpN+wOOk8JjcDy3HuimT8QJ8jJYVX/tpg0Bfo4T+akfjrdb3P9+l+cicjDQQlUX4giG83znVHUb0EJEOnv4/gzDBICRs8wBhrreUfcBM3AEwYk4AuACEZkLfAwcDhymTuSlKcDXxYk8NR6nEx2B0/FOE5FPcLww9gkpL9Y1zwfUq6/7+QQcV+Wo6hRgW5T2zFTV1araAHwScI8eOAFxfHzXd08c75HfDbnPRhyf+oYRk5JMV8AwEkFV97uxIH4ATMfxFHoy0B/YizMKP1ZVt4nIo0C5m/Vp4Aoc/+uzVHWXq255U1WjqU9iXbPP/V9P43sVT0DyfQGfA++xN6DuABfiBEzx6fp7iEhvVfUtCJe7eQwjJjYDMHKZ93A6+vdwRv2X44ye2+FEDtshIhU4JpM+qnACyvwYRxgAfAgc76pXcP3SDwwpy8s1oXwAXOBefyqOG2uAXUBbj21cBPjKPA5H1dRLVfuqEwvjdly9vyvIugPLPd7bKHBMABi5zPs4KpIZ6kTNqgHeV9VPcVQ/C4FHgGm+DKpaj2NGeYb7H1XdBFwCPCki83A6+0MDC/JyTRhuBE51VVFn4MS73aWqW3BUSQsCFoEj8QpOvAtw1D0vhJx/AfCFTxyKE2g8WmhBw/Bj8QAMI0WISAugXlXrRGQkTlzjwXHeoyUwFScWdH2Ma+8BXlbVtxOts1FY2BqAYaSOA4FnRKQIqMVRO8WFqu4VkT8APXFCJ0ZjgXX+RjzYDMAwDKNAsTUAwzCMAsUEgGEYRoFiAsAwDKNAMQFgGIZRoJgAMAzDKFD+PxcdvSI8s6r+AAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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q2VCOSo0do8rHir3sIxgoIt2B04C/ikhn4DOc3cafqmrawuuJSA/gKGByusoMxosdMBrb94bb5wI3xoJ1O1iwbgf3nXu4p7Lem7MOgDmrt3Fg+2ZJy1RXSWRqPfyBcT5KYsQlB6YExdUbubIrTM1icWblyMTShKdYQ6q6HPgX8C8RqQ8MA04FfisiG1Q15RgMItIMeBW4zvVOCr1+Bc6shJKSEsrKylKtMiah5X+9YAFlOxfXSqsMsdl5lWn9t87RmPPmzafl1m+SltErO3fu9P37SoQJ4yfQsF5yd7fXduRamzNBOtu8313/qqqqyur3WFZWxpz1jjPGhk2bwmRJZ5uDy4lUZkW5MxicOHES7ZvENqYsWVKzd2DZsqWUlSVmjfhmhVPX2jVr2LfP6We+mPgFDSp2+/J7JBJ0DgBVLReRGcBGVb3JnSGkhKtcXgWeVdXXotQ7BhgDMHDgQC0tLU28orHves5aWlpaK/8hffpQOrBrrTzFn4yFIGXgVaZX186AdWvo2/dQSvv7YgWrRVlZmWfZfMX9PocNH0aTBh5vvZDfzGs7cqbNGSSdbd5bXgkfjkWKJO3f4/6KKi5/eio3nXoI/Tq1jJzJ/d1LS0vRr9fD9Cm0at2G0tJBtbKlpc1BdUV6HaBBgwZQvp/jjjuOrm2axCxygSyGhQsA6NmjJ6Wlie27XTlpOcybQ8dOnZi/bT3s28txxw1m4VeTfbmvE9lQVuZuKGsDzASeFJEHVTU5w3tNuQI8DsxX1QdTKctP0jk7KxzHvMjYOnnu4+dvNHfNNj5duIHbPK6rBUxDVX4ayUOIteaX6ft3f2XKzplxScR9tKVrsjkXZx/BAOCkNMgwBPg/4EQR+cr9Oz0N5dY5du+vYO02C3Rn5A6pdnrvz13Hy1NX1kpL1B+/KKAIfO6Bl27cVf36+S9XhF1P5KjKdCFQHaLCz1oTMQ3VE5GOwGjg9nQJoKqfkYOD5Pdmr814naMfncic1dst7LWRddLV2f30v9MA+F6QWfXzRRsBWLnF26AncPa734rg8c+WxMmR+W4quMV+zogSmRHci3NK2SJVnSIivQD/VzqzxNMTl8W8fvrfJrB7f/gGjzVb9zB3zbaw9G17ysNG+4s37GJn0K7kOaudNfLyyirW79gbVsb0FVt4I0kXWMNIBj+6nlemrQLwHIytqChgGvJBmCC89rP5aNr0rAhU9WVVPUJVr3TfL1HV8/wTLbvE22I/b22YYxM79pZz/B8+4YyHPgu7NuJPZQy+7xOnbLfohz7+hv97PNxT9tbXZjPodx+HRX48959fcN2LX3lsQe6Sh89R3pJtl03InGnIa/FesqVL1EzNQRJZLH4owt9vROQcPwXMFqFmzJ37Kvj9e/PZVxF9m/c5//g86rVoo58ZK7aGpY119xn4tUi0e38FPW55l0c/XRw/c46ycvNuZqzYkm0x8hY/+9zgR+uKp6cyZVnsgGqZMg3F6+IzelSlS3BNfxy7wLe6EzENNQL645iDvgGOANoAPxaRv6ZdsizzxeLa29n/9vE3jBm/hJenror6mSVBi02pEPixUx0N/HfiMj6eH74jetNORyk9PTH3w+NGY9j94/juP7/Ithh5wfD7x/Hv8ZHt4353eR/M+5afuesI01ds4ZGy8MFJwDTkd2iveKanTB5VGenZf2fWWrbs86f2RBaLDwJOVNUKABF5BOcA+5MB7/EV6iiBAHPlGXDlCpBKtENV5c435wLw1KlN0yVS2lm/Yy9NGtSjWcOEt7QYaWLF5t387r35XD68V3VaJg1CgZH+ua5iH9Gnfa3rAdNQ8Gh4X0Ulj5Qtpq+kT9J4M46aGUHaqoxKtCr8qjuRGUFnILhHaQp0UtVKIG1hJnIVqZ6eplbOjr3lfDJ/fcw86fitD7ztvejluxVk+DS8oPprWjjodx8z6sFPky7L4jX5iy8dT8h9F1rFqX+dUOt9JNPQU58v468ffcP7y8rTdg/Ea6okOSdI53Pmlw5KRBHcD3wlIk+KyFPADOBPItIU+MgP4XKJHXsd756qKmXBuvCF4lA+nv8tq7bsDku/8eVZ7PB4fkHg/vnj2AVcn+AicTSF9cyk5dXeS6s8uu/F4rEJS5i4OLWokGu2hXtIeeXut+amVLcRGT/t4KH9YryqAjOCyipHrptfmVW9rvD24nJG/vlTZq8K99RLFM+LxZk4sjhK+g2f+rPPyNN8XESKcKKCHg8MwpHzNlVd42a50RfpcpBNu/aHjVgi8eP/TKVZw3rMueeUWunLN4crh1BCb7RIdtNk2LBjH3e8MYfG9YvTUh7Ab9+dD5C1vQ8ZPSzESAuhv1k8pRNsGtqyu5wXgzao7XcttSu37ObwLlHCVcQg4JgB8fdOJBJ9NNXbMtO+Wp5mBKpaBfzZDRn9pqq+EaQECopEPBcCewS+cDfQQGRNP+ovn/LhvJpF3T2u22isur5auTXh9YpAeXuyfCB59h0SvVFZpVz/4lfMWxN/BmgkT1yTTJBpKFr/muwo/WfPTPNcRiJ9ew543SZEIqahD0TkPCnwIVgyjZ8YdKBGpG9v4bc7ufnV8KMdxn0d+bzYL5du5jsPf84f/rcgCWmiU1mlfL1uR1rLjMa2PeW8OCV8G388bn99NsvS5J0Vj2WbdvHajNVc9dx0wAnEtifCJsJ8JKMx9z1WVlml1bODUNLhWuq1jGyahvwiEUVwPfAysF9EtovIDhGxoVIctu7ez9+DzkFIRI1WRBnx3+XaxSPtYI5FvKr/+tFCTvnreBZ+m7wyeHjcInrc8i6PTYi+Xf+LRZu46tnp3Pxq4s5mz05ewdXPT69+7+cDE1r20D9+wqG/HutjjdHZtqe81qyxLhO+RhC7Zw1c1uBTWkLzeKi3qkrDNmlGqicagTFwJmINBWrIVKibRHYWN1fVIlWtr6ot3Pct/BQuF3k0ir91NAKnKwWItmM50oazrVEOq54fYVdzPC558kuG/PGTmHkCsq7fnrwT2APvfw3UrB1E4mfPTOOzIHNZogRCcXjlw3nfsm1P6gd/b9zpLSRCuti1r6J6BvKL52dw+dNTfQ1KePFjk3jyc+cUsEyaNrxWVaVa7UGUDDe+Mos+d0ZX5F7lGDN+Cef+83PGzlnHL56fEXGvTrqI1gekm0R2FouI/EBE7nTfdxWRQfE+V+iEKo5F6727ut37zjz+F2NEMGnJZnrc8m71WkRVlXLv2/Oqg3oFU/b1Bsrj7MhJ1a105J/Lar2PtQs7lDVb9zDJhzNp12zdw+VPT+Wa52ekvWy/6XfX+wz87YcALN3o3Df7K/zbx/L5ok3c8/Y838oPEHp/eTYNxcjoxcvp1enRN4MCvD0z9rLn6q2OEn5t+mqmr9jKVc9N5+2Za/jxf6bGrTtRctk09E9gMHCR+34n8HDaJcozvlxae/t8ogu1/4kT/A7gNfcGn716G098vpSLH/N+0ufrM2oejsCUV8Sxx8azh4dOsxdvqG27T6RTOenBT7lgTPrPJN7ndpzLNyW/rpDNeDu73N8gIEI0G3naCWryfycuo8ct73peH+lxy7v89L/eO8d4ppbA9XQHncuFOEq5QiKK4FhVvQrYC6CqW4AGvkhlVOPl5v/1m3NZtH5nLdt5MIu2RH+Af/nizJq63Ofion9P5qJ/T4pqD9+6ez9z12zj75/EDj6byMJzIJJrZYI79uL1i14O/p67ZhsvTVkZPUMOkMlNgF+v21Fr9BzYof7F4ujmvM8Xbaz1270/N7q5JNQ8ure8iiPv+cCTbNF+xkQWi1du3k1VlTI9xVhV/sc+yhyJKIJyESnG/S1EpD2QuXgLBUq5x2HQSQ9+ysrNke3Hv50ce8NW4BCO4NnL5KDXFZVVnP/IF8xcuRWAcx/5gjMe+oyHx9Xsb/jdu+Gj/2T6rDvemM3yTbuSWgcJZfzCDaxxbeqxRp1nPPQZN0Xw2solB7lAp5OJGcHZ//iMe98J/z2jmUA+X7SRix+bzMPjFkW8HkqkJkRbw5mzehtvfeWYbKpUueet1E1Xw+4fx6Pjl7BzX2oeYHmkBxKKNfQQ8DrQQUR+B5wP3OGLVEY1meiKbn1tdsyj+cZ/s4Gpy7dwzsOfU3ZDKUs2hJtZ/j1haVhaMn3Wy1NX8fyXzuj8/vOPiJs/VhU/fOLL6teh+vTf45ewY2855w/oSl3AD0WwfNMuPlkQHu5kX4x1iK2799OqSW1DwDp3Z/jSELder+cNxOLMv9eEdN+0a39UO3+infLUZZs5tGPzVESLyrgF6/nj2BrX7lwaUETDsyJQ1WdFZBowEuf5+46qRncNMdLC9AhhqjOJqrJ9T01IjNI/lXn+7JRlWzj7H59xbM823H5GX0+fqQgyL9z0SvgoPR43vzKLHfvKGd05ep7te8v53XvOrfvM5Oh7GW56xTGbLdu0O2w9ZOG3O5i3ZjtfLN5IcVER9517eEJyPjxuEau37uH33/X2uSofTEMXjpmUcHiPd2ev5eJjuwNw7QszOLikOSUtGjmyheQNntXtLa9k+abdHHJA8p1vcYzGqzreYcf2akOLRvXjlvXxgvWc0u+ApGWJxaPjU48EsCUNSjQREgr5qKoLgPTuYjJyGlW45bXEO+QAs1ZtY9aqbZ4VQaLs2FvB3vJKGtUvpqKyqjr8wPwVta2eq7fuqc4XvNM71qh1yrIaG/LoRydWv560ZFPYwvb67Xt5/JJjwsp4bvIK/jtpOf+7dlit9ICbrVdFEFjY/O278zmqaysuG9rT0+disX2vt5hXwQTPSN50TTbVM7cYSupXL8/k3VlrmXnXqITrrKk7+rVVW/bwl5dncmKfDjwR8jus3Lyb1k3DlzMjmQPTwfJN8cPIxCOeh1O6SWSNwChAqlTZW576UtBfPlyYBmnCmbp8C9/7l9NJr9teM7pdui1c5hvdGcbPnom8qA7w1OdLIwYwmxWUFsm76WPXxBI4V/bvH3/D+IUbuO312WlZ7wjMCN6euYZ735nnyY30F8/P4NnJy9m2p5x3ZtW4Ru6vqGLO6m1JmR1fmhq+qB4wJe2OYXMPrD/tK69kgQ+71wOuypEikQ67fxyj/zUxLN0v1qYQRBFg3prtLEuDMkkECwJvxGTSktinR3nFixtsssxe7W2HtZd9Cne7Lq/JBNEbM34xv39vAR/8cjh/DlF8VVVafcBKMHv2V7Jx5z66tmkSs+xQD5W/fLSQm0/tE/Mzb89cw9sz11D29QY+nPctfTu2YOG3O7juxa+SVu6RTtS78405AIydu45vUtiVHo9YywD1ip0xbUWUvTKRjpZNJ1VVynNfrqB3h2Ypl5VM6JVUMUVgxOQHEc5UTga/d0hWeXA7jRek79OFkWM7eWXMeGfB/KsIneXeikr+8uFCLh/Wiw6uTR3gsqemMHHJpmrF88mCbzn+wHY0CokQG9q+R8oWV0elvejYbhzVtRUfLdjH0GFV1CsuqrWmEQhNceKfkz/3IZj9FVW8EKWzOvkv46tfb9ldY3ZLh4dNLHfNResdBVReWcV9/5vPq9NWM/WOk1Kv1CNvfLWaO1yFmAp7yyt5fcZqSg9pT1mUWGN+ENc0JCKbReQxERlZ6AHnjNzl9jfixy2Kp4x+FORllAyBp+P9uevCrj02YSn/nrCUQb//uFawwEBAwmUbd3HVs9O57Kmp9LlzbJjpJ5Y9/7nJK7jxlVm8v6yCp75YBjhHq/rFmPGL+fWb8c+BuPq58N3cf/rg66TrjTWLeW+2851XVCmPfrqEjTudMCmZ2jR2/Usz42fywPtz17F9bwUXHNMtap5dHs8zSQQvawQbgK+Ae4FVIvI3ETkunUKIyKki8rWILBKRW9JZtlEYPP/lSk+jzh63vOupPK/5gtmww+l8Po7gkvlgkKnoX5+Ge5WU/qmMd4PCiQRHrP1kgfdYNr99dz4Pj1uUtjMsIpGKufClGGd+p4PQxf94YVUygZfZaoAXvlxJtzZNGNyrbdQ8y1LYJR8NL4pgl6r+Q1WH4ISYWA38U0SWiMjvUxXA3aT2MHAa0Be4UET8cTExjDpCsGfTZU8lFsvmQZ8W5gMkFzAwOx1yJs8Yj4bXli/buIuJSzbx/WO6IjF6Zj82FXpRBNW1quoKVb1fVY/G6bjTcVbxIGCRqi5R1f3AC8A5aSjXKDCG3T8u2yKkjUSj3AaTaJiOfObwu9/PtgieQ1G8NHUlRQLnD+gSM58fisDLYnHEp0tVvwbuSYMMnYFgn7RVwLGhmUTkCuAKgJKSEsrKytJQtWEYmWD//sxukILkzHt+sGTpMsrKYkc2raxSnpu4h8PbFTN/+iT2VERXHlOnTGFt8/R6/sdVBKp6fVprDCeSegv7FlR1DDAGYODAgVpaWpp4TWNz48YwjEKjQYMGkAVlkAt069ad0tJDYub5aN63bN03lftP7U9pvwPYsbccPoociO+YQcdwcEl6w2OkpFZE5NdpkGEVEBzwpQtQkOchG0a+kulDfXIJL6ahF6aspH3zhozo0yFuXj9cN1OdX/wkDTJMAXqLSE8RaQBcALyVhnINwzCyTrwlm2+372Xc1+s5f0AX6rsb4zLtqR/XNBTjXGIBGqcqgKpWiMjVwPtAMfCEqsZ3UjYMw6gDxNvL8Mq0VVRWKaMHeouE64eO8LJYvBU4RlXDnJlFJC2neajqe8B76SjLMAwjl4hlGlJVXpq6kmN7tqFnu6bV6bH7+uy4jz4NdI9y7bk0ymIYhpF3xJoQTFqymeWbdnPBIO/nYmRlRqCqUQ+fUdWb0yuOYRhGfhFrjeDFKSto3qgepx3W0XN5ObNYLCJ3p1kOwzCMvCSaaWjb7nLem7OO7/TvHBZkMNNR3ZL1Gjo7rVIYhmHkKdEUwRtfrWZ/RRXfPyax41L98ChKVhFYFFLDMAwPRFIEqsoLU1ZyWOcWHNa5ZULl5YxpCBiQVikMowBoWC/24zbuhlLf6j4g6AwEI7M0bRC+FDtn9Xbmr93O96OEm5YMj7U9KQIROUVEHhGRt0TkTeBhETnVZ9kMj7SJcB5rJvjjeYkd2F7oHNCypjOuX+w86H/63pHVacHug5F44pKBSdftZcdqssy+O/lziAuBvp1ahKW9MGUFDesVcfaRnRIuz4/1Ay8H0/wVuBb4FLgfeMB9fY2I/C39IhmJ0qA4sYndoR1b8PPSA1Oq866z+tbyhvjR4NoexreffmhK5QdTL9ap5VnmhIPbAzUdeyyqVOnb0ekUjuraGnBNBFccx0fXD6+Vd8adJ4d9vnWT2go/WIkEODyKmeGILi0Z1bckroyxOKZH64jp9RO8//KVzq287a/ds7+St75awxmHd6Rl4/o+S+UNL7/g6ap6uqq+oKqfuX8vAGcAp/ssn5EgXvrM/107LG6o21g0rl/MpUN61vKPvuecwxhxSPvq90d1a5V0+QD/vPjo6tcN4phUEuWILonZZCfeemLUa0d3czpHL6Gfq6rg3WuGMuvuUdx2hqMoh/Zux3G92nJQh9pBxFoHzfLaNG1A6yb16V3SnI+uP6E6/byjO/PDEAX84k8jnxnVo21TrhpxEAB9DkguYFmoIgqQC+cWBtrUvnnDrMkQaeQfifdmr2XHvoqYi8SxvtNsnUewV0QGRUg/BtibZnmMFDnI4+HZwTdTojOKABoSJDbaaDSUds1qOpRWTSKPiIb1bsdTlx7Dm1cNSUq2WLx19VCuOfEgT3k7t2pMx5bRR3qB7yCgBwb1bBPx+2zbtAF3nnkoIkKLRvXp37UVy/5wRljZfTu24A5XSdx7Tj8Ahvdux4xfj6JZw3q1fl8R4ZbTah9g36RBPZb94QwOdWce7/xiKP+7dhiDD2xb/Ws1qFdU3WEmYlYMdXEEuHRID186pkQ5/XDHD/+Mw7374/85wowqFc7p34l+EZRB6Frxi1NW0rNdUwb1bJPW+lPBSw9wCfB3EZknIh+4f/OBv7vXjBR4cHRiN2PAtBCJibee6HmRKTjXaYcfEHb9P5cNiqogQju/AN85qnNQnuj0al/Tmb1/3fCIeYpEKD2kA0d2bUWLRslPn5NZP7nxlJqQwRcd6yzmXRA0evvx0J7VM55ubZoA8KuTD6ZbmybcfGofHvjeEWFlTrvzZE71sGnovWuH8ZNhvYCajre4KPpjGuj4rxpxIKf1rPmegmeGh4bcM0LNyV2JLCI3ql8jx3lHOzPKBvWKUlrWvGJ4rxQ+XUMyMqTz+J5rR/bmzCM6URxnSr54w06+XLaZ0QO7ZjywXCziKgJVna6qxwInArcCtwEjVPVYVZ3mt4D5TEmLhpx7dJcw+3Asju7eCoDWQSPp0JF5NJ64ZCAPX+SYXILvwR8d3yMs7wkHt+fEKAuMD47u71Zcu97gDj6YUHv3YZ1qZg4lLRrx6Y2lYZ8JHmW+cMVx3HHGodx06iGMjCDTb9yRcyRG9unA0vtO57bT+0TNE8rFx9Z4cgTWJ/5w3hF0beOM3n84uDvNGjqeIN3aNGH23aO4+sSDGH/TCAZ0b805/TuHF5oEAXOTl/WHG0/pw/cPqVF6ga8vmg97eYWjCBIxuwXPCIJnJonMCH52Qu21qURdJ6NRFNQBe11TSkc3HJjRBr7HkgiKNfj5fGnKSoqLhPMGJH+PRJtFp4Lnu0BV16nqNFWdqqrrAETE+9Nl1GLuPacw6daRMfP88qSDw9ICI/5Lh/SsTnv6smO55PgeHNCiUVSlcMXwXpzYp4QzjuhYqxyosXN7JaAgTnOn4cEj6ADB/U/rkFF56ESje9umnHlE7dFycN/So11TfjKsF1eWHsTZ/cO9LH5wXHcG9WxD4xDTxYWDunHr6Y455orhIYvjMTqv4O+mXpCwwel//t6RXDOyN0d3a03zRvXDRndlN5RWfy/J2uQrXEUQb5QZiUDIgkgdE8D33EiXod9ZLHpF8WoKbnr/rq1iluHXIDhYWX7zu9M8mRSbN/ISczM6fQ5ozkWDnEFDIMJoLCeJ8soqXp2+ipF9OtChefLuvM1TmCFHI9VVuMhH6BieqOk8wp+Ods0acM3IcDt24CNNG9bcxIcc0Jy7z+6X0FTTS9aDS5xR3z1n9+Ozm0eEfbZds4auWSJcztCR5rM/qTl9NNII8q6z+nHhoG581zUvRRvVRRrhiggv/XQw839T26P5vnMPj2oaCh71R+I7rsJpENTBPDj6SI4/sC2dWjWmQ4tGXH/ywbVGosH0aNeUoQe1A+CyIKWdCPXdspsl0WFdWXogM+8aVUsRBIdD/vWZfVnwm1Op52G20a9TC5689Bh+OLgHbZs2qJ4NBQi+7wJeVNHwywGsXpD5TETo3NqZvd1zdvTZ4kmHltQydyXKsN7t6N7WMQ0G6mvaMPy3CnztH89fz8ad+xMKMJcpvJxH8FC0S0CrtEpTQMQ35kjEjj3QiUaLcT64V1sWfrszLH1g99qjfi+K4JqRvRnau31Si1qdXJ/5Yb2dznCI2yk6dQu9OzTjm/U1crZv3pD7zj2cisoq7j6rX62ReDCuaTsphvVuV92JlbRoxD1n9+Out8KPvmjcoDjiAz2wRxueuzyyV04kjuzaism3jaRDkp4s5w3owrrte5Oyo4tImGti4H4qLhKKioRGRd5nAyMOcWaBk29zZrH/nrA0Yr5Is5ee7ZqydOMufnBcN352woE8PG5x9bV4sfq9Eqg2UF67Zg1Z/PvTKRIi/sbNGtajqEjiHhoTj9EDu9K5VROGHNQWcJwCzjyiI+/MWhuW98UpKyhp0ZDhvWMrS8i8J5aXocalwK+AfRGuXZhecQqH4BFvpB89kNarXVOWbNwVsYy3rx7K7v0VtdLuOqsfbZs1ZGD31lz02GT6HNCcK/tWMqpf7QXh0Ae2TdMGbN5V+zjBesVFEZWAFy+jDi0asfS+yN7FxUXw8s8Gs3rrnrBr9YqLaNkkevlVKTy5//3xsbXeR+qEbhh1MA3qFdUo6hSfyGimGS/ULy7iugjmwWQ5onNLfjy0J5cErQlFcwmNRjQFHSCSIvjftcOoUqVJyA7baGtQyRBQcsG/aDSTWudWjas9s1JRRCLOYG1o75pBTlGR8I+LjuadWTXno1dWKWu27uHThRu4svSguN9hNvCiCKYAc1T1i9ALhRyFdMFvTqXPnWPD0ts1axD3fNY3rxoS0RUvmMAt/O41w9ixt5xBv/84LM/hEfzhi4qEa0b2Zu6abdVpLRqEPxCh3iJv/2Io89Zs57oXZoS5JIbJ5rFzjJZvX3kVrZo0oFWCnRBAZZpGkABtm4WP1Lu0blLrfe74ddQw6+5RaBIzo6Ii4c4z+9ZK++13D6NX+6Zs3V3OU18sq3WtS+vGrNqyJ2Y8/VDOOqITD7z/da20aPd6q8b1OTCKg0E0DmjRiHXba7zWD2pVxKKtsb+MP33vSG54eSbgmCw/v6VmX0iqMwIv7Cmv5JVpq6hSPJ9Clmm8KILzibJfQFWTM37mAdFu7i6tm0RVBEd2aclrVw4JG6lE6mwCJqDGDYpp3KCY6XeeTMN6Rfz5g4We5KuodO5wx1Yf/qCICL8+sy+bdjkTvc6tGtO5VWPm3ut/5JCXp63ijpAOySte9yp4IbBA/ezk5VRWKb88+WAG93Km+GnUN2knFXfaSGVdd9LBfLF4Y7UimHrHSRSJsGbrHs78+2cRzZgXDerGlGWbuXxYjdnqqG6t6NgqgRmQOF5DE289kcH3fRI3e6P6RdxwyiHVnTrANUc3onT4UF6fvhqI/Ludd3RnOrVqxEX/nhw2A/BysHyqbN9TzktTVzLkoLZ0a9sk/gfIfKwhLwfTbM6EIHWB9s0bsmFHJAuZQzyf9TevHuq5rtDBdKL+8AGPk0b1ioGKiHkuG5odPZ7KgmG63A3BUYZnHdmJsyLGe1E3T9qqqxO0b96Qdu5Mae22cNNdgJZN6vPEJcdUvx93QyntmzcMcwSItb4U6OxibdgL5oZRh4Qt7tYvcpRZrN9JRKq9mUJ3gAfrgdevPJ7v/jPM8JEy477ewKoteyJ61+UKXmINvS0iZ4lI2DBERHqJyL0icpk/4uUOJxzcnim3n1QrbUDIAmyyBJtQAnbTaPe1146pf9dWXDqkB3+5oH9qwvlALuxEjUegg8j0yCzbHNi+xkW0YT1n1hu8EzwaPds1pVnDehQXCY/9cCCnumtSqcY3CiXZ3yNwz6XTFORVkmnLt9CycX1O6Re+cTNq2Tl4MM3lwDBggYhMEZH3ROQTEVkCPApMU9UnfJUyB4gUWOuJHx1T68GJxkMXHhXmtRONgLtbNPt6IDXejLa4SLjrrH6eA2FlkjqgB2oUQR2Q1S8O6tCM+849nL9dcFRCnzupb0m1+3B5ZfQb9acn1JiVIu2Z8ULAS7n6uYjij5ftwIXfPSr8FLJcwsvO4nWqepOqHgh8D/gNcD1wmKqerKpv+i1kLtAwgr9xyyb1+fhXpdXvo3kgnH1kJ175+fEJ1efFvzvTHFKS3MYovzi8c0seOD88nEM6CHQoufcr+EvoLXzhoG5Jhel4a+YaAN78anXUPB2DwnJfe1LvqPmCB1sBxXzSoR348raR1XstqHarjlyGl015CYd88JA9cAZFoqeQReLyYT25sI8/IecT2qmiqsuAZb5IkuN4vUXaJvHQBJfdpXVjfnbCgYweGDk6aMBTqHdJYt4W6eCtXwyJOcLzSrpirLz9C+9rLolSaDOCgMklk2vkyXifBV4VFwkdWjRiXoJ1DQ3az+InT156DDNWbOWlKSspadEwLN5TPCJ9M7ef0ZeysvXpETCE1PZYp4iIPACcBewHFgOXqurWbMoUDa837Z9HH0n/ez9MqZ5Y7pvn9O/MEV1axT3ExA8a1ismwj6rhMnh4wXCKJQ1Ar8UXqznxmuVwfniyRlLkY2/cUTGwlSPOKQDIw7pQN+OLejSOvfMs6Fke2fDhzgmpiOAhThB7XKSWPffl+5uSwVaNWnAZzeP4KcJ7AZt0iAx22E2lIBXJt56Ytiieiipdq6XHN+DXnHWZiLtnUiEHPYerVOkQ78EzDrOLC2yCchLPd3aNqFxjGfND1146mEHpNXTzS88KwIRCdsGKCIp+UOp6geqGvBtnAQkf1qKz8QaiQRiwRx/oOOD3qV1E25N4ISuDnl0nmzHlo3jjrpSHX3efXY/Pglam4nEQyd689eORiA0htfDRozESeY+CHwm3xV1pkNUJzLRnyAid6rqSwAi8ivgx0ByO4PCuQx4MdpFEbkCuAKgpKSEsrKyNFXreB5UxNmpuf7bbykrK6N7iyLaNJKw+n8/tDHtGm+vlX7zMY2oV0RCsqazXQF27tzpS7nJsm/fPt/lSbXNLYGHRzZh4zczKPsmbWL5SiptXrC5EoBtW7em9beJJdOE8RNoWC9+h7d7lxNiZdHixexY6+TfuHEjZWVl1eV/s6IcgDWr11BWtikpWadPTyyq/soVKykr+zapuuIRaaNbcHvTTSKKoBQYIyLfA0qA+UCkk8tqISIfAZEcaG8PeByJyO04u56ejVaOqo4BxgAMHDhQS0tLExDdZey7YUmDerZh4459UeP5BDjggAMoLe3PpwlUm0DWatmSalccysrKfCk3Ydw2nnRYZ0pL03s6VGgdzZo1y402Z5BUfudGSzbBl5No2aoVpaWDUxfG/R2aN29GaemwiNeGDx9e21QT4fns3Koxx/dux4opKznowAPp0a4pzJhK27ZtKS09prrNayavgHmz6dipI6WlCXiSBdU5YMAAmPh53I/ceMohPPD+13Tr1o3SUn8i8VdWKbz/Xq200tJS357lRM4jWAuMBQYDPYCnVTU8zGX4505S1cMi/AWUwI+AM4GLNV2hCBPg0uN7eJpmFsaSYWZIZGONkb/Es36IwOe3nBgW9hr8DQESOHUuHn5abzLd33ieEYjIh8Ba4DAcW/4TIjJeVW9ItnIRORW4GThBVXcnW05GME2QNgrFJdNIjdDOXlEG9WhDu2YNuTrKmdOpKIhEnRhyOR5VoiRiGnpYVd9wX28VkeNJ3cvnH0BD4EN3cWSSqv4sxTJ9oVDcCDOB39/lkV1aEi2+klG3admkPlPvCPdKCzhqBJ+bbXjHsyIIUgKB9xU4u4yTRlUjq/UcxEaxdYM595xC/WJh4mcTsi2KkUF6tGvKsj+ckdE6fTUN5WCsIQBEZIeIbHf/9opIpYhsi//J3MbrF17s8y9z3tFduDfGIeyGN5o1rFcdLM3IPrGjgkZOv2HUwRHz+WGK+fCXwxnQvTX3ntOvup66tOExXSQyI6gVaEZEvoMHr6Fc5JgerZmybEtYeqeWjVizrfbRC4N7taVX+6bcMMrfELJ/Hu2TF00uUoAPmhFONBPhD47rzp88nruRKr1LmvOqGwdszmpnXOs1Om4+3cZJ7yx2TUUnxsuXixzZpRWn9AsPj/v0j4/lw18Or5VWv14Rv/vu4bROIoaQEZl8eoDyhcBJYRfmwMHq2V6PixvGIgOrxDm7oUxEzg16WwQMpI5u8Av9jgM/bJFArw65FWHTMDJB++YNfbGxx+rUo/V1UhSaL7OdYl04LyPdJOI1dFbQ6wqcKKTnpFWaDJJPrl+GkU9kuxsuQD2Q0BrBpX4Kkk0yPeIodOz7NiB6hx8YkYeeIeD32K1msbjw7s+4ikBE/k6M30BVr0mrRBkgtCMKtfl1b9uERvWK+frbHZkUyzAKiqin8LnJAUWQqW450A14XizOI33hZUYw1XcpskrQoRfuL/vpjSMo+3o9lzw5JVtCGUZe0LxR4gdYBM4VzvTxkl4PI8pHs7KXX+kkVf0/EblWVf/mu0QZoF6RRJziZCHUUUGSRwMpIwr3nN2Pu96aG/NQlmj3QZP6xZx0aAmXDunhi2zRqKp2GvHqPpo/d7IX99EBItIduExEWotIm+A/vwX0g6tG1N7QHMtmbcoh/eTTlNqITKMIZ3x7pahIeOxHAxkScqyk349itSIowB1lXmYE/8KJOtoLmEZtRa5uep1gWO92TPhmI01DohlaZ28YmcfrgKCHeyKf30c+BkxShacGPCgCVX0IeEhEHlHVn2dAJt94+rJBYYc6BN+M5s1iGJkj9Hk7smsrZq7cGpbvgmO60qNtU47r5a8BIng/Ucx8vkqRHRJxH63TSgCcGy9w88WbBJhS8I98sq0a6eONK4+P+FyKCIPd6KJ+UlmV4BpBHt3G2T68PicIHAYfbNdsUOy8btGoflZkymfy6QEyIpOMtVVEsmqf3+eeVxt6wP2rPz+eCTeNyIZIGSNx36485G8XHsXUZZvp2LLGBnlcrzbcccahfG9A9mOv5BuDetZJHwMjCerS7G9PuXNuc6P6tRXBgO6ta73PxyXFgp8RCM6o/8Q+tYPQiQg/GdaLlk1sRpBu6hcX/G1n5CABy8DJh4YHpMx3CvaJtL7IMIxgDi5pzle/PpnRxxSeFaBgTUO/+c5hlLRoxIg+HbItimEYOUKrJt7Dzdcdo1d8CnZc3KF5I+495zAzUxiGEcaY/xsQ9ZrmoQOp9YKGYaSdut5Vjup3QPxMeeT+ZorAMAzfyKO+spqAFSHTQfH8pGDXCAzD8I+juzkul6MiHAlb17lsSE8279rPT4b1zLYoaSMnFIGI3AA8ALRX1Y3ZlscwjNQ45IDmvhx9mQs0blDMnWf2zbYYaSXrpiER6QqcDKzItiyGYRiFSNYVAfAX4Cbq/vqSEYdzj+7MkV1bZVsMwzBCyKppSETOBlar6kwL8pb/PDi6f7ZFMAwjAr4rAhH5CIjki3U7cBswymM5VwBXAJSUlISFk/bKzp07k/5sXcXaXBjUtTanQ9ZMtDm0/Gx9x2VlZb6113dFoKonRUoXkcOBnkBgNtAFmC4ig1R1XYRyxgBjAAYOHKilpaVJyVNWVkayn62rWJsLgzrT5rHvAqRFVl/bHCpnGuVOpP4ApaWlvrU3a6YhVZ0NVMd3EJFlwEDzGjIMw8gsubBYbBhGAfGd/p2yLUKdoV+nFhmpJ2cUgar2sNmAYeQ/D47uz8LfnpZtMXKej391Ai9ccVxG6sqJDWWGYRQORUVCgzwKz+AXB7ZvlrG6cmZGYBiGYWQHUwSGYRgFjikCwzCMAscUgWEYRoFjisAwDKPAMUVgGIZR4JgiMAzDKHBMERiGYRQ4pggMwzAKHFMEhmEYBY4pAsMwjALHFIFhGEaBY0HnDMMwPPD4jwayaP3ObIvhC6YIDMMwIvDW1UMoDoqSOvLQEkYeWpJxOZ758bFMXb7Z1zpMERiGYUTgiC6tsi0CAEN7t2No73a+1mFrBIZhGAWOKQLDMIwCxxSBYRhGgWOKwDAMo8AxRWAYhlHgmCIwDMMocEwRGIZhFDimCAzDMAocUdVsy5AwIrIBWJ7kx9sBG9MoTl3A2lwYWJvzn1Tb211V24cm1klFkAoiMlVVB2ZbjkxibS4MrM35j1/tNdOQYRhGgWOKwDAMo8ApREUwJtsCZAFrc2Fgbc5/fGlvwa0RGIZhGLUpxBmBYRiGEYQpAsMwjAInbxSBiBSLyAwRecd930ZEPhSRb9z/rYPy3ioii0TkaxE5JSh9gIjMdq89JCISqa5cQESWubJ+JSJT3bR8b3MrEXlFRBaIyHwRGZzPbRaRQ9zfN/C3XUSuy/M2/1JE5orIHBF5XkQa5XN7AUTkWre9c0XkOjcts21W1bz4A64HngPecd/fD9zivr4F+KP7ui8wE2gI9AQWA8XutS+BwYAA/wNOy3a7YrR3GdAuJC3f2/wf4Cfu6wZAq3xvc1Dbi4F1QPd8bTPQGVgKNHbfvwRckq/tdeU8DJgDNME5MfIjoHem25wXMwIR6QKcATwWlHwOTseB+/87QekvqOo+VV0KLAIGiUhHoIWqTlTnW3066DN1hbxts4i0AIYDjwOo6n5V3UoetzmEkcBiVV1Ofre5HtBYROrhdI5ryO/2HgpMUtXdqloBfAp8lwy3OS8UAfBX4CagKiitRFXXArj/O7jpnYGVQflWuWmd3deh6bmKAh+IyDQRucJNy+c29wI2AE+6JsDHRKQp+d3mYC4Anndf52WbVXU18CdgBbAW2KaqH5Cn7XWZAwwXkbYi0gQ4HehKhttc5xWBiJwJrFfVaV4/EiFNY6TnKkNU9WjgNOAqERkeI28+tLkecDTwiKoeBezCmTJHIx/aDICINADOBl6OlzVCWp1ps2sHPwfH5NEJaCoiP4j1kQhpdaa9AKo6H/gj8CEwFsfsUxHjI760uc4rAmAIcLaILANeAE4UkWeAb93pEu7/9W7+VTgaN0AXnOnnKvd1aHpOoqpr3P/rgdeBQeR3m1cBq1R1svv+FRzFkM9tDnAaMF1Vv3Xf52ubTwKWquoGVS0HXgOOJ3/bC4CqPq6qR6vqcGAz8A0ZbnOdVwSqequqdlHVHjjT509U9QfAW8CP3Gw/At50X78FXCAiDUWkJ87CzJfu9GuHiBznrrb/MOgzOYWINBWR5oHXwCicKWbetllV1wErReQQN2kkMI88bnMQF1JjFoL8bfMK4DgRaeLKORKYT/62FwAR6eD+7waci/NbZ7bN2V41T+cfUEqN11Bb4GMc7fox0CYo3+04q+1fE7SyDgzE6VAXA//A3Xmda3849vKZ7t9c4PZ8b7Mra39gKjALeANoXQBtbgJsAloGpeVtm4F7gAWurP/F8Y7J2/a6sk7AGdTMBEZm4ze2EBOGYRgFTp03DRmGYRipYYrAMAyjwDFFYBiGUeCYIjAMwyhwTBEYhmEUOKYIDKOOIiJniMgsEbk927IYdRtTBIZRd7kUZ9fxiGwLYtRtTBEYhgdEpExEBqa5zFYicmXQ+1Jxz9OIkv8VEekVlPQOTmiBlSH5PgqOX28Y8TBFYBjZoxVwZbxMACLSDyfu/JKg5GY4u1JbhmT/r9dyDQNMERh1HBG5SUSucV//RUQ+cV+PFJFnROQREZnqnv50j3vtNBF5KaiMUhF52309SkQmish0EXlZRJpFqDNiHnFOjbvHTZ8tIn3c9PbinDI1XUQeFZHlItIO+ANwoDinjz3gFt9Mak5he9aNGwNwMeGxYy4Gfg4cFTIDeAsnPpFheMIUgVHXGQ8Mc18PxOlI6wNDcUbLt6vqQOAI4AQROQIn5O9xbsA+gO8DL7qd8x3ASeqE+J6Kc/JdNR7ybHTTHwFucNPuwgmGeDROpNhubvotOIfN9FfVG920o4DrcE6i6oUTXRf3f3WodRE5CGioqnNxFMT5gWuqugVoKCJtPXx/hmGKwKjzTAMGuNFY9wETcRTCMBxFMFpEpgMzgH5AX3VOghoLnCXOSVhn4HSmx+F0wJ+LyFc4UR+7h9QXL89rQXL1cF8PxQmRjqqOBbbEaM+XqrpKVauAr4LK6IhzME+AiwNl4kSrvDiknPU4Mf0NIy71si2AYaSCqpa7Z1FcCnyBE5l0BHAgsAdnVH6Mqm4RkaeARu5HXwSuwon/PkVVd7hmmA9VNZZZJV6efe7/Smqer0QOTt8X9Dq4jD1BsgNchHNwS2AtoKOIdFXVwMJxI/czhhEXmxEY+cB4nA5/PM4s4Gc4o+kWOCeZbROREhxXywBlOAfbXI6jFAAmAUNcswtuXPyDQ+rykieUz4DRbv5ROOGzAXYAzT22cT4QqPNYHBNUF1Xtoc5ZHH/EXRdwFdoBwDKPZRsFjikCIx+YgGM6majOKV57gQmqOhPHJDQXeAL4PPABVa3Ecb88zf2Pqm4ALgGeF5FZOJ1+n+CKvOSJwD3AKNdEdRrOebw7VHUTjolpTtBicTTexTlvAxwz0Osh118HAsc6DsA5ED3WkYeGUY2dR2AYPiMiDYFKVa0QkcE45y73T7CMxsA4nLOqK+Pk/Rvwlqp+nKzMRmFhawSG4T/dgJdEpAjYj2OOSghV3SMidwGdcY50jMUcUwJGItiMwDAMo8CxNQLDMIwCxxSBYRhGgWOKwDAMo8AxRWAYhlHgmCIwDMMocP4feycp6UO7a4IAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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mt7w6h8v/+Rnrd+xNk1TppWjUGO5668tMi2GkmZtfncOTk5en9BqeT1Ucr/qbd+333B94bLNHXcSmMN4HXhGRoSJyOvASMC41YtU+kjUk3Hewgo8Wb0pSbdFZvNFZkBiIxlsXeWHa15kWwcgRYo3p9PGSzZz0wATGL6jpiXntf2Y4GxE0Rrpj2MWiMG7DWbh3Hc6aiInArakQKpe5/38LuOrZL5i3dkdM523fc4Aj7xwbs3mp6l602dt4sKCTuUtwP/7mrLUAHKyI7X6Yu8Z5zmd+/U2NY58u31rjOuFIl/NFVLdaEXkKJ4z5BFV9nAzkoqgNxJJ57f7/zQfg3vNq5p9avrkMgJ1BiZr88OXaHRysUB77aCmDurdxhfJ/vnn7GIY/vJ6VwHMbe11OZdlkdoqEnxHGMzgrsceKyEQRuU1EaqzMznVuHD2bsV+u58NFG6tl5fPi2U9W8uwnKyOWkRhvoXp5zk/p9Yaza195WE+pbJpQM4xQJn21mdXbUhLzNGGS+Y4V6THMpmc0qsJQ1Wmqep+qngpcDHwN3OymU31GRC5OuZS1hOtfnMmPnpvOL1+eE71wGOK9CevnOzdVeYV3mK9hD3+ckusaRiq58pnPGfqXSZkWoxrJ7L/9jOyzSF/EtNIbVd2KM9n9EoCI9MNJ1WoEsWrr7oTriPUmifemCpxmJikjWzlQnsxYp4nj9awk+/mZvXp75XakRzvdz20sC/duFJFm4vC0iMwE2qjqAymUr1aS0BtBnDeA503so7JsensxjNpKsvvt3fvLK7e9TFKqyqvTV1cGPQx+1uet3cGSb1Lj9RiLl9SPVHUnTr6Kdjghxh9MiVQZZv662DyUvNi0a19C58fbjwffXLG8faTT2+eD+Rt47KOlabteKrGRWfbwzpx1/G9OjbxqKSMWR5ewdbj/BWHppl28PXttjTJefcFD7y3iV6/N9czx8fCEJTy/4IDHWYkTi8IIyD0ceFZV51B7JvdjYvrKmi5usfDVxjL6PzCRpZti95yIt+P2OstPTYHJ9XR2fCP/M4M/vr84fRc0coIbXprFz1+alZFrJ/r8iMAZf5nMjaNn1zi2bU/Nzj/yokRNWccci8KYISIf4CiM90WkKclNpFTniCeGU+XqzjhtRcFn+XkDClwml96Ud+w5yD9Kl0ZcAW8YqWbnvoO+Rtp+b9NFG3aiqqimztQcVWGISGBi/GpgFHCSqu7BCQuS8sx3mSAZQ02An/03+tvOK1+sZsnGqvSvVfFjYMfeg6zcEv8E+oufZX6F8+crtmWd+emed+bxh3GLmb+l7q5ur8vsPVDBxAzmqEmW+faBdxey353QT7R/n7JkC8Me/pgXP/uaQ5rZEcY0EXkLGAlsCwQgVNWtqjo3UQFEpLOIfCQiC0Vkvojc6FGmRER2uK68s0XknkSvG4lYV2tGYtPOfXzv6Wls9xhWAtz6+lzO/Otk/vPpSvaXV3VgAlz42CeU/Km0WvmHJ3zFOx52Wi8d95fxX/mWM1VzGBc/+WnWmZ/K9jkTiuU2wKiV3P32PK7+93QWrs9sFOZE3yvLDpRHL+STVVudtSrz1+1ASd1cQVS3WlUtFpEuwDnAwyLSEZiCs/p7kqp6R87yTzlws6rOdM1cM0RkvKouCCn3saqem+C1fPG795IX5fKJScv5ZOlWXpuxhmtO7caeMDfJ3W/PZ3PZgUozycEKZYXH6OJhNzb++b07eNYTuztuauYwVm/bQ7NG9ROqo2x/ORMXbuSCPh2TJJVRFwiMusv2J6/DTZR4XriqPao+Htx9Bys4pErjBjW77Tz39EOHSKlJytc6DFVdBTwBPCEi9YFTcdZf/FZENqvqiHgFUNX1wHp3e5eILAQ6AqEKI22k0rTd6573wx57ZGJVopTL/hk+JLkfpizxF1MqVW8ip/7hI9oUNEyojlGvz+Xduevp0a6AYzs0T5Jk5kpsZAfvzl1fue3nljztDx+xadd+Vj5Us7vNczXGIdWUzs3FtHAPQFUPisgsYIuq3uqOOJKCiBQBfYHPPA4PFJE5wDrgFlWd73H+SBzTGYWFhZSWliZLtLhZs2Y1AMuWLaO0ovqcgl/5vMqF7lu8zTFn7dixgxf+9yF3fVIzXLlXPbt3O+WmT59Om/y9Sf3OtpRVDT79tCGURV87duqpn01nc8v8hGQJvtaWLY7L8969+xJu74Eg82U23G/RKCsrqxVyhhIs8w43FP+sWbPYvbLmfRFctrS0lLKyMgJdcjLavn+/Y16eNm0ayxo7Vv01ayLf68EcUuXHH1QPdzJz0Ypq5y/YWn1+rbS0lE1uGHSv+letXAnAuvUb2L7/EIcOVaTkd/atMESkFDjfPWc2sFlEJqnqTckQREQKgNeBX7jrPYKZCXRR1TIRGQ68BRwZWoeqPgU8BVBcXKwlJSXxCTNuTHznedCpU2dYtYLGbTpSUtKrWt0lJSW+rlWtHW750LY1Wr4VPp/GV98c4ujj+8Ann9aoZ9App/HQe4u4+tSudGxxGAAFcz+GnTvp16+YrUtn1ag3bkLa5dWG1Y26ctlJnamXHzKV5h5v1qwZbN9O3759KS5qlZAcy+t1oUvrxgw9ppAXVn0BmzfRqFGjhNu772AFjHei/Cftu0shpaWltULOSjzu978vnArbv6Fv376cFHxfBJcN2nY6zt016omXhlMnwP79DBgwgM6tGgNQunM+rFrp6xp7DpRT8X51S8PHa6vMayUlJdRfugW++KzaPq/2BejWtSss/YrCwkJk1372b9mWkt85Frfa5m5HfhHOOox+wBnJEMI1c70OvKiqb4QeV9Wdqlrmbo8F6otIm2RcO9UEbJv/mrKCf01ZEaW0N1OXOuYlrxDIXuTneQ9w73jzS575ZAWDH/qw0v4bGL3e/OpsPvo6tgi5iXL3W/N4/tNVabnWr99dwNX/nu5+MptUsnjukxVc8+8vIpbZX17BIY8FZoliv2IVf53gOLhUqKJZsg6jnogcjhOA8N1kCeBm8fsXsFBV/xKmTPtAtj8R6Y8j99ZkyZAufvNufNMylz/9GeMXbOSif0z1VT4/jJH+tRlrKrcDEXUXuJ4mX20s498pWh0aiR17k6ukXpuxhrFfrg97fNPOfXziKmBzkkqc+/63gAkLIyf8Ovqucdz6esIOlZUky+09/us7/yd9tZltu2N/ZvyIH2sTA/r4kDoT3xlbhxHEr3Gy7i1V1S9EpBuwJMo5fhgMXAGcHuQ2O1xErhWRa90y3wXmuXMYjwCXaqbvGp/EGqY8HNECGi4LiscfboQRzO1vJCdt6SvTV1M0agy97hlH0agxbNwZPiTK5l372VpW3aku9EfcFHR+PIsXb3l1Dte/ODPs8W//Yyp7D+bO+oulm8r43diFGe9kg19W6gp3vTWPK5/5HEiuEkukrkPuCCNV+J7DUNVXgVeDPi8HvpOoAKo6hSijS1V9FHg00WtlguC1FaH4NTFB9M7zzjfnBZWNXl/p4s2e+1dt3U2X1k18yxXoCPYccNp5/Yszef26QZ5lT3pgQs2dIQ/HmKDRQSo6ubXbk5u7PNtfW6567nNWb9vLDwZ2oVPLxpkWp9ZSmehIpNrztWTTrjBnRKgrynEv692Xa/zFt6tc6R2zVP6IZdL7EY/dO4Dpqvp28kSqW3zgkas3gF8TExAxqNo3IcPiREY1s1dvj0lhhF5pZ4wmptBn4/7/xWa2272/nPIKpXnjxNZ8JINLn/qU0SMHZlqMalRUVHV0dYE3Z61h/Q5nFJrOJv3sv7OqvcwE2Hcw9uhIXgEDg/F6UTrv0Sm+685oaJAgGgF9cMxQS4ATgFbA1SLycNIlqyNs3pXoukaH4Pj4oQRSvgb45cuzfdUZafQTzPmPTuHpj72DnYXemLH6gPstrqr8e+rKGqlrBzw4kd6//iCma8bD0k27KBo1pnL+w4tpy7elXI5YyfQAKLjz21K23zNKgV/2Hazgly/PqVQYqZ72/mjxJopGjWFr2X5PZRFMLN9z7/sj369fb9uTQH4byZpJ7x7A6ar6d1X9O46H1DHAt3FCnhsZ4su11Yerizf6Gyb3uX98jX0iwvY9B7jttbns3l/OK9NXM3fNDn47pmr1+ydLt1A0agzvzFlXYzRTfkh5cKz/lfLB9tZx88I/lJ+v2Ma978znriDTGzjpZ9PBZyscZRC82Crb2F9ewY491RVqZTDLDMgTfH2Aq5/7ghtemlVjHssP+w5W8O0YRuTJ4BnXq3H+uughSPy8KF342Cc8OWlZ1HKn/zn+DIPj5m9IqZk0loV7HYEmOGYo3O0OqlohIsl5jTbiYtnm+AIUek3+CvDIxKW8PH0189fvYN7a6g/LoUPKfz93FiDe8NIsBnVvXe34qq17ooRerk7wzX3XWzXWYgKwdfcBGtV3Fmh9EyYmV6qZuWp7Rq4bCz/41+d8tmKb50rgVJgoPl7iPQ8WTHBHuna7MzKIZpLxYt7aHTViR/lp0+sz1rC/rMpsNPbL9Qw//vCYru1HGbwwLXqgz9mrt0e0FCQLpSpUSLKJZYTxB2C2iDwrIs8Bs4A/iUgTwGM200g1+w5W8Own8a3tCMfPX5rFStcjy8ucdt2LMxgTHNIgiTdmg/zqlc38ejsAP/nPjJjrmrp0C3+bENmJTxWmLd/qa3L99ZneXj7pTDwVjcAoKJhUyTdn9Xau+NfnNfZv2rWvmqnT8+pBP3PFIeWgRx768opDFI1KfAHtza/O4Y4pVY4O1784kxmr/DmbVMZZS1iK2EkkEVTGQ4OISB6wEBgE9Mf5ye9Q1UCrfpUa8YxIDHt4Miu37oleMEY+XOT41W/cWVNhvD+/+iS+3wn2cMmkgm/tGiu+q13HLe/zWbj8aa/oMtX5dH05jz41jXNPOJy7RvSiffNGUc8JVZB+800HHBMKGtWjfoR2Jpsqk1Rimn3cvA20bdqAfl1aMW/tDi547BPPcv0fmMgZx7Tj6StPAsJ3Xo+XLiM/D16fsZbFG3fVGBUdCFEiyXwx8euYUXnJOPrf9Tv20iA/j/ELNnLqUW0rIyv4ZfQXq2O/qIvjJZWaIYbf4IOHROTPqjoQMI+oLODNWWtSoiwi4fXGNyXCJHAwZ/zF2y4b3J9EWj8SrcN4bcYavnNibGHNNu52OqV3567n3bnr+clp3bh9+DFRz9ux9yDND3O8siKtVA92xez7m6r5ohl3nUHrBAMz+iXw9T77yQquGty1cv/STbsoaFjfl5IEuPYFZ5S38qERURegTli4iS1l+2lT0DBEwVd9+P24Rb6uW0XyOsC/TVzCkJ7tol8xkFwsDo0x8MEPK7eLWjem9FdDYq4jXhRSNmkVy6vOByLyHakr/nm1nF++PCfTIiQFRbn1tTk8MGZBzPf4rKB1LLe8Oof352+I6fw1ZdU7Aj9zL/PW7qD3/R/w4NiFFI0aw9w128OW7Xr7WG7wSLnZ77cTmBfiqODF/vIK/jZhiW9vtkg8OXl5ZacPTjrQAQ9OrLzOtOX+Ayd4mb6gukdU8W8nuPvikbYmXr1OvB3R7NXb2XugwokDFoG8OEP/H3vPuGqft8axGjwSn0X5reas3h5Txx4LsdR7E87CvQMislNEdolIZjOYGLUfhVemr+GfH69gRZTV7KGEes1c+0L4Fd5+WbRhZ7XUusW/Hc/tb1SFtQhMvAaUy8RF1cNijP1yfbVwEeFs0V7Jf3bsdVJ2BuIuPfvJSv464SuembIypjbs3HeQ1dv2sHb73moTzLNXb68WXTfAb95dwKVPTeMrH9514ZRX0agxnvmog9/OI5nHlm4q4+635iVlYeXoz6NPQPe6dxwn3BfZvTUgZaxz9LsPVP+O8pL8jn3JUz5SH2R6hKGqTVU1T1Xrq2oz93Oz1Ihl5ArBb/V+3uTK9pcnNCEYjWEPf8ywhz+u/Lyl7AAvfV5lTw7Nxhgq8/UvzuTqkGB85V6Tuh690H3vzOeP7y9mkut9FFg9H+1NGKonE5r19XZO/cNHDH7owxqxjlbtPMSCIDfRjxZtYqIbC2rtN3spGjUmYhiPd2aH/+5D11is2rrbd2d7xl8m8Z9pq7jkSSfK8upt1RXHvgMeHn1hOuJRPsLeqNacJwFnIeja7c73EHgZSDTiQJ7AuiRHGIhGxtdhiMP3ReRu93NnNxCgYaScwFvp7NXb+flLs3yZdBKhaNSYuL10Zn29vdq5Pe58r0aZlVt383pIxxwICHkwMJHudlSBN9TxCzaGbfdvglbI742Q+nP2pgqGP1KlEK967ovKhXCBt/tIawVi6Tu/9cdSFm+oOZKK9MId8Mw7++HJ1fZ7OTFs3rWf7neMrWaaTIRNu/Zx7L3vM/ihD6vtj9bkcItaA3yz5yCDQupMNRlXGMA/gIHA5e7nMuCxpEtkGD6YsDB8yJXawJOTlnPzq3N4Z846doekGn3kwyVs232gMgpswBfgx89P59y/e4eICF6fEumtfsyK8B5CgdOWbCrjjZlrKlOhBhNr7KTvPF4zL0sk6ufn+Q6F/umyrVQcUv41ZYWvUZgXgbmo5ZvL+IWHSQ2IuLofqLaoNVvIhtAgJ6vqT4F9AKr6DdAgJVIZRgihHYKf1be1gRtemsVdb1VfvT5v7U7OfeTjytDzfx7/VcQ6ZqzaVi1mWayT/wEmBQWkvOmVOZT8qZTXZqypZtb658fJXfcTStn+ct+/bX133c6Xa3fQ8+5xUUp7EzCJvjFzLVOXeU8mpytnSzKJI8SVL2JZ6X1QRPIJeG2JtAVSJJZhVOea56dX+zw+QlDH2sYXK7fxwrRV1cw963ZUDxM/+avqq6r3HazgX1NW8ONTu9V4i387wjxDJLxGbbe8OoeG9ZLjc+PXW6jCp90r0NmvSoJ7+aMfLU24jmxiX3lqFu/FojAeAd4E2onIAzg5Ku5KiVSGkUOs+WYvd701j5O7hk9D+4NnqlZVf75iGxe7k8OH1U8s17kf9vtcnOiXaCuRp/gIOWJEJj9FJqlY8mG8KCIzgKE4cyoXqmr2Ge8Mo5bi950woCzAST1b2+j/wMSIx//0QWQTnBGdVAUTiGWEgaouAmJdohkVERkG/A3IB55W1YdCjot7fDiwB/ihqibudG8YWUQq8l4bRjJJX1CbMLjzIo8B5wC9gMtEpFdIsXOAI92/kcDjaRXSMNLAdJ9B8QwjGql698i4wsAJZrhUVZer6gFgNHBBSJkLgOfVYRrQQkRii1FsGIaRI6QqYG1MJqkU0REIDs24BjjZR5mOQLVsNiIyEmcEQmFhIaWlpcmW1TAMI+vRQxUp6f+iKgwR2Qa8AbwEfKiJrpP3uITHvtBr+CmDqj4FPAVQXFysJSUl8Uk0LvE4/IZhGJmiXr184u7/IuDHJLUZmA38GlgjIn8TkQFJlGEN0Dnocycg1JHcTxnDMAwDyEtRcBA/CmO3qj6qqoNxQoOsBf4hIstF5HdJkOEL4EgR6SoiDYBLgXdCyrwD/MCNZzUA2KGq2Ztc2TAMI5NkMDRIVeIp1a9V9Q+qeiKO51LCubxVtRz4GfA+Tla/V1R1vohcKyLXusXGAsuBpcA/gesTva5hGIYRG34mvT/y2qmqi4H7kyGEqo7FUQrB+54I2lbgp8m4lmEYRl0nY9FqVfWmFF3bMAwfdG4VWz7oRFj2u+Fpu1Ymub6ke6ZFSCnZEN68BiJyT7IEMYxcp0NIfu1fX3AsAEWtm6RNhkh51WNh5UMjePTyvvzjeycmpb5kE83Vs64rlHhJdOHeNUmRwjDqAKf3bFdjX+/OLXyfH5pB7gcDi3js8hMZdU7PREWLifN6d0jo/ME9WgNw7gkdGH784Uz6VUm146f0aBPx/PG/PI0zjqn5XSaTaAEQbx2W3u886WRq0tvN3+31twtI7M4yjDrEMz88iasGF1Xfqeo7mY1XuREnHE6DoEhy7/78lMrt3337+DikjM7fL+sLQJsC73Q3PzmtW8TzX7ymutd9l9ZNqinOi0/qTCSOLGzKHcOP8SFp/Hz/5C7+yw44IoWSpIZMmqS2A0e6ebyD/5oSstLaMOoKVw7swsgoHaMfFCo7/DevHxSxbLi8E93bFnBCp+a8eM3JHNexOS0a1wfg0pM68+ntp8cs06LfDGPufWdFLDPltiFMvKnE89hxHZvHfM0/fOeEyu18EZo2jOxv061tAc/8sDjm6/ilc6vG/Pn/egM1TYGh1MtLzBBzw9AjEzo/m/DjJfU80AXwyljz3+SKYxjZwX3nH4uIcMfwY2rk9r7lrKN8h+Du2b4pD110AuMXbKTvES05vWc7Ply0iSFHt+WjxdXzPpx9bHtmfv0N05Zvq7Y/L09452dVI4s3rx/MJ0u3kJcnHN7c34R488Pqs2PvQa7v05BG9fNpFJRHo32zRvzp/3qzLSjNa6eWjX3V65fg0ZOIv1DuR7RyZOjWtgnLN9dMF5so3+nXie/068TVz31RmbDqT//Xm8YNqucYqZfgvM5NZx7F//XrxJay/dz+xpcs2hBbmttsIqrCUNWwSZJU9bbkimMYmefw5o2qzSfcfOZRrNy6h9dnrgHgwr4dwyoMCTIGvPKTgZzQqTmN6ufTq0MzwDFbAUz6anMNhXHLWUfz5OTlNRRGKF3bNKFrm/AT4R/dUsLQP5dWi1h63/m9OPvY9nw+tSoneJMG+ew+UMG0O4aGreuowgK+2lhW+XnI0W0TTtqUJ9HnEKBqTkcV3rh+ENvKDtTIvBigd+cWzFm9PS55Aj/1779zPN/t1ymuOqLRuVVjOrdqzPM/6s+ny7dyY5j84ckiq7ykROS+JMthZCErHxqRsWvffOZRGbnuw5f04dVrB1bb9/OhR/Lni3tXfu7UsjFtmzb0PD+gGAD6d21V7U0+GK8HOi9P6BPDJHk4urZpwqRfDeHsYwur6hahcYPq74fjb/oWL/04cpSf0BHMj0/txtBj2nHveaEZCCLTrtr3Jb6iqea5PfkhVU48oiVDI0yE109gFBAwsfVs36zGscPq5/tObOWHds0acUGfjvQ9okUSa62J33mzWInXOHd+UqUwEiLRnMtPfL8fL1wdGiA4sxzeIrKpJd61CdH6lQv7dkzIHDPsuPa+yoV7oAd2b80rPxnItNvDv/X7oXOrxjx5RTHDj3fk8XKX7dDiMAZ2bx2xnmu/Vd29dFCPNogIVw3uGpM8LRo3YMjRbYGASSp6NxwQOaBcQr3Iggmu7ajCgphk+/npR/L2TwfX8Gh7/kf9GX/TaTHVFcrjYdyKQ81eAG//dHDldkt3nirbiLenSdWIx4iRyb8awuLfnpNQHcOOa88pR0Z2dUw30Tr2tgXeb/iRmHPvWXx539mex24b1pMFv/Y+5kWiD0CrJt4eSOCMTNpHmYgN5pNRp7Pw18M8j+W7E7bxTtwO7N46aSPNwa47bZfW/hRywLznx3wVXEZi/HXy88TT/fm0o9omfS4nEsd1bM6FfTrw8sgBnNmrMPoJGSDefBj9kiqFETftmsXecfrhgW8fl9D5v7nwOBrm53Hr63PjOj9gjjivdwf+Nyc5gYmbHxb+ra2gUb0aJpt48NtVHdshdk+jcHR0R2Nv/XQw+SFv4fee14vCpg1Tsq5hzj1ncdIDEzhQcahy3+cR5kOuPqUrw45rT6eWjStHDY0b5LPnQIVneQkZYUQiuIyf0UssJJLQIdygyEup5ecJD1/quDS/OWtt/Bclw3MYInK2iDwuIu+IyNvAY24ebiPDpMpW2bpJdUU0emSVrfs+H/brQ4c0qr99JAImFC/bdLSFbDPvPrPGvov6dox4jp+vcWC31pVrEFL1vSdCn84tOL5TdUXUpqAhd53bi3r5iZktv923Y41RUfPG9amX73wRT3z/RP7745Np1yz8yEhEKt/YA31w6Nf4rOsU4JR3/vtJwRPsBJDsjD2Dgsx20RYd+iXa/ZON9xf4W7j3MHAjMAn4A/BHd/sGEflbSqUzohLr8Nt3vSHVDuhW9dBc2j/6QqaKOJIKB4eRGHZce344qIg7R9RcwBUtVEarJg2Ye99ZvH5d1eT1Xy7pE/GcPB9P6EsjB3C7u6DswjAKKFsf9ET56yV9PBVxoHMe2K0Ng7r770wD6zCC75KlD5zDkKDV8oHfxM+dFLy4MdkZ3s4IMg89/6P+MZ3rdyQZ6robab4mk/h57RiuqsNVdbSqTnH/RgMjgNyIVJYhvnfyEbwVNBHmRTLvqwdOqZpIjlRtcOcabjFarDGJlv9uOMOPr0rTXj8/j/vOP5bWHnMVJ3ZpEfWBataoPofV929iitXJ5razezLv/rP5z9WxdSDBPP+j/vz1kt7RC2YxAfOPxDiAefXagdx9bi/qux39s1edVGMUFPiJ/cxhBDM4ykR+PDx5RT/+8N0TyPN5o9xweg9WPjSCzq38zYEUhbhJh17msv6xjdYz6SW1T0S8noqTgH1JlscI4u5ze3F8yKrahy/pwys/qXpzDvdm/NsLw89BhLvnOxb4e+obBHll9T2iZbVjTVzvj/ohD/91Jd25LkJAt+AHsU2IkggOhwHQrqn/CWFwFs9FI9YHLC9PKGhYr3L+oLKeGEZ8px3Vlm/3TY3ff7qo9GCK8bxubQu4+pSu3OS6T3uZevKC1mEE06F5I07p0SasC/Jd58bm8uuHs49tz8XF8ZtYoxH6TIbeR0lPjB0nfl7Bfgg8LiJNcVKlgpMudad7zEgBRa0bV/rwz7nnLHr/+gPAMYXs3Hewsly4B/X7A7pw11vzPI91aHEYVwzowoPvLUqqzLcN68mw49rzi9GzOCfEvfQ2N5jb46XLKve1btKA60q6U1zUqnLfnHvOqrSLB4g3gmosk5+pMu3VdQLfsB+TnhdXDiriykFFnsfaFDSkf9dW3BgUWuPT20+naaP6FDSsx00vz2a2u1gv+Leun59Ho/p57Dt4KLTKtBFr/x56/4Xe8rEqjFTdzX5Wes8EThaR9kBHV5Y1qrohRTIZwPl9gmzkNd4+grbjuDNE4Cff6u6pMIb2bMfERZs8TT4/HFTE+h17w9YbGEG8/bNTwpYJplWTBlxzavV4Tc09/M9T+XbVrU0Tlm/ZnbQhfJaanlNH5RqJ5FednyfVRtMQspAw5JrtmzViw07H6JGON/J7z+tFo/r53P7GlwnXFfr9hTO5jjjhcK49rTvnPTrF83iq8W3kdRVENSUhIj1VNe7XVBH5I3AecABYBlylqts9yq0EdgEVQLmqpi4qWRYS6WFM9uTYBX07MnHRJk8zzn3nHxv2vEjrCsKRik4m2H002qjhuWFNeGdjC1dhxCdMtk5OpovAm328I4xECL3m2z8bzNJNZWFKO9w67Ghem7EmYhm/1MuTpHlNhRLu6zylR5sannDpJFHH8w+ARGL/jgduV9VyEfk9cDsQLj7VEFXdksC1ai2hD0asndSL15zM957+zFfZ83t34PwY8yEs+s2wiJ2/V54IiN0M1KpJA8becGrEMo9eHlvCnh7uquAOLWKbFwmQjG7ysv6dKa/IEiN1jGTSth5stlGFwmaNKIzg1gtwfUkPri/pkZTri0jEFfsJ1R06hxFwLvB7for0d1SFISKPhDsEtEjk4qr6QdDHacB3E6mvrpLob9+jndMptm7SgL5HtOD6Icl5YAKEi5cEkeNRxXpTt2vasHIFdPCp3do0oVvbAu4acUxEWYK56MSOwHauPa07/YtaVZtHiYVkvFk/eNEJ0QtlKYnOYSRCpGt66bH2UZRJrIjUlKF+vjD//mHVHEP81eVvDiPTA1o/I4yrgJuB/R7HLkuiLD8CXg5zTIEPRESBJ1X1Ka9CIjISGAlQWFhIaWlpEsVLL6tWrqS01FnhvL+86vYvLS1lb8hnL0pLS/n1oEas2nmIqVOnAlBRfpDvd9nNzuVzKF1OjTrKyso866uf532dfAl/fT/s3r3b1/kbdzuTl40P7aksvyNoLuXIgv1c1gVWzvuClUHnfb2zwvM6zw1rAmynrKyMyZMnAVAafGIMBC8qKy0t5UBF9N8mk4T7jePlkLveZvLkSQmHAY+V9euruqQNGzZQWvpNlVwVNSe8j29ZntS2f7X4Kw77Zlm1fd2aCVOnTI567rZt1ecCd4f8LmvWHKh2fP0GZzZg8eLFlO5eTnFhPtM3VtD2MGHz3prqsaI8uW0N4EdhfAHMU9WpoQf8RK0VkQmAV0S2O1X1bbfMnUA58GKYagar6joRaQeMF5FFqlrjV3EVyVMAxcXFWlJSEk08b8aNiV4mxXQpKqKkxHE53HewAiaMA6CkpITd+8thwvuVn4EaMge3fdPOfVA6kVbNGlfbHzgnsK+0tJTQ7+zFTlvo0rpxjZg6c/ofJC8PmjaKMUhakJwFBQWUlEQ2MQVoUbSBQd1bV17v0YVTYfs3/OXi3pzfu4PnSuYF63bC1I9p0qQJJSU1g8h5tTcu3q/6HveXV8D4qt8q20hamwO8PwYUhpSUJC0fuO9Lb/sS1nwNQGH79pSUVK1pkfFjIUh5z77nTJo2qp8cGd17uGfPoxl0dDsonVh5qF2bVpSURA/k+a9ln8HWKgt76LPw6Z6FsLLqre6s4qOZsnY+wwb3o3/XVryydgZs3MBdF/Sm+WH1+eGzX1Srv169eim5//wojO8SZr2FqnaNdrKqnhHpuIhcCZwLDNUwMQBUdZ37f5OIvAn0B6Kr8VrMiKBFbInSrlkj7hjek3OOq17nrLvPZH95ZNfDwWEm9by8mWLhxCNacOcI//7yZx9b/Z0jMDTv1LJxwmEvjPiJdx1GMoil72/ROHanjGgIyTMRhS5ODDVRXTGgCwO7tebIwurOKPXy8ig5OrX5z4OJ+qSp6jZV3ZOKi7vxqG4Dzg93DRFp4q4BQUSaAGcB3gsMsoRmjRLzJVj50AiODvJSSsZNOfK07jVWnbZs0iCmqKjJoEvrxtx85lG8cf1g+nVpGf2EWkaured45LK+9GzfNCO29UuCYpUd2a56SPNUTsZf2MdxChFJnqIMXejq5WYbqiwikbF1GCLyPxwzzzhVPRhyrBvO4r2VqvpMHNd/FGiIY2YCmKaq14pIB+BpVR0OFAJvusfrAf9V1XFxXCvlBHz6/XDFgC5cV9KdQQ99GLVsTS+puMTLCib9akhS6rliYBFfrPyG7m0jx5UyUks8XnXJ4oROLVj50AhmrNpG387VXz5S6bwVGNEK8WuMUIVWP2SxaqKPeMa8pIAfAzcBD4vINmAz0Agowlk78WhgLiJWVNXTXcc1QQ13t5cDtSLgzuifDGDBup3c8NKsqGV/c+Fx7NhTpX/fuH4QF/2jxjQRYMlHvMhkRxWJ2qzMayv9usTn4RYvlZ291BxRDg3jQh4rZ/Yq5B+ly8Iez5Q7s5+V3huAW4FbRaQIOBzYC3yVKlNVbaVd00a0O7pRxLebc084vCovg3uvNW1YjxOPCG+eiWXdxWX9j+CNmclZmGQYtRU/IdHj5bAGzgijYb28yheExg3y+XTUUJodlnhOFXBC1fds35RFG3Ylpb5kEVPrVHUlVPNcrHOk6kZrU9CAbx3Vjj8GRbysjPcf5dxQdRHJTv7gRcfz4EXHxy+okRA2wMgOUvkCftuwnrRq0pARxx/Ozn3llftjcQRpU+BMwrdoXJ/tew7WOC4ijPvFaRSN8vbYzNRI1txLQkimvggOXX18x+b8+eLe1aKyBraiKanAzXF4mieoazs92hVwSo82/P47tXdhnBEfqTTZNG1Un5vOPIp6+XlxvyAE5kHO7hU5B3zvTs0rI/rGQsYmvXONWO+zG4ceyd8mLvGs5PSehfzrymKu/vd0z3MLGtbj+wOO4Lv9HG+Pa07p6plbWER47PIT6XtEzWNGeBrUy+OFa6L7xCeTXI8tlWvE+3NXvixG6XH8BvIMe4Ek41thiEg7Vd0Usu9oVV2cfLEyR6wmqWMOb1Zj3/8Vd+aZT1bQqH5e0JL+mr+giPDbC6vMR5Hi+I84oWoNhfVJhpEd5JobdSwmqY9F5OLABxG5GXgz+SJllmSMZO8acQwLfz2MhvWq4hrl1m2Vu9jvnGNk6Q+eKkUWi8IoAa4QkVdFZDJwFM6K6zpFMmyfeXnCYQ38BcFL6DpZerMaRq4QGO3H+ihWOrxEsEDEwx3De8Ylj198KwxVXQ+MAwbirMF4XlUjB5+vhcSSpS1wRvxH4yNwk1lIjOzDzIW5Rbb93C1TEAIlmFjmMMYD64HjgE7AMyIyWVVvSZVwmSCWEUawF1T4+tw49im4s46OIVSAYRjJJzAyiPfFMJkvlMVdWlbWl8mV3gEeU9W33O3tIjIIJ+FRznJB7458sCD9mWoPa5DPc1edxAmdWqT92kZkzEsqt4j31w7MMRQ0dLrgI0LivMXK1FGn07JxA/43d11C9UQjlhStb4V8Lgd+k2yBMk1ghNGrdR4LtoaP5HrH8J7k5UnGluinM0KlYRjeJPr492zflH/+oJjBPRLL0NehxWHJESgKsZikdlElTgOgPlCmqplLMJsC/M5hFDT0t6qzqrbUvnlOu30o9fLt7dYwMkEiT96ZvQqTJkesqVxjJZYRRjWDuYhcSB32kor2hcdqeUi1pSLdYcoNw0icZA8IAoEYT2qfGi/NuN1sXBPV6ckTJTuI9Qds27RhSuQwDCNxerQroLBx6t7WGrieihcH5ebwQ6peIHu0K2DlQyM4oW1qgnjEYpK6KOhjHlBMyi1m6cfvSu/CZo6iKC6KHFo5U3MchmHAezeeyicfpy45Z4N6eSz6zbBKxZEusja8eRDnBW2X40StvSCp0mQBTRrUY8ZdZ/DcmI+Zv3V/2HKn9/Rnd+zRzknwU3J026TIZxiGf9Ixq9eofvzmn9r2QhnLHMZVyb64iNyHk6Bps7vrDlUd61FuGPA3IB8nE99DyZYlQF6e0LqgIQ0j3AOB1ZR+6NGuKbPvObMqB4ZhGEaCZMp720+K1r8TwfSkqjckKMNfVfVPEa6fDzwGnAmsAb4QkXdUdUGC141IJM1/fu+OMdWVigT0hmFEx9bFJBc/Iwzv2Nzpoz+w1E3VioiMxjGFpVRhhGPlQyMycVnDMOIgW9VFVfK02mWT8qMwzlDVK0TkRlX9Wwpk+JmI/ABHMd2sqt+EHO8IrA76vAbwTHIgIiOBkQCFhYWUlpbGLdTeffvwut0i1ZnI9bKBsrKyWt+GWEh2e4Pr6tIsLyu/y1z7jSdNKmX37t1Z1+Z165z50a8Wf0Xp3hUxn79p0z4A5i+YT5NtNTNMpOp39qMw+olIF+BHIvI8Ib2oqm6LdLKITAC80krdCTyOs1pc3f9/Bn4UWoXHuZ5qWVWfAp4CKC4u1pKSkkiiReTLVycANSe9veqcedIBDlYcorBZ7V4LUVpa6tm+ukrS2jvOSaMZqGvMUTvo1LJxVs5b5cxv7P4mQ4YMyco2v79tLqxZzVFHH0XJyV1iPv+VtTNg4waO7XUsJUG5cgKkqs1+FMYTOFFquwEzqN6Bq7s/LKp6hh9BROSfwLseh9YAwU7OnYDUBkwBDqvnfzDbqonNURhVHNuhTgU/MFJArw7NgdUUtW6SaVFiIqrCUNVHgEdE5HFVvS6ZFxeRw92w6QDfBuZ5FPsCOFJEugJrgUuBy5Mphxc9WuZTL08oP1S7bIyGYWQ/3z/5CIq7tPTM2JnNxJIPI6nKwuUPIvKliMwFhgC/BBCRDiIy1r1uOfAz4H1gIfCKqs5PgSw1GH58zaGeYRhGoohIrVMWENvCvaSjqleE2b8OGB70eSxQY31GqrGxhWEYRhUZVRjZTnCYkB8OKuL/ijtlUBrDMIzMYgojAsEjjN6dm9tkpuHJXSOOqZXmBcOIFVMYkTCblOGDa06N6ChoZIA3rx9E6eLN0QsaMWEKIwK1bRWmYRgOfY9oSd8jWmZajDpHemPy1jJqWyRJwzCMVGIKIwKmMAzDMKowhREBrZaRO1vDmBmGYaQHUxgRCB5h2HyGYRi5jimMCFhUEMMwjCpMYUTg/D4dKrfNJGUYRq5jCiMC5/fuwAVBSsMwDCOXMYURhe5tCwBo17RhhiUxDMPILLZwLwo/HdKD4qKWDOreJtOiGIZhZBQbYUQhP09MWRiGYWAKwzAMw/CJKQzDMAzDFxmdwxCRl4Gj3Y8tgO2q2sej3EpgF1ABlKtqcZpENAzDMFwynXHvksC2iPwZ2BGh+BBV3ZJ6qQzDMAwvssJLSkQEuBg4PdOyGIZhGN5kyxzGqcBGVV0S5rgCH4jIDBEZmUa5DMMwDBfRFMfwFpEJQHuPQ3eq6ttumceBpar65zB1dFDVdSLSDhgP/FxVJ3uUGwmMBCgsLOw3evTouOUuKyujoKAg7vNrI7nW5lxrL1ib6wqPztrH9I0VXN+nIf3b1zQUJdLmIUOGzAg7T6yqGf3DMYttBDr5LH8fcEu0cv369dNE+OijjxI6vzaSa23OtfaqWpvrCte9MF273PauvjtnnefxRNoMTNcw/Wo2mKTOABap6hqvgyLSRESaBraBs4B5aZTPMAzDIDvmMC4FXgreISIdRGSs+7EQmCIic4DPgTGqOi7NMhqGYeQ8GfeSUtUfeuxbBwx3t5cDvdMslmEYhhFCNowwDMMwjFqAKQzDMAzDF6YwDMMwDF+YwjAMwzB8YQrDMAzD8IUpDMMwDMMXGXerNQzDMGLj3vOOpVG9fIYe0y6t1zWFYRiGUcsobNaIv1zSJ+3XNZOUYRiG4QtTGIZhGIYvTGEYhmEYvjCFYRiGYfjCFIZhGIbhC1MYhmEYhi9MYRiGYRi+MIVhGIZh+EKcFK51DxHZDKxKoIo2wJYkiVNbyLU251p7wdqcKyTS5i6q2tbrQJ1VGIkiItNVtTjTcqSTXGtzrrUXrM25QqrabCYpwzAMwxemMAzDMAxfmMIIz1OZFiAD5Fqbc629YG3OFVLSZpvDMAzDMHxhIwzDMAzDF6YwDMMwDF/klMIQkXwRmSUi77qfW4nIeBFZ4v5vGVT2dhFZKiKLReTsoP39RORL99gjIiKZaItfRGSlK+9sEZnu7quz7RaRFiLymogsEpGFIjKwjrf3aPe3DfztFJFf1OU2A4jIL0VkvojME5GXRKRRDrT5Rre980XkF+6+9LZZVXPmD7gJ+C/wrvv5D8Aod3sU8Ht3uxcwB2gIdAWWAfnusc+BgYAA7wHnZLpdUdq8EmgTsq/Othv4N3CNu90AaFGX2xvS9nxgA9ClLrcZ6AisAA5zP78C/LCOt/k4YB7QGCdT6gTgyHS3OWdGGCLSCRgBPB20+wKcDgb3/4VB+0er6n5VXQEsBfqLyOFAM1X9VJ1v/vmgc2oTdbLdItIMOA34F4CqHlDV7dTR9nowFFimqquo+22uBxwmIvVwOtF11O02HwNMU9U9qloOTAK+TZrbnDMKA3gYuBU4FLSvUFXXA7j/AxnVOwKrg8qtcfd1dLdD92czCnwgIjNEZKS7r662uxuwGXjWNT0+LSJNqLvtDeVS4CV3u862WVXXAn8CvgbWAztU9QPqcJtxRheniUhrEWkMDAc6k+Y254TCEJFzgU2qOsPvKR77NML+bGawqp4InAP8VEROi1C2tre7HnAi8Liq9gV24wzTw1Hb21uJiDQAzgdejVbUY1+tarNrp78Ax9TSAWgiIt+PdIrHvlrVZlVdCPweGA+MwzE3lUc4JSVtzgmFAQwGzheRlcBo4HQReQHY6A7RcP9vcsuvwdHeATrhDHnXuNuh+7MWVV3n/t8EvAn0p+62ew2wRlU/cz+/hqNA6mp7gzkHmKmqG93PdbnNZwArVHWzqh4E3gAGUbfbjKr+S1VPVNXTgG3AEtLc5pxQGKp6u6p2UtUinGH7h6r6feAd4Eq32JXA2+72O8ClItJQRLriTC597g75donIANez4AdB52QdItJERJoGtoGzcIa2dbLdqroBWC0iR7u7hgILqKPtDeEyqsxRULfb/DUwQEQau7IOBRZSt9uMiLRz/x8BXITze6e3zZme/U/3H1BClZdUa2AijqaeCLQKKncnjmfBYoK8CIBinE53GfAo7mr5bPzDsenPcf/mA3fW9XYDfYDpwFzgLaBlXW6vK2tjYCvQPGhfXW/z/cAiV97/4HgD1fU2f4zzAjQHGJqJ39lCgxiGYRi+yAmTlGEYhpE4pjAMwzAMX5jCMAzDMHxhCsMwDMPwhSkMwzAMwxemMAyjjiMiI0RkrojcmWlZjNqNKQzDqPtchbMSfEimBTFqN6YwDCOJiEipiBQnuc4WInJ90OcScXO6hCn/moh0C9r1Lk5IiNUh5SYE508wjGiYwjCM7KcFcH20QgAicixO3oPlQbsLcFYJNw8p/h+/9RoGmMIwcgQRuVVEbnC3/yoiH7rbQ0XkBRF5XESmu9nM7nePnSMirwTVUSIi/3O3zxKRT0Vkpoi8KiIFHtf0LCNOFsT73f1fikhPd39bcbKmzRSRJ0VklYi0AR4CuouTUe+PbvUFUpVZ8EU3LhDA96gZG+h7wHVA35ARxTs4MagMwxemMIxcYTJwqrtdjNPh1gdOwXn7vlNVi4ETgG+JyAk4oaQHuIEbAS4BXnY78buAM9QJHT8dJ5tjJT7KbHH3Pw7c4u67Fycw5ok4kYWPcPePwkmM1EdVf+Xu6wv8AiezWjeciMy4/yvD+ItID6Chqs7HUSTfDRxT1W+AhiLS2sf3ZximMIycYQbQz43eux/4FEdxnIqjMC4WkZnALOBYoJc6mc3GAeeJk9ltBE6nOwCno/5ERGbjRAntEnK9aGXeCJKryN0+BSf8Pqo6DvgmQns+V9U1qnoImB1Ux+E4SaQCfC9QJ0500++F1LMJJ6eEYUSlXqYFMIx0oKoH3XwoVwFTcaLZDgG6A3tx3vJPUtVvROQ5oJF76svAT3HyD3yhqrtc8894VY1kzolWZr/7v4Kq59AruU049gdtB9exN0h2gMtxEgwF5ioOF5HOqhqYAG/knmMYUbERhpFLTMZRDJNxRhXX4rydN8PJzrdDRApxXFADlOIkYfoxjvIAmAYMds09uHkZjgq5lp8yoUwBLnbLn4UTmh1gF9DUZxsXAoFrnoxj+uqkqkXq5IP5Pe68hav42gMrfdZt5DimMIxc4mMck82n6mSm2wd8rKpzcExR84FngE8CJ6hqBY5b6jnuf1R1M/BD4CURmYujHHoGX8hPGQ/uB85yTWPn4OSr3qWqW3FMW/OCJr3DMQYn5ws45qc3Q46/CQTSmfYDprmmN8OIiuXDMIwsQUQaAhWqWi4iA3Fyk/eJsY7DgI9wcrlXRCn7N+AdVZ0Yr8xGbmFzGIaRPRwBvCIiecABHDNYTKjqXhG5F+iIk8o0EvNMWRixYCMMwzAMwxc2h2EYhmH4whSGYRiG4QtTGIZhGIYvTGEYhmEYvjCFYRiGYfji/wEyc983CkP3FAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for i in wrong_predictions: \n", + " plt.plot(wavelengths, data[i]) \n", + " plt.xlabel('wavelength(Å)') \n", + " plt.ylabel('flux (10-17 ergs/s/cm2/Å)') \n", + " plt.grid(True)\n", + " plt.title(str(i))\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Vergleichs-Benchmark" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.28" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn import svm\n", + "clf = svm.SVC(gamma=0.001, C=100.)\n", + "clf.fit(data_training, labels_training)\n", + "clf.score(data_test, labels_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 296, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Josh\\anaconda3\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + }, + { + "data": { + "text/plain": [ + "0.6775" + ] + }, + "execution_count": 296, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "clf1 = LogisticRegression(max_iter=1000, random_state=123)\n", + "clf1.fit(data_training, labels_training)\n", + "clf1.score(data_test, labels_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 299, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.7225" + ] + }, + "execution_count": 299, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.ensemble import RandomForestClassifier\n", + "clf2 = RandomForestClassifier(n_estimators=100, random_state=123)\n", + "clf2.fit(data_training, labels_training)\n", + "clf2.score(data_test, labels_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 297, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.4225" + ] + }, + "execution_count": 297, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.naive_bayes import GaussianNB\n", + "clf3 = GaussianNB()\n", + "clf3.fit(data_training, labels_training)\n", + "clf3.score(data_test, labels_test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/spectral_classifier_big/download_fits.ipynb b/notebooks/spectral_classifier/download_fits.ipynb similarity index 78% rename from notebooks/spectral_classifier_big/download_fits.ipynb rename to notebooks/spectral_classifier/download_fits.ipynb index 4719a56ae737e15ebc269526d2bad32f738f09c1..23d6e4b6684efd98cab301874fdf60c697c85837 100644 --- a/notebooks/spectral_classifier_big/download_fits.ipynb +++ b/notebooks/spectral_classifier/download_fits.ipynb @@ -25,13 +25,12 @@ "\n", "targer_directory = 'F:\\data\\spectral_fits_big\\\\'\n", "class_names = ['star','galaxy', 'QSO', 'AGN'] \n", - "samples_per_class = 11000\n", "\n", "## Queries für star, galaxy, quasar und AGN\n", - "query1 = \"SELECT top 11000 plate, mjd, min(fiberid) as fiberid, class FROM SpecObj WHERE class = 'star' GROUP BY plate, mjd, class ORDER BY plate, mjd, class\"\n", - "query2 = \"SELECT top 11000 plate, mjd, min(fiberid) as fiberid, class FROM SpecObj WHERE class = 'galaxy' AND subClass != 'AGN' GROUP BY plate, mjd, class ORDER BY plate, mjd, class\"\n", - "query3 = \"SELECT top 11000 plate, mjd, min(fiberid) as fiberid, class FROM SpecObj WHERE class = 'QSO' AND subClass != 'AGN' GROUP BY plate, mjd, class ORDER BY plate, mjd, class\"\n", - "query4 = \"SELECT top 11000 plate, mjd, min(fiberid) as fiberid, class FROM SpecObj WHERE subClass = 'AGN' GROUP BY plate, mjd, class ORDER BY plate, mjd, class\"\n", + "query1 = \"SELECT top 1100 plate, mjd, min(fiberid) as fiberid, class FROM SpecObj WHERE class = 'star' GROUP BY plate, mjd, class ORDER BY plate, mjd, class\"\n", + "query2 = \"SELECT top 1100 plate, mjd, min(fiberid) as fiberid, class FROM SpecObj WHERE class = 'galaxy' AND subClass != 'AGN' GROUP BY plate, mjd, class ORDER BY plate, mjd, class\"\n", + "query3 = \"SELECT top 1100 plate, mjd, min(fiberid) as fiberid, class FROM SpecObj WHERE class = 'QSO' AND subClass != 'AGN' GROUP BY plate, mjd, class ORDER BY plate, mjd, class\"\n", + "query4 = \"SELECT top 1100 plate, mjd, min(fiberid) as fiberid, class FROM SpecObj WHERE subClass = 'AGN' GROUP BY plate, mjd, class ORDER BY plate, mjd, class\"\n", "\n", "########## Program ##########\n", "\n", diff --git a/notebooks/spectral_classifier/find_spectrum.ipynb b/notebooks/spectral_classifier/find_spectrum.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..884669335fc5e68737370e9562f945910b1cf17b --- /dev/null +++ b/notebooks/spectral_classifier/find_spectrum.ipynb @@ -0,0 +1,127 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 55, + "id": "b1144fb9", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from astropy.io import fits\n", + "import matplotlib.pyplot as plt\n", + "from astropy.wcs import WCS\n", + "import os\n", + "import csv\n", + "\n", + "########## Input ##########\n", + "\n", + "fits_path = 'F:\\\\data\\\\spectral_fits\\\\'\n", + "\n", + "samples_per_class = 1000\n", + "\n", + "search_number = 579" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "3917f5ac", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "########## Program ##########\n", + "\n", + "number = 0\n", + "\n", + "filenames = np.load(fits_path + 'filenames.npy')\n", + "\n", + "directories = ['AGN', 'galaxy', 'QSO', 'star']\n", + "directory = directories[int(search_number/1000)]\n", + " \n", + "for filename in os.listdir(fits_path + directory + '\\\\'):\n", + "\n", + " path = fits_path + '\\\\' + directory + '\\\\' + filename\n", + "\n", + " if filename == filenames[search_number]:\n", + "\n", + " hdul = fits.open(path)\n", + " data = hdul[1].data\n", + " flux = data['flux']\n", + " wavelength = 10**data['loglam']\n", + "\n", + " plt.plot(wavelength, flux) \n", + " plt.xlabel('wavelength(Å)') \n", + " plt.ylabel('flux (10-17 ergs/s/cm2/Å)') \n", + " plt.grid(True)\n", + " plt.title(str(search_number)+\": \"+filename)\n", + " plt.show()\n", + "\n", + " number += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "43d7a808", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "int(0.934)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bfee957d", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/spectral_classifier_big/fits_to_csv.ipynb b/notebooks/spectral_classifier/fits_to_csv.ipynb similarity index 100% rename from notebooks/spectral_classifier_big/fits_to_csv.ipynb rename to notebooks/spectral_classifier/fits_to_csv.ipynb diff --git a/notebooks/spectral_classifier_big/fits_to_npy.ipynb b/notebooks/spectral_classifier/fits_to_npy.ipynb similarity index 93% rename from notebooks/spectral_classifier_big/fits_to_npy.ipynb rename to notebooks/spectral_classifier/fits_to_npy.ipynb index 646f0f925b78c7d999df133782426e841bd6c0e9..965290d8ae9fd85f2302cac468b24dfb249196d7 100644 --- a/notebooks/spectral_classifier_big/fits_to_npy.ipynb +++ b/notebooks/spectral_classifier/fits_to_npy.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 27, + "execution_count": 1, "id": "6e2b226d", "metadata": {}, "outputs": [ @@ -79,7 +79,6 @@ "########## Input ##########\n", "\n", "fits_path = 'F:\\\\data\\\\spectral_fits\\\\'\n", - "data_path = 'F:\\\\data\\\\'\n", "\n", "samples_per_class = 1000\n", "\n", @@ -89,6 +88,7 @@ "########## Program ##########\n", "\n", "all_flux = []\n", + "filenames = []\n", "\n", "for directory in os.listdir(fits_path):\n", " \n", @@ -122,7 +122,8 @@ " flux = flux[first_index:last_index]\n", " \n", " if len(wavelength) == 3522 and count_added < samples_per_class:\n", - " all_flux.append(flux) \n", + " all_flux.append(flux)\n", + " filenames.append(filename)\n", " count_added += 1 \n", "\n", " if len(wavelength) != 3522:\n", @@ -140,11 +141,13 @@ " labels[i*1000+t] = i\n", " \n", "wavelengths = np.array(wavelength)\n", + "filenames = np.array(filenames)\n", "\n", "# Numpy arrays in .npy Dateien speichern\n", - "np.save(data_path + \"data.npy\", data)\n", - "np.save(data_path + \"labels.npy\", labels)\n", - "np.save(data_path + \"wavelengths.npy\", wavelengths)" + "np.save(fits_path + \"data.npy\", data)\n", + "np.save(fits_path + \"labels.npy\", labels)\n", + "np.save(fits_path + \"wavelengths.npy\", wavelengths)\n", + "np.save(fits_path + \"filenames.npy\", filenames)" ] }, { diff --git a/notebooks/spectral_classifier_big/network_h5/spectral_classifier_v1.h5 b/notebooks/spectral_classifier/network_h5/spectral_classifier_v1.h5 similarity index 100% rename from notebooks/spectral_classifier_big/network_h5/spectral_classifier_v1.h5 rename to notebooks/spectral_classifier/network_h5/spectral_classifier_v1.h5 diff --git a/notebooks/spectral_classifier/plots/accuracy_graph.png b/notebooks/spectral_classifier/plots/accuracy_graph.png new file mode 100644 index 0000000000000000000000000000000000000000..ecabc8fe57f43480c8931b6b4e8c7c77c727d460 Binary files /dev/null and b/notebooks/spectral_classifier/plots/accuracy_graph.png differ diff --git a/notebooks/spectral_classifier/plots/loss_graph.png b/notebooks/spectral_classifier/plots/loss_graph.png new file mode 100644 index 0000000000000000000000000000000000000000..b3acd90bceab1b3746543d15b57533b258e27497 Binary files /dev/null and b/notebooks/spectral_classifier/plots/loss_graph.png differ diff --git a/notebooks/spectral_classifier_big/spectral_classifier.ipynb b/notebooks/spectral_classifier/spectral_classifier_from_csv.ipynb similarity index 100% rename from notebooks/spectral_classifier_big/spectral_classifier.ipynb rename to notebooks/spectral_classifier/spectral_classifier_from_csv.ipynb diff --git a/notebooks/spectral_classifier/spectral_classifier_from_npy.ipynb b/notebooks/spectral_classifier/spectral_classifier_from_npy.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..6f10341fb6b8e0970ce0328102c4411219c746a3 --- /dev/null +++ b/notebooks/spectral_classifier/spectral_classifier_from_npy.ipynb @@ -0,0 +1,2105 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1) Daten aus CSV-Datei auslesen" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from astropy.io import fits\n", + "import numpy as np\n", + "import os\n", + "import csv\n", + "import tensorflow as tf\n", + "\n", + "########## Input ##########\n", + "\n", + "fits_path = 'F:\\\\data\\\\spectral_fits'\n", + "samples_per_class = 1000\n", + "\n", + "########## Program ##########\n", + "\n", + "# Listen mit den flux Werten, Labels und Wellenlängen erstellen\n", + "data = np.load(fit_path + \"data.npy\")\n", + "labels = np.load(fit_path + \"labels.npy\")\n", + "wavelengths = np.load(fit_path + \"wavelengths.npy\")\n", + "\n", + "# Liste die Galaxie-Nummer speichert\n", + "numbers = range(4*samples_per_class)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# TEST: WIEDER LÖSCHEN -> keine Verbesserung\n", + "# negative Werte werden auf 0.1 gesetzt\n", + "\n", + "# for i in range(len(data)):\n", + "# for t in range(len(data[i])):\n", + "# if data[i][t] <= 0.1:\n", + "# data[i][t] = 0.1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2) Normierung" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'np' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_4564/172449373.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mmedian_limit\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m3\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mdata_normalized\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m4000\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3522\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;31m# Normierungs-Test: median normalization\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'np' is not defined" + ] + } + ], + "source": [ + "median_limit = 3\n", + "data_normalized = np.zeros(shape=(4000,3522))\n", + "\n", + "# Normierungs-Test: median normalization\n", + "for i in range(len(data)):\n", + " \n", + " # median normalization\n", + " sorted = np.sort(data[i])\n", + " median = 0.5* (data[i][1760] + data[i][1761])\n", + " data_normalized[i] = data[i]/median\n", + " print(median)\n", + " \n", + " # No bigger value than 2x median\n", + " for t in range(len(data_normalized[i])):\n", + " if data_normalized[i][t] >= median_limit:\n", + " data_normalized[i][t] = median_limit\n", + " print(\"Datensatz \" + str(i) + \" oben abgeschnitten\")\n", + " elif data_normalized[i][t] <=-median_limit:\n", + " data_normalized[i][t] = -median_limit\n", + " print(\"Datensatz \" + str(i) + \" unten abgeschnitten\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Ohne Normierung**" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for i in [1, 2, 3, 1002, 1534, 1550, 3999]: #1534 \n", + " plt.plot(wavelengths, data[i]) \n", + " plt.xlabel('wavelength(Å)') \n", + " plt.ylabel('flux (10-17 ergs/s/cm2/Å)') \n", + " plt.grid(True)\n", + " plt.title(str(i))\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Mit Normierung**" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'data_normalized' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_4564/1696242517.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1002\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1534\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m3999\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwavelengths\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata_normalized\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'wavelength(Å)'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'flux / median'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgrid\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'data_normalized' is not defined" + ] + } + ], + "source": [ + "for i in [1,2,3,1002, 1534, 3999]:\n", + " plt.plot(wavelengths, data_normalized[i]) \n", + " plt.xlabel('wavelength(Å)') \n", + " plt.ylabel('flux / median') \n", + " plt.grid(True)\n", + " plt.title(str(i))\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3) Trainings- und Test-Datensatz erstellen" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import random\n", + "# z = list(zip(data_normalized, labels)) # Mit Median-Normierung\n", + "z = list(zip(data, labels, numbers)) # Ohne Median-Normierung\n", + "random.shuffle(z)\n", + "data_shuffled, labels_shuffled, numbers_shuffled = zip(*z)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(4000, 3522)\n", + "(4000,)\n" + ] + } + ], + "source": [ + "print(np.array(data_shuffled).shape)\n", + "print(np.array(labels_shuffled).shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "split_index = int(len(data_shuffled)*0.9)\n", + "\n", + "# Daten\n", + "data_training = np.asarray(data_shuffled[:split_index])\n", + "data_test = np.asarray(data_shuffled[split_index:])\n", + "\n", + "# Labels\n", + "labels_training = np.asarray(labels_shuffled[:split_index])\n", + "labels_test = np.asarray(labels_shuffled[split_index:])\n", + "\n", + "# Galaxie numbers\n", + "numbers_training = numbers_shuffled[:split_index]\n", + "numbers_test = numbers_shuffled[split_index:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4) Netzwerk erstellen" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Activation, Dense, Flatten, Conv1D, MaxPooling1D, Dropout, InputLayer, GlobalAveragePooling1D\n", + "from tensorflow.keras.metrics import Accuracy\n", + "\n", + "from tensorflow import keras\n", + "from tensorflow.keras import layers" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "input_shape = (3522,1)\n", + "\n", + "data_training_r = np.reshape(data_training, newshape=(len(data_training), input_shape[0], input_shape[1]))\n", + "data_test_r = np.reshape(data_test, newshape=(len(data_test), input_shape[0], input_shape[1]))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(3600, 3522, 1)\n", + "(400, 3522, 1)\n" + ] + } + ], + "source": [ + "print(data_training_r.shape)\n", + "print(data_test_r.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Conv1D, maxPool1D, categorical_crossentropy\n", + "# model = Sequential([\n", + "# #Conv1D(filters=30, kernel_size=10, activation='relu', input_shape=(3522,1)),\n", + "# Conv1D(filters=64, kernel_size=5, activation='relu'), #mehr Filtern\n", + "# MaxPooling1D(4), # Größere Region\n", + "# Dropout(0.1),\n", + "# #Conv1D(filters=60, kernel_size=10, activation='relu'),\n", + "# Conv1D(filters=64, kernel_size=5, activation='relu'),\n", + "# MaxPooling1D(4),\n", + "# # GlobalAveragePooling1D(),\n", + "# Dropout(0.1),\n", + "# Flatten(),\n", + " \n", + "# Dense(units=64, activation='relu'),\n", + "# #Extra Dense\n", + " \n", + "# Dense(units=4, activation='softmax')\n", + "# ])\n", + "\n", + "# Am besten (schnell):\n", + "model = Sequential([\n", + " Conv1D(filters=64, kernel_size=80, strides=10, activation='relu', input_shape=(3522,1)), # stride\n", + " MaxPooling1D(3), #Pooling verringert Accuracy leicht aber verhindert overfitting\n", + " Dropout(0.35),\n", + " Conv1D(filters=128, kernel_size=40, strides=10, activation='relu'),\n", + " MaxPooling1D(3),\n", + " Dropout(0.35),\n", + " Flatten(),\n", + " Dense(units=128, activation='relu'), # Droput, weniger neuronen\n", + " Dropout(0.35),\n", + " Dense(units=4, activation='softmax')\n", + "])\n", + "\n", + "# model = Sequential([\n", + "# Conv1D(filters=64, kernel_size=40, strides=10, activation='relu', input_shape=(3522,1)), # stride\n", + "# Dropout(0.2),\n", + "# Conv1D(filters=128, kernel_size=20, strides=5, activation='relu'), # stride\n", + "# Dropout(0.2),\n", + "# Flatten(),\n", + "# Dense(units=4, activation='softmax')\n", + "# ])\n", + "\n", + "# Langsamer, aber auch gut (aus paper):\n", + "# model = Sequential([\n", + "# Conv1D(filters=16, kernel_size=21, activation='relu', input_shape=(3522,1)),\n", + "# MaxPooling1D(2),\n", + "# Conv1D(filters=32, kernel_size=11, activation='relu'),\n", + "# MaxPooling1D(2),\n", + "# Conv1D(filters=64, kernel_size=5, activation='relu'),\n", + "# MaxPooling1D(2), \n", + "# Flatten(),\n", + "# Dense(units=64, activation='relu'),\n", + "# Dropout(0.5),\n", + "# Dense(units=4, activation='softmax')\n", + "# ])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "model.compile(optimizer='Adam', loss='sparse_categorical_crossentropy',\n", + " metrics=['accuracy'])" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# x_train = data_training_r\n", + "# x_test = data_test_r\n", + "\n", + "x_train = tf.keras.utils.normalize(data_training_r, axis=1)\n", + "x_test = tf.keras.utils.normalize(data_test_r, axis=1)\n", + "\n", + "y_train = labels_training\n", + "y_test = labels_test" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/75\n", + "17/17 [==============================] - 1s 63ms/step - loss: 1.3452 - accuracy: 0.3756 - val_loss: 1.2381 - val_accuracy: 0.4694\n", + "Epoch 2/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 1.1490 - accuracy: 0.4910 - val_loss: 1.0806 - val_accuracy: 0.4417\n", + "Epoch 3/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 1.0436 - accuracy: 0.5176 - val_loss: 1.0260 - val_accuracy: 0.5111\n", + "Epoch 4/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 1.0041 - accuracy: 0.5448 - val_loss: 0.9995 - val_accuracy: 0.5361\n", + "Epoch 5/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.9769 - accuracy: 0.5636 - val_loss: 0.9867 - val_accuracy: 0.5389\n", + "Epoch 6/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.9497 - accuracy: 0.5778 - val_loss: 0.9706 - val_accuracy: 0.5694\n", + "Epoch 7/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.9272 - accuracy: 0.5747 - val_loss: 0.9427 - val_accuracy: 0.5778\n", + "Epoch 8/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.9255 - accuracy: 0.5642 - val_loss: 0.9272 - val_accuracy: 0.5861\n", + "Epoch 9/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.8910 - accuracy: 0.5944 - val_loss: 0.9103 - val_accuracy: 0.5889\n", + "Epoch 10/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.8743 - accuracy: 0.5985 - val_loss: 0.8866 - val_accuracy: 0.5944\n", + "Epoch 11/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.8581 - accuracy: 0.6068 - val_loss: 0.8818 - val_accuracy: 0.6000\n", + "Epoch 12/75\n", + "17/17 [==============================] - 1s 66ms/step - loss: 0.8357 - accuracy: 0.6182 - val_loss: 0.8719 - val_accuracy: 0.5833\n", + "Epoch 13/75\n", + "17/17 [==============================] - 1s 60ms/step - loss: 0.8132 - accuracy: 0.6164 - val_loss: 0.8703 - val_accuracy: 0.6028\n", + "Epoch 14/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.7875 - accuracy: 0.6367 - val_loss: 0.8412 - val_accuracy: 0.5972\n", + "Epoch 15/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.7755 - accuracy: 0.6478 - val_loss: 0.8003 - val_accuracy: 0.6333\n", + "Epoch 16/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.7528 - accuracy: 0.6574 - val_loss: 0.7687 - val_accuracy: 0.6778\n", + "Epoch 17/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.7291 - accuracy: 0.6728 - val_loss: 0.7575 - val_accuracy: 0.6583\n", + "Epoch 18/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.7261 - accuracy: 0.6716 - val_loss: 0.7523 - val_accuracy: 0.6972\n", + "Epoch 19/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.7011 - accuracy: 0.6849 - val_loss: 0.7105 - val_accuracy: 0.7389\n", + "Epoch 20/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.7089 - accuracy: 0.6688 - val_loss: 0.7085 - val_accuracy: 0.6806\n", + "Epoch 21/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.6650 - accuracy: 0.7046 - val_loss: 0.6989 - val_accuracy: 0.6944\n", + "Epoch 22/75\n", + "17/17 [==============================] - 1s 61ms/step - loss: 0.6639 - accuracy: 0.6944 - val_loss: 0.6826 - val_accuracy: 0.7556\n", + "Epoch 23/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.6538 - accuracy: 0.7031 - val_loss: 0.6775 - val_accuracy: 0.7194\n", + "Epoch 24/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.6328 - accuracy: 0.7219 - val_loss: 0.6561 - val_accuracy: 0.7361\n", + "Epoch 25/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.6331 - accuracy: 0.7167 - val_loss: 0.6443 - val_accuracy: 0.7667\n", + "Epoch 26/75\n", + "17/17 [==============================] - 1s 60ms/step - loss: 0.6334 - accuracy: 0.7176 - val_loss: 0.6364 - val_accuracy: 0.7583\n", + "Epoch 27/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.6166 - accuracy: 0.7222 - val_loss: 0.6430 - val_accuracy: 0.7500\n", + "Epoch 28/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.6004 - accuracy: 0.7383 - val_loss: 0.6409 - val_accuracy: 0.7694\n", + "Epoch 29/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.6019 - accuracy: 0.7349 - val_loss: 0.6787 - val_accuracy: 0.6972\n", + "Epoch 30/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.5919 - accuracy: 0.7333 - val_loss: 0.6104 - val_accuracy: 0.7528\n", + "Epoch 31/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.5878 - accuracy: 0.7395 - val_loss: 0.5983 - val_accuracy: 0.7583\n", + "Epoch 32/75\n", + "17/17 [==============================] - 1s 60ms/step - loss: 0.5746 - accuracy: 0.7429 - val_loss: 0.6245 - val_accuracy: 0.7389\n", + "Epoch 33/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.5661 - accuracy: 0.7574 - val_loss: 0.6049 - val_accuracy: 0.7722\n", + "Epoch 34/75\n", + "17/17 [==============================] - 1s 64ms/step - loss: 0.5647 - accuracy: 0.7497 - val_loss: 0.6111 - val_accuracy: 0.7556\n", + "Epoch 35/75\n", + "17/17 [==============================] - 1s 62ms/step - loss: 0.5734 - accuracy: 0.7531 - val_loss: 0.5833 - val_accuracy: 0.7583\n", + "Epoch 36/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.5571 - accuracy: 0.7497 - val_loss: 0.5806 - val_accuracy: 0.7667\n", + "Epoch 37/75\n", + "17/17 [==============================] - 1s 66ms/step - loss: 0.5587 - accuracy: 0.7497 - val_loss: 0.5927 - val_accuracy: 0.7722\n", + "Epoch 38/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.5343 - accuracy: 0.7608 - val_loss: 0.5805 - val_accuracy: 0.7722\n", + "Epoch 39/75\n", + "17/17 [==============================] - 1s 64ms/step - loss: 0.5554 - accuracy: 0.7503 - val_loss: 0.6270 - val_accuracy: 0.7389\n", + "Epoch 40/75\n", + "17/17 [==============================] - 1s 62ms/step - loss: 0.5527 - accuracy: 0.7475 - val_loss: 0.5650 - val_accuracy: 0.7778\n", + "Epoch 41/75\n", + "17/17 [==============================] - 1s 61ms/step - loss: 0.5398 - accuracy: 0.7568 - val_loss: 0.5670 - val_accuracy: 0.7806\n", + "Epoch 42/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.5272 - accuracy: 0.7809 - val_loss: 0.5635 - val_accuracy: 0.7833\n", + "Epoch 43/75\n", + "17/17 [==============================] - 1s 61ms/step - loss: 0.5210 - accuracy: 0.7759 - val_loss: 0.5433 - val_accuracy: 0.7944\n", + "Epoch 44/75\n", + "17/17 [==============================] - 1s 60ms/step - loss: 0.5330 - accuracy: 0.7673 - val_loss: 0.5603 - val_accuracy: 0.7861\n", + "Epoch 45/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.5259 - accuracy: 0.7679 - val_loss: 0.5491 - val_accuracy: 0.7806\n", + "Epoch 46/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.5174 - accuracy: 0.7713 - val_loss: 0.5485 - val_accuracy: 0.7861\n", + "Epoch 47/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.5095 - accuracy: 0.7765 - val_loss: 0.5609 - val_accuracy: 0.7972\n", + "Epoch 48/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.5223 - accuracy: 0.7753 - val_loss: 0.5369 - val_accuracy: 0.7750\n", + "Epoch 49/75\n", + "17/17 [==============================] - 1s 60ms/step - loss: 0.5067 - accuracy: 0.7707 - val_loss: 0.5450 - val_accuracy: 0.8028\n", + "Epoch 50/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4947 - accuracy: 0.7880 - val_loss: 0.5392 - val_accuracy: 0.8028\n", + "Epoch 51/75\n", + "17/17 [==============================] - 1s 62ms/step - loss: 0.5141 - accuracy: 0.7750 - val_loss: 0.5945 - val_accuracy: 0.7778\n", + "Epoch 52/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.4956 - accuracy: 0.7883 - val_loss: 0.5393 - val_accuracy: 0.7889\n", + "Epoch 53/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.5073 - accuracy: 0.7809 - val_loss: 0.5305 - val_accuracy: 0.7944\n", + "Epoch 54/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.5034 - accuracy: 0.7855 - val_loss: 0.5306 - val_accuracy: 0.7917\n", + "Epoch 55/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4837 - accuracy: 0.7827 - val_loss: 0.5354 - val_accuracy: 0.7833\n", + "Epoch 56/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.4985 - accuracy: 0.7843 - val_loss: 0.5452 - val_accuracy: 0.7861\n", + "Epoch 57/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.4988 - accuracy: 0.7772 - val_loss: 0.5247 - val_accuracy: 0.7833\n", + "Epoch 58/75\n", + "17/17 [==============================] - 1s 61ms/step - loss: 0.4844 - accuracy: 0.7873 - val_loss: 0.5338 - val_accuracy: 0.8000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 59/75\n", + "17/17 [==============================] - 1s 63ms/step - loss: 0.4807 - accuracy: 0.7892 - val_loss: 0.5247 - val_accuracy: 0.7972\n", + "Epoch 60/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.4643 - accuracy: 0.8022 - val_loss: 0.5416 - val_accuracy: 0.7778\n", + "Epoch 61/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4807 - accuracy: 0.7951 - val_loss: 0.5386 - val_accuracy: 0.7917\n", + "Epoch 62/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.4663 - accuracy: 0.7957 - val_loss: 0.5324 - val_accuracy: 0.8056\n", + "Epoch 63/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4765 - accuracy: 0.7904 - val_loss: 0.5407 - val_accuracy: 0.8000\n", + "Epoch 64/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.4748 - accuracy: 0.7920 - val_loss: 0.5181 - val_accuracy: 0.7944\n", + "Epoch 65/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4726 - accuracy: 0.7935 - val_loss: 0.5210 - val_accuracy: 0.7917\n", + "Epoch 66/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.4741 - accuracy: 0.7892 - val_loss: 0.5099 - val_accuracy: 0.7889\n", + "Epoch 67/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4651 - accuracy: 0.8003 - val_loss: 0.5117 - val_accuracy: 0.8056\n", + "Epoch 68/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4534 - accuracy: 0.8046 - val_loss: 0.5704 - val_accuracy: 0.7889\n", + "Epoch 69/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.4638 - accuracy: 0.8012 - val_loss: 0.5165 - val_accuracy: 0.7889\n", + "Epoch 70/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4571 - accuracy: 0.8028 - val_loss: 0.5313 - val_accuracy: 0.8083\n", + "Epoch 71/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.4611 - accuracy: 0.7960 - val_loss: 0.5204 - val_accuracy: 0.8139\n", + "Epoch 72/75\n", + "17/17 [==============================] - 1s 57ms/step - loss: 0.4494 - accuracy: 0.8099 - val_loss: 0.5106 - val_accuracy: 0.7972\n", + "Epoch 73/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.4443 - accuracy: 0.8037 - val_loss: 0.5018 - val_accuracy: 0.8056\n", + "Epoch 74/75\n", + "17/17 [==============================] - 1s 59ms/step - loss: 0.4419 - accuracy: 0.8046 - val_loss: 0.4929 - val_accuracy: 0.8111\n", + "Epoch 75/75\n", + "17/17 [==============================] - 1s 58ms/step - loss: 0.4493 - accuracy: 0.8074 - val_loss: 0.5449 - val_accuracy: 0.7972\n" + ] + } + ], + "source": [ + "history = model.fit(x_train, y_train,\n", + " epochs=75, validation_split=0.1,\n", + " shuffle=True, batch_size=200,\n", + " verbose=1)\n", + "\n", + "# model_handler=Model.Model(shape=(height_dim,height_dim,lc_dim,1))\n", + "\n", + "\n", + "#model3 = tf.keras.models.load_model('spectral_classifier_v2.h5')\n", + "# model.save('spectral_classifier_v2.h5')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5) Auswertungen" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_accuracy(name, ylim=[0,1.01]):\n", + " plt.plot(history.history['accuracy'])\n", + " plt.plot(history.history['val_accuracy'])\n", + " plt.title('model accuracy')\n", + " plt.ylabel('accuracy')\n", + " plt.xlabel('epoch')\n", + " plt.ylim(ylim[0], ylim[1])\n", + " plt.legend(['training', 'validation'], loc='upper left')\n", + " plt.savefig(name)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_loss(name, ylim=[-0.5,2]):\n", + " plt.plot(history.history['loss'])\n", + " plt.plot(history.history['val_loss'])\n", + " plt.title('model loss')\n", + " plt.ylabel('loss')\n", + " plt.xlabel('epoch')\n", + " plt.ylim(ylim[0],ylim[1])\n", + " plt.legend(['training', 'validation'], loc='upper left')\n", + " plt.savefig(name)\n", + " plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_accuracy(\"accuracy_graph.png\")\n", + "plot_loss(\"loss_graph.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "<tf.Tensor: shape=(4, 4), dtype=int32, numpy=\n", + "array([[87, 4, 3, 1],\n", + " [38, 74, 4, 4],\n", + " [ 4, 5, 63, 15],\n", + " [ 0, 1, 16, 81]])>" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.metrics import confusion_matrix\n", + "\n", + "predictions = model.predict(x=x_test)\n", + "rounded_predictions = np.argmax(predictions, axis=-1)\n", + "\n", + "cm_labels = range(4)\n", + "cm = confusion_matrix(y_true=y_test, y_pred=rounded_predictions)\n", + "\n", + "tf.math.confusion_matrix(\n", + " labels=y_test, predictions=rounded_predictions, num_classes=4, weights=None, dtype=tf.dtypes.int32,\n", + " name=None)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Untersuchung der falsch klassifizierten Spektren" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Label 0 = AGN** \\\n", + "**Label 1 = galaxy** \\\n", + "**Label 2 = QSO** \\\n", + "**Label 3 = star**" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "400 richtig\n", + "95 falsch\n", + "76.25% richtig klassifiziert\n" + ] + } + ], + "source": [ + "predictions = model.predict(x=x_test)\n", + "rounded_predictions = np.argmax(predictions, axis=-1)\n", + "\n", + "wrong_predictions = []\n", + "\n", + "for i in range(len(rounded_predictions)):\n", + " if rounded_predictions[i] != y_test[i]:\n", + " wrong_predictions.append(numbers_test[i]) \n", + "\n", + "wrong_predictions.sort()\n", + " \n", + "print(len(rounded_predictions), \"richtig\")\n", + "print(len(wrong_predictions), \"falsch\")\n", + "print(str(((len(rounded_predictions)-len(wrong_predictions))/len(rounded_predictions))*100) + \"% richtig klassifiziert\")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[235, 264, 322, 459, 579, 730, 822, 968, 1003, 1029, 1038, 1048, 1058, 1066, 1134, 1139, 1180, 1249, 1267, 1277, 1316, 1331, 1339, 1357, 1374, 1380, 1393, 1488, 1493, 1494, 1504, 1509, 1516, 1544, 1556, 1591, 1621, 1642, 1657, 1687, 1733, 1738, 1762, 1766, 1774, 1776, 1820, 1825, 1838, 1841, 1856, 1864, 1916, 1953, 2028, 2077, 2207, 2208, 2274, 2371, 2426, 2467, 2559, 2567, 2616, 2667, 2679, 2687, 2754, 2765, 2799, 2830, 2840, 2880, 2907, 2940, 2965, 2986, 3021, 3035, 3044, 3064, 3106, 3219, 3233, 3303, 3348, 3375, 3401, 3462, 3465, 3527, 3568, 3681, 3937]\n" + ] + } + ], + "source": [ + "print(wrong_predictions)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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iSkxpgu41JCJPB9i8D2c2O5sozkSVxQFjoieUqqGaOFNMrHR/TgMaA78WkScjnjJjjDExEco4ghOBc915hxCRCcBnODOGLo5C2ozxsl5DxkRPKCWCVoDv0lB1gJbqLGBv00yYqLLGYmOiJ5QSwV+BBSKSgzNGpD/wZxGpA3wehbQZY4yJgaBKBCJSBViGM8/Q++7PWar6gqoeVNX/C+IcL4nIDhFZ4rNtrIhs9luoxhivRZv2UlioVjVkTBQFO+lcIfB3Vd2qqh+o6vuquiXE93oFGBJg+xOq2t39+TjEc8YNm0cl8r5fs5uLnvmGF2ausYqhBGbTUMe/UNoIPhORESLhfa2q+hWwJ5xjE4HFgcjbmHsYgOVbD1igNSaKQgkEdwDvAMdEZL+IHBCR/RFIw29FZJFbddQoAuerFHaZiiK7ozQmqoJuLFbVelF4/wnAOJzr6Djg78CvAu0oIqOB0QDp6enk5OSE9YZ5eXlhH1uWnJwc0qrE5xUrWnmOtmWbjgOwfdt2Zs0qKkwGk5dEzXNFxGueN20q3qkwkmmM1zxHS7TyG8rIYgGuBtqr6jgRaQO0UNXZ4b65qm73Of+/KGMyO1WdCEwEyMrK0uzs7LDeMycnh3CPDWiqsy5P/3POoVpaKAWs2Il4nmNkx9yNsGQRzZs3p0+fTvDVDICg8pKoea6IeM3zVwd+hPVrvc8jmcZ4zXO0RCu/oVy5/gn0Ba5yn+cBz1bkzd3ZTD0uAZaUtm+8syrsKHA/U2tsNCa6QhlH0FtVe7irk6GquSJSPdiDReRNIBtoKiKbgAeAbBHpjvMvvw64IYT0xBUb8BQ9ggVaY6IplEBwXETScO/TROQEoDDYg1X1ygCbXwzh/eOaXagizze4WqA1JnpCqRp6GngPaCYijwAzgT9HJVXGUBRcRSzQJjKr2ot/ofQael1E5gEDcUrrw1V1WdRSlmDsQhV5no9UrP+oMVEVStUQqrocWB6ltCQ0q7qIHhEbp5HI7CYp/sVnf8cEZH/skef7mdrI4sRlN0nxzwJBhNifeuR5LiBWx5y4pi7ZysvfrKvsZJhyWCCIELtjjbyij1Qs0CaoV79dX9lJMEEoNxCIyB4ReUFEBoY74VwqsAtVePKO5nPpP79h1Y4Dpe5jvYYSV41qdq+ZCIL5lnYCC4CHgE0i8pSI9IlqqhKQXajCM3PlLuZv2Mtfpq4o8ZqW8cwkhniddsUUF8y3dFBVn1HVM3GmmNgM/FNE1oiIjSPwsOtUWKqlOYXMgsIAH6AbXa0Ymrjsu0sMwQQC73epqhtU9a+q2gMYiq1V7GU9I8LjmbE1P0Ag8I4jsKqhhGWVyYkhmHEEMwJtVNUVwIORTU7isgtVeDyBoKCw9NlKxBqLjYmqcksEqnpHLBKS6OxCFZ6yRg0XH0cQg8QYk6Iq1JIjIvdHKiGJzrqPVkygj8/zmVr1gjHRVdEm/d9EJBVJoLwwMHPlLl6btS4WSUkoZV3ki+YasjYYY6Kp3DaCMtYlFqBWZJOTuMorEFzz4vcAXNs3I/qJSSBlfW5Fs4+KVQ0ZE0XBNBbvBXr6LivpISIbI56iBGV3rJFnn2jis5ljE0MwVUP/BtqV8tobwb6RiLwkIjtEZInPtsYiMk1EVrq/GwV7vrhjV62wlFk15NNGYCUCY6InmF5DfyxtgXpVvTuE93oFGOK3bQwwXVU7AdPd5wnJrlPR43QftU/YmGgJq7FYRMaGeoyqfgXs8dt8MfCq+/hVYHg46YkHdsdaMWV9flYiMCa6QlqYxsdFwNgIvH+6qm4FUNWtItKstB1FZDQwGiA9PZ2cnJyw3jAvLy/sY8vy7axvaVyz/LgajfcuT7TyHAk/7i4AYO/e3BJpXLn2OACbNm5kXuFW7/Zg8hLPeY6WeMzzrl1HSmyLZBrjMc/RFK38hhsIYt4CpKoTgYkAWVlZmp2dHdZ5cnJyCPfYgKZOAaBPn760bFhGJyp3v4i+d5AinucISlu5E+bMpnHjRmRnF5/L8Kcqq2HFctq0aUPmGa3g25lAcJ9hPOc5WuIxz29tmgfbtxXbVlYaX5q5locm/8ise86lRYPyOyXGY56jKVr5DXccQWaE3n+7iLQAcH/viNB5Y85qLsLjmWKoSoBW49IWr7fBe8nrnzmrAej76BccPJpfyalJHUEFAhE5X0QmiMiHIvIB8KyI+Df8huND4Dr38XXABxE4Z5mmrj3OzJW7In5euziFp7DQ0zMo+EJmoIlKTXKoWqXo72DHAZvTMlaCWZjmSeA24Evgr8Df3Me3ishTwb6RiLwJzAI6i8gmEfk1MB44T0RWAue5z6Nq0opj3sFdqej9HzaTF0d3Wp5ZR6sEiAO+pQXfXkOFqhQUKvsOHY9FEk2Y8gsK+WTJtvJ39JHm84dwLL/0iQhNZAXTRnCBqp7kv1FE3gJ+wgkS5VLVK0t5aWAwx8e7RCgQLNm8j9vfWsCFp7fkH1eeUdnJAYpmHQ1UNVSoRaUF38+3UJUHP1rKf77bwPJxQ6hZLS0maTWhOXS8IORjfP8MrMtw7ARTNXRERHoF2N4TKNklIAEdOV5Axpgp/ObVuZWdlKg6dMz5x9y693Alp6RIgXvTF6hE4Klu+/KnncUuCarwwYItABw9bneN8ep4GHf0vlVDiXBzlSyCKRGMBCaISD1gk7utDbDffS3hPfjRUgA+X1ZiFo2gJcIfred/rLCSErt9/xGWbd1PdueiXsL5bokgUBuBZ9v+w8WrgAoK1dttze4a49eKbaWvQ10a35JhZf2dpqJgRhbPV9XewLnAPcC9wABV7a2q86KdwFhYtSOvwudIhAuS58J6NL+Q7fuDK8ztPHCUjDFT+HZ1eA3sb8/dyEsz1wIw/NlvGPnynGKve5aoDNRU7Hnt7E5NizXGF6p62w825cZP6cYUd9ULYbTF+fwhlLFWkYmwoLuPquo2VZ2nqnNVdRuAiHSJXtKiS1X5dOk2CguVOetyK3y+D92qilj46qedHDgSekOpp0SwdMt+ev95OvkF5f+nzd/gfDYvf7Mu5PcDuOu/i3ho8o8AbN1XMvgUeBuLS4YCz2uqxbvnFireBu8x7y4KK10mPvn+FRRYiSBmKroewWcRSUUlmDRnIze8No9Xvl1XbHvGmClsLqcOPffgMfo9Op0ftxTN0P33aT8Bzh10Wb0dyutmuu9w2Rf4bfuO8MuXZvP7txaUus9nS7exZmfJUo7/xTaYbpjeKpgg/yk/WLCZk+77hB82lB5cPedasnkf/5vv1DZWCfCX6AkE/usZ+6Ylv8AuFsnEt4qwrOVLTWQFsx7B06W9BDSMaGpi6J53FwMwc1XJKo8ft+ynVRmjhL9auZMt+47w3Jeri20vLFR6PvI5A7s048WRPQMe+/xXa2jftA7nn9K8xGvfrNrF1S98z4Wnt+SjhVtYeP9gGtSu5n192db93otjWdVZo19zauzWjR9WbHuaX4tsedVZuQePeet5g705u23SAgAu+ee3Jd7fo1AhTeBn/5jp3RZoumLPHeFnS7fRtG71Ysd72E1j4jmWX8iWvYfJaFqnxGvFSgQWB2ImmMbiUcCdQKDRHaV1CY1Lew8dK7Hti+UlBzOXdvf7zBcr2XngKN3bNgRK9nTxNG5ND3BOj/GfLAfg5ZE9yVmxgwcv7uZ9bd565y76o4VONdPG3EN8seIAT0xbyWe/78/Qp74mo0ltIHDj6pHjBaVeGN/7YROvzVpfbNuO/Udp07h2qWm9+Nlv2LDnEBB45PSG3YfYsOcQZ3VqGvD4vo9OD7i9oFBLBKVA48kmuKNMDxzN5/mv1ni33/BaUe8uqz6IT4U+0XrM0C7ev3uAERO+ZfHmfcz74yCa1K1R7Djfv4OCOBs5ePBoPtv2H6HjCXUrOykRF0wgmAMsUdVv/V8IZxbSyjTmf4uD2u/tuRsZ7HfHfsdbC3j3h80AnNa6IVDyYhzKn+2oV5xGU08g+G7Nbh53q5d8/eGdRRQUqrfr57rdzoV57a6D3n+2Ku5FNXPcNA4eC9x3+/dvLSyxbf6G3GKB4M8fL+PwsQLGDXfS5AkCEDg49v/bDCdNpdz5B2oTALex1++ffOqSbeQXFDJz1S46N69X5jwzvm06vheLaT9uZ/3ug/zm7A6lHpuIlm/bT0aTOgk1XuKjRUVtZhlNit/5L968D4ADR/JLBgLit9fQr1+dw3dr9pT69x6uY/mFTF26jQtPaxHSCPtICqaN4OfAgkAvqGr7iKYmyr4JUA0UyOfLdhRrSF2144A3CADc+Y5zUfX/zhZt2ut9fPhYAW/P3cjmvYfJevjzct/zionfldj2s3/MLKonD1BO7nDvx3S492Mmzd4AEDAI/LT9AHnHAv9D+f+jTfxqDa9955QaNuUeKvbago17OflPU9l3+DhHjhdwNL/ovY7lF/LZ0m28/M3aUvPn225SUKg8OX1lsdfzC5Xnv1rDyJfncNEz3xQ7f1l8A8H1/57Lw1OWldjnhtfm8sXy8LsGV6Y9B48x5Mmvuffd4G5i4sXuvKLSdxOfar3yxHOJ4Ls1ziz6kZpOZt76XJZs3sdT03/i1jd/YPqyyptqrdwSgar6ryGQsA6EMLXCifd9AsCtAzvxtN9Fy2P51uL9pEdMmOV9/LdPV/BSGRdGj32HjvPE5yVLAv4OlzFKc8y7i2lcp+Q/25UTv2PWmt00qRn4LsMTWzLGTGFkv4xir531lxnFnue60zmc/qDTP2DUmUX73//BEibNKXvV0kc/KbpAz9+QGzAo/+3TFYDT4N75j1PLPF9RHsr+pywsVD5dup1Pl2733sn9/bMVZHduRmY7Z0G81Tvz+GnbAYae2iLgObbsPcyBI/l0bl4v4Ovfr9lNk7rVObFZ4NcrwjPx2vdrE+vf8KhP4O+Z0TjgPuVdTj9cuIX+J50QwVRFhqeNK1y5B4+RdzSfEROcSpaLu7cEnCrlQV3TI5HEkAUz19BHInKhiFQL8FoHEXlIRH4VneRVvtKCAMCPW/eX+lowQQDg9Ic+K9FzKZBz/pZT5uueBmJfs9bsBmD3kcD/cv/MWcXHi515/n3TsDOIyb58u5OWFwT89x//yXKOhDH9QCCb9x7m48Vbi/Xg+vKnnd7Huw6WzMs/vljl/ScEGPj3L7np9fmAU0V35HgBhYXKNrdqq9/4Lzj/ya9KTcPlE79j0OOlvx4tCzbu5XApVYGRcPGz33Dn2yWrFIMxac6GYs9vHdipxD4FhYV8vHgru/KKviPfqpH/zttU4ph4EGxJ5YMFm3l3fsk89P/rDM7+a9GN1mZ3LMybs4s+M1Xl8c9WsCn3EIWFyvEot5wH00ZwPXAH8KSI7AF2AjWBDGA18IyqRn3WUBN5a3Ye5Gb3Auir5yPlV2VVxNItpQfQcPjn4bqXZvP0uU7bx9X/KhrUNGn2BrbvL7ro/LAhlz994F1CmxnLd3jbbk5r3YBFm/Yx655zy3xv32qC9bsP0q5JyZ4wFeF70ckYM4Xrz27PfcO6sjvvKMOf/YZhp7Xg2at6BDx21Y4DfPnTLkb1yyD30DHq1KhK9bQq3jal8izcuJeFG/fy98tODznd63cXr1q847yTaN2wFnf9r2jcx84Dx7j59fmc3roBH/z2LMDpGefr4NF86tQId9mU0K3ddZAmdatTv2aJ+16vstoudh44Ss9HPqdri/reG8VLe7Quto9/zUSgs63emcfTX6xixoqdpNevyefLtke8bcJXMCOLt6nqXaraEfgFMA4nMHRT1fMsCJh4dOsXh3j5m7Ws9OlmO+bdxcWq4R74cClLNhddeDxBAGDRJqdBc+3Og95tGWOmkDFmSrH38XSXBafUNvbDpd7nu/OOssG9IBYWarE2pNIczS/gwn/MZPqy7fzx/cXe0o0n4Pzra6ek6akq/GF9yfEau/KOMmP5DgY9/hXjJv/IVS98R+bDn9PlT1O906l4HD5WwGOfrihWQtt76FhUZnb1n/XW854b3Tviz5aWnKn0lAc+ZUYZvfBW7Cngly/Njlh7woDHchjxzxL9YoopKFT2HDzGw5N/pMufPin2mqcU7ltbcOoDnzJvfXBVe6v9xv/sOHCkQlPfBCukUKuq64B1UUmJMRH24Ec/lvm652JfltKmSXj042Ws3nmwxD/pK9+uY+xFpwBOldLR/ELWjR9Gh3s/BqB3+8b0at+Y35zVgbxj+WzYfYjl2/bz4Ec/Mrx7S35zdgcWb97Hr/0mQPRtI3r/h80sdIPKln1HyBgzhXEXn0Ib9/VrX5xd7M7a08gJ8O/v1hfrsvz8V6t5ZsYqqqYJc9flcsuAE7nyXyU7LizZvI+j+QVktgtc358xZgrV0oSVj1xQ6nQk/u1cnuqOPQeP0euRz0ttgxn1ypyAd8OHjuXz6OwjwBG27z9CiwY1WbplP91aNQh4HoCcFTvolF6PldsP0KJBrYDvubKcKWfenL0hYKcEgL/4dJP1OHA0nxETZpV6Rz/PJ5gP/PuXTLn1LGq5PcR8S7DRFLsylzFJwr9U4K/HuGnsOVjUa8Z3/+/X7uH7tXv4xxerShz3/oItvF/KVCW5PnfotwcYVf6nD5ZyRefq/Gn2F2zcU/rIeFX4dtUu+p3YlE25h3jyc6cNzPM70ABL3/QvuP88qletQu3qVSkoVFTVe6d/vEDL/Gz8R9z7ti3tOHC0zIVofv/WAv7689OoluZUYtz33mJe/76oTv14QSFvzN7Afe8t4ZVRPWndqBYvfL2WsRedUqzb7ciX51CvZlUOHHHSHE51y7erdxd73vORz3numh5ktmtc5qwEew4eo24Q1VwjX57DOzf0DTldFREXgUBE1gEHgAIgX1WzKjdFxoTPNwjE0qQVwb3vVS98T7smtUvU4wej+0PTAHjnxr784rlZ5ewNV/Zq433s6aXlEWgwZ2ne+2Ez/To24f/+G3huKd/OFL4TG7ZvWofrz+7Ak5//xLV9MwC8QcDXptxDJVYu3LbvCCt3OD0Dv1xR1AHBv4pv54GjjJgwiwfdkmBpeoybVubrvud7a27JDhi3vDGf85tGp0utBNsnVkSaqeoOv22dVXVFhRPhBIIsVQ2qo39WVpbOnRv62gHl3ckZYyLn7E5NeXVUr2KN09N+3M71/46fdT+eu6YHg7s291bdeawbPywurxdntqzKf343OOyBZyIyL9CNdiiTzn0tIpf5nPBO4L2wUmOMq2+HJpWdBBMl9WpWLdFD6bxK6idfmhv/M79EEAC4+JmZAfaufN9syS+z23q4QqkaygYmisgvgHRgGRBo5bJwKPCZiCjwvKpO9N9BREYDowHS09PJycmJ0Fubsrx8fm1GfRp6FUKwRnc6zJ7cKqzITd0Zxn5zanVeWFw51UnRNLjpvoD/px0aVGHNvvj+vhcG0ZGgssyfN4+dP1V04ujigg4EqrpVRKbiLE5TCNyjqhVf0cVxpqpuEZFmwDQRWa6qxUbouMFhIjhVQ9nZ2aG/y9T4K+rFuwEDBsCnzudWq1paqSOca1StUmw0KcDo/h2Y+NUaWjSoWeq8QwMGDCBn/xJW+E2IF8htAzvxVBkD/MrzxvW9eXvOxlIbZMty4zkdS8w2G4yLTm/JvRecTJ8AE/Bd17cdR/MLue/SU3nhHueudPHYwZw6NnKzu698ZCiFqkGP1I6UL/8vu9QxFdnZVk1bEb179eSk9MiOYg86rIjINKA30A24AHhCRB6LRCJUdYv7ewdOdVOkShpJ6bYAozSD9cZvevPOjeH1SFg2bghf3zWABrWcwTa+U3W/f8uZAPTymU7AM8PoyS3qFzvP+EtPpX7NwPcgbRrXYuH9g/np4aFA8Rley+oWWJ7qaVXo17EpT15xRrGeIu2a1OalkUVVpisfGVri2Cm3nsWYoV3o1b4x1/Zpx4Sre9ChaR1WPTKUZvVq0MWnC+JTV3Qv/r5Vq9CsXvGJ1Vb/+QLWjR/Ggxd3Y/yI0xARzjyxCd3bNKSez0Cma/u0A0rOaXXh6S1pH2AKZ4Drz27Pk5d3Z8LVPfjp4aFUS6tC9bQqNPWb3C3S7hrSmWm/7+99Xt7AuvGXnkq3VvXL3McEFuR4wJCEUjX0rKq+7z7eKyL9cEoHFSIidYAqqnrAfTwYeKii5002z17Vg1vecEbQ3j6oE60a1uL12RtYuHFv0OcYdloL+p3Y1LvqmEegO/1r+rTlpuwTS5yjTePavDSyJyMmfMtlWW28A7S6NK/H3UO6MKJHK3r92bn77duhCRNyVnP92R146oru3jvdy3u24byu6d5FeIZ0a8Grs9Yzbng378UPYMLVPTitTUPOHP8FULL7YSge8xsd26phLTbvPcwro3rRvmkd/jLiVLq3aVRs8XSPE5s50w6/NboP4EyD4JmXaPZ9gwBnDYsGtavRqmEtLu7eirfnbOSu/y2iWppQpYrw8PBu9MxoXGpf+dd/08f7+Nsx57J9/xHvWhBZ7RoxZ10uQ05pztSl2xjZrx2rdx7kLr8eNEMyqnL3kC5UTSt+fycizP3jIN74fgMrtu3n1SBKXx5LHzyfqmlCQaHS9f5PufO8k/jdwE7c/8ES/u2ep3f7xtycfaJ38FybxqXPHOtxRa+2XNGrbcxLBlUkuAWZ4lmg1fwqfM5gd/QJAp7n+ao6LgJpSAdmishCYDYwRVVjW46NgT9fcmpI+7duVIsWDWoCkN35BIadVjQhmohwWc82/HZAyQu1x89OKzmB2k3ndATguN8FdcI1zhQFv+xbdBE+u9MJpS7Ok9muEe/e3I/fnuu8f8sGNRERbsruSLP6Nb379T/pBBaNHUzfjk2K3emKCE3q1qCDO697345NWDd+WLEgADD01Ba0aliLET1aM+jkZmQ0daaNuLZPOz6+9WxeHlV88R/PxHm1qxf1Gx/mXrBrVC3+p/7OjX157ppM75315T3b0rl5PW9vjH4dixqxq7nLp4lIqb01urasX+zzuqh7S67u3Za7zndWc72mT7tSg4C/lg1rcUbbRpzgliSGdmvBuvHDeO7aTNaNH0Zmu8ZcltWGFQ8P4fxTnMbX/97Ylyu61CgRBHxd1bttscFk/72xL89fm1nq/uOGd6NOjarUqJpG7epVWTd+GL9zS6N3ntfZu99rv+4dVL4CefCiU7zfQetGtbgsy5mOwVOyfHh4N+9j3++1NGVNCVItTVjz6DBe+3V0Kxxuzu4Y1fP7r+URCUGXCETkAEXTYlQHqgF5qhp+eR1Q1TVA6JOZhOGk9Lr8tD1SzRqhuap3W+59L/iphGfe7fxB5x48Ru0agf8Byur6++dLT2Xyoq1++zu/W/pd4M856QSeuqI755/S3HuXd9aJRYvNPHBhV85oW7wPeA/3+au/6lWsasRfWXO2BMt3rhvfxUy6Ut/b/vCvX2bR/6SmXN6zDS0b1qL7g5+hwKMjTqVL83oMOrl4b5WWDWuV+Bw8vr5rAE3r1qDf+OnkHjoe9Nw8vmpWS+OREIO/v3O7NOPN6/vQp0Pg0bw1qqbxt1+czkWn7yIrozE560I7f1ZGY++Eb5f2aMW7852p1q/p05aR/TLKnE21Qe1q3HBOB57/cg3V3Kk4y1vxLpDr+mXQvmkdfvnSbK7u3Y6bsjvy15873/eBI8epW6MqQ7o1J+vhzwOW1kadUp2Xlx7z5qFFg1osHjuYBz5cyhltGtKrfRO27T/CdS/N5vZBJwHQr2PghZQq6tFLT+W8ruk0rVuDf+aE3p4UrGiUCEJpLC72VyEiw0mwuvxr+rTj/g+Wlr9jBdyc3bHcP4KmdauzKy+4XiKNAkwv7eGpsgjEc9H3VIFA0WpebRrXZsH957Er7yh1alRFRLi4eytUlXo1q3LXkC7FJvoadWbpy06cU8o0wWWlrSL8FzKZ/Luz2LrviLf9wNMe8dg5tTjp1Ezq16zmvYsNlmexng9uOYsfNpa+9nK0iQh9O5bdvbZ+zWrFSovB+P7egd5qtqZ1a3jbTC7PasOyrfv5Zd+MoILfPUNP5p6hJ3ufe9ohrg9xYaD+J53AG9f3pnf74nn1lCI9KUmrIiwfN4TVO/MY9rTTvbNXi6pccHYm6fVq0tZdva9ezWo8fll373k6N69XrF0oEjfUD1zYFVV4aHLRNCZX9mpb8RP7GHVmRrFZez3CuTEpT9h9kNyqorKnZowzV/SM3Bf13s39Am7vEMQydqXdyN97QZeQ0uD7XlNvP5uv7xpAB7eY3aBWNcZfeirv3tyPZrWdPxzfWRMb1nbmz/ddCUxEWDz2/BJVNKFaeP9gJv/urAqdI1hN6tYI2IjcpFYVTm1docIqbZvU5uLurSp0jniUXr9mwCVKe3dowsgz24d9oalTw6k++qU7gjcU/To2LbXKw1Md17xBLWpWS+OUlg28f+eCs96BJwgEQ0T4+y9O57lrSs7aeveQLkwa3afYttn3DSyx36gz2/Ors9rz6e39ubJXG27oXzz4+XYauOO8k4JOm68HLgw8UrlSG4tF5FLftABZhLY6Y6WLVImqW6v6JapKPEb0aMUf3BXMBnQ+gRk+Q9OrVhHyC5XLerbxrsfra3T/jvz545KTVpVlzn2DOHK8wPuP/e7N/di23+mqeYV7h3JCLWHHIQ2wPHx0NKhd8eogYzwa16nOY784nf4+a2O/fn1vvl21m5oHSs7ZFIwRma1LbPtmzLkB28VOqFuDp67oTqPa1XlrzkZOb1N0g9G5eT0evfS0Esd4lufs1qo+tww4kVU78vj1We3JO5rPtn1HvKscAvzvpr5US6vCRc98E1Ta0yqzagi40OdxPs4spBdHNDVRVlbd2h8Gn8T1/TuU6G99cov6JeZIH+9+8fP+OIiHpyzjPZ9lLH0bE5+84gzvil7g1Etv2HOINo2K3708eNEpDHYb/R4e3o3WjQLXXQdq4zjBr2tiw9rVaVi7eHXS9afVYEPVNnRv0zDgeY2Jdz/3u3C3aFCLEZmtyckJLxB49GrfmNlr9zD5d2cFDAKeKiVPyTDUFdMEIa2K8PSVZxTb/sf3l3D4eAGrHhlaooH/ictPJy/AfEge0bj7DqWNYFQU3j+mAoWBy7Pa8NbcjWR3bkaNqiUbZSdem8k1L37vnaCref2a3qqIJnVr8MTl3b2BoKtff3lPf3uPE5vVZcOeQ1T368FyTZ923mLxNWVUy/z3pn7sCmL1MH8Na1RheHb4Yw+MSVZvje6DauTr3bu1asCVvdoyun/g9pKPbzubHzbkFgsC55+STkbTOlxyRsnSiq+yFsYJV7mBQET+QRlBSFVvjWiKoihQgWBAlxN45JJuJaJym8a1+PoupwmkdvWij6lry9IHwTRvULPU18CpN5y7PtdbbPQI9m+wfs1qEemFY4xxOF2CI3/etCrCo5eW3musfdM6JQYFPn9tcJMuR2oRHl/BlAjiZ6rAChIR/ti7Jg9/7zvdgZTZ9xrgX7/M5H/zNtPvxCYlRsn6esKnp0Ig9WpWY0DnZoBTH+kZKBXuTILGmNRT2vieiggmEAxS1WtF5DZVfSriKYg1v2uu/zX44eHd+OP7SxCfHVs3qs1tg0qvWjm3SzP6dWwSUiNpNL5MY0xkvHF9bxbH0cRzy8cNocufnPbLaNw4BhMIMkWkHfArEfk3fpdSVQ1uMc44UdXvM6zuVxo4u1Pog01eGtmz/J0CGDe8G8+HMZGZMSa6+nVsGrWBZ+GoWS2NX53ZnoWrNpS/cxiCCQTPAVOBDsA8igcCdbcnjHb1q3DbwE5ccGoLpv24rcSAqEi0wzx08Sl0KmNUpse1fdpVuM++MSY13H9hV3Jygl/VLRTlBgJVfRp4WkQmqOpNUUlFDIkIv3cHeJQ190tFSl++A2rq1ahK/VrWwGuMCd07N/ZlUQyqqELpPprwQSAYkW6PX/jA4Aif0RiTKnpmNKZnRuC5piIpLhavjyd13BkO/ccEhCsa84IYY0wkWSDw06x+Td65sS+nlDFewBhjkokFggBiURQzxph4EdkVkMMkIkNEZIWIrBKRMZWdHmOMSSWVHghEJA14FhgKdAWuFJGulZsqY4xJHZUeCHAWt1mlqmtU9RgwiQSb1dQYYxJZPLQRtAI2+jzfBJRYBFVERgOjAdLT08nJyQnrzfLy8sI+NlHFW55jkZZ4y3MsWJ6TX7TyGw+BIFD/yhLd+VV1IjARICsrS7Ozs8N6s5ycHMI9NlHFTZ6nTgGISVriJs8xZHlOftHKbzxUDW0C2vg8bw1sqaS0GGNMyomHQDAH6CQi7UWkOnAF8GElp8kYY1JGpVcNqWq+iPwW+BRIA15S1aWVnCxjjEkZlR4IAFT1Y+Djyk6HMcakonioGjLGGFOJLBAYY0yKs0BgjDEpzgKBMcakOAsExhiT4iwQGGNMirNAYIwxKc4CgTHGpDgLBMYYk+IsEBhjTIqzQGCMMSnOAoExxqQ4CwTGGJPiLBAYY0yKs0BgjDEprlIDgYiMFZHNIrLA/bmgMtNjjDGpKB4WpnlCVR+r7EQYY0yqsqohY4xJcaKqlffmImOBkcB+YC5wp6rmlrLvaGA0QHp6euakSZPCes+8vDzq1q0b1rGJKl7yPHLqQQBeGVIn6u8VL3mOJctz8qtofgcMGDBPVbP8t0c9EIjI50DzAC/dB3wH7AIUGAe0UNVflXfOrKwsnTt3bljpycnJITs7O6xjE1W85DljzBQA1o0fFvX3ipc8x5LlOflVNL8iEjAQRL2NQFUHBbOfiPwLmBzl5JhK9MqonizZvK+yk2GM8VOpjcUi0kJVt7pPLwGWVGZ6THRld25GdudmlZ0MY4yfyu419FcR6Y5TNbQOuKFSU2OMMSmoUgOBql5bme9vjDHGuo8aY0zKs0BgjDEpzgKBMcakOAsExhiT4iwQGGNMirNAYIwxKa5S5xoKl4jsBNaHeXhTnGktUonlOTVYnpNfRfPbTlVP8N+YkIGgIkRkbqC5NpKZ5Tk1WJ6TX7Tya1VDxhiT4iwQGGNMikvFQDCxshNQCSzPqcHynPyikt+UayMwxhhTXCqWCIwxxviwQGCMMSkuaQKBiKSJyA8iMtl93lhEponISvd3I5997xGRVSKyQkTO99meKSKL3deeFhGpjLwEQ0TWuWldICJz3W3JnueGIvJfEVkuIstEpG8y51lEOrvfr+dnv4jcnuR5/r2ILBWRJSLypojUTOb8AojIbW5+l4rI7e622OZZVZPiB7gDeAOY7D7/KzDGfTwG+Iv7uCuwEKgBtAdWA2nua7OBvoAAnwBDKztfZeR3HdDUb1uy5/lV4Dfu4+pAw2TPs0/e04BtQLtkzTPQClgL1HKfvw2MTNb8uunshrMyY22c9WE+BzrFOs9JUSIQkdbAMOAFn80X41w4cH8P99k+SVWPqupaYBXQS0RaAPVVdZY6n+q/fY5JFEmbZxGpD/QHXgRQ1WOqupckzrOfgcBqVV1Pcue5KlBLRKriXBy3kNz5PRn4TlUPqWo+8CXOsr0xzXNSBALgSeAuoNBnW7q66yG7vz2L5bYCNvrst8nd1sp97L89XinwmYjME5HR7rZkznMHYCfwslsF+IKI1CG58+zrCuBN93FS5llVNwOPARuArcA+Vf2MJM2vawnQX0SaiEht4AKgDTHOc8IHAhH5GbBDVecFe0iAbVrG9nh1pqr2AIYCt4hI/zL2TYY8VwV6ABNU9QzgIE6RuTTJkGcARKQ6cBHwTnm7BtiWMHl268EvxqnyaAnUEZFryjokwLaEyS+Aqi4D/gJMA6biVPvkl3FIVPKc8IEAOBO4SETWAZOAc0XkP8B2t7iE+3uHu/8mnIjr0Rqn+LnJfey/PS6p6hb39w7gPaAXyZ3nTcAmVf3eff5fnMCQzHn2GArMV9Xt7vNkzfMgYK2q7lTV48C7QD+SN78AqOqLqtpDVfsDe4CVxDjPCR8IVPUeVW2tqhk4xecvVPUa4EPgOne364AP3McfAleISA0RaY/TMDPbLX4dEJE+bmv7L32OiSsiUkdE6nkeA4NxiphJm2dV3QZsFJHO7qaBwI8kcZ59XElRtRAkb543AH1EpLabzoHAMpI3vwCISDP3d1vgUpzvOrZ5ruxW80j+ANkU9RpqAkzHia7TgcY++92H09q+Ap+WdSAL54K6GngGd+R1vP3g1JcvdH+WAvcle57dtHYH5gKLgPeBRimQ59rAbqCBz7akzTPwILDcTetrOL1jkja/blq/xrmpWQgMrIzv2KaYMMaYFJfwVUPGGGMqxgKBMcakOAsExhiT4iwQGGNMirNAYIwxKc4CgTEJSkSGicgiEbmvstNiEpsFAmMS1yicUccDKjshJrFZIDAmCCKSIyJZET5nQxG52ed5trjraZSy/39FpIPPpsk4Uwts9Nvvc9/5640pjwUCYypPQ+Dm8nYCEJFTcOadX+OzuS7OqNQGfru/Fux5jQELBCbBichdInKr+/gJEfnCfTxQRP4jIhNEZK67+tOD7mtDReRtn3Nki8hH7uPBIjJLROaLyDsiUjfAewbcR5xV4x50ty8WkS7u9hPEWWVqvog8LyLrRaQpMB7oKM7qY39zT19XilZhe92dNwbgakrOHXM1cBNwhl8J4EOc+YmMCYoFApPovgLOdh9n4VxIqwFn4dwt36eqWcBpwDkichrOlL993An7AC4H3nIvzn8EBqkzxfdcnJXvvILYZ5e7fQLwB3fbAziTIfbAmSm2rbt9DM5iM91V9f/cbWcAt+OsRNUBZ3Zd3N/eqdZF5ESghqouxQkQP/e8pqq5QA0RaRLE52eMBQKT8OYBme5srEeBWTgB4WycQHCZiMwHfgBOAbqqsxLUVOBCcVbCGoZzMe2DcwH+RkQW4Mz62M7v/crb512fdGW4j8/CmSIdVZ0K5JaRn9mquklVC4EFPudogbMwj8fVnnPizFZ5td95duDM6W9MuapWdgKMqQhVPe6uRTEK+BZnZtIBQEfgMM5deU9VzRWRV4Ca7qFvAbfgzP8+R1UPuNUw01S1rGqV8vY56v4uoOj/K5SF04/6PPY9x2GftANchbNwi6ctoIWItFFVT8NxTfcYY8plJQKTDL7CueB/hVMKuBHnbro+zkpm+0QkHaerpUcOzsI21+MEBYDvgDPdahfcefFP8nuvYPbxNxO4zN1/MM702QAHgHpB5nEZ4HnP3jhVUK1VNUOdtTj+gtsu4Aa05sC6IM9tUpwFApMMvsapOpmlzipeR4CvVXUhTpXQUuAl4BvPAapagNP9cqj7G1XdCYwE3hSRRTgX/S6+bxTMPgE8CAx2q6iG4qzHe0BVd+NUMS3xaSwuzRSc9TbAqQZ6z+/19wDPso6ZOAuil7XkoTFeth6BMVEmIjWAAlXNF5G+OOsudw/xHLWAGThrVReUs+9TwIeqOj3cNJvUYm0ExkRfW+BtEakCHMOpjgqJqh4WkQeAVjhLOpZliQUBEworERhjTIqzNgJjjElxFgiMMSbFWSAwxpgUZ4HAGGNSnAUCY4xJcf8PSwrmHmTWXWEAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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QMQeD/5UT03HfL3NujarENa1PuADx4U+/8psjD4n5M5Ipnkfg5UCVXGjIN/AtFkEjJHEaxr5dvIVR781lxBPfMfDBb4L2j3pvLic+XNwItnLrXmatrtrzQh165wRufOunmI8vrXH/YEERK93pTd6btY4Hv1jEHR879fh7DxTw3dKt5B4o4JGvlpBfWBT0u3z0qyWMem9Oic8c/YFzk+t190R63/sVHUZ/xt4DBVzz6iy6jimuQd21L58/vfkTH/7kBJjJS7awbkce/5q4BICNu/Yz/LEpTF3hdJMc+ojTG+bBzxdyxUvT+e2zP7L3QAH78wtL3Kx25ZXenpFfWBTTU/DxD33DkfdMZOXWvVz3+myGPjLZv09Vue61WTz1s/MkPOT//hfUIJsIa7c7/w85izdz/jM/UFik1HSDbH6RMmjsN0EzD6zcupcj750YFLTnrN3JHR/N47xnppb4/M/K2fUz8MFj5Lip7I3QBpII/w2oMjrnqfBTc8Tqm0WRq+oqWjwliduAH0TkR8DfH05Vb0x4qirYgYKimI8NnZdllDuTY6QGOAgOLL6nktCeIrkHCqifXpM7P57HK1NXJ60nSVGRsmnPflo1rBv12G25B9i+9yBds8I/mQL+G3jHgCdFcBaLf/K38aUt72DJxs5utxfftH0/6x+Wb+O1aatLNPoWFhUFfYaveuKeM0pOVhxaZfDp3PVMWrgJgMUb9/Drzjzen/0rn83dwCdz1rNyy96gJ1SAD376NWw+Am8Wb/y4hvs/X0inZvUYd2k/2jXJoHbNNNbvKu4TX1BYRJoI789eR9esTHq3bUTXMV8w9NAWPHdZ/3CX8FvvVoWEPu2On7OeG98MH6hVtUSPvfzCImqmiX/7jFXbS72uzwc//crQw7L8VbJTl2/z/14KA6rlfly5nQ279vGaWwWza19xkDzzSacX1fa9B7l7/PyIPZbKYuKCTf7X01Zs5/tlWxl2eEtmrNpO3sFCTuwW3DX17vHzy90hIZzMOjWZdfvJQX/PlUU8QeK/wDfAL0Dsd9VKIBEjAtdsDy5hhPaazX74W16+snguxG8XbWZwj+L62j+/9TPPXdYv7ND9RHr6f8t5+MvF3DC4C4emlf6kOuzRyWzbe5BVY0egqhRpyf7bvpvTgntP4dLnp9O6cfTgE+rXgFGns1bvYGfeQYYcGrl+f2vugbC9gp6M0JB81/iSx4Z2S/zb+8VVKKc85jyN16pRnNfQABGr+z93eset2Lo3YlfILmOCbxxL/nEqAJMWbmZ/fiErt+7ll3W7WLJpDw3q1uLGIV15bdpqlm4K373z/yYu5t8h6b38xen+14fd+SWTbjmR1o3q8u3izVzx4gz/vpm3D6VZ/XTOD/NUH0lgm93vAqbMeHvmWv/rf01cHFMJOpEBIpzPftnAIY3q+vMX+DD26859Sbv+7DtOjlqN6VXxBIkCVb05aSlJoUTP337J8z+WaNxctS2P4Y9N8b+/a/z8oKfJSQs38eL3xfWuwx+bzO+P68j5bnvGlKVbuOT56Xz8x2M5sm2juNIT+OT48JeLAfjPt8tokSG07Ladvu2bsH7nPjbvOUDvgM/etveg//Ut78zhg59+ZfkDp/HLr7u4/7MF3PWb4mEyh93p9OKYGXAjKCgsYs32PCYu2MQlx7Tnb+/P5dO5G1h033A27z5AVsN0aqal8fuXZ/rP8ZXUzjmqNV2ySvaLL4t3Zq6LflAYob/DihIYTHrcMaHE/hsGdym162xogIDi2Y0B9uUXcuzYb3jrmmOCAgQQ1N6WSF6pYv345/V8HNDltMPoz+ielcniCAG3vI5s05B3rx0UNUD0atOQuevi7z0ZKFnjjOIJEt+KyDXAJwRXN8VWLvWwn9bsTOjnRZpbZl9AF7012/MY82HwP/o9nyzwv160cQ9/fW8ueQcL2ZZ7wP8ke+aT3/uffjbs2seT3y7j3jN6kuY+4ee7VRfLNudyymOTueq4jjz33Uo+ueE4jmjTMOh6m/OUc5+eyqqxIxg01mlLmX3HyazbkUevNo2CjvVVrfxr4mKeznGe2E//93el/hwCn5DfnrHWXzUVeON78fLw1SmRqnKqg9BSaahoP/dYjRw3LSGfU9klK0AANM+sE7X34w+jT2L9zn0l2mRe+j56Y31FiCdI+GqYbwvYViW6wK708LoPd42fX2Lbpt37GTd5Bc+7PT4GdmrGiF6tAOg65gu6Z2Wy351KwNcr5MJxU1lw7/Co1+v7j69QhfevG+TfFjglgy9AxCvSz/iKl2aE3V7ZvXhFf/q0a8yR90xM+Gcv2OCdyd9M6R4694ig91cf35FnpwTf/A8WFIXtunF3wENjLJJV7o25kkxVO4b5qvQBApyn78rk6Ae+9gcIgG8Xb6bD6M/8c9gs3rSnRC+svIOF/ClCQ+YNbxTXKftKrIEN9F7uw+0Fc+4cFvT+2hM7M7h7CxrWrUXdWsVdPW8Y3CXouPevG5j0tH38x2OTfo3ymjFmKO2aZJAe4Yn7yIAS8O0jDq2oZCVE0/rpQe/HjDisxDEtG9YJO+j21J4t47rW16uT03Mr5iAhIn8UkUYB7xuLyPVJSVUF89r87fF6b1Zsde6fzCk5/B/g07mldzOMdVBQZXHFsR04oVvpE649cPYRpe4HGNS5KavGjqBhRq2gtpymAYP+Zt4+lFd/P4BP/3Qct57SneuznWVZ7jurZ1zjFTLrxFPoh/E3HMukm0+kR6tMGqcLlw1sz8J7h/Ppn47jhsFduHVYN04+LIt/nBV+mfpeATfmwFJlLB4f2bvEEzTAG1cfzZ2nF98kT+jWnGd+15fmmelMHjWYr/5yYolzTu/VirvPKG77Or5r8xI9kkrzxU3Hx5X2irb4H8OpU6tGie1nH9WaJy46Kq7P+mxl4ntlQXzVTVer6pO+N6q6Q0SuBp5KfLIqltcWHjeJc3qvVkFBcFT/OlzvNrjf+OZP/nWGm9VPJ71mGr/udDoT/PbodhzXpRlbcvezfMteRr3ndL99+uI+ZHdvwbWvzeKO04ufaj/647Hszy9k3OQVXDaog397vfSaHN+1+KZ2w0ldqJkmXNivbal11c9e2o+rX5nJiF6tGNy9Bef1bcOt784J+0Dw7rUD6de+MXd8PI/XpjlzHAW2KT06OIPsbCcY9GzdkJ6tg9umfI3gi+5zqiMPFBRRp1Yac9buokuL+jSpV5tVY0eEnW010GUD25NeqwZn9m4NwGlHtOKIu53qNl87Wo+WDbj3U6ca5YSuzRge8LQc+H/4yAVH8vCXi3ngnCNoEDL5XbR5of5wQif+O3kFPVpmcmirBvRs3YC2jTP4wp0C5I2rjua3z/1ImsAbVx+DKjz85SL6tGvMGb0PYWvuASYt3Bz3fFFZDdLZtDu+2XLT3UGFDesG5/HRC3vH9TkAXRsnp/dUPEEiTURE3SZ0EakBRJ8noRKo5AWJlGrVsE6JaQuSyXcDCHXTkK5cfUIn5qzdycXPFXfD/Ptph/qDRN/2jenWuPif+O4zDmf++l2Mu7Qfnd2Rvm9OX0Ofdo0BaNc0g3ZNM+jTrjHjf17P5YOcKR+AoO7MPnVq1eDGIV1LTX9G7ZrcPKy7//0Po0/i+tdnc3qvVpzbpw0v/bCKE7o1o2/7Jsy6fSiNMmr7ux2f37dNUJB49MIjObFbC5q4JZem9YKrNmL14DlHcETrhv4nWt/3AR2bBB338Hm96JaV6R/XEOqeM4NLJeFmNg3sQR06fXZawM5z+rThnD7F03V0bl6P5e6UOdsDet0Feu33R9OqUR06N69Py/z1nH3yMQB8+ienNPH4pKW0bVKXQV2a8f51g+jRMpN66c4t8IPrg6vlTuqRxcZd+/lm0WZaNqjDxt3O3/h9Z/XkjpCeZbVrpnGwoIinLu7DuU87jc//PLcXLRvWCZvOcLq3zOTINg2Zs24XdWqV7WYfJXaWWTxB4kvgHRF5BqeN5FqgZP+8SijSdBAmulMOb8mF/dty6uNToh9cTg+f14vjujYLChKL7hvOuzPXMnJAO2rVSKNFZvGN0vf0Ov3vQ6hTuwYN6tQiJyfHv79Jvdp8fUt20DUuGtCuxHVFhNeuOjqxmXEd0qguHwW0GwROcRFan310J6d6a39+IQcKiko8ffpEC1ShwuU5nPNLmV6mXu2SVSalaVi3VonpQ7Iy0+nRMpNbA4KoT+D4nEcv7M2F/53K238Y6O/p9fpVR3Nsl+IpUDo2rOGfbsXnpqHFP5e+7RtHTaOvS+n9Z/f0d9M+t0/rEkHiiZFHBZWI2japywX945+K53fHtGfOe3N56NxecZ8Lzgj3ZIgnSPwN+APFU4dPBJ5LRqIqmsWI2HRsVq9EL6VRw7uTUTv4zyiwiiczvSbHdW3mL+pH88kNx7Ft7wGmLN0a1DjvEzpSvE6tGlwSMDmib3R4YLBo0SD2J7rKoE6tGmHrsY92n/wHdGhSYl8ivfOHgazfuY8/v/0zR3dswo8rt3NIo/gHUYaqWSONCX8+odRjFKVn64bMD+mp165J2eajKv1ajsBqsIzaNbk+uzNPBfTyCwxgs24fGvZ3EyhS1d15fdvQvmk9+neIHsDC6dIovkAdq6hBQkTG4UwJPklVnwaeTkpKUqiyN1xXlHvPPJxLnp8etC0wQDStV5ttew/Sv0MTf5CYc9cw0tKE4Y9NZtHGPYy/4VjaNs5g/vrdNMqoFdTnf2T/tv6xHDsD5ja6dVg3/jVxCa1jvBH9MPqkiE/ZVdmgLs2Yd88p1E+Pr5E7Xr5qqL7tG9M8M50v52/kmE5NYzrX90AWbzugRJkXoWaNxDcs+tMa5dqBVWihpb94iEiJKr54DGiVnN97LJVfLwBHAp+LyNci8jcROTIpqUmRiu4C+9TFfUrd38ad2qJD0+KnozN7J2dGyD+cELkX83OX9gt6nx4wc+ebVx/DGwFVMMsfOI0ZY4YyZdRgLh1YvNKar57ZN+K7RprQuF5tjuvarEQDauBI8sD8Xp/dhfevG8Qgtzph1dgRPHxer4i9bg5pVNdf11zdJDtABGrbJIM6bkN1VoTSmm/8jk8tt7G+eynzgYXja79okhG+GbR5OW7OkfgfHSXCdldaGXq+PPO7Poy7pG9ZkhVRsvrfxLLo0DRVvVtVjwcuANYAt4jIzyLygohckKS0VZhucf7BRnJGwNS+5/Rxeni8cuUAFtx7StBxRar+6ZRDTfjz8Xz3t5NYNXYEOX8dzEtXOCOSbzm5ZD1tOMd3dW6kPVs38G977tJ+rBo7gpUPnsagzk15/7pB/sax0af2CDr/hG7NmTJqMDPGDGXoYVn+dDatV5sjAm7qAzs39d+0wbn5p6UJbZtkICKcH7JGQPH02sH5DvxHCWwb8gWVNHECTWgd8vn92sZUr2xS68nf9gmaH6l+ek3evPoYxoU8gEQzangPpt52UsSqw5pJmBfJ9zcb7eabFueU+ADDe7Zi2OHxjYNIlbgeO1R1G/Cm+4WI9MVZxrRSa1q/fJ20erZuwLxfd/Pbo9txycD2TJy/kdGnHsojF/QucWynZvU4vktzlj1wGte8MpMuLerTs3VD/yRpnZoFz1eU3b1FxBlhbxzSlZtP7uav37zrN4dx0YB2PDZpKTec1IWedznzKZ3oPoWJCG9c7fT4WHTfqeTk5JSYDfSBs4P778+5axhK/E+oD53bi/sDxhr4qvRCg8Sww1ty8dHteP3HNSV6mU26+UQa1K2eJYKqbGDn2KqmAtVIk5hmLk6GaGvclyFGJEWykhHPynQ3AS8Ce4BngT7Abap6f5LSVmEiFZVjlVGr+MfYv0MT+odpOHzioqN48fuVfBjQ1S7waeqNq44mvVZaXKvctQ2ZcfWKYzsCJUsHscw+2S2rPhPDDGYKrbb5fvRJ7IlhKuW0NKF2wH+Pr5QQLim+/8HQCcq6tEjMBH+mamvbJDnBo7hNwnlgWbwx/BxPNTwy0CpZyYinjHalqu4GhgEtgCuAB5OSqgp2Yb+23NA7nYwI3fjO7RN5eUWAzu7NrFGE1dLAqYr68PrIUyQM6uL0jY8m8B/ivFKWfQSn3/g3t5S88YdaNXZE2AARTutGdenRskH0A0P4ulk2zywZkH2li0QsNWmql2m3DeHzG5Mzqvo6d3T8Ea0b0qVF/RLtKz7RShqJENo+CCUfBlNekghIw2nAi6o6R5L80xGR4cDjQA3gOVUdm4zrpKUJ/VrW5NaRQ/1VN/86/0hufddZ1eyeMw8nu3tzRhzRitd/XM2RbRvx+KSlfO2uHnXXbw5jxBGtynTzjMf0vw8hI70mY79YyI69+VH/OI/rmtylM+Nx1fGduOr48I3k3ngOM5VRPAPW4nVsl2YxLf5VEdVNQ8Osnx5ayk/W3TieIDFLRCYCHYHbRCSTJC4+5I7ofhI4GVgHzBCR8aoa39SIZaSqHNG6IYs27qZ+ek3/erO+Pvl/ObmbP0jUqVWjQm7Ivka7f5wVPC/Os5f2CxoXYIxJntBxVfGu5V7ZRK1uEhFfIPk9MBror6p5OFNyXJHEtA0AlqnqClU9CLwFnJnE6wHFVUsKfPKn41h6/2lhj+vZuiEjyzCqMhlOPiwr7oWIvMQqmUxl1N7tot6+ab0oRyZJSLRKZXXTNBFZhzMFxwRV3Qn+nk7bkpQugNbA2oD364AScyO4CyFdA5CVlRU07UI8cnNzycnJoX+9ImZkppGxfRk5UdZOGN4Uhg+vV+Zrppovz6n266/OfErLli0jJz+5M856Jc8VyfKcWGvWOHNH9W+Szz396zF/VuxLvcbr9E61mLQ6P2xeliwNnsI/Ly8vKXmOGiRUtZ+ItAdOBR4TkdbAdzijsP+nqvFNexi7cIGxxEOnqo4DxgH069dPs7Ozy3SxnJwcfOeOjF4NWSUE5jmVvtk1D9aspmvXrmQHzKCaDF7Jc0WyPCfWtH2LYOVyOnXuRHZ2l+gnlENQFiYET+XRrWtXWFC8KFm9ehlJyXNMvZtUdbWqPqOqZwGDcJYwHQpMEZHS5w8uu3VAYH1OGyD8ggimSkjWGr3GJJJ6pII0NBVe6N0EgKrmi8hPwFZVHeWWLJJhBtBVRDoCvwIjKV5C1RhjDNCjZSY9WmbSuM7OpHx+PCvT5YhIAxFpAswBXhSRR1Q1KSvWq2oBcAPOFOULgXdUteSCz6bKqIj+5sYkSrSJ/5LNN66od9tGPDbyqDLNIRWLeEoSDVV1t4hchTNO4i4RmZuUVLlU9XPg82Rewxhj4uKN2ia/ZD9cxTPiuqaItMKZ5O/TJKXHGGNMDDq5qykGrkeeDPGUJO7Fqfr5TlVniEgnYGmUc4yJytqrjYnfsV2a8dVfTkj6HGcxBwlVfRd4N+D9CuDcZCTKGGO8LtVNaELxSozJFM8ssE+E2bwLmKmqHycuSaa6SfU/mzGVUUX938TTJlEH6I1TxbQU6AU0AX4vIo8lPGXGGGMiqqjegPG0SXQBTnK7piIiTwMTcSbg+yUJaTPVhLVJmMqkuv25xlOSaA0EzmRVDzhEVQuBZE3NYaoRq3YyxnviKUn8E/hZRHJw2kxOAB4QkXrApCSkzRhjTIrFFCREJA1n1PMgnCm8Bfi7qvrmUvprcpJnqhOrdjKVSXUp+MYUJFS1SET+T1UHAtaTyRhjqol42iQmisi5yV6y1FRf9pdlKoPqNltxPG0SN+M0VheKyD6c0paqanIXdjbGGA+qLg81MZckVDVTVdNUtZaqNnDfW4AwxpgKkKoliuOZKlxE5Hcicof7vq2IDEhe0kx14ZVFXIzxsrevOYbZd5xc4deNp03iKWAgxQv/5AJPJjxFxhjjYalqkqhTqwZN6tWu8OvG0yZxtKr2cVelQ1V3iEjFp9hUOalevMUYE1k8JYl8EamBOypdRJoDRUlJlTHGGE+IJ0g8AXwItBCR+4HvgAeSkipTrVibhKlM2jbJAKBlw7opTknFiGc9iddFZBYwBKf761mqujBpKTPVjlU6mcrgkmPa075pBid2a57qpFSIeNokUNVFwKIkpcUYYzwvLU3I7t4iZdf/+pYTWbllb4VdL64gYUwyWaWTMdF1bl6fzs2Tu2RpoHjaJIwxxlQzFiSMZ1ibhDHeEzVIiMh2EXlORIbY5H7GGFO9xFKS2AL8DNwLrBORx0XkmKSmyhhjjCfEEiT2qup/VPVYnGk5fgWeEpEVImLjJEy5VbOZl42pVGIJEv4qJlVdo6r/VNU+wKnY2tbGGFOlxdIF9ttwG1V1MXBPYpNjqiNr6TLGu6KWJFT15opIiDHGGO8pVxdYEbkzUQkx1Ze1SRjjXeUdJ3FVQlJhDFi9kzEeFLVNQkR2R9oFVI9pEI0xppqKpeF6J9BfVTeF7hCRtQlPkam+rN7JGM+JpbrpFaB9hH1vJDAtxhhjPCZqSUJVby9l398SmxxTrVmbhDGeU6aGaxG5O8HpMMYY40Fl7d10RkJTYYwxxpPKGiQSUi8gIueLyHwRKRKRfiH7bhORZSKyWEROScT1jDdZc7Ux3lXWlen6Juj684BzgP8GbhSRw4CRwOHAIcAkEemmqoUJuq4xxpgYxBQk3Cf5s4DWOA9+60XkY1WdUJ6Lq+pC9/NDd50JvKWqB4CVIrIMGABMLc/1jDdZc7Ux3hXLYLrHgG44XWHXuZvbADeKyKmqelMS0tUamBbwfp27LVz6rgGuAcjKyiInJ6dMF8zNzS3zuZWVV/K8fr0zmfDSJUvI2b8yqdfySp4rkuW5ekhWnmMpSZymqt1CN4rI28ASoNQgISKTgJZhdo1R1Y8jnRZmW9iqa1UdB4wD6Nevn2ZnZ5eWnIhycnIo67mVlVfyPHHHL7B2DV27dSP7mEhDchLDK3muSJbn6iFZeY4lSOwXkQGqOj1ke39gf7STVXVoGdK1Dmgb8L4NsL4Mn2MqEat2MsZ7YgkSlwNPi0gmxdVNbYHd7r5kGA+8ISKP4DRcdwVCg5Qxxpgki2XE9WzgaBFpidMuIMA6Vd1Y3ouLyNnAv4HmwGci8rOqnqKq80XkHWABUAD80Xo2VX3WFdYY74m5C6wbFIICg4j0UNVFZb24qn4IfBhh3/3A/WX9bGOMMeVX3vUkJiYkFcZgbRLGeFEsXWCfiLQLaJTQ1BhjjPGUWKqbrgBuAQ6E2XdRYpNjjDHGS2IJEjOAear6Q+gOmw3WJIKtNWSMd8USJM4jwngIVe2Y2OQYY4zxkli6wG6viISY6svWGjLGu6L2bhKRT0TkNyJSK8y+TiJyr4hcmZzkGWOMSaVYqpuuBm4GHhOR7cAWoA7QAVgO/KeUOZiMicraJIzxrliqmzYCo4BRItIBaAXsA5aoal5yk2eqE6t2MsZ74lp0SFVXAauSkhJjjDGeU94R18YkjFU7GeM9FiSMMcZEFHOQEJEWYbZ1T2xyTHVmbRLGeE88JYkpInKB742I3EKEGVyNMcZUDfE0XGcD40TkfCALWAgMSEaijDHGeEPMJQlV3QBMAAbijJF4RVVzk5QuU61Yi7UxXhVzSUJEvgI2AD1x1px+QUQmq+qtyUqcMcaY1IqnTeJJVb1UVXeq6jxgELArSeky1Yq1WBvjVfEsX/pRyPsC4L5EJ8gYY4x3xFPdtIfiyuPaQC0gV1UbJiNhpjqxNgljvCqekkRm4HsROQvr3WQSSKzayRjPKfOIa7f66aTEJcUYY4zXxFPddE7A2zSgH1ZPYBJI7c/JGM+JZzDdbwJeF+DMBntmQlNjjDHGU+Jpk7gimQkxxtokjPGeqEFCRP5NKdVKqnpjQlNkjDHGM2IpScxMeiqMMcZ4UixBYqiqXiIiN6nq40lPkal2bLEhY7wrli6wfUWkPXCliDQWkSaBX8lOoDHGmNSJpSTxDM7sr52AWQRPtKPudmPKzBYbMsa7opYkVPUJVT0UeEFVO6lqx4AvCxDGGFOFxbOexHXJTIipvqxNwhjvKvO0HMYkmlU7GeM9FiSMMcZEZEHCeIZVOxnjPRYkjDHGRGRBwniGtUkY4z0pDRIi8rCILBKRuSLyoYg0Cth3m4gsE5HFInJKCpNpjDHVVqpLEl8BPVW1F7AEuA1ARA4DRgKHA8OBp0SkRspSaYwx1VRKg4SqTlTVAvftNKCN+/pM4C1VPaCqK4Fl2FKpVZY1WBvjXfEsOpRsVwJvu69b4wQNn3XuthJE5BrgGoCsrCxycnLKdPHc3Nwyn1tZeSXPGzYeAGDx4sXk5K1I6rW8kueKZHmuHpKV56QHCRGZBLQMs2uMqn7sHjMGZ7W7132nhTk+7POmqo4DxgH069dPs7Ozy5TOnJwcynpuZeWVPE/YNhfWraV79+5kD2iX1Gt5Jc8VyfJcPSQrz0kPEqo6tLT9InIZcDowRNVf8bAOaBtwWBtgfXJSaIwxJpJU924aDvwNOENV8wJ2jQdGiki6iHQEugLTU5FGk3zWJmGMd6W6TeI/QDrwlTid5Kep6rWqOl9E3gEW4FRD/VFVC1OYTlMBbJiEMd6T0iChql1K2Xc/cH8FJscYY0yIVI+TMMbPap2M8R4LEsYYYyKyIGE8w9okjPEeCxLGGGMisiBhjDEmIgsSJuXUmqyN8SwLEsYYYyKyIGFSTqzJ2hjPsiBhjDEmIgsSJuWsTcIY77IgYTzD1rg2xnssSBhjjInIgoTxDJsy3BjvsSBhjDEmIgsSxhhjIrIgYTzDGq6N8R4LEsYYYyKyIGGMMSaiVK9xbQyjhvcgv1A548jWqU6KMSaEBQmTcs3qp/Pohb1TnQxjTBhW3WSMMSYiCxLGGGMisiBhjDEmIgsSxhhjIrIgYYwxJiILEsYYYyKyIGGMMSYiCxLGGGMiEq1Ck/iLyBZgdRlPbwZsTWByKgPLc/Vgea4eypPn9qraPNyOKhUkykNEZqpqv1SnoyJZnqsHy3P1kKw8W3WTMcaYiCxIGGOMiciCRLFxqU5AClieqwfLc/WQlDxbm4QxxpiIrCRhjDEmIgsSxhhjIqryQUJEaojITyLyqfu+iYh8JSJL3e+NA469TUSWichiETklYHtfEfnF3feEiEgq8hILEVnlpvVnEZnpbqvqeW4kIu+JyCIRWSgiA6tynkWku/v79X3tFpE/V+U8A4jIX0RkvojME5E3RaRONcjzTW5+54vIn91tFZtnVa3SX8DNwBvAp+77fwKj3dejgYfc14cBc4B0oCOwHKjh7psODAQE+AI4NdX5KiW/q4BmIduqep5fBq5yX9cGGlX1PAfkvQawEWhflfMMtAZWAnXd9+8Al1fxPPcE5gEZOKuITgK6VnSeq3RJQkTaACOA5wI2n4lzU8H9flbA9rdU9YCqrgSWAQNEpBXQQFWnqvPTfiXgnMqiyuZZRBoAJwDPA6jqQVXdSRXOc4ghwHJVXU3Vz3NNoK6I1MS5ca6nauf5UGCaquapagHwP+BsKjjPVTpIAI8Bo4CigG1ZqroBwP3ewt3eGlgbcNw6d1tr93Xodq9SYKKIzBKRa9xtVTnPnYAtwItuteJzIlKPqp3nQCOBN93XVTbPqvor8C9gDbAB2KWqE6nCecYpRZwgIk1FJAM4DWhLBee5ygYJETkd2Kyqs2I9Jcw2LWW7Vx2rqn2AU4E/isgJpRxbFfJcE+gDPK2qRwF7cYrgkVSFPAMgIrWBM4B3ox0aZlulyrNb734mTjXKIUA9EfldaaeE2Vap8qyqC4GHgK+ACThVSQWlnJKUPFfZIAEcC5whIquAt4CTROQ1YJNb/ML9vtk9fh1OlPZpg1OcXee+Dt3uSaq63v2+GfgQGEDVzvM6YJ2q/ui+fw8naFTlPPucCsxW1U3u+6qc56HASlXdoqr5wAfAIKp2nlHV51W1j6qeAGwHllLBea6yQUJVb1PVNqraAadI/o2q/g4YD1zmHnYZ8LH7ejwwUkTSRaQjTgPRdLc4t0dEjnF7BFwacI6niEg9Ecn0vQaG4RRZq2yeVXUjsFZEurubhgALqMJ5DnARxVVNULXzvAY4RkQy3LQOARZStfOMiLRwv7cDzsH5fVdsnlPdgl8RX0A2xb2bmgJf40Tkr4EmAceNwekRsJiA1n+gH87NdjnwH9yR6l77wqmfn+N+zQfGVPU8u2ntDcwE5gIfAY2rQZ4zgG1Aw4BtVT3P9wCL3PS+itOLp6rneQrOQ88cYEgqfs82LYcxxpiIqmx1kzHGmPKzIGGMMSYiCxLGGGMisiBhjDEmIgsSxhhjIrIgYUwVJCIjRGSuiIxJdVpM5WZBwpiq6QqcEdmDU50QU7lZkDCmnEQkR0T6JfgzG4nI9QHvs8VdEyXC8e+JSKeATZ/iTMewNuS4SYHrDxgTjQUJY7ypEXB9tIMARORwnHUDVgRsro8zWrdhyOGvxvq5xoAFCVOFicgoEbnRff2oiHzjvh4iIq+JyNMiMtNd9esed9+pIvJOwGdki8gn7uthIjJVRGaLyLsiUj/MNcMeI86Kgfe4238RkR7u9ubirC42W0T+KyKrRaQZMBboLM7Kcw+7H19filfge92dhwfgYkrOxXMxcB1wVEjJYTzOnE/GxMSChKnKJgPHu6/74dxkawHH4Txlj1HVfkAv4EQR6YUzLfMx7gSJABcCb7s37tuBoepMxT4TZ9VDvxiO2epufxq41d12F87kk31wZu1t524fjbOYUG9V/au77SjgzzgrkHXCmekY97t/SnwR6QKkq+p8nOBxnm+fqu4A0kWkaQw/P2MsSJgqbRbQ150Z9wAwFSdYHI8TJC4QkdnAT8DhwGHqrAA2AfiNOCugjcC50R6Dc3P+XkR+xpl9s33I9aId80FAujq4r4/DmcoeVZ0A7CglP9NVdZ2qFgE/B3xGK5yFl3wu9n0mzqyhF4d8zmacNRmMiapmqhNgTLKoar67nsgVwA84s8QOBjoD+3Ce5vur6g4ReQmo4576NvBHnPn7Z6jqHrdq5ytVLa2qJtoxB9zvhRT/78W+IH3x+aGfsS8g7QC/xVmUx9f20EpE2qqqrxG7jnuOMVFZScJUdZNxgsFknNLDtThP4Q1wVrHbJSJZON1FfXJwFi66GidgAEwDjnWrcnDXNegWcq1Yjgn1HXCBe/wwnGnOAfYAmTHmcSHgu+bRONVabVS1gzrrqTyE2w7hBruWwKoYP9tUcxYkTFU3Bac6Zqo6K7jtB6ao6hycaqb5wAvA974TVLUQpwvpqe53VHULcDnwpojMxQkIPQIvFMsxYdwDDHOrvU7FWb95j6puw6m2mhfQcB3JZzhrpoBTtfRhyP4PAd9Sn32BaW61mjFR2XoSxqSQiKQDhapaICIDcdbq7h3nZ9QFvsVZ37wwyrGPA+NV9euyptlUL9YmYUxqtQPeEZE04CBOFVdcVHWfiNwFtMZZ5rM08yxAmHhYScIYY0xE1iZhjDEmIgsSxhhjIrIgYYwxJiILEsYYYyKyIGGMMSai/wcEmH1zQmk+pQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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5pENlaIM3a+1+Fmyu5orDm0Rco6Kiwm9yePfd6TROs2nhgzDTVEVFBfvcXm9VApPTYy9PZeay1BeUzZg1N+5+r2ErvvPIO6zcUcNTpxZTWODt83l/dRW92hTSoTi0D1bxTRVrdgbqvSPKgqhHX3uPF7+q4sMvvuLSw5r4f9vfrAyY1xYsWEDFjq/921v31LB8ew39OoY+8vM3Okrk40XfUFGxkTGTncb/9yc1o10zR7arJu9kaJcirjki8veRCitWOHIuXbaMiorACK9yX6DRq6raF/LbfnvBOt6aOs3/+2tIz3MiKioqWF3pfOcFQDWwc9eukPplqr4JFYCqfh687fbofef91+M9BgD/p6ozReQRHHOPJ1R1PDAeoKysTMvLy72eGkJFRQWpnpttpm2bBytXADBo8BDatwg8eLNXbAE+8G/Hq1NFRQWdO7WF1d/Qs1dvmDc36jlXuXbvp244LVA4eVLgWPf90KFDadoosZlg4drt7K9Wx8NjcmKbejDl5eWO6WXK5ITjjaXV7YDoJiIvPLdgX+KDPLDWHQwcf6K3z6emRrnq9v84Mlx7LIO6t6VGlfe/3sgzkxPnVmp/UFf4agnN25ZQXt7P/9ueuWchLHOUe89evSkfFEjUN+zBCpZt3M2y+4eHzBWwaD3M+oT27dpSXn6s//t66ZtmTBwz2Jmonfwfpq/az7M/Oo10MGvvIlj6NaWl3Skv7+kv31i5F95x8jA0btyYD3eV4IQec5i+oz33jjoSaFjPc0yCnrHF63bAe9MpLCigurqGxk2bhtQvU/X15AYKICLfB+7GSQjvezYVp4cfj1XAKlWd6W6/jKMA1olIJ7f33wkn+qhB6GReuBdIsiaPArdH+nhFpJlj5979fLQ00AO//u+z+e0FR3FAs0ZRr+U1MfnpDzuLv96++aTkhE2Sr9ZnPrCcFwrdL2VfdU2EAvh26252V1VzSIcW/rJgj6fLn5pJ59bNWL3V+xxNdYwFbsGDj/CV1r7V0DUKwYM4n7mtKGzksmHHXr7ZvIvpi9Nv2vL9hj9duYV12/ewY08VnVsXc9cb8/3HbKzcxxPTQ8MiPPfRSm48uScdWzVNu0zBLFiznaICoWdJy4zeJxoBE1B27pfMQrCfAX1VtVRVu7v/iRp/VHUt8I2I9HaLhgNfAm8QyCg2GifxTN5TXaM888Fy//bnQatnIdLtKniiUlV5/bPV7KmqZuuuffzl8z288LFjQ125OTJ9w22vzuXaCYEe5+T5aznht+/ElC1ZO+yIh95N7gTgO3+ObnePxrzVyU2UHdu9bbLieMK32C2ayWrIuHcY/vt3ueuN+WzbVcXGyr1MdL8TH8k0/oB/MVq4mTh4QnzxuuiTpuEL7nzbhQUFIW6ZSzbs5MQHpnHHa/OSki0ek75Yw3VBv7dpizZw7G+mMuKh6Tz30QpPcz53/Ct98sTijEdmcMofpmf8PtEIzNllZw4gGQWwBEg1Ccz/Af8QkS+AfsBvgHHAKSKyGDjF3c57wn32v+9OjE6et5bSsZNCVtaC4y76uesK+d7XG7lp4mf8dvJC+t09hY/WxPclDp/sA9ixZz83TfzUv/2HIPe7bPwkP125NWMTft8/KWF/JSrjrxjo6bhoHjs+nvlgOUff/RZl977NXf/+MiU5fEx0PcDe+Dx2MN7gTkQw4Q3L/qARgM/Ftrb8dfpSJkS5/w+fn8PbbkiPcLzmMMjVSKfhI/ts1dOzCQi4DfhARGYC/llKVb0x0Ymq+hlQFmXX8CTunxe0aBL9K7n+OUcR/HHq1yHl//eC01j/9coyv8+455SGMexJr38WaFgembrY/z5boWozFQise/sWiQ+KwvGHtvd03B2vzeXJ0WWhNvYMs6eqmkfm7KH0iJ0xvbSCv7fwhsWnAHZVVaet13vffxyPotFDSj2f83uPfv71LaT3tt1V3DTxUx44/6i0mKZ832G29FwyI4AngHeAj3A8eXz/RhppVBTZeIQ8wDEegO89OyvpLLEbk/Tv/3DJJv75ycqofujTFq2ndOykpM0Z0Zi6MP3TQROuGUT39s1TOrd5kyLu+07iyOdTF67nqfeWsW579jKR9fnFZD5dX81Vf/uYtdtCv8+Vm3bx6pxVvDQ7EGHyoic+pHTsJErHTmLkY+/5v8vpX21I2wggEbVpw7PZ/E+etyZqkMFgXpr1DRWLNqQtjLPvs8mWCSiZEcB+Vb05Y5IYAFEXNn3nzwGvn3hPwJYkA5Ul21j7/PSnfLmOUw8/kIuOOZiTH6zggrIuzHft8Z+u3JLUNbNFx5a1c2G87NhuTFu4nrcXxFdO905awL2TFvD4ZQP4wT+yF9J4+aZdLN8UaqH90Qtz+GLVNi4N8gaa/21g3uTzVdu4+cUQJ7+08qdpX/PDYYdGlMcyA2Wb5Rt30rlNMxoVRu8H++JAxVvo559ET5N7tK/dz9YYMpkRwDQRGSMindwwDm1FJDOzanlMNM0fHO5gbpweye2vxfdrTxdvL1jvX4S2dONOHpi8yO9tdP9/FmZFhmRp3jiZvk50nhx9TOKDXLLZ+MfCl4uhrpTy7/4XPRbT9t2pRyqNFhspFdZt30P5gxXc5y6Ai0e8z89nQitIk9nPZwLKlhUxGQXwXdx5AALmn8ROy0ZSJBr5hU8C1xcWukvX02ECShfB8XCKm6QnzEGqE8l1wfY9ziKydORhHtyjHT/552dsqkw+LMjGyr0hMZa+3Za6ieyDJYEgd19+uz2lIHHvfrXBnzTnmQ+WJzTzhIzAw6iJ4UabKtme4vCsAIJcP7sn4wZqJEcmwi1kirmrAg9OtLj1dcUzVx/D2zcP5TffOdJflsoIQATuPOuwkLL2zdOzGtYrlxxzMO2aewvrkEk+XLqJ1z5d7fdKS4Z0JuCpUbj/PwtYu7OGMx+d4Z9wXrKhMm44jh17qvyhM0Y//TG3vhIYLZ/9x/dSlmeNO9/z9oJ1Ic9DqtS7cNA+ROSHItI6aLuNiNyQEanymGz1AGavSD5EdDjnPBZ4cLLo+JKQ8t4dObRjyxCvjKaNnJ/6xWWRwfMO79TK//7BC4/2v3/5+iFcd2JoH8drqId0cc+oI7I2IeiFWSvim5PCvXT2VFUTw8SeMk9MX8rYGc5I0+fxNvz373Ll0x/HPOfIu95KaV1KInyxihau3cE5j72HqvKfuWuorlG27kp+Ur3eJYUP4ntuEDcAVHUL8L20S5TnZOP7X7lpF+c//mFar1mP2v+o+Fwz7zrXiV/YrV2xf9/Dl/QD4LJju3JgkNKIptTSGWb5jjMP48XvD457TKPCggY0Jox0M+3zi8n1JpBbbcyTe6qqPYVDf+3T1dzwjzmc9+f36Xf3FD5ZnlxHK/BRZeeJSkYBFEiQg7OIFAJ1PzbNMbJhAhr6u2lpv2Y2fd+9Eq031axxIcvHncV5/bv4y3p2bMHL1w/mrnP7kqiDP7J/Z8p7d+CZq71PCMfie0N7MChsdfIN5YdwYk9n3cHRXZxsWQ9ecHTEue/+vDzmdVvGWEuSDvoe1Cru/mimwODV5pkg0SKy4N9Boh72m19EX1zX5xeTGfpA4LmZuXRT1NwRG1zX6s9dc9DnnnMb+1Keejw8TSSjAP4HvCgiw0XkZOAFYHJmxMpf6pEpPSmGHNKuzu4dq9GO91H6zBIF4iivstK2NCos4NgegXpEu2yrpo145upBlPfuyCd3jEhZ5lgc1aW1vxEY1b8zACMOL4k4rlu72GsaOtTS5TUeifR8XZir+vwidjO0eec+ut/2H//2R0vj98h/9PynMfetDVrfcfH4j6IeE/75rK3FhHc2SEYB3IqzEOwHwA+BqcAtmRAqn6lvKx298uyHK+rs3u1aRG/w4sX+8bmtFhWEPgKFBcJRbs870agmFXPQ7Wf2iSh75QdD/O8PaNbI34gWBRnPLxzYhSM6x+99+1i6MTLER7qYt3o7pz8cWDH8q9fn8cHXAc+cdDkDpDqgHPZgBaVjJ1HphtH+NszsMyfDLrG/CXODfvK9ZQnvuXnnPr5aVzeBDb3kBB4vIt8Bmqvq46p6gaqer6pPqGr99ElsgCzdUMlLs76J63KWC/QqiR2O4abhPWPui8cfLuoXstjJR3Eczx+f33a8BTyJ2qAiD7Ob3doV89y1x7LwntN5anQZA7s5Sql/19b+YwZ2a8MXd53K3SP7clyPtn4FEJx74XcXHs1L3x8Scu3Hvtvfv7r5/bEnJ5QlGod2TD48RrBb6YQPV/DdJ2f6t2ubyKSx+5l2CFPq4aayWPiinh7967fYvqcqYlV2rLUJXlmwZnvUOEfxWJTADfesR2dwQ9i6kV37IvNAZAIvI4CngaOB/4jIVBG51U3sYqSRUX9631P6Qh+/OPvwDEpTN1wwsEvig1zOdVMejjishBN6tuf+845McEYovhDO0bx6/KsxE2iAcN/vC6PI/88xgzmhZ3uaNipk+GEl/hFe+KVbNW3ElYNLEZGgEM2hj2ezxoWcc/RB/uB0Zx91ENN+Vs4zpzenc+tm/uO8hLz4yYheno49pjR2qu5oHj+1bWDfvvkk7hnZlwvLnM+ySVEBjQsLOM81h3mlukY56q63kpp/8BKQ7oxHZvCroLDVXlCFP1d8zcNvR493tCaKmWhXfUkKr6ofqepdqnoiTgawlcBPReQzEXlaRLxkBTMS4Fu045VmHhKP1EdU4eXrB3ND+SER+6I1xref2Yfl485iXFgDf/ZRnSKOnXn7cB48qVlI2Ts/PSlq79jnFhrtofevxkwwBggPIXDUwa0jjmldHJpbwddBjrdy9JPljslgW5QVs3+8tD+n9j0w5rkn9mzv93SKR2l7xwsq0SjnpeuHxNwX3tn/y7tL+MfMldEPBh5xva3i0bVdMVcMLuVHw3ryvx8P5cu7T+fLu0/j4gS5r9NBZZTsa+mgRpUHJi/i4bcXJz44yyTloauqm1T1BVW9UlX7AX8CUhu35zHzVm9j/Q5H6+/bX8NFT6TXJTMamU7OkgxlpW255fRIW3i0NtG30POSQV39XjGhBFqhklZNad8s9Cfdo0OLkN6xD99EabQQzl5HAMEKa1BpWy4YEDkCCFcSPpNTrKQ7wSTbIC35zZk8e80gTurVgd+efyTTfz6M0/pGTiADDHYn7a89oXvEPp9y9HFgjCiX+4OyluyvrmH77vjy9koiwUqzxoX0PrAlhQVCUWFBxr3MSsdOytgEdvBVs2Xa8UoyC8FuEpFW4vCkiMwB2qvqfRmULyc5+4/vMfz3zqKUXnf+NyIHgBeSdRctbVfMyX0i0y77zBixwlCnm3hSR+txBz+UBUENrq9BSPWZbRZnfiCVa14wsAvNGkeOysJHNf0Pbs1tZ/ThdxcmtqI2KUpuBVVhgfg/l4uP6UrXdsVRTYX3jjqCji2bsnzcWRzbox0/HhHow31592ksvOeMkOOfu+7YiGts210VEpdn/IylrNsR3+OlKoWwDcEcdEBmM4Ft2Zl6jKJ4rN4SmIg+/Jf/Y/2OPczIQKa1VEjmF3aNqm4HTgU6AlcD92dEqjxghweTTzQzSbK0b9GEBXefTlFhQdQH0NfIDOvTMcLMki4SReL0ees0jtLgBduZfWaT311wlN+NM9WVuY3TvTzVFeOK47rFP0yE7590CG3jhHe4/iTne/eSXzgRXdoUs+z+M5nzi1N479ZhjOp3EOcNCLWnD+3VAXBMNL6J8//edCIPX9wPIKpiG/77CgbeO8W/vWrLbvbEsVvff96RISOA0/qWcNWQ0qQmoe/M8LzXaUHeTenkL++GpmMddN9Urngq9qrlcLbtrmL73syMTpJ5CnxP2pnA39xk8fVv9U+OMPaMPnG9TGKFsA1nY+Ve/wMczd7dxG1kCgTOimJXTweJZH3iioE8NbospFEsaeUojcKgiVCfB9ERnQ9gaM8OXHN8d+71EKc/GvG8f3yPWjJWh3Q+CN8f2oOrhpSmze4tIrRt3pgubYp5+JL+Ed5RA7q24ZM7RjCyX0AxHNaplX8dQrS6bazcx56qQIfi+ZkrI/I4+L5DgFH9OtO0UaHfDfbgNsXcdW7fpNyekx0RNXQ++Hoja7ftYcA9U7hxWqrJGOOTzCc6W0TewlEA/xORlkCWUhfnHx1bNom7KvU7SXpFQPRIoj5fdgGaFGV+Yjn4gW/ZtIiT+3SkdXFjhh8Waqv+gdsLDg7Z8Ktz+jLhmkEc1qkVRYUF/PKcw+nYMjWzQLyRQ8BTx3uzfm4/xyuptnkHANo0b8xd5/ZNywjAK/EWj7Vompp5sCRKLCbf1+8z5zXQZS8A/vUimeK7T87k1D+8m9H0kF7WAfi+/WuBscAxqroLJwzE1RmTLEcJbgDfWRg7Mcb+Go3rKZKoVz3SbZBeuj4Qa+bCgZE9Sl8jVyBC46ICHr20f9zreuUJD3l05951Gk9fFRpS4fcXHs3dI/ty5eBSnr1mEGccEfB4adqokJNcc0Vt8RK+N5kRgE95Xp8Gs119o1XTRkz/+TBKg5RxInp0aB4SjdU3N+Fry3wf7fgrB3Ll4PhmMx+d2wQm80/snJ05q3gcdECkc0G6SdY7MFm8jAA+EpF/AWOAzb6AcK5HkCfHdRFZLiJzXdfRWW5ZWxGZIiKL3dfYDsc5wP3/XUDp2ElcFrRo5ppnYvso19RozF7q0VHcDcN5+OJ+PHVqMceUBhbQjB5SGuFJ42vkfA/oqi3pGWoGK6+QWCwJzjt/YBeuHFxKQYEwtFeHjHl/+D7baB+xVy+gaDQqLGDEYdE9bxoyXdsVR2Qci8eFAw+OcIGFIOcF97M9tGNL7h7pzYzX58BWXOSuD2jRWPxrQeKRyfUy15cfwl8uT9zRqc94WQdQBtzkbj4sIp+IyB9E5FQRSWa8O0xV+7nXA2c0MVVVe+KElRiblOQNjCfcnKEfLNnk6fhq1agNUPf2zXn9h8fHPffGkw9FRKIqkM9jxCz3HZquzEZZjpqcNL4RVNSFYLUMyOebbD/HQwOVq7RsWsTeKNEzAykPU/uB+GIgCaGrmIdH8XADaJWi+coL/Q5uzelHxF6T0RDwNAegqitU9S+qOgoYAvwbGAHMEJHIkHjeGAlMcN9PAEaleJ06Y97qbVGDPe3YU8WsJMPAhlNTo548haIxoFvygyl/aIQ0tdwxFUk9sfkGRgBxVgJ7aKT+7+RDIxal+RqFW0/vXUsp6xcvfO84z8deVHYw3ds159JBXXnrJ0Mj9tf2Z1YghOQbjvWzOm9AF+4ZdUTIXFK26OFhRXZdk7R6VNUqEfkU2Kiqt4iIl9lIBd4SEQWeUNXxQImqrnGvuUZEoqpwERmDY36ipKSEioqKZEUGoLKyMulz1+2sYe7GakZ0i75o56rJOykUeOo054v2BcL6w+w9zN9Uw+MjimlWlNovfeXSxfx1bmRCiV27diWsx7y5X8CaIk91rqlywteuWbuGiorNLF2eHl/ouXMD1sE9ewNpBHd6kL82eP2e1+9yeqeqNRHH79zpmDpmffIJa1rG7yMNbAwDDyLkGgeqMv6UYr7+/GO+Tkr61Ejlt50qz5zenOun7GRPgkgFH7znuFSe1ha+XbCJb93Uu933K4MOLOTwgjVUVKz1H//A0GYUCgnrsWSp80zs27ePGdPfpaykkFnrqtmxNXJkfVppETOmv8vBQNem+0hXuMKjOhRy3ZFN/LI2LoB9Udxhruldw50bI8tT5Y23ptGqcXqH1p4VgIhUAOe653wGbBCRd1X1Zg+nH6+q37qN/BQR8Zw53FUW4wHKysq0vLzc66khVFRUkOy5x9z3Nht27OPO754c4ZGxaO0OmDydasV/3ePHvcPqrbvdVZ41DB5yPK2LXdfGyckNlG67dARPzvtPhJdE+eFdKC8/Ku41+x3djxN6to9e57Bzvn/yYdz95pd0PuggysuPZOWHy2FhZKyTm0/pxUNTnFgmlw7qygsfx17y78hwNMx2fJ2bNGkCe5yRUnFxcdLfQzJ4/Z5XbdkF06fRqLAw4vjiOe/CzkoGDTqGnkmsXq0rUvlt14b3yvZSdu/bcY+JJ8+Zp6R+7y+qF8Pir2jSpDHl5eUcM3g/n3+zlXcWrueTtcsAx6Pp8mO7cePwQ/1zSItkCTNWe2524nLSkd0599TA6O5fvbZz5qMzIo67/JyTufP9VA0kkQw45li6tEnvSCYZN9AD3IVg5+GsAxiIYwZKiKp+676uB14DBgHrRKQTgPu6PvYV6gZfLJYlGyojsglFWzTiO8Y36dnv7il8szm1SdWCAonwe3775qHcMyr2hJnPm6JN88RhBgAuP64rjdx7+IbksSZdg4fbXibfgi8TrMTqS7hr3xxAQdRgcK4baD2fx6gr2rdoQvuwaJ3fP6kHl2QhXo9vxXpzd2TdvEkRQw5t7/+ufjjsEN67dRg3jegZ8lu+6vhS//s3fhR/Di2Yu86JnEQO/1kcHidJTrTz6xPJKIAit6G+CHjT60ki0txdM4CINMdZSTwPeAMY7R42Gng9CVmygi8F3FmPvsfx497hrEdnMOmLNSxPIt56bQJANQqLBnlox5Yhq2Vn3TnCH+dm9OBu3HHWYTx/3bH0Pcibf/LFZV39jV24LTw8EbnPZv79oT08NYyx5gDqR/MPTV23zfCGDLKflq8h8tFtoQH2bjvjMMadf1TG73vF4G7cdc7hjOgWary4+JiDaVQoXHJM16jrWZoUFfLctcfy+S9P5agurWNev1NQuIkbTz6Uq46PjJUU7QEYEBTeO5gzj8zM4sp0kcwcwN04WcHeU9VPRKQH4KV1KwFec7VxEfC8qk4WkU9wMoxdixNh9MLkRM8+87/dzo9emJNw8Urw7lfmrEp60ZYvTEHwatVocVDat2hCm+aNWL11N+cP7EKTokKGHNre831EAvHbfR1hn0LwNfgjDuvIY98dAMDycWcB8MGSxIbNWEriysGlnuXLJAcUN+L2M/swrHeUqadauIHmC0WFBSy7/8yQbFvZoFFhAVcd352KilCL/qEdW7L4vjPjnntCz8Cz8cgl/bhp4mcAzPnFKQy4xwlr8fRVx7C/WulZ0iLmyuPeUcyCE64ZxJF3vRVRHi28SapkYvDsWQGo6kvAS0HbS4HzPZy3FCefQHj5JmC41/vXFzx9CWHHbNq5N/pxMWjVzPlaghd7vfOz8qjH+jxVUvlxFIgEFub4FurUhCoA1ciYNF7uFbIOwP1A3h97ctTInHXFmKHRF235Q0FkT5QGSTRz4d0j+8aMHlqfGNmvs18BtA6KzNq6uBGdEizwihYypWXT6GZXLyFbmjcuZKeH+P91qgBE5NEoxduAWapa78w3dcmOWscVdx6s4B9PrLAAvmcwld+GSCDapq/B9imElk2LWLMNtuyK9ETq37U1fQ9qxW/PP4qn31/Gq3NWh+yf/vNh/vypR3Ru5U+UXdhAutQHtmrKso0709p7yxfqywjPC/+96UQ6t2kWMtKL12Cf1KtD3Iimt5/ZJyIlpBcFEG0eKhrVGdAAyZiAmgJ9CIwCzgfmA9eKyDBV/XGaZWswzF6xhfMfT18qR9/ilXgBy3z4jkh1ctUfm8W9kC9O/EVlB3PvpAXsror8wRc3LmLSjSe650XK2LVdsT/fQWFBAT07tmTd9r0NpkH902UDmLF4Q9o9LnKRP17aPyREQ0PisE6Rk7fxGuynrzombgypMUMPYczQQygdG/D88ZI32uviy+qa9IdeS0YBHAqcrKr7AUTkceAt4BRgbtolq0PW79jDoPumej7+3a8yE9vbW7ya0J57Mmyq3BcYAbj3OqxTK5aPO4td+/bz0JSvuPmUXnGvEatX7xOnqED48+UD+PybrXFDINcn2jZvHBIZ04hNrq12jtdge128Vlgg/PRU57mJ5VX32Hf786PnPwXgkA7NmbNya8Lr1jKdQlSS6ZJ1BoKXtjUHDnITwydn5K7nTF2QnEdqot+Fz9aYLF6Gj76sTF56GuE0a1wYNAcQuq+4cRFf3n06pxweP65NQQwRq4PmElo1bcSJPdMTxM0wMkm0PBFjz3BCWHuNS7XkN2dyQ/mhcY85+6iA4iwsEO4487CE192fgRFAMgrgAeAzEfmbiDwDfAo86Lp2xl8V0sBIdpn6I1Nrn+vz11HyuB7kYcL0p6f0pnVxI8+JNYLDFfc7uLU/S9hZKbqrxRq+BhKbNwy7v2EAUXNwXH/SIX4PuFSYfecIbjm9N8f1aBt1vyCePM5KMjC57kkBiEgBsAAnDtC/3P8TVPVJVd2pqj9Pu2R1SLoCoiXDdwZEmhx84XSLo2Rk8jGsT0c+++WpEUk+YvGXoDDNhQVC7wNbsnzcWXF9o+MR67PyTZalmrHLMHKFdi2acEP5oUy4ZhAVPytn8X2hKTe9uptFW7NSWzy1GqpaIyK/V9XB1MMFW+km0wmooxGtIW3pTganU/Pv9uBulgyxGnhfvlivmcsMI9dpUlRIaYoB4rq3ysxzlMwk8Fsicj7wqtaX9fwZoi46rdHu2bxJEQ+cf1TIApbaUtvE3OGE663+7opIn73STECGUXuO7JCZ7HDJKICbcSZ+q0VkN87ARVU1diCMBkpduKvHMqVclIX4KrUhWO7JPz6RPgc6PwdfZFQvrqyGUdfUxsZfW7w8IZl6ijyPK1S1paoWqGojVW3lbudc4w9QmeE0bHVJus1bwSagYJdQXyay0Q1oYZBhZBOfW3S4q/UVx0WmyMxUp9SzAhCHy0XkF+72wSIyKDNi1S2/eD0yHHKmCe5J/3pkpEdQuojliZAqwT/MYOVS0qopy8edxbE92qX1foaRKzRzV/eHe/u1jJLFrM5HAMCfgcHAd93tSuBPaZcoTwk2lWfSZz6an3NtqAuPKcPINRKNzDP1mCUzB3Csqg5ws4GhqltEpGEs7WwAZKsh9f3QYoWvTZaPlwWnvsxp3wDDyArZ7FQlowCqRKQQ9ykXkQ5ABhYn5ye+77ykVfp9fcN56ydDQ+Ke14bZK7b436cSjsIwjABXH1/K0Qe3jiivDyagR3GyeXUUkfuA94DfZESqPOPUw0sQEf54aX9evcF7tqJU6VXSMmb42tpQk9vewYaRcVThlMNLeONHx1PWrY2/vM4ngVX1H8AtwP3AGmCUmyPAqCVHdXEyeJ1z9EH1Kl5+sjT3uBrZMIxQwtv3o7q05uUfDPFHLM3UCCCpJ1ZVFwLpyaxs+BkQpOkbMge3tfDJhpEs8Xr3Evaabmydfh0z5SdDGXJI+lb61hWx0ucZhhGdq91E9V7CpGcqPI2N2euYA4rTb4s3DKP+c92JPbjuxB5A3eWfzlq3TUQKReRTEXnT3W4rIlNEZLH7mht2kCTJFT/6HKmGYdQpscKs1ZkJSEQ2i8iTIjJcajcOuQknpLSPscBUVe0JTHW384IbTw4ki8gVBZAr9TCM+khdegFtAD4D7gZWicgjInJcMjcRkS7AWcCTQcUjgQnu+wnAqGSuWd8ZHxR3P5zeBwZCKOVKs5kr9TCM+khdegHtVNXHgMdEpCtwCfBnEWkNTFTV2z1c42EcF9KWQWUlqroGQFXXiEjHaCeKyBhgDEBJSQkVFRUebhdJZWVl1HO37qlBgTZN02sNa7whtrPUgi8DsYY++OB9mjfKzNcbq87ppKgA9tdAt5aa8Xt5IRt1rm9YnRs+X6+oAmDV6tVUVGz0l1dW7gZg3769GamvFwXgb51UdSVOasgHRKQ3jjKIf7LI2cB6VZ0tIuXJCqiq44HxAGVlZVpenvQlAKioqCDauaVjJwFh4WAnT0rpHsGUl5fHvM7RRx0Jn80CYMSwoTQpykys71h1Tid95s5g3urt3HPRsQzslt5Ac6mQjTrXN6zODZ/l7y+DBV/SuXNnysuP8JcXfzYdduyguGmTjNTXS7d3WrRCVV2kqr/2cP7xwLkishyYCJwsIs8B60SkE4D7mlwm9gxRExTPYMI1mQl2GhyPLd3B2bLN6X0PBODgNrYGwDDSjS+vRqaaiYSXVdWba3MDVb1NVbuoainOiOEdVb0ceAMY7R42mjpONblzr5MDoKomEN6oX5SYHOkgeMK0LtJPppMbyg/l81+eSscMJKw2jHxnzVbHBFRU16EgoiEiv6zF6eOAU0RkMXCKu11nbN/j2OCqqgMjgAOaNWLsGX3Sfq+iggJeu2EIj1zSL+3XzjYFBWJrGQyjlsTqCO50c3hv3pOZOFu1HVhcl8zBqlqhqme77zep6nBV7em+bk50fia59ZW5DP99Bdt2V4WUD+sddW66VhQUQP+ubRjZr3Par20YRsMlVjzFnVV1pABEZHuM/x3AQRmRqg6Y/tUGlmzYyQOTQ713eh/YMmG+0AcvPDopc1FRQcO2+xuGkV5iWYIHdXccK1o1yYwNyEtLtBXo6eYBDv5viRMVNKcIHwH4iGcKumBgF/5+7SD+Ocbb8ogGPu9rGEaaOamXkwXw/IFdQsr/OeY4nryyjNO6ZcbM6qUpehaIzFLs8HwaZckYqspn6/f7PXz+O3cNyzbujHrsxsq9UctbNInuMfv2zUMBaNm0kef8t7Zq1jCMYLq1a87ycWdFWBJEhBGHl1BYUEcjAFW9U1U/jrHv1vSLlH7+/cUaHp6zlwkfLgfgB/+Yw7AHK6IeO2/1dk/XvGpIKc9eM4hDO7aMeYxPOYRjJiDDMOoDKbVEInJXmuXIKBt2OL36FZt2hZTvqar2fI3wTvtVQ0oZ2it+8vZYysHaf8Mw6gOpNkXnplWKDNOo0Gm9q6pr2LYrYOOPl8HwySvLQrYlLBqH1yHZm/93QkSZjQAMw6gPpNoSNSgjts/HVoHyBwMLm2cu2xTznPAGPnwE4NWM70vpFu/ahmEYdUGqCiB2qMt6iK+5VYUtQSOAq/72Sexzwtro7/TvzIVBM/ReJ3KjtfXW/huGUR/wpABE5DQReVxE3hCR14E/icjpGZYtbaTD6aZpo0J+d+HRKdw78uY2AjAMoz6QMBqoiDwM9MJxB13lFncBbhSRM1T1psyJV3+pjVIxN1DDMOoDXsJBn6mqvcILReSfwFc4mb7qNYEJXO/LqTMZpM1GAIZh1Ae8mID2iEi0uMjHAHvSLE9G8LXl8bx+Is7JjCiAjQAMw6gfeBkBXAU8LiItCZiADga2u/saDEkpgAy10RcM7EJJqyaZubhhGEYSJFQAqjoHOFZEDgQ643SOV6nq2kwLly4y0Za3bd44avmVg7uxeee+qPsm3XgCfQ86IAPSGIZhJI+XEQAAboMf0uiLSB9VjZ38tp6QSiDV8IVf4cRK43j3yCOiloMtADMMo35R2xbprbRIkWH+MXMFAP+c9U2dymFzv4Zh1Ce8uIE+GmsX0Dqt0mQIrwHegsnEHIDN/RqGUZ/wYgK6GvgpEC1O8qXpFSfXMQ1gGEb9wYsC+ASYp6ofhO9oaFFBkyETTbWNAAzDqE94mQO4APgs2g5V7Z7oZBFpKiIfi8jnIjJfRH7tlrcVkSkisth9bZOU5BmmSaP0T9ha+28YRn3CS0KYzaq6K9FxcdgLnKyqRwP9gNNF5DhgLDBVVXsCU93tesOArunXRyWtmqb9moZhGKniJSn8v0XkHBGJSEopIj1E5G4RuSbW+epQ6W42cv8VGAlMcMsnAKOSFd4rnVs3S+r4nh1bpDUUxN+vHcQvzj6c5jHSShqGYdQFogmWx7oLwG4Gzgc2AxuApkApsAR4TFVfT3CNQmA2cCjwJ1W9VUS2qmrroGO2qGpEt1tExgBjAEpKSgZOnDjRc+V8/PzdXWzY7X01QJcWwr0nFEfdd9VkJ5fwM6c3T1qObFNZWUmLFi3qWoysYnXOD/KtzrWt77Bhw2arall4uZeVwGuBW4BbRKQU6ATsBr7yahpS1Wqgn4i0Bl4TkdirpSLPHQ+MBygrK9Py8nKvp/rZMHlSUse3aNGC8vLo+Xxxr5WKHNmmoqKiQciZTqzO+UG+1TlT9U3KJqGqy4Hlqd5MVbeKSAVwOrBORDqp6hoR6QSsT/W66caCtRmGkQ9kPDaBiHRwe/6ISDNgBLAQeAMY7R42GohrRsomFrHBMIx8IBuzkp2ACe48QAHwoqq+KSIfAi+KyLXASuDCLMjiCRsBGIaRD3hWACLSUVXXh5X1VtVF8c5T1S+A/lHKNwHDvd6/Njz/vWP57l9nej4+k8lgDMMw6gvJGDtmiMhFvg0R+SnwWvpFSj9HdWmd1PHxgrZZLH/DMHKFZExA5cB4EbkQKAEWANEyhdU7ku3PxzMBTftZOVXVqQSYNgzDqF94HgGo6hpgMjAYZw3As0ELvOo1iSw6LcIWaMUbARQ3LuKAZhFr4gzDMBocnhWAiEwBjgWOAM4E/iAiD2ZKsHQSr0c/9ow+NCkK/RhsDsAwjHwgmTmAP6nqlaq6VVXnAUOAbRmSK2sIUBDW5bfELYZh5APJpIT8V9j2fuCedAuUCeKNAHbs2U9RhAIwDWAYRu6TjAloh4hsd//3iEi1iDSIEUC89vyxaV9HNPimAAzDyAeSmQRuqaqt3P+mOMHh/pQ50dJHeHN+6uElIduFYSMAa/8Nw8gHUg564JqETk6fKJkjvEd/+5mH0aO9E82zaaMCv82/VdOiqMcbhmHkIsmsBD4vaLMAKMOJ61/vCW/PRaBdi8Ys3biT311wNA9N+QoITAZb+28YRj6QzEKwc4Le78eJCjoyrdJkiHC3TnH/AJo3KfSbiHw9fxsBGIaRDyTjBXR1JgXJJiKg7uBFRPw9/oAiqBu5DMMwsklCBSAifySOqUdVb0yrRFkguINfIOLv8UvYq2EYRi7jZQQwK+NSZJngBl4IKATfq40ADMPIB7wogBGqeoWI3KSqj2RcoixQEDYC8M0HbNixF4AEaZINwzByAi9uoANFpBtwjYi0EZG2wf+ZFjATSNDKgAKJ9Pqx9t8wjHzAywjgLzhRQHsAswldV6VueYNCJNDLdyaBzeZjGEb+kXAEoKqPquphwNOq2kNVuwf9N7jGH0I1mEjy+QIMwzBygWRCQfwgk4JkExGhxh0CFAS5gR7asUUdSmUYhpFdUg4F4RUROVhEponIAhGZLyI3ueVtRWSKiCx2X9tkWpaATDBn5VbAmfj1mYPaNm+cLREMwzDqnIwrAJxVwz91zUjHAT8UkcOBscBUVe0JTHW3s0KwyWdj5V7/+/Cw0IZhGLlMxhWAqq5R1Tnu+x04uYQ744SRmOAeNgEYlUk5TugcmO8OnvQNbvOLCgtcmTMpiWEYRv0gmVhAtUZESoH+wEygxM0zjKquEZGOMc4ZA4wBKCkpoaKiIqV7F0sVvr7/B++/7y//avFiKiv3A7Bty2YANm3amPJ96hOVlZU5UY9ksDrnB/lW50zVN2sKQERaAK8AP1bV7V5dL1V1PDAeoKysTMvLy1O6/0uL3gKqADjxhBPgnbcA6NO7F7O3rIQd2ynp0B42rKNdu3aUlx+T0n3qExUVFaT6eTVUrM75Qb7VOVP1zcYcACLSCKfx/4eqvuoWrxORTu7+TsD6TMoQYtUJ0j2NCguivjcMw8h1suEFJMBTwAJVfSho1xvAaPf9aOD1TMoRrABEYGA3x+nogGaN/OXhmcEMwzBymWyYgI4HrgDmishnbtntwDjgRRG5FlgJXJhJIYIndgtEaFPsuHwKAeVQVCgRxxqGYeQqGVcAqvoesRfbDs/0/X2cVlrE5OXOHIDbzDvvg+YiGhUUBO0xDMPIbfLG6N2maaCqIvhHAMWNAxnBCgvNBGQYRv6QVTfQ+oIg3HVuX44+uDVDDmkXMAHZHIBhGHlEfioAgeaNi7j8uG4h5UU+E5BNAhiGkQfkjQkomFhLEPyTwFmUxTAMo67ITwUQY07aTECGYeQT+akAYrTzvnUAZgEyDCMfyEsFUBBDA1hmMMMw8om8VACxmvlCVwHU2BDAMIw8ID8VQHgSeLfBt5XAhmHkE3mqAKKPAQpsBGAYRh6RlwogHJ9CKLJJYMMw8ghTAARMQD4voGrTAIZh5AGmAIIIuIGaAjAMI/cxBRCEb2qgxtp/wzDyAFMAQYhNAhuGkUeYAgDOH9AFgM6tmwI2AjAMIz/IKwXQprhR1PLrTuzOV/eeQbvmTQCbAzAMIz/Iq3DQk248kUXrdkSUiwiNi8S/DqDahgCGYeQBeaUADmrdjINaN4u53yaBDcPIJzJuAhKRp0VkvYjMCyprKyJTRGSx+9om03J4wTcCMBOQYRj5QDbmAJ4BTg8rGwtMVdWewFR3u85xE4KZF5BhGHlBxhWAqk4HNocVjwQmuO8nAKMyLYcXAtFA61gQwzCMLCDZMHeISCnwpqoe4W5vVdXWQfu3qGpUM5CIjAHGAJSUlAycOHFiSjJUVlbSokWLuMd8W1nD7e/t5sBiYdzQ4pTuU5/wUudcw+qcH+RbnWtb32HDhs1W1bLw8no/Cayq44HxAGVlZVpeXp7SdSoqKkh0bk2N8uX+eYweXErPkpYp3ac+4aXOuYbVOT/Itzpnqr51pQDWiUgnVV0jIp2A9XUkRwgFBcK9o46sazEMwzCyQl0tBHsDGO2+Hw28XkdyGIZh5C3ZcAN9AfgQ6C0iq0TkWmAccIqILAZOcbcNwzCMLJJxE5CqXhpj1/BM39swDMOITV7FAjIMwzACmAIwDMPIU0wBGIZh5CmmAAzDMPIUUwCGYRh5SlZCQaQLEdkArEjx9PbAxjSK0xCwOucHVufcp7b17aaqHcILG5QCqA0iMitaLIxcxuqcH1idc59M1ddMQIZhGHmKKQDDMIw8JZ8UwPi6FqAOsDrnB1bn3Ccj9c2bOQDDMAwjlHwaARiGYRhBmAIwDMPIUxq8AhCRQhH5VETedLfbisgUEVnsvrYJOvY2EflaRBaJyGlB5QNFZK6771ERNzlwPURElruyfiYis9yyXK9zaxF5WUQWisgCERmcy3UWkd7u9+v73y4iP87xOv9EROaLyDwReUFEmuZyfQFE5Ca3vvNF5MduWXbrrKoN+h+4GXgeJ+cwwAPAWPf9WOC37vvDgc+BJkB3YAlQ6O77GBgMCPBf4Iy6rlec+i4H2oeV5XqdJwDXue8bA61zvc5BdS8E1gLdcrXOQGdgGdDM3X4RuCpX6+vKeQQwDyjGCcv/NtAz23Vu0CMAEekCnAU8GVQ8EqfBwH0dFVQ+UVX3quoy4GtgkDgpKVup6ofqfJrPBp3TUMjZOotIK2Ao8BSAqu5T1a3kcJ3DGA4sUdUV5Hadi4BmIlKE0yh+S27X9zDgI1Xdpar7gXeB75DlOjdoBQA8DNwC1ASVlajqGgD3taNb3hn4Jui4VW5ZZ/d9eHl9RYG3RGS2iIxxy3K5zj2ADcDfXFPfkyLSnNyuczCXAC+473Oyzqq6GngQWAmsAbap6lvkaH1d5gFDRaSdiBQDZwIHk+U6N1gFICJnA+tVdbbXU6KUaZzy+srxqjoAOAP4oYgMjXNsLtS5CBgAPK6q/YGdOEPjWORCnQEQkcbAucBLiQ6NUtZg6uzauUfimDYOApqLyOXxTolS1mDqC6CqC4DfAlOAyTjmnf1xTslInRusAgCOB84VkeXAROBkEXkOWOcOi3Bf17vHr8LRsD664AwzV7nvw8vrJar6rfu6HngNGERu13kVsEpVZ7rbL+MohFyus48zgDmqus7dztU6jwCWqeoGVa0CXgWGkLv1BUBVn1LVAao6FNgMLCbLdW6wCkBVb1PVLqpaijNMfkdVLwfeAEa7h40GXnffvwFcIiJNRKQ7zoTLx+4wa4eIHOfOnl8ZdE69QkSai0hL33vgVJyhZM7WWVXXAt+ISG+3aDjwJTlc5yAuJWD+gdyt80rgOBEpduUcDiwgd+sLgIh0dF+7AufhfNfZrXNdz4an4x8oJ+AF1A6YiqNNpwJtg467A2f2fBFBM+VAGU5DugR4DHeFdH37x7GHf+7+zwfuyPU6u7L2A2YBXwD/AtrkQZ2LgU3AAUFlOVtn4NfAQlfWv+N4u+RsfV1ZZ+B0Zj4HhtfFd2yhIAzDMPKUBmsCMgzDMGqHKQDDMIw8xRSAYRhGnmIKwDAMI08xBWAYhpGnmAIwjAaGiJwlIl+IyB11LYvRsDEFYBgNj6txVgkPq2tBjIaNKQDDiIOIVIhIWZqv2VpEbgjaLhc3n0WM418WkR5BRW/ihAD4Juy4t4PjxxtGIkwBGEb2aQ3ckOggABHpixP3fWlQcQucVaQHhB3+d6/XNQwwBWA0UETkFhG50X3/BxF5x30/XESeE5HHRWSWm23p1+6+M0TkxaBrlIvIv933p4rIhyIyR0ReEpEWUe4Z9RhxsrT92i2fKyJ93PIO4mR1miMiT4jIChFpD4wDDhEn29fv3Mu3kEDWs3+4cV0ALiMytstlwA+A/mE9/jdw4gcZhidMARgNlenAie77MpwGtBFwAk7v+A5VLQOOAk4SkaNwQu8e5wbSA7gY+KfbKN8JjFAn1PYsnExzfjwcs9Etfxz4mVv2K5wghQNwIrd2dcvH4iR56aeqP3fL+gM/xsn81AMn2i3uqz/kuYgcCjRR1fk4iuEC3z5V3QI0EZF2Hj4/wzAFYDRYZgMD3eioe4EPcRTBiTgK4CIRmQN8CvQFDlcn89Jk4BxxMk+dhdOIHofT8L4vIp/hRGHsFna/RMe8GiRXqfv+BJxQ5ajqZGBLnPp8rKqrVLUG+CzoGp1wEuL4uMx3TZzokZeFXWc9Tkx9w0hIUV0LYBipoKpVbi6Iq4EPcCKFDgMOAXbj9MKPUdUtIvIM0NQ99Z/AD3Hir3+iqjtcc8sUVY1nPkl0zF73tZrAc5VMQvK9Qe+Dr7E7SHaA7+IkTPHZ+juJyMGq6psQbuqeYxgJsRGA0ZCZjtPQT8fp9V+P03tuhZM5bJuIlOC4TPqowEko8z0cZQDwEXC8a17BjUvfK+xeXo4J5z3gIvf4U3HCWAPsAFp6rOMCwHfPY3FMTV1UtVSdXBi/xbX7u4rsQGC5x2sbeY4pAKMhMwPHRPKhOlmz9gAzVPVzHNPPfOBp4H3fCapajeNGeYb7iqpuAK4CXhCRL3Aa+z7BN/JyTBR+DZzqmqLOwMl3u0NVN+GYkuYFTQLHYhJOvgtwzD2vhe1/DfClTxyIk2g8XmpBw/Bj+QAMI0OISBOgWlX3i8hgnLzG/ZK8RjNgGk4u6OoExz4CvKGqU1OV2cgvbA7AMDJHV+BFESkA9uGYnZJCVXeLyK+AzjipE+Mxzxp/IxlsBGAYhpGn2ByAYRhGnmIKwDAMI08xBWAYhpGnmAIwDMPIU0wBGIZh5Cn/D0KVyO4P6XKoAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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2AfwPWAYsAJ4HlgJHq+opwG5VDVzR6kdEWrp3/ohIPeB495gfAJe4u10CvB9LBjLRovXRj1J9dtIybnt3Nm8EGKFZ6l5UskU8DbGRfU173DWW7neOrTJoatvu8H3ob3WnCyhV5ZPZa/nHZ4sD7hdr18Jk8V3INu7cx9C/fsGbUQx+i5Tvz/H3cYvKtz02YTHD/lbEqwv2s2574CoEX337818tY8aKik52C9wRs9l+n+39H87jb+MWMWF++IFhs1c5fdeD7Tvi719y3r+/AeC+AFMhh2tEnbN6e3m7zf9NWkrv+8bz05bKl53lm3ZR4hdIohlQ59v1ox/W8vSXFUHa11C/wfO9rnRY92MrjaHyPtBbAo0NSIZQAWADTrfPJUBz4DhgkIjkEF0Qawt8ISI/ANOA8ar6EfAQcIKILAZOcJ+bKKlqRKNht7p3Tzv2HKhykffd5WRlSXm9cLRtW/83qXJDbjQDZ8pUufp/M3n125UBX39xyvLyYJGOSkoT/89bvK+EP775Pf8K0l/ceyF6b9ZqCkaPqTKQ7eynplR+T5mS5Vd/vdEdGxHq7tzHd8ZQ4Xn+2h3c9m7gv93KLaHvIU/752Suf3UWABPmORUEazxjFtZs20Ph34oq3blDZKXXSO8pvN2Gl27cRcHoMfy4obi8p1lMk96lUREgVAA4D3gV6AN0w+mpcx5OSaC5iAx3G3dDUtUfVLWPqvZS1cNV9T53+2ZVHaGq3dzfgVu/TEivTfuJM5+cEvFQfqXiy//5AuefqrwEkFXxWrTf0bA9eUJ4Z+bqsPu8+u1KPovgrjQZXv12Ja9MrQhWJbHUA8QgVMniuldmlj/2BWP/u2V/+0vKKl1QwanSAycATFocuDqqijAXU+9n5XXdK7MiOvza7XsC3iFvdkf+frOsciNuuLvyvQdKA3YY8AlWgnj/e+d7+sH3a8pLpf6lj0ik6m4/kKABQFVLVHWGqu5T1TJV/VRVfwUcClwN3AQE71dnkmKxWx20YnPkoxV9FT0zV24DKu72s8TbBpA+X1KfK16Kz3QF1VEwegy3vjO70l3tgSSUAMKZtXIb73/nXKDKg3iYZI2fv54pSypfPH2jgv88Zj6/eu7bkFMUJOs7MmH+BqYtd0q5/iUWJx2Vn4frsvvilOWeKsrK+27ffYDOtwbuYusrKa/aurv8/+Ti57+tst8j4xby3U/bgp4/2kLDh9+vYcKKxExLEslAsFtFpI/vuarucccDnAJE3JvHxN/m4n0h547ZV6JV7gID3az5/mGyKrUBxCmRtdjHs9fy6dx1EVWXJMMNr30HwD63++yvXw490+Rod5Sz16qtTgDwzasTqi3HO63x018u4VpPKSSeJntKIt7vrzfQPTOxov4+3HfXP0BMWVIxxmLa8uAVEb5ODO/MXF2ejrkBBhA+/vmPnPHEV0GPEyhwhkrzb1+dxX/nJ6YBPJJuoMuAG0TkSOB74BNgnKpuVdUIy4gmHor3lfAXT31nvz9NKH+8a1/VnjiPztzLgglfVOq6WKZV6z/VEwB8d1g7qzkYLBNc8z/ngvf21dF1nUwkb++p9TtCz8W0e3/4EcbBqiu8NxbTlm8tv0NPhE/nVlT9BUvzAx9X/F+Eq5evk11x37t+xz7u+7CigXpPiKnHX/hqeflj//+PZyYuITc7i8sGdw55bqhavaqaukqhsCUAVX1NVS9V1T7AP4AuwDsiMlFE7hKRAQlPZYZbv2Mvv3puKn/7dCH/+SbwZGGPTqjoHbL3QCmfzF7Lgi0Vd6a+a/5fxi6oNI0CVHRlU7S8TvjxID1yarPfH39ITO8LNI1EbTFubtV2l3dnreLYh7/g7QT0dgrnt6/OYl9JKR8s2c++EueL63/xDFcFNNPTaeLzBRvKe0T5jh+tb5Zu5oGPF3Dvh/Mi+kz6/2lCefdYcO7+U1Xijmo2UFWdpaoPquownIFgc4FfJyRlptwTX/zIpMWbeHtmZP9wD32ygKv/F7w47usD7uP7h7nulVl8FKRPdyDJni8/GkO6tgi7zwuXHlXpebsmeTGd6873Q86HWKO9OeOnKg2d0927/anLkt9vY/ueAwz5yxe8s/hAea+mnXsrV1PNWb2DQ+74hLFz1vLTlt0sWLeDWSu3li/y8/HswAOuYuVt5P5DhNOfb/CUzkpVI+p2mwiRzgbaCGipquUVbaq6Q0QWq+rbCUtdBnl20lL+NGY+dbKz+N0J3SrNcOmbIjhcz7X7PpxH11b5fLO0csOeqgZ986yVW2Oe6OyoP08Iv1MKTL5lGB/PXsvkMOsBNG1QeQqrRN6F/XpIZ571DLryl183J+jsqam090AZXW//xK8asXofVM+2jZgX40RqUPXGw9du4XPB/zljD259ZzY795ZUGoAYaCR3dQWbY2r3/hIOlGjAEc316lR0oFy6Mb7TTUcjkkbgc3EGbr0tInNFxHvb9GKiEpZp/jRmPuDMi/7w2IUUBVgrNFAPCK/nv3IGe/lX8TjX/8DvPfPJKTH9Q2+PYKBXqnRoWr/KqONA/Oe9KVVl6m0jyp+3b1IvbmlqmBd8WgOAQQc3j9u5/MWySIu/sjIt/6nugu+dmtWvdnoisXX3gSrfg2QuVn/aPydXGdGcbiKpAroN6KeqvYHLgP+IyFnua+k9RLMGu/SFaVXuCCP9sP0X+Ah3gfeNB/B38mMTeWTcwoD/NHe+PyfC1CTX6AFONU5pBF0zm+dXLgH07dSU1o0qqoGeubhffBMHXF14cMDth7VrVO2J2IIpaF79C26X2z4u/3ljevXq/vPzop6CLG6uDVE1Gm+h7uw3pUn1aSQBINsza+e3wDDgdhG5nrQa01b7DHyg8uIlsS5GUaZQJ4b5dBas28njn//ImwGmj0jGqk2xqOdeWwZ3c9oAurRoQF5u4K95/dwclj90avnPoW0aVnq9Z9tGnNmnfVzS5evnkZMlvHnVIP55QZ/yEsbvju/Gb4d3C1rCu+PUHmGP3yI/6IzsHOy3AMsXNxVyQs/WkSa92i4f3JllD55Ci/y6gFPd5fP0RX25+eRDk5aWsXPjW/8fiQ079laZNvp0TzfRVHYjjiQA7BSR8tsWNxgU4sznf1iC0mVwun2u31Exx0us94dlqtQPsvpWJKYu28Lr0yoauvbsL2XC/PScu69RHedT6tupKcsfOpXPbyqsVLc/9JCW5Y+zwnz7RYQ/nhT7xemRc4/kvWsHM3pk90oT7h1V0IyfHdmuvGQ2oHOzoNU0H/12CL8+tkvYc/1yQKeA249o35i/nXtk+fNrCg+mc4sG/N/F/aPNTsxys50pRo7v4cz43tBTAjj58LZVVnSrbZ6ZuDTk6GTvIkrJFkkAuBq/a4+q7sSZ0fPyRCTKVLj4uaojDaNV3cbNd2et5pa3Z5dXBU1fkR6zduTXzWHCjUNZ9KeR5dsa5Fa9kPq6Cz52Xu9KPX9ys8N//aMpdD14VuVphY8qaEbvjk246riDy+uivdU8vgDgm054v5vOU46oWA6xY9PIqm9+PTRwkPjwt0NolJfLG78ZxORbhnHzyd3LX+vTqUnFeZrFr73DX45b+uxf0AyAXh2ahNi79nl28jJ63Dk21ckIKJJxAN+ravkMVCLSyF3PtyHOoLBaa8/+UgpGjwlYBZIsC9dX9FHeFWO1S3V7bfjc+MZ37vHicrhqa1I/l66tGlZaGD5IbQ8Aa7fvJTtLWPSnkXx963DycsPP496mUR5XHRe43t7f6b3b8d1dJ5Q/z/FUu/mCZ44n6Pgmkavrpv/hc3rRsVk9nvhlXz767RB+uOfEkHPi+5xUkEOjvFxuPCH4OIYBnZvRwS+YvHP1MTx1obMWcUGYtSWqI9stap3dtz3Tbj+eIzs0Drjf4e0bJSwNqRZJp4RUiHgcgIj8RkTWAz/grO41A0j95CwJtGGnU/3yz88Dz8BYXcX7SpixYkulOdn91fVc3HwrZEVr/Y69VWZMjMX7362hYPQYLgkw/0m8NG8QvC7bX9P6VfcN1U7iC4R1crJo2ziyO14RYfTI7pXqrYOpk51Fk/p1aNnQqev2TmM9vLtT/eEdn+Dbr3E95yJ/bv+OTLp5OCLC4e0b08jTc2j874cy7fbjucVzB1+eRreAfv2Ibrx42VFMuHFoxHk7+fA2PHjWETx+fp/wbwjh4XMqLwv+xm8qRkf7Cj0iQsuGdQO2dXx/94m8ddUx1UqDiV40FcM3AYepaujO1bVIokfnXfu/mXy5KPRsGr7qi+q4qwYNVHrzqkEB1/0NpEHdijv4CwZ05NVvE1dSa5gXvp++7+7eN7WGNxYd3aV5lT7oL1x2FGN+WEuHpuGDUbfWTgP11YUHs23Pfv795VIa18tl+54Dlc5TeGjAlVWDEhEuCNJ+EKknL+zLyMPb8Pq0n8rXHBjQuVn56z3bVr6zD7S+gy8ImuDKAkzfXV3RjAReAkS0CExtk6j1SELNtBhP++MQRJKlWQQlgFtHOnfB3jr8B8/qlZBBPj6RVBf5+Er7/out+GvbuB6/PrZL1L27fA3KvsbUvABJe+TcI7nrtJ5RHTdak28ZxvKHTuWUI9oiIrx9deU7+E9/N5TfDO1SpceRL7dNwlRv/SFElVYgY393LNcPr70NyuHWT4hFNAHgVmCKiPxbRB73/cQ9RRkk1m6d0fo2xAyH6cB7IYjkMzm7XwcArhgSfuItr0g/7t8c14WD/PrO+268fI24L19eeQqscb+vqHYZ4DZ2RhM0ouHrNXjRwIMYPbI7p3SpeiE9q28HLo/y84mWf5uCv0PbNOTWU3pU+Zt6Z5/1N+b6IZ79oktP9zaNuPHE6HttffTbIeF3SgPxqA3wF00V0L+Bz4HZQM25payGRDfbRHJBapFfl03F6TFoJFG8H0O4Uav/uWIALfLrxnS3H2w0tL9bR/bg1pGV+977vgv/ueJotu/Zz9BDWtK8QR0279rPA2cewSGtK8YQPHpeb36/ZTcNqtH1NpT67jQCTerlcv6AThQVxafq64EzjyAn2/mU/vhW1amiI9GlZYOwUxv4PpffBOi5dFi7xvzj/N4c2qZh0LWGq+uOU3uUj7yHmlP9tK8k/Oyt0YqmBFCiqjeq6guq+pLvJ+4pSkOJuk+PpDqvtl38n7ukP2f37VBlIjafbBH+fGbgZSYePOsIju3WMuBridbZ7SVzcKsGnHx4WwDO6e+URI47tHKa6tXJrjKoLJ6uG96VW07uzjluSShefnl0J87t35Ff9O9IPb/Si39PqGB3zW/+ZhBvXhV6euy83GyWP3QqvwnSu+r03u3p3qZRlZuBSNsqvr/7xPLHo93qQm+wiWRcRaRuGNGNd65JTuO1f1tKPERzi/KFiIwCPgTKr0q1eSnHRK94FOkdaU1z5bGd+b9JgXs2jejRmhE9/OqEPUUhkeCfy+CDw8/wGUp15qB59Pze/PDTdlo1rJgq4o8nHsqFAw6K65xBkcjLzQ46pUS85OflVJobf5xnBO3iP48MOoaieX5dmrsjfqtr1NAuzFm9o3ymzAfPOoI5q7cz29N21r1NQxas20nnFhXdWBvXy2XyLcPYVLyfw9s1okyVywd35t8Tl9IowDQUvq9fswZ12LIruoVXfh9lO0V15EQwbiVa0Rzxl7jtAGRIN9BES9DULyl3Qs824XcKQoRK/fq9IukTH4p3gFW0GuXlMqRb5QCUk51FpzjMs5OOXh81kNtOqehy6q2ujGQAXTzUr5PDs5dUHrHsX23q60pbxy9NHZrWp3fHJuRkZ3FNYVfycrOZeecJTLpleJXz+G5AhKrdWb2uPLYzIw+P/TuUjiL+S6pq5wA/8StLZZClG4s556kp7A6x+lBN5g1sN50Y/g7Jt/v1w7tSNyc7YGB8fdTAatfVJqvRvTbo0jKfUUMrShmBGmxTwT8V1w1zev0c2y186bBZgzoBv0PeY57bv2PQ999+ak+euqhfwPanOfeeFPb86SiagWDXikgTz/OmInJNQlKVJnwVQPG+cIz6zwymr9gacr3Vmqprq/xKd2nXDutaPggqnIsGHQQEbgiuXyd1M0ia9AkAXkcVNOXoLs2ZfMuw8rr+WMQjb8EGCjaok5ieYPESTVnuSlXd5nuiqluBK+Oeogzw44biVCchYa4f0Q3fPVXvjk0Qz0Lzwap2fP9/vj1POaJtglNpotWxWT1+M7QLPz+yXdLP3cPb+Om5WP+in3O33qFp/WrVj5d//6KIA6+PGsgDZx4Rcp8F95/MD/ekd8kgmk8tSzy3wiKSDUQ+br8GKykr4/pXZ7HQs3ZoTdcryHwssXjil33LHwsBFp13fz/p2Q+cYvswTw8a35TJudlZVYrZaXgDmhF88/ZcN7wbt57Sg8cvqN6UEbF45+pjmHmnM8eS72tw+9F5nHtU8OqaaEiAR+Ec3aU5vzw6dK+kvNzsuCzGk0jRBIBPgTdEZISIDAdeBdJzirs48XUC+mnLHj74fg2/f/27lKYnnj64bgjXDotPT5Jcz6Rn3gu1b8BPoKkRwOlT/8JlA7B1hdLXPy/oy+WDO9OrffxuGKJVr052+QjxRF5PM/EmI5oAcAvOQLCrgWuBz4CbE5GodDVv7Y4aUQoI1sfeX7zqdb29Qto1qcf67c4kej+scrrrVbSlhDlQiF631UnqMQlcbrG269S8Pnf9rGfc56CJla8SIp4dtON1rMsGF9C1VX74HdNIJGsCPyMiZwINVPUpVT1HVc9W1X+rau3sxhLCpzGsKPTo+EX855sVCUhNYMMibHQ9Msi87N6JvCLhLeb27dSU3fsrfy18Jalg/fuDXdyn3X48Xdz+3dUZM/GfK45m4Z9Ojvn9Jn34vgXVHaJzeu+KtoyK72f13P2zwwJ2Iz27b/QD9oK1l8VbJGd5HjgS+FhEPhORW0TkyHBvqq1i+eL947PF3PneHLbu2p/widleGzUw4n2Pj9OygP5r2Y7o0Yp2jfP45IZjAc8dVpD/sGcv7s+ZfdqXLxno07Jh3fLSRXVKANlZUr7oiqnZ4lVNc9/pgUebV1eg5P393CP57A/HRXWcQ1onpyQRtm+dqn4DfAPcIyLNgROBP4hIL2AmMFZV30hsMlMlviOB+9w/vsoQ+3g6s097BnaJrrqja6v8qr2Sosy2fw+MJvXrMOXWERWH87UBBHn/kR2b8Oh5vQO+Nnpkd25847uELlhiMk/jerk8dNYRIZdq9Jl62wi276lel+2DW+ZzXv+OvB7h4lLJmiUgqs7VqroZp/H3VQAR6YezNGTG0GoGhT0JHPwVy9QVL18+gM8XbOCO9+aUb/OuINarQ+PyuvxgwvV08B0uljaHYd1bMeuuE8PvaDKC78IYj1uz8925hdZu3+McO8jXs3WjPFo3ygv8op9QY4baNonsGFD960ykohkIdoO7HKSIyLMiMhNooap/TmD6kmLLrv38/vXv2B3FkovTl2/h8wXrE5iqCveffljCjt2uST0uGnhQpW3eaWc/uG4IC+4/mYV/OjnooBb/KiB/vi9zJvayMHHmfocSMU1Xou+6E73AVCyiaWm4XFV34FQBtQIuAx5MSKqS7NHxi3h31mrenL6q0vZQf7Bznv6ay1+czpzV23ng4/ls2115EqmC0WMoGD0mLun71aACHgtSRRKNSC/A3Vrlc+kxBVzsjszNy82mbk42fzwp8Fzr3rVvAwnXCGxMpBLxDYrnhTnUhINpeP2PqgrI99mfArygqt9LvOdISJFocvGvz39kypLN5c9P++dkwClF/O0X8W8b9w3YOrJjk7D7hvuCXTCgE69MXRnwtTN6t+O979Y4TwTu+XnVUkewroDhqnaO7daSKUs20z6CpQ+NCcX3VYvnxdQ3xuBGv3mrHjuvd9QT3zVrUIdZd55A3dwA70vDIkA0uZshIuNwAsCnItKQWrYwTCR16CVlyrfLqs6AXVIa+KN4sqh6C8pX1J8Hft1/FkSfYw5uzsU9KwZqvzZqIPcGuKj7PHpeb/7q68IW5GPwxvvjPVM6h/snueq4Lnxz64hKU/YaE4tElCJ96xP4TwR3Rp/2nNor+mlJmjaoE3DuKt8KZ6HmxvIt9pOsWBHJOABfTq4ARgNHqepunGkgLktg2pIm2Fcqmr+B9+LoDQYPj10YW6Jcvotmp2b1A66RelTnpuXVQ94vzStXDmR4p4qZD9s3qUdudhYvXz6AJy/siz8RCXsn7w1CPds18szREvqTEhHaNI68AcyYYGpynYOvLSydpoeIpAroGxFZhTPtw1jfhHBuj6DNod5Y01Qn6HpX7iqJdjHTIF6+fAD9C5oCzkX0tyO68ffxiyrtE+mdgu9LN/SQ8CtqBTtkpQChymtXDmTtjj0EKfwYkzBpWJsSVlmY0jx42suSFCPClgBUtT9wg/v0MRGZJiKPisiJIhKfpX9SLB5NGZMWb6p2X2F/Qw9pGXQa5C4BqlNCZSNcTx3v+4NVhXkPoTgLtHRv06hSt1FjEikRbQDJcsmgAo7s2ITzIpjEzv9f6t5jElOCjqgNQFVXqOrTqnoGcAzOspDHA5NEJD5dXdKAKny5aCMFo8ewbNMu9kbZZ//Ie8fxzsxV4XeMg/vPqDqSMdB12Nd1M5JiZ7g46A2U3nOVxqnEY0w4FW0ANe8716ZxHu9fO7jSsqL+gvX/P6hRYgaQRj3hhKoeAGYB/1XVAcCouKcqhT5we8JMX76F296dHfX7n/iieo2+kWrorm3aoWm9kBdu30U7JyvyP3VEVUAevhJAx2bWy8cklm/lr+Z5yZkrJxHyEjgbQLSiGQhW5A4EawZ8D7wgIo+o6uow7+soIl+IyHwRmSsiN7jbm4nIeBFZ7P5uWr2sxM5brMwqrwaBOat3xHS8WGpEIp2s7PZTevDgWUfQq0MTnr6oH/f+PPScJlLlQXC+C3yw9FeuAqrYqUvLfHKyhLtPS9yANWPAWSj+61uH0za/5gaA+mm0Slg0n2JjdyDYWTjjAPrhVAOFUwL8QVV7AAOBa0WkJ06Pos9UtRvO1NKjo0t6/Lzw1XLAqfv2BYNdUYwK9tpfWsbqbbujes+ce0+qMllZsDr7K4d24QJ3CPvJh7ehnufLFOi6PdCdCjlYd1Ev3z55gfowA8s37Qq4Pb9uDj8+cErcJpczJhgRoW3jml3SbNMoj/NCrD2cTNEMBMsRkbbAucDtkb5JVdcCa93HO0VkPtAeOB0odHd7CSjCWXMgZf40Zj7N3UEh9344L6Zj/LRlD8c/MjGq9wRaTzSaNU59ow+PDLDK1+Pn92HFll2VAkUwJx7WhutHdOOKIZ0Dvh7JxFnGmNCysoS/nNMr4MRwyf4XiyYA3IezKthkVZ0mIl2AxdGcTEQKgD7AVKC1GxxQ1bUiEnB0hIiMwm1naN26NUVFRdGcslxxcXFE7928a3/YfeItULqWLVlCUWngUbuBPDCkHm1LVlBUVPGe4uJipk6ZBMC6BZEdp28uzJq6JuBrq1ZWfDYrVqykqCj6tRESLdK/c21ieU6MVHymZWVOn+qdOyvP0Juo/EYcAFT1TeBNz/OlwNmRvl9E8oG3gd+p6o5Iu16q6jPAMwD9+/fXwsLCSE9ZSVFREUHfOza1HZnK0+VJx5B+h1NYzcXRQ+Y5Bj+ULoYlzjiETp06UVgYeSklWeKd55rA8hxn7v9hwj/TANcdycqCsjLy8/NhZ0UbZH5+fkLSE3EAEJHHA2zeDkxX1ffDvDcX5+L/P1V9x928XkTaunf/bYENkaaltnvxsqM4LoIBW8nm7UpqlUGmtvrhnhNTPm1h2gwE88gDeuNU+ywGegHNgCtE5LFgb3InjHsOmK+qj3he+gC4xH18CRAyiGSSwkNbxWVwWrxFMpjMmJquUV4uDfNyw++YQMlqC4imDaArMFxVSwBE5ClgHHACEKrD/GDgV8BsEfnO3XYb8BDwhohcAawEfhFd0mufwV2b89WP6Tu7hnflL2sPNqbmiyYAtAca4FT74D5up6qlIrIv2JtUdTLBe6GPCLI9Iz13yVFs2x3f6STiye7/jUmMHm0bMX/tjqTXrUYTAB4GvhORIpxrwVDgARFpAExIQNoyTl5uNm0ap88gEX/eWqk0rKEypsYa2q2FEwCSLKIAICJZwHyceYAG4ASA21TV11/wj4lJnkkn3mt+Xk76BipjarpkFQQinQyuDPi7qq5V1fdV9T3Pxd/EwNfLp2+nJqlNSIwuGJAeIxmNMbGLphfQOBE5u7YsA5lqR3dpBsCAzs1TnJLI+f70Fw86iFaNbIEXY+JFy387j5J1kY2mDeBGnIbfUhHZg5NGVdVGod+WXvYeKGX26u0cVdAspemoib1oIlky0xhTfWlVBQSgqg1VNUtVc1W1kfu8Rl38AW5/dw6/ePprVm52JmybujR9u12mm70lzjD1ujk1dyZGY9KR7+Yq2fdY0UwHLSJykYjc6T7vKCIDEpe0xPC1tO/Ye4CJizYyZvbalKTjkmMKOKdfB64uPDgl54/FSYe1AeCcflb/b0yyfHtb4nrLR1MF9CRQBgwH7geKgSeAoxKQroTZutuZ0EwVLn7+25SlI79uDn/7xZEpO38sOrdowPKHTk11MozJKK0a5RHb3MThRRMAjlbVviIyC0BVt4pInQSlK2HWbt+b6iQYY0wlqWpei6Yy94CIZOO2T4hIS5wSQY1kC5kbY9JNsq9K0QSAx4F3gVYi8mdgMvBAQlKVBC9/vSLVSTDGmJSKZj2A/4nIDJz5ewQ4Q1XnJyxlCbCvpLT88bode5J23hN7tmbcvPVJO58xpmZKdlfraNoAUNUFQIRrS6WfFZsr1urdX5K82qsGfks+Du5acwZ/GWMSL1UV0hnboXva8q1JO9flgwOvsWuMMQBtG1ceWZ+skkBUJYCaLlVzWDTMq/wxW/uzMcbn3WuOIdddayOdG4FrvFTNYpTld+LOLRqkJiHGmLTTp1PTlJ07bAAQkS0i8qyIjKipE8H9tGU3l47dxeUvTo/5GFceG3s1jvdTu3bYwdx5Ws+Yj2WMMfESSQlgI/AdcB+wSkT+ISIDE5qqOLvhtVkArNyyO8yewR3evnHI11vk1w362qbiigXT/nhSd/JybS59Y0xV6TgX0C5V/ZeqDgYGAauBJ0VkqYjUiHEAZUn4UDs1q5f4kxhjaqWUVU9HsE950lR1pao+rKp9gZFA0LWA00l2Vuprrv5wwiGc3rtdqpNhjDHlIukF9EWgjaq6ELg3vslJjHhc/8NNgRyqeaRH20YpbegxxphAwpYAVPXGZCQkkeLRdi0ivHXVoErberaNbDkEq/M3xoQiKeqkXq1uoCJyV7wSkkjx+GiFqvV0H99wbPnjXh0ac9/ph8XhTMYYkxzVHQfw67ikIsGS0cBy2yk96NDUGoKNMdFLVSNw2DYAEdkR7CUgY6544aqRcrOzGN69dZJSY4wx1RdJI/A24ChVrTKdpYj8FPcUJUA86tdS34/IGFNbpXM30JeBg4K89koc05L2Ojarn+okGGNM3IQtAajqHSFeuyW+yUlfItCqYR4//nkkn85dT5eWNp+PMaZmi6kRWETuiXM60tbBLRvQtnEe/QuaAZCTncWpvdrSw+0C2v8g699vjKmemtYN9OdxTUWCVad+rXfHpnx96wga18sN+PqrowYy776Typ+/fPmA2E9mjDEkb06gWANArW8T7Rjh3D652VnUr1NRk9a/wEoExpjotGzoTCZ50mHJ7UkYawDoF9dUJFgsJYDfDusW03vr2ahfY0yUmjWoww/3nMgNIw5J6nkjWhFMRE4CzgDa4yxas0ZE3lfVsQlMW9zEVJyKsYwjIky48ThmrNjCLW/Pju0gxpiM0ygvl6ysPUk9ZyQDwR4DDsHpDrrK3dwBuF5ERqrqDYlLXnxMWbI5+jdVow6ua6t8urbKJy83m4mLNsV+IGOMSaBISgCnqGqVcomIvA4sAtI+AFRHdRo7Tu/dntN7t49bWowxtVtB8wZ0adGAu37WkwufnZrw80XSBrBXRAJ1bTkK2Bvn9KTUL4/uVP5Yk748szEm0+XlZvP5TYUM7toiKeeLpARwKfCUiDSkogqoI7DDfa1WmHzLMDo0rc8rU1dW2l4zV0E2xpjwIhkJPBM4WkTa4DQCC7BKVdclOnHJlOV3pW/VMA+ATjb9gzGmloqoFxCAe8GvdNEXke6quiDuqUqB+nUqd98c1r0VL152FMd2a5miFBljTGJVdz2AceF2EJHnRWSDiMzxbGsmIuNFZLH7O+Wjp+rmVO2/X3hoq7RYT9gYYxIhkm6gjwd7CWgSwTleBP6F043UZzTwmao+JCKj3ecpnVguq7qh0BhjaphIqoAuA/4A7Avw2gXh3qyqE0WkwG/z6UCh+/gloIhUBwBr7TXGZJhIAsA0YI6qTvF/oRqzgrZW1bUAqrpWRFoF21FERgGjAFq3bk1RUVGMpwxt0sQvKwWBRJ0nmYqLi2tFPqJhec4MtSnP4fJRVFSUsPxGEgDOIUh/f1XtHN/kBDzHM8AzAP3799fCwsLoDzJ2TNhdhhUWOss+uvvGdJ40U1RUVCvyEQ3Lc2aoFXkOd63xvJ6o/EbSDXRL3M8K60WkrXv33xbYkIBzRCXcmr/GGJNMT1/Uj517DyT0HGGbPkXkQxH5mYhUmRBfRLqIyH0icnmU5/0AuMR9fAnwfpTvN8aYWu3kw9vwi/4dE3qOSKqArgRuBB4TkS3ARiAPKACWAP9S1aAXcBF5FafBt4WIrALuBh4C3hCRK4CVwC+qkYe4euM3g2haP/DiL8YYEy9ZAmUpnnEmkiqgdcDNwM1ub562wB5gkarujuD9wXoKjYgindVy6TEFvDhleUT7DujcLLGJMcYYYOadJ7C/tCylaYiq97uqLlfVr1X1u0gu/uni573bpToJxhhTSZP6dcqnnEmVjBj+lKz1NY0xpibJiABgjDGmqogDQKDBWiJyaHyTkyhWBDDGGH/RlAAmici5vici8gfg3fgnKf6sCsgYY6qKeDponK6cz4jIL4DWwHwg0Ephaad3xyapToIxxqSdiEsA7tw9Y4FBOGMAXlbV4gSlK65ysq2pwxhj/EVcAhCR8cBa4HCgA/C8iExU1ZsSlThjjDGJE82t8ROqerGqblPVOcAxwPYEpcsYY0yCRVMF9J7f8xJVvT/uKUqCVg3rpjoJxhiTctF0A90pIjvcn70iUioiNa4EsPyhUzmouS30bowx0SwK39D7XETOoIb0AjLGGFNVzN1j3Cqh4fFLijHGmGSKphfQWZ6nWUB/augQW8EWfzHGmGgGgv3M87gEWI6zuHuN0CFfWFVcI+OVMcYkRDRtAJclMiGJdtvR9eje+ygAtGYWXIwxJq7CBgAR+SchqnpU9fq4pihB6ucKXVrmpzoZxhiTNiIpAUxPeCqMMcYkXSQB4HhV/ZWI3KCq/0h4iowxxiRFJN1A+4nIQcDlItJURJp5fxKdwEQ4rF3jVCfBGGNSLpIA8DTOLKDdgRl+PzWyeujUXm1TnQRjjEm5sAFAVR9X1R7A86raRVU7e366JCGNcWejAIwxJrrJ4K5OZEKSSSwCGGOMLQpvjDGZKkMDgBUBjDEmQwOAMcYYCwDGGJOhMjIAWCOwMcZkagBIdQKMMSYNZGYAsCKAMcZkZgAwxhiToQHAd//fo22jlKbDGGNSKSMDgE9utlUFGWMyV0YHALWFwYwxGSwjA4CvDdiWhjTGZLLMDABuK4CVAIwxmSwzA4BV/RtjTGYGAGOMMSkOACJysogsFJEfRWR0ss9vVUDGmEyWsgAgItnAE8BIoCdwgYj0TFV6jDEm06SyBDAA+FFVl6rqfuA14PRkJsAKAMaYTJbKANAe+MnzfJW7LeHKu4FaHZAxJoPlpPDcgfriVLkii8goYBRA69atKSoqiulkxcXF5e9duaMUgF27dpW/Hutx05k3z5nC8pwZMi3PicpvKgPAKqCj53kHYI3/Tqr6DPAMQP/+/bWwsDCmkxUVFeF7b1mZspR5XHpMAYV/KwIg1uOmM2+eM4XlOTNkWp4Tld9UBoBpQDcR6QysBs4HfpmME2dlCff8/LBknMoYY9JWygKAqpaIyHXAp0A28Lyqzk1VeowxJtOksgSAqn4MfJzKNBhjTKaykcDGGJOhLAAYY0yGsgBgjDEZygKAMcZkKAsAxhiToSwAGGNMhrIAYIwxGcoCgDHGZKiUDgRLB7ef0oNOzeunOhnGGJN0GR8ArhzaJdVJMMaYlLAqIGOMyVAWAIwxJkNZADDGmAxlAcAYYzKUBQBjjMlQFgCMMSZDWQAwxpgMZQHAGGMylKhqqtMQMRHZCKyI8e0tgE1xTE5NYHnODJbn2q+6+T1IVVv6b6xRAaA6RGS6qvZPdTqSyfKcGSzPtV+i8mtVQMYYk6EsABhjTIbKpADwTKoTkAKW58xgea79EpLfjGkDMMYYU1kmlQCMMcZ4WAAwxpgMVeMDgIhki8gsEfnIfd5MRMaLyGL3d1PPvreKyI8islBETvJs7ycis93XHhcRSUVeIiEiy920fici091ttT3PTUTkLRFZICLzRWRQbc6ziBzq/n19PztE5He1PM+/F5G5IjJHRF4VkbzanF8AEbnBze9cEfmduy25eVbVGv0D3Ai8AnzkPn8YGO0+Hg38xX3cE/geqAt0BpYA2e5r3wKDAAE+AUamOl8h8rscaOG3rbbn+SXg1+7jOkCT2p5nT96zgXXAQbU1z0B7YBlQz33+BnBpbc2vm87DgTlAfZyVGScA3ZKd5xpdAhCRDsCpwLOezafjXDBwf5/h2f6aqu5T1WXAj8AAEWkLNFLVr9X5NF/2vKemqLV5FpFGwFDgOQBV3a+q26jFefYzAliiqiuo3XnOAeqJSA7ORXENtTu/PYBvVHW3qpYAXwJnkuQ81+gAADwG3AyUeba1VtW1AO7vVu729sBPnv1Wudvau4/9t6crBcaJyAwRGeVuq8157gJsBF5wq/qeFZEG1O48e50PvOo+rpV5VtXVwN+AlcBaYLuqjqOW5tc1BxgqIs1FpD5wCtCRJOe5xgYAETkN2KCqMyJ9S4BtGmJ7uhqsqn2BkcC1IjI0xL61Ic85QF/gKVXtA+zCKRoHUxvyDICI1AF+DrwZbtcA22pMnt167tNxqjbaAQ1E5KJQbwmwrcbkF0BV5wN/AcYDY3Gqd0pCvCUhea6xAQAYDPxcRJYDrwHDReS/wHq3WIT7e4O7/yqcCOvTAaeYucp97L89LanqGvf3BuBdYAC1O8+rgFWqOtV9/hZOQKjNefYZCcxU1fXu89qa5+OBZaq6UVUPAO8Ax1B78wuAqj6nqn1VdSiwBVhMkvNcYwOAqt6qqh1UtQCnmPy5ql4EfABc4u52CfC++/gD4HwRqSsinXEaXL51i1k7RWSg23p+sec9aUVEGohIQ99j4EScomStzbOqrgN+EpFD3U0jgHnU4jx7XEBF9Q/U3jyvBAaKSH03nSOA+dTe/AIgIq3c352As3D+1snNc6pbw+PxAxRS0QuoOfAZTjT9DGjm2e92nNbzhXhayoH+OBfSJcC/cEdIp9sPTn349+7PXOD22p5nN629genAD8B7QNMMyHN9YDPQ2LOt1uYZuBdY4Kb1Pzi9XWptft20TsK5mfkeGJGKv7FNBWGMMRmqxlYBGWOMqR4LAMYYk6EsABhjTIayAGCMMRnKAoAxxmQoCwDG1DAicqqI/CAit6c6LaZmswBgTM1zGc4o4WGpToip2SwAGBOCiBSJSP84H7OJiFzjeV4o7noWQfZ/S0S6eDZ9hDMFwE9++03wzh9vTDgWAIxJvibANeF2AhCRw3DmfV/q2ZyPM4q0sd/u/4n0uMaABQBTQ4nIzSJyvfv4URH53H08QkT+KyJPich0d7Wle93XRorIG55jFIrIh+7jE0XkaxGZKSJvikh+gHMG3EecVdrudbfPFpHu7vaW4qzqNFNE/i0iK0SkBfAQcLA4q3391T18vlSsevY/d14XgAupOrfLhcDVQB+/O/4PcOYPMiYiFgBMTTURONZ93B/nApoLDMG5O75dVfsDvYDjRKQXztS7A92J9ADOA153L8p3AMerM9X2dJyV5spFsM8md/tTwE3utrtxJinsizNzayd3+2icRV56q+of3W19gN/hrPzUBWe2W9zf5VOei0hXoK6qzsUJDOf4XlPVrUBdEWkewednjAUAU2PNAPq5s6PuA77GCQTH4gSAc0VkJjALOAzoqc7KS2OBn4mz8tSpOBfRgTgX3q9E5DucWRgP8jtfuH3e8aSrwH08BGeqclR1LLA1RH6+VdVVqloGfOc5RlucBXF8LvQdE2f2yAv9jrMBZ059Y8LKSXUCjImFqh5w14K4DJiCM1PoMOBgYA/OXfhRqrpVRF4E8ty3vg5cizP/+jRV3elWt4xX1VDVJ+H22ef+LqXi/yqaBcn3eR57j7HHk3aAX+IsmOKr628rIh1V1dcgnOe+x5iwrARgarKJOBf6iTh3/Vfh3D03wlk5bLuItMbpMulThLOgzJU4wQDgG2CwW72COy/9IX7nimQff5OBc939T8SZxhpgJ9AwwjzOB3znPBqnqqmDqhaosxbGX3Dr/d1A1gZYHuGxTYazAGBqskk4VSRfq7Nq1l5gkqp+j1P1Mxd4HvjK9wZVLcXpRjnS/Y2qbgQuBV4VkR9wLvbdvSeKZJ8A7gVOdKuiRuKsd7tTVTfjVCXN8TQCBzMGZ70LcKp73vV7/V3At3xiP5yFxkMtLWhMOVsPwJgEEZG6QKmqlojIIJx1jXtHeYx6wBc4a0GXhtn3H8AHqvpZrGk2mcXaAIxJnE7AGyKSBezHqXaKiqruEZG7gfY4SyeGMscu/iYaVgIwxpgMZW0AxhiToSwAGGNMhrIAYIwxGcoCgDHGZCgLAMYYk6H+H8Kc47DFWauAAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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61zGvX7axgpLR41i2cRcrNu9OmlzjF6zn+n/OSejaV2auZvaq2rQbb3++lt9P+JJznvgkKbL5PFiWbNjFd8Z8ysyVW4Fae3w4fB33fzx0etHWAILLHhi3iIfHL6l57WVX7/7KKr5YkxxlWBf89ymkEi8K4EcEmXpUdReOO+i1qRDKMLKBcIt2Szc6u1h/8cY8qqo1qq32bdf2/N/P1zHi0Y9TI2Sc3PGfL7j4qalUVSt3vv5FjWIDp4P87XuLQvzkvfLip6v4+X8CR/Hi57n/1txvKHtkUsoGAhr0UcxdvT3g9d4IXkH+fDvFOQEiESxruvCSEOZzVa2ZR7keQW2AFjibwgzDI95++aW/+YAXp62Mek4qPXRqRplBt7jrjcDO7ezHp9DzrsCfgKry5KRlbNy1r0aBpGrdomJ/Zc1CZ7x8/2+f8vKM1TzmZ5K66415PP3xCj5ZtrmmbN/BKlZv9Rb495dvzg8p838vbx47l5Vb9vDbIPu21pwb2USz72AVN/5rDht27q+pL5hkfCfm1cEUdrCqmuoElefmivCholONZ4csEfk/EdkAfIETI2g2kLmVEqPesrliP798awEAlz49jZ+/5qSb9rcRx/s7e3feOnbsjT6tvvAv/+PGl2pNK5sqAk0GLwWZfRav3wUEzhQWrN3JI+8v4Zaxc2s6qUihD/zt4v5UVlVTMnoc//x0VVR5j77nfa54dnpA2ZL1uygZPY5JiwOD66oqew5U1rye/tXWkPr2ucrEvyP9vxdnc8rDkwLO+2TpZm58aY6n0B4fLHK8aaKdGanjnr5iCyWjx/H56u1MWbqZcV/Urnv4X7Ft9wHueO1zdvu1LxP0uus9rv9nYCRPVc3qqLLxeOTeDhylqiWq2t199EiVYEZ9JH6nsRlfbeXfs1YD8PKM2g44ntHeV5t3c8NLc+j36wlRTTaffb2dcfPW1Ug58o+TPdVf6aeNfM8r9lfGlPHMx6awuSLULr37gGOq+F0YT5DrXpgZ8Dq4I5/h2twnLtrA6q17uPTpaezcd5CnJ6/gyF+9X3NewzDeNr6F4Jtf/qxmE9XHX4ZGe7n82emMm7fOkynHl3Er1sYtCP12fLTEUWJTl2+J+l4+OWkZr8xaw8m/mxTxnHQxYWGg+2j3O9+tyQOcjWogHgWwHPCcBMYwQon9E4g0Wlq6YVfA60+WbeZVVzE8OmEJJaPHRezc9x6otf36Ru3BjJ+/vuZ5vLML/87pBncEqOqtnop9oaPWNz/7BgjvL//BouhpM3yziupq5U8fLGXGV1t594t1vDV3bcB5DYtCf/pbdztmiJ37Knl/wfqAY+E+F/+SDxdF95v3orBFYMzk5XwVtGD+u/GL2b4n0ETiq23+Nzt4McZMKZVUVStnPTaFc/0W0Z/+eHnAOW+4n+ezn3yVVtm8EI8CuBOYKiJPi8jjvkeqBDPyk0j9xOlBo/FNu/bzM9c09MwU54cVKa+rv2k5XEdUsb8yZOoeD/5Vrt3h7OhU9y8Wz09dGVJ2z9uO+ctr0LSKA8r1L87m8Q+X1ngnLVy3s6bTHv36vBBzU1Fh9Lp37atkrd/aRbjPpbK6usaz5s0gBRPMj1/+LGz5F2u2M9EdNR+sUh58dzHfeXoa2/ccCFjf+Oengea3e6Y6sp3zxCfsT3AdJBk8MG4RC9ftDFg7+O17ixNeC0g3XjaC+Xga+AiYB2RXNCWj3pDqn03w73Liwg38/X91G5nVhBjwq1wVT51AOAXgw+uG2WXbqxi/YD3j/UbtKzfvjurOuCvMzMOfu4MWdBVYvXVPQKrC3nePB2Dq6OHeBA3DeX8O9bnfvb+S4+6bGFAWHMCtshp63fVuwvdNFm/N/SZs+fa9B7l5bHill03EowAqVfXWlEliGCQ3Z8DBqmqKCoQJC2rNEy9OW8VxXVrVvP7hP+rux+CbVRz+i9oO6UBlNeVL4ouWXvbIJMp/NsyvxJsG+MfCUA+SnTE6+HhdPW8e+xnvfLGOt24cEnLs6Y+X14RbSAbhJAsnr299IdVc+dwMvj+wCz3bt+CjxRv4fPUO1mzbw1s3nRzxmm/9aXJGsonFSzwKYJKIjAL+C9S0TFVD3QmMrGVLxX5PsVBSgZe+PVk/6R17D9Lv1xO444ze/PGDL2vK/zNnDb+96Bje+WIt5/XrlJR7VYeZD/v2C8TDyqDNUgXi2Lh7d2hBVbWyfkf4gGFb96W+I3zH9cBZuSV0Q9sL05Jrgw/3PUl0b0IymPzlJiZ/uYkOLRuzfmfgZxBJqlzo/CE+BfB99/+dfmUKRPUEEpEuwD+ADjimozGq+piI3Av8EPANk36hqpmf09VjJi7cwA//MYt//fBETjq8XdLq3bXvIK/MWkP/rq04vmvrOtUV7wTgQGV1ja39DxO+pPhgFWXU/gD9d4L6+Ev5Mv70wdIa74y6ksw9Cf4mhe17D9bs0D31iEPDeuTUR8K9n5VZYFPfvjd0puV1xpqM4HLb9xygVdOGda7HH88KQFW7J3iPSuA2VZ0jIi2A2SLiM/D9UVV/n2C9Rpz4QgDMXb09LgXw6IQlPPHRMpY/eFbYhcnT/zC5ZmQULcuVl59KvJ3p36asqHn+jOtl8cMLo/8wI42kE2X3gUpu+ffcpNTlHxPIfxE0Wzr/ZCRziUW4T+5rj5vRIpEMBRouPaTXb2sygstt33Mw6Qogno1gN4pIK7/XrUXkhljXqeo6VZ3jPt8FLAJyP+xhDlLkdt5VcdpOn/7Y6WQjZVLynxbPWplei+CufZVx/zDHzlydVBnGzlidNR10qklLQp4kD/bPPqYjv7+kX3IrxVkbSFfMHkjNLCgeE9APVfVJ3wtV3SYiPwT+4rUCESnBSRA/HRgC3CQiV+LsKL5NVbeFuWYUMAqguLiY8vLyOESupaKiIuFrc5XgNq/+2pnCLlvxFeWF4b0Xgtm+v7rGvXLy5Mk0jOE+eOUz0/jLaeFT8c2cMZO1LaKPOfb7KScvn9dfg3yufdd9sys1jmoX9WrA60sDf/QzFmWff3eqeGdqaLiHZFMVblElQY5qW8Alh+1k+rSpSavTx+Q0K/1Pp89gTYzfT7zEowAKRETUnVu7OYE9z0dEpDnwH+AWVd0pIk8B9+Po+/uBRwkTXE5VxwBjAEpLS7WsrCwOkWspLy8n0WtzleA2z6taCsu/pHPXrpSV9fFUR8nocTXPTzllKE0aFgYcv/Xfc4HahcGioqLQ93m8U8cJA0/giOIWUe+350AlTHR2rPbsNxDGx7+78+rxu3n/lqHwP287eePh2D69eH3pwoCyGetjBxkD6N6uWcgmp1xj/MrUj3hFJGmhY/972xkUFAg79x2EjyYkpc5M0X/AAI7qdEhS64xHnbwPvCIiI0RkOPAyMN7LhW4msf8AL7mJZFDVDapaparVwN+AgfGJbsSLb2dpojPJcBubXv8scCYRLaCXl9/0/G9qNyx95+lPvQsXxMSF62OflABeN2eFI1z4BSOUZJo6fN/5cJ9ajwhJ47MVr/kM4iGeb+TPcTaC/Qi4EfgQuCPWReL0CM8Ci1T1D37lHf1OuxBI/dwyz/Et4CW6S9FLnPS62IjHfbGOS5+uDccbHIwtHn4/4cvYJyXAoB5tE762cdDsKRsYNTR14byG9Ez8vUoG3f06+OaNQo0dH91exrIHzmTOL09Pp1gJ07dj9NlzIsRUACIyRkQuBJqp6lOq+m1VvVhVn1ZVL3PfIcAVwHARmes+zgIeFpF5IvIFTpaxn9apJUZMfANQr54284I6/O+OSXxEDuFnEP7c+K/AJCeJhjpOJb2KW/Crc45M6NojO7bkNxcc7Zin0sB1J4c67v14eM+A1y0bx2MFjo9fJvg+JYNRQ3sw6faymtfBM1Pfy6LCAto0S65nTaqINrtOFC8zgOeAfsC7IvKhiPxcRDwvqavqJ6oqqnqsqh7nPt5V1StU9Ri3/Dxf2kkjdUxZ6sR595pv+vGPQtMXLlxba6LZFybBRiJf0YNV1ZQ9kvlIjl5J9Hd4cs92XD6oG707tAjpiBPhye8fH/X4j8oOD3hd3LIRPz3tiDrf1ysNCws4pEkDAJo1LOS9m09J6f2uHNyNpg0LmXnXaYw+I/Ia1/A+7Zl9d26M+lONl4Qwn6rqvap6CnAp8DVwmzuSf05ELk25lEZS8CmAcDOA8iUbeWHqSrbvOVDjQ78nTHx1n1mmsqo6bICvbXsOUjJ6HBt27uPDRRtYFWbnaMg1uw+E7ILNBh666Bie+F7/mtc+G36i47Czj621et42snfAsUZhonPGYuRRxTXPJ/x0KNPuHM7oM2s7vuAd33+7sjRshNFU0bxREbPvPg2An4zoldIkPgD3nX80C+87g0NbNArbzl+c5bw3h7VqkjOj/lQT17dOVbeo6suqeqWqHgc8CfRKiWRGnalWZdLijZSMHse/Z0bPYXv132dyz9sLOO6+ifz5IycB3P+WbQk5z6ccjr9/Yk0Ux3DMWbWNH7wwi1MfKfe7NsLJ6euT4uK7A7tyrl+4iHvPc1JgJ2sqfvfZffnTd44DYETf9nFfX+TXyQnQ8ZAmXH1SScTzGzeIvQZR3DJ5YULat2xMUWEBKx86m/879fCaz79Dy8ZJu0c8FBU43V24hfx8VQjxbAS72U0HKSLyjIjMAdqp6gMplM+oAxNWVnLN804CEf/NT8EpCoNj7UdLzu3rw2MFG4sVbdKfVHg3pIIWrr18WG/vnfU1Q0oiHrvulB5c0P8wVj50NlO+dGZnvWO4yfrjr4h8nXvwTt0WfoufkRRwu+ZO5/fSdSfy35tOrmlnXTiyY8uIx9o2b8hJh6d/gbhz6yYAHN6+ecixbM7alUrimQFcq6o7gZFAe+Aa4LcpkcpICl/7bYbavb+2Qw427azZFqgQdu2rrMkOFczCtTvpcee4sMf8ueM/X4SU5fpvzNe3dm3blJUPnc3PvhVoxhl6xKGh13hUbre7dR3mdlLx4gvTHDy4nfSzspjXzrr7dFY+dDZDerajfcvG3HVWXwC+U9ol6nXjbwm16fu8bR655NiQYz4TkEhmgruNPKoDr14/mMtP7BpyrC7StGhUxJ1nettXEy8X9U9t0IR4FIDvq3UW8HdV/ZysnbwbwXy5oTY6ZUinFPSySrUmCFkwj7y/JOF9BLlO8Pt2/anOIquv0/vN+UcHHH/3J6d4XjA+tEUj9x4w5Y5h9AozSvVCsHmjnd86gJcENUDNZr9WTRtwzGGRNx716RA4yr/19CNqRtnhFJ9vAFAgEjYncV3w+j6fUNImrAmvLoOTd28+pU77Q6Jxam9nUNE4RR7E8SiA2SIyAUcBvO8Gdss+P708ZeqyzVz/4mxPU1kRJ3Wgz4sn+Kubqvgmf560lOWbQsMkZzLUb10oLBAOadKgxl3VP83iOz8+mSM7tfQ8QvKZbkSc0fxzV5+QkEzJWJ8499hO/OqcI/np6d49hl6/4SR+MiL6cqBPtMZFhfQ4NHmbsL57Qhcm1NG1ti4L1F3aNE2JiyZAA9fxoF2T1NTvZR+AzyD4A2A0cIKq7sEJA3FNSqQyPPHW3G8oGT2OTbv2c83zMxm/YD2vzl7DF2u2A06mqHDs3FfJmY9N4TY3HHKqvrzBvDtvPSMe/Tikw7/smbrtL0gX4d6mwgKpiZXkn2bxaHfkPNzj4m5t3c4T34wgER7/Xn/uP/+omte+dQWvfVxBgXDtyd1p3KDQ06zh5J7tQsKAh3uvjjnsEG4a1pPHvnccZx7dwZswLrdFUEbv3zKUhy4+ll5xrJ2EI9qahRdihMhKGJ8CSNUYyctqz6cisgYn7MN4Vd0OjkcQEOomYqSNl9w8qcs3VdT84O5w8+SufOhsNu4J/63Z5yZJn+lG7ky3He+Jj5Zyi58/+vJN6YmP89Rlx/Ojl+ZEPP7j4T15wvWACke498l/0bXQfe6/iOo17Lavc/ZVF84t9O2bhrBx535EHI8fgFevH8zEqYFtCk5046vTd48fntKdv01JTgC74PDf0ZSMiNSsdfx4eC+enBQayC8Slw/qxqMTA3d3X3x8Z3p3SM7u2DFXlrJk/S46tGzMmu17+P7fpoc976rB3cImwEmVCahZI8f206ZxasKIeNkHUArc7L78k4jMFJE/ishIEclMaikDqLXpxvvVW+J6/WzctT9AeaSLL4O8jtJFQYHQrW1tTlufj7qPKwZ3i3p9uPfJ/3dfWCi8dv1gJv701IBz+noYXfpMd776ws3Kju3citOOLGZE32KO7OTUeUJJG07qFJ/Xzl1nH8mNww6PfWIC3ODW2znGYrYXl1R/wr335xzbMbQwQQ5p0oCB3dvQtW3TqEr7nnOPClte11m0f5pSfzq3aspTlx3P9f1S09V6UiuqukpV/6qqFwAn4aSFPA2YIiKxXUKMlOAbbVVr+GQVXhjx6MdJlMgb785bz/QV6Z88HtelFR/75dz13yg14adDad+icdymCf+RX1GBUFrShg6HBPq5v3b9YD69c0TUenwDZ//F0xUPnhWXLJG497yj6Nm+eUJ293hN4+cf57i1tmjcIO57RaNV04aM6BNoTvO6qJ1MIm2kq+sMoEGhhA3LIQJnHtOR5g0ztAYQjKoeBD4D/qmqA3Fj9Rvpx/f1f2l66JR0w07vWa/2J6g86sI/p3/N1t0H2LY7NM1eIniJaVPsbkCaOnp4SFgC3+83VniFYAJMQBE6gWaNikKUQjDBJiCI3NnEy6Aebfng1lPjHnVH444zesc+KclcX5aaWUs42ntcg/GZ2wrDzACaxhH8L1KmtVTPzuPZCFbubgRrA3wO/F1E/qCq3jKLGEnHZzao2B+66erEBz/0XM8hTZM7WvNCVXU1x98/kf73T4x9sgc++9VIRh5ZzOGHhP9K33tubWCyTq2ahJhlfFP4eDvdwBlA4nbaGnNeljpW33VWX64d4gSXu/vsvtxQVvdYRvFS2q01f/xOPwb1aAOkdl+Jl4B95/XrxMPfdvY7hPvevH/LUJp5VAKFBRLWjJTqFJzxfGMPcTeCXYSzD2AAjhnIyBC+73+40Uc8XPLXabFPSjLvzqtbvP7gxcfCAmHMlaXceWLjsLOBrn62f39K2vo2UMV+D0/pFbrRy/93X5cBe80MIMu21vhGsUN6tkuZcvLtRA7GF0jOh4hwYf/ONG3ofL6pVACto4SG6OMuPJ9xdIeaWVW4VA9d2jRlWB9vXmCFBcIJJa1DyrNJARS5MfwvBd5JkTxGHNSaDbKr08gkRQXCr9yFuhF92vPVb8/ijRtOYnif4rDnn9jdCUngJfxBszAx5X0jv6IIIziv+O+SzSb+/P3juX3kESmJRf/zM/rwxg0n1bg6AvzEjZI6sHubiCY1X2m6VwB8O79L2oaupUTqqL3KOPjwtjzuF3iwtl7P4iVEPArgPpysYMtUdaaI9ABC4wUbKWXvgSonvR1+MwBLNBVAg8JaX3oRoX/X0JGVj/suOIoPbj01YMdsPPhmX3VdBPTtGzjrmOR5tkSjduNZdLmLWzbmpuG9UjLI+FHZ4fTv2ppT/UJo9HO9YZo3KorY+T1w4TEM7VwUcF06uNL1EmvZxBkI+Lvqtm8Rfo2nc6vw3lDBM9gfnXp4zcwmgBQrAM/+Y6r6KvCq3+sVwMWpECofeap8OY9OWMKyGJ4fp//xY9Zs28vKh86uWQOoi+25PuCf+APg7GM6smT9Lv7v1NiLho2KCumZYNgFqO34i+qoAA4/tDnLHjiToiBtXn57GQvX7aR10+RGq/y/Uw9ny+4DUaOHBpMqk8t95x8dEKzQRySl0+GQxlx7dKOAndfp5JfnHEmPQ5sHBAUcHCG43W0je3Ncl1b86KU5nH1MR8bNC5/2JFJbU20S9KwAROTxMMU7gFmq+lbyRMpPfjd+cdTjO/Yc5L53FgYEbgvnOZIPBKca7B6U27WosIA7oiQESSaSpBkAENL5A5S0a0ZJCnLXNm9UxIMXHpP0ehMhUkfet2NLNu3alGZpIuP7rFs0blATByocNw47nBF9HZNjw6ICzjymI1/cO5KmDQojKoBI+DaCpYp4VGhj4Dgcs89S4FigDfADEflTpItEpIuITBKRRSKyQERudsvbiMhEEVnq/o88Tzd44qOlIWGafZ4jqV4oygb8vSleum5QBiUJxNdnZ2o0Wp+5x/XcOiyCGSXdeP2V/exbfUJCY7Rs3ICiwgIW338G038ReU/Iiz8YWPN81t2nhTcLJZF4vrU9geGq+oSqPoHjAdQXJ6H7yCjXVQK3qWpfYBBwo4gciRNX6ENV7YWTYH50Ig3IF8L18b4ZQF3ND7FY/uBZAXHlM0G2xovzrQF0bh3ey8hInIYZXtz6x7UDeeDCo2OfGAeNGxTW7EcJh7+nWaLrUvEQzzt8GOA/F20GdHITw++PdJGqrlPVOe7zXcAit67zgRfc014ALohDFoP0eQE5PsrRz/Hq75woqU4nmCg+L6DWGdhLUd+pjWGUmc9+6BGHctmJteFB6uNEO55h3cPAXBEpx5kNDQUeFJFmwAdeKhCREqA/MB0o9iWCV9V1IhLWYVZERuHuNi4uLqa8vDwOkWupqKhI+Np0EknG1asDd8z+572PWLjOWQ+IlsErWTJVVUXO8DXm9Kb8Ze5+5qbQXNu7tfDFJujYTALeowIJfM+S+TkH1xOu3v27nc9gx7atGft+peu7vWaNM85btmw55VXRU4wmQpMimDdvHgCbt2xh+qdOlNh9+/eHtC8Tv+cpk6fQqCi2FkhErnDXpOp77Y8nBSAiBTgj95OAgTgK4BequtY95Wce6mgO/Ae4RVV3eh21quoYYAxAaWmplpWVeboumPLychK9Ni2Md0IqRZJx6p5FsHJFzesv6QisCHtusikrK6Ph5AnsPhg+T8DIEcN4Zc0s2BQ5R3Bd+b/T+9G9XTN6d2hRs+A6c8B+GhYWBOxkTsrnHPxZRPls3t44l4VbvqFTh/aUlcUXRiJZpOu7XdFmLRNWfcZ5p/TnpJ7eopx6ZWLfXbRu1tAJZT5nFm3btGHQ4GPg449o3KhRSPvS+nt2P/+hQ4fWJMsJx4zj91FUWOA5v/Dhs8trIuH6t2Vi3100b1xUE/EVUtder8HgqoFHXXPOW6r6pl/nHxMRaYDT+b+kqq+7xRvcjWW4/zfGKXtek+4do7EWmpM9PX70kn4BrxXlyE4tA7xtDm3RKCNhLPxp4u4EzbS9Oh2cc2wnpt05POmdP0Cv4hYRbd7ZafwLpX3LxnEll3/9hiFhy3sVtwjo/FNJPN/aCSJyscRpcHbPfxZYpKp/8Dv0NnCV+/wqwFxJo/DvID/pdNsjY8XISbY4wblx2yTZDz5Z+BbgG+SBAgBS3jEd3cnZEHfZid2yLChG8n9zwaEuMkE8awC34iz8VonIXpzfvKpqrGDnQ4ArgHkiMtct+wXwEPCKiPwA+Bq4JB7B84Ernp1Oz/bNuefco9ixN9D88lS592Qa/ozo054PF8c/2Urnj7G4ZeBI8O/XnJCSUWcy8CnGBh5sw0Zs2rdsXLNLdu32vTHOrh/4guxlgnh2AicUDERVPyFy/xE9SHqeM2XpZqYs3cxlJ3ZNWp2xNix1adOE1Vtrf3hHFDu7ZGONcH2jo1FDezBmct3WJoKdPvx3XGYbPjfQfJkBGMklOCREuoknHLSIyOUi8kv3dRcRGRjrOiM+wrm8nfaHyUmp+7XrB8c8J9gOe/VJzujkhWujJyk/ws3JemgSfJdzxeYLtQrVNoIln+BUlpkm391A/wJUA8OB+4EK4Ekges9gZA3RQtz6CP6O++Lk9GwffQJ484heDOnZLikdYab8vhPBtySWD4vA6cbn6JCJzF/5Qjzf2hNV9UZgH4CqbgOyc2Uuh5nz9faU1a0a/09pYPc2ns4rKixgUI+2YUPl+vjk58MiHvOnUVGtq53X+yeTqaOHhwSYi4WZgOo/2ZarIRnE8609KCKFuDN0ETkUZ0ZgJJHLn5mesrq9hFOI5uTVonFRQGatcLRp1pBbTz+i5vWUO2o7fa/hEvzjoWSCTq2ahASYi4Rvh7IpgPpPfTQBxfOtfRx4A2gvIg8AnwAPpkSqHGbH3oMsXLsz4ev3HqxKojQOPru+at3sqfPu/RZX+3ksdIgQ08T/Hl3axBcj5/Hv9afHoYmHZ043VdU+BVAPe4csIYcsgjlHPF5AL4nIbBzPHQEuUNVFKZMsR/nemE9ZuG5nxlf3/elwSCM2V+z3HE/n45+Vceoj5THPK/9ZGZVhphV1sdnmkv0fahVAPkRkTTfZ9pZmmThJIa4Qj6q6GIgeuD7PWbgu8dF/KmhUVMBTlw3gn5+uondxi5g/KgG6tW1Gnw4tYiZKKSqQmpyo/kTrw5+/5gR6tGtOtSp3vTmP/y3b4qEV2YtPARTZDMDIQcxwWc8pLWlNlzZNufOsvhQUCK3c3YfBm61+d3FgcpDxtwzlz9+PHtsm0npBtDF8We/2dG3blJJ2zTjOTf/nzwkl6V/0rQuVNgNIGb53NFve2vqYezuzQd6NlBPsuXDPeUdxVKeWLFi7k1dn10YR9eU0jec7HvHUoCnAmzcOCdnJDKGL0v5ms85uKIjT+4ZP5p4tTHJ3Va/cvDvDktQ/Dm3RiFFDe/DtAZ0zLQpgJiCjHtC8URFXD+kekIJy/C2nsH2P00HH4+oWS1n8ZEQvgLAjfYhuKurcuimf/2pkTQLubGX9zn0AzPl6W4YlqX+ICL84q2+mxajXxDQBichWEXlGREbEGwjOiM3yTRWMmZxYXB8vRPrE/It7F7cIfyBm3dFNQA1ihJ2ItVh8SNMG9XLabeQm9fGr6GUNYBMwF7gPWCMij4lI9iRlzVK8erNc8tdpPPhu+tfVfV/m20ceEXcnGysF5YndnaTtJ8TYxJVjDj9hKWnruLneOKxnhiUxjPjxogB2q+qfVXUIMBj4BviLiKwQEdsHEAGvOWx37w/NtFVdhwS4zYNy93pPvOP9Hv/98cnceWafiMdP7tWOhfd9i0E92sa4Z+5rgAHdHCV3eA7tXTASoz7ORr0YWGtarapf46SGfFhEegPfTZVguY7TucX+woT7Tu09WEXTOHPs/vXy4ynr3Z5GRQV0v/Pd2vrjqsXb+X07tqRvx+hRwJs2jP3Vqgf9P7+54GguKe1Micedw4aRTXiZAUwKV6iqS1T110mWJ2eprKpm7IzaPKm+vu2TpZtr4pq/OG0li4L2CYRbdD3qnvcpXxJfgt1GDQpp3KAw4VFKJgJu1WGikzU0aVgYc6ZjGNlKzGGaqt6aDkFymQ079/HW3G8CbPm+0e3lzzqxfVY+dDa/fGtBzXMfkfrrV2evDn8gEhE600j1d2/nmCy6usHburn/zzqmY3z3rQO5EuXxtesH8+WGikyLYRhJp04+diLyK1W9L1nC5CJrtu3h5N+FTpKqVdlfGTuuz54D4c/Ztjt8AnYvHNelFXNXbwcim3QuPv4wurdryvFdWwNwWKsmLLrvDBo3SN/ewFwxAZWWtKE0xzaoGcnjj9/px5jJX2VajJRQ11/7dbFOEJHnRGSjiMz3K7tXRL4Rkbnu46w6ypEx1u/YF/FY77vHp00O/9H0E9/rzxlHdQAiL1yJCAO6tQk43qRh4iYkw6ivXNi/M+/dfEqmxUgJXvYB7Izw2AV08nCP54EzwpT/UVWPcx/vhjme0wSPbnfui29EP21F4jFyurRpWrN7Mpu78+8O7JJpEQwjr/EyA9gO9FLVlkGPFsC6WBer6mRgax3lzDmC7dvH3juh5nkqdo0GK5xcsK706RDdk8gwjNTiZQ3gH0A3YEOYY/+qw71vEpErgVnAbW6GsRBEZBQwCqC4uJjy8vKEblZRUZHwtdFYui28Df/jyVMiXnPRX6by/BnJdRucN28ehRtqo3PP2+DsL9iyZUtK2p1sfjqgUVLkTNXnnM1Ym+s/qWqvFy+gu6Mc+3mC930KJ6+wuv8fBa6NcI8xwBiA0tJSLSsrS+iG5eXlJHptNFqs2grTp4WUDzn5ZPhgQpgrHD6paE9BgQArkiLHaUNO4OjDDql5vX/BevhsNu3ataOsrDQp90gJ48cBcMNFw5OSVStVn3M2Y22u/6SqvQl5AYnIvap6b6I3VdWa2YSI/A14J9G6Mk0kT5ZYHi7PfJJcrwL/zt///rmyppsjYhpGvSLRIdd5dbmpiPg7m18IzI90bq5Sl3AOyaB3ByfA27dcb6Bsx7yPDCP9JKoAPP9aReRlYBrQW0TWiMgPcEJJzBORL4BhwE8TlCPjROq3+t8/MaX3PaK4OYvvD+dc5dC9XTPGnN40a2KpxyJGfDnDMFJAohvBBng9UVW/F6b42QTvWyd8wcfqw2jzyw0VNG5QyNs3DaEiTEA5gIY5lKawPnwmhpFreFIAIvIt4ALgMJyF27Ui8paqpm+nUxIY8JsPaFxUwNQ7R2RalKRxbOdWmRbBMIwcJaYCEJE/AUfguIP6cgh2Bn4iImeq6s2pEy+5bN19INMiGGFomATvH8Mw4sfLDOAsVT0iuFBE/g18CeSMAjCyjzm/PJ2iHDJVGUZ9wsvQa5+IDAxTfgIQORCOkVQuH9Q14HWPehJ/vk2zhrRs3CDTYhhGXuJlBnA18JSItKDWBNQF2OkeM9JAcN6AF687MUOSGIZRX/CyE3gOcKKIdMBZBBZgjaquT7VwucCslcmP6xOOG4f15MVPVwFwbOdDOKxVk7Tc1zCM+otnN1C3ww/o9EWkj6qmP6N5FrDnQCU791bynzlrYp+cBFo3qzWTFJrTvGEYSaCu7heRg91kMX/9eHlE3/lozF61lZLR41ixqYLvjvmUQb/9MG1JTQr8/OQLzWfeMIwk4MUN9PFIh4BWSZUmhbz3VW08/ofeW8yqLXv47UXHxFXHG599A8AnyzbzxZodSZUvFv5dfoEpAMMwkoCXGcA1OLF6Zgc9ZgE541j/7yWBor43PzSVwa59B6PG8PGNvKvqQzZzwzDyHi9rADOB+ao6NfiAiNybdInSxPY9gRm6duw5SL/7JjCoRxvGjhoc9poC1/aezv7/qE4tWbB2Z+Co3yYAhmEkAS8K4NtE8PdX1e7JFSe93P7q5/Tp0ILrTunB1j3ODOHTFZGTl/k6Yf9ZQqqtMb8+7yj6dWlVo3zA+n/DMJJDTBOQqm5V1T3pECbdvDZ7Db8Zt4ivt+yJ2KkeqKyu6fB95/ine0y2OWjq6OEBrwsLpCZRyt+vPiGp9zIMI7/xkhT+vyJyroiEbNcUkR4icp+IhM3mlSvMXBl51H/E3e/x47GfAbV5dhev21VzfPmm3UmTY8WDZ9GpVRMuO7F216+/y2ev4uYAjMyRGP+GYWQ3XhaBfwicAiwWkZki8q6IfCQiK4Cngdmq+lxKpUwxq7ZE78THfeEsGPtcPl93vYGSjc/M42/v93/euXVT5t07kmuHlKTk/oZh5BdedgKvB+4A7hCREqAjsBf4sj6ZhrzY8v1NP6nEf59XsMtnC4ubYxhGkohrI5iqrlTVaao612vnLyLPichGEZnvV9ZGRCaKyFL3f+t4BY8HL+kZ319Qu8n5R/+czZ4DoRvF0rXpyz85iu36NQwjVaQjEPvzQHDuwtHAh6raC/jQfZ0y1u7YG/0EEb7cUFHz8r3562vMPvHwmwuOjvuaWFiofMMwUkXKuxdVnQwEr7KeD7zgPn8BJ9tYCmWIfc7eg1Uxr9EYFV0+qFs8YkWkOuA+NgMwDCM1eFYAItI+TFnvBO9brKrrANz/IXUnk1VbYlurgkf81WE6+5dnrE6aTNEoaVsb69+iPhiGkSriSQo/RUR+qaqvAIjIbcAPgCNTIpmLiIwCRgEUFxdTXl4edx1Xj4/u5bNq5cqQssVLllC+Z0XN61ff/YgDVdVR60lEtoeHNuGOyXsDri/xUz4zZ8xgdbPEJmoVFRUJyZTLWJvzg3xrc6raG48CKAPGiMglQDGwCAiXKcwLG0Sko6quE5GOwMZIJ6rqGGAMQGlpqZaVlcV/t/Hjoh4uKSmB5UsDynr2OoKyQd1qrh00aBBMnhSxjqsGd6Os7OiY9wrm0rOGc8dk55qAtr3vlA0cOJAehzaPq04f5eXlJPR+5TDW5vwg39qcqvZ6Hlq6pprxwGCgBPiHqlZEvSgybwNXuc+vAt5KsJ6UEWzvD2cS8ueyMPb/Ph1aBLw2c45hGNmE5xmAiEwE1gFHA52B50RksqreHuO6l3FmD+1EZA1wD/AQ8IqI/AD4GrgkMfGTQ7iOObi7//HLn0WtI9hb89AWjXjjhiE0KBR63vUeAC0aFTGwexuqFT5aHHHSEySbaQ3DMFJDPCagJ1X1Tff5dhE5Cbgz1kWq+r0Ih0bEce+UEt7jJ/B17Pj/gR11m6YNadKw0DkiTn0Pf7sfZxzdAVXlzx8t44rBsb2GYnkeGYZhJEo8KSHfDHpdCdyfbIGyhVgmn3goKhAOVinD+zjOTiLCj0f08nStv0eQYRhGMonHDXSXiOx0H/tEpEpE0psWK0UsXLczpOy/n69NWv0N6rCbq8B2AhuGkSLimQEErGiKyAUk7gWUVUxcuCGkbM7X2+Oqw2eqv2RAZ16dvYZ2LRrWHHv9hpOYuGADDYtsW69hGNlDPGsAAajqmyKS0hAOuUSHlo0BeOSSfpzQvQ2n9S2uOdanQ0v6dGiZKdEMwzDCEo8X0EV+LwuAUkKdZeoNDeM02zRrVPtWXlraJdniGIZhJJ14ZgDn+j2vBFbixPSpl5x9bMdMi2AYhpFS4lkDuCaVgmQbyU71aBiGkW3EVAAi8gRRTD2q+pOkSpQlVFUri8J4B6UKn4uoYRhGuvAyA5iVcimykJkrt3LmY1PScq+5vzqdpg0DP4pmDQvZfaAqwhWGYRh1x4sCOE1VrxCRm1X1sZRLlCVs3LU/bfdq1bRhSNmUnw9n596DaZPBMIz8w4sCGCAi3YBrReQfBMU8UNXgZC9GEmjTrCFtmoUqBsMwjGThRQH8FScKaA9gNoEKQN1ywzAMI8eI6eyuqo+ral/gOVXtoard/R7W+RuGYeQo8eQD+FEqBTEMwzDSiwWnMQzDyFNMASSBfp0PybQIhmEYcWMKIAkM6dku0yIYhmHETcLRQJOBiKwEdgFVQKWqlmZSnkSxrI2GYeQiGVUALsNUdXOmhagLFfsqMy2CYRhG3JgJKAm8MG1VpkUwDMOIG8lk0nER+QrYhrOh7GlVHRPmnFHAKIDi4uIBY8eOjfs+V4/fXUdJY/P8GdmXu7eiooLmzZtnWoy0Ym3OD/KtzXVt77Bhw2aHM7Fn2gQ0RFXXikh7YKKILFbVyf4nuEphDEBpaamWlZXFf5fx45IganQSkivFlJeXZ6VcqcTanB/kW5tT1d6MmoBUda37fyPwBmnIMXz5oK6pvoVhGEZOkDEFICLNRKSF7zkwEpif8vtiLjuGYRiQ2RlAMfCJiHwOzADGqer4VNyob8fahOwXD+icilsYhmHkHBlTAKq6QlX7uY+jVPWBVN3r7ZuG1Dw/rksrzuvXKVW3MgzDyBnywg200HZqGYZhhJAXCsAwDMMIJS8VwGlHFmdaBMMwjIyTFwog2AJ0Xr9OLLrvjLDntm7aIA0SGYZhZJ68UADhaNKwMKTsrrP60rSh971x7Zpbzl7DMHKXvFEApcWF/P2aEwLKFt8fOAu49uTuFMTxjvTp4LiX3j7yiDrLZxiGkW7yQgGICDf1b8yw3u0Dyhs3qJ0FfOuoYgoLhIcv7hdy/Ts/Pjlsvb8690iG9GzLtSd3T67AhmEYaSAvFIAXrjqpBIDBh7dl5UNnBxw7+rDwGb96tGvGS9cNistsZBiGkS2YAnA56fDwWb0euPBoAO4//yjOP64TE386tOZYge0vMAwjh7GhawwaFzlmoisGl3DF4JKAYwUFpgAMw8hd8l4BfP/ErrRpGtmb51wLG2EYRj0l7xXAgxceE/V4wyKzkhmGUT+x3s0wDCNPMQVgGIaRp5gCMAzDyFNMARiGYeQppgAi0LxR3q+PG4ZRz8loLyciZwCPAYXAM6r6UCbl8WfW3aehmmkpDMMwUkcmk8IXAk8CZwJHAt8TkSMzJU8wjRsUho0YahiGUV/IpAloILDMzQ18ABgLnJ9BeQzDMPIK0QzZOUTk28AZqnqd+/oK4ERVvSnovFHAKIDi4uIBY8eOTeh+FRUVNG/evG5Cu5SvPkjDQuGkTtm9TpDMNucK1ub8IN/aXNf2Dhs2bLaqlgaXZ7IHCxdIJ0QbqeoYYAxAaWmplpWVJXSz8vJyEr02mOTUknqS2eZcwdqcH+Rbm1PV3kyagNYAXfxedwbWZkgWwzCMvCOTCmAm0EtEuotIQ+C7wNsZlMcwDCOvyJgJSFUrReQm4H0cN9DnVHVBpuQxDMPINzK6iqmq7wLvZlIGwzCMfMV2AhuGYeQppgAMwzDyFFMAhmEYeYopAMMwjDwlYzuBE0FENgGrEry8HbA5ieLkAtbm/MDaXP+pa3u7qeqhwYU5pQDqgojMCrcVuj5jbc4PrM31n1S110xAhmEYeYopAMMwjDwlnxTAmEwLkAGszfmBtbn+k5L25s0agGEYhhFIPs0ADMMwDD9MARiGYeQpOa8ARKRQRD4TkXfc121EZKKILHX/t/Y7904RWSYiS0TkW37lA0RknnvscREJl6wmKxCRla6sc0VklltW39vcSkReE5HFIrJIRAbX5zaLSG/38/U9dorILfW8zT8VkQUiMl9EXhaRxvW5vQAicrPb3gUicotblt42q2pOP4BbgX8B77ivHwZGu89HA79znx8JfA40AroDy4FC99gMYDBOlrL3gDMz3a4o7V0JtAsqq+9tfgG4zn3eEGhV39vs1/ZCYD3Qrb62GTgM+Apo4r5+Bbi6vrbXlfNoYD7QFCcq8wdAr3S3OadnACLSGTgbeMav+HycDgP3/wV+5WNVdb+qfgUsAwaKSEegpapOU+fd/IffNblCvW2ziLQEhgLPAqjqAVXdTj1ucxAjgOWquor63eYioImIFOF0imup3+3tC3yqqntUtRL4GLiQNLc5pxUA8CfgDqDar6xYVdcBuP/bu+WHAav9zlvjlh3mPg8uz1YUmCAis0VklFtWn9vcA9gE/N019T0jIs2o323257vAy+7zetlmVf0G+D3wNbAO2KGqE6in7XWZDwwVkbYi0hQ4CydFblrbnLMKQETOATaq6myvl4Qp0yjl2coQVT0eOBO4UUSGRjm3PrS5CDgeeEpV+wO7cabGkagPbQZAnFSp5wGvxjo1TFnOtNm1c5+PY9roBDQTkcujXRKmLGfaC6Cqi4DfAROB8Tjmncool6SkzTmrAIAhwHkishIYCwwXkX8CG9xpEe7/je75kZLQr3GfB5dnJaq61v2/EXgDGEj9bvMaYI2qTndfv4ajEOpzm32cCcxR1Q3u6/ra5tOAr1R1k6oeBF4HTqL+thcAVX1WVY9X1aHAVmApaW5zzioAVb1TVTuragnONPkjVb0cJ7H8Ve5pVwFvuc/fBr4rIo1EpDvOgssMd5q1S0QGuavnV/pdk1WISDMRaeF7DozEmUrW2zar6npgtYj0dotGAAupx23243vUmn+g/rb5a2CQiDR15RwBLKL+thcAEWnv/u8KXITzWae3zZleDU/GAyij1guoLfAhjjb9EGjjd95dOKvnS/BbKQdKcTrS5cCfcXdIZ9sDxx7+uftYANxV39vsynocMAv4AngTaJ0HbW4KbAEO8Surt20Gfg0sdmV9Ecfbpd6215V1Cs5g5nNgRCY+YwsFYRiGkafkrAnIMAzDqBumAAzDMPIUUwCGYRh5iikAwzCMPMUUgGEYRp5iCsAwcgwROVtEvhCRuzIti5HbmAIwjNzjGpxdwsMyLYiR25gCMIwoiEi5iJQmuc5WInKD3+sycfNZRDj/NRHp4Vf0Dk4IgNVB533gHz/eMGJhCsAw0k8r4IZYJwGIyFE4cd9X+BU3x9lFekjQ6S96rdcwwBSAkaOIyB0i8hP3+R9F5CP3+QgR+aeIPCUis9xsS792j50pIq/41VEmIv91n48UkWkiMkdEXhWR5mHuGfYccbK0/dotnycifdzyQ8XJ6jRHRJ4WkVUi0g54CDhcnGxfj7jVN5farGcvuXFdAC4jNLbLZcCPgP5BI/63ceIHGYYnTAEYucpk4BT3eSlOB9oAOBlndHyXqpYCxwKnisixOKF3B7mB9AC+A/zb7ZTvBk5TJ9T2LJxMczV4OGezW/4UcLtbdg9OkMLjcSK3dnXLR+MkeTlOVX/mlvUHbsHJ/NQDJ9ot7v+akOci0hNopKoLcBTDt33HVHUb0EhE2np4/wzDFICRs8wGBrjRUfcD03AUwSk4CuBSEZkDfAYcBRypTual8cC54mSeOhunEx2E0/H+T0Tm4kRh7BZ0v1jnvO4nV4n7/GScUOWo6nhgW5T2zFDVNapaDcz1q6MjTkIcH5f56sSJHnlZUD0bcWLqG0ZMijItgGEkgqoedHNBXANMxYkUOgw4HNiLMwo/QVW3icjzQGP30n8DN+LEX5+pqrtcc8tEVY1mPol1zn73fxW1v6t4EpLv93vuX8deP9kBvo+TMMVn6+8oIl1U1bcg3Ni9xjBiYjMAI5eZjNPRT8YZ9V+PM3puiZM5bIeIFOO4TPoox0ko80McZQDwKTDENa/gxqU/IuheXs4J5hPgUvf8kThhrAF2AS08tnER4LvniTimps6qWqJOLozf4dr9XUXWAVjpsW4jzzEFYOQyU3BMJNPUyZq1D5iiqp/jmH4WAM8B//NdoKpVOG6UZ7r/UdVNwNXAyyLyBU5n38f/Rl7OCcOvgZGuKepMnHy3u1R1C44pab7fInAkxuHkuwDH3PNG0PE3AF/6xAE4icajpRY0jBosH4BhpAgRaQRUqWqliAzGyWt8XJx1NAEm4eSCropx7mPA26r6YaIyG/mFrQEYRuroCrwiIgXAARyzU1yo6l4RuQc4DCd1YjTmW+dvxIPNAAzDMPIUWwMwDMPIU0wBGIZh5CmmAAzDMPIUUwCGYRh5iikAwzCMPOX/ATopgG0nSO9hAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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0umcKu/cf8Vd7FWe92zMrnKfxS8fNpncxvb/emL2xSDtTYSu37iVrX3Sr2J79ci1nPPkVN72zkDXb9sWkeqfTPVO4d9Iyf3uVqvLrgSN8siT/udSNDf5jfMGi8Ow5W0sx55qqMmHuz5zxxFdc9u853PTOQq55bS6rt5XcJV4Vdu8/wphPfqDdXZ+SdsfkYksaG3buJ+2OyXy7bicTFxbsKFO4IDX/x+DL+74x+0eeXRibUlM4g+k2ADeLSE9gMfAZMFVVd6tq8Y/JFUQsSxKl4asaCvTk9Mj7VG/YGby0EFiPGsz5AXWrXwR0A/7XjLUFjjv7X1+HvIavzSWYKcu38ngYK2u9+s1GXv1mY4nHFfblyu08MW01z3yxhhE9mjGqfzt27XeqmRTn6TBQ2h2TGXted+6e6Cx6uPGREUWu+enSLdzgdla4/IQ2Rfb3HjMNgNUPDadaldDPXqc9nv+z//pvg2hZv0bQ47IP5zBnfeiqhazdB7hv0nI+WLCJe0Z0YWf2EYZ1b1rkOF/3yCvODnmpkF75egMdU2shCFe8UjDgHzqax0eLN/PRYudD+9VrjmdQpyZhXTcnN49pP2xjWPemSJD6JN//41vf/cSNg9q726DXaOdnvH7HflLrpPC3950P3ryAwA+wa/9hpxXVVSUpiS17DpK1+yDTf9jGSzPXs/i+IdStEby3EMDsdb8ErSoe8uRMNvz9zKDpDjTqzXks+OlX//u3v/uJh887jpvHL+RooR4jvhLKb/7t/Iw7NKnt37d0055i7xNo75HYfI6VGCRUdTwwHsAtUQwDPnDbI6YDU1T1+5ikrpx4sQv23hANsNEQSe+LsZ+uKPmgUnj2y7UlH1QGz7h90Ccv2cLkJVv827/fmsuQJ4sGSV+AAHh37k+c1K4Rf5mwiJd/m866Hdn+AAHF/24e+3wld4/oWmCbr8qtcPDZsHO/P0j8/bMV7DuUw9+GdSZJ4LJ/53eXvu29xdx/dldqV6/KL9mHmf/jbjo3rQM4PWoudEuOGx8ZwdHcPHLzlNw8pWZK8H/vfYeOsvnXQ3RqWptVW/eRm6d0bV6nyHFj3O7g3VsU3VfYvI27qF+jGrNW7+BPgzuwYsteXvtmI8OPa8qMldsZ3CWVAR0bA/DiV+v459T8h566x1Rl2l8GMHv9L6zfsZ8/ZuR3K5670Xlynh5Q1fPEtNU0qZ1S4P4vz8qv59+29zBzt+Y3lwZ7YMn69QBH86rzxYpt7DuUw+/7t2PC3J9JThIu6Nuy2J45z2eu45RjGxX78/Clu7BJi4rW0E9cuKnA+8DOLDePX1TsfQLFajJlKe1TtIjUAc4AhqrqqKimKv8ew4CngWTgZVV9pLjj09PTdd68yAd/f7x4M396Z2HpEmkqtdEju3HfpMjmsFw5ZliBKSR8QWLqXwYw5MmiH1gPndudez7MD1IiJY8LmHjDyUV602R0alygDeyuMzvz8KdO/ffGR0Zwx/tLyNp9kK/XOgMorzklzV9SO793C564pBdZuw/w3rwsaqYk+8+N1MZHRhRoi/J56pJeLN20h1e+Ln6qm+sGtuOlr0pu3C2LRy/owZPTV/sfmNY/fCbt7nI6biy89wyWb95bpPRUVssfHEq3+wv2VhxxXDMmL90S4ozIND5GmHv/mSUfGISIzFfV9KD7wgkSbkBorKrrCm3vEauJ/dySymqcQJQFzAUuU9UfQp1T2iAxadGmiCK2SRynHNuQb9b+EvF5F6e3ZMI87yxUFU4+5t1zOr995Xt+KGNj/pQ/9y/TKOCa1ZLZfyS+nQGSxJs1DCUJVlUajuKCRDgN1xfjDKh7X0SWi0jgvNivlSpF4ekHrFXV9ap6BKfKa2QsbhSPASqmYihNgAA8FSAgvHykPzS9zAECKPM0EfEOEFAxA0SshNNwfRfQV1W3iEg/4E0RuUtVPyC2a4q1AH4OeJ8FnFD4IBEZBYwCSE1NJTMzM+Ib/bDJRu0aYyq+0nz+lSScIJGsqlsAVPV7ERkEfCIiLYntyOtgAajI/VR1HDAOnOqmjIyMiG+0fd7PsLRSLIdhjElgpfn8K0k4s8DuExF/dwM3YGTgVP10i3qK8mUBrQLetyRGg/dKGrRjTHlp1eCYkPseu7BHkW3rHi5dQ6WpfHo0is0EGOGUJP5Ioad6Vd3n9jy6OCapcswFOohIW2ATcCnwm1jc6KgFiaBm3T6IJ6etpl3jmgW6LJbGg+d0o2Nq7QJdOyubM7qmctuQTv4ul0O7pXLPiK40q1udPQePsjP7CEOfmsmYc7tz5YltmP/jbi54wemh9No1x9O1eR2a1K5O9/s/J/twToEGYF+DZHKSkFqnun+gYnKS8OrVx3PNa3OLpKdz09qs3LqPs9tV5aErBtFz9FT+0L8t3VvU5eVZGzi9Syo9WtVl/+EcmtU9hm7N67Az+zAzVm7n4uNb0emeKUXy5xvUWZwbB7Vny6+H+KBQ185QUqok8fGfTg3a8yuapt8ykOWb99C3TX1O/ceMoMf0bl2PPCXo9DGR6N26HgsDxkmUh3rVY1P7H86iQ4tV1d+pXUTqiEgDoDbOwLqYUNUc4P+Az4EVwIRYraedW3iIZiV102nHhnXchzeewhMX96RVgxo8cUkvmtUN/XRb2HUD2gXdftXJaZzUviEbHxnBmJElF0DPPK7gwLC/Du0UdhpKY/H9Q9jwd+epvFNqbabfMiDocYFP86l1Unjk/PzV/NIa1qBT09pce0pbLk5vyUtXptOqQQ2qJCfRsFYKnZrWZuMjI7jyRGcwXt829Xng7K4M6NiYjE5NaFK7OgD3n92VGtWSad+4Fs9f3qdA3s/v07JIH/1BnYMPYpvy5wGsGD2M8zpUpW6Nqmx8ZAR3j+jKyF4t+PhPp3Lz6R0Y1KkJZ/VoTt829aleNZmW9Wtw5UlppFQp+lR6Vo9mIX9+tQLGZPx1aGeeuKQXb/6un3/b0geGsPGREWR0alzk3MX3D6Fjam16tqwb8vrRcGyTWozs1YLaKc4guupVg3/83X1mlzLfa+INp0R0/NBuqWW+Z6yedcNedEhErhORbcASYL77FdMV6VT1U1XtqKrtVXVsrO7j5QVNrhvYjh9GD43KtRoVGoAUqFvzOtw8uAMX9GlJr1b1OL9PS/++c3u3KHL8s5f5Z2rh6Ut7Ac7T050B/2DBqkeg+GlBpt8ygNuGdOS53/ShUa1qgBN4TmzXIOQ5kaifIoy7si/pber7t60ZO5y6x1RFRBg/6kTeGXUixzapzYrRw2jbqCZjRnbj5PYNmXX7IC5Kz68BbVW/Bpf2y1+5N8kdhXvf2V159MKeYaXn6lPa8sa1/Qpsuyi9FT+MHkbV5CTOPK4ZNw4qGtwvSW/Fg+fkB9t2jfLX6rjyxDbMvvM0AI6pluxPV1nlBJlb3nfpgZ0aM/a87vz2pPzR6P07NPbvT3bnc3ntGievaQ3zR5r7xpQ8dWn+31S0vXhFH//rujWqMvGGk5l/zxlFjhOgX9vo/K09ekEPHr8ovL+Dl64M2vs0ItVjNN1qONVNPrcB3VQ1fkuZxcipHYofPVmS6lWTOHQ0uqWRv5zekatPSfMvNLLxkREMeHQGP+06wGmdmzCkayp3fOBMS/D0pb24efwijk+rH3KkJziBwKdz09rc0CWX97JqkNGpCef1bkGDmtWCnpecJKx6aBh//3QlNw3uQO3qVaianOQfgNijZT0Aujd3ngQv7NuS/83P4qL0VqjmzzHlc1m/1mzfd5hxQWbDPLZJbf7vNGdagnkB/8T7D+fQqFY1rh/Yntw85e/ulOpXnNiaPQdz+Hhxyc1VNw3uQPekTQzp5pRS5r05n0/+dCpVk/OflU5slz+fwzHVkplxWwYAV56UVuR6vg/Ac3s158NFm0ucqiGa/lEoAE+7ZSCfL9/KDW8t4OT2DSMq/YXy4Y2nsHTTHu51B/qlNSo4hciYkd3o17Yhx1RNpkmdlKBrUAtOb5PAQOWrOku7YzK/O7Wtf3uVpOA/v2cv681T01cXO+V887rV2RxkJoFqVZJY/dDwItt7t3YeEt4ddSKXjJtDg5rV2LX/CIO7lP2J3ufi450HilvfWxzymM5Na/vnYiuLalWSqJYcm7+/SILEOqDyLDQUINT8OSXp36ERs9bspGpSEocIHiRWjhlG53unBN0H8NKVfXn7u5/4KmBiuXtGdOH3/YtW2zSrW52fdh1g9MhutKxfwx8kRvZqwcheztO+b6Try79N5+RjGzJ9xXZuemch/Ts0om+bBrx3/Ulc9OJsWtY/hjop+3nzd0V6FQeVUiWZB84pWE30yZ9O5XBOLm0b1eTDG0+hazMnCP3jgh6MdquUfP8ogWqmVOGuM7uQWqc6xzapxd8/XeGfSTaUmilV/EFDVclVZcRxzWjdoAY5ecqo/u2KzCU16/ZB/lljX7yiL0O7pfLVV04wGdKtaZGR0eHyBwW3qe6es7qyYed+rjq56JxO5SU5STjzuGZ8cetA2jeuFZVr9mpVj16t6vmDRN82Dfjy1oH++aeCBc5QgpVmCg/8Sg4SJK4b0I6zezbnqUJzl6VUSSpQIv3q9kEs3bSHA4dzC4yU/vzPwasNfU5o19Cfjl+yD1O/RjU3vZFX3wzu3IQvQswUG8qUEtIXrmSRmFU3RRIk7gS+FZHvAP/cu6p6U9RTVc5qhZjjpiTtG9di1pqdXDewXciG3eI+hNaMHU7V5CQGdGhMl/ucQDJ+1In0Swte3H3hir5krtpebFA7p2dzjm/bgNO7pvrfd25am46pztP58WkNeOay3gzs2JiF330TVj5D6d4ivw65V6t6/tfJSUKNaiX/TH1PkYELLYVDRLghI78KpmqycFzLunxx60AGB0yg16pBDW45oyMzVm0POvldaQIEwKX9WvPhos3+7hyNaqUw6f9OLdW1oi1aASKUdhFev2Oq03geopBQQLCSRKj5p87v04J3vs8fRlU1OYk+resXOa5tQDVcSRrWyq+O7dy0TtCBhcGmTKlTvQp7D+XQpE71oNeddfsgcvKUQf/MLLA9pdBEkKFKQ+FIktit3hd2mwTwEvAlMIf8Non5sUiUl71weX7dpm9Kk5opVUJ+sIMzzQBQoDrn5PYN/dUcx1RL5oaM9nRMrcWJ7RqSFOI/qkHNagXaCoJ55rLe/oZRH1+A8DmnZ/OQ6+VWZO0b1+KTPxX8sL5pcIeIGxFL4vuQKL/Kpfg6q0czf/tQpP77+xN47ZrjqZJc8kdNsJLEKLcjROGqvBPaNixybDS9XqidyKd/h8ZFOoD42vpC1Ta2alAjaLA6WqjDzMMBnSAilSQSs3XAIwkSOap6i6q+qqqv+75ik6zyd0Mv5xcd2KAZ6NxezYGCf8i/O7UdHZrU4uyezfnLGR3929/5w4kAnOTWby+47wxWPTSMBffm17G/7R7jc/uwzkz9y8CI0nx8WvC0VjQV7cPW93BQjk0QcfWv3/Qp0D70z4t6cv3A9sWcka9RrRQywpxCPDfIp1zh0t5xbun1lGMbsWbscF69+nje/n3BKlPf9OJl0bh2iv+zoHPT/Iespy/pVeR5vbQPDf/9ffFVvcGCZjB/P/84Rg1oR7c4jpPwmeFOgfExBaubyn89vRioW835hYjA5JtOZcQzBeu3HzjHaQcIbNhq3bAG025xPtgDV3o7qX1DvvprBo3dJ4xg3QmjYcJ1J8XkuuWton7YSoULb9FxYd/iS7Ol1ahm6N53vp/02PO6UyUpyf+/Faz771+Hdmb+yo00TS1bI7SvRP/AOd24dJwzvqd+zWr8YUA79hw8ytFc5Z3vfyKvFA8NqXVSOLl9wQ4zhUtLSQKhmrRfv7YfV/3HWaGh3jFVuaxfazIzwxuXEqlIShK/wW2XoJy6wMZLt+Z16RtQoujeog71alTjtqGdQkZ339Ol7+m+TcOaYdXLl4WIlGuPmlipaFnwPUlWtHR7Xahq1kApVZKDrn1R2PU9q5e5S22y+wsuPCNDnepVGT2yOzXcamR/kEC476yuvHbN8QTjqwZeOWYYs+8YXOL9A/+3F95bsLvuwI6N/VWAwUpg0RT2p5iqti35qMrj/T+e7O8p9Mmf+pd4vP+Do4Sny/9df1LYxchEUdGeyP3VCxUr2RXCs5f1pkntFPYfySnQQSMeP+uG7odw1RArDeYvrZq/7dpTQ39Mjjm3O2PODX/FZ9/HxPOX96FewCp6Sx4YAjgD9h74aDmnhRhMGS1hBwkRuRF4S1V/dd/Xx1nf4fkYpa1cBfuQT62T4l+DOtDXfxtUpEtfn9b1nbaJ0zsUe5/0Yhq4E1UsPgBi2TDv60VS0YJbRXB2z+bxToLf2POOI71N/ZDtlL6/27y82LRRHdukFss27SWpUI1BnerO33arBjV45ergpZZoiqS66Q++AAGgqruBP0Q9RfEW8IuefstAvr+raLGwZf0aNK9XcLBStSpJPHtZ74i7CJrYaFGv7IPJQsmzkkS5S05yPqpi1c0zmLrHVOXqU9qGrNL1bffN2BCtke1dm9Vhw9/P9F8v3jUPkVSaJ4mIqFv57q4cV7p+cR7UrKbzR3hZv/zBX7WrV6V29crXVdSUTWmX/DWl9+IVfXj92x/p2KR2yQeXE99Ht69Noqwf5r6zG9aqhoiw352poGZKjObbCFMkJYnPgQkiMlhETgPeAUIPJa5g6qYIGx8ZwXm9Y9Nzw4QWzeekJnWcXi9ndI3e9AqF5TdcW1GivLRpWJP7zu4aVuN2ebnk+FbUSqnC8O7OxIfRfuLff9jp2+SbkDBeIilJ/A24jvypw6cCL8ciUSbBRPHDtknt6iy894yYtkmkt6lP6wY1uDVgbIxJPO0a12LZg0N5boYzSXa0qpt8st2SRO3qse0lWZIS7y4i43CmBJ+uqi8AL8Q8VSahRPvZsH6IiQqjpXb1qsy8fVBM72G8p3frekG357ptEqEmKIyUrzazwgQJ4D/AMOAWETmCU4KYoqqhpzY0xphKZNF9Z4Sc68sXJMpaFRaqIBLvdtESg4SqzsGZr+kBEWkIDAFuFZEewAKcgDEhtsk0lZlV7Ruvq1cjdOnU1w7WrG7wCf7KqlrAOI3A8RLlJaJyjKr+gtNg/Q6AiPTFKWVEnYg8gNPF1jeH9l2q+mks7mXiy2KEqcguO741DWtWY0jXojMNl8VnN/dnSdav/vdvXNuPY5uUfxf7SAbT3Qy8CuwD/g30Ae6M5YpxwJOq+s8YXt94gPUSMhVZUpIwrHvopV3DlepONd6zlTOJYZdmdejSLH8KkgEdiy79Wh4iKUlcq6pPi8hQoAlwDU7Q+DwmKTPGmATSMbU2U/7cnw4eGgsCIOEODBKRJaraQ0SeBjJVdaKILFTVmCxM61Y3XQ3sxZlI8FZ3lHfh40YBowBSU1P7jh8/vlT3y87OplatxBot7ZU8PzTnIGt/debWf21Y+IvElIZX8lyeLM+JoSx5HjRo0HxVDbrQdiRB4lWgBdAW6Akk4wSLvqVKlXPN6UCwiry7cRrLd+KMXRoDNFPVa4u7Xnp6us6bV7qJaTMzM8nIyCjVuRWVV/J84QvfMu9HJ/4XXtIy2ryS5/JkeU4MZcmziIQMEuGMk6iiqjnA74BewHpVPeD2dLqmVClyqerp4RwnIv8GPinLvYx3WZOEMd4VTpvEHBHJwpmCY4pvkj+3p9MvsUqYiDRT1S3u2/OAZbG6lzHGmODCGSeRLiJtgOHAUyLSAvgaZxT2V6padC7t6HhURHrhVDdtxJkSxFRCNuW2Md4VVu8mVf0ReBF4UUSqAv1xxkc8JCI7VDXqFcmqemW0r2k8ymKEMZ4V8aQgqnpURBYCO1X1drdkYUypWYwwxrvCnipcRDJFpI6INAAWA6+KyBOqGpvVt03CsIZrY7wrkvUk6qrqXuB84FW362tYvZOMMcZUTJEEiSoi0gy4GOuOaqLIGq6N8a5IgsRonCk41qrqXBFpB6yJTbJMIrHqJmO8K+yGa1V9D3gv4P164IJYJMokFlsy2hjvimQW2GeCbN4DzFPVSdFLkkk0ikUJY7wqkuqm6jjTcqxxv3oADYDfichTUU+ZMcaYuItknMSxwGnuPE6IyAs4S5meASyNQdpMgrDqJmO8K5KSRAsgcB7nmkBzVc0FYjU1h0kAFiOM8a5IShKPAotEJBNnkOwA4GERqQlMj0HaTIIId7p6Y0z5CytIiEgSsAI4GeiHEyTuUtXN7iF/jU3yjDHGxFO4E/zlicjjqnoSYD2ZjDEmQUTSJjFVRC4QW7XeRJnVNhnjXZG0SdyC01idKyIHcaqcVFXrxCRlJmHkWZQwxrMiGXFdO5YJMYnLQoQx3hXJVOEiIleIyL3u+1Yi0q8sNxeRi0RkuYjkiUh6oX13ishaEVklIkPLch/jbVaQMMa7ImmTeB44CfiN+z4beK6M91+GM/X4zMCNItIVuBTohrMC3vMiklzGexljjIlQJEHiBFW9ETgEoKq7gWplubmqrlDVVUF2jQTGq+phVd0ArMXpemsqIStIGONdkQSJo+7TvAKISGMgLyapckZ3/xzwPsvdZiqhlCqR/BkaY8pTJL2bngEmAk1EZCxwIXBPSSeJyHSgaZBddxcze2ywbrZBHzhFZBQwCiA1NZXMzMySkhRUdnZ2qc+tqLyS56RDhwC4oku1mKfHK3kuT5bnxBCrPEfSu+ktEZkPDMb5ED9XVVeEcV5pljjNAloFvG8JbA52oKqOA8YBpKena0ZGRiluB5mZmZT23IrKK3meuHUhbNlMeo+uZPSObYHRK3kuT5bnxBCrPEdSkkBVVwIro56Koj4C3haRJ4DmQAfg+3K4r4kjW1fCGO+Ja2WwiJwnIlk4vaYmi8jnAKq6HJgA/ABMAW50Z5s1lZAN4TfGuyIqSUSbqk7EaecItm8sMLZ8U2TiwcoPxniXdSsxniFWpjDGc0oMEiKyS0ReFpHBNrmfMcYklnBKEjuARcBoIEtEnhaRE2OaKpOQrOHaGO8JJ0jsV9V/qeopOA3Mm3CmyVgvIg/HNnkmEVjx1BjvCidI+P+HVfUnVX1UVfsAw7G1rY0xplILp3fTjGAb3TmXHoxucowxxnhJiSUJVb2lPBJijDHGe8rUBVZE7otWQowxxnhPWcdJ/D4qqTDGGONJJbZJiMjeULuAY6KbHGOMMV4STsP1r8Dxqrqt8A4R+bno4cYYYyqLcKqb3gDahNj3dhTTYowxxmNKLEmoasiFhVT1b9FNjjHGGC8pVcO1iDwQ5XQYg9qsHMZ4Tml7N50T1VSYhGbzRhrjXaUNEvZfbYwxCaC0QaJvVFNhjDHGk8IKEiIyVEReEJGPRGQS8JyIDCvrzUXkIhFZLiJ5IpIesD1NRA6KyCL368Wy3ssYY0zkwhlM9xTQEacrbJa7uSVwk4gMV9Wby3D/ZcD5wEtB9q1T1V5luLYxxpgyCmcw3Zmq2rHwRhF5F1gNlDpIqOoK91qlvYQxxpgYCidIHBKRfqr6faHtxwOHYpAmn7YishDYC9yjqrOCHSQio4BRAKmpqWRmZpbqZtnZ2aU+t6LySp63bnP+jFasWEHm3rUxvZdX8lyeLM+JIVZ5DidIXA28ICK1ya9uaoXz4X11SSeLyHSgaZBdd6vqpBCnbQFaq+ovItIX+FBEuqlqkXmkVHUcMA4gPT1dMzIySkpSUJmZmZT23IrKK3metG0RbN5Ely5dyOjTMqb38kqey5PlOTHEKs/hjLheAJwgIk2BFjjdX7NUdWs4N1DV0yNNlKoexl31TlXni8g6nHaReZFeyxhjTOmFU5IAwA0KBQKDiHRW1ZXRTpSINAZ2qWquiLQDOgDro30fY4wxxSvrehJTy3KyiJwnIlnAScBkEfnc3TUAWCIii4H/Ader6q6yJdV4nU3LYYz3hNMF9plQu4B6Zbm5qk4EJgbZ/j7wflmubSoO69tmjHeFU910DXArbhtBIZdFNznGGGO8JJwgMRdYpqrfFt5hs8EaY0zlFk6QuJAQ4yFUtW10k2MSkTVFGONd4XSBtQZjY4xJUCX2bhKRj0XkbBGpGmRfOxEZLSLXxiZ5JhFYw7Ux3hVOddMfgFuAp0RkF7ADqA6kAeuAfxUzctoYY0wFFk5101bgduB2EUkDmgEHgdWqeiC2yTPGGBNPYY+4BlDVjcDGmKTEGGOM55R1xLUxUWO9nIzxHgsSJv6s5doYzwo7SIhIkyDbOkU3OcYYY7wkkpLELBG52PdGRG4lyLxLxhhjKo9IGq4zgHEichGQCqwA+sUiUSbBWGOEMZ4VdklCVbcAU3Cm9U4D3lDV7BilyyQga5owxnvCLkmIyDScZUW7Ay2B/4jITFW9LVaJM4nFChTGeE8kbRLPqepvVfVXVV0GnAzsiVG6TCKxIoQxnhVJddOHhd7nqOqYstxcRB4TkZUiskREJopIvYB9d4rIWhFZJSJDy3IfY4wxpRNJF9h9IrLX/TokIrkiUtaSxDSgu6r2AFYDd7r36gpcCnQDhgHPi0hyGe9ljDEmQpGUJGqrah33qzpwAfBcWW6uqlNVNcd9OwenrQNgJDBeVQ+r6gZgLdaTyhhjyl1EczcFUtUPReSOKKblWuBd93ULnKDhk+VuK0JERgGjAFJTU8nMzCzVzbOzs0t9bkXllTxv2+qsjLtixQoy962N6b28kufyZHlODLHKcyS9m84PeJsEpBNGhxQRmQ40DbLrbt8U4yJyN5ADvOU7LcjxQe+lquOAcQDp6emakZFRUpKCyszMpLTnVlReyfPH2xfD5iw6d+5MRnqrmN7LK3kuT5bnxBCrPEdSkjg74HUOzmywI0s6SVVPL26/iFwFnAUMVlVfIMgCAj8tWgKbI0irMcaYKAg7SKjqNdG+uYgMA/4GDCy0NsVHwNsi8gTQHOgAfB/t+xtvUBshYYxnlRgkRORZiqlWUtWbynD/fwEpwDQRAZijqter6nIRmQD8gFNquVFVc8twH1MBuH8DxhgPCackMS9WN1fVY4vZNxYYG6t7G+/Jr200xnhFOEHidFW9UkRuVtWnY54ik3DEhlwb41nhjJPoKyJtgGtFpL6INAj8inUCjTHGxE84JYkXcWZ/bQfMp2D3VHW3G2OMqYRKLEmo6jOq2gX4j6q2U9W2AV8WIIwxphKLZFqOP8YyIcYYY7wnkqnCjYkp69tkjPdYkDBxZ8MjjPEuCxIm7mx4hDHeZUHCeIYVKIzxHgsSxhhjQrIgYTzDap2M8R4LEiburOHaGO+yIGGMMSYkCxLGGGNCsiBhjDEmJAsSxjus5doYz4lrkBCRx0RkpYgsEZGJIlLP3Z4mIgdFZJH79WI802liy9qtjfGueJckpgHdVbUHsBq4M2DfOlXt5X5dH5/kmfJgBQhjvCuuQUJVp6pqjvt2DtAynukxcWZFCmM8R7yyrrCIfAy8q6r/FZE0YDlO6WIvcI+qzgpx3ihgFEBqamrf8ePHl+r+2dnZ1KpVq1TnVlReyfPLSw/z9aYcfte9Gv1bVo3pvbyS5/JkeU4MZcnzoEGD5qtqerB94axMVyYiMh1oGmTX3ao6yT3mbiAHeMvdtwVoraq/iEhf4EMR6aaqewtfRFXHAeMA0tPTNSMjo1TpzMzMpLTnVlReyfMnOxbDpiw6de5MRnqrmN7LK3kuT5bnxBCrPMc8SKjq6cXtF5GrgLOAweoWa1T1MHDYfT1fRNYBHYF5MU6uiSdvFGqNMQHi3btpGPA34BxVPRCwvbGIJLuv2wEdgPXxSaWJNWuKMMa7Yl6SKMG/gBRgmjgT+MxxezINAEaLSA6QC1yvqrvil0xjjElMcQ0SqnpsiO3vA++Xc3KMMcYUEu9xEsYYYzzMgoTxDLWWa2M8x4KEMcaYkCxIGM8Q6+dkjOdYkDDGGBOSBQljjDEhWZAwnmEN18Z4jwUJE3diTRHGeJYFCWOMMSFZkDDGGBOSBQljjDEhWZAwxhgTUrxngTWGvw7tzNFc5ZyeLeKdFGNMIRYkTNw1rp3Ck5f0incyjDFBWHWTMcaYkCxIGGOMCcmChDHGmJDivcb1GBFZIiKLRGSqiDQP2HeniKwVkVUiMjSe6TTGmEQV75LEY6raQ1V7AZ8A9wGISFfgUqAbMAx4XkSS45ZKY4xJUHENEqq6N+BtTfDP8DYSGK+qh1V1A7AW6Ffe6TPGmEQnqvGdeVNExgK/BfYAg1R1h4j8C5ijqv91j3kF+ExV/xfk/FHAKIDU1NS+48ePL1U6srOzqVWrVilzUTFZnhOD5TkxlCXPgwYNmq+q6cH2xXychIhMB5oG2XW3qk5S1buBu0XkTuD/gPsh6BJlQaOZqo4DxgGkp6drRkZGqdKZmZlJac+tqCzPicHynBhileeYBwlVPT3MQ98GJuMEiSygVcC+lsDmki4wf/78nSLyY8SJdDQCdpby3IrK8pwYLM+JoSx5bhNqR1xHXItIB1Vd4749B1jpvv4IeFtEngCaAx2A70u6nqo2LkNa5oUqblVWlufEYHlODLHKc7yn5XhERDoBecCPwPUAqrpcRCYAPwA5wI2qmhu/ZBpjTGKKa5BQ1QuK2TcWGFuOyTHGGFNIvMdJeMm4eCcgDizPicHynBhikue4d4E1xhjjXVaSMMYYE5IFCWOMMSFV+iAhIskislBEPnHfNxCRaSKyxv1eP+DYoJMKikhfEVnq7ntGRIIN9vMEEdnopnWRiMxzt1X2PNcTkf+JyEoRWSEiJ1XmPItIJ/f36/vaKyJ/rsx5BhCRv4jIchFZJiLviEj1BMjzzW5+l4vIn91t5ZtnVa3UX8AtOAP1PnHfPwrc4b6+A/iH+7orsBhIAdoC64Bkd9/3wEk4I8E/A4bHO1/F5Hcj0KjQtsqe59eB37uvqwH1KnueA/KeDGzFGQxVafMMtAA2AMe47ycAV1fyPHcHlgE1cHqiTscZM1auea7UJQkRaQmMAF4O2DwS50MF9/u5AduLTCooIs2AOqo6W52f9hsB51QUlTbPIlIHGAC8AqCqR1T1VypxngsZDKxT1R+p/HmuAhwjIlVwPjg3U7nz3AVnDrsDqpoDfAWcRznnuVIHCeAp4HacwXo+qaq6BcD93sTd3gL4OeC4LHdbC/d14e1epcBUEZkvzuSHULnz3A7YAbzqViu+LCI1qdx5DnQp8I77utLmWVU3Af8EfgK2AHtUdSqVOM84pYgBItJQRGoAZ+JMV1Suea60QUJEzgK2q+r8cE8Jsk2L2e5Vp6hqH2A4cKOIDCjm2MqQ5ypAH+AFVe0N7McpgodSGfIMgIhUw5nO5r2SDg2yrULl2a13H4lTjdIcqCkiVxR3SpBtFSrPqroC+AcwDZiCU5WUU8wpMclzpQ0SwCnAOSKyERgPnCYi/wW2ucUv3O/b3eNDTSqY5b4uvN2TVHWz+307MBFnHY7KnOcsIEtVv3Pf/w8naFTmPPsMBxao6jb3fWXO8+nABlXdoapHgQ+Ak6nceUZVX1HVPqo6ANgFrKGc81xpg4Sq3qmqLVU1DadI/qWqXoEzeeBV7mFXAZPc1x8Bl4pIioi0xZ1U0C3O7RORE90eAb8NOMdTRKSmiNT2vQaG4BRZK22eVXUr8LM4c4CBU0f/A5U4zwEuI7+qCSp3nn8CThSRGm5aBwMrqNx5RkSauN9bA+fj/L7LN8/xbsEvjy8gg/zeTQ2BL3Ai8hdAg4Dj7sbpEbCKgNZ/IB3nw3Yd8C/ckepe+8Kpn1/sfi3HWbOjUufZTWsvYB6wBPgQqJ8Aea4B/ALUDdhW2fP8IM5M0cuAN3F68VT2PM/CeehZDAyOx+/ZpuUwxhgTUqWtbjLGGFN2FiSMMcaEZEHCGGNMSBYkjDHGhGRBwhhjTEgWJIyphERkhIgsEZG7450WU7FZkDCmcroGZ0T2oHgnxFRsFiSMKSMRyRSR9Chfs56I3BDwPkPcNVFCHP8/EWkXsOkTnOkYfi503PTA9QeMKYkFCWO8qR5wQ0kHAYhIN5x1A9YHbK6FM1q3bqHD3wz3usaABQlTiYnI7SJyk/v6SRH50n09WET+KyIviMg8d9WvB919w0VkQsA1MkTkY/f1EBGZLSILROQ9EakV5J5BjxFnxcAH3e1LRaSzu72xOKuLLRCRl0TkRxFpBDwCtBdn5bnH3MvXkvwV+N5y5+EBuJyic/FcDvwR6F2o5PARzpxPxoTFgoSpzGYC/d3X6TgfslWBU3Gesu9W1XSgBzBQRHrgTMt8ojtBIsAlwLvuB/c9wOnqTMU+D2fVQ78wjtnpbn8BuM3ddj/O5JN9cGbtbe1uvwNnMaFeqvpXd1tv4M84K5C1w5npGPe7f0p8ETkWSFHV5TjB40LfPlXdDaSISMMwfn7GWJAwldp8oK87M+5hYDZOsOiPEyQuFpEFwEKgG9BVnRXApgBni7MC2gicD9oTcT6cvxGRRTizb7YpdL+SjvkgIF1p7utTcaayR1WnALuLyc/3qpqlqnnAooBrNMNZeMnnct81cWYNvbzQdbbjrMlgTImqxDsBxsSKqh511xO5BvgWZ5bYQUB74CDO0/zxqrpbRF4DqrunvgvciDN//1xV3edW7UxT1eKqako65rD7PZf8/73wF6TPP7/wNQ4GpB3gNziL8vjaHpqJSCtV9TViV3fPMaZEVpIwld1MnGAwE6f0cD3OU3gdnFXs9ohIKk53UZ9MnIWL/oATMADmAKe4VTm46xp0LHSvcI4p7GvgYvf4ITjTnAPsA2qHmccVgO+eJ+BUa7VU1TR11lP5B247hBvsmgIbw7y2SXAWJExlNwunOma2Oiu4HQJmqepinGqm5cB/gG98J6hqLk4X0uHud1R1B3A18I6ILMEJCJ0DbxTOMUE8CAxxq72G46zfvE9Vf8GptloW0HAdymScNVPAqVqaWGj/RMC31GdfYI5brWZMiWw9CWPiSERSgFxVzRGRk3DW6u4V4TWOAWbgrG+eW8KxTwMfqeoXpU2zSSzWJmFMfLUGJohIEnAEp4orIqp6UETuB1rgLPNZnGUWIEwkrCRhjDEmJGuTMMYYE5IFCWOMMSFZkDDGGBOSBQljjDEhWZAwxhgT0v8DKsrvZaCyiWEAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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dCcxIh1B1Eb8SShRBQpSH1x1cu3PA+TBV/HXCYopGpSZ6sGEY8eNZYQRtpT2wrm+rTQexZgpjvvo+6rnV2/ZUtRFU/r6HAIQzV2zm8Lsn8PrMUi8i5jyP+ZzdYbUsjJhh1Bk8KwwRuV5EWgcdtxGR69IiVT1j1JtfRz03d+XWwOfgcXLX3nJKt+xix579IfXLKyr57DvHi/zCxx0/jskLa19021hKwfSFYWSHeBa9r1bVR/0HqrpFRK4GHku9WEY432/excEdqzJo3fH2fCoqlaJ2TUPqPfTBd/x7ypKQsro2wNax7hhG3EyYv5ZrXpzJx7cW06Nd5jJ2xqMw8kRE/GHFRSQfKEiPWEY4C9dsD4Q3B6iodIbNkk2hvpTLa3mCJfWgDpx/QXMJN+ovY+c60SLmr9qeswpjIvCqiDyB85B3DTAhLVIZiRNhHK0rT+Qizmypsq50yDCSxMsDViqJR2H8FifBkT/c+STgqXQIZVQRr+9gXX7uFhzll+kfiWHkAnvLK2iQl0d+nmQtM6WXnN6jReQHQDNVfVxVf6iqF6rqk6pad/Zs5ijvfx3fgnUk7/TatIaxc6/zL7Vl1/6odWpTfwwjVRx65wSue2lmVmXwMsN4GidZ0i0isg9nZjFBVeemSggRKQF2ABU4HuX9w84L8DAwHCcA4hWqOitV988F1u/Yw7Ofl1Qr3xdnxNzIzx21Z4R9bcbKqOfEb5MyjHrKxAXrQo4z/XPwkkBpmqreo6qnABcB3wO/FpE5IvK0iFyUIlkGq2rfcGXhMgzo5b5GAo+n6J45w6vTVwb8DJIhkgkr2j/VhPlrWL9jT+STWSLW/7+/a6YzjHpP0O986tJNVGZoYS8eT29UdZOqvqKq/6eqfYFHcQbxdHMe8Lw6TANai0inDNw3Y/xt0rcpaeedOas91du9r4JrXpzFZU99lZL7porKGNrArwxj1TGM+sTkheu45D/TePaLkozcL56MezcDz+CYjv4DHAvcrqp/SoEcCkwSEQWeVNXRYee7AMG2ilK3bE2YjCNxZiAUFhbi8/lSIFrtZ+OmTdW+i93l7rbcjTsC58rKyrL+na1YURXwMVwWdZ+iPvn0U5o0SH7RLxf6m2msz7Ufn8/HhvWOZWDhCmeN8/N539KzfEWgTrr6HM8uqZ+p6sMichbQEbgSR4FMTIEcJ6nqahHpCEwWkcWq+knQ+UijQ7XHTFfRjAbo37+/FhcXJybNhLoVr6ht27YUFx8fUrZzbzl8MJG8vHz835PP5yPh7yxFfL5zIZQsB6gmS97k96GikpNPPpkWjRsmfa9c6G+msT7XYtxxqbi4mNdXz4K1a2jVqhVs3ULXLl0oLu4TqJquPsdjkvIP2sOBZ9xF75Ts7VLV1e77euAt4PiwKqVAt6DjroA324uBAi9OW0HRqHGBYIS5mApVVflw0froFVyZzSBlGNkhHoUxU0Qm4SiMiSLSghQkUhKRZm5biEgz4Exgfli1scD/icNAYJuqrsHwzGNuuJDD754QkufDq0/DxaOnMvL59AYnfnfeGpZ58FS3JQzDcAiOuTb+6zWUpDnSQ40mKRFpoKrlwM+BvsAyVd0lIu1wzFLJUgi85foPNABeVtUJInINgKo+AYzHUVRLcLbVpuK+9YaKsB0UXy7fzKmHdIirjWnLNqdSpIis2xZ7x1ZgUmQKw6jnRPK3uu6lWTTMF7770/C03dfLGsY0ESnFCQMyQVW3grNjCtiUrACqugw4OkL5E0GfFbg+2XvVVz79biPNCvIDxyKhM4v7xy9i575yTm9dc1v3jF3APef2ToOUNZvJbJeUYcRmf0V6fxte/DD6Aze7hw+JyHQR+aeInCkijdIqnZEydkZJpKTqpHh9cVr0nBzBBG/fq6xUfv7sdKYuTfq5wRP+cAimLgzDIdO/BU9rGKq6QlWfUNXzgROBd4HTgU9FpG5tKaoHCFXrAMn8w23bvZ8PF6/n2gyHK7AESkZ9J1tOrHE57gGo6n5gNvCiqh6P6/dg1FKi/MN9tXwzd74dPbFTSBMZ+qeVGLuk9uyvCFnMN+oHS9aXUTRqHB8tXldzZSNp4sm45xORliLSFpgLPCMi/1DVVekTz0gHIsLW3U5wv+BYVYs2VZmtLnpyKi9O+z7i0/wzny/n3H9/lvTW3F37yrln7AJ27SuP67pICuri0dM45g+TkxPIqHXM+n4LAOPjDNJpJEY8M4xWqroduADHD6MfjlnKqIXc9Xb4zmX4y/Q97NlfwbbdVZFiIw3O9767kHml26K2vb+iMqbZaGPZXiorlac/W86zX5Twn08cR71IOz+CCUzDI8wx5gSlsjWMuk6s2XY6iUdhNHDjN10EvJcmeYwM8dHiyA5yZ//rM46+d1LgONY/5Pbd1WcGlZVKrzve5773Fka8Zu22PfT/4wf8Y/K3gURI5ZWR3XlKt4RmEwws3NsShmFkhXgUxn04YUCWqOp0EekJfJcesbJHfVhQ/fS7DVHPLVlfFnJ80O/GM39V5NnEoAenAFXf2YySzXzitv3CVCeuzcwVmznkzvcZ8ncfADe87ESlf2/eavLCtsmGzy9O/suUwOcZJVV+IIn8hVSVveWWvqWuUg9+tjmB51hSqvoa8FrQ8TLgwnQIZaSX56euqLlSEGf/67OY57fvcWYaP3xiaqAsT4SPv93A5U870XCXbnA8UGescGzO67bvDZigvKT8CDY5fbV8M+t37OXnJx/ouQ8Pf/gdD33wHfPvPYvmjeIJoWYYuUeVE2uOpmgVkUciFG8DZqjqO6kTKbvYk0qKEALKIhK791cEwpX4ZyixljCC1zdufGU2QEBh/P6d6usx4bw2oxSALTv3mcIwjASJxyTVGCc0yHfu6yigLfBzEXko5ZJlCdMXiXF32KDtZQOVf03irdmrWLahjJWbd0etG6293fsqeC7GjOn9r9cwc0X6w5oYRn0gnketg4HT3LhSiMjjOOlazwC8bdg36izhZq7yODKArd+xl9P+/nHMOpFmH5WVyi2vzol53bUvOWsmXVo38SyPYeQCZXvLWbN1N70KW1Q7559x5/IuqS5As6DjZkBnVa0A9qZUqixSHxa9M0F4wMNEKRo1jmnLNkWcYfT83Xjen7+2Wv1fvJDeqLpG6pmyeD2rt0afYdZHLn/6K8745yc1V8wg8cww/grMEREfjoVgEPBnNyT5B2mQLSuYusg9Ji5YS1G7ZjVXDNRfxxdLN7Jue1X028C+dfsD5yRXPjud9s0LmHHnGdkWJWeY6W4QiUUsf6h04ElhiEgesAgnjtTxOArjd/7ER8Ct6RHPqEs85luS0HXPfF7CfefFFyH3J//5MuS4ytHJNEausrEs/tAuOZgHLCNkq99egw9WAn9X1TWq+o6qvh2kLOoU9gSaPqZEcRb0wiwPT1uxkCg/sQnz1zJunuXiyiZmBo7NxAW5E/YknjWMSSJyodQUv6GWY0+g6WN6SeKD/ttz0vN8cs2LM7nedSY0skMq1rty4Xc7c8UW9ntxKoqTX7xQczToTPU+HoVxC47j3j4R2S4iO0Rke5rkMoyU8v1mJ8xIrIfZveUVnP/o5yFe5Ub6qfAww1i/Yw+n/d3H95t21Vg3GyxYvY0LH/+CByd+k5kbZumx3bPCUNUWqpqnqg1VtaV73DJZAUSkm4hMEZFFIrJARG6OUKdYRLaJyBz3dXey942GzY7rNtH+vA9OXMyyDTuZs3Ird0YIzBiJ8V+v4ctlmUkeVZeJEkoshHdmr2bZhp08N7Uk7fIkwqI1OwBHcdRl4glvLiLyUxG5yz3uJiLHp0CGcuDXqno4MBC4XkSOiFDvU1Xt677uS8F9DSPAo1OWBj4vXrsjaj1VDdjcr3tpFj8ePS3tsuUCu/aV88LUkrSsN0QLPhlMorvcZq7YzLa96X8KvPX1uQBMX76FuSu3sqqObhGOxyT1GHAC8BP3uAx4NFkB3IX0We7nHTi7sbok224mGX7kAQld17ZZQYolMWpi8N98nPLXjyKee2Nmacjxy19+zyMfhsbX/Pukbznw9vHVyus6949fzF3vLIga5TgZvMww/MS7VnHh41O5eUr6zVh+RVapynmPfs45NcRf81NZqQkp4fBNHG/PzkxaongUxgBVvR7YA6CqW4CUjngiUgQcA3wZ4fQJIjJXRN4Xkfj2WMZBIg9QnVqZF3FtYuXm3Yx8fgbLtoZGr/V9WxXFt7JS+d1bX/OPyd+G1Pm3G/8quLzvfZMCDobRIvvWdjbvcra87oqSGz4ZalrDmLliC++5O9ly3WTsF2+zx+yPPX83ntvfjBwoI57tRf4AoOkmHse9/SKSj/udiEgHIGVbAkSkOfAG8Es3UVMws4AeqlomIsOBt4FeEdoYiZsytrCwEJ/PF7cce8vj/48sXbky7msA9u+zlKLZYtLCdUwKKwsO7X7XC1W+qD6fj+37lCVbIg+WW3c5Cacuds1Tzw6tcjLcX6ls36u0axJ3NuS0UFZWltDvYsN6xwlywcKFtNjybQ2142Pr3qphJJJsV0zYGfhcWlqKz1el2BeXOt/9urXrYvYrkT57ZU1ZlfyVQTu+vN5zzPSVDG0XYaNF0FAU3NZHU6bwxqzosyafz5fw37km4lEYjwBvAR1F5E/AD4E7UyGEiDTEURYvqeqb4eeDFYiqjheRx0SkvapuDKs3GhgN0L9/fy0uLo5bll37yuGDiXFd07VbN1ixPO57FRQUwH5TGrnIO8uqBoHyjodz0/Pew40E/99d++JM3p+/liV/GkaD/PQpjYc/+I4DWjXix8d1j1nP5/ORyO/itdWzYO0ajjjiCIqP7pyglJFZu20PTPkQILJsE8YFPnbp0oXi4j4ADPzzh7RoXADso/CAQoqL+0a9NpE+R2PywnVc/fwMPrhlEAd3bEHRqCr5RKpmQZ7uGUO+/EnjAzHZiouLA3UXalcgutIuLi5O+O9cE/HsknoJuA24H1gDnO/myEgK16/jv8AiVf1HlDoH+P0/3IX2PCAt21MSmfImOk3u0KJRYhfGwdNX9E/7PeoiZXurpvhXxaEswpm8cB0AkVwNVDVli6P//OBbfvtG8jFAX5uxkkenJOaRH4m95RUMfegTvli6kSXrd0S0tQebpH761Je88tX3UdsL/hrXbt/Dd2EJvzLB+/Md89js77dWO+d1KJi8cB3frYu+uQKim6T8O7KyQVyJAVR1MbA4xTKcBFwGfC0ic9yy3wHd3Xs+gTObuVZEyoHdwMWaJvfQeBs9oWe7hO91wbFd+PP41H6dV5xYxLNflASOmzS03A+ZZvb3W3jq0+W0btow8IT46oyV/HRgj5B6r80s5bbX5/HGtSfQr0fbbIhajVtfnwfA9YMPDilPdNv/ys27Wbx2B3e+PZ9lbhKt848J3dNSUVH1q/tsyUY+W7KRS453Zkq79oXa5iuzsIixZ38Fh901AYBnrjguZMF5WoLbqq8OewjZsnMfbcI2wTj3qd7fbDopZt2wqqqfqaqo6lFB22bHq+oTrrJAVf+tqr1V9WhVHaiqX2RD1gZ51X82t5x5SMLtXX5ikad6j116bODzSQfHVlAHtg8N0le3/fJzkx8/OY1xX6/hpS+rnpTvfHs+785dzbOfV5kupy937NbhaXFzmXif0wL/fzEui7bovWtfOUfcHWoezsai946gBeUrn51eJQtV61aBsgTlO+YPk6sXRvnt1nSPDxetS2gt1gtZVxi5RuMG8X0lEXRICOEDOEDJAyMoeWAEjRrke7rH8CM7BT6/dNXAmHUrVblzxOGBY9MXmWdflPAQN74ym3veXcijU5agqpRuccxR0eJcJcKyDbmlfDzoi6ihQcoi7PyJ2o7CcX/6gFv+NycO6bwR/kTv9SHszVmlbNu93/N9wmdTNY0t0fj5czP4z9fpyThhCiOMVCxMPv+zKn/G1685Ien24qFS4apTemb0nkZ8PDjxG17+6numhpkz7h+/iPe/ji8QYmWlhoTLqCkRVSTmr9rGtzHs6Te9MpsJbt6RqUs3BT57Ic8dXYNNSeGzlGgKI1JprKfrDTv28ubsVZz2d19KYzrtr4hy0xoe4m95dS5H3zuJDTu8Dd7Bs6m12/awZ3/kPswNym8fjRXbUx/TCjwoDBHZLCJPiciQuh54sCbOOKKwWtlhB7TkpiEHc9phHQNlgw7pEPjcrnnqF7Z/O/SwqOf8P8aXrhpAs4J8Du+cdPQWIw2ExBxyf1VPfrIskCEwmLXb9lQLQTK9ZDNvz17F4x8vZdCDU0LOFY0ax22u57EXzv7XZ5z5z09Ysj6y0hg7d3VgLWbM9JVc86ITDG/5xp0R6wcTyUM7WD+U7S1n087qA+qJ93/I8Ic/jdCic3FlmJJ5M2gxfdmGnfS6430WrfEe6m7l5l1RFeGFj4VawKtmTd7MPis21fw9hXPCAx9GPbd6256o59KNl8fpDcAc4D6gVEQeFpHYdpE6RpfWTZh6+2k8dHHfaueaNWpA66YF/O1HR4eUn3ZYRy4LW+RMFdcWHwTAOUd35qWrBoSc8z/JnXRwexbcN5SWjRumRQYjOfy+GxDbbLh8404G3v8hPx49jRWbdgZMTj96Yiq//N+cqIuur84ojVgei9P/UZXdraa1iskL1zH4bz7e/3oNS9bvCDxFF40ax/3vLwrU85vbggfX4FAgxQ9OqZa7BJxBcVME57dgj+qaCH4SLxo1jjExdl+d+c9PAoownLXbIw/QkeRLFbnqoOhFYex0F51PwgkNsgp4TESWicif0ytebuC7tZhOrZp4XnMAePqK4/jD+c5+8RtPO7iG2tH56ndDADilV3vaNK0a/EseGMG/LjmmWv2DOjRP+F6ppGeEtRsjMre+Pq/arpnFa7dTNGocfx5fNfie+qCvmslpb3l008O2XftZtXU3RaPG8er0lZz9r0+5YsJOT+aa7XvKmbo0+g4g/9P7wjXbOf0fn3Bq0CznyY+XBT77ZxjB4T/+NG4Ro96Yx0G/Gx930qQqheGhbtjxPz+I7ruwe793D/aVWxwT4F8neItMW5fsMl4URqC7qvq9qv5VVY8FhlGHcnnHItm/9y1nHMJrUdYy7hh+eMRygEMKm9OxZWMAXvj5AGbffWa1OscVtWXEUVWL4kMOr242C+ai/l29iJwUs+86g+d+loq4lPUHv7+Gn6EPfRqxHEJ9RL5aHj0U+0VPTuWOtxzfjNvemMf8Vc4g/1hQoMVoO7SueWEml/xnGm/NjjxT8f8m/vWR47Oxa18F/5se/Qk+mOenrmDM9JUJ5cFQlE1le3nct7TGuuHtr9u+lyc/Dr1u3Lw1/P6dyNGJ123fw9CHqufUnrYs/vD3v351Ls8nEWl3xx7vi+fpxIvCmBKpUFW/UdV7UyxPTpIX5RHhkMKqp/n8GFsaRITjiiLvs796UPQF6l6FLWqUraBBHo/+5FguHdCd+y84ssb6953XJ+T4mSuPi1p30q8GMWZkqPUxWDlFo02zAho1tP0UiVJTPo4z/+FtYfubdTvwfbOhWvkL00oC+c4venJqxGv9C/K/+l/ktZAvIyiqcMfBykoNOAGmym1KFX7z2tyYswU/kcLU3/9+qN/T9S/P4rmpKwLHpVt2BdZmxny1MmbkYq888uES3phVyt3vLKix7p4oM51o5rJopCAnVURq9OpS1VvSc+vaQyR90SBPmPSrUwPHrZo05OpTDqzmfJMp/vSDmpUFhPalU6vGDD60Y9S6vTo2J3yfwy8G9fSU0jSVW0XrGz98IvIg7ifZRc+NZfsY8Ofoi6pe+GzJxpjni0aNY8zIgYyZ7sRZS9X49drMUvr1aJNUG8s2lNEziun25L84z8ejhh2WMlPSx0FBLb9dt4Mz/1l91uLntZmlEdc+50TwKo/Fpj056IeRzkRGuYTXzWF3jDiC64oTX68AOPGgxD3HvRA8W6rpoc9rv0ccWX3WUZfstkZiBK8LpNJDe2aS+d1P+/vHrNwcO+T5A++nOqCFQ03h4cN3f/nZmYYowYmQrN3gqpRIUQtJ14AY0m4aHhKCm49lRvPK6YcXRlx8N31hvDu3Kg/7uu25tdz54pcratwWnIpc4+HUpDffmbMqpz3/azRJxcjbLYAlgkgx6TDlvH/zKVRUKn26tAp5gjmoo7cdVQN7tmXass384fw+1f7h7xxxOHkRFE8iv7U2TRuyZVduLO4ZyfPmrMwk9UmEJz9eFrKbKxIPpyFJ1pptsYNNzvp+K6d7XKPKBl5mGFuBXm4e7+BXC5yotYZH3r3hZG4fFt3pDtIzczm8U0v6dGmVcPuPXHwMl5/Qg0uO6+b5Gv/TWccWjfD9pjj+m1LdS/7Y7q0TascwcoXngxbYayNeFMbzQDQPtJdTKEud58iurfjFqQfFrNOqSXod7SRkDcPbNKBjy8bce14fGuTn0bVN6KTS38KvTg8NwugPKNcwP4+i9s24fnBVv0UI+KhEkw2gf1FbSh4YETiOtUBvGEb6qVFhqOqdqvpVlHO/Tb1I9Y83rzuRxy89lpIHRlAQFMsqm2GMo9GueSOW3z88cNypleMncvPpvUJ2dzRt6Dg5ntKrPQD5YcrgrN7V/UVqUmDHH5j+EODtm3vb5XbniMN5OczLPpyzPWxBNozaREKL3iJyT4rlqHWkcq3h2O5tGObfaVQLVouDZwKNG1Z5v//h/D6BGUGbZgV8fGtxwO8jPKhjeMiSnwyInSku/L7pYsadZ/DGtSdEjRR6zzlHAE4MsRMPbh+zrb9ceFSqxTOMrJLoLqlzUypFLeJPP3AGwL7dWqf9Xkd3Tf890kmPds0ocMPFNwoKG//nHxwZomgA2jdvVC1pTzgp2NTliX492tKlTeT9HFecdCAf31rMyb1iKwtw4oz5aefBP+dQD46ahpFNElUYteA5OD1cOqAH71x/Ek+lKfWpf+YyclBPrk5zmPJmBZnLxveTAd059+jOzL7rjEA2tXCihWWvSVH83n3qT5b2QZGF+3arcg77w3m9Q+r1aBc5Tlbfbq1DQtsHU9Agjw9uGcTFx3Vj6Z+Hh6zN+Hn56gG8ce2JvHHtCdx9dmr6ZBipJFGF0S+lUtQyju7WOm1RYIcfeQAAP+rXNeJ21VQSHkrk2aHpCxjYonFDHrnkmIQ84e89tzcF+XlRv48rTzowWfGq8eAPjwqEfmlS0IDrig+qcRB/7mfHc1KYmarkgRH85sxDeOmqARzcsQUPXHhUVP+Xds0b0a9HG/r1aEvxoR0i1vHz3o0nx9GbyHhdrzEMP54UhoicJSKPi8hYEXkHeFREhqZKCBEZKiLfiMgSERkV4byIyCPu+XkicmykduoCQw4vpOSBEZ7iSCVLtsKYxMtlJxTx7Z+GRY3plSgndM4PMS0GN9+4YT59OrtbkYHbhh7Gz06OrZhaNWkYcTZ0w2m9Ioai+FE/JxDknSMOp1eYT0zPDs0jzkL89OnSilMPia1UIvHnk5vwpx/04bVrTuDco7vUfIFhBOElgdJDwM3Ax8BfgQfdzzeJyMPJCiAi+cCjONFvjwAuEZHwR7lhQC/3NRJ4PNn7GlWcdlhHWjTKnHnKT6Qc6V7o2b4Z8+6pHrk3mPYeE1c9d+XxgYRU4eLEs0fNv0bhX5gP32YciQd/dDQlD4zgqlN6MvmWUyPWOffozoy+LHRC79963bGF08ebhvTioR/3DakzKoq/T+fmeVw6oAfHFbXlvL6da5QxltIy6h9eZhjDVXW4qo5R1c/c1xhgBDC8pos9cDywRFWXqeo+YAxwXlid84Dn1WEa0FpEbM9iinj6iuP4+t6zsi1GjTTMdwbjTq0b07JxQ7q3bRqS6TCYGXee7qnNVk0bcs2pPfnFoJ688PPQbbL+rb9HdW0V9frGblTesUEmopIHRnDz6b083b8mHrnkGM7sfUDg+NazDq3m0Ni1dRPOP6YLNwRtGrgmyN8nPMmWn6PDNm5ccEwXvvvTsKRl9m+1Bkdx+2dCTYI2OvywX/rD7Bupx8tj5R4ROT6CL8ZxQCpyBXYBVgYdlwLh/+GR6nQhzNNcREbizEAoLCzE5/OlQDxS1k6uEd6vsrIyHhzUlPkbKyhsluep38l8N8F+FytKSvD5VoecD29bVfnxoQWc2Hk3Pp+P+44XYCc+n49zD2rI2KX7o157SpcGLNhUwdVHNuLz1eV8tqqc8v3lgXonNIXVi9axuipfEY2B/57ZlFWLZrJqERF54KRGbNunfDfnS1IfSKI6vaWUVYtKWbUI1qx14jMt/mYxvp1LKVlRlYwouP+l38wLfC4rK4v4N2veEI5rtpnPP/2EC3o15M3v9gfa+WGvhrz+nfeQLeX7quJGdWy0nx1bnVDoAwoFn5te4/CGG3n6rKbc9NEuyiwaTFpIx7jlRWFcATwuIi1wBmqAbsB291yyRLJLhFsDvNRBVUcDowH69++vxcXFiUk0YVzIYcLt5Cpu/8L75fP5OLu4mB8l0UY85E0eT0WF82csKiqiuPgQ/tp8Jbe9Pi9q24OjtFVcDGNHjQs6Lg75Oz529Wm0cDcqFM4q5bNX59KgYYNa87c9fvFUvirZHCLvexvmwqpSDjvsMIr7d2Pa7sWwzEkQFNz/4wcMgE99ADRv3jykjY+P3EnjhvkUtqyaFWxpVcqb382lZWPn+ykuhtdHhf4mYtGiWVM27HYC+7103RD2llfy8Iff0rVNU3ylTpa6fv360bdba05fN5u35zgPCrcPO6xavgojcdLxv+0lH8YsYICIHIDzVC9AqapGzpgeP6U4CshPV2B1AnVSzpFdWpnzVYY5IGjgSiUN8qqsr0Vu+tierbyn3M02z/7sODbuiJ3O1B9CvHFQ8qoe7ZrGvCbaFmEgqrmvJhq6Tpq/Ov2QwMaK+y84ir9MqK4Mgp0xfzqwhymMHMfztlpVXauqM1V1hl9ZiEjsSHremA70EpEDRaQAuBgYG1ZnLPB/7m6pgcA2VU174MN3bzyZIzq3TPdtaiVf/W4IH9wyKKk2ro2QOyQTYeOP7d6GD399Kqd3z/xCf6I0LWhA97DB3x8qxb/Dyh+J+NdnHArA1NtP470bT447212yqStEIq/jNAzaVeDfshz8d8nPE8becFJIJksjt0g2H8akZAVQ1XLgBmAisAh4VVUXiMg1InKNW208sAxYAvwHuC7Z+xrJ0bFlYw7umNzW31vOOISbhqRmcbgmwhXRQR2qZxOsbfyoX1em3T6EY7o7Tob+gI/+bnVq1YQWjRvGHZHM74XfIsW+RsHhYZq6TqPBIXby84SjurZm4i8H8e4NVZsIOrdK7azTnCITx0s+jEeinQJap0IIVR2PoxSCy54I+qzA9am4lwGDDunAJ99Wz/WcCxTkJ/sME5lU+3DkAiLCAUGD6dlHdeaZz0uqOf11inPAHdr7AEYNOyxiqlAvnHN05O26DfKr/w2CtzL7A1SKCEd2bUWjBnnsLa/k1EM78MpXK6tdmyiHHVD3Q7AM7JQec6uXX+eVwHxgZthrBhDbqGrkJM9deVxIxNls4k9J639PRUTa8FAeUDcVRjj9erSh5IER1WZ+TeMMAZOXJ1xz6kEhsbDCKWrXlIm/DDVJvvjzAZzftzO/GBQ5xEukgJ3Bf5dwT35/LLULjk3tFtx4kns9dmlsH+GLPeSICfeRicVZvQs52GNis1gc0iY9CsPLf9J0YL6qfhF+wqLW1k5yyRQzsGc7vv3jsECQwlTIdtkJRdXKMhW4sL5w8fHdOTTsSf3kXu1jBmWMlNc7P8Ksw89/Lu/PkvVl9OvRJmqdRAiW470bT+bsf30GOJsF9uyvDKk7PCxf/RM/PZbb3/w6kBnSy//r+cd04Zf/m+NJtgcuOIo2zQrYtns/R9+buMU/Xf/uXmYYPwTmRDqhqqkP4mPUOwoapMcMFUwuKcnaSNOC0CdWv/konr+d/2k8eE2iTdOGIeeCadWkoWdlccPggz0/FBzYvmpnWJ8urbj6FGcYm3XXGZ6ub9Sg6rtI5b9VgzwJ7CpLl2k2Wbxsq92cCUEMw8hdwhNg+Q9n3XUGFZVKy8Y1GyvaNW/EV3cMoUWjqsV0v0mqc+vI4eS90q1tk8Difs8OzVi2YWfEet/8cSiNGuTzzBXHBdZ/bh92ODeffkiI6e78vp0DaY1jkcrHkGDzXKMkH6LS9XzkZdH7XRxnuAmquj/sXE8c570SVX06LRIahpE0s+46g73lFXwz+8uErg9fX/BH3G0eZwyyji1CF+D9rUYyVwVzzzlHcFDH5lz234jJP0O2Aj97xfEMenBKxHr+2cHgIB+TvDyp1o+HLj4mpjyBa1M4Mgc3le5I1YniRY1dDZwCLBaR6SIyXkQ+EpFlwJPATFMWRi7QJcmn1LpM22YFdGqV+PcTPn6lajj7Uf9utGtWwIU1LGxfcdKBnNKrAzcN6RXimBiJpo3yI7Y39oaTkpLVT/DAnson+RtqSCCWC3gxSa0FbgNuE5EioBOwG/hWVXelVzzD8M5b15/Id+vKsi1GncQ/o3j6iv787NkZnB1l62y8dGvblJke1w7A8d05sH1TfvW/uQAc0aklC9dsD/E1EaoCVQbToUXNEYw//PWplGyMbM6qar1mTujZjqnLNgWOj+raChFh7sqtIfV6tGvKik27aNO0ITdmyCcpGeIylKlqiapOVdU5piyMXKNji8bVEhgZqcFveunduRUlD4zwHD4+HQRvzw2OJOw3S4kIZ/U5IPyykPAw0TioQ3OGHF4YhyxRysNOjL3hZN65PnSGU/LACO4a4TgRHts9tTvB0kVuLsUbhpFT+BVGRTxODGmiJjNQvgiDD60eByvSrMMLxxVFH8yj7b6rKbyK/zK/DqtpDSdesrmttt7x2W8H84eTzB5uGH78JqlcUBiRCB5vJcqo1iDBrapHdmld1baEDsaJrmEEZkNuayn/WtOkMTx/gyJSTWWLyKGpFSc36NqmKd1amC6tK/y4f83euEZsmjXKzci+kQZs/2zo41uLQ8oTzfAYDwN7xo5UUM2U54qUm2q4OvGMip+KyEX+AxH5NfBW6kUyjNTw6W2DefnqAfzlhxaiPln+e/lx/ObMQ+jaJvszb78ZqG1QTnoNGnL9eiE8dHuiCiNkV1RNdd0aGkUFvHtj6DqGX7nFG1E4nNuGZubZPR6FUQxcJiKvicgnwCE46VUNIyfp1rYpJx5ki+CpoFvbptxwWq+c8Jj3S3DCQe0Y1MsJtNinc9XidzTfiPwEFUassdyfX90rLcMiAPsl8qovogV27N42NPR91tcw3PwTE4ATgCKcHNu2h9EwjKwx7MhOfH3PmSH5yYMVxjvXn8RfBzWh5IERCSu7/mGL3v52RhzViZ+GRfSNNrOoujbycU3XBdqPolkiBXZMB/GsYUzGybXdBxgO/FNE/pYuwQzDMGLijp3heTuCJxJHd2tNx6bJrUcOP7ITR7phQoKVzqihh1Uzc9U0cIfPfvzHlZWRalfHq+Eq6zMM4FFV/T9V3aqq84ETgW1pksswDCMiNT2VpyOUfWHLyH4nyT7Z+0WtaVtt76DMn/+9vH/UdtJNPCapt8OOy1X1DymXyDAMIwY1DdLpGDyjjucx7hUpUVO4MqtaJI/NL049CH/FIYcXBsKj+N8ztbLkOXKYiOygql8FQEOgTFVrDukYvc0HgXNwEjEtBa5U1a0R6pUAO4AKoFxVq6tYwzDqFdEG8UwuzEdbR1eFt68/if0VobamcNEC18fQGB1aNArUC59V+RVOLs4wWqhqS/fVGLgQeDTJ+08G+qjqUcC3wO0x6g5W1b6mLAyjfpMDG7UCBOfGgFDZGjfMj7C+Eh4m3u+4F11jqFafVdW0fTddJLwa5JqoTkvm5qo6SVXL3cNpQGpzMRqGUWdJcTSNmPzmrEM57IAW1RzzChrkseDes7iu+CBP7YTrus6tnXDv4XnYo1EVL8vfnr/FyPlKUk08JqkLgg7zgP6k1kHxZ8D/opxTYJKIKPCkqo6OIuNIYCRAYWEhPp8vYWHKysqSur42kmt9TrcsudbfTFAX+lxQqQzq2oCzOmwL6csdAxozb0NFtf6lqs+j+sLMaZ+zZ88eAKZNm8ZSdwfWypX7ANiyZQsAW7dujXjP4G2x/vMPD25KCynF51sV8b779u1l4cIFAKzfsAGfz0dFRQUAFZXO+4IF80Ou2bNnb1r+zvFkPzkn6HM5UAKcV9NFIvIBUD10JNyhqu+4de5w23wpSjMnqepqNzzJZBFZrKqfhFdyFclogP79+2txcXFN4kXF5/ORzPW1kZzp84RxAGmXJWf6m0HqSp9Pj2DbKI5SN9V9bvLlR7BnNwMHDqSb6zA3c983sHQJbdq0gc2baN26NcXFJ0RuYKLH/2/3d9CwYQF9eveGObPo0L4DxcX9aPDRBPZWVJCflw8VFfTp0wdmz6ySsXGjtPydPSsMVb0ykRuo6umxzovI5cDZwBCN4pWiqqvd9/Ui8haOh3k1hWEYhpHr9O7ckqvcPOLx4l+zCF/Yz5ldUiLyL2KYnlT1pkRvLiJDgd8Cp0bLryEizYA8Vd3hfj4TuC/RexqGYaSbWLb6cTedEndbAd8TDT/nFIQvpifrrBgNLzOMGWm5s8O/gUY4ZiaAaap6jYh0Bp5S1eFAIfCWe74B8LKqTkijTIZhGDWSqUV3ZwdV5BlFuAyHHdCCf11yDKsWzSQdeFEYp6vqZSJys6o+nMqbq2rEJLauCWq4+3kZcHQq72sYhpEo2dzWG9APYWHRg2XqVdiCVYvSc38v85Z+ItID+JmItBGRtsGv9IhlGIZR+0iXl3m4SSpwm7BttunGywzjCZwotT2BmYTOjdQtNwzDqLek0zylqlEXtXPOcU9VH1HVw4GnVbWnqh4Y9DJlYRhGvSTSYO1P2hQtb0Vi96l+5N8lFZ7qNd3Es6322nQKYhiGURvICxusocokdEDLxnz7x2E0zE/tAF5NQYQ3n0MmKcMwDMPlv5cfx0tfrqBHu6YRzxc0SPGWVo2uDzKdCzw9m3UNwzDqKAd3bM7vz+md9qi4HVs4OTiClUJgV5T/2J1yZGrjlikMwzCMJOnZwVm7KGrfLGVtvn+z4+CnqkG7pBwFceeIIyjIzwtEw81USHczSRmGYSTJ+X27UNSuGX2DcosnS5umBfTu3JIbT+sVlGXQ4cJ+XbmwX1f6/3EyEN2RL9WYwjAMw0gSEeGY7m1S2mZengTCiHy4aJ1TluVkIKYwjJzj7etPqjHHsWHUJyrdn0O0DH+55LhnGBklldN6w6gLVD1ARdYMmfLDsEVvwzCMHCeq/0WGMYVhGIaR8/jDmGdXClMYhmEYOU7VGkaoxgifeaQ7tpQpDMMwjBzHv4aR7V1SpjAMwzBynEpbwzAMwzC8oDXMMOpFaBARuUdEVonIHPc1PEq9oSLyjYgsEZFRmZbTMAwjm1SZpGLXqw+e3v9U1b9FOyki+cCjwBlAKTBdRMaq6sJMCWgYhpFNGjXIB6BVk4Yh5eEpW9NNLiiMmjgeWOLm9kZExgDnAaYwDMOoFwztfQB3DD+cSwd2z6ocuaAwbhCR/wNmAL9W1S1h57sAK4OOS4EBkRoSkZHASIDCwkJ8Pl/CQpWVlSV1fW2kvvW5vvUXrM+1mV7AV198H1K2f98+AObOmQvAzp078fl8aetz2hWGiHwAHBDh1B3A48AfcGZWfwD+DvwsvIkI10a01KnqaGA0QP/+/bW4uDgxoQGfz0cy19dG6luf61t/wfpc12j46WTYv4++ffvC9Gk0bdaM4uJT09bntCsMVT3dSz0R+Q/wXoRTpUC3oOOuwOoUiGYYhmHEQbZ3SXUKOvwBMD9CtelALxE5UEQKgIuBsZmQzzAMozZQX6LV/lVE+uKYmEqAXwCISGfgKVUdrqrlInIDMBHIB55W1QVZktcwDCNnCE/RqmneV5tVhaGql0UpXw0MDzoeD4zPlFyGYRhGdczT2zAMw/CEKQzDMAzDE6YwDMMwajkN8p2hPNwTPOX3SWvrhmEYRto5sH0z7jnnCIYf2anmyklgCsMwDKMOcMVJB6b9HmaSMgzDMDxhCsMwDKOWkuZo5tUwhWEYhmF4whSGYRiG4QlTGIZhGLWcTKVotV1ShmEYtZSXrhrAazNKad00vf4XfkxhGIZh1FJ6d25F73NbZex+ZpIyDMMwPGEKwzAMw/CEKQzDMAzDE6YwDMMwDE+YwjAMwzA8YQrDMAzD8IQpDMMwDMMTpjAMwzAMT4hqpuMdZgYR2QCsSKKJ9sDGFIlTW6hvfa5v/QXrc30hmT73UNUOkU7UWYWRLCIyQ1X7Z1uOTFLf+lzf+gvW5/pCuvpsJinDMAzDE6YwDMMwDE+YwojO6GwLkAXqW5/rW3/B+lxfSEufbQ3DMAzD8ITNMAzDMAxPmMIwDMMwPFGvFIaI5IvIbBF5zz1uKyKTReQ7971NUN3bRWSJiHwjImcFlfcTka/dc4+ISKayIyaEiJS48s4RkRluWZ3tt4i0FpHXRWSxiCwSkRPqeH8Pdf+2/td2EfllXe4zgIj8SkQWiMh8EXlFRBrXgz7f7PZ3gYj80i3LbJ9Vtd68gFuAl4H33OO/AqPcz6OAv7ifjwDmAo2AA4GlQL577ivgBJw0uu8Dw7Ldrxr6XAK0Dyurs/0GngOucj8XAK3rcn/D+p4PrAV61OU+A12A5UAT9/hV4Io63uc+wHygKU6m1A+AXpnuc72ZYYhIV2AE8FRQ8Xk4Awzu+/lB5WNUda+qLgeWAMeLSCegpapOVeebfz7omtpEney3iLQEBgH/BVDVfaq6lTra3wgMAZaq6grqfp8bAE1EpAHOILqaut3nw4FpqrpLVcuBj4EfkOE+1xuFATwE3AZUBpUVquoaAPe9o1veBVgZVK/ULevifg4vz2UUmCQiM0VkpFtWV/vdE9gAPOOaHp8SkWbU3f6GczHwivu5zvZZVVcBfwO+B9YA21R1EnW4zzizi0Ei0k5EmgLDgW5kuM/1QmGIyNnAelWd6fWSCGUaozyXOUlVjwWGAdeLyKAYdWt7vxsAxwKPq+oxwE6caXo0ant/A4hIAXAu8FpNVSOU1ao+u3b683BMLZ2BZiLy01iXRCirVX1W1UXAX4DJwAQcc1N5jEvS0ud6oTCAk4BzRaQEGAOcJiIvAuvcKRru+3q3fimO9vbTFWfKW+p+Di/PWVR1tfu+HngLOJ662+9SoFRVv3SPX8dRIHW1v8EMA2ap6jr3uC73+XRguapuUNX9wJvAidTtPqOq/1XVY1V1ELAZ+I4M97leKAxVvV1Vu6pqEc60/SNV/SkwFrjcrXY58I77eSxwsYg0EpEDcRaXvnKnfDtEZKC7s+D/gq7JOUSkmYi08H8GzsSZ2tbJfqvqWmCliBzqFg0BFlJH+xvGJVSZo6Bu9/l7YKCINHVlHQIsom73GRHp6L53By7A+Xtnts/ZXv3P9AsopmqXVDvgQxxN/SHQNqjeHTg7C74haBcB0B9n0F0K/BvXWz4XXzg2/bnuawFwR13vN9AXmAHMA94G2tTl/rqyNgU2Aa2Cyup6n+8FFrvyvoCzG6iu9/lTnAegucCQbPydLTSIYRiG4Yl6YZIyDMMwkscUhmEYhuEJUxiGYRiGJ0xhGIZhGJ4whWEYhmF4whSGYdRxRGSEiMwTkTuyLYtRuzGFYRh1nytxPMEHZ1sQo3ZjCsMwUoiI+ESkf4rbbC0i1wUdF4ub0yVK/ddFpGdQ0Xs4ISFWhtX7IDh/gmHUhCkMw8h9WgPX1VQJQER64+Q9WBZU3BzHS7hVWPUXvLZrGGAKw6gniMhtInKT+/mfIvKR+3mIiLwoIo+LyAw3m9m97rlhIvJqUBvFIvKu+/lMEZkqIrNE5DURaR7hnhHriJMF8V63/GsROcwt7yBO1rRZIvKkiKwQkfbAA8BB4mTUe9BtvrlUZRZ8yY0LBHAp1WMDXQpcCxwTNqMYixODyjA8YQrDqC98Apzifu6PM+A2BE7Gefq+Q1X7A0cBp4rIUTihpAe6gRsBfgz8zx3E7wROVyd0/AycbI4BPNTZ6JY/DvzGLfs9TmDMY3EiC3d3y0fhJEbqq6q3umXHAL/EyazWEyciM+57IIy/iBwMNFLVBTiK5If+c6q6BWgkIu08fH+GYQrDqDfMBPq50Xv3AlNxFMcpOArjIhGZBcwGegNHqJPZbAJwjjiZ3UbgDLoDcQbqz0VkDk6U0B5h96upzptBchW5n0/GCb+Pqk4AtsToz1eqWqqqlcCcoDY64SSR8nOpv02c6KaXhrWzHienhGHUSINsC2AYmUBV97v5UK4EvsCJZjsYOAjYjfOUf5yqbhGRZ4HG7qX/A67HyT8wXVV3uOafyaoay5xTU5297nsFVb/DSMltorE36HNwG7uDZAf4CU6CIf9aRScR6aaq/gXwxu41hlEjNsMw6hOf4CiGT3BmFdfgPJ23xMnOt01ECnG2oPrx4SRhuhpHeQBMA05yzT24eRkOCbuXlzrhfAZc5NY/Eyc0O8AOoIXHPi4C/PccgGP66qqqRerkg/kL7rqFq/gOAEo8tm3Uc0xhGPWJT3FMNlPVyUy3B/hUVefimKIWAE8Dn/svUNUKnG2pw9x3VHUDcAXwiojMw1EOhwXfyEudCNwLnOmaxobh5KveoaqbcExb84MWvaMxDifnCzjmp7fCzr8F+NOZ9gOmuaY3w6gRy4dhGDmCiDQCKlS1XEROwMlN3jfONpoAU3ByuVfUUPdhYKyqfpiozEb9wtYwDCN36A68KiJ5wD4cM1hcqOpuEfk90AUnlWks5puyMOLBZhiGYRiGJ2wNwzAMw/CEKQzDMAzDE6YwDMMwDE+YwjAMwzA8YQrDMAzD8MT/A+/HnOMrQsi9AAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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1FVCxWCjsZ9WDUqKqnlyKS0qjPk4iRF3cJCI3i0iLoPctReSnnqTK1EkWK0wklS+aXj91+gNE4PxVDGcfb8/n2jLOQCx1Ejeq6i7/G1XdCdyY8BSZOmfzHqdJ4L6SBJQRmDohlU+flftlpCotyRqWI5YgkSVBtSnuHNf1Ep8kU9c88tFSAI7Yo4SJUqo+K4qGjKvkRZ1ENE8ZaVfcBHyIM5bScBE5E3gZmOhNskxdYrHBVPbe/A18uyu4f0bFy2ayJ/qpaigMf9FXtBfthAWVBB2nOrEEiV/idKa7CbgZZ0rRu7xIlKlbrOLaBFNVbnlpDpf8/YuI24x8bBqrthYH3n+xMuFDyoX1+YrQ8ySoBWzaqrZ1k4iMxxkSfJKqPgk86XmqTJ1iMcIE8980bHLrqiJZ8O3uwOvnv1zjZZICHvpgSciymG9yIuwQ/HQUzZwV6VTc9DTQF3hfRCaLyC9FpK/H6TJ1iPWPMMGi/TSUBVVMhGsSmygffbO5yvUxxwj3Z1VDfkdVJ5EuFdeq+pWq3quqQ3BmolsL3C4ic0XkaRHxcnY6Uwd4+QU3tcuV//qqQuc1v3A31qUVgoR3aVq8cU/VPaBj/Pwu3rgHqLq4KZaiKK+/PrH0uEZVt+NUWL8MICIDgJEepCtARIqAvUAZzvhRBV6ezxgTnqp6PnXn5yu28/mK7VFtWxrU6zqV9xmxnnvS4vAzMcdebBXj9nGKpTPdre7UpSIi/xKR2UAbVX3Qw/T5DVPVfhYgMpM9SNQOlf9O5zw6lT9MDC2jr86OfYdYGVTp7Lczxh7Th8uCh1/19kNUVWjcdygx/XtqkoNz/zKNd1Ymrsd5sFhaN12nqnuAs4F2wLXAQ56kytQpFiRqp6Wb9/Kkb2XM+w37k4/hj3wasvyJKSvCbv/fmetYtmlvyPLfvrMo8NrrfhNVFYmu2rovZNm+klLOfMTHrDWRJ2uaXeVETlFUXLs/Jy3ezOKNe1i2w5sZHGIpbvKn+jzgGVWdJ14/ezoU+EhEFHhKVcdXSJTIaGA0QF5eHj6fL66TFBcXx71vbZUued6xs7w9vNfpSZc8J1Oi8vyJz8c/5pXw3R65dG2WHVge67F3Hzgcdr+itSUh2/p8Pu6cGHoRrmzbttAiqkT+nfcUhz75VLZr187AOZfuKGPV1oPc/cpX3HNKw7Db+5ZurZDGA6XlgejQoeqfCioPHbJqd6knn+1YgsQsEfkI6AbcLSJNSc7kQ6ep6gYRaQd8LCJLVHWqf6UbNMYDFBQUaGFhYVwn8fl8xLtvbZUuef770i9h5w6AGqdn94HD3PfOIu67oA9NG+SGrE+XPCfK6m372Lq3hIHdIo/aX+M8T5wAQKfjBjDzo2nsPNKAybcXBpbHfOwI+13jLq+4rPoAAdCyVSvYtrXCskTk2S+nXkOqm725eYsWFBaeCkDjoh0w/UuaNWtOYeHgiMcOTuOeg4dh0kcA1KtXDw6FBs2qiSef7WqLm0TEH0iuB8YAJ6vqfpwhOa5NeIoqUdUN7s8twJvAQK/PaZIsgUUFT326kjfmfMtzXxQl7qBpbNiffBWG0E6kw2VHKgxBkeUWHMRStFNcUsqiDbur37CGPl22tfqNamDtjujmp9i6t4QjR5Qst4ylrFIx1Qn3fljhfaSWUfGU0XhV4hZNncRXIvIWTpHODv8gf6q6XVXne5QuAESksfvEgog0xqkPWejlOU3yJbK9t/9IiRw2uq76wVNfUvC7SYH3gQtfpSixZvs+jkSIHMP+5GPU459VqmROrg8WbOS1meuq3W7FlmLyx0xgypLwrY+q8+2uA5z84CRufXVuoBVY5V/L3oMVK7mDf5cHD5UFXqfTYJfR9JMoAG513z4mIjNE5FEROVtE6nubPPKAz0RkHjAdmKCqNl5UhklkpaP/YvXM50WJO2gdNXvtrgrv/U8SlYPEGX/08ddPwlc6++dmLg0zSdCSTXsSkMrI1u3Yz459h7jpxdnc9fp88sdMYN2O/UxZuoW9Bw+HbD/HrUh+b/7GOM/n1K29O28Dv33bqVSft25XYH24C39wX4973iwfXXZ/UMCIllcNQKKqk1DVNcA/gH+ISC4wBKd/xO9EZKuqRp5wtgZUdRVOb2+TwRLZ47rUhpL1TPndcejveOaaHVXue/BwGQ3rZVdYFnwhvHz8VwlIYUVDHp4SsuytOd/yyMfLGHFsHv+62mlRf+BQGTf8Zwb9OrcA4H+VJjiKR/CQIQCbdh/ke/8IHYsqOOCu2FJ95XhVUlncVIGqHgbmAC+o6kDclkXGxCuRH25rTutM9Xnnf+fFFHx9S7dw8HDVd6/73f4AG3eHjqnkf2KIpP8DH/P0Z6sDLZvAuTmYvnoHG3Yd4MtV0XWgqyn/yLJrtjsV4ht3H+D37y/m8xXb+duU2JvzRmvQQ5NZv/NAyPLgm5pwU7LGwqv7o6hbN4mIDzjf3WcusFVEPlXVX3iTNFNXJPLCXpuH+FixZS8dmjekcf2YBkIIcdn4Lzmi8NDFJ5CTXX0N6IL1u7nmmRlcNagrD1x4fMTtRj3+WeB1z3ver7Cu8q89f8wELurfscKy+9/7hvvf+6bCPpc+9SUNcmO+V43bKzOcuonlbv1D/ZwsSkq9rS9ZvS1yC60jR5RXpq9l78FSDtWw3sar/gix/HWau53pLsbpJzEAGOFNskxdksjLerKCxI59hzhUg4vLss17Q/Yf8eepXPvsjLiOt3b7flSVh95fHLijrPyb+PibzfS85/1A2fiKLXu5791FgRZM0bbggdBiPX9rnBVb9gaG8H5zzrdVHsPfuODg4dRVansdIMCpvI/krEenMuaNBTz4/mKKD9awstqjKBHLLUuOiHTAGeRvrDfJMXVRTeokDpcdITc7i2c+X02rxvVCKlW9ctIDHzOsd1ueuTa6Ftk79h2iUb1sGuRms2n3Qc5+dGqFO3d/cc301eHL9vcePExudhYNcrPDrh/6xyncNbI3TwV1sKocMB+btIzSI8rEhZt4dcY6phc55+rUshEA2VnxX2Wys4QjR5QRf55a/cauHz8/K+7zZYrgJsYHqinuS5VYniTux5mdboWqzhCR7sByb5JlTPXenvstR4/9gPnrd3Hfu99w6ytzE/oksX7n/iqLCqYsjb5t/kkPfMwP//U14AQMqBgQKs+bHOyu1+dxwr0fUfhHX+Ci8u2uAyHjJj08cWmF971/NZHFG/ewdEcZyzbvJccNArf/d14gQACBJ5pPlmyh968+IH/MBMZPja18fuvekrBl7iZ5vCpuivpJQlX/C/w36P0q4BIvEmXqlniv6x8u2gTA+U98HvZYgx+azIc/H1qh57WqRj2a6el/cFrHFI0bxZ6Dh2mUm01Odmzl5+/O20Crxs5U8DPX7GT9zv389h2nq8/SzXs5/Q+fcGyHZkxaXD5nwf3vfsO1p+Xz8vS1/OKsXrw202lts2nPwQr9FqJx7l+mAfDQ9KmBdFQ2Oejc/uKX378f28B9W/aWMPSPoa2JTPKkPEiIyONhFu8GZqrq24lLkqlrYrn731Zcgiq0bVqf7KzQC3ZwcdOG3Qf5etUORhyXBzhDdlz74X5+nVvE9ad3i/qcBw+XceK9H3FpQSce/l70LbK/WrWd/3t5ToVl/sDjt37ngZA78Kc/X83Tn68G4O9xDKAXyY4IHQxnVjEInTGx3BY1APrhFDEtB04EWgHXi8hjCU9Zmis7okkr/850sfwaC343iZMfdO6mg5tT+lUeBsFfwepbuoVvNjidt/49bVXIflOXbSV/zAR27Q+9kP7MvdC/NnM9/5q2isKgO+YPFmzk+mdncNsrc1jnVvyqKsf9ZiKXedD235hIvBpuNZaK657Amapa6iRIngQ+As4CIheoZqge97zPMe2bMvG2oalOSq0wYf5Gbn5pNmf0astz11Ws7I2m4nrZ5r10a9M48L607Agbd4WWgVceHmLCgo2s3bGvQvHJ3pJSpq/eQUlpGUOObguUD1O9aMMeBnZrRW5QsVLw9JW/m7C4wvFvenF24PVbczfw2A/60b55g7h6zBpv/WrUsSF/P1O9WIJER6AxThET7uujVLVMRGIdrjAjLAkzxn2wJ30refjDJax+aBQ/eno6XVs1qrIdeia7+SXnYhpuILbqekmv3b6fsx+t2Gqm59gPwm5buT/Su/M28O68DRWW7T1YGhgUb2Sf9lx0UsdAe9Er3crleN326twa7W+8k5yZDVIn5XUSwMPAXLdTnQBDgd+7A+/FVpuWxn791kKe/2oNS383kvo54ZsbRiu49clU9+JYl4LEwcNlXPi3zzm+Y/OQdaVlR3hzzrdcclKnaocj2LYv+nuQoipaI4UzcdEmJroV4CazZXaI8E5UdRIikgUsBgYDb7n/TlfVf6nqPlW907MUJsn8raW8+PUanv9qDQDvL9jIrDU7+XTZVv7v5TlMXBjfoF9QsTjl4OEyrnlmeqDDUaxenr6W/DETOHCojBVb9gYmVQe44InPAoOYxWvsmwuYtrz8br/siFJSWnXRyR3/ncffpqygtOwI+w+V8tAHizl4uIwVW4pZsmkvr88KHQvn2S+KuPP1+bxaaXTOh95fzO4Dh5n0zWbyx0zg210HyA1TQR1J5TFzTHze+7/Tk37OLq0aJf2c1wzOZ/o9wyssKxoXeSi6s9xGEOnIqwelqL59qnoEeERVN6rq26r6ln+eh0zx51kljH2zfBTyn786j0ue/IKrn57Ou/M28JMXZvP1qu1sLy5hy57ysWvG/G8+gx+aHHifP2YCf5lUsfvIog3lF/Jpy7fhW7qVB4KGJ/DzN8+syuOTnWPv3H+IEX+eyrl/mRboQTtvvXOBvOnFWXy4aBP5YyaQP2YCR44o+WMmMO6Dis0aD5QqX6zcVmHZi1+v5ap/T2fT7oPkj5nAifd+SO9fVRx497UZ6ypU8r4+az1//HApPcd+wA3PzeSpT1dx5+vzIxYj5Y+ZECgbnr++4kX9qamr+Pmrc7nhPzMBmL56O8+4LX3qmr6dmjPi2NCL0pIHRsZ0nEt7h06+5PfzEb1CAsIVp3QJ+/QXq155TWLa/uZhPWp8zqqEu4gOO6Yd7Zo14Mxj2kV1jJwadDisrWJp3fSRiFySpClL09IPxn/FuX+ZxsDflweFV2asY8Pug+zYdyjQbv/RScsqXOyDi51udC9+wdfPv01ZQf6YCXS7+/3AsAyz1uwMjG0/ZemWQI9cf4uqrKA/w/BHPuVvQfMD7z9UVqE362j39T8+XUn+mAk8/dlqDhwq46ZJ+7nin1+TP2ZChWMDgc5W+9wK2JlFOzj/ic/YuPsAd/3PmUbksUnLQyqKv1jpDNT27rwNvDqj+jH8X56+NmTZJ0Hj+f/81Xm8Uc3wDunsilO68Nkvh1VYNv/es/lizJmB9ysePJfbRhxd4WJ91aCuPHZZf566agB/vbx/hf2De11P+sUZ1abhnK65PH55fxbfXx5cnrtuILN+NYKfDe/J8R2bs+LBcwPrHrig6iLRaMda+ujn5Wl74II+VW774W1DadkofD+ORDmpS0sATunWigFdndctGzkBdFD3yDP7BavFQ4PFLZY6iV/gVFaXicgBnCI+VdVmnqQsTW2JMNrlFf/8qkJFdvD4+tOWbwvZ/ogqkxdv5ttdB/jjh+U9ZX1Lt/LXyct55ONlAIGg0aJRLq+MHhQ4f/DY85v2HKxwjMrFTcEdtSB0oDWAq5+eHhgZE+DVGRUv3j9+fhbb9x3i1Ic+CSx79osinq1iBrhwAaAuKezdll+c1SvQD6RedhYzfz2CZg1yaRbUwS8nO4vbRvQCYM6vz2JrcQm98poG1n+371Eh/S38erZrQtG4UazbsZ8vVm7jl/8LbWiYnSWc3/coAL65/xxys7MqtN7ypyF4+6r8fEQvHvogts52V52az6/dORbC6d2+KUXbQ+uTju3QrEKRaiSfjzmT08Z9UuU2fTu3YMkDI2mQm01JaRlfr9rBiZ1aANCmiTM1Ts92VT/9xDt0yYhj2zFpcXyTGUWrQ2NvBkqM+qiq2lRVs1Q1V1Wbue89DRAiMlJElorIChEZ49V5piyt+R+vckunP7sX+UhKy5Trn5vJb8J8cR4Js++u/YcZ+di0wPtPqpg9K54hhz9dtpWi7eXB5fMVFYdutpneHCdEWQzz6uhBPHvtQNo0qU9D986/a+tGFYLDcR2ahRRztGxcr0KA8HvpxlOqPF/nVo34/oDO/OOHAwLLpo8dHlLe3qheTkiA8Bt38QkcXc1FEsIX27xw/Sk0bZDDOX3ymHbXMKbdNSxkm2G921Z5XP9denC5/41Douv0GO2l2/8UVj8nm6G9ytNzUf+O/O2Kk/gwTJP20UO7B15XFSSev768aXflzpp/uOTEKFMYv5v7eTMHXCw9rgW4Euimqg+ISGegg6pO9yJhIpIN/A2nH8Z6YIaIvKOqoYX5NTS30gxcyZCs8fNNYr08ehDH/7biPMX1crJCRnQ9pXvrwOumDXJ55Pt9ObVH6wrbvH/rkKjPO7hHG9786WDaNWsQcZusLGHk8e0D79s1dbaN9gtz2cAuXDawS1TbXn1qV577cg0dWzTk9ZtOpUPzhiy495wq93nm2oG8Pms9d/x3XmDZqBM70LFFQ/edEyWCL8ON6kXXwrCmheAiwqgTO4Rdd/vZvRjvDpxYVZ1EcFFUcDA574T2tG7i9SSe0DjXm5qAWJ5P/g6cClzhvi/GuYh7ZSDOYIKrVPUQ8ApwgYfnM3XUdadFvlu9P6gs/TsndiC70tVo1e/P48pTnAvru7eczlNXDeC2EUeHHOeSAZ04KnAxjE//Li2DLqjJd4N7dywIv/luH644pQvPXz+QDs0jp+nCfkdVeO9/SmjaIIfpY4fztytO4p7zjgXKL7LxXPClmmeJl28cFPtBXTlZ0RfFdWzRkBuHdAvk4fazevHE5SfFdd7TeraufqMkiKVO4hRVPUlE5gCo6k4R8bKmqSMQXPO5Hgh55haR0biz4+Xl5eHz+WI+0do1VpRSl3UodZo392iexcrd5U8Ez45sDCVFnNU1h4/XlLJ1yxY+/8zp1Ne0HtzUtwFTp37K6Y2VY4c2ZPuKOdQH+uWAz5ecxn/hPu/ndcvlq42lgXXFxcVxfS8qW7fO+TquXLmSaUfWcnZLWLtoO1XVPF3YHi4c2ThwflXlrK45nN4xh29mfVXhKWfhJqeV3rZt5XV4CxdGrscINmv6l1Wu37N6Pr518d1pT/3UF3i9ZXPkPjXz58/nwUHZwBZeX+ZcU1YXrWbq1PgaXuzaGduYWvv37UvI37myWILEYbcISAFEpC3g5Ywd4f6iIYXtqjoeGA9QUFCghYWFMZ9oQdlyWFF1HYLJDBcfnYs0zQvMY3z5wM7ccOEJXP1dZfW2fZzz2FQa1cvm/Z8NId8dBmRX82/5eM1c8vLyGHFmf2acXEKLRrkRy/aTYuIEflDQmcLC0LLuyl8Bn89HPN8LJk6o8LZjp86wZjU9e/agcEj3CDtVb1hodQUA2cu38re50zmhR2dmbS4CoE+fPjB3dvgdgow6axg3T54Qcf0ZZwyNOBdHWEF5HzZsGHzovO/c6ShYHz4s9u17YmCYl1mHlsKqFXTt2o3CwqNDjglOK6uvI8wfAtC8RUvYHr5Y+pZhPQNDyfg1bdI4vr9zNWL5lD8OvAm0E5EHgc+A3yc8ReXWA52D3ncCPLk9y6qDbZ9TITdb+E6Ecl+vjLv4BMAp+y4aN4rze9TjkUv7BoptLjmpEyJCvZwserZrwmUnd+atm08LBAgA9ZeVux+Ttk3rpzZA4HT4+sP3vK8MTabTe7bh0R/0Zcy5xyT82DWZUCnY6T3bRLWdv6dAVSMcV1d0WNW+4ToeprQzHYCqvgjcBTwEbAQudOeY8MoM4GgR6eYWa10GvOPh+YzrxRuqa0lT9Ye7cb1sfj6iFxcElUeP7NOe5Q+exxNXnMSd5/SOO23v3HJa4PXFJ3UMWf+jU7sGXk/42ekc7bYUGlyp0thfNt4iqG1+dpYw7pITQ1oXBcrK4051ZtCETjQbSkS4qH+n2O74o1S5LileI4+P7ianRUOnFVvTBpELa4JvTru3aRzyvThSRTlNuL9FOozdhKouAWJrIB0nVS0VkVtwZsPLBp5W1egKKGN01nF5FfoZxOqawfkM7dWG656dmbA0tW5cL2Kz0xdvOKXGA9FVJTc7i6sGdeX5r9bwp+/35TsndmBfSSn7D5XRukk9GtXL4alPV7L7wGH+7lvJU1cN4NGPlwWaAT9+eX+Guz2Fzz2+Az95YRYtGpU3/bzpjB6c1KUlL369hvfmlw930rdzC+at24UIfDlmOIOCerKPOLYdJ+e34sROLSgaN4otew7SqH4Ob8yuWN4bfIfV5yinueqndxaG3HmNHXUsF/XvWG27eCgPEll1rB/pc9cNZGbRjgp9fiC5A+X5O709c83JPPj+4mrH+fLLEqfDar2cLB75ft+klBYEV57/6NSuZAlcOahr2G37d2lB5SRV/rXGOsuiV3+XmIJEsqnq+8D7Xp8nXLv0WNx7vtMCpmjcqEDv5Zpq06R+2CDxl8v6cVrQI+8PB3Xhha/Cl5H2OapZhSFBwjm2QzNuHd6Tn7wwm1aN67Fj3yGaNsjh7vOOoWvrRlzcvyNZWUKD3GyC78V/fIYzhMKVg7rSsUVDzjymHX+fspLRQ7vTMKjZ4lnH5XHH2b24enB+YFlWlnBqj9bMLNrBe5QHiWPymnLlwC6c06c9zYOCCsDd5x1Lj7blF/R2zRpw0J0TOEuc9u/7D5VRPyf04bhr68Yhy3Kzs+jbuUWVvxs/f9PVK06JrnlopjijV1vO6NU2ECRS0du4XbMGgbGU3l+wscogMax3W9bvPMDyLcWBINGxRUO+2/eoiPt4JSc7i2sitJq77/w+jDqxA08EBd/gpst+7ZpFbjabzL9FagtW08ijhQ1pUj98zDy1e8WiihuHdGPx/SP55PYzmHJHYYV154b5Y/v9cFD4i8wz154cum1QscnvLjyeO8/pTaN62YEAcbdbbvvABcczY+yIkP2/GHNmhWE2Ft8/Et8dhcz+9VkVtvvg1iGMPL4DSx4YyZQ7CnnsB/04tkMzGtXL4YYh3au9A/OXq+ZmZ3HriKMrBAhwinBuOfPoClOI+l19Wj4F7p2i36Undw4EiOAbo3B38f56gd9+t0+g+KhRvcTf9xzVoiFF40ZRkB/d0A2ZLl2ep/75o4IK75+5diBPXOE0N21WL11SGerqwfm0aVKfO87pzU8LezBj7AjuOLt3yIW/ecPwjUd75TXxuOCvIgsSrpYNsvj8l+Xj6QQHjMeDxs4ZmN+K0UN70LBeNt3bNqkwEQ7Akz8cwLLfnctRzUM7PY0e0oNZvxrBU1cNqLB8WO92TL1zGMt+d26g12ZhUG/Qy07uzM3DevLN/SMDwwf8+IweFI0bhYjQtml9isaNCtxFL3lgJEe1aMgdZztlnM9fP5CG9bLJb9OYVo3r8dx1A3ntx6fy0OnldQsNcrNp3jCXC/uHlvN7pVmDXF6/aXBIEPabHDQuUbhYlZ0lFI0bxdWD83n4eyfyxZgzyQ3zJGEyg//C+MCFx/PRz4eGHZG1V14TfvOd4/hJ38R0Xot045ioY9818hjaNq0fU3HYhJ8NSeqTRLW/ARHZAbwBvAx8otFMI1ZLNWtY/uv4+p7hFPxuEjlZQstGucz9zVkcKjsS6MValXo5Wbx+02AGVxpLRgRaN6nPGUEBwN/ap0trp8x8yNFtA4/XHVs0pH3zBhXG1anKO7eczqTFmwMVfyOOyws77LH//PvXpMcF9YJ+R4Xtgd69bRNGHJvHpMWbQ55QKqufk81RLRqiRZGbFJrESFXVjP/KUz8nK2IRsYhw3endePk9Z+TgmiZ14X1V9yKveO6q17//syHUi+kmJvylNjc7y/NGBMGiCZNbgbnA/cB/ROR14GVVzbgJfIMrfhrXz2Fx0JDMLWIcofKoFg25+9xjKgyE5h9ioEFuNi/dcArHHdWsyuN+HjRSaDR6t29K7/Y1q19JN49d1o/563ZFFZyNN34+ohcLvt0dGNk4VQU5GmbYjkj8X+VENX1NhOOOStxQd2n1JAHsU9UngCdEpAtOU9S/i0gL4BVVvcfLBKZC4yjHi6nOjUO6O+PVN63Pxt0HK4zfMjjK9tZ1XZP6Ofa7SrFb3WFGfvP2wmq29Nag7q15Y/a3Ud0I5TUSfjy0O5dHORaViSyaZ59AKFbVtar6sKqeBJwLZNzc1g9dfALvJmhWrqwsoVdeU1o0qsexHerUiOopk7mFoekjVVPKfH9AJ6aPHR4Y3rsqIsLd5x1boVNkolSuMPeK/7M8sFtog4l0q7ieEm6hqi5V1fsSnJ6Uu3xgF7q3jW1GLZM++kXZrNXELtUBWETSotjxrAh1fYkMnf+5rnzY8YvCNSZJ4h+j2uImVf1FMhJiTCLkt2nMSzeeUmHkTpMY/jL1yi36vHBTYY+EFfvWFrG0CUpmvK5R+y4R+Y2q3p+oxBiTCIN7WB2GFy47uTP9u7TgmPbeF53+cmTix2/KJD2SWNpR09utGxKSCmNM2hORpASI2uYYf0V6AsubskSqLFEKHnXh+esH8ugP+ibu5JXTUt0GIrInwr+9QPL7uxtjTBo5p48zykLnlqEjs8aiclCorslvmyZO8/ne7ZtyUf9ONTp3VaJ5ktgFHO3Oax38rykEDbxjjDF10HWndWPBvWfTOczw3fGKpgFZX7eVV/0cb+tuoqmT+A/QFdgcZt1LiU2OqcuS2YvUmFi88dPBNIw0hLkQdmyymoim5Orxy/uzfEsxzRsm9tyVRdO66VdVrPtlYpNjjDHp56QuLSOu86TbiFQ/53fj+jlJafIdV8W1iNyb4HQYU+1k9sYkyy3DenJaz/ADT1aWqE9tuj5Hx9sE9nzg3gSmI4QbiG7EGTsK4B53fgljjPHUHTWYPTER0umGKd4gkawcPKqqf0rSuYwxJmZeDFMSfMhUB4x4+0kMqH4TY4zJfAkrbgoqb0qf54gonyRE5BzgQqAjTtHZBhF5W1Unepg2gFtE5EfATOB2Vd3p8flMClnrJhOrt28+rcppPmsrEUmbb0M0kw49BvTCaQq73l3cCfiZiJyrqrfGe3IRmQSEm+9zLPAk8ABOUHoAeAS4LswxRgOjAfLy8vD5fHGlpbi4OO59a6t0yfPS9YcB2LhxEz6ft/cB6ZLnZMr0PO8EllZalsw8fzZtGvVzan7vX1RUPqf93Llz2LSpFIClS5dU2C5SvrzKczRPEuepaq/KC0XkVWAZEHeQUNXQyZnDEJF/Au9FOMZ4YDxAQUGBFhYWxpUWn89HvPvWVumS580z1sLCBXTo0J7CQu+GF4D0yXMyWZ49MnECAEOHDq125sRozCtdDiuWAdC/f3+OPq6Uz56ZweVnn8q/F34a2C5SvrzKczR1EgdFZGCY5ScDBxOcngAR6RD09iIgtTOeGM+keghqY2rCi34SAgzr3Y6icaPo2a4J/7tpcOJPEqVoniSuAZ4UkaaUFzd1Bva467zysIj0wyluKgJ+7OG5TBpIdSsOY1IpuE6ucuAZ0DVyZz6vRdPjejZwioi0x6m4FmC9qm7yMmGqepWXxzfGmPSVPjdMUfeTcINChcAgIseo6pIIuxgTE2vdZGqjRBU3pWuxa40mHQI+AmymcVMjKZoy2ZiE8KKYNNx34qUbT6FFw3oJP1d1omkC+3ikVUCLhKbGGGNM2LCTqhkXo3mSuBa4HSgJs+7yxCbHGGNqF09aN6XR43U0QWIGsFBVv6i8wkaDNcbUdV5cznOyaleQ+B4R+kOoarfEJsfURelaYWdMNBJ11x/8NehzVPrMJR5NE9gdyUiIMdZPwhhHOhU3VdvjWkTeFZHvikjIHHki0l1E7heRkDGVjImVNYE1tVH6XM69EU1x043AL4DHRGQHziRADYB8YCXwhKq+7VkKTcZLo5smY2KW6Z/faIqbNgF3AXeJSD7QATgALFPV/d4mzxhj6og0rZyLqTOdqhbhjKNkjDGG9Ko/8EK8M9MZY0yd1qZJ5k12FE5Nh+Uwxpg66c2fDmb22sRNkpWehU0xBAkRaaeqWyot662qlSeFMsaYjNe5VSM6t2qU6mR4Lpbipmkicqn/jYjcDryZ+CQZY4xJF7EUNxUC40Xk+0AesBgIN2OdMcaYDBH1k4SqbgQmAqfi9JH4j6oW1+TkIvJ9EVkkIkdEpKDSurtFZIWILBWRc2pyHmOMSXdp2gI2pjqJj4GNwPFAJ+BpEZmqqnfU4PwLgYuBpyqd6zjgMqAPcBQwSUR6qWpZDc5ljDEmRrHUSfxNVX+kqrtUdSEwGNhdk5Or6uIIFd8XAK+oaomqrgZWYEVbxhiTdLFMX/pWpfelwAOJTpCrI/BV0Pv17rIQIjIaGA2Ql5eHz+eL64TFxcVx71tbpUuel6w/DMDGjZvw+RLXpDCcdMlzMlmea4eiNYcCr+NJu1d5jqW4aS/lTXnrAblAsao2r2a/SUD7MKvGVjHmU7gujGFL7FR1PDAeoKCgQAsLC6tKTkQ+n494962t0iXPm2eshYULaN++PYWFfT09V7rkOZksz7XDjJIlsGolQFxp9yrPsTxJNA1+LyIXEkURkKqOiD1ZrAc6B73vBGyI4zjGGGNqIO5hOdzipzMTl5QK3gEuE5H6ItINOBqY7tG5TJrI8CFwjKlSQddWqU5CWLEUN10c9DYLKKCGPclF5CLgr0BbYIKIzFXVc1R1kYi8BnwDlAI3W8smY0wmG3ZMu1QnIaxYOtN9N+h1Kc5osBfU5OSq+iYRem2r6oPAgzU5vjHGmJqJpU7iWi8TYowxJv1UGyRE5K9UUaykqj9LaIpMnZWuPU6NqcuieZKY6XkqTJ0mGT9LsDG1VzRBYoSqXiUit6rqXzxPkTHGmLQRTRPYASLSFbhORFqKSKvgf14n0GQ+TdvpVowx0TxJ/ANn9NfuwCwq9oZWd7kxNWb9JIxJP9U+Sajq46p6LPC0qnZX1W5B/yxAGGNMBotlPombvEyIMda6yZj0E/ewHMYkirVuMiZ9WZAwxhgTkQUJY4wxEVmQMMYYE5EFCZNy1k/CmPRlQcKkDesnYUz6sSBh0oY1gTUm/aQ0SIjI90VkkYgcEZGCoOX5InJAROa6//6RynQab1kTWGPSVyyTDnlhIXAx8FSYdStVtV9yk2OMMSZYSoOEqi4GECuMNsaYtJTqJ4mqdBOROcAe4FeqOi3cRiIyGhgNkJeXh8/ni+tkxcXFce9bW6VLnpesPwzApk2b8Pl2enqudMlzMlmea5cmucSVdq/y7HmQEJFJQPswq8aq6tsRdtsIdFHV7SIyAHhLRPqo6p7KG6rqeGA8QEFBgRYWFsaVTp/PR7z71lbpkuctM9bBwvm0b9+ewsK+np4rXfKcTJbn2uPTE/bRrEEuLRvXi3lfr/LseZBQ1RFx7FMClLivZ4nISqAXNkueMSaDdW3dONVJCJGWTWBFpK2IZLuvuwNHA6tSmypjjKl7Ut0E9iIRWQ+cCkwQkQ/dVUOB+SIyD3gd+Imq7khVOo0xpq5KdeumN4E3wyz/H/C/5KfIGGNMsLQsbjLGGJMeLEgYY4yJyIKEMcaYiCxImLRh4/sZk34sSBhjjInIgoRJGzaClzHpx4KEMcaYiCxIGGOMiciChDHGmIgsSJi0Ya2bjEk/FiRM6lmNtTFpy4KEMcaYiCxImJRTdQqa7IHCmPRjQcKk3KEyJ0jk5tjH0Zh0Y99Kk3KlZUcAyM2yZwlj0k2qJx36o4gsEZH5IvKmiLQIWne3iKwQkaUick4Kk2k8Vuo+SeRk2z2LMekm1d/Kj4HjVfVEYBlwN4CIHAdcBvQBRgJ/909najLP5ad04aL+HbllWM9UJ8UYU0lKg4SqfqSqpe7br4BO7usLgFdUtURVVwMrgIGpSKPxXpP6OTz6g360bFwv1UkxxlQi/pYlqSYi7wKvquoLIvIE8JWqvuCu+zfwgaq+Hma/0cBogLy8vAGvvPJKXOcvLi6mSZMmcae/NrI81w2W57qhJnkeNmzYLFUtCLfO8zmuRWQS0D7MqrGq+ra7zVigFHjRv1uY7cNGM1UdD4wHKCgo0MLCwrjS6fP5iHff2sryXDdYnusGr/LseZBQ1RFVrReRq4HvAMO1/LFmPdA5aLNOwAZvUmiMMSaSVLduGgn8EjhfVfcHrXoHuExE6otIN+BoYHoq0miMMXWZ508S1XgCqA98LCLg1EP8RFUXichrwDc4xVA3q2pZCtNpjDF1UkqDhKpGbPOoqg8CDyYxOcYYYypJdT8JY4wxacyChDHGmIjSpp9EIojIVmBNnLu3AbYlMDm1geW5brA81w01yXNXVW0bbkVGBYmaEJGZkTqTZCrLc91gea4bvMqzFTcZY4yJyIKEMcaYiCxIlBuf6gSkgOW5brA81w2e5NnqJIwxxkRkTxLGGGMisiBhjDEmoowPEiKSLSJzROQ9930rEflYRJa7P1sGbRt2ylQRGSAiC9x1j4s70FQ6EpEiN61zRWSmuyzT89xCRF53p8JdLCKnZnKeRaS3+/f1/9sjIrdlcp4BROTnIrJIRBaKyMsi0qAO5PlWN7+LROQ2d1ly86yqGf0P+AXwEvCe+/5hYIz7egzwB/f1ccA8nAEHuwErgWx33XTgVJx5Lj4Azk11vqrIbxHQptKyTM/zc8AN7ut6QItMz3NQ3rOBTUDXTM4z0BFYDTR0378GXJPheT4eWAg0whlnbxLOiNhJzXNGP0mISCdgFPCvoMUX4FxUcH9eGLQ8ZMpUEekANFPVL9X5bf8naJ/aImPzLCLNgKHAvwFU9ZCq7iKD81zJcGClqq4h8/OcAzQUkRycC+cGMjvPx+KMjL1fnWmePwUuIsl5zuggATwG3AUcCVqWp6obAdyf7dzlHYF1Qdutd5d1dF9XXp6uFPhIRGaJM7UrZHaeuwNbgWfcYsV/iUhjMjvPwS4DXnZfZ2yeVfVb4E/AWmAjsFtVPyKD84zzFDFURFqLSCPgPJzJ2JKa54wNEiLyHWCLqs6Kdpcwy7SK5enqNFU9CTgXuFlEhlaxbSbkOQc4CXhSVfsD+3AewSPJhDwDICL1gPOB/1a3aZhltSrPbrn7BTjFKEcBjUXkh1XtEmZZrcqzqi4G/gB8DEzEKUoqrWIXT/KcsUECOA04X0SKgFeAM0XkBWCz+/iF+3OLu32kKVPXu68rL09LqrrB/bkFeBMYSGbneT2wXlW/dt+/jhM0MjnPfucCs1V1s/s+k/M8AlitqltV9TDwBjCYzM4zqvpvVT1JVYcCO4DlJDnPGRskVPVuVe2kqvk4j+SfqOoPcaZGvdrd7Grgbfd12ClT3ce5vSIyyG0R8KOgfdKKiDQWkab+18DZOI+sGZtnVd0ErBOR3u6i4TgzGmZsnoNcTnlRE2R2ntcCg0SkkZvW4cBiMjvPiEg792cX4GKcv3dy85zqGvxk/AMKKW/d1BqYjBORJwOtgrYbi9MiYClBtf9AAc7FdiXOlKuS6jxFyGd3nEfSecAiYGym59lNaz9gJjAfeAtoWQfy3AjYDjQPWpbpeb4PWOKm93mcVjyZnudpODc984Dhqfg727AcxhhjIsrY4iZjjDE1Z0HCGGNMRBYkjDHGRGRBwhhjTEQWJIwxxkRkQcKYDCQio0RkvoiMTXVaTO1mQcKYzHQtTo/sYalOiKndLEgYU0Mi4hORggQfs4WI/DTofaG4c6JE2P51EeketOg9nOEY1lXablLw/APGVMeChDHpqQXw0+o2AhCRPjjzBqwKWtwEp7du80qbPx/tcY0BCxImg4nIXSLyM/f1oyLyift6uIi8ICJPishMd9av+9x154rIa0HHKBSRd93XZ4vIlyIyW0T+KyJNwpwz7DbizBh4n7t8gYgc4y5vK87sYrNF5CkRWSMibYBxQA9xZp77o3v4JlI+A9+L7jg8AFcSOhbPlcBNQP9KTw7v4Iz5ZExULEiYTDYVGOK+LsC5yOYCp+PcZY9V1QLgROAMETkRZ1jmQe4AiQA/AF51L9y/AkaoMxT7TJxZDwOi2Gabu/xJ4A532W9xBp88CWfU3i7u8jE4kwn1U9U73WX9gdtwZiDrjjPSMe7PwJD4ItITqK+qi3CCx/f861R1J1BfRFpH8fszxoKEyWizgAHuyLglwJc4wWIITpC4VERmA3OAPsBx6swANhH4rjgzoI3CudAOwrk4fy4ic3FG3+xa6XzVbfNGULry3den4wxlj6pOBHZWkZ/pqrpeVY8Ac4OO0QFn4iW/K/3HxBk19MpKx9mCMyeDMdXKSXUCjPGKqh525xO5FvgCZ5TYYUAP4ADO3fzJqrpTRJ4FGri7vgrcjDN+/wxV3esW7XysqlUV1VS3TYn7s4zy7170E9KX71/5GAeC0g5wBc6kPP66hw4i0llV/ZXYDdx9jKmWPUmYTDcVJxhMxXl6+AnOXXgznFnsdotIHk5zUT8fzsRFN+IEDICvgNPcohzceQ16VTpXNNtU9hlwqbv92TjDnAPsBZpGmcfFgP+cp+AUa3VS1Xx15lP5A249hBvs2gNFUR7b1HEWJEymm4ZTHPOlOjO4HQSmqeo8nGKmRcDTwOf+HVS1DKcJ6bnuT1R1K3AN8LKIzMcJCMcEnyiabcK4DzjbLfY6F2f+5r2quh2n2GphUMV1JBNw5kwBp2jpzUrr3wT8U30OAL5yi9WMqZbNJ2FMColIfaBMVUtF5FScubr7xXiMhsAUnPnNy6rZ9i/AO6o6Od40m7rF6iSMSa0uwGsikgUcwiniiomqHhCR3wIdcab5rMpCCxAmFvYkYYwxJiKrkzDGGBORBQljjDERWZAwxhgTkQUJY4wxEVmQMMYYE9H/A/whGT2GdvWnAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for i in wrong_predictions: \n", + " plt.plot(wavelengths, data[i]) \n", + " plt.xlabel('wavelength(Å)') \n", + " plt.ylabel('flux (10-17 ergs/s/cm2/Å)') \n", + " plt.grid(True)\n", + " plt.title(str(i))\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Vergleichs-Benchmark" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.28" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn import svm\n", + "clf = svm.SVC(gamma=0.001, C=100.)\n", + "clf.fit(data_training, labels_training)\n", + "clf.score(data_test, labels_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 296, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Josh\\anaconda3\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + }, + { + "data": { + "text/plain": [ + "0.6775" + ] + }, + "execution_count": 296, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "clf1 = LogisticRegression(max_iter=1000, random_state=123)\n", + "clf1.fit(data_training, labels_training)\n", + "clf1.score(data_test, labels_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 299, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.7225" + ] + }, + "execution_count": 299, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.ensemble import RandomForestClassifier\n", + "clf2 = RandomForestClassifier(n_estimators=100, random_state=123)\n", + "clf2.fit(data_training, labels_training)\n", + "clf2.score(data_test, labels_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 297, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.4225" + ] + }, + "execution_count": 297, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.naive_bayes import GaussianNB\n", + "clf3 = GaussianNB()\n", + "clf3.fit(data_training, labels_training)\n", + "clf3.score(data_test, labels_test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/spectral_classifier_big/.ipynb_checkpoints/spectral_classifier_from_npy-checkpoint.ipynb b/notebooks/spectral_classifier_big/.ipynb_checkpoints/spectral_classifier_from_npy-checkpoint.ipynb deleted file mode 100644 index 4995e52f8159208eb9da0d6992da1b02ce548fb4..0000000000000000000000000000000000000000 --- a/notebooks/spectral_classifier_big/.ipynb_checkpoints/spectral_classifier_from_npy-checkpoint.ipynb +++ /dev/null @@ -1,2234 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 1) Daten aus CSV-Datei auslesen" - ] - }, - { - "cell_type": "code", - "execution_count": 126, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "from astropy.io import fits\n", - "import numpy as np\n", - "import os\n", - "import csv\n", - "import tensorflow as tf\n", - "\n", - "########## Input ##########\n", - "\n", - "data_path = 'F:\\\\data\\\\'\n", - "samples_per_class = 1000\n", - "\n", - "########## Program ##########\n", - "\n", - "# Listen mit den flux Werten, Labels und Wellenlängen erstellen\n", - "data = np.load(data_path + \"data.npy\")\n", - "labels = np.load(data_path + \"labels.npy\")\n", - "wavelengths = np.load(data_path + \"wavelengths.npy\")\n", - "\n", - "# Liste die Galaxie-Nummer speichert\n", - "numbers = range(4*samples_per_class)" - ] - }, - { - "cell_type": "code", - "execution_count": 113, - "metadata": {}, - "outputs": [], - "source": [ - "# TEST: WIEDER LÖSCHEN\n", - "# negative Werte werden auf 0.1 gesetzt\n", - "\n", - "# for i in range(len(data)):\n", - "# for t in range(len(data[i])):\n", - "# if data[i][t] <= 0.1:\n", - "# data[i][t] = 0.1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2) Normierung" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'np' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_4564/172449373.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mmedian_limit\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m3\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mdata_normalized\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m4000\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3522\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;31m# Normierungs-Test: median normalization\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mNameError\u001b[0m: name 'np' is not defined" - ] - } - ], - "source": [ - "median_limit = 3\n", - "data_normalized = np.zeros(shape=(4000,3522))\n", - "\n", - "# Normierungs-Test: median normalization\n", - "for i in range(len(data)):\n", - " \n", - " # median normalization\n", - " sorted = np.sort(data[i])\n", - " median = 0.5* (data[i][1760] + data[i][1761])\n", - " data_normalized[i] = data[i]/median\n", - " print(median)\n", - " \n", - " # No bigger value than 2x median\n", - " for t in range(len(data_normalized[i])):\n", - " if data_normalized[i][t] >= median_limit:\n", - " data_normalized[i][t] = median_limit\n", - " print(\"Datensatz \" + str(i) + \" oben abgeschnitten\")\n", - " elif data_normalized[i][t] <=-median_limit:\n", - " data_normalized[i][t] = -median_limit\n", - " print(\"Datensatz \" + str(i) + \" unten abgeschnitten\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Ohne Normierung**" - ] - }, - { - "cell_type": "code", - "execution_count": 114, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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HlC+7/8SvfCvWmTCE0+aAqq4AVpTRtdsC24FXRaQ7MA8YDaSr6mb3eptFpHGwk0VkFDAKID09nezs7IgSceDAgYjPraiiked9ew8DMH/+Ag7mJId0zpJtuQDs2LEz6t9BZf2efVuDvv12Oqkpid3mUFm/52jkOazgEIVr9wJuVtUfRORJwqhCUtXxwHiAzMxMzcrKiigR2dnZRHpuRRWNPD+17DvYu4fuPXrQv21aSOccX7YV5s+lYcM0srL6lGl6/FXW7xkOet+fPGgQtatViVl6ykNl/Z6jkedw2hzK2kZgo6r+4L7/ACdYbBWRpgDu720xSp8Jg6cXjFVdxC+r8jPhiFlwUNUtwAYR6eBuGgYsAz4DrnK3XYVN9FchFAyCC/9ciyflI9+igwlDidVKIrIL+Ah4G5imkQyBLdrNwFvueIm1wDU4Aes9EbkOWA9cXIbXM1FmN/r4lWdfjglDKG0O24GFwAPAf0XkA+BtVf2+tBdX1YVAZpBdw0r72aZ8ebqyRlKtZOOyosP/Oc5KDiYcoVQrHVTVZ1R1IM70Gb8Cz4nIWhEp7TgHkyA8U3Zbm0P88P8mLDaYcIQSHAqGN6muV9VHVbUXcCa2drTxE8n9x+JJdPgHA6tWMuEIpVrpm2AbVXUlcH/ZJsdUWN41pO0GFC8CSg5WdDBhKLHkoKq3lUdCTMXzwrdrGDhuGlBQvMyPYLYta3OIDv84bVV+Jhyl6soqIveWVUJMxTPuqxX8uscZGV2aBmkTHQHVSlZyMGEo7TiH68skFSaqjhzP477PlrL38PGoX8tuP/EjsEHavh0TulDGOewrahdQvWyTY6Lhw/kbeW1WDgD3ndu5zD9fVb29lazNIX74FxSs4GDCEUqD9B6gj6pu9d8hIhvKPEWmzHkaIo/nlWr5jSLl+tx17AYUP/zjtFUrmXCEUq30X6B1Efv+V4ZpMdES5Rbf3Dz1VllYwSF++D8KWHAw4Six5KCq9xSzz9ZZqAC88x5F6fOP5+d7g4LVa8cP/6/CvhoTjogapEXkvjJOh4kiCXMMwvtzNzBlWUAtYpFy8xR1Q48Fh/jh/13YIDgTjkh7K51bpqkwpZaXr0VWG6zZ5szpf/hYXkif9dcPFnP9f+eGfO3jefnetga7/8QP/6/CqpVMOCINDjZsKY6oKu3u+pJ2d33JkeOBAeCV79YBsGjj3hI/K5Lurk5wcNscolB5dcFz33H966EHK+MI7K1kwcGELtKV4HqXaSpMqazedsD7+v7PlzHwhDQOH8vjgp7NeW/uRu++KskF3U3Xbj9A20a1AGccxMINe7h0fOgT7R7NLQhCToO08zqSEdLFueqVH1mwfo97nXxSkmO5PlXFEjBC2koOJgwhBQcROR04H2iOU1rdJCKfqurEKKbNhMi3K+nmvYf58/8WAE71UFrNqt59SW7jw8xfc7lm0re8dX0/Bp7QkLEf/cTHC34N+NyDR3OpmRr8n8gjX630uX6+tz2jLJ9O8/OVb3/e7n0/a81OBp/YqMw+P9EFVCtZycGEocTHMBF5AhgNfAs8CvzLfX2Lu+6ziSO5eYVvADsPHvO+rpmawrJN+1izx3m8n/fLbjLGTAgaGAA6/31SofeHjuUyZdlWtu8/6q2qAjh8zLdaqXSO5+WTMWYCj3/9c8DNzOrMwxNQrRSdYS4mQYVScjhLVU/03ygi7wI/4wQOU848VQRt7/qy0PaZq3cUec68X3Zz1lMzvO//8/XPJV7HtyrnxjfnM93nSd7jnGdmUr+Gs3B9aUdIH8t17mBPTl3Fk1NXFdoXbxP0qSobdh2mVVqNWCclqB825xZ6b20OJhyhVOAeEZG+Qbb3AY6UcXpMiNre9SW9/vl11K9zNLfgcXPmqsDA4LH7kNOQXdqH++JOf/HbtYWCzzs/rmeTO/FftBw+lldkL683f1jP4H99w8INe6Kahkh9vLpw5wKrVjLhCCU4XA08LSLLRGSy+7MceNrdV+nl5SuPTV7Jbp8qnEjsP3Lc++RclEPHchn0iDNN9p5D0Z9Iz7ckEsqNf9OewyzasIdt+4+gqqzaup+MMRP4ZsW2kK6Xl1f0RWav3cm6HU633F0HjzHmo5+4zqcX066Dx0JqdM3PV854Yjp/fHMeb8zOAeCDeRsZ8PDUgPO73z+ZbvdPCvIpMP+X3QCs8ekQEC+CleCsQdqEI5QR0vOBfiLSBKdBWoCNqrol2omrKL5ZsY2np61mw65DPHFpz4g/p+t9kxnQNo23R/Uv8phO9wa/UUXLDW/MI2fcyJCPf3raap6ethqA3/RuQfcWdQGYtHQLQzo2LvH8n34tvrvtIxNX8NRlPVm4wbkxL9+8j5+37qd+jar0eXBKoWPvPbsT1w5q432v6vSqOpqbx4ot+1mxZT9fLdnCsTzlH18sA2Dysi3c+OZ8HrmoK3/78CfvuRljJvDkpT3o3KwuJzR2enmVNE354WN5iEC1Kskl5rus5QYJBCXFhnm/7OaExrWoW71KlFJlKpKQ+wWq6hZVnaeqcz2BQUQ6Ri9pFYen6mXfkVw+mr8xonr379wn9Nlrdwbd//miTWSMmRB5IkvhrR9+iei8D+Zt5P8+XQrAO3M2BFTPLNvkTPg7Zfk2Pl+0iU17DvPCt2uK/cxJS7dy01sLuPa1ghLDiMen883KwJLJA18sY8WWfex1S1h/+3Ax7e76MuAm6QkM4LSrOMf+hL/R7yxk+H++BeCbldv4aL7TkP+Z+91s31941dwu902i633lG8w9/DsmQPEN+nn5ykXPz+KaV3+MZrJMBVLaTuOTyyQVFZynLnfaim3c9t4iZq8pfINft+Ng0CqnzxdtYtXW/eTsOMgVL/1Q7DXGfLi47BIcprs/XhJ0cF24ZqzazicLfmXguGm8+O0aHp9S0CB+89sLOHnctGIb1D2mLA+c2uPOD4L/fc54YgbnP/cd+areMR89Hyj9P9trXp3jfT1jlZPmK1763huIwLnhHs9TznpyRsD50XY8SNek4hqkPTP2znfHlBgTynoOTxW1C6hXpqmpoPzrcn/eup+TT2jofT/k39nUrJrM26P6061FPcC5Ud789oISP3tuzi5+88LsMk1vJPr8c0rJB5Vg1BvzvK8f/mpFqT8vVOt2HORanwf448W0a4Riy97g/TB+3nqA7g9MZv7/nca9ny7xbl+2eR///GIZA9qlkdWhMclJ0e92FW7JIVrTuZuKK5SSwzXAEmCe389coHQtsAnis0WbCr2/7/NlZIyZUOhp++CxPM595jsyxkxg7fYD/Lq76F42s1bvIGPMBDbvPcydMSwx+Np/NLfkgyqJ/g9PLXZ/r398zReLNxfa9tLMdVz3+lxue28hz2evYemmkqcyCebI8TxWbClq/a0CuUFu9sWVHLreZ5UAprBQgsMcYImqvu7/A+yPcvoqhGlF9MQ5UMQNdeLSLQEBxdf785zqj6nLt7F2+8FSp+/20wKGqRQy5bZTS30NE5pPF27ikYkrGPnUzIjOH/H4dM54Ygb7jxTfU+1YmMHBGH+hBIffAAuD7VDVNsG2Vya+cwz5O++Z74LW1T86cSWz1gRveAZoUrcaQKm7xnp0bl6n2P0nNK7FM5c7vazaNqzJA+eFvpTo2d2aliptldnNby8gY8wE/vjmvIB9b8zO4brX5pC9cluhasv1uw4Bhcef+Hrz+1+45e0FRVQrBU9HUR0o9h52ulbvP3Kcz4t5mDGJKZSurLvKIyEV1dNTVxe579c9h3l/bvgrqSaX8VDgXq3q07h2Ktv8etMADGibBhR0czypWR2u7NeanB2HCk2RUZR7RnYKqEJJNL8f0Jr/zo6sx1ZxPDfcr5Zs4ZuV2xjSwenqu/fwcW8vr6luqTRn3EgOHSsoiQ75dzbXDmxDw9qpnNi4Fv3c7/GeT5Z40+xvz6FjLNywhx4t6xXaXlQbTPf7J5PVoRG1UlP4YvFmTmhci5OaFv+gYRJHKA3SnwPjgYmqetxvX1ucgXA5qvpKVFIYY0dz8ziWm0/tasH7fi9w+9sXpbSNn6F4+rKedG9Rj8H/+iZgX5+M+tSrUZWP/nQygx4pvH/GnUNo2cCZ+sHz9JgkQlKScM/Ik0oMDg9f2NU702s8GnNmR8aF2PB9ZpcmfLUkcOjOvWd3om+bBhEFh1NPbFRo4sDiXPPqHL64eRBdmtflzCemB+y/77OlbPRpp9p/JDdgehFfwTox/HPCcgAeuagrnZvVJa1WVfYfyfWWVD0uen6WN4Bkr9zuHaviX01qs+QmtlC+2T8ApwArRGSOiHwpItNEZC3wIjCvNIFBRJJFZIGIfOG+byAiX4vIKvd3/Ug/uyyc/+ysYhvrvltddPUQODOWlkarBiXP25PVoVHA/D6pKc5X6ykRtKhfeP+6h8/yBgbnOE9wcN4nJQnrHj6r2Ote1rcVVVLi6+ZQp1oKk/4ymHUPn8WNp7YL+bynLutJRlqNQn/vH+8exjUDM+jSvC4540by1GUFAxwz0mow9fZTmXfPcO+2Jy/tUegzX/xdbx67uHvIaTj76ZlMXrqFTUF6Q702KydoF95I/O3Dnzj76ZkMeHgaIx6fzhG/8SfzftnNyzMLHgw864Cs237QGyA27TnMCXd/xbtz1pdJmuLVbe8tjNn4olgr8X+2O/jtTlVtB1wM/AO4Deiiqqep6qelTMNoYLnP+zHAVFVtD0x138fM8s0l9wwpzuoIplZ45hunquqxr3/21jEXx1Oqud4dDXxRrxZ8+MeTARjqMyr5+7HD+PrWwdzZpxriV3XliWFJPtv9j7n65IyAa1dJik5w6JvRwPv6gxsHBOzPviMr6Hmjh59Ihya1A9LesLrzfvbYod5tb1xXMGVYleQksv86hHd8Rqc3rl3479SrVT3v65eu6kO7RrVIq5XKyK5Ou8vwk9IZ2rExb17Xj7n3DKdalWQu6Nnce864C7sWl2WgcHff8tL3oeJ7X3nc+eFiuvx9Ere+u5AnpzillmCDBT1WbtnPyi0Vu8+KZ6BjaeQXs0pjPAvrf7aq5qjqbFVdqKol37VKICItgJHASz6bzwNed1+/jrOORIXlu9hOWRnmc8NvXDvV+/r2ER146/p+PHZJd7o0r8u8e4bzR5+n5yZ1q9E+vTad0gKncxjeKZ0eLetxy7D2RV43JUj//GhVKz1zeU+qVXH+eXoWJfJV1JQURc0fdHbbKiy9/3Sa1q3u3XZyu4YBx6XVqhqwzcM3cPpOMfHsFb3IGTeSmqkpvHJ1Hwa1b0jDWs73kpQkvH5tXz69aSCX9m1V5GdXJB8v+JV3fdrSMsZM4KUZa3l3znoyxkxg76Hj5OUrpz8xndN9qsjen7uBgeOmhT2DgKqWOOcYOPOOeUrAD3+5nIwxE3joy+Ws3naAh75cXuoZgyN14fOzaOc3e3JFEOlKcGXlCeBOoLbPtnRV3QygqptFJOiEPCIyChgFkJ6eTnZ2dkQJOHDgQEjnRvr50fC7jINc1qoGszbl0q1RUkDaskuIR0Xl+S+d4Zclcyiqdv2lmeu4vXcqj807ytCWKWRnZxf5H653ejKDmqfw5HynEbxfk2R+2FL8KOuMOknk7MvnnLZVWDb/e/Ld4swPs78LOHbuD7M5uVkKi7bnctCnJWzVmtVk5wep6sg9ypzZTvfRhwZV53i+MmP6t97dvn+P4a1SqF1VAv5Gu48U3KDm/jCL6imhB8bdQHbxM4OEJCUJOtRPYunO+Bq05mnPAOj+wGR6Ni4I3l9P+4YqScJfJzrdsqd+kx30QaMoX647xnsrj9M5LYnru6YyKec4Q1tVYeWuPPo2TSFZnAeXqycepG9jJTf/G16c7jy7jp++lo/nrGP7YeVE2UzD6pGVdEvz/3/hhoNhf8aOw/mkVZOAEnAwod7DwhWz4CAiZwPbVHWeiGSFe76qjsdpKCczM1OzssL+CMD5woo9d6JT35iVlcXyzfuoWTXFW7+fn68wsfyfCDzpHV78YUUqMc8+UiZ/WWgSt5svHs7NF/sdNMn5G6385xls3XuU05+YzrjLB9I+vTa3XuIccjwvnxmrtjNh8RY+nB88ejWsX5ecfbsZ3rczWT2a82LTbYz/di2nD+2HTP0SVahZNZmDx/LIOvUUzh7h/PN9Lns1j050VqZr06YdWVk+paVZU9my7wgDWtUMmudvux5kx4Gj9G5dUI1V1J9m674jkO1UwYwYmhXZSOeJheuvrxmYweSlW/nVb+rxF3/Xm1PaNwyYaLFBzVQm/HV40HrwjLQa5Ow8RLO61bztFud2b1bsmBpfHZvUZkUZVQMt2FbwIPDJlro8fkkPmPgVANdPPsSEWwbRqWkdrnltDr8f0JqhHdMLTVSoqizeuJcaVZN5b6JT+li6M5/HFwvrd+UyMcdp+3h5idPde+49w2HiFH7cJvz4deFKje2HnX+/7bv0ortfT60S+fz/j5jPZ+w9dJwhj2Xz0lWZ9GoVvDl1wfrdXP3cLB6+sCuXhVDaDOf/czhCDqPBnuBFpEMprj0QOFdEcoB3gKEi8iawVUSaup/fFAhtrudycOaTMwr1CAo282WiaeRTbfW0T4NsMKkpybRKq8Hyf5xB+/TahfZVSU5iaMd0Hv1Nt6DnPnt5L5Lcm20VtwfMkA6NeXtUf5KShLl3D2fm34bw5vX9uLxfK2pWLXgy/VPWCdw89ISgnzvl9lP5+tbBpBZR/dU6rWahwFAc34e4SKfAaFCzcLXVBT2b89wVvQKOO71zE2pUTeGl32fy0AUFbRUdmtQOOHZox8bkjBtJr9bOzeacHs28+2pVC/357/Hf9gj52HBMWLyZE+/5qtC2q1+dw7G8fLJXbvdOu37SvRPp+H8TWfLrXj6c/yvnPfsdpz1euOdWUW1wmSFM73Les4ElUH/b9h9h7fboTcE+95dd7Dp4jKeL6Wm2xh34Ou+X4ntCRls4ZawZInKJ542I3A58HOmFVXWsqrZQ1QzgUmCaql4JfAZc5R52FVDaBu+QbNx9iKemrvJWk+w6eKzEXgqxGHF6Zpcm5Xq9Gwa39b6uUgbdFou6qY7s1pQf1zlDamYEWVQorVYqLerXoGer+jx0QdeA4vYNp7bjd/1bc9XJhfv310pNCQhUkUoqg/En8//vNF6+KtP7vluLenRvWY8LexU0XPv+iYZ3Sufyfq149DfduGfkSTxzmRNITm6X5j2mnrsK3+Y9TmmhVYManNejGb/tUNW7Qt/oYe1574YBTL39VHLGjfSmYbRPG1N5jmHYvv8oC91J/lQLd5M9++mZ3PH+oqhc98kpq9i2L/jcWC/PXEffB6cy9LFvA/b5Vp/uPOBUlebnK1/9tDnkdTL+8cUyDro9wzynvDJznVMiDWL/keM8+81qtu07wr4SRsRHQzjVSlnAeBG5GEjH6WEUbIW40hoHvCci1wHrcXpIRd0Nb8xj6aZ9nN2tKW0b1Qqpl5J/yWHGnUM4npcf9B9XWXn+yt5R++xgfJ+qi6onHntmR++EgqXx6EXduPPDxdw0JHgpoDi1UlP4x/ldSp2G4pRV03vfNg3okF6b//y2oJvrYxd39/aMeeXqPgHnXJLZstD7V67uw/pdh7j745+8N3jPdO8/b9nPk5f2JDs7m069M1ixeT+X9GlJ83oFjfFDOzbm1Wv6cGr7RnRpXpeft4ZXnXRBz+ZFrj0eqrk+T8Zd/l4+U5s/PuXnQrMB333WSfzBfQB6sZjp4tuM/ZKccSOZk7OLi1+YzQtX9mLHgWPc88mSoNU/H8zbyB3vL2LCLYO8216euY6Obsnv25+3M3X5Vh74YhkPfLHMu2ZKbl6+NzBOWrqVSUu38q9JK6lbvQqL/j6ibP4IIQo5OLiNwxOBsUA+MFZVy6T8parZQLb7eicwrCw+NxyHj3siunPD978R+E6TsW7HQV6asZY7RhSuVWsZwpiEYB67uDuvzlrHkl+DB6SuzeuWuAhOtJzYpKCn0NAiFuu5IYzxBMW5pE9LLs5sEVIjXCx4HgXSahbdoykUtatVYdKtgwttExHaNqzJ2h0HyepQ8qJI1aokc2J6bd6/8WSfbUkcOZ5faFGlxrWr8XKQYCMi3hHZp3VK57RO6UVe675zOnHf58vo3KwOE245hV0Hj1GvehVGdm3K9f+dy3k9mvHpQqdd49qBbUIaWQ/wr0krQzoumh78cjnn92xO3epVCpUMu943ia9Gn1Lo2I27D7FgvRPQ5ubspoZbten75D97zU4u+3/fe9/7z6Hl26bju4rhh/M2snr7AfYcCj5lzt7DcVxyEJGvgc1AF6AF8IqITFfVO6KVuPIUcDvy2zDRZ/Ts0MeyUYURncumiqdxnVSuGpDBX4tYk6AcZnguUmpKQd1+UjkkJF4DAxR0k41WGr8cfUqp2rG+HzuMFVv2079tWskHF2Hdw2dxLC+f177L4eGvVvD0ZT05p3szrh5YMI2ap91keKd01jx0FslJwvk9mvPDul2cemIjb3C4Y8SJ/Hvyz0GvE0/8VxAEZwS6/4wCvlVdb/7wC0eOOz3GfGuXfQNDOG4Poxpt3Y6DDPl3Nv/7Q7+g3bHLSjjVSs+q6ifu6z0icjJOKSKhFNWM4Lvd83pHkLmKivKb3i3498Xdg7ZjCMJverfgi8Wbg0634Jmi4Ip+sekn/+EfT2b1too9mKksVHVHg3ctYSLDSJV2OdF6NaqWKjCAE/hSU5K54dR2IZUIPW1IQzo29pZYXr4qk8EnNqJKchJVU5J46MvyW7vDX8Naqfzz/M7eFf5K4/u1BdPMeQIDOE/1B47mUis1up0/1+88RPWqyd6G6vfnboyP4OATGDzvc3FGSycET5HSEwPEr+igBEaNp6cV9Dj4rV+dsL/7zi1+plMRISOtBsFaK5KTJKx1nMta79b16d06prOYxIV6NarywY0D6GiTzxVr2EkFVVSjBrfjzC5NOeXRwHm/ItWjZT0WbtgDwIMXdOGCns35aeNefjveeWq/YXBbXpy+FoBbhp3AGV2iO3Pwa7NyeG1WDn3bhNbrLVKenpKeh5T9R6K7xko4XVn3i8g+9+eIiOSJSGwqwqPAU1Owac9hXp65Dv+ag+O5gcFhi09d4yM+XTRXP3hmwLHFPVV0bOo0Ul1/Stug+8OZn6ciGXRC9J56oiUzo0HUnxATTThtcZ7eVb5Gdm3K7/oX9ELz7XJ7Rb/W1KiaQopPV+XRw9szelh7Vj14Jr8fkAHArDEF06ZEi6e3XbR5Rosfy8vng3kbOR6lLvUhBwdVra2qddyfasBFwLNRSVUM7DvsROFR/53HP75Yxga//tSe+Y58+RYtfaUkJ3Hr8OIX2AHnH33OuJHeqRZaNqjBqSc2Cjgu0obueFcvyI3AVB4f/+lk7xQpAJdktuCzPw/inpEneWeFHT2sPc9e0Yt/nN/F29sq2JQtye4cX23qJFGjagq3nnZioa7XTeoUnnn2k5sGlnV2yt30n7dzx/uL+GRVdBqrI+647lYzRT8clxNPKcCzgtYRv7lcQpkAz9fo4e05MT1wTqAaPoO3fCdl83jq0uIHmiWC0zun079tg7hufDZl65T2hUuJM+4cQs9W9fnwjyd7pwR/6IKutGxQg+tPaettyxjUPrTSZfvGtahfowoXtg/+wJGUJIVKJT38xpZUZDuPRGcqlXB6K13o8zYJyIQgFfEVzNUTD3LhtoUB248GWcEtUn0yCurrB53QkMnLtvLM5T0ZHqT7YO0wRrRWVC/+zhmAdcvbC2KcElNeWtSvXui9Z0r5zs3q8umfBwUc73ls8O0I0rBWVX7dc5iUJM8I+oJSds3UFBbcO6LYOYYW3DuCLxZvon4Np7fVOd2aFTnr6j/P7+JdOMlX83rVA6Y6ibVoTdQQzp3oHJ/XuUAOzgyqFd5H83+lb5sGheoMi1qGMZif7gs+OMXTLfFEnxG6l/VrxeRlW4ucV8XTXbRqclLQdYCNqYj+7+xOZLZuwPBO6cz/ZTeN/ap5/N098iTGfPgTXXx6hv2/32cydcU2mtStxqoHz4xoxcSzuxVMLTKkY2N+um8ER47nM376GvYePs7mvUd447p+AIWCwx9OaUOt1Cr8YXAbejzwdZGzxC689zTOfHIGm/ce4ce7hhU5HfoXNw/iX5NWsn7XIe4Y0YGb/hd5b6owblVhCae30jXRSUJ8SPVbtCbUIfHJSVLkKnFr3TlS3vphPQ+68+MM6dC4xJ5HT1/Wkw5NajPCb16ZRGO1SpVHjaopXNS7BUChQXpF6dmqfsBAwcZ1qnlHIpfFVC7gDEisXQ3uHtkpYN8Pdw2jn3tzv/OMjt5rfjX6FB7+cjlTlgdO+1avRlVmjy0YwztqcFvGuz2nfKnC69c6E0x8UsqR5oeDdJYpC6EsE/o0xVQfqeotZZqiGPGfJ2npptAW+YnGuLBzujfjeCUoNVhsMPEs3ad04xuM2jWqxTndmwUNDv6Gn5QeNDjk+dxvhnRs7O2e+9GfTubC52Z594VSjdWkZnQW3ArlU+cC84r5SQj+y31OXBq4nnAwoTSqXuszujRU4cx3b4wpX7k+a8MXN1tx3zYNyBk30junEsCITul0aVZQXVa3ehU+uWmgM7Nuq/oM9umx+F0IXXB7NS7d4MmihFKtNFxVfycio1X1yaikogIL5R7ev234g2MqQ0+eypBHk5g8JftLMlsUOy+Vh2/NxFOX9fTOehBMuP8rujaKTieWUEoOvUWkNXCtiNQXkQa+P1FJVQUSyjTOZVU/aowpX62KGGPkmbbit31ahVTK9521taRpUvyruKuXclqVSIUScl4AJgJtcaqRfP8S6m6vNE5qWqfQdN7FBYfuLeuxaMOeQqM3TQH7q5h4N+W2U4Ou29IqrYa3Y0koa1N75rzqEMLaIr5VVuCscpenyjPTVgdtv4iWEh9pVfUpVT0JeEVV26pqG5+fShUYAGqlFo7ixRUcPDHB0y/b+LHoYOJc1ZSkEp/0RYSBJ6TxwpWBK/p5eMYv9QhhmdImdZ2G8Esynd5dNVNTqFOtCneddVK5Tt0STlfWP0YzIRWF/0pmxd3fShsUZtw5JKGXIvWf3NCYiuqt6/sXu79F/Rp89ueBQZd59XdJZks+XvBr0EWvfrx7GP+Z/DMvzQxtzYzSsEfaEvzbb9I7/xt+cY2qdao74x8iXaijZYMatGlYM6JzjTHxpVuLeoXWRynKgHZp5IwbSeu0wP/7NaqmMPask3hnVPHBqCxYcCiBf2NTOAvLn9XVWQyoqEatys46KxkTvuQkoX/bNObeM5zZY6M3vV3iT+RTShl+T+7hjD+4sFcLhnRoTP1SLiuZqCw2GBM5z2zO0Vps1UoOJWhYq2qhbmiekkOoMcICgzGmIrLgUILkJPFWf1zWt6U3OBQ3iMWExr9UZoyJH3aHK0GSCFv2Oms9VElO8o5rqOIGiUgbmw3cGMIaxcaY2KjUwSGUwStJIkxb4Uyw9d7cDd6Kcis5lF44jfvGmPJVqe9wIcSGQjcw8emZH2ypQmOMSRSVOjgEGxbvz//h1jOuweZLMsYkskp9hwtl7HFSEVUfNl+SMSaRVergMHvNzhKP8V+K0PMulNlYTWhGhDDlsTGmfMVsEJyItAT+CzQB8oHxqvqkOw34u0AGzjrVl6jq7mikwTMZVnEC5lJy3/6y81A0klTp/Hj3MOpWD77MqjEmdmJZcsgFbndnfO0P3CQinYAxwFRVbQ9Mdd9HRSi9ZXwLCCI2qresNa5dLaT5Zowx5StmwUFVN6vqfPf1fmA50Bw4D3jdPex14PxopeFYbsnrNFf1aXgOpXeTMcYkgrhocxCRDKAn8AOQrqqbwQkgQONoXTeU4CAiNHCnwOjWom7ALKwt6lePStqMMSaWYj7xnojUAj4E/qKq+0JdV1hERgGjANLT08nOzg772ou255Z4THZ2Ni1q5LHrIPSvf5A5W5xV4Po2SebHLXlUzT8a0bVj6cCBAxUuzaVlea4cLM9lJ6bBQUSq4ASGt1T1I3fzVhFpqqqbRaQpsC3Yuao6HhgPkJmZqVlZWWFfv/ranTDve+/7tg1rsn7XoUIL7GRlZfHfnDmwfRtdu3Rlg26GTb/StEk6bNlE3bp1yMoaGPa1Yyk7O5tI/l4VmeW5crA8l52YVSuJU0R4GViuqv/x2fUZcJX7+irg02iloZ+7rqtH7WoprH7oLLo0r1M4re5v9XljXVmNMYkslm0OA4HfAUNFZKH7cxYwDjhNRFYBp7nvoyajTsGfwDNfUo0qhQtUnmm3U1OSvCPnLDgYYxJZzKqVVHUmRfcMHVZe6ajixoZererx5KU9AHjqsp70f3iq95j7zu1Mp6Z1OKV9Q37/yo8AzFqzA4AF6/eUV1KNMabcxLxBOl6MPeskWtR3lvNsUrdaoX21UlO4dlCbQts2u9N4G2NMIoqLrqyxFO7QhXaNnAVqOjapXfaJMcaYOFHpg4OHf/3WBzcO4JnLewYcd2GvFgBkpDlBonVajWgnzRhjyl2lDw6eUc/+7cuZGQ04u1uzgOPP7taUJIHfD2gNQJ+MBtFOojHGlLtK3+ZQUK0UWu+j1mk1WfvwSAA+//MgOja16iVjTOKp9MHBI5KeqV1b1C37hBhjTBywaiX3t41aMMaYApU+OOBtc7DwYIwxHpU+OFjJwRhjAllwcH9bwcEYYwpU+uDgIVZ2MMYYr0ofHIoa52CMMZVZpe/K+qceqSw62oiTmtYp+WBjjKkkKn1waFIziUtHdo11MowxJq5U+molY4wxgSw4GGOMCWDBwRhjTAALDsYYYwJYcDDGGBPAgoMxxpgAFhyMMcYEsOBgjDEmgKhqyUfFORHZDvwS4ekNgR1lmJyKwPJcOVieK4fS5Lm1qjYKtiMhgkNpiMhcVc2MdTrKk+W5crA8Vw7RyrNVKxljjAlgwcEYY0wACw4wPtYJiAHLc+Vgea4copLnSt/mYIwxJpCVHIwxxgSw4GCMMSZAwgYHEUkWkQUi8oX7voGIfC0iq9zf9X2OHSsiq0VkpYic7rO9t4j85O57SiR+FxMVkRw3rQtFZK67LdHzXE9EPhCRFSKyXEQGJHKeRaSD+/16fvaJyF8SOc8AInKriCwVkSUi8raIVKsEeR7t5nepiPzF3Va+eVbVhPwBbgP+B3zhvn8UGOO+HgM84r7uBCwCUoE2wBog2d33IzAAEOAr4MxY56uY/OYADf22JXqeXweud19XBeolep598p4MbAFaJ3KegebAOqC6+/494OoEz3MXYAlQA2e1zilA+/LOc0KWHESkBTASeMln83k4NxPc3+f7bH9HVY+q6jpgNdBXRJoCdVR1tjp/5f/6nFNRJGyeRaQOMBh4GUBVj6nqHhI4z36GAWtU9RcSP88pQHURScG5YW4isfN8EvC9qh5S1VzgW+ACyjnPCRkcgCeAO4F8n23pqroZwP3d2N3eHNjgc9xGd1tz97X/9nilwGQRmScio9xtiZzntsB24FW3+vAlEalJYufZ16XA2+7rhM2zqv4K/BtYD2wG9qrqZBI4zzilhsEikiYiNYCzgJaUc54TLjiIyNnANlWdF+opQbZpMdvj1UBV7QWcCdwkIoOLOTYR8pwC9AKeV9WewEGconZREiHPAIhIVeBc4P2SDg2yrULl2a1XPw+nuqQZUFNErizulCDbKlSeVXU58AjwNTARp8oot5hTopLnhAsOwEDgXBHJAd4BhorIm8BWt5iF+3ube/xGnKjs0QKn2LrRfe2/PS6p6ib39zbgY6AviZ3njcBGVf3Bff8BTrBI5Dx7nAnMV9Wt7vtEzvNwYJ2qblfV48BHwMkkdp5R1ZdVtZeqDgZ2Aaso5zwnXHBQ1bGq2kJVM3CK3tNU9UrgM+Aq97CrgE/d158Bl4pIqoi0wWn4+dEttu0Xkf5uC//vfc6JKyJSU0Rqe14DI3CKpgmbZ1XdAmwQkQ7upmHAMhI4zz4uo6BKCRI7z+uB/iJSw03rMGA5iZ1nRKSx+7sVcCHO912+eY51y3w0f4AsCnorpQFTcSLwVKCBz3F347Twr8SnNR/IxLnJrgGewR1RHm8/OPXvi9yfpcDdiZ5nN609gLnAYuAToH4lyHMNYCdQ12dbouf5fmCFm943cHrlJHqeZ+A87CwChsXie7bpM4wxxgRIuGolY4wxpWfBwRhjTAALDsYYYwJYcDDGGBPAgoMxxpgAFhyMSSAiMlJEFovI3bFOi6nYLDgYk1iuwRlBPSTWCTEVmwUHYyIkItkiklnGn1lPRP7k8z5L3DVJijj+AxFp67PpC5xpEzb4HTfFd/5/Y0piwcGY+FIP+FNJBwGISGecefvX+myuhTO6tq7f4W+E+rnGgAUHk4BE5E4RucV9/biITHNfDxORN0XkeRGZ666ydb+770wRec/nM7JE5HP39QgRmS0i80XkfRGpFeSaQY8RZ4W++93tP4lIR3d7I3FW85ovIi+KyC8i0hAYB7QTZ6W3f7kfX0sKVrx7y50nB+AKAufKuQL4I9DTr6TwGc6cTMaExIKDSUTTgVPc15k4N9cqwCCcp+q7VTUT6AacKiLdcKZH7u9OXAjwW+Bd94Z9DzBcnSnR5+KsMugVwjE73O3PA3e42/6OMylkL5xZdFu528fgLOLTQ1X/6m7rCfwFZ8WvtjgzD+P+9k5NLyInAKmquhQnaPzGs09VdwOpIpIWwt/PGAsOJiHNA3q7M9UeBWbjBIlTcILDJSIyH1gAdAY6qbPi1kTgHHFWHBuJc4Ptj3NT/k5EFuLMhtna73olHfORT7oy3NeDcKaUR1UnAruLyc+PqrpRVfOBhT6f0RRnwSOPKzyfiTOL5xV+n7MNZ00EY0qUEusEGFPWVPW4u57HNcAsnFlbhwDtgMM4T+99VHW3iLwGVHNPfRe4CWf+/Dmqut+twvlaVYurkinpmKPu7zwK/s+Fs7j9UZ/Xvp9x2CftAJfjLIbjaVtoKiItVdXTOF3NPceYElnJwSSq6ThBYDpOaeFGnKfuOjirxu0VkXScbp8e2TgLBv0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- "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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6VqoSICIFIjJHRD5I1T6NMS2nqmk71qMTlrFoY6z2JsYvyQaAVI4KehtgU0sak6X8HgS4PqA8OmE5lz4x1dfjmKaSDQBDU3FwEekHXAw8l4r9JWprWRUV1f6UrRljElMbCGQ6CXnH05zAInI+cCnQF1Bgo4i8q6rjWnj8R4G7gG4t3E9STv7jRA7u1ZnJd43MxOGNMSajvHQEexQ4HKc5aIm7uB9wq4hcqKq3JXNgEfkmsFVVZ4lIUZz1bgRuBCgsLKS4uDiZw1FeXh5123U7K5PeZ7aLledMSUdasi3P6eBXnitrnTqAuro6Xz/TgFvXoOr9O5KP/2c/8uvlDuAiVT08cqGIvA4swynDT8bpwLdE5CKgI9BdRF5R1avDV1LV0cBogGHDhmlRUVFSBysuLqbJtuPGAjRd3kpEzXMmpPFzzpo8p5Ffed5TVQsTx9OubVtfP9P6gMLHHwLevyOt8f9cXl1H1w5RTsk+/n681AFUicjJUZafBFQle2BVvUdV+6nqAOAK4NPIk78xJvP8bguUztZG2erNmes55rcfs3xLWVqP6+UO4DrgKRHpRkMR0EHAHvc9Y4wxLfDpkq0ALNtSzmGF6asSbTYAqOps4BQR2R+nEliAElXdnKpEqGoxUJyq/RljWi5dF+Z2/d/A5xa3TXhqBQTgnvAbnfRFZLCqLkl5qkyrpKq+tyk3KWRn5rQJBtt0/zpaOh/A+JSkwhiTddSNABay/Rf6rLPtDkBEHo/1FtAzpakxxmSNtBUBZcGdxu7KWnZW1nBI7y4ZOX6mPgMvRUDXA3cC0cYjvTK1yTHGZIssOC+nzUWPT2FD6V7WPHhxk/f2VNWyfmclRx/YIw0pSe8tgJcAMANYoKpfRL5ho4Ia03rlU/PMDaV7Y7537fPTmbu+NGpwSJVMfdJe6gAuB+ZGe0NVD0lpakyrlkfnk1Yh9O/y+aJUs/xeY+76Uk/rrdhaRmllTVLHCP422qS5DsDLhDA7VbUyHYkxxmQPC9iJOfeRyVz02JQkt274sNfuqEhNgjxoNgCIyPsicomItIvy3kARuU9EfuhP8owxmZKuK/PWFGg27vY+OEJ5dR1frtoBNHwGz3++mrMeLmbBht1+JK8JL0VAPwbOBJaIyAwR+VBEPhWRVcAzwCxVfcHXVBpj0q8VnZiz0e1j5nLF6C/ZVtbQvmbW2l0ArN+ZnkIXLz2BN+MM2XyXiAwADgD2AsusaMgkYv2uSvrvm5lmdiZxdv731zJ33J+K6rrQZ511/QDCqeoaYI0vKTGt3todFgBySaZ6p2arVPdkb+vW+NYFNNTiytl/+kJvS3sCG+NZoDUV9uaBTLXO2bKnisqa1j9TXxs3AAS06SddWVOfnjSk5ShZYGdVgJJdVmJljFeZ6gl8yp8mcvlT09Jz8ASk+vMI3gHUB5ru+M4356X2YDF4DgAi0ifKsiNSmxz/3FG8lzMempTpZBiTMzJ5v7Zo054MHj091rjNPesDmhODwU0Rke8FX4jIncA7qU9S5o2evJJrX5ie6WTklG1l1azZHr/9shUA5ZbG5dL55/15G/nHtDWh16n8/u6urKWqNgC4dQDu8myuBC4CRovIfwGFwGIg2kxhOe9PH9oI14k65U8TCCjxu8tbBMgp6ZsPIDu/GP/z2hzf9l0RVsdRHwhkbNgNz3cAqroJGAcMBwYA/1DVcp/SZXJMlGLMJrL1h25M0Df/L3ZPXr9O0plsG+H5DkBEPgE2AccA/YAXRGSyqv7Cr8QZYzInHxttLdiQnrqHbClVS6QO4AlVvVZVS1V1AXAakJ7+yimmqnyxYnuz64X30Gupqtp6Ppy/KWX7y0X5eELJZfk6FMR/5myIOgCc12RuLfM+HESkYL0AwLSVO5Lej1eJFAH9J+J1nar+IeUp8tktr87ixalruOq5r5pdt7oudW1xH/xoCbe8Ojs09kc+yrYfuokv1DIlS65W0+X21+dy6RNTk97+5D9OZMXWsoS2ifbbuPLZL5nq4UK1JRIpAiqjIQi2B9oB5aqajlkSUubD+Zv5bOk2T+u2SeE3v2SXM974nr21KdunMX5KV7zOleuCRC5g1u6o5NA+3bzvO8an8H0PF6otkcik8I1yIyKXkqOtgGrrvf0nC9I9OHcrlys/9Hw2edk2BvXpSt+enTLSMuW7TyZ/5Z1Nmrt2lLAW/wGFqSsyUzKQ0FhA4VT1PyIyKpWJSZuIf85bs0rov29nThrQK95qpoXyaYapXHXtC9Pp0r6Av37veL5avdP3420tq2LL7oa6ttnrSpvdZtPuvWyuCDS7Xqr5VSeyenvmGlMmUgT03bCXbYBh5OhFXeSF/S/cbtdN2rBbBMgaH83fxBsz1/Pi9blz0xkIKL95bwFXn9qfwft3z3RyPKuoqeemV2aHXvv5Mzj5jxMT3mb4A58CcEWKZmiMNhRDS0kCn1pONAMFLgl7XoczKui3U5qaNAmvaY8rpf+YnIyVKRXrE1BV3pu3kYuPPYC2BdHbJdz86uyoy7PZxt17eeXLdUxaso2po87OdHJMDJ8s2uxpvYRO1AlEzUxWsidSB3C9nwnJRomesqtq6+nQtk3edp1vTvAHNGX5NlRhxOH7ATB2/iZuGzOX9Tsr+dnZh2Uwhdln3Y5KenRuR49OTSbkS5tEfweBgLJqewWH9unqS3pSrbou9cVJzZ0Bwk8RidwtpJqXKSH/T0Qej/VIRyIzJZGIX1pZw+B7x/Fk8coYa+ROUKitD1BWVcuKrWUpnp/U+UCveX56o7GWdlY4E2lv2dN8v4uAD7frfknFrf2Ihye1YJ7ZzHh68krOfeSztExruHxLGcMfmMj28tT12UmF4EXgc1NWsaF0b5P3w78bd/3763Qlqwkv/QBmArPiPFqtRCp9gl/At2eXxNxbNquuq2frnioeGreE61+cwbG/G8+5j0zmrIeLU3aMVJwQ6/OwIjnaCSRVtpZVcfZfilm3I3VDpc9eWwo0n+5ETtprtldw/O/HN5kqcfTkVWzaXcXExVsSTqefBNhYupf7xy7mhpdmNHk/W4ZF8VIEdK6qXiMit6nqY6k6sIgcBPwD2B8IAKNTuf9UCJ5r9tbU07ZAaBejfDp83ea0pHho+ZYyDu3T1ZcipiN+PS7l+/Squc9u6eaGTjX1AaVdgc8JyhLpaDX13tyNrNpewcvT1nDvN4+Kuk6i37bg17O55P/X097H/B8zYz2799by3ryN0Y+ZhjvsRP4dIg2Vy2VVTSe3yZbrGC93AENFpD/wQxHZR0R6hT9acOw64E5VPRI4FfipiET/BqbJuh2VVNU29P4N/o+O/M04Lnvqi9Dy9+ZtZOHGlt/eTlu5IzQJdHOmrtjOeX+bzBsz14eWnfzHCVzyf5+3OB3ZYvfeWr7z5NRGV3nz1pdy/qOTQ6/rcqgIqKXSOSZ+KmdrazgVx9/n6maGDw8XvGLOleq1aAFp6eYyfvTyDGrqAlly/e8tADyNMwroYJoW/8xM9sCquklVZ7vPy3CGl+6b7P5SYcTDkxoNARt+BfZ1ScMJ/9bX5nDx48mdeHdV1DBg1Fgem7CcK5/9slFgiWflNqetcPhgVVvLqpm/YTc7yquZnoY22y0V60u/eY8zdsr7X29kzrpSnpi0IvResAd1aB/ZcumUBqlonlhVWx/3Mwv2dk/lx+rnSTqTFaaKsn5n44vEWKJ9BqPe/poJi7cyf0Np1nyPmy0CUtXHgcdF5ClVvdmPRIjIAOBEoEm/ZxG5EbgRoLCwkOLiYj+SEDIprCxx8tQvObBrQ4z85NNJhP/vw9OyodxpSVBZWRk1jdu3Oye5yXMWA/C3Ccui7ieWZWudISQ2bNxAcXHj8UEuemQiWyqVly5oPOF6eXl5aN+bKwIUdpakio/ufH48lwxq72ndeHlZsHAhtRuXNFn3qWLnSjD4myjZuIni4p3s2BtgZWnjFhpTpnxO53ax8xCe50zbVumkvaqqKqk0rd7d8GWLt32sPJdWBbi9eC9XDm7P+QOityJaucb5Xq0vKaG4OPoQKbW1tZ7SX1OvtC+Q0Hd9wYKFdNy+tNntYjn7gY/4zfBOAKxb5zQUWLWqoZFFcXExmzY79QhLli6huCJWA4z4Fm/0Nv/wZ5OncPOESk7sU8BtQzrGXXfevHls7OR8T6urq3j2nYnMWed8LrNnz6Fnh8R/h358rxNpBurXyb8r8G/gdlVtcs+rqqOB0QDDhg3ToqKi5A40bqyn1erCAvP8mt5cVXRcaNsnFrdvNEpgeFqWbymDzyfTuXNnoqXxlbUzYNtW+vc/GFY1/qLu2edwvnX8gU22qa6rp0CEtgVtWDdtDSxeyIEHHkhR0bGN8rSlUpukB5wvTFFRETPW7GTU09O4/9JjuPrU/tEzHufzmby5DX+9oWmeom0/YsRZ/GHsIn54+iH026cTVz37FeCc4Hv1HchtYxeHNgmlN+LYXXruy8Bjj+K6hyfRq0vjwNP70OM5+ZDYJY/BPGeD9TsrYfIkOnbsmFSaepWUwjRnaIR428fK8+x1u6D4CxZVdOaBotOjbrtm6mpYsoi+fftSVHRM1O9Bu3btmk3/f+Zs4PbX5zLhjrPYb/1S2LKZo48+mqJjD4i9UTO/yVW7A6HjTqtcDKtXMWjQIFjmXEQUFRXxwbZ5sKGEwYMHUzTsoLj7i2X33A3w9dxm1zvttDNgwnjmbw9E/zzC8nPgwMEc268HTP6Mjh078sevGu5kTzzxRAq7d4TJiU1R68f3OqOTwotIO5yT/6uq+nYm0xJNRXXjW71oQ8TGU1pZw4qtjbt5R7vzu/W1OSzZvKfJreURvx7HNc+3fGrKlW4a5q4vTekIp9F8vWE3L05dww0vzyCgMC1s9NP7w07+8Xy8cAtrdzpBI9hENOh7z2TfZOHZqqF4J04RkNstPqAacz0vd43BytnV2ysaKoETSWwzQlMmRi5P8CA1dQFen7GuRc2JFZptHn3763O5443YE7tnSQlQ5gKAON+q54HFqvpIptIRT10gfgeR0sqauO9f/PjnnPvIZ7zy5VomLN4KELOfwAWPTuGk+yc0WT5t1Q5++NIM6jwOYBfPW7NKkmrts62smr99sizqe798Zz7/DJs3tXipk89lW1o2vkm1197aHgQCyujJK6mo9narn42+ncTwxMEhT+JV8AZP7gFN7KT0yaItjZpeVrpTHFZU1/HRAqdnbSpPcsETdmQsClUOe9zP05+t5O5/z+fdeRsSTkPwWPUB5ayHi5vt5zAvxgWjhu0r0zJ5B3A6cA1wtojMdR8XZTA9TWzZU91oUuhI932wqMmy8KulYDvoBz70duVbFuME9emSraFjvfLlOrbuqYp5tTZg1FgGjGp8ax3vqzZn3S7KPZwYH5u4HIAd5dWNTqT/+mod9767MPT60QnLQ8+vezH5uxevP4+lm8soq2oYYntvnbJlT+MJOcYv2sKfPlzCnzz+H175ci0DRo319LlsLN3b5C4vVcIrPGOdTOLxUsEbDBKqiV2x//gfM7nh5YY2IMEL6uAFQLp5rdva7Q7HvqM8/sVbNJE3DSW7vPWdiJa0ZILjpt2p7w+S9GigLaWqn5Pl3WNnrd0Vt5mm12GlK2q8F7tsK6tmv24d4q5z8p+iD6D18McNFay/e28hS1dX0ebA2HMfVNbU8Z0nv+CMQ3t7Tt/Q+yfQt2cnbjprYLPNPaYsT34yi0UbvTWBPP/RyRx/UE/e/alTxn3zhEqYMJEXrzuJkYP7AA0T++wJa4+9Yms5JbsqKWgjnHxILzq0behc8OyUVYDzv+jaIf5P5LQHnYHJmgwk6KNxCzZx9IE9OKhXZ0/rxyvtCAYZjVME5EVw2//MbWinX7x0K906tmVrWTWXD+3XaP1PlyTWcauhCMjbKaOuPsBfP1nGjWcOZJ+weqRgX55khn+I/HzCg068zy5ampP5pFNRChApo3UApqmT/ugUA0WWfXvxxKSG4qWXvljDtE31XPvCdKYsbxwEVJWaugDrdzpXFF+XlCZ0nA2le7n33YXc+58FCacxXFVtfZO7laDwVlLNiXZ1fH1Y78tgU9LwH+m5j3zGdS/O4Jrnp/OHKHdy0UxdsZ35JbFv+1WViYu3hJpvtrQIJFp8La2s4aZXZnPmn5uvQIxXBzD2600MGDU2NO1p8dJt/CDGHZuXU260vL45q4RrX5geGm033A9fSqwFebTZybaXV/P27OhFOROXbOWp4pX8/v2FjZa3b+uc8mrqAvz89bkxv3/RRAbSNo0CgOfdMHPNrqxpBpoXAcCP4V5jWbG13PPVayxLN5cx5A+fpChFTec2PuSeDzn81x+FOlh5vX1urs4jUbsjZkfbp7O3Ac/ueqvpCeWLlbHvNh7+2GmKGOtbEFlfEevT+P5zX3HJ32P3//h44WZueHlm6A4i1eW8k5dt44T7vH8vCsIqeCONmbEOgOXu1IWb91S1aFISv35hZ/+lmPqARv0s748TuIO/+ciRfzu4AaCqtp535jjB48lJ3pqPRqbBa/FF5M/roXFLqKlP/3wG0eRFAPjfKCeMVKkPNL11Di+KScbyBOcTbSmvXQMSOfl48fHCxsPw7qr0Nl3mGzObjrfkNDdtRoyzVKouEIKBtmRXJWu2V1Dr/shT1THq9Rnrm18pTLwhGYJBwcusdzsqaqgPaMzOhoGAeu7RnqhV2ysY9MsP2bzbqdcJv1gJL26KzEXwdeRJu71bBPTM5FWhZUu3ePy9RXyOX63eEeutRsqjDAXxypdrvR3TZxmrA0inWLeJLVWyq5JBv/yQn44cxPlH7x9a3tKxetqmeCrKGWv8+XG21G/eXdj8SnEkehsdqzVMZAAIvnqqeEUo2Fw7PEb/CdekpVtDZ9xNpVUU/aWYs906iJJde6mqradjlEGMfvrqbKrr6nnuByc1m/5E7ijemLGet2Y5aY+W72ADtwKP39WbX5nF+EVbeO3HpzJ80L6N3nvpizWe0xUIKL99L/H/e7BlkVexshUsAkpGZL3Bs1NW86uLndFr4n0Xd0Qpzg0Wv2ZaXtwB+GWOO33dE5NWcvvrc0PLa1o4vnhBm/T+W7K6Jj6OyN/cc1NWRV/RFSsABFSprQ/wnSenMm1lw1Vd+J3GP6Y1vmKbu76UNWFj2Tzz2crQ5xj8wX8eVgn++/ejF1eMnb8p1ES4OV7jXSCg3PXvr5m+xrlijzZ+UvCzaOPxYmP8IqfSdmtZVZP3Emmd8szkVfyzBVe/sVJbXReIGNE0eguolgSAF6aubrIsOG5Von2EPlsWu3FGLH5UG1gASJFV2xpOBp+v2M7vkrjKCdqz11tRSKrk4gQ228qqKV7W+MQZ2dFsY8RwxLFKeurqlZJde5mzrpRRb3/tKSBe+sRUiv5S3GjfwY8x+De8nHf9zkrKqmq54NHJLI4xyFvJrkoO+9WHjUY/TUbkkNnR+lQEV0n0bjPad6WNx+/P4k17mLSkZc1EYx3ql+/MZ8TDk1BVtpdXh/rwhP/Pt+yp4p635yd97Mrqpq35zvzzJMZMX8flCYxsmk3yoggoExK5LY6USAuYfHXHG3ObbWY6Zfk2/vukg0OvY/X+rKqtD530A6psL0u8snv66p2hMvJlUU7gn6/YzjOfrWLJ5jL+On4ZuypruO60AaH3/z2rhDvd1jKvz1jPby45qmmnp4jk19YHaNtGmLSulmHVdXTt0JYFG3bzzYgRYoPNYCuq69hYupfDCruFgkSirc2inX+93kVcmIKJbZo7kioMu39C1MDW0qLgWHeQo1oQVBLhR+cxuwPIQpEjYPot967/vfUxuPvf80MVseA0DXyyeEWT9faGDcGxfufeRq+TEavfx9/dUU4nLN7CrLW7Go08e2dYU8lYV7mRJ4DqugBfrNzBy4tquM9t7hhs8RS5HsBNr8zivL9NJhDQ0MksWLTj1cpt5Qk1nQyKbPGVrOba7wfzFSz2mrB4S6iFWEuLZlvjSOQWAEzUSqrW4pGIISz+PK7pCTJLmmSHSOhv40gQ2RGorj4Q6q28s8I5wUYrW66scfpbBINmTX0g6TxPjKiv2Ly7iqdiToPaIFXTWj7wUfwWdtFakl317FeMX7i5xeNgZXr4BqsDMCZBXk5O2ea5z5tWNoJzBxOuLqwJ8oTFWzxfmW/aXZX0ROiRdydLNnvr8+LntJbhgh0pI934z1ktvgPIkuF7UsrqAEzeiXaivOkV79NbB9uk+2nY/RO44YxD4q5TH9CkiiVGhlVeJyqydOq6F5vOd5utlrdwzKY9VeltnBHJj/hjdwAm71XX1bMkgZY3Ix5ObBz3ZGwvr262McBjE5envfgqly+Ck2l6Gc5rc91cYgHA5D2vPZCDWlyUkKLj/OurddTU+zu/QyQ/BiQz3vgxfpAFAGNy2M9f92+Yk2jSOVG9acyKgIwxJk9ZKyBjjMlTVgRkjDF5yoqAjDEmT8Wb2zlZFgCMMSYHWB2AMcbkKbsDMMaYPHV4YbeU79MCgDHG5IB2Bak/XVsAMMaYPGUBwBhjfHZM3+6ZTkJUFgCM8cmMX50b9/1ffOPwNKXE+OWEg3p6Wu+Jq4b4m5AkWQAwxif7devAWzcNb7L89nMP47ErTuBnZx+WtrT88qLBaTtWPrlsaD9P63mdNznd8iIA9OjULtNJyDn2mbXMpSccCMCwAb0Ye+sZLLrv/NB7t597ON8+oW9a03P50INCzyfcMSLl+z/90H1Tvs9c4HV4hgKP8yanW0YDgIhcICJLRWSFiIzy6zhZ+tn74paiQS3eR8/O7XgzypUrwG3nHMaZh/Vu8TFau47tCkLPjz6wB53CXkdz1SkHx33fi6X3X8A9Fza90r92eH96ugF9v24dOLRP6psT/vny41O+z5Y6qFcn348R8Dgjj90BRBCRAuAJ4ELgKOBKETnKj2O9/z9npHyfI4/YL2X7OqBHx6hXUOEnjVMO6cWIw5se8+awE/6oCwfzk7MaXt96Yge6dWzLuUcWcsVJB/HAd48FYOB+XZrs54YzDuGyIf347ol9eeKqIRy6X1fOGdyHfbu054mrhvCzkYfyxk+G8/PzDuefN5zCUQc0VGq1d5unXXD0/gA8ffUQnr12GPdcOJg1D17MD08/hM7tC3jjJ05Q+cZRhVx32oBGx59wx1k8cdUQ7vv20fTt6fxwO7Rtw4e3nsnII/bjyAO68+uLj4w5YXr3js7kdrcN6cDFxx4Qyufx/Xrw0vUncWCPjgwfuG8orQCD9+/GBUfvH0rXQ5cd2yiAjrv9TI7v1yP0umO7Ntx53uHccMYhXHNqfx6+/Dj+5+xDeeWGU+jbsxNtBPbt0h6AX5x/RKP0iQg/GTGQt285rdHy4Od078VHcdGx+/PRbWcy4Y6zOLRPV24pGsRjV5zA/Zcew5oHL+bR/z4BgP27d+SfN5zM3N+cB8BxvQv43SVH0aFtAT85axD/e/4RXDakH7+66Ei+c2JfbjvnMNq0Ea47bQB/vvw4gNDfMw7tHfq8o3nnltP45nEHcPbgPpw6sBez7z0v9N5Ht50Z+hz7dOvAeUcV0qtLe64+9WDaFQhD++/D4P27ceZhvVl83wUM3t8JPGcP7hP1WOH/2x6d2oX+jwBHHhC/ErVbh4bJDX828lAAHrrsOMbe6vz2zz+6kDMP6x16eNVvn6afTXCfAFe6gbt31/ZN1rvprEHcXDSIHwzvT2H3Dlx5ckOQ79iuDecfXQjAgT06cu6RfUKfTzR9OvsUQFQ1Iw9gOPBx2Ot7gHvibTN06FBN1qRJk5LeNldZnvOD5bn1a2l+gZka5Zwqmu455Vwicjlwgar+yH19DXCKqv4sYr0bgRsBCgsLh44ZMyap45WXl9O1a9eWJTrHWJ7zg+W59WtpfkeOHDlLVYdFLs/kpPDR7mmaRCNVHQ2MBhg2bJgWFRUldbDi4mKS3TZXWZ7zg+W59fMrv5msBC4BDgp73Q/YmKG0GGNM3slkAJgBHCYih4hIe+AK4L0MpscYY/JKxoqAVLVORH4GfAwUAC+o6sJMpccYY/JNJusAUNUPgQ8zmQZjjMlXedET2BhjTFMWAIwxJk9lrB9AMkRkG7A2yc17A9tTmJxcYHnOD5bn1q+l+e2vqk2GEsipANASIjIzWkeI1szynB8sz62fX/m1IiBjjMlTFgCMMSZP5VMAGJ3pBGSA5Tk/WJ5bP1/ymzd1AMYYYxrLpzsAY4wxYSwAGGNMnsr5ACAiBSIyR0Q+cF/3EpFPRGS5+3efsHXvcaefXCoi54ctHyoi8933HhfJ0vnbABFZ46Z1rojMdJe19jz3FJG3RGSJiCwWkeGtOc8icoT7/w0+9ojI7a08zz8XkYUiskBEXhORjq05vwAicpub34Uicru7LL15jjZLTC49gDuAfwEfuK//DIxyn48CHnKfHwXMAzoAhwArgQL3vek4M5QJ8BFwYabzFSe/a4DeEctae55fBn7kPm8P9GzteQ7LewGwGejfWvMM9AVWA53c128A17XW/LrpPAZYAHTGGZNtAnBYuvOc03cAItIPuBh4Lmzxt3FOGLh/Lw1bPkZVq1V1NbACOFlEDgC6q+o0dT7Nf4RtkytabZ5FpDswAngeQFVrVLWUVpznCOcAK1V1La07z22BTiLSFuekuJHWnd8jgS9VtVJV64DPgO+Q5jzndAAAHgXuAgJhywpVdROA+zc4A3VfYH3YeiXusr7u88jl2UqB8SIyS5zpMqF153kgsA140S3qe05EutC68xzuCuA193mrzLOqbgD+AqwDNgG7VXU8rTS/rgXACBHZV0Q6AxfhTJCV1jznbAAQkW8CW1V1ltdNoizTOMuz1emqOgS4EPipiIyIs25ryHNbYAjwlKqeCFTg3BrH0hryDIA4EyV9C3izuVWjLMuZPLvl3N/GKdo4EOgiIlfH2yTKspzJL4CqLgYeAj4BxuEU79TF2cSXPOdsAABOB74lImuAMcDZIvIKsMW9LcL9u9VdP9YUlCXu88jlWUlVN7p/twLvACfTuvNcApSo6lfu67dwAkJrznPQhcBsVd3ivm6teT4XWK2q21S1FngbOI3Wm18AVPV5VR2iqiOAncBy0pznnA0AqnqPqvZT1QE4t8mfqurVONNK/sBd7QfAu+7z94ArRKSDiByCU+Ey3b3NKhORU93a82vDtskqItJFRLoFnwPfwLmVbLV5VtXNwHoROcJddA6wiFac5zBX0lD8A603z+uAU0Wks5vOc4DFtN78AiAifdy/BwPfxflfpzfPma4NT8UDKKKhFdC+wEScaDoR6BW23q9was+XElZTDgzDOZGuBP6O20M62x445eHz3MdC4FetPc9uWk8AZgJfA/8B9smDPHcGdgA9wpa12jwDvweWuGn9J05rl1abXzetU3AuZuYB52Tif2xDQRhjTJ7K2SIgY4wxLWMBwBhj8pQFAGOMyVMWAIwxJk9ZADDGmDxlAcCYHCMiF4vI1yLyq0ynxeQ2CwDG5J7rcXoJj8x0QkxuswBgTBwiUiwiw1K8z54ickvY6yJx57OIsf5bIjIwbNEHOEMArI9Yb0L4+PHGNMcCgDHp1xO4pbmVAETkaJxx31eFLe6K04u0R8Tq//S6X2PAAoDJUSJyl4jc6j7/m4h86j4/R0ReEZGnRGSmO9vS7933LhSRN8L2USQi77vPvyEi00Rktoi8KSJdoxwz6jrizNL2e3f5fBEZ7C7fT5xZnWaLyDMislZEegMPAoPEme3rYXf3XaVh1rNX3XFdAL5P07Fdvg/cDJwYccX/Hs74QcZ4YgHA5KrJwJnu82E4J9B2wBk4V8e/UtVhwHHAWSJyHM7Qu6e6A+kB/DfwuntS/jVwrjpDbc/EmWkuxMM6293lTwG/cJf9FmeQwiE4I7ce7C4fhTPJywmq+r/ushOB23FmfhqIM9ot7t/QkOcicijQQVUX4gSGy4PvqeouoIOI7Ovh8zPGAoDJWbOAoe7oqNXANJxAcCZOAPieiMwG5gBHA0epM/PSOOAScWaeuhjnJHoqzol3qojMxRmFsX/E8Zpb5+2wdA1wn5+BM1Q5qjoO2BUnP9NVtURVA8DcsH0cgDMhTtD3g/vEGT3y+xH72Yozpr4xzWqb6QQYkwxVrXXngrge+AJnpNCRwCBgL85V+EmquktEXgI6upu+DvwUZ/z1Gapa5ha3fKKq8YpPmlun2v1bT8PvKpEJyavDnofvY29Y2gGuwpkwJVjWf4CIHKSqwQrhju42xjTL7gBMLpuMc6KfjHPVfxPO1XN3nJnDdotIIU6TyaBinAllfowTDAC+BE53i1dwx6U/POJYXtaJ9DnwPXf9b+AMYw1QBnTzmMfFQPCYp+AUNfVT1QHqzIXxEG65vxvI9gfWeNy3yXMWAEwum4JTRDJNnVmzqoApqjoPp+hnIfACMDW4garW4zSjvND9i6puA64DXhORr3FO9oPDD+RlnSh+D3zDLYq6EGe+2zJV3YFTlLQgrBI4lrE4812AU9zzTsT77wDB6ROH4kw0Hm9qQWNCbD4AY3wiIh2AelWtE5HhOPMan5DgPjoBk3Dmgq5vZt3HgPdUdWKyaTb5xeoAjPHPwcAbItIGqMEpdkqIqu4Vkd8CfXGmToxngZ38TSLsDsAYY/KU1QEYY0yesgBgjDF5ygKAMcbkKQsAxhiTpywAGGNMnvp/mlIw7R/BYT4AAAAASUVORK5CYII=\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "for i in [1, 2, 3, 1002, 1534, 1550, 3999]: #1534 \n", - " plt.plot(wavelengths, data[i]) \n", - " plt.xlabel('wavelength(Å)') \n", - " plt.ylabel('flux (10-17 ergs/s/cm2/Å)') \n", - " plt.grid(True)\n", - " plt.title(str(i))\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Mit Normierung**" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'data_normalized' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_4564/1696242517.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1002\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1534\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m3999\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwavelengths\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata_normalized\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'wavelength(Å)'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'flux / median'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgrid\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mNameError\u001b[0m: name 'data_normalized' is not defined" - ] - } - ], - "source": [ - "for i in [1,2,3,1002, 1534, 3999]:\n", - " plt.plot(wavelengths, data_normalized[i]) \n", - " plt.xlabel('wavelength(Å)') \n", - " plt.ylabel('flux / median') \n", - " plt.grid(True)\n", - " plt.title(str(i))\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 3) Trainings- und Test-Datensatz erstellen" - ] - }, - { - "cell_type": "code", - "execution_count": 115, - "metadata": {}, - "outputs": [], - "source": [ - "import random\n", - "# z = list(zip(data_normalized, labels)) # Mit Median-Normierung\n", - "z = list(zip(data, labels, numbers)) # Ohne Median-Normierung\n", - "random.shuffle(z)\n", - "data_shuffled, labels_shuffled, numbers_shuffled = zip(*z)" - ] - }, - { - "cell_type": "code", - "execution_count": 116, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(4000, 3522)\n", - "(4000,)\n" - ] - } - ], - "source": [ - "print(np.array(data_shuffled).shape)\n", - "print(np.array(labels_shuffled).shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 117, - "metadata": {}, - "outputs": [], - "source": [ - "split_index = int(len(data_shuffled)*0.9)\n", - "\n", - "# Daten\n", - "data_training = data_shuffled[:split_index]\n", - "data_test = data_shuffled[split_index:]\n", - "\n", - "# Labels\n", - "labels_training = labels_shuffled[:split_index]\n", - "labels_test = labels_shuffled[split_index:]\n", - "\n", - "# Galaxie numbers\n", - "numbers_training = numbers_shuffled[:split_index]\n", - "numbers_test = numbers_shuffled[split_index:]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 118, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(3600, 3522)\n", - "(400, 3522)\n", - "(3600,)\n", - "(400,)\n" - ] - } - ], - "source": [ - "data_training = np.asarray(data_training)\n", - "data_test = np.asarray(data_test)\n", - "\n", - "labels_training = np.asarray(labels_training)\n", - "labels_test = np.asarray(labels_test)\n", - "\n", - "print(data_training.shape)\n", - "print(data_test.shape)\n", - "\n", - "print(labels_training.shape)\n", - "print(labels_test.shape)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 4) Netzwerk erstellen" - ] - }, - { - "cell_type": "code", - "execution_count": 119, - "metadata": {}, - "outputs": [], - "source": [ - "import tensorflow as tf\n", - "from tensorflow.keras.models import Sequential\n", - "from tensorflow.keras.layers import Activation, Dense, Flatten, Conv1D, MaxPooling1D, Dropout, InputLayer, GlobalAveragePooling1D\n", - "from tensorflow.keras.metrics import Accuracy\n", - "\n", - "from tensorflow import keras\n", - "from tensorflow.keras import layers" - ] - }, - { - "cell_type": "code", - "execution_count": 120, - "metadata": {}, - "outputs": [], - "source": [ - "input_shape = (3522,1)\n", - "\n", - "data_training_r = np.reshape(data_training, newshape=(len(data_training), input_shape[0], input_shape[1]))\n", - "data_test_r = np.reshape(data_test, newshape=(len(data_test), input_shape[0], input_shape[1]))" - ] - }, - { - "cell_type": "code", - "execution_count": 121, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(3600, 3522, 1)\n", - "(400, 3522, 1)\n" - ] - } - ], - "source": [ - "print(data_training_r.shape)\n", - "print(data_test_r.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 122, - "metadata": {}, - "outputs": [], - "source": [ - "# Conv1D, maxPool1D, categorical_crossentropy\n", - "# model = Sequential([\n", - "# #Conv1D(filters=30, kernel_size=10, activation='relu', input_shape=(3522,1)),\n", - "# Conv1D(filters=64, kernel_size=5, activation='relu'), #mehr Filtern\n", - "# MaxPooling1D(4), # Größere Region\n", - "# Dropout(0.1),\n", - "# #Conv1D(filters=60, kernel_size=10, activation='relu'),\n", - "# Conv1D(filters=64, kernel_size=5, activation='relu'),\n", - "# MaxPooling1D(4),\n", - "# # GlobalAveragePooling1D(),\n", - "# Dropout(0.1),\n", - "# Flatten(),\n", - " \n", - "# Dense(units=64, activation='relu'),\n", - "# #Extra Dense\n", - " \n", - "# Dense(units=4, activation='softmax')\n", - "# ])\n", - "\n", - "# Am besten (schnell):\n", - "model = Sequential([\n", - " Conv1D(filters=64, kernel_size=80, strides=10, activation='relu', input_shape=(3522,1)), # stride\n", - " MaxPooling1D(3), #Pooling verringert Accuracy leicht aber verhindert overfitting\n", - " Dropout(0.35),\n", - " Conv1D(filters=128, kernel_size=40, strides=10, activation='relu'),\n", - " MaxPooling1D(3),\n", - " Dropout(0.35),\n", - " Flatten(),\n", - " Dense(units=128, activation='relu'), # Droput, weniger neuronen\n", - " Dropout(0.35),\n", - " Dense(units=4, activation='softmax')\n", - "])\n", - "\n", - "# model = Sequential([\n", - "# Conv1D(filters=64, kernel_size=40, strides=10, activation='relu', input_shape=(3522,1)), # stride\n", - "# Dropout(0.2),\n", - "# Conv1D(filters=128, kernel_size=20, strides=5, activation='relu'), # stride\n", - "# Dropout(0.2),\n", - "# Flatten(),\n", - "# Dense(units=4, activation='softmax')\n", - "# ])\n", - "\n", - "# Langsamer, aber auch gut (aus paper):\n", - "# model = Sequential([\n", - "# Conv1D(filters=16, kernel_size=21, activation='relu', input_shape=(3522,1)),\n", - "# MaxPooling1D(2),\n", - "# Conv1D(filters=32, kernel_size=11, activation='relu'),\n", - "# MaxPooling1D(2),\n", - "# Conv1D(filters=64, kernel_size=5, activation='relu'),\n", - "# MaxPooling1D(2), \n", - "# Flatten(),\n", - "# Dense(units=64, activation='relu'),\n", - "# Dropout(0.5),\n", - "# Dense(units=4, activation='softmax')\n", - "# ])" - ] - }, - { - "cell_type": "code", - "execution_count": 123, - "metadata": {}, - "outputs": [], - "source": [ - "model.compile(optimizer='Adam', loss='sparse_categorical_crossentropy',\n", - " metrics=['accuracy'])" - ] - }, - { - "cell_type": "code", - "execution_count": 124, - "metadata": {}, - "outputs": [], - "source": [ - "x_train = data_training_r\n", - "x_test = data_test_r\n", - "\n", - "# x_train = tf.keras.utils.normalize(data_training_r, axis=1)\n", - "# x_test = tf.keras.utils.normalize(data_test_r, axis=1)\n", - "\n", - "y_train = labels_training\n", - "y_test = labels_test" - ] - }, - { - "cell_type": "code", - "execution_count": 125, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/75\n", - "17/17 [==============================] - 1s 61ms/step - loss: 1.8914 - accuracy: 0.2738 - val_loss: 1.3335 - val_accuracy: 0.4472\n", - "Epoch 2/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.3363 - accuracy: 0.3497 - val_loss: 1.2757 - val_accuracy: 0.4861\n", - "Epoch 3/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.3178 - accuracy: 0.3910 - val_loss: 1.2724 - val_accuracy: 0.5361\n", - "Epoch 4/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.2824 - accuracy: 0.4127 - val_loss: 1.2118 - val_accuracy: 0.5194\n", - "Epoch 5/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 1.2276 - accuracy: 0.4738 - val_loss: 1.3172 - val_accuracy: 0.3167\n", - "Epoch 6/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.2197 - accuracy: 0.4509 - val_loss: 1.1312 - val_accuracy: 0.5694\n", - "Epoch 7/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 1.2007 - accuracy: 0.4756 - val_loss: 1.1421 - val_accuracy: 0.5333\n", - "Epoch 8/75\n", - "17/17 [==============================] - 1s 59ms/step - loss: 1.1771 - accuracy: 0.4969 - val_loss: 1.1005 - val_accuracy: 0.5889\n", - "Epoch 9/75\n", - "17/17 [==============================] - 1s 57ms/step - loss: 1.1072 - accuracy: 0.5225 - val_loss: 1.1215 - val_accuracy: 0.5444\n", - "Epoch 10/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.0819 - accuracy: 0.5346 - val_loss: 1.0816 - val_accuracy: 0.6194\n", - "Epoch 11/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.0570 - accuracy: 0.5654 - val_loss: 1.0123 - val_accuracy: 0.6278\n", - "Epoch 12/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.0469 - accuracy: 0.5642 - val_loss: 1.0360 - val_accuracy: 0.6111\n", - "Epoch 13/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.0347 - accuracy: 0.5630 - val_loss: 1.0221 - val_accuracy: 0.5889\n", - "Epoch 14/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.0011 - accuracy: 0.5765 - val_loss: 0.9243 - val_accuracy: 0.6722\n", - "Epoch 15/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.9572 - accuracy: 0.6046 - val_loss: 0.9130 - val_accuracy: 0.6278\n", - "Epoch 16/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.9250 - accuracy: 0.6000 - val_loss: 0.8783 - val_accuracy: 0.6611\n", - "Epoch 17/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.9122 - accuracy: 0.6037 - val_loss: 0.8636 - val_accuracy: 0.6667\n", - "Epoch 18/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.8890 - accuracy: 0.6216 - val_loss: 0.8419 - val_accuracy: 0.6917\n", - "Epoch 19/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.9050 - accuracy: 0.6062 - val_loss: 0.9919 - val_accuracy: 0.6250\n", - "Epoch 20/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.9584 - accuracy: 0.6040 - val_loss: 1.0883 - val_accuracy: 0.6472\n", - "Epoch 21/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.1196 - accuracy: 0.5448 - val_loss: 0.9973 - val_accuracy: 0.5972\n", - "Epoch 22/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.9108 - accuracy: 0.6059 - val_loss: 0.8792 - val_accuracy: 0.7083\n", - "Epoch 23/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.8243 - accuracy: 0.6509 - val_loss: 0.8145 - val_accuracy: 0.6778\n", - "Epoch 24/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.7969 - accuracy: 0.6500 - val_loss: 0.8242 - val_accuracy: 0.6889\n", - "Epoch 25/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.7686 - accuracy: 0.6784 - val_loss: 0.8231 - val_accuracy: 0.7500\n", - "Epoch 26/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.7386 - accuracy: 0.6846 - val_loss: 0.8265 - val_accuracy: 0.7278\n", - "Epoch 27/75\n", - "17/17 [==============================] - 1s 57ms/step - loss: 0.7250 - accuracy: 0.6975 - val_loss: 0.8835 - val_accuracy: 0.7222\n", - "Epoch 28/75\n", - "17/17 [==============================] - 1s 57ms/step - loss: 0.7285 - accuracy: 0.7059 - val_loss: 1.0971 - val_accuracy: 0.6444\n", - "Epoch 29/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.7785 - accuracy: 0.6877 - val_loss: 0.8055 - val_accuracy: 0.7306\n", - "Epoch 30/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.7190 - accuracy: 0.7015 - val_loss: 0.7616 - val_accuracy: 0.7472\n", - "Epoch 31/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.6847 - accuracy: 0.7142 - val_loss: 0.7574 - val_accuracy: 0.7306\n", - "Epoch 32/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.6616 - accuracy: 0.7259 - val_loss: 0.7798 - val_accuracy: 0.7611\n", - "Epoch 33/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.6408 - accuracy: 0.7315 - val_loss: 0.7569 - val_accuracy: 0.7694\n", - "Epoch 34/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.6119 - accuracy: 0.7466 - val_loss: 0.7555 - val_accuracy: 0.7250\n", - "Epoch 35/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.5958 - accuracy: 0.7599 - val_loss: 0.7444 - val_accuracy: 0.7583\n", - "Epoch 36/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.6137 - accuracy: 0.7574 - val_loss: 0.7507 - val_accuracy: 0.7694\n", - "Epoch 37/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.6052 - accuracy: 0.7568 - val_loss: 0.7730 - val_accuracy: 0.7417\n", - "Epoch 38/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5808 - accuracy: 0.7617 - val_loss: 0.8044 - val_accuracy: 0.7250\n", - "Epoch 39/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5888 - accuracy: 0.7571 - val_loss: 0.7726 - val_accuracy: 0.7250\n", - "Epoch 40/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5987 - accuracy: 0.7654 - val_loss: 0.7970 - val_accuracy: 0.7389\n", - "Epoch 41/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5622 - accuracy: 0.7728 - val_loss: 0.7898 - val_accuracy: 0.7111\n", - "Epoch 42/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5344 - accuracy: 0.7932 - val_loss: 0.7435 - val_accuracy: 0.7528\n", - "Epoch 43/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5375 - accuracy: 0.7821 - val_loss: 0.7860 - val_accuracy: 0.7194\n", - "Epoch 44/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5587 - accuracy: 0.7753 - val_loss: 0.8235 - val_accuracy: 0.7028\n", - "Epoch 45/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.5439 - accuracy: 0.7784 - val_loss: 0.7887 - val_accuracy: 0.7417\n", - "Epoch 46/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5346 - accuracy: 0.7812 - val_loss: 0.8001 - val_accuracy: 0.7417\n", - "Epoch 47/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.5043 - accuracy: 0.7969 - val_loss: 0.7989 - val_accuracy: 0.7556\n", - "Epoch 48/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.5239 - accuracy: 0.7864 - val_loss: 0.8511 - val_accuracy: 0.7611\n", - "Epoch 49/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5231 - accuracy: 0.7935 - val_loss: 0.8233 - val_accuracy: 0.7667\n", - "Epoch 50/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.4694 - accuracy: 0.8077 - val_loss: 0.8879 - val_accuracy: 0.7639\n", - "Epoch 51/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.4876 - accuracy: 0.8136 - val_loss: 0.9324 - val_accuracy: 0.7500\n", - "Epoch 52/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.4586 - accuracy: 0.8213 - val_loss: 0.9885 - val_accuracy: 0.7139\n", - "Epoch 53/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.4715 - accuracy: 0.8114 - val_loss: 0.9519 - val_accuracy: 0.7417\n", - "Epoch 54/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.4781 - accuracy: 0.8191 - val_loss: 0.9868 - val_accuracy: 0.7611\n", - "Epoch 55/75\n", - "17/17 [==============================] - 1s 65ms/step - loss: 0.4731 - accuracy: 0.8191 - val_loss: 1.0789 - val_accuracy: 0.7500\n", - "Epoch 56/75\n", - "17/17 [==============================] - 1s 58ms/step - loss: 0.4510 - accuracy: 0.8201 - val_loss: 1.0579 - val_accuracy: 0.7583\n", - "Epoch 57/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.4130 - accuracy: 0.8380 - val_loss: 1.0467 - val_accuracy: 0.7611\n", - "Epoch 58/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.4116 - accuracy: 0.8392 - val_loss: 0.9840 - val_accuracy: 0.7639\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 59/75\n", - "17/17 [==============================] - 1s 57ms/step - loss: 0.4162 - accuracy: 0.8367 - val_loss: 1.0121 - val_accuracy: 0.7528\n", - "Epoch 60/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.4305 - accuracy: 0.8392 - val_loss: 1.0064 - val_accuracy: 0.7333\n", - "Epoch 61/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.3832 - accuracy: 0.8565 - val_loss: 1.0628 - val_accuracy: 0.7472\n", - "Epoch 62/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.3958 - accuracy: 0.8485 - val_loss: 1.0323 - val_accuracy: 0.7861\n", - "Epoch 63/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.3941 - accuracy: 0.8531 - val_loss: 1.1242 - val_accuracy: 0.7333\n", - "Epoch 64/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.4723 - accuracy: 0.8198 - val_loss: 1.0082 - val_accuracy: 0.7889\n", - "Epoch 65/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.4431 - accuracy: 0.8336 - val_loss: 1.0725 - val_accuracy: 0.7556\n", - "Epoch 66/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.4488 - accuracy: 0.8290 - val_loss: 0.9164 - val_accuracy: 0.7611\n", - "Epoch 67/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.4291 - accuracy: 0.8373 - val_loss: 0.8820 - val_accuracy: 0.7556\n", - "Epoch 68/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.4044 - accuracy: 0.8398 - val_loss: 0.8966 - val_accuracy: 0.7944\n", - "Epoch 69/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.3997 - accuracy: 0.8414 - val_loss: 0.9748 - val_accuracy: 0.7694\n", - "Epoch 70/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.4141 - accuracy: 0.8519 - val_loss: 0.9850 - val_accuracy: 0.7778\n", - "Epoch 71/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.3622 - accuracy: 0.8617 - val_loss: 0.9476 - val_accuracy: 0.7611\n", - "Epoch 72/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.3787 - accuracy: 0.8583 - val_loss: 0.9709 - val_accuracy: 0.7750\n", - "Epoch 73/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.3517 - accuracy: 0.8571 - val_loss: 1.0615 - val_accuracy: 0.7528\n", - "Epoch 74/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.3367 - accuracy: 0.8691 - val_loss: 1.0545 - val_accuracy: 0.7583\n", - "Epoch 75/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.3393 - accuracy: 0.8738 - val_loss: 1.0280 - val_accuracy: 0.7611\n" - ] - } - ], - "source": [ - "history = model.fit(x_train, y_train,\n", - " epochs=75, validation_split=0.1,\n", - " shuffle=True, batch_size=200,\n", - " verbose=1)\n", - "\n", - "model.save('network_h5\\spectral_classifier_v2.h5')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 5) Auswertungen" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_accuracy(name, ylim=[0,1.01]):\n", - " plt.plot(history.history['accuracy'])\n", - " plt.plot(history.history['val_accuracy'])\n", - " plt.title('model accuracy')\n", - " plt.ylabel('accuracy')\n", - " plt.xlabel('epoch')\n", - " plt.ylim(ylim[0], ylim[1])\n", - " plt.legend(['training', 'validation'], loc='upper left')\n", - " plt.savefig(name)\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_loss(name, ylim=[-0.5,2]):\n", - " plt.plot(history.history['loss'])\n", - " plt.plot(history.history['val_loss'])\n", - " plt.title('model loss')\n", - " plt.ylabel('loss')\n", - " plt.xlabel('epoch')\n", - " plt.ylim(ylim[0],ylim[1])\n", - " plt.legend(['training', 'validation'], loc='upper left')\n", - " plt.savefig(name)\n", - " plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_accuracy(\"accuracy_graph_v2.png\")\n", - "plot_loss(\"loss_graph_v2.png\")" - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<tf.Tensor: shape=(4, 4), dtype=int32, numpy=\n", - "array([[65, 30, 9, 0],\n", - " [ 9, 70, 11, 3],\n", - " [ 4, 4, 79, 14],\n", - " [ 0, 3, 17, 82]])>" - ] - }, - "execution_count": 97, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "predictions = model.predict(x=x_test)\n", - "rounded_predictions = np.argmax(predictions, axis=-1)\n", - "\n", - "cm_labels = range(4)\n", - "cm = confusion_matrix(y_true=y_test, y_pred=rounded_predictions)\n", - "\n", - "tf.math.confusion_matrix(\n", - " labels=y_test, predictions=rounded_predictions, num_classes=4, weights=None, dtype=tf.dtypes.int32,\n", - " name=None)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Untersuchung der falsch klassifizierten Spektren" - ] - }, - { - "cell_type": "code", - "execution_count": 106, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "400 richtig\n", - "104 falsch\n", - "74.0% richtig klassifiziert\n" - ] - } - ], - "source": [ - "predictions = model.predict(x=x_test)\n", - "rounded_predictions = np.argmax(predictions, axis=-1)\n", - "\n", - "wrong_predictions = []\n", - "\n", - "for i in range(len(rounded_predictions)):\n", - " if rounded_predictions[i] != y_test[i]:\n", - " wrong_predictions.append(numbers_test[i]) \n", - "\n", - "wrong_predictions.sort()\n", - " \n", - "print(len(rounded_predictions), \"richtig\")\n", - "print(len(wrong_predictions), \"falsch\")\n", - "print(str(((len(rounded_predictions)-len(wrong_predictions))/len(rounded_predictions))*100) + \"% richtig klassifiziert\")" - ] - }, - { - "cell_type": "code", - "execution_count": 109, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[12, 21, 71, 82, 90, 91, 101, 103, 106, 120, 161, 187, 202, 222, 238, 265, 386, 440, 453, 455, 508, 515, 517, 561, 576, 588, 681, 691, 717, 730, 800, 846, 881, 903, 905, 911, 943, 966, 971, 1024, 1066, 1164, 1177, 1248, 1258, 1312, 1317, 1399, 1459, 1509, 1562, 1603, 1715, 1793, 1796, 1805, 1843, 1850, 1925, 1943, 1953, 1984, 2013, 2027, 2061, 2143, 2153, 2216, 2266, 2276, 2429, 2461, 2474, 2486, 2507, 2629, 2646, 2676, 2781, 2819, 2841, 2902, 2949, 2991, 3044, 3065, 3178, 3204, 3383, 3406, 3561, 3640, 3659, 3660, 3681, 3705, 3708, 3721, 3722, 3850, 3876, 3879, 3996, 3999]\n" - ] - } - ], - "source": [ - "print(wrong_predictions)" - ] - }, - { - "cell_type": "code", - "execution_count": 110, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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Y7c17yupr0iBlcQ4O52UReBxO8pfbROQAMBGYEJwnwDCM5FFZFTQDCDNupePi/YQFG5m3bhfzXpvnVwDbSssZ9MBHteq9v2BjrfPqao1ogTwYrx/VgaAgbtWq/rZrtycmuUs0NGgCUtXpqnqvqp4KXA6sAX4pInNFZJyIXB53KY2UwjxHUo/gGUC4N9fcRgyIyWL+up3+4xVbSgHYsKvum3XwQFzRyDyZHwQolHlrd3LGo1PYd6Duukl50Ea8+et28ekyJ3J+ZQrn6ozIkVtVt6nqK6r6Q1UdCDwJ9A7XRkQOFZFPRORrEVkoIre45feKyLeuIpkrIudE3QsjoVgs+dSjMlgBhPlq8nLT+3sb8cgUrpmwl2c/W9lg3eCZUWO48MlpLNtcytw1OwH4ePEm/yJtuDE++LtJJSLZCHaLiLQRh3+KyGygo6o+2EDTSuCXqnoUcBJws4j0c689pqoD3Z/3o+uCkSwiHUbMfTR+eHUzBGjZtMbye+3QHnGQJvaEGkTfnNPwzud4hFcWEcoqqrjuuVn88NkZAFSF+eOuzgQFAFynqruBM4HOwLXAQw01UtUNqjrbPd4DfA0cEoWshmHUQ2V1NUd2ae0/DzfkBA6KrfObxEyG12atZVeEQekA1m7fx/qd+ymrqD+eUbBpxysNRd+MhhypUUirt+3lxemreSxol28gsUrysmtf5J9tQ0SyE9j3wncO8C9VnScR2gBEpAdOgvgvgaHAT0Xkh8AsnFnCjhBtRgOjAQoKCiguLo7kkX5KS0ujbpuuxKvPa9c5097l33xDceXqBmrXUDylOO4LkNn6PW/aXMa+spphv6qqut7PYdOWGtv5ypWrKC5eX++9Hysp47jOuRQdWldRVFUr10/cx4W9mjCoIJe7Py/j9tfn89yolhHJf80Ex9XyyZEt/GX/eHMya/dUM6K789znPt8b0T19fPrZ53RoHtuQJfPnzWXbcueeew9U8dv/LQhbf+aSNTF57lsfTaV7m9yY3MtHJAqgREQmAj2BO0SkNREkhhGRVsB/gVtVdbeIPAXcj/Oycj/wCHBdcDtVHQuMBSgsLNSioqIIRK6huLiYaNumK/Hq8ye7FsCa1fTufQRFQz3ECJzwHgCnnVYU9wXIbP2e2x3Uguq9B1izx0kmLiL1fg7jVsyALVsAOLR7d4qKjqz33tdMeI95W6q4/fLhKPhdG8Hxe4c5vLW8gmOO6g0sAoj883f/Pk4ZegpMdsIjPPilo6R+eVkRnyzeDMyN7J4ugwafSI+OkSmkULIF8uCXZcy750y/rA2xcFtsZgBDh5xIr06tYnIvH172AeSpaiVwPTAQWKGq+0SkA44ZqEFEpAnO4P+yqr4BoKqbAq7/A3g3cvENI7PZd6CSFk0bfk+rqtZayjWcCSgw+Fg423UgA+79ENXa/vmBZpn7311U8+wI9nuMn1HzdhwqN8Gzn63k8cnLPN0rFPHywIk0/0IsiEf0XS93nC4i/8Mxw2xX1Z3g9wia31Bj10z0LPC1qj4aUN41oNrFQPh5lJEy1ISCSG9vklTnw4Ub6Xf3h7VcIOujqlrJC1AA4RK9BHrGhFqg/OCrDVz+TO0wCr7blVVU+ePV1De4PvHxNw3KC85axJg3vvKfh3Lr/G/JOk/3qo8DlfFZgH0qip29jSUe+TcafLVQ1UIROQw4G/iLiBwCfIazO3iKqjYUrGIocBXwlYjMdcvuBL4nIgNxxpNVwI+j6YCRPGz8jy9TljpmmvnrdnFMt3Zh61YGzwDCjHuBvvGhHFRufHm2cy3Exeufn8m0b7Yx5fYivvp2V8j7PzJpKT8bGdY7HIB359dee5ixsm68nW93ettE1bVtfkgF8q9pKxlwSFu6tM2na9t8urTJp0OrZo02RVbEaGE3Eprlxdb+Dx7XAFR1NfA08LRrzjkVZ3fwAyKyRVXrzW6sqp8R2mPQ3D7TlMaEgojceTR7ieRznrFyey0vIHA2J23fe4CubZvXKq+sUor6dqJk9Q7KKqq46eUSbjujD0d0bs2EgI1PR9xV91902jfOIH3an4q9CxdEWUUVny3bSrCDTmPe1Uce1ZmXptddbP3f3G95LWgWkZcjFLTJp6BNM7q2bU4XVzH4lUTbfDq3zg/7xl2f8osn8TABRbIIDICqVojIHGCrqv7anREYWYRvJ7AN5TW8O389uSKcfXRXVm3dS9Gfi3nu2sEU9e3ciLu6n3MDH7QvP0NwXJ+HP1jMv6at4qFLjuaON75i0i+G0bugNZXVSl5ODrk5wpw1O1m0YTebdpfz3xtP5icvlfjbx8t9/b53FvLKjLWcckTHoH5Efq8fDjmMF75YXaftj087nIHd2nFW/y5s33eAjbvK2LCrjI27y9i4az8bdpWxaXcZX2/czSdLNrPvQF0X1I6tmtX73GTEUEqqAhCRYuACt81cYIuITFHV22IulWGkGT/9txMIbNXD51Ky2vFmfmvu+kYpAP+O6wZU7WtLQy9Ivv/VBgCece3V89btchRAVTVNcoUcEb9yKVm9gzH/bXBJzzMVVdUhM8ZVVyuvzHASoH/2zdY6bSKlW3tndqPAecd05d35G7huaE/uOPsof52OrZrRsVUzBhzSNuQ9VJU95ZU1SmLXfjbuKmfdjn11Zg8N0bNjS1Zujc5ltSHiseYWiUpp624EuwRnH8Ag4PSYS2SkPP58spG2i7kkjWPppj30GPMeX0YR6z2QwGxPI/5c7D/2slPVC5XV1aiqPwbOi1+soseY9/j5K3N4bNJS3l8ZWgFs2u0sz61ywyuv2b6P37//NQeqqsnLzSFHpNYO4vEz18ZEXoDed33AL/4z13+uqoydupyF63fX2+a/syNf8PV5SKnCE98/nlUPn8vd5/droFVtRIQ2+U3oU9Ca0/p04ruDu3PL6b154OIBEcvz/LUnRNwmmUSiAPJcz53LMZdNg/QP7fCZG6zr3fkbmLhwI1XVyrJN4af2q7ft5eK/T+OjRX4vZh6dWLMLdMXWvVHthg2Fb0C++62FvDprLSMemcL0Fdv47VsLAXh73nr+GuAieUi75iHv4+PxycsYO3UFq7fto0mOkCPUip8fa3wKcPifiznu/kn8/v3FnP/EZ/XWX7qpNOz9juhc4wN/3uFNeOvmof6NhfFIbh9JnmWAj247je4dWrDkgVERtbuxqBcvXJccxRFJD3+HkxXsG1WdKSKHA9E76Bppi+9fLZyrYTrx4vTVjH6xhF53vs8Zj01l3tqd7C2v5Nj7JjJl6RYqq6r5at0uNu8p47Q/FTNnzU5ueGEW4PjpP/f5qlr3i2br/6uz1nLD8zPrvf67dxw/+3CJSQYc0oYfn3a4p+flN80lN0dYHWXyFa/s2HuAlVv3sjMGYQw6t66xyfdpn8Oxh7Zj1IAuHNG5FaOHeet3JEQaRtqnoEJ56wzv24mnrxwUst3hHVvWWQ9JFJ7XAFT1NeC1gPMVwKXxEMpIbfwmoDQc/9du38eVz37JKz86idLy0OkQL3xymv/46nEz6NGhBau27aN5k7r/2KFi1AQqxu+NnU7zprmMu2Yw4CiM9TvLar3NAvz69Rr7+7JNe+rkod0bYpEymNvPOpIjOrfiqC5tuDXA/BKKTbvKEpIX4Lj7J8XsXqEWQQ9q2ZSPbjstZs+INUOP6MBTVw6iZdM8qqqViwYezNUn9+Div3/urxO4FpNoIlkEfjxE8S5glqq+FTuRjHQh4jUADw0e/mAxz0xdzsqH6vUsbhQvfLGK1dv2cf7fPmPb3gOe2vhs6KHMJaH69KcPl/iPv3DXF3y7Y3/8YgmfLtvKit+fQ06OsGt/Ba/NqrG9H6is5saXZ/PN5vDmkFA0b+ooKC8+7n27tGby4uiSnSeC/CY5dbJh3X1+fz5ZUpwcgaLk5RtO8h/n5gh/ueI4AO67oD/3vO2Y8pK5nyYSE1A+TiiIZe7PMcBBwPUi8peYS2akMM6oFw+769NTlsd1ZuF76/U6+Idj7NTlnjcqjZu2ihtfKvEnCfGFYLjnrQU88N7X/npH3T0hqsEfoIkb59+LAris8NCI7n2Lh41dsSQvJ4fbzujjP593z5n07NiSU3sn1lRy5Und/cc/HX5EyDoNrb2E4uqTe9Q6b8jD55BW8dESkSiAI4ARqvo3Vf0bjgfQUThhHM6Mh3BGapJME1B1tbI3yHRzoLKat+Z+61dIr5es87s++lBVpi7dEtI1MVp+//5izvtb/Yuagdz/7qJa2aWKl2zhw4Ub2Rm0YBxJXP9gmrp96xu0ISwULZpGtqt0+JENu7O++uMhEd0zFIWHtQfg0uMP4ecBSqdt89iFrY6EBy462n/sG6NPP6r2ZzHh1lP54o4RcZWjV7vY7wKGyDaCHQK0xDH74B4frKpVItJQOAgjA4k0NWRjUkl+uHAjXdrk8+acb3nu81UseWCUf7Htr5OX8uQny2neJJemwK9ec9JV//i0XhQv2czUpVsZN83JHhW4kJhMfuQuIg/v2ylm9/Qpt16dWvGbc4+qNbMIJj/EekZ9zPntGazcVtu3/a5zjmLRht3cenpvrntuJht2lXFCz4OiEzyAJrk5zL/3zFpJa1KNXp1a8dHXNeaz1vlNGpVXob4Xqb//4HhucsNy9G4X+01gEJkC+CMw190QJsAw4Pci0hL4KFxDI7Pw/cEmMtHRj190dqi2dsMRl1dW+xXA/+Y4MWVGv1jCA0NrpuMPf7CYp4NmApv3ZO67SuDs5oZTD+eCYw9m8uLN3BEQcM1HfhPvA0r7lk1p0SyXor6daJqbw8RFm7jihEP9g96kX8RuEfahS46mTcBg+vSVx9O+RdOY3b8x+IwwjUkyHwnnHN2Vhfedxc79FSydU7/3V2PwpABEJAcnk9fJwAk4n8WdquqL5nR7XKQzUoYZK7dz3XMz+fTXw/1v8sn0Agp8dqAd/pXFNQN88OCfinjZ3Xlkl9Z1Qg/869rBXPuv2m6jTYJy/XZuk8/3TujOyb060K55U56ashwROK1PJ5rl5XLP+f24751FtG6Wx9RfDw/rsdMsL5fnrj0BVaW8srrWDCKSAfHU3h396yCHd2zJioBds13b5teJ3T9qQNda5z4ll8y89oGPLmgT3xlly2Z5tGyWx7I4rRR7DQZXLSKPqOoQwDx+spBnpiyntLySmau2+8saY9LxyvItpYyrJ/n37DU7uCTAnS4W/HpUX/44YUnDFUPw6OXHctur8yJq87EHT5wHLz6anh1bcnzAAN2va5s69epTJod1cAbVMWfXTvzyvRO6c987i7h88KG0b+ntLVtEIjIfBfP8tScwcdFGfvLSbHoXtPIrgE9/PZw2Huz8D19yNE9PWUG/VpsarBtzAj7fcdcU0rJpHkd2qfs9pBORmIAmisilwBsaD/cPIy0QkagXgcPV/8fUFYwa0MV/XumGK/jRC7NYsSXA/hwwxj03bVVd+RoZom7goe2ialfym9Pp0KpZLQVwQo+DmBGgMKMhMAGLj6tOOoxOYQKVeSW/SW699vZ7zu/H1tJybjglug1Wx3Vvx5w1O+uU5wSFrD68U0tWbNnLoQe1qFM3FJ3b5HP3+f0oLk68C6tPchEYcWRBwp8fDyJRALfhLPxWich+nM9DVTW9VaDhCV8S7Lxa/8CxeQ/YtLuMB9//mlcD/OGvfW4mL15/Yu3BP4CHP1jM2/Pq5rJdsK1xoQ26tfM2EAXTIWhAvrGoF6u3NS4o2Ns/HVrrfFT/Lny4aCP3X1Q7Rs1NA5vxLR2iekabEIuXoZROpOSGNVnUXPvvT05m7Y747kaONV420LVsmutp8x4kN0ZWJDuBG/YtMzIWX/anvFwJCAURm3vvd/9RVgUMmJ8u2xrShu/LZvVKQCrBWNK9Q2gF8MxVg9i0u4y731rID07szsHtmtfa8BXM/406khsDQitHwm/OPYprh/as48//9FWhQwmc0CWPoqLjonpWvAgeI79beCgXHVc3cnz7lk09m59SBS9zzGljRjSoAC4b1I3XStYlzcUVItsJLMAPgJ6qer+IHAp0VdUZDbQ7FHgB6IKTRH6sqv5VRA4C/gP0wMkIdrmq7oiqF0bc8Q28uTnRm4Dqo8iNoFlRVfuGD3+wuE7deAYve/mGE0OWF7Rpxln9u/gzZF1eeCh5ORJSAbxw3Qls2OUsSg/v27mW739DvHnTyazYspdLB3XzVN8Jc9wU59+q8Txy2bGs2+FtY1tD9OrUipmrnH/nIYd34OFLj66zRpFuduSajXYNe1C1a9GUhiaTD158NKf07lhnX0EiicQE9Hecv7QRwP1AKfAkMLiBdpXAL1V1toi0BkpEZBJwDTBZVR8WkTHAGOD/IpTfSBChBv1YLAJvSRG3zI9uG8YRnUNPcvPcf/icHOGHQ3qEvc+wPjV+/ZcVduOs/l049ncTPclwXPf2HNe9vTeBgS/vHImq8tmnUz23CYdXxROOCbeeyoadZQzp1YGubZtTsmYHz15dWGvwT9dUoted0pOtpQf40bCeMblf07wcLhyY3HxakewuOFFVbwbKANy39Qbnbqq6QVVnu8d7cNxJDwEuBJ53qz0PXBSBLEaC8Q32VdXqP47WBBSY+GPwg6mxhaRFmI1H9b3wnX/swWHvKSK0bVF7et//4LpLZhcNPDgqu3tujpAXw53NseDILm0YfmRn8pvkcsvpvXnhuhNiuvs6GVwx2Amb0aJpHvde0D/s30q6Eck3UyEiubgzNxHpRIRzTxHpARwHfAkUqOoGcJQEkLx5kOGZfQcqa2YBUdiAJi3aRO+7PmDh+sTnVA1HXhjH8voWNHu7ET3b5HsbEHp0aMF7Pz+VVQ+fy7IHz/aXJyIqpxE9v7/4aBbfH1mM/3QhElX2OPAm0FlEHgS+A/zGa2MRaQX8F7hVVXd7TW8mIqOB0QAFBQUUFxdHIHINpaWlUbdNV2LZ57VbHE+NW16ZzXGdHT/wlatXU1y8wfM9pkydyitfO0HYXv1oBsO6Je5NqmUT2BsQdufxEY6B9vYp+yivgunTv6BN09p/k8d1zmXO5irKy/aH/Bz7iXLTwGYMLsgN+zl3ai5s2a9c3ac6ZL2T22xv1PeUbn/bCzY5sZy2bt1q/89hCOxfvPobiRfQyyJSAozEWQi/SFXrDzYSgIg0wRn8X1bVN9ziTSLSVVU3uJnGQjr2qupYYCxAYWGhFhUVeRW5FsXFxUTbNl2JZZ93fPQBoJRXQafOBbBhPd27d6eo6MgG2zLhPQCGnTqMqbsXwbo19O7Th4eCEqnEk/svrr1J64IzhwMwfvV0Pl++jTOHD6vZ4OTK27lTR9i8idatWlJUFDrcgZecqO8NKmPOmp2c1b9LrfKHWqzhjxMWc8lZwxsVXiDd/rYPLNwIc0ro0KEjRUWFUd0j3frsiQnvcc3JPfwJhgL7F6/+RvQKpqqLgbquGWFwvYeeBb5W1UcDLr0NXA087P62HcYpTGCWK1/Ck2i8gHwTv9/8b0EsxPLM0HoyLj35/eNZtW1vyN2tPjfMxppoOrfOrzP4g7MT93sndA/RIrM52A2ffHQ9SdqzFd86UHCGuXiSiDn4UOAq4CsRmeuW3Ykz8L8qItcDa4DLEiCLEQN8G8CiWQNu7E5dr3x46zDat2zCCQ9OBmpCJQcTzg/dN/B7ia9veGfAIW157+enpH0YhUwg7gpAVT+j/r0TI+P9/Gxj1/6KsBtLDlRWU1FVTctm0X/1vqTnkeYEPuruCVw95LConxuOD28dRllFlT+dY3BM/GYB0S87eNx45FsYDrdAbERH/4Pt7T8VSG//LKMWXyzfxrH3TeSTgABjJau3U7K6Jh7NRU9Oo/89HzbqOdO+cdIcBk8BPl22hZ37DoQNERGvzT99u7T2u5cG5o79fMwIxl1TSIumeX7lU99u32B8dvlEhf81jETToAIQke0i8k8RGSleXXeMuFFVrfxt8jL2lFXUuTZ7jbPzMjAA2aVPfcGlT33hP1+0YXfMZPEN5rv2V/Dtzv1c9ewMBv5uEj3veJ8/1xMmYWtpbDZ+3X5WX6bePrxW2SHtHdvynecc5S87uF1zf+Cuc49x/Pa9vtH73D/Dx7UxjPTFix1gCzAX+B3wgoi8DryiqvHJUGCEZeLCjTwyaSnrd+3noUuOCVkn1rFayytDh1/whUY49r66O12f+OQbundoweVBuWff/8p7aIRwNM3NoXuHFow4sjPd3IG/a9vmPHN6C86sx8x06EFOvTP6eYvk6LP92xqAkWiuCcoZHC+8KIC9qvoE8ISIdAeuAP4uIu2A8ap6ZzwFNGpzwDVz7C2vOyhH8qK6Y+8B2rdsSnW1cvid79OpdTNm3lXj1FheWcXs1TsZ0qsDfX8zIeQ9pizdwgt3fVDvM16avrqOAogVvr6Ou6Z2JJJmeVJvXPyubZsz/94z/VnFGsIUgJEMYhGN1Ste1gD8f/2qukZV/6iqxwNnA6kRyMWImG17y9lbXunPArVlTzlvzf3Wf330CyV87x/Tmb9uZ733WLa51K+QQjF/3S4OVMYmUFkw0Q7KbfKbeMrCFfgMUwBGpuJFAXwSqlBVl6jqfTGWx/BINFaejxfXZFHKzclh8cY9fo8egFvGz2XLnnIqq6qZsnQLAA+GSSzuhecb4dN88/Be9V5LxKDscwO1UA1GptKgAlDV2xIhiNF4fLb/mSGyUJWWV3Ldc7P857kiIb11Bj/4Efe8vdB//uXKxmW02ucxKUYogsPu3n1eP/9xnoeQvI0l19xAjQynUf9FInJ3rAQxIiNw8D790Slc9eyXrHTzq5as3kFVtfLtnhrzy5OffFPnHvXlvg2VaStaHvtoaUT1v39izc7Y4HG3Z0DC8EuOj38Y3VxzAzUynMa+Rt0QEykMz/js1+/O38Da7U6Atm82l/Lpsq28XrLOX++vHy2lPCBe8/6gN/Fhf/qk3ny1yTR5FLTOr1eOwPwDjUlM7hX/GoCZgIwMpUF3CBGpz3FcgOaxFceIhN+9u8gfkjiYacu3cW5AuPpI8tMGrgskGkV57SdDmL9uF/sPVNa61iwv/oN+ID7TT26uKQAjM/HiD7cTGKyqm4IviMjautWNeDI+IBeuKvy9uG7eXICyiqpa8TdSeQ/fvef3Y9GG3bw6ax2qMLjHQQzucZDfbPXDIYfRu3MrTu7VgZdvOJHV2xKTRFxsI5iR4XhRAC8AhwF1FADw79iKYzTE58u3+Y/DhVxYuH43CwNM+ZWxyuAeB64Z2pPHJjlrBYFS+kxAzZvkcpWbinHoER0ZekRi5PKZ/m0JwMhUvHgB/aa+xO+qajl8E0RFVTWvzqw94YpkSK8M46+fChzTzQkOFhgieNQAJ4RysvKm+hRQKs+eDKMxRBUSUkTuVdV7YyyLEYZ/frqSP0yonYrhs2VbPbcPnDmkIiOPKmDamBEc0q5mWalnx5YJ3RXpo6BNMzbtLvcvAtv4b2Qq0XoBXRBTKYwG2RYiiFq4XbipzOlHhY7FEzj4J5P/3TyUf/6w0D/wJyqHgWEkmmgVQNr9R3y4qoJvNu9JthgG8M+ro0sDmCi6tm3O6f0KAkxASRbIMOJEtApgUEyliDOqyiuLD3DhE9OSLUpU/G/Ot0l1zfSx/PfnNPoerdxAbGPO9pBLOMnk+GcAhpGZeFoDEJGzgIuAQ3DWHteLyFuqGjpMZO2244DzgM2qOsAtuxf4EU6oaYA7VfX9iKX3iM8BZl9F9GEJ4klZRRXLt5SGzJK0fEspt/5nbuKFCkEs4u/4krX48sLWl6oxFbAZgJHpeEkI8xfgFmAK8EfgT+7xz0Xkrx6e8RwwKkT5Y6o60P2J2+AP4d0lU4HbX5/PuY9/xva9B+pcW7XV+wauePLzkb3rvfb0lcd7vk+V+134xlSvsfmTgV8B2BzAyFC8vH6do6rnqOp4Vf3M/RkPnAs0aBNQ1alA4yKKNZLUHv6hxA3JsC9o5yvA//13fqLFCcltZ/QJWf7mTSczakBXz/fx5QfwDa6awt/O2h3OhrN358cuNpJhpBJeTEBlInJCiL0Ag4GyRjz7pyLyQ2AW8EtV3RGqkoiMBkYDFBQUUFxcHPGDKnw2ICWq9vGmrNzx8Jk+fTrVCp1b1Ojl/eV1ZwWNoV+HHBZti9x7qL7PbdeKeRSvCN3m/qHN+e20/f7zy/s04aTmGyku3sSijY6y27x5S0y/k9LS0pjdb9oiR/a9B6pS8u/GRyz7nC5kW5/j1V8vCuAa4CkRaQ34oo0dCux2r0XDU8D9OC/n9wOPANeFqqiqY4GxAIWFhVpUVBTxw8oqqmDiBBCIpn08qayqZvsEJ6vWosoujJu2kvd+fgr9D27Lii2l7J0wJabPe/2WM9i5r4KTH/7YX7b89+cw+oVZTA5IJh+M/3Ob8B5Q4yvvKz9v/Ww6tW7Gwm93+4PMXTbqNH47rWaZqF/f3owY2hOAtmt28OTczxl2TC+Kiuo3L0VKcXFxzL7jp5d+ATucvqTa300gsexzupBtfY5XfxtUAKo6GzhRRLrgLAILsE5Vo07uGhhXSET+Abwb7b3SnUcn1YRLHjdtJQBrtu2j/8FtGfFIbAd/cEwvLZo6QdVEYOVDzkarZ64axKVPfc68dbsavMfZA7pw7wX9WbKxxq32ie876wBlFVUc+Vtn0A9eNA4Mq3xc9/a8/dOhIRe+UwVLBGNkOp5dMFR1o6qWqOos3+AvIlH58olIoNH4YmBBNPfxSnUKLQKv2bbPmZG4LNpQN9iqAnvL664HxIIcEdq1aMoT3z+OWQE5gPNyczizf5dadf99w4l12i994Gye/P7xFLTJZ1ifTnWu5zfJ5YGLBtAsL6dOELXg4fSYbu1SOt1iCv3ZGEZcaKwP3sSGKojIK8AXQF8RWSci1wN/FJGvRGQ+MBz4RSPlCIvvHznZQ011tTLsT59w08uzw9ZThSEPTY6LDE1dN8zzjjmYDq2a1bp242m1UzCefETHkO0bSpBy5UmHseSBs+vWS7M36h4BCWgMIxPxkg/g8fouAe0aaq+q3wtR/GxD7WJJqrzI+eT4ZEmNrb14yZY69W7+d3gFEYrmTXLZ784sROq+vZ7Q4yCuGnJY2HvEO/NVeg3/NSkof3veUUmWxDDig5cZwLU4JpqSoJ9ZQGxdVOJEMvYBfLtzPxMW1F4miaccX98/iquHHMbrPxkScqB99SdDOP/Yg0NcCc3gHu1jJ5xLmk0AaN40l4cuOZoWTaOKmWgYKY+Xv+yZwAJV/Tz4grujN+XxeYHGOqzv9r0HEKB9y6Z1rl34xDS2lpbz7NWFDO55EPvKq2jT3Pm4Y60H+hQ4WcHuu3AA4PZTlR/2a8oZQwayeIP3GEi/OrMPf564lKMPaQc4m7zat6jbv2iwDVWGkVp4UQDfoR5/f1XtGVtx4kScXryPv38SQMiQxVvd6J3XPz/LXzbosJq36l37KmjboklM5Hj3Z6fWOj+zXwEfLNhI0aF5nNq7E6f2rrtYWx8D3Hj8/Q5uAxDRJq+GSLcZgGFkOl4SwmxX1cTk4IsTqbLbtGR1zV63n7xUwjebSxt9z9vO6ONf2PXxlysG8vmYEVG5MRb17czEXwzj0uNjn4QlhR1+DCMr8RIL6B0ROV9E6ryuisjhIvI7EQm5iStVqI6zF9CEBRv5fLmTnKW6WqnykH7xixXbOP3Rxvv554VIWN4sL9cfbC0a+hS0jksWLDMBGUZq4cUE9CPgNuAvIrIdJ4JnPtADWA48oapvxU3CGBDvReCfvFQCOKagkY9OYcOu/Q20iB1pNaimkaiGkQ14MQFtVNVfq2ov4DKc0A23AQNU9YxUH/whsW6gK7fupawifpm6WjTN5fpTepLfxPnqrhh8aNyeFQueuaomdYSN/4aRWkTk36aqq4BVcZEkjvh2AsfKqnHzv2czd83O2NwsQhb9zomsfVNRL3bsqwjpgZRKnBWwu9hCKxhGapEdDs4xmgJs2LWfIQ99XO/1f3+5JjYP8kCHVs3q7ORNdWz8N4zUInXTMcWQWJmAZqwMn9bgzje/itGTMhNTAIaRWnhWACLSOURZ39iKEx8yJajXl3eOTLYIjSKtFqwNIwuIxAT0qYj8VlVfBRCRXwLXA/3iIlkM8a8BNHIAiodrZEP8Z/RJlJZXMvKo1E2d6BWbARhGahGJAigCxorIZUAB8DVwQjyEijXpPAE48fAOyRbBMIwMJZJ8ABuACcAQnD0AL6hq47eyJoBqDxuzvGAvsI3DvIAMI7XwPAMQkUnABmAA0A0YJyJTVfVX8RIuVrw0fTUAB6ri559vNIyN/4aRWkTiBfSkqv5QVXeq6gLgZKDh/IEpwPItsZmovDNvfUzuE45RAX7z7/7slLg/L5HYIrBhpBaRmID+F3Reqar3N9RORMaJyGYRWRBQdpCITBKRZe7v2AefjyH7D1RRXa1MXLSp4cqN5K5za5KP+CJzZgo2AzCM1CISN9A9IrLb/SkTkSoR8TIDeA4YFVQ2Bpisqr2Bye55SrK3vJKj7p7AHz9ckpDnxTsrVzLJ3J4ZRnoSyQygtaq2cX/ygUuBJz20mwoE76C6EHjePX4euMirHPFi2aY99BjzHos31k7SXuomZ//PzPjv8v33j06sk0g9k8jgrhlGWhL1TmDXJDQiyuYFrleRz7uoziazeDF9xTY+XLixTvn7Xzll783fAMDzn6+i5x3v+a9XVMXfmfTkXh3JzeAZgM0BDCO1iMQL6JKA0xygkAS42IvIaGA0QEFBAcXFxRHfY+vWmoRmV4yd7j9+blRL//GqVU5649WrV1NcvIF7JuwF4LNpTibMsorKiJ8bKcXFxew54Nu0RlR9DaS0tLTR94glCxcuIH/r4rg+I9X6nAisz5lPvPobyUaw8wOOK3Gigl4Y5XM3iUhXVd0gIl2BzfVVVNWxwFiAwsJCLSoqivhhL62eCVvqPuLB2cKk204DYF7lMvhmKT0OO4yior4wwXn779n/OJjyOZVx9iCdfsdIurTNZ9e+Cvh4Ijk5QjR9DaS4uLjR94gJ7md5zNFHU9QvvjuaU6bPCcT6nPnEq7+eFYCqXhvD574NXA087P5OSk6BZQEpGX1pIx//+Bt+cUYff/mvX5+fEFm6tM0HIMc1ymW0JcgwjJSgQQUgIn8jjKlHVX/eQPtXcMJIdBSRdcA9OAP/qyJyPbAGJ9FM3AjOmRvI3vJKWjar/TEE2vvLK6viItMRnVuFzAnsWwNIRtwhwzCyCy+LwLOAkjA/YVHV76lqV1VtoqrdVPVZVd2mqiNVtbf7O3yc5UZyuhtI7fBOLetcO+a+iQDs3FcRsu2mXeUN3v/F672HRDrliI4A/OW7A0Ne922WysQZQAZ2yTDSGi8moNNV9SoRuUVV/xp3ieKA72W6TX6dvPb+BO7Pfb7KX1YdED/aS/iI7ge1qFM2fvRJtRacfRT17cRLN5xY773ym+Tw3cJDuXxwtwafaxiG0Ri8zAAGichhwHUi0t7dxev/ibeAsaDaHcO9WlUu/vvnEd2/U+u6mbkG96j5aBbcdxZHdG4FwGl9OoW9l4jwh+8cw6DD0uKjNQwjjfGiAJ7GiQJ6JHXNP7PiJ1rs8L3P12fmCbbzf71hd8h6PgLNM13a5NOiad2JVGCdVs3yyHMLqgJmF3N+e0bY5xiGYcSTBk1Aqvo48LiIPKWqNyZAppjjM+ms3Lo35PUbX5rt+V7XnNyDHBHGTVsJwPR6snQFL+I+deUgxn22kt6dW/vL2rdsyu1n9fWboTIdW9c2jNQiEjfQtBz8AbSBnJAfL653G0Id2uTnsbus/k1hHVs1Y2tp3YXjnh1bcv9FA+qU3zz8CM/PNgzDiCVZkRQ+li/YuTk5XHzcIQA8EGJAf+dnQxl3TWHsHmgYhhEnItkJnLbEMin8BQMPpmfHlqx6+NyQ17u2bU7Xts0BZ8HXt/hrmAnIMFKNrFAA1THUAD071t1LADDzrtOpCHIZff66tEiZnDAsIYxhpBZZoQAaWgOIBaFcQQ3DMFIZWwOIgMwO1WwYRraRFQogVjMA3+KvYRhGJpAVCiBWM4AmuTYDaBT28RlGSpElCiA2GiAvJys+LsMwsoSsGNFitQacZzMAwzAyiOxQADHKXNkkNys+rrhh6tMwUousGNFitQYwdemW2NzIMAwjBcgSBRAbDbB4456Y3McwDCMVSOpGMBFZBewBqoBKVY1LEJ0E7AMzPGBpLg0jtUiFncDDVXVrPB/wpw+XxOQ+vUKklDQMw0hXssIE5JWbinqFvX7r6X0SJIlhGEb8SfYMQIGJIqLAM6o6NriCiIwGRgMUFBRQXFwcN2FOyN/I38NcX/z1IlrvWBq358ea0tLSuH5ekfLV/Hno+vj+yaVanxOB9TnziVd/k60AhqrqehHpDEwSkcWqOjWwgqsUxgIUFhZqUVFR5E+Z8J6nakVFRWHrHj2gP0UDukb+/CRRXFxMVJ9XrHE/02OOOZZhDeREbiwp0+cEYn3OfOLV36SagFR1vft7M/AmkDLxk889uu5Ab4vJjcPWgA0jtUiaAhCRliLS2ncMnAksiMezOtcTqvmglk3rbfPgxTXZvtq3aAIQo+1khmEYqUEyZwAFwGciMg+YAbynqhPi8aB3fnZKyPK+Ba3rlC194GxW/P4c2rWoUQ479lUA8PWG3fEQzzAMIykkTQGo6gpVPdb96a+qD8brWQVt8kOWP/rdY+uUNc3LIaeeuP8VVTYHMAwjc8gaN9Dv9q1t7jmmW1t/7l6vWD4YwzAyiaxRAKN61HZ4eu0nQwC4YvChnu/RtnmTmMqUbVhOYMNILbJGAQSHIWiWlwvAw5ce02Db8489GLCUkI3FvIAMI7XIGgXQGCwNQGzo17VNskUwDCOArFIA+U2c7j56ed3F33BYHoDY0D6M261hGIknq0Y2nw161IAunupf4Jp+8pvkxk0mwzCMZJFVCuCS4w8BQuf2HXlk5zplf7rsGL64YwRN85z6thPYMIxMItmxgBLK7y4cwJizj/QP6D5WPXxuyPrN8nLp2ra5+a4YhpGRZNUMIDdHaJ0fuSvn2W5coHgHMjMMw0gkWTUDiJZBh7Wvd5ZgGIaRrmTVDMAwDMOowWYARtx54vvHsWVPebLFMAwjCFMARtw575iDky2CYRghMBOQYRhGlmIKwDAMI0sxBWAYhpGlmAIwDMPIUpKqAERklIgsEZFvRGRMMmUxDMPINpKZFD4XeBI4G+gHfE9E+iVLHsMwjGwjmTOAE4Bv3NzAB4DxwIVJlMcwDCOrEE1SiEsR+Q4wSlVvcM+vAk5U1Z8G1RsNjAYoKCgYNH78+KieV1paSqtWrRondJphfc4OrM+ZT2P7O3z48BJVLQwuT+ZGsFBBNutoI1UdC4wFEJEtw4cPXx3l8zoCW6Nsm65Yn7MD63Pm09j+HhaqMJkKYB0QmJG9G7A+XANVjTocp4jMCqUBMxnrc3Zgfc584tXfZK4BzAR6i0hPEWkKXAG8nUR5DMMwsoqkzQBUtVJEfgp8COQC41R1YbLkMQzDyDaSGgxOVd8H3k/Q48Ym6DmphPU5O7A+Zz5x6W/SvIAMwzCM5GKhIAzDMLIUUwCGYRhZStorABHJFZE5IvKue36QiEwSkWXu7/YBde9w4w4tEZGzAsoHichX7rXHRSTUHoWUQERWubLOFZFZblmm97mdiLwuIotF5GsRGZLJfRaRvu736/vZLSK3ZniffyEiC0VkgYi8IiL5mdxfABG5xe3vQhG51S1LbJ9VNa1/gNuAfwPvuud/BMa4x2OAP7jH/YB5QDOgJ7AcyHWvzQCG4GxO+wA4O9n9CtPfVUDHoLJM7/PzwA3ucVOgXab3OaDvucBGnI08Gdln4BBgJdDcPX8VuCZT++vKOQBYALTAccb5COid6D6n9QxARLoB5wL/DCi+EGfAwP19UUD5eFUtV9WVwDfACSLSFWijql+o82m+ENAmXcjYPotIG2AY8CyAqh5Q1Z1kcJ+DGAksV9XVZHaf84DmIpKHMyiuJ7P7exQwXVX3qWolMAW4mAT3Oa0VAPAX4NdAdUBZgapuAHB/d3bLDwHWBtRb55Yd4h4Hl6cqCkwUkRJx4iRBZvf5cGAL8C/X1PdPEWlJZvc5kCuAV9zjjOyzqn4L/BlYA2wAdqnqRDK0vy4LgGEi0kFEWgDn4ERGSGif01YBiMh5wGZVLfHaJESZhilPVYaq6vE4YbRvFpFhYepmQp/zgOOBp1T1OGAvztS4PjKhzwCIs0P+AuC1hqqGKEubPrt27gtxTBsHAy1F5MpwTUKUpU1/AVT1a+APwCRgAo55pzJMk7j0OW0VADAUuEBEVuGEkh4hIi8Bm9xpEe7vzW79+mIPrXOPg8tTElVd7/7eDLyJE1Y7k/u8Dlinql+656/jKIRM7rOPs4HZqrrJPc/UPp8OrFTVLapaAbwBnEzm9hcAVX1WVY9X1WHAdmAZCe5z2ioAVb1DVbupag+cafLHqnolTjyhq91qVwNvucdvA1eISDMR6Ymz4DLDnWbtEZGT3NXzHwa0SSlEpKWItPYdA2fiTCUzts+quhFYKyJ93aKRwCIyuM8BfI8a8w9kbp/XACeJSAtXzpHA12RufwEQkc7u7+7AJTjfdWL7nOzV8Fj8AEXUeAF1ACbjaNPJwEEB9e7CWT1fQsBKOVCIM5AuB57A3SGdaj849vB57s9C4K5M77Mr60BgFjAf+B/QPgv63ALYBrQNKMvYPgP3AYtdWV/E8XbJ2P66sn6K8zIzDxiZjO/YQkEYhmFkKWlrAjIMwzAahykAwzCMLMUUgGEYRpZiCsAwDCNLMQVgGIaRpZgCMIw0Q0TOFZH5InJXsmUx0htTAIaRflyLs0t4eLIFMdIbUwCGEQYRKRaRwhjfs52I3BRwXiRuPot66r8uIocHFL2LEwJgbVC9jwLjxxtGQ5gCMIzE0w64qaFKACLSHyfu+4qA4lY4u0jbBlV/0et9DQNMARhpioj8WkR+7h4/JiIfu8cjReQlEXlKRGa52Zbuc6+dLSKvBtyjSETecY/PFJEvRGS2iLwmIq1CPDNkHXGytN3nln8lIke65Z3Eyeo0W0SeEZHVItIReBjoJU62rz+5t28lNVnPXnbjugD8gLqxXX4A3AgcF/TG/zZO/CDD8IQpACNdmQqc6h4X4gygTYBTcN6O71LVQuAY4DQROQYn9O5JbiA9gO8C/3EH5d8Ap6sTansWTqY5Px7qbHXLnwJ+5ZbdgxOk8HicyK3d3fIxOEleBqrq7W7ZccCtOJmfDseJdov72x/yXESOAJqp6kIcxfAd3zVV3QE0E5EOHj4/wzAFYKQtJcAgNzpqOfAFjiI4FUcBXC4is4E5QH+gnzqZlyYA54uTeepcnEH0JJyBd5qIzMWJwnhY0PMaqvNGgFw93ONTcEKVo6oTgB1h+jNDVdepajUwN+AeXXES4vj4ge+eONEjfxB0n804MfUNo0Hyki2AYUSDqla4uSCuBT7HiRQ6HOgF7Md5Cx+sqjtE5Dkg3236H+BmnPjrM1V1j2tumaSq4cwnDdUpd39XUfN/FUlC8vKA48B77A+QHeD7OAlTfLb+riJyqKr6FoTz3TaG0SA2AzDSmak4A/1UnLf+n+C8PbfByRy2S0QKcFwmfRTjJJT5EY4yAJgODHXNK7hx6fsEPctLnWA+Ay5365+JE8YaYA/Q2mMfvwZ8zzwRx9TUTVV7qJML4w+4dn9XkXUBVnm8t5HlmAIw0plPcUwkX6iTNasM+FRV5+GYfhYC44BpvgaqWoXjRnm2+xtV3QJcA7wiIvNxBvsjAx/kpU4I7gPOdE1RZ+Pku92jqttwTEkLAhaB6+M9nHwX4Jh73gy6/ibgS584CCfReLjUgobhx/IBGEacEJFmQJWqVorIEJy8xgMjvEdz4BOcXNBVDdT9K/C2qk6OVmYju7A1AMOIH92BV0UkBziAY3aKCFXdLyL3AIfgpE4MxwIb/I1IsBmAYRhGlmJrAIZhGFmKKQDDMIwsxRSAYRhGlmIKwDAMI0sxBWAYhpGl/D9DOOLV40SVlwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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MSWHpfV9dUbqXJDyiCRQP4YySXqGqs0SkC7A8Pskyptyeg4fZVmSd61JKktwJx1uyrBcRbxGPzFbV/wD/8Xm+EvhJPBJljK+Bj37B3oMlrH707EQnxVTCc4OttSVSuOJdskh0QIo4UIjIU0E27wZmq2qwSf2MiYm9B0sSnQQTIXErn2rJjbZXoi/k8RZN1VM9nCk8lrs/xwHNgV+KyBMxT5kxJuV4SxTpfd30intJIklKZtFMCngkcJo77xMi8hwwAWf212/jkDZjTIqpHU275eJRkpi1egfrdx7g/BPaebftKy6N+XmiEU2gaAfk4FQ34T4+QlVLRcRaGo0xXslyJ1xTYlmy+Nnz3wD4BQpwOnU0rlcnZueJRjSB4s/AfBEpxLlxGAz8UURygElxSJsxJsXUtqonj5pooyg6WJKwQBFRG4WIZOAsHnQy8IH7c4qqvqSq+1T1d3FLoTEmhaT/gLtkmhRQVXl+yg9s3H0grueJdFLAMuCvqrpRVT9U1Q/cRYaMMa7HJ37PgrW7Ep2MhKptJYq4Ty/uc/hgZ/px+34e/XQpo1+bE9d0RNPraYKI/EQSHUKNSVJPfr6ckc98lehkmARI1GXRc9rdBw7H9TzRBIrbcAbcFYvIHhHZKyJ74pQuY0wK8lwup36/lblrdiY0LfGSTIWlDDdSlJbFN1URBwpVbaSqGapaR1Ubu88bV/XEInKUiMz3+dkjIrcG7FMgIrt99rmvquczxsSf5866uLSMC5/9OsGpqTmJGnCXlel83iVlZfE9T6Q7ulVOPwc6q+rDItIBaKuqM6tyYlVdhjOADxHJBNYD7wfZdZqqnlOVcxhjalZtqJdOplHYmd4SRXzPE03V07PAScBl7vMi4JkYpWMo8IOq/hij4xlTo5Lp4pFItaEF0/OXXr1tn7exOV5tFJV9qzyvlyZLiQLor6p9RGQegKruFJHsGKXjEuCtEK+dJCILgA3A7aq6OEbnNCZmLE7ULt9v3suZj0+lX17zGjtnsJsRz6aS0vh+AaMJFIfdKiIFEJFWQLXDmBtszgPuCvLyXKCTqhaJyAic8RvdghxjNO6SrLm5uRQWFlY5PUVFRdV6fypKlTzHKo2xzm9hYaFfY2IyfpY19Tf+dov/BI6J/CxinecDB5yxCjNmzGTbAefSN3P1DgB2bN8R87wWFhayaV/5JXb69Om0rO9fCbTjoPP63kMl5I0Zx7VHK8ThM48mUDyF04bQWkQeAX4K3BODNAwH5qrq5sAX3BX1PI8/EZFnRaSlqm4L2O9F4EWA/Px8LSgoqHJiCgsLqc77U1HS53n8OICYpTFm+fVJ1+HSMpjwqfd5sqmpv3HJd5th7mzv80R+FrHOc/2Zk+HAfvr1O5G1Ow/AnFne15o1b0ZBQf/YnMjne7Vq2z6YVghAj+P6Uq9OBke2buTddcOuA1D4hff5d3vqcFccPvNoej39G7gD+BOwETjfXaOiui4lRLWTiLTxjNsQkX446d0eg3MaE1NW9eSI9GPYc/Aw//p6dUzadhau28WExZuqfZxIBUtyTYyjOOfvX3L636b6pyVgn3j1ko2mRIGqLgWWxurkItIAZ/bZa322Xeee63mcUsuvRaQEOABcotZqaJJQbZsEL5SyCP8973l/ER8t2MBRbRoxoEuLap3zvKedQY41urBVDf25K7vcBb4er2RF0+sp5lR1v6q2UNXdPtued4MEqvq0qvZS1eNVdYCq1p6O2SalpPvty5rt+7nng28rHdgV6X3cjn3FABSXxLlfZxzU1J863Gc5buFG8saM48ft+yN+T3UkNFAYY1LDjW/N5Y3pa1i0fnfY/SK9TnlKYFWtsdmy92DV3hgDsboWb917iKJDoVdvDHeesQudqfYC/x5pWaIwJl1EWuWSqjz5q+zCHmkduXf8QRWG6H20YAP9HvmcWW6Po1R14iOTOOvxqSFfPxSmtOX5OwR+3vH6GlYaKERkh4i8JCJDbUJAY4JL8zjhzV9GJZeASANm+UC16NMya5UTIL7bkJip5mLZHrV+l//04GU+V/7b3p0f8n2eABv4eSeyRLEVmA88BKwTkSdFZECc0mNMSkrzOBF5SSHC43mrnqqQlkTfrvqvRxHbY5f6HHzid5tDfp7eEkVZ8gSKfW6j8kCcKTzWA8+KyEoR+WOc0mVMSkn3zngaYdVTpJ+Dd7dqXGhr4jM/XFpGSQQTKakqj41fyrfrwrfhVH6c8sfhSmfeWWMDSxSJqnrC50+pqmtU9c+q2gdnoJytlW0M6V+i8Kis6inyxmxHVdooarJA0e33n3LmEwFjF7Ri9ZMqPFf4AyOf+ZJF63fzWYhxHQvW7uK7DXs4eLg06Ou+xw1XigvZRhH6LdUSSaCYHGyjqi5T1QdjnB5jUlKaFyiiaMyOLlKEO94zk1fQ/Z5PKztE3K3cui/gvOHPfM7fv+Ta14OvODfyma8Y8dQ0XvtmddDXI/34PB9bhXEUiSpRqOpt8Tm1MdFJ5uqdRKRt7pqdTF62pUbOFdhLSVWDjqkIdhd8qKSUSd/5z9ATro1iycY9bCs6xF8+WxZ0nEWi+9QE+1NH28B9OMQkfhEHCkm+xuyQbCEhE0sfzFvPwnW7Qr4e50W8qiURMezCZ79m1D9nVb5jDHiyl+Feox8eu4Sud38S5I624gfx5/HLuOa12cxctcNnP+f3Y+MrTvQw/MlpnBmk2+i6nfs56/GpbN17yO8YNSWWvZ1C3VgEq9IK9l5PqEya7rGVuCYmqTAGuPWd+d7pGIJJ6hJFohMQZ4FVT69+vQqouARnsD+RZ/Twrv3F5fu5v+eu2RW0vt4zcttj94HDvDRtFcs272XctxurkoVq8+TtcGkZV786O+hr1RXJzVCZ+pQoaqjXU6VzPYVZF1uA+rFNjjGhJXeJIokTFwuedQ/KlLwx47ybS8qUrMzy3SIfR1G+3879xbRtEv5ScvyDEypsm7xsCw+N/S6i88WCJ8m+bRaC89HEasBlJN+jMlVvwA4clJfIEsUuoJu7TrbvTyOcWWSNqRHJPPo5eVMWG5787S/2v/uvah2573479x2uUpqmLd9WYduSjXviErR9j/ltkGlMoj3lmh37g24PPMz+4opTfJT5VD29+vVq/9eiS0bEIgkUrwGdQrz2ZgzTYkzKSuIYFhOeC2V2pv8lY/nmIn7YWgQ41VD3fbgowuOVP/7Va7ND70jkpbWvf9jG8Cen8cpXq1m5tYgNRbG7bP5v7npvOgIvzhB+uo1g3p29zvvYU822vegQGnCYhz6uWGI6XKqhuyknsNfTPao6M8Rrd8Y+SannzRlrnAVETFwldYmiCmnLGzOO3767IA6pib1QuRv5zFcM/esUAGav3hGyN0+44wVOYxGoOIIBb1DeFvLw2O847a9TuPvLA0xeuoVxC6tf8XHn/xaGvQbPX7sr6Pb/+2wZeWPGsWZ78BIEQJ+HJzJ79Q76/mESH7uT/XlsLao4VG3ujzv5bmPwFoF4TXdfpcZsEXkgxulIWbv3H+bu97/l8pdnJDopaS8Z4kRxSRnrdlb8p69q0v43d13lOwUoLVM27q6ZGxNVZcOuAxEF6YNB7qpDBtCA7eGmLy+rRsFg1KuzuOHNuVU/gKu0TKv0/Xt68goABv9lMqu37Qu532J33qpvVvqvyxY4jTjAO7PXBq3+guTrHnteTFORwkrcb/HOgF4a1fH2zDXkjRkXcvRmoo1duCHoxTLekqFEcd+HizjlscnsPuBfr16TSfvLZ8s46U9fVNheVqYVLsyvT/+xWlNyvzFjDSc/+gVrdziBKVw+DwcJFKGu/4Gbw61LEThNRaJEcrcebo/np/wQ8rUMt99xaQQlsnAlpGTrHmuzyLrK+5fH7iN56vPlAGyPYfCJpRvfnMf5z4TuxhrKk5OW88Sk76t83mTo9TTl+60A7AtYRyDcRWTJxj2s2LK3Suebt2Ynf5tY/pmt3FoU9IJTXFJGl7s/4S+fLePg4VJmr95B3phx3PvBIq4LMUo4EjMC7nBDBeszH5/CNUHaGgJLCp6bn8DDHCoJfVMU6Q3CXe99G9F+oXzzw3bmrtkZ8vWSCKvVPN6Ztcbv+duz1obc1zMg8Yul1RtAmRRLofroG9NUpLBIpzaIRqg+0snAc8e6rSj6IPa4GyQGd29Fn47NWLm1iEMlZRzdtnGFfb/bsIf2zevTuF4dn5NXLc1VtWLLXn7Yuo+zerUBYNPug2zc7dyd+168SkrLwt7JDX9yGgDvXnsSO/Yd4qg2jencMieiNFzwrLOo44l5zRjUrRVXvFyxuXDppj28O8upwvrnV6t5ttA/kOzaX7VeRVBxFHSobH6/uSjodt/P6YP56xn9+hw+/+2pFQJruMbgj+ZvCPlaLF36j+lA6CVVI2kr8f0e3Pm/yAOX5wYk0vaYkOev1rtDiyhQiMhZwPlAOzctG0TkQ1UdH6d0pQ7vXyZ2kSLDLeclSYnbTyzStGb7fvp0bMZpbiPo6kfPZvOe8uqRHfuKGfGUc3Fd9acR3u2xqHoqK1NmbSphcJlSqspnizdx9rFt/S6Iq7ftY9qKbdz7wSJv+gAufvEb7z6+Sdm+rziif9CLXih//6TbBnsf/2f2WrrlNqJ3h6Yh3/uPaasY1K1V0Dvvnz3/DXsPOiWcWFfTBH6rX/5yVVTvd/5mTpomunfNQ/86hZ4BNweHDjsXyGBVUIElKJHE/G94PuPaKJIBd08A3XG6yXpa3toDN4vIcFW9JX7JS36BUxvEQkaIeVxqkqry2/8s4JpTutDziPJ/6spSdKiklD0HSmjVqG7oYwc5im+96x3/Le8J5NsV0fN57Dl4mKwMoUF29AXif8/4kWfmH6Jj17XM+XEn785eR9blwrBj2nr3ueTF6WzyCVzfb95L+2b1/RoWr/yn/519tKU/3zvw3/13IRD6Thbwmeq64hfN9wIWrFE4mpTtLy6h532f8dhPjuXiEztW+F5/vCC6u/sin7SJd3garNjiXwI56AbAYU9UnLqjTkCX3PKjJF6yFfoTWfU0QlW7B24UkXeA74EqBwoRWQ3sBUqBElXND3hdgCeBEcB+4CpVrX4XhhiKR9VTMgSKH7fv572563lv7nq/C1i4NL09cw1//2IF63cdYMJvBnPL2/N559oB/tVHIfged9KS8npa3+maPXsc98AEmjWow7z7zgx5vD+PX0peixwuOrEDK7cW8dTny+mW24gD7oCx7zbs8fZlv+6NuVzarwOtGtZl6aa9fkEC4MzHp5Lb2D/w+Y7ODbaQzZrt+9lz8HCFO2eP6/8d+mt8qKSUDBG/C6Snfryy71m43kOR2LzH6Y75bOEPXHxix2pPwNfvj58ztEdrwD/tgVUsnvytDNMzyEMSVaRIASt2xWfIXSSB4qCI9AsyluJEIBYrnA9R1YpDLB3DgW7uT3/gOfd30qjO2r+hhJrwqyaFqsIIFyjG+DQm/m3C9yzZuIcvl29jxLFt/fYLdog/jFsS9Ji+dddPf7GC+87pCcBOn3r3JRv3cFRuI2/PEcBbT3/RiR28VVwA+Z2aAfCvb370O89bM0M3NEL5BTQYpbzrpCrc9d5C7/FuPb1b2OP6yhszjm6tG7J8SxEdmzdg6h1DvK8Vl5axZc/BKo3XOHS4FMisdL9V2/YxOaAxNRY3QBvcdp1wHT5KwvSBDayOivXIa1X1C4gTv9vMGT1z2R5kDENtFUmguAp4TkQaUV711AHY474WTyOB19T5ZkwXkaYi0lZVk2bqEM8dXCyrnsq/s4mseop8u6qGbIx8Z9ZajmrTiIZ1y79qk5dt5cI+7b3PX/0qdL33vDW7yvf7ejULfGaXvfv9b/lp3/Zc+OzX3DW8B9ee2hUIXw0UaqBSde30mfDON+g8MWl5VMdZ7lbJBE7xMH/tLvr98fMqpc25UFfeeD7k/wq9j3/cvp8ZK7fH5AbI00Ms3P/I7f9ZELJBvMK60lX4tygpLSMroAqruKSML5Zu4bo35tCnY1Pv9l+9NpvVj55N3z9Miv5EaarSQOFW9fQXkTY4jdkCrFPV4Es4RUeBCSKiwAuq+mLA6+0A31u9de42v0AhIqOB0QC5ubkUFhZWOUFFRUVRvX/LfucCeejQoWqd19eB/c5FYsaMWaxrVN0Jfivnm+ddB8tYtaeM73eWX/gLCwvZcbCMfy0uplvT8vQ88PpEyhTWF5Xx+Rr/hr6t25xeHFO+3+oduevx8YINDGpS3g3xgSDTFITiGzjenLGGxgedBtJxs5ZzlDpflTmby9MS+DcJnKsoFr7++hvunBr7AXCvfFC1wBDM8s1FXDVmHPcNqEfnJs7f8OsNJew6pJzdJTvoey5+cXpMzu0JemVloT/7UEEiVp5//wtKyqB36/JL3lXjy6u55vp8rwDGTZwc1/TEU6yuQ74ibg10A4NfcBCRHqpacUL5yA1U1Q0i0hqYKCJLVdW3NSvYPUiF+wk3wLwIkJ+frwUFBVVOUGFhIdG8f9W2fTC1kHr16kX1vnAazJ0C+4o4sd+JdM9tFHSfRet3c87fv2TCbwaH3CdSvnn2zAzao00jwKneeePHhkxa4lyQF2wt/2d/dXHoLrItWrSEzZtDvl6/XQ9gXrXSDdCzZ09YMI+F20q565tSrju1K0ceVQfmzQdw8jV+XNhjVFf/AQMomRL7C8tD02NRs+t4ZJ6EPOaDl59G74cmxuxcoWRmZkFJYnoO/d9spxpp9aOnl28M87244fOaH1AaK7G6Dvmq7u1qxbl/o6CqG9zfW4D3gX4Bu6zDqebyaA/EtVN14drDFebCDyfWjdlFh0q8PULCVcWOdXsJTfwu9MW4OpZuKh8g5gkS0aisIf6mt6ofJABu9jnOxt0Huf+jxXy9onyQ2PhF8a+lPOWx1L37BLjgma/DjoyOlbSfij2NRdI99qlQLwFNq3piEckBMlR1r/v4TOChgN0+Am4UkbdxGrF3x7N9Yvnmvby6uJgfiufx+i8jazMv87ZROJFi78HDvDF9DdcO7uLXuBqpaCcXjEWAOlSq7NhXzFcrQvUpiJ5vz6Wa9s7s8trK695Iqk5ySWnZ5qqNGo/WvjhU+0VrycY9fLF0i3cQpYlMJFVPo4DfAsG6AFxajXPnAu+7vQ2ygDdVdbyIXAegqs8Dn+B0jV2B0z12VDXOVylPg+z2KEYdlwaUKP74yRLemrmWrq1yOLMKX0bf6/6Fz37F/ef14qL8DhX2i+Uskfd/fYBNE+Nf9WBMonlGyf/ls2UJTkl8XHRU5V3RqyKSqqdZwCJV/VfgD84YiCpR1ZWqerz700tVH3G3P+8GCdRxg6p2VdVjVTX8xPUxEs1duqdXn+cte9wBRoG9gNZs388Fz37F7kqmU/A9977iUu5wB2OF3D+gGae4pIznp/xAcUkZXy7fxu/fDz6NwOdLNvPzl6ajqmzaZ1UCxqSDFvXi0/klkhLFTwkxXkJVO8c2OanHUxcf2Ec88NL79y+WM2/NLj5bvImLTqxYQgBnVKpv24DHovW7OaZdE/+NIa7tb874kUc/XcprX6/29l9/5IJj/fZ5Z9Ya7zw0qbIegjGp7P3rT+ayf8zgQJxnhE7YNOOqukNVU7cLQBSq0tbmGUdRWSnE2/c7YL+9Bw8za/UOgKBBAuCcv39ZYY4f7+ECjufpauoJEoFWbNnrN1nZe/PWh0+4iakjWzdMdBJMAogI8+47I/4nStQ04yLysYicKyIVKr9EpIuIPCQiV8cneYkR7qJ/zb9m8cb08lG95b2enDeFequnTSGw5PHrN+bys+e/qXR9h3dCTFEcSS3Z6m37uPylGew7VMJ/fJZgNDXvkhClyXAyM4Sbh0Y+wtskHwHq1clk7E2n8MeAEn4qiKRC61fAIGCpiMwSkU9E5AsRWQm8AMxR1VfimsoaEkkD8aQlW7jng/J1gb2BorJje6f68Ld4g7NSVWVdLO/7cDGzVu/gmPs/Y9f+4gpdDXftL2ZBiOUYH/10KV+u2Ebhsq1+PYJMzRp4ZAuODahCfPqyE7yPL3Y7LfiOEgbnOzYsBXrpvP7LwN7txqNtk3oAHNOuCfWz4zeINl6dnCOpetqkqneoalfgZ8DDwG3AMap6hqp+GKe0JUw00xZ4qpQqr3pySxTV+I7c+b+FFB0qYd7aXX7VZLv2F/Oz579hZIjFhMa7E+sdPFxqc6klUIucuvTv0oK5957hnVK8eYNsvv/DcObdewbDjnGCQbC5sXoe0ZgBXZrXaHoXP3hWxPuOvekUBnVr5X1+5Umd/F6/KL893z10FncMOypm6UsVN592JK0b1/M+r+aSE2E1ik+np+gG3KnqalX9RlXn15Z2i8p42ygqCS6egBJY9VR0KPKRqp4ZSzftPujtVfX3L1bQ+6GJ3jmCKktrMi6GlIpGHFv5Hf7I3kdw1cl5XNinHVDelbp5TjZ1s9x/PYHsrAya5WQzpEdr3vrVAK4eGLyPyBu/7M8LV5SvGZYZME7nruE9yHaP26F5/ajzFCinbuTTuHs6W2QI5LVo4C2bH9+hKZf268C95/SkQXZWpTcqk247tYqpTV43BVQbxvN/8NhWVV2LLrz4TySUQqK92/523W5u/4/TayhUiWJ70SGGPTGVNdv3ufv573g4yuUVwVny8XW3nSSaQPPDtiL2RrF/bXNWr9yI971laIWZ9708d/5N69fhgfN6MbSHc1zfC0T5Oib+34eTuraoMFDz0n4dAcjKzOCsXm14+cp8Fj94VoXqx7pZGeRkO7PEXnlSHgCDurUMmw/P/gD/+/XJIff7ef+OYY/j8f0fhjPptlNp7a5H8stTOvOnC4+jkTvVfKhp0N8ePYCL8tsnRWN/wVGtePfak2J2vMD1NKqzfEC4xa3iyQKFj1A9iUIZ9epM1u084L4noHus+2UY9+1Glm7ay4J1TltEIhcbf2HKygSePbYaRXG3G87zl/f1/n7hinw+vGGg97WrTs5j6u+G8NDIXvz3Ov8LR7hB9572BM/3yXPn73uR1Eratk4/2gkuD57Xi0fOP8bvtaFH55JTN4unL+vD8e2beEsPCrxz7UncdkZ3Rg3szN8uOp5XR/Wj8PaCkGn96KZTyHYvZMe0a8wjFzjn8kzn7lGvTsVpyq8v6FphW1ZmBlmZGVx7aleeuLg35x7nX41WEiJQDOjSgj//9Pigrz1xcW9e+kU+0+8aGjIf4ASlaNwwpGL6X/9lP14d1Y9+nWNTzXf60a0rbKtOgSIrltNURyHiQOFO3Be4rfZVOPqRCo88AWPy0i3kjRnnt8QnOHeQN/x7Lg98tJjD8aysTHGVBevmDYPPeBqNNo3rMaRHK1Y/era3feB4nzu2B87rRccWDfjFSXnev2uXVjl8Nea0CunzXdzpiKbOhbtj8wZAqEDh/A61MFBrd6GknLpZIaeCGXFsWz688RSuLzgSgLwWOXTPbcTNQ7uRmSFc2Kc9mRlCXpj1uZvUr8Mfzj+GJvXrUCcjg8v6deSd0QMYNTDPb79gN8F3DOsR8rh1MjM4/4R2IW+gwLlzj0ReyxxO75lLy4bZYS/gnVvmRDVY9tzjj6iwzbed5eMbT4n8YEE8euGxvHTliRW2R7pcbWB7zqX9Oob9zOMpmhLFNBG5yPNERH6LM5GfofzCdsgdUPOBuyD89JU7/PZ76cuVjPt2I69+vZq73ws+atr4V8kENoxCbBY4e/NX/ambVfmCPgAtcpzANLhbK9o1rY/vTcKXdw7x2/eMnrm8/st+3raGrEy367RPniorvd5x1lFcPbAz5wW5mAW65MQOjL3pFIb0qHj36vHkkAZBt2dlCBed2IEF959JRoYgIvTv0qLiBT5GHfR9g+U9Z/cMs2c5T0qyMjPCVgmJwEV9I+9+3KNN+eqD/fIqBqBj2zfhxSv6Vgia4bx3fXn13cUhukIH9nwDeHVUxYBSJ6Dny58uPJaWMbhBqopoAkUBcIWI/EdEpuKso52W/eEivSnx/V/yXNgCl3ic8+NOv+e+6ymMXZg06y8lnab1nTrtRnWzeHDkMZXs7ZQOwhl3c8W7w2gufXktcxh70yncPeJowL/qqX0z/4uwiDCoWytvSWDQkS0ZNTDPW60DlVc9NW2QzX3n9vQ2TocjIhVH7gdoUlcYe9Mp3BLQsBrpxJWx6i3nezfdtVXliylB6JXxrh3cxe95pL0V3xk9gEm3Dfbfdu2AoGuWn9mrDfef24tPbh5UoTouUL/OzenTsVl5ekKku3eHpix68Cz+dGH5eIqCoyoG+csHVLxByqpOt8lqiGY9io0iMh64C6e77l2qGt/VRmrY9W/MqbBtW9EhysrUr3tbMJ7/t2j+oeI9nD8ZzPz9UPo98jmtG9Vly97QS0u+OupErvrnLO/zBnUz2b4Pxga5wEPFO9zAHkCBWjWqW2FbtNNe+16Mo1lLOiszg/vP7eW3rVkD584wkkAQK8e0a0KPNo3YX1zCP6Y5qwpGmotYTRHuadC/a3gPRISHR/aiYwv/gNGwbhb7ikt8quf8jzH+1kE0qleHwmVVW7a1f5cWFbZV9vfseURjlm4Kvzqip7Sz6k8jKk1Dw7pZnNrdqeZ68pLeQfepnx1ZabcmRBwoRGQizspyx+CsC/GKiExV1dvjlbia5pn2Yv2uA+w5eJic7Czy3eUQVz96Nrt8lrtctmkvW30vfLFakCLNtG5Uz3un5lkUKZjOPvXo0+4YwiXu6mqh7iYDr1uDu7cMu+51YDE+3LEjUd2/9l9+djwfzV8ftBoinrIyM/i9W+Xzj2mrKq16u2JAJ16f/qNfWP7+D8O9N0Y3DjmSeWt3Bn1vMJcP6MTYhRs5r7dTpXaF2zvL17Q7hpCVKRz7QPDlbjxVRr2OcD67enUyOHi4DAF+c0Z3tu8rZvOeg3y7fneF9z5+cfAG80hEGisjvYk4omn9oKWYcA6HWVs8nqK5nXlGVX+hqrtUdRFwMlDxL5EGthUVc85TX/LmzDV+2x8Zt8T7+Kwnpvq9tmprEfsOlTDl+601ksZEqxtRlYj/8zqZ5RvODugN46tD8wbcNaIHDbIzg5YEoPyf9rL+HVn96Nk8cv6xXHhCu5DHzPI5t+dhl1ZV74pZnSADzliKqwZ2jqpkEkt3jziaZX8YVmmJ5uHzj2H1o2dz5cl5ALz0i3yyszK860/fftZR/PuaARGft1OLHL65ayhtm4Qe59EsJ9vbnRZC34P17tCUufeewbnHOUEnQ4Q2Terx0pVO77Wu7pKvz1zWx/ueC05oH/RYkUiGEUgNY9TbL1oRBwpV/SDgeYmqPhzzFCWJNTv2s+eA/5Tgobr2gTO9+C1vx2bVtlTws/z2fndDD5zbk5/0ac/Ym8qrigL/vz11yDPvHkr31o2CvtbO7TF0znFH8N1Dw7zdMusHdM/0VIV4umhmZAh/u7h3yMa+OpkZfD3mNL747ak8e3oDvn3gzLD5u6yScQPBLl4f3jCQib8ZXPGFJCQiETfkA3Rt1ZDVj57N6T0jH2sSK+GCcvOcbC5wBzT29xm5npEh3lKPpwdZMB/dOJDfu+1OlQlW/XZRftUDT1XkNq7HJzcP8j6PtkRSVdFUPe2lPKhmA3WAIlWt2bJzEkvkqm6JdpXPaOIebRqxdNPekP/g9bMzyanrf5Gq7MZ6ycPDeGTcd9669fJeQ/5v/OSWQXy/qYjLX57htz0rQ7zdVtdkit8da6Cq/vMdn6DBUOmqe25Dvt9cVOl34+SuLYP+zdrkZLB8VxlN6of+Wx/XvinHtW8aUXp8w8Q9Zx/NgC4t/CYIjYd7z+nJw2O/89vW84jGIfaOn2gas/1uAUXkfNK015NHvNajTncf3jiQo+4ZX/Ef3H0uIlx5ch5Fh0p4YtLyCqWFUDxB4dTurVjmTskeeIrWjeoFPV5ljd0m+ZRPpFm1v93lPbO55qw+dM9txItX9I1qSpLgCSp/eM0gp8dVLGsO2zSux6aAcVexGlhaXVXucuFWRZ0Wu6Qkn/k+s7Gu33WATxfV3u6sZ/XK5aGR5T13wv3zehqO7xoevEgvOFVBnn+2SPvoe/4pB3RpQZ9OTQFoEKRniG8pwzMlRKLaAkzVlU9zUrX3180Ub8+iM3u1YeCR4aczSbTPbh3M5IBR9NF8beNZDRVN1dOFPk8zgHySo32nRrzy5SoOHk7fkdQz7h5K/z9+7reta6scxt40iOKSMpo0cIrv93242G+fTi0a8ON2//khMzIk6Je2fPS68zvTfRBxbxL3CIry15/15vqCIpo2qNgm4fu/9e61J7Fq277ITmCSyk2nHcktb8/3VhkmWizXqQ+mSYM63v8zj1MjHL0eb9GUa871eVwCrAZGxjQ1SezlL1clOglxldu4Hu9eexLvz1vHKUe24oY356I47Qm+/bnvHtGDV79azW1nOJPijbt5EPuinGjQc8H3BAwlujsnVSddoQaZ+baNNM/JpnlOYkazmuoZ2bsdI3uH7slW0zx9WTzrhjjiW1Jt3Sj8+K2aEk0bxahYnlhEOgCvAW1wBvC9qKpPBuxTAHwIeK7S76nqQ7FMhynXr3Nz+nVu7h0f0j/IvDqjB3dl9ODyydQa1s2qcpc9zwRnQ3u0jqhUcXLXFjw/5QfyOzULu19N1DLZuh61T6cWzgj8Xu3KG5Nr4rvWqF4Wew/634x9essgVkSwtECsVPofLiJ/J0wVk6reXMVzlwC/VdW5ItIImCMiE1X1u4D9pqnqOVU8h6mCVo3qMum2U72T2sVKeQnC+TplZWbw1ZjTaNkwmy17Qo/a9hjcvRXfPXQWDbKTo4HP1C4nd23J+FsHcVRuo8p3jqHPbzuVte4s1R5Ht23M0W1rrvdTJP9xs+NxYlXdiDPSG1XdKyJLgHZAYKAwCRCPdQH6dmrGVyu2+1UNecZNRHpnFkmQqO5gOGNC8Z1IsKa0blwv7BRCD4/sVekUQ9UVSaA4XVWvEJFbAquGYkVE8oATgBlBXj5JRBYAG4DbVXVx4A4iMhoYDZCbm0thYWE8kplSrj2uLi8srPwu3aMmPrPL85QzWtVj+lfTKry27YDTUeDgwYPVTovvwMhgxyoqKqr2ObbsL+/YkArft1jkOdXURJ43bij/H4v1uSI9XgeArVBYuDRueY4kUPQVkU7A1SLyGgGtN6q6I/jbIiMiDYH/AbeqauCsW3OBTqpaJCIjgA+AbgH7oKovAi8C5Ofna0FBQdUSMz70XESJMOE3gznz8amV7xjEyfnH88LCmUFf692hqV/XX4Aqf2Yxsm7nfpgymXr16lU7LYdLy2DCp2RlSNBjFRYWVvscP27fB1MLaZCdmfDPLhKxyHOqqYk8T9r1Lax1pvqJ1bkmHL2XDIEjW0dfxRWvPEcSKJ4HxgNdgDn4Bwp1t1eJiNTBCRL/VtX3Al/3DRyq+omIPCsiLVV1W1XPmUq65zbiyNYNo2q0+scv8unSKsdvAkNf424+hR5tGrNo/W7mr93F/R9VKKAlVCxmKc3KEM7qlRt0muZY8VRv5bWIbKpsk56qOhgwnO413AYSiUoDhao+BTwlIs+p6q9jdWJxRkC9DCxR1b+F2KcNsFlVVUT64Yzf2B6rNKSCj24cyI59xZzy2GTvtj+cfwz3fLAo6P5n+MzF8+Qlvbnl7fl+r3tm3Dy+Q1OO79DUmf57VeKbhWI5IE5EeOGK/JgdL5gOzRtwz9lHM+LY0JMbGpMuopkUMGZBwjUQuAI4TUTmuz8jROQ6EbnO3eenwCK3jeIp4BKN1cT4KaJBdlaFhXEuyu/A6Ufn8uuANYsDJ6QL7IMeOOoTYPixbenUOPHz3qfin/WaQV2SZjCYMfGUsH6GqvollYxWUdWngadrJkXJbVC3lkxb7tS4ZWdl8NKVzh3zc4U/ePfpFqTIOuV3BZz6l0LAf80HY0z11ZYOdolZV89E7UBx8NXwJt12atj3dXLr0D2DhZKVzcVkUlFt+dbayKUk8+qoE8nKyGD7Pv+urYFrcXsc2bohX405jc0Bs076mnH30KCT5xljTCQsUCSZYIusA/TLa87CdbvpG2T6inZN63sHrgWTG+fBOMaY9GaBIkHqZmVwqCTy2WjHDO/B8GPbRLzISqpKvSZtU5vVlipTa6NIkEb1oovRWZkZ9O3UnDqZ6fknqx3/bsakpvS86qSAxy/uXWFbnczae7m0koQxycsCRYIc165phW1N6tu6CcakklpS82SBwlfLhnVr7FyBK1kB9GiTfEP3a0qrhnVpkZPNvef0THRSjDEBLFD4iGcX0l8N6lzpPk9fdkLczp/ssrMymHPvGTYlhkkp8ZjrKRlZoPCxZsf+yneqokjmsW9Sv2IpwxhjEs0CRQ2JpLG2tnS1MyZd1JZ/WQsUcXTdqeWT9qXipHfGGAMWKOJm3r1ncPuZ3b3PVSvO7nr1wM48c1mfmk6aMcZExQJFnDTLyfarSlK0wuyu953bk7OPs8ZbY1JVLal5sik8akq4mqePbzyFjbsP1FxijDExUVvaKCxQxJHvd6gsTKA4tn0Tjm3fJO7pMcbEVm3pgGJVT1UwZngP7+NeR4Tu9ur7HWrdyBnM99rV/fjoxoFxS5sxpuY0a1A7ZlOwEkUVnH1sW37atz2HS8toXK8Ouw8c5lBJGUP+r9BvPxFh6cPD+GzxJoYe7UwfPrh7qwSk2BgTD1ee3InHxi8lMyO9SxYWKHxkZ2bQuTEs21n59N++033k1M0KuXBQvTqZFdauNsakB0+ASPM4kdiqJxEZJiLLRGSFiIwJ8rqIyFPu6wtFJK59SUtVI/qDN6xbMb7mNq7Hu9eeFIdUGWOSXbpP5ZGwQCEimcAzwHCgJ3CpiATOCDcc6Ob+jAaei2eayiIYFDfldwU0ywleL9mvc/NYJ8kYk8RqyzjaRJYo+gErVHWlqhYDbwMjA/YZCbymjulAUxGJy8ADVUU1/FQb9epk0KlFTjxOb4xJZeldoEhoG0U7YK3P83VA/wj2aQds9N1JREbjlDjIzc2lsLAw6sR4ShMlJaWE+qs/PaReRMdunE2V0pAoRUVFKZXe6qpt+QXLc7wUlzrXjbLSsqT4fOOV50QGimBX48Ab+kj2QVVfBF4EyM/P14KCgqgTU1xSBp996ixRuqc06D6nnzak0uN8fORu2jSpR6tGNbe2RXUVFhZSlc8sVdW2/ILlOV4OHi6FiePJyMhIis83XnlOZNXTOqCDz/P2wIYq7BMTnhJF1yYZPH95X2bePZRsd33q83sfQffchhEd59j2TVIqSBhjYiDNq54SGShmAd1EpLOIZAOXAB8F7PMR8Au399MAYLeqbgw8UCx4GqUyBIYd04bWjetxZGsnOFwzqAsTfnNqPE5rjDFJL2FVT6paIiI3Ap8BmcArqrpYRK5zX38e+AQYAawA9gOj4pWeUjdS+E/kZ4wxJqED7lT1E5xg4LvteZ/HCtxQE2nJFOG844+gbeb2Cq/VkulcjDEmKJvryVU/O5OnLj2B3q3LY6ctNmSMMRYowurQvAEADbJtphNjTGjpXulgV8Aw/nbR8Xy1YjudW9ogO2NM7WWBIoxG9eow7Jg2iU6GMSZJ1c3K4OqBnTn/hCMSnZS4skBhjDFVJCLcd27gFHXpx9oojDHGhGWBwhhjTFgWKIwxxoRlgcIYY0xYFiiMMcaEZYHCGGNMWBYojDHGhGWBwhhjTFiSbhPfichW4MdqHKIlsC1GyUkVtS3PtS2/YHmuLaqT506q2irYC2kXKKpLRGaran6i01GTaluea1t+wfJcW8Qrz1b1ZIwxJiwLFMYYY8KyQFHRi4lOQALUtjzXtvyC5bm2iEuerY3CGGNMWFaiMMYYE5YFCmOMMWHVikAhIpkiMk9ExrrPm4vIRBFZ7v5u5rPvXSKyQkSWichZPtv7isi37mtPiUhSL5MrIqvd9M4XkdnutrTNt4g0FZH/ishSEVkiIieleX6Pcv+2np89InJrOucZQER+IyKLRWSRiLwlIvVqQZ5vcfO7WERudbfVbJ5VNe1/gNuAN4Gx7vM/A2Pcx2OAx9zHPYEFQF2gM/ADkOm+NhM4CWcd9U+B4YnOVyV5Xg20DNiWtvkG/gVc4z7OBpqmc34D8p4JbAI6pXOegXbAKqC++/xd4Ko0z/MxwCKgAc6KpJOAbjWd57QvUYhIe+Bs4CWfzSNxLiy4v8/32f62qh5S1VXACqCfiLQFGqvqN+p84q/5vCeVpGW+RaQxMBh4GUBVi1V1F2ma3yCGAj+o6o+kf56zgPoikoVz8dxAeuf5aGC6qu5X1RJgCnABNZzntA8UwBPAHUCZz7ZcVd0I4P5u7W5vB6z12W+du62d+zhwezJTYIKIzBGR0e62dM13F2Ar8E+3ivElEckhffMb6BLgLfdx2uZZVdcD/wesATYCu1V1AmmcZ5zSxGARaSEiDYARQAdqOM9pHShE5Bxgi6rOifQtQbZpmO3JbKCq9gGGAzeIyOAw+6Z6vrOAPsBzqnoCsA+nOB5KqufXS0SygfOA/1S2a5BtKZVntx5+JE6VyhFAjohcHu4tQbalVJ5VdQnwGDARGI9TrVQS5i1xyXNaBwpgIHCeiKwG3gZOE5E3gM1uUQz39xZ3/3U40dqjPU7Rdp37OHB70lLVDe7vLcD7QD/SN9/rgHWqOsN9/l+cwJGu+fU1HJirqpvd5+mc59OBVaq6VVUPA+8BJ5PeeUZVX1bVPqo6GNgBLKeG85zWgUJV71LV9qqah1M8/0JVLwc+Aq50d7sS+NB9/BFwiYjUFZHOOI1GM92i3V4RGeD2FPiFz3uSjojkiEgjz2PgTJwibFrmW1U3AWtF5Ch301DgO9I0vwEupbzaCdI7z2uAASLSwE3rUGAJ6Z1nRKS1+7sjcCHO37tm85zoVv2a+gEKKO/11AL4HCcyfw4099nv9zg9BZbh0ysAyMe52P4API07qj0Zf3Dq7Be4P4uB36d7voHewGxgIfAB0Cyd8+umtQGwHWjisy3d8/wgsNRN7+s4vXvSPc/TcG58FgBDE/F3tik8jDHGhJXWVU/GGGOqzwKFMcaYsCxQGGOMCcsChTHGmLAsUBhjjAnLAoUxaUpEzhaRhSLy+0SnxaQ2CxTGpK9ROCO3hyQ6ISa1WaAwJgZEpFBE8mN8zKYicr3P8wJx11QJsf9/RaSLz6axOFM3rA3Yb5Lv+gXGVMYChTHJqylwfWU7AYhIL5x1B1b6bG6IM6q3ScDur0d6XGPAAoVJcyJyh4jc7D5+XES+cB8PFZE3ROQ5EZntrh72oPvacBF51+cYBSLysfv4TBH5RkTmish/RKRhkHMG3UecVQcfdLd/KyI93O2txFmlbK6IvCAiP4pIS+BRoKs4K9j9xT18Qylfye/f7rw9AD+n4tw9Pwd+DZwQUIL4CGeOKGMiYoHCpLupwCD3cT7OhbYOcArO3fbvVTUfOA44VUSOw5nSeYA7oSLAxcA77sX7HuB0daZwn42zeqJXBPtsc7c/B9zubrsfZ8LKPjgz/XZ0t4/BWZCot6r+zt12AnArzkpmXXBmSMb97Z1OX0SOBOqq6mKcAPJTz2uquhOoKyItIvj8jLFAYdLeHKCvO5vuIeAbnIAxCCdQXCQic4F5QC+gpzoriY0HzhVnJbWzcS62A3Au0F+JyHycWTs7BZyvsn3e80lXnvv4FJxp8FHV8cDOMPmZqarrVLUMmO9zjLY4izd5/NxzTJzZRn8ecJwtOGs6GFOprEQnwJh4UtXD7noko4CvcWaXHQJ0BQ7g3NWfqKo7ReRVoJ771neAG3Dm/5+lqnvdap6Jqhqu2qayfQ65v0sp//+LfJH78vcHHuOAT9oBLsNZ2MfTFtFWRDqoqqdhu577HmMqZSUKUxtMxQkIU3FKEdfh3I03xlkNb7eI5OJ0JfUoxFn86Fc4QQNgOjDQrdbBXRehe8C5Itkn0JfARe7+Z+JMkQ6wF2gUYR6XAJ5z9sep4mqvqnnqrMfyGG67hBvw2gCrIzy2qeUsUJjaYBpO1cw36qwEdxCYpqoLcKqcFgOvAF953qCqpTjdS4e7v1HVrcBVwFsishAnKPTwPVEk+wTxIHCmWwU2HGc96L2quh2nCmuRT2N2KONw1lwBp5rp/YDX3wc8y4b2Baa7VWzGVMrWozAmwUSkLlCqqiUichLO2t+9ozxGfWAyzlrppZXs+yTwkap+XtU0m9rF2iiMSbyOwLsikgEU41R3RUVVD4jI/UA7nCVDw1lkQcJEw0oUxhhjwrI2CmOMMWFZoDDGGBOWBQpjjDFhWaAwxhgTlgUKY4wxYf0/yWXqSf9i04QAAAAASUVORK5CYII=\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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U74r+9r22i38ivzfRBIL7cVYpm6Gqc0SkK/BVpG9W1R8F2fxMFOc3GSLUXdOa7/aQkwMdWzVJcopMqk37cgvrtu3hykFFqU5KUA+/szyyHetwsfa+0HutCpzQKiGPiAOBqv4H+I/X89XAxYlIlMlsoe5sTv2DU2ecjNkWTXq55rk5AGkXCGKtoonl4u19prStGhKRx4Js3gnMVdU345ckk+msZshkuq3l+6N+T5Vq0ACSjJgQTWNxI6AvTnXQV8BxQGvgOhH5S9xTZjKWtRFkt4P1qJE42s+q9+4zV30b13MlsooomjaCbsDpqnoIQESewFnA/kzgiwSkzWSoePWsMPXTzS/NT3USkmLDjn1s3rUv4rESqfxeRFMi6AB4D6lrChyhqpVA9OUgk7WC3fm8Nn9d8hMSoYOVVSzZsDPVycgYU5ZuTnUSIhbtpdn7sz112WYGPDyVaV9uCdhv++4DvDT7m5DvTXZIiCYQ/B5YICLPich44HPgERFpCnyQiMSZzKSqvPBpGXsOHKredtvEhSlMUXgPv7OMkY/NoOzb3VG974t1O7nztUUZMYCuqko5cKj+VOnES13+d5+78wUtXLsj4LWfTvicu15f7Iwkrj5XzKeqs4gCgYjkAMuAwcAb7s8pqvq0qu5W1V8mLIWm3liyYScnj/uQHXsOhN1v6vIt3PvmEh5+Z1mSUlY3ni/0d7vD58vfFc/M5pXP1rJjz0EWrN1Rp1LFdxX7GfvWkqD163sPxGcysp17D4a88N3z5mKOvvvduJynvos0OHiqevx3P1hZxfSvnPYD7+D6u8nhu6gmMlBEFAjcKSD+qKobVfVNVX1DVTckLlmmPnp82krW79gbcjFujz37nQvX9j3OMPwP0rSqYMHaHXyy8tvqYrqIU4UVbclABC54/BNGPjajetu7X2zkw+WR5/uBt5cyfmYZ7y3Z5LN98uKN9Lx3MovX163qat32PRx/3xSemfF19fk+WlEzS+xLs9cA2TM9yNpte9hSvi9oFY1nGolgvOv5t4W4cZixsqYR2fvPOX5mGZ6BaMmuJoqmamiKiFwskozhDSYd3TZxAUVjJtW6X22NXp7X123fy98+/MrngpMslVXK/DVBJ7qtdsHjn3D507N9vpW3TVzI9/42I8y7aoS6aJ7z6HRuemk+146fG3Jq4a3l++n263eq03jIvfj4X4R+/C+n4XXhuh0RpSmUNdv2APC+G5SfmfE1Vz/7GeCURjzCXQQB7vjvIp6evjrmdMz4KrqeNoky5PfTOOmhqUFfO1SlbCnfxzMzvg4bGA9WuiUC/xd8LvLB3x/suIlsTI4mENyGM6DsgIjsEpFyEdmVoHSZNKOqvDY//PyCEmZY/QKvelLPtWTh2h08MmUFZd/53mGv3FJO0ZhJcb8ofLLy2+pqq79PW8lFf5/J7NW+pZcXZ33D4vU7+eV/atosPF8/z5dz175DBFO+7yDrtu8J2H7XGzVTaFVVKcs21nxtLntqFl951RN7fLr6Ow5VKc+6d+hvL9oYNm8T56yt9SIdlvvWYLd5/R+saQKs7RT/nruWByc5VX6VVcrntQRbf1c8Mzui/fYeqPSpX4/V1GWb+bYidF+XYNf5W17+nJMemsoDby9l1dbaS4f+F3XvC7onWEQk1VVDAKraTFVzVDVfVZu7z5snLmmJ88pna7jpX/NSnYx65ZXP1ka8b7Avz6jnPqt+XOW3w3S/C/7sr531iyZ9Ef7iF43d+w9x+dOzuf75uUBN8fyHT86q3mdr+X7ueWMx5/51Bv+ZF9iLKdyX9pvvdnPs2Cmc4jWjpmfvSV4X8cenrfR53/w1Ozjzzx8HHM8zHX6Vqs+FxPtvN215TW+Uhet2MuWb4AEqEp6jzlq9zScI+vM+v6pSFSIyrN22h0c/WMGFf58ZtLE0nLcX1V7r/H+vzGf4nz9m5oZDIdNQm4OVVVz3/Fwu9foMROKDZTVVeoeqam9A9/8+eD+/+ImZQd9T9l3gDUUiq4iimYZaROQKEbnHfd5JROrltNF3vvYF7y7eVPuOptqbCyKYbTzI3eTEuWu5/39LfTemoJrZsyral5ucu8jdXj2WPNUzJz4UvPOb54vraajNDbJoycVPfBqwbf/BwItEsK6EAKNfmMvGnXurn+e6t+ZVVfDekpoLz5ebnDnqH5q0lGvGz/E5RvmB6P6wO/YcQFWZuepbXvUKfN5BcNy7vg2Y3oGg/4MfcO5fnWqyxet3+lyQb5u4gMUbnJKP9yjbYCUmf7e8/LnP8w+Xb+Ybv1KjZ6roJxft58VZvt0wI+UpQa3cUhFyn1qrOb1efnzaSgb99sOAff42bSVn/yUw2AcTrERW7q5aNrcsutJVNKKpGvo7MAi4zH1eATwe9xSZtJQTRdOQ91fnV/9dxLOffB3y9aDvT0Cg8NSl11Tz1LzW457JHAoz2nX1VudC8fzMMiB4INju11PqoxVbg06z7L0EobcpSzfzh/e+rH7+lXtxqlRlq1fVxT8+WgXAU9N9/6YA73x9kKnLNnN7BF1xJy/eRN/73+eOVxdx2VOzee3z4IHecz6PZRvL2bDDCVjbdh9g6cZdFI2ZxLl/nUHXX7/js6/nQuv5e737xUafElMkXv98HdeOn8tpfyj12e79/9u0a19Ux/RPXzi1fRavf34uV7rVWX+c8mXI/ZZvir2bqKckevPLiRuIF83I4gGq2s9dnQxV3S4iDRKULpMmPlqxlQFdWgdc/CqrlIOVVXy3+wD/KF3Fmm178N7ly03l3Drhc4KprefJ3V516rv3H6Jpw8g/phX7D/HRl1vZWVFzEfZuB/Dc0S7Z4Nu8NfSPpSGPucctMazf4Vxw8tyMVuw/RN/7ptC/c6uAi4qnoTUajfNzAefu+k/vrwBgxebygHr2cA3217lVXzeVHEW3ds6ShpVVyvSvtlJyTLvq/WZ/7fxN3vg8us5/nqqM2iYGnON195rj/r0Wrou+Z9MEvyrJQ5VVvDp/HZUhqss27dzHtxX76dOhRa3HrozDHcf6HXtZv2Mvx/7mvVrbTzzSsd9VNIHgoIjk4uZDRA4Dsm+ESQZ74/P1dGrdhP6dWwGwfNOukBe0m/41L+QI0WUbd/HTV4IHAYj8i7Biczm9f/Mej17al/P7RrYi6p2vfcH/FjoXt6Ie3zK4W1uu9MrDnhB97tdu2xt0O9TcwXmqbgT4eMVWrnKP62nT8IikZ1UwL81ew4hj2zs9lVzfBKkrjsQtL8/nD98/nu6FBTw9fTWPTFnBs6OKOb1HIVBT9RTr4jC3TVwQ8b5BClC12rb7AK2bNggoiY6fWVbdGO3xz49WkyPCHWf34NInP6Xsuz2sfnhEdQAK5mBlVdzGXwCU74+8fSYdu+BGUzX0GPA60E5EHgJmAA8nJFUmJX727wU+jVe79ob+cIebJuCJ0lUhX4PIi8ZL3bv2acu3UFWlzFz5rU89ejDrveqgH/vwK/d8vieMdYTsDnfcw+4DldVBIN68g0BdLN9Uznl/m0GPeybzyBSndLF0wy7+69b/1/VSVFsPMm/rtu/ltyEGD6oqf3gvcCBVvwfeZ8OOvez0WvJxS/m+gCDg8UTpKorGTKpuZC3369m1pXwfp/zuQ752x4Bc9PeZDHg4ePfQRAnVVdhbqvrmR7MewUsiMg84Aye9F6hqxENDReRZ4Fxgi6r2cbe1Bv4NFOGsUHaJqiauRcT4eP3zdby9cCPPjDox6OvxHDHiuYhC5P2hvc/vXf8crlrC+w5y1mrnTt0/8Gwpj61Oub7zBIR+R7asHjiWDHe+FnpOyi53vhPytcHjfBteQ/XrD2bNtj0UHmrIYc0aIiJMWrSRddv3cuOLc5ny89P4IsIBePEsNTzw9lIeuvDYuB0vnqIpEaCqy1X1cVX9WzRBwDUeONtv2xhgqqp2B6a6z00CVVYpby5YT1WV8vN/L2Tq8i2c+9fp7Nzju9j20g272BxjI1xtIuhx5yOau1f/4PXCp2XVg7E8/vx+xAvrZaQXPo2tl019ct7fZnDSw1N5fmYZ23YfqC4JrNhcwZooqtvGux0E4uGl2WtYuHZHWq7VHE0bQZ2o6sciUuS3+XycdYwBngdKgTuSlaZ0sP9QJdeNn8uYc3oENHDt3HMQBFo0zo/b+Z775GsenLTMp3pk8fpdlO/3DQQjHpse8hje/dcTyXNN/zCC8320YiuDurbBf+D7vW8uCdj31TSe6TQZ4nlxS3dj/7eUsX7dl3fsDZz6oWjMJBrlB94XPzo1vjcN5z/+CW0LQvexiXZMQ7wkLRCEUKiqGwFUdaOItAu1o4iMBkYDFBYWUlpaGtMJKyoq8FxiYj1GPK3aUcmMlfv46QszuXdQYwD2H1I27aniNzOdO/LxZzcNd4haVVRUVOd17nKnK+Iv/7vIZ59Zs2o+gLX9Xfz7r0dr777IShqVlU6x3L++1z99q3ZU8sCsfZzZOY+du9Lvbsukl9lzgg8m3Rdk3EcifFsRevLCLbWsbPb8ogqc++X4SnUgiJiqPgk8CVBcXKwlJSUxHce5iDjFxFiPEU8t1myHWTNp1rw5JSUnA84o3NIva+bfqWs6S0tLq48xo2IplAXWDw8YMBA+cvp4n3baaTA5dN1tXTVs2BAiCAZ5eXlQGdhg7f/3yFmxFWZ9xt78ljRrXgnbrZnJhFZGO2BNqpMRk2kbhN+NGki7CBe7iVStbQQisk1EnhaRMxIw4dxmEWnvnqc9kJw6hzS2bvsenyAQq8enreSvURRr/+U1OjPRDYn+U0yEEumHrUGe8zE+UFlFRRTd+JLp2pO78PvvH+ez7cSiVnE5doPcqJr6sp5nJtX6Kly32JiPGcE+W4EFwP3AOhF5VEQGxun8bwFXu4+vBt6M03ETZk7ZNgY+PDVuFxzvS+Jr89cFHXkZyxqvf3jvS/7oDkoKdT5v//y4ZsbIUF304mXzrsgWtAvVN7uqSpmyZFN1jw7PAK9DlVU+IzjTyb3n9eKS4k785Yd9mfTTUzizVyEv3xDd1+j8vkcEbPvRSUfSMEjdtslciRiGEMknaLfbS+hknCkm1gN/F5HVIhLxOAIReQX4FDhGRNaJyHXAOOBMEfkKZ+3jcdFnIbn+8N6XbNq1r87zvwcTapWu7ne9y9ptsQ0sykSn/O5DRr84j3vfXFz7zmnmghM60PuIFjx1VTH5uTnMu3tYyH2vP6WLz/PfnNe7+vFhzRoC0LppPs+F6P6bjs7qXcgjPzg+YcfPhknyIy1RRyOSQFD9p1XVNar6e1XtB5xDFGsVq+qPVLW9O3tpR1V9RlW/U9UzVLW7+3tb7UfKHFVVykV/dwZw1fb5XR3lYigea7ftoWync+f8v4Ub+HRV+EVj6oMNO532hf/MW0fRmEnVKzuFmscnlA9uO5Wx5/UK2P71b0cwc8zpdU6nxxdjh4d8rU1Bw6Db+3ZqyTnHHl79/IPbTqNZo5omvdOPacc/rujHT8/oztGHN6ve/tuLjmXp/WdVPz+rd2FAlVS8/bC4U8T7PnrpCUxdlriFiLq2rVvHivqgTtONhxBJIAg6S5Sqfqmq98U5PUk1/M8fRf+mOP4PvOc6iWTUobf1O/ZyzqPTa+3rP+T30xj76T4OVlbxf698ztKNmbeExJwYZ2Xs1q4ZrZoGduUTEY5o2bj6+c+HHc0ZPUJ2aKtVs0bRdf/tcXgznriiH93aORf4Brk5dGtXQL5XW0BurnB2n/Y0zMutnqPoRz0a8KOTjqRJg5qAccXAzlwS4kL9xdjhHNm6SURpunzAkQB87/jA6qme7Zv5PH/00r4hj9MoPzdggr54uiDCqUgS5ZRubRN+jpQEAlW9Le5nTRMrNlewa9/B2ncMIh4l0O531awBW1vd9tXPfsbUZZu58cW5FI2ZxPMzy1i2cRf/+GgVT5SuYt43231Wkgp3LlPj5Ai+uKNP7RrViNAfnRT5HTI4jcanHn2Yz/nat2hcM0eP14dtwminXeGKAZ2rt+Xn5lA2biRnFQUGnCHdDwvYBs7o4maN8rn33MASkb+VD51T/dh/8sEmDXK5alARr3i1d4SaF+rMXoXuexLTWXFI97bccnq3hBw7Usd1rH2yu7pKVdVQSCJyb7wSkip/n7aKiXPW1hoQfj95efV0s6kyce7a6rnpPXO/P/dJGb+bvJyLn5jJRSEWuTCBPFU/bUNUzXgTgZZNnIvsqMFF/OOK/mH3v/CEjky9/bSI0/KfHw/mhWtP4sITfC+gnukyvC+9A7u2oWzcSHodEd2aUJ+MOZ05d9W0R3R3SxueS4p3ied/t5zC6V7P83JzuGzAkeQI3DCka/X2138ymA9vLyEnRxh0VBs6tmrMkO6hA+tVg5zg1aRBbsBrL10/gOFuoIjF5QOO5G+X9QsYUJhsyTh9AgoEdQsEwPVxSUUKLVq3g1+9uogxry4Ku9/fS1cFrKSVbN43AsE+cN98t4e73wg9r0s2O6JFIwYf1abmuVfVTyQa5edSNm4kY7/Xm7P7HB62y6YIHHVYQdRp9P+Xev7H8bi4dGjZmMOaNeTWM7oDNV0QPXeX3hfQwhYNqy/WPz7tKAB6H9GC1b/1DUAnHNmKw1vU9GefccfpvHjdgKDnv2tEz+rSScO8wEBwcre23FRyVMz5G3ls+6Aj8D3pT5ZkTCyaiKqhWstoYdYlFiC6b1MaOOj3R9zr1s1vrWVEn0ciF5CujXfSN+4M3jbwr1lrYroIZboXrx/AUYcVhJ0i+uzeh3OtX08dCH4hzssVQs1H5qk9WfHgOREtZejPczHx/I5mUaDatGvuWwLq1d65sF94Qgd+UNyRTTv30a5ZzcXdv/4/ViXHBK+i8ta3U8uYj+//vQZ48sr+IZcXLf1FCSWPlMZ8vlCScXVIVdXQDqC7u06x908zIH6LyibBvG+2c8MU326Y/n/TT1Z+S9GYSWzbHb5BKxVFUO/plMMtZv56iNWmspnnT+epnvD2v1tOAeD6IV04qUvrgNclSIvQM1efyFm9Q1VlOPs3yMupU314Q3egXCz13lN+fmrQKiz/z3un1k0oGzeSkce156zeh3P14CKf14N9zj+47VTeuuXksOd/4VpnFduiNk2Ye/cwuhfWBJRQF7LavlPhqvG8V5hr6pZmBnmVAD2m/aKEl64fQFHbphQ2r71aMBzvz1LzRnkUd24VtkTQNEiVWCxS1WvoBSDw2+N4OY5pSbg5ZYG9Uz1/Us+X3bM0n2ea2mUbdzF5cezxTlX51X8XMu+buveMjfTfvyiGlaAynSeI3n9+n4BprI/t2IKycSMpLgoMAhC8RDDoqDb888ri6lXA7j23V3VJIF73CHluI/BPSqIPBEcXNuPsPofXvmMIw3o6Qa7n4YElgm7tmnFcx5Zh39/GnVitUX5uwAW8IIoV57yd3iN0qSLYBVhE6NTat9KiS9um1R0EXolyQJ/H8W6DcOc2NV1VF409i//eNDjsojPRrLQXTqP8+AQUb5H0GrpbVYOuwqGq9X+mUM8/zu/L61lk+5xHp1evd+u9e6T2HKhk4tx1XPlM3RcySceVjWoz/54zU3LePm1zfboxBusmGqlw1/V3bx3Clw+ezbWndOFYd/bYmOOA+8ZE/pcv6teBkce15+dndg+73wUndGDZ/Wf73MnHy5hzevDrET2ifl+wKrJB7XO5eehRDPVq3H766hMZ3quQJvm5HNexJR/cdmrQ43UNU4V67nHtQ77muWEI9n0M97/z7hlWF10SMFYipsZiERkb53QkRbAvqPc/buWWiuq1bO96PfyoVc9n8v2lm7nnjcB9n/vkaxav31ldDN5zoLJ68XOo6fUTjWlxmIOoLlpHcTG98bSuFDTMIy83Rb041OnG+MgPjmfq7adF1DsolHBVFvm5OQGNn6nuuRJOkwZ5PH5ZP592gFAa16EqI1h1mkfThnmMPvUoxpwTXTDwjKM4sahVdSBp3lD45Vk9fLq1DjqqDU9eVVzdIO4Zj3F8kK6doXo5/e2yfiHTkevX0O4t2Pf6i7HDeen6AfwhwQP76iLWXkPfi2sqUshTjbJ++16G/emjWtsG/N3wwlxe9JqwzeO+/y3l3L/O8FmE5Tdv1cyNf//bSwPek+481SCRuPOcniy+76yUTYjmadT/fv+OdW48j/SyXtc7+YFdnTrt7lH8ndNVJJ0qRvm1R4DTzdXjmauLfV5r1bQBz406kaeuKq5ebCg3wqC78N7h/PvGQQHbn7qqOMje4XlOGexeLliu83NzOLlb26A3CF8+6L9WV2rEWmmVvrc8YYRauByckbp18fLsNRw4VMmok317nfjfNVzx9GwWrN2RtrNkhhNL1VSo+sxVD4/gwUlLee6TsjqmKrhzusRvMZ9Ib/BrevnEdp4f9O/IaUcfRmGcpxhOV43yc3n5hgGs2lJRva2DV7feM3r6NsbnilRXAR2q9ASCyM7Voknwz4P357Nds4a1rgcANVVUwRpto/2KRBrIEi3W27XwI2rSVDxWG/L8n7f7lRx+/foXASshge80EgAzVn6btkFg/DXhJy8bcaxvvekfvn8cn/36jFqP2yZIlVJujvgMToqnG4Z0oU/b+I1ejbSq56EL+zCgS2uOCdLAGul5MiUIhKsa8jb4qLZcOagoon29C5eXDziSQV3bMKxzfAL+8F6FEf/fPIFeVRl7Xi+fSf+CVRd5t2108Bu/Es+uwXURUSAQkbNE5AkReUtE3gQeF5H0KNMk0OTFmwK2zfvGmddm9IvBVznyl4g+v4nw2V1nUHJM6Pl0bh56VEBRXkQiWiDjxBC9cRLR+yGVjuvYkn/fOCjogKls47m+xbONyFN1Bs5kfa+MHkiLhnU//oJ7zwzbJuDPc/GuUhh1chefhurg+9c8nv6roT6vpUkciGhA2V+Ao3G6kXoWe+0I/FREzlHVWxOXvNT68b8iu9iHU0/iQEDjYUHDPJ+Syy/Pir6Xh8eff9iXX+zYw7A/feyzvVmjPPJyJGBx+bpK58babHFMYTNuPLUrVwwM1fM8tEcv7Vu9LnaHlo25pLgTPy7pmrAA27JJdD3KPCOYg02VEaxHj/ddv/+iMtF+Vru1TEybWyRHHaGqI1R1gqrOcH8mACOBEQlJVQapLyUCf0N7tKNs3EhKf1HCbK/qn7JxI6vnxPF8hEMPrHI0bpBb3XPDW35uDl+5E5odU9iMD247lafdxjvveWc83TIjVR+72WaanBzhzhE96RTh7Kbezu/bgb9cegLgNB7fOqx7UkpZkV6Urx5cxN0jewYMvgO4Mkjgi/RaHyywDPNqJ1nx4Dn8ekBiqg4jCQT7ROSkINtPBCJbhTyLfVueuCl3E8nz2XVGYPp++Dzd53LcT89jPzoh9vOI8PINA3hl9EC6tWvGsF6FlI0byZNevTn82yZCOTzO9evhJlAz2Ss/N4frh3T1mRbcw/+Of8G9Z0YcYIKVjNt7zeXUIC8nYW0KkbSojQKeEJFm1FQNdQJ2ua/VmYiUAeVAJXBIVaPv05UCv4lghayJc9cmISXxF+7zdteInjRtkMvIY5256Rvk5tC/cytuGNKVf368yqcXSCQGHxX8gjusZyEfLNuMojxwQZ+g4zW8FTTKcz6VcfLUVcV8F2V3YlN/xfsSO/lnQ6KqdkplSbbWQKCq84EBInI40AHn77VOVQNbUutmqKqmdnrPKD3/aeD4AYAyr9XE0qFqqEEOHPAaz3Bxv46c3qMd+bkSstE73J1Hq6YNuO/8PtXPRYRXbxoMUKdpDfx1a1fAB+5qVp6F3o8uLGDF5uCBpt+RLVm5pYJjO7aE7VvqfP5G+bkBvTxM5or3zXaPw6ObKjxYiSBZzV0R97FzL/w+F38R6aGqy+OeqnrsidJV1UsnAgldjSlSDw9pzC8+csZJjBpcxNjv1ax927xRHrv2BXZnbRVlA1qiRdIdcdxFx3Hz0G50btOU0tIVSUiVySSp7mKQynvGuna2ngIcGYd0KDBFRBT4p6o+6b+DiIwGRgMUFhZSWloah9PGn3cQAHjni3gXnKLXqHIPno95w4qNlJbWTFXxmwH5bNydW/33FJx/xomNN1NaWve76lAi+f+tWeME0dWrV9O8fA0Au3cHX7u5IB8+/thZevRroKKiIm0/I4liea6b77bVNHmGO2ak54tkP+99+hfmMm+z76DX9evX++ybqP9xJN1HHwv1EtAyTuk4WVU3iEg74H0RWa6qPn0N3eDwJEBxcbGWlJREf5bJoeeiz2QFBQWAcwHt1asnJWHWdc2d8g6HqpRhQ08L2hhWJ+7f/5LijpSUHF/r7rP2LoevV9GlS1dO7FkIn3xMkyZNoaKmaihHnP7cBY0b4f2ZKC0tJabPSD1mea6bF8rmwFbn5qekpCTk9aLW87nvC7mf13G9z3PR4J7M85vjrEOHDrDmm+p9E/U/juSbfg2wGJjn9zMXiEu9h6pucH9vAV4HgvVSMiFEsrD6mzefTKsm+SHXsE2mmyKcVjlU/egbNwfOhW9DB0xdNW/k3Bfnx2EQXDQTNHr079yqzueNVSRVQ3OAxaoasCBuPGYhFZGmQI6qlruPhwP31/W42eSZUSdy+8SFvDp/Xch9ju/Uks/vHV7rsZxGYk1ofWUsX7MG7iItrZs28FnJSkRANeX1u6b+K3ADwV0jetbpOG//3ykxTRXS4/DmXH9KF56e8XWdzh+LSALB9wkxXkBVA9f1i14h8Lrb1zYPeFlVJ8fhuFll3MXH0qdDc+4LMt9RNF77yWDeXbyx+sKbCJHGGO+Le5e2TXnowj6c1fvwoPvYaGITL7mxzhro6hPlAMh0EMnCNNtUdU9t+8VKVVer6vHuT29VfShR56qPhvcqDFpUvbhfR5/n+bk5cenq2KdDizpNJ5EInv7Vlw/oHLCugF3/TX3zf2GWHvV8npPdbbnWQCAi/xOR80QkYJo/EekqIveLyLWJSZ5R4PAWgcXMi/sFNvgO6xl+qod0Ec9rt5UETLwluhfn7cOPCfma5/Oc7MFlkZT/bwCGAMtFZI6IvCMiH4rIauCfwDxVfTahqcxgD17Qx+f5yd3a+MxQWNSmCQ+c38f/bUEX5s7JkaDzlWSylu4EYOceH9k0FMaEEunU2YmU51ZLHah0RoAmK0WRjCzeBPwK+JWIFAHtgb3AikRWGWUL/9Wo7h7Zy2eirl+e1SNofb3nzsG/PjMdRjLHyw9P7MTLn63h/DDdXVs0zuf9206jWZwWBjcmlTxrIhQ0zOPbiuQNRo3q26OqZUBZQlKSpQKnpXV+z7/nTBrl5wQNAqd0c+bmefCCPpzUpXXAax8sS9xAsGTq3KYpC2rp6SRSMy2wMfXd944/gkb5uazdtocHJy1L2nntNirF/Of0aewu1hKuH7JnoZdgc73/bNjR1YHgnnN70eeI5uxd80W8kpt20mWFJ5P5XrzupISvICcinNX7cMZ/ktwupBYIUizPq0Tw+GX96NwmcGELb+/eOoSjC0Mvqefdde26U5zevaVr6pjIOIvntdsai028NHbb1xqEGFGfisGYyarojTgQiEg7d+Sv97ZjVPXL+CcrMYZ0b8v0r9JrgtPeR9TMUDjyuNobPHu2r31Gw18MP5p+KRylmEwWBky8/GxYdxrl53Jxf9+u2bk5EtdZdcHp/t24Qei+Osm+wYmmRDBdRO5R1YkAInI7cB3QKyEpS4BjCpulVSC4e2RP8nJzePyyfhQ2bxh23//8eBAVQWYJDeaW07vHI3n1Ql0H/xjj0aRBHredeXTA9lUPx38hxj9eUvtcW8kUTSAoAZ4UkR/gjAZeRj2bEyhd+9NEUhIItQB8tnrg/N7c8+YSayg2Jg4inkdAVTcCk4FBQBHwgqpGtxRViqVbz8p0S0994mknaRXD5F7GpLtkDyiLpo3gfWAj0AfoCDwrIh+r6i8Slbh40zQrE6RbeuqTk7q05r7v9ebCICOsjckUyar4jGZmscdV9SpV3aGqi4HBwM4EpSsh0u0OPN3SkyzxGMEpIlw9uIjmjaxqyCTG5QOOpFcEnTMyQTRLVb7h9/wQ8EC8E5RNsjQOGFMvPHThsalOAgBz7hrGoaqq2nesg4hLBCJSLiK73J99IlIpIvWsRJD8S6//HcXPh9X0Ssi2EkGn1rYQvDHROqxZQ9q3SOx3J5oSgc8oJhG5AOs1FFJujlBZpTRv7PsnHti1pvePtREYY4Lp3NYZWNo9zODReIp59RG3quj0+CUl8ZJ5B15Z5ZwsPzeHsnEjq7cP6Foza2i2lQiMMZEZekw73rrlZC4fcGRSzhdNr6GLvJ7mAMXE6SZbRM4GHgVygadVdVw8jusvljvwH/TvyH/mhV4CMpQGuTkcqKwKWEglm1ngMyZyx3VsmbRzRTOg7Dyvx4dwZiE9v64JEJFc4HHgTGAdMEdE3lLVuq25GEQsF6L2LRtz6xnd2b7nAC98+g1n9z6cyUs21fq+V28azJyybfyguGPIfTq2ys46c5seyJj0Ek0bwTUJSsNJwEpVXQ0gIhNwAkz8A0EM7xHg52cezVsLN/DCp9+QlyvMuGMop/xuWsC+bZo24LvdBzjt6MM4tmMLju0Yfu3S7x1/RAwpMsaY+Ko1EIjIXwlzDVXVn9YxDR2AtV7P1wEDgqRjNDAaoLCwkNLS0qhPtGH9/oBtl/VowMvLQy8AUVZWRmnpBjZuqwQgf8+3zJk9y2efBjnw+1Mb0zhP+HK70K3l7oD0/aK4EZt2V1FaWspt/RvSoSCHjz76KOo8xKKioiKmv1e87du3D4BZs2axqknMzVMRSZc8J5PluX6LJB+Jym8kJYK5cT+rr2AVBQGBR1WfBJ4EKC4u1pKSkqhP9N62RbBurc+2oScdx8vLQ2exS5ciSkqOpgQ44YRt9O/ciq3l+6F0avU+d5/XmwsGFQFwVojjlIR4nAylpaXE8veKt0azP4S9exk4cKDPKmyJkC55TibLcz01eRJARPlIVH4jCQTDVPVKEblVVR+NewqcEkAnr+cdgQ0JOE91Tx5v0Ywt8KwG1rKJM5rV00XURMYai41JT5GUz/uLSGfgWhFpJSKtvX/ikIY5QHcR6SIiDYBLgbficNwAE+cG9v5plO+72PsHt53m8zzYdAiN8nMpGzeSH53Uyd3HGGPqr0hKBP/AmXW0KzAP3+ueuttjpqqHROQW4D2c7qPPquqSuhwzGkO6t/V5fkRL36XoLu4felIzu8M1xmSCWgOBqj4GPCYiT6jqTYlIhKq+A7yTiGOH0qxRHuX7DgWsBORdAvhB/450bBVBXbb1hzTG1GPRdB9NSBBIhT9dcjz9O7di/prtAa/ZNd0Yk22ycvH6i/o5g7xqWyi+NrcPP4a9Byq52ObEN8bUY4ntzJ1mXrlhIFf1Cr+iVTQlgtZNG/CnH/alSYOsjKfGmAyRVYFg0FFtOP3IwIVM3rj55KD7WzWRMSYbZFUgCKVvp5apToIxxqSMBQI/eTn2JzHGZBe76vnJzREedpeos/VwE8Oq3IxJL9bKGcSlJ3Zi38FKLkvSohDZIhVLhRpjameBIIicHOHaU7qkOhnGGJMUVjVkksZ/FLcxJj1YIDBJY1VDxqQnCwQm6axkYEx6sTYCV7tmDWnfMjvXEDbGZDcLBK7P7hqW6iQYY0xKWCAwxpgUeuqqYpo3Su2l2AKBMcak0Jm9ClOdhNQ2FovIWBFZLyIL3J8RqUyPSSzrM2RMekqHEsGfVfWRVCfCJI/1GTImvVj3UZN0VjIwJr1IKgf5iMhYYBSwC5gL3K6qgetHOvuOBkYDFBYW9p8wYUJM56yoqKCgoCCm99ZX6ZLn20r3sG2f8sfTGtOmcWLvQdIlz8lkec58dc3v0KFD56lqsf/2hAcCEfkAODzIS3cBs4BvcW4SHwDaq+q1tR2zuLhY586dG1N6SktLKSkpiem99VW65HnQb6eycec+Zo45nSMSPGYjXfKcTJbnzFfX/IpI0ECQ8DYCVY2og76IPAW8neDkmBSyGSaMSU+p7jXU3uvphcDiVKXFJI/NMGFMekl1r6Hfi0hfnKqhMuDGlKbGJIWVDIxJLykNBKp6ZSrPb4wxxrqPmhSwqiFj0osFAmOMyXIWCEzSqA0lMyYtWSAwxpgsZ4HAJI3YLEPGpCULBCZprGrImPRkgcAknZUMjEkvFgiMMSbLpXpkscki4685iZdnr6GwecNUJ8UY48UCgUmanu2b88AFfVKdDGOMH6saMsaYLGeBwBhjspwFAmOMyXIWCIwxJstZIDDGmCxngcAYY7KcBQJjjMlyFgiMMSbLidbDBWRFZCvwTYxvbwt8G8fk1AeW5+xgec58dc1vZ1U9zH9jvQwEdSEic1W1ONXpSCbLc3awPGe+ROXXqoaMMSbLWSAwxpgsl42B4MlUJyAFLM/ZwfKc+RKS36xrIzDGGOMrG0sExhhjvFggMMaYLJcxgUBEckXkcxF5233eWkTeF5Gv3N+tvPa9U0RWisiXInKW1/b+IvKF+9pjIpK2i+uKSJmb1gUiMtfdlul5biki/xWR5SKyTEQGZXKeReQY9//r+dklIj/L8Dz/XESWiMhiEXlFRBplcn4BRORWN79LRORn7rbk5llVM+IHuA14GXjbff57YIz7eAzwO/dxL2Ah0BDoAqwCct3XPgMGAQK8C5yT6nyFyW8Z0NZvW6bn+XngevdxA6BlpufZK++5wCagc6bmGegAfA00dp9PBEZlan7ddPYBFgNNcFaM/ADonuw8Z0SJQEQ6AiOBp702n49z4cD9fYHX9gmqul9VvwZWAieJSHuguap+qs5f9QWv99QXGZtnEWkOnAo8A6CqB1R1BxmcZz9nAKtU9RsyO895QGMRycO5OG4gs/PbE5ilqntU9RDwEXAhSc5zRgQC4C/Ar4Aqr22FqroRwP3dzt3eAVjrtd86d1sH97H/9nSlwBQRmScio91tmZznrsBW4Dm3CvBpEWlKZufZ26XAK+7jjMyzqq4HHgHWABuBnao6hQzNr2sxcKqItBGRJsAIoBNJznO9DwQici6wRVXnRfqWINs0zPZ0dbKq9gPOAW4WkVPD7JsJec4D+gFPqOoJwG6cInMomZBnAESkAfA94D+17RpkW73Js1sPfj5OlccRQFMRuSLcW4Jsqzf5BVDVZcDvgPeByTjVPofCvCUhea73gQA4GfieiJQBE4DTReRfwGa3uIT7e4u7/zqciOvREaf4uc597L89LanqBvf3FuB14CQyO8/rgHWqOtt9/l+cwJDJefY4B5ivqpvd55ma52HA16q6VVUPAq8Bg8nc/AKgqs+oaj9VPRXYBnxFkvNc7wOBqt6pqh1VtQin+Pyhql4BvAVc7e52NfCm+/gt4FIRaSgiXXAaZj5zi1/lIjLQbW2/yus9aUVEmopIM89jYDhOETNj86yqm4C1InKMu+kMYCkZnGcvP6KmWggyN89rgIEi0sRN5xnAMjI3vwCISDv395HARTj/6+TmOdWt5vH8AUqo6TXUBpiKE12nAq299rsLp7X9S7xa1oFinAvqKuBvuCOv0+0Hp758ofuzBLgr0/PsprUvMBdYBLwBtMqCPDcBvgNaeG3L2DwD9wHL3bS+iNM7JmPz66Z1Os5NzULgjFT8j22KCWOMyXL1vmrIGGNM3VggMMaYLGeBwBhjspwFAmOMyXIWCIwxJstZIDCmnhKRkSKySETuSnVaTP1mgcCY+usanFHHQ1OdEFO/WSAwJgIiUioixXE+ZksR+YnX8xJx19MIsf9/RaSr16a3caYWWOu33wfe89cbUxsLBMakTkvgJ7XtBCAivXHmnV/ttbkAZ1RqC7/dX4z0uMaABQJTz4nIr0Tkp+7jP4vIh+7jM0TkXyLyhIjMdVd/us997RwRmeh1jBIR+Z/7eLiIfCoi80XkPyJSEOScQfcRZ9W4+9ztX4hID3f7YeKsMjVfRP4pIt+ISFtgHHCUOKuP/cE9fIHUrML2kjtvDMDlBM4dczlwE3CCXwngLZz5iYyJiAUCU999DAxxHxfjXEjzgVNw7pbvUtVi4DjgNBE5DmfK34HuhH0APwT+7V6c7waGqTPF91ycle+qRbDPt+72J4BfuNt+gzMZYj+cmWKPdLePwVlspq+q/tLddgLwM5yVqLrizK6L+7t6qnUR6QY0VNUlOAHi+57XVHU70FBE2kTw9zPGAoGp9+YB/d3ZWPcDn+IEhCE4geASEZkPfA70BnqpsxLUZOA8cVbCGolzMR2IcwH+REQW4Mz62NnvfLXt85pXuorcx6fgTJGOqk4GtofJz2equk5Vq4AFXsdoj7Mwj8flnmPizFZ5ud9xtuDM6W9MrfJSnQBj6kJVD7prUVwDzMSZmXQocBSwF+eu/ERV3S4i44FG7lv/DdyMM//7HFUtd6th3lfVcNUqte2z3/1dSc33K5qF0/d7PfY+xl6vtANchrNwi6ctoL2IdFJVT8NxI/c9xtTKSgQmE3yMc8H/GKcU8GOcu+nmOCuZ7RSRQpyulh6lOAvb3IATFABmASe71S648+If7XeuSPbxNwO4xN1/OM702QDlQLMI87gM8JxzAE4VVEdVLVJnLY7f4bYLuAHtcKAswmObLGeBwGSC6ThVJ5+qs4rXPmC6qi7EqRJaAjwLfOJ5g6pW4nS/PMf9japuBUYBr4jIIpyLfg/vE0WyTxD3AcPdKqpzcNbjLVfV73CqmBZ7NRaHMglnvQ1wqoFe93v9dcCzrGN/nAXRwy15aEw1W4/AmAQTkYZApaoeEpFBOOsu943yGI2BaThrVVfWsu+jwFuqOjXWNJvsYm0ExiTekcBEEckBDuBUR0VFVfeKyG+ADjhLOoaz2IKAiYaVCIwxJstZG4ExxmQ5CwTGGJPlLBAYY0yWs0BgjDFZzgKBMcZkuf8HQ8VlgabRJpYAAAAASUVORK5CYII=\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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rgI+TdB0ARk12RhoXHXXq2HNGj2fB+t1RP/eXyUv93m/ac5Bb3/6RDbsOcMd/5jLqX+GX3Ji9egc/rNnJ/sNFzFy53bv94JFiVJX3C9b5Hf/Dml1s2XuQ/mOn0uuhyfx18k+sT1L30WKfP4DIbRKxne/Ln7Yy4PGpcd3wZ63ewY1vzuGR8YujH2xMCqgqr36zihvfnMNH7sNguqSq/TOeNglUdTtOg/VbACLSh+BeSXETkbdw1s1uKiLrgD8BY3Eayq/DCUyXlPU68frfj6P3Xnpj5pqQ2/uPnQrAnDW7/LZv2HWAhRv2cGaXbH7x4rcANKhVza9E8vLXqygqVv46Jbgx+JMfS+r9//bFsrBTWRT8vIM+x5V+1pRYb/6+JY6TH5lCrepZfHnnoKDj7v9kIet2HmD9rgMcf0zdmM69e7/znbw+82fuGdGZQ0VHyaoi1K0R16+tMQmjCpt2HwSczirpTksqxDOY7lYRqS+Ol0RkDtBUVR8payJU9XJVba6q1VS1laq+rKrbVfUMVe3g/p/yzvSBN/hEOO+5r/l1QOkisMrqyYlLQwYIgIdjfKq++IVvYyoOT1m0mS17DwYtlej7lBLqNPPX7eaDOf4lnS17D/Hz9tCT9HnS4nuVpZti77r39JRl9HhgUtgeWKk2aeEmvyo/Uzn4PhSpEld1cqJlTHWTj/9R1T3AUKAZMBJ4LCmpSrEjxamb+XxbYepuLG3HfBZy+7uz13pfX/+v2Vw+bmZQQPl8wSbv61BzN5373Nfc9u7cmJ9mPIeJCGu272fX/sOc9XRs7SMAizfuAZz1ffOXbiFn9Hh27U/PTXrHvsOMer2AUa/b6r2VjW8Nz/P5K8h9eErCqnxVlWe/WMYzXywjZ/R49rgPj+H+xDx/s8kuUcQTJDwPgWcDr6rqXCrINPfJ7mcciqfImg53vTfP7/2KrfuCjrnjP3O9ryP9Ei5yb96+1mzfz4L1u5nm3sxXbi307hOcUdY9H4xcIpixYhuFh4q874uOlgTyF790uiAv2lBy7cUb97Blb8l3+sOancxfF71NqTQ8aVm1zSk1rdhaSM7o8X7pqUj2HjyS1ifmTHJU1TsK3lMDsH5nYoLEzJU7+Mvkn7xjjqIFn1RVN8VTuVsgIpOAtsAYEalHBVl8yPdmlEy+1SuFh45EODL1wlUTgfOHoaocVecGWaNqST/8i1+YEXT8aU9OA6DdMc64jJGvzYp4/kDbCw/xq//zHzhWxac6zPPa929k+N++ok71LGaMOYNDRcVc+LyTrkRMyDZv3S66t2zgrZLzXN9T9TBxoVPq+njuerq0qF/m62WawX/5kq1u1+wtew7y0teruHtYJ7KqVIhnxLgcDXFn9n2AKYvA83guFe5bDpWWZIhakhARTyC5DmdqjJNUdT/OlBwjk5i2Cse3eiXNA7ODhGsDARjw+DQeGb+Yq1/5jo73Toi5mmelW0LxDRDnPPt1xM+oKn0enhLxmMNFR91j/bfvO1zM6U9O4+RHvogpfR7LNu8N+dS2/3ARL321kvOe+4b355T0ZPH80Qb2LpGKUbAO4ttAO/qD+YybvtKvN1681u86wLqdpVtgat3O/XyxOPIkd9f/czZzNifnwS/U322CYkSQaG2KqbqHxFLdNFNEPsIZ1bzDM8mf27A8L9IHTXhD/xp7fXwqRHvSf+nrVXyz3LkxRKsqiiRaqW1dmKL7V8u2eV/PdqdHCdVWsmu/fwnt2xXbGT/PfxqVA4eLuerl71i+xakGO/Ov0znV7Y3m68Y35ng7CvhWmXmuevRo7HXC2woPsbYUK+/9sHZXxP079x1OWUkYSgJ0pKfYd2evDdvz51BRMaeOncqAx6fFdd1thYf4buV2hj/9Fdf9M3Jb0JTFm3nmh+RUjznVTf4PA4kqSQTy/YYPHA7uOp6qdV5iGSeRC9zqvn1aRGaJyF9FZKiI1Ehu8lKjoj4BlkcDn4j95lF0VNl7MHK13eX/N5Ob/z2HnfsOe2/q3yzfxlfLtvHoZ/49xW5/dy45PiPsfedCemPmz/x5ojMmxnN/3HuoiN0Hjnif+CLVvuQ+PIWBT0yLOE5k0+6DfqWTaUu2BAW4QL0emkz/x+IrOSWCqhOgAjt9bNp9kLvemxe2Uf/g4cg31M/nb2T26uCOjDe9OYfLxs1kb5SAmOwBbhoi+ckar+AbiE95NLh0XbI7uXmOqeFaVX9W1RdV9QKgP/ApMAT4SkQiz1thTJKMfHUW3e+fxCUvBreLBOr10GQucttPPE9+noZ1j/d9uvSuCShZ7TlYxHPTllN8VHns85Lg8vB/S0a0hysF+Xp2qjOu5Yc1O70j8wG27DlI38e+4PEJS7zbft4e3KHASYsTmDyf33MwNSWJDbsO8PXykhJdr4cmc/u7c/2O8QzCDNcxo0qUO86Nb87xjh/ytThEB4lQkl1NH7pNIllBouR1qJ9xqkZ8xz2TnKoeAX4A3lDVk3En1zMmXWatDp78LJQf1+5ixoYibnhjDhD+hpK/dIu38T3Q8X/8jA982icmLNzkPc8nczfw1KSl5Iwez+79Rxj9/jz+Mmkpq7aV3Ow373GqQS58fga3vv0jZz71JRMXbuJ2tzfZZ/M3sufgEXJGj+e9gHEo4MzldeL9k7jt3bnc+vaPMeW7LHxnFP5qWUnJyhMMPpnrDO5UVb5bud1bmgr3dJ2o29oenxLkgMencv5zTltXWRpzJyzYyJQoiwsdCFESjKckcdR9yAhV9RiY9PLUJgGAiOS7g+kaA3OBV0XkKVVN79j0BLCFXSqPcfOi11Vf++qsmM+392CR343vmanLARj9wTzenrWWZ6cuZ9Cf87373ytY51edsmxLIb95vcDb5nLgcLG3S+WC9cFPz8Oe/goouTmHsmv/YaYt3cK8dbu4/5OFLNxWzAqfNpVA+w4VMezp6cxbtyton+8aI3e/P9/7eqTPd3TfRwu44PkZXDZuJq9+sxqIECR8Nv99mvNdbd5zMO5u6Le986P39bqdB5jrdncOd+OMNlU+wA1vzOH6CNPoANz4RkHQtniCRLs/fsY/vlwZU7VqtHiXcSOugQbuYLqLcMZJ9MGpcir3UtWVzFQevoMRA4WqTvHYvu8w10dpmIXIN6aH/ruYka/O4rznvuG1Gat5cvZBzvjLl1z9yvcs2rCHbYWHvEFjW+Ehuv5pIks27eXJiUuDzhXYSBvK6zN/Zq7bwD5u+krAf4BqUfFRNu0+6J2TzMNzvVGvF/CnTxb6PV3vDuiAEJiKVdv2sWJrIfsP+1fDhPpbfmLCEoY8NZ2c0eO9De++Nu6OfZzD3BBjbzw/i/2Hi3h31tq4qoH+M3stCzc45wz8qqMGiRQ1XMczTqKqOxvrpcA9SUpPWhQVW5AwpZfoBZfKOoL3/RDVVADTf9rK9AgLE321bBs5o8fTrWV93ry+L7WqZdGvlI3ih90gMXv1Dr+gWK+m/y3Ht01opU+1XI8HJwHQtUV9PvntgKA6+QOHiznjL19SL2Aer0khqot8139Zv+sAbZvW4afNe+nQrC7vz1nPHf+Zy2MXdff7zLuz1jLmw/n89PDwqONBio4qy7cU8tJXK3l71lqem7ac6XcFz182bvqKoG13ugNblz8yPKjkGO3h1dOTL9nPuPEEiQdxVqf7WlVniUg7IPTscuVMqiKyMeXBgvV76PHApDKd4+CRo8xYsS1oUOTeCI3snqnwfS3csCfkuIgNbsO4b2+nlVsLedonYOeMHs91A9r6fe4P7/zI4xefyFlPT+fS3FbeHmxjPpjvd9xd7zs3779N+YlWjWr77Xv9W/+17Scs2OQ3Q8GaHfuZvGgzL+Qv570b+lOlinDwSDGPfrbE73PnPPuV9/VpT0zz5snjPwWhg73Ha24VXbKn0pd0z4meSLm5uTp7dvzz6Tw+YQkv5AdHeWNM5fPqyJP82lzKYtxVfRg3faV3bE9pDOmczZQIAwiHdslm3NW5ZVp0SEQK3OEOQWIuSYjIMyE27wZmq2pS13pItgoUJ8udfu2a8G0ZRu8ak2iJChDgtLeUVaQAAaGr2BIpnobrmkBPnCqmZcCJQGPgOhF5OuEpSyGrbkqfX57cOt1JyGirHjs73Ukw5cB/fGZ2TrR4gkR7YLCqPquqz+L0bOoMXIgzfXj5VUFixGknHFPqzw7pnJ3AlGT+dWPxw31n+r1v07h2mCPDa9WoVqmvf2r7JogILRuW/hwetatnRT/IlFt3vjePfUeScyOLJ0i0BOr4vK8DtFDVYqBczyNcXrrAtm5ci9HDO4Xd/6//OTnkrKe/Oa1dxPP2aNWAJ35xYtD2k3Iahf3Ml3fm8ezlvSKeN5qpt59OnYDeKdWz/H8lrzilTZmuEasXr+zDqsfOZuSpOYAze2yjOtX9jnnhyt5+72tW80/reT1aBJ33k98OCHvNN68/JWKabsprD8A3owezeuwILs1t5bf/wfO7ct2Atrx67Ulc2z8n7Hn+fHotFj0YeQHJq/oex+qxIzimnjPTjud7SIRYA+WVfVPzs66oDiepl2Y8QeIJ4EcReVVEXsMZdf1nEakDRJ62M8Nl2oysoXRtUZ8PbzqVG04/Pmjfi1f29gsEHbPr+e0fc3bniOfu1aYRjetU55bB7b3bGtWuxl8u6Rny+Oz6NTiuSR1aNKwZ8byRnoAXPnAW7dxlTH0DX42AG+8jF/p3TUyUhrWr+d3kh3U7FhHhT+d2DTu9eNcWDWjiEziuG9CWMcM70a6p8+z0W5/vz3NjbxwQaHyd2r4p1w9oy51ndaR7ywYseWgYn986kM7NnenGA7uL3nlWyfe0euwIru6Xw33ndGFQp2bcf56Tbt9/s+8dwqx7htC0lpPPd0b15eELujGwQ1PAeXiYfe8QRp7qnAfgtZEnMaJ7c67ulxP1O4zVlNtOj+k4TxpK44TsuswYPbjUn68IQswBmBAxBQkRqQIsxpm36SP33wBVfUlV96nqnclJXmo0bxD5ZhevUE/lZXFZbmvG3zKQpnVDz6eY17GZXyA4o3Mz7+uv3P7anhuPh+8fZLgnvTZNagfdMP/v6lym3p4HQIeAYBQosPuhL98SRBeftFX16ZM+PcRa2QC3DG7vd7OO1fJHhntff3nnIJY85LyPVBWzOOAJ/LNbB3JyW2ft8OpZWfzm9OOpmuW/vgT4B8iHLugGwFldsxnSOZt/X38KH998KgD3ntOFmwe159PfDaBmtSw6N6/P+zf245nLe3Fiq4Z+1/YE0J6t/beH07RuDW/JAOCUdk24su9xnNreCRLqHvOnc7tSvapz7q4tGvD3K3r7fSee/AYaf8uAiOt1jOjenGl35FGzWuSqrmcu78VFvVpSNdrEThFcccpxtEhAtVx5FmXuxFKLdYK/o8BfVHWjqn6sqh+pavh5AcqZeBeKqVE18td2aW5rXrk2ZG+ymPz3dyVVFKvHjuDxMEHnwl4tWT12RNAfoefG8NhF3Wnt1qMHjge6JLcV3Ztm8dD5XRl5qnMz9y1QXROi+mL12BGc2SXbe4OvX7Oat0rqnVF9g473LRWc2r5JyDwEOv6YuvRt15gPbupPmyah2wBuG9qRgoD2glA3q7/9sifPX9Gbe0d0puDeIVTNqsLTebXIvyOPBrWqATBj9GC+uTv8E2it6ln8+9en8PI1zs8zu35N+rVz8uKZv+i+c7rQqlEtcprUCXmOxrWdgJbTtA4vXZNL//ZN6RHhRl+7etWQVVf1a1bj/67O9aaltM45sTn1alTl0tzwnQaq+VT7vTOqL/PvH0r/4518t2xYi29GD6ZriwbeY3q2bsikP5zmd45BnZrR1i1lDe7UjHDO69GCpy7rGXIW3dn3hp7U4fkrevPIhd2876/qe1zI4xrVrhb2uhXN1+uSs5BZPKF7kohcLLGM0y9v4qhuGtb1WG4784Soxw3ulM2D53ctQ6JK7+p+Ofztlz25zOcmUCXgx1a/ZjVuz63JVf1yvCNKm9V3SlSPXdSd3w+JnkcomWbd9ysc1PEYbhnc3u8m9NSlPSO2cXhUy6rC26P60btN8LHT7sjzuxF1axk5uJ/fsyVnd2/O9QPb0cQthTWsWYWcpiU38xYNawW1PQTqf3xTzvBpYPd8X54xRgM7HMPXdw+mZrUsLurdkmb1/Et8w7sdywPndeUPMX6nkZzZJdubl9Jq1ag28x84i/bN6oY9prrPg5CIUK9mNV66JpesKsJ953T2KynNue9M3h7Vl/Zu9eF1A9ry+a0Dubh3S+8xr1x7EvPvHxrUGaBp3ZLvPtStpWndGrx0dUlQfPiCbsy7fyhnd2/u9/tVxf2ZBJYw5wRcz+Ppy3qGzXs4A9o35ckYawlCBflkm/hzcmYDjmfE9W04jdXFInIAZzoVVdWKt15jBGd2yaZljA1xvsP5ReIbjzFj9GB2xrgCXKjrnt+zpd+2WEL7FSe3oUmd6gzremzM17r8lNZ8v3qHd6lSgJevOcn7R+uRXb8m/7mhv980DKFcEtA466ttU/8n9f/+biA3vF4QVJWWbJ6sherw8NSlPYOPryIhS2aZrFpW8C9M7epVWfFocJdc33aX5Y8401iEuuHXq+k81VfPquKdtuOuYaE7Ynx+60DvtBNDupQE6KFdsqnvnqdaVhV+N7g9Z/n8vnpKQI1rCjsO+i8Q9N/fDeCCv3/DWV2P5YJeLRnW7ViuffV7erRuyKCOzVi8cQ8PfLqIf/3PyZx2wjFBv6utG9fm4t6tvFNphHLOic1ZtHEPf76kB49e1J1uf5oY9tjyIuYgoaqRK6DLsVjv3UseGkbNalksWB88yVfI8/qcuHa1LPaFaFm6uHeroLl2VJ0n3HB1rE9cfCJ3vT8vru6VsRQAq1QRzu7ePGj7c7/qxf5DoVvFLuzVigt7+d/YfQPEnPvOJCvGwufADk25qHfoIHFiqwYht794VZ+Yzp1I4l3jOuWXTpnAXmaxqhrD53yD69AuwV2ga1arEjbwe0q7HrcP7ej3/rGLu/PI+MX8vttROvV0SiAvXtmHE7Lr0u6Yuiz3CXI1q2Xx9qh+3vcn5zSmR+uGQaXY35zejhOa1ePs7s2pUkXIaVKb1WFWcnzuVyU94KpHqZaOpmndGmwrTH/H0XhGXAtwBdBWVR8SkdZAc1UNnnClgvLU/XdrGfqG9elvB7BoY0kA8Z3yxFPdUy1LOOJ2Vbvh9OMZPbwT1/bP4dznIq/97OuS3FY0qlOdvI6xj4vw3LdfujqXTs3ji/fnnFj6onNg7557R3SO2OMnlOl3DqJJ3fgbqpOlijdIVNwoISL8fkiHiG0JpeX53r68M4+Gtf1/rq9cm0uHZsG/n3ee1ZGCGKa2GNSxGYM6NiM/P5/27nmGdYutZFylioSs5hwz3L93YM/WDcMGidLo264x1/TL4cY35/htz5SK/XhC3fNAP+BX7vtC4O8JT1E51r1VAy47qaSvt+8t5IOb+nNhr5YseOAs7zZP18/urRpQ4NNAF20EuIhwZpdsv8bFaDy/bw1rVwuasCyVrh/YLmxpIZw2TWoHjacI5dcDS3pTRapvLytPcB7aJfZqufLo90NOCOphlQieElio38PBnbK9nS183TyoPa9ce1LC01Iaj17UnVdDpCVUZ5Vr+pU0qNcN8TssAncM7ehXZebdF2e6asXTeBCHeILEKap6M3AQQFV3ApnzeJdms+4J7oXhedC8ut9xdMiux18v60mNqqG7AzapW4PuYUooiXDvOV3omF3Pr0dKot0yuD2vjUzfH/Ifz+7M/Pudwf835QWPJ0mUzs3rs3rsCPocF70h3gS70f3ZRJmBO+1GD+9Eboifce3qVRnkU8LydEn2tJX4euD8bix84CzG3zKAWiG6Wq96bAS5OY2pUkX8GtOfiWGgaqdjS0pcT/ziRO7rm5wuwPEEiSMikoX7gCwixwBJ6pmbWpFqDWId8RvqF94zaCmwEbks6Smt3m0aMfEPp4X8RU2U24Z2JK9j4qsnYuXphbN67Ii4Sysmde4e1onVY0fE1E6WTjecfjzv3dg/6nGev/1wf7Z1alSla4sG3uPCjf85v2dJte5xAaWpUNV+vveJS3Nb06Ju2dpAwonnrM8AHwLNROQR4Gvg0aSkKk0CFzABIvZn9xXYxRSg3TF1Qz5x9mjdMOQAvgz/m0mailuzbyoDbxtVlJ4MnuPCjRkUEU7Irus91vd+8I+r+vDGdZGncUmWeHo3vSkiBcAZONVlF6jq4qSlLIU8A6v6Hd8kaNrdhrViG4wT2OUzEs9o20CeNobKGiyMKY88N/9oDzuhHiQDecYdBXaZr5ZVhQFuzYRHqmavjqt8oqpLVPXvqvpcRQkQ4DQc/753jZD1gGeG6KIHzkjQmWPO8L5PRP3qM5f34obTj6dbEtsNMpHFRFMetW7stgF4qpui3LMlxuM8x0ZaxzyVktQeXv70bFY15Bwz4epNA+dRiuUpIZqWDSPP8lpRZcafgjHxef+G/izcsIe1O/fz/aodYaeR8fDcIiJ1nfYcIwhHijOjydeCRIIkIkgYY8qPZvVr0qx+TVSVS/q0jtoppEerhqzdcYBaUSY89CiKUpJI1TCd5DSHl2OXuyuldW1Rnzpx9ASyGGFM5SQiMfUafPIXPfjgpv7eUePZ9SPPwRUtSKRK1JKEiOwAPgDeAqaqVuBhpsAD53XjugFtvaM1wZluOytKo4OVJIwxkdSqnuUd0f3tmMERB4gq6p2xIdys06m6EcdSktgK/Ag8CKwTkb+JSPC80BVE9apV/AIEOBN7RZurPtMHBhljMkfzBrVCDr7zbQP933OdWaR9lw44OadkbQ/P3G3JnnE2liCxz+3NdCrOtBzrgedFZKWIVKhxEmVhJQljTKKoliwp67u417s3lExI6GnbiHVuqtKKJUh4736qukZVn1DV3sBwkry2tYgME5GlIrJcREYn81plZTHCGFNWmXgbiSVITAu1UVWXquoDCU6PlzsFyN9xglEX4HIRKf0iuEmW6VMMGGMyXzxjKVIlasO1qt6WioSEcDKwXFVXAojI28D5wKI0pSekd3/Tj8/mb0x3MowxFUAmPmuWaZyEiPyvqj6YqMQEaAms9Xm/DgiavERERgGjALKzs8nPzy/VxQoLC0v92bz6lPqz6VSWPCfS/K3Osos7d+xMenoyJc+pZHkuP/buPQBAQcFsti+P3K1269atACxYuJDa25cmLc9lHUx3PU6vp2QIFVODCmGqOg4YB5Cbm6t5eXmlulh+fj6l/Wx5lTF5XroFCmbRqHEj8vKSO4lZxuQ5hSzP5Ue9+V/Bnj307tMn/FoeE5xlVZs1OwY2b6Jrl67kndg8aXmOZZzEnnC7gORMYO5YB7T2ed8K2JDE6xljTFpJBjZdx1KS2AWcpKqbA3eIyNrgwxNmFtBBRNridLv9JSWr4pkKxBr9jfEXT8N1smeDjaV307+A48Ls+3cC0+JHVYuA3wITgcXAu6q6MFnXM+lTwQfxGxOz24eeQO3qWRwfw/K7qSp1xNK76d4I++5ObHKCzv8Z8Fkyr2Eyh5UoTGWX17EZix4cFtdnkv2MVaoJ/kTk/gSnwxgrURgTjxQ9U5V2FtjzEpoKY4wxcanhrmQZbfLRsiptF1irFzAJZ9VNxsTuf8/twjH1azA0zOqZiVLaINEnoakwxhgTl4a1qzNmeOekXyemICEiZwEX4IyCVmCDiHysqhOSmDZjjDFpFstguqeBE3C6wq5zN7cCbhGR4ap6a/KSZ4wxJp1iKUmcraonBG4UkXeAnwALEsYYU0HF0rvpoIicHGL7ScDBBKfHGGNMBomlJHEt8IKI1KOkuqk1sMfdZ0yZ2OgIYzJXLCOu5wCniMixOA3XAqxT1U3JTpwxxpj0irkLrBsU/AKDiHRS1SUJT5WpVGx0hDGZq7Qjrj0mJSQVplKz6iZjMlcsXWCfCbcLaJjQ1JhKzUoUxkQ35bbTOVx0NGXXi6W6aSRwO3AoxL7LE5scU5lZicKY6NrHMI14IsUSJGYBC1R1RuAOmw3WJIKVIIzJXLEEiV8QZjyEqrZNbHJMZWQlCGMyVyxdYHekIiHGWInCmMwTtXeTiHwqIueKSLUQ+9qJyIMi8j/JSZ4xxph0iqW66dfAbcDTIrID2ArUBHKAFcBzqvpx0lJojDEmbWKpbtoE3AXcJSI5QHPgAPCTqu5PbvKMMcakU1yLDqnqamB1UlJijDEm45R1xLUxZWfdm4zJWBYkjDHGhBVzkBCRZiG2dUxsckylZH1fjclY8ZQkvhKRSz1vROR24MPEJ8kYY0ymiKfhOg8YJyKXANnAYiDUinXGxMfaJIzJWDGXJFR1IzAB6IczRuJfqlqYpHQZY4zJADGXJERkMrAR6Aa0Al4RkemqekeyEmcqCWuTMCZjxdMm8XdVvVpVd6nqAqA/sDtJ6TKViVU3GZOx4lm+9KOA90XAQ4lOkKm8xEoUxmSceKqb9lLyzFcdqAYUqmqDZCTMGGNM+sVTkqjn+15ELsB6NxljTIVW6hHXbvXT4MQlxRhjTKaJp7rpIp+3VYBcrMnRGGMqtHgG053r87oIZzbY8xOaGmOMMRklnjaJkclMiDHGmMwTNUiIyLNEqFZS1VtKe3F3io/7gc7Ayao622ffGOA6oBi4RVUnlvY6xhhjSieWksTs6IeU2gLgIuAfvhtFpAvwS6Ar0AKYIiInqGpxEtNijDEmQCxBYoiqXiUit6rq3xJ5cVVdDCDBo6jOB95W1UPAKhFZjtPd9ttEXt9kBrX+D8ZkrFiCRB8ROQ74HxH5FwEz7ajqjiSkqyUw0+f9OndbEBEZBYwCyM7OJj8/v1QXLCwsLPVny6tMyfO8LUUA7NixI+npyZQ8p5LluXJIVp5jCRIv4sz+2g4owD9IqLs9LBGZAhwbYtc9qvpxuI+F2BbycVNVxwHjAHJzczUvLy9ScsLKz8+ntJ8trzIlz0eXbIY5s2ncuDF5eckdn5kpeU4ly3PlkKw8Rw0SqvoM8IyIvKCqN8Z7AVUdUop0rQNa+7xvBWwoxXmMMcaUQTzrScQdIMrgE+CXIlJDRNoCHYDvU3h9kwY2v58xmafU03IkgohcKCLrcBYyGi8iEwFUdSHwLrAIp6rrZuvZZIwxqRfPiOuEU9UPCbNOtqo+AjyS2hSZdLI+TsZknrSWJIwxxmQ2CxImY1ibhDGZx4KEMcaYsCxIGGOMCcuChDHGmLAsSBhjjAnLgoRJO7W+r8ZkLAsSJmOEmA3YGJNmFiRMxlArUhiTcSxImLSzAoQxmcuChEk7K0AYk7ksSJiMYW0SxmQeCxImY1ibhDGZx4KEMcaYsCxImIxh1U3GZB4LEsYYY8KyIGGMMSYsCxLGGGPCsiBhjDEmLAsSxhhjwrIgYdLOhkcYk7ksSBhjjAnLgoRJOxseYUzmsiBh0s6qm4zJXBYkTMawAoUxmceChMkYVqAwJvNYkDDGGBOWBQmTMay6yZjMY0HCGGNMWBYkjDHGhFU13Qkw5rQTjuHi3q24fegJ6U6KMSaABQmTdtWrVuEvl/ZIdzKMMSFYdZMxxpiwLEgYY4wJy4KEMcaYsNIaJETkSRFZIiLzRORDEWnos2+MiCwXkaUiclYak2mMMZVWuksSk4Fuqnoi8BMwBkBEugC/BLoCw4DnRSQrbak0xphKKq1BQlUnqWqR+3Ym0Mp9fT7wtqoeUtVVwHLg5HSk0RhjKjPRDJmnWUQ+Bd5R1TdE5Dlgpqq+4e57GfhcVd8L8blRwCiA7OzsPm+//Xaprl9YWEjdunVLnf7yyPJcOVieK4ey5HnQoEEFqpobal/Sx0mIyBTg2BC77lHVj91j7gGKgDc9HwtxfMhopqrjgHEAubm5mpeXV6p05ufnU9rPlleW58rB8lw5JCvPSQ8Sqjok0n4RuQY4BzhDS4o164DWPoe1AjZEu1ZBQcE2Efm5lEltCmwr5WfLK8tz5WB5rhzKkufjwu1Ia3WTiAwDngJOV9WtPtu7Av/GaYdoAXwBdFDV4iSmZXa44lZFZXmuHCzPlUOy8pzuaTmeA2oAk8VZ6Himqt6gqgtF5F1gEU411M3JDBDGGGNCS2uQUNX2EfY9AjySwuQYY4wJkO5xEplkXLoTkAaW58rB8lw5JCXPGdMF1hhjTOaxkoQxxpiwLEgYY4wJq8IHCRHJEpEfROS/7vvGIjJZRJa5/zfyOTbkpIIi0kdE5rv7nhG3K1YmEpHVblp/FJHZ7raKnueGIvKeO1nkYhHpV5HzLCId3Z+v598eEfl9Rc4zgIj8QUQWisgCEXlLRGpWgjzf6uZ3oYj83t2W2jyraoX+B9yGM+biv+77J4DR7uvRwOPu6y7AXJwuuW2BFUCWu+97oB/OSPDPgeHpzleE/K4GmgZsq+h5/idwvfu6OtCwoufZJ+9ZwCacwVAVNs9AS2AVUMt9/y5wbQXPczdgAVAbpyfqFKBDqvNcoUsSItIKGAG85LP5fJybCu7/F/hsD5pUUESaA/VV9Vt1vu1/+XymvKiweRaR+sBpwMsAqnpYVXdRgfMc4Axghar+TMXPc1WglohUxblxbqBi57kzztix/epMhPolcCEpznOFDhLA08BdwFGfbdmquhHA/b+Zu70lsNbnuHXutpbu68DtmUqBSSJSIM7kh1Cx89wO2Aq86lYrviQidajYefb1S+At93WFzbOqrgf+DKwBNgK7VXUSFTjPOKWI00SkiYjUBs7Gma4opXmusEFCRM4BtqhqQawfCbFNI2zPVKeqam9gOHCziJwW4diKkOeqQG/gBVXtBezDKYKHUxHyDICIVAfOA/4T7dAQ28pVnt169/NxqlFaAHVE5MpIHwmxrVzlWVUXA4/jrLszAacqqSjCR5KS5wobJIBTgfNEZDXwNjBYRN4ANrvFL9z/t7jHh5tUcB0l61z4bs9IqrrB/X8L8CHO/FcVOc/rgHWq+p37/j2coFGR8+wxHJijqpvd9xU5z0OAVaq6VVWPAB8A/anYeUZVX1bV3qp6GrADWEaK81xhg4SqjlHVVqqag1Mkn6qqVwKfANe4h10DfOy+/gT4pYjUEJG2OA1E37vFub0i0tftEXC1z2cyiojUEZF6ntfAUJwia4XNs6puAtaKSEd30xk4c35V2Dz7uJySqiao2HleA/QVkdpuWs8AFlOx84yINHP/bwNchPPzTm2e092Cn4p/QB4lvZua4Mwqu8z9v7HPcffg9AhYik/rP5CLc7NdgTMpoaQ7T2Hy2Q6nSDoXWIizZkeFzrOb1p7AbGAe8BHQqBLkuTawHWjgs62i5/kBYImb3tdxevFU9Dx/hfPQMxdnOYWU/5xtWg5jjDFhVdjqJmOMMWVnQcIYY0xYFiSMMcaEZUHCGGNMWBYkjDHGhGVBwpgKSERGiMg8Ebkn3Wkx5ZsFCWMqppE4I7IHpTshpnyzIGFMGYlIvojkJvicDUXkJp/3eeKuiRLm+PdEpJ3Ppv/iTMewNuC4Kb7rDxgTjQUJYzJTQ+CmaAcBiEhXnHUDVvpsroszWrdBwOGvx3peY8CChKnAROQuEbnFff1XEZnqvj5DRN4QkRdEZLa76tcD7r7hIvKuzznyRORT9/VQEflWROaIyH9EpG6Ia4Y8RpwVAx9wt88XkU7u9mPEWV1sjoj8Q0R+FpGmwFjgeHFWnnvSPX1dKVmB7013Hh6AKwiei+cK4EagV0DJ4ROcOZ+MiYkFCVORTQcGuq9zcW6y1YABOE/Z96hqLnAicLqInIgzLXNfd4JEgMuAd9wb973AEHWmYp+Ns+qhVwzHbHO3vwDc4W77E87kk71xZu1t424fjbOYUE9VvdPd1gv4Pc4KZO1wZjrG/d87Jb6ItAdqqOpCnODxC88+Vd0J1BCRJjF8f8ZYkDAVWgHQx50Z9xDwLU6wGIgTJC4VkTnAD0BXoIs6K4BNAM4VZwW0ETg32r44N+dvRORHnNk3jwu4XrRjPvBJV477egDOVPao6gRgZ4T8fK+q61T1KPCjzzma4yy85HGF55w4s4ZeEXCeLThrMhgTVdV0J8CYZFHVI+56IiOBGTizxA4CjgcO4DzNn6SqO0XkNaCm+9F3gJtx5u+fpap73aqdyaoaqaom2jGH3P+LKfnbi31B+pLPB57jgE/aAX6FsyiPp+2huYi0VlVPI3ZN9zPGRGUlCVPRTccJBtNxSg834DyF18dZxW63iGTjdBf1yMdZuOjXOAEDYCZwqluVg7uuwQkB14rlmEBfA5e6xw/FmeYcYC9QL8Y8LgY81zwFp1qrlarmqLOeyuO47RBusDsWWB3juU0lZ0HCVHRf4VTHfKvOCm4Hga9UdS5ONdNC4BXgG88HVLUYpwvpcPd/VHUrcC3wlojMwwkInXwvFMsxITwADHWrvYbjrN+8V1W341RbLfBpuA5nPM6aKeBULX0YsP9DwLPUZx9gplutZkxUtp6EMWkkIjWAYlUtEpF+OGt194zzHLWAaTjrmxdHOfZvwCeq+kVp02wqF2uTMCa92gDvikgV4DBOFVdcVPWAiPwJaImzzGckCyxAmHhYScIYY0xY1iZhjDEmLAsSxhhjwrIgYYwxJiwLEsYYY8KyIGGMMSas/wfcbzYu4rKf8gAAAABJRU5ErkJggg==\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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d4APgNvc8Qb1PVccAYwCys7M1JycnrPPn5uYS7nsT0RvT1vD6ogW0bNuem07t4HefMnme4NQclvc5/LBvEeSt5pgOHcgZ6P+4odr/80aYO5tmzZqRk9MrIscMJJn+zjMOLYFVK2mX1Y6cnMCz4yRTnoOVlHmu4P8zWnkOZZxEmoi0wJnk7/NIJkJEauAEiDdV9UN382b3fLi/t0TynMluz4EjJX4nMmuTqByrpjPRFEqQeBRndboVqjpDRNoDyyubAHdJ1P8Ci1X1aZ+XPgWucR9fA3xS2XNVJ57BbuFcQCI5UC4UdrEzJvEEXd2kqu8B7/k8XwX8KgJp6A9cBfwsInPdbfcCo3GWS70BZ3rySyJwrmqjMtf5IoVUu2AbYwit4foffjbvBmaqath3+ar6PYHngBoc7nGNI5wR0k5JwqJEVWHVdSaaQqluygB64FQxLQeOBxoDN4jIsxFPmamUylw3imJ80YlGd1pjTGSEEiSOAU5T1X+q6j9xBtN1AS7EmT7cJKCw2iTidNG2Na6j4/1lh8kaOY4jhTYfpwldKEGiFVDH53kdoKWqFgKHIpoqU2mVqYIo771WtVH1fLXG6eF2uMCChAldKOMkngLmuoPqBBgIPC4idYBJUUibqQRPaSCce/NgAkE07vqt2ik8q7btY8/BI9TPqOH3dSufmcoIKkiISAqwGGfept4437t7VXWDu8td0UmeCZf3Qh9GfVORFReqlI/m/MLijXuYcNtAv68XT6ViTOiCChKqWiQif1fVvth4hSolrJJExFMRHGuTCN+STfkV7mPB34QjlDaJr0TkVxLsfBkmrirXu8kuJsmoKNbd1kxSCCVI3I4zmO6wiOwRkXwR2ROldJkICW/EdeTTYeLH8x2wGBFZs9bs4JHPFsY7GVEXyojretFMiImwSlzpYz0thwWl2Ci0KBFRv3phKgAPndstzimJrqBLEuL4jYg84D5vIyK9o5c0UxneduuwRlxHNi1Bs4rMkAT7t/U2XFs0NmEIpbrp/4C+wBXu873A8xFPUZyN+nA+ZzzzTbyTUWme60E41U3WJlE1hNpluND+riYMoYyT6KOqPd1V6VDVnSKSHqV0xc3b0yOzkA7AvkMFLN+ylx5tGkbsmKGqSr2brI9mdFibRHSpKsncnyeUksQREUnF/VcWkWZA0g7hvP3duZXuDXLzW7O54PkfyD8Y+zUdKjMwLdYliST+/0oo9330c7yTYKqgUILEP4CPgOYi8hjwPfB4VFKVAD6c/Qs79h+u1DHmrdsFwJHC+N3ChXUBjvUEfxE8X0FhEX94azZLNlnHOw/PVyB36da4piNZJXstXtBBQlXfBO4GngA2Ahe4a0wkrcr+8eP53ansehJxEYESxZJN+Xw+fyO3vzOv8gdLcKE2XFcXHe/7gvGrE39FxqoilJIEqrpEVZ9X1X+p6uJoJSpRhFtls3RTPl/8vNF7oY7HxGrFs3KE0bupnHwn+U1TcqpmUeJIofLO0srVAoQiUv8TO/cdZvjrM9m5L3ZpD0ZIQaK6Oe+fP/DOjLX0eXwSH8xaH/T7znz2W37/5mxv3f7JT0yOVhIDinZJItHbERZttOomExuR6lr86o95TFy0mVd/zIvI8SLFgkQ5Nu05yD0f/MzmPYe4NwKNfht3H2Dt9v1hv//Fb1aSNXJcSA3qYXWBjXF9UyTPlujBK5KCLelWo4+kSsuokQrAwYJCwAk+//l2FV8u3BTPZFmQCJbn3/GHFduYv34Xz09ZQdbIcRw8UsiW/IPlv8nVf/TXDPzrFL+7bt97iPU7yw8gT4xfAkBBEBfxSE67/dOq7WSNHBc4nxFiF7NosU82miL1n5ZRw7kcHzzsBIncpVt57IvF3PjGrAidITwVjpMQkR3Ah8DbwNdazYdtXvnSTyWe3/X+fD6bt4GFj5xJnZolP07fD2r73kMBq3Fm5O3gkn87Q/zzRp/td59te4vXdVKUrfmHyKiRQr0Aawh4lNe4+cGyw0zetYA/X3Bcie2lu8D+76e1APy4Ynu550oE1Wkm2aAbrqvPR1KlR5XXSHWCxGG3N+SOAG0TizbsYfmWfM7v0Som6QqmJLEVmAs8CqwXkedE5OSopipBTVmypcy2z+Y5S2rsO1RQ5jXfi22vvwRel8kTIMrj28e9qAhOemwSp/41t8Q+BYVFLNqwh4LCojK3N6rK5MWbS/wTfbbqCG9MW1PmXKX/z1K9g7Gi+w8YiaN7iuqmeopHjDhUUMSPK7dF7HieoB4ouJ/1j++4dezciJ2vIsGMuN6nqv8C/iUiRwOXA/8nIg2Bsap6bzQTGEvlrgGskLu0bJDwyD9UQPMgz7P7wBEa1PJfAth/uABV5y7ing/mc+GJrbjr/fm0aljLu0+XBycAxXcaa7bvY832/YxfsIm3p6+lWb2aTqCg+Iv23sz13P3BfEZf1J3Lex9dbvqCCQa+uxQVKYcLi7x1qvH0+Lik73QXMt9rTVGRkpKSPEWLD2evp1aNVIZ1bwHEp/fdY+MW8fb0dXxxywC6tqwfhxREVzAlCe83SlXXqupTqtoTGEaE1rYWkZdFZIuILPDZ1lhEJorIcvd3o0icqzx3vld+3/ryvoCD//5NmQFcga61p/0tN+Bxuj74Jd0e+pIBT03hx5Xbuev9+QD8suuA3/3XbN/HqX/N5eqXp/P2dKdaaGv+IXbud/qJC04XXM+iNBt2H2T9zv1kjRxX5liegFJePj1fhul5O7zbHv18EZ0fmMDuA8V901WVue5gQo+12/ezetu+Co9dGZv2RLfdpKpLtvmbbn93Hr97c7b3eTyqm5a6/1u7DpSsHlq2Od97sxYMT8pXbtkLJE41YTBBwm9Lq6ouVdVHIpSOV4GhpbaNBCarakdgsvs8qj6ZuyHga4cLi3h9atmqGV9Dn/2O+z8urhYK1Hi8fd9hskaO83uhDtXn8zeW+/oT45fw29dn8vIPq500qfLDipJF46yR4xj1oU+6S/2jfex+Lr6bJy7azG1j5zDqw/m85Qany14srjZ79cc8Lnj+B75bXjzKd+BfpzDob7k88YXd7VdWQWER/5qyIqh9fa81VX268B37Dns7eCRK+4O/VKzaupcznvmWv321LOTj/bTauQFLlPa1CoOEqt4e7USo6rfAjlKbzwdecx+/BlwQ7XREwv+mrfU+Pnik4ruIBb/srtT5/vrl0gr3+XZZ8YX6n1+v4J4PynbnfXv6Wm8QUHX+Ae/76Gemry79Zyn28dwNzoSI7vt8l9D03F2t21G2BPTit6sqTHNpew8V0OWBCeVW+XnSXh1MXLQ5rPdV9Rl+ez82iVOedO5b/QW8SObu4JFC1mwPXPItz5Z8p5Jl9tqdfl+fvnoHhypoP0uUkkQos8CWISIPquqjkUpMKZmquhFAVTeKSLBV/lXKOf/8Pt5JKOP0Z771Pn7zp+Kgd0eA6rjDPkXq5yYt5+slm2lY25kgONAXXVXpN/prrumXRYsGGYBTKjopK48mddM55/iWALz8/Woe/XwRgzs358CRQv721VJyOhV/FZ6dtIxJizfz0e/7M/CpKWzcXT2qm46EOVYmnJLEH9+ew1nHHeWt948n3+7f/qrOIhkDb3l7Dl8t2syyvwwjPS3w/XSoH+myzflc+uJUrjq5bZmehYGUd3NUWKTl3sxVVqWCBPBbnF5PcSMiI4ARAJmZmeTm5oZ1nL1792L9ySvvmUkli9dLly4ld3/ZksPYcc4FffT4JQzvXjzj/EOfOstB1tiylPRUePRLp2phstuzbP22fD6e8DUNM1IoKFKeneS83vG+8WXO8emXUxCBeunCou2FpAq0Sj9Q7nfk3aWHyc5MpX3D+DfCl2fRhrK96QLlS7UIz3f72+++p06N0L7nn83bx2fzNvDq0DqhJjNqcnNzOeQzcaYn73m7C8tsC9fXS5xSRO4335CeGvgzy9/jtEXOmzuPw+uc782SHU46du/aVSYdS93Xflq6jtzc4qrf5WuL2/Ryc3NZvLH4b3ztKzPKnNdz3M9WHuaD5Uf4w3EKlcyzP8GMkwg0v4EAtQK8FgmbRaSFW4poAfgNpao6BhgDkJ2drTk5OWGdzPnAwytamsBeXXiYcWuFhqV6czXK6gLfOw2O//m5bH/wjbWyGNS5OXyZW2L7rkPKbbkHmH7vYHdwYeABiLdMcV7LG30217rtP68OrYvvd2Ty4s18u2wro87qQnpqCtdO+IIvVh8pM15l+eZ8sprW8fZlj7fdc3+B+XNLbAv03U/J/QJPRUzffv1pXCe4ZWDW7djPd8u3AT+Xe/yYmuD8Hfv0G+CUYCd+BUC/UwaSnpbCmG9XAs6g08qmN2XSeCgqYuDAgf577rlpqVuvHuzeTbtO3cju2JS6NdPIWLUdpk+jQcOG5OT0BZw1sX/1wlSevvQEmD6P+vUbkJPTz3u4dVPzYNFCb9r3zNsA8+YETN8pAwZSUKR8tmUBsJ4D1IzK3yiYksQu4CRVLVMJKiKRW6GnrE+Ba4DR7u9PonWi9Tv388aiiHTUMn5szT/E1vySn+9N/5sdYG/Hw58t4uHPFgV8vffjwc+H5dvAedjn7vPgkUJueG0mAC0b1uK6/u38vv+XXQc4/Zlvua5/Von1jFWVD2f/QvfWDWjRIKPCgY2lbck/SJ30tDKDMIMRbrVKKNVNl4+ZFrBXXbhuGzuH+rVq8Oj5wVWzFBQWMXr8En6X04EmdWt6t3d5cAJdWxR3N921/zDN62cQQmeiigX5Uc1f77Qr3vQ/Z2T0lDtz/P593p3hzP/2gzsotbI1Y799fSa5S7dySa/WQPQW9wnmtuh1oG2A196KRCJE5G1gKtBJRNaLyA04weF0EVkOnO4+j4olG/OZvLZs8d0kB99R8iMm7ufZSct4euIyOj8wwbv9ifFLSlxAs0aOY+VWpyviNjfAzVpT3Ag5I28H7UZ9wR3vzeOMZ77lshen8fP63WzafZAznvmGU578usJ09X5sckTbpEpf0Fdu3VuiWzKE1nAdaMTv61PzeOWH1bz2Yx4Hj4Q2ePHjuRsq7CXoa/KSLbz0/WoufXEqkxeXvE/1N4mjb4/CihqGg1W6KzeU3+Fklfu9KS2l1NW2vL9F1shx7DlQ/nTnnvVBUt1xL9Hqk1DhLYyq3l/Oa/dEIhGq+usALw2OxPFN9fbjypLTiTw7abnf/f7xdcntpz/9DUUKnY+qBzh3jLeNncOVJ7ctM0p+0cY9nPuv76mZlsIhd2r4Y+79gofO68ZVJ7fl4JFCrntlBvef04VuLRt4SzeBxo3kHzzCxt0HOTaznt/X/XWv7j/66xLVZIP//g1ZTWqXaLgud8BoKQf8BIApS7fw4CcLvc+35h/izjM7BX3Mihw8Uoiqc+Gbumq793NauXWft9QXyLod+9m1v/jC2un+Cdx1ZiduHnRMyOnI/sskb4eMy8dMY8Vjw/jPd6u5tl8WtdJTS9wwlHbDazN5e3jZSSk80/YH23V3c5BjfsbOcCp0otW7OawKVhF5OMLpiKuq3i3QRMYLuStLPPf80/l27f147oZyp1E55LN2SEGR8rDbED9v3S6mrtrufX7Ff4pLN2/+tIZ1O0q2rVz24jTO8OllNmHBJrJGjvPORhzoK/vJ3F9KPM/bvr/EvuWtbbJ976FyJ3H0BDpfe/1MRxOMV9xxO6X1/PNEujw4gb9PXMo1L09n+urAF2Nf36/YxoCnpjCmVPfqYLqI++M7VxrAMfeN58kJS7j2lelkjRzH9jDWfPAMdN932PnMSs+2XPpPGmo3mmgFiXB7N50HPBzBdMTVT1HsPmaqt8IiLTFockbeTjre90WJJW3v+8iZaOBfV5zI5MVbGD6gvbcq5cY3ZrJx90FvvfdbP61l2srtrApQArl17Fx6t2vMJp+uwAU+F4/yltL1zC+2+omz/C5W9X+lgihAzVJdQw8VFJIqQprbwD9u/kZm5O3g4fO6ldjvkc8Wcd4JLamVnsqMvJ2cemwzDhwuZL87A6onaL4cIJiUdvu7gWdL+M1LP3HzoGPo26FJUMcqj+da8Y/J/kuj3nP+17kJ2OBTBZjifqZfLnSqzeat383W/EM0q1ez7AEg5IEScatuCiCp+opW9VGo/jx24XG89mMeyzb7rx818RPoQv2Ht5yeLB/NKS4NeC4ovgIFCI++T5RsD9l9yKfhvqCI05/+hh37DjPz/iFO0Gpel1rpxb132o36wu9x//1N2SDx1aLNZGc15vSumYBTxTOgY1PeuKEPADe/5XRQeOCcrt66c49P5m5gwS+7+XDOL3xxywCufrm4dBXJXmTfr9jGss35TL9vSJnXJizYyNJNezk2sy4icEKbhrRoUPlOm55ryvqdxUHi3Zll+/ms27k/YJAIdYqtaDVchxskekU0FSbiruzTlm4tG3DB8z+Uu1+DWjXKNG6a5PXQpwtY7s4NFCgYBOKvqmr1tn0Mf31midLHd8u3cfXL06lVo/hC3+ORr8gvVTX16OeL6N6qAeDMbOqrvClywpF/sGy12PLN+WV62bVqWIsfRp4W0XN7+JuB4aL/+5G80Wez/3BBmc/Xt30lGHGtbhKRM3GmxWiFU3W2QUQ+UdUJ5b6xGkiR6P1xKqtHm4YV7vPTvYPZse8wddLTOOHRr6KfqFKeu7xHTKc9ru5mr90VleOe8uSUEr2rfKeCAcoECI+fKzktTbAOHCnktL/lMqz7UXwydwMPnNOVJn7Gi/yy60BIjfvB8reUgMehgkK6Pvhlme2hLmMarbmsKizTicizwK3AN8BTwF/dx7eIyHNRSVWMVWaOlFgPrnr0/G4BX6vr9re/6MTixUgeu7Bkf/SXrs7mvrO6eJ9n1EilZcNaNKhdfh//E3wCzrDjjvI+rlUjNahgFEhlFk4Z3DmyM7XcPbQTJ7dvHNFjVheRHk8RDau27eP5KStZv/MAN74xi4sDdEDwN3q/Mn7ZdYCrX54e8PVO90fmXjuevZvOUtWzVHWsqn7v/owFzgbOik6yqo5AA6HuHhq5boEet5x2DFf3zSqxtgTAkC5OfXD7ZnVY9OiZPH1ZD+9rV/Zpy6BOzQAnQAzpmsnwge258dT29G0ReOqJYzPrlnj+yc39yWpSmyv6HM1zl5/o3b74z0P9tunMvL9s/W8gAzo29T72DAyqyN1DO/Frd12M4QP8D4ILRbumdbj8pKN55drelTrOhSe2Yuqo8KsraqaleLvcenRpUZ/Xrq9cukz8/HrMtHK7zEZKPNskDopIb1UtHQpPApJiNrXKTMlbPyPN76CjZnUD9FgI0fR7B5OWmkLdmmneScYGd2leYkBSm8bFQaN2enDNTKOGdSG3VuCZRN8efnKZ1fRy7xrkd9+Gbink9zkdvD1gGtcObuqH0v5y4XG8N2t9me1v/bYPuw8cIadTc56dvIzr+7ejZloKT/6qO+f3aMVFPVsz7Lnv/BzRCQCe8QhCcVfDvNFns3nPQbbsOUT31g28+//tkhPKrC1y46nt6dOuMa0a1mbiok3eKaBvOrWDt0HXX5/87LaNOPeElpzfoyU9Hp3o3d75qHolu9be3J+WDTJoXt+Z7NAzhQPAExd1D7q0NmJg+zLdQP05s1um30ZxE3lrd5S/dn2kxLN307XACyJSD/D897YB9rivVXnhLtTVsXldeh7diLztZb8E/roQBuN3OR28/fUHHtvMe9Hw9eA5Xbmiz9Gs2b6fF3JXMqhTc175IS9gqPOkJdgkPXXx8SWmQPDniYu6e9eleOayHoxfsImrTm7rDRK+q595Bnit27GfmjVSuO6VGSzc4H9KsLTSw1KB/1ydTb9jiksbo4YVV5dddpJTmujSoj5/GnJsiQkGG9dJJ/euHFZt3edtwL//5Aym7m7AJHf0bmb9DDJLfcYX92rN8a0b8PrUPO/U777nbFCrhjdIjBzWmaPq12TdzgMlAsRfLz6eu96fz3+vPcm7CuF3dw9iwFPONNcTbhvIii35DHnaGQvRrmmdEqsV9mrbmFWPn8Weg0e8M+q+ct1JXPfKDJ69rAe3vTOXZy47gT+94wSzzkfV45bBHTmrewtuHdyRfYcLuOXtOUxbVdy9u3WjWrRrWofr+7djUOfmfLnQWcmwVo1U2jSuTf7BAu/CVbGUyO16VUncGq5VdTbQR0SOwmm4FmC9qm6KTpJiL9w2iYm3n8pfPvc/v1CfdsV120O7HcW5J7Rk/vpdFa6lcHb3FtRIEQZ3ySzRDuArLTWFzkfVp/NR9Tmz21HFc9YHyEiae8FOCTKjl2a3AZxqnNrpaVySXbYK6Ne9j/ZW9zStW5OrTnZmbvnw9/3YuMspYE4ddRqpPuds07g2UP6XOTVFuOP0YxnSNZOWDWpRUFRUYcDyaFSnZLvKq9edRP2MGrR1zztiYHs61N7MDRdkV3isYzPr8ZcLupdYH6Q0z+d6rZ85ny7JbsMl7ufo0aZxbd78bR/vnEPHNK+HiHMHmO6nbSslRbwBAmBQp+begHuB2+7kCRITbhvo3a9OTWc+qLEj+pYYo5GemuLtmgpwZrejOLNbcfsSwB1nHMvBI4W0bFCL9veW7P10fOsG3vEawXj0/G4lRmcHsuCRM7l17Nyw18gwjk9WHiEajcRBd4F1g0KJwCAinVV1ScRTFWPBXjxD0aZxbV659iTmrNvFH087hhqpKZx9fAv+dPqxrN95gCFPf+P3fSJw+xmhtWd4ipmBcvGXC4+jTePaJer+g3Hf2V1D2h+g59GNwF1CO1B/84p6YfxxcMeQzwtO+8vL36/2luyOb90QgEZ10r0X19zc0C5EPz98RpltjeukUyc9lccv6h5yGvsfU/Jv4PkoyluvoDL+fH43ps1fxrjVR+gSxPrLTX0Ccr2aaSV6JZUe5+BryZ+H0vmBCdwztDNPTnAuCVf3zfIGiamjTiszfgPgkfO6UTs9jf9cnc3G3Qf87hNLxzSvy4otNrbIV2XXk/gK7yWhCgsjRhzXquJ/uEGdmzvTXfvIqJHKMc3rltm3RqpwpFDDah/xjHptGuCOu3m9DB44J/QLfrR4pkGZcNuAiB43NUWYcNvAEhP3VZa/mV3T01JY+Gjp1XbD88q1J/HGtDXlXoDL88YNvctdN/yqvlm0OZTHlUN6htwLbfIdp7Jh90FvVV2g2P7+TX3JqJHqDcQ5nZqVqDoDpxfgkC6Z3mo+jy4+M7lGYhBbMEYO68zo8SXvbetlpDHmqmz6dmgS8WD1+R9PoVvL+iGPSwnVndllq6YjIZj1JP4R6CWgYURTEyfhlCT8Xcxrp6ey/3Ahp4XRNbN5vYywuxEe16oBT1zUnbOOq9zKYRP/NDAmSyZ6qpuiUYLzO+9/AvN3IxGKAR2bMaBjswr369chtFIkQPP6TkP6lDtzqFMzlZvecKbCfupXx3PPh/O9QSM7q2S3Yd8Lv0d6WgovXeNU83mqwN4a3ofe7crvcpzVpDbtm9Xl6yXlL1ubN/rsCteMf+zC4zhcUMTZ3VswevwSftWzNdv3HeK+s7rQvH6GN7C1aFCLR87r5l0Ay9f4WwcE7CDhy7dDQ4dmdRERMmqkBLWkcbha1Y3OP28wZdzrgAXArFI/M4HQZ7lKQOV9tF1a1C+zAA0UV///4bTixsrnr+gJOL2PKtKxeV3qZaR5j+Opbgj3uvnr3kdXONahwjRl1uOY5v5nHY0kz01zNIKER7Sqb6qjdk3r0LxeBs9ediJX923Lr3q15rM/nAIE/32t4adDQjCBq3m9DF6+9iTaNqkdUpr9ubJPW67r347m9TPIG302f7/0BF69rjcdM+uVKflcdlJxe9IffDok+AuAHp42qs/+cEqJz8Uz5YlvSaxd05Kr/H13t/+eg4kgmP+kGcACVX2t9A+QX9Gbq4LyasgD1Z97vgO+DYudW9RjzgOnc0XvimvgJt5+Kj8/fCanuHXUNVJD64FUlf37N7244ZR2tC/1jxIpbw8/mSl35kTl2NXZ0U1q8+j5x5WoGutazkUTnHEjUPz9DtX1p2QBlZss7saB7fn8j6eE9J6MGqnei37HUmOGjm5cMmD1atsIgD+e1pG80WfTvXUDvz0mPdXC2W0bce7xJUv9bRrXpnWj4uq2sSNO5gx3Pqx4CyZIXAzM9feCqlZ+FFMC8I0DtwbbaOpzNZ9+72CeuKg7LRrUolGd9JC6v754VS+m3JlTqbEaVU37ZnV54Jyu3m6y4XYXDqRvhyZlBhyayAq2T/5TFx/PzPuHeGeFDdVQtwq1MqXOUWd14bhWDSresZQzujkX6dLtRR/f3J/a6WWrNX2T6C+9nhvKJy7qzhE/Xfx8e7jVTk8tUXX6n6sr7pEXrV7EFf7lVHWHqsZmNEicZPhMRHZxkCN+fb8CzetneLuDhqp2ehrtmtbxLiJTnYKFSX41UlMCdqgISRD/FrMfOJ3X3ZHpTTKcN9x4avuwT1ngztabVipINK6TzkCfdqDhA9pzzvEtuKZflnebvyDh2ZSWmkKbRk5ppEOzOnx/j1PVVHqKH99DnO6nVHH30E588Lt+HOWO84nWYLpg5m76TETOFZEyFd4i0l5EHhWR66OTvNjwvTC3KVWULP3BX+qOGQh3AF4g3m6sFiNMFeAZZX9869Dv0IPx21Pa8dzlPbzP/f1blB5H1LhOOi0aOBfM1vVSmHX/EO4+s3PYafBMN5Pqpz3FV4NaNfjXFT1LtGtc3dcZN+SpigI4pplTbZVRI4Vf927DW8P7MOn2U2ntBoznft0jpPQdOFxIr7aNGDmsM6kpQr30+DVcDwcGAEtEZIaIfCEiX4vIKuBFYJaqvhyV1CWAoe5kdv3cBUuGD3DuTEoPlKqsEQOd43q+5MYksjaNa/PJzf3LLCYUKfef07XE5I/+7sxf9zOfVcfMevztkhMY3r0mTerWDLtrMTgrCwKkVdCe4u/Grkndmvw48jTeGl48ePHZy3vw6nUn0aJBLUSEfh2alqhqLd3WURHPjeUFJ7Zi5eNnkR5mu09FghlxvQm4G7hbRLKAFsABYFmyVEP5Wy8YYN6DZ1Avw/mIXvhNL+at20XHzHp+eztVlr8RusYkskAzAkSDvwtx6R5JHhf3ak1u7opKnzOnUzO+WbaVdk3KdrAIpsTfslS7WL2MGuR0itzMxTfldIjYscoTUmuSquap6lRVnZssAQIoMzWBR4PaNbyNqw1q1WDgsRX3RzfGVKxTZmhdrU/rHPuePtf2y2Lug6eTVUEvvEjdv4faHlk3wAzUkRabsyS48vo+G2Mi6/t7BpXoOh6Mu87sxPX9s+j9+OQS26/v344eRzeMYOqKiRTPnfXClT3ZtvdQVM5TfL7ix9FqhA6HBQnX0Kw01hyq/IAdY0z5PA21oUhNkRIzIv/PnajwwXNjM93MsO6Vm80gHInShyXo6iYRKVOZJiKRX1mn5PGHishSEVkhIiOjea7LO9dk/K2RnUvIBCdR/hlM1XFKiJNVRlOkx/kkmlDaJL4TkUs9T0TkDuCjyCfJe/xU4HlgGNAV+LWIxOS2oWeUiq/GGBNIosaaUKqbcoAxInIJkAksBqK5pmJvYIWqrgIQkbHA+YD/BRwi6K3hJ5e7cLkxpnrr064x4xc4KydE6uIeqOH6zjOOjcwJwhTKehIbRWQCMApnOdVRqhrNiddbAet8nq8H+pTeSURGACMAMjMzyc3NDetke/fuDfu9VVWi5HnHjuJVcKOdnkTJcyxVxTxXlN6KXo92ntuq0qimsPOQMmfOHPblVX724QKfqTpmzZ7F5s1HANi9MY/c3F/K7F86f9HKc9BBQkQmAhuB44DWwMsi8q2q3hnxVLmn9LOtTJu/qo4BxgBkZ2drTk5OWCfLzc0l3PdWVYmS51dWTYdtWwGinp5EyXMsVak8T3Cm+w6U3mPnfMOyzXsrzE8s8tx+yY/MWrOTnieeWGa69HAcLiiCr8YD0KtnL+YfWA0bN9ClSxdyerb2fjYepfMXrTyHUt30vKp+7D7eJSL9cEoV0bIeZy1tj9bAhiiez8RJAvX2MwnuvRv7sXFPeOuuRFpFKyyGqvQcUYkilOqmj0s9LwD+HOkE+ZgBdBSRdsAvwOXAFVE8nzEmzvq0a0zXcpZZbVC7RqXXTYm0SLVJpKRIiXXEE6XXVCjVTfkU3/SlAzWAvaoalRm+VLVARP4AfAmkAi+rasWrqhtjqqx3buwb7yQknNIFlqcuPp466bEb4hZKSaLEOHoRuYDo9m5CVb8AorswrIm7SBfbjYmFZy87kRe/XUmPNo0q3jlI3Vs5JYmG5ZSWBnVqTrN6EZh+PUhhhyNV/TjaA9yMMSZRHd2kNo9d2D2ix3zo3G5cdlIb2vqZVDBeQqluusjnaQqQjbU5mghIlLpXY+ItPS2F41s3BALPRFCZ6c/DEUpJ4lyfxwVAHs7gNmOMMTHSuE5okyNWVihtEtdFMyGm+rI2CWMSV4VBQkT+STnVSqp6S0RTZIwxxivet1DBlCRmRj0VxhhjSkqQprpggsQQVb1KRG5V1eeiniJjjDEJI5ipwnuJSFvgehFpJCKNfX+inUBjjDHxE0xJ4t/ABKA9MIuShSB1txtjjImCeHfsqLAkoar/UNUuONNitFfVdj4/FiCMMSaJBb0ynar+LpoJMcYYk3hCWb7UmKiwYRLGlBVopbpYsyBhjDEJLN73UBYkjDHGBBS7ScmNCUDjfq9kTOK76dQO7Nx3OObntSBhjDEJqPTkyCOHdY5LOqy6yRhjTEBWkjDGmAR06+COrNm+jzO7HRXXdFiQMMaYBNSmcW3eu6lfvJNh1U3GGGMCsyBh4s4G0xmTuCxIGGOMCciChDHGmIDiGiRE5BIRWSgiRSKSXeq1USKyQkSWisiZ8UqjMcZUZ/Hu3bQAuAh40XejiHQFLge6AS2BSSJyrKoWxj6JJtqsTcKYxBXXkoSqLlbVpX5eOh8Yq6qHVHU1sALoHdvUmVixaTmMSVzxLkkE0gqY5vN8vbutDBEZAYwAyMzMJDc3N6wT7t27N+z3VlWJkufduw54H0c7PYmS51iyPFcP0cpz1IOEiEwC/A0ZvE9VPwn0Nj/b/N5uquoYYAxAdna25uTkhJNMcnNzCfe9VVWi5PnFZdNgx3aAqKcnUfIcS5bn6iFaeY56kFDVIWG8bT3Qxud5a2BDZFJkEo1VNxmTuBK1C+ynwOUiUlNE2gEdgelxTpMxxlQ78e4Ce6GIrAf6AuNE5EsAVV0IvAssAiYAN1vPJmOMib24Nlyr6kfARwFeewx4LLYpMsYY4ytRq5tMNWLjJIxJXBYkTNxZjDAmcVmQMHHnr7+zMSYxWJAwxhgTkAUJE3cppVd8N8YkDAsSJu7uHtoJgKPqZ8Q5JcaY0ixImLhrVDsdgJo17OtoTKKx/0pjjDEBWZAwcWddYI1JXBYkTMKw5mtjEo8FCWOMMQEl6qJDphpp27g2V/Y5mmv6ZcU7KcaYUixImLhLSREeu7B7vJNhjPHDqpuMMcYEZEHCGGNMQBYkjDHGBGRBwhhjTEAWJIwxxgRkQcIYY0xAFiSMMcYEZEHCGGNMQKJJtAq9iGwF1oT59qbAtggmpyqwPFcPlufqoTJ5bquqzfy9kFRBojJEZKaqZsc7HbFkea4eLM/VQ7TybNVNxhhjArIgYYwxJiALEsXGxDsBcWB5rh4sz9VDVPJsbRLGGGMCspKEMcaYgCxIGGOMCSjpg4SIpIrIHBH53H3eWEQmishy93cjn31HicgKEVkqImf6bO8lIj+7r/1DRBJ2OWYRyXPTOldEZrrbkj3PDUXkfRFZIiKLRaRvMudZRDq5f1/Pzx4RuS2Z8wwgIn8SkYUiskBE3haRjGqQ51vd/C4UkdvcbbHNs6om9Q9wO/AW8Ln7/ClgpPt4JPCk+7grMA+oCbQDVgKp7mvTgb6AAOOBYfHOVzn5zQOaltqW7Hl+Dfit+zgdaJjsefbJeyqwCWibzHkGWgGrgVru83eBa5M8z8cBC4DaOKuITgI6xjrPSV2SEJHWwNnASz6bz8e5qOD+vsBn+1hVPaSqq4EVQG8RaQHUV9Wp6nzar/u8p6pI2jyLSH1gIPBfAFU9rKq7SOI8lzIYWKmqa0j+PKcBtUQkDefCuYHkznMXYJqq7lfVAuAb4EJinOekDhLAs8DdQJHPtkxV3Qjg/m7ubm8FrPPZb727rZX7uPT2RKXAVyIyS0RGuNuSOc/tga3AK2614ksiUofkzrOvy4G33cdJm2dV/QX4G7AW2AjsVtWvSOI845QiBopIExGpDZwFtCHGeU7aICEi5wBbVHVWsG/xs03L2Z6o+qtqT2AYcLOIDCxn32TIcxrQE3hBVU8E9uEUwQNJhjwDICLpwHnAexXt6mdblcqzW+9+Pk41Skugjoj8pry3+NlWpfKsqouBJ4GJwAScqqSCct4SlTwnbZAA+gPniUgeMBY4TUT+B2x2i1+4v7e4+6/HidIerXGKs+vdx6W3JyRV3eD+3gJ8BPQmufO8Hlivqj+5z9/HCRrJnGePYcBsVd3sPk/mPA8BVqvqVlU9AnwI9CO584yq/ldVe6rqQGAHsJwY5zlpg4SqjlLV1qqahVMk/1pVfwN8Clzj7nYN8In7+FPgchGpKSLtcBqIprvFuXwROdntEXC1z3sSiojUEZF6nsfAGThF1qTNs6puAtaJSCd302BgEUmcZx+/priqCZI7z2uBk0WktpvWwcBikjvPiEhz9/fRwEU4f+/Y5jneLfix+AFyKO7d1ASYjBORJwONffa7D6dHwFJ8Wv+BbJyL7UrgX7gj1RPtB6d+fp77sxC4L9nz7Ka1BzATmA98DDSqBnmuDWwHGvhsS/Y8PwIscdP7Bk4vnmTP83c4Nz3zgMHx+DvbtBzGGGMCStrqJmOMMZVnQcIYY0xAFiSMMcYEZEHCGGNMQBYkjDHGBGRBwpgkJCJni8h8Ebkv3mkxVZsFCWOS03U4I7IHxTshpmqzIGFMJYlIrohkR/iYDUXk9z7Pc8RdEyXA/u+LSHufTZ/jTMewrtR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- "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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wIT88pL6vY/zE+d0V+3lp4T62bFzHxYc1SEFIM6uqOC/fFjvb5Iw5TsI/ZcFqitvF7w6Zrd+fmny3S0pDGYAmPMfYabtZt0t54tQm1bpOtC82lgKwYs0GiouLKSkpAeCTTz5haeP49+IffPABJbt3BfJZJLMeQEOgN/Ci+/xcYAFwuYgMV9VfVXUCVd0qIsU4awisF5GOqrrWbVvYEOeYR4BHAPr166dFRUVJBLlCcXEx1T22tqrtcf6Sr2HxV3Tr2pWiot6+jvET5xUfL4eFC+jU6UCeWr6H5Zt2MeX6xMdks6riPPfbrTD9o0rbDj20N3w+jwYNGsQeO7FiaE+2fn9q8t3eUbIf3puEiITP8fhH39C2aQPO7NMpvN86931I1XuQt3gjzJ7J/E1lFBUV0fCTKVCyh4EDB9KldeOKHSdWHlp1/AlD+eSjaYF8FslkAAfjNOaWAojIwzgLw58MxC1Hikg7YL+b+DfC6Tl0H/A6MBoY5/5PWIowuSdURBeB/WVOXXW9/KSHrsQItYkqypRFnvcddUpZ9ExwxE4Ol0s06j/AXW98CVApA0i1vIhZ377esDPBnumTzK/pQCCyLNQE6ORW7ySaDqIj8L6IfA58itMG8CZOwn+yiCzByUTGJRVyU+eFur/lCRx++zsMHjclNSd2f4iRVePn/9/0mN1K9pdxyeMz+fjr79i5t7RGlywrV0r2Z2bhj9Iyj0Zg939NJqL85rtdFI59iymL1lfavmFHSY3fryCFG4HT3BUqctbP3ftKfc8CGmQwkykB3A/MdatwBBgK3CMiTYD34h2kqp8Dx3hs3wSMSCq0Jqes3+7cVwjCvrJyNu5IzbRTod9d5A9r5jebufrZOfzxvKNoWC8fgM9WbqH4q40Uf7WRzq0a8eGNJ1b7mtc8O4e3vljL8nGjahDy6inzaAT+x/tfA7CvrPpFgc/cqRTemLeWE3t3AGDOyi18/58fA2Qkrr5kqAtsZHqfTKIeZG8lXyUAEckDFuLMA/Sq+3e8qj6qqrtU9TeBhdBknKqyeuuetF/3v5+sACqqbFJlzsqtADFxemPeGt76fG34Tj3yR7pqyx7KyzXpu0ZV5anpy3nri7U1CnNNePUC+ua7XQDsTsFyhJEfTyjxB9i2O3U9aFIp3Aso3ReOeKOS6doZ5LRMfieDKwf+rKprVfU1VX1VVdcEFyyTTZ74eDlDxk1hwZptvo+Zsmg9h90+ka2793HdC3NrlIHkVTMHuH/iIn735peVtqkqL3+2CoCpizfGHHP9i/M48s53gNg75x43T+DK/81OKgxn/O1Dbn9tQfj5rgxUjXiVAELyqqiH8JPhxdtjw46SSs/nrNwSLnlkUnSUSiNKQcffN4UrnpwVyHUj32uv92xHyX7Gvvx5zPZsGQk8SUTOFcnk+jUmGeOX7KNwbM0na52xbDPgPadMPH96ZzG795Xx5McreOWz1dz2avy+z6oak0hFZhgSces04Yu1zF6x2VcY/lm8lMc+/IbVW/eEZ370U+Wxv0wpHPsWP/nPzJjX3lmwPqmZMhes2V7p+S+f+YyPv/6OP0/6yvc5qmPako3htWa9SgAhO/eW8vmqrcxavtlzgFKitKeqlODkv1aeS+j7//yYP74TbLzXbN3DU9OXJ9wn+u77nQUVbRirtuzhvYXrow9JiUoZgMf7euX/ZvPcp9/GbM+KcQDAdTgNv2UisgenQKOq2jyQkJkae21p8kXw9xdtoFPLRvTq0JSbx3/Bucd2rlYdZOiIcI+bBCnJX99bwkOTl7D496fxxMffMLBHG77394puiwX5FT+cnz/9GZBc/fIJ902hXJ1j9qZg5OupD07l6C4t+dVJvTjlgam88LNBdG7ViIK8PGZ8s4miQ5wxjZs9BprNWr6F97+aAcD1Iw+pcVhC9paWccitEwH45KYRXPzYTA7p0Iwe7Zrw9vx1CY8NvdeHd2rOW9ecUOm1clXy4jQVZ+N0EqP/M5MlG3ZyTJdWHHJAMzbv2scBLRpyz4SF7Cgp5d5zjqzoBeQ+KE1Tl6jIDDPy9xB6OH/1drxogMHznQGoarPggmGCdvWzczi4XVOuPalnwv0ufeJTAJb84TSenfktL8xaxYjeToKmwHF/eI8bT+3NeX07A86destG9WjSoPJXKdyDx80B4qUV7yxYx0OTnRlF9paWcc+ERTH7NHIbZb1s2rmXvr9/j6evGMCQg9syd0MpfXbto1WTioFjkTfAqZj6YPH6nSxev5NeHZqxo6SU0x6cBsC5x3YOVy+9efXxnlUve6rRE+ip6cu5/bUFLP79aZ4TuwF8u7midDbw3skALNmwg6/W+5/SecGa7XyxqnI1n5/CzsrNuxl6//u8dOUg39cKSijTPefhjxh1ZEdenVu5pvrec470lXFFvp9elm3cyUdff8fFgwp9hy2vUhtAxeO9pWXuNu+AZbwRGEAcF4nIbe7zLiLSP7CQmZR6Y94a/vreYt/7h76rZeXKmm1Odcx+tyfOLRHTBwwZN4Uf/Cu2C2Xou/yKmyDG+9H97L8VderxEpt5q7bGDWfotUenLWPbnv088NleLnpshue+901cxNYUNkxGx2lJxPz5/562jLveWEC0RNUx0fbsK+PXz88NtyHs3lfKnn1lXP7Ep76q46rTeHjm3z+MOof3Sbbu3se67U4d/+wVW1i5eTevzvU/M/xHX3/H/NX+25S8hHqFfbVuRzhjL3PDu79MK1XthExdvJHrXpgbfv7I1KWe5z7h/vcTXvuchz/mttcWJGxfiVWRA0S+ryf/dSpvfr4mbvtQtnQD/SdQDpwI/A7YCfwDOC6AcJkMe/TDb8KPQ0XTeF/EL9c6rxd/tYH5q7fxyxN7hu9qlm50epv4+Q7HqyZ6bW5sf4OS/WX0vm1ipW2hwWIL1mz3nMPl4eKlrN4SXG+myNKFV5ijPfHRN1wypHvc11+bu5rxcyonqm98vobJizZQLz+PfoWtOKhdU95bsZ+VS7+Mc5bU27JrH0PumxLTg8ir9BayPerz+PGjTiZd3a6iU1ft55KJ7/G7s4/gtlfnM/IwpxtqZAbvVdqKbte5Z8IiHrowppd6lbbvca5TVq6es616qVwFVPn5L5+ZE/e4ICeDSyYDGKCqx4rIHABV3SIi/iZoMWkXagCEioSxKpEJ8H+nr4h5fYd7hxKv8e+Sx53qo1+e2DMmwffTkyGZm6nYxF/ZsL0izl6lEoDX5wXXeW3RuuRW0LrzjS85vmc7Dm7flJL9ZWwv2c+mnfs4tKPTrBbdQ2d/mfLbl5xeIuu2l/D7txZGvPpdjcIeT3Ti8+3m3VXeHXv52+SKiYO9vgvLNu6kY4tGNKrvXd23Z18Zu/aV8s/3l/LCrG/DA81CnQsmfRlMw208eSKUe3ReSCTy09xbWub7zj5bGoH3i0g+bnjcKR5yeEB5dhvzVEVXtv9E3M0nsnBtRQK2e19scTSZ7mjRPww/h9bkTqdcldMfmhZ+nmxiXB2pqJs96S8fcNf3DueO1yuqi0J3xb+N6hIYeRc999utNb62H58u38Lo/8ykXbMGfHrLSXyb5Mysu/aWsnTjTv49reI72P2mCZX2KS9XTvzzBwzr1Y4nL/OuVT7jb9PCpclMUVUembqM8/t1CVflOQ3I8duowInfv6Yu5YhOLcLbNuzY6z8DyJIqoIeA8UB7EfkDcB5wayChMjW2PuJu2Ks3ipfIksIWj7ryji0a+TrPmKdmsSqqqsVPYrl2a0mV+2STkv2puf8Z93blqpMNO0po36xhzH7XPhe/miAoo90qk4079vL0jBWeJcNEhv3xfb7bmfj7F8r4py3ZSMn+Murn58WM/ch04g/w0OSv+et7iystJl9apixev4PVW/YwPNRZQpXuN03gsI7NmXDtCbw0exX3T6zc/bWs3P/gyqxoBFbVp4HfAvcCa4GzVfXFxEeZbJDoznrPvjLfVUShATOCUPTH9+OOMfAqjvu5i4lugEzGx0s3VfvY6vr7lNQMaoquq+7/h8meJbB43QTT5Zbx85MuWVWV+ENF1V+5OlV7f5iwkA3bS3hngdN9NZlxF9XxwVexAwIjDbxnMqoa7kQROc/RPRMWMvKvU8O956BirEmobSy6/QOSu6t/f9EGPl4TzADCZEoAqOoiIH5Lj8kK4+esqnR3kejLdujtEyls05jrRx7CjpLEX7L9ET/E5UkMCgPnR/PB4o0M69UuqeOyWU3m0anKnhRM0RCtSf18dgVw3pqKvkF57MNveCyi2vLUww8I9PqhrrvxrNteElNtFfLi7IpjQw3CEjVuwmu0dTIL8dz4srPvzT/yfYhvNZ9b12SNnXtLKStX/hZ1Z/poFW0Ayzft5upn51T5pdzv9nLx6l1R1Yjjz1dtY/R/ZrJ2W/rnFKqNgrjnPefYzgGcteaquhueuCDxQLZ0ixfe0DQOkVU2X63bwd1vpq+HVrJyNgO45PGZPJBEv/hstGXXPgbeM5n5q7cxcf5ajrjjHW58+fMqUw9VZfycVUkPivJbVZRIJubCyRaHdfQ/aL6qgUjJatqgINw1N9t8+HUwPZiCMn2Zd3Xji7NXcf6/pvPMjJXhbf8szvzcR4nkbAZQ/NVGHnivyjXts9qMbzaxbnsJD01ewpX/c6ZIeGn2qirvHt9ZsJ5fPz8vPALXL6+G4WQFXJ0buNOOSL464lfu6Ouju7b0fUzkrJo1VT8/jynXD+OFWYmrOjLh6w07+OlTwUy+lgkzl28OLy4D0CDOyO1sUWXoRGSziDwqIiNsIrjs0qDA6X4W3ei6N8F0A71ufZvX5zmDi1YmeZd538SaN/8EOaglHW4/87Ckj2nV2BkukyfQqUVs756gPTq6H+2bp/+6fpz0l6lV71SLxZu6I1v4Cd1GYC5wN7BKRB4UkYGBhsr4Eyc7XrMtfnfKfaXlTPjCqVMNclBUPGXlyg0vzkvJLKXpdt3JvTggyYT02hE9adbQ6WvRolG9cFfBjgFnBKHqpnu+fyRD3Yb3E91rZ0rzhkn1OakTCvJqfwawS1X/rqpDgEHAauCfIrJMRO4JNnhm595SvlwT2/2vcOxb3Do+/hTL2WrD9r285PacWLEp8327k3HNiJ7EKwS3aVLfczK0MUN7cNbRB3LbGYdx9Yk9ue2Mwxh3zpH0K2yd0rD9ZFA37jv3yPDzUBfEOSsr+qz/7cJjeGx0v5ReNxmdWvobRxKEJvXzWT5uVNpXKauqZ12m+ckAwt94VV2pqver6rHAaSReC9ikwOVPfMrpD03zHHKeiVW6aiqyv/SwPxZnLiDAP350LP/+SeUEMXTn3LxhAQ9ecDTXn9wr5rgHfnh0zLbfnho7tfPycaNo0qCA/Dzh8uO707BePg3r5XNB/64pX+SjIC+PHx7XlefGDOSD3xSFt//yxIPDj5s0KGDEoR0Y2KPqzOeEnm1TGj4gvNRmJnRp3Tgj162qi2mm+ckAPCf+UNWvVPWuFIfHRJm53N/iJ8a/kw5tz6VDChl1VEdOPqwDFw3sGn7toQuPprBNY4p/M5yzjj6Qq0f05KUrBzHunIq76yM7Vwzpv2FkL5aPG8UPj+vKEQdWbP/JoG4Jw5CK9H/mzRVLah/QogEAA3u0oVubJuHtnVtVL+FrFqe65mR30jWAM47qGH7838v7c2zXlvzurMPjnjPRtN5BCU1b3rqJTVvmpcoMQFWvS0dA0qk0oAE8yU0Nm5wgl4WrDW4ddWi1jy1sUzkR/PHAbtxxZkVCddsZFQ27B7dvRvFvhldKMPoVtuaC/hWZRL2Iet3IO8uG9fJ5/JLj+P3ZR3D3WUckDFOrJvUqPb/9jMP4eGxyi863blKfPIHuLfK4LGpW0dBMCl4zVd54au8qz/2rk2JLPsvuOZ1HLu4bfn7/eUeFHx9X2JpXfj6EPl1axj1nYdsmcV+rroPbN/XcfvWJB3PNiJ788byjuHXUoTx4QfIzfuaCGrVQiMjtqQpIOu0vS31iOn3pJg66eUKleUJSKTLESzfuDOQa2SS6+5zf3kNdmjnH/bBfl3Bi9L8rBnB3xJ1pdJLYoCCfpy7rzzM/HeDrGvkRK5RFJ7DDe7fnooGJ7/4Bbj79UP7w/YpMon/31p515PeecyTjfz6Ybm1i7+QL8vNYdu8o7hjUiIL8yu/XlOuL4sbnmK6tEk6B/PQVA+jVoRmPX3Jcpfjl5UmlNpDIEa6hzyveGsPPjRnImX06er5WXe9dN4zRgwtjtvcvbM31Iw/hupN7ISJccUIP2jVrkNJrZ8K2PalbyyKkpk3UV6QkFGkWxORKU5c484l8EmeQSE2F0r9Plm1ixJ8/COQa2cxPpl3YpjEDDnCqGVo3rc9rvxjC8nGj6NyqcaWqC69Eamivdgw+yF+9d0FEolhQzQXrG9cv4McDunGgm+jH6y54Yf+uHNO1Fe/8aiijB3WjbVN/VRmFbZskjM/3+nSK+1po1srhvdtzaEdnIcDfnBLbxpGfJ/zxvKPo3711OGPofUDFwoHXue0nh3dqzsAebapcgD5ZB7dv6tkRLss73lRbqgcHgr9xANvj/O0A4n+LslgQtSmhL2Kqq2pCpwvdAWdi0rNMiF6710/1WvFvhoc/iOiPIXIm05omRJGJfk3PdcSBTqNzqMpp5i0jePPq42P2a1gvn7vOOoJZt57MKz8fzNTfDK/RdROJLG317doKgLOOjv2p54nwg35deOFnFb2fIksiJ4Znx6zYvzqiq7cAbjzO6UbrdcoTeqZnvql0lyr8LjyTDD8dc7cCx6lqzBSPIhK7hH0tkOr0f/XWPax1+94HWVW/YtOupEfv1hV9u7XytV/rhk4C1LxR7Fd7UI82TF+2iZr+jiL7dkcuWF8dfz7/aK5Yu522TZ3EpH2zhlVO0XFsV3/vRXVFTsV8y6jDuHBA10qNyc+PGcj4OauTfh+jE+u2Tev7mi004TndHP/C/l2495yjWLVlN518TlteU09fMYCRf03fQLZUl6DAXwbwFNAN8Fpy55nUBic9Un2XPmTclJSez4sqlRYNqY3aNWsQXsfVj4d/fCzHdW9N/YI8mjesF/O61/kGdcznkEP6cKZHFcd1I3vxi6c/q9SLpzoKKrUB1Ky+oWmDAo6LGhOQqcFDc247mbnfbqVFo4r3un5BHr0PqDyH0YAebRjQo03S549OvkYd2ZEnE6wvcELPtkxb8l2l8EQ75ACnETiUKfrp9dSmSX02RayR0alFw4SDJ0Pev6GI+ycu4u35zkDKXh2aVXFEagVQAPDVC+hWVZ0Z57UbUx+k4AXZn6a6595esp8bXpxXaS3bryLmXlc00NJFdcXrLuilXdPEReaHf3xspeenHdmRtk0beCb+fTq3oE/nljHbRYRz+3b2rFM/rrA1M285iWYe50tGfgraABLJRPqfJ9CqSf3wSOVU6OCOmg7NnxR9A1vVzDKHdXIynnoFEjNeI/RT6NutNR+PPTHc3dOPd68bxnvXDQs/79/d36C87m2b8PBFTi+oUBfY6B5mXkb0bs9B7WreAyp6kZxUqNZXTUTuTHE40irIhLS6537kg2W8NHsVT3y0nNKycmav2MIpD1QUL8e+/EWNEpumDZIbht+wXl6lul0vvzqpJ1/ceYrvc1ZVZ3rakYl7iZwdUQ/97JiBNKyXmTvlyAwgkHrZNOYAnVs51SWpjMdNp/XmguO60K5ZAz6/cyS/GO4MRotO8P1WaUTPrx+tU8tGVWYmkVo3qV+p+2iyVStL7zmdh9xupfdEjA8JnTtavfw8Jv16WMz2ZOUHUAVU3W/a91IainQLMgNI4uS79pZy1f9ms2F7RfFTgXvfXsS5D1eeDfL1eWtqNJFa5KAdP6ZcX0T/7q05vFP8KYxDd10jI3rYJJIoAzi/X9V3cA9ccAxN3EXDyzWYOlE/Iq8bRAkgiEzFy4K7TuGta04AUvte/mzYQYw71xkj0LxhvfCd60HtKvfZz69BPpfKm7gRh/r7/obk50k4ToMPasvycaP48MbhvHXN8Z5ZVX6epKT6JojvRXU/glo9K2iQa2z6+WKW7C+jvFx5be4a3p6/jr+8uzhcPFaFKYs2eB5Xkx/pFSfE9qTwI9HAnvruL/ikOD+gyC6BAO0TZAB+R4leOewgwOl3nqm5aSN/h37XW05GujKAJg0KaNqggBaN6vG7KgaupUKLRvW4quig8POafJ9T+QtOxSR5nVs15vBO3m1L+VHjJ6qrffPU9zqqbgbQt+pdsleQVUAT5ydevahkfxm9b5vIfRMXhTMikYhupGjc3LUmX6KD2ydusLr9jMrTHDd3G968GsxDCX+4y1+cYIWK/iFDEywHGZq+INE+AFeP6MnycaOol58XTkAO7dicCe6dbDpEfg47A1jgJlTUD6J0EXOtPGHeHSM5/7gugV8LnFHIoTEFIsLjlxwXP2zu++D1NqSiI8ehHZsz7pwjA7+RqOdR1ElmNtiXrxrEQ8Mbh6d/TyVfGYCInCIiD4vI6yLyGvAPETk15aFJkyDbUr9avyPhl3O3uybr87O+ZcpC507/2Znf8vhHy52wKZTFOb66X9SbT0889H/CNSdw2fEVJYT5d50SbjM486jKvWki1/Stn2D0pzMRWuUvbPcEUwH80E2Avli1NWFYI/Xs4FQp3Drq0HCDYbolGlBVXQ0K8ji6S0v+EdUoXleEFnnPz3MGm7133VDP/a4qOoiLB3bjJ4MKw9taNKpH84YF9GhZ88Tw7WtP4IL+XQPNAIYf0i78+xtysNNzavSgbky81jvOXvp2a03zBsEE0s9AsAeAa4EPgPuBP7qPrxGRBwMJVcBS2Q104drYqZo/X7Ut7nXve9tZVGXr7v1Mjqjq2eHeSe7aW8qKOAuuv/ulV09cb6EBRgBjhjrF7o/HnlhpArGQ0GjPkMgG48EHt2XObSeHn//tR8eEE/5QtU3oqznA7U1Rz+0mmcyUS6FzXj8ydsRpPD8behDPjxnIkINTP3OlX9FTMKRCXp7w6i+GcErAi6FnSmhMX+jG4eD2zXjpykG88cvKA+CaNazH784+gkb1KxL74wpb8fmdp9CkXuoSxKoamZM6V8SpRh7Wgccv7U8bt/fbIR2c32SX1o1p0bhmPdFSxU/XkNNVNWZmKBF5HliMkznUKqksAZz24LSYbdGLpv+z+Gvun/gVfTq3YF6czCGkqgXc/fL6Uofmmim+oYiiPxUDsPDuU6usWop8uXnDerx81WCmLdkYrqsOzYL5owFdKSvXcNVP9OjdRFcJVXf4mao4JD9PqtUf3WRWqDND5Pcu1esjJCOVJYCWjSsGt5VGff9DVVnZ1J3bz+1LiYj099h+HFD16IksFPQHsK+0nBtenBeer/8vk5zF56tK/GuiXtSI1ER9hiNnZaxOV8pDDmjGFSf0qPR84d2nctbRB/LSVYPDfclDXQz9CCUGXVunfsZIk11CGUB1ujUG8dtNZQ+ol68cHH4cWXKBit9kNi2L6qcEcAnwsIg0A0KrG3QBtruvJSQiXXBGEx8AlAOPqOqDItIaeB4oBJYD56tqMFNpRonXC2jBmm2c/6/pvH9DUY3WUH3/qw28NHsVG3fs5cnL+sfcCQQh+hL5An8e1oihxw9JeFyqlnmO/rIDlebHdy4Gn9w0gr2lZXEXg7FVp+u+UAKYTBt3kF+LVJ67ReN6fHPv6fx72jLO71e5YT303U5DcuBblRmAqn4GDBCRA4ADcd6vVaqauLtLhVLgelX9zM1EZovIuziZx2RVHSciY4GxQHpGFkd9AF+u2c6e/aU8M+Nbdu0ro3jxxpgPLxmhBt29pfEXZ0+1lo3qhYe3N6mfz69P7kXZ6gVJTVj13nXDYhpuIbV1pAe0aMieffHfF0v/675Ct8dXtwSdAi4dUpim0FS+6Zh3+0j63D2phueTcLtbpGPcLtXRbW6Z5Ht4qJvgV0r0RaS3qi6q4ri1wFr38Q4RWYiTkZwFFLm7PQkUk6YMIDoDPv0hpx7/3GOdwUipSoTKFZalae7+l68aHK7XX3C300GreHVy54i3uEaowerAFK3pGn2XP++OkRGv1Y4s4ML+XVm0LrYDgKnaeX07U9i2Cf0STPAXuWBP0CK/c0E2zp56REc+vHF4tVdpC0Jy8wPEmgR0rXIvl4gUAscAM4AObuaAqq4VEc/RGCIyBhgD0KFDB4qLi6sV0J07d4aP3VxS0T0l8nzr1jn526JFiyjeubRa14k085vNnJimufuXz69YazcUp8g4x+P3/Xzi1CZJ7e9l+sfTadFA2B9VBp4z46Pw48j60epcy0+cU+GU1s5fOq5VlXTFOdU+WO69PU9i39cvNji95L7btIni4uLA4pzonKm63tdRzy85vD5PLIg/oDDI+FaZAYjIQ/FeAlr6vZCINAVeBn6lqtv93ump6iPAIwD9+vXToqIiv5espLi4mKKiIv767mIeLK6YUrmoqAgmvgVAhwM6wJrV9O7dmyK/VUDusZkWGY/QexSKs6eofQMT8f4MHjyYds0asL+sHCa9Hd4eGQZVhXcmVDtsCeNcR9WlOD/fdROdWzeOKW2WfrkePptF2zZtKCo6LvVxjvw9xPlNp/w9dq9zx0UncfzCDVzx1Ky41w3qM/bTBeRSYD4wO+pvFuBrHLyI1MNJ/J9W1VfczetFpKP7ekfAe/6DFHswwXz67y5w+tn7zZwiZ+vMBpcMLkw4dUOkZOcGqq7IlaRCb2uid7e2VAGZYAzo0cazqrGJOzalbRUzyqbC1N8M5/VfJu48kUoikrElK/1UAX0KzFfVj6Nf8DMrqDi/6MeAhar6l4iXXgdGA+Pc/6/5CXCQdvgc1j/zm80Utm3MNHcZyGxx5/f815s+dMEx/Pn8PgGGxvGL4Qfzp0lfVeq+l6lJ3EztNbBHa+4/76i03Lh0bdOYrlTU0180sCvTlnwX6DUz9ZPwkwGcR5z+/qrqZ4axIcDFwBciMtfddjNOwv+CiFwOrAR+4ONcWeH8/5tOpxYNfc8jno3y8oQGeamfWySR0Hfcz5f9wv6+m5ZMDhCRGvXMq4nfn31k1TvVUKZuivx0A91ckwuo6ofEL/XHzkuQpTZsL2Hz7n3h1ZHWbCvh1blrMhyq2qmqap7Fvz8tLROhGZNtDu3Y3HN6maD4mQvoDRE5063Hj36th4jcLSKXBRO87DHkvimc+kDstA/Z4A/fD34q31TwSvhf+fngmG31C/ICWf3IGFOZnyqgnwLXAQ+IyGZgI9AQZwTvUuDvqprx+vtU8kp69pdlbvhevXzxvP6A7q0ZPbiQ06tYSSubBb3AuTG1QcV6IOlNZ/xUAa0Dfgv81u3H3xHYAyxWVe9pK+uwdT4Wj0612844jNtfi10Q/vkqlmzMNnZPb4y3VI62T0ZSA8FUdTnOvD05a8h9U9J+zWQWXjfGGL8ys6p2lkvURhk9xXE6RPYQePmq2nXXb4zJXnZrWQtENp727VZ7u55a93+Trf7+o2PCPfxyie8SgNdcPSLif/kmE1dVg1tCHWJG1dLG3njtWqEl8ozJtDOO6hR3MsR0yNTNUTJVQNNE5PzQExG5Hhif+iBlXqjKZdWW3azbVsLSgGf0/PuPEq/9GmogipworUFB7au9i2zomnXrSTw2Ov6C4MbkonSvFZNMFVAR8IiI/ADoACwEvFYKq/Vemr2Ks485kOPvex9w5tfPpFAJIJQBzLh5BA0LMhummkrHnC7GmMR830a6UzdPBAbhjAF4SlXTM9l9mn34deV5P3YlWMAkHSqWknOed2jeMGsWlU6KtQEYk1WSaQN4FxgAHAGcDvxVRP4UVMAyrbSsvOqdaujXJ/WK+9pFA7tyQs+2nHRo+3CVVLoHiRhj0iObJ4ML+Yeqvuo+3ioig4GbUh+k7PDfT1ZU67gXrxzED/41vdK2Ad1bc2Lv9oweXMjKzbtZsn4ne/aXcV7fzlx7Uk/P8xxyQPPwJFRbd++jZeN6XFV0cLXClC2sF5AxicVbrzwoySwJ+WrU81Lgd6kOUBBWbtrNpRN38UoP/2vOf7C4elM99+ncMnZbl5b8bJizRmivDs3o1aHqNUEj08qWjesz9/aRcfc1xpjqSKYKaIeIbHf/SkSkTES2BRm4VJkwfy0KfP+fMUsaxDX3263VupbXXW7koih+1cU58+tejIwJxmlHHJCW6yRTAqh02yoiZ1NLegGNezv+uvWFY72Xf9u6e3+1ruWVcNfLT77Lpk2GaUxmPXVZf/LT9EOM7CK94K5TaFCQx8G3vJ3giNSo9khgVX1VRMamMjB1Qaq+LpnueWRMrhvaq13ar6lasfxlOvi+koicE/E0D+gHaW6xyEIDe7Tml8N7ctFjM4DqN3S+d90w6uULw/5YDMD2PdUrgWSzulitZUwq1IZeQGdGPC7FmRX0rJSGpha6ZkRPBh/UNvy8uouaRw9DX789/dNOB83Sf2O8HdyuKRf278rlxxem9brJtAFcGmRAaqvQXW2fLi2ZV82GYy/Pffot4849KmXnywaZmvPcmGyXlyfce07waw9HqzIDEJG/kaCqR1WvSWmIaplQI9F/L+/Pqs17any+7x9zIOPnrOaozi1qfK5sYyUAY7KLnxLArMBDUYuFOgk0b1iPwzrVfHqG607uxfg5q/nZ0INqfC5jjEnETwZwkqpeLCLXquqDgYeolvFq2Hzk4r68/Nkq3lmwPunzdWndmOXjRqUiaFnHGoGNyS5+MoC+ItINuExEniKqp6Oqbg4kZCkUb1H1VPBK1EYefgAjDz+AR6Yu5dCOubfIRDyW/huTXfxkAP/CmQW0BzCbyhmAutuz2hEHtmDOyq2BnDvRQJExVo1TiaX/xlQYcnAblqzP7ITKVWYAqvoQ8JCIPKyqV6UhTLWK3dX6V90ussbURU9fMTDTQUhqPYBam/g/dMExgZ07XUPF6wJ7p4zJLrVvXcFqCHJotTVs+mdvlTHZJScygPwUpTwtPVbhsgzAP6sCMia75EQGICmKZbfWjWO2WQ2QMaa2yo0MIFXn8biDtTYAY0xtlRsZQIqqHgrcxL5BQcXbZlVAxpjaKjcygBSdp0+XlgDsLa1YMN7Sf2NMbZUbGUA1E+m//6hy99ECj+qegryceAtr5HdnHc6BLRtlOhjGmCjpW3omg6pbTbNrbyn5eUJZuTONhFdVkqX/Vbt4UCEXDyrMdDCMMVECT75E5D8iskFE5kdsay0i74rIEvd/q6DDUR3Hdm2FauwcQpcMLgw/thKAMaa2Skfq9QRwatS2scBkVe0JTHafB6a6VUAiQrtmDQDo161V+DyRPX9SNcbAGGPSLfAMQFWnAtEzhp4FPOk+fhI4O8gwVHclKhHo0srp+3/9yEPCZ4lsCsjPtwzAGFM7ZaoNoIOqrgVQ1bUi0j7ejiIyBhgD0KFDB4qLi5O+WGl59aaCnjljJlu37QXgi8/nsnxDGQDfrPg2vM9HH06jQZZmAjt37qzW+1WbWZxzQy7Fubi4OLD4Zn0jsKo+AjwC0K9fPy0qKkr6HGXlCpMmJH3cgAH9eXHlPNi6lb7HHsPfH/8UgPdWlob3KRo2lAYF+UmfOx2Ki4upzvtVm1mcc0NOxHniWwAUFRUFFt9MtWCuF5GOAO7/DUFerCb35xWFB2Hn3tKY160R2BhTW2Uq9XodGO0+Hg28FuTF/LTTNoszY2i52wso3pQPNhOEMaa2Skc30GeB6cAhIrJKRC4HxgEni8gS4GT3eZBhqHKf/14xgGG92sUcV+ouJVmQJ3i1JNgMl8aY2irwNgBVvTDOSyOCvnYyju7Skicv60/h2LfC21SV4b3b8eXa7bRv3gCPIQHGGFNrZX0jcDq8efXx4cf1C/LYFzHXz3UnH8LowYW0b9YwE0EzxpjAWAsmzqLxIZcN6R5+LCLk54kl/saYOslKAFHqZWmffmNMbhnQvTVrt5UEeo2cKwH85pRDEr4+ZmiP8GPLCowxmfL8zwYx9bfDA71GzmUAJ/RsC3iv7wvQrKH3dmOMqWtyLgM4qnNLlo8bRf/C1pkOijHGZFTOtAH8YUgj+hzbN/zcT4/OeKWEPIkcIWyMMbVTzmQABzbLq9TbJ+RPP+gT95iWjetXeh5aHKZ+QR7PjxnEt1t2pzycxhiTLjlXBRQSGtTVrKH/PPDO7x0OwLBe7ejTpSVnHNUpiKAZY0xa5GwGEJJMT58WjZwqoYL8nH/bjDF1gKVkSRjY3Wk4jlwS0hhjaqucaQOIlXwrbvvmDVk+blQAYTHGmPTL+RKAzeZpjMlVOZ8BeDmoXZNMB8EYYwKXs1VAiaZ2fuPq49m9ryx9gTHGmAzI2Qzgd2cfQctJixnaq23Ma43rF9C4fs6+NcaYHJGzqVynlo348/nxB4EZY0xdZ20AxhiToywDMMaYHGUZgDHG5CjLAIwxJkdZBmCMMTnKMgBjjMlRlgEYY0yOsgzAGGNylGiiORGyjIhsBFZU8/C2wHcpDE5tYHHODRbnuq+m8e2mqu2iN9aqDKAmRGSWqvbLdDjSyeKcGyzOdV9Q8bUqIGOMyVGWARhjTI7KpQzgkUwHIAMszrnB4lz3BRLfnGkDMMYYU1kulQCMMcZEsAzAGGNyVK3PAEQkX0TmiMib7vPWIvKuiCxx/7eK2PcmEflaRL4SkVMitvcVkS/c1x6SLF4pXkSWu2GdKyKz3G11Pc4tReQlEVkkIgtFZFBdjrOIHOJ+vqG/7SLyqzoe51+LyAIRmS8iz4pIw7ocXwARudaN7wIR+ZW7Lb1xVtVa/QdcBzwDvOk+vx8Y6z4eC9znPj4MmAc0ALoDS4F897WZwCBAgLeB0zIdrwTxXQ60jdpW1+P8JHCF+7g+0LKuxzki7vnAOqBbXY0zcCDwDdDIff4CcEldja8bziOA+UBjnJUZ3wN6pjvOtboEICKdgVHAoxGbz8JJMHD/nx2x/TlV3auq3wBfA/1FpCPQXFWnq/NuPhVxTG1RZ+MsIs2BocBjAKq6T1W3UofjHGUEsFRVV1C341wANBKRApxEcQ11O76HAp+o6m5VLQU+AL5PmuNcqzMA4AHgt0B5xLYOqroWwP3f3t1+IPBtxH6r3G0Huo+jt2crBSaJyGwRGeNuq8tx7gFsBB53q/oeFZEm1O04R7oAeNZ9XCfjrKqrgT8BK4G1wDZVnUQdja9rPjBURNqISGPgdKALaY5zrc0AROQMYIOqzvZ7iMc2TbA9Ww1R1WOB04BfiMjQBPvWhTgXAMcCD6vqMcAunKJxPHUhzgCISH3ge8CLVe3qsa3WxNmt5z4Lp2qjE9BERC5KdIjHtloTXwBVXQjcB7wLTMSp3ilNcEggca61GQAwBPieiCwHngNOFJH/AevdYhHu/w3u/qtwctiQzjjFzFXu4+jtWUlV17j/NwDjgf7U7TivAlap6gz3+Us4GUJdjnPIacBnqrrefV5X43wS8I2qblTV/cArwGDqbnwBUNXHVPVYVR0KbAaWkOY419oMQFVvUtXOqlqIU0yeoqoXAa8Do93dRgOvuY9fBy4QkQYi0h2nwWWmW8zaISID3dbzn0Qck1VEpImINAs9BkbiFCXrbJxVdR3wrYgc4m4aAXxJHY5zhAupqP6BuhvnlcBAEWnshnMEsJC6G18ARKS9+78rcA7OZ53eOGe6NTwVf0ARFb2A2gCTcXLTyUDriP1uwWk9/4qIlnKgH05CuhT4O+4I6Wz7w6kPn+f+LQBuqetxdsN6NDAL+Bx4FWiVA3FuDGwCWkRsq7NxBu4CFrlh/S9Ob5c6G183rNNwbmbmASMy8RnbVBDGGJOjam0VkDHGmJqxDMAYY3KUZQDGGJOjLAMwxpgcZRmAMcbkKMsAjKllRGSUiHwuIrdkOiymdrMMwJja51KcUcLDMx0QU7tZBmBMAiJSLCL9UnzOliLy84jnReKuZxFn/5dEpEfEpjdxpgD4Nmq/9yLnjzemKpYBGJN+LYGfV7UTgIgcjjPv+7KIzU1xRpG2iNr9v37PawxYBmBqKRH5rYhc4z7+q4hMcR+PEJH/icjDIjLLXW3pLve100TkhYhzFInIG+7jkSIyXUQ+E5EXRaSpxzU99xFnlba73O1fiEhvd3s7cVZ1+kxE/k9EVohIW2AccJA4q3390T19U6lY9expd14XgB8TO7fLj4GrgGOi7vhfx5k/yBhfLAMwtdVU4AT3cT+cBLQecDzO3fEtqtoPOAoYJiJH4Uy9O9CdSA/gh8DzbqJ8K3CSOlNtz8JZaS7Mxz7fudsfBm5wt92BM0nhsTgzt3Z1t4/FWeTlaFX9jbvtGOBXOCs/9cCZ7Rb3f3jKcxE5GGigqgtwMobzQq+p6haggYi08fH+GWMZgKm1ZgN93dlR9wLTcTKCE3AygPNF5DNgDnA4cJg6Ky9NBM4UZ+WpUTiJ6ECchPcjEZmLMwtjt6jrVbXPKxHhKnQfH48zVTmqOhHYkiA+M1V1laqWA3MjztERZ0GckB+Hzokze+SPo86zAWdOfWOqVJDpABhTHaq6310L4lLgY5yZQocDBwF7cO7Cj1PVLSLyBNDQPfR54Bc4869/qqo73OqWd1U1UfVJVfvsdf+XUfG7SmZB8r0RjyPPsSci7AA/wlkwJVTX31FEuqhqqEG4oXuMMVWyEoCpzabiJPRTce76r8S5e26Os3LYNhHpgNNlMqQYZ0GZn+JkBgCfAEPc6hXceel7RV3Lzz7RPgTOd/cfiTONNcAOoJnPOC4EQtccgFPV1FlVC9VZC+M+3Hp/NyM7AFju89wmx1kGYGqzaThVJNPVWTWrBJimqvNwqn4WAP8BPgodoKplON0oT3P/o6obgUuAZ0Xkc5zEvnfkhfzs4+EuYKRbFXUaznq3O1R1E05V0vyIRuB43sJZ7wKc6p7xUa+PB0LLJ/bFWWg80dKCxoTZegDGBEREGgBlqloqIoNw1jU+OslzNALex1kLuqyKfR8EXlfVydUNs8kt1gZgTHC6Ai+ISB6wD6faKSmqukdE7gAOxFk6MZH5lvibZFgJwBhjcpS1ARhjTI6yDMAYY3KUZQDGGJOjLAMwxpgcZRmAMcbkqP8HOKodgvbkg2UAAAAASUVORK5CYII=\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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xhojMxnm6F+BsVV0as5SZasMKEMZ4VyTVTajqMmBZjNJiqjmbwskY74mkuskYY0w1Y0HCeIY1XBvjPRYkTNxZLZMx3lVmkBCRHSLygogMifbkfsYYY7wtnJLEVmAe8BCQLSLPiMgJMU2VMcYYTwgnSOSo6j9VdQDOtBy/Av8SkdUiYuMkTIVZU4Qx3hVOkPBXManqOlV9QlX7ACOxta2NMaZKC2ecxHfBNqrqcuDB6CbHVEfW0GWMd5VZklDV2yojIcYYY7ynQl1gReQv0UqIMcYY76noOInfRiUVxhhjPKnMNgkR2RNqF1Azuskx1ZGNvjHGu8JpuN4FHK+qm4vvEJH1UU+RqXZsOg5jvCuc6qbXgHYh9r0ZxbQYY4zxmDJLEqp6Xyn77oxucuJv7fYcWtSvSUqSTWtljDHluhOKyANRTocn7D2Yy8AnM7nrfwvinRRjjPGE8j4unxXVVHjEgcP5AExZsS3OKalerOHaGO8qb5Cokv/WhZPcBm9Jnb12J5/M31B5CTLGmDgrb5DoG9VUeIQvRuzcn0v2zv0UFBQNFuc+9xO/f2tuHFJWtVnvJhOulVv2MTNrR5jH7kXtj6vCwgoSInKaiDwnIh+LyEfAsyIyIsZpq3S+ckR+gXLyX7+j4z2fs/dgbrmv9+PKbeQXeO+P9FBefokAaMyRYOhT33P+v6eVedwvO/MZ+tQUXv95bczTtDB7NyOfmcr+w3llHvvtss3k5RfEPE3RFM6iQ08DtwDfA08AT7qvbxaRZ2KaukoWbE2lzXsOkRvmLzW/QDnvuZ+Y8stWpvyylUtfmM5zmSvLPG/Sks1MWlJiGEpM5OYXcMx9X/Lo50sr5fMqm6ry0bxfOZSXH++kmDjanOP8z85bvyvq156+ejunPPGtPyg8+vkSlm7cU+Znff/LVq5+ZRb/923Z9wQvCackMUpVR6nqRFX9wf2aCJwOjIpx+ipVsIaWoU99z9H3fcGNb8wu8/yd+w8za+1Obn17Hpv3HARgwpTVZZ537WuzuPa1WUW2vTVjHcs37S2y7WBuPi/+sKZCpRNfwHtjeuyfsMIVzYbr75Zv4ZaJ83hq0i/Ru6g54iSU3rxYIY99sYz1Ow4w5uWZtL/rs7DP27bXWVlh2aY9LNsUaiIL7wknSBwUkX5Bth8PHIxyeuIq1M1KFT5fuKnUc2es2cHp46cCTokiwb3YnoN57N4ffpWVqvL+nGzufn8hpz09hdz8ApZs2EP7uz7jjvcW8PCnS/hg7q9hX684cUNhwZFV4g3b9n2HAdi615Y6qepUlfZ3fcZjpZSKC2LYJjF9Tcm2kc8XbmTDrgNBj/fdX75avJkRT08Nu4Yi3sKZluMq4DkRqQtku9vaAHvcfQa4838L2LzHuTHtPpBLQkD4zS0oIOdQHnsO5tKivjPd1Ydzf6VT0zq0bJBa5Dq/e3Muny3c6H//n6mreeLL5QB87Pasqkg7ibqPVvlVtEHPd1M4lHdk/AOa8vOVqF+Yupp7RnUtss9XdRytv/IHPl5M1vYcXhkT7HnZpXDjG3NoXi+Vn+8ZUmJ38YfQWAawaApnxPUcoL+INAda4dTKZKtq6Y/WRxhVZdu+8J4+v1u2hRvemM3BXOdG9NuTO7BmW06RY6at2u5/nZevdH/kKwCyxp3O0o17uPXteQDUTE70Hzd1xdYiAQLwB4hAwaqbsnfuZ932/aS3b1TqaHHfqdFqUH9j+lp+WLGN5y7zRoc338PZZws28uwl8U1LNKzZlkOtlETS6qWWfXA14/sLDtaW6K9titJ9+JWfskKnQ4umZ9Oe4BUsUqxC+wiJEeF3gVXVTao6W1Vn+QKEiHSJXdIq1+R1eQx9akpYx455ZaY/QAC88MOaEsf8GlDkXL65sG3h5R/XMPKZqf73B3ILG1gvf3FGWJ//yGcli9eD//Y9l7wwnaPv+4Kj7/uCpRv3sP9wHtv3HSpS9RLtLoH3frCILxZF53khVNoe+mRJ0LrfA4fzeW92dpHzAktI63fs59MFR/a4lkF/y6T/Y5OrXVfOWyfO5c3p60o9prQfie92HIun9eIhyR8kyvio7TmHi7wPJ23LNu3h1olzyd65nxlrdvDC1NVMXrqZUc9MrbSek+FUN5Xma6BtNBISTztzDvPfpYfLPjACP64sLElc+VLhzf/BT5ZE9XMOHM4n53AehwPqNw/nFTDymam0rJ/Kht3OU80rY44n45hmRaphZmzKo2fOYfLyC2gW5En1tWlZDDqmGW0a1YpqmovzNTJvCdGO8NKPJYMwwGOfL+X1n9fSpE4Kc9bt4oL01kW69p7yhLPy7hk9W0Y5xU4f/E5N6wR9it2y9yAoQX+mPj+t3MYlL0xn5r1DaVq3RtBjDgf8rv6VuYqbBh3lf798014UpUvzehXIRexlLt/CvkN5Ef8OPpy3gQ/nbeCS/oW3lz3Fqll9N9lgTYm+X0tl3EZ9Vbhl3fQf/rTo/37xe/yOnMP0eXiS/38VYMTTzgPlh/MKH3Ya1Epm1/5cdh/IpVHtlIomv0zhrCcxPtQuoEFUUxMnldX9NJpen5bFnz9aXOoxvgABsCB7Ny0b1OSP7873b/vXvEP8a94kAKb8aRD1ayVTv2Yy4LR7/OWjxcBifrprMLsP5NK1ReEN6ZfNexn+j8KS1z+/XUGL+jU5p0+roDfO+z9axKvT1rLi0ZEkJzoF2KtenkH/Do3Ze9DpShisRPJxwAj3DbsOsHprDid3buL8DNw+8LdMnMfuA7mMn7yC607tWOIaU37ZyqlHN/W/X7xhN7VTkmjfpHaoH12pvl22matfmcXTF/Yma3sOFx3flub1CwNCv0cnAzDt7sHMX7+bXm3q07BWCqlu1eLuA7lc8sJ0AOau28nw7s2Dfo5vmhiAJ79aznFtG1C3RjLHtq7PaU87P/uscaeXOG/vwVwSRKhdo6LPgEVNX72dXm0akJqcyPZ9hzjv39N44cp0OjWtE/Kcq16eCUQnUN/29vwi73335GAdTgqrm6IfJopfc2bWTiDyUkvx4xdv2A04P7OPbhpArzYNgp7n+7v4YO6v9GnbgOPaNozocyMVzl/RGOB2INhj3sXRTU58HImNuGUFiOKemvRLqd1CT33Seer+7zX9SW/fsEjp56Rx3wIw676h7Mw5TOe0ulz3etEuwX/72rn22u05ZHRpRp9if7ivTnNu6J3v/YLfntyBP552DJnLt5K5fGuR4z6Zv4HfvzWXGfcMoVm9VG4OGOHuS0fxG+PuA4VPmBt3l6wPvsLNy0tXpZOXr5w+/gf/dfLyC/jfnGzO69sGARISSt5xtu87xFn//JGXrjqeTk1r8+RXTl4/nPcrmcu38tPK7Qw4qgmje7csEngGPpnpLw0c26o+H900gI73fM4F6a39x7wwdQ11U5NZuXUf/do3olXDmmzec5Ctew9x0YSfi6Tjkv84gWXFoyP922as2cG3y7Zw18jCmt9jH/ia2imJLH4oOuNd//71clZvy+GzBRvp3KwOFx7fhq8Xb2bNthz+M2U1rRvW5OJ+bWlcJ3iJyOfXXQeomZwY8dPvpt0HeXPGOrK2F23309LKCb6ShMIjny5hQOcmDHKfzitqfvbuoNsjvY2UNqD1mckreOmq44Pu89UG+EomwR4UoimcIDETWKSqPxXfUVVmgz1SehlUhstenE6bRjVZv6NkN770R74B4MtbTynRUO8z/tuVjP92JcseHkFqciIFBcqYV2YWOeaFH9YEbccB/NOe9HtsMgsfGB70mAlTVlEzJfifbmn1tFe/MouRHZL97+9+fwHN6qbyzOQV/LrzAOO/Xcnwbmlc1K8Nh3ILOPXoptRISuDzRZv4ddcB/9O7jy/AzcjawYysHbw/N5uTOjX27w+sLlr4625y3X7H78zK9m+fkbWDi/9TNBiUpfO9X/hfX/C8M/r49uFH+0toADmHgw8mVFXemL6OM3u2pH6t5KDHgDMqf8jfv+fPZ3QrMvhrxZZ9RdrEpq/ZwcSZOczP3s1/rkgvNd0Dxn1LzeRE7j+zG3/7+hdm3jukSKlz1dZ9zFizg16tGxQ575aJc0t0N/1x5TaOaV4XKNkg7GxzHMzN9/+9ReNmOuWXrSH3hdvxxefJr5bz6G+ODbqvQDWi2aiXbNgTs/tYOEHiPEKMh1DVDtFNTnx4ceqMeAoWIAL56klL0+XPX1Y4Hcc+8HXQ7Y99vizkOcV7hxX3xZrCUsdbMwoXVhzv3gi/XrKZr8tZ/bh2+37Wbt8f+rPLGGtTEZ3v/YKbBx/Fhf0K6/Db3/UZ5/RpxYdzc7hDVnH9wE7Mz97NfR8u4r4PF/HjXYPJ3rGffFWuemkmw7ql0aFJbdLqp3LKUU3I3nmgRImxON/DwvJNe8lcvsVflw7Bq3oO5OZz1/sLAcgrUJITndt5zqE8hvz9+6CfsazYoFKAS1+Yzmnd0wD87XGq6g86vgLhdwEl1YICZX9uPnXCrIbbtf8weQVKk4AS0hUvhe5c8qf3Cm/qu/fncvu78xh3bs8i5wd6Y/q6UoIETJwZ3sKfd763gLdnrefso5IZPCisUyISThfY8GbTOoIdyrU+9Sb2fN2eY8VXigv0/hxn4OW4L5YxvFsaH8wpLMUMcKvvfMoKsKVZt2M/V708k/euP5H2TWrzuzfnFCnZBJsm5aY35lC/ZjLvzs4usc/nr18uK1KdGOirxYXBPGtbDhl/y/S/79U0scTxf5+0nGe/W8Vtw47mi0Wb6N2mPq0b1mLUsS1o26gWny3cyKBjmlI3NZkvF23k+v/Oca5djhLImzPW8c3SLf7S9zMX9Q55bG5+Ad8s2cwNb8zxb9sSohttMG/PcoLJ6t2xuY9JWQ07IvIJMAH4UlVzi+3riDOgLktVX4pJCiOQnp6us2bNKvvAYsZPXmHTOBhPGt27JR/NO7K68SYmyBFdOv/mtoEMfSp4qSZcD4/uHna7YXKikJtf8Z9X37RE/veH8rVDichsVQ1aXxjOOIlrgVOAZSIyU0Q+F5FvRWQ18Dww2wsBoiL2h6i/NSaeBndpxjMXHRfvZETsSA4QQIUDBECtEG1mwUQjQACkxGjF5TIv6w6iu0NVOwHnAw8DtwE9VHWYqn4Um6RVnl6t68c7CSW8eW1/5v1lGLcM6RzvpFRpY4N0mQVY9Vh85q787cmFzXy+3i0z7x3K69eUMh2E8Zzb351f9kFR5mvfibaIYo+qZqnqNFWdp6qhW+iOMCOPbRGXz21cO4VaKSXrTn0a1ErhD8OOjspndQxjTEB6u8Juq9cE3Kx8DYRHolYNavpfXzewIzcfV4NVj41i0h9OZfkjI4rkM1BigtC/Q6Myr98zSg8YvulZrg6SnqZ1a3BK56Z8/LsBrH5sFFnjTmdYt5K/kyfO6xmVtJgjU3K8ShLxJCIjRGS5iKwUkbvinZ5oeuqCXnx+yyk8PLpH0P1Hp9X1v35odHf/IDeAY9LqsuSh0wC4fmAn3h57ApcGjEx9ZUzR/tW3Du3M57ecUuIzEgXm/HmY//11Azv5X/9x+DFkjTudrHGn8/zl6SQFjB9o17gWjYv1de/VpgFZ404Pu+cIwMIHhvPDnYNoHqV5iS7u17ZIUAD492V9OatXS3q2rs/dI7vSJy2JxAShc1pdaiQ5cyK9fNXxRZ7CfMEycLTvVSe1Z/5fhpdogHz+8r6M7l1yoNj9Z3YjMUHo3rJe0BHVtw87msm3D/S/f2XM8Qzt2qzUOZp6tm7gH8fx9IW9+fCmAdw5onB8xPAggeN/N5zEKyNqc/JRTYJe8/y+zpiNZy/pw6IHT/Nvf/HK0ruzlqZFwMDCIMNOTIzEKkhEd0hmFIlIIvAsMAxn9tmZIvKxqkZ3XosoePXqfhw4nOfvDVGasad25LL+7Wjb2Jnq4qzeLZmfvYvXphWu71C8N8UVJ7bnihPbF5m/qFZKEkseOo3UpEQSEoRebRrw2cKNPHJ2DxID/jNvzOjErUOd0sicPw+jz8OT/Pvu6Z9Ko9oppCQmcDi/gBM6NuLFK9Np17gWNYuVcJypz5WXxxzPKUc1QUTIzS/gya+W8+IPa3jgzG4ATBx7Ap8s2MAdp3VhwpTVXHFiO257Zx77DuUVmark6gEdqJuaTN3Uon31x51zLKcc3ZQEcdYUf2vGOn5cuZ1Rxzb3T9f+25M7sHLrPu4/szv/mPSLf1R2eruGXHlSO38X3f9e059jW9dn/MWl1+sP6tKMFY861Uu79+dSw/1vO6NnS7bsOcRp3ZvTskEqSYkJjO7dihM7NqbfY5NpUieFFvVr8rfze/HAmd3595RVPP/9agYc1ZgxAzowZkBhqcD3u7vixHa8Nm0tdVKT6NS0Do+fcyztGteif8fG9O/YuGTiQqhdI4nebRrQu00DRh3bnL0H82hQK4XPbj6ZeqnJrNyyj0FdnO6omWvg0d/0YOCTmdx/ZjfO7NWSyUs3c+HxThB88vxe/ut2a1GPLs3rMqRryYDTpXndoN1Ri5t29xB/fpc8NMI/0jzU2guTbx9I3dQk7v9ocdTmAQsma9zpvDNrPXcEdFW9MaMTC7J3M+7cY1m9NYcrXprBI2f34L4PF/mPOaFjI35eXb5Onl1b1GPpxrLXjujZuj4LQgzSC1eUmjZKCDtIiEgzVd1SbNsxqlpymtLo6AesVNXV7mdNBEYDngoS7RrXYmDAlA8AD57Vnfs/Dt6zofiUxsmJCTw0ugcPje7BtFXbOVjKimrtG9cia/t+mtVznkwDG8dSkxOZ9xdn8NlPK7cBzh/3HQFPmo1qp5A17nT/lB5Nazo3w18CRvAGuzkA/tFJJ3ZsTJLbtTExIZE/n9GNP5/RzX9Yj1b16dHKqYK5IcMpmTx/eTobdx/gxMcLu1wO7RrQnz5g5OxFAf38z+hZk30HneBSp0YSHZrUZs22HEb1bOEf0f3MRb2Zn72Ltdud/v6BnfV803dEInCAWWKCcG2wNgsp+iI5MYGGtVPo174Rz3+/usgcSz7LHxlBooh/kNvFbj4vDsivzxPn9aRHy/Crsdo1LqxK7O6eV3y+rXaNaxd5+PAFiOKClTh9bhnSuUg3zeI6Nq3N6q3OuIlvbjuVyUu3+ANEaXzTetwzqmu5g8Tk2weGHGdx3+ld/SXhC9Lb0KZhLf8AxsD/j9YNa/l/RoFB4rqBncodJB44sxs/rtzGz6udAZfB/OWMblx9coeIFjAKpn/z2DzzR3LVqSLyZ1V9B0BEbgeuAbqVflq5tQICR5NkA/2LHyQiY4GxAGlpaWRmZsYoOY5Lu6awbk8BU3915htqVeNwic9sdzirxHl90xI5+6iUMtMnQObG4HHwvr7wyuIkLmyzv9TrbHKXbmzC3qDHtVbl5dNqkZOTE/bPq0sDYcE2+GHqlCJVT5EYP6gWKYkwfWMeh9YvJDPbuc6hQ4WTKxZPz/L1Tq/rjRs30bO+sGYbrF48lz2rC8vWbVMPsxZYunQZBzckhLwWwL59+yr8N7LzoPPzzc0t+rtPBMYPrsXh9YvILGUc1OD68POPoQckNgO2/OJ8RUM08gywcHHpXTrv7KXkFtTyf9YxQGbAD6JH40QWbXeCZO1kGNI2mY71E/zHb91fsp9/3RTYG8bcm2sXzQy576j8dZAPmZmFpfV7+qdyKE/D+rnohsJ8D2ydxPfZZa9lfUzDBJbvLGDVkvn0qZNAny4wI6vkcSPaJ9Exb22RtBUX6mfQNy2R2ZsLHyqbJx+Iyf0vkiCRAUwQkfOBNGApztN+rAS7E5UoUKnqBJxxHKSnp2tGRkb5Pu3L8KL4o1c6dfi+qP/sNYNo6Kufd6+RkZHB/P659HrQGTEczblVhg4O77i+6Xvp0KS2/6k/mMzMTML9efU7KY/1Ow74p0KoiOI9uVN/mgyHnMFDxdOTtnEPLy+eyqWDejG8Wxp37T3oX7jJp8txB7n3g4XcfsFxrN2eAz/9EPRaEFmeQ9m85yBkTqZOzdQKX6sylDfP1x9YxsSZ69jlrqx4TJeuMG9eyONPG1r6cN+BA5Wd+3Pp8/AkkpKSGX9t0WlX1u/YD1O+K7Lt01syGPhkJgBn925J5i9b/ekJNHjQIPjKV8V1Gv949zv+s/Awo3u3JCOjZHVjRqkppcj9IPDaL984nI73fF7W2Xz+pxGs2rqvSNtisHvMsOO7k+G2CwXuf/7yvv7R7m2b1GPxhpJVVh1bt2D25mya1EnhlM5NqVNnV0z+HiNZT2Ij8CVwItAeeE1V90U9RYWycVbA82kNxGxU0bNDCovnLeqn8o8Le/HNbafy2tXB4+BjvzmWT39/cmGAwGmM9tXNBzY0x0PntLqlBohI1UpJikqACKa0Na67tqjH8kdGMKJHcxISpESAAGheP5UXrzqeOjWS/NVNgTPWRluzujW4IaMTr14dfAK2quKukV38VZhQco6zoV3TePHKdDo3q8Mfh5fdC09E/B0bbszoFGS/871lQMN34KJcw7s3p26qc/6YAe2LVFkGqpWSxIBWycy4d0iFx5m8Wuz/P9gEkD6BnTkSE6RogAjhrIBOD5edUFgF2C3g7zc5MYHfDy5Zhelre/zDsKP5x4W9y/ys8oqkTWISsBHogXPDfklEpqjqH2OUtplAZxHpAPwKXATEbK2xVPdvsVPT2ky+PcO//ahmwX/RgT1ffM7p07rI+49uGhD0CcBEpkZS2fXaPu3cDgE3DSp5E4oWESnSq6i6qFesk8ELbg+okO1YQaQkJYQsWQdbctT3unHtFEYd24LHv3AmF7zqpPa0a1y71Hr8ZnXL32tu3l+GMXXFthLtjaWpk5rE9pzD9A4xxbdP/ZrJ/qlGAqcuSQh4WgpsU0pOFG4bdnSRiRahMEiUNptsNERS3fSsqn7ovt4lIicBd0c/SQ5VzROR3wFf4VT3vqSqkc2PHYHEBGHC5X3L/AVHolebBiHnhDexUTc1OeZTJ1dXg7s04/8uPo4GtZKL9KCLFt+T+A0Zndy1TApL5L9zn6SDzfjqc93AjqzaEp3KjQa1UjizV2RrYPRt25Dfntwh5NoZI3s054tFm3j8nGMZFWRsVkKIInX9mslB12jx/Q5iPcI97CARECB87/NwRl/HjKp+DpRdARgloRZ/MbFlXem9zdf1VUQivnFGIjU50R/gfUEicFtZ7h7ZteyDYuiC49twQindmH33+VBTeocKEnePCp4v3/Gx6vrqE0l1014KS38pQDKwT1W9N6eFMSZqPv7dyeQV2EzJZSmrFsJfnRbipl68cJYgzpThxav5fDxX3aSqRSrnReRsYtu7yXMu7tem7INMxIIVpY13pCQlkOKRyRm6tqjLuh37izRox8vvBx9F49opPOCuW1/Wn7Fvd6iSRKjzQ1Xt+aubYrxoWrl/8271U5gdMquGx8+xuXGMiaenLujNO9edSLMoTeVSESmJCQzuUthoX1p7CZT9MOQLfL4qvZSk0m/PKW6j98Hc2M5iHUl10zkBbxOAdIKMW6iKTj26KaeWY/SuMSa6atdIol8YEy9WhoQE8U+vA+GXJEI9+F83sBO7D+Ryp7te+fs3DOC1aVk0CNGdfkSP5vzzu5Wc1Cm296ZIejedGfA6D8jCmSajygs1VsIYExvf3j6QpARvVHGF4ms49rUdlFVp6qs10hDP1rVrJPFgwISf3VrWY9y5hbUX5/RpxcgeLbj2NWdhtR6t6rPm8VExr66NpE1iTCwTYowxPh3d+ZzK8tQFvfxzP1W2msWmXS3rZu3bX94+AE9d0DvkNWOpzCAhIv9HKdVKqnpzVFNkqh1rtzblVXwAa6w8e0kfJi/dXGTbJf3bAfDWtSfw3uzsMqdF91c3xSB9sRROSSLyRaONicAT5/Xkkv9Mj3cyjAnp9J4tOL2nMwDu7+f34vkpq/wNy2FP8+6rbopCb6QuMZoiJ5hwgsRQVb1cRG5R1WdiniJT7fiqC6xEYY4E5/Ztzbl9Iy/B+Ho/VTRErHh0ZKUOQA2nZaiviLQDrhaRhiLSKPAr1gk01UeoEafGVAUJUapvSk5MiOrknWUJpyTxb5zZXzsCsynaiK/udmMqzEKEqcpuHtKZrO05nNbjyJr+p8wgoarjgfEi8pyq3lAJaTLVjAUHUx20aVSLd68/Kd7JiFgk60lYgDAxZbVNxniPt0ermGqlrGkNjDGVz4KE8Q6LEcZ4jgUJ4xkWI4zxHgsSJv7c6GBtEsZ4jwUJ4xnWJmGM91iQMJ5hJQljvMeChPEMixHGeI8FCeMZtoypMd5jQcLEnbVFGONdFiSMZ1ioMMZ7LEgYz7DaJmO8x4KE8QxrkzDGeyxIGM+wGGGM91iQMHFnwcEY77IgYTzDYoUx3mNBwniGtUkY4z0WJEzcqbvmr4UIY7zHgoSJO3VXhreChDHeY0HCxJ/6XliUMMZrLEiYuPPFCCtJGOM9FiRM3FmbhDHeZUHCxJ21SRjjXRYkjGfYbLDGeI8FCRN3qmUfY4yJDwsSJu58MSLBChLGeE5cg4SIPCkiy0RkgYh8ICINAvbdLSIrRWS5iJwWx2SaGCso8LVJWJQwxmviXZKYBPRQ1Z7AL8DdACLSDbgI6A6MAP4lIolxS6UxxlRTcQ0Sqvq1qua5b38GWruvRwMTVfWQqq4BVgL94pFGU3msIGGM9yTFOwEBrgbedl+3wgkaPtnuthJEZCwwFiAtLY3MzMxyffi+ffvKfe6Ryit53rK/AICDBw/GPD1eyXNlsjxXD7HKc8yDhIh8AzQPsuteVf3IPeZeIA94w3dakOOD9oFR1QnABID09HTNyMgoVzozMzMp77lHKq/kee32HJiSSc2aqTFPj1fyXJksz9VDrPIc8yChqkNL2y8iVwJnAENU/Z0hs4E2AYe1BjbEJoUm3gpHXFt9kzFeE+/eTSOAO4GzVHV/wK6PgYtEpIaIdAA6AzPikUYTezZ3kzHeFe82iX8CNYBJbvfHn1X1elVdLCLvAEtwqqFuUtX8OKbTxFC7RrW4tH9brjypfbyTYowpJq5BQlWPKmXfo8CjlZgcEycJCcKjvzk23skwxgQR73ESxhhjPMyChDHGmJAsSBhjjAnJgoQxxpiQLEgYY4wJyYKEMcaYkCxIGGOMCcmChDHGmJBEq9DakSKyFVhbztObANuimJwjgeW5erA8Vw8VyXM7VW0abEeVChIVISKzVDU93umoTJbn6sHyXD3EKs9W3WSMMSYkCxLGGGNCsiBRaEK8ExAHlufqwfJcPcQkz9YmYYwxJiQrSRhjjAnJgoQxxpiQqnyQEJFEEZkrIp+67xuJyCQRWeF+bxhw7N0islJElovIaQHb+4rIQnffeBHvLrQpIlluWueJyCx3W1XPcwMReU9ElonIUhE5sSrnWUSOcX+/vq89InJrVc4zgIj8QUQWi8giEXlLRFKrQZ5vcfO7WERudbdVbp5VtUp/AbcBbwKfuu+fAO5yX98F/NV93Q2Yj7OcagdgFZDo7psBnAgI8AUwMt75KiW/WUCTYtuqep5fBX7rvk4BGlT1PAfkPRHYBLSrynkGWgFrgJru+3eAq6p4nnsAi4BaOKuIfgN0ruw8V+mShIi0Bk4HXgjYPBrnpoL7/eyA7RNV9ZCqrgFWAv1EpAVQT1WnqfPTfi3gnCNFlc2ziNQDTgVeBFDVw6q6iyqc52KGAKtUdS1VP89JQE0RScK5cW6gaue5K/Czqu5X1Tzge+A3VHKeq3SQAJ4G7gAKAralqepGAPd7M3d7K2B9wHHZ7rZW7uvi271Kga9FZLaIjHW3VeU8dwS2Ai+71YoviEhtqnaeA10EvOW+rrJ5VtVfgb8B64CNwG5V/ZoqnGecUsSpItJYRGoBo4A2VHKeq2yQEJEzgC2qOjvcU4Js01K2e9UAVe0DjARuEpFTSzm2KuQ5CegDPKeqxwE5OEXwUKpCngEQkRTgLODdsg4Nsu2IyrNb7z4apxqlJVBbRC4r7ZQg246oPKvqUuCvwCTgS5yqpLxSTolJnqtskAAGAGeJSBYwERgsIv8FNrvFL9zvW9zjs3GitE9rnOJstvu6+HZPUtUN7vctwAdAP6p2nrOBbFWd7r5/DydoVOU8+4wE5qjqZvd9Vc7zUGCNqm5V1VzgfeAkqnaeUdUXVbWPqp4K7ABWUMl5rrJBQlXvVtXWqtoep0j+rapeBnwMXOkediXwkfv6Y+AiEakhIh1wGohmuMW5vSJygtsj4IqAczxFRGqLSF3fa2A4TpG1yuZZVTcB60XkGHfTEGAJVTjPAS6msKoJqnae1wEniEgtN61DgKVU7TwjIs3c722Bc3B+35Wb53i34FfGF5BBYe+mxsBknIg8GWgUcNy9OD0ClhPQ+g+k49xsVwH/xB2p7rUvnPr5+e7XYuDeqp5nN629gVnAAuBDoGE1yHMtYDtQP2BbVc/zg8AyN72v4/Tiqep5norz0DMfGBKP37NNy2GMMSakKlvdZIwxpuIsSBhjjAnJgoQxxpiQLEgYY4wJyYKEMcaYkCxIGFMFicjpIrJARO6Nd1rMkc2ChDFV0xicEdmD4p0Qc2SzIGFMBYlIpoikR/maDUTkxoD3GeKuiRLi+PdEpGPApk9xpmNYX+y4bwLXHzCmLBYkjPGmBsCNZR0EICLdcdYNWB2wuQ7OaN36xQ5/PdzrGgMWJEwVJiJ3iMjN7ut/iMi37ushIvJfEXlORGa5q3496O4bKSLvBFwjQ0Q+cV8PF5FpIjJHRN4VkTpBPjPoMeKsGPigu32hiHRxtzcVZ3WxOSLyvIisFZEmwDigkzgrzz3pXr6OFK7A94Y7Dw/ApZSci+dS4AbguGIlh49x5nwyJiwWJExVNgU4xX2djnOTTQZOxnnKvldV04GewEAR6YkzLfMJ7gSJABcCb7s37vuAoepMxT4LZ9VDvzCO2eZufw74o7vtfpzJJ/vgzNrb1t1+F85iQr1V9U/utuOAW3FWIOuIM9Mx7nf/lPgichRQQ1UX4wSP83z7VHUnUENEGofx8zPGgoSp0mYDfd2ZcQ8B03CCxSk4QeICEZkDzAW6A93UWQHsS+BMcVZAOx3nRnsCzs35RxGZhzP7Zrtin1fWMe8HpKu9+/pknKnsUdUvgZ2l5GeGqmaragEwL+AaLXAWXvK51HdNnFlDLy12nS04azIYU6akeCfAmFhR1Vx3PZExwE84s8QOAjoBB3Ce5o9X1Z0i8gqQ6p76NnATzvz9M1V1r1u1M0lVS6uqKeuYQ+73fAr/98JfkL7w/OLXOBCQdoBLcBbl8bU9tBCRNqrqa8ROdc8xpkxWkjBV3RScYDAFp/RwPc5TeD2cVex2i0gaTndRn0ychYuuxQkYAD8DA9yqHNx1DY4u9lnhHFPcD8AF7vHDcaY5B9gL1A0zj0sB32f2x6nWaq2q7dVZT+WvuO0QbrBrDmSFeW1TzVmQMFXdVJzqmGnqrOB2EJiqqvNxqpkWAy8BP/pOUNV8nC6kI93vqOpW4CrgLRFZgBMQugR+UDjHBPEgMNyt9hqJs37zXlXdjlNttSig4TqUz3DWTAGnaumDYvs/AHxLffYFfnar1Ywpk60nYUwciUgNIF9V80TkRJy1untHeI2awHc465vnl3HsM8DHqjq5vGk21Yu1SRgTX22Bd0QkATiMU8UVEVU9ICL3A61wlvkszSILECYSVpIwxhgTkrVJGGOMCcmChDHGmJAsSBhjjAnJgoQxxpiQLEgYY4wJ6f8BiJRgjR9fvqIAAAAASUVORK5CYII=\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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zK+Rd0QSHO3Fmg1umql+KyP7A0sQkyxh7Km0W7CJ5VsQV0qr6MvBywPsVwE8SkShjTPNgocG7ohmV9cEQi3cBc1TV5lwwcWcPpcmvyi6SZ0VTrJSJM3zGUvfnUKAjcIWI3B/3lJkWz+ockp/FBu+Kpp/DAcCJ7jhLiMgjwFTgJODrBKTNtHB240l+dom8K5qcQw8gK+B9FtBdVStxJugxJq7sxpP8LIB7VzQ5h3uBBSJSiDOUyvHAn0UkC/ggAWkzLZzN55D8rOjPuyIKDiKSAizGGVdpBE5wuElVN7ibXJ+Y5JmWzGaCawbsGnlWRMFBVatE5G+qehRgLZNMQgmCc9exO0+ys9ZK3hVNncNUEfmJiM35ZBqH3XeSn10j74qmzuFanEroShEpxilaUlVtm5CUmRbP7jvJz66Rd0XTQzonkQkxpjZ7Kk1+do28K5ohu0VELhaRP7rve4nIiIYcXETai8grIrJERBaLyFEi0lFEponIUvd3h4YcwzRf1lop+VlrJe+Kps7hYeAo4EL3fRHwUAOP/wDOvNQDgSE4LaImANNVtT8w3X1vWiC77SQ/i9/eFU1wOEJVrwJKAFR1B9Aq1gOLSFucvhJPuvsrU9WdwDjgWXezZ4EzYz2Gad7sxpP8LHfnXdFUSJeLSCruA52IdAEaMh3L/sAWnBnlhgBzgWuAXFXdCKCqG0Wka6gPi8h4YDxAbm4uhYWFMSWiqKgo5s/G+rmm1pBzbgxV7iw/CxYsoHRtalz2meznnAiNcc5r1tUcHKGpv2O7zvETTXB4EHgd6CoiE4GzgVsaeOxhwG9UdZaIPEAURUiq+hjwGEB+fr4WFBTElIjCwkKi/uyUyQDRfy5JxHTOjShl2ntQWcWQIUM4+oDOcdlnsp9zIjTGOb+39StYu9b/vqm/Y7vO8RNNa6XnRWQuMAqnGeuZqrq4AcdeB6xT1Vnu+1dwgsMmEenm5hq6AZsbcAzTHPmmCbUSi6RXYRfJs6LJOaCqS4Al8Tiwqv4gImtFZICqfocTdL51fy4F7nF/W4/sFspawiS/iloTfasq1k/WG6IKDgnwG+B5EWkFrAAux6kkf0lErgDWAOc0YfpME7K6zuRXUVnzIqmCxQZvaNLgoKoLgPwQq0Y1clJMErLYkPxq5xyqVEnBooMXRNOU1ZhGZc0kk19QzqGJ0mHir97gICLbReQJERllg+6Zhigpr2Tt9n0Rb283muQ3c8W2Gu9tlFbviCTnsAVYANwJrBORB0TkyISmynjSlc/P47h7P4o8R2D3maS2aXcJ+8oqayyz2OAdkQSHvar6L1U9Bmf4jPXAwyKyQkT+nNjkGS/5cInTKrkywuaP1lopuYW6jhYcvCOS4OAvSlLVNap6r6oOA8Zic0ebKPgKJSNtG283muQWMjhYQPeMSForfRRqods34Y74Jsd4mW9+t/qCg+9pxPpXJbdQ9Qt2zbyj3pyDql7bGAkx3pfiZh0qKyPNOdidJpmFCvJ2zbyjQU1ZReTWeCWkObJ/hNjUbhsfjn27yc1XrNQ2s7oAwq6ZdzS0n8PP4pKKZspiQ2wi/drs+01uvj4OGenVI+dqQ8ZpNkml3joHEdkdbhXQOr7JaV7s3hUd3/cVeVt4+4aTme86pqVUd3+yCmnviKRCeidwuKpuqr1CRNYGb95yVKmSakMFRMxXDBdxNwe7zyQ1X51DakBwsApp74ikWOk5oE+Ydf+LY1qaHbt5RSfanIN9vcmt0q07qpFzsH8Kz6g356CqYSf0UdU/xDc5zYsNFRCbSJ8u7etNbpVu/YLlHLwppgppEbk9zukwLYDvZl9lPaQ9ocKfc6i+jdg1845YWyudEddUNFOWc4hNfV+b2ExwzYKvKWtaamCxUlOlxsRbrMHBamGxf4RYRVznYF9wUgtVIW2XzDtiDQ7D45qKZspyDrGx780bfD3dAy+nXVvviGgmOBE5BTgT6IHTiGSDiLypqlMSmLakZ/8GsQl1A1m3Yx85Gem0a5NePcyGlSslNV+dQ0ZaYJ2D8YpIJvu5H7gG+Bi4F7jPfX21iDyQ0NQlOesNGptQ9/xj//IRx9/njPFowaF5KHdzDhPGDqRLTgYQeWMDk/wiyTmcqqoH1l4oIi8C3+MEjhbJWmbEJlzRw67iciBwVFb7fpOZL3h3zGrFDacM4PpXvmriFJl4iqTOoURERoRYfjhQEuf0NCv2kBSb+sbd87VWqrScWVIrdy9QemqKP7dn8dw7Isk5XAY8IiI5wDp3WS9gt7uuxbLWNLGpL0eQ4rZ+qbTvN6lVBDRlrW5+bNfMKyLpIT0POEJE9sOpkBZgnar+EI8EiEgqMAdYr6qni0hH4EUgD1gFnKuqO+JxrHiznENs6rt/+J5Crfw6uVVUVneC8+ccmjJBJq4ibsqqqj+o6lxVneMLDCIyMA5puAZYHPB+AjBdVfsD0933ScnqHGJTb87BX6xk328y81VIp1vOwZMaOp/D1IZ8WER6AqcBTwQsHgc8675+FqcJbVKy/4PY1HcDEV/Owb7gpOYfPiM1xX/N7JJ5RyTzOTwYbhXQvoHHvx+4AcgJWJarqhsBVHWjiHQNk67xwHiA3NxcCgsLY0pAUVFRzJ+dMWMGHTIbGl8bX0POOR7mzp3HrhWpIdcVFhZSXlYGwPdLl1FYuSYux2zqc24KiT7n75c712nGZ5+yeHMlALNmz2ZddtP9T9h1jp9IKqQvB64DSkOsuyDWA4vI6cBmVZ0rIgXRfl5VHwMeA8jPz9eCgqh3ATg3o6g/O2UyAEcceRTd2ze/+Y5iOud4cL+3w4YOJT+vY8h1BQUFtJk5nZ2lJfTpuz8FBQfE5dBNds5NKNHnvLBiKSz9nlEjCyj/5gdYOI/DDz+cA3Nz6v1soth1jp9IgsOXwDeqOqP2igaOznoMcIaInApkAm1F5L/AJhHp5uYaugGbG3CMhLIcdGzqq0oQq5BuFiqqqhBxxlayOgfviST/dzawINQKVe0b64FV9UZV7amqecD5wIeqejHwFnCpu9mlwJuxHiMRApuv2s0rNvU3ZXV+W1PW5FZeqaS7F8vXiMAumXfUGxxUdbuq7muMxLjuAU4SkaXASe77pGF//A3nCw7LNu8hb8Jkvlq3M/R2FnyTWkVlVcBw3fU3Injoo2XkTZhs/YOaiUgqpN/GKdufoqrltdbtj9MRbpWqPhVrIlS1ECh0X28DRsW6r0QL/OO3LHRsfF/b9MVOieHbCzeEXG85h+RWUaX+KUIjyTnc9/53gNNEOXAOCJOcIilW+jlwHLBERL4UkXdF5EMRWQE8CsxtSGBobgIfZpP93jV39XZueGVh0j2p+YKqhLk/+HIMNnxGciuvrCI91bmFRNOUtcJyhM1CJD2kf8BpbnqDiOQB3YBi4PtGLm5KCoEd35I953DRE7MoKa/ijjMG07pV6KajTaG+e4Mvx5Ds329LV1FZnQPwxfm6OoamiHPtyyuryExPnr9HE1pE8zn4qOoqnCEtWqzA+1Wy37oy0lIpKa+iuLwyyYJDzW+udgzw5Rish3RyK6+q8s8f7WtEUNclExFQpaLSrmtz0Px6cDWxwBtbshXX1OabvrGivmFQG5nvexN/JWbN9b7v2IJDcquoVNL9OQdfsVLdOQdwgopJfhYcotSc6hx8Wf1ku8n67g3h2sZbcGgeKqqqSPPXOTjLIrlidl2bh4iDQ6hhLERkQHyTk/xqtlZqwoREwFdJmAzZ+MAnyto5mdp9R3w3D2utlNzKKwNbK0XecdGCQ/MQTc7hUxE51/dGRK4DXo9/kpJb4NSgyT4qa/WkOU2fzsAWKqUVVWHXlVdV+W8w1s8huVUEtFby/S6ro4mZL9ZbqVLzEE1wKAB+KiIvi8gnwIFAqBniPK1GzqGeP/LV2/ayu6S87o0SyFeslAxNBwMDwoadNScQDMzZVFSqP8eQDEHNhFdRpf56rVZpzq2kPIJcquUIm4do5nPYCEwBjsKZiOc5VS1KULqSVo0K6XpyDifcV8iZ//o80UkKy5fVT4ab7A+7iv2v/zJlCVBd7BVYQVlRpf6gazeR5Ob0c3CDgy/nUFFHzsH9PfKvhewtrUh08kwDRVPnMA04AhgMnAr8Q0T+mqiEJatIK6RLyp0hjFds3ZvgFIXnK1ZKhtZKO/eFz0EFBq+Kyip/ALZipeRWWaX+pqzVOYfI/ta+XLU9Yeky8RFNsdJDqnqJqu5U1W+Ao4FdCUpX0qpReVpHdNi8O9QI540rJYkqpEvKw980ahQrVQUUKzV9sk0dygM6wfmCQ505h4D/l87ZGYlNnGmwaIqV3qj1vkJV/xT3FDWxbUWl/qf+UCLOOVSE30djS4Y6h8DvtGBAF6C6TiTwabO8siqg4rLp023Cq6gKrJB2rmZdFdKBrMQw+UVTrLRHRHa7PyUiUikizT7nsGZ3JbNXVmdxh9/1AZc//WXY7SMdeK+4rOmDw/qdTjl/U9c5lFZUMulLZ0a31iGGTQgMXoFPnslQHGbCqwhoyhpRziHgtdUnJb9ocg45qtrW/ckEfgI8lLikNY5bZ5Rw7qMzayybuWJb2O0Db7QfLN7EpNmhp7HcW9awCrf/zFxF3oTJXPn83AbtB5r2Jvvq3HUMuGUKH7gjsHZok+4PnL46kcCcQ2DxUzQD71VVKc98vpJ9DfzeTeQCB97zVUhHWudg42Ylv5h7SLvFTCfGLylNK2/C5Bo5iGtfWhByu8Bs80MfLWfCa1+zfW9Z0HZ7S6tzDrE8uf/xzUUAvPv1D0HrKqu03qE7Xp+/rkHHj5f3F9VMf/s2rZi1cjtFpRUhi5WKy6tv7tHcQKYt3sTtb3/LX95b0qD0mshVVEVX5xDIigyTXzTFSmcF/JwtIveQ/GPPRSUwB/HavPX+m+oLs9ewww0AoZ6MSsorqarSGk+tRaXVrXP63fRuyOM99dlK+t4YPPlJXXUem3aX0O+md/lfmByLz+9eXOh/fcWzcyIKEI9+vJzV25zWVfPX7CBvwmQufPyLoO2qqpQHpy8lb8JkPlu6tc59+trB+3y7cTcAJ9z7kX/ZvoAiuFiDqq9p5K7iputX0tKs3raPVDf7lx51ziFhyTJxEs2orD8KeF2BMzrruLimppHV9/Q9YuIHdG/fmq/X7+LfHy/n6H6dOO/w3kHbHX3Ph/7Xz/7fCEbkdeTalxYGbVfbne98C8C2vWWUlFfSs0MbZq3YxnmP1bwhf71uF4f0bAfAKrdp7Etz1nHREX2Yu3o7fTtn0zGrVdjjlFVU0e+md/nmjlPCnvOufeXc/d4S7n5vCa/+6ij+Pu17AGYs34aqIiIUl1Vy/uNfUFpeyZIf9gBw8ZOzWHXPaWGPnVIrOPhsC8htBTZzDWz/Hk3OwbephJskwsSV7+/wtfnr+ft5h5HmziNdd2ul6tdNXQ9m6hdxcFDVyxOZkKZQV90CODcw301s9bZ9rN62jxdmr63zM5c+NZsReR2DWmNs2VNKl5zQzffy7/oAgBd+fiRPfrYiaP2P/vWZ/wb8w26nd/HCtTt56KNl3Pf+d+zfOYt3rznOP0Z+uCz74NveB+De41tTXOYM471iSxErt+7ls2XVOYCfPFKzDubalxZy248O4rA7p4Xcb+F3m9m5r5wzh/YIWpdax83adyMvDsgp7S2LLeewx+2JbqGhcSysNbWriNAqNSVoaJRwwj2kLPlhNx3btKJr28yGJtE0UCTThP6TOoqPVPXquKaoES3ZuCch+50dooPP4RM/4KxhPTioW1vumryYxXeOCdrmghBFOD4rt+6lb+csrpm0wL/MN+3iiq17GfjHKXx/11gmvPYVr81bX2f6bvikmMeXfMa0a0/gxL99XO/5vD5/Pa/PD7/Py9zWXWcM6c6e0goy01PISHMCVe2Mw3+uGMFPn5xNr46t+fj7LUDNYrTAnMOM5XUH70C+XNgnS7dE/JmWbltRKZ1i7G+wZpszz9d1Jx3oX9a1bYb/4aU+4eL+mPs/pVVaCt/fNTamdJn4iSTnMCfhqWgijd2K57V563kN5yb7uxcXRPXZkX8trHebA295L+L9Ld1cxIPTl0aVhvrc/vYinpu5mqG92/PKL48mNUVITamu1jqib0eO69+FrjkZrN1ezNrtTlPb0oAWSsu31ByRZfvesjqLzHx8N5twne2+3VbJ9nnrOGtYz2hPy5NmLt/GBY9/wZOX5jNqUG7Un891n+zPGl79fXbOzgjZOCOUupqyRlqpbRIrkgrp0ar6LNBeVZ+t/ZPoBCbS6Bj+KeJlyqLgVkiNzVevEC/PzVwNwPw1OznrkRnc/d5i3lxQneNYt8MJBpv31Ow9HtgCzLcPn4mTFzcoTYXfbWbRhl3c+2VJRPVALcWCtTsBmLUytmEsbnvLaU3na8IK0LFNK3bsc4JDcVllneMnRduUdfHG3fU2fjDxFUlwGC4ifYD/E5EOItIx8CfRCUykllAl9t1dY+jfNbvRj7tw7U4e/XhFjQ5uU393fNT7eXXeurDryiqqeH3+uhrl16pKSXkl5z06k0+XbuGyp7/ktAc/869PxgHfqqqUzXsiK46JF//kPDH2N/DVE2WkV99C2rdpxY69Tt3P0fdM52C3jiuU2vViW4tK60zL2Ac+5eInZ8WU1uautKKStdv3NfpxIwkO/8YZjXUgMLfWT8xFTiLSS0Q+EpHFIrJIRK5xl3cUkWkistT93SHWY9SnrspSLzgvvxcZaamcOChonqawbvvRQf7XT192eFzTk5UReeO4EX2rnztemrOWqYt+8D/tgnMzueWNr/ndiwvpe2N1U+G9ZZV8s34Xs1Zu56dPzg7ar++GtXjjbq5/eSF5EybXm5bvN+1hU4iy9C17StlW1PAxtA6f+AEjJk5v1Ga4vsr+cK3JAs1YvpW8CZNZuim4ji4n4Jp2zEr3FyvtqDXQ4nc/1PxsYGxYvHE3+Xd9wKQv627s0VLd+OrXHHfvRxQ18oNNvf+tqvog8KCIPKKqv4rjsSuA61R1nojkAHPdkV8vA6ar6j0iMgGYAPwhjsf169OpDcf2SOOz9U3/NDmkZzsWrqsejeQf5w2p0VchFr8q6AfA9ScP4NGPg1tB1Tb75lEsXOukoV3rdEYO7Mpph3Rj6rc/cMGI3jw3czWXHZ1HSXklfTpl0b19Zo0K8ngKvOnc8MpX/tejBnbl4iP7cPkz4Yc4OfvfM8OuA8IGhN0l5Xy5cjsjB3T13zQnf7WRq/43DyCoye7hEz8IuTxavhZxm3eX0K51eoP2FSlfcIjkAenthRsB+GLldg7oms0/3OLIob3b12g63CGrFcXllSGHjqn95BvYEm3JD07fly/qaT0YTt6EyZx0UC7XnzIgKcYRizdfI4viskqyo3jAaqhomrLGMzD45ofY6L7eIyKLgR44fScK3M2eBQpJUHAQEc7ol56w4DD56mNrFGmE885vjmVwj3Ycdfd0Nu4q4W/nDOHHQ3vy46E9Q97IfnPiAfzzw2X17ne/dk6lYVpqCtkZaWGfPA7p0Y6Lj+xN15xMRg3M4KZTB3LhEX0AeOiiYf7txh3Wg2G1bghPf76qxhN9JN646hiuen6ef+wngAtG9KrRTNjX87a26Us2M33J5qiOV5+9pRVs2l1So+XWij+fylmPzKhxbr5r8YcxA/2BN1BVlfLfWas5N7+Xv1lxNDbvKaV/bk70JxCDUndgyLSAnMOXq7aT1SqNzjmt6JSVwepte8nOTPMXAaWlCEt+2MOD7t/e/DU7a+zTN9JqqL+H2hXQgUVIvgrowPqLaE37dhPTvt3ESX3SGO2ZcRscvv+3WIsAY9V4YagOIpIHDAVmAblu4EBVN4aauzqeQt2DbjltEHcFVIT26dSG1duiL/MbtF9b/+thvdszr9Y/k8/gHk4Ht5k3jqpzf29cdQx9OrahQ1arGsHhqpH9eG7GavbUuvkH3qA+/8OJDLlzqv/9t3eewtsLN/DWwg08/7Mj/ctTUoTxxwff+ACG9wku4XvjqmPqLJr57ej+5PfpyCHuOQIc1qs9U393fI0y6etOHkDbzHQe/cTJ4cTaxDIWocrG9w/Tqx2cyYr+N7u64nzCq19RUl7J7pIKPlyymVvfXMQfTz+IPh3bkJ/XgbKKKnIy09lZXEZuTiYpKYKqUl6pNQL2lj3BRVTFZZWs3r6XgQF/Sz4vfbmWyV9v5Nn/G8H6ncVkpqVE/L3tKXGOG9gv4ZyAHNeVBf14uHA5UN1wI1WE292KaIADc2vWZXVs47Qqe2thdSOEvaUV7CmpCKpjqAwVHNLqDw4rthSxX7tM2rQKfetattN7LZ18t6gNu0ro2jaTfWUVLN1UxJBe7RN73MaORkEJEMkGPgYmquprIrJTVdsHrN+hqkF3JREZD4wHyM3NHT5p0qSYjl9UVMSvP6sZIX59WAb/WuD8oz4zJotvtlbw1zk1/3F/OSSDfy+su7z5mTFZ7CpV3llRxjkHtmL8tNAB5pkxWWH3cf3H+9hSrFw7PINDu1T/Q1xXuI9tJc61u+XITPq2TeGKqfvYv10KK3ZVhd3vdYX76J1VxTWHx6+S+rIpe+mZLVwzLJPrPymusW78oRkc3T30P/JrS8t4a3m5P61vLy/j1aXO+0dHt+HF78r4cG3TF/k1loxU6JmdwvJdVYw/NIP+7VP83+eNIzLp3TaFCZ8Ws6s0/P/sUd1T+cWhTo6xqKiIlIwsFmypDLoG/15YwhcbndzDM2OyKK5QfvVB9d9n92xhQ1Hd94YbR2QyoGP1A0hRmfLrD/dxfM80PlnnXLdOmcK2EuVH/dJ5e3l1PcTZB6azbk8Vlw/OoHBtBS8sKeOkPmlMW+187k/HtOa1pWUc0D6F/bJS+Of80qBjZ6RCXrtULptSPaFWiij3F2TRNiO2+sRyN4iluzmqKlU+W1/B0d3TauSyIrFqVyXds1NoFSYXHGhDURV7yrTG9+nzu4/2scO95s+MyeIfc0tYuKWSh0e1oU26UFRURHZ2bP/PI0eOnKuq+aHWNWlwEJF04B3gfVX9u7vsO6DAzTV0AwpVdUBd+8nPz9c5c2KrGy8sLKTTAUP5+XNz/B14pl93AtO+3cQjhctZeNvJbN5TwoiJ0/2fWTZxLGluFvjkf3zM95uCZ0t9+KJhnHpItxrLfE/YFx/Zm/9+4YyN9I/znCKkcEorKqmqgtatUoOWV1Yp24rK6NWxDQBzV+/ggC7ZvLlwPV1zMhgzuFuoXVJYWEhBQUFdX0tUNu0uITsjjayMNGYs28pdkxfTp1Mb3vvmBwp/X0Be59DBb9PuEo7483S65GTw5c2jeebzldz+9rf+TlAl5ZUM/OMUAHq0b12jGMpE564zBzNyYFd6tG8N1Kx3efVXR/Pthl3+wR4jVbuupbiskkG3TolqH386czB7Ssq5d8p3UX0uMA21c645GWl8fccpMe3v4FunICJ8437+tXnruPalhVx2dB5DerWj4MCuPPrJCnp2aM2Ph/YgKyONXfvKGXLnVH48tAf/OO8woPpv+5zhPbnvnCH1Htd3DoH3jYrKKtJSUzj67uls2OXcm9686hgueWo2u4rLWXDrSbRv06pB/88iEjY4NFmxkjgFaU8Ci32BwfUWcClwj/v7zUSn5ZCe7fjiplGoKnvdSp9+J2TzyxOc4pW2mU4l4R9PP4grju1b47NvXHUMv/7ffD50y8HPy+/Fi3PWMubg/cIeb0TfTowd3I2LnphFfp+6WwP7ehqHW96mY/Ul9BX7XHJUXp37jLfcgKEOjj6gM+9ec1xEn/O1dfc9kA1wi07uO/tQADLcYgZfGf/uknKufXEhW4tKWbB2J7ecNojC77bUGPojlLm3jOazz2cwZPgICtzOhP+8YCi/eWF+je3OGd6TmSu2+ftjNKacjLSgYsF4uuWNbwCnfuv0f9asB/vJIzPicozM9OjrDP7opitWgcVcPoHf47LNe1i6qYixh4R+UKrNN3zLog272Ftayf0fOB1Fn5mxCoDj+nfmU7e/xfw1O/nbuUP8Q4m8Pn89Vxb0I69zlv9BZt6aHVGdz5XPz6sR8P407mB/YAAY91DjzUnflHUOxwA/Bb4WkQXusptwgsJLInIFsAY4p7ESJCIhWwNkpqeGbZHSplUa95x1CCP+PJ2fH9eXCWMHccvpg+psInjGkO5Aw1u5NHe1W8wc1a8Tn94w0p8TEpEa31HbzHSeuDSfa19cwIK1O+nVsQ0nHZTLZ8u21siNvXbl0ezfOYuv1++iQ5tWdMrOoF2GkNc5i6cuyyc7I50RfTuyZvs+/xAkE388mIvcSvh3v97Ilc/PIz1VWDrxVP/x127fx3EBo8ke5pb51lchn5oiNVrnLLz1ZNq1SWfG8q1c+Pgsrji2L09+tjKWrzBqtQNDPDXFoIe+m3Ztq7ftpU+nLEb//RMA5v/xJDoE9LTfVVxOSXml/8Gmqkq54dXqVnHhGpJ8GtAR79V56/hy1XbWBLTE+mLldk76xyf+96pOK7TV2/fRMasVHy3ZTNvW6dzwylfMvWU0v3lhPt/XaiJ8zaTqh5a6cnML1+3i0qdmc/aB6cSxIMCvyYKDqn5G+HHS6q6ZTTJd22ay8m7nJiIi5GQ2TnPE5s43eklgIPUFhrrcfNogurbNZNTArjz1uXNTDZxhblhvJwd1XP8uQZ89cWB1r/irRh7AVSMPCNrm1EO6seiOU6h9r6tdYfqncYNrjJb7/aY9HNu/Mzv3lXP0PR/y8i+P4vA8J2f4t6nfMe6wHhwQ0CHx6H6d+XzCifRo35pxh3XnjH99ztxbRtMxqxUiwva9ZTw3c5X/6TWUlXefWqOfRzSOP7ALn3xfPRbV+OP3p13rdH/AjMVHvy+IaKiXRDvhvpppGPqnaXx6w0iyMtLomNWK0X//mC17Srni2L50zs6gSpVX5obvcBnOmlpNdGvnhFZs3cuIP0+vscz3APrWwg0hxw97c8GGiI596VNOP573V5Xz14hTHLmkaK3kBZE8Nb3zm2OZsdyGAPCpLlaK7omzU3YGE8YOBOCCEb35dsNuriw4gMc/jd/Td6gOe12yMzh7eE8uOaoPg7u3qxHU8jpn+etW2rRKC8oVXndy6GozXx3AoT3bB32mY1Yrfjv6QH47+kD2lVWwYste/5P/e9ccR0WlM5T60oljeW3eOv7w6tc19rt+ZzHXnzKAZ2esqjFkyaVH9aFf12x+emQf5q3ZybDe7Skur/S3AKovOLz962Pp1bF1yHV9O2fx4XWRDejY2Hy5vqtH9fe3DGusHFsgXwu1O97+Ni77y4ygwjsWFhwa0eAe7fzNVo2TSzjt0G784vj9Y95HTmY6958/FIBfHL9/TE2OI5WSIvw1gsrFRGjTKo3BPdpxZUE/qhQGdatu2pqemsJ5h/f2B4cPrzuB/btk887Ujzh95AFccWxf3pi/ngmvOevvGDfY/1lfPVW4pqEQ3AfFl1sKZ/8u2WSkOcN3f/T7Av43a7U/cJ8zvCcvx/CEHk/xHnCyqWVE36UmIhYcTJNJTREeunBY/RtG6MZTB8VtX8nqhjEDw64bPSiXDxZvIq+Tk4PJbuU8UWamp3L+iN50zGpFvxjG2frzjw9haO8ONXqq18dXw7Jf20xuOnUQ1508gOKySnIy02oEh/w+HbhhzMCgedxN5LLSLedgjKnDvy4cypY9pWEbQ5xcRwu6uogI5+b3orS8MmSz7VCeuvRwnpu5isz0FESEzPRUf6fMcYd1580FG7j7rEMYPSg3ZP+BXxX04xG3E15D5bbN4PC8jsxcvq3GDISBurXLZOOumuNn/e/nR3Dh49EP9vfb0f35YsU2KiqVH3aXJLz12wUD6x/SPhYWHIzxiMz01Igq9Ouz6p7TUNWgiu6fRtFE+tj+nTm2f+eQ6x44fygPuEWB4ExRW9uFI3qHDQ5PX3Z4nWNr1TbrptH+15VVypsL1rNhZzF/neqMEXXf2YdyTn4vNu8pYc6qHVz5vDOWVmAXsA+uPYHfvDCfxe4c6OE8cP5hnDGkO78d7UyCVFJeSXllFV+t28VFT9QMNL4WdgNyc/guoMXSaYd0Y/LXGyM+v5xWlnMwxjSSxmyWGmpuh7qagvcN6FQZqr9KXVJThLOG9URVGTUol4H75fjPtWtOJicOrB6tp3PAUCRdcjK468yD+ckjM+mSk1FjqJOLjuhNaoowqFtbxh1Wc6pcX47pmAM6c9JBuUz7dhMA7159HAP3y+HCEX3YVVxeYxbI/buEHzEhlCg7bke+38Ts1hjT3KUnqBVMbe3bBDf9ruvIqQF3wx+5fYbCCTfKrYhzM68dBDPTU1k2cSzv/OZYBuxXPQhiWoowvE9HVt1zGgd3dxoDHOpWzLdtnc6d4wZzwYjedabl8UuqOyIf1L0tKSnCQd3b1vieTxzYNWj++fok6ipZzsEYE9LMG0dRVJL4sa1C5VLqyrhEmqlZeOvJYUf3rUtaakpQq8LA/fhu3unuEDoNfXIPHNBSiH6WvEQNgGTBwRgTUufsjBpFK42pa04mowflcm5+T3bsK+NfHy3zzzkeyZziAO1C5EhilRYwF3rtm3E0/XQuGNGrRs4HnOD4xCX5/Oy5OWiI/dcnUVNYWHAwxiSd1BThiUuri2GG9e7Af75Yze0/OjioPuLUQ/Zj4dpdCR2YMfCG7hus1Pc7mvqZu886tN5tfDmHG8YMqHNAwoIBXejfNZuOmZsiPn40LDgYY5Je/9wc7gzovBfo4YuGAzBx8rd0KdvIn2c1znzcvgf2eFQI+4Zmyc5I8xdb1Zcj6dclm5tPO4jCwvhOfuVjwcEYkzQevyQ/okl/QvHdKH83+sCwzWjjwfdk37NDG+av2ekfAqUhjj2gM9efMoCLj+jDPz90enDXF3QSPduCBQdjTJN7+KJhdMnJ8A9U2BDXjO4fhxQ5ajdbheqb8rn5PfnJsB6ccGDwAI/RSkkR/yCQvnu+hGmH1CothbKKqqgrrqNlwcEY0+RqT4yVLN69+riguozAYp/jBjQ8MNRW5a/LCL3+hlMG1JjGOFGsn4MxxoTRJSfDP2+Hj1L3zbuhAoNPqA5xtVs7JYoFB2OMiYLv5h2u2Kfh+6+eIfHD6wqC1vuOasVKxhhTy2d/GFmj70Fj8tcJJOgB3tdvIVwT2cYa2sSCgzGm2enZoeEDDMbK378hUfun5tzqtfliQ6JbK1mxkjHGREHrebJvqHpzDv7tEhsdLDgYY0wUEl2spPW0VhrmjsU0elBu6A3ixIqVjDEmCoEVxolQVYW7/9AHOLh7O5b/+dSEt1qynIMxxkQht20mgH9mu3iriiD4NEZzVss5GGNMFP5y9qGcdFAuB3dvV//GMeja1hkJt13rmqPPDunVnoVrdybkmKEkZXAQkTHAA0Aq8ISq3tPESTLGGADaZqZz1rCeCdv/1aP6s3/nbE45uGadwovjj6S4rDJhx60t6YqVRCQVeAgYCxwEXCAiBzVtqowxpnFkpKXyk+E9Q85S1yHCuSziIemCAzACWKaqK1S1DJgEjGviNBljTIsimuieFFESkbOBMar6M/f9T4EjVPXXtbYbD4wHyM3NHT5p0qSYjldUVER2dnbDEt3M2Dm3DHbO3vDN1kqW76xk3AGhcw0NOeeRI0fOVdX8UOuSsc4hVDV8UART1ceAxwDy8/O1oKAgpoMVFhYS62ebKzvnlsHO2RsK6lmfqHNOxmKldUCvgPc9gQ1NlBZjjGmRkjE4fAn0F5G+ItIKOB94q4nTZIwxLUrSFSupaoWI/Bp4H6cp61OquqiJk2WMMS1K0gUHAFV9F3i3qdNhjDEtVTIWKxljjGliFhyMMcYEseBgjDEmiAUHY4wxQZKuh3QsRGQLsDrGj3cGtsYxOc2BnXPLYOfcMjTknPuoapdQKzwRHBpCROaE6z7uVXbOLYOdc8uQqHO2YiVjjDFBLDgYY4wJYsHBHbyvhbFzbhnsnFuGhJxzi69zMMYYE8xyDsYYY4JYcDDGGBPEs8FBRFJFZL6IvOO+7ygi00Rkqfu7Q8C2N4rIMhH5TkROCVg+XES+dtc9KLUndU0iIrLKTesCEZnjLvP6ObcXkVdEZImILBaRo7x8ziIywL2+vp/dIvJbL58zgIj8TkQWicg3IvKCiGS2gHO+xj3fRSLyW3dZ456zqnryB7gW+B/wjvv+XmCC+3oC8Bf39UHAQiAD6AssB1LddbOBo3Bmp3sPGNvU51XH+a4COtda5vVzfhb4mfu6FdDe6+cccO6pwA9AHy+fM9ADWAm0dt+/BFzm8XMeDHwDtMEZOfsDoH9jn7Mncw4i0hM4DXgiYPE4nJsJ7u8zA5ZPUtVSVV0JLANGiEg3oK2qzlTnW34u4DPNhWfPWUTaAscDTwKoapmq7sTD51zLKGC5qq7G++ecBrQWkTScG+YGvH3Og4AvVHWfqlYAHwM/ppHP2ZPBAbgfuAGoCliWq6obAdzfXd3lPYC1Adutc5f1cF/XXp6sFJgqInNFZLy7zMvnvD+wBXjaLT58QkSy8PY5BzofeMF97dlzVtX1wF+BNcBGYJeqTsXD54yTazheRDqJSBvgVJypkxv1nD0XHETkdGCzqs6N9CMhlmkdy5PVMao6DBgLXCUix9exrRfOOQ0YBjyiqkOBvThZ7XC8cM4AiDN97hnAy/VtGmJZszpnt1x9HE5xSXcgS0QurusjIZY1q3NW1cXAX4BpwBScIqOKOj6SkHP2XHAAjgHOEJFVwCTgRBH5L7DJzWbh/t7sbr8OJyr79MTJtq5zX9denpRUdYP7ezPwOjACb5/zOmCdqs5y37+CEyy8fM4+Y4F5qrrJfe/lcx4NrFTVLapaDrwGHI23zxlVfVJVh6nq8cB2YCmNfM6eCw6qeqOq9lTVPJys94eqejHwFnCpu9mlwJvu67eA80UkQ0T64lT8zHazbXtE5Ei3hv+SgM8kFRHJEpEc32vgZJysqWfPWVV/ANaKyAB30SjgWzx8zgEuoLpICbx9zmuAI0WkjZvWUcBivH3OiEhX93dv4Cyc692459zUNfOJ/AEKqG6t1AmYjhOBpwMdA7a7GaeG/zsCavOBfJyb7HLgX7g9ypPtB6f8faH7swi42evn7Kb1MGAO8BXwBtChBZxzG2Ab0C5gmdfP+Q5giZve/+C0yvH6OX+K87CzEBjVFNfZhs8wxhgTxHPFSsYYYxrOgoMxxpggFhyMMcYEseBgjDEmiAUHY4wxQSw4GOMhInKaiHwlIjc3dVpM82bBwRhvuRynB/XIpk6Iad4sOBgTIxEpFJH8OO+zvYhcGfC+QNw5ScJs/4qI7B+w6B2cYRPW1trug8Dx/42pjwUHY5JLe+DK+jYCEJGDccbtXxGwOBund227Wpv/J9L9GgMWHIwHicgNInK1+/ofIvKh+3qUiPxXRB4RkTnuLFt3uOvGishLAfsoEJG33dcni8hMEZknIi+LSHaIY4bcRpwZ+u5wl38tIgPd5V3Emc1rnog8KiKrRaQzcA/QT5yZ3u5zd58t1TPePe+OkwNwEcFj5VwE/AoYWiun8BbOmEzGRMSCg/GiT4Dj3Nf5ODfXdOBYnKfqm1U1HzgUOEFEDsUZHvlId+BCgPOAF90b9i3AaHWGRJ+DM8ugXwTbbHWXPwL83l12G86gkMNwRtHt7S6fgDOJz2Gqer27bCjwW5wZv/bHGXkY97d/aHoROQDIUNVFOEHjbN86Vd0BZIhIpwi+P2MsOBhPmgsMd0eqLQVm4gSJ43CCw7kiMg+YDxwMHKTOjFtTgB+JM+PYaTg32CNxbsqfi8gCnNEw+9Q6Xn3bvBaQrjz39bE4Q8qjqlOAHXWcz2xVXaeqVcCCgH10w5nwyOci3z5xRvG8qNZ+NuPMiWBMvdKaOgHGxJuqlrvzeVwOzMAZtXUk0A8oxnl6P1xVd4jIM0Cm+9EXgatwxs//UlX3uEU401S1riKZ+rYpdX9XUv0/F83k9qUBrwP3URyQdoALcSbD8dUtdBORXqrqq5zOdD9jTL0s52C86hOcIPAJTm7hlzhP3W1xZo3bJSK5OM0+fQpxJgz6OU6gAPgCOMYtssGdV+DAWseKZJvaPgPOdbc/GWe4cYA9QE6E57gY8B3zCJziq56qmqfOfCZ/wa1ncIPcfsCqCPdtWjgLDsarPsUpdpmpzoxpJcCnqroQpzhpEfAU8LnvA6paidMUdKz7G1XdAlwGvCAiX+EEgoGBB4pkmxDuAE52i7fG4syPvEdVt+EUT30TUCEdzmScOUvAKUJ6vdb61wHflJrDcSatr2u6SWP8bD4HY5qAiGQAlapaISJH4cyFfViU+2gNfIQzf3hlPds+ALylqtNjTbNpWazOwZim0Rt4SURSgDKcoqyoqGqxiNwG9MCZTrMu31hgMNGwnIMxxpggVudgjDEmiAUHY4wxQSw4GGOMCWLBwRhjTBALDsYYY4L8P7H1L2tmzxh3AAAAAElFTkSuQmCC\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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vqt7t1iSMMcYkkVAegst2H4LrAKwA/iUiT6vq9uhlzyQTa1UyJnGE8hBcW/chuMtwnnMYjtO0ZIwxJsmEEhxS3akurgCmRyk/JolZh3T8e3/FDl6fnxvrbJg4EEqfwyM4q8HNU9VFItIf+CY62TLGxMLPJi8D4LqRfWObERNzQQcHVf0P8B+f95uBy6ORKWOMMbEVdHAQkWcCJB8EFqvquwG2GVOFWpe0MQkjlD6HdJzpM75xf04COgA3i8hfIp4zY4wxMRNKn8N3gLPceZYQkReAT4BzgFVRyJsxxpgYCaXm0APwXduxJdDdnVLbptAwdbLRSsYkjlBqDk8Cy0UkG2dthzHA4yLSEvg0CnkzxhgTI0EFBxFpAqzDmVdpBE5wuE9VPUt4/io62TPJxGoOxiSOoIKDqlaIyFOqOpLKJT2NCUudywcaY2IulD6HT0Tk8mCWBjWmNlaBMCb+hdLncBdOJ3S5iBzFuQFUVW0TzolFZBAw1SepP/BboB3wI2CPm36fqn4YzjlMfLHnHIxJHKE8Id06kidW1Q04z00gIinAdmAaztKjf1bVP0XyfMYYY4IXypTdIiLXishv3Pe9RGREhPIxDtikqlsi9HkmDlmHtDGJI5Q+h+eBkcAP3PeFwN8ilI+rgMk+728XkZUi8rKItI/QOUycsE4rY+KfaJC3cyKyVFWHicgyVR3qpq1Q1ZPrlQGRpsAO4ARV3SUiGcBenH7LR4FuqnpTgOMmAhMBMjIyhk+ZMiWs8xcWFtKqVatws5+QYlXmLYfKefDLIlqnwbPjWtZ9QATZ9xycG2YcBuCV8xr2+4kU+55DM3bs2CWqmhloWygd0qVu34ACiEhnoCKsHFV1PrBUVXcBeP51z/EPalg7QlUnAZMAMjMzNSsrK6yTZ2dnE+6xiSpWZV69/SB8OY+0pk0b/Pz2PQdphrMkfKL+rux7jpxQmpWewekw7iIivwPmAY9HIA9X49Ok5C4o5HEpsDoC5zBxxJqVjIl/oYxWekNEluB0Hgtwiaquq8/JRaQFzsR9P/ZJflJEhuDUUHKrbTNJwPqljYl/oTQroarrgfWROrmqHgE6Vku7LlKfb+KLjVYyJnGE0qxkTERYs5Ix8c+Cg2kw9oS0MYnDgoMxxhg/dQYHEckXkX+KyDibdM8YYxqHYGoOe4DlwCNAnoj8VUROi2quTFKyDmljEkcwweGwqj6nqqNxps/YDjwvIptFJBLPORhjjIkzwQQHb1OSqm5V1SdVdRjOk822drQJmlUcjEkcwQSH2YESVXWDqj4c4fyYJFNWXsHURVupqLDQYEwiqfMhOFW9qyEyYpLTP+fl8MRH61GFY7uFtS6UMSYG6jWUVUR+G6mMmOSUf7gEgINHSwl2BmBjTOzV9zmHWyKSC2OMMXGlzmYlETlU0yageWSzY5KV1RkSi6pijzU1bsFMvHcAOMV3nQUPEdkW8RyZpOJ7ebEAkThUwWJD4xZMs9JrQJ8atr0ZwbwYY+KEBXITzGilB2rZ9uvIZsckM+uPThwVqqTY/LmNWlgd0iLyUITzYYyJIxUWyRu9cEcrXRTRXJikZ9eaxGLflwk3OFh90wSnyv8Uu+IkCgsOJtzgMDyiuTDGxBVrVjJBrSEtIuOBS4AeOLd/O0TkXVWdUZ+Ti0guUACUA2WqmikiHYCpQF8gF7hCVffX5zwmPtj1JnHYV2WCeQjuL8BAnCGteW5yT+AOETlfVX9ezzyMVdW9Pu/vAWap6hMico/73kZFGdOArOZggqk5TFDVgdUTRWQq8DVQ3+BQ3cVAlvv6VSAbCw7GNCitiHUOTKwFExyKRGSEqi6sln4KUFTP8yvwiYgo8KKqTgIyVPVbAFX9VkS6BDpQRCYCEwEyMjLIzs4OKwOFhYVhH5uoGrLM27Y6E+9t3ryJlP0pAJSUljT479y+59DMnTePVk0Tb9yJfc+RE0xwuAF4QURaU9ms1As45G6rj9GqusMNADNFZH2wB7qBZBJAZmamZmVlhZWB7Oxswj02UTVkmecfXQc5m+nf/xiG9m0PC+bTNK1pg//O7XsO0owPABg1ejQdWjaNfKaizL7nyAnmCemlwKki0hWnQ1qAPFXdWd+Tq+oO99/dIjINGAHsEpFubq2hG7C7vucxsafWxZlQrM/BBD2UVVV3quoSVV3sCQwicmy4JxaRlm5tBBFpCZwLrAbeA653d7seeDfcc5jYE58HHex6kzjsuzJBDWWtxSdA7zCPzQCmudMCpwJvquoMEVkEvCUiNwNbge/XM4/GmBDZwkwmmKGsz9S0CWgX7olVdTNwcoD0fcC4cD/XxCdVu+AkElvy2wRTc7gR+AVQHGDb1ZHNjkk2gdYEsHUC4p/1EZlggsMiYLWqfll9g83OasJhFYj4ZzUHE0xw+B41PM+gqv0imx2TzOx6kzgqLDo0esEMZc1viIzEm235RxCBnu1bxDorxhjT4Oocyioi74vId0UkLcC2/iLyiIjcFJ3sxc4ZT87m9D/MjnU2koo1J8U33wED9pyDCaZZ6UfAXcBfRCQf2AOk48yaugl4TlXtWQQTNOuQjk8FxWXe19aqZIJpVtoJ3A3cLSJ9gW7AUeBrVT0S3eyZZGQ3pfHp4JFS72sbdmxCeghOVXNx1lgwJmQ2PDK+HTxaGRys5mDCXQnOmLBZs1J8KiiqbFaymoOx4GAanF134lNBkU+zUgzzYeJD0MEh0LoKIjIostkxycZTSVBVu+LEuaOl5d7XNlrJhFJzmCsiV3jeiMgvgGmRz5JJREdKyijyubh42PQZieNoSeX3t2SLLdve2IUSHLKA60TkPyIyB2dd6RFRyZVJOMf/9mNO+/2sWvexe9H4dsQnONw/bTUbdhbEMDcm1kJZz+FbYAYwEucZh9dUtTBK+Yop64wLzwGfoZAm8Tz6wdoq7/cUBJpr0zQWQQ9lFZGZwLfAYKAn8LKIzFHVX0Yrc7Fiw/hMY1T9nqisoiI2GTFxIZRmpb+p6g9V9YCqrgZGAQejlK+Yss646LBfa3w7f3DXKu/Lyu0La8xCaVb6X7X3Zar6aMRzFAcsOJjGqLisgs6tm3nfl1kVulELZShrgYgccn+KRKRcRJKy5mCxIbrs9xufikrL6diyqfd9uQWHRi3oPgdVbe37XkQuIUlHKwVbcyivUHL2HuY7XVpFOUfJwfN7taGs8amotJyWzSovCdbnEF++3lVAcWkFJ/Zs2yDnC/sJabeZ6axwjxeRXiIyW0TWicgaEfm5m/6QiGwXkeXuz4RwzxGuYG+Y/vTJBs5++nNy9h6OboaShCc4NLHoEJeKSiuqBAerOcSXc/88h+8+N6/BzhfKaKXLfN42ATKp39D1MuAXqrpURFoDS9wRUQB/VtU/1eOz6yXYmsPiXGcdpN2HiujXqWU0s5QUPL9Wiw3xqaisnFbNUrzvrc+hcQtlVtbv+rwuw5md9eJwT+w+N/Gt+7pARNYBPcL9vEjSIGvT4k4OYX9CdVO1mkO8Ky6tID3NJzjYaKVGLZQ+hxujlQl3nYihwAJgNHC7iPwQWIxTu/B7ll9EJgITATIyMsjOzg7r3IWFhX7HFpZU/lHU9rkHDh4FYPny5RRtTalxv3gTqMyRUv1zt24pAWBzTg5l+5xWzJLi4qidvybRLHO8CrXMBUeOkr9nl/f9ug0byD66OQo5i57G8D37Xa+iVOY6g4OIPEstN8eqekd9MiAirYC3gTtV9ZCIvAA86p7zUeApwG8ZUlWdBEwCyMzM1KysrLDOn52dTfVj9xUWw2efAvht8/X8+vmwP58hQ4ZwWv+OYZ0/FgKVuT5UFWZ8CPj/vhYXb4DNG+nXrx+DuraGpUtIT0+P6PmDEekyJ4JQy1wx+2P69+5F9rYcAAYMGEDWyL7RyVyUJPX3POMDwP9vLFplDqbmsDjiZ3W561K/Dbyhqu8AqOoun+3/AKZH6/w1KQ92rKXbOtLYh2aWBtH8IFROS9LEJoqPS0Wl5aSnVX451qzUuAUTHM5W1etE5Oeq+tdInVhEBHgJWKeqT/ukd3P7IwAuBVZH6pzBCjE2xMx3n51HuxZpvH7zqTHNR21DHn1Xfyt3d7M+h/hTVl5BWYVW6XOwh0FjQ1VZv7OA47q1iWk+grmHGy4ifYCbRKS9iHTw/anHuUcD1wFnVRu2+qSIrBKRlcBY4P/qcY6whPpHEavlL1dtP8jcb/bG5Ny+aqs5+I5Qsg7p+FVU5kTu9LQmPPeDoYANZY2VV7/M5fy/zuWrzftimo9gag5/x5mNtT+whKo3zOqmh0xV5xH45vvDcD6vPhZs3kdpuXL6gE5A1eccLnpuHt3apvPidZl+x3mvcY38b6isvO7hXSJiD8HFsWJ3LY70tBTOPi4DsKGssbJq+yEAtuYfiWlfZp3BQVWfAZ4RkRdU9ScNkKcGd+WkrwDIfeICACp8/ihW5h1kZV5SzhISMbXWHHxfu2+s5hB/Dhc7waF5WgopTZzvp8KCQ6MWysR7SRkY5ub5r0FgTa2hKSmrpc/B53fpqTnYehnxZ1dBEQBd2qST4gbvoAdmmKiI9S1Uox838tLqEu/rigplweZ9PDVzQ1DH1vchuMzHZnLF3+eHeXT8mL+5st+jpgu/0+fgvLYb0viz86ATHLq2SadJEDWH6St3MPCBj9h/uKTGfUx0FBaX8c+5m6Nes2v0wcFX//s+5MpJX/Hu8h1+2+Z9s9dvDqXaWkeWbMlnVR3NUXsLS1joTsFRH/sKY7ti16/fXuV9/cqXuVW2+XbWe2oO1tEZf3YdcoND23Rv2n+W5NW4/9OffE1JWQVDH53J3hj//0s2nr8ZqeEC8/iH63jsg3V8um5XwO2R0qiDQ2FxWdD7XvvSAsb+KTvghfhPn2xg4+6qK6Ze/sL8qE6S5bsY/PDHPmXm2sj+R/njx+sZ/cRnIR/38PtVl5r0xAZBvLUKCw7x59uDRTRPS6FNemqVtLv/uyLg/i185mDyBBYTGQVFznXpuc++qXX70dLygNsjpVEHh3DuuIc/9ikfrvqWv83e6K05LNt6gBv+tTDCuavdg+9Vffxj7jd76v2ZhcVlHDjiNBP8bfYmth84Wu/P9BCpfM4hkcfPb9mXnDPw7jxURNe26d67Vc+IpbcWB649pPjc1Xo6sE1keP4Gc/cdCbjdO0gyyn9GjTo4hBt5f/rGUv74cdV+ifwa2l49d157CoqZvrKyucrzHwBq79CtSfU/2kjcjY/8/SyGPDKT4rLI3ZF4cuU78V6iBofPv97DmX/MrvI9xov8wyX8bPIyCor8B1gEY9fBIjLaVK4C17tDi1r39w0IsRh9NmnOJr7ZVdDg520IUkdXtOfXHe3nqxp1cPAM3wvXFxsrH1I5UlLO7oIiVm8/yPPZG73pby3OY+qirdz86iJuf3MZB484f7zn/nmOd5+f/HtJjeeY983eoC7WkZjqwFNd/fHrlfmpa2TR0q1+cyJW6SjzBD5FvZ/l2VxaXsEL2ZsoinL1OFLW7nDGn6/aHn9Dm5/97BveX7GDqYu2hXX8zkNFdG1T2d8wddHWWvf3DQ4N3UxYVl7B4x+u57Lnv6x1v3veXslHq76tdZ9Q5O49zN3/XRHUcz3R5AnGVnOIosMh9DkEY8TvZnHhs/N4ckbVWsWv317lfVbi5Ec+4Y7Jy9hdUNmkNWv9bnL3Hqa8QikqLff+sa3dcYhrX1rA7W8uA5x1I0rLKwL2lby/cgel7n/a1dsPMmXh1irlW7vjEC9kb6pyzPJtB9iy7zCvz89l9vrd3vTsDZVNVLe/uYwlW/azZMt+v7bl8goN+Af61mLnAqWq3jyUlau3XJ7gMWXRNv4wYz1//3yT32fEI+9DfDEfZOjP87sNp4mnqLScvP1HyfAJDr8aP8j7uqJC2V1QRHlFZYD3rS2URvBiuetQUZWbocLiMr8Ob88Q26I6bpqmLNrGT95YGnIe9hYWB+xH+fnU5by1OI+V0b45qOMr9GyOdkwOZT2HpBOrxo33Vvg3S2T9KZsrMnt6m4s+vetMrpzkDHOduXYXS7fur/VO6UhJOQPu/4hLh/Zg2rLtANzzzirOPT6Dxy87kQnPzAXgljP6AbBs634urePOC+CDVd/ygc/d12e/OJPu7Zrz4apvueutwJ2V97yzinveWVUl7XBJmbfJwzN/zx73D3DLviNMXriVq0f0rty/uIx0nweyqisoKuXOKcv53aUnVhlh40u19lEfHuUVyt9mb+T6UX1p2zyt1n2dz6tzF6Yu2kq3ts0ZM7Bz3TtHQH2Cg+dmxndQxdWn9uYhd3BB//sqJy24IrMnT37v5CrnCWbixWCoKqc+PovzB3flhWuHA3Du05+z42AR6x89j6c+2cAd4wZ4z+37vaoq8zbupUKVwuIyWjUL79K2r7CYzMecGZlzn7iA/MMltGiaQnpaCiu2HQAgv7CE3L2H6RuhBb6OlpQzf/Nezjo2I6j9xVtziO4VrFEHhzMHduaOoc14Zll8DMXz7Uc4++nPq2yrKTB0b5vOjoOVdzmewODxydpdfOIzkmnA/R8xoV8aH86oOzAEctZTnwdMn/OrsWzbf4Rr/rkg4PYXP69cF2D7gaP0veeDKnmetmw7+YdL+HDVt0z76WhOePBjTunbngtP6s6WfUc4pktLZq7dxUk92nLdyL68u3w7s9bvZtbvZ/HCNcPYkn+EJz5az1s/HskVL87nzR+dytOffM3abw+x9pHz/PKzu6CIWet2M+7YLnz+9R6envk1Ow8V8filJ1bZb+fBItq1SCMtpYm3xrN0i39TmsfewmJaNUv1Du/1PHW/Ld/pXOxVR1t+uKoHh4oKZfL6YnoeX1jrGue7C4p4+Qtniu6fZB3jTW+WGnh9krcW5/Hk906uEiCDrTkszMmnuKycMwYEDpjFbhPkjDU7vWme/9tvLtjKP+bm0ESEi4Z0B8A3Ds5cu4uJry9hdPdUbvr4Y569emhQearujCdne19vyz/CGU/O5uRe7XjtxhHe9Ftecyaq9ny34NS+mqY08T4jEoqH31/DlEXb+OCO0zmhe1sW5lQOby+vUKYu2sbZx3fxpnn6K6N9c9uogwPAsIxUcp84u8rFKpF8ee+4kPP+YU54nZa16d2xBb071u/C5+nk/2KT81Ddotz9LMqteiHO3rCHZz7bWCXNt+ngihed2tYP/lEZpCbN2cTjMw4zfN2XrNlxkOtH9a0SrDzeXLCVKzN7cfHfvuDG0U4t4i+fVg4nHN6nPQALcvLZsLOA8X+Zw8j+HTlvcFcefG9NwDL1vecD/nLlEO6cuhyAW888hlvO6MffZm/kl+cOqrJmMzgX9Q276p6R80hJGfsKS7zBpsS9QM9YvZNrTu3D9gNH+Ti3jMUvzmfJb84BnDtNz13n6u0H+eV/VrB+Z2Wnrqd8dan+/+3pmV/zy3MHMaJf7fNwer6b31x4PDef3s+bXlRazvJtB7xlDnRD/Mh0pxbz4pzNvDjH+e6aiLBxdwHd2zXnM7dZ9IsdTjPmzyYvC6os1R3xGSLuCRQrth1g3NP+N0XvLt/OhBO7kdpEOPY3M7h6RG9O69+Bk3q2q3HZ4CVb8unSOr3KTUKuOwLO0x/p6xi31vbW4nbetFmeJuAoRwdJhqkMMjMzdfHi8Jad8CyUceYfZ7PFZ+hY1qDOvHLjCB6dvpaX5uVEKqsRl/vEBVELbKO/05ENOwvrfMgpo00zFtx3NuB/4TC1+92lg7l/mv+s9Bec2I35m/eRf7iE8wd35aPVzt30Cd3b8Nglg71Ngr8aP4jLh/XktN/PqnJ8z/bNydsf2lBk3zthCO+7HNKrHfdNOI7pK3ewYtsBVuQd5JGLT+DR6WurND/1aNecQ24zo2cgxIAurfim2vNCkXBij7as2n6QKzN7kZ7WhIcuOoH3VuygV4cWDOvdnqMl5Yg4zZ2hlvnOswcwol+HKjcjTVOb8PVj57Ns636OlJSzZd8Rxp+QwcKcfO+NzLSfjqJls1QGZrTmupcWMPebvTx/zTDOPi6DgQ985Heeji2bsi/AiMizj+vCtX0Oh73Yj4gsUVX/WUWx4OANDgeOlLBq+0FO6tGOLzbt5fQBnWiTnsZL83J4dPrauj8oBjq1asbiB87m9x+u895N1cdd5wxk9obdpDYRLh/Wk6vcPoDRT3xW4zMPJ/dsy7SfjvZWpy9+bh4rqj0Zfv3IPrw6f0u982eiZ8Vvz6Vti6r9LZ6Llgld1qDOVQZ21OS5Hwz1DjgBOK1/B77aHNqsCWN6pvLa7eNDziNYcKhVXUvs/XPuZh77YB0Ab/7o1Cp3CMd2bc2/bjyFHQeOcvkL/nMk3XJ6P16dn0tpuZL7xAXc8upi7yPvT15+Eku37mfKom1V7pheufEU3l66nfcDdFpX999bR5LZ16nK5+w9zMTXFle58/rV+EF8um4Xy7YeAGDh/ePYV1jCb6d+yYjj+vL94b1YlJtPj/bNGdm/Y40dt6pKabnyztI8/rMkj/87eyD5R0q4751VLPnN2VXapysqlJ2HihjlPl392wuP56bT+3nvyDY/PoEmTYT9h0sY+ujMOssYTa3TU713rZF08ZDuTDixG3sLiwPWCuLFwIxW3DfhOLIGdalxn+tfXsjnX9f/AUsTXdVrfcGqLTg0+j6Huhzf3WkHvebU3ow6ppM3/eUbMr2jC7q1bc7UiacxpHc7rntpobdDaeKY/tw34Thv0+BtY4/xBocrTunFpj3Ohfz2s77DtGXbyd6whzEDOnvvHH41fhAr8w7w8RrnmLd/MpK+HVsy3B1N4QkMAP06tWTGnWNYkLOvSj5vPr0fxaUV3rvCLq3TuW1IOllZxwIENeJCRGiaKlw1ore3NgFw0cnd/fZt0kTo3q6533/WtY+Mp6CozFvDaN+yKW2bp3HwqNO08K8bT+HMAZ3J3Xe4xk5vgFbNUkOa9sTXNaf25o0FW7lpdD/+t3w7S39zDi/Py6GwuIyzju3Ch6u+5Xmf4b7tW6Sx320Hfv3mEbRomhLwJuC8E7py3uCuXHRyd78OyWtO7ePt2KzJsN7tuOjk7jw8fS3v3jaaV77M5Z2l2xnWux1Ltx7g5+MGcFy3Nny5aS+v1VIDu2xYD350Rn/unLKcDbsK+GVmOtecfwZLtuxnzY5D/PnTr7n2tN6MGdCZYX3a06lVsxo/y+OVG0/hvmmrmbyw8rmHlCbCazeNqHHwgWlYp3QNPHigvqzmEMTi3DsOHKV7u+ZA5V1009TwHhHZV1jM3sISBnVtTVFpOZMXbuX6kX0pKa9g96Fiendswe8+WMs/5uZw34Rj+eHIvlz47Dw27i5k3q/H0r1tc+/QwnDvFuJlEfaznspm8x6nM863LL94awUn9WzLlaf04o0FW3l0+louOKkbz1w1lN0FRXy8eidLtx4gs2972jZPY1DX1kxZuM076d/YQZ1plprCjDU7aZ6Wwg9H9eHFzzeT8/sJqBLSiJKlW/fTt2NLOrRsCsDrX23hSHEZ157Wh5bNUqt08tZm58Ei5ny9h+9n9qxzf9/P3FNQTOfWlRfxh95bw9tL81j10Pg6h1P6fs+qyoerdnLe4K4hD3ctr1Bvxyg431VJWQUDH/iIq0f0YuKYYyivqOA3/1vD/M37+PfNp7K7oIgNOwv43vCePPC/1SzIqdpUcvd5g3hyxgb+9P2TGda7Xa03BJEy7aejuHPqcm45vR/fz+zFyryDpKUIx3dvw4S/zmXTnsNVhpNPum44E1+v+QHVurx60wjeXpIXcOh6JD0yKp0fXjQurGOtWakW8XKh9LX9wFFufX0JL99wCp1bN+NQUSmLcvIZd1xw46DrEi9lPufpz73NYLUFui837mVYn/ZV1jeu7tO1u7jltcXcMKovD110AgCb9xTSKj2VLq3T46bMkRBsQIpkmRfm5HtHG9X0XZWVV7AwN79KzRWcpsZt+49w5h+zaZrahNUPjadpahN2FxTRuVUzRCTiAxmap6V4p8cJ5SZq674jjPmjU8ub9YszGVdL0LppdD/vMGCPU/t14PHLTqRTy2be2nr1si37zTksyMlncW4+C3LyGdS1Nf+tYQbcUcd05MtNtS8X+oczmnPlBWfVWbZArFkpwfRo15z3f3a6932b9LSIBYZ4Euwd7KjvdKpzn3HHdeGxSwZz+bCe3rT+nWse35/IggkMkTaiXweWPHB2rfukpjTxCwzg1NSaN3UCe4umKd5ad5fWgR9eBPjXDadw4yuL6szXazeN4Icv+096mZoi/Hb88XRs1bTOz/DV0me22RZNa2+uGXtsZ3773eO9F/+c308I+N2c3LNtlUEa7Vs25bzBTlOkR03B4c0fnVZj4Gya2oSSsgpSojTPRVxOnyEi54nIBhHZKCL3xDo/JjoiOZuniHDtaX28FyETeR1bNaNjEP0UgaQ2Ce1SU9PkjGseHs/f3aenAc4YEPjGoVWzVG46vR8XD+kR0nl9y9e8lppq87QUv+dCagrar918qvf194b3DLiPxys3nhJMNgH44/dOYnCPNrRrFp2bhbirOYhICvA34BwgD1gkIu+panyOJzVhS4IWTROk9DQnOIw6pmPA7XeMG0CfDi34xX+cKVnKapg4qEXTlCp33IEuyN/p0orfXHh82Hkd0a8DC3PyqzRjep6VAPj6sfOr9Dl+8n9jvH1ngbRtnsaK355LuSrt6piepbaRY9WdMaAzFw/pQXZ2dtDHhCLuggMwAtioqpsBRGQKcDFgwSHJJOrU3SZ0LZqmMvP/xtQ4fchd5wwE8AYH3xlifQUKBpcM6U7zpqneEVWf3nVmvfL6jx9m8vWugirBoYvPoIDqFd6BGa0ZmNG61s+s/gxJIojH4NAD8J13OA84tfpOIjIRmAiQkZERdvQsLCyMWuSNV/FS5nO6lbHenUYn2vmJlzI3pHgs8/Y6tvdv24QWqcL+Tct5cGQ6D8935lZq30zYX6ze8ozslsLA9ilkZ2dziVuRmAxc0FsjVubs3MrX47sUMGu983rOnM+jtoZF9bwHKkuqQJnCF198QeumErXvOR6DQ6Dfut8tpqpOAiaBM1op3FEZyTSKJVjxUuYRJWU8u+xjgKjnJ17K3JASscy+2c0CHp7vdMZ+/Muz2L7/KEN7t/fbzyM3KwplnuGc/4oJZ3H3HOf12KysyA8KcM+TlZXFiPXzvWvLZ2Vlebd5tGnRlPzDJYwaNYqOrZpF7XuOxw7pPKCXz/ueQPwtvWXqLRYriJnE1LlVM29giLVojxa78pReVd5/de845t49tvL87r/RbpSNx+CwCBggIv1EpClwFfBejPNkosDWHjZ1ueOs7wCxGb5b3Ws3jeCSIf6zAkRb17ZVZ3H1PJCbEuXfSdw1K6lqmYjcDnwMpAAvq2rg+ZBNQov2f26T+O46dxB3nTuo7h2j5MXrhntXSRwzsHPUFm967JLBDKhl3Q1fL99wCl9u2kv7lqE9wxGquAsOAKr6IfBhnTuahOaZxuK2scfUsacxsTH+hK6MP6Fr3TvW07Wn9fFL832g01fn1s1Cfn4jHHEZHEzjEe78UMaY6IrHPgdjjDExZsHBGGOMHwsOxhhj/FifgzHGJIC5d49l2/4jde8YIRYcjDEmjtT0cFuvDi1qnJsqGiw4GGNMHLnwpG58uXEvvz4/ds93gAUHY4yJK+lpKTx95ZBYZ8M6pI0xxviz4GCMMcaPBQdjjDF+LDgYY4zxY8HBGGOMHwsOxhhj/FhwMMYY48eCgzHGGD+iGu2VSKNPRPYAW8I8vBOwN4LZSQRW5sbBytw41KfMfVQ14PJ2SREc6kNEFqtqZqzz0ZCszI2DlblxiFaZrVnJGGOMHwsOxhhj/FhwgEmxzkAMWJkbBytz4xCVMjf6PgdjjDH+rOZgjDHGjwUHY4wxfpI2OIhIiogsE5Hp7vsOIjJTRL5x/23vs++9IrJRRDaIyHif9OEissrd9oyISCzKEgwRyXXzulxEFrtpyV7mdiLyXxFZLyLrRGRkMpdZRAa536/n55CI3JnMZQYQkf8TkTUislpEJotIeiMo88/d8q4RkTvdtIYts6om5Q9wF/AmMN19/yRwj/v6HuAP7uvjgRVAM6AfsAlIcbctBEYCAnwEnB/rctVS3lygU7W0ZC/zq8At7uumQLtkL7NP2VOAnUCfZC4z0APIAZq7798CbkjyMg8GVgMtcFbr/BQY0NBlTsqag4j0BC4A/umTfDHOxQT330t80qeoarGq5gAbgREi0g1oo6rz1fktv+ZzTKJI2jKLSBtgDPASgKqWqOoBkrjM1YwDNqnqFpK/zKlAcxFJxblg7iC5y3wc8JWqHlHVMuBz4FIauMxJGRyAvwB3AxU+aRmq+i2A+28XN70HsM1nvzw3rYf7unp6vFLgExFZIiIT3bRkLnN/YA/wL7f58J8i0pLkLrOvq4DJ7uukLbOqbgf+BGwFvgUOquonJHGZcWoNY0Sko4i0ACYAvWjgMiddcBCRC4Hdqrok2EMCpGkt6fFqtKoOA84HbhORMbXsmwxlTgWGAS+o6lDgME5VuybJUGYARKQpcBHwn7p2DZCWUGV229Uvxmku6Q60FJFrazskQFpClVlV1wF/AGYCM3CajMpqOSQqZU664ACMBi4SkVxgCnCWiPwb2OVWs3D/3e3un4cTlT164lRb89zX1dPjkqrucP/dDUwDRpDcZc4D8lR1gfv+vzjBIpnL7HE+sFRVd7nvk7nMZwM5qrpHVUuBd4BRJHeZUdWXVHWYqo4B8oFvaOAyJ11wUNV7VbWnqvbFqXp/pqrXAu8B17u7XQ+8675+D7hKRJqJSD+cjp+FbrWtQEROc3v4f+hzTFwRkZYi0trzGjgXp2qatGVW1Z3ANhEZ5CaNA9aSxGX2cTWVTUqQ3GXeCpwmIi3cvI4D1pHcZUZEurj/9gYuw/m+G7bMse6Zj+YPkEXlaKWOwCycCDwL6OCz3/04Pfwb8OnNBzJxLrKbgOdwnyiPtx+c9vcV7s8a4P5kL7Ob1yHAYmAl8D+gfSMocwtgH9DWJy3Zy/wwsN7N7+s4o3KSvcxzcW52VgDjYvE92/QZxhhj/CRds5Ixxpj6s+BgjDHGjwUHY4wxfiw4GGOM8WPBwRhjjB8LDsYkERG5QERWisj9sc6LSWwWHIxJLjfiPEE9NtYZMYnNgoMxYRKRbBHJjPBnthORn/q8zxJ3TZIa9v+viPT3SZqOM23Ctmr7feo7/78xdbHgYEx8aQf8tK6dAETkBJx5+zf7JLfCebq2bbXdXw/2c40BCw4mCYnI3SJyh/v6zyLymft6nIj8W0ReEJHF7ipbD7vbzheRt3w+I0tE3ndfnysi80VkqYj8R0RaBThnwH3EWaHvYTd9lYgc66Z3Fmc1r6Ui8qKIbBGRTsATwDHirPT2R/fjW0nlindvuPPkAFyD/1w51wA/AYZWqym8hzMnkzFBseBgktEc4Az3dSbOxTUNOB3nrvp+Vc0ETgLOFJGTcKZHPs2duBDgSmCqe8F+ADhbnSnRF+OsMugVxD573fQXgF+6aQ/iTAo5DGcW3d5u+j04i/gMUdVfuWlDgTtxVvzqjzPzMO6/3qnpReQ7QDNVXYMTNL7n2aaq+4FmItIxiN+fMRYcTFJaAgx3Z6otBubjBIkzcILDFSKyFFgGnAAcr86KWzOA74qz4tgFOBfY03Auyl+IyHKc2TD7VDtfXfu845Ovvu7r03GmlEdVZwD7aynPQlXNU9UKYLnPZ3TDWfDI4xrPZ+LM4nlNtc/ZjbMmgjF1So11BoyJNFUtddfzuBH4EmfW1rHAMcBRnLv3U1R1v4i8AqS7h04FbsOZP3+Rqha4TTgzVbW2Jpm69il2/y2n8m8ulMXti31e+37GUZ+8A/wAZzEcT99CNxHppaqezul09xhj6mQ1B5Os5uAEgTk4tYVbce662+CsGndQRDJwhn16ZOMsGPQjnEAB8BUw2m2ywV1XYGC1cwWzT3XzgCvc/c/FmW4coABoHWQZ1wGec56K03zVU1X7qrOeyR9w+xncINcVyA3ys00jZ8HBJKu5OM0u89VZMa0ImKuqK3Cak9YALwNfeA5Q1XKcoaDnu/+iqnuAG4DJIrISJxAc63uiYPYJ4GHgXLd563yc9ZELVHUfTvPUap8O6Zp8gLNmCThNSNOqbZ8GeJbUHI6zaH1ty00a42XrORgTAyLSDChX1TIRGYmzFvaQED+jOTAbZ/3w8jr2/SvwnqrOCjfPpnGxPgdjYqM38JaINAFKcJqyQqKqR0XkQaAHznKatVltgcGEwmoOxhhj/FifgzHGGD8WHIwxxvix4GCMMcaPBQdjjDF+LDgYY4zx8/85e8lBl+VUfAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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cvIuHJy72l5KCetuo8tjnS/h5w07KyivX6cdqX1k5936ykF8272LFxp1M/XEDvW77lCeLl4Y9PrCnU/2cqm8nny9ay/KQQP9kmFKiCFz28kxuez/6uUMvfj44+Dw7bw9fL9sY9GDxePESngt5Ivf9LN90xzoAHHzHeM/rRLNE6uTF64Peb9yxN6jxO5yZMfxtJ1u0s8A2BfZTVf9vVFW3ishiVX07YakzGeuJL35krMc8Nl71t1lRPNIEfhf3lJZ7Th8Bwb2qohFNScaLL1mXvDiDnCyhtFz587DuvDjVWZPgzg/n8/3fTwz6zF/fnsPHc1fTqF42O/aW8bdTewPw9bKKOvITH5rMotXbeGtmCS0b1WPmT5tYft+oaqez+Pt1PPXFUlB4alJFYPjPhB/CHn9Z0f7+13m5wZ0dh/67mNf/MIh9ZeX8fezCsL/vwN+X72V1RlBv3lnxNL7/TeED//3jnCqli47q6t82+p25YY+Np5EPTY7YvfXMJ6ZUfUAKRQwSInI28CCwVkRygQtV1Re2nwf6Jyx1JmOMn7+aDi0a0Lt9MwBmr9gc9jhV7+qUcP3zX5v+M0cd0JpOLRs6n6+iwmna0g1cOG4H0wfsZv22vR7XV16a9hOnHtqBZg1y2bm3lIb1onqWApxGy8b1c4J67uwrK+d/i9b63/smwRs/v6KX0J6AEsDsFZtZt20Pv2x2qrZ2uHXg4XK2aLXTE2zZ+h3+ILantMxf9TPkX8Xs272TL4uc4/eWlrNt9z6Wb9jBgC4t/cdf88Zsrj++B3vcxtPAAOElNBiFliR+XLeDwr9P4KB2TVm4amvYc6gqM3/axH+n/eR/mk7WJIGhVUBrt+6mYf3of9fRijTA0DcNebqK5idyEzBAVVe57Q8vichNqvoOtjyxidKlL80EKt9YwvFq5PtuxWae+mIpb19+JA3qZbN7Xxmj35lL+2Z5TLlxaMTzPvulU9UwfdlGrnxlln/7krXbOKBNEwBm/LSJ296fz23vz+ee0w/mpnfn8vblRzKgSwv/8Wu37qZ+bjbNGuRSsmknJZt2UbJpF2f278BR9/2v0nW73/xJ2PQE1nsD3PPxQv503AGc6vaj79+5edD+SIPY/OcZu5BZKzZT0KpRpdLPOWOm+htIP7l6MAe1a8o1b8xm7JxVlGzcWWmeoFjUzw1f1Nu4w7uxenbJlkpP0fvCjUqrJq+HhhemLOf2D4KrswbeM5H8pvXjdu1MEU2QyFbVVQCqOl1EhgAfiUhHbOR1Rtm+p5S/fbiAG0f2pHnD6s3+rqqMmbSUswZ0pFVj7y/ceI++9mXlGvRUHei5r5YDsGDVVgZ0aeEvcWzcWVEqqKrq1/eAuntf8PkfnLCYR89zCsSBVSK+BstZP2/i84CSwEC3b/y9ZxzMjQHVFfUi1MlHMmbSUp6eXPEEH7qwTGhQ8fLDmu3MKdnCnDA3/MAeNCc+NJmHz+3nz/PcGo67CGy4DhRpaopQ17wxu0bpCDWnZHOl7rb/+vT7sMfGmta6IJq/6m0i4q94dANGEXAq0DseiRCRZ0VkrYjMC9jW0l3QaLH7f4uqzmGCrdm6m0tfnBHT4ux9bv+U12es8PftDzR+/mqWRNH9cHbJFu79ZJH/i/7p/NVBN9j12/d41hmDUzQPHJEaziy3J0u4p8TvPKqxduwpZfXWXWH3fTRnFf8e/z0Fo8eG7blSVq48+vmSSttvDKnPvurVWZWOiVVgTUt1GzMXra5ctXPoXeMpGF151v/ANNe0lic7Sxj/l2NqdhKcht54Cg0QKzbuZFsM34va4vZBeZEPqoZogsTlhFQrqeo24ATg4jil43n3fIFGAxNVtTsw0X1fJyxfv4NnvqxZv+gHxv/A+AVr/Ovyhtq1t4y9HoPlSsNsv/SlmQx74Isqe8+s3babh9wGzi9+WMf8lVv4w0szuSig50nh3yfUeNqNv49dSMHosax06+wDpzN4LMzNHOC3z3zNvF+cm+d1b1Z+Un3kf+E/B0TsmZJuNu2s3KVyc5htiXBgfpOkXCdad324oNK2wfd/noKUJF7rBjUryXqJZpzEbFX1f4NEpKmItASaAOErW2OkqpOA0CGap+LMF4X7/2nxuFZ1+Ro0d1TzCWRvaTnj5q2Kql/+OWOm8rePFsRUCvASWou9bP0O1m/fw0G3jeNP/ws/sCs7Sxgf0H/9L69/53994C2fVJqQz6kiKuOMx6cE9Rga9XBiRwT75vQJrJUJF8Qe+3xJlQOVIvH1ijEV9mtSO+rup/zo3bst0ySqgViiHUwkIn8A7gJ2UdEWoaraLS4JESkAPlLVPu77zaraPGD/JlWtVOUkIpcClwLk5+cPeO2116p1/e3bt9O4cWPP/XPWlfLAzD0c2zGHi/rE/gV564e9fLR0H9cMqE/f/apuCrrssx3sLoMnhjWkQU71fvXPztvDpJJSzu9Vj5+3ljOyWy5tGmZx4bjghsznT2jkf+3b16NFFt9vitx4+Kd+9RmQn8Ojs3YzY01i5o2pylHtc/hqpRNITyjIZdzy9B6UlEkeG9qQRrnh/zZD/8ZMctx/hNKmufc9rCpDhgyZqaqF4fbF0t/rOqC3qq6PeGQSqeoYYAxAYWGhFhUVVes8xcXF+D57xwfzeX7K8qCeOLvmroKZ35LXrBVFRWF/llV6b/UsYCWdDuhJUb+OYY95aepynvxiKdnZ2VBWxuDBg2lczS55H6+fDSUl7GrQhuIFJWzNasw7fzwKxgXXS7c5sD+fzl/NuHkVJYcmTZvBpsj14U/M3ktpeeoa+nwBArAAkWTHDD6aJnm54Xe6f2PnFHbi9Rkrwh9j4q5Ro0ZU9/5XlVgqsX4EkrnQ0BoRaQfg/r82wvFxE2nYfaDNO/dy/7hFQatSVdet788PmhwsnB9DRiRH4htJ+sOa7WEbBEc+PJmHJi4Omnk1Nzu6P4tMX/TeeAvteRXOOQM7RTzGxE+iqptiCRI3AlNE5CkRedj3L0HpAviAijW0LwDeT+C1orZi466g+e3v+nABjxf/yISFVccw35cq1jbQXXvL/L155v2yhaH//oIxIQOd1m7bTc9bP2FqFfWv2/eU8kKUwW/q0rpTj5sqh3dtWe3PnjUgfEk0ngq7VN2ZsKoJ63zSbZLFVLhyyAFMi2IMTzxEOYwmZrEEiaeA/wHTgJkB/2pMRF4FpgI9RKRERH4P3AcMF5HFwHD3fcr4fgELVm0Nmt/eN71vuB47pWXlFIwey4tTlwfMThrbda9/azanPz6FtVt3U7LJKWWEdo2c/MN6du8r59z/m+afjjrcdR6auLjyRpNQfzst/Gz6gYPz3r/iqEr7e7ZtwnXHH8gR3SoHk7+e0DN+CfTw5mWDKm07o18HwBkP0qSKatApo49jyujjwq7Udt8ZB4f9TP/OzSm+rihiuu44uVfEY2I1+YYh/OPM8OmqrhG98/2v2zZLTNfUZIklSJSq6jWq+pyqvuD7F49EqOq5qtpOVXNVtaOqPqOqG1R1qKp2d//3nqA+BWYs38jaCMPtd7qTgf0zoHeMV4wI7TEEsGdfGdPdeXq27yn1z/9SVS3PU1/8yNqtu/kpwev+mgqHdGzmua9D8+AbRIuGuTx2Xn/+MvxAcrKE0/t14OAOlT//7IWHceVx3bnvjL7+bf06N2fZvSNp3bjyQMeebcN3PW3R0KPdAPj1YZ3CBrEFd40IW510VqFTgvnoT0dXWd3UvnkD2jdvQNumwXk/f1AXzwGW7/zxKApaN6q0PTSonHNY50rH1MTy+0bRqWVD/xQlAE+fX0jLRtUbTOoTS01sQauGNbqWTzpUN30uIpeKSDt3oFtLtytsnXTWk1M5/sEY5lyJ8BsMNwhs2ANfsNadcvnGd+ayfrvTpqCqrN26O2xx/rHPf2TgPRP9wcV4a9WoXtgbbqzuP+uQSts6tWwAQH7AjfLdPx7Jp38+hlF925GbncWSe0byn3MOJStk9rcv/zqE9s2dzxe0bsTy+0bxyiWH8/yFAxGRsDfokw9pX2nbhGuO4dMqBrcdmN+E3x3RpdJ2r7mqjty/NcvvGxX1WIjOITe/Qzs1DzvRXdM871JJ6Cj2BvVqtmLyDyGTKPoc0KYxT/1uAAvuGsGwXvmc2b9DzOf+968q/g58QTsnO/KtO9zv84JBlX8vkc8T80eiEkvXmfPc/28M2KY460vUSYEDlKqaWC6Q78a+p7SM3Kws/w0icKES34RugYOivl620T/759fLNjLwnomMPrEn932yiGYNvJ8WjbfT+nVgy659vDWzhNMObc9738W+Gu+ye0ciInx901Aa1Mtm/bY93PPxIh45tx/rtu2hjTsX0On9OtCvc3STBnRsUfnJ8sj9W1f5mT8W7c+G7Xt59qtl/OHYbnRt1cg/H1U4N488iAuPLACgYb3ssAvpXDFkf17/piRo9bRYFXZpwYyfNvGbwzszqm87ft5QuYR7yWDvW0g85nFadu9I/5TwVU2dMqJ3W/9rr2rhf/3qEB7932KWh8lHhxYNmHnLMJrk5VJWrmzfU8qlx0S+PYa7t585oCMvuDMERytRJYmog4Sqdo18VOYp2bQz7JfWJ9rFy/2rirnve9wyjpMPac9NI3uya29ZpafJqvgG2fmWNNyS5ouWeDm0U3PPaTSSQYDbT+7FAW0ac+ngbkxYuJameTmM+8sxfPDdSn7ZvCtojerB3VvTq31TZypt3zncxzdfiaFpXi5PX+B0kfY9SU+98ThaNap6bM1Lvx/I756ZXv28iHDTyJ6M6J3P4d1aBe3r3jyLxZuDb7ZDerbx/819fNVgZpds5pju+9E8oHrq+hE9uX5ET37//Df0at+0Wul66/Ijg9OS34ShPdsw0Z2q5ZrhB3LFkAM8Px+PJXRDn9Sfu+gwLnruG4+jHV7VRTlZ4v+5DerWisVrt9OsQQ4/rnPGhgRWp91+cnSzFjWsH7501LFFA387ZCpFHSRE5Argv6q62X3fAjhXVR9PUNpSbvLidfzumek8el6/oCf9WAUunh7ow9krPafNqAvCreCVKMvvGxV27qImeblcdqwzNdl3tw1HRMjOEn7rVsP4gsQtow7i/w3uxt7S8qAgEY12zRpEPGZw9/2YfvNQmnqNPQjRq11TzhzQke9WbOacQqeraU52VqUAAXD9YXlc+lnwk2+rgDr3gtaNwrYH+Dxz4WFRpSlaJx7czh8kurZuFPYB6YYTenBQ26Ys31B5YN6cO46nbxULA0UypEebiMd41QyIVDyx33Vqb7rnN+Hsp6by47odVXZK+edZfbn+rTlkSeUAdNepfSotvlUd6dC76RJfgABQ1U3AJXFPURpZsNKZ68eZTbPq38Dr36zg7rELKBg9lrlVTbdcR3sFXnbs/p6Nq+kiJzurUuAadpDTS+W4ns6NpV5OFhcflZhCdZsmeZUW7vHy8dWD+f3RXXnk3H4c3b3qqqh62cLT51cMAF1w1wha1LBhNl7aNw/f8+ePRQcwpGebsNVN0QbSmgi84dfLzvL37MrOEv+U7b6bvb/nYhVf7jP7d+Sq4w5g5i3Dg7Z/e+tw+nduwb0evb5ikfLqJiBLRETdSnURyQbS4y8tQe79pPJsqF4mL17vX7bwyyXrOTigx4tQ8QvcW1YeNM6irmjZKJdXLjmCxWu2kZ0lnPXk1Jg+f/FRXVOyGPwD5xzCpB/W0W2/iukOjuvZJqUL01fHsF75fPaXY5i8eH1Miyglgu+70L1N46BeReFUp7rp2uEH0nHfCrofPMBzSdXHzuvP9GXe44ECx4E8df4ADunYnJaN6jGid1sembgk6JhonuCzsoRrju9RabuvF9W5AztXmlU4XcRSkvgUeENEhorIccCrwLjEJCu9jJm0lMtejn5IiO/px9dIt21Pqb8R+o4P5ldaAzdTHdCm4sZ6wZEFtGxUj8O7taJvx+YMOyife06P/unp1pMOqnY6hvdySgPd9guuUonmy900L5eT+gb3HOqe7+SrTS2Z5M6ne34TLj46fZoW+4Tp+huqOmt2/2lod1rkZdGnQzO6uz2xQn/Xo/q2485Tw49hgYqSxF2n9mZIjza0bFSPW07qRW52lv9c6TZWMB26wP4VZzDd5cAVONN335CIRNUmY+dWXrfX94f9UkDvhHnugi6l5cpdH1Wevri2+MMx3fjtEZH7qh9W0IL3AgaJBS5IUy8ni6cvKKRH2yY8+dv+UXVDjWYaiFC+Xl++0c2vXnJEzOcw8dfFbdDvHUVjeGm5d5CIpZ1w1q3DmX5z9COffX87TcJ0z/XPnuBWL7VwF+jyKrXEw/MXRW4XSlkXWBEZgzMl+ARVfQJ4IjFJyRy+OY0C6ygjrXNbG7RuXI8bRzpP9OPmrfaP2winqEebqCYnPKFPO575clmV5/L59tbhlJaXM/DuiVGl96wBHYPW5Qj9DlUn8EDF3FadW8ZnEFRdU1jQkk+uHhxVG1XPtuEDybw7RyBA79s/BZwBjVUtvRrrSotXHncAbZrW59RDKo+XyAopSdx3Rl+O6NaK/lF2ca6Ooiga21PZJvEszoJA14jIXmA8ME5V47vGYIpNKtnHhPfm0rh+zRvFfMFhdQYshfjF9UXkN81j4sK1DOm5n397k7zcsDf2rq2ddZWP6b5fpX3ROHdgZ16d/jNn9u9I7/ZNefvbEua7HQh89bedWjbgsIKWvPNt5VHqgfq67UK+Kod9bvDOEucGH24gWTRaNqrHk78dUKP5l+q6g9pF16X25EPa06t9U855amrQ31voA8gblw2ixy3xq/3Oy83m/EEFYff5ni18bRLNGuZywZHhj02k3u2b+r8bTroSEyYiBglVnYYzX9MdItIKOB64VkT6At/iBIw3EpK6JHp23l7g57icy/eEMemHdVUfmEb+dlofnpm8lMd/M4CRD08GCJoqfVTfdkHH5zetz7L1O3juwsP4fs023pv1C4tWb+Oiowo8v1zROOWQ9rw6/WdOObQ9xx64H+cd3rnSQK/JNxzHsvU7IgaJUw/twCEdm/u7dzZyR+teeVx3rhl+YLXTCHBCn7aRDzJxsf9+jZl4bRE793ovwuW1vnYiZFVzss54S1T1UqiYujmo6gacButXAURkAJWXHa11qrvanJfaNPvlqL7tGDtnFfWyheLrh/i3H3tgdCWB+rlZXHbs/hx9QGtOeuTLSn3QX73kCHbtq/rnGzggcdD+rZh7x/H+tQrycrPDdgstaNWQa4YfSIuGudz6/nzPcwf2/2/esB6PD23IicO6R5U3kz6aNchNm5kFfCXaRI7zCbyFVLfEGy+xDKa7GngO2Ab8H9AfuFFV705Q2pImXONzJjqjXwf2lpVzdmEnzn/WGd3bKMxcOEvuPtH/tOTlH2f25YHPfqDQ7cLYp0OzoJKHz6D9Kw/uqiTkUp6L2QR+RISrhjo3+6qCRKiGueHnPjK13+VF+yele/kDZx/KB9/9ElXDezxEM7VHIsVSkrhYVR8SkRFAG+AinKDxaUJSlkSRboixmrhwrX+epXTywDmHVtpWWNCSN2aUBM3zkxPFokNdWjXioV/3i2fyqu3+M/tyw9tzUp0MEyfVXY0xGVOog1OSuDBBAypjEe2UQDUVy2/Dl6KRwHOqOlsy5JEs3plYur72rPH7qwEdOeqA1nRoHnnqiESp6c//7MM6cdaAjuwtK+eSF2fUmXEomWj6zUOT2r5QmyXr7htLx96ZIjIeJ0h8KiJNgJpP0ZgGMiPUEXaBmkhEJKUBIl6ysoS83GzqRbn0qklPbZrkpU3bg3FE/EaJiK+08XtgNHCYqu7EmZLjogSmLWniXd2UKs9fNJC3Q2bdrA3i+eNPdf2tMdUV699usu5a0Tx2TROR94BLgY2+Sf7cleMyoiK4OkP/U+Htywex/37es3Xm5WbXeEWt2i7V8xIZU11XD42x112SHm6jGSdRKCJdgBOBB0WkA/AlzijsL1S11o8YK6slXVYHdGlJj7ZN/HPX+3Ro3oBzB3byvw4ncNWsTJYhhUITA99MvZmkuut3JEJUj12q+hPwJPCkiOQCg3HGR/xdRNapauW+jyau+nRw/mjCTWXz1ejj/K+9Vt46c0DHhKQrHpLVS8NknnDdrmurwAec3Cja1tKpuimIqu4DZgEvq+pAnGook2DvX3E0EN0yqZcMDu6eN6J35SetdGqsjufTf8cW6ZMvY6oSui5JrA9Lade7SUSKRaSpiLQEZgPPicgDqlr13Ai1QOvGqZ/yuaiH9wjn8wd18Y/u9C10cnahd8nAV/we0KUFVx13QNgpuT/9yzE8OCTzbqixTuRmTKrccELl9SVikY4liWaquhU4A2ecxABgWGKSlVxJXEXT0/MXDay0LS+38q/H13wy7KB89t+vUZUDj7LFWeikVZgg2Lh+Ds3rp0d3UWtHMKbie5Bu34dYuoLkiEg74Gzg5gSlJyWiWfwkme4/qy8n9W3HmzNKuP2D4CknfDNPZonw2V+OrbLyKZqqqXSQiDaJdPuiGROqpn+jyRrLHEuQuAtnCo4vVfUbEekGLE5MspIrv2n4dXaT7fhe+TSsl83Z7sL2vmqwds0qqoV8a1XkZEvYBeQNTL5hCA3CzEllTDrzlySiPd79v1G9bHaEzJQcT1EHCVV9E3gz4P1S4MxEJKouaVQv29/zaEzAYvUAIw9uy5O/7c/wXhXTUpe6S6PmZEXT+6F2BJF4PxB1ssWATBoTcaqNvb6fsZYQ/u+CQvp2bM6MqV/GI3mVxDIL7MNhNm8BZqjq+/FLUt0yok9b7vJYa1dEOKFP8DoOt53cizs+mM+ALt6rYNWOSiZj6qYsEcpUKz0cVbd3U05WVrUnRYxGLC2XecChOFVMi4G+QEvg9yLyYNxTVkfEOiVIz7ZNee3SQVadYkwt5fvGe43hjb66ybf4UWIfC2MJPwcAx6lqKYCIPIGzlOlwYG4C0lYnzPp5U9zPWTsqmYypm4b0bMNnC9Z49qpMt04XsQSJDkAjnCom3NftVbVMRGr91BypEjrFRjxYdZMx6euRc/uxdusez3Vb8mKcKj3R3/dYgsT9wHciUozzsHoMcI+INAImJCBttUZOlvh7HYXTtmkeq7fuDruvaV786xJ9o46HHtQmwpHpIUOWJTEmKnm52XRuVblzRb2cLK4f0YPje0U5F5X7tUn01HNR3aFEJAtYCBwJDMRJ3k2qutI95PrEJK92mHfnCErLlT63h1+k76Orjmbl5l2c8uhXlfbdMqpX3NPTsUVDZt06nOYNa8e8/BYijHFcMeSAqI9N1vcm2gn+ykXk36o6CLCeTCHqZWeRJd7hvHXj+p5Tf+QlqAG6RR2fMtyYuiLRg2Zj6d00XkTOzJQlS6vjhN5tw27PyhJysyt+LLGstWvj4dKvoc6Y2sD/vUlwdVMsQeIanMF0e0Vkq4hsE5GtCUpX2njuosN44eKBLL9vFA+f24/8pk6J4J9n9aVNk4rSQWDs7NraqW/s0LwBxdcVVXn+2jLgzRiTXGe5g2ybeVQb+7vAJjgdsYy4bpLIhKSrrq0aUdDaWQ2uXk4WB7Vrypqt62jduD7vX3kUC1Z6x8ne7Zv6P+vFnqKtTcKYcK4e2p3Ljt2fvNzwVdLJunfEMuJagN8AXVX1byLSCWinqtMTlrokalpP2Lo3tpjcrlmDoHmVHj63H73aNWHxmu1AdL/EgV1bxnRNY0zdICKeASJQons3xVLd9DgwCDjPfb8deCzuKUqR+4+JbW2FcI1FpxzSngPaNGFIzzac2Kctt54UvufSrwJWiUuHtSxSrQ43cxlTbWm36BBwuKpeAewGUNVNQMZ0ocnLkbBLIVaeXyWKc+Vm88RvB9CxRXBf6DcvG8TFR3Xln3VkveloWYgwJnbJas+MJUjsE5Fs3HYSEdkPCLPicvyIyAki8r2ILBGR0Ym8VqjOCZhJ9LCCltx2cvzHRRhj6q506gL7MPAu0EZE7ga+BO5JSKoANyA9BpwI9ALOFZGk3WEvOLIAIOyqbpD4ekBjjKmKJGnEddRBQlX/C9wA3AusAk5z15hIlIHAElVdqqp7gdeAUxN4vSC/P7ory+8bVWkK3njVn/95WPe4nCcTWJOEMekrpomDVHURsChBaQnVAVgR8L4EODz0IBG5FLgUID8/n+Li4mpdbPv27UGf9TrPhg3OHExz584le83Cal0L4NAceP6ERtVObzyE5jlVfD9T8P65x0u65DmZLM+ZadNGZwbp2bNnU74yJ2F5TtxKFTUX7vmyUsFKVccAYwAKCwu1qKioWhcrLi6mqKgIxo0FwOs8Ly7/Btat5eCDD6booCgn4kpT/jyn2Ms/zYC1awDvn3u8pEuek8nynCHce5NPy1YtYcM6Du7bl6IebRKW51jaJJKtBOgU8L4jsNLj2KSzNgljTDpI9K0onYPEN0B3EekqIvWAXwMfpDhN1l0zAaxNwpjYJetrEzFIiMhGEXlaRIYmc3I/dwW8K4FPcaYpf0NV5yfr+l76dW4OQLvmealNSAaxGGFMDaTBehLrgO+Au4AXReQt4FVVnZbIhAGo6sfAx4m+Tiz+WHQAI3q3pXt+nZzKyhiTJvxdYBMcJaIJEjtU9VHgURHpjFPt87iINAdeU9WbEpnAZLv/zL7kZHs/22ZliQUIY0zKpdOiQ/60qOrPOMuY3i8iPXACRkY5+7BOkQ8ycWVtEsZUXzosX/p5uI2q+j1wZ3yTY+oiW1PDmNj5mohTPuJaVa9JbBKMMcbEKkkL09WsC6yI3BavhJi6y6qbjIldOk4VHs7/i0sqjDHGVGlE73z6d27OZ385ho/+dLR/uya4vilim0QV61gLENtKPcaEYSUJYyJ76neFIVvSZ43rzcBhqromdIeIrKh8uDHGmERLp+qmF4EuHvteiWNaTB1lvZuMqb6Ud4FV1Vuq2PfX+CbH1EkWI4yJWcXXJn1WpvMTkTvinA5jjDExSKfqpnBOiWsqjDHGpKXqBgmrIDBxY39MxlRfykdcexgQ11SYOi2JM9AbkzEkjbrAIiIjgNNw1p1WYKWIvK+q4xKYNlNHJHowkDGZKFnPVtEMpnsQOBCnK2yJu7kjcJWInKiqVycuecYYY6qS8i6wwEhVPTB0o4i8DvwAWJAwxpgkS9aiQ9G0SewWkYFhth8G7I5zekwd5GuTuOPkXilOiTG1h79NIg1KEhcCT4hIEyqqmzoBW919xsRFi0b1Up0EY2qNYb3aMHbuKnq2TexKmdGMuP4WOFxE2uI0XAtQoqqrE5oyY4wxnk7v15ERvdvSsF5U/Y+qLeqzu0EhKDCISE9VXRT3VBljjIko0QECar6exPi4pMLUaTZKwpj0FU0X2Ie9dgHN45oaY4wxaSWasspFwLXAnjD7zo1vckxdZEPpjElf0QSJb4B5qjoldIfNBmuMMZktmiBxFh7jIVS1a3yTY+oia5MwJn1F0wV2YzISYowxJv1E7N0kIh+KyMkikhtmXzcRuUtELk5M8kxdYvP8GZN+oqluugS4BnhQRDYC64A8oAD4EXhUVd9PWApNxrOZwo1JX9FUN60GbgBuEJECoB2wC/hBVXcmNnnGGGNSKabheqq6HFiekJQYY4xJOzUdcW2MMSaDWZAwxhjjKeogISJtwmzrEd/kGGOMSSexlCQmi8jZvjcici3wbvyTZIwxJl3E0nBdBIwRkV8B+cBCINyKdcZUS6KXYTTGxC7qkoSqrgLGAYNwxki8qKrbE5QuU4fYMAlj0lfUJQkR+QxYBfQBOgLPisgkVb0uUYkzxhiTWrG0STymquer6mZVnQccCWxJULqMMcakgViqm94LeV+qqn+rycVF5FciMl9EykWkMGTfjSKyRES+F5ERNbmOqR1s7iZj0k8s1U3bqFgfph6QC2xX1WY1uP484AzgqZBr9QJ+DfQG2gMTRORAVS2rwbWMMcbEKOogoapNAt+LyGnUsHeTqi50zxW661TgNVXdAywTkSXutabW5HomvdlEf8akn5jmbgqkqu+JyOh4JiZAB2BawPsSd1slInIpcClAfn4+xcXF1brg9u3bq/3Z2ipd8rxmjbOm1cKFi2ixZUlCr5UueU4my3PdkKg8x1LddEbA2yygkCiWJxaRCUDbMLturmKK8XDPlGGvpapjgDEAhYWFWlRUFClJYRUXF1Pdz9ZW6ZLn91bPglUr6dmzJ0X9Oyb0WumS52SyPNcNicpzLCWJkwNel+LMBntqpA+p6rAY0wROyaFTwPuOwMpqnMfUAmGqG40xaSKWNomLEpmQEB8Ar4jIAzgN192B6Um8vjHGGKIIEiLyCFVUK6nqVdW9uIicDjwC7AeMFZHvVHWEqs4XkTeABTilliusZ1Pmsy6wxqSfaEoSMxJ1cVV9F49JAlX1buDuRF3bpA+rbDImfUUTJIap6u9E5GpVfSjhKTLGGJM2ohlxPUBEugAXi0gLEWkZ+C/RCTSZz2qZjElf0ZQknsSZ/bUbMJPg2gF1txtjjMlAEUsSqvqwqh4EPKuq3VS1a8A/CxCmxqxNwpj0FcsEf5cnMiHGGGPSTyxThRtjjKljLEiYtGEN2MakHwsSJvWsUcKYtGVBwhhjjCcLEsYYYzxZkDDGGOPJgoQxxhhPFiSMMcZ4siBhjDHGkwUJkzbUFpQwJu1YkDApJzZQwpi0ZUHCGGOMJwsSJm1YZZMx6ceChEk5sdomY9KWBQmTctZebUz6siBh0oYVKIxJPxYkTNqwAoUx6ceChEk5a5MwJn1ZkDDGGOPJgoQxxhhPFiRM+rBGCWPSjgUJk3LWJGFM+rIgYYwxxpMFCZNyVstkTPqyIGGMMcaTBQmTctYmYUz6siBhjDHGkwUJY4wxnixImLSh1oRtTNqxIGFSzuZuMiZ9WZAwxhjjyYKEMcYYTzmpToAx14/oyb4y5ZRDOqQ6KcaYEBYkTMrt16Q+/znn0FQnwxgTRkqrm0TknyKySETmiMi7ItI8YN+NIrJERL4XkREpTKYxxtRZqW6T+Azoo6p9gR+AGwFEpBfwa6A3cALwuIhkpyyVxhhTR6U0SKjqeFUtdd9OAzq6r08FXlPVPaq6DFgCDExFGo0xpi4T1fQYwCQiHwKvq+rLIvIoME1VX3b3PQN8oqpvhfncpcClAPn5+QNee+21al1/+/btNG7cuNrpr40sz3WD5bluqEmehwwZMlNVC8PtS3jDtYhMANqG2XWzqr7vHnMzUAr81/exMMeHjWaqOgYYA1BYWKhFRUXVSmdxcTHV/WxtZXmuGyzPdUOi8pzwIKGqw6raLyIXACcBQ7WiWFMCdAo4rCOwMjEpNMYY4yXVvZtOAP4KnKKqOwN2fQD8WkTqi0hXoDswPRVpNMaYuizV4yQeBeoDn4kzgc80Vb1MVeeLyBvAApxqqCtUtSyF6TTGmDopbRqu40FE1gE/VfPjrYH1cUxObWB5rhssz3VDTfLcRVX3C7cjo4JETYjIDK/W/Uxlea4bLM91Q6LynOrBdMYYY9KYBQljjDGeLEhUGJPqBKSA5blusDzXDQnJs7VJGGOM8WQlCWOMMZ4sSBhjjPGU8UFCRLJFZJaIfOS+bykin4nIYvf/FgHHhl3DQkQGiMhcd9/D4o78S0cistxN63ciMsPdlul5bi4ib7lrkywUkUGZnGcR6eH+fn3/torInzM5zwAi8hcRmS8i80TkVRHJqwN5vtrN73wR+bO7Lbl5VtWM/gdcA7wCfOS+vx8Y7b4eDfzDfd0LmI0zArwr8COQ7e6bDgzCmXjwE+DEVOerivwuB1qHbMv0PL8A/D/3dT2geabnOSDv2cBqoEsm5xnoACwDGrjv3wAuzPA89wHmAQ1xZseYgDNFUVLznNElCRHpCIwCng7YfCrOTQX3/9MCtldaw0JE2gFNVXWqOj/tFwM+U1tkbJ5FpClwDPAMgKruVdXNZHCeQwwFflTVn8j8POcADUQkB+fGuZLMzvNBOFMV7VRn3Z0vgNNJcp4zOkgADwI3AOUB2/JVdRWA+38bd3sHYEXAcSXutg7u69Dt6UqB8SIyU5y1NiCz89wNWAc851YrPi0ijcjsPAf6NfCq+zpj86yqvwD/An4GVgFbVHU8GZxnnFLEMSLSSkQaAiNxZsdOap4zNkiIyEnAWlWdGe1HwmzTKranq6NUtT9wInCFiBxTxbGZkOccoD/whKr2A3bgFMG9ZEKeARCResApwJuRDg2zrVbl2a13PxWnGqU90EhEflvVR8Jsq1V5VtWFwD9wlnkeh1OVVFrFRxKS54wNEsBRwCkishx4DThORF4G1rjFL9z/17rHe61hUULFsqqB29OSqq50/18LvIuz7Gsm57kEKFHVr933b+EEjUzOs8+JwLequsZ9n8l5HgYsU9V1qroPeAc4kszOM6r6jKr2V9VjgI3AYpKc54wNEqp6o6p2VNUCnCL5/1T1tzhrVVzgHnYB8L77OuwaFm5xbpuIHOH2CDg/4DNpRUQaiUgT32vgeJwia8bmWVVXAytEpIe7aSjOFPMZm+cA51JR1QSZneefgSNEpKGb1qHAQjI7z4hIG/f/zsAZOL/v5OY51S34yfgHFFHRu6kVMBEnIk8EWgYcdzNOj4DvCWj9BwpxbrY/4qyBIanOk0c+u+EUSWcD83GWiM3oPLtpPRSYAcwB3gNa1IE8NwQ2AM0CtmV6nu8EFrnpfQmnF0+m53kyzkPPbJzVO5P+e7ZpOYwxxnjK2OomY4wxNWdBwhhjjCcLEsYYYzxZkDDGGOPJgoQxxhhPFiSMyUAiMkpE5ojIzalOi6ndLEgYk5kuwhmRPSTVCTG1mwUJY2pIRIpFpDDO52wuIn8MeF8k7pooHse/JSLdAjZ9hDMdw4qQ4yYErj9gTCQWJIxJT82BP0Y6CEBEeuOsG7A0YHNjnNG6zUIOfyna8xoDFiRMBhORG0TkKvf1f0Tkf+7roSLysog8ISIz3FW/7nT3nSgibwSco0hEPnRfHy8iU0XkWxF5U0Qah7lm2GPEWTHwTnf7XBHp6W7fT5zVxb4VkadE5CcRaQ3cB+wvzspz/3RP31gqVuD7rzsPD8BvqDwXz2+Ay4F+ISWHD3DmfDImKhYkTCabBAx2Xxfi3GRzgaNxnrJvVtVCoC9wrIj0xZmW+Qh3gkSAc4DX3Rv3LcAwdaZin4Gz6qFfFMesd7c/AVznbrsdZ/LJ/jiz9nZ2t4/GWUzoUFW93t3WD/gzzgpk3XBmOsb93z8lvogcANRX1fk4weMs3z5V3QTUF5FWUfz8jLEgYTLaTGCAOzPuHmAqTrAYjBMkzhaRb4FZQG+glzorgI0DThZnBbRRODfaI3Buzl+JyHc4s292CblepGPeCUhXgfv6aJyp7FHVccCmKvIzXVVLVLUc+C7gHO1wFl7y+Y3vnDizhv4m5DxrcdZkMCainFQnwJhEUdV97noiFwFTcGaJHQLsD+zCeZo/TFU3icjzQJ770deBK3Dm7/9GVbe5VTufqWpVVTWRjtnj/l9GxXcv+gXpKz4feo5dAWkHOA9nUR5f20M7Eemkqr5G7Dz3M8ZEZCUJk+km4QSDSTilh8twnsKb4qxit0VE8nG6i/oU4yxcdAlOwACYBhzlVuXgrmtwYMi1ojkm1JfA2e7xx+NMcw6wDWgSZR4XAr5rHo5TrdVRVQvUWU/lH7jtEG6wawssj/Lcpo6zIGEy3WSc6pip6qzgthuYrKqzcaqZ5gPPAl/5PqCqZThdSE90/0dV1wEXAq+KyBycgNAz8ELRHBPGncDxbrXXiTjrN29T1Q041VbzAhquvYzFWTMFnKqld0P2vwv4lvocAExzq9WMicjWkzAmhUSkPlCmqqUiMghnre5DYzxHA+BznPXNyyIc+xDwgapOrG6aTd1ibRLGpFZn4A0RyQL24lRxxURVd4nI7UAHnGU+qzLPAoSJhZUkjDHGeLI2CWOMMZ4sSBhjjPFkQcIYY4wnCxLGGGM8WZAwxhjj6f8Dl4daEG3D5REAAAAASUVORK5CYII=\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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CSKd1YDQzgr8D7wAf4oSK9v1lDZ3bpT5cQ7gtgoOvz5yUlb4Y6KkwUEqEK/1V//mUUbe/nRHK1GiJqqYlrn6yyHXLvWgUQZ2qXqaqj6nqE76/pEmWBO750eHpFiEuVm6q4eg/vUVlDM5pXon3hq9v0IjB8hKxNPTm585yWm29eV1nIje+spiBV7+ebjESRg7ptKBEowhmiMiFItJbRLr5/pImWRJoXRhVsNWEkMgniQdmLGfDjj1MXbyerTW1fLNtF4/MXsneBAyGibjRb3plMYOveZ2hN7W0njLyiyc/WJVuEYwoiGaP4Cfu/6v9jmWV+Wi2a3VfzKGaPfUcccubjccrq3Zz9YmHJKSNeJZtHn+/AoCdtbZcYxjZhOdHZD+T0YFmPuqdPUkIGLeztrnD2YrKGpZXVjHkxmms3ebNHDRw/TZbdWS2K3cj+9hSU8uAq17jrc+9WftFSzpuac+KQER+JSJd/N53FZFfJkWqHOKON75IeJ3rtjffI1BV/jVnNdV76njDY+azwAE008NZbK2pzanNRyN7WbJuBwCPvrcyzZIkjmgWzS9Q1W2+N6q6Fbgg4RIZEXlh3ppm74M5ogy/eToDrnqNm/+3GICq3XubOa6FIhP1wFcbqzniljdt3dnICwR44v0KznpkTsSyiSIaRVAgfkbxIlIItE6UICJSKCLzReTVRNUZSK46MgUz0tm+ay8Aj71XQV2D8uN/fMi4u2c2ng+8JJWfTbQP9hWbawCYsbQyCdIYRnQkamIaysRWcayukh1fyJ9oFME04DkRGS8i44BngEQawl8CLElgfXmD/77A3nplQ4B56aw1dSxa60xnfZ7DoZZZ7ntnOYvWbvfc9vrtu5PujZzOFH5Gcvh6886sz8kd7zLqGX97P2NMbKNRBH/AcSi7GPgV8DZwZSKEcJPcTAYeTkR9+caeuiYrnTunfsHRf3q72fknP28aqN9dHvwpw18vnHz/bM9tj7r9bUpve8tzecjcfQgjNazespMT/jKDu6ZHl7o1vajfq8QosE++3paQehKBl5zFU3DCTb+lqn8D/pYEOe7BUSodw8hxIXAhQElJCeXl5VE3smhTbpo17tm9m9VrVnsq++Lsz7j7tYWcfWjTql55eTkVFc2f6gM/3wcX7ObQboWM3a+ld3Z9g7Yof9FD09hdB+cMaRkxdeHChdSv9W65/OlGx0pq8+Ytje3U1TvHZs+eTftWLTVLdXV1TPdINpPoPn+9o55exQW0LYpdcweT5/xpzlLf9PkrObrt+pjrhsT2OVw9mzY1zbIXLvwUgK1btyblHtu5synURLD6k9Gml1/jo8Ak4DIRqQWmA1NVdWEiBBCRk4FKVZ0nImWhyqnqFGAKQGlpqZaVhSwaksIvN8Lcj2ITNIPpUFxM3749YVVFxLLlq50B9PV17QDn5i4rK+OTvctgxZeN5QI/33OmvsbH6+u5+Wffal7h1NeayruvAaZWOO08/utvtyg7bNhwTjiwp4eeOejSSpj3Md26daOs7CgAimZMg7o6jjvuuKChQ8rLy1v0IddJZJ/31NVzznVTOf6AHvzzvKOjr8D/vgigzj3XuXMnysqOjUfMxPQ5jKw+nlo1FzY65qKHDx8Oc+fQtWtXyspGxd1uIMXFxbCzpkmmgHLJuK+9JKb5UFVvUtXjcTKSfQ38XkQWiMijIhJvlrJjgVNEpAJ4FhgnIk/FWWdeEbgnEBMBewbzVm3l8fdWctlzC1gdRzCsVz/9hufmeputRGLmso1M/H8zIxc04sa3fv9xxZaktVGQgWuEu/fWN1tqbSLxS0OZRDSexajqZpxN4mcARGQEzmwhZlT1alxvZXdGcLmq/jSeOvONmiR48q7dtoub/vc5AN89ol/M9fhC666ojGy66s/uvfVc+uwClqzfwdiDejUeX7bBqafKzQa3vLKaEf27xiyfkT4SoQgaVJlbsYXSAYmJdnPw9VPp17Uds/8wLmLZXDJiiMah7BI3TaWIyMMi8gnQQ1VvS6J8CSWX/ZE+XbMtqvJ1fhYbM5ZWtnjG2bO3+QZ0JCI5e/191leRZapvaKzn3S83MXXxelZt3tkYuiIYyXxiNZI72CViQvDy8r1876EPmLcqtvvg9jdaGiqu2RrMOz93Bv1gRGM19HNV3QFMBHoB5wK3J1IYVS1X1ZMTWWe+EK0FwoLVTeXPfezjFudXbKxpfP2ZB3PSaJXsorXbm2VH21JTy/7XvsEjs1e69cWutffU1bNxZ/ZHJW1oUJ77eHVCggpmIomYEaypdj6byh17IpQMzt9nBn9A+e/8NVz5gv82aCr9bFL/xBqNIvB9aycBj7mbxbmtJvOI1wNCUzw0c0XQcr74/w0Nypi/zGg8Hs2t++mabZx8/2xG3/5OY9yk9W7YDJ/XdCw/hZo9dagqV77wKVfM2tUiJlO28dKCtVz5n095qDz4d5HtZOAWQSO/+/dCnpu7hjVbd3LRP+fx1pImZ8ZI43RDg1IXRnkvr6zmyQ8qEiRpYohGEcwTkek4imCaiHQEcvNRJQ/xnwGE4+KnnFxEr362rll+5Wjyrd41fVnj65o9jmLxDQrRPgz5yq/aXMNhN07jmY9WU750IwB79mb37bltp+MdvjkF6UNDkcyN0UzcLA7khD/PYOri4CauocS/5N8L2P/aN0LWOeH/ZnLDy4sTIV7CiKgIRMS3oXwecBUwUlV34oSXODeJsiWcHN4iSBkz3EF2S3XzqXiss9kzH/6Q85/4mE0x1ucbqFa4cZSmfx6fXbqRHHbW1rXYx/KiB3726EdMumcWO2vr+OnDc1i5ydsDS6II5vwc6db838Jv4mozHWHcvVgNfSgia3DCSUz1BZ5zLYg2J1E2I0MZcFVL++fP1m6Lqa5lG6pZtqGa+e4ex6otvh966J/b134zkfp65fwn5nJob8cXMZwC2VJT6+xF9OoQk6z5SKI2iy95dgFvfr6BhTdMbDwWLpbOuu27qK1rYNYy58Fj1rJNzF6+idtfX8KUn5UmRKZMpbIq/H7HlppaurVPWJg3wIMiUNVSEekPnAjcIyJ9gdk43sYzVTW2XRojpzjjbx/Edb1v+WO3u5wTbkA/85EPG19/s303by3ZwFtLHGcf/8tEYNayjVRW7eF7I/ox7u5ytu3cS8Udk5vVt3tvPd9s28WgnqYgAknU0pDPOCG4jX5LRt/+TrP3jUuHCZEmPlK5oBXsoat6d13CFYGnPQJVXaWqD6nqacAxwP+ACcC7IhLcPc4w4iDcD371liZro8DlhVnLNjazuvjZox9x+fOO9YdvzT2Q3zwzn3F3z/Q8SOUD0S71Ve+pY3N1y2dC33cRrL4j9uvCtp21nkw/fV+zqvLPD1exZmvsTo7xkm5lFM1+nFeiTuKrqnuB+cBTqnoUbvyfbKAg8/emDGDojdM8Z38K9pXudrPCbYwwxd5cvYdVm2t490tn+SFUNMx5q7Y2WjUZwRnz5xmMuDV08MHGPSC/L2xIn8789JE5nmaTvgj423bu5fqXFnHWI7kXKsYryVAEnj2LRaQcOMW9ZgGwUURmquplCZcqSRQVRKf32hQVJCXVpBGeqj11vDh/raeyT8/5usUxX27nb/2/WWGvHXX72+ytV9q2cu6LUOvhZ/ztfdq3LmTxH+Nyos8qoh1qQlk2rdxU08xBy/8zFqExPLqqNg72wfCdqXcHwa07E29JFcpkOpCzH/WmhCL1KVaSEb07mpGxs+tQ9l0cP4IROMtDWcPgnu09l/3xUfvxrwviCChlZCy+pD17673/onxhPFZtrsmL2UE88aX8GXf3TH4WYuD0HyJ9D7kzl21stABrVjZgPK2ta6Bqd/ClvlhJdFrZZPmFJcPhLBpFUCQivXECzyUti1gy6dWpbdDjk4f1bnHs9u8OtRg2OUpgIh3f78rLxuiYv5Qz6va32VNX38JhbfuuvRGXozKZ2rqmEB8n3vtuUtrwH9D9n5a37Kxla00tZz/6EeP9MukFuw4cE8uhN01Piozx0OD3uP7ywpaz2gdnLI+7jfo0K4I/4mQpW66qH4vIIODLCNdkBYf27pRuEYw04lv+i+b3deK973LoDdOaHTv6T28xMsokPV6p3LGb8XeX88A7yfnJ7a1v4MDr3uC219KTJLD01rc44pY3I5bLpG2+YMs+m2qaHgR+9++Wkfr/Mi3+ZDwNSVit9qwIVPV5VR2mqr9033+lqmckXiTDSDzhXP59RPOc9VUQT+zdSfRkvvnVz1mxsabRK3tnbR0DrnqNx99bmZD6ffGMgu25JItols+zJtJnCkyK0mo1JCL3Bfm7RUROTbhUGcgtpx7W+PoZ2zvIOsK5/PsI/IE9+9HXfLCiyWfSP1BfKlFVXvu0eSyozdXO8tbDsxOjCHzs2ptcE9qYh3PTA01tpHmzuC1wOM5y0JfAMKAbcJ6I3JNwyTKMs0YPaHw9alBiYp/706owS+70HCDU7yjwB3bVi5/x4380Oa+d9uB7yRMqDIu/2ZGWdpPNY+9VeC7b6EeQFEkSR+A99NkaJ3LvI7NXMv/rrQlpI91+BPsD41T1flW9H8di6BDgdJzQ1DnJI2eXcumEA5odC7Y2eNao/nG1c+mEA+O63vBOSKsLv8O7o3wyXrIu/GD90vy1zFsV3UDgEyfcD3/N1l3sSkBsGv8m4rFK2b23nu/cPzvk+VjNKX3XhTKdnLlsI0vXV8VUdyLYVVvPMbe/zezlzcNmfOcB57O45dXPOf2v7yekrXQrgr6Av/1le6CPqtYDMZtKiMi+IjJDRJaIyGIRuSTWupLB+ENKPA3SwSyPvFJxx2TOPmZA0HOXjD8g6HEj8Vz/8qJG7+IXP/HmxwCwvLIqopXNpf9ewBl/cwaC/8xbww0vL/Jcf6Sf/VUvfuq5Li9txGOnvmjt9rD5K2JVMo3qI8T1z368mm/fMyshSjFqmXCCHn6zfXejF3syaVUYtR9wRKKp8c/AAhF5TEQex/EuvktE2gPxmErUAb9X1UOAUcCvROTQOOpLOWcc2S9pS5gHlnRMUs35y4ylG6msaukL8MrCb/jJP+YA0S3VbayKzrnp988v5MkPVkUs1xRWofnxmj11fPhV095FpNmIF/yfMv1f797bwCIPiYl81EXQIrHqGJ8vQuD1gZ/NK0FMNtNNzZ7E5sVIRtBET4pARAqAJThxhl5y/45T1YdVtUZVr4hVAFVdp6qfuK+r3Hb6xlpfLPxsdHzLOr8YMyhuD8LWIbR8sGqH79slrrbynVte/bwxAU4g81ZtZWtNbVTfZ1EQpaGqPPzuVzz14SrPJqUNDerJD6HsrnKueKFpFrBsQ3XcSXjUz+ApcOnh5PtnM3XRuhbKc3llFW8v2dDoyQ3N7eiTQeDAH4VPYMKZuWwj17/kzOzCTXSOu/Od0CczBK9B5xqAu91B+2VVfUlV4wu6HQQRGQAcAcxJdN3h6Ni2VcLr7N05uPNaKFoXFbDo5m+3OB40PlIuJ19OEZ+uDv2Ue8Qtb7JuW7C8tcHxWfD4aGhQFn+zg1tfW8J1Ly1qNriH80r+vzeXMfK2t1oMuIHfdjBlcc9b8fkX+DvTPf1hSxPSi576hKNue5vllU1evxP+bxbnPTGXW179vPFYJGenBVGmVA0kUEml+6fwzw8jz+y2hgh2GCvJyOfjOdYQMF1EzgBe1CT4OItIB+A/wKVuKIvA8xfiBrgrKSmhvLw8YW3713V83yImDmgVtn7/c6N6F7Lm87ks39b0VHT3mHa0KxJ++Xb4dq8b1Za6BsK2tXhxy0xGNdXxb4p1aAXVib0/s4rKjRvDnr/7zWVhz/soLy/noqnNfQrOuGcaE/YL/nBx3pSm9J6B3/tLHzthHaaVv8++HQtYXuF8QVU7Ii/9LF/5NcP67435d1FV2/ST/qPfwB7Iuf94l1uObdfs2IxFTYpj/oLwa+TnPzk3Jvl8VFU1Dz+xt64O/9X6L5YupbwmeB7iZFFeXs7K7anbm5g1axatEhxBMxpFcBnOBnG9iOzC+fRVVeN2yxWRVjhK4GlVfTFYGVWdAkwBKC0t1bKystgam9oyanZZWVnj8eOG7c9ZYwaHvPa7R/alrOxw3j98F93at6Ztq0IAeq/bAXOcDcMzThznlH87fITu808bH1G+oUOGwPx5je+LWxfy+C9O4MkPVnHwPh05Yr+ujL2rvEU1/bsXN0slGchPjxnsOchWLtK9Rw+o9BbhNBxDS0fD1OZLP/Mr65lfGXxgaN+pC2x2wi4H3sPt58+C6ipKS0s5pHcnvpq9Er74nI4dO8L28Ov0ffr2oUOHzS3qjISqsrmm1hlK34m8hLWuRikrK3OzjTnmtGuqm5TIYUOGwrz4BvtwFLdvD1VND0IFhYX4Z8w9+KCDKBu5X7Nr3l+xiZ176plwaEnjsfeWb3KfrONffCgrK6PL6m3wQWrMi8ecMIbWRYndMPasCFQ1KbuW4izGPgIsUdX/S0YbicI/oUmfLs2fig5xw1T8amyTEmnbqiBub1P/terh/Trz63EH0K9rMdecdEjY635Qum9Yd/aSTm1aHBvRvyu/Hrs/5z7+cewCZwlvegxzHYlwoZeDERjqumJTDQvXbGPMgT0bI2r6vnLfk3m1h83Gpz78mqHHN92TG3bsZmdtPf27FVMQ5unxkdkrufW1Jfy/Hw73JH9dg1Jb18ApDwQf9EKF8k4Wgc0F80D2GQBU3DGZ+gbl6D+9xabqxEUvTWduhEQRTRhqAc4EBqrqLSKyL9BbVeMNDH4scBbwmYgscI9do6qvx1lvTMSz/haY+WrWFWM56k/B14f++8tjPNU5enB3zjlmAOu37+ahs0Z4luWACJYFPxs9gKmL1jNnZVNSkP9cfAzrtntfGwenz8GyKBnB8beqWbW5hrIgs7lAVm/19p18XdX00HG0e9+NHNCVp88fFfIJstzNQR0sLk4oTrovtKlsshXBFwG+AsFaW7ttF/e99SW3nj6kmanlTa8s5owj+yVUCQAcd+cMLjh+YELrDEcy9giimV/8FRgN/MR9Xw08GK8AqjpbVcWNY3S4+5c0JfDtAeF1X6cEbhz7Rzv9w6SDOe+4ppvliP3CRza96sSDWXDDt+jQpoibTjksKiUAMPGwfXj6/KNDni8sEE4a2tL3oWtxUwo8X5x+I3Es9AtT8faSyqBlJt3zLi8vaDKDrPWYEyPYWP9xxVYOvO6NkA5ysaSi9N8wDiQZkTHDEdicolz81Dz+PXc1swNyIj/+fgVnP5achDb/eDexoT5STTS/9KNV9VfAbgBV3QokNnFmCpjYP/xA//3SfZPS7sVlg7n+ZO/uEReNGUyXYm8f7wdXj+OvZx7Z+L7IXQo4dv8eQcv/79fHAcGfLNq2KuTJnx/lWU4jdv4+K/QezSXPLoi6vjnrQi8hHXz9VCp3tLRYSnQky3QvDf2tfAWfumEd6hu0hQLcmwOJppLhsxTNZvFeESnEnY2JSE/8d2myhEjTqsI057Ps37242VO5F3p3bscXrZumzO1aF4YtP7RfZyD0DeX7jPx/ZNeffCiVVbv5+0zHImPONePZ4A4sHdoUeVrHNpqzYUdicxd8uK6eLzdU8VQIk8YZSyv5Qem+1NTW06GN89NPdLiCqYvWJ7S+SHy5rfkQVOFnIFFb38DB109tdr4qB+7TZGQ9i0YR3Af8F+glIrcB3wOuS7hEScb3Efbq2IbKDEwiMvOKsXHX4fk2iXBDDe/XmY8rnPg4k4bswz/9vGF7dGhDibv0lYyMSUZshEvP+eIna9lSs5c7p37BS786luH9OjfbI0oEb6RYEYTjrunxx/7PF6KxGnpaROYB43HGmtNUNT1ZLOIg2NNuMrn5lMOY/nnm/Dj88amB/t2LmwXN882KCkTYp1Nb1u/YjQATDytpNDn1VyHJeEIxEs+clVsaZ26nPfheMwu3XCRYzohcIBm/tqh2A1X1C1V9UFUfyEYlAFBc5HyMwXb5u7VP/JbH2ccM4Onzm+cv+MWYQQlvxx+vA7Ov2DGDu3P+8U0y+ZamurVv3biZWCDCkSE2uMcd3AuAs+MM1WEkH/+lzwdn5K8fidGcvDMLaV0oVNwxmV8EOI19fO0EZl5RlvT2K+6YzNUnhvcBiIVeHVv6BUSibZGzl+BzivNxSO9O3P394dzx3WGNM6dA3eL/fr9uxQAcf0DPZmVe/tWxUctkJBebvWU/6TYfzWl6dmyTlJhDqeKwPp35z8WjgeaznR4dQiuIUw/vw6UTDuD3Ew9qce6MEf3oXNyq0Twv3L332/EH8MBPjmD8Ib14/qLRjccPKAnuy3BI705MOKQk6LlgfHL9tzyXNcKzME1Z1ozMJq8VwfMXjWZWAjZnM4UR/btRccdkfj2uKYfBtEuPD1m+qLCASycc2GhBEgyfB3JRQHRU/yfL1kUFnDysDyLCyAHd+N6Ifnz7sJKQAcHGHdzTU8TXyUN78/G1E+jWvjVzrhnPMYO7R7zGMHKdZMzqIioCEdkiIg+LyHjJsXnlyAHd2K97cbrFSCrdw8wIvPDYOSO5+/vDo9o/uev7w/n7WaXN1qPLLy9rfF3o8TYqLBB6ukteJZ3actWJB3uWIVYun2iZ4oz8w8uMYCOwAPgjsEZE7hURy96ehVw+8UB+Omq/yAX96NWpLWeM6BdTe/57D8V+vg09O7bx5M8a6NIxrF+XmOSIhsCZTyDBYjQZRrbjRRHUuFZCx+KEmFgL/FVEvhKRPyVXPCOR/HrcAdx62tCUtjn2IGcD2T/cxuRhfTz5HiRqAhosz0Mo4nGJOO+4gdz/4yOiuuZbh3rfKzGMZOFFEfilC9WvVfXPqnokcCJx5Co28oMpPytlccBAnOr1xXB7IIEEetr6b34DXPat8EtH3xneJ6oQwaFiABlGKvFyx84IdlBVl6rqzQmWx0gC7aLxH08wrQoLaB8wEIvgKY5SqnakBvZoD8BRA7q1mKkM7du52fsfjgy9tBaNuJeMdzb0D+3jhC/3zZz86dg2MV/ceccN5Ks/nZSQuozkcfA+6ctPHlERqOplqRDESB53jylm7nUTElKXz2cgXg73y7s8qEd7+gbkd4DgseXj5T8Xj26x8f3MBaN476pxPH3B0S2Whor8Nio6hRiY7/nh4QAMcBWKFy6dcABvXXYCRw3oFrLMvl0T81lff/KhFBRIo8IzjEDiMh8VkRsSJYiRPIpbSVh/gmh44eLRCYtOOuea8dx8ymG8c3kZ7101rvH4n783zHMdowdFZ1I6on83hvVr/pTftlUBfbu0o1VhAUcNbBqYvzO8D0WFBbz6Gyda6+RhLcN2d2hTxGlH9OW5X4zmzKObzxb8ZzSPnTOSijsmc9+Pj+CZC0YhIuzfq2OTn0aQ6U+w7YrBPUMP5iP3CR9ssDhCMMJY+c7wPkmp10gd8foRnJ8QKYysoVfHtpxwYMtljFgo6dSWs48Z0PKEOwJ6CQQ7JmBJZeENExtftyoMXsFfvjec347bv3HvwH/mcfSg7nxxyyRW3n4S9/3ocACG9O3MvOsmcMupQwA4x09m31LSUQO7NQ7mvtqK/aymuhQ7zoqnDO/D6CD+EAI8/LPSZseCbahPu/SEoHkmWhUKZx/qTdn7ZjAAs/8Q3o8mcGnsx0e1XBr78xneFbeRmXjxI9gR4q8KSMijgIhMEpGlIrJcRK5KRJ1G5hJpyce3YRvNHkGHNkWMHNCVzsVN3uGzrhzLK792wly8d9W4xhAiPTu24bKJBzXVH9BO21aFiEizp/TuHdo0mpbedMphjZZIwZ7a7/7BcPbv1aFx0/i204eETER01KBuDOrZnt9968AWPi3BLJiKCgs4dv8eVNwxmTcuaXIW/N6IfnRoLc3yUgDNwqb46tvfL3tdvzDLT0/8/Cguc/0qmnxCtMX3ku7Q7ZnMbacPaeZDk6l4mRFsAw5Q1U4Bfx2BdfEK4OY4eBDHCulQ4Mci4j2Di5GzRLNHcObR+/H8Rc3Tf/bu3K7R96Bvl3b07x6wrBKHqahv7yAwdzXAycP68NZlYxoVyfiDQ5uIdmrbind+X8aQvp05sKRjMyulSNnDDundiYo7JvPZTRMbzYJPGtqbu7/flH/Yv8/RdnfMgT0pO7Ant50+hGvdHNkNDbTwxo9XEdxy2pC4rs9kzjy6PwN6tGfhjRO56TvBh7UuxekPbeNFETwJhIoH8K8EyHAUsFxVv1LVWuBZ4NQE1GtkKdEMWPHY/fsujcU6qW2rQv565pH8K0w6UB8FUSzAjhzQjdd/ezwP/uRIz6HSO7Zt1WwwDuUAqH4zrWtPOoTS/qHTpf5uwoFuWeHMo/sz3N3cP7J/l4TMCO747lBauzOsZM0n+nVtqaR9vHXZmCS12oT/zKtzu1Yc2qdz0HK+6L3pxIvV0HWhEtSr6h8SIENfYLXf+zXuMSPPmHXFWKZdekLj4B5sAA0ZgM5vNDn/uIEc2yey6WXjwBitoC4nDe3dzFEuFAVRappD+3Ri8rDecSX8ueeHh7fYcxjpWih1LW7NBScM4oWLj2lx3UlD92HysN5cMuGAZsdH9O/K7D+M5Qel+8bl6OfbqJ9waEnjBx+pl17MKp+/aDRf3DKp2f5VqI/vuV+MbjZIp4pMXkGLyVBZRG5S1ZsSJEOwj6fFVygiFwIXApSUlFBeXh5TY9XV1TFfm61kWp9nvzeb9q1C/ypqtztOVt1qKyPKvXejkzS8cPtayss3AHBcBzh80N6I19bXO+3Mnj2bdkWJ/5XW1tYC8P7779OpdfT1n9Svjvs3Qs92wsZdzk8iXJ/8v+cu7rHyyqa0IWM6KQcd245lC+awLMj15w1pzTG9d1BYICHbWQ5s3tWUHvLB8cXNynZuIwzpXsh73wRPCXl8j938+pBiFs39gH7t4avt8OUyR5rj+hYxe23L6/q33cUXIfrso6biUz6sgA57axuP7d7dMkczQHXFQspXCX85oR1XzNoVoebQtC2E3WH8AXfW1DT7bJZvDV54w3rnvq2p8ZZIJxm/5Vg9Vk4BbkqQDGsA/4zx/YBvAgup6hRgCkBpaamWlZXF1Fh5eTmxXputZEyfp74GwHHHHUfnduHXRb8/qa6FI1pgPQC//f4ETh+/k30D/Bu89PnZwdt4bu5qJo0fkpSIjq1mTYe9eznu2GNjSnrUvmIL98//gO6dO7Bxl5OTOlyfYv6e3c/z+p96C/e9ZutOmDmDPp3bMvlbzn7BKevm88rCb/jRqIGg8N43Tm7rs0f35wm/FKfHH3UEo1yT38OPquWL9VV8vXknfP4p++yzD6xd06K9/fbdFypWhpXJ1+8Pdi6BlV8xqGd7CkTYvLu6RdlxY5v2OK6Y9VqL8z4OLOnAsg0tr/fx4E9LOe+JuSHPF7dvT1lZ0xJUl9XbYM57LcqV7FMC36ylQ4cOULUjZH0+kvFbjtV8NJG/mo+BA0RkoIi0Bn4EvJLA+o0sJKQSCEKgEvDK4ft24U+nD83YZC0+h7JTD0/uSukfJh3MlZNa5qQIRTDfh0N6d4p4Xe/ObRuVADje5f7vE/kt/KB032ZLa0P6RpbvoJLmS1CRVubaFIX3y4jkpZ5JxKoIRiRKAFWtA34NTAOWAM+p6uJE1W8Y6SLetNj7dG7L0lsnecrdEA8Xlw3ml2X7x1XHhEOcDc+Th/ZpNqL7PoMB3YuZGSL3RyTrqFjxr/XV3xzPopu/ndBNYp/cQ/t2bnQ6DEdhgQT1AckEPD12ici3gdNwNnEV+EZEXlbVqYkQQlVfB15PRF1G5pOhD+AJZ2CP9sz/ehtFIRzbvNCmqJD6huDr7enG32HvgJKOVNwxGYBXP2ta2fU9FB+8T6eQwfh8M5+DQ8wqYp6xBeiXDm2Kotok9tLs0lsn0aqggIICYcWfTmLwNeGHsWP378EhvTuxZJ2zBPS9Ef1aBDpMB14cyu4BLgFmAn8G/uK+/q2I3JtU6Qwji3n07JE8cnYpneJMgZqMmEvx0K9rOy44fiCPnDMyYlnfU3M4E9pj9u/BK78+lp8fO8CzDKEGaf8hNd5ERl7G5zZFhRS45kBezWj9Sw3IkMRYXmYEJ6lqi9i7IvJvYBmOkjAMI4Cu7VszPorczNmCiHDtZG8+n0WuBmjXKvxQEyrpUPf2rYOqQSH80psAEw/bx4uIjQQuUR20T0e+rAy9WRxMQV914sHc8UYkGye/OjJkeuxlj2C3iASLMjYSCG6fZRgp4B8BdvK5SoaMFTEx/pBe/Gbc/txwcmzBAvyH5l+cMKjxdaIGUP/w34EzgGiCH/q4aMzgpvpilir1eFEE5wD3i8jnIjLd/VsC3O+eM4y0YNm9MhP/J+VCEX4/8aBmMaCiwd/yJlQOC3/PXN/rYIH9gvHQWaHtXopbJyeRh78O83c2TKe+j9hTVf0EOFpE9sHZLBZgjaquT7ZwRm6SiBs+MJS0kaEk4Mv+zvA+/H3WV0w4pBd3Tv2iWbXDehTyqN9exahB3Rs3rb2Jl/rh13/mkSmzPc/mo6q6XlXnqepcnxIQkfh2YwwjBt69cizPXDAq3WIYIfAf3OIdaAtEGNK3MxV3TOYAPzt/XxsNIa7zJ1jSo8B6AH45dnDIcv548ZkIx22nNwXZyxA9ELNnsY/pQOjcfYaRBGJ1IDOyhyV/nMTd05fyg5H7Bj3fpbg1G6v2UFIcfihdeMNEWoUJH+J/ZniQDet2rQrZFZBXukOb+BL8+CuSTJkRRFQEInJfqFM0hTQxDCNJZMpg4ZWTh/Xmb+Ur4qqjXetCrguzwTysb2d+Oro/dWvD+55G2puItOk87/oJHHrDtLBloqWNnz+F/4wpnd+zl6Whc4FFwLyAv7lAbZjrDCMolsgktzmsT+fGXMzJHNzGHtSLVnHeS/5X+yuFn7hpR4NtGHte7gphNiQi3HmGkz8iU/JIe1ka+hhYpKrvB54QkZsSLpGR80QbljnfyTSHMi/4bPIzXfJgt2KbogL+dPrQMBfF3+4PSvfl0N6dGdqvM68viju/V9x4UQTfI4S/gKoOTKw4Rj5gesAIxQ9L96XQQ0iOcMtG0SBpMt8UEYZmkOWbF/PRLakQxMgfbEYQHfn0cd3pwYlrYI/2SV1SieQI5vXrCEzuE4lI3/OA7sVUbN4ZVZ1e8bJZ/D+cPABTVXVvwLlBOE5lFar6aFIkNHIOUwS5T7BQ1YlgxuVlMeV28IJXUb2WizZ8eKTYRq9fcjzT3pkVVZ1e8bI0dAFwGXCPiGwBNgJtgQHACuABVX05KdIZOYntFec+8eSDDkembK6mg+LWRXRtG2vmgPB4WRpaD1wJXCkiA4DewC5gmaomZ55i5DSZEmgrW8jmTyubZI92Uz7Rt3E6fxZROZSpagVQkRRJDMMw0kSzQTjCEk02WnFFIjlRlTwiIn8BvoPjj7ACOFdVt6VTJsPINLJxBhWYpjGTueW0IRw1oFvC9wiyieQsOHnnTWCIqg7DyW1wdZrlMQwjASRrjyAZnDWqPwft0zFywSTxw1InjMaogd4ipiYDz4pARHoFOeY943UQVHW6m7MY4EOgXzz1GUYukw2DakuyT+hIOZTHHOjkMAgXzC4ajnYjpvbrmpj6YiGapaF3ReR6VX0OQER+D5wHJMazA34O/DvUSRG5ELgQoKSkhPLy8pgaqa6ujvnabCXT+pwKWTKtz/Hgy2nbva2E7VMm9XnH9l0AzP/kE6pWxhekLRyJ7POmXU4s04YGDVvngQ1fc+/YYioWfRx2wzRaub5ctTfs+fLy8qR9x9EogjJgioh8HygBlgDBMpc1Q0TeAoLljLvWZ3YqItcCdcDToepR1Sk4/gyUlpZqWVlZFKI3UV5eTqzXZisZ0+eprwGkRJaM6XOC+GuPdRyxXxd6dw791JhJfb5n8XuwfRtHHHkkI/p3TVo7iezzmq07YeYMCgqkeZ3uffv8RaN57dN1jB17WPiKYrzPK95bCUs+D3m+rKwsad+xZ0WgqutEZCrOOn4DcLWqhk7o2XTdhHDnReRs4GRgvGbTDpNhpJCThvZOtwhRkU17BD4ibcqPHNCNkW4wvVzDsyIQkTeBdcAQnLX8R0VklqpeHmvjIjIJ+AMwxnwSDCP3yCI90Ei6HkfTaR0WjdXQg6r6M1XdpqqLgGOA7XG2/wDQEXhTRBaIyENx1mcYRiaQhZP7bFRaiSKapaGXAt7XAbfE07iq7h/P9YZhZDbZ6AORj0RjPlolIjvcv90iUi8i8c4IDMPIQbJvPpCZ+xmpMimNZkbQzONCRE7Dg9WQYRj5SwaOrUYQYvYsdpeKxiVOFMMwcoUs3CJIaAyh8Qe38L+N3H42BJ0Tke/6vS0ASsnOGaBhGCkiE5dbIhHvoLb01kkUFSQmek+qPr9oHMq+4/e6DicK6akJlcYwjJwgUpiGTCRRg26bouR5UieLaPYIzk2mIIZh5B65GLI5F/GSqvJ+wsyWVPW3CZXIMIysJzv3CDKPVClSLzOCuUmXwjCMnKIpZ3F65YiFfIx040URTFDVs0TkElW9N+kSGYZhpIM0K610Nu9la3uEiPQHfi4iXUWkm/9fsgU0DMPIVzLJaughYCowCJhHc8Wl7nHDMIxGsnFxJdR6fMUdk1MsSeqJOCNQ1ftU9RDgUVUdpKoD/f5MCRiG0QLfOntW7hGkW4A04NnrQVUvTqYghmEY6SQTlVaqREp38nrDMAwD0qqJTBEYhpE0ssmhzCdpuqxHD+zVIT0NY4rAMIwkkI1+BOnOnXD0oO5M/90JzY6lSqaMUAQicrmIqIj0SLcshmHET/s2TrydooIs0gQZwH7ditPSbjRB55KCiOwLfAv4Ot2yGIaRGP565gj+O38t+6dxuSNa8lllZcKM4P8BV5KfVluGkZPs07ktF5cNTvtyS7aRro8rrTMCETkFWKuqCyPdMCJyIXAhQElJCeXl5TG1WV1dHfO12Uqm9TkVsmRan1OB9TnOumqbnkXT9TnWNTR/Ht65c2fj6/Ly8qR9x0lXBCLyFrBPkFPXAtcAE73Uo6pTgCkApaWlWlZWFpM85eXlxHpttpIxfZ76GkBKZMmYPqcQ63N8bNtZC++8CaTmHg3G3voGmP5G4/v2xcWws6ZRpmR9x0lXBKo6IdhxERkKDAR8s4F+wCcicpSqrk+2XIZhGP5kgqlruiRI29KQqn4GNCb2FJEKoFRVN6VLJiO5tG9dSE1tfbrFMIyMJV17Kmm3GjLyh/IrxrK5Zk+6xTCM4KR/QtCSDIo+mhJUdUC6ZTCSS8+ObejZsU26xTCMjCVduigTzEcNwzDSTiZYuqZLBlMEhmEYQJsiZzi8uGxw2mSwPQLDMIw00qaokKW3TqJ1YeY8H6dKLZgiMAzDcGlTVJhuEdJC5qg+wzAMIy2YIjAMw8hzTBEYhmHkOaYIDMMwMpS8SkxjGIZhpA9TBIZhGHmOKQLDMIwMJVV+BKYIDMMw8hxTBIZhGHmOKQLDMIwM4jfj9ueW04YAqQtCZyEmDMMwMojfTzyIpeurUtqmzQgMwzAyDEUjF0ogaVcEIvIbEVkqIotF5M/plscwDCNTSFUe5bQqAhEZC5wKDFPVw4C70imPYRhGJrBv12IAfjN+/5S0l+4ZwcXAHaq6B0BVK9Msj2EYRtpp36aIijsmc/KwPilpT1RTuxbVrHGRBcDLwCRgN3C5qn4couyFwIUAJSUlI5599tmY2qyurqZDhw4xXZutWJ/zA+tzbnLO1BoAHp/UPu7+jh07dp6qlgYeT7rVkIi8BewT5NS1bvtdgVHASOA5ERmkQbSTqk4BpgCUlpZqWVlZTPKUl5cT67XZivU5P7A+5yb3dlnLjl17KRs9IGn9TboiUNUJoc6JyMXAi+7A/5GINAA9gI3JlsswDCMbOPXwvklvI917BC8B4wBE5ECgNbApnQIZhmHkG+l2KHsUeFREFgG1wNnBloUMwzCM5JFWRaCqtcBP0ymDYRhGvpPupSHDMAwjzZgiMAzDyHNMERiGYeQ5pggMwzDyHFMEhmEYeU5aQ0zEiohsBFbFeHkP8s9XwfqcH1ifc594+9tfVXsGHsxKRRAPIjI3WKyNXMb6nB9Yn3OfZPXXloYMwzDyHFMEhmEYeU4+KoIp6RYgDVif8wPrc+6TlP7m3R6BYRiG0Zx8nBEYhmEYfpgiMAzDyHNyRhGISKGIzBeRV9333UTkTRH50v3f1a/s1SKyXESWisi3/Y6PEJHP3HP3iYikoy9eEJEKV9YFIjLXPZbrfe4iIi+IyBciskRERudyn0XkIPf79f3tEJFLc7zPvxORxSKySESeEZG2udxfABG5xO3vYhG51D2W2j6rak78AZcB/wJedd//GbjKfX0VcKf7+lBgIdAGGAisAArdcx8BowEB3gBOTHe/wvS3AugRcCzX+/wEcL77ujXQJdf77Nf3QmA90D9X+wz0BVYC7dz3zwHn5Gp/XTmHAIuAYpy0AG8BB6S6zzkxIxCRfsBk4GG/w6fiDBy4/0/zO/6squ5R1ZXAcuAoEekNdFLVD9T5VJ/0uyZbyNk+i0gn4ATgEXByWajqNnK4zwGMB1ao6ipyu89FQDsRKcIZHL8ht/t7CPChqu5U1TpgJnA6Ke5zTigC4B7gSqDB71iJqq4DcP/3co/3BVb7lVvjHuvrvg48nqkoMF1E5onIhe6xXO7zIJxc1o+5S4APi0h7crvP/vwIeMZ9nZN9VtW1wF3A18A6YLuqTidH++uyCDhBRLqLSDFwErAvKe5z1isCETkZqFTVeV4vCXJMwxzPVI5V1SOBE4FficgJYcrmQp+LgCOBv6nqEUANzpQ5FLnQZwBEpDVwCvB8pKJBjmVNn9118FNxljz6AO1FJFwGw6zuL4CqLgHuBN4EpuIs+9SFuSQpfc56RQAcC5wiIhXAs8A4EXkK2OBOl3D/V7rl1+BoXB/9cKafa9zXgcczElX9xv1fCfwXOIrc7vMaYI2qznHfv4CjGHK5zz5OBD5R1Q3u+1zt8wRgpapuVNW9wIvAMeRufwFQ1UdU9UhVPQHYAnxJivuc9YpAVa9W1X6qOgBn+vyOqv4UeAU42y12NvCy+/oV4Eci0kZEBuJszHzkTr+qRGSUu9v+M79rMgoRaS8iHX2vgYk4U8yc7bOqrgdWi8hB7qHxwOfkcJ/9+DFNy0KQu33+GhglIsWunOOBJeRufwEQkV7u//2A7+J816ntc7p3zRP5B5TRZDXUHXgbR7u+DXTzK3ctzm77Uvx21oFSnAF1BfAArud1pv3hrJcvdP8WA9fmep9dWQ8H5gKfAi8BXfOgz8XAZqCz37Gc7TNwM/CFK+s/caxjcra/rqzv4jzULATGp+M7thAThmEYeU7WLw0ZhmEY8WGKwDAMI88xRWAYhpHnmCIwDMPIc0wRGIZh5DmmCAwjSxGRySLyqYhcm25ZjOzGFIFhZC/n4ngdj023IEZ2Y4rAMDwgIuUiUprgOruIyC/93peJm08jRPkXRGSQ36FXcUILrA4o95Z//HrDiIQpAsNIH12AX0YqBCAih+HEnf/K73AHHK/UzgHF/+m1XsMAUwRGliMiV4rIb93X/09E3nFfjxeRp0TkbyIy183+dLN77kQRec6vjjIR+Z/7eqKIfCAin4jI8yLSIUibQcuIkzXuZvf4ZyJysHu8pzhZpj4Rkb+LyCoR6QHcAQwWJ/vYX9zqO0hTFran3bgxAGfSMnbMmcDFwBEBM4BXcOITGYYnTBEY2c4s4Hj3dSnOQNoKOA7naflaVS0FhgFjRGQYTsjfUW7APoAfAv92B+frgAnqhPiei5P5rhEPZTa5x/8GXO4euxEnGOKROJFi93OPX4WTbOZwVb3CPXYEcClOJqpBONF1cf83hloXkf2BNqq6GEdBfM93TlW3Am1EpLuHz88wTBEYWc88YIQbjXUP8AGOQjgeRxH8QEQ+AeYDhwGHqpMJairwHXEyYU3GGUxH4QzA74nIApyoj/0D2otU5kU/uQa4r4/DCZGOqk4Ftobpz0equkZVG4AFfnX0xknM4+NMX5040SrPDKinEiemv2FEpCjdAhhGPKjqXjcXxbnA+ziRSccCg4FdOE/lI1V1q4g8DrR1L/038Cuc+O8fq2qVuwzzpqqGW1aJVGaP+7+ept9XNInT9/i99q9jl5/sAD/BSdzi2wvoLSL7qqpv47ite41hRMRmBEYuMAtnwJ+FMwu4COdpuhNOJrPtIlKCY2rpoxwnsc0FOEoB4EPgWHfZBTcu/oEBbXkpE8hs4Adu+Yk44bMBqoCOHvu4BPC1eTTOElQ/VR2gTi6OO3H3BVyFtg9Q4bFuI88xRWDkAu/iLJ18oE4Wr93Au6q6EGdJaDHwKPCe7wJVrccxvzzR/Y+qbgTOAZ4RkU9xBv2D/RvyUiYINwMT3SWqE3Hy8Vap6macJaZFfpvFoXgNJ98GOMtA/w04/1/Al9ZxBE5C9HApDw2jEctHYBhJRkTaAPWqWicio3HyLh8eZR3tgBk4uarrI5S9F3hFVd+OVWYjv7A9AsNIPvsBz4lIAVCLsxwVFaq6S0RuBPripHQMxyJTAkY02IzAMAwjz7E9AsMwjDzHFIFhGEaeY4rAMAwjzzFFYBiGkeeYIjAMw8hz/j9FbzzldSLomwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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VO3bw6DEOHjnGrkP5Ua1umblqF9e8FHoGnoG//5QjBUUcOVbEXy7vz7gB7f3HJvxnCW/fdFq5a17/ZmOpcRa3uI3SqXWSSrU/fL5iZ8j7Lt68n1+/syTosSJVrnrxG+rXTWb7waP+/at2HOLgUadK6ovVu/lideWlg6rYezi8x/vNeyte5W7F9kPRSE6VRBIkXgA+B74Das0q4D9/YwFfrdnDKRnN6Nyi9FS8xcXKzFW7yOpV/kMmZ18erRvVI6VOJDV6pjqmLdvB2/NzyDtWxDM/qngigNfmbOT+/y4F4MEL+nLNaRnVvv+Ah6axP+8YK34/hnp1w1+Pq7hYKSgqjuiam15zPkxvHN6VomKlTnIShUXFiAgX/PVLNuwpKfS/PCa8KaT/u3ALr83ZyDs3l/8wByoMEBv3HC71gfiLNxdTWFQSoOZu2EdhUfmPjQI3EBw9VsRv3N8HhNdAHejNeZuD7t9xMJ8dB/NL7avJhvZns9dWfpLHRfIJVqiqd6nqP1X1Fd9XzFLmEb4/sIIgf7QvfbWe616ey8dLt5fan1dQyBmPzWDCu0tYuuVAqblWgjl49Bh/nrbSP+fL/ryCUo1bPoeOHivXlzqUgsJi5gZp3IqF3PxCNu91PpSmf7+DpVsOsCc3H1Xli9W7gvapP3T0GP/4Yl1E/7AZE6bw52kl3RE/XLyVjAlTeHPuJj5cvJWZbv1yqAnRLn7ua66depj1uw/7AwTAAx+UlGTenrfZqXdevZsBD03jshdmV5qu4mJl56Gj/mqKf83eUOr4+t2HmbdhLze+Oo8XZq4lY8IUPly8lde/2cjzM9fS9b6P6P2bqRw4coycfXnszwu/cvmi576m+0Snk2H3iR/zgzIBAmDJrkIO5xeyOzefnQeP8udpK4PWxd/55iLmbdzHht2HeTvEh24oZz6RXW7fL8s83fvSGWjy3M0UFBbT+zdTeXt+TkT3NDUjkpLEDBEZD3xI6eqmmvkkqgHf5Rxg/5EChvUov5ZS4Mfct+v3kpxUshD69gMlxdiZq3bx189WA/C/xdt4d4ETIC4MKHqXdcPL8/y9FdY9ci4DHvqUusnCl78+i9aNUhER9h4uYODvP+XWEd3I2XeEcSe3p0/bxqQ3Dl6t8vCU73nFHQ376EUncsXgTqWOH84v5J1VBQw5vSjkE6yqcv9/l3LJoA6cHGwOG9dlz8/m+20HGdq1BbMDGiX7tmvMsq0HeeziE7n8FOf+b83dzK/+E7xqIFBhUTHPzFjLT8/IoFG9urzh9iF/+vM1dGzegOE9W/Fztz731//5rtS1izbv87++c/JCmjZI4eqhnZm/0dk/4o/Z5e5391uLmblqJ7vdBV5+8qLTxdNXt7w7N5/tB47Sr30TwGmA7d+xKU3q16XrfR+Veq/co4XkFxbxwPvLyMxozj1vL/Yf8zVG+tIeyDeiVgTuHNmT20d2L1dC3X7gKEP+8Jl/e+Gm/f79UNIGEOjP8/P58/xPyu33WffIuaW6bGYF+fnEUs/7rSe9l0m4IydFZH2Q3eqlHk6ZmZk6b17VhuVnZ2dz7VSn18HSB89h2/4j9Ehv5H/SrZMkZPVqzT+uyfTv830o3n/eCdwwrCv7Dhdw8u8/Dfr+cyeOokn9uvxx2komzVrHyv8bw+H8IgqLihn66Of+3gs/G9bFv7QhwGMXn8j5/dvR57fB/8nLzi2zOzeflmmpjHvmKxZt3u/f//ndZ9K1VRpvz9vM0i0H+HDJNvYeLmBYj5aM7deWH53aibJ2HjrK4Ic/o17dJFb8fiwH8o4x5btt5BUUMrxnK9o2qcfGPXn84K9flrs20M/P6s45fdvw/daDlQaIZQ+ew+qduazYdpAJ735X4bmV+fGpnXj9m02Vn1iJxQ+M9n+Af3T7MNo0qcdA9/fcvml9tuwvXZ98eWZH3l2Yw7Gi6rcHfHjbGbwyewPv2FO2CUNVJxYUkfmqmhn0WCLNm1OdIPHJ9BncOL10Mf3V6wdz1Yul62H/euXJ5Z4Cf3iyU0p4b2HF1UqNUutwyB2pOvvesxj6h8/DStu3941k8COfhTz+1BUDWLvrME+7JZhQWqalsjs3P+ixPm0b89vz+3Dbvxfw8R3Dyc0vLPXE/fJ1p/Dil+v9DXx1k4XmDVPK1fcmopM7NfU/sRvjZXENEiJyK/C6qu53t5sBV6rqs1VKVQxUNUgUFBYHLfI+cH4fHvzw+2gkrVo+vmNYhTNytm1Sj20BVV7GmOPL1DuHMebJyru5ViYWQSKShuuf+QIEgKruA35WpRSFSUTGiMhKEVkjIhNidZ9XQ8zv4oUAAZVP2WwBwoRj8vghMXvvE9o25pas8t1xT+vmLO35yk8Hs+HR87j/vBNicv87R/UI67zkJGHDo+dx+0jn/A9vO4MT3XYmgO8fOofvHzonaum6LLMD4wZUPFJ8TN829G7TuNz+G4d39ac5niIJEkkS0IrmrnGdEv0klXr/Z4CxQB/gShHpE4t7hTsC1JhwXDm4fPuOzwtXDSq1ndGigf/1wE5NGduvTblrurQMrwtrWdN+MZx594/ybw/p2oLXrj8VgD9d2r9K7xlKi4Yp3DO6F5cGjCcanNGcJy7tz18u78+ZPZ3OIF1blc/Le7cE73IbiTtH9QzrvFO7NAfgrrN7su6RczmxQxM+uO10zurdmpuzutEgpQ4NUiJa1blCDVLqcNfZvSo8J1QQ8M3ZFG6QGNwm/C7UkYjkp/EJ8JaIPI/T2ecmYGpMUuUYDKxR1XUAIjIZZ3ryqD/en9+/HdO+3xHttzUJ6vazuvP05/45L2nbpB63jujOpFnr2LQ3jz9cdKK/N9aoE1pz9+he/G/JVrbsO8I5fUuCwH3n9mb88G68OnsDjevXZWy/tqTUSeKz5TsY2KkZCzbt49/fbOLZnwxk6B8+93c0AGcAWLMGddkXZHTwuAHtuHt0Lzo2dwJQ83rC3qNOtfIZPVr6qyQuHtSBd+bn+Htf3X12T5ZsOUBGiwZMPK9Phd2Tf3p6F176aj3pjVPZcTCfCwa0IylJeOLS/jxxaX+mLt3G8J6taJBShx+eXBI4AifHS04SxvRtU2HPuSb163KgklHL4fr4jmH+nwmUfAiLCC9de0rI664a0pkvVu/ydy2+/owuvPhlsH48jpG9W/OZO/ivfkoynVo04Jv7RnJqiHbFAR2bBt3viw11koRwOkXXjVGJI5Ig8WvgRkqmDp8G/CMWiXK1BwI7a+cAp8biRpkZof9ITWJqXK+Of8Stz1m9W3Pj8K68PT+nwt5Ed43u5Q8SgXXAPw7oIfbCVYNomZbCoM7Ok+sJbUuqE169fjDHior9K6hdNTSj1PuPPCHd/933+qPbh7Fhz2GGdG1BUbFy0bNfcfvIHjSqV5cOzeqzasch/rNgCx8u3sqNZ3Yr9WH42PD6DBs2PGheLhnUgYsHtmfBpn0M7NQs7JHn5/dvy0tfradN43rMnjCy3EylY/oFnyajdeOSif7evmlo8OVBAyx+YDRQfgDcgI5NefTiEyusx//xqZ246+yeDPq/6Yzs3brU7yASDVPrlOoC/4OT2lYYJAJLfr4R8aG6ql88sAM3DOsS9Fj/Dk2B0CWJsm2RKbEpSIS1xvUknCnBp6vqc8BzsUlK+VsH2Veuld0duzEeID09nezs7IhvVBCFroqmxJC2yczZVrX5mMZ1r8t/1xyjS+Mk1h8MPur2hOZJLN/rHLulfyqbc4v5cO0xhPDWpshMT+a2k1PZd7QuhcWQliK8siyfC9vmcmTTd5zXUhk5qgE3Tw8+VVng31iov7dU4NAuyA7xWZIEZG8vP91zZbLdHr2/6AfsWE4esMptUru4LVzctiE7Vi5gR8ASCPl5h5nzVeWNojNDf+6Vs3CBM+L74KFDzJo1M/wLy7zHwXXOJ9uDp9Uj7xg8Ntf50OvdPImUZAn58x3X4SjbV5SsKxHsvLOb7eG7ebPdEeeHq/TZALBl8yby8koeKHJWLAp5brs0oVfSdi7sVpf31x5j/pwv/YM7WzcQduaV/gs9u/leZs50fn5pdSE3oNB0dIvz91FcVMg9mfX447zSbY8F+U7Pwst7pTB94zHObX+synmsSDgliZdwFhi6S0QKcEoQU1V1ccWXVVsO0DFguwOwtexJqjoJmARO76asrKyIb1RQWAyfxm9AT2bnZszbuK/c/iSJfD78805sy5QwVu4CmHR2A74+3No/iVp1zZ04ijpJQrOGKfzo73P4eq3T1uOrFjmpQxP+c/Np9Agy8tbnyRtG86diJUmgy72lB6nddGY3erRO4+JBHZi6dDs3vTaf2y8ZQb26yfzVPeeGV+YyfXnpeX7+cnl/urRM88/G+eKNI2nSoG6pc8aOorzpU8ho0YAZ92Tx3sItnHdSW1LruI9rU6c4Y2eq8PdW07Kzs6uWzqmln96/+91okpOEBil1nDE4c76iUaNGZGWdEdHbXrh9Ie8v2sqZpw2me+tGpY5tZAmjTkhnVJ8y61SXScuQU0+hd5vG3F6wko1788jKOrncOdX53QxdNcc/MPTyEQNZ8J8lcMQZD3P+6BGcPxr++MlK/jajpNoxpU4SX98/FoBLgafKvGf9uTMgr+TB46YzuzFmVG//dsOvp5N7rKRL+ZChQ+Hzz6ifmsJtl4zkj/NK5y81NRWOHuXn407nsWYNqv57rkSlQUJV5wBzgN+JSAtgNHC3iJwELMAJGG9FPWUwF+ghIl2ALcAVwI9icJ8aW9j82tMyyn0g+0a7Bn4gNqpXhxn3ZNEyLZVbX1/g/9BvkJLMe7eczjlPzir1HpcM6sDEc09AgeYNUzj2r3nl2lhO6tCEJTkH2PDoef5pMmbOnMnvLujrT9MJbRsHHbHrc9WQzowf3pVmDVOYu34vizbvZ+/hAsb0a8PaXbm0alRSlfDb8/sw5skv+PWY3lw1tDOTZq3jx6d2om5ySV+JCwe04/1FW6mTJBQGRMPA4vWVgzvyxrdOreOEsSX/UGP6tQna3e/07i39QeIvl/fn4++2++vEfeNEygaIUL6dOJKGKXUQES4aWHqCx0W/PTvoYjCJrFG9kp+bL+dVGWb1yA9P5MIB7coFCIBHLz4prPfwrbFw1+iKG4Wr6qVrT2HP4Xya1K9Lo3p1GdS5GVv2H/G3CUGQtSoq+VlU9tfyz2sHc27AbK/+9SRC/J35/mVCTUMTLRE146vqHuAN9wsRGYRTyog6VS0UkdtwGsyTgZdUNTrThZYRyQ/50YtOrHAk8IMX9GXq0u3+p5BLB3Xg8lM6sm73YS7L7FguSPg+aJ66YgAdmtXn4udm83/j+vkXaWlc3/kVXTywA3+6zOmRcu/Y3sxet4cT2zdh1Anp9C/T8DXp6kw27jnMTa8t4NGLTqR141Sa1k/xr6cbqt751esH++f+f+vGoaXmLRrUuRm/H1cyW+eI3q0Z0bu1f/v07iX/PAC92zQu9SF+19klvU9+eU4vTu/ekhPbN+EnQzrzx09W8k2QZR591/uCRDjqBPxD/fDkDqUaTT+5cxhTZ3wV9nu1bhR6JtmmDWLWse+44PsT0iosPtswtY6/PaaqYt0ttH5KMh1SStp1Hr/kJK4e2rlUI3N1K6nLTv7Zp11jfjKkE6/N2UTbJvX8QaJOUvBOqL6fvWeChIjcAfwTOAT8HRgI3KuqD8cobajqR8BHlZ5YTYFPhD3T00qtO1vWZZkduWJwJwoKi3lvYY5/3qDP7j6TlmmpNKlfl2tOy2DGip28MnsDj19yEiJCZobTgDnzl1ms2ZnL9a/MK9XA5ZvbqezTse9hZVDnkga+G8/sxo1BpogO1LlFQz6+Y1ipffVDtGz999bTmbVqFy3TUnnjZ0NIEhjcpTmLfns27y3cQq/0RvQN6EteXbeO6O5/fYr7c6nInaN6cPBIeGsqJ4f4hwJokZZK+0Y2K2+4ptx+BgePFHLl3+eUO9bJbRi/ekhGjaTlgv7t+GDxVp7/yUDue28p7ZqGXn/hfz8/g5VL5kf1/vXqJvv/h33KrrZXWcDs3roRG/bklSodl+ULCDcM60q7JvW5ZFAHrg0xQ3FJSSKMDFRDJCWJn6rqUyJyDtAauA4naISeOew41DItlVU7cvnRqZ04/6R2FBUrB44c49Z/L+Dl607xB5SUOklcfkonBnRsxvaDR+nWKq3U+5R90vbp3KIhnVs05P1bTy/VAyWUG4Z1Zfa6PYzuW70nr4oM6NjU/4Q01B38BM7T8nWnB+95EU2VPQiF2wceSpckTPX0bRf6waBpg5Qqj+6tiicvH8CfLutP3eSkkD2nfPq1b8Lu1bF/GLj2tAxapqVwx+RFQOXth09eMYCFm/axYON+Z0eQurrA/4WkJOGPFYxnGdylOVOWbKNerLo1uSIJEr7knwv8U1UXS7j95Y4j44d35eu1e7hndC+aNyypUjjvpOD/EL3aNCq1sla4ylYRhdK9dRozfzki4vevrXzVEKd3b1HJmeZ4kpQkJFVaq1+zkpOECwe09weJyqY4Skutw7AerfzVSCe5XVyr6k+X9ueOkT1oXC+8NraqiiRIzBeRaUAX4F4RaUSCLT7UqlEqWb1a1+gTkik9wKq6fLVNrcpUBRgTa+G2UWT1as03940MOXYiXPXqJtMzPfIH1EiFM06ijqoWAtcDA4B1qprn9nS6LsbpqzG/zKzHJaNPj3cyTDWd1Sudnulp3HZW98pPNmH5esJZ1W6krQlT7xwWlfWpI5WSnERBUXFEDcjVDRA1KZySxBwRycGZgmOqb5I/t6dTwkx61Ldl8nH1i0sk0ay0bNKgLtN+cWb03tBU2EjsJcEmyasJT1x6EndMXkRmQOeS6vLSEg7hjJPIFJHOOBPtPSki7YEvcUZhz1TVxF9QwBhjQvD1copGV9RoVr1GS1hdAFR1o6o+r6rjgNNwljAdBXwhIjW3qrgxxnhUNErEXuwKFPGcuKp6TEQWArtV9VduycIYY2olD9UMxUQkg+mygQvcaxYBu0RkpqreFZukGWPM8SPWpYC7zu5J+6b1GdylOceKaq5jaSQliSaqelBEbsAZJ/GAiFS8qr0xYfBiEduYcJWs+xDbAXy+1fRqWiRBoo6ItAUuAybGKD3GGHNcObVrC244owvj3eVGE00kQeIhnCk4vlTVuSLSFVgdm2SZ2sSLPTqMCVdyknD/D6K7srKX2jnCDhKq+jbwdsD2OuDiWCTK1C5W3WSM45asbmzam8dlp3Ss/OQaEknD9dNBdh8A5qnq+9FLkjHG1E4t0lL5+9WZ8U5GKZG0tNTDmZZjtft1EtAcuF5Enox6ykytMaZfm3gnwRgTQiRtEt2Bs9x5nBCR53CWMj0bCL0KjzGVGNHLmVK9aZgrxhljak4kJYn2QMOA7YZAO1UtAmxqDmOMSUCRlCQeBxa5g+oEGA48IiINgekxSJsxxpg4CytIiEgSsBxn3qbBOEHiPlXd6p7yy9gkz9Qm1snJGO8JK0ioarGI/ElVhwLWk8kYY2qJSNokponIxYm4ZKkxxpjgImmTuAunsbpIRI7g1A6oqsZnpQ9jjDExF8mI69gvpmpqJSubGuNdYVc3ieMnIvIbd7ujiAyOXdKMMcbEWyRtEs8CQ4Efudu5wDNRT5ExxhjPiKRN4lRVHeiuSoeq7hORlBily9RC1ifCGO+JpCRxTESSAQUQkVZAtZZHEpFLRWSZiBSLSGaZY/eKyBoRWSki51TnPsYYY6omkiDxNPAe0FpEHga+BB6p5v2XAhcBswJ3ikgf4AqgLzAGeNYNUMYYY2pQJL2bXheR+cBInO6v41R1eXVu7rs+SDXDhcBkVc0H1ovIGpyR3rOrcz9jjDGRiaRNAlVdAayIUVoCtQfmBGznuPtMArMWCWO8J6IgURUiMh0ItmDAxAoWKwr2eRF0QT8RGQ+MB0hPTyc7O7sqySQ3N7fK1x6vvJLnvUedpq2CYwUxT49X8lyTLM+1Q6zyHPMgoaqjqnBZDhC4fl8HYGuwE1V1EjAJIDMzU7OysqpwO8jOzqaq1x6vvJLnbQeOQPbn1K2bEvP0eCXPNcnyXDvEKs+RNFzXpA+AK0QkVUS6AD2Ab+OcJhMjYhVNxnhWpUFCRPaKyD9EZGS0J/cTkR+KSA7OIL0pIvIJgKouA94CvgemAre6ixuZBGahwhjvCacksQtYBDwE5IjIUyIyJBo3V9X3VLWDqqaqarqqnhNw7GFV7aaqvVT142jczxhjTGTCCRKHVfVvqno6zhP/FpxxC+tEpLrjJIwxxnhYOEHCXwugqptU9XFVHQiMxda2NlFks3IY4z3h9G6aEWynqq4EHoxucowxxnhJpSUJVb2rJhJijDHGe6rVBVZEfhuthBhjjPGe6o6TuCEqqTDGGONJlbZJiMjBUIeA+tFNjqmNrMHaGO8Kp+F6P3CKqu4oe0BENkc9RcYYYzwjnOqmfwGdQxz7dxTTYowxxmMqLUmo6v0VHPt1dJNjajerdzLGa6rUcC0iv4tyOowxxnhQVXs3XRDVVBhjjPGkqgYJqxcwUWe9nIzxnqoGiUFRTYUxxhhPCmtlOhE5BxiHs860AltF5H1VnRrDtBljjImzcAbTPQn0xOkKm+Pu7gDcLiJjVfWO2CXPGGNMPIVTkjhXVXuW3SkibwKrAAsSplqsKcIY7wqnTeKoiAwOsv8U4GiU02OMMcZDwilJXAs8JyKNKKlu6ggcdI8ZY4xJUOGMuF4AnCoibXAargXIUdXtsU6cqR003gkwxoQUVu8mADcolAoMItJbVVdEPVWmVrK2CWO8p7rrSUyLSiqMMcZ4UjhdYJ8OdQhoGtXUmFpJrb7JGM8Kp7rpOuBuID/IsSujmxxTm9m0HMZ4TzhBYi6wVFW/LnvAZoM1xpjEFk6QuIQQ4yFUtUt0k2NqM6t2MsZ7Km24VtW9qpoXi5uLyBMiskJElojIeyLSNODYvSKyRkRWunNHGWOMqWGVBgkR+VBEzheRukGOdRWRh0Tkp1W8/6dAP1U9CWeKj3vd9+0DXAH0BcYAz4pIchXvYY4T1iZhjPeE0wX2Z8AwYIWIzBWRj0TkcxFZB7wAzFfVl6pyc1WdpqqF7uYcnIkDAS4EJqtqvqquB9YAwaYGMcYYE0OiEVQEi0gG0BY4AqyKZjWUiHwIvKmqr4nI34A5qvqae+xF4GNVfSfIdeOB8QDp6emDJk+eXKX75+bmkpaWVuX0H4+8kud9R4v5RfYRmqYKT45oENN7eSXPNcnyXDtUJ88jRoyYr6qZwY6FPeIaQFU3ABsiuUZEpgNtghyaqKrvu+dMBAqB132XBbt9iDRNAiYBZGZmalZWViTJ88vOzqaq1x6vvJLnbQeOQPbnpKamxDw9XslzTbI81w6xynNEQaIqVHVURcdF5BrgB8BILSnW5OBMIujTAdgamxQarxCbmMMYz6nutBzVIiJjgF8DF5SpuvoAuEJEUkWkC9AD+DYeaTTGmNos7CAhIq2D7OtVzfv/DWgEfCoii0TkeQBVXQa8BXwPTAVuVdWiat7LeJSNjzDGuyKpbvpCRH6jqm8BiMjdwPVAn6reXFW7V3DsYeDhqr63Of5YF1hjvCeSIJEFTBKRS4F0YDnWLdVEkZUojPGesKubVHUbTtXPUCAD+Jeq5sYoXaYWsRKEMd4VdklCRD4FtgH9cHobvSQis1T1nlglztQOVoIwxrsi6d30jKperar7VXUpcBpwIEbpMrWQlSiM8Z5Ili/9b5ntQuD30U6QMcYY74ikuukQJaOeU4C6QK6qNolFwowxxsRfJCWJRoHbIjIO691kosCaJIzxriqPuHarn86KXlJMbWdNEsZ4TyTVTRcFbCYBmdhDoDHGJLRIBtOdH/C6EGc22AujmhpTK0UyXb0xpmZF0iZxXSwTYowxxnsqDRIi8lcqqFZS1dujmiJT64gNkDDGs8IpScyLeSqMMcZ4UjhBYpSqXiUid6jqUzFPkal1rE3CGO8KpwvsIBHpDPxURJqJSPPAr1gn0NQeVu1kjPeEU5J4Hmf2167AfEp3Z1d3vzHGmARUaUlCVZ9W1ROAl1S1q6p2CfiyAGGMMQkskvUkbo5lQkztZU0SxnhXlaflMMYYk/gsSBhjjAnJgoQxxpiQLEgYY4wJyYKEMcaYkCxIGGOMCcmChDHGmJAsSBjPsFk5jPGeuAYJEfm9iCwRkUUiMk1E2gUcu1dE1ojIShE5J57pNMaY2ireJYknVPUkVR0A/A/4LYCI9AGuAPoCY4BnRSQ5bqk0xphaKq5BQlUPBmw2pGRxowuByaqar6rrgTXA4JpOn6kZNi2HMd4VyRrXMSEiDwNXAweAEe7u9sCcgNNy3H3Brh8PjAdIT08nOzu7SunIzc2t8rXHK6/keWdeMQD5R4/GPD1eyXNNsjzXDrHKc8yDhIhMB9oEOTRRVd9X1YnARBG5F7gNeIDS05H7BH3eVNVJwCSAzMxMzcrKqlI6s7Ozqeq1xyuv5HnTnjyYNYPUevVinh6v5LkmWZ5rh1jlOeZBQlVHhXnqv4EpOEEiB+gYcKwDsDXKSTPGGFOJePdu6hGweQGwwn39AXCFiKSKSBegB/BtTafP1CzrAmuM98S7TeJREekFFAMbgZsAVHWZiLwFfA8UAreqalH8kmmMMbVTXIOEql5cwbGHgYdrMDnGGGPKiPc4CWPQ4H0SjDEeYEHCeIYE7dRmjIknCxLGGGNCsiBhjDEmJAsSJu5sWg5jvMuChDHGmJAsSJi4s0F0xniXBQkTd1bdZIx3WZAwnmElCmO8x4KEMcaYkCxIGGOMCcmChIk7a5IwxrssSBjPsCYJY7zHgoQxxpiQLEgYY4wJKd6LDhlD5+YN+PGpnbjmtIx4J8UYU4YFCRN3SUnCwz88Md7JMMYEYdVNxhhjQrIgYYwxJiQLEsYYY0KyIGGMMSYkCxLGGGNCsiBhjDEmJAsSxhhjQrIgYYwxJiTRBFoWTER2ARureHlLYHcUk3M8sDzXDpbn2qE6ee6sqq2CHUioIFEdIjJPVTPjnY6aZHmuHSzPtUOs8mzVTcYYY0KyIGGMMSYkCxIlJsU7AXFgea4dLM+1Q0zybG0SxhhjQrKShDHGmJAsSBhjjAkp4YOEiCSLyEIR+Z+73VxEPhWR1e73ZgHn3isia0RkpYicE7B/kIh85x57WkQkHnkJh4hscNO6SETmufsSPc9NReQdEVkhIstFZGgi51lEerm/X9/XQRG5M5HzDCAivxCRZSKyVETeEJF6tSDPd7j5XSYid7r7ajbPqprQX8BdwL+B/7nbjwMT3NcTgMfc132AxUAq0AVYCyS7x74FhgICfAyMjXe+KsjvBqBlmX2JnudXgBvc1ylA00TPc0Dek4HtQOdEzjPQHlgP1He33wKuTfA89wOWAg1wVhGdDvSo6TwndElCRDoA5wH/CNh9Ic6HCu73cQH7J6tqvqquB9YAg0WkLdBYVWer89P+V8A1x4uEzbOINAaGAy8CqGqBqu4ngfNcxkhgrapuJPHzXAeoLyJ1cD44t5LYeT4BmKOqeapaCMwEfkgN5zmhgwTwJPAroDhgX7qqbgNwv7d297cHNgecl+Pua+++LrvfqxSYJiLzRWS8uy+R89wV2AX8061W/IeINCSx8xzoCuAN93XC5llVtwB/BDYB24ADqjqNBM4zTiliuIi0EJEGwLlAR2o4zwkbJETkB8BOVZ0f7iVB9mkF+73qdFUdCIwFbhWR4RWcmwh5rgMMBJ5T1ZOBwzhF8FASIc8AiEgKcAHwdmWnBtl3XOXZrXe/EKcapR3QUER+UtElQfYdV3lW1eXAY8CnwFScqqTCCi6JSZ4TNkgApwMXiMgGYDJwloi8Buxwi1+433e65+fgRGmfDjjF2Rz3ddn9nqSqW93vO4H3gMEkdp5zgBxV/cbdfgcnaCRynn3GAgtUdYe7nch5HgWsV9VdqnoMeBc4jcTOM6r6oqoOVNXhwF5gNTWc54QNEqp6r6p2UNUMnCL556r6E+AD4Br3tGuA993XHwBXiEiqiHTBaSD61i3OHRKRIW6PgKsDrvEUEWkoIo18r4HROEXWhM2zqm4HNotIL3fXSOB7EjjPAa6kpKoJEjvPm4AhItLATetIYDmJnWdEpLX7vRNwEc7vu2bzHO8W/Jr4ArIo6d3UAvgMJyJ/BjQPOG8iTo+AlQS0/gOZOB+2a4G/4Y5U99oXTv38YvdrGTAx0fPspnUAMA9YAvwXaFYL8twA2AM0CdiX6Hl+EFjhpvdVnF48iZ7nL3AeehYDI+Pxe7ZpOYwxxoSUsNVNxhhjqs+ChDHGmJAsSBhjjAnJgoQxxpiQLEgYY4wJyYKEMQlIRM4TkSUiMjHeaTHHNwsSxiSm63BGZI+Id0LM8c2ChDHVJCLZIpIZ5fdsKiK3BGxnibsmSojz3xGRrgG7/oczHcPmMudND1x/wJjKWJAwxpuaArdUdhKAiPTFWTdgXcDuNJzRuk3KnP5quO9rDFiQMAlMRH4lIre7r/8iIp+7r0eKyGsi8pyIzHNX/XrQPTZWRN4KeI8sEfnQfT1aRGaLyAIReVtE0oLcM+g54qwY+KC7/zsR6e3ubyXO6mILROQFEdkoIi2BR4Fu4qw894T79mlSsgLf6+48PAA/pvxcPD8GbgZOLlNy+ABnzidjwmJBwiSyWcAw93UmzodsXeAMnKfsiaqaCZwEnCkiJ+FMyzzEnSAR4HLgTfeD+35glDpTsc/DWfXQL4xzdrv7nwPucfc9gDP55ECcWXs7ufsn4CwmNEBVf+nuOxm4E2cFsq44Mx3jfvdPiS8i3YFUVV2GEzwu8R1T1X1Aqoi0COPnZ4wFCZPQ5gOD3Jlx84HZOMFiGE6QuExEFgALgb5AH3VWAJsKnC/OCmjn4XzQDsH5cP5KRBbhzL7Zucz9Kjvn3YB0Zbivz8CZyh5VnQrsqyA/36pqjqoWA4sC3qMtzsJLPj/2vSfOrKE/LvM+O3HWZDCmUnXinQBjYkVVj7nriVwHfI0zS+wIoBtwBOdp/hRV3SciLwP13EvfBG7Fmb9/rqoecqt2PlXViqpqKjsn3/1eRMn/XvgL0pdcX/Y9jgSkHeBHOIvy+Noe2opIR1X1NWLXc68xplJWkjCJbhZOMJiFU3q4CecpvDHOKnYHRCQdp7uoTzbOwkU/wwkYAHOA092qHNx1DXqWuVc455T1JXCZe/5onGnOAQ4BjcLM43LAd89Tcaq1OqhqhjrrqTyG2w7hBrs2wIYw39vUchYkTKL7Aqc6ZrY6K7gdBb5Q1cU41UzLgJeAr3wXqGoRThfSse53VHUXcC3whogswQkIvQNvFM45QTwIjHarvcbirN98SFX34FRbLQ1ouA5lCs6aKeBULb1X5vh7gG+pz0HAHLdazZhK2XoSxsSRiKQCRapaKCJDcdbqHhDhe9QHZuCsb15UyblPAR+o6mdVTbOpXaxNwpj46gS8JSJJQAFOFVdEVPWIiDwAtMdZ5rMiSy1AmEhYScIYY0xI1iZhjDEmJAsSxhhjQrIgYYwxJiQLEsYYY0KyIGGMMSak/wfMnr6K+tIn3AAAAABJRU5ErkJggg==\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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YQUyYup0flH/M2MH55LdvzfqSUs6/5y3OH3EIJw7syqYd5fTo0JoPVm5lRP9OVDp0b9+aNq2yALg27B6a+I/ZFH+0jvvfWAbAT8YN4tIT+rM9PAp4bv5qNpSUcterSzh1SD5fu/NNAC4/8VDeXraROZ9u4snvHc+0D9ZwR/Eifnb6YLJaGL94egEAcz7dxKK1JbyxeD3TFq7d69/5K395bff7x+au2Of3UB5znp63kqfnrTzQX+l+mSfYQRYOR3s48K+w6WvAAqA3wSNLfpiMAPcTzzjgz0AWcI+7/2Z/yxcWFvrs2bPrta+Hp7zMV04ZxabtZTz7/ipuee5DIDhkXLttF+1btyQnuwXFH62jS14OX+jVAYA/vvgx60pK+fVZXyBW6bQwMDPWbttFxzataJXdgucXrOayfwTfUob26sCNZxxJp7ateG7+Ki49oT8frt5GyyxjQH67vWKqiFUyc8lGjujRjhZmdGjTktKKSlplt+A/81Zy+lE9aJm1bzEqrYjRwoyKmHNH8SLWl5Rxy9lf4Ln3V9G3Sy5H9GjP+pJS5s16A3oM5sieHcjJbkHHtq12b+Opdz9nyMHtOaxbENMLC1ZT6TCiXye27ipne2mMDm1b0rNjG7aXVlBaUcnMJRt2H2p/90v9WLl5J4d1y+PqUwYy/aO1rN5SSqyykjVbS3ny3c+56YwhHNIplzG3vgLAjJ8UcUfxYs4fcQi9D2pL+zbZlMecslgl23aV06FNS+5/YxlrtuxiRP/O9O+ay4aSMj5cvY2B+Xms2LSTYb077v4wW7l5J2WxSgblt+OO4sUAHLR9OV8bdyI52Vl8uHorXfNy6NCmJVktjLJYJe5QUem0zDKWrd/BoO57ficfr9nGrvIYX709+LZ75/nHMP4LPdheWsHbyzYyakBXWoRdGau27GTrzgo657Xir9MXsXlHOcf27cToQV3JzjLycrJpldWC7PD3Vx6rZEdpjHats3dvozaxSmfN1l306NCaJ975nFVbdjF2cD7d2rXm1U/W8fqi9SxctZVKh4Ozt3PFl0ewZF0J763YwtjB+by1dCM/HDOANxdvYPXWXRQN6sbO8hg7ymJMnrWcn4w7nO/c9xYLVm6lX5dcendqy4sL1jC0dwfeXrapzv9LUU2eeBwPzvyUKe+tavBtZ5JPbh5f4+dBXcxsjrsX1jgvQvF4GRgbPucKM8sGXgBOAd5398GRI6snM8sCPg73vQJ4GzjP3T+obZ36Fo+PVm/j1D+9Wt9Q99IyyyiPNb1v0yLStH1w06m0bRVp7D9g/8UjSinqCeTGTecCB7t7DEj1I0qGA4vC8y5lwGTgjIbeyc6yWIMVDkCFQ6QG7VpH/1BrSIPDi1SG9+u03+X+66TD+ELPDg2yz6N6Ncx2EtGljdWrcNQlyhZ/B7xrZsUE43iMAn5tZrnAtAaPbP96Ap/FTa8ARlRfyMwmEt4Bn5+fT3FxcUqCE6lLtkHFAX6X6NLGWL/Td/+MN+aQbKYtr6hxvYPzjB3lsLk0WOfOMW0pj8H8DTHmrKlgzpqg375VFpTF9sR68iHZ9Gnfgvvml9Ua071j27JupzN/fYyXlpfTJtv4+cg2NS773roKWrYwjuicBeQw7dNyHlxYxjUFOfRq14K73ytl4cZKeuUZK0rq94+V39ZYs6Pmdb97ZCuGdcumXasYDM0FSrlyUC4bdlbSOtvIbVm9i3AVfQ6r5Mdxt0UP757FrNXBv9eJvbJ5ZUXN/+ZVflyYw8F5LejUuoLywW35cEOMP8yp+bv394blcHS3LHZUwA9e3nPS/IaRrbnhzV115g5wWr+WjM4vS8pnX0LdVmbWAjgOWErwrd+AWe6e3DMytcfzDeBUd78knL4AGO7u/1XbOvXttir6fTFL12/fPT0ovx07y2Ms37jnl9mvSy757XOYuWTj7raxg/N54YM1AJx0eDde/nDPSa9TBufTJS+Hh2ctB2DMEd3YuquCEf06sXT9dqa8t4oTBnRhxifrufWcoSxdv52/vbKY8pjz/aLDKK2IMeH4fvTs2IZ3P9tM59xWdGjbEndol5PNttIKFqzcwssL11LQ5yAWrNzK7dMX7d7/Rcf3ZUdpjIu+1Jdxf5oBwC/PGMK3j+vDH6d9wm0vfcKfi9py8ugTWL5hB53zWtE1L4cd5TFe/GA13du34Z3PNjF2cP7u8x5L129n8doSFqzcyrPvr+L5H42ipLSC3FZZLNuwg807yhjWuyNbd1XQoU1wInTR2hJysltwR/HiIKcv9uWwbnnsLIvROS+Hykqn/0+fBeD7RYdxZM8O7CqPcWy/Trzy0To6tm3JzrIYpx/Vg58/NZ9B3dvz3S/1oyJWyYMzP2Vo744sWbedEwZ2oW2rbI78xfMAXHPKQF5btJ63lga/r3m/GEurrBbc/vh0LjvzRB6fs4KyWCWXntAfM6O0IkarsL947vLN3DNjCacMzqd7+9bc9/pSJo07nAH57SiPVTLg+ucAuG9CIScdns/KzTvplNuK1i2zavz72lkW477Xl/LFQztz9CEHAeDumBnuztL12+nfNS/CX+ze3l62kfx2rTmkc9t95k17eTpHFY6kW/vWkbZ5z4wl/OqZhfTp3JZPN+zg2vGH860RhxCLOQfltqp7A/Xwzbve5K2lG/fqflm9ZRcxd55693P+8tIidpbHGN6vExcf349NO8p4e9lG/vCNoRT+ahobtu8peOcN783yjTt46JLjIsexoaSUgl8F35Vn/2wM763YzMX3z2ba1aPokpfDsJte3Ged+Teeyhm3v8biddtZ8uvT9jlv1ffafR8P+MjE4xjRv3ONy7w2qYgv/XY6AMcc0pG5yzfXGOut5wzl7GN6UVxczOjRo6OmCjTcOY833X1kvSJoYGY2ErjB3U8Np68DcPdah8Wtb/H4bOMO7nvmdX5xwSl7tS9ZV8LO8hiHd2+/1zXdcz7dGJ5k3vvDYld5jF88tYBrTh1It3bR/rM2hIWrtlJWUcnQ3h33ap+7fBP9Oufu85/+QP7gGkp88ajvCb94Nz/zAX+fsZRFN48nO6sFn27YziGd2u6+MbMhcq76T77sN6cf0HZS4UDyLSmt4C8vfcJdry7huvGHc9mJhzZscNWUVVSyvqSUgzvWfBTz+qL1nH/PWxzXvxOTJ+79MfXEOyv40SPzmHX9ycye+SannVJU7zjcnbteXcK4Id3p2yV3d5uZUVZRycCfBV8ebjvvaAr6HESrrBZ0bZfD2m27WLByK0WDuu2zzV9O+YB7X1tK+9bZbN0VHLlU//up+rsygzeuPYmRt7wMwO3fOppHZ6/g1Y/X7bPdqm0kq3hE6bZ6wcy+BjzuiVac5HkbGGBm/YDPgXOBbyVjR707teXE3i33aa/t22BBn5r7TVu3zOK3Xz+qQWOLorabD48Jv+2muwMtHADXnz6Y60/fc11Hn865+1la9icvJ5tW4aXl2Q3wu6lLq+wWtRYOgLJY8GiOznn7XgZ+1tG9OOvoXgC03acrKhoz4/JqhbLqy0eruEvtvzr04L2W6dauNd0G1fyl8b+/PJj//nLwdzlr6Ua65NV+9Na9fWuy4u4HO3FgVx6fu/fjBY/q1YG7LihIIJsDE6V4XE1wkjxmZjsJuq7c3VN+S7S7V5jZ9wnueM8C7nP3BamOQ5KrKd4z+a/LR2bMzZ6Xn3goZRWVnD/ikMYOhRMO68IVow9lYhO/v6a2k/avTQouVb/ixEP36vZq17ol2dW6wYYc3J4eHWovtA0l4eLh7u3qXip13P1Z4NnGjkMk3rF993/FTnOSm5PNdacd0dhhAMHRz6Rxhzd2GJwwoEuNXVMHqtdBbfn1WV8AYPOO4PxN1U3FE77Ylxc+WMP4I7vz3PzVtG+zb09JMkR5JLuZ2bfN7L/D6d5mNjx5oYmINC3/+O4ILv5Sv6Tuo+qCgavGDADgi4d1YdlvTmdYeD4zVU9miNJtdQdQCZwE/BIoAf4KHJuEuEREpAatsluw9JbT9mmvunAnPP2TdFGKxwh3P8bM3gFw901mlpzr8kREpFY1Dd1Qda4tHcfzKA8fC+IAZtaV4EhEJCk0tolI4r55bG/e/Wwz/3XSYSnZX5TicRvwBNDNzG4Gvg78LClRiYhIJLk52dx23tEp21+Uq60eMrM5wMkEl+me6e4LkxaZiIikrUhPy3L3D4EPkxSLiIg0Ec179CEREUkKFQ8REYlMxUNERCKrs3iY2UYzu8fMTjZdOykiIiR25LEOeBe4CVhhZn82s+gPwhcRkWYjkeKx3d1vd/fjgZEEj0C/w8yWmNmvkxueiIiko0SKx+6uKndf7u6/c/djgPGkfuxyERFJA4nc5zG9pkZ3/wi4sWHDERGRpqDOIw93vzoVgYiISNNxQJfqmtnPGyoQERFpOg70Po9LGiQKERFpUuo852FmW2ubBSRtoFwz+x/gK0AZsBi4yN03m1lfYCHwUbjoTHe/PFlxiIjIvhI58tgMDHD39tVe7YBVSYztReBIdz8K+Bi4Lm7eYncfFr5UOEREUiyR4vEA0KeWef9swFj24u4vuHtFODkT6JWsfYmISDSJXG31M3efVcu8SQ0fUo0uBp6Lm+5nZu+Y2StmdkKKYhARkZB5Pca7NbMb3P2GA9652TSgew2zrnf3p8JlrgcKgbPd3c0sB8hz9w1mVgA8CQxx933OzZjZRGAiQH5+fsHkyZPrFWdJSQl5eXn1WrepSpecJ0zdDsD943KTvq90yTlVMi1fUM5RFRUVzXH3whpnunvkFzC3PuvVYz8XAm8CbfezTDFQWNe2CgoKvL6mT59e73WbqnTJuc+kKd5n0pSU7Ctdck6VTMvXXTlHBcz2Wj5T63upbtKfrmtm44BJwFfdfUdce1czywrf9wcGAEuSHY+IiOwRaRjaOAUNGkXNbgdygBfDJ8FXXZI7CrjJzCqAGHC5u29MQTwiIhJKqHiY2anAmUBPwIGVZvaUu09NVmDuflgt7Y8BjyVrvyIiUrdEbhL8EzCQ4JLdFWFzL+AHZjbe3a9KXngiIpKOEjnyOM3dB1ZvNLNHCG7eU/EQEckwiZww32Vmw2toPxbY1cDxiIhIE5DIkccE4E4za8eebqvewNZwnoiIZJg6i4e7zwVGmFl3ghPmBqxw99XJDk5ERNJTwpfqhsVir4JhZoe7+4cNHpWIiKS1Ax3P44UGiUJERJqURC7Vva22WUDHBo1GRESahES6rS4CrgFKa5h3XsOGIyIiTUEixeNtYL67v1F9hpnd0OARiYhI2kukeHydWu7ncPd+DRuOiIg0BYlcqquHDoqIyF7qvNrKzP5jZl8xs5Y1zOtvZjeZ2cXJCU9ERNJRIt1WlwJXA38ys43AOqA10BdYDNzu4ah/IiKSGRLptloN/AT4iZn1BXoAO4GP4wdpEhGRzBFpMCh3XwYsS0okIiLSZBzoHeYiIpKBVDxERCSyhIuHmXWroW1Qw4YjIiJNQZQjjxlmdk7VhJldAzzR8CHt3v4NZva5mb0bvk6Lm3edmS0ys4/C8dVFRCSFopwwHw3cbWbfAPKBhUBNIww2pD+6++/jG8xsMHAuMAQ4GJhmZgPdPZbkWEREJJTwkYe7rwKmAiMJ7vF4wN1LkhTX/pwBTHb3UndfCiwi+UVMRETiRDnn8SIwAjgSOA34o5n9fv9rHbDvm9l7ZnafmR0UtvUEPotbZkXYJiIiKWLuntiCZme6+5Nx09nAde7+y3rv3Gwa0L2GWdcDM4H1gAO/BHq4+8Vm9lfgTXd/MNzGvcCz7v5YDdufCEwEyM/PL5g8eXK94iwpKSEvL69e6zZV6ZLzhKnbAbh/XG7S95UuOadKpuULyjmqoqKiOe5eWONMd0/7F0E32fzw/XUERatq3vPAyLq2UVBQ4PU1ffr0eq/bVKVLzn0mTfE+k6akZF/pknOqZFq+7so5KmC21/KZGqXbapuZbQ1fu8wsZmZb6lXOEttfj7jJs4D54fungXPNLMfM+gEDgFnJikNERPaV8NVW7t4uftrMziS5J6p/Z2bDCLqtlgGXhXEsMLNHgQ+ACuB7riutRERSKtKzreK5+5Nmdm1DBlNt+xfsZ97NwM3J2reIiOxfwsXDzM6Om2wBFBIcFYiISIaJcuTxlbj3FQRdSWc0aDQiItIkRDnncVEyAxERkaajzuJhZn9hP91T7v6DBo1IRETSXiJHHrOTHoWIiDQpiRSPMe5+gZld5e5/TnpEIiKS9hK5SbDAzPoAF5vZQWbWKf6V7ABFRCT9JHLk8TeCp+n2B+YAFjfPw3YREckgdR55uPtt7n4EcJ+793f3fnEvFQ4RkQwUZTyPK5IZiIiINB1RhqEVEREBVDxERKQeVDxERCQyFQ8REYlMxUNERCJT8RARkchUPEREJDIVDxERiUzFQ0REIqv3GObJZmaPAIPCyY7AZncfZmZ9gYXAR+G8me5+eeojFBHJXGlbPNz9m1XvzewPwJa42YvdfVjKgxIRESCNi0cVMzPgHOCkxo5FREQC5l7rCLNpwcxGAbe6e2E43RdYAHwMbAV+5u4zall3IjARID8/v2Dy5Mn1iqGkpIS8vLx6rdtUpUvOE6ZuB+D+cblJ31e65JwqmZYvKOeoioqK5lR99lbXqEceZjYN6F7DrOvd/anw/XnAw3HzVgGHuPsGMysAnjSzIe6+tfpG3P1u4G6AwsJCHz16dL3iLC4upr7rNlVpk/PUZwBSEkva5JwimZYvKOeG1KjFw93H7G++mWUDZwMFceuUAqXh+zlmthgYiMZaFxFJmXS/VHcM8KG7r6hqMLOuZpYVvu8PDACWNFJ8IiIZKd1PmJ/L3l1WAKOAm8ysAogBl7v7xpRHJiKSwdK6eLj7hBraHgMeS300IiJSJd27rUREJA2peIiISGQqHiIiEpmKh4iIRKbiISIikal4iIhIZCoeIiISmYqHiIhEpuIhIiKRqXiIiEhkKh4iIhKZioeIiESm4iEiIpGpeIiISGRp/Uh2katOHsDwfp0aOwwRqUbFQ9Laj04Z2NghiEgN1G0lIiKRqXiIiEhkKh4iIhJZoxYPM/uGmS0ws0ozK6w27zozW2RmH5nZqXHtBWb2fjjvNjOz1EcuIpLZGvvIYz5wNvBqfKOZDQbOBYYA44A7zCwrnH0nMBEYEL7GpSxaEREBGrl4uPtCd/+ohllnAJPdvdTdlwKLgOFm1gNo7+5vursDDwBnpi5iERGB9L1UtycwM256RdhWHr6v3l4jM5tIcJRCfn4+xcXF9QqmpKSk3us2Vcq5+cu0fEE5N6SkFw8zmwZ0r2HW9e7+VG2r1dDm+2mvkbvfDdwNUFhY6KNHj95/sLUoLi6mvus2Vcq5+cu0fEE5N6SkFw93H1OP1VYAveOmewErw/ZeNbTXac6cOevN7NN6xALQBVhfz3WbKuXc/GVavqCco+pT24x07bZ6Gvinmd0KHExwYnyWu8fMbJuZHQe8BXwH+EsiG3T3rvUNxsxmu3th3Us2H8q5+cu0fEE5N6TGvlT3LDNbAYwEnjGz5wHcfQHwKPABMBX4nrvHwtWuAO4hOIm+GHgu5YGLiGS4Rj3ycPcngCdqmXczcHMN7bOBI5McmoiI7Edj3+fRVNzd2AE0AuXc/GVavqCcG4wFt0uIiIgkTkceIiISmYqHiIhElrHFw8yyzOwdM5sSTncysxfN7JPw50FxyzaLhzSa2bIw3nfNbHbY1qzzNrOOZvZvM/vQzBaa2cjmnLOZDQp/v1WvrWb2w2ae84/CB6zON7OHzax1c84XwMyuCvNdYGY/DNtSm7O7Z+QLuBr4JzAlnP4dcG34/lrgt+H7wcA8IAfoR3B5cFY4bxbBZcZGcMnw+MbOq46clwFdqrU167yB/wMuCd+3Ajo295zjcs8CVhPc6NUscyZ4PNFSoE04/SgwobnmG8Z5JMFDZdsSXDE7jeBeuJTmnJFHHmbWCzid4H6RKmcQfNAQ/jwzrr05P6Sx2eZtZu2BUcC9AO5e5u6bacY5V3MysNjdP6V555wNtDGzbIIP1JU073yPAGa6+w53rwBeAc4ixTlnZPEA/gT8BKiMa8t391UA4c9uYXtP4LO45aoextiTCA9pTBMOvGBmcyx4aCQ077z7A+uA/w27KO8xs1yad87xzgUeDt83y5zd/XPg98ByYBWwxd1foJnmG5oPjDKzzmbWFjiN4HFOKc0544qHmX0ZWOvucxJdpYa2yA9pTBPHu/sxwHjge2Y2aj/LNoe8s4FjgDvd/WhgO8HhfG2aQ84AmFkr4KvAv+patIa2JpNz2K9/BkF3zMFArpl9e3+r1NDWZPKFYCgL4LfAiwRP4JgHVOxnlaTknHHFAzge+KqZLQMmAyeZ2YPAmvAwjvDn2nD5Bn9IY2Nx95Xhz7UEd/YPp3nnvQJY4e5vhdP/JigmzTnnKuOBue6+JpxurjmPAZa6+zp3LwceB75I880XAHe/192PcfdRwEbgE1Kcc8YVD3e/zt17uXtfgsP6l9392wQPY7wwXOxCoOpx8U8D55pZjpn1Y89DGlcB28zsuPAKhe/ErZN2zCzXzNpVvQfGEhz+Ntu83X018JmZDQqbTiZ4XlqzzTnOeezpsoLmm/Ny4DgzaxvGeTKwkOabLwBm1i38eQjBaKwPk+qcG/vKgcZ8AaPZc7VVZ+Alggr+EtApbrnrCa5Q+Ii4qxGAQoIP4MXA7YR37Kfji6D/f174WkAwnkom5D0MmA28BzwJHJQBObcFNgAd4tqabc7AjcCHYaz/ILiqqNnmG8Y6g+CL0Dzg5Mb4HevxJCIiElnGdVuJiMiBU/EQEZHIVDxERCQyFQ8REYlMxUNERCJT8RDJIGZ2upm9Z2bXN3Ys0rSpeIhklosI7j4vauxApGlT8RBJEjMrNrPCBt5mRzO7Mm56tIVj0tSy/L/NrH9c0xSCx1J8Vm25afHjP4jURcVDpGnpCFxZ10IAZjaEYNyGJXHNeQR3J3eotvg/Et2uCKh4SAYys5+Y2Q/C9380s5fD9yeb2YNmdqeZzQ5HabsxnDfezB6N28ZoM/tP+H6smb1pZnPN7F9mllfDPmtcxoLRHW8M2983s8PD9q4WjAY318zuMrNPzawL8BvgUAtGCfyfcPN5tme0xIfC5xQBnM++zyo6H7gCOLrakcbTBM/DEkmIiodkoleBE8L3hQQfvi2BLxF8K7/e3QuBo4ATzewogsdfHxc+VBLgm8Aj4Qf6z4AxHjzufjbBKJW7JbDM+rD9TuDHYdsvCB7aeQzBE5APCduvJRjgaZi7/7+w7WjghwQjxvUneHI04c/dQw+Y2WFAjrsvICgqX6+a5+6bgBwz65zAv5+IiodkpDlAQfiU4VLgTYIicgJB8TjHzOYC7wBDgMEejNg2FfiKBSPWnU7wAXwcwYf262b2LsHTTPtU219dyzweF1ff8P2XCIYMwN2nApv2k88sd1/h7pXAu3Hb6EEwGFaV86u2SfAU1vOrbWctwZgYInXKbuwARFLN3cvD8VwuAt4geOJuEXAosJPg2/+x7r7JzO4HWoerPgJ8j2D8hLfdfVvYRfSiu++vy6euZUrDnzH2/J+saaCe2pTGvY/fxs642AG+RTBYUtW5jR5m1tvdq06etw7XEamTjjwkU71KUCReJTjauJzgW3t7ghEHt5hZPsFlrVWKCQaTupSgkADMBI4Pu4QIx5UYWG1fiSxT3WvAOeHyYwkeJQ+wDWiXYI4Lgap9jiDoHuvl7n09GM/mt4TnOcIi2B1YluC2JcOpeEimmkHQrfOmB6Pt7QJmuPs8gu6qBcB9wOtVK7h7jOBS1/HhT9x9HTABeNjM3iMoFIfH7yiRZWpwIzA27D4bTzA+9zZ330DQ/TU/7oR5bZ4hGLMGgi6qJ6rNfwKoGrK1AJgZds+J1EnjeYikITPLAWLuXmFmIwnGYR8WcRttgOkEY9fH6lj2z8DT7v5SfWOWzKJzHiLp6RDgUTNrAZQRdJVF4u47zewXQE+C4Vr3Z74Kh0S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- "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "for i in wrong_predictions: \n", - " plt.plot(wavelengths, data[i]) \n", - " plt.xlabel('wavelength(Å)') \n", - " plt.ylabel('flux (10-17 ergs/s/cm2/Å)') \n", - " plt.grid(True)\n", - " plt.title(str(i))\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Vergleichs-Benchmark" - ] - }, - { - "cell_type": "code", - "execution_count": 124, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.28" - ] - }, - "execution_count": 124, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from sklearn import svm\n", - "clf = svm.SVC(gamma=0.001, C=100.)\n", - "clf.fit(data_training, labels_training)\n", - "clf.score(data_test, labels_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 296, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\Josh\\anaconda3\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", - "\n", - "Increase the number of iterations (max_iter) or scale the data as shown in:\n", - " https://scikit-learn.org/stable/modules/preprocessing.html\n", - "Please also refer to the documentation for alternative solver options:\n", - " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", - " n_iter_i = _check_optimize_result(\n" - ] - }, - { - "data": { - "text/plain": [ - "0.6775" - ] - }, - "execution_count": 296, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from sklearn.linear_model import LogisticRegression\n", - "clf1 = LogisticRegression(max_iter=1000, random_state=123)\n", - "clf1.fit(data_training, labels_training)\n", - "clf1.score(data_test, labels_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 299, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.7225" - ] - }, - "execution_count": 299, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from sklearn.ensemble import RandomForestClassifier\n", - "clf2 = RandomForestClassifier(n_estimators=100, random_state=123)\n", - "clf2.fit(data_training, labels_training)\n", - "clf2.score(data_test, labels_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 297, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.4225" - ] - }, - "execution_count": 297, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from sklearn.naive_bayes import GaussianNB\n", - "clf3 = GaussianNB()\n", - "clf3.fit(data_training, labels_training)\n", - "clf3.score(data_test, labels_test)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.8.5" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/spectral_classifier_big/network_h5/spectral_classifier_v2.h5 b/notebooks/spectral_classifier_big/network_h5/spectral_classifier_v2.h5 deleted file mode 100644 index aa83bf00329b5f46d9843e09213af34a4348f2f8..0000000000000000000000000000000000000000 Binary files a/notebooks/spectral_classifier_big/network_h5/spectral_classifier_v2.h5 and /dev/null differ diff --git a/notebooks/spectral_classifier_big/speclist.txt b/notebooks/spectral_classifier_big/speclist.txt deleted file mode 100644 index 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"scrolled": true - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "from astropy.io import fits\n", - "import numpy as np\n", - "import os\n", - "import csv\n", - "import tensorflow as tf\n", - "\n", - "########## Input ##########\n", - "\n", - "data_path = 'F:\\\\data\\\\'\n", - "samples_per_class = 1000\n", - "\n", - "########## Program ##########\n", - "\n", - "# Listen mit den flux Werten, Labels und Wellenlängen erstellen\n", - "data = np.load(data_path + \"data.npy\")\n", - "labels = np.load(data_path + \"labels.npy\")\n", - "wavelengths = np.load(data_path + \"wavelengths.npy\")\n", - "\n", - "# Liste die Galaxie-Nummer speichert\n", - "numbers = range(4*samples_per_class)" - ] - }, - { - "cell_type": "code", - "execution_count": 113, - "metadata": {}, - "outputs": [], - "source": [ - "# TEST: WIEDER LÖSCHEN\n", - "# negative Werte werden auf 0.1 gesetzt\n", - "\n", - "# for i in range(len(data)):\n", - "# for t in range(len(data[i])):\n", - "# if data[i][t] <= 0.1:\n", - "# data[i][t] = 0.1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2) Normierung" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'np' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_4564/172449373.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mmedian_limit\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m3\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mdata_normalized\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m4000\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3522\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;31m# Normierungs-Test: median normalization\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mNameError\u001b[0m: name 'np' is not defined" - ] - } - ], - "source": [ - "median_limit = 3\n", - "data_normalized = np.zeros(shape=(4000,3522))\n", - "\n", - "# Normierungs-Test: median normalization\n", - "for i in range(len(data)):\n", - " \n", - " # median normalization\n", - " sorted = np.sort(data[i])\n", - " median = 0.5* (data[i][1760] + data[i][1761])\n", - " data_normalized[i] = data[i]/median\n", - " print(median)\n", - " \n", - " # No bigger value than 2x median\n", - " for t in range(len(data_normalized[i])):\n", - " if data_normalized[i][t] >= median_limit:\n", - " data_normalized[i][t] = median_limit\n", - " print(\"Datensatz \" + str(i) + \" oben abgeschnitten\")\n", - " elif data_normalized[i][t] <=-median_limit:\n", - " data_normalized[i][t] = -median_limit\n", - " print(\"Datensatz \" + str(i) + \" unten abgeschnitten\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Ohne Normierung**" - ] - }, - { - "cell_type": "code", - "execution_count": 114, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "for i in [1, 2, 3, 1002, 1534, 1550, 3999]: #1534 \n", - " plt.plot(wavelengths, data[i]) \n", - " plt.xlabel('wavelength(Å)') \n", - " plt.ylabel('flux (10-17 ergs/s/cm2/Å)') \n", - " plt.grid(True)\n", - " plt.title(str(i))\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Mit Normierung**" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'data_normalized' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_4564/1696242517.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1002\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1534\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m3999\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwavelengths\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata_normalized\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'wavelength(Å)'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'flux / median'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgrid\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mNameError\u001b[0m: name 'data_normalized' is not defined" - ] - } - ], - "source": [ - "for i in [1,2,3,1002, 1534, 3999]:\n", - " plt.plot(wavelengths, data_normalized[i]) \n", - " plt.xlabel('wavelength(Å)') \n", - " plt.ylabel('flux / median') \n", - " plt.grid(True)\n", - " plt.title(str(i))\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 3) Trainings- und Test-Datensatz erstellen" - ] - }, - { - "cell_type": "code", - "execution_count": 115, - "metadata": {}, - "outputs": [], - "source": [ - "import random\n", - "# z = list(zip(data_normalized, labels)) # Mit Median-Normierung\n", - "z = list(zip(data, labels, numbers)) # Ohne Median-Normierung\n", - "random.shuffle(z)\n", - "data_shuffled, labels_shuffled, numbers_shuffled = zip(*z)" - ] - }, - { - "cell_type": "code", - "execution_count": 116, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(4000, 3522)\n", - "(4000,)\n" - ] - } - ], - "source": [ - "print(np.array(data_shuffled).shape)\n", - "print(np.array(labels_shuffled).shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 117, - "metadata": {}, - "outputs": [], - "source": [ - "split_index = int(len(data_shuffled)*0.9)\n", - "\n", - "# Daten\n", - "data_training = np.asarray(data_shuffled[:split_index])\n", - "data_test = np.asarray(data_shuffled[split_index:])\n", - "\n", - "# Labels\n", - "labels_training = np.asarray(labels_shuffled[:split_index])\n", - "labels_test = np.asarray(labels_shuffled[split_index:])\n", - "\n", - "# Galaxie numbers\n", - "numbers_training = numbers_shuffled[:split_index]\n", - "numbers_test = numbers_shuffled[split_index:]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 4) Netzwerk erstellen" - ] - }, - { - "cell_type": "code", - "execution_count": 119, - "metadata": {}, - "outputs": [], - "source": [ - "import tensorflow as tf\n", - "from tensorflow.keras.models import Sequential\n", - "from tensorflow.keras.layers import Activation, Dense, Flatten, Conv1D, MaxPooling1D, Dropout, InputLayer, GlobalAveragePooling1D\n", - "from tensorflow.keras.metrics import Accuracy\n", - "\n", - "from tensorflow import keras\n", - "from tensorflow.keras import layers" - ] - }, - { - "cell_type": "code", - "execution_count": 120, - "metadata": {}, - "outputs": [], - "source": [ - "input_shape = (3522,1)\n", - "\n", - "data_training_r = np.reshape(data_training, newshape=(len(data_training), input_shape[0], input_shape[1]))\n", - "data_test_r = np.reshape(data_test, newshape=(len(data_test), input_shape[0], input_shape[1]))" - ] - }, - { - "cell_type": "code", - "execution_count": 121, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(3600, 3522, 1)\n", - "(400, 3522, 1)\n" - ] - } - ], - "source": [ - "print(data_training_r.shape)\n", - "print(data_test_r.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 122, - "metadata": {}, - "outputs": [], - "source": [ - "# Conv1D, maxPool1D, categorical_crossentropy\n", - "# model = Sequential([\n", - "# #Conv1D(filters=30, kernel_size=10, activation='relu', input_shape=(3522,1)),\n", - "# Conv1D(filters=64, kernel_size=5, activation='relu'), #mehr Filtern\n", - "# MaxPooling1D(4), # Größere Region\n", - "# Dropout(0.1),\n", - "# #Conv1D(filters=60, kernel_size=10, activation='relu'),\n", - "# Conv1D(filters=64, kernel_size=5, activation='relu'),\n", - "# MaxPooling1D(4),\n", - "# # GlobalAveragePooling1D(),\n", - "# Dropout(0.1),\n", - "# Flatten(),\n", - " \n", - "# Dense(units=64, activation='relu'),\n", - "# #Extra Dense\n", - " \n", - "# Dense(units=4, activation='softmax')\n", - "# ])\n", - "\n", - "# Am besten (schnell):\n", - "model = Sequential([\n", - " Conv1D(filters=64, kernel_size=80, strides=10, activation='relu', input_shape=(3522,1)), # stride\n", - " MaxPooling1D(3), #Pooling verringert Accuracy leicht aber verhindert overfitting\n", - " Dropout(0.35),\n", - " Conv1D(filters=128, kernel_size=40, strides=10, activation='relu'),\n", - " MaxPooling1D(3),\n", - " Dropout(0.35),\n", - " Flatten(),\n", - " Dense(units=128, activation='relu'), # Droput, weniger neuronen\n", - " Dropout(0.35),\n", - " Dense(units=4, activation='softmax')\n", - "])\n", - "\n", - "# model = Sequential([\n", - "# Conv1D(filters=64, kernel_size=40, strides=10, activation='relu', input_shape=(3522,1)), # stride\n", - "# Dropout(0.2),\n", - "# Conv1D(filters=128, kernel_size=20, strides=5, activation='relu'), # stride\n", - "# Dropout(0.2),\n", - "# Flatten(),\n", - "# Dense(units=4, activation='softmax')\n", - "# ])\n", - "\n", - "# Langsamer, aber auch gut (aus paper):\n", - "# model = Sequential([\n", - "# Conv1D(filters=16, kernel_size=21, activation='relu', input_shape=(3522,1)),\n", - "# MaxPooling1D(2),\n", - "# Conv1D(filters=32, kernel_size=11, activation='relu'),\n", - "# MaxPooling1D(2),\n", - "# Conv1D(filters=64, kernel_size=5, activation='relu'),\n", - "# MaxPooling1D(2), \n", - "# Flatten(),\n", - "# Dense(units=64, activation='relu'),\n", - "# Dropout(0.5),\n", - "# Dense(units=4, activation='softmax')\n", - "# ])" - ] - }, - { - "cell_type": "code", - "execution_count": 123, - "metadata": {}, - "outputs": [], - "source": [ - "model.compile(optimizer='Adam', loss='sparse_categorical_crossentropy',\n", - " metrics=['accuracy'])" - ] - }, - { - "cell_type": "code", - "execution_count": 124, - "metadata": {}, - "outputs": [], - "source": [ - "x_train = data_training_r\n", - "x_test = data_test_r\n", - "\n", - "# x_train = tf.keras.utils.normalize(data_training_r, axis=1)\n", - "# x_test = tf.keras.utils.normalize(data_test_r, axis=1)\n", - "\n", - "y_train = labels_training\n", - "y_test = labels_test" - ] - }, - { - "cell_type": "code", - "execution_count": 125, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/75\n", - "17/17 [==============================] - 1s 61ms/step - loss: 1.8914 - accuracy: 0.2738 - val_loss: 1.3335 - val_accuracy: 0.4472\n", - "Epoch 2/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.3363 - accuracy: 0.3497 - val_loss: 1.2757 - val_accuracy: 0.4861\n", - "Epoch 3/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.3178 - accuracy: 0.3910 - val_loss: 1.2724 - val_accuracy: 0.5361\n", - "Epoch 4/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.2824 - accuracy: 0.4127 - val_loss: 1.2118 - val_accuracy: 0.5194\n", - "Epoch 5/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 1.2276 - accuracy: 0.4738 - val_loss: 1.3172 - val_accuracy: 0.3167\n", - "Epoch 6/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.2197 - accuracy: 0.4509 - val_loss: 1.1312 - val_accuracy: 0.5694\n", - "Epoch 7/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 1.2007 - accuracy: 0.4756 - val_loss: 1.1421 - val_accuracy: 0.5333\n", - "Epoch 8/75\n", - "17/17 [==============================] - 1s 59ms/step - loss: 1.1771 - accuracy: 0.4969 - val_loss: 1.1005 - val_accuracy: 0.5889\n", - "Epoch 9/75\n", - "17/17 [==============================] - 1s 57ms/step - loss: 1.1072 - accuracy: 0.5225 - val_loss: 1.1215 - val_accuracy: 0.5444\n", - "Epoch 10/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.0819 - accuracy: 0.5346 - val_loss: 1.0816 - val_accuracy: 0.6194\n", - "Epoch 11/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.0570 - accuracy: 0.5654 - val_loss: 1.0123 - val_accuracy: 0.6278\n", - "Epoch 12/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.0469 - accuracy: 0.5642 - val_loss: 1.0360 - val_accuracy: 0.6111\n", - "Epoch 13/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.0347 - accuracy: 0.5630 - val_loss: 1.0221 - val_accuracy: 0.5889\n", - "Epoch 14/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.0011 - accuracy: 0.5765 - val_loss: 0.9243 - val_accuracy: 0.6722\n", - "Epoch 15/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.9572 - accuracy: 0.6046 - val_loss: 0.9130 - val_accuracy: 0.6278\n", - "Epoch 16/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.9250 - accuracy: 0.6000 - val_loss: 0.8783 - val_accuracy: 0.6611\n", - "Epoch 17/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.9122 - accuracy: 0.6037 - val_loss: 0.8636 - val_accuracy: 0.6667\n", - "Epoch 18/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.8890 - accuracy: 0.6216 - val_loss: 0.8419 - val_accuracy: 0.6917\n", - "Epoch 19/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.9050 - accuracy: 0.6062 - val_loss: 0.9919 - val_accuracy: 0.6250\n", - "Epoch 20/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.9584 - accuracy: 0.6040 - val_loss: 1.0883 - val_accuracy: 0.6472\n", - "Epoch 21/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 1.1196 - accuracy: 0.5448 - val_loss: 0.9973 - val_accuracy: 0.5972\n", - "Epoch 22/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.9108 - accuracy: 0.6059 - val_loss: 0.8792 - val_accuracy: 0.7083\n", - "Epoch 23/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.8243 - accuracy: 0.6509 - val_loss: 0.8145 - val_accuracy: 0.6778\n", - "Epoch 24/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.7969 - accuracy: 0.6500 - val_loss: 0.8242 - val_accuracy: 0.6889\n", - "Epoch 25/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.7686 - accuracy: 0.6784 - val_loss: 0.8231 - val_accuracy: 0.7500\n", - "Epoch 26/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.7386 - accuracy: 0.6846 - val_loss: 0.8265 - val_accuracy: 0.7278\n", - "Epoch 27/75\n", - "17/17 [==============================] - 1s 57ms/step - loss: 0.7250 - accuracy: 0.6975 - val_loss: 0.8835 - val_accuracy: 0.7222\n", - "Epoch 28/75\n", - "17/17 [==============================] - 1s 57ms/step - loss: 0.7285 - accuracy: 0.7059 - val_loss: 1.0971 - val_accuracy: 0.6444\n", - "Epoch 29/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.7785 - accuracy: 0.6877 - val_loss: 0.8055 - val_accuracy: 0.7306\n", - "Epoch 30/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.7190 - accuracy: 0.7015 - val_loss: 0.7616 - val_accuracy: 0.7472\n", - "Epoch 31/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.6847 - accuracy: 0.7142 - val_loss: 0.7574 - val_accuracy: 0.7306\n", - "Epoch 32/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.6616 - accuracy: 0.7259 - val_loss: 0.7798 - val_accuracy: 0.7611\n", - "Epoch 33/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.6408 - accuracy: 0.7315 - val_loss: 0.7569 - val_accuracy: 0.7694\n", - "Epoch 34/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.6119 - accuracy: 0.7466 - val_loss: 0.7555 - val_accuracy: 0.7250\n", - "Epoch 35/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.5958 - accuracy: 0.7599 - val_loss: 0.7444 - val_accuracy: 0.7583\n", - "Epoch 36/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.6137 - accuracy: 0.7574 - val_loss: 0.7507 - val_accuracy: 0.7694\n", - "Epoch 37/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.6052 - accuracy: 0.7568 - val_loss: 0.7730 - val_accuracy: 0.7417\n", - "Epoch 38/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5808 - accuracy: 0.7617 - val_loss: 0.8044 - val_accuracy: 0.7250\n", - "Epoch 39/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5888 - accuracy: 0.7571 - val_loss: 0.7726 - val_accuracy: 0.7250\n", - "Epoch 40/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5987 - accuracy: 0.7654 - val_loss: 0.7970 - val_accuracy: 0.7389\n", - "Epoch 41/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5622 - accuracy: 0.7728 - val_loss: 0.7898 - val_accuracy: 0.7111\n", - "Epoch 42/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5344 - accuracy: 0.7932 - val_loss: 0.7435 - val_accuracy: 0.7528\n", - "Epoch 43/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5375 - accuracy: 0.7821 - val_loss: 0.7860 - val_accuracy: 0.7194\n", - "Epoch 44/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5587 - accuracy: 0.7753 - val_loss: 0.8235 - val_accuracy: 0.7028\n", - "Epoch 45/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.5439 - accuracy: 0.7784 - val_loss: 0.7887 - val_accuracy: 0.7417\n", - "Epoch 46/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5346 - accuracy: 0.7812 - val_loss: 0.8001 - val_accuracy: 0.7417\n", - "Epoch 47/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.5043 - accuracy: 0.7969 - val_loss: 0.7989 - val_accuracy: 0.7556\n", - "Epoch 48/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.5239 - accuracy: 0.7864 - val_loss: 0.8511 - val_accuracy: 0.7611\n", - "Epoch 49/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.5231 - accuracy: 0.7935 - val_loss: 0.8233 - val_accuracy: 0.7667\n", - "Epoch 50/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.4694 - accuracy: 0.8077 - val_loss: 0.8879 - val_accuracy: 0.7639\n", - "Epoch 51/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.4876 - accuracy: 0.8136 - val_loss: 0.9324 - val_accuracy: 0.7500\n", - "Epoch 52/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.4586 - accuracy: 0.8213 - val_loss: 0.9885 - val_accuracy: 0.7139\n", - "Epoch 53/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.4715 - accuracy: 0.8114 - val_loss: 0.9519 - val_accuracy: 0.7417\n", - "Epoch 54/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.4781 - accuracy: 0.8191 - val_loss: 0.9868 - val_accuracy: 0.7611\n", - "Epoch 55/75\n", - "17/17 [==============================] - 1s 65ms/step - loss: 0.4731 - accuracy: 0.8191 - val_loss: 1.0789 - val_accuracy: 0.7500\n", - "Epoch 56/75\n", - "17/17 [==============================] - 1s 58ms/step - loss: 0.4510 - accuracy: 0.8201 - val_loss: 1.0579 - val_accuracy: 0.7583\n", - "Epoch 57/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.4130 - accuracy: 0.8380 - val_loss: 1.0467 - val_accuracy: 0.7611\n", - "Epoch 58/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.4116 - accuracy: 0.8392 - val_loss: 0.9840 - val_accuracy: 0.7639\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 59/75\n", - "17/17 [==============================] - 1s 57ms/step - loss: 0.4162 - accuracy: 0.8367 - val_loss: 1.0121 - val_accuracy: 0.7528\n", - "Epoch 60/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.4305 - accuracy: 0.8392 - val_loss: 1.0064 - val_accuracy: 0.7333\n", - "Epoch 61/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.3832 - accuracy: 0.8565 - val_loss: 1.0628 - val_accuracy: 0.7472\n", - "Epoch 62/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.3958 - accuracy: 0.8485 - val_loss: 1.0323 - val_accuracy: 0.7861\n", - "Epoch 63/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.3941 - accuracy: 0.8531 - val_loss: 1.1242 - val_accuracy: 0.7333\n", - "Epoch 64/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.4723 - accuracy: 0.8198 - val_loss: 1.0082 - val_accuracy: 0.7889\n", - "Epoch 65/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.4431 - accuracy: 0.8336 - val_loss: 1.0725 - val_accuracy: 0.7556\n", - "Epoch 66/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.4488 - accuracy: 0.8290 - val_loss: 0.9164 - val_accuracy: 0.7611\n", - "Epoch 67/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.4291 - accuracy: 0.8373 - val_loss: 0.8820 - val_accuracy: 0.7556\n", - "Epoch 68/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.4044 - accuracy: 0.8398 - val_loss: 0.8966 - val_accuracy: 0.7944\n", - "Epoch 69/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.3997 - accuracy: 0.8414 - val_loss: 0.9748 - val_accuracy: 0.7694\n", - "Epoch 70/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.4141 - accuracy: 0.8519 - val_loss: 0.9850 - val_accuracy: 0.7778\n", - "Epoch 71/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.3622 - accuracy: 0.8617 - val_loss: 0.9476 - val_accuracy: 0.7611\n", - "Epoch 72/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.3787 - accuracy: 0.8583 - val_loss: 0.9709 - val_accuracy: 0.7750\n", - "Epoch 73/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.3517 - accuracy: 0.8571 - val_loss: 1.0615 - val_accuracy: 0.7528\n", - "Epoch 74/75\n", - "17/17 [==============================] - 1s 56ms/step - loss: 0.3367 - accuracy: 0.8691 - val_loss: 1.0545 - val_accuracy: 0.7583\n", - "Epoch 75/75\n", - "17/17 [==============================] - 1s 55ms/step - loss: 0.3393 - accuracy: 0.8738 - val_loss: 1.0280 - val_accuracy: 0.7611\n" - ] - } - ], - "source": [ - "history = model.fit(x_train, y_train,\n", - " epochs=75, validation_split=0.1,\n", - " shuffle=True, batch_size=200,\n", - " verbose=1)\n", - "\n", - "model.save('network_h5\\spectral_classifier_v2.h5')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 5) Auswertungen" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_accuracy(name, ylim=[0,1.01]):\n", - " plt.plot(history.history['accuracy'])\n", - " plt.plot(history.history['val_accuracy'])\n", - " plt.title('model accuracy')\n", - " plt.ylabel('accuracy')\n", - " plt.xlabel('epoch')\n", - " plt.ylim(ylim[0], ylim[1])\n", - " plt.legend(['training', 'validation'], loc='upper left')\n", - " plt.savefig(name)\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_loss(name, ylim=[-0.5,2]):\n", - " plt.plot(history.history['loss'])\n", - " plt.plot(history.history['val_loss'])\n", - " plt.title('model loss')\n", - " plt.ylabel('loss')\n", - " plt.xlabel('epoch')\n", - " plt.ylim(ylim[0],ylim[1])\n", - " plt.legend(['training', 'validation'], loc='upper left')\n", - " plt.savefig(name)\n", - " plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_accuracy(\"accuracy_graph_v2.png\")\n", - "plot_loss(\"loss_graph_v2.png\")" - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<tf.Tensor: shape=(4, 4), dtype=int32, numpy=\n", - "array([[65, 30, 9, 0],\n", - " [ 9, 70, 11, 3],\n", - " [ 4, 4, 79, 14],\n", - " [ 0, 3, 17, 82]])>" - ] - }, - "execution_count": 97, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "predictions = model.predict(x=x_test)\n", - "rounded_predictions = np.argmax(predictions, axis=-1)\n", - "\n", - "cm_labels = range(4)\n", - "cm = confusion_matrix(y_true=y_test, y_pred=rounded_predictions)\n", - "\n", - "tf.math.confusion_matrix(\n", - " labels=y_test, predictions=rounded_predictions, num_classes=4, weights=None, dtype=tf.dtypes.int32,\n", - " name=None)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Untersuchung der falsch klassifizierten Spektren" - ] - }, - { - "cell_type": "code", - "execution_count": 106, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "400 richtig\n", - "104 falsch\n", - "74.0% richtig klassifiziert\n" - ] - } - ], - "source": [ - "predictions = model.predict(x=x_test)\n", - "rounded_predictions = np.argmax(predictions, axis=-1)\n", - "\n", - "wrong_predictions = []\n", - "\n", - "for i in range(len(rounded_predictions)):\n", - " if rounded_predictions[i] != y_test[i]:\n", - " wrong_predictions.append(numbers_test[i]) \n", - "\n", - "wrong_predictions.sort()\n", - " \n", - "print(len(rounded_predictions), \"richtig\")\n", - "print(len(wrong_predictions), \"falsch\")\n", - "print(str(((len(rounded_predictions)-len(wrong_predictions))/len(rounded_predictions))*100) + \"% richtig klassifiziert\")" - ] - }, - { - "cell_type": "code", - "execution_count": 109, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[12, 21, 71, 82, 90, 91, 101, 103, 106, 120, 161, 187, 202, 222, 238, 265, 386, 440, 453, 455, 508, 515, 517, 561, 576, 588, 681, 691, 717, 730, 800, 846, 881, 903, 905, 911, 943, 966, 971, 1024, 1066, 1164, 1177, 1248, 1258, 1312, 1317, 1399, 1459, 1509, 1562, 1603, 1715, 1793, 1796, 1805, 1843, 1850, 1925, 1943, 1953, 1984, 2013, 2027, 2061, 2143, 2153, 2216, 2266, 2276, 2429, 2461, 2474, 2486, 2507, 2629, 2646, 2676, 2781, 2819, 2841, 2902, 2949, 2991, 3044, 3065, 3178, 3204, 3383, 3406, 3561, 3640, 3659, 3660, 3681, 3705, 3708, 3721, 3722, 3850, 3876, 3879, 3996, 3999]\n" - ] - } - ], - "source": [ - "print(wrong_predictions)" - ] - }, - { - "cell_type": "code", - "execution_count": 110, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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bvNvp/H/KtM85UfGNJQO4Dafht1JEDuCUKFVVW0Y47wxguIgMw+lK2lJE/g1sEZFOqrrZnWKipBbhN8ZEyaqATKCoG4FVtYWqZqlqI1Vt6W5HSvxR1VGq2kVVC4AfAlNV9RpgHHCte9i1gA0mS3OegqF1A01N1ghsAsUyHbSIyDUi8gd3u6uInFKHaz8EDBGRFThjCR6qw3uZFGDpfmqzEdomUCxVQM8AVcC5wANAKfA0cHK0b6CqxUCx+3w7MCiG65tUp54HS2hSkX0qJlAsGcAAVT3JXQ0MVd0pIo0TFC6ThizhNya9xDIQ7JCIZOPeSIhIB5wSgTEAVLnfBqtpSE32uZhAsWQATwDvAh1F5E/AdODBhITKpCVP+mIJTWqyj8UEimU9gP+IyDycensBLlXVJRFOMxnE2wvIkhpjam3q0i2c0r0deU1iqaGvnZiuoKpLgaUJCotJc1YCSG3WCyj1bdixn5++PJfzeucz5ic1Bu7GXSxVQMaEZemLMdF7bPJyfv/WAr99Bw45U3Ws2bYvKWGwDMDEjd1hpq4lm/fwwcLN9R0M4+OxySt4a95Gv31Z7li9qiT9liwDMHGjAY8mdbwyY219B8FEwTNaO1n3UhEzABHZISLPi8ggsbHkJgy1HCBl2U83PWS5n1MqlQC2Al8B9wMbReRxETk1oaEyacnT+8d6AaWeLEv/00J1FVCSrhfFMftU9SlVPQM4DfgWeEZEVouIjQMwXtYEkLqyrASQFlKxBOD95qjqelX9i6qeBFxAFGsBm8yRrC+tiV2s6f+eskNUJes21NSQMm0AwCfBdqrqMlW9L87hMQ2A5QOpJ1j6H6rX1rbSck4YPZGnPlmZ2ECZGrKyUqwEoKq3JSMgJv15vrOW/qeeYI3AodKYkj1Owf7Dr63baLJ5PqWUyQDCEZF74hUQk/6s8Td1BWsDsE+r2qsz17J594F6DcPkb7awt6wCSK0qoHBujEsoTINQPRuo/7f3/QWbuPqfs+ohRMYjWC8ga7NxlOwp4w/vLeb6l76otzBs2LGfG/81l9+88RWQvM8m4lxAIrIn1EtA0/gGx6SzUMMAfv36l8kOigkQrBHY0n9HhdvYvfvAoXoLQ5k7BcRadwqIVOoGugvo6a4D7PvXArBKQuMVaU3gFVv2JjE0xlewKiArAaQOCZgCIlnTqkSTAfwL6BbitdfiGBaT5iJ9ZTfvLktKOExNsTQCW8ZQH/yngKhSp1ro85XbEnrViFVAqnp3mNfujG9wTFqLkG5UWsJSb4JWAYX4wDwZwIqSUqqq1Ns10SSO5/PxfCZVqpz1F6cH/tqHLkzYdWvVCCwio+McDtMAeIuvoV63gUX1JngjcPBjPXXilVXKf+asT2CoUksy7k/2lh1iW2no8bPertQp1AYQzPC4hsI0CN7vbIhvr6X/9UeCDAULVc9cUVm9/5tNuxMWpkgOVVbx+pz1VDagL07RX4sp/OPkGvsD+/+n+jiAqMuEIpIrInNEZIGILBaR+9z9bUVkkoiscB/b1DIsJkVEGgjWkH7I6SZYghK6BFDlfV6fn9mL09cw6p2vGftFckohyZguafu+gyGu7bYBuNupngH0j+HYcuBcVe0L9AOGurOJjgSmqGpPYIq7bdKMqrL/oDt4JUIjgDUu1p+g7S8hPg7fRL+iFhnAvvKKuPRi2bHfSSzrs3tmsvk2AidDVBmAiJwvIs+KyDgReQ94WkSGRnOuOkrdzUbunwKXAK+4+18BLo0p5HW0dts+ni1elcxLNkgvTF9D73s+pmRPWcQvraX/9aeyMlgJIEQVkG8GEOS8cLaXltPn3o95Jo6/rWDVVw1NYAyT1Q00moFgjwG9cLqDetYv6wLcIiIXqOqtUbxHNjAPOAp4WlVni0i+qm4GUNXNItIxxLkjgBEA+fn5FBcXR4xUMKWlpX7n/q54P9vLlC4H19OiccP8ggXGORHenO0Mn3938udsLHWqDvbs2Rv0uosWL6b5jmUJDU8y4pxqoonzug01Gx6nf/550O/+VyUV3uebt2yJ6f+5fo8zoOn1z5fTRzZGODq8DeudEsCq1asoZoPfa/H8nLcfcL635eXlSfvu+F5n8tRP2FHmn+D7lsKKi4sT9r2OmAEAw1S1V+BOEXkDWA5EzABUtRLoJyKtgXdF5LhoA6iqY4AxAIWFhVpUVBTtqX6Ki4vxO3faJOAgp51+Ou3zmtTqPVNdjTgnwIur57B851Z69Tmepjv2wzeLyWuRR1HRWdUHTRgPwLG9e1PU9/CEhiceca6sUiqrlMY56bFiajRxnrp7Eaxb57cv1He/bNF3MH8eAG3btaeoqDDqsCzZvAdmTKN58zyKis6O+rxgZh1YCmtWceSRR1JUdJTfa/H8bm/adQA+nUrjxk3CvufCjbsY/tTn/O/mM+jXtXXM1ynZUwYTpgA413F/F8V72jPirB7wWdCJlykqKkrYbzmab3iZiJwSZP/JQEwje1R1F1AMDAW2iEgnAPexJJb3qitPo4t1Tayb5o2zAdi2tzxiF7Z0WTT+upfm0Ovuj+o7GHEVrC4/1MdRWYcqoHhK1uSC0Tb+Tl1a4vcYq1MenBJ0f/GyrTXimkptANcBT4rINyIy0f1bAjzpvhaWiHRw7/wRkabAYGApMA641j3sWuC9mENfB8leei3dFYwcz/+9+3WN/aXlTnXBmM9WR0zg06UReNoK/9GXK0tKWfRt/XWHjIdgNzqqSml5BQMenMzs1du9+317AcXaCBw4oClRVu6q5ObX5vvFa9OuA2H72IcS7dcy0nFb9pR5O0TEoqpK6619LJr1AOar6gDgXGAU8H/AQFUdoKrzorhGJ+ATEVkIfAFMUtUPgIeAISKyAhjibpsU9trsmt3xeh/eEoBhx3fyZqYhpxioCr4/1Q1+9FMuenJ6fQejToIl5FUKi7/dzZY95TwycRm79x9i2oqtfnf99dkNNFzj7xPzyxm/cLNfgn/6Q1OD9rEP5q25G2qsdxBtSSDUYQMenMIVz86M7k18VGr9TaQeTRsAAKr6HfCd7z4ROUZVl0Y4byFwYpD924FB0V7fpCbPj7RJo6yQs4F6pEsJoCEKWgJAyXaLwpVVysl/mszByiruvvBY7zEVMeba1VOC1z6sgVTh6U9Wcs2AbrRq1sj/xVr23/j92wuByNMsbC8t555xizmvdz4rSiJPZvjN5lCTJ4dWUan1Vj1a11auiXEJRT2oTqwsUYoH1ch1/In4jm/dW07ByPF8unxrjdc27tzPHz/4Jup2nr9PWk7ByPEhXy8YOb5WfdInf7PFO91vfQlVAvDM81OpcLDSSb0PHKwOa6xtAJ4MQ6n5ffh6426GPvZZ2FLFLa9/ydvz/HsPfbZ8K3/9eBn3jFsU9JzKKmXDjv0xhdPj169/SXmFG2Y3WBWVVVS4/4ufvjKX8Qs3c+vYr/jwa+f+N94Dxiqq6i8VipgBiMgTIf6eBFonPoiJZTeldRPLj6GuX/MFG3bxwcJNlB2q9P5Av/52FwAvfb6mxvG/feMrnp++hgUbd0V877JDlTw+ZYXfvnMfKeabTf53dH3vm8j20nLmrt0RVX3v4k27ufFfc7nv/cURjwUnkTxUGf+6smADwWau2s5lz8wA/EsIh0I8D0dVeXH6Gr7d6XQLXllSyvUvf+GX8V381HSWfreX/335bcj3GbdgE7e/tYCZq7ZTvMxpbPVkTPvKg/+//zJhqXfitEhhDLZY0e1vLQCgrKKSpz9ZyVF3fcRpD00FYP32fRHfN9h1YlGZym0AwPXAIpx+/L5/c4Hg45rTQPWIO8sB4iXSXOZ1rU6+5OnP+dVrX3LMHyZw9T9nuz9o57Ulm/ewfvt+nv+63JuAeq7ne/d74GBljRLBxMXfccwfJtS43upt+xj2xLQa+y9/dgZX/GMmwx6v+VpgIuNJEF+fs4GCkePZVlpO2aHKoCWWlSV7ufip6fxlQtha1Vr5ZtMejmzf3G/fPz9b7X3ue1fu29YTbelp8aY93P/BN/ziP/O9+4qXbWXoY5/VOPaTZSUUjBzPAx98E/L9rvrnLJZ+51S5eO4xQv1UI/XKUVUOHKzkd28uoPuoD2u8Pm/dTgB27T/EXz92xqls3Ru6MTnSwLRnP13F3rLwJcWPfNofnFJT6lYBfQEsUtVXAv+ANF7hw5NY1XMwkmDGym0UjBzPlj21m48/3B2N+BwT6X/50udr4tabZs7aHdz+1kJueGUuAFv2lHPFP2Yw/dsK7w86x63e8GQIhyqrOPaeCVzzwmy/H+jkJVtiuvba7fu9j1VVyqOTltN91Hien7aa7qM+pPuoD7ni2RmUV1Ty0Ef+iXnhHyfz0EdLufbFORSMHE/ByPEs2LALgB37nDB9uX5XyGurKn/9eClr3JWjVJX3Vx1kXZg71Xfmb2TNtn2s3uZ/zDKfBXp8b4R8G1aV6kz937PWsWv/Qf42cRkFI8f7fS/WbQ9eBbM2yP6PFjlVKS9Mr1lqCyZwnhyAPQert/Yf9K9e82SuK0v2UjByPN1Hfcix90zgHbfkEa6az1dpeUWtkuW/TFjG8aPD1477ZpRlh6p4fc6GMEcnTjSNwFcQor+/qnaPb3CSpyEl/He+vZDjOrfkmlO7ATUX/3hl5loA5q/byQXHdwJg6tItPPPJKt78+Wl+872XV1SyaVcZ3ds35/HJKzivTz698lsEvW55RaV3yH+V+rSrhPjfLt9SykVPTo9pfvP/e/drhvY5jP7das4V+N/5/nXFJQF3bZ4Gzqv/ORuAXvl5AMxYtZ2Ln5zOC9edzLy1O3lzbu1GrJ5c0IZ3v/yWJ9yqoz+OX+J9be66nRx9d81SBcDLM9b6bb86ax19u7b2hte3xPL6nPWUllXw2YqtdG3bjJvO7sHTn6ziva82cXJBW951E7W5L87h+tMLGHRsPrsPHOKiJ6dzw5ndufvCY7ntzQUR4+K52w500K0f/3LDLu7+3yI+W77Vm2EerKziuhe/oHmTnLCZ6PQV2zi9RzvvdqxVJJ4M3XOu7/aib3fz7S7/xdwf+XgZny7bStPGdWviPO7ej6M6rmRPWchJ3qIVbWYYb9EsCLMjGQFJtkiJVTp5Y+4G3pgLf3hvMTec2Z0/XNTb73XP3eI8nwzgl/+ZT9mhKsorqmjqDuYCuPvdRbw1byNz7x7M3ycv59lPV/L16PODXvfVmdUjS33rMePVpDVj5TZem70+aPfTSL5cv5OFG/1LG8u3lHqfr92+n0F/+7RO4evRIY9/uZlrXVS51UaefNu3OmbUO/5jLzxtHxt3HmDjzuq69HXb9zP6/W8Y/X51tcoL09fUOWE5cKiSF6av8VbXTPymOqE/VKnM9Bk/EMo1L8zmocuO924H1irtPnCI8kOVdGyZG/Z9pi4t4V8z13HvuOr2lJ++PLfGcV9/u5uvEzxuY8ueMraXHqRnfh5nPDyVQwkcMPeXCUvZ+d0hihLw3tE0Ar8vIheLSKMgrx0pIveLyE8TELakSPdeQIG9UgJ/8Ou37/cmfM/7vOb5Ec5Zu4PrX5rjTXRmrHJ+0Lv2O+9bdqgq+FTCVcresupGuSrVoP9Lzx1kOMEaPfcfrODq52dHPDeYV2as5XvPzPAOUkuUzbvLWLCx7gmNIAz5+2feBtlDlVUh75JrW1rxuO70gpiO37DjQMi6+qUxdHkc+U7NQYTgVMf0vW8ipzw4Jar2Bt/Evz4NeHAKw56YRs+7PgqZ+I92w7rsu72ceH/tO0w+U7yK15cmprk1mjLSz4CzgKUi8oWIfCgiU0VkNfAcME9VX0xI6JIg3UcC/+C5mgNPfBOPv09eHvw19+GmV+fxybKtbNzp1NV6erZM8rnTC5YWjXxnoV+vmaoQbQCRplT4YOEmet71EStLSv32B27HwlPHnGhfrI1P4fi/8zf6xXfpd3vpPupDXkxAtcDo4X14+6bTojp2eIR5m674R+yDnsIZ9GjdSmTJMm5B6F5MvjxVfU9OXcHO/XWf0joRXYmjGQn8nareoao9gO8DDwC3Acep6hBVTeoUDvHiSQjTYX6aWau3s9v9Aqmq311/sLrbtdv38/CEpYxffdBbR+xxy9ivKBg5vrrPt/ulOuevxcxbt9P7RX3YpyeK779oZUkpH369ucadaGUV3h4UnuMDR1oGM8FNrBcHrDxVmxGViTT9zoEsuOc8v32BjY+hXNLPSUgvP6lLTNe8P0wvmdqYMfJcgKgnuRu3YFNcrx/Jmm2xd7msD+tjHHPQKDs+kwqG65lUW1GPBAZQ1bXA2riHoh5EGrWaKsoOVfLDMbPo360N//3F6Tw/bQ1/+nAJr904IOSdbtmhypBrHbwf5kd9+bMzgu5ft6P6hzk4xF3aR4uqE/sVJaVR97TIciu+f//2Qm4d+xUA/bu18WZQqaJLm2YAjPvVGQx/6vOQx7XIzfGrGgP46xV9efyHJ1JVpTUarpPp8NZNATihS2tuHdSzxriHhkoEjs5vEbKhO1ax1vcH3oTVViK6rKfHfLcJEM/Fl/eWHeKfn61m1/7419Mtd7vqeXo+fLzYSfSvfn42r85aF/Scq/45K65hGPpYzf7ugUJ1AwxmT9khPl+5jalLt3gn5fNtK/Dt5ZFsf/t+37Cvn9ClNasfHMbQPof57Q92l9+xRROe/0mh9447K0t49Mrw7x+rx3/YL6rjpv7uHL/t3w7pFbE31hNX1ZjBJajuAeML6tOP3Z5wvtb8+UIm/OZs/nrFCUkPz/It8espn4jq6ozNAKrV7b+69Ls9HD96In/6cAm3v7UwTmGCnfsOUlWlNerCowntrjjUNybSCaMn8qPnZ/PTl+fWSxvMZSd2Dvmab5fXX5/rzEF/2xD/5TCysoTmTaoLz8OOP4x7LurN8Z1bccOZ3WndrBHn9OrAnLsGM7h3vv+1T+rC2ocujLkxNpRL+nXm6DZZ3nDMu3swM0ed61ddNf6WMzmyQ17Q808paBvyvYf3PZy5dw/mtiG9GPPj0KvA3nhW8N7gr/1sACcXtOHwVuF798TTucf6ryv131+c7n3+/cKuzLlrEPcN7wPAgnv9q/QS4by/1xwIV1uJKAFEXQUkIh1VtSRg39GqmtglnhLEU/df1wRoiU9PiG2l5SzZvIecLKFnkL7ze8sO8fLna/nlwKO8fb6DKdlbxil/msJvB/fi8Nb+P56GNnI5GfFZ+9CFflVS917ch0d/0I9R7yysMQAnJ7v6c7n+jO50a9fce3fvq3kTp+tsXpMcnvmRkzi+/+szAfjqnsgJy+jhfWqMB4hGjw7NWbXVqZI786j2zr7W2SzbWcVxnVvRzl3gxXc+nz6Htwr5fm/edFrQ6rombqmlfV4TbhnUE4BXbziFH78wh75dWvn1fjq/z2EM73u4d/DT1QOO4MYzu3NkhzxO7+GEcePO/VRVwdl/jTxlQ200bZTNzFHn0rpZYyb+9mx6dsyrMR4GoGOLXK49vYBr45QBJ1Mi1i6JpQQwTUSu9GyIyO+Ad+MeoiSra/rje74IXPD4NIb8/TOenLKC/wZMavXgh0v426Tl3mocX899uoqCkeMpO+QMxAJnhGpgAtnA0n827DwQ+aBaWPvQhYz71Rk8/xNnNavLTnLu+t+7+QzvjJJ/vuwE1vx5GDNHncsxhzkZdm6jbFY9OIwv7hpM2+aNuaJ/l6CNeM0a57jH174QPeeuQbz+s1O923PvHsxX9wypcdwHvz6Ti/sezi+KengT4z6Ht+SfbtyGdW/EBccdxo8GVFd/NIlhNbOlDwzlv79wegb17Bi8pABwVs8OPP7Dfrx0/Sm0z2vs3Z/bKJsWuY14+6bT6NiiCSMvOKZGiaNLm2Yc0a4Zvz//6KjDFc5RraszKIBOrXJp3cwJU6/8FkET/2AW33c+917cO/KBKSDWtRmiEUsjcBEwRkS+D+QDS4BgK4WlhXjNBhoqQf7bJKf75eX9u1BaXsEjHy9jo5vYlVdUMnbOeka+8zU3nNmdm87pwZ/dKQNKyyu8/eIb52T5lVB27jvIV+60AQ3FggTG54Qurb3P//b9vjxyRV+/Uc/gjJru1Kop/75xAJO+2eKtz+7QIvwyoXluCaAuGXLHFrmUHaxu+wi1NGnXts140q2PH7/QaWw/om0z7wC+vMbCs9f4V9FkZQnP/OgkwhQ0vXIbZdO/W1uW3D+Ug5VV9L1vYshJ/i7p52Skc+8ewqC/FbNq6z5y3cymsKAtc+4aHPZaPz/7SG9vsboY3qMRp518Eid0acUPnpvFXT5TWMeieZMcmjbKjnxgkv387CN5zmeuJiAh4YxlPYDNIjIBZ1GYKmCUqta+s3Z9i2MjsEeoOVw+WVriV9xXhaeLVwI1R2tWqXLIbRBtlC10dXufAJz4wKT4BbYBeeT7fflm0x5edGcEDdbQKiJhZy5tn9eEq045IuprekoA0Qx0C6etz510KK2aVo/BHNy7I5ed1DmqO+lh7qjvaDVtnE3jqixE4O4LI98Vv/6zU1mwcTc5MXRzzMnOorBbG+ZG0dDfODsrZG+wLIGT3faL/918RtTXD/5e1V+MoqM7ULys5kR9yRasBFOQgMb2qD85EZkEDACOA4YBfxeRR+IeoiSrawbw2JTlYV+fv34nv379yxrXDLnOhlZPf5uTlRX3ucfTyb9+egpLHxjKnUOPqfHahW7iNu2OgVzRvwv3XNyby07sTP/8bC6Lsb99bTRz777r2l01r0nNqqR/XHMSPTo050/fO455d/vfUTfJyebRK/vRqVXTOl03lOwsYc2fL/TOKxVOx5a5DAlo5I5GVpRf6jd+firT7hjI1QOcjPn6MwpivlY0fIMTLj1Y+sDQGj2nxt9yJs+5DeSXBmkr8hj3q9gyKUXJbxm+FBoPsVRgPq2qP1HVXaq6CDgdSNuFUj2fc10bITfsCF+HPT1gfVmA3721oMYEVh479h/09jOevnIbt479MuhxifLJ7UW8dP3J3u3mjcMXOz+69ayEhaV7++bkNsrmF0U9uO70AkZeUJ0RPP7Dfnz6+yK6tq0uIT36g378+sTk9DjxdO2MRwlywb3n8YVP1cnQ4zox5XdF/GhAN2+jboPik+A++L3jufvCY1l83/ncf0kfv8MqqpSubZt5G7uLjq7u4RPPkrvv3XawSQc9PO0qC0efR8cWTXj1hlPoc3grzu9zGHPvHsxfw3QhPqFL6xqZR7gSZ1WVkpOV+E6aUV9BVf8XsF2hqg/EPURJEo8RwNG8R7jePsEMfWwa731VPXBkW2l0YwtuPLNmV7wWPrULPTvmRazXBifRHXh0R9755emc06sD8/5Qs1HS17GdWkYVvmjdMbS6aiPXp85z9PA+3HROD+92TnYW3drVX/9zTwYQj15MrZo2okVujam2GqyLTqiumuqVn8eNZx1J8yY5/OS0Ak47snrWUM9PZ9jxnZh2x0DO6dWB289zuuS2bRq/xNH3J/qrgUd5nxe6mcFpR7Zjwb3neTOKlrmNmHPXYM7q2cF7bPu8JjU6C0TqINDBrf7zTLnhe8dfpdXpy49P7UZ+s8RUBcRSBbRXRPa4f2UiUikiaVsC8KjL7zeaVvnyWtQRf7Aw8hQKge6+qDfT7xzo3X78h/148tzmvHSdczf//LWF/P3KfmHf43s+/eNPOqINr/z0FL9EOJQpAYOMAPp2bV1jX6S+7+N+dQa/LKr+AQb7Ac3+v0E1qkXqQ2P3xx5spS0T3o9P7cZ7N5/BkN75HN/Fv4vq6yNO5at7hnDXsGM56Yjqu3FPSe+XRUfx6e+L6JwXvwzA9ybNt5PAGz8/jXl3D+aVn57i1w4Tju9v6OHLIww8czMUz/Vb5Daia1unak99ple/qagHD5/dLNg71FksjcB+HdtF5FIyvBdQNKP8nkjicPt8n+l0L+nXmeLiFQw8pqO36NmtXXP+d/MZLP9uL/mtcvlizQ6e+sRpjI5ljv5fFvXwrgMAzrTIg4/tyOQlJTTJyeKYw1rwxohTyc4SXv58LX/60Jkn//fnHx2277tvrx0gaOaTH2HK4GTxzANk6X/sRIS+XVt7u7EGat2sMT87+8igr2VlCd3aNSee0+QVuo3Jr904wG9/dpbEXAX3x0uP45TubfnhyV0REXp2bOEdM+Jr1qhBzF3nTCbYr2tr8lvmctUpXZmypIT7P/jGb3LFRDYDxjQXkC9V/Z+IjIxnYOpDXbrW3vhKzbnI64NnRGM0k07169qafu7d+YDubXnqk5VcWRi+0fS9m8/gkqer57+5Y+gxfhkAwJgfF/K3Scu45tRufg2Uvg1svoOsjuqYF3HGz3hNopUI39VydTWTejq3bhrTDVA4zZvk+NXt9z48eBVphxZNuPD4TuRdn8OZR7X39qQ6ppNzn923ayvv/FqJ7AgSy0jgy3w2s4BCopiZQES6Av8CDsPpPjpGVR8XkbbAG0ABzgRzV6pq0iaBqZ4LqPY5wObd9Z8IfD36vFrXH+c2ymbOXYNo0yx8V8S+XVvzvRM7h53UKitL+P35NXvr+NaRZ/t8k+sy3XMqaNc8cvdNY0IRnJKQb8M2wOk92jPtjoF0bduMP3+41D02cTlALLdYF/v8nY+zHvAlUZxXAfxOVY8FTgVuFpHewEhgiqr2BKa420njXes0wnETFm3mwMFK9h+s4L73F/sNsU+Wgnah6/8CE/8zj2rPT06L3IXPo2OL3KjutD0Juace/4u7BjM3irr4C0+o7hqXk51FlzZNvQ156ex7J3amRW6O30pXxkQr3F29p71Dozi2rmJpA7i+NhdQ1c3AZvf5XhFZAnTGyTyK3MNeAYqBO2tzjboIVwBY9O1ubvr3fC4/qQvbSsv5dPlWXvp8LZNvO9tv/ddEC7aw9uUndeGmc2rWk/47oB4zXjwrhp14RGsg8khZj86t/furT7/TmZP+kYnhx0+kupzsrJBLZRoTSTRTVaREG4CIPEmYG2VVvSXai4lIAXAiMBvIdzMHzyjjjiHOGQGMAMjPz6e4uDjay/kpLS31O7fSHcAzf/589q4J3tNlxU7nbn/B6k2s3FXdm2fwo/Gb4S9WTXPgQAU0Lyvh2yU7+TZMPhQY57rYUuJUdy1dsoRWu2rXsB0qLK2aCO1ypcbrtQl7POOcLizO8TW0IIeCVtkJ/Z9G8955WYfYBsyeNRM5uC8h4YmmBBCXlk4RyQP+C/xGVfdEO1mTqo4BxgAUFhZqUVFRra5fXFyM77lZkz+Cqir6nXiid0i5r137D3LnY05C3yyvBexKjR6vjRs14kDFIXr16kVRhNGagXGui29YyRcTlnHh2SdzXOfQs0sGc9iMKXy3p8w/LBOqZ6C8/YI+fvO4D9/8JR1bNKGoKPZJuuIZ53RhcY6vhP4r3e99NGF/q385M1Zt4+J+nRMW32gygMGq+mMRuVVVH6/NRdwF5f8L/EdV33F3bxGRTu7dfyegJPQ7JI5nitU/f7SE5z5dzaoHh7Fhx34+XLSZLXucJdjqOt9LPJ1xVDs+/Pq7qIfTx8uIs45k0DH5HH1YzWmuI/n4t2ez50DoNQoCG+KjXYjEmHQzoHtbZq+Jbi3pDi2aeCffS5RoGoH7i0g34Kci0kZE2vr+RTpZnFv9F4Alqvqoz0vjgGvd59cCSV1bOHBJyOc+dWbeu+e9RRQ9Usx6n3r3pd/tpU2zyD1tarvIxy+LekQ+yNXSbfRN9hxBOdlZtUr8wRnp6jtlQ6B4jyY2JlW9dP3JTLtjYOQDkySaDOAfwATgGGBewF801UNnAD8GzhWRr9y/YcBDwBARWQEMcbcTZsPeKiqCTNwVOJT/P7PXA7AloJ/3zihW2Ro9vA9tY+ge+H/DnG6Tp/oMf4+kIQ48ClYFZ0xD1KxxTtiboWSLWAWkqk8AT4jIs6r6i1gvoKrTCd2QPSjW96uNNdv28YfPD7BOlnL3RW69coJWhX/9Z6dy/mORG4lfuu5kBh7TkeF9O3NYq1wWjj6PE9wVlQL9oqgHV518BGu272P8QmdR94YySWi8lkY0xsQulsngYk78U8X2Uqcuf/76muPMQqX/0TZSezx8udMfvFuYPvuXndSZqwccwdqHLmTgMU6np8Pc9VJb5jYKuWB4+7wmHNGuGef06uAtASS7DSDeTj3SuesfNazm4DFjTHLUeiqIdDVz1Xau+ucs73ao2RxjSV6f+dFJ3sU3chtlc93pBQw7vhNXPjfT77hHI0zGNrzv4dz25oIa+31mUKieuiK9039evv4U9h+spElO6q3GZEymyIgMwPdm+eUZ/tNIhapTj+UGu1Mr/wnKRg/3n9f8j5cexwXHHRbxfXKys4L2EmjpMxOhZ5H4dJ+KILdRdlQzjRpjEicjMgCP7fsOUlpe4bcvVAlg8pLoeqU2b5zNiT7T1gbTuU3TqGcVHNI735sBzBo1iAfGf8OlPl3BbhnUk2M7teTcY4KOmzPGmKhlVAawLsiUCnVtAz6sVeTpiRvVcmWfw1rl8vTVJ/m/V3ZWzGu9GmNMMKk7326SqGqdZgRdtXVfxGNqk/571oo1xphEyYgM4GBF6AReNbqVveqi/FDsI4m/H2GOfmOMqauMyABuCbOwuipUVCY2A4hlXeBzejnrjPqum2qMMYmQEfUMW/eWh3ytSpVDVbWf6ydcv3+PWDKAnvkt4rY6kTHGhJMRJYBwlLqVAIrcO/Zgertz3KT5mC1jTANlGYAqFVGWAF6+/uQa+8KNGPY05Kb7qF1jTMNkGUAMbQBlQRpzwyXunjEGlgEYY1JRxmcAVTFkACcX1BzwFW453aM65gFENZW0McYkW0Y0AoejRN8IHGzqggOHQi8SP3p4H4b3PZye+bWbR98YYxIp40sAqnDgYOhE3FfjnOp/l2ex83/PWh/y+NxG2Zx+VPu6BdAYYxIk4zOAKlU+WrQ55OvL/3iB93mOT3fOygQPHjPGmETL+AzgYEUVb3yxMeTrvnf9vj1+vgtYMcwYY9JNxmcAHy/ewrbScv70vePqOyjGGJNUGZ8BTF26hS5tmnKm1dUbYzJMxmcAVQpXDziCNmm+wIoxxsQq4zOARtnC9/t3pWWu9dU3xmSWhGcAIvKiiJSIyCKffW1FZJKIrHAfwy+plUDn9zmMDi2iW63Ll2e2Ts9i8MYYk26SUQJ4GRgasG8kMEVVewJT3O2ka9Y4m1sG9azVuZ6lJX17CRljTDpJeOqlqp8BOwJ2XwK84j5/Bbg0kWG4+8Jja+z7508K+eb+ofTyGaUby5QNxcu2AvDxoi11D6AxxtSD+rp9zVfVzQDuY0JXOL/hzO5+2w9ffjxDeufXOG7ybecw+bZzaJEb/QwZZRXRjSI2xphUk/JzAYnICGAEQH5+PsXFxbV6nyyUKpyBXHs2rqB43+qQx1ZVVnifFxcXM+qUXEr2VwW99rbtO2odpkQrLS1N2bAlisU5M2RanBMV3/rKALaISCdV3SwinYCSUAeq6hhgDEBhYaEWFRXV6oI6YTwAk287m6M6hp+cren0Sew7dBCAoqIi/K7ovo9HmzZtKCoaUKswJVpxcTG1/X+lK4tzZsi0OCcqvvVVBTQOuNZ9fi3wXrIuXNCuecRjbjqnBwBPXX1ixGODzRBqjDHpIBndQF8HZgJHi8hGEbkBeAgYIiIrgCHudlKEW8HL44YzuzPxt2dz0QmHhzzmJXd1sL9cfkLcwmaMMcmU8CogVb0qxEuDEn1tv3C4j9GszSUifr2Dghl4dEdbvN0Yk9YyphP7iBOa0KNDc1ug3RhjXBmTAZx+eA5TflcUVRWQMcZkgozJAIwxxvhL+XEAqeaBS/rQupnNHGqMSX+WAcTox6cV1HcQjDEmLqwKyBhjMpRlAMYYk6EsAzDGmAxlGYAxxmQoywCMMSZDWQZgjDEZyjIAY4zJUJYBGGNMhhJVjXxUihCRrcC6Wp7eHtgWx+CkA4tzZrA4N3x1jW83Ve0QuDOtMoC6EJG5qlpY3+FIJotzZrA4N3yJiq9VARljTIayDMAYYzJUJmUAY+o7APXA4pwZLM4NX0LimzFtAMYYY/xlUgnAGGOMD8sAjDEmQ6V9BiAi2SLypYh84G63FZFJIrLCfWzjc+woEVkpIstE5Hyf/f1F5Gv3tSckhRcOFpG1bli/EpG57r6GHufWIvK2iCwVkSUiclpDjrOIHO1+vp6/PSLymwYe59+KyGIRWSQir4tIbkOOL4CI3OrGd7GI/Mbdl9w4q2pa/wG3Aa8BH7jbfwFGus9HAg+7z3sDC4AmQHdgFZDtvjYHOA0Q4CPggvqOV5j4rgXaB+xr6HF+BbjRfd4YaN3Q4+wT92zgO6BbQ40z0BlYAzR1t98Ermuo8XXDeRywCGiGszLjZKBnsuOc1iUAEekCXAg877P7EpwEA/fxUp/9Y1W1XFXXACuBU0SkE9BSVWeq89/8l8856aLBxllEWgJnAy8AqOpBVd1FA45zgEHAKlVdR8OOcw7QVERycBLFTTTs+B4LzFLV/apaAXwKfI8kxzmtMwDgMeAOoMpnX76qbgZwHzu6+zsDG3yO2+ju6+w+D9yfqhSYKCLzRGSEu68hx/lIYCvwklvV97yINKdhx9nXD4HX3ecNMs6q+i3wCLAe2AzsVtWJNND4uhYBZ4tIOxFpBgwDupLkOKdtBiAiFwElqjov2lOC7NMw+1PVGap6EnABcLOInB3m2IYQ5xzgJOBZVT0R2IdTNA6lIcQZABFpDAwH3op0aJB9aRNnt577EpyqjcOB5iJyTbhTguxLm/gCqOoS4GFgEjABp3qnIswpCYlz2mYAwBnAcBFZC4wFzhWRfwNb3GIR7mOJe/xGnBzWowtOMXOj+zxwf0pS1U3uYwnwLnAKDTvOG4GNqjrb3X4bJ0NoyHH2uACYr6pb3O2GGufBwBpV3aqqh4B3gNNpuPEFQFVfUNWTVPVsYAewgiTHOW0zAFUdpapdVLUAp5g8VVWvAcYB17qHXQu85z4fB/xQRJqISHecBpc5bjFrr4ic6rae/8TnnJQiIs1FpIXnOXAeTlGywcZZVb8DNojI0e6uQcA3NOA4+7iK6uofaLhxXg+cKiLN3HAOApbQcOMLgIh0dB+PAC7D+ayTG+f6bg2Pxx9QRHUvoHbAFJzcdArQ1ue4u3Baz5fh01IOFOIkpKuAp3BHSKfaH059+AL3bzFwV0OPsxvWfsBcYCHwP6BNBsS5GbAdaOWzr8HGGbgPWOqG9VWc3i4NNr5uWKfh3MwsAAbVx2dsU0EYY0yGStsqIGOMMXVjGYAxxmQoywCMMSZDWQZgjDEZyjIAY4zJUJYBGJNmRORCEVkoInfVd1hMerMMwJj0cz3OKOGB9R0Qk94sAzAmDBEpFpHCOL9naxH5pc92kbjrWYQ4/m0ROdJn1wc4UwBsCDhusu/88cZEYhmAMcnXGvhlpIMARKQPzrzvq3125+GMIm0VcPir0b6vMWAZgElTInKHiNziPv+7iEx1nw8SkX+LyLMiMtddbek+97ULRORNn/coEpH33efnichMEZkvIm+JSF6QawY9RpxV2u5z938tIse4+zuIs6rTfBF5TkTWiUh74CGghzirff3Vffs8qV717D/uvC4AP6Lm3C4/An4BnBhwxz8OZ/4gY6JiGYBJV58BZ7nPC3ES0EbAmTh3x3epaiFwAnCOiJyAM/Xuqe5EegA/AN5wE+W7gcHqTLU9F2elOa8ojtnm7n8WuN3ddy/OJIUn4czceoS7fyTOIi/9VPX37r4Tgd/grPx0JM5st7iP3inPReQooImqLsbJGK7wvKaqO4EmItIuiv+fMZYBmLQ1D+jvzo5aDszEyQjOwskArhSR+cCXQB+gtzorL00ALhZn5akLcRLRU3ES3s9F5CucWRi7BVwv0jHv+ISrwH1+Js5U5ajqBGBnmPjMUdWNqloFfOXzHp1wFsTx+JHnPXFmj/xRwPuU4Mypb0xEOfUdAGNqQ1UPuWtBXA/MwJkpdCDQAziAcxd+sqruFJGXgVz31DeAm3HmX/9CVfe61S2TVDVc9UmkY8rdx0qqf1exLEhe7vPc9z0O+IQd4GqcBVM8df2dRKSrqnoahHPdc4yJyEoAJp19hpPQf4Zz138Tzt1zS5yVw3aLSD5Ol0mPYpwFZX6GkxkAzALOcKtXcOel7xVwrWiOCTQduNI9/jycaawB9gItoozjEsBzzQE4VU1dVLVAnbUwHsat93czssOAtVG+t8lwlgGYdDYNp4pkpjqrZpUB01R1AU7Vz2LgReBzzwmqWonTjfIC9xFV3QpcB7wuIgtxEvtjfC8UzTFB3Aec51ZFXYCz3u1eVd2OU5W0yKcROJTxOOtdgFPd827A6+8CnuUT++MsNB5uaUFjvGw9AGMSRESaAJWqWiEip+Gsa9wvxvdoCnyCsxZ0ZYRjHwfGqeqU2obZZBZrAzAmcY4A3hSRLOAgTrVTTFT1gIjcC3TGWToxnEWW+JtYWAnAGGMylLUBGGNMhrIMwBhjMpRlAMYYk6EsAzDGmAxlGYAxxmSo/wdPDxqzOyjPqAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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AgG7A6W5cIETkSZz0kGcCC5Igm1HHqNUEILP6DMMjodcA0iBIBpPxO4FdOgKN/d43BjqoagVg4SCMpJLuUZoRHyG9gKLcy89WfMv673InNv/+gxVpqzsWBfB7YK6I/ENEXsDZDfwHEWkMTEqGcIbhw2YA2UloE1Dkc6549guK/1CSHIEiEOwE9NmKbxk3c13S6/3Rc18kvY5weFIAIpIHLMaJA/Qf9+9kVX1WVfeq6u1Jk9CoM1gnnntUur39rWceXaMsEqFmDski3O/yime/YMxbybduL9m8J+l1hMPTGoCqVorIo6o6BDCPHyPlmO7ITsrdjrxhvfyqskxbBM5lYjEBTRSRS7ykgTSMUNRqI5h1GllJRQgFkMrRvRGZWLyAfoWz8FshIvtxTGaqqs2SIplh+GH9f3ZSpQAKqxVApt7LXBzbep4BqGpTVc1T1UJVbea+t87f8MySTXvYue+g5+PXf7ePe99ZaCPGLMZ37xoUZr4JKJNmmSu3laakHs8KQByuFJHfuO+PEJETkyeaUde49oVZXPzk556Pv2XcV7w0fS3zNuzM2FGjERlfZ1+YX93VhPIMMgK58tnUeAbFsgbwN2AI8EP3fSnwRMIlMuo0q7bt9Xysb+Bv/UX24lsELsirNq/4388dew+yYUdm+PxnkgnoYHllSuqJRQEMUtWbgAMAqroDqJcUqQwDqO4z1DaCZSk+E1CenwLwdwMd+shkTv7dJymXKxRvf7Ux3SKknFgUwCERycf1yBORNkBq1JSRk/hGZJVqs4BspcJvBrDkgZFOmd/N3H8ofbtgM5lUTUZiUQB/Bt4G2orIg8CnwENJkcqo03QZM97TtN/3DKjaPoBspWoGIFK1EJxpa/q5PLiIJR/AKyIyBxiO82xeqKqLkyaZUaeZuuxbfjioU8Rj8txhkKpmlIeG4R3fInBBvnMv8ySzvG0yl9RMAWKZAaCqS1T1CVX9q3X+RtJxn4FKmwFkLeV+MwCA/DyplVtvZaVSVp65ZqM5a3dw3G8/ZMde7+7OochEE1BciMjzIrJVRBb6lR0mIh+JyHL3f8tky2FkFl4WdatMQNb9Zy2+SJf57iKwiNTKBPTQ+4vpcc+EKsWSaTzxyQr2lJUzZ+2OdIviiaQrAOAFYGRQ2RjgY1XtDnzsvjdyCH8rwKGK0L4E1Sag3LbTZhu79h3iUEUlu/Yd4mf/nANUu4Hmi4Q0AfUdO5FXv4geefMV95hEeklm4k8rVQ6pSVcAqjoV+C6o+ALgRff1i8CFyZbDyCx8D90Xq7bT/e4PuPyZGXy5LtKoKRMfUyMUfe+fyC/+NZfiP1S7d/qUeZ6EjgW0a/8h7no7euRN35pCBrnsB5ChYoUlqgIQke9E5FkRGZ7AQHBFqroJwP3fNkHXNbKMz1duB2D6qu1c/Lfwu4RtBpB4du0/VOswGyu27gm5aWn8/E3s2Heo6n31InDtTEC+U7Oto43GvoPlrNpWyp4DzneWKgXnxQtoGzAXuB94SUT+DbymqjOSKZgPERkNjAYoKiqipKQkruuUlpbGfW449h5Sbvp4Hz/tU58hHWKJq5caktHmRLFs2TJKDqxm3drAxTJ/eXfu3A/AvHnzaF5PQh4TTCa3OVnE0+b95coNk/Yxskshl/V09nMu31FBnkDXFvlRznbYVabc8sk+Tj28gOt614947OxZs/imSR6VleWs37CekpKtIY/zb8dlj0/gZ30bBHxe6ZoLS0v3Juw+L9lYrahCXTOWer7dfgCA61+azWPDGtKivjcjyzH3fghA52Z5jB3akINl1c9FSUlJ0n7XXnqtvar6V+CvItIJuAz4m4i0AMap6l1x1LtFRNqr6iYRaQ+E/jUAqvoM8AzAwIEDtbi4OI7qnC8x3nPDsXDjLvj4Uz79tj53/vCUhF47ESSjzXExYXyNou7du1M8pAsLKpbDimVV5f7yPr1sBny3nX59+9KqSX34bGqNY4LJmDankHjavHHnfpg0mXk78nnKPfeaMc59WvPIOZ6usWpbKXwyhXX761XVr6ow4f0ax548ZDCdWjWi3tSJtO/QgcZdOvCfrzYCgaFBiouLq34vMzZVMO6W6utOXf4tyCxQpXGTxgm7z9/O2QAL5lXX78OVI5Z6XlozC7Y53VlRt74M6doq/MEhnou1uyspLi6m/ucfQ5mjTE477TSmTJmSlN+1F/VUvSFfdZ2q/l5VjwdGEX8u4HeBq93XV5PlSWYy1CEho/GZdLxMdVP99T78wWJufu2rFNeaWnwLsbWxNPgswv73J9yzkJ9f7QZaqcr3n5petaDrhVdnruPq52dWe/9k6DOXKMvN5t0Hql4n0/zpRQGEDNShqktVdWy0k0XkNWA60ENENojIj4FHgDNFZDlwpvs+6/B1XraxJT427drP7gPlYT/3Vw6pdAV9esoq3p33TcrqSwfVCjj+Lst/p3b1dUPfpxYNC6vqq9TYbdwbd+wPeJ+OJ27hxl2c/fg09h0M/5vVgNehpTxUUcnbX21IsHTxEdUEpKq/qk0Fqnp5mI+G1+a6mYDUuaWo1KGqDHl4ssdjbRE40cQyAwtH1QDIr6MLd5sa13e6mjxxNnPliYQMCz1t+baIdUWrJ5k89P5ivt60m6/W7eSkbq3jvs5TJSt59KNl0Q90efPLDcxZfYhkWDZr5QYqIvcmSpBsJM/99qxzip1wX9mu/dULcmu3O/GCXpu1Li3fcaqScqQDX6ddKwXgDoAq/ZyAlkZJcF6Yn8fBisqw3kc/em5myPK8OAVdua00bF3Pf7qaxZt2x3Xd2rB1T2TLebBX1e3/ns+4pbXbWRyO2u4DuD4hUmQpvh9lpmY4ygSe/3R1yPJwX9nVz1d3ABtdL6CPFm1Jy27gd+fWXTNQ1QygFrPYUCbQ2WuCt/wE0qAwn7JDse/iikfKFVv3MPzRKfz54+UhP7//va8Z9fi0APmXbdnD+u/28ct/za0q8+1PifkxD3N8tN/yDe7muVTgZR/A7jB/e4AOKZAxY/H9KE0BhOf+976O6fi563fWKFM04OF7beY6VmyNPNJMBOm8qws37qraIb1k8+4om+Rix9e2ikrl8UnLq0I2gPP9zgtxH6JdKxzDerSpel2/IC8hIaDLypW7317A7gOHwh6zaZezkBpLWIYRf5rKKb//JCA3QPD+FK/KyH82C86AZvijJWzZHXkG8PGSsE6RCcfLDGAn0N3NA+z/1xTYlFzxEsecLeW8MzexCR+qbaBGrNTmO7vzrQWc/finCZMlHOla3F+2ZQ/n/uVT/jBxKQAjH5vGxX/7nNKy8IuPseJr28ad+/nTpGX8rWRF1Wd3vrWAC574zMM1Av9D6Pv6k1OPqnrdoDCfyTF0cJt3HeBQRWWNxerJ68t55Yt1PPHJijBn+stUU6p47m2ss9Axbzk7m1dtK2Xp5j28MmMtK7ft5aOvt8Rcd7LwogBeAjqH+ezVBMqSVP7yVRm3jJtb9V5V6Xe/t/gj4TEN4M/mXQd4espKTw/Xpp37ox4TiYN+8YMmL9nChIWBY5Hx8zexfEtiZwmqyr3vLOSrBI/G/amo1Kq1j/HzN/HTl2dXfVaWwOQpwXdo/PyaY7ltUWzVvplvwCJwiFs/tGv1gmmDwtiszoMf/phf/mtujbWKFTsrwtbnhXh2QPvq8uoh5psBnP7oFM56bCp/K1kZc53JJurdUNV7VDXkyoyq/jrxIqWGSoWd+w5xz3+ixx8JR6bGI0kXN7wyh4c/WMJKD3l/nw2zNuBj/XfVCWOieQFd98JsfvbPLwPKbnr1S87809SAsgOHKnh6ykrKwwSf27X/EJt2VSumBRt3BXxeVl7JS9PX8oNnom+C37rnAJt3HYh6XOD1K+h61/s8/IETaX3Djv18uKh6tJjIcUZw577q25r37IQHJ7EmRLmPKgUQg2D1C7ztMvbnvfmbaqxVfL098B6WlVfw7LRVYe9tMP7mGS/ir92+l6/dBeNxs9bX+F527T/E8EdLoi6CZxpxLQKLyH0JliNtJOKhqssTgIpKDRvbvKJSA0ZSX63bCcBbX9bex/mU31dvP1ESsw/gr5NX8PAHS3gzjHzDHy0JcE0tWRrokujr8PI8KP4TH/yYwQ9/HJN8+8qcUe2qMAq0Up1Y+F3GjOfYeyeEPObNORv4cNFmtu0p4x+frQ47G3vUNS9F4+UZa8N+5vs+/AfT0e5SrDMAH9EGW89OW83/jl/Ma7PWV58TwVo/6KHY7s1p/1fCHr89K8ERbKct38bKbXurHBeq65kUUz2pJl4voPMTKkWWUr0RJv0qYMqybUlxW3zgva/p/8BHDH+0hLuDojX2GzuREx+cVKP9n634NuFyhJqxb9q1P+CB81/IDIXPhr4v6LgDhypYunkP35ZGdrULTm4yddk2Hv5gcQ07dLAc/533TY17s/67fWzdHThDiOZMoAqTFzv2870HKyhZWm1Lf/7T1bzyxVpufWMeP315Dic8OImx//2apa4Z7Kt1O3h9dnXnOGuNNzPWc5+u5tvS0KagP3/stPvb0jLO/OMUPlm6NeqzMNtjvcFE07m+xeCXPl9DlzHjeXn6mqrPnBmkcuvr86oWhGubTyBYIb30eWhFGW3BN93EG8HMjB+E3gqfLnzuk17juATz8vQ1LNy4m999rw8AP315NkO7tua9+Y69c+W2vazctpcHLzqu6pw9ZeVQBnf/ZyEP+ZUjQll5BVOWht7UE43z/hK4wFtRqVz0t5qLksEbybx6Y/kO63//RHp3bA7AtOXRlVZ5hXOiT4Fc5eeyetkJR/DMtFU8PWVVjfP+xw0rcfWQzvzm3GMoyM+rmuH8/aqB3PTKl/zghCO47uQjI9ZfUakBHc81/5jFJ7cV89XWch7/MrS31WtfrOPWs3pwkevJcunAI6K2Mxhfu4OZtLjaPLV8aynX/mMWPxocbrnQIZoPfDgeD+PK6cM32l++1VG0v3lnUcDnu/eX8+aXG5j49WYW3HdWXDJEYmYU99dMJV4FMCChUqQBr6P2ikrllS/WcvmJnSjMD5wwzd+wE6jesJTN+B6Y332vD+/O+4YPF23hw0VbaN0kMMrj85+u5ry+HWjTtLr81S/WBSiAlVtL+d/3Fkc0H0Qi2PYONe3MoVILatWxNe/tym2lfOW6Nvo+3bHvkKeOH+CutxcEjHp6/SbQBDPgf0NP9buMqQ749eL0tbw4fW2Akv7JS84i78sz1vLV+sijY6e9gWOvrbsP8PiX4TtVX50+9paVV+3K9Yq/ueOVL9ZSqfCb/ywMeWy89zwatRmxf75yO33vnwg4bfG/JwCPxbArtxphy+4DvP3VRs7vm73e8J5+CSJyFk7Slo44z883IvKOqoY2RGYR0fTAuFnruPedRZSWlXNjcbeAz/47L/O8YMvKK2JaaCsrr6gRZ8U/EFrw9P/+977m/ve+rjHTeH9B9XdRWlae9B2W+SJUBM29PliwiTaENhcNf3RKwPsZq7Z7qmflttIa5wK18mUP5468cGPk76yiUmusP3hZkPbn2N9+yBm9Yku/Mfa/i3j00n40b1jI3W+H7vi9cunAw3l9duLi4DwzdRVfrP7O876FAyE2oX0T42I9wJ4Dh/j1m/OZs3YHj3ywJObzM4WoCkBEHgOOxnEH9d25w4GbRWSUqt6SPPGSh9fxxO79jt14176aG07qFdTOElZZqUxZto3iHm1qFZTr/L9Wm0x63DOBf/54ENtKD1BwMHor7/j3fN6JY8frfe8GTrFvfCXQCyfZZrG8PCCoD7793/N56oxGNWYGk5cE+l2rKne95c3764MFiVfy/u7IsVBeqdz2xrxa1z9pcWwbjSYt3krfsRNrXS9QYxadCGLZtJYoLvrb53Rp1Sjl9SYaLzOAs1X16OBCEfkXsAzIOgVQVl6RkNgy8cYn2V5axnd7DzJzzXfc/fZCHv1+Xy4ZcHjccszfEGgyufK5LwDo0TKP80ZEPjfeBdsXPl8T8fNkJ8UONZIDR/H4K4A5a7/juhdmBxzz1bqdId0eQ3EojP07Hdz/3tcRo6dmIneM7BHwvqhZgzBHZh9r6oDp14s6PiAiJ4YoPwGIfe6UAfS4Z0LVwlxtCKcAVJWHP1jM19+EntKP+NNUzvzTVL5xPVi+2bmfyUu2hF2XuO2NeTXsll7YURZ4vRmrttNlzHhe+aLaThtcZSZ4NNWWcr/oZJc8Ob3G5+NjGNVHW3xMJVOXxbeonk6O7dA84P3oU4/iqiGRF4qN1OFFAVwD/EVEvhaRie7fYuAv7mdZSSK2Y6/7LvQIYO/BCp6esorvPxU6x+1216/ep0DemLOB616YzbG//TBkR//vORuq/u/xi33yyZKtEXel+vfl01du5zLXXhzJjnvGH2vau7ONcTPXRz/ISAkFQYsWDQrzOaNXUZqkMYLxkg/gS2CQiLTDWQQWYIOqbk62cOnk8mdmsGv/Ic5zV/grVelxzwfce94xXDHIGcGEClwWC75Hw+fL7u+fPm/9TvLzpMpNEZyZwG1vVLt6XvvCrIjX948qe/nfvS0WetnFm8nsOKA8OGlxusUwXLq0blyjLPvnmOkhHg+uaHhekVHVzao6R1Vn+zp/EemZUGlSwBSP0+jpq7bz9abdVX7XB8srKSuvZOx/o0e39GxGCRNO+vcTlnDBE59x7l/CBzz7LszuXH+CTUD+jHp8Gpt3HahzD+Ndn9YuxpCRWDq2aFijrC6YGdOBl2c+Vmq7JJ8Y14AU4jOnRGK1xwVCHy0bFVJaVs7nK7/ljdnezQ++2XHw8xAtaNT+gxVcHGJjVCws3rSbO9+an5QflREbF/XvmG4RksI/rj0hZLl1/5mDFzfQP4f7CGiRUGlSwDIPwZpitYPv2HeIQQ9OYq9rwhl1XHtP53nxIgoVrK5XmDgwoTjuvg+Ze29oV6Cy8tgTcxiJx39TXbby09OOovjotgGmxtO6twl9cBI0QLtmDQISqddFkjFx8mJQuha4FQi13TBcvt+MZWmUEMEHy0Onq9MaLwLZ62e/DzfFXb5lD5+v9LYBycc/Z9QmXDXsOVAe1tUzVlmMxPPb847h8hM78czUmiEk4uGcPu3p3rYJ20sPJm1XbjBPXTmAkb3b1ShPVbTcV68fRO/Dm9PnvqwzSMREMrLieVEAs4CFqlrDpSVbooLGYnP8WVA6tlmrnRgf0QKNhWLvwQoOVVTy5dodXP2PmRyq0LjikNeWgnwL3ZQJDO/ZNiDb0/ibT65yk7z9rB7834eBETrP79vBc+x5Hzef3p0e7ZoCzjrWiq3Jz2vs3/m3aFTITnfTZLjNjYnuyIZ2ax3X85ltpGsG8D3C+PurauToVRnCQQ8xwldsdZJHB2cr8j2wvnWBWH+8/cZODJgdpIN4N6zlOq2b1A8bCTNWfJ5b9727iBc+X0PDwvwAH/lWjetVvb7/gmO5akgXAB64oDcVqhz/wEcAlNxWzP5DFcxbv5M3v9zAWce2Y/uGVTw5z5HT1/kDtGhYWGu5e7ZrypLNe/jlGUeTJ/DoR8siKqZ2zRpUKYBwJKMjq1dQvZw58+7hnPhgbOGea8utZx7No3HFFPJOMlLPekkI852qZvWWtx73RLeZn/FHJ2tPoonU+X/qMRBZbbksxngxucy1J3Wpev3CtSdw77nHhDzu8cv6Rb3Wq9cPqlF23/nH8n/f68PMu4cHlPs6sAv7dajq/AGaNyrkMD/l0Kh+Pr3aN+OyEzvxxs+Gcv0pRzGofehx3F9/eHyNnbg/H9YtJj/8+oVOXKkBnVvyP8O78/aNQ/ndJX34+1UDQx7/+GX9o17TSz928fGBC+OF7iy2uEfodYV8v/0GbZvW3G08ZlRPzujVNqRXUiIYcWxNE1g24CUp/H9F5DwRqTGcEJGjROR+EbkuOeKlhic9pGqbHRTaIDiWuz8vTfdme83WELJ1lTtH9Qzo8Ns2qx/SQ+eBC47lgn7hPXcevKg3qx8+m6HdnFSIwROw7w88gqYNAh+nUb3bc85x7fn1qMie1YV53h332jVvwI3F3fi+G2bk+WsGcuuIo2OKYdOoMDCwYP9OLWlYL58zjylixp3D+e/PTw743H8GEo5w/f/Zx1V3omNGVn8PPxzUiXm/HcHCsd7DOK955BzWPHIOb94wlLvP7sXPTuvKs1efwGdjTvd8DX9uG1EjGk4VRxzWkBaNaj/bikYyjMdefk0/AU4BlojILBF5X0Qmi8gq4Glgjqo+nwTZUsbvJniP5ueLDTPkkclhjwm25RqZy/s3n8I95/QC4Kg2TQLs1oLQ0m/0DTDpV6fxI78ROlAVA//G4q60blKPM3sVVV3n4YuPY+IvTo0qR8N6+TxxxfG0bx55hJofx3rOI5f0YeHYszi9pyOXr4lDjmrFcR2b89SVNaO7X9y/I4vvH1l1bCgrYrvmDTju8OY1P4iT7m2rlUee34g+T6BRvQKa1C+IOHt47uqBlNxWHFA2oHPLgKT0AH/9YfRZSjDDeoaPoFpZmZoEKcnYP+FlJ/Bm4A7gDhHpArQH9gPLst00FC9H3/NBWhZzM5GubRonffdw97ZNqhJ9JJpjOjSjZ7um9O7YnMFHtQKgXn4eBysqQ6Z+7Na2SY2ysecfy11n96JhvXzuGBk4gr/8xE4JlTfcDKBt0/phk63k5wlN/HaQntunA3+ftpqxFxzL0UWhR+x//EG/gPeJ7Hs6HRY4A7lycCeO79QyIPFMXpAi9sJwj6atc/t04OevxhYLLD9aHtAYNUCzBgVVgf1uKO7qyQrhMd1xTMS0EUxV16jqdFWdm6udPziuoobDB7eEHt1ecry36KY3DesaslP1J1mq9oQuLQFntOnr/J36nBq9hOju2a4peXlCw3qxJzuPh3Ad0ZTbhzH/viihX136HtGCNY+cE7bz96cqD3ICozj3aNeUz8ecTq/2zQC47IROXHz84Xx/YPVvJt9fAWSAD0NwTCN/WjWp51lJ+Xjl+sFVr389sifjRg+OcLRDMgadiQ/ObdRpghc//b0v/PnD9/t4ut7tZ/XkzxEWDn9/SZ+oU9/ghc5ghvVow/Q7a9p+wz1PvvLgzva6kwKd3kpuK+aNnw2JWHeiuNTtHMN1RA3r5dOsQWLs0O38Qjb7Op38GHrhN28YypgoaxkdWjSsuq/VZiY/s4/fzyrZ/X9Rs+gb8YI96XyDlmtP6sKzVw2MqKSm3TGsRgKlYNdsL556zZOwzpDYyEJGneajX55K96KmHCyv5PZ/zw973IRfnBJTgptjOjRjxYOjeG3muhq5XC894Qiemhp+evzny/vzXRRXzetOPjLAk8ZHozCjdt+oN7izvfe8QI+gUIHOksVDFx3HPeceE2AbTxb+yrJKAcRQ74DOLRnQuWXU43zff0GI6UXAWozfa5/OblQA+xKUGsGLcvNv//+c3o2bhnVj9podnNzdWejfHuE3eMRh0RfdvXy9yfBg8jwDEJEaqyAiEnnoFf2aa0RkgYjMFZHZ0c8wUo3/yKW7azL4fpTE4j3bNfN0bf+48AX5eTUWV6uIMAHo1qZJ2JG8j1O6twlpOw/nV61BM4B+R7SIXEEKKMjPS9gIPxQrHzqbj355Kn+5vH9Ah1sRZjaUCJ644nhuG3E0RxdFNgGG4szOznfRNwH35i8eFoWDR+gNCvOrOn/wZi70RxXGjR7Me/9zsnt+TKcnjFhMQNNE5FLfGxG5FXg7ATIMU9V+qhrasdjIeJ6/ZmCVJ40/b94wpIbf9o9PdswoPxzUifsv6O3p+pH693oFeRE/9/m8hxo5V0ZZyvHNAF7/6ZCYXBCzkfw8oXtR06rw5z4q3C8pGQqgffOG/Pz07iE7z3p+qSNDmUea13fKTuraqsZnXvBXHJ0Oiz6T8zfZRFuzCsdNw7oGvB98VKuqcO+1SQlbG2JRAMXAj0TkDRGZipMnOFSmMCPHOL1nEdefclSN8gGdD+OFawN/IlcO7syaR87hoYuOi3rd77n+6+FG6kcXNaFb2yYh1wh8swv/c1/7yWBm3X0GM+9yNmH94ITIMxlfp1evIC/AiyaXuNDd79AhSRuowuG/tuTfN/rudeuGwpTbi7l1RHxGiGBPpGj4m4nOD1KSXrn9rOp1keCIAunare/5V62qm0RkAnAnUAncqaq19c1TYKKIKPC0qj4TfICIjAZGAxQVFVFSUlLLKo1Y8P++Q333XssAujbPY/WCmayN8GN/dkQjrp/oOJid22aHc61DoTfddWtURklJCctXO6EH+rTJZ/42Z+f1Nxs3AjB5ydYAeRa50bpfGNkYdi2npKRmysem9WDPQZgyJTuyo5WWlibtueiqyt9HNGLh7JqpNZOJf3s2bFhPSYkTkmVY6wqWbBDaFx5g9YJZrI7z+tu2Vv+mPv88dOY+f2ZMr25/qN/F7oPh56Gh7s3s2bPZ1qx6DWr1rujhYpJxjz0rABH5CNgE9AYOB54Xkamqelst6j9JVb9x1xc+EpElqhoQj8FVCs8ADBw4UIuLi2OvZULs+XRznROPPIyrhnSmuE+Hqu8v4Lv3WuZX/vGdo7xVPjHwOq/128+/52xgWI+23DLuq6qE7l06d6K4uCfL8lbC0iUM6tmJy3psZl1+B8rKK2DdmtDyROH9PvuYu34nxXGO9FJNSUlJzG3MWPx/Q+7rTkccQXGxswBfDFx3Qe3b3LXPPk75/ScAnHTSUPhkUsTjR5x+KnwyoVq2ILaXlsHk0NcI9YycN/yUAMeEVht2wfTwCaDC1VtbYjEBPaGqV6nqTlVdCAwFdtWmclX9xv2/FWc9wUxKSaZBobdbfm6f9pzbJzM6wA4tGnLz8O4cd3hzXvnJIB64sDfXDO3CDcWOTfUUN+78yN7t6NAkjzGjegZsKoqVIw5rVMMWbqSPZJhHwnnmfPTLmvtaVj50Ng0KI+/ziPXXFuyVFq2JRY2SYyKKxQT0n6D35cAD8VYsIo2BPFXd474eAdwf7/WM0CGFg5l9z5lUVCh9748cO93/53b7WT0YGOTW99SVA9LiudC+ecOq0As+erVvVuWtVOLaBJIROdFIEyn8nRU1rxlIzn8BPFnB5DJ+DUBE9lCt6OoBhUCpqsYbDKQIeNtd/S4AXlVV76mujBp0b9uE3h2bsXDj7rDHeF3M9A9WdtOwbjU+D5UApNNhjdixLzNSTFr3X3eIdZdt7Nf3xr9GD+bINpE9hlo1rsf2ONKsRtppXb8gj+8dnRwX4FhmAAH7xkXkQmphslHVVUDfeM83aqLAYz/oHzalpX/kxhuLu9bIPdy0fgGzf3MGr8/eEJenQ3Agrnj5zbnHcGwHb3sJwmETACPRDDoqvMupbwTfolFhlQIITgAUiUh7PJb+76ikLfLH7dumqv8RkTGJFMaIjxHHFDHx6y2oKt3aNuHpHw3gpy/PqXGcf+TGVk2c7e/3nNOLI1s3ZmjX1ohA/YL8GiYWryRql6pvr0DtMA2Q7fgSzxRmQUa7wxrX44ELezO8Z1uGupGCn/rRAA4c8pYMqkOLhrx941AOHKrk8r/PoEdR06jpaxNBLCagi/3e5gEDsacsZcz77Qj6jq1pt//gllN4fJLjyujbEXuWh+QUVw/pTNMGBVxy/OFJ2eSTbnyLwEPj3ChkpJ+ubZwNV6n8ddbGFh88cCrMz6Mw37ufTf9OLVmyObz5NhnEMgM4z+91ObAGuCCh0iSJji0asnHn/nSLUSuah0nv16t9s6oOPJaFz4L8PC6NEtIhm/HFsLnYY1RSI3Po4C7EJiMJeij8d+Hm2oa/WNYArk2mIIZ3lj84iu53f1Bd4P5+/WPizL9vBCc+MJETjmrNtBSlnswkyitDB3QzMpvJt55Gq8ZB0TlT5CETLrJtXSaqAhCRvxDB1KOqNydUohzGl4DbR5um9dkWIslH8LTSN231D4nQrEEhT53ZmCWSmwqgtbvGkYwQukbyOKpNdZydVC/k5+JQwcsMIOujdCYjlVoyCLY/vvvzk7j+xdks+saxC/72vGOqco+KVD8gvrNCNbM8GWmEsoA7Rvagd8dmFB8dOom4kT0ku2P2XT8TEs+kGi8K4AxV/ZGI3KKqjyddohzgnnN68b/jFwNOHtMfv+jo2IcvPo6HP1jMjFVOsviWjerx1o1DqxY0r/VLSPLZr0+vmh3kVZmAamqA8hxNXdmgMN/s/0ZMJHu/QSbixeg1QEQ6A9eJSEsROcz/L9kC1kX8I2f6bzHve0QLxo0eUuX2lidC/YJ8GodYmOrQomFVSFuft0SbpjUzGx3bwXH9vHSgdYaGEQmbAYTmKWACcBQwh8AZmbrlGU0mj4FD/eaObN2YZVtKPf8gbxzWjf6dWgYkqPBx5jFFTLtjmKesRIaRSaTqua1KSZmi+jKJqApAVf8M/FlEnlTVG1IgU04RKhHEK9cPZuHGXZ59iPPzJGTn78M6fyObSdXIPF3xeNKJZ7+nbO78M3kNONRvrk3T+gzrWSMDp2HkFmlyA2raIH17Abq2acLwnm35w/dTEyUnt3Y9ZCC5OOowjFhI1eKsr5ZPf306ZYcqOPGhj+O6zqRfnRq37irMz+O5a06I7+Q4MAWQZmyfkmGEJlXjf19n7Ytl1bxhIYTZee+Fbm2bhv2sIE8yyjMvJxRAqraUx0O6kkEbRraQrEfkrz/sT0WlVrlPB1ez4L4RCX8+v7hrOPsOegsQlwpyQgGkgnd/fhKTl2zlsUk1c8z6GH/zyRTkBe/iTbZkhpGdJHsJwJfx7ttSZz9NcGffNEKI5nhp1aQ+mRSeMPeCXySB+847hj6Ht+AXZxwd8bhjOzSnR7vA6aHNAAwjMsl+QoJ31OcSOaEAkj2SuMZvh24oIo3yi5o5m7duHt49kSIZRtaTKtOtr55cHIzlhAkoXSsAXVo1on3zhjx55fEcLA+MyeOL5dOmSX3m3ntmxIxAhpGLVI3Mkz4FSFE9GUhOzABqQ6jwCh1CJI4OxR0je/La6MG0aFSPts0Cz7n5dGfEnydCi0b1EpZNyzDqGskemfsGiLn4BOaEAqhNVqiPfnlq3Of2ah8+r+0vzzyaNY+cYx2/YYQhVTP3Ki+gHHwUc8IE9LtL+jC4yQ5+O72MgzGGR27RqF5Mxy9/cBR5IqgqBTGkgzMMIz34PPPaNW+YZklST070UA0K82nfJHxT/TMBXXx8x6rXVwzqFHBc43r5RKMwP4/8PLHO3zBqSaoiQbRpWp8//aAvz141MDUVZhA5MQOoIswUr2ubJize5CRd8Q/N0M6121/YrwOn9yqiS6tGvDF7AzNWbU+6qIZhpI6L+udmuPScUgCh+v/DGteLmjHsscv6V73uc3gLzvzjlARLVrf50w/6Wswjw8hAct5O0c0vB6mP8/o6OwTDqYWuIc4xwnNR/8O5oF/H6AcaRghs7JA8cl4BBKMK157UBYBTw+ST/cOlfXnxuhNTKJVh5B6ZHMOrrpBTCsDLSEJRju/UkjWPnEM/N+ViME3qF3CaJRs3jKRyiZvT+eze7dMsSd0lpxRAOIZ2rc6mNfLYdmmUxDAMH0cXNWXNI+fQpXXjdItSZ8mpReBQKMpdZ/fk6qGd6dzKfmiGYeQOaZ0BiMhIEVkqIitEZEyy6zvfXdwNpiA/L+7Ov0n9nNehhmFkKWnrvUQkH3gCOBPYAMwSkXdV9etk1fnQRcdx56heTF2+jXnrd/H8Z6trdb3Z95wRsInMMAwjm0hn73UisEJVV6nqQWAccEEyKyzIz6Nl43pc0K8jI3vX3tbfukl9i+JpGEbWkk77RUdgvd/7DcCg4INEZDQwGqCoqIiSkpK4KistLQ04d+l3Tlq2Xbt2xX3NTCe4zbmAtTk3yKU2l5SUJK296VQAoZwyazj+quozwDMAAwcO1OLi4rgqKykpwf/c9pv38PDMqRzfrSPFxX3iumamE9zmXMDanBvkRJsnjAeguLg4ae1NpwLYABzh9/5w4JtUVd6jXVP++eNBDOzSMlVVGoZhZBTpXAOYBXQXkSNFpB5wGfBuKgU4uXtrGhRGj/BpGIZRF0nbDEBVy0Xk58CHQD7wvKouSpc8hmEYuUZandhV9X3g/XTKYBiGkauYE7thGEaOYgrAMAwjRzEFYBiGkaOYAjAMw8hRTAEYhmHkKBbK0jAMIwN5/LJ+7N5/KKl1mAIwDMPIQFKRR9tMQIZhGDmKKQDDMIwcxRSAYRhGjmIKwDAMI0cxBWAYhpGjmAIwDMPIUUwBGIZh5CimAAzDMHIUUa2RhjdjEZFtwNo4T28NfJtAcbIBa3NuYG2u+9S2vZ1VtU1wYVYpgNogIrNVdWC65Ugl1ubcwNpc90lWe80EZBiGkaOYAjAMw8hRckkBPJNuAdKAtTk3sDbXfZLS3pxZAzAMwzACyaUZgGEYhuGHKQDDMIwcJesVgIjki8hXIvKe+/4wEflIRJa7/1v6HXuniKwQkaUicpZf+QARWeB+9mcRkXS0xQsissaVda6IzHbL6nqbW4jIv0VkiYgsFpEhdbnNItLDvb++v90i8os63uZfisgiEVkoIq+JSIO63F4AEbnFbe8iEfmFW5baNqtqVv8BvwJeBd5z3/8eGOO+HgP8zn19DDAPqA8cCawE8t3PZgJDAAE+AEalu10R2rsGaB1UVtfb/CJwvfu6HtCirrfZr+35wGagc11tM9ARWA00dN+/DlxTV9vrytkbWAg0wsnMOAnonuo2Z/UMQEQOB84BnvUrvgCnw8D9f6Ff+ThVLVPV1cAK4EQRaQ80U9Xp6nybL/mdky3U2TaLSDPgVOA5AFU9qKo7qcNtDmI4sFJV11K321wANBSRApxO8Rvqdnt7ATNUdZ+qlgNTgItIcZuzWgEAjwF3AJV+ZUWqugnA/d/WLe8IrPc7boNb1tF9HVyeqSgwUUTmiMhot6wut/koYBvwD9fU96yINKZut9mfy4DX3Nd1ss2quhH4A7AO2ATsUtWJ1NH2uiwEThWRViLSCDgbOIIUtzlrFYCInAtsVdU5Xk8JUaYRyjOVk1T1eGAUcJOInBrh2LrQ5gLgeOBJVe0P7MWZGoejLrQZABGpB5wPvBHt0BBlWdNm1859AY5powPQWESujHRKiLKsaS+Aqi4Gfgd8BEzAMe+URzglKW3OWgUAnAScLyJrgHHA6SLyT2CLOy3C/b/VPX4Djob1cTjONHOD+zq4PCNR1W/c/1uBt4ETqdtt3gBsUNUv3Pf/xlEIdbnNPkYBX6rqFvd9XW3zGcBqVd2mqoeAt4Ch1N32AqCqz6nq8ap6KvAdsJwUtzlrFYCq3qmqh6tqF5xp8mRVvRJ4F7jaPexq4B339bvAZSJSX0SOxFlwmelOs/aIyGB39fwqv3MyChFpLCJNfa+BEThTyTrbZlXdDKwXkR5u0XDga+pwm/24nGrzD9TdNq8DBotII1fO4cBi6m57ARCRtu7/TsDFOPc6tW1O92p4Iv6AYqq9gFoBH+No04+Bw/yOuxtn9XwpfivlwECcjnQl8FfcHdKZ9odjD5/n/i0C7q7rbXZl7QfMBuYD/wFa5kCbGwHbgeZ+ZXW2zcBYYIkr68s43i51tr2urNNwBjPzgOHpuMcWCsIwDCNHyVoTkGEYhlE7TAEYhmHkKKYADMMwchRTAIZhGDmKKQDDMIwcxRSAYWQZInKOiMwXkbvTLYuR3ZgCMIzs41qcXcLD0i2Ikd2YAjCMCIhIiYgMTPA1W4jIjX7vi8XNZxHm+H+LyFF+Re/hhABYH3TcJP/48YYRDVMAhpF6WgA3RjsIQESOxYn7vsqvuAnOLtLmQYe/7PW6hgGmAIwsRUTuEJGb3dd/EpHJ7uvhIvJPEXlSRGa72ZbGup+NEpHX/a5RLCL/dV+PEJHpIvKliLwhIk1C1BnyGHGytI11yxeISE+3vI04WZ2+FJGnRWStiLQGHgG6ipPt6//cyzeR6qxnr7hxXQCuoGZslyuAG4D+QSP+d3HiBxmGJ0wBGNnKVOAU9/VAnA60EDgZZ3R8t6oOBPoAp4lIH5zQu4PdQHoAPwD+5XbK9wBnqBNqezZOprkqPBzzrVv+JHCbW/ZbnCCFx+NEbu3klo/BSfLST1Vvd8v6A7/Ayfx0FE60W9z/VSHPRaQbUF9VF+Eohu/5PlPVHUB9EWnl4fszDFMARtYyBxjgRkctA6bjKIJTcBTApSLyJfAVcCxwjDqZlyYA54mTeeocnE50ME7H+5mIzMWJwtg5qL5ox7zlJ1cX9/XJOKHKUdUJwI4I7ZmpqhtUtRKY63eN9jgJcXxc4bsmTvTIK4KusxUnpr5hRKUg3QIYRjyo6iE3F8S1wOc4kUKHAV2B/Tij8BNUdYeIvAA0cE/9F3ATTvz1Waq6xzW3fKSqkcwn0Y4pc/9XUP1cxZKQvMzvtf819vvJDvBDnIQpPlt/exE5QlV9C8IN3HMMIyo2AzCymak4Hf1UnFH/z3BGz81wMoftEpEiHJdJHyU4CWV+gqMMAGYAJ7nmFdy49EcH1eXlmGA+BS51jx+BE8YaYA/Q1GMbFwO+OgfhmJoOV9Uu6uTC+B2u3d9VZO2ANR6vbeQ4pgCMbGYajolkujpZsw4A01R1Ho7pZxHwPPCZ7wRVrcBxoxzl/kdVtwHXAK+JyHyczr6nf0VejgnBWGCEa4oahZPvdo+qbscxJS30WwQOx3icfBfgmHveDvr8bcCXPnEATqLxSKkFDaMKywdgGElCROoDFapaLiJDcPIa94vxGg2BT3ByQVdEOfZx4F1V/ThemY3cwtYADCN5dAJeF5E84CCO2SkmVHW/iPwW6IiTOjESC63zN2LBZgCGYRg5iq0BGIZh5CimAAzDMHIUUwCGYRg5iikAwzCMHMUUgGEYRo7y/22whtLy7ajlAAAAAElFTkSuQmCC\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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Y7c17yupr0iBlcQ4O52UReBxO8pfbROQAMBGYEJwnwDCM5FFZFTQDCDNupePi/YQFG5m3bhfzXpvnVwDbSssZ9MBHteq9v2BjrfPqao1ogTwYrx/VgaAgbtWq/rZrtycmuUs0NGgCUtXpqnqvqp4KXA6sAX4pInNFZJyIXB53KY2UwjxHUo/gGUC4N9fcRgyIyWL+up3+4xVbSgHYsKvum3XwQFzRyDyZHwQolHlrd3LGo1PYd6Duukl50Ea8+et28ekyJ3J+ZQrn6ozIkVtVt6nqK6r6Q1UdCDwJ9A7XRkQOFZFPRORrEVkoIre45feKyLeuIpkrIudE3QsjoVgs+dSjMlgBhPlq8nLT+3sb8cgUrpmwl2c/W9lg3eCZUWO48MlpLNtcytw1OwH4ePEm/yJtuDE++LtJJSLZCHaLiLQRh3+KyGygo6o+2EDTSuCXqnoUcBJws4j0c689pqoD3Z/3o+uCkSwiHUbMfTR+eHUzBGjZtMbye+3QHnGQJvaEGkTfnNPwzud4hFcWEcoqqrjuuVn88NkZAFSF+eOuzgQFAFynqruBM4HOwLXAQw01UtUNqjrbPd4DfA0cEoWshmHUQ2V1NUd2ae0/DzfkBA6KrfObxEyG12atZVeEQekA1m7fx/qd+ymrqD+eUbBpxysNRd+MhhypUUirt+3lxemreSxol28gsUrysmtf5J9tQ0SyE9j3wncO8C9VnScR2gBEpAdOgvgvgaHAT0Xkh8AsnFnCjhBtRgOjAQoKCiguLo7kkX5KS0ujbpuuxKvPa9c5097l33xDceXqBmrXUDylOO4LkNn6PW/aXMa+spphv6qqut7PYdOWGtv5ypWrKC5eX++9Hysp47jOuRQdWldRVFUr10/cx4W9mjCoIJe7Py/j9tfn89yolhHJf80Ex9XyyZEt/GX/eHMya/dUM6K789znPt8b0T19fPrZ53RoHtuQJfPnzWXbcueeew9U8dv/LQhbf+aSNTF57lsfTaV7m9yY3MtHJAqgREQmAj2BO0SkNREkhhGRVsB/gVtVdbeIPAXcj/Oycj/wCHBdcDtVHQuMBSgsLNSioqIIRK6huLiYaNumK/Hq8ye7FsCa1fTufQRFQz3ECJzwHgCnnVYU9wXIbP2e2x3Uguq9B1izx0kmLiL1fg7jVsyALVsAOLR7d4qKjqz33tdMeI95W6q4/fLhKPhdG8Hxe4c5vLW8gmOO6g0sAoj883f/Pk4ZegpMdsIjPPilo6R+eVkRnyzeDMyN7J4ugwafSI+OkSmkULIF8uCXZcy750y/rA2xcFtsZgBDh5xIr06tYnIvH172AeSpaiVwPTAQWKGq+0SkA44ZqEFEpAnO4P+yqr4BoKqbAq7/A3g3cvENI7PZd6CSFk0bfk+rqtZayjWcCSgw+Fg423UgA+79ENXa/vmBZpn7311U8+wI9nuMn1HzdhwqN8Gzn63k8cnLPN0rFPHywIk0/0IsiEf0XS93nC4i/8Mxw2xX1Z3g9wia31Bj10z0LPC1qj4aUN41oNrFQPh5lJEy1ISCSG9vklTnw4Ub6Xf3h7VcIOujqlrJC1AA4RK9BHrGhFqg/OCrDVz+TO0wCr7blVVU+ePV1De4PvHxNw3KC85axJg3vvKfh3Lr/G/JOk/3qo8DlfFZgH0qip29jSUe+TcafLVQ1UIROQw4G/iLiBwCfIazO3iKqjYUrGIocBXwlYjMdcvuBL4nIgNxxpNVwI+j6YCRPGz8jy9TljpmmvnrdnFMt3Zh61YGzwDCjHuBvvGhHFRufHm2cy3Exeufn8m0b7Yx5fYivvp2V8j7PzJpKT8bGdY7HIB359dee5ixsm68nW93ettE1bVtfkgF8q9pKxlwSFu6tM2na9t8urTJp0OrZo02RVbEaGE3Eprlxdb+Dx7XAFR1NfA08LRrzjkVZ3fwAyKyRVXrzW6sqp8R2mPQ3D7TlMaEgojceTR7ieRznrFyey0vIHA2J23fe4CubZvXKq+sUor6dqJk9Q7KKqq46eUSbjujD0d0bs2EgI1PR9xV91902jfOIH3an4q9CxdEWUUVny3bSrCDTmPe1Uce1ZmXptddbP3f3G95LWgWkZcjFLTJp6BNM7q2bU4XVzH4lUTbfDq3zg/7xl2f8osn8TABRbIIDICqVojIHGCrqv7anREYWYRvJ7AN5TW8O389uSKcfXRXVm3dS9Gfi3nu2sEU9e3ciLu6n3MDH7QvP0NwXJ+HP1jMv6at4qFLjuaON75i0i+G0bugNZXVSl5ODrk5wpw1O1m0YTebdpfz3xtP5icvlfjbx8t9/b53FvLKjLWcckTHoH5Efq8fDjmMF75YXaftj087nIHd2nFW/y5s33eAjbvK2LCrjI27y9i4az8bdpWxaXcZX2/czSdLNrPvQF0X1I6tmtX73GTEUEqqAhCRYuACt81cYIuITFHV22IulWGkGT/9txMIbNXD51Ky2vFmfmvu+kYpAP+O6wZU7WtLQy9Ivv/VBgCece3V89btchRAVTVNcoUcEb9yKVm9gzH/bXBJzzMVVdUhM8ZVVyuvzHASoH/2zdY6bSKlW3tndqPAecd05d35G7huaE/uOPsof52OrZrRsVUzBhzSNuQ9VJU95ZU1SmLXfjbuKmfdjn11Zg8N0bNjS1Zujc5ltSHiseYWiUpp624EuwRnH8Ag4PSYS2SkPP58spG2i7kkjWPppj30GPMeX0YR6z2QwGxPI/5c7D/2slPVC5XV1aiqPwbOi1+soseY9/j5K3N4bNJS3l8ZWgFs2u0sz61ywyuv2b6P37//NQeqqsnLzSFHpNYO4vEz18ZEXoDed33AL/4z13+uqoydupyF63fX2+a/syNf8PV5SKnCE98/nlUPn8vd5/droFVtRIQ2+U3oU9Ca0/p04ruDu3PL6b154OIBEcvz/LUnRNwmmUSiAPJcz53LMZdNg/QP7fCZG6zr3fkbmLhwI1XVyrJN4af2q7ft5eK/T+OjRX4vZh6dWLMLdMXWvVHthg2Fb0C++62FvDprLSMemcL0Fdv47VsLAXh73nr+GuAieUi75iHv4+PxycsYO3UFq7fto0mOkCPUip8fa3wKcPifiznu/kn8/v3FnP/EZ/XWX7qpNOz9juhc4wN/3uFNeOvmof6NhfFIbh9JnmWAj247je4dWrDkgVERtbuxqBcvXJccxRFJD3+HkxXsG1WdKSKHA9E76Bppi+9fLZyrYTrx4vTVjH6xhF53vs8Zj01l3tqd7C2v5Nj7JjJl6RYqq6r5at0uNu8p47Q/FTNnzU5ueGEW4PjpP/f5qlr3i2br/6uz1nLD8zPrvf67dxw/+3CJSQYc0oYfn3a4p+flN80lN0dYHWXyFa/s2HuAlVv3sjMGYQw6t66xyfdpn8Oxh7Zj1IAuHNG5FaOHeet3JEQaRtqnoEJ56wzv24mnrxwUst3hHVvWWQ9JFJ7XAFT1NeC1gPMVwKXxEMpIbfwmoDQc/9du38eVz37JKz86idLy0OkQL3xymv/46nEz6NGhBau27aN5k7r/2KFi1AQqxu+NnU7zprmMu2Yw4CiM9TvLar3NAvz69Rr7+7JNe+rkod0bYpEymNvPOpIjOrfiqC5tuDXA/BKKTbvKEpIX4Lj7J8XsXqEWQQ9q2ZSPbjstZs+INUOP6MBTVw6iZdM8qqqViwYezNUn9+Div3/urxO4FpNoIlkEfjxE8S5glqq+FTuRjHQh4jUADw0e/mAxz0xdzsqH6vUsbhQvfLGK1dv2cf7fPmPb3gOe2vhs6KHMJaH69KcPl/iPv3DXF3y7Y3/8YgmfLtvKit+fQ06OsGt/Ba/NqrG9H6is5saXZ/PN5vDmkFA0b+ooKC8+7n27tGby4uiSnSeC/CY5dbJh3X1+fz5ZUpwcgaLk5RtO8h/n5gh/ueI4AO67oD/3vO2Y8pK5nyYSE1A+TiiIZe7PMcBBwPUi8peYS2akMM6oFw+769NTlsd1ZuF76/U6+Idj7NTlnjcqjZu2ihtfKvEnCfGFYLjnrQU88N7X/npH3T0hqsEfoIkb59+LAris8NCI7n2Lh41dsSQvJ4fbzujjP593z5n07NiSU3sn1lRy5Und/cc/HX5EyDoNrb2E4uqTe9Q6b8jD55BW8dESkSiAI4ARqvo3Vf0bjgfQUThhHM6Mh3BGapJME1B1tbI3yHRzoLKat+Z+61dIr5es87s++lBVpi7dEtI1MVp+//5izvtb/Yuagdz/7qJa2aWKl2zhw4Ub2Rm0YBxJXP9gmrp96xu0ISwULZpGtqt0+JENu7O++uMhEd0zFIWHtQfg0uMP4ecBSqdt89iFrY6EBy462n/sG6NPP6r2ZzHh1lP54o4RcZWjV7vY7wKGyDaCHQK0xDH74B4frKpVItJQOAgjA4k0NWRjUkl+uHAjXdrk8+acb3nu81UseWCUf7Htr5OX8uQny2neJJemwK9ec9JV//i0XhQv2czUpVsZN83JHhW4kJhMfuQuIg/v2ylm9/Qpt16dWvGbc4+qNbMIJj/EekZ9zPntGazcVtu3/a5zjmLRht3cenpvrntuJht2lXFCz4OiEzyAJrk5zL/3zFpJa1KNXp1a8dHXNeaz1vlNGpVXob4Xqb//4HhucsNy9G4X+01gEJkC+CMw190QJsAw4Pci0hL4KFxDI7Pw/cEmMtHRj190dqi2dsMRl1dW+xXA/+Y4MWVGv1jCA0NrpuMPf7CYp4NmApv3ZO67SuDs5oZTD+eCYw9m8uLN3BEQcM1HfhPvA0r7lk1p0SyXor6daJqbw8RFm7jihEP9g96kX8RuEfahS46mTcBg+vSVx9O+RdOY3b8x+IwwjUkyHwnnHN2Vhfedxc79FSydU7/3V2PwpABEJAcnk9fJwAk4n8WdquqL5nR7XKQzUoYZK7dz3XMz+fTXw/1v8sn0Agp8dqAd/pXFNQN88OCfinjZ3Xlkl9Z1Qg/869rBXPuv2m6jTYJy/XZuk8/3TujOyb060K55U56ashwROK1PJ5rl5XLP+f24751FtG6Wx9RfDw/rsdMsL5fnrj0BVaW8srrWDCKSAfHU3h396yCHd2zJioBds13b5teJ3T9qQNda5z4ll8y89oGPLmgT3xlly2Z5tGyWx7I4rRR7DQZXLSKPqOoQwDx+spBnpiyntLySmau2+8saY9LxyvItpYyrJ/n37DU7uCTAnS4W/HpUX/44YUnDFUPw6OXHctur8yJq87EHT5wHLz6anh1bcnzAAN2va5s69epTJod1cAbVMWfXTvzyvRO6c987i7h88KG0b+ntLVtEIjIfBfP8tScwcdFGfvLSbHoXtPIrgE9/PZw2Huz8D19yNE9PWUG/VpsarBtzAj7fcdcU0rJpHkd2qfs9pBORmIAmisilwBsaD/cPIy0QkagXgcPV/8fUFYwa0MV/XumGK/jRC7NYsSXA/hwwxj03bVVd+RoZom7goe2ialfym9Pp0KpZLQVwQo+DmBGgMKMhMAGLj6tOOoxOYQKVeSW/SW699vZ7zu/H1tJybjglug1Wx3Vvx5w1O+uU5wSFrD68U0tWbNnLoQe1qFM3FJ3b5HP3+f0oLk68C6tPchEYcWRBwp8fDyJRALfhLPxWich+nM9DVTW9VaDhCV8S7Lxa/8CxeQ/YtLuMB9//mlcD/OGvfW4mL15/Yu3BP4CHP1jM2/Pq5rJdsK1xoQ26tfM2EAXTIWhAvrGoF6u3NS4o2Ns/HVrrfFT/Lny4aCP3X1Q7Rs1NA5vxLR2iekabEIuXoZROpOSGNVnUXPvvT05m7Y747kaONV420LVsmutp8x4kN0ZWJDuBG/YtMzIWX/anvFwJCAURm3vvd/9RVgUMmJ8u2xrShu/LZvVKQCrBWNK9Q2gF8MxVg9i0u4y731rID07szsHtmtfa8BXM/406khsDQitHwm/OPYprh/as48//9FWhQwmc0CWPoqLjonpWvAgeI79beCgXHVc3cnz7lk09m59SBS9zzGljRjSoAC4b1I3XStYlzcUVItsJLMAPgJ6qer+IHAp0VdUZDbQ7FHgB6IKTRH6sqv5VRA4C/gP0wMkIdrmq7oiqF0bc8Q28uTnRm4Dqo8iNoFlRVfuGD3+wuE7deAYve/mGE0OWF7Rpxln9u/gzZF1eeCh5ORJSAbxw3Qls2OUsSg/v27mW739DvHnTyazYspdLB3XzVN8Jc9wU59+q8Txy2bGs2+FtY1tD9OrUipmrnH/nIYd34OFLj66zRpFuduSajXYNe1C1a9GUhiaTD158NKf07lhnX0EiicQE9Hecv7QRwP1AKfAkMLiBdpXAL1V1toi0BkpEZBJwDTBZVR8WkTHAGOD/IpTfSBChBv1YLAJvSRG3zI9uG8YRnUNPcvPcf/icHOGHQ3qEvc+wPjV+/ZcVduOs/l049ncTPclwXPf2HNe9vTeBgS/vHImq8tmnUz23CYdXxROOCbeeyoadZQzp1YGubZtTsmYHz15dWGvwT9dUoted0pOtpQf40bCeMblf07wcLhyY3HxakewuOFFVbwbKANy39Qbnbqq6QVVnu8d7cNxJDwEuBJ53qz0PXBSBLEaC8Q32VdXqP47WBBSY+GPwg6mxhaRFmI1H9b3wnX/swWHvKSK0bVF7et//4LpLZhcNPDgqu3tujpAXw53NseDILm0YfmRn8pvkcsvpvXnhuhNiuvs6GVwx2Amb0aJpHvde0D/s30q6Eck3UyEiubgzNxHpRIRzTxHpARwHfAkUqOoGcJQEkLx5kOGZfQcqa2YBUdiAJi3aRO+7PmDh+sTnVA1HXhjH8voWNHu7ET3b5HsbEHp0aMF7Pz+VVQ+fy7IHz/aXJyIqpxE9v7/4aBbfH1mM/3QhElX2OPAm0FlEHgS+A/zGa2MRaQX8F7hVVXd7TW8mIqOB0QAFBQUUFxdHIHINpaWlUbdNV2LZ57VbHE+NW16ZzXGdHT/wlatXU1y8wfM9pkydyitfO0HYXv1oBsO6Je5NqmUT2BsQdufxEY6B9vYp+yivgunTv6BN09p/k8d1zmXO5irKy/aH/Bz7iXLTwGYMLsgN+zl3ai5s2a9c3ac6ZL2T22xv1PeUbn/bCzY5sZy2bt1q/89hCOxfvPobiRfQyyJSAozEWQi/SFXrDzYSgIg0wRn8X1bVN9ziTSLSVVU3uJnGQjr2qupYYCxAYWGhFhUVeRW5FsXFxUTbNl2JZZ93fPQBoJRXQafOBbBhPd27d6eo6MgG2zLhPQCGnTqMqbsXwbo19O7Th4eCEqnEk/svrr1J64IzhwMwfvV0Pl++jTOHD6vZ4OTK27lTR9i8idatWlJUFDrcgZecqO8NKmPOmp2c1b9LrfKHWqzhjxMWc8lZwxsVXiDd/rYPLNwIc0ro0KEjRUWFUd0j3frsiQnvcc3JPfwJhgL7F6/+RvQKpqqLgbquGWFwvYeeBb5W1UcDLr0NXA087P62HcYpTGCWK1/Ck2i8gHwTv9/8b0EsxPLM0HoyLj35/eNZtW1vyN2tPjfMxppoOrfOrzP4g7MT93sndA/RIrM52A2ffHQ9SdqzFd86UHCGuXiSiDn4UOAq4CsRmeuW3Ykz8L8qItcDa4DLEiCLEQN8G8CiWQNu7E5dr3x46zDat2zCCQ9OBmpCJQcTzg/dN/B7ia9veGfAIW157+enpH0YhUwg7gpAVT+j/r0TI+P9/Gxj1/6KsBtLDlRWU1FVTctm0X/1vqTnkeYEPuruCVw95LConxuOD28dRllFlT+dY3BM/GYB0S87eNx45FsYDrdAbERH/4Pt7T8VSG//LKMWXyzfxrH3TeSTgABjJau3U7K6Jh7NRU9Oo/89HzbqOdO+cdIcBk8BPl22hZ37DoQNERGvzT99u7T2u5cG5o79fMwIxl1TSIumeX7lU99u32B8dvlEhf81jETToAIQke0i8k8RGSleXXeMuFFVrfxt8jL2lFXUuTZ7jbPzMjAA2aVPfcGlT33hP1+0YXfMZPEN5rv2V/Dtzv1c9ewMBv5uEj3veJ8/1xMmYWtpbDZ+3X5WX6bePrxW2SHtHdvynecc5S87uF1zf+Cuc49x/Pa9vtH73D/Dx7UxjPTFix1gCzAX+B3wgoi8DryiqvHJUGCEZeLCjTwyaSnrd+3noUuOCVkn1rFayytDh1/whUY49r66O12f+OQbundoweVBuWff/8p7aIRwNM3NoXuHFow4sjPd3IG/a9vmPHN6C86sx8x06EFOvTP6eYvk6LP92xqAkWiuCcoZHC+8KIC9qvoE8ISIdAeuAP4uIu2A8ap6ZzwFNGpzwDVz7C2vOyhH8qK6Y+8B2rdsSnW1cvid79OpdTNm3lXj1FheWcXs1TsZ0qsDfX8zIeQ9pizdwgt3fVDvM16avrqOAogVvr6Ou6Z2JJJmeVJvXPyubZsz/94z/VnFGsIUgJEMYhGN1Ste1gD8f/2qukZV/6iqxwNnA6kRyMWImG17y9lbXunPArVlTzlvzf3Wf330CyV87x/Tmb9uZ733WLa51K+QQjF/3S4OVMYmUFkw0Q7KbfKbeMrCFfgMUwBGpuJFAXwSqlBVl6jqfTGWx/BINFaejxfXZFHKzclh8cY9fo8egFvGz2XLnnIqq6qZsnQLAA+GSSzuhecb4dN88/Be9V5LxKDscwO1UA1GptKgAlDV2xIhiNF4fLb/mSGyUJWWV3Ldc7P857kiIb11Bj/4Efe8vdB//uXKxmW02ucxKUYogsPu3n1eP/9xnoeQvI0l19xAjQynUf9FInJ3rAQxIiNw8D790Slc9eyXrHTzq5as3kFVtfLtnhrzy5OffFPnHvXlvg2VaStaHvtoaUT1v39izc7Y4HG3Z0DC8EuOj38Y3VxzAzUynMa+Rt0QEykMz/js1+/O38Da7U6Atm82l/Lpsq28XrLOX++vHy2lPCBe8/6gN/Fhf/qk3ny1yTR5FLTOr1eOwPwDjUlM7hX/GoCZgIwMpUF3CBGpz3FcgOaxFceIhN+9u8gfkjiYacu3cW5AuPpI8tMGrgskGkV57SdDmL9uF/sPVNa61iwv/oN+ID7TT26uKQAjM/HiD7cTGKyqm4IviMjautWNeDI+IBeuKvy9uG7eXICyiqpa8TdSeQ/fvef3Y9GG3bw6ax2qMLjHQQzucZDfbPXDIYfRu3MrTu7VgZdvOJHV2xKTRFxsI5iR4XhRAC8AhwF1FADw79iKYzTE58u3+Y/DhVxYuH43CwNM+ZWxyuAeB64Z2pPHJjlrBYFS+kxAzZvkcpWbinHoER0ZekRi5PKZ/m0JwMhUvHgB/aa+xO+qajl8E0RFVTWvzqw94YpkSK8M46+fChzTzQkOFhgieNQAJ4RysvKm+hRQKs+eDKMxRBUSUkTuVdV7YyyLEYZ/frqSP0yonYrhs2VbPbcPnDmkIiOPKmDamBEc0q5mWalnx5YJ3RXpo6BNMzbtLvcvAtv4b2Qq0XoBXRBTKYwG2RYiiFq4XbipzOlHhY7FEzj4J5P/3TyUf/6w0D/wJyqHgWEkmmgVQNr9R3y4qoJvNu9JthgG8M+ro0sDmCi6tm3O6f0KAkxASRbIMOJEtApgUEyliDOqyiuLD3DhE9OSLUpU/G/Ot0l1zfSx/PfnNPoerdxAbGPO9pBLOMnk+GcAhpGZeFoDEJGzgIuAQ3DWHteLyFuqGjpMZO2244DzgM2qOsAtuxf4EU6oaYA7VfX9iKX3iM8BZl9F9GEJ4klZRRXLt5SGzJK0fEspt/5nbuKFCkEs4u/4krX48sLWl6oxFbAZgJHpeEkI8xfgFmAK8EfgT+7xz0Xkrx6e8RwwKkT5Y6o60P2J2+AP4d0lU4HbX5/PuY9/xva9B+pcW7XV+wauePLzkb3rvfb0lcd7vk+V+134xlSvsfmTgV8B2BzAyFC8vH6do6rnqOp4Vf3M/RkPnAs0aBNQ1alA4yKKNZLUHv6hxA3JsC9o5yvA//13fqLFCcltZ/QJWf7mTSczakBXz/fx5QfwDa6awt/O2h3OhrN358cuNpJhpBJeTEBlInJCiL0Ag4GyRjz7pyLyQ2AW8EtV3RGqkoiMBkYDFBQUUFxcHPGDKnw2ICWq9vGmrNzx8Jk+fTrVCp1b1Ojl/eV1ZwWNoV+HHBZti9x7qL7PbdeKeRSvCN3m/qHN+e20/f7zy/s04aTmGyku3sSijY6y27x5S0y/k9LS0pjdb9oiR/a9B6pS8u/GRyz7nC5kW5/j1V8vCuAa4CkRaQ34oo0dCux2r0XDU8D9OC/n9wOPANeFqqiqY4GxAIWFhVpUVBTxw8oqqmDiBBCIpn08qayqZvsEJ6vWosoujJu2kvd+fgr9D27Lii2l7J0wJabPe/2WM9i5r4KTH/7YX7b89+cw+oVZTA5IJh+M/3Ob8B5Q4yvvKz9v/Ww6tW7Gwm93+4PMXTbqNH47rWaZqF/f3owY2hOAtmt28OTczxl2TC+Kiuo3L0VKcXFxzL7jp5d+ATucvqTa300gsexzupBtfY5XfxtUAKo6GzhRRLrgLAILsE5Vo07uGhhXSET+Abwb7b3SnUcn1YRLHjdtJQBrtu2j/8FtGfFIbAd/cEwvLZo6QdVEYOVDzkarZ64axKVPfc68dbsavMfZA7pw7wX9WbKxxq32ie876wBlFVUc+Vtn0A9eNA4Mq3xc9/a8/dOhIRe+UwVLBGNkOp5dMFR1o6qWqOos3+AvIlH58olIoNH4YmBBNPfxSnUKLQKv2bbPmZG4LNpQN9iqAnvL664HxIIcEdq1aMoT3z+OWQE5gPNyczizf5dadf99w4l12i994Gye/P7xFLTJZ1ifTnWu5zfJ5YGLBtAsL6dOELXg4fSYbu1SOt1iCv3ZGEZcaKwP3sSGKojIK8AXQF8RWSci1wN/FJGvRGQ+MBz4RSPlCIvvHznZQ011tTLsT59w08uzw9ZThSEPTY6LDE1dN8zzjjmYDq2a1bp242m1UzCefETHkO0bSpBy5UmHseSBs+vWS7M36h4BCWgMIxPxkg/g8fouAe0aaq+q3wtR/GxD7WJJqrzI+eT4ZEmNrb14yZY69W7+d3gFEYrmTXLZ784sROq+vZ7Q4yCuGnJY2HvEO/NVeg3/NSkof3veUUmWxDDig5cZwLU4JpqSoJ9ZQGxdVOJEMvYBfLtzPxMW1F4miaccX98/iquHHMbrPxkScqB99SdDOP/Yg0NcCc3gHu1jJ5xLmk0AaN40l4cuOZoWTaOKmWgYKY+Xv+yZwAJV/Tz4grujN+XxeYHGOqzv9r0HEKB9y6Z1rl34xDS2lpbz7NWFDO55EPvKq2jT3Pm4Y60H+hQ4WcHuu3AA4PZTlR/2a8oZQwayeIP3GEi/OrMPf564lKMPaQc4m7zat6jbv2iwDVWGkVp4UQDfoR5/f1XtGVtx4kScXryPv38SQMiQxVvd6J3XPz/LXzbosJq36l37KmjboklM5Hj3Z6fWOj+zXwEfLNhI0aF5nNq7E6f2rrtYWx8D3Hj8/Q5uAxDRJq+GSLcZgGFkOl4SwmxX1cTk4IsTqbLbtGR1zV63n7xUwjebSxt9z9vO6ONf2PXxlysG8vmYEVG5MRb17czEXwzj0uNjn4QlhR1+DCMr8RIL6B0ROV9E6ryuisjhIvI7EQm5iStVqI6zF9CEBRv5fLmTnKW6WqnykH7xixXbOP3Rxvv554VIWN4sL9cfbC0a+hS0jksWLDMBGUZq4cUE9CPgNuAvIrIdJ4JnPtADWA48oapvxU3CGBDvReCfvFQCOKagkY9OYcOu/Q20iB1pNaimkaiGkQ14MQFtVNVfq2ov4DKc0A23AQNU9YxUH/whsW6gK7fupawifpm6WjTN5fpTepLfxPnqrhh8aNyeFQueuaomdYSN/4aRWkTk36aqq4BVcZEkjvh2AsfKqnHzv2czd83O2NwsQhb9zomsfVNRL3bsqwjpgZRKnBWwu9hCKxhGapEdDs4xmgJs2LWfIQ99XO/1f3+5JjYP8kCHVs3q7ORNdWz8N4zUInXTMcWQWJmAZqwMn9bgzje/itGTMhNTAIaRWnhWACLSOURZ39iKEx8yJajXl3eOTLYIjSKtFqwNIwuIxAT0qYj8VlVfBRCRXwLXA/3iIlkM8a8BNHIAiodrZEP8Z/RJlJZXMvKo1E2d6BWbARhGahGJAigCxorIZUAB8DVwQjyEijXpPAE48fAOyRbBMIwMJZJ8ABuACcAQnD0AL6hq47eyJoBqDxuzvGAvsI3DvIAMI7XwPAMQkUnABmAA0A0YJyJTVfVX8RIuVrw0fTUAB6ri559vNIyN/4aRWkTiBfSkqv5QVXeq6gLgZKDh/IEpwPItsZmovDNvfUzuE45RAX7z7/7slLg/L5HYIrBhpBaRmID+F3Reqar3N9RORMaJyGYRWRBQdpCITBKRZe7v2AefjyH7D1RRXa1MXLSp4cqN5K5za5KP+CJzZgo2AzCM1CISN9A9IrLb/SkTkSoR8TIDeA4YFVQ2Bpisqr2Bye55SrK3vJKj7p7AHz9ckpDnxTsrVzLJ3J4ZRnoSyQygtaq2cX/ygUuBJz20mwoE76C6EHjePX4euMirHPFi2aY99BjzHos31k7SXuomZ//PzPjv8v33j06sk0g9k8jgrhlGWhL1TmDXJDQiyuYFrleRz7uoziazeDF9xTY+XLixTvn7Xzll783fAMDzn6+i5x3v+a9XVMXfmfTkXh3JzeAZgM0BDCO1iMQL6JKA0xygkAS42IvIaGA0QEFBAcXFxRHfY+vWmoRmV4yd7j9+blRL//GqVU5649WrV1NcvIF7JuwF4LNpTibMsorKiJ8bKcXFxew54Nu0RlR9DaS0tLTR94glCxcuIH/r4rg+I9X6nAisz5lPvPobyUaw8wOOK3Gigl4Y5XM3iUhXVd0gIl2BzfVVVNWxwFiAwsJCLSoqivhhL62eCVvqPuLB2cKk204DYF7lMvhmKT0OO4yior4wwXn779n/OJjyOZVx9iCdfsdIurTNZ9e+Cvh4Ijk5QjR9DaS4uLjR94gJ7md5zNFHU9QvvjuaU6bPCcT6nPnEq7+eFYCqXhvD574NXA087P5OSk6BZQEpGX1pIx//+Bt+cUYff/mvX5+fEFm6tM0HIMc1ymW0JcgwjJSgQQUgIn8jjKlHVX/eQPtXcMJIdBSRdcA9OAP/qyJyPbAGJ9FM3AjOmRvI3vJKWjar/TEE2vvLK6viItMRnVuFzAnsWwNIRtwhwzCyCy+LwLOAkjA/YVHV76lqV1VtoqrdVPVZVd2mqiNVtbf7O3yc5UZyuhtI7fBOLetcO+a+iQDs3FcRsu2mXeUN3v/F672HRDrliI4A/OW7A0Ne922WysQZQAZ2yTDSGi8moNNV9SoRuUVV/xp3ieKA72W6TX6dvPb+BO7Pfb7KX1YdED/aS/iI7ge1qFM2fvRJtRacfRT17cRLN5xY773ym+Tw3cJDuXxwtwafaxiG0Ri8zAAGichhwHUi0t7dxev/ibeAsaDaHcO9WlUu/vvnEd2/U+u6mbkG96j5aBbcdxZHdG4FwGl9OoW9l4jwh+8cw6DD0uKjNQwjjfGiAJ7GiQJ6JHXNP7PiJ1rs8L3P12fmCbbzf71hd8h6PgLNM13a5NOiad2JVGCdVs3yyHMLqgJmF3N+e0bY5xiGYcSTBk1Aqvo48LiIPKWqNyZAppjjM+ms3Lo35PUbX5rt+V7XnNyDHBHGTVsJwPR6snQFL+I+deUgxn22kt6dW/vL2rdsyu1n9fWboTIdW9c2jNQiEjfQtBz8AbSBnJAfL653G0Id2uTnsbus/k1hHVs1Y2tp3YXjnh1bcv9FA+qU3zz8CM/PNgzDiCVZkRQ+li/YuTk5XHzcIQA8EGJAf+dnQxl3TWHsHmgYhhEnItkJnLbEMin8BQMPpmfHlqx6+NyQ17u2bU7Xts0BZ8HXt/hrmAnIMFKNrFAA1THUAD071t1LADDzrtOpCHIZff66tEiZnDAsIYxhpBZZoQAaWgOIBaFcQQ3DMFIZWwOIgMwO1WwYRraRFQogVjMA3+KvYRhGJpAVCiBWM4AmuTYDaBT28RlGSpElCiA2GiAvJys+LsMwsoSsGNFitQacZzMAwzAyiOxQADHKXNkkNys+rrhh6tMwUousGNFitQYwdemW2NzIMAwjBcgSBRAbDbB4456Y3McwDCMVSOpGMBFZBewBqoBKVY1LEJ0E7AMzPGBpLg0jtUiFncDDVXVrPB/wpw+XxOQ+vUKklDQMw0hXssIE5JWbinqFvX7r6X0SJIlhGEb8SfYMQIGJIqLAM6o6NriCiIwGRgMUFBRQXFwcN2FOyN/I38NcX/z1IlrvWBq358ea0tLSuH5ekfLV/Hno+vj+yaVanxOB9TnziVd/k60AhqrqehHpDEwSkcWqOjWwgqsUxgIUFhZqUVFR5E+Z8J6nakVFRWHrHj2gP0UDukb+/CRRXFxMVJ9XrHE/02OOOZZhDeREbiwp0+cEYn3OfOLV36SagFR1vft7M/AmkDLxk889uu5Ab4vJjcPWgA0jtUiaAhCRliLS2ncMnAksiMezOtcTqvmglk3rbfPgxTXZvtq3aAIQo+1khmEYqUEyZwAFwGciMg+YAbynqhPi8aB3fnZKyPK+Ba3rlC194GxW/P4c2rWoUQ479lUA8PWG3fEQzzAMIykkTQGo6gpVPdb96a+qD8brWQVt8kOWP/rdY+uUNc3LIaeeuP8VVTYHMAwjc8gaN9Dv9q1t7jmmW1t/7l6vWD4YwzAyiaxRAKN61HZ4eu0nQwC4YvChnu/RtnmTmMqUbVhOYMNILbJGAQSHIWiWlwvAw5ce02Db8489GLCUkI3FvIAMI7XIGgXQGCwNQGzo17VNskUwDCOArFIA+U2c7j56ed3F33BYHoDY0D6M261hGIknq0Y2nw161IAunupf4Jp+8pvkxk0mwzCMZJFVCuCS4w8BQuf2HXlk5zplf7rsGL64YwRN85z6thPYMIxMItmxgBLK7y4cwJizj/QP6D5WPXxuyPrN8nLp2ra5+a4YhpGRZNUMIDdHaJ0fuSvn2W5coHgHMjMMw0gkWTUDiJZBh7Wvd5ZgGIaRrmTVDMAwDMOowWYARtx54vvHsWVPebLFMAwjCFMARtw575iDky2CYRghMBOQYRhGlmIKwDAMI0sxBWAYhpGlmAIwDMPIUpKqAERklIgsEZFvRGRMMmUxDMPINpKZFD4XeBI4G+gHfE9E+iVLHsMwjGwjmTOAE4Bv3NzAB4DxwIVJlMcwDCOrEE1SiEsR+Q4wSlVvcM+vAk5U1Z8G1RsNjAYoKCgYNH78+KieV1paSqtWrRondJphfc4OrM+ZT2P7O3z48BJVLQwuT+ZGsFBBNutoI1UdC4wFEJEtw4cPXx3l8zoCW6Nsm65Yn7MD63Pm09j+HhaqMJkKYB0QmJG9G7A+XANVjTocp4jMCqUBMxnrc3Zgfc584tXfZK4BzAR6i0hPEWkKXAG8nUR5DMMwsoqkzQBUtVJEfgp8COQC41R1YbLkMQzDyDaSGgxOVd8H3k/Q48Ym6DmphPU5O7A+Zz5x6W/SvIAMwzCM5GKhIAzDMLIUUwCGYRhZStorABHJFZE5IvKue36QiEwSkWXu7/YBde9w4w4tEZGzAsoHichX7rXHRSTUHoWUQERWubLOFZFZblmm97mdiLwuIotF5GsRGZLJfRaRvu736/vZLSK3ZniffyEiC0VkgYi8IiL5mdxfABG5xe3vQhG51S1LbJ9VNa1/gNuAfwPvuud/BMa4x2OAP7jH/YB5QDOgJ7AcyHWvzQCG4GxO+wA4O9n9CtPfVUDHoLJM7/PzwA3ucVOgXab3OaDvucBGnI08Gdln4BBgJdDcPX8VuCZT++vKOQBYALTAccb5COid6D6n9QxARLoB5wL/DCi+EGfAwP19UUD5eFUtV9WVwDfACSLSFWijql+o82m+ENAmXcjYPotIG2AY8CyAqh5Q1Z1kcJ+DGAksV9XVZHaf84DmIpKHMyiuJ7P7exQwXVX3qWolMAW4mAT3Oa0VAPAX4NdAdUBZgapuAHB/d3bLDwHWBtRb55Yd4h4Hl6cqCkwUkRJx4iRBZvf5cGAL8C/X1PdPEWlJZvc5kCuAV9zjjOyzqn4L/BlYA2wAdqnqRDK0vy4LgGEi0kFEWgDn4ERGSGif01YBiMh5wGZVLfHaJESZhilPVYaq6vE4YbRvFpFhYepmQp/zgOOBp1T1OGAvztS4PjKhzwCIs0P+AuC1hqqGKEubPrt27gtxTBsHAy1F5MpwTUKUpU1/AVT1a+APwCRgAo55pzJMk7j0OW0VADAUuEBEVuGEkh4hIi8Bm9xpEe7vzW79+mIPrXOPg8tTElVd7/7eDLyJE1Y7k/u8Dlinql+656/jKIRM7rOPs4HZqrrJPc/UPp8OrFTVLapaAbwBnEzm9hcAVX1WVY9X1WHAdmAZCe5z2ioAVb1DVbupag+cafLHqnolTjyhq91qVwNvucdvA1eISDMR6Ymz4DLDnWbtEZGT3NXzHwa0SSlEpKWItPYdA2fiTCUzts+quhFYKyJ93aKRwCIyuM8BfI8a8w9kbp/XACeJSAtXzpHA12RufwEQkc7u7+7AJTjfdWL7nOzV8Fj8AEXUeAF1ACbjaNPJwEEB9e7CWT1fQsBKOVCIM5AuB57A3SGdaj849vB57s9C4K5M77Mr60BgFjAf+B/QPgv63ALYBrQNKMvYPgP3AYtdWV/E8XbJ2P66sn6K8zIzDxiZjO/YQkEYhmFkKWlrAjIMwzAahykAwzCMLMUUgGEYRpZiCsAwDCNLMQVgGIaRpZgCMIw0Q0TOFZH5InJXsmUx0htTAIaRflyLs0t4eLIFMdIbUwCGEQYRKRaRwhjfs52I3BRwXiRuPot66r8uIocHFL2LEwJgbVC9jwLjxxtGQ5gCMIzE0w64qaFKACLSHyfu+4qA4lY4u0jbBlV/0et9DQNMARhpioj8WkR+7h4/JiIfu8cjReQlEXlKRGa52Zbuc6+dLSKvBtyjSETecY/PFJEvRGS2iLwmIq1CPDNkHXGytN3nln8lIke65Z3Eyeo0W0SeEZHVItIReBjoJU62rz+5t28lNVnPXnbjugD8gLqxXX4A3AgcF/TG/zZO/CDD8IQpACNdmQqc6h4X4gygTYBTcN6O71LVQuAY4DQROQYn9O5JbiA9gO8C/3EH5d8Ap6sTansWTqY5Px7qbHXLnwJ+5ZbdgxOk8HicyK3d3fIxOEleBqrq7W7ZccCtOJmfDseJdov72x/yXESOAJqp6kIcxfAd3zVV3QE0E5EOHj4/wzAFYKQtJcAgNzpqOfAFjiI4FUcBXC4is4E5QH+gnzqZlyYA54uTeepcnEH0JJyBd5qIzMWJwnhY0PMaqvNGgFw93ONTcEKVo6oTgB1h+jNDVdepajUwN+AeXXES4vj4ge+eONEjfxB0n804MfUNo0Hyki2AYUSDqla4uSCuBT7HiRQ6HOgF7Md5Cx+sqjtE5Dkg3236H+BmnPjrM1V1j2tumaSq4cwnDdUpd39XUfN/FUlC8vKA48B77A+QHeD7OAlTfLb+riJyqKr6FoTz3TaG0SA2AzDSmak4A/1UnLf+n+C8PbfByRy2S0QKcFwmfRTjJJT5EY4yAJgODHXNK7hx6fsEPctLnWA+Ay5365+JE8YaYA/Q2mMfvwZ8zzwRx9TUTVV7qJML4w+4dn9XkXUBVnm8t5HlmAIw0plPcUwkX6iTNasM+FRV5+GYfhYC44BpvgaqWoXjRnm2+xtV3QJcA7wiIvNxBvsjAx/kpU4I7gPOdE1RZ+Pku92jqttwTEkLAhaB6+M9nHwX4Jh73gy6/ibgS584CCfReLjUgobhx/IBGEacEJFmQJWqVorIEJy8xgMjvEdz4BOcXNBVDdT9K/C2qk6OVmYju7A1AMOIH92BV0UkBziAY3aKCFXdLyL3AIfgpE4MxwIb/I1IsBmAYRhGlmJrAIZhGFmKKQDDMIwsxRSAYRhGlmIKwDAMI0sxBWAYhpGl/D9DOOLV40SVlwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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qXpy+KqFzw3FCgAfT05+uZGC3tlGOxp+99ZnPyvnBKT3iuteNz8/miOIW3HR6L9bt2MuWigP+AMA/j3dKWgZa1KLlksoWPM0ARKSxiFwsIg+IyCsi8h8RGSMiR6daQCM8u/fXmCwi1anduq86bARpop4X8cz8vfifp5qiAufr7ZsBNApI7t80gQHMl5DM17dGhQU0a+TtGcpLvqNofPHbMzisbZPYB0Zh+oqt/G1CjZJINGmeV2+lrzfs4pevzAlaX3ln7jcJ3fOl0Sfxl4uPjXqMF9PUxe5ML5GfwLh567hvovP+Db73w7Cf6ZbdByi5ZZw/gj0eSm4Z54+ETxcxFYCI3Al8AgwGPgceBV4GKoGxIjJBRKJ/MkZS2bTL8SbxEak61c1le8MGSQUuFkeKoD3hnoksXp94rvtsKFdY5M50WjRyzD2B71KkAeD03h354OenMPP202vt87mOntTDecq8+uQS1nhMUxzOXTMWRx3SAoCSdk1p06whHy2K/PSfTrwod1Vl5H2TeXXWGpZtqvC3ezGNhePEHu34zqCu/P2S43jrxiFhjwkXGb3vYBUj7/uYJ6euoLpa/cqoLglcvZQVDYze3rb7QMSYhddmrQn6nT31SXnigiWAl8eXGap6Z4R9fxeRjsBhyRPJiMRv3pjH5K831Rp0/DOABK4ZyWVw4679PDF1OX+++LgErgpVHgKrUk2BqwBaNinixlMP5+y+nWKec9GALhxR7Ay8N43oxQOTahLX+dwju7RpGtMM1sLjzADg0FaN+SYkZ89Lo09i0qKNLFq/iwbuzCNwNnfvRcewfFMF/54SvlhNKtnnwdvshQAzT6CuTWTd49xjaz63iwZ0iRjnEOr99MNnZ1Kt8PWGCn7/zlf8PiCmZO32vf6BfOk9Z3PF459z6zm96de1NUCQJ9z4+ev95sRE6P+HCf7X1wwp4Xfn9vF/l37xiqMoUpVqIxYxZwCqGlbdiUgDEblAVTeqanavdOQIL3y+KuwTp08B+J6A9h6oqpXbPhKpelA/mIIc+b8/PzGLo4jwqzOPom/nVv62SGsAZ/Qp9r++dlj3mNdecNeZlB7ZoVb7rv2V/kymsdwyP711RNB2+dhRnNijnX8G0zBMnqJ2zRpy26jMpG3wogB8rq7geBCV3DKOcQm4+r5xw8n89TvBDyGRqsgFBq6B427sxaX5sSnL+XzFVi546BN/W+Di7Y+em8U946IHJHrlqU/KeXnm6qRcKxnE7QUkIqeIyKNAOXB10iUygth7oCqmj/ru/cE/yD+M+yoot/3oMJ4IJbeMo2J/ZUKmmv2VVTEXNb0MEvHSrpk3P3wvfO/kEv544TG12hsEuIc2Loq9TtCsUREDD6sd9AVO4BfULjTjFZ8sPpfVn59+hH9fJjwx/33VIAC276296B1K4BD91peO3T+eqFqf0jvqkJb+xfdYbKrY749hiAcvHkHJnGm9O8+JqXhvXnpiX6IRUQGIyGEi8jMR6S4ifUXkTyKyFLgFuADopaoXpkvQfKX378bz0/9G9ybYc8AZbH1j+dINFUH7P4jwFLRqyx7WRrFhR1pbuPH5L2Lmj7knIMtlskjmukJRYQGXnxjdctmwqMDT1LxBhEyivhmZl8Rm4e7jW6j2+fUXBaWvcK79uDsop4Mqd1Z3zVMzIga77a+s4uJHPmX2qm1h93vG/agL4nhE9eVzijdFRKgXVzRPq2SSzMSCiRLt7X0eWAEsAp4ElgMnquo5wB5VTU+omhFz6uyrXesbHqeXe0ujW63KmfdHThD30szVTF2ymY0hT/u++0Vj6pLNMY+JFy/eqy0bxufecWyXGrPQdyKkxziyuAVDeraLeI0j3TWDUOJNybD47rNY+Puz/NutmjiL1/vd2dSJAQnsfJc+vU8xT5/VjGm3jqD/Ya3jul8oF/XvHHV/YHdK/1oGOAucgYFnSzZUMHPlNmav2l4nWV67/mRGn9IjYinIq/pEduPdXLGfQXdPTPjeVz1Z92AuLwRaslJdUCgS0RTARmAYsAxoBwwHBotIEYmtNxqpJs4v0bTltfPsh3LlE59z3oOfhN0X6Uurquzan/xMjccE2PAj8Zfh8blKdm/fzP/60uO7hj3m/Z+fwvPXnRTxGqceFT5L6NbdB2IWZAm07zcqKgzyr/ctYle47+Wgkrb+9YbQt/6QVo2554Jgk1ZRnPEef7+0H/PuHBnU9oszjuCqwd348ndnMKJ37X72/8MEfhxg2oknDUUoz117ov/1MV1a8Ztzeke09zcuity3zRUHkhpkl2x8XQr8eOoSXFcXorkqXAocB9wGHATOAK4EHgZaichpwMeqmnxjrwGk/qngbo9mmvUR7P2q4d0pH4xQ5KOutGseew0gSqLRsAQGxRUlufD45f/+PGj775cc53cPnHjzcFZv2xNx9gD43Sc3BriQNnPz84QL+utzaEuOOqQFi1y3wgcv78+PnosvGK9F4wace2wnurVryvY9B7l2WHea+u4Z8n30uRD7TIxLNuzyp5LwytPXHO8vdznUQ00GH4HrYr06NmfJxoooR2cX5Zt3s2bbniAT62nujCrdRFQAqloJzApoeh94X0SaABcCvwReBIrDnG4kgXifCtI9LZtevpWGRQUMCFkE/Vucg0Ag0YquRHqinX/XmfS9431+MKw7BRKfXTUwKC7eJ+Z4uWhAFyqrlffnr6dnx+b07Ng86vHhAptiRXt/f2h3xrhrDmf17UTPjs1ZGmZwbNKgMGLywAcvHxC2PfRp/N2QBHFnxFlv4sL+nSkNqbEwZcyp7PcQaObzMj6/36EcfWhL/vjuIs/3bVRUEPG3tWtf7AXuulK+ZU+tXD+hbsDpwksg2K0i0t+3rap7VfUFdy2gb0qly3MiLd5GIt4JQ7MEw/l9XPbYNC56+NM6XSOQO77Vh5ZNGkTcHymFRfNGRXx999n85pzecd8zcGG1qDC1CgDgkkFdeeJ7x3s6NtyMxLfQWRRhddT3lO5bz3j5h4N5+YeDg44pHzuKh68IHuS/PyS2y2sodcnl//hVg7jv0n612ru2bUrPjpFnRT58CqBF4yKuHRpfSofvDIqcCv3pFARiXTQg+tpKJvEy510B3CQiX4jI0yJyqYi0AVDV7AhNzFHC1cKNhu/H37m1Nzv4gDA56yPx/adnxCVLLK4b2p0xZx0Z1NYhIN3yBf0OZcqYU4P2hw44T19zPFN/7RzTsKggor04GkEmoHhcTtJAuBmAz/QRabZyQndnsfpCd9Bp26whJ3RvyxWux5Pvu+E1b1Q0fKbBogLxFB0biVm3n84Xvz0jrnN8Sw0NCgvizm0VTXHVZfYa8ZohcQzZRMxwRVX9L/BfAHcmcBbwuogUAhOB8aqanmXzPOKSRz+Luyj2u/PWc+VJ3Ti+pA1rv4ydomBgtzZM8eit8+Eib6YVL9N3cAaP28/tw2Ftm/LjFxw318D8PEN6tqdr26ZB5xSE/NC7tGlKlzbBx8RL4KAfWiUs04QrU/mT03oyf+0Oji8Jn/Sse/tmYV1K7zrvaIb0bM8w184eGqfXrFH8s0FftbZE3HOHHVFj7/eythNK91bO5+brTzx1ZQqTrOhbNi5iypjTKCoUFnyzk0sercks26NDs4QeTNJFXO+Eqn6hqveq6qnAucAC4LqUSJbnxDv4g2OT73nbe57dD1ORqvnI28d7Om7q0tqKp3v7Gpt46I/mT9+uHbSVjFWPwKfHRLOkpopKd5S+fVSNaav/YW2YftvptGoa2VQWjqLCAs45phMtGjvnBb5zvxx5BDee2jNhOb2M/4EfZ/nYUTTyEGQXjV5tCpl350hOO8pZguwdUl0tlNEBmT+bhyi7Lm0ST7I3/IgOzL3zTFo1bUCzRkVBtaYBPvhZ7PoRkfDVbPjnpCXcXJYar3uv2UBbisjhgW2quhNYoqqjUyKZkTBeq2uVLc6cBc9nwggcPAJdMkM9Ti493jFhBI7Rycg4GmhKaZBkL6BAOiVQvvB7J5fQpU0TzusXvcxnIvje38PaNuXHp/XyHG2baODZo1cOTOi8aPiUGcA9YaK6fbzzk6FcN7RmjePaYcFrBkMOj+x9NOCw1rx2/ckR98fSfXXxLBv+lzL2HqjibxO+Zuu+1Lh4eFkEvgQnGOw1EVkgIoErWE97vZGIFLrrCO+4223dTKJL3P/eDdJGveSI4pon/IIEp8VNAgaqSIPqs9eewH9HR/bbDyR4DSDxGcC3B0SvsZxI/vweHZoz9den0bFF8mvf+oaTIw+JveAayOl9iuO21wN+U91Rcd7PK20j5Ha6/9J+9O3cyq/cWzVpQPOQRH1HdYos0+s3DAmq7+xbc4qX2xJwUAD4x4dLYh9UB7yop98AA1W1H3AN8KyIXOTui+cXcxMQ6Hh+CzBJVXsBk9xtIwLpLJqeKl4NeJKKZG65qL8zkPps3ON/NozJv6r9o5t758iItuNhvTpwUo/IkbuBJGsROJbyCPXEyTS+oLrLIgS/RaNNs/iL6aTaDH5Yu/BrQaPcTKK+B45q1aDP/MNfDOfUI8MH8h0a5gGjS5umTBlzKi9c5wSt/V+U9+/XZx3lf/2DU3qE/R7HYuPO1Aa0efnGF6rqOgB3sfdU4DYR+SkejbAi0gUYBTwe0Hw+8Iz7+hmc/EJGBH747KzYB2WI3fsrGXT3hLCZF68NmHq3bNzA74VS3NL5cQ3pGTz9HtqrPeVjR1HimoOOOqRl0I/btzaQrPEkOBAs8av+6qwjuWhAZx6/ahDv/nRYrf3tE1joTCWHtm5C+dhRjOidnjCeSEWLksnUX59aK52HTzE3b1xE59ZNgkxFHVo0okeH5hFno789N3y21a5tm3JyT+d7evYxkVOMh3paRVJS0XgtgcIy8eAlafkuETlcVZcBqOo6ESkF3gS85ue9HxgDBM61igMUyzq3rkAtRGQ0MBqguLiYsrIyj7cMpqKiIuFzjei8+N7HbK44wO9eq62k1q6p+QKXlZVxZpcqntwOzapqPo9erQtYsr3a0+dTWemkRZgyZSpNG9T+4cb7Oa9aWVPL9ZOpU2hYByVwXkdg43Y2ug5TXZoLayqcQSCV37368N2eNcPJSLtrd3JkjdTnUR3gtNObcv1EZ9H0448/9u+756QC2PY1ZWVf8++RTRGcz2XTnvBrSU22LKasbHFQWzyyL1u2nDKSN4Cn4jP2ogCuJ+SBS1V3ichZwCWxThaRc4GNqjrLVRxxoaqPAY8BDBo0SEtL474E4Lx5iZ6bEcYn7lfthcCUAXXl7mmOP3irFs1Ztzv4mt1LDoPyZQCUlpayceZqmD+XTp0OobTU8Y8+fnAlmyv2061dM2Jx9MJPmbVyG6XDh/lTFAQS7+e8kGWwxIkiHXFqadI8gZYOq0ZEOPw3Tj3eVH73MvHd/l3RiqACK7E47ZTB8MmHnNCzE6Wl/WOfEIOYfZ7o/H68vC9rt++FycGV864a3I3S0po41//13MGOvQe9patwf7slJd0pLe0Vdl8iDB8+POkupV7iAOYEbotIy4Dz3vNwjyHAeSJyDtAYaCkizwEbRKST+/TfCSf5nJFi+nZuyfy1O/11csNx8cAuvDor/ieXcINnaNCNz/sksLVZoyLPtXWfuHoQ89fuDDv4J0JRitxAfd4f/7pyYJ3cDLOVq08uoUnDQm59fZ6n4zu1asJr159MnxjumpmguEVt81xoFtJjArLGer5uAp5f0ahWSHaoiudVLxH5oYhsAObi5AiaBcSsBKaqt6pqF1UtAS4DPlTVK4G3qSkoczXwVpyyG3HywnUn8ty1J/LS6JOCCqSHcn6CbofhbKmhg6ovRCFRL6DWTRvGlTQsFqn2/T+r7yFBlchyhcIC4f9OOIzj3BKKXhjYrU1C3lCJEI9HVzhXzcGHe3MiiEa49OJtosRvXBGjPkWswlCJEI/bwy+Bo1W1RFW7u3/xJeEIZixwhogswck0OrYO18pLhvb0PhA+fc3xnNyzPa2bNuTEHu2ihsMnOiiGO622AnC+xKFRvZkiHfl/cplTQpRxYE2CN25wvL6OS+Dpua7MuWMkC+460/PxPm+hOb8byYzbTq/T4viF/TvTpEFhWHONz/nBR/vmNR5Vp8e4Z7ii93Ulnnn0MqBO4WiqWgaUua+3ACOiHZ9PvDdvHau37WH0KYczMKCIdDTiGahDsy7ujJL1MNGAqHCBWbUUgPsUkyXjP9v3pD77Yy4TOJObc8dIGjco8EeDN2tUxDs/GVorpUc68GpS9PHQ5QN46PLk3Pu+S/tx36Xejg1UEkd1asH3Ti7h6U/Lwx4bb4EhL8TzS78V+FREHhWRf/j+ki5RnnL987P9KW237D4Q42gHLwog0ixhQUgB7UBaRcnIGY1w6YVDp+J1NQElm0g/NsMbV5zkmC0euKwfrZo0CErx0KCwgL6dWyX8fcplfuimpgj8eTQoLODO847mVLfoTygzEkgPE4t41OSjwIfAPCAz5WuMILwMos98/4S4bId3X9CXI6IUKYlGuPuEzib8JqDsGP+TFk+Qr3Rs0Thi3eS2CQSM5QtDerbn0cnL6dy6CRvcYC/fdzHS7/qUI8IrhroQjwKoVNWbky6BEcSjHy/zfGxrDwnBCgskLlPRqCiBLbEIV8EstGC6Lww/kQyQqSBLJiI5xds/HsLW3QfsyT8K7Zo35IHL+jGkZ3vOvG8yW3Yf8M+OI30nU+GwEI8J6CMRGS0indw8Pm1FJHxOWiNh7n3Pe2WjO74VPlKxLsRaFI228BzORhkaWHXRgC7cfUFffjT88FrHZoJvHZf8RGv5zrFdWtdaczIcfDZ/VTi/X2faN2/Ef649ge+e1M2/IOw7ZrDHdCZ1IR4FcDnuOgBxuIEaqeHigV2CsiHWhUDf7FgLwD8/44iI+0Kn/I3CFGkpLBCuPKlbUDH0TOLLPWQY6SDc49XRh7biDxf09f9WfA/63x3cLeXyeP4VBrh+dk+SG6hRByLZ9RsHVEXv2sLbx/vKj2oSlcX2AIq8nhAaWbz47rOz3saeZUXAjBzHVx4yWnrwX515FP26tvYXu0kl8QSC3SgirQO224jIDSmRKg9YvH4XDyaQ6vXSQU72wUsGhc9C6PPvn3jzcG4/MfKXbHjAglLgQ3qonTFQoQBxR+Bmi7dPJLKtDKSR21w7tDtf33121DWwnh2b8+aNQ5I2w49GPN/+H6jqdt+Gqm4DfpB0ifKECx/+hL9+8DWVVfE5VP3xomMoHzsqYqSiz0TTrV1TGhVFHnxjRfuOOetIGhUV1FrI692pJQ9dPiDCWbXJ8vGfFNaAMYxaiEjWmD8hPgVQIAEGXbcmsPl5JciBSmfgjze2I5YnwHXDelA+dlRMU05g+Hu4xdsbSnuy+O6zw5qaRh3biavC2CdLwqS7zX4FkD0/RsNIN/F8+98HXhaRESJyGvAi4K0ArFGLwAIVdeHvlxyX0Hnn9D3E/7pFoyLeunEIj1xR+8l+c0X4oLTfn9+3Vlv5ltqB4qnM/54MoqXEMIxMU9wyte7S8Rh0fw38kJr00B8QXODFiAPfuBNPkNabNw6p1RZahNorRYUFQQE8x3VtHVdiL3CKnGyuiF6xKFx0cDZRaLmAjCzmzRuHMPjeD2MfmCAxFYCIPIaT9nmiqj4CPJIyafIIvwKI4xE5XIm6Fo0yF2zjZfby3LRVaZAkcWwGYGQznVqlNpW4FxPQk8BxwLsiMklEfi0iidkdDD9+E1C18u68dZ7OCWf/b9W0AXPuGJlU2cLRsLCA40vaBLV5mb1UVWd31pBUp4M2jGzGS0GYacA04E4RaQeMBH4hIscCs4HxqvpyasXMPXwKoKpaWb6pwtM5kQardITcfzymtNbTSNe2TdixNnw2zQ5himxkI6YAjPpAqiyVcblAqOoWVX1RVa9S1X7AQ0CvGKcZYfB9nlWqnsu8ZWKw8uUbCjcVbeIWlXlp9Em1Kj0d6hZ/lywPBTMFYGQ7T1w9iHuHpcYUFE8g2E0i0lIcHheR2UB7Vb0nJZLlOLv2O8XNq6u9D0KZGKwm/Hw44382LOw+9Sevqp1w7kduutujD82+EoCBmAIwsp0RvYvp2DQ17srxeAF9X1UfEJEzgY7ANcBTOO6hRoJUqXpOjRwtqvb+S/ux1WMdgXjo0KJRRHOObwVAJLjC14e/GE6PDs2BxIvLpAtbBDbymXgUgO+Xcg7wlKrOEa+2C8PPBwvWM/rZWf7t6mr1nC4hWp3TC/p3rrNs8RJY4D1QtMD0Cqce1YGXZq5Os2TesRmAkc/E83g2S0Q+wFEA74tIC6wwTNwEDv7gLAJ7VgBZ+jQdKn6gb/1ZfROvL5AOTAEY+UzMEUVEfLOEa4FbgONVdQ9OGohrUihbVrK/soo7317Ajr3JqSU7ceGGsIPQFScelpTrp5I+rn2/ddOGQRG/9cms4nvrbzw1O+oTGEY68WICmiYia3DSPoz3JYRzi7pvSaFsWclrs9by9KflVKuGTYcQixaNivwLwACfLdvC8DA1QLu3b1YnOdPBb8/tw4X9u3B4h+ZB1cDq01O1iEQsaWgYuU7MGYCqDgJucjfvF5EZInKfiIwUkfrh7J1EfJG7gUFQa7fv5fEpyz2dPySkotb8b3ZQHSagKp4UEZmiUVEhA7s5wWGB4kZbqzAMI3vwZFRW1ZWq+i9VvQA4GfgfcDowRUTGpVC+esG1T8/g7nEL+Wb73qjHbd9zgPEL1ge1bdi5n8Iwtv1731vE7aN6885PhiZV1lQRmBYiNL/OGX2K0y2OYRgeiK+6B6CqB0XkC2Czqo4RkfS7n6SZqUs2849JS3hx9En+tsDn8wrXpBPrqX3Mq3PDtrdoFP5juG5Y/Sm4plFmAP++alCapTEMwwueFYCIlAHnued8CWwSkY9V9ebUiJY9/OylL9hccYCtuw+EjWv1rXnGSo62bU94P/1/fbysjhJmnsC+Z3sVMMMwHOLxK2ylqjuBi3DiAAbimIHyBo1QD9c34MVKjhlpcTS0lm59JNoMwDCM7CQeBVAkIp2AS4B3UiRPlhJ9QPPt9T0Fb9q1n/U79tU6LlHvmL6dszudAoSsAZgCMIx6QTxrAL/HSfswVVVniEgPIP6q5jmILyDaNwQef89EAMrHjmL7ngMcrFI6tGiUcPnB168fwsE4awenm0AFYAHihlE/8Dwiqeorqnqsqt7gbi9X1W+nTrTsxDcQzyrf5m/zDXfhTED9fj/BrxBipXT944XHhG1vWFRAswgLxdlCtpd+NAyjNvEsAv8jTPMOYKaqvpU8kbIYhRWbdwOweEON3b7mgTf6KBhrBjDy6GL++O5Cv1dRfcLGf8Oof8Rjk2gM9MMx+ywBjgXaAteKyP1JlyyLCLRovDprTZj9vgLv0a8TK5VPfUqhEEpdi9sbhpF+4rEr9AROU9VKABF5BKcw/BnAvBTIlhXMX7uDTbtqCp/vOVC7yLlvzTN0DPzr+4uDtmMtjtZn90lTAIZR/4hnBtAZCExQ0ww4VFWrgP3hTwERaSwi00VkjogsEJG73Pa2IjJBRJa4/9tEukYmeWlGTSrjSEOcr+pVqJvogx8t9b9+fMrymCagggKCcurUJ7K89K9hGGGIRwH8GfhSRJ4SkaeBL4C/ikgzYGKU8/bjzByOwzEhnSUiJ+FkFp2kqr2ASe521vHstJX+1ztDMoD6FoQlYAaweuuesNe5e9zCmIvABSL0LG4BwMmHt0tQYsMwDG94UgAiUgAsxMkD9Kb7N1RVH1fV3ar6q0jnqoOv6nkD90+B84Fn3PZngAsSkD+t3D8p2Ou1123vAYFrAMrOfZHTRMeaARQWCN3bNQXgkkFd6yJq2jETkGHUPzytAahqtYj8TVUHA3F7/IhIITALZx3hIVX9XESKVXWde/11ItIxwrmjgdEAxcXFlJWVxXt7ACoqKhI+18e7c9fVaisrK2N3hZMEbsaMmeyN4sCzccP6yDuBKVMms36DY01buHAhrXfULcwiGX32yt59NVbAdN0zHOnsc7Zgfc59UtXfeBaBPxCRbwOva5yGanedoJ+ItAbeEBHPifRV9THgMYBBgwZpaWlpPLf2U1ZWRrznTv56EzC9RpYwx5SWltJi7hTYtZOBAwdxz7tfAbWjgAG6dD4U1q6KeL9Thw/nlTWzYd0G+h/bl9K+h8QlbyiJ9DlRto+vSQqbrnuGI519zhasz7lPqvobjwK4GWfht0pE9uLEP6mqes5ToKrb3aRyZwEbRKST+/TfCdgYhyxp4cvV2z0d518DQNl3MPJqaCw30AIRfvetPjQoKqA0TJGY+sBLARlTDcPIbuKJBG6hqgWq2kBVW7rbMQd/EengPvkjIk1wEsgtAt4GrnYPu5oETEupxotT5r3vLmT+2p0AnPfgJ1GVRui8aWRInvyCAqFLm6Y8dPkAGjcojFPa7GD3gfoXxGYY+YpnBSAOV4rIb93triJygodTOwEfichcYAYwQVXfAcYCZ4jIEpxYgrHxi59avLjlPzrZWyUwqB0H8MPhuVeHdmC3tpkWwTAMj8RjAnoYqAZOA/4AVAAPAcdHO0lV5wL9w7RvAUbEcf96T2igVy4lzWxUVMD+ympaNWmQaVEMw/BIPArgRFUd4FYDQ1W3iUjDFMmVFaQ6q2V9jvwNZeLNwynfsjvTYhiGEQfxKICDrjungmPbx5kRGB4JLRmZSwqga9umdG3bNNNiGIYRB/FEAv8DeAPoKCL3AFOBP6ZEqiyhOlZ2tzipDLleDo3/hmHUQzzPAFT1eRGZhWO3F+ACVV2YMskyzEeLN/K3CV8n9ZqhCsUUgGEYmSSuKiOqugjHhTPn+Xcc3j1eCZ0BBJqA/nXlwKTfzzAMIxqJ1Sg0EqJalWYNa/z7AxXAWXWM+jUMw4gXUwAR+HTZlqRfs7JaKQoIBw5NH20YhpFOTAGkkarq6qBgsFCvIMMwjHQSUwGIyFYReVxERkiqHeNznMoqDQr+sgzKhmFkEi+LwJuAL4HfA/8RkVeBF1V1WioFy0W+XL0dEWHKmFNp1qiIVW7xmI4tGmVYMsMw8hEvJqDdqvqgqg4BBgNrgYdFZLmI5HQcQLLZuGs/BeIETbVt1pDGDZy3//SQpHCGYRjpwMsMwG+0UNVVOKUh/ywiRwKXpUqwXCXQ8+eoQ1ry7LUncEJ3S6BmGEb68aIAPgrXqKqLgbuSK07uE5r+YViv+pn33zCM+k9ME5Cq3pwOQbKJfQerknKdYzq3qtVmy+iGYWQLdXIDFZHfJUuQXKRf19ac3ju41HEuJYAzDKN+U9c4gOuSIkWOoiiNQip75VINAMMw6jcx1wBEZGekXUCT5IqTHSTLP18V2jcLLplgMwDDMLIFL4vA24HjVXVD6A4RWZ10ibKAVKZosPHfMIxswYsJ6D9Atwj7XkiiLFlDsmYA1ar8ZEQvjj60pb/NZgCGYWQLXryAblfV6RH2/Tr5ImWeZD3/vzh9Ne2bN+KeC4/xt5kCMAwjW0hoEVhE7kyyHFlFdcAUYNbtpyf1eos37Krz9QzDMJJBol5A5yVVigyz72AV781b598+WFlT6rh10+h17z+79bSY1+/Q3HL9GIaRfSSqAHLKjvGn8Yu4/vnZTFvu1AB444u1/n2xOup7uG/XrCFz7hgZ9piubZuGDQozDMPIJIkqgJyqX7hh5z4AtlQcAOBgVY3JJprJvm2zhrRr3pACgdvP7U2rJg147toTwx7bq2Pz5AlsGIaRBDzVBBaRM4ELgM44a6TfiMhbqjo+hbKlDV+Zg4NVjukn0A1URCgfO4qSW8bVOq9z6yY0Kipk+b2j/G1De7UPe48CiwAzDCPL8BIIdj9wBI476Bq3uQvwUxE5W1VvSp146WHcXMf+71us9eoG+scA755Y2PhvGEa24WUGcI6qHhHaKCIvAV8D9V4B+KhWwj7pR6Jpo8Kw7d3bN2PF5t1BbYWmAQzDyDK8rAHsE5ETwrQfD+xLsjwZpTrOCLBIh/fu1AKAf/5ff3+b+f8bhpFteJkBfA94RERaUGMC6grsdPflDJqkEGDfZQIH/dAZgWEYRqaJqQBUdTZwoogcgrMILMAaVV2fauHSTXWU8b//Ya0ZcFgbnpi6IuZ1ji9py3vz11PSvqm/7dNlW5IhomEYRtLw5AUE4A74QYO+iBylqouSLlUaufe9hf7Xu/dXRjzujRuGAIQogPAa45ohJZzRp5iubZuG3W8YhpEN1LUewAdJkSKDPPrxcv9rLxagL357BiXtmkY9XkRs8DcMI+vx4gb6j0i7gNYezu+K40J6CFANPKaqD4hIW+AloAQoBy5R1W2epE4RlSE2oB4dmtU6pk2zhhQV1lVvGoZhZB4vI9k1wHxgVsjfTOCAh/MrgV+oam/gJOBGEekD3AJMUtVewCR3O6U8XLaUz5dHtsVXVVcHbd913tGpFskwDCNjeFkDmAHMV9VPQ3d4yQqqquuAde7rXSKyEGcx+Xyg1D3sGaAMSGl66T+PXwxA+dhRYfcHpoAAaNowvJ9/qyYNAIvuNQyjfuNFAVxMBH9/Ve0ez81EpAToD3wOFLvKAVVdJyIdo52bDqpCTEASwXf/kSsG8L+56+jRvraJyDAMo77gxQ10azJuJCLNgdeAn6nqzkiDa5jzRgOjAYqLiykrK0vo/hUVFfhye0a6xtrVK4O2v5g9m53Lw88CDgc+/nhl2H2xSLQP8VJRUZG2e2UL1uf8IN/6nKr+elkE/h/wGDBeVQ+G7OuBEwxWrqpPRrlGA5zB/3lVfd1t3iAindyn/07AxnDnqupj7v0ZNGiQlpaWxuxUKPPW7GDR9Jn4JjJB1xhfk/rh5H69eWPpXP/2oIEDOa5r67jvF44TFn/G9BVba98/hZSVlaXtXtmC9Tk/yLc+p6q/XhaBfwAMAxaJyAwReVdEPhSR5cCjwKwYg78ATwALVfXvAbveBq52X18NvJVQDzzw4EdLGDs9dtaKUC+gZKZvuG5oXNYywzCMlOPFBLQeGAOMcW34nYC9wNequsfDPYYA3wXmiciXbttvgLHAyyJyLbAK+E7c0nukqMCb26YvHbQPS99jGEYu4zkSGEBVy3F89uM5ZyqRC2uNiOdaieLVW+dApSkAwzDyh7yIaCryqABCTUCSxMqXnVo1AWBYhIIxhmEY6SauGUB9ZdmmCk/HHQyZAXi0HHnimC6teOcnQ+ndqWXyLmoYhlEHPA9x4fz0ReTI5IqTGuau2eHpuIMpXAQG6Nu5lRWGMQwja4jnGXeKiFzi2xCRXwBvJF+kzFFrEThDchiGYaSDeExApcBjIvIdoBhYCISrFFZvCTUBeQ1WMwzDqI94ngG4aRvGA4NxMnj+R1W9GdfrCY+HFHux8d8wjFzG8wxARCbgJHXrC3QBnhSRyar6y1QJl2msjq9hGLlMPGsAD6nqVaq6XVXnAycD3lZX6ym2XmsYRi4TjwnozZDtSlX9Q9IlShOPT1lOyS3joh6TzDgAwzCMbCMeE9AuaorgNgQaABWq2ioVgqWaBz9aGvMYswAZhpHLxFMUvkXgtohcQD32AvJi3zcFYBhGLpNwrKtrEjoteaKkj0+Xbmbr7tjVLG0R2DCMXCYeE9BFAZsFwCBqTEL1ijGvzY19EKYADMPIbeIJBPtWwOtKnKyg5ydVmjShHtWWjf+GYeQy8awBXJNKQVJJn04t+WrdTv/2xl2xi8OAKQDDMHIbLyUh/0kUU4+q/jSpEqWAX599FFc/Od2/fbDK2xTA3EANw8hlvMwAZqZcihSzadf+hM6zQDDDMHIZLwrgdFX9rojcpKoPpFyiFLByy+6EzrNFYMMwchkvbqADRaQb8H0RaSMibQP/Ui1gMkh0BmDjv2EYuYyXGcC/cLKA9gBmEZwmX932rKZ7+2YJnWfpoA3DyGVizgBU9R+q2ht4UlV7qGr3gL+sH/wh8Sd5G/8Nw8hl4kkGd30qBclGbA3AMIxcJollz7OXIT3bR91/3dDu3Hr2UbXazQvIMIxcJi8UwNGHRk9YKkLYYu0WB2AYRi6TFwogFqrhF3zNAmQYRi5jCgCoVigMM9ibAjAMI5cxBQAoGtYEZIvAhmHkMqYAiGwCMgVgGEYuYwoAUNWwg70N/4Zh5DKmAHDXAMK8EzYBMAwjlzEFgLMGEN4LyDSAYRi5S94ogBYNI+9TNXu/YRj5R94ogH+eFjkhnBLeBGQYhpHLpHzYE5EnRWSjiMwPaGsrIhNEZIn7v02q5YiGzQAMw8hH0vHc+zRwVkjbLcAkVe0FTHK3M0ajogKz9xuGkXekXAGo6mRga0jz+cAz7utngAtSLUc0fnnmkRSaAjAMI8/wUhAmFRSr6joAVV0nIh0jHSgio4HRAMXFxZSVlSV0w4qKCsJ59l/UqwEzP5vKV+sra+1L9F7ZQkVFRb3vQ7xYn/ODfOtzqvqbKQXgGVV9DHgMYNCgQVpaWprQdZw3L7g2cOumDfj7tSMB2L9gPXw5K2h/ovfKFsrKyup9H+LF+pwf5FufU9XfTPm+bBCRTgDu/42ZEEK15rUtAhuGkW9kSgG8DVztvr4aeCtDcvix4i+GYeQb6XADfRH4DDhSRNaIyLXAWOAMEVkCnOFuZ5QC0wCGYeQZKV8DUNX/i7BrRKrvHcoDl/Xjpv9+6d/WABuQmYAMw8g38ir+9fx+nYO2H75ioP/1hh370i2OYRhGRskrBRDIgMNaM7RXTbH4rzfsyqA0hmEY6SdvFUBRSPKfymqNcKRhGEZukrcK4KYRvYK2rxrcLUOSGIZhZIa8VQCtmzYI2m7R2NluaGlBDcPIE/JutOvdqSUQHAQGhC0KbxiGkcvknQL45cgjaFRUQPf2wfUBbPw3DCPfyPpcQMlmRO9iFt99dq12CwQzDCPfyLsZQCRCA8FaNM473WgYRp5ho5xLYD2A6beNoHGDwgxKYxiGkXpMAbgETgA6tmicOUEMwzDShJmAXCwVkGEY+YbNAFwaFhZw3dDufOu4QzMtimEYRlowBeAiItx+bp9Mi2EYhpE2zARkGIaRp5gCMAzDyFNMARiGYeQppgAMwzDyFFMAhmEYeYopAMMwjDzFFIBhGEaeYgrAMAwjTxENrYySxYjIJmBlgqe3BzYnUZz6gPU5P7A+5z517W83Ve0Q2livFEBdEJGZqjoo03KkE+tzfmB9zn1S1V8zARmGYeQppgAMwzDylHxSAI9lWoAMYH3OD6zPuU9K+ps3awCGYRhGMPk0AzAMwzACMAVgGIaRp9R7BSAihSLyhYi84263FZEJIrLE/d8m4NhbRWSpiCwWkTMD2geKyDx33z9EsrdApIiUu7J+KSIz3bZc73NrEXlVRBaJyEIRGZzLfRaRI93P1/e3U0R+luN9/rmILBCR+SLyoog0zuX+AojITW5/F4jIz9y29PZZVev1H3Az8ALwjrv9Z+AW9/UtwJ/c132AOUAjoDuwDCh0900HBgMCvAecnel+RelvOdA+pC3X+/wMcJ37uiHQOtf7HND3QmA90C1X+wx0BlYATdztl4Hv5Wp/XTn7AvOBpjiVGScCvdLd53o9AxCRLsAo4PGA5vNxBgzc/xcEtP9XVfer6gpgKXCCiHQCWqrqZ+q8m/8JOKe+kLN9FpGWwCnAEwCqekBVt5PDfQ5hBLBMVVeS230uApqISBHOoPgNud3f3sA0Vd2jqpXAx8CFpLnP9VoBAPcDY4DqgLZiVV0H4P7v6LZ3BlYHHLfGbevsvg5tz1YU+EBEZonIaLctl/vcA9gEPOWa+h4XkWbkdp8DuQx40X2dk31W1bXAX4FVwDpgh6p+QI7212U+cIqItBORpsA5QFfS3Od6qwBE5Fxgo6rO8npKmDaN0p6tDFHVAcDZwI0ickqUY3Ohz0XAAOARVe0P7MaZGkciF/oMgIg0BM4DXol1aJi2etNn1859Po5p41CgmYhcGe2UMG31pr8AqroQ+BMwARiPY96pjHJKSvpcbxUAMAQ4T0TKgf8Cp4nIc8AGd1qE+3+je/waHA3rowvONHON+zq0PStR1W/c/xuBN4ATyO0+rwHWqOrn7varOAohl/vs42xgtqpucLdztc+nAytUdZOqHgReB04md/sLgKo+oaoDVPUUYCuwhDT3ud4qAFW9VVW7qGoJzjT5Q1W9EngbuNo97GrgLff128BlItJIRLrjLLhMd6dZu0TkJHf1/KqAc7IKEWkmIi18r4GROFPJnO2zqq4HVovIkW7TCOArcrjPAfwfNeYfyN0+rwJOEpGmrpwjgIXkbn8BEJGO7v/DgItwPuv09jnTq+HJ+ANKqfECagdMwtGmk4C2AcfdhrN6vpiAlXJgEM5Augx4EDdCOtv+cOzhc9y/BcBtud5nV9Z+wExgLvAm0CYP+twU2AK0CmjL2T4DdwGLXFmfxfF2ydn+urJOwXmYmQOMyMRnbKkgDMMw8pR6awIyDMMw6oYpAMMwjDzFFIBhGEaeYgrAMAwjTzEFYBiGkaeYAjCMeoaIjBKRuSJyW6ZlMeo3pgAMo/5xDU6U8KmZFsSo35gCMIwoiEiZiAxK8jVbi8gNAdul4taziHD8qyLSI6DpHZwUAKtDjpsYmD/eMGJhCsAw0k9r4IZYBwGIyNE4ed+XBzQ3x4kibRVy+LNer2sYYArAqKeIyBgR+an7+j4R+dB9PUJEnhORR0Rkpltt6S5339ki8nLANUpF5H/u65Ei8pmIzBaRV0SkeZh7hj1GnCptd7nt80TkKLe9gzhVnWaLyKMislJE2gNjgcPFqfb1F/fyzaWm6tnzbl4XgCuondvlCuB6oH/IE//bOPmDDMMTpgCM+spkYJj7ehDOANoAGIrzdHybqg4CjgWGi8ixOKl3T3IT6QFcCrzkDsq3A6erk2p7Jk6lOT8ejtnstj8C/NJtuwMnSeEAnMyth7ntt+AUeemnqr9y2/oDP8Op/NQDJ9st7n9/ynMR6Qk0UtUFOIrhYt8+Vd0GNBKRdh7eP8MwBWDUW2YBA93sqPuBz3AUwTAcBXCJiMwGvgCOBvqoU3lpPPAtcSpPjcIZRE/CGXg/EZEvcbIwdgu5X6xjXg+Qq8R9PRQnVTmqOh7YFqU/01V1japWA18GXKMTTkEcH1f4romTPfKKkOtsxMmpbxgxKcq0AIaRCKp60K0FcQ3wKU6m0FOBw4G9OE/hx6vqNhF5GmjsnvoScCNO/vUZqrrLNbdMUNVo5pNYx+x3/1dR87uKpyD5/oDXgdfYGyA7wOU4BVN8tv5OItJVVX0Lwo3dcwwjJjYDMOozk3EG+sk4T/0/wnl6bolTOWyHiBTjuEz6KMMpKPMDHGUAMA0Y4ppXcPPSHxFyLy/HhDIVuMQ9fiROGmuAXUALj31cCPjueSKOqamLqpaoUwvjT7h2f1eRHQKUe7y2keeYAjDqM1NwTCSfqVM1ax8wRVXn4Jh+FgBPAp/4TlDVKhw3yrPd/6jqJuB7wIsiMhdnsD8q8EZejgnDXcBI1xR1Nk69212qugXHlDQ/YBE4EuNw6l2AY+55I2T/G4CvfOJAnELj0UoLGoYfqwdgGClCRBoBVapaKSKDceoa94vzGk2Aj3BqQVfFOPYB4G1VnZSozEZ+YWsAhpE6DgNeFpEC4ACO2SkuVHWviNwBdMYpnRiN+Tb4G/FgMwDDMIw8xdYADMMw8hRTAIZhGHmKKQDDMIw8xRSAYRhGnmIKwDAMI0/5f3QKcAKwwce+AAAAAElFTkSuQmCC\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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