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Autoencoder with supplemental input
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Autoencoder with supplemental input",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/enakai00/190d14a8c17772f7be4f2e776c2d7361/autoencoder-with-supplemental-input.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "8uoZRr9eOmwG"
},
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import tensorflow as tf\n",
"from tensorflow.keras import layers, models\n",
"from tensorflow.keras.datasets import mnist"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "0ByKCdhESGpP"
},
"source": [
"(train_images, train_labels), (test_images, test_labels) = mnist.load_data()\n",
"train_images = train_images.reshape(\n",
" (len(train_images), 784)).astype('float32') / 255\n",
"test_images = test_images.reshape(\n",
" (len(test_images), 784)).astype('float32') / 255\n",
"train_labels = tf.keras.utils.to_categorical(train_labels, 10)\n",
"test_labels = tf.keras.utils.to_categorical(test_labels, 10)"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"source": [
"image_input = layers.Input(shape=(28*28,))\n",
"label_input = layers.Input(shape=(10,))\n",
"\n",
"hidden1 = layers.Dense(256, activation='relu')(image_input)\n",
"hidden2 = layers.Dense(128, activation='relu')(hidden1)\n",
"hidden3 = layers.Dense(4, activation='relu')(hidden2)\n",
"hidden4 = layers.Dense(128, activation='relu')(hidden3)\n",
"hidden5 = layers.Dense(256, activation='relu')(hidden4)\n",
"image_output = layers.Dense(784, activation='sigmoid')(hidden5)\n",
"\n",
"model1 = models.Model(inputs=[image_input, label_input], outputs=[image_output, label_input])\n",
"model1.summary()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "rVK0vEPJLuoD",
"outputId": "f0e3c501-4994-421b-bc02-fdd049c13b91"
},
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Model: \"model\"\n",
"__________________________________________________________________________________________________\n",
" Layer (type) Output Shape Param # Connected to \n",
"==================================================================================================\n",
" input_1 (InputLayer) [(None, 784)] 0 [] \n",
" \n",
" dense (Dense) (None, 256) 200960 ['input_1[0][0]'] \n",
" \n",
" dense_1 (Dense) (None, 128) 32896 ['dense[0][0]'] \n",
" \n",
" dense_2 (Dense) (None, 4) 516 ['dense_1[0][0]'] \n",
" \n",
" dense_3 (Dense) (None, 128) 640 ['dense_2[0][0]'] \n",
" \n",
" dense_4 (Dense) (None, 256) 33024 ['dense_3[0][0]'] \n",
" \n",
" dense_5 (Dense) (None, 784) 201488 ['dense_4[0][0]'] \n",
" \n",
" input_2 (InputLayer) [(None, 10)] 0 [] \n",
" \n",
"==================================================================================================\n",
"Total params: 469,524\n",
"Trainable params: 469,524\n",
"Non-trainable params: 0\n",
"__________________________________________________________________________________________________\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"#image_input = layers.Input(shape=(28*28,))\n",
"#label_input = layers.Input(shape=(10,))\n",
"\n",
"hidden1 = layers.Dense(256, activation='relu')(image_input)\n",
"hidden2 = layers.Dense(128, activation='relu')(hidden1)\n",
"hidden3 = layers.Dense(4, activation='relu')(hidden2)\n",
"\n",
"combined = layers.concatenate([hidden3, label_input])\n",
"\n",
"hidden4 = layers.Dense(128, activation='relu')(combined)\n",
"hidden5 = layers.Dense(256, activation='relu')(hidden4)\n",
"image_output = layers.Dense(784, activation='sigmoid')(hidden5)\n",
"\n",
"model2 = models.Model(inputs=[image_input, label_input], outputs=[image_output, label_input])\n",
"model2.summary()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "6gZt4VSEHfJN",
"outputId": "38264755-78fd-4cf5-c5b8-1ed7a863de24"
},
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Model: \"model_1\"\n",
"__________________________________________________________________________________________________\n",
" Layer (type) Output Shape Param # Connected to \n",
"==================================================================================================\n",
" input_1 (InputLayer) [(None, 784)] 0 [] \n",
" \n",
" dense_6 (Dense) (None, 256) 200960 ['input_1[0][0]'] \n",
" \n",
" dense_7 (Dense) (None, 128) 32896 ['dense_6[0][0]'] \n",
" \n",
" dense_8 (Dense) (None, 4) 516 ['dense_7[0][0]'] \n",
" \n",
" input_2 (InputLayer) [(None, 10)] 0 [] \n",
" \n",
" concatenate (Concatenate) (None, 14) 0 ['dense_8[0][0]', \n",
" 'input_2[0][0]'] \n",
" \n",
" dense_9 (Dense) (None, 128) 1920 ['concatenate[0][0]'] \n",
" \n",
" dense_10 (Dense) (None, 256) 33024 ['dense_9[0][0]'] \n",
" \n",
" dense_11 (Dense) (None, 784) 201488 ['dense_10[0][0]'] \n",
" \n",
"==================================================================================================\n",
"Total params: 470,804\n",
"Trainable params: 470,804\n",
"Non-trainable params: 0\n",
"__________________________________________________________________________________________________\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"model1.compile(optimizer='adam', loss='mse')\n",
"model2.compile(optimizer='adam', loss='mse')"
],
"metadata": {
"id": "78wpt5-NIgCJ"
},
"execution_count": 5,
"outputs": []
},
{
"cell_type": "code",
"source": [
"def show_result(model, n):\n",
" results = model.predict([test_images[:n], test_labels[:n]])[0]\n",
" \n",
" fig = plt.figure(figsize=(1.4*n, 2.7))\n",
" for i in range(n):\n",
" subplot = fig.add_subplot(2, n, i+1)\n",
" subplot.set_xticks([])\n",
" subplot.set_yticks([])\n",
" subplot.imshow(test_images[i].reshape((28, 28)),\n",
" vmin=0, vmax=1, cmap=plt.cm.gray_r)\n",
"\n",
" subplot = fig.add_subplot(2, n, i+n+1)\n",
" subplot.set_xticks([])\n",
" subplot.set_yticks([])\n",
" subplot.imshow(results[i].reshape((28, 28)),\n",
" vmin=0, vmax=1, cmap=plt.cm.gray_r)"
],
"metadata": {
"id": "YdM2-asWJdU8"
},
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "33eI8EHqTHgo"
},
"source": [
"history = model1.fit([train_images, train_labels], [train_images, train_labels],\n",
" batch_size=256, epochs=50, verbose=0)\n",
"\n",
"history = model2.fit([train_images, train_labels], [train_images, train_labels],\n",
" batch_size=256, epochs=50, verbose=0)"
],
"execution_count": 7,
"outputs": []
},
{
"cell_type": "code",
"source": [
"show_result(model1, 12)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 180
},
"id": "zglGr4E6PTJf",
"outputId": "4a04a212-e73e-4d36-b448-0e27a5e1891a"
},
"execution_count": 8,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1209.6x194.4 with 24 Axes>"
],
"image/png": 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gUCj47xQKhUi9+/9BMwS08aijS53bS5cuwel0YmhoCDqdjtexu7KcSqWQSCSwubmJdDqNYrHID6xWq4Xb7YbT6YRCoXiZH/VIo9Vqsa3T7u4uVldXUalU4PP54PV6e+rhPyhI6KZWqyEejyOXy2FxcRGJRIKrpw+DIAhMpwyFQggEAlCr1dBoNFAoFNBqtT0dBD8NqEKcSCQQi8V4rvkwQPP6uVyOqapk00Eza8cNpN5KQmBkNQE8oKJZrVYe/SAxr14NUoAHCSedVWQbsbGxgVqtBrlczlTi8+fPY2pqCpOTk4dGuy2VStjc3OQZy3K5DLPZjLGxMYyMjMBms0Gv1/ekiAsVnWu1GnZ2dpBMJhEIBLC+vo5SqYRsNot2u41SqcT7q9f30otE9326vb3NSriU5D5LoksFZ6lUytZCj4PNZusb14nuM546lvV6HZlMBq1WC8ViEbVajfehUqmE0+mEWq3m+1Ymk0GtVvf8Xu0WIUwkEgiFQojH4xyPUAeX4mWKfTUaDTQaDbRaLeRyOdRq9UOT3Xw+D6lUikQigUQiwTkN7eWdnR3cv38fo6OjsFqte3KdXgJ9JoobZDIZTCYTU5l7LY544clup9NBMBjkbuTNmzfRarVYMIXmTO12Oy5cuACTycStcb1eD5vN1nOL+iLQbDZRKBRQLBZZbt9gMMBqtWJmZgb/+I//CL/fD4fDwapo3TMDnU6HRagCgQCCwSBSqRQfABaLBSdOnIDD4ej7ROMgoAM0lUphbm4On3zyCYaGhnD69Gn4/f7nFhbqReTzefzlL39BMpnE0tISgsEgotEoNjY20Gg0HkmHb7fbSCQSCAQCKJfLKJfL0Ol08Hq90Ov1HIj3K8i/rlQqIRAIYHt7+9C64KRu7ff7IQgCMpkM5HI5isUi6vU6F8COGygIIRVO0joQBAFqtZpFRbxeb1+sEc3GJxIJ/OIXv8DS0hI/b3a7HefOnYPL5cLf/M3f4NVXXz3UwnIqlWKrikAggHQ6jampKbz//vvwer0YGxuDw+HoueAPeJDIU0HvD3/4A+7evcuFO5oJlcvlrPwqCMJD6ZAiHoBU0ePxOG7duoW7d++ya8SzQqVSwWazQa1Ww+12P3GOcHR0tG8K+zTjXK1W+U8qlcLCwgIKhQI2NzeRTCY5JjSbzbh8+TKfeV6vF1qtti9mzVutFjKZDIrFIgKBAObn51GpVFCv1yGRSKDVaqHRaHD+/Hn86Ec/gslkgtPphFarhVqthlqtZkbkw5LdVCoFt9uN7e1tXL9+nRWdabb39u3bSCaTePPNNzEyMsL/Xq8VVqjB1mw2IZFIIJfL4fV6MT09Dbvd3nOf5ytJdvP5PKLRKKLRKGKxGM+HUrIrlUpRr9fhdDqRy+VgMBig0WhgMBjYQuOgoI6GVCrlDpJMJuuZXxhVK3U6HVwuFwYGBmCxWGC32+Hz+WC322GxWL5UjeoGDZyTeA1VTun1FQoFlEplzwd6LxLtdnvPhULWTRaLBWazuecvimcB0XDp2aYZ8Eaj8djZU6KZ5XI5KBQKrqYCDwo4BoOBq+79uJ40LkDiVMViERKJhIt8Bw2M6ayjC5hGGLqf9+MG6uySxUT3OkilUh4D0Wq1PS8sAnwRqFQqFWSzWcTjcVYZVSqVsNvtcLlc3NE+DJCwULlcRjweRzKZRLPZhFqthtFohNPpZPpyr90xVKAiNgsVTZLJJBfsqANJhaxUKsWzgP1QQHlWUHJQr9c50eieh6TYi/ZNo9FAvV5ntWR6DeALK0WK4SQSCZRKJQfhZGnlcrmgUqmYnv84OByOnon/9oPOc7L0ImV/skKsVqtIp9Os9h+NRpFOp/lcq1arCIfDaDab/Do6nY4LorSm1PnttfOQVJhpZKNer3OHUq/Xw2w28xloMpm4SEJsSZlMxvurGySk5na70Ww24XA4YDab0Ww2USqV0Ol0UCgUOM6mcRF6zV4APY/VapVn3ylXIqp3LzIAXngk2Wq1MD8/j1/96lcsPtBut9nLjw4uhUKBq1evQqlUQqPRQKlUwmQyHZotiVKphF6vh1arxYULFzAwMACz2dwzFWaz2YyZmRkMDw/DbDYjnU4z/cRkMjEd41HJgSAICIfDuHXrFlKpFCqVyqEqbx4XNBoNpNNpxONx7rJbrVacO3cObrf7WHV2k8kkfvOb32Bzc5PFzR7X0SU0m01sb28jHo+zerVarYbD4YBer8c777zDgl/96IOYyWQQiUSwtraGzc1NxGIxzMzMwO/3Y2Ji4sCfl/woqWMilUp5rx63gJsu7ng8jitXrmB3dxeRSGTP92g0GszMzGBqagper7cn7oMnoVKpIBQKIRQKYW1tDWtra9xptFgs+MY3voGxsTEMDg4e2r9Jyrdra2u4cuUKEokELBYLzp49i/Pnz+OVV15hEaxeA3mqb25u4pe//CV2dnYQDoeRTqe/RLUVBAH37t3Df//3f2NoaAjf/va32Y6u386yR4GopCRauLy8zJoWOp0Ofr8fNpuNk1ViFpDOiFwuZ0quVCqF3++H1WqFXq+H1WqFRqOB2+2GVquF1WqFxWJhUSCZTPZUNHmj0diTe5HEMUulEoLBIBYWFpDP57G0tMTFPPIlLhQKe3yKCQqFApFIhO13NBoNN1I0Gg08Hg+r1L/++utM/e0FdGuIVKtV1mag0b/Z2VnMzs7i1KlTOHHiBHe0qfFGOcnD7gGJRAKDwYA33niDGWl6vR6xWAy3b99GtVplpxSn04lAIMCJdC+wCMh+qVarYX19HZ999hmAB/mHyWSC3+/H0NBQTxbvvpLObjdlkWYIaCM9LNlSqVR7kt3DeMjUajVb8ZBUtkql6hkREqo4kcJyrVaDUqnkqrFOp3vk5qOqdKFQQCwW43nK7rWnNeiFtXiZoIuDZv46nQ7UajVcLhfsdntPHGgHBVXsy+Uytra2sLa29kz7RhAEFAoFlEol/v/kcjlbk8zMzLBlkd1uP/T3/zIhCAIqlQrS6TTS6TRyuRwKhQL0ej17XB/0GaQuSa1WQ6lUgkKhYOXY49bZpbOvUqlgd3cXOzs7KBaLe75HqVTC4XDwvdAPZyAJ/+y3AJNIJNBoNPD7/RgeHj604hyxCAqFAtLpNHZ3d5HNZuFyueB0OuFyuTg56cUzkjpouVwOgUAAW1tbLN5C6B4ZSqVSWF5ehiAIKBaL0Gg03C3rh/31JJBIGekSBAIB6PV6KBQKZvEBX7BQiDZK7DKlUsnnmEwmg9VqhcfjgdlshsfjgU6nw+joKAwGAzweD5xOJ3fjpFJpTyVnz4Lu84w6tisrK0ilUpifn0cqlUK5XN6jAdG937pjvlQqBQCc4Ol0Op5dHR0dhcPhgNVqRavVYnX6Xti71H2l2WUSIaTCitPpxMjICHw+H6xW6zOPbyiVSni9XrTbbWxtbSEcDgMAWxDRiEw6nUY2m4VCoegZiytiYlSrVWSzWUQiEWg0GlgsFphMJhiNxkO1GXpYDvKi8MKTXblcjtnZWbz33nsoFApsR6LT6aBUKvdUofL5PM+mUlUwFosxnYIsEh7mrUagioxKpYJEImHbBZlMhng8DoPBAJ/Px5Q+n8/XUxUKiUTCa0eX5+MOoVqths3NTWQyGWxsbCCTyaBarTKlw2w2Q6vVwuv1wufzwWKx9KRwyFeFQqGAO3fuIBwOo1QqwWw2w2q1wu12w2q19v3aCYKA5eVlLC4uYnl5mQ924MmHFVXsiaYmlUrRbDZRqVRY1KXRaODatWvIZDKYmZnBhx9+CKvV+lV8tBcKUu+u1WqYn5/HlStXEI/HIZFIYLfbMTMzg8uXL2NwcPBA3R+6ZAOBACKRCNrtdk8mF4eFcrmMQqGARCKBeDzOgmoEuit8Ph9GRkbYFqdXQfddKpXC+vo6IpEIKpUKAGBiYgKTk5M4ceIE7Hb7ocyRkc1LvV7HjRs3cOvWLQQCAVQqFchkMng8HkxNTcHj8XB3oxcC5m4IgoBIJIKlpSWsrKywP/jjBPhoPjKbzaJer8NisfA62O12+P1+vrv7CZRoFAoFfPLJJ+wfvrKywiKOOp2O7wytVguPxwOVSoXvf//7uHjxIjPWiKEikUgwMDDAHV2j0QiFQsGJCllYkYhOv4nwUXG9WCxysS4QCCAajSIej/PzRrGdTCZjTRwSSCK2ZCKRwPb2NiQSCUwmE+RyOYvH0ugD7fdCoQCHw4G7d+/CbDZjZGSkZzrhlOxScVev1zOb8+zZs7hw4QLsdvuB7lqpVIqRkRFey7m5OS5ENBoN5HI5rK+vo1qtYmpqCiaT6bA+3gtDrVbD0tISIpEIdnd3D5352Wq1kM1mOY/rdn+RSqW8b4k+f5j4SpLd06dPszpoOByGRCLh6hyZFpdKJezu7qJcLiMQCCAej7PAhlwuh8VigUqlYqrUw0CHHT3sMpkMpVJpTwdJp9PB4/Gg1WrBYDDg3LlzL3oJDhVUgXta1Go1LC4uYmdnB6urq0gmk6yyRhcGzf0ODAz0rErmV4V8Po9bt24hGAyiWq3yvIfH44HRaOz7tRMEAYuLi/iv//ovxGIx7pI9zaFIqutyuRwqlQpyuRylUokp9YVCAQBw9epVfP755/jOd76DDz74oC+S3Xa7jWw2i0KhgFu3buGnP/0pAHDVdHZ2Fm+99RarqD8vKNBeWVlBJpNBo9E4Vgrh+1EqlXjGkryfu4sz1FEaGBjA+Ph4zyVi3SD6XrVaRSKRwMrKCmKxGCcMk5OT+Ou//mv4fL5DEyJst9vMTrh69So++ugjVKtVpvj5fD6cOHGClep7lcYbCoVw48YN7O7uIpPJcFLwKJAS9draGm7fvg29Xo/vfOc7OHnyJE6cOAG3280F+V7ec/tB85/ZbBa///3vcevWLX7+pqencfnyZdjt9j3Jrkaj4S5itVplyiSpCXc6HVgsFk5oKZE9Lmw0moGPRCK4cuUKkskk5ubmsL29zfYw7Xab15S6b2azGePj49BqtbDZbNDpdLh37x5CoRBkMhnsdjt0Oh1CoRAKhQJarRaPItGsqcFggMvlgsfjgcvl6olkl7rfpOgNPIj7p6en4fF4cOHCBVy8ePHAz55EIsH4+DjGxsagUCjw85//nJt0pBGxurrK69kLqNVquHfvHpaWlrC1tXXoyW6z2WT9CNIrIcjlcvh8PphMJpjNZmg0mkN9tl/4zUMD4TabjYUpqJtB8vBarRaVSoW/6nQ6tsbJZrOQSCQsk57NZpHL5R76SyA6hkKhYAuJjY0N/qURdZdoLr168T4NSAAnmUxid3cXW1tbyGazTEElqpDb7cbg4CBbDh0XmtWzgigxlUoFxWKRbZuIGtPvFDWawarX61xwokv2STAajRzUENWb9h8J0tEsNAlJkNBNIpFggZteTtparRZbFWQyGTSbTWi1WgwPD8PhcLDt2kHOJFIxJfEv8u4Fnq4Y0W8gyngqlXro6IZKpYJer4fJZOrJjuN+UKGDvNgjkQgymQwHrRaLhRkoh3X3ESMjl8uhVCpxUGez2dimwuVy9azfZLPZRKvVQi6XQyQSQTKZ5DOP2GbUoe2eUwXAMQeJLsXjcej1etjtdqbn9go19GlAFM5QKIRIJMIWdKTiSnvPZDLtKQpT0YmYBt3zjTqdDp1Oh+O1flmrJ4Hui3K5jGg0inA4jEQiwcWWQqHA+0qv1zNDhdaaRjIGBweh0WhgMpmg0WiQyWR4/cfGxmAymVh4TSKR8Pw57ctcLoeNjQ3U63VcuHABFotlj53lUUSr1UI8Hkc4HOZcQS6Xw2AwcOfwsN5/N5OUkjQq2lOsRF3zXkCn00Eul0M6nUalUuFnz+FwwOl0QqPRPNNrJZNJZrTRDHUwGOQmZKVS2SNCl06nucDi9/uhVqsPjTH5wrM9qVQKt9sNu93OVT9KECQSyR66Ac1AEo2ZOONyuRwDAwMwGAyIxWKIxWIPDd6IJkkeYjKZDP/xH/+BZDLJCrGkvEliOP16eGazWayvryMUCuF3v/sdlpeXmSZKXqZGoxGXL1/GxYsXWSK9H4K+FwFKcuPxOHZ3dxEKhWA2m6HT6bhT+TD1vn5Bs9lEMBhELpfDzs4OV+eocvqoKqlMJsPIyAhOnDgBm8bz9AEAACAASURBVM2GiYkJlvhXKBSIx+PY3NxEIpHAp59+img0yj+bzWZx48YNBINBvPLKK4cqpvNVo1Kp4M9//jOWl5dx//59VKtVDAwM4Ec/+hGGhoZw8uTJAyXznU6H1Xej0SjW19fRbDbZDuU4QhAERKNRzM/PY319/UvjL9T5GBsbe6ZL/Kii2Wzi9u3buHbtGra2tnD9+nU0m01YrVb4/X6cOHECFy5c4OfvMNBoNNhyLBaLoVAowGaz4cyZM3C73Xj99ddx8eLFnpyhJDputVrF2toaPv/8c1a6lclkMJvNrKGh1WpRr9exubm5h3nWbrdRr9dZqDMQCEChUOCNN94AAB7n6HVQDLe+vo7/+Z//4ecuFovh9OnTOHPmDEZGRnDmzBmOvbpBHp6UaAEP1oaon/1cSH4YSqUS/vCHPyAQCLCPc7lcRiqV2kMBdTgcGBoaYiVqnU6Hy5cv49KlSyw+1V2Q0Wg0PD/9gx/8AAMDA/jNb37D9NtEIsFxslwuRyAQwPLyMqanp/Hqq6/CZDJBq9Uemk3Zi0ClUsG1a9dw584drK6uot1uM3tncHDwUGdOCXq9HpOTk9DpdMjn81xs3tragkqleuzo5VFCo9HA1tYW7t27h0wmA0EQYDAYcOHCBQwODsLlcj31a9XrdXz++ee4d+8eYrEY1tfXWTSN9nD3KAjZQqnVapw4cQKXLl2C2+3G22+/DYfDceDP9pW0NqmL87SwWCw850I/Ozg4CJ1Ox8pxj0p2iQZISn8mk4kf9m45dZ1O19eJHW2qXC7HVHGiulAlSqPRwGazwe128zr163ocFEQX6q5QGY1GFtfoNzpaNwRBQLPZRD6fRzKZ5ACwXq/zftpPL6P/TSwLmlUjD11KduVyOZvdU0BMzzaJm3T7xPaaHRHNsBElLxaL8VgF+UH6fL4DF966k12a8SKPz+4OUr/u0UehWq0il8uhXC5/SZyLqsZms7kv5ppJDCmZTLL1hSAIsNvtbBlBoxYHTbC6mS75fB6ZTAalUgnNZhMKhQJOp5M7eeT73mugc4+E3nK5HHdtKRGz2+1QKpUwGAyo1WpIJBLcDaYEkL6SIjqNM3R3M3v5uaR1ajabyOVyCAaDiMfjLOJIKsxkB0QF4v3YXwyhpshxAj1X5XIZsVgMu7u7LKxHbD0aQSNWpM1mg16v527u0NAQxsbGmHHWvbdIFVyn08Fut8PtdsPhcMBisQDAHgakIAgolUrI5/Ow2+2o1WpHXuSQ9mIul+NRSNpHdAa+iD0ll8thNBqRz+f5LiFaeL1eP9Jr1g3q8pfLZWafkH+1w+F4bJGU6OMkLFcqlXgPh8NhZggQI5D2Eu01AMxO0Ov18Pv9bEt7GELCR/Ik6fbAJd42Kfk9zj+NAuxGo8HWMEQFUSgUsNvtsNlsmJmZwblz5+BwOPqiqvowVCoVhMNhRKNR3lz0wBkMBszMzMDlcmF6ehoTExPQaDR9uxYHhSAIyGQy2NzcRCQSYQsXtVoNvV7Ps1f9CDq0kskkfv3rX2NlZYUFz7pnYghkH6FWqzE8PAyTyYTLly/j9ddfh1arZRozJWBWqxVWqxU7Ozu4fv06C7o0m00kk0l8/PHHsNlsaDQaCIVCPFvZKx0R6oRHo1EW9Wq1WrDZbOyXPTAwcOBZqHK5jJs3byIajWJ7exvAg2qz2+1mP1XyFz8uEAQB2WyW7Z2oikw0vOHhYbzzzjtwu90c7PUDqKhBf4jF093leV7QPbK7u4ulpSUkEglcuXIF4XAYW1tbAACv14sPPvgAg4OD8Pv9h/WxvnK0222kUimk02lkMhnU63WeKzMajfje976HV155hQtJ5XIZ8/PzSCQSWF9fRyAQ4ES51WpxgfDOnTv493//d/h8Prz//vsYHBw88Kz+y0B3kru0tITt7W3Mz8/j3r17KBaLaDab3PH6xje+wYquvWhb8qJBgqkkhBaLxfDZZ59hbW0N+XyeZxtp7n1iYgIejwdjY2N8txJF1+PxMMtsf1xCbhIKhYLv7snJSUilUqyuriIUCrFtnVwuf+gdf1RRr9dRKpWQyWS4s9put/fYKpEi/GFDp9NheHgYSqUSc3Nzh/76LxrdSSrtRaJ7u91unD17FiMjIw/tsFKSm8/neYzhT3/6E5LJJJaWlhCNRlEul9kRgKzGnE4nTCYTarUa64vQzHgwGMSNGzcwOjqKV199lUXrDsJIOpLJLlVeqGLaDZPJ9ERVM1Kri8fjyOfzbJRtMplgtVoxMDCAkZERqNXqvj10aQNR8tA9M0DWEx6PBz6f75moCccVJHRDghnUiexVhdGnBc2AZjIZzM3N4ebNm6ygvt9fEgBXUE0mE8bGxuByuXDmzBm88sorPGLQvVY6nY5ts0wmE9RqNc+eFgoFLCwsQK/Xw+VyMb1qZGSkZzqV5XIZwWAQ4XCYv9IZRp2hwxDgqtVqCAQC2NjYQCKRYDEwmrUh4bleo5IeFPTcZrPZPcmuTCaDw+HA6dOnYbfb+84fm54LYjJptVr+/R9kTpSEX5LJJO7evcv+ktFolFWuLRYLLl682NOJLvCF0nQmk+EupVKp5C7H5cuX8e677/IIVqFQgE6n4zGreDwOmUyGcrkMAOxzurOzgytXrnAg53Q6mQXTS+hmrezs7GB+fh4rKyvY3d1FvV6HXq+HWq2Gx+PB7Ows1Gq1WFR/BOi5ymQyWFxcRCQSwfLyMjY2NviOpbllnU6HkZERTE9P4+TJk3j77beZWvyktaXfF431AYDH44Fer2fXErLr6UYvjMK0Wi2USiUUi0WUy2WUy2XuglNMYjabX4iIqEqlgtPpRLvd7kltEeroUzGz0+lwvGaxWDA8PIzR0dGH/izFgUSzX1tbw89//nNEo1Hk8/k9Yn6kuEziuD6fD4VCgZmT1WoVjUYDqVSKqd/EGlIoFP2X7D4viAKSy+WwuLjInThBEKDT6VgF0W63c7u8n9BqtRAIBBCLxbCysoKFhQUeNAceBCFWqxXDw8M8U9VPHY0XBfKQJCP3drsNmUwGn8+HiYmJnrOvelZQ1a/ZbHLXtRsSiQRGoxE6nQ6Dg4M4c+YMjEYjxsfHYbFY4PP5HingRR7RZrMZExMTaLVa2NraQjAY5AOY7LMajQZ0Oh1Onz4NjUYDrVZ75JM3SnYjkQhfvvRZBwcHD3zxkgAOVVS3trZ4ZlCv12N6ehperxdms7mvxHAeB0pSarUaCzZ1z5cTFV6j0bBgTr/dBQTqTjYaDdy9e5eF0Cjxper649A9Z0WU8LW1Ndy7d48pua1Wi0VwSC+jH9BNRSaP4rGxMX6mgC8EltRqNTsabGxscKFeJpPtOTOJVtk9S9mLz2W9Xkc0GkWhUMDa2hru37+PeDwOpVIJvV6P8+fPw+PxYGZmhuOtXvycLxrkO18sFvcwJkqlEo+iyOVynoW3Wq3cafP5fE9cW1Jpb7VaUCqVGBkZAQAsLi7uEQva2traY8sGPBCXtFqtGBwcPPIF01KphJ2dHYTDYaTTaZTLZWg0GpjNZvb7Jss1EXtRLBYRCoVY1KtWq8Fms8Fut7N4bTe640EazVpfX8f6+jp7rNdqNW5+kECiXq/H0NAQDAYDs86q1Sr/vubn5xEKhTiuoQT4cVZvT4u+uuGpCxWLxfDxxx/j7t27PLfkcDjw9a9/HQMDA/D7/Sxj309oNBr49NNP8emnnyIcDmNpaYnnS8mrbmZmBlNTU3jnnXe44yPiySgWi4hGo0in01wtnJ2dxRtvvIGRkZG+DZa7ZfxplmN/lVcmk7Hq6te+9jV8+OGHMBqNrPr4OJVhEvZqt9u4dOkSfD4f/vCHPyAUCnHxqtls4saNG1zZe+ONN2AymaBSqY7sxUvIZrNYXFxENBrl7qLX68Xly5fh9/sPfPHW63Vks1nEYjEsLCxgYWEBpVKJE5m33noLAwMD8Hq9R36tDgutVguxWAzZbBZbW1vY2tpi8UNKNIjp4/V6efa+H0FdN6lUikqlgrW1NfbdVKvVuHTpEiYmJh77Gvl8HoFAAKVSCRsbG0gmk4jFYtjc3OT5VIlEguHhYYyNjWF0dLQvLNi6zz6C2WzGa6+9hqGhIbjdbgBfJK96vR4nT57kgt3du3chlUoRiUT2vC65QVCnrlf9dqvVKtbX1xGPx/HZZ5/hypUrrHDu8Xjw4Ycf4sKFC2x702/x1mGh0+kgkUggHA7j7t27+H//7/8hl8txk4LWdHx8HP/wD/8Av9+P4eFhLio9LtGlLl2xWES1WoVWq8W5c+eQSqXwxz/+EYlEgpOJer2+xwoGAJxOJ06fPo3R0VEehTmq90gmk8GdO3cQDocRDoeRyWQwPj6OyclJTE5OYnR0tO8bE8+LdDqN27dv8+hjqVTC8PAwTpw4gZGRkS+d58RkyeVyuH79OiKRCK5du4Zr165xogqAR9rGxsZw9uxZOBwOvPnmm6wTRHoOpAL9b//2b7hx4wbC4TDW19dRKBT4z0G1H/oqQqfKM1WbqRpNl5HBYIDBYOhL1VxKDAqFApLJJLLZLCqVyh5BDaPRyJ1tMmLv1yTtMNA9k0Q2WDT/rVAouOrZz6rewBcUpv20ZepMKJVK9mp2uVywWCzPtL8kEgkLWZHwl0qlQqvVYtNxqkyT2EO3qMFRBL2/RqOBYrHIc3vEMnE6nbBYLAcOHOr1OnK5HAdHJOVPnUuLxcJCf8cFJLJRKpVQq9U40QW+UHwk+nyvzH4/Deizmc1mpFIpLiJRskYaFnK5HGq1Gmq1GsFg8In02UKhgHA4zJTwZDKJXC7HWhCUsFHxwGq1HtmA+FlA1lWFQmFPx4vEVfafP3SOUaeWCgH7Zx5p/akj16udXbKdKhQKqFQqqNVqXJAkto7Vau3LxsJhg4q6pFK7/8yiggjtF9LSINZB916k8R7qvrXbbabiRyIRpvpSrNxNa+72ICetHJfLBYfD8cg54KMC8ralzwSARVjpDuyHc+lFgGJcmrUnRgElq/vvyFqthnQ6jXQ6jWg0ikgkglQqhWKxyCN+crkcLpcLJpOJtUnsdjt7auv1+j1aJaT8THEjFRu7vx4EfZXpRCIRXL9+na0QyuUypFIpdDodTCYTnE7nExXFehGk3pfL5RAKhRAIBFAul/mBp4t1dnYW77//Pj/8/SysdBhoNpuIRCIoFAq4e/cuPv/8c7RaLVgsFhiNRkxOTmJmZgZarbZvAuZnAc2pmEwmfPe738Vrr73GCqwkQvW0UKvVmJiYgNPpZLsF6qbvp033AqhIkslksL29zRV0iUSCoaEhfP3rX4dOpzuwWEYsFsO1a9cQDAYRi8VQqVT2UM8mJyfh9XpfiCjHUUWz2UQsFkMoFEIul9vzd0qlEjMzMxgdHcXU1FRfFfvkcjmmp6eh0WhgNBqxvLyMfD6PSqXCPtblcnlP8BwIBJ64N+h+oSJCo9Hg4Jg65FqtFhcvXsS7774Lh8PRF/utXq9jZWUFS0tLCIfDPJe2urqKUqn0yBk2QRBYmI5EcrphMBgwPDwMv98Pg8EAtVrdk/dwrVZDMBjE7u4uj05otVr4fD4MDAywyq+YYDwdKLndX/wgjYFms4lwOIxarYaVlRV+LrPZ7J6CChWfKCGhcY58Ps9z1rVaDaFQiAtW3QkFFc0UCgWmpqbw3nvvsbbEUVYOT6fTLBBXr9eh1WoxOTmJb37zm/B4PAcWgexnkKBtJBLhwt7jivKhUAh//OMfEY/HceXKFUSjUeRyOXQ6HRgMBvj9fpjNZrz99tuYnp6G0+nE0NAQVCrVIwsPpNvidruRTqcPfZ/1zU1PMunUhqcLnioTJNLRC3N+z4pu25FisciG4zRbSj6wNpsNQ0NDrCB8HBO0Z0Gn02HpfaLuKRQKOBwOGAwGrlwf5QvgsLH/UjUajbyvpqenodPpnmtvUWdILpfDbDazYMb+16HL+qgrRFJHjYzlKeiVSqUwGAzwer2HIkhDvrpks0BrptPpoNfrYTabnziT2W/odDool8tsV9UNiUTCIoUWi6WvnluJRAKLxYJ2u43t7W0YDAYuuhAdl7pB9PyQmFm3ddjjsL/CTkJoNKs7OjoKvV7fF0WEdrvNZz8l+2RrotFoUK1WAewV7+lOJog6SvR5+j6FQsFdjV5WJm61Wtwh7GaQUZxF3Z1+esZeNOg5fFi3n5h7UqkUuVyOu+rkjUs/T5ZD5XKZheNIrJWUiSlRJtG07n+f2FparZY9usmy6Cj/Luv1OpLJJIuIkhf24OAgrFZrX5xJLwp0N5AmDQAed3lYPEfz0dFoFLu7u4hEIrx3VSoVrFYrbDYbJiYmcObMGVgsFrhcrseedd2ir/tZBIfBKOj5336n02F66crKCq5du4Z0Os2HwqlTp3Du3DkWhLFarUfaEPt5kEql8PHHHyMSiWB9fR3VapUpk0qlEmNjY5yQ0Ofv1Qv2qwR1iIiiUa1WORmz2WzQaDTH5jKnQK07sHO5XPjhD38Iv9+PM2fOsK3EYawH0YC76cqdTgfhcBhXr16F1+vFW2+9dWSfZaKX0RxUs9nEwMAAtFotnE7noe2ZWq2GXC7HiobAA2Eqh8MBk8l0LJ/zVqvF9KpCoQBBEHhOUq/XY2xsDBcuXMDQ0FBfFT7JV16hUOCVV15hoa5EIoFKpYJMJoNMJoN8Ps/3BFmZWK1WeL3ehwaEBoMBAwMDaLfb+Pzzz7G2tsZ/R8U/stIixlA/7DulUonh4WG0Wi3k83msrq6y93en02E/Y0psa7UaotEoisUiFhcXUalUuPtNNi60N0lP5NKlS8zw6LVuOAkHrq+vI5PJAAALHVUqFfz5z39GPp9noRuVSgWTydRXz9xhQCKRwG63QyaTIRaLYXh4GKlUips2lOQCwCeffAK1Ws0WLfV6nZ0RuhMCmUzGIzTtdhvVapXHsqhw0z2LTpRl6oBeuHABAwMDOHXqFFwuF58TvQBS/JVIJHC73fD7/VxYEvFwNBoNlMtl3m8PAzFb6vU6wuEwVlZWuBAIPLCc83g8GBgYwNtvvw273Y6ZmRk4HA62kH1aaLVauN1ueDweeDweuN3uA3fme2P3PgadTgeZTAbJZBIrKyu4ceMG2wTI5XKcOnUKf/d3fwe73Y7BwcG+ozADD5Ld3/3ud9ja2sL29jYLGwBg9b3BwUEMDQ3BYrH0RSDyVYCS3Z2dHaRSKVQqFej1erawUqvVx+ri3j8z4XQ68cMf/hBTU1OHNsuzP8ndn2STEMLo6CjOnTsHu91+4H/zsNFtrl6v17mC7vV64fP5DjXZJZ2CQqHAAY9Op+Nk9zjtT0K73eZkly5i6lbodDqMjY3h/Pnz0Ol0fbU+lOzS+TQ9Pc1U02KxiM3NTWxsbCAYDCIYDKJWq3El3ev14tVXX33obLfb7cZrr72GTqeDeDy+J9mVy+VwOp3weDxMeeuX+0WhUGBoaAhKpRKBQIDncBOJBH9Np9PI5XI87kI0yqWlJVSrVfZjl0gkfC9TslssFhEOh2G1WnuS+l2tVrG5uYm1tTWUSiUAD5Ld7e1t5HI53Lx5E6lUikWCSLG/n565w4BUKoXNZoPRaEQkEsHQ0BA0Gg1KpRLP71YqFeTzeQSDwUe+DjHMumdv99/ZNILQDbqL6Gx0Op34/ve/j7Nnz3K800sFfZlMxlZMbrcbAwMDYqL7BND8fblc/tLYBYGSXdJwWF5eZq0QiUQCj8eDs2fPYmpqCn/7t38Lu93+zONsBK1Wy77IpNp80HOj55NdQRBQLBZ5OJp+UUajEWq1GlarlSWv++2QJb9TunBJMhx4ME+pVqs5yR8bG+s72t6LRqfTYWo4XRDks0id3X5HtVpFLBZDPB5/KCWUKFcHRbvd5j1MhvBUje6G0WiE3++H2+0+sqJLtC4ymQwqlYoFWtrtNldGqQv7vGcSUblJNCidTvMeJbsFvV7fN4nH04C8+rLZLBKJBHfZgC/oeSQOpNFojuz+OQzQ3iNqs1KpRKPR4LkoEvDSaDRQKBTw+XyYmpp6aFBoMpmg0+lQq9UglUqZMaRSqWA2mzE8PMysqX66X2QyGYxGIxqNxp7xp0qlAplMhtXVVajV6j1evLu7u8jlcmwxptPpMDQ0BKlUis3NTSQSCfYyJecI6obbbLaX/ImfDZ1Oh7uLRIsniny9Xmfbx1qthkKhALPZjFKpxKNl+wXUaI6PBCBpLwmCgHq9ztY5JJjTT/72RD+2Wq04efIkvF4vTCYTi0ilUqk9s/MkDvkwNeZ6vc7rRYKFj4PJZILBYIDP58P09DQcDgcXX3pBzJWK4pTkdydrR1lQ6yiBbB6JEUr/XzeosRiNRpnRIggCzGYzFAoFhoeHMT09zS4TzyP+2C241j1ecxhxZs8nu61WC8FgEAsLCwgGg2g0GlAoFPD7/bBarZiYmMDY2Nhj7U96FfF4HJubm7h//z62trYQDoc5ITEajRgaGsLAwAC+853vYGZmpucqdC8brVYLiUQCoVCIaUR6vR6zs7MYHBzsueDkeRCPx3Ht2jVEIhHkcrk9++cw91KtVkMgEEAkEsHa2hqCweAec3s67EZGRvDee+9xEeuoggIxUiLM5/NMdUylUiiXy5x0PeshLggCqtUq6vU6QqEQ7ty5w3P6EokENpsN4+Pjj6Sl9isKhQKCwSB2dnYwPz+Pu3fvol6vM42ZdBuMRiMX/vr1PKRAgz5zp9PB+Pg4KwR/+OGHe6iPpKL7sPWgzlImk+G/J5rZ0NAQvvvd73KQ3E/rSXEEKc1rtVru6CYSCfznf/4nfvrTnzIllJKyTqcDl8uFqakpjI2N4YMPPoBSqcSPf/xjXL9+HZVKBblcDplMBjdv3kQ0GoVcLsfw8HBPrV93MZhAVNlSqYQbN24wo0KlUrE1ndVqhc/ng81mY7Vr6m6S97XVauXXbLfbSCaTKBaLsNls7C1LlP1+AKnPTk9Pw+fzsbVLvV7H3Nwcbt26hUKhgO3tbRZforlaouzSHkylUkilUtyB21+k7oZUKmWLmYmJCXzve9+D1WqF3W7vGbsoihNIefqoOzUcRZDOABVJqHjVvZatVgvLy8uYm5vD4uIiWxxOTU3Bbrfj3XffxXvvvQe1Wv1czUVyr9ivN0R/Doqej4S67QGoikViN1arldUO+0lEiDZgd1eXgl9KDmQyGfR6PQd2Nputby6GrwLdQiPdtHjqZhwXO5duOf9ms3loncLu6iF1AnK5HM/b04EHfNEpJTEcq9UKs9l8pJkalJyTyEP3RVIqlZDL5bjj+6SDvNtqidaLOt+FQoFnbQDwxUCdy345854GNJvWLdTXbaWhUqmgUqmem1rVa6Bn9aCflahrJLYEYM85SDOZ/cZ0ofNGIpHAYDDAZDJxotpoNJBIJPZ8P82FE43S4XDwzCAxggwGAweTdOZptVoWhumlOIXOLrKJ6+6odc+Z0vc2Gg2EQiE+qxqNBq8nzZhqNJo93s3Ag+c6Ho+jUCig3W6z4Oj+Z7rXIZFIoNFooNFoIAgCLBYLGo0GUqkUIpEIdDodx3lE0yWrMaLYU2eMYpZH7SUSElIqlbBarTwbSaMIR9lPdz+azSbbJ+3fh18VSLyObHt6DY/q5u7/Hip6lstltFotZhCRGKbD4XiuGJHiGjoTKNY8TFu2nk12qe1OM0lLS0uIx+PcTbl8+TLGx8cxMTHRVyJCVD1uNBpYWVnBxx9/zEIs3RQEnU7HfHe9Xg+lUnmsKI0HQTcdcnd3F5ubm2g0GrDb7fD7/Th58iQrFPY78vk8lpeXEYvFeC7roKA9TGIZ+XwekUgEn376KQKBALa2th6q+EpJHNmmHOVnmoJWrVYLm82GVqvF1fYrV66gVCrB4XDg3Llz0Ov1j32tbs9wEqKiWZl79+7tmcE6bAXDXgLR9kgYqHsP6XQ6jIyMwO12H9ic/rghk8ng008/RTgcRjgcBgAMDQ3hvffeg9frxcDAQN8oMHeDOuMk+PXP//zP2NnZwe9//3umlXaLuWg0Gpw8eRI2mw2XLl3Cq6++yjTvVquFiYkJ5HI5BAIBtkfZ3t5GPp/H2bNnkUqloFarYTQae+KuNhqNeO211+BwOLCysoLd3d1Hfq8gCCgUCrh16xYHx5QkEyOF1poS2G4aMwXAZKtG9HB6D+fPn++rs67bq5REfroFp8heSC6Xc9GdCvSfffYZq/LvT1ipGGo2m3Hp0iW4XC5cuHABp06dgslkgs1m6yk/2na7jd3dXRZMIos/Koh8VSiVSlhdXUU4HGYbLrp/e2Ff7n+PdP50v39ilFGhHfjCsYQaFM8DurfT6TTu37+PGzduwGQysevJYe3Fnr2dqBJAXpZEswQeXDrj4+M4deoUnE5nT1wcTwuiCdXrdcRiMSwtLSGTyTB/nkCVd7PZzOb1Ip4O1NGtVCpIpVJIJpMchBAFy+v1vuy3+ZWgWq2ytc3zHmYPQ7PZZBXTZDKJcDiM1dVVrK6u7hFYAx4cvDRrSVYdR/2Z7rZw0Ov1TGHO5XJYW1tDuVyGz+eDwWDYQ9nbD0EQkEgkWCAtmUyiXq9zdTUejzMd9bij3W6zAMt+ayryhHa5XH3XgXzRoEAuGAwin88zVf706dPcCTqqqugHBSUHIyMj3G27du0adxm7oVAoMDAwAL/fj/Pnz+Ott97i8alqtQq3243BwUH2kGy32zz7lk6nUSqVIAhCz8zaazQaHhGLx+OPTXaBB7PO29vbB/o3iSKp0+kwPT3NtObz588f6HWPIihm83q9Tx1vdDodRCIRppnu30fENjIYDJidncXY2BjOnj2LU6dOPbX92FGCIAjIZDJsg0PF4EcpCr8o1Go1xGIxRKNRTgQBcGG+V/CkMTVS/6YCO1GPq9Uq65A8KyjeJuvYQCCAsbExDAwMHGqTrmczIJK4T6VSCIVCfIGQXLXL5YLT6ew7I+lGo8Gfe2trC4lEgr0TCo/jgwAAIABJREFUKQjR6XSYnJzEhQsX4HQ6YTAYXvbb7ikUCgVsbGxgZ2cHhUIBtVoNJpMJTqfzyNNnewGtVosvp0gkgtXVVaTTacTjcdRqtT2ejSS0Njs7C6/Xi5MnT8JoNPYMzcpiseD06dNwuVwoFovQarWQSqXIZrMQBAHXrl177BlF1dRqtcqdXRLzoiprd2JHNhaTk5NwOBzHqshF3n+kNAyAOyAGgwGjo6MYGBgQO7tPCRKL29jYQCAQQDgcRqVSgUKh4DnM40KV1+v18Hq9aDQaeOuttxCPxxGNRpHL5bgYZ7VaceHCBfj9fgwMDPDcNNF9h4aGmG66ubnJlFTat/Pz8/B4POw3ftRB+hUej4dtmuLxONbX1/fQOakAdRj0TqJ/A+Au2vLyMgYHB9lTtR8ozc8KoogXCgWsrKxgc3MTmUzmSwmIy+XC9PQ03G43Tp48iYGBAdhstp7pQB41VCoVVKtVxONxBINBPiOBB24V58+fx8jIyBPZW70AuVyOyclJtFotzM/PY2trC61WC7lcDu12GxsbG7hz5w4MBgPcbjc32Z6UrKbTady4cQORSATJZBJyuRx2ux0nT57E4ODgoRWnj/6J+ghks1leoKWlJYRCIfh8PoyPj2NkZASjo6OsgthPqNVquHv3LgKBAO7cuYPd3V2022328/P5fBgcHMRrr72Gb3/72zAajX3xoH2VSKVSuH37NsLhMOLxOIrFIkZGRuD3++FyuXoiEDnKaDabWFxcxPz8PJaXl3H9+nWm5tN8KvCgU2IymWCxWPDtb3+bvf8cDkfPzLZ5PB68/fbb3Jm1WCzY3t7G1tYWn11Pwn5KVreqM6mfEiQSCQYHB9lGpl87bg9DNpvF4uIiotEoU+6pYEJ0vcHBwSNpV3XUIAgCYrEYVldXsbCwgFu3biEej/OMlkajgVar7Zmi00Fhs9l4PlmpVCKbzeLOnTvY2tpihWCHw4F33nkHw8PDLCBEUCgUOHXqFCte7+zsIJlMYnFxEYVCAQsLCwCA2dlZzMzM9IQNkdlsxte//nU0m02cPXsWiUQCN2/exI9//GOelyf6Ms0pHzThbTQaLICVz+ehUChgt9shlUoxOjrKdifHDZVKBXNzc9jd3cX169cxNzeHVqv1JZuh4eFhfPDBB/B4PHj99df5Lu23OPmrgCAIyOfzSCQS2N7exvLy8h67u+HhYbzzzjtwuVwwmUwv+d0eHAqFAhcvXsTJkyeh0Whw7do15PN5Zj/evn0bOp0OPp8PX/va12Aymb50Dj4M4XAYH330EUKhEEKhEORyOfx+P958803Y7fZDK073XNROVcJcLodoNLqHNqDRaLij268eqO12m+W/qctDdCqpVAqr1coJAUn8iwfZs6HVanE3jeagu2doeiHJOoog+m2hUEAsFkMymUQul0OpVHoo7Ugmk7GarNlsZoGXoz6v2w2ijLVaLQwODu5RNqR5tf2U226QBgEpblJnKBaLIZfLsVJuNyjBOy57lRJ+Es/IZrN7hPoo6TcYDDAYDMcyGH4eVKtV9nCmGXtKcLVaLYvkHIf7hcYSSCCPKMuCIPCcqcVigdFohFar/dIeo/uDWAZWqxWNRgMymYz3bjqdRrFYZKGho76uJMgll8thMpnQ6XTg9XoxMTHBbDNBEJDNZpHJZPbYE9FYB4nSPAvoDKXuMQn+kS3PcQJRSDOZDGKxGMLhMN8L3RouJMqn1+vhdDpZ+Vo8C58dNEpIDKtEIoFMJsPxIo0+GI1G2Gw2mM3mI9sgobuTPs/jxL1orl4qlcLhcGB0dJTF04iGHAqF0Ol0sLu7C4vFAq/XywJqEomEmRk0p1utVhEMBpFKpZDP57loSCKkx3ZmVxAExONxhEIh3L9/H7/97W8Ri8VQLBZ5fuTdd9+Fy+U60rYkB0G1WsXt27dx9epV5PP5PZtTqVTi9ddfx3vvvQe73Q6DwfBcXlfHHY1GA9lslv0SAbDM/6PsOUQ8GcFgEB999BFisRjW19cRj8f3BEH7oVKpWNF0ZGQEk5OTPLPbK1Cr1XC5XGynUa1WEYlEEA6HUavVkMlkHjtfJJFIMDo6ipGREf7clUoFv/71r3Hv3j0W5uh+DfKq7Mdi336Q0X2tVsPOzg5u3bqFbDbLSrAajQYWiwUOhwN+vx+Dg4PHqtv9vKBZ8cXFRWxvb7Ol39DQELxeL06cOIGhoSEWGjou0Gq1GBsbQ7vdxsjICHsPd1OZu8WVukEdNJfLhfPnz2N3dxcLCwtIJpNIJpPodDqwWCzI5/NcqD6qQTKBCo92u50Fjk6fPr3HAiYcDmN3d3ePB++NGzewvr6OfD6PWCz23Aq6lExTcP0ylHhfJugZjUaj+O1vf4uNjQ2k0+k9NHKpVAqLxQKdToeJiQmcP38eJpNJZPw9J6jYXCqVMDc3h3v37mF7exvZbBaNRgNutxsmkwlTU1M4efIk9Hr9kdSJIOG3Wq2GfD7Phc3HxSOkfH7x4kWYTCZEo1H85Cc/wfr6OsLhMLa3t2GxWLC4uAi73Y4f/OAHuHDhAgup1et1BAIB5HI53LlzBwsLC4jFYv8fe9/xI/eVXX0q55w7dzMHiVScT2EsSJiBPQYG8MCAVt77H/LWCy+8MODF7AzbGszA4xnBliVIlEgxd+6unHP8FsS5fPVjNUOzKVZVvwM0mmxWF6tuvXDDuefixx9/xGAwwFtvvYWVlRV88MEHOHv2LFwu14ndL9N9kk5Ao9FAPp9HOp3G3t4eMpmMCNdwpmU0Gp3bC5iqrgcHB08ECWazGdFoFOvr68ce6vy8eF5K0ixV4QhWdtvtNgaDgQg36Mounlhzxpl2Kq3WuD4ozrS3t4dsNitjcyg2ZwSrIH6/H36/fyZ7zy0Wi1SE+PpZpaYA2tMqG2azGRcvXsSFCxdk3TUaDVHI5oxKI05TDxbFzur1OvL5PMrlsqw9Cpu53W4RttF4PqjVRlYafT4fotEoQqHQ1DpxrxI8kwC8sBo/96TH40EsFkOj0RABFjqc9XpdWjpmZbSdOgLI6/UilUqN/TupiByL02q1sL29jXQ6LUrMxuej36AqwfKeMN43pDWro7FOAxissKJLGqixP9psNsPlciEQCCAYDMpIzmlPpLwIfkrl4+FwKFMkstms+DNMMHg8HoRCIRGIneZWj8FgICOTut3u2BQDdb+piRNWdh0OB8LhMBKJBHK5HNLpNNLpNJrNJpxOJ2q1mhTkOAea7L58Po/79+/jxo0bqFQqqNVqMp6N7YJ+v/9EmQczsdqp+NXr9XDr1i188cUX2N3dRaPRgNlsRjKZRDgclr5Kv98/MxfFSYL0CtK6nyfYZQVIPSh4YRhHK6j0jcPDQ2xubh55uZDycOXKFcTj8ZnqC6lWqzIegraMxWI4f/48lpaWTi31xxjYUl1T/Vy3t7dx48YNEV9RM+3pdBrffPONzOwkNdI4JoZIpVL4m7/5G1E4nRd4vV6hI0cikWfSmCkgov6MF+qk3r56vY5MJiMOzqzsu+NgOBwKha9QKIw5w6w4Xbhw4dQK1xwXVDm9f/++iKk5nU5cvHgR77zzDs6ePTtXzvJPiVAohEuXLsHr9eKNN96Aw+FAqVRCpVLB4eEhvvnmG2QyGVy5cuWJwHEWEQwGsbGxIXuz3W5jc3MT7XYbDx48wN7enszVtVgsMvPV7/djfX0dFosFDx48ELrowcHBqavgqhiNRkLb/uGHH2QUViaTkVmzwKPzz2azwe1245133sGVK1dw/fp1afGbl2Qo25x8Pp8UuV5VcEkm0Y0bN7C3t4evv/5a/B2bzQav14t3330XFy9exJUrV6aaiUYf3WKxIBAIIBqNYjgcin9WLpextbUlavIcZ0UWCxNbv/nNb/DRRx9he3sb29vb8Hq9WFlZEaEqKlVvbm6iWCzif//3f5HL5aRY6fF48O6774oGwOXLl5FMJk/8M5yJ24pzOdvtNu7evYvf/e53qNVqEuxGo1Gsra1hbW0Ni4uLpy7brELt4XtWsGucx8nFpQ54VsfNsLeo1+vhzp07+OMf/zixKsUNwZ4FjlaZ1k1vRK1WE8XrVqslvdBnzpw5dQIYavBgDEjb7Tb29vbGfvbll1/iX/7lX1CpVFCpVMbUICeJKT0NiUQCv/rVr0TFdF7g8XheqsLI+b3BYBBut/sJ25D9QnG6Wdl3x8FwOESpVMLh4SFKpdKYE8xEwdmzZ7G4uHiq9u3LgsHu5uYmOp2OBLtnzpzBe++9h2g0OrXVimkHe/A5PsdkMuH7778X5++7775DoVDA4uLiXAS7gUBgTKCn3W7jzJkzaDabaDQaso7oNySTSbzxxhtYWlrCz3/+c9hsNvzhD3/Ajz/+iIcPH74U7XkeMBwOUS6Xkc/ncfv2bWlpY0BCsJ3F5XLh+vXr+PTTT5FIJOaqz95kMklSly0VrCSeNJjsbzabuHXrFu7cuYMbN27g9u3bMuozFArh2rVr+OCDD5BIJGCz2abadyEjw+fzIRgMotPpwGq1ivjWzs4OvF6vjBZiEZF9yW63G7/61a8wHA5x79493L9/Hy6XSxTabTYb2u02tra28MUXXyCTyeCPf/wjMpmMjGXzer24fv06FhYW8OGHH+LSpUuvxGYzEey2Wi3cuXMH+XweW1tbaDQa6Pf7MvpgeXkZ58+fRyKRmJtNfBz0+33cu3cPf/7zn6XH9GmLhokCUlrsdrskFiiExdnFwOOkQ6/Xw+bmJra3tyfy+xk8+/1+bG1twe12IxwOIx6Pv5L3fRLgiJdOpzNWeTxNtKhJ8Hq9WFxchMViQbVaHRNDqtVq+OGHH5BOp+VnDx48kB5K0tZeBKogUzwen/rLYhpgrLhztq/L5ToV5+FgMBDRC4KMlXA4jLW1NSSTSR3sPgf6/b7McOb8dmb0bTYbPB4PAoHAqU4ovyx4ntntdiwuLqLb7WJ/fx8WiwWtVkt6pAuFAprNptzN8wImwmOxmLBcCKo37+/vYzAYIJVKwWazYXd3F+l0GpVK5QmKLlsVTssYLNook8mgXC6LT0ZfRfW/zp07h3A4jJWVFYTD4SfsPesgyykSiSAQCMDpdMo9oFJ0AbwQE4WzX/v9PkqlEprNJjqdDlqtlqgvU3l5NBrB5/Ph0qVLiMViWFxcFNbVrNg6GAzi0qVLCIVCyOVywqTN5XLY3d3Fd999h3Q6jXg8jkAgAIvFMmZPrslqtSpK6SaTSZ6HozwrlQoAiFBaNBrF6uqqjEr0+XyvzGZTH+wyc/+v//qv+P777/Hw4UPkcjnYbDbhxX/44YciU32aHZpWq4Xf/va3+M///M/nGhBut9tl1prL5YLX6x1TSrxz5w4ePHgwdrnQsWbV92l9u+yzPDg4wPXr16d65MdwOEQmk5G5zewn7ff7p7qCEY1G8eGHH+Lg4ED6IYl0Oo1//ud/Hjv0eCGwijvp4BqNRkeuTavVijNnzuDy5ct48803x0buaIzDGOQSfr8fi4uLMmN2nkFaJEcxcW25XC6h3X722Wensr/0OGi1Wrhx4wYODg5w9+5d6QmnCnM8HsfKyspMtaVMI0wmE3w+H372s5/h7Nmz0uJRLBbx+9//HuFwGNeuXcPi4iL8fj/C4fDMOM7PgsViwcLCAqxWK3Z2duSMohrs1tYWDg4OEA6HkU6nYbPZcPv2bRweHorKsAqXy4VgMAiPx3Mq1uRgMMDu7q4IIzEQU3UKLBYL1tbW8Hd/93dYWlqSSvm87VsyAaLRKDY3NxEOh2E2myVYbTabqNfrcDqdL7Q+Op2OjJ386quv8PDhQ2EQcZZxtVoVZuPi4iI+//xzLC0t4erVq1hYWJgpqvja2ho+//xzSSgBQKVSwc2bN7G/v49isYhwOIwPPvgA58+fFw0Staf+4cOHePjwIarVKra2tlCv13FwcIBSqSR+odlslmLGRx99hJ/97GdIpVJ499134fV6X6m/N9XBLitDnU4HuVxOhoh3u10pvYdCIYTDYUQikbnLWk0C+zAcDoc0lBOkHnCxPgt2u11ENlwuF3w+HwaDgYhkUEXxeV4PadDqYcLPrt1uj6kDTiNY2a1UKmg2m+j3+xgMBpLBstlsQsuY9zWmwul0IhKJoN1uw+FwwGKxyOfI6gOAI5Mr6s/UzDMFSPid8zvtdjtisRhSqRTC4fDcB2uvAqSvzZNT8zRQoIpzms1ms9jA7XZLxv+02ONlMBgMUCqVkM1mZSSY3W6XWbLcowCeaG84TaJoJwH2ygGPqc0UWjObzSiXyyiXy7BarQgGg3NzFrJXkIJxTqdTRLnIHut0OjCbzcjn87BYLCLepT4HaZDc46cl2B0OhyLGV6vVntC8YKU7EAgglUphYWEBgUBgbkVbSamlf2I2m6UNr16vo1AowOVyodvtPnd1t1ariYgmpyewX5wBdLPZhM1mg9PphN/vRyKRQCKRgM/nmzkmBkf+DAYDxGIxxGIxdDodFAoFNBoNEZ46ODiAz+eDy+WScwp4tCbz+bywQTklh3ajH+10OhEMBuH3+2VtJhIJEfJ6lZjqYLfT6YjiGQOvdrsN4FHF6a/+6q+wsLCAK1euIBaLnQqlXLvdjrW1NVy5cgUHBwfY29s7dhDJLGo2mxW1YYpQDYfDsaCZF63RoXG5XFhbW4PX65XZWITT6cTbb7+NhYUFxOPxqb6ImC29efMmtre30ev1ZJSEz+fD+vo6zp07d+pm0wWDQVy9ehXBYBCxWAx7e3vo9XpjvdwvCjo7pEVSIfKTTz554gCcJMCk8QhHBRfzfgaqoFjejz/+KAr1pElyru5poji+LFqtFr7//nt8//332NnZwWg0gtfrxYULF2RPAo8pghwlMxwOpfqr8Xyw2WyIxWLw+/147733xDn885//jG63i6+++grNZhNvv/22jDSapWrRUSDF1m63Y319HdevX0cul8PDhw/HfI5Wq4XNzU2YzWYZJcbfd7vdWF5eRjAYxKefforPPvsM4XB4ru8LVXn6xo0b+OKLL8bGIwKPbLO0tISNjQ1cvnwZFy5cQCqVOlVjhjj/ttvt4g9/+AMqlQocDgf8fv9zB7usTjabTezv78s4p2azOXbHLCwsIJlM4tq1a9jY2EA8Hp/JNchpNlarFX/7t3+Ljz/+GL/73e/w7//+7zJqKZvNolKp4L//+78n0piZBOh2u6jVauh2u9L2lkgkcObMGcRiMXzyySdYWFjA8vIyFhYW5H5+1ZjqYLfX66HRaKBWq0mWk/D7/bh06RJWVlaQTCZPzUgJ9qElk0nUarWXeq7BYIBCoSDVuaOgyrobHWyHwyFzRLnxCbvdLqOgpv2w5by+vb09EbrhgcZgLBqNnrq5xW63G6lUCoPBAH6/H06nU7LvLwNmYr1eL6LRKBYXF/Hxxx/j7Nmz8Pl88Hg8Up3TeDpOc0WNbJZMJiP9fGazGQ6HQ+ZiswJ0Wm30Iuj1etjf38fDhw/lvrXZbIjH40gmk0IzGw6HotbfarUwGAxEDEfj+WA2m+H1euF2u7G6uoqrV6/CarXiq6++QqvVws7ODgaDARKJhCRf56G6S1Ehm82GSCQiLRf7+/tjj1OZQ+rv0tGOx+OIxWI4e/Ys3nzzTdhstrm+L0ajkYxvOTg4wJ07d2QfqggGg1hdXZURLpFI5DW94tcDBl6NRgP37t1DvV6Hw+GQYO55UKlUsLm5iWazKTRxgqJKDocDsVgMa2tr4ucGg8GZq+oCj0ck2mw2XLt2Da1WC7u7u/jyyy+lyt3tdpHNZsd+z1hoO+qO9Xq9WF1dxeLiIj788EOsra3J/fxTYSqDXTaG379/H3/+85+xv7+PfD4Pk8kk2YBLly7hzJkzpyrQBR5VUt977z0kk0lphH/aEGjSkvv9PgqFAkql0sTHBQIBJJNJWK3WJ+aCuVwuJBIJEb1SN7PL5cLS0pKow/r9fvk3i8WCWCwGj8cDv98/tc7mYDBAt9tFPp/H9va2jDBxOBwSwLMXZFrfw6sCD/ZoNIr3338fgUBAZqo1Gg3s7Oy8cOBrs9nkglhcXMT58+cRDoexvLwsATWTCqfN3s8Ltnioatl0Ak+LzUajEQaDAZrNprQfqPMAeYHPQzXsdYL7kLoG9+7dQyaTwe7uLgaDgcwfv3Llytj5r/F8MJlMMtqu3W4jFAoBgPS67e/vo1wuS8JxHgI6CkulUil88MEHMjPc6XRKgMF7mUrgbLuKx+MIh8P4+OOPkUwmce7cubERivMG6l+k02n86U9/QjqdxoMHD9Dv98fOO47euXDhAj766CMsLCycquRTJBLBu+++i0wmgxs3bkiipFAowGw2o1KpPHeyiDoQqvCXqkB87tw5BAIBvPXWW7h69SpSqRQ8Hs/MF0PMZrO0/Lz55pv4zW9+g3K5jAcPHqDVaqHVaqHb7QpV2WazIZlMSjVb3X9WqxWJRAKBQABLS0sigBWLxWTk0U+JqQt21azMt99+i3/6p3+SGWImkwnnz5/HJ598grW1Nbz55ptz1cvyPPB6vfjlL3+Jfr+P//mf/8HCwoIIO0yiM3e7XRweHqJWq+HOnTsol8sTHxePx/HWW2+Jsp3a3xGLxXD9+nX4fD7pSSCMA+CNl83T/m0aQGpQu93G/v6+2Kjf78Pr9WJ9fR0bGxtIJpOnMvhin7Ldbsdf/uVf4t1338Xdu3dx79497O3tIZfLHSvYvXr1Kt555x1cvHgRH374IRwOhw5wnxMM8lSxFgZ3s37ZPi9og36/j1qthnw+L8qYAKTPnj1cp8EmrxImk0naXtrtNm7duoU//vGPAICFhQXp4zp//rzevy8Ik8mExcVFBAIB9Pt9pFIpCW5arRYuXbqEXC6Hfr8Pt9s9F8Euk1Crq6sIBAI4PDxELpeD2+1GOp1GOp0eU1hnf+/Gxoa0Rv3617/G8vLyE5TKeQOD/q2tLfzjP/4j7t+/Lwl5wmazIRwOIxAI4N1338Wvf/1rOByOUyXwmEql8Nlnn8m84c3NTWSz2bH2lucFk8ij0Uh8Vwa60WgUb7/9NpaWlvDxxx/j/fffn5tEM1sEXC4XPvroI1y7dg25XA5ff/01yuUyCoUCarUa7t+/LxXz69evC6PTyPp8//33sbGxgWAwKLNzX5ePMnUnBJvvC4UCisWiZOy5sV0ul2xq0tNOE1RhhnA4jKWlJQl2J6Hb7Uq2FMCRF+Xq6irOnDkjyoZq9ZYCYB6PRyim8wRjIG6z2YS+nEgkpOdl1g+y44IHPas2CwsL6HQ6sFgsWF9fR6lUklFNTBwwQ2ixWMZ6+djbl0qlEIlERJhgHhy4nwocbF8sFtFqtaSiQZG+aW8ZOClw31IkhHcB1ysTKKd1354Uer2eJEn39vbQbDaRy+UwGo3GzsrTVEU6aajiLWtra7Db7Wi32zIVIJPJYDgcIh6Pz5WdVRG5lZUVDAYDmQPbbreFiba8vIxQKIS1tTWsrKwgHo9LJXPeQaGlarWKSqUi/ZAqVFp3OByW9o3TlORzOBxC2V5dXZVzv1wui2DV8+rbUE+ESVObzQafz4dIJIJQKITV1VUkk0kEg8G5TCiYTCYZYdjtdpFIJOB2u+F2u0UortFowOFwYGNjA7FY7InnsNvtiMfjCIVCorT8Ou/iqYsUB4MB7ty5g5s3b+LGjRvI5XJoNpvo9XqwWCyIRqM4f/48otHoTHLjTwomkwlnzpyR2bVHbWKOCRoOh2g2myLwZYQqzW7MvPBCmsceSlamqQbsdrvh8/mkF/yTTz7BxYsXEQwGT7XTbLPZsLS0hH6/j9XVVbz33nsoFAp44403UCqVcOPGDezs7CCdTmNzcxM2mw1nzpxBKBTCpUuXcOHCBXkuq9WKc+fOCR3tNDEzTgL9fh937tzBn/70JzQaDdhsNgSDQfz85z8XWvi8r1UGumyVWF9fh9lsxv7+PqxWK0KhEKLR6EyKhUwbKpUKvvrqKwnI6Fivrq4iFovhs88+E8GReV93rwoOhwM2mw2XL1/G3//93yOdTuMf/uEfkE6nsbOzg//4j//A6uoqFhYW5ooqziDC6XTi888/R6vVwq1bt2S0y87ODkwmE/7iL/4C58+fl/m86iSJeUc+n8fW1paM3axUKk+0rvl8Pnz66ae4dOkS3njjDdjt9lMV6AJAKBTCm2++iU6ng5WVFVQqFfzbv/2bKJxzfuzzIBgM4q233pL1FggEsLGxgevXr8PlconAmspynDeQGZVIJOD1esdECVXVeK/XK3GBev6bTCbpbZ6GFoOpCnbZgM95Vhxqry5QLjC3233qNrMRHo9n7qqsrwMMeFVRG4/Hg3g8LnLy8xbkvygoKgJADnifz4d6vY5yuYxSqSR79fDwEA6HA9FoVIaGX7hwQQ47i8Uiw8k9Hs9rPwRnDZyFzZ4kzrxbXFwUWuBpAWlXgUBAEnIWi0X28Gnfty8KVsUphmSxWDAYDEQMkYkpKl1TmHBpaWmuHb9XDVLt/X6/iPQFAgGYzWZRhOX4FFIr5wHqelteXhbxw3a7LX3KZrMZZ8+exeXLl2Vk0by8/2eBc8RLpRLK5bKMcSSY8HM6nUilUlhbW0MoFDqVCWQqCg8GA1itVpkZHgqFYDab0Wg0njtm8Hq9SCaTCIVCoo1z4cIFXL9+/dTcKVxbLATNOqYm2G2328jn8yiXy/j222/x5ZdfIpvNHknP1dA4CXBDu1wufPbZZ1hfXxfqitfrxeLi4qmjAz0vXC4X1tfX0el0EAwG8f7770sQZjKZkEgk4HK5EI/HEY/HYTKZRC3X7XZLNeO0OC4nBbPZjEgkgqWlJSSTSWxsbCASieD//b//h3g8jlQqdSpsSqrVlStX4PF4sLi4KLOxNzY2EI1Gp1oYbxrh8Xjw4YcfIpVK4caNG7h586Ykrtxut1DWYrEYlpaW4Pf7RVjuNDOtTgqkhXe7XSwtLeHs2bMwm83xbuV3AAAgAElEQVS4d+8ehsOhzLmkivO8wWQyIZlMwmazod1u49KlSzCZTFhfX4fX6z2VbQmbm5v44osvsLe3h1arNfZviUQC586dEwGgjY2Nuar8Hwf0L+x2Oz7++GNEIhGhgj9vPEHfj8kVp9OpWWgzjqkJdrvdLjKZDHK5HG7fvo1vv/0WvV5vLIulofEqYDKZ4HA48LOf/Qzvv/++/Ezj6XA4HFhcXAQAbGxsAHh+KXqN48NsNot6+tWrV/EXf/EXQhc/bVVdm82Gc+fOYXFxER6PB5lMBgCwtLQkzAGN54fL5cJbb70lPW/lchmBQADnz59HMBjExx9/jHPnzgkLhm0vep+fDCwWCzweD3q9HlKpFFZWVpDJZLC9vQ2LxYJsNotYLCZiOfMIJlM0IH3yX375pVR2VUQiEVy/fh3Ly8s4c+YMlpaWXtMrnR6YTCbpo33nnXfw9ttvH/t5NOYHUxPs9vt9oUO2Wq0xyW8GI/wixUovRo2Thl5TLwdtv1cPq9WKs2fPotVqYXV1VXpqTgu9yggKVCUSCVy7dg2j0QixWAxut1vGuGg8HywWC/x+P8xmMy5cuCAKwAsLC6LUT/Eb3sF6z588bDab7PGbN28ik8nAbDaj1WrJSBSN0wH2SnLUHADxgUOhENbX15FKpeZKuOwkoc8nDWCKgl0OUd/f30exWESn0xkbIxEMBuF2u+H3+zX9UUND49TC6XTiF7/4BX7+85/DZrOJeulpU6YHxkclXL16FWfPngUACcTsdru+J14AdrsdS0tLGA6HWF1dxS9/+UvpqzSbzTJTVwe5rxYulwu/+MUv8MEHH+C3v/0tbt++DbvdLmO2wuHw636JGj8Rer0e6vU6Wq2WBLucO7y2toZPPvlEJhtoaGhMxtR4R6PRSGjLHJbNS9bpdCIajSIQCCAQCIxduBoaGhqnCVQ5PC0jhp4FBl5k/mi8HJg00T24rw8mk0lmF7MPPxAIiBq21pA4PbBarfB4PCLWRbFIr9eLQCAAv98v/cwaGhqTMdW7g7SpRCKBzz//HGfPnsXGxgZSqZTQODQ0NDQ0NDQ05gVkJVitVnz00UdIJpOw2+1YXFyU8Xga8w+Kc3322WfY3d3F73//ezSbTbzxxhu4fPky3nnnHUQiEZkJq6GhMRlTuTuYvbLb7fD7/YjH43jnnXdw7do1uFyuuRzirKGhoaGhoaEBPB5HtLq6itXV1df9cjReE0KhEM6cOYPRaASHw4FOp4OFhQVcuHABS0tLojysoaFxNKYm2PV6vXjjjTewsrKCQCCAjz/+GC6XC8FgEKFQCEtLS3A6nbqaq6GhoaGhoaGhMdfgKKbr16+Lwnyn08Gbb76JtbU1xONx7RNraDwHpibYDQQCeP/99zEajfDpp59iOBxKL5YqkKGhoaGhoaGhoaEx71heXsbi4iKGwyH++q//GsAjAT4yILVfrKHxbExNsGsymSRDpXsPNDQ0NDQ0NDQ0TjPoG1ssllM7Xk5D42Vh4nif53qwyZQDsP3qXs7MYHU0Gr3Q1HNtO4G23fGhbXd8vLDtAG0/BXrtHR/adseHtt3xoW13fOj74uWg197xoW13fBxpuxcKdjU0NDQ0NDQ0NDQ0NDQ0ZgGa7K+hoaGhoaGhoaGhoaExd9DBroaGhoaGhoaGhoaGhsbcQQe7GhoaGhoaGhoaGhoaGnMHHexqaGhoaGhoaGhoaGhozB10sKuhoaGhoaGhoaGhoaExd9DBroaGhoaGhoaGhoaGhsbcQQe7GhoaGhoaGhoaGhoaGnMHHexqaGhoaGhoaGhoaGhozB10sKuhoaGhoaGhoaGhoaExd9DBroaGhoaGhoaGhoaGhsbcQQe7GhoaGhoaGhoaGhoaGnMHHexqaGhoaGhoaGhoaGhozB2sL/LgaDQ6Wltbe0UvZXawtbWFfD5vepHf0bZ7BG2740Pb7vg4ju0AbT9Cr73jQ9vu+NC2Oz607Y4PfV+8HPTaOz607Y6Pp9nuhYLdtbU1/N///d/JvKoZxrvvvvvCv6Nt9wjadseHtt3xcRzbAdp+hF57x4e23fGhbXd8aNsdH/q+eDnotXd8TIvtRqMRhsMhRqMR+v0+RqMRrFYrzGYzTCYTTKZHMSW/P8/zPe9jj4un2e6Fgl0NDQ0NDQ0NDQ0NDQ2N+cRwOMRwOMRgMECn08FoNAIAWK1WmEwmmM2PumBfJID9KQLeo6CD3VMKLtzXtfA0NDQ0NDQ0NDQ0NKYDjA36/T46nQ663S5KpRL6/b5Udc1mMywWC6xWKwKBABwOBywWyxNV32mCDnbnFFywhMlkwmg0euLn6r9raGi8frzO7KeGhoaGhobG6QTjhHa7jVqthmq1iocPH6LVaqHT6aDX60mg63a7cenSJYRCITidTrhcLphMJlgslid8mNft0+hgdwbBgJV8ev6dfybXfjAYAMDETAspCGomZlJW5nUvUI35xKRkjIaGhoaGhobG68akwtBp8lNY2W2326jX62g0Gmi1WlLhtVqt6Pf7aLfb6PV6sNvtU52o18HujGE0GqHX62EwGKDZbKLZbGI4HKLf72M4HMrCazabqFarAAC73Q6z2SxfNpsNXq8XFosFNpsNVqsVdrsdTqdTMjakKTBDY7FYXvM7n24Yq+bTSuX4KaEmX9SEjPpvhMlkkl4Q/v004CimhYaGhoaGhsarwWg0koKQ8eeTvgOP/TpjgWiewGJZo9FAPp9HoVDA9vY26vU6ut0uer2ePDYQCGBxcRE2mw0WiwVut/s1vvKnQwe7M4jBYCAZlVqthuFwiG63i+FwiHq9jk6ng1qthnw+j9FoJEEsszFOpxOdTkf+bLPZ4HQ6AQAWi0X49wDGGtE1JoOHgxHzdgi+CIwsA7IQjP8GYOzi4OWhe8o1NDQ0NJ4G3ZalcVyofpu6jlTmJP/OiqXas8o1dhyhpmkG32+v10Oj0UC9XkelUkGtVkO32xVlZqLZbKLT6UxMHEwTdLA7AzAGDcyutNttNJtNUUvr9/vIZrOoVCqo1+soFApji5K/b7PZ4Pf7YbVa4XA4YLPZEAgEEI/H4XK5sLi4CI/HMxZ8aDw+HPv9PgaDAcrlMhqNhlTRTSYT/H4/bDYbotEowuHwqUkWqBL17OsolUpot9sol8solUro9Xqo1+sYDAZSxfV4PAgEAnC5XFhaWoLb7YbD4YDdbh/r/ZiHNTipqv20JMnLij2oowPU5IHawnCaQBsMBgPJ6vf7fQCPEy42mw02m+11vkyNKcbTdC+e9jsAxlgr83CenRSM56KqAtvr9eTPPMt4ZvI796zFYhm7N44KQrTtTye4vriWWCzq9/uo1+vo9XpotVpC1SVrkvvV6XTC4/HA4XAgHA7D4XDA5XLB6XRKIcmYtJ+1tabei61WC41GQ+jLzWZTbON0OuH1euHxeOD1euH1eoVBOq3vWwe7Uw71gGeQpVKVG42GLMxut4vd3V2k02m0Wi2Uy2WpAPN7q9WCzWaD2+2G2WyWym4ikcD6+jqCwSA8Ho9cHDrYfQT1oOx0Ouh0OtjZ2UE2m0Uul8Pe3h4sFguWl5fh9Xpx4cIFBAIBOfjmFWrQxgukWq2i0Wjg/v37Im6wubmJZrOJw8NDdLtdeDwe2Gw2xONxrKysIBwOYzQaIRqNwu/3C81erfoCs+moHNVTb8wsG7PHwPGyxupn0uv1xv4/timoVKzTANX2bAPpdrtotVoAIM6xx+OB1froWjwtttF4fqh7CXj2GjEmmoDxJNZpXmNGhg/t2uv15Iv+TbvdliBF/T4ajeDxeODxeGC32+Hz+WC1WqU9C3h2cuE0fwbzjkl3L6uTlUoFmUwG7XYb6XQajUYDhUIBhUIBrVYLhUIB/X5f2vqCwSASiQS8Xi/Onj0Ln8+HcDiMQCAg7Ei2/tHvUxmSswA12GUyoF6vS6Bbr9fRbrcRiUTg9Xrh8/nki0H/tL5XHezOAFTBKWY7u92ufDEj1el0JDPVarUkyO12u/J7pCCMRiOYzWZRVnM4HFIJZuA87bSE1wFWL7vdLsrlMrLZLPL5PHK5HOx2O4LBICwWyxNUj3nEpAukVqshl8uhXq/j8PAQpVIJ6XQa+XwezWYTlUoF/X4fvV4PVqsVVqsVLpcL/X4fxWIRVqtV1iOHmM96H6+xisuklSoiR0dPDe7tdrtcnGrPvNEOxudXqyDqfufjVCrWpOebR9AWg8EA+XxeLvBqtQqz2SyMjHg8DqfTeeoDkReBsadtVmE8rycFYkw6q0Isxr0FPA6w1H9j8o5JJ2KWbXYcGJN9tCdbsei7qJU3MteoTcLnASCP5b5l4GGz2Z4Q4AQw5pDz8zhtn8FpgFEzhGunVquh1WqJb9JqtZDJZNBoNFAqlVAul4WR1u/35Q4eDAYwmUxoNpvw+XxotVqS5Ofao/6NuvdnbW3Rv1WFqZrNpsQTo9EINptNglyyQycpME8TdLA7pTBesipVmX25lUoFpVJJ/txutyX4Uvt5jQFJt9tFpVKR/8tkMqFSqaBcLiORSGBjY0MuDJ/PN9XZmp8avIyr1Sru3LmDmzdvolQqIZPJwOv1wu12y2PUg3be7Ge8QKrVKprNJvb29vDDDz+gXC7ju+++Qz6fR7FYlIuj2+2OVRjL5TJyuRwikQh8Ph+SySTOnDkj64/sglkFL0MAY/SpVqs1RtNTH0caHgMwldbNfzc65qzismJJO3P/04ZUTFQF6/ic8wxV0O/LL7/E/fv3kc/nsb+/D6fTiUuXLiEcDuPtt9+G3+8fo0GeJqiVkElrYhKNd56SUUYHmXuWlUbew+pe5T42mUxyXrHCo1Z17Xa7JPPUx82q3V4URnYF74NGo4Fer4dKpYJut4tCoYBisShBCB/HYHcwGAgrjeckHe+VlRW4XC5pjVEFN2lzJlmBJ1s5TstnMe9QGVQqLbfb7eLhw4fI5XLIZDJ48OABWq0WcrncWKGIlU31TLDb7fB6vXC5XEin0/D5fFhaWkIqlUIgEMDa2hpcLhf8fv+YTg4wO+uK92Sj0UA2m8XW1hbK5bIkBXiG+f1+nDlzBuFwGOFweCYYUTrYnWKojofax8JDnxVeXsS8CNQAS61QqEGr+ljgUd9LtVqF2+1Gu90eq+zOe4XyRcBMdK/XQ61WQ6lUkuZ9k8kkDtE828y4Lkmtp5ABA9xcLod8Po9qtYpqtTpG21X7WuiQlEolOBwOcX6sVuuxeuSmBerrVvewyrag46yuGdpEzRYbkyaTnpvMj263i06nM2ZvNTvNPqRZteuLgnYgbblQKGBvbw/5fB47Oztwu92IRCKStZ/nJJUK4xrid3XPHfUdmEzLnTXnjjAGuSozgmuHIiyk1BLccyaTScQdeaYRxn2r7st5X2cAJtqVFVsGIdVqFe12G8ViUdgXuVxOkneqD2Q2m+F2u2Gz2cYShY1GA8PhEA6HQwJbJldZTVf39jzZftIefd4z3piwmhebqD4zx+jUajVZY7lcTtYc/V6uNTVhzLuVPy8UCtKOxZbAdrsNs9ksZ4bZbJ6pO1YtYFATiMF/p9NBt9sVtgRbBtire5LaKq9qT76WYNd4sRrxNEEBI7VIfYxq7HmhoU0SZ+DmVbPFdrsdg8EAXq9XFqfR4WXwUa/XkU6nRUiITjczOvV6XWTGgfk5+I4L9aKmcAEb96lQxwMgFAohGo2KwNe8rENCtYXqoHz//ffY3t7G/v4+fvjhB9Trdezv7wsLwUjrpqPBzD4A3L17F9lsVjKowWAQXq9XbDhL468mOc8McMvlMvL5vGSb1UCXDprNZsNoNBJRDF6exn5b9UxgRpp9NnTC2YtKarhaJZ5XqHcEVeq3t7dRLBZx+/Zt/Pjjj2g0GiiXy+h0OqjX6/B4POLgzCPUu5Nrjo6ZmoBpNptS2WCAx3ETpKvxzrFarZLVdzqd0rdls9mm+uwzJuzUKq7KuGDPKBN27COl88u7mJVdVm5ZteWeZc+fx+ORXj91xB8wf/esutbUpOhgMEC9XhddkcPDQzSbTbkvSqUSisWiJJSHw6FUY2lTilIxwdxut2GxWJDNZuF0OjEYDODxeOB0OiUoZvChtnEYfzYrwa96vtG+3Kuq76cWP9S7SO07J3PIbreP6bUYK3WzYBfgccvKaDQSSny9Xsfu7i7q9Tpu3ryJ3d1dVCoVHBwcjFHpWZlV7cMzkvvdZDKhVquh3W5LUqXdbotYExN+/LdZ6NFX/VsWLQqFAjKZjOxVClOFQiHE43EsLS2NMShO6r2pifiTtNdPGuyqToSqqGd8Y+obNFYgJmVf1QyzurBm5eB6GowHlercAhDHw+PxwGQyidCPShnl72xtbclFweZ7ldpMdWeVynGa8DQnV816qRmvVqslVUjOLw4Gg3PZ92cMIPr9viRHtra2cOvWLRwcHODOnTvodDqoVqtyiXC9qnuVPyddaHd3F6VSCQsLC1haWhJHhoHfLOznSZUw9SKhIjX3X71eH6NEch3Z7XbYbLaxAe7GcWBms3ms2sGsdKPRENt3Oh35HQBjlZBZsemzcNS+NSYCMpkMcrkcdnd3sb29PVaRo9qk2uM8j+B7U6sUXCfNZlPopBxfx57JdrstzqDdbofD4YDb7YbdbhdlUjUhMwsUPqMfoQavTNDVajX0ej0Rrul2u2ITlVrLZIBRkZUMDZvNhk6nI460x+ORxNO02+k4MPortBHvy3K5LJXbra0t1Ot1PHz4ENVqFeVyGZVKRejjAEQAx263y5hENfHPpF6lUkGr1YLVapXPhuekw+GAyWR6QhzwVTnXrwqqbVWmH/cv+yyNbTLGQJe2paquy+UCAFmTxt7mWYF67ne7XdEKOTg4QLlcxubmJra3t+XnAOB0OmU6CX1psi7UglC9XsdoNEK9XofJZBJhtNFohGKxiG63i0AgIEk/h8MBYJxVOa1Q70oWcsrlsjAvRqMRHA4HfD4fgsEgYrEYvF6vBPWvAifpn5x4sGu8PIzUFW4+le7JzBqzA+rCMGaiSdlVH6dermovhvoY9fmN1ZFZCkrU98JDnxtTPbTVg44Ze6oWdrtdcU663a4EzKT68AA1CkHMO4xr4GlJFjVJw+CEY3QCgYBcrPzdWVlfz4Kxwp3NZiU7f3h4iEKhIHQgNWjg+lT3oJH6QiezWCxib28P/X4fCwsLwlhQ1/ssgTZjxp2CD7yIWblQ6Y9qwMsvtVpkPLPU6gkvcV72FosFXq9Xgmd1LfP1zZpNVUyiZBsdbQZvZCIYxW64f1Xq6bzAmCRVq0BU12y1WtIzyZFhZPioI5ro3DidTnS7XakAqeM3qIQ7Go2msmr5rHOdwVO325WqRq1Wkyov71O2A/A9qhVt9XkZODcaDZjNZrhcLkmykJJrFLaaVahniuqz0W489xjQlkolsS2rcKpvaPTRVFYBK5KskJNdxS+em6p/OEs+n+p/qQEq1xQncjA5lc/nJSCr1WricwOP/WFjoMwEFr+i0SgcDgeCwaCM1XG73bLHVbVhvrZpsqPxrON9W61WkclkUCqV5A5Q6e6hUEiqlsFgcExoivudiX0ysobDoSSxmMBut9vw+XwYjUZS9JjUvz9tUO/KarWKQqGAWq0mZxfP9nA4jMXFRUQiERGmOslAd1KscVJr7ERvdm4u9oOyH42HHceSkApEmiwXDRcGDy+VXsDLmQuOKq4Wi0WyK+oC5RfpL+rjXS7XGIVIDYCnDZOCcovFIs6w3++feHCrtAsu2mAwiE6nA5Pp0TxYANKfwOekkrA6PHpS5lNdlNNot5OA8XJQq2gqtZzZwHA4jFQqhYWFBfh8PnmOeYBqBwYPlUoFd+/eRS6Xw61bt3Dr1i0R71L7UFVaH5MAvGR46ZpMJnF0dnZ2MBwOUS6XkUwmReFaDQinGcaqLoMFBrnlclmywOwRdbvdUgFiMEFHw+l0jvWgqfudZyR7hTqdDsrlstCzeLaqDgsd7HmC8Vyi7UlxrNVqyGQyyGazqFarMnKIDiWz1WRkqM81q3tYZWKoQQfpob1eb6ynnv1r2Wx2bMYi8Ljnm1ULt9sNv98Pu92Ofr8Pl8sl7A1Wf9UqJzAddjSuD6NzrCZGOp0OMpmMtAWQUqtWcRngMthn/xp73Fgd5p7tdDqw2WyIRCLibPO5AEydvV4ERpvSD2TioN1uSyJlb28PhUIB5XIZmUxGki0UkaOfQhurCUDSktmawTuBbAPOP3W5XBIQ07dRx8JMev3TYHNjMEo78g5hZZwiQpubm8KuqlarY8Eu4XK5JBHDe1ftG6ddE4kEnE4nUqkU/H4/otEoFhYW4HK5EIvFxijP6uudJruphTWOE0qn07h79y4KhQJyuRwqlYr4bW63G2tra/D7/UilUkgmk3A4HDL+kMEue33JEmo2m8J+YWGJCflqtYrFxUX4fL4nlIqnwVZGqG0G6XQau7u7QmEejUbij6ytreGNN97A0tKSxF0n4UsYE5DAk+2rL2u3Ewt2jZl0ddQNKz3NZlOcPDXYZWXX5XKNVS+OykQ3Go2xoJWHHmkIKgWDga7NZpMGawYo6mU8LRv2KKgVXdIm1EqZESotixQfl8sFt9stQb+aleFzGSvEk553mu30KsH1TbESrm+VXuVwOMbW1jxBvYQpLFKpVESgi8EqnWuuLWbXuT9NJpOsPT4egCRXOALA5/OhXC4DAEKhENxu9xPMj2nHpAuY3/llrIDTXsaqxNN6f9Sgmp+NmqiaJFx3GqDanpVKZqtVSr3L5ZLLe97sYwzomABg5ZLBHG3DQI3Bq9p3qs5pNiZzeO/zzlbZL68bR1UMJv3MSI9VE79qtVrtI1UVf1nFUZOjKouKtlUTppOYFrN61z4tkaCKavK7USxz0npTGS6qQj3PSN4pasVXPUcnnaFGTIOtjU6/kW1Av5kVylwuh2w2i1qthnw+L1Xyer0+9rzsL1WZCGornMVikb5nFp0ouOTz+TAYDBAIBOTzIKsBmA67EeqZxOCNSTu26DG5zoSJx+NBMBhEMBiUyi51Q8xms+xXk8mEfr8Pu90uNGa2f/D/AoBmswmXyyX0X+ARTXqa97NaqGw2m6LZw89ZZS/6fD6J1V72/RiTj8Z/Mz7/y/x/JxLscnExKDX2/mSzWdmc6XRa+l7o6JJqMcmB4xdpkZyppjrMrIg4nU7JxqiHoMlkgtvtRjQahdPpxMLCAvx+P4LBICKRiBys0+TkqI6Y+nce3Gq/CXD0xT0ajRAIBDAYDOB2u4WG9vDhQwyHQ5RKJfR6PenZYAXoWY71tNjpp4D6XlutFvb29uSSKZfL8Hg8iEajiEajCAaD8Pv9Y30Ms24r9UAaDh+NGcpms9jZ2cHNmzeRyWRkTh0dG1Y8KMxCahAvXF4g6ogs/n6320Umk0E+n4fVakU0GpX9zd6aaYbJZHqCgsasfKVSkRmvDDZGoxF8Pp9k14PBoGSW1aruUWcUq3blclk+m4ODA6nkOhyOMWq5ejbOGyY5YKPRox6re/fuyd5tt9tiB7vdjuXlZZw7dw6xWEzW7TxUv1WHmWrUFGvhqDAqkTYaDUlSOZ1OacewWq1wu91SPeP+42PVRI6qSErHeprOQfUsM0JNBqiaDHRmVb/CYrGI00dHUGWKVatVoc1TUZjtCi6XS3r1KQhkvGuNf54lGJlQqiYIR9Q1Gg1JOjHoYhJfXW/0R8gWYGDCP6vtHl6vVyqTFM5htVcNoI3n6CSbv04Y7cc1WK1Wsbm5Kd8zmQwKhQJ2d3dF7EvtIydMJpMkYXjeAeNjLYfDIex2OzKZDKxWq8xPXV9fR71eRzAYhM1mQzAYlABo2sTV1LuWgS01RHK5HHK5HGq1GgBIPLC+vo5AIIA333wTkUgEfr8fgUBg7L3Rpl6vFz6fT+4Osl7YH8273e12i9ZIIBAQobRp9lsYkxWLRezs7ODBgwcoFAoYDAZwOp0Ih8Pw+/1YWlrC2toavF7vEyyz54WRcaSyANXnUmOgpxX2nhcnZn31YOv1elJdIHUll8uhVCphf39/LNhlBoYXJp/LGPGrdGZjzy43stvtRiAQGOsv4PO43W50u13pQwAeHa7BYHDMqZmmQI4Lia+PfVDGSrQxM2x09Ox2uzg7dIrVqi6zVuocQKNAgcYjsKeBQhgUAGKiQO0jmifbqRcwgzQ1s8x+NnXvMuBlLzODXQAS7KkCIgyASbM0mUzY3d0VWqE6jmgabTspM6najdUMdVwYM7/A46ouacwq/e4ox1d9fp65zGKrzh0dGgCnYm8bz8But4tisYhisSjBi0qT9Pv9CIVCJ5axniao1Q4GHaTfFYtFEUvrdDowm80iPMUsPqscahsB73iVTq8qFE+q7L7ufWv0KSZVVFWHWR3px9euVm9ZFWIiTvVJVEEmVSzSYrGISBPPy2m01ctiUmWXa4YsPaNQnhqQMinHdcd7lYq39PHUf3O73cLyY/sHKbeTmDHTnEwwrkUWkQqFAiqVCvb397G/vy8+Nc9+lcEDPH5vqogm7wG1vYHCRM1mExaLBdVqVaq8yWRSgm4mnNWq8DRB9VHYS1ssFlEul4Uez15Tj8eDSCSCYDCIRCKBWCwma4jPxT3b7/fFL7bb7Wg0GmNxBhP3ZrMZjUZDguFmsyn377SwXIxQ/Yd2u41KpSLCVHz/ZD75fD6ZI/wyyaFJCTEj60z9M8+El8GJVXZV+jIpKxS+oLJXtVod61VTBaz4PADGHDPjG7fZbADGqS68fJjJAyDS66RkUWmOVTifzye9qtPMp5/0YRs/+EmHmxoI8zBrNptShTs8PJR+LTVg8/l8iMfjSKVS8Hq9R76e0wa1Ond4eIh0Oo1mswngUb/f6uoq4vG4ZKTnzU7cS/1+H+l0Grdv38be3h7S6fTEAMJqtSIWi8HlcmF5eRmLi4vivACPsqHtdhu5XA7b29tjCuBMetVqNalAsc8GeCSSMxeRoRMAACAASURBVCvOIC9BUoPYH0kBKZ5pbrcbPp9PEiZHCT+oFEfg8bqk6Es+n0e5XEatVnuiTcHYuzatZ95Jgn1bnInN6geTgD6fD4FAAOFwGJFIBC6Xa2oqPC8DY5JFFR6hs0zhlna7PVbNiUajcheQkcHqGB1kVojVUSdct2RuAJC2oWmwqZEarN6Zk16jepbRr2FSnQkA/pnOH+3udDrRbrfFNwEg5xvPPj6vGvDNMn3ZCDXwUEf1kZ2nUsQHg8GYP8ezyufzjdmc65IsAyZn2KPL85OMFjVZOImpNo1noHq2s3Uvm83KfPBSqYTDw0PpqeQ4Jwbz6ngw2ohBGfuZAcjv1Wo1EUrkZzEcPlJWZ5sDqbukiZPhobY0vO5ElpoYYHGNyvvq+Bwy8JaXl3H27Fn4/X5EIhFhPTLGUPcktS9sNpvoE1C4jsnD/f19DAYD0SXyeDwoFotyRpLVNk2MIb7HVqs1Rokn8wKAMJ+i0SjC4bAwaZ/1eU9i0ahFDRaLmIQFHusgqP31XM9cd8e9S1462FUDVLVvxxjscnZTsVgUp5lOLRcULwU+h7owuGlpBGOfDL87HA7ZwKwg1+t1OJ1OoSKsrq6KeNZR6qbTAga2RicXmNzUbaSMqUmDZrOJw8NDHBwcyKHJWYqj0SNVPlKBKLJ0FJX5tIGZac6PPTw8lL4YBruRSERoV/NiL2NFt91u4+DgALdu3UI6ncbh4SGq1aocYNyXTqcTsVgMoVAIGxsbWF9fh9PpFCYFRYIePnyISqUCq9WKYrE4ViGqVCoiukHKOFkKs7AmWU1jxpwJPwpU0ZljVcLv9wt1WW0lmPS8xmC30+mgVCohn8+jWCyiWq2O9Y6bTKYx52+aqKWvEioLgZVdVZTP4/HA7/cjHA4LXX5ebKLuW87EzmQyKJfLEuwy6GBl2+12Y3l5WQJdisOpSWSegyaTSVSb6cxxbVFt2JjIfl12eF4YKwvUyFBZKKQlcmQLHWDgcaK+3W6LU8i9ptJRGQirlTh1X88qjI4tK0b0w6i6zH5G2pXBhMlkgs/nk8DD7/eP6bKoYmC0LZMO/Ez4GFXUz4hp3+O8OyhwRnG9nZ0dlMtlaccgewB4PDKI7EWn0wm/3y/nnNrqR7HXbreLXC4n7BcWRthiyDvLZrOhXq9L1ZyBkOqbvk5bqYm9drstRZ3t7W1sbW1JCwfbqhYXF7G2toYLFy6IuCjXFeMQrmWyyRhb9Pt9WK1WqRxTCTudTkv7ZqPRgNfrRaFQwGj0qP2SrKFpojMz0cbJGtlsVujY3JculwsrKytIpVKIRCJip6f5YOpnop4J9Ie63S4qlYqMSFR7m5lEUYuYauCrxoovghOzOgNT9Yv9FFRv5AxS0oOYPaLh1HEthEodIC2ZlBc1k2U2m8dGIvADrNfrQuFghhvAmDM57Qcf8GRWetK/87sxc8kAgsp05XJ5jEZF24XDYXF4uOhmwTY/BXgBkJXAfg0mWKjqZxynM+tQM6bM+JVKJRSLRVQqlYniItzzrJZFo1FRcvT5fLJ3OeIgEAgIbY2UIK53Ut9YmeN8ymnDJKbFaPR43jVpaM1mU4S8ePGpYzLUFoLnuVDUdUkaEhOJFBIBMNZPSMzLGn0aSMtSL2/eHx6PB/F4XMYoqEmAWYeRIsZxGaywMcggVVFlFjDYoI4D73IAY8EZk9l0+NjP6nA40O/3p2Y+tpokNiaMjY/jd+MeNCbajb4Of8/4WPUOpS3I9qDzbLTRLO5LIx3cKPLFs0kVQGOClO+dwanX60UoFJJpE+zZVQWn1GCXFV1WhI2tWEYY7TtN9lbXCNsAK5UKCoXC2JgmlUZMoVYyM7h/7Xa7iEqplG6XyyXtbExWMXhQ+yf5dzVg4RqfpoQpbcbAv16vo1wuj43PofK51WqVGbHqeCVjPzffF+8K45nBvmdSe9W2IZVGTRaD0U+aFvDz5nQNFgl5N6g6IupIzWcFuXyv3OOqOCcr39Q14P8PPA522c7Fe8fhcEgiRk1IvAhOLNjloa5echTqabVaIujg8XjGNpDan+b3+4XSp/bAqDQM/i4NS6iXWK1Ww7fffiuULR4OlKynoz2J0jeNUKnMhNGBOOqipMPdbrexv7+P7777TuzCTJfZbEY0GsWVK1cQj8eRSCREkGCa7fJTgRReVuUonsRgLRwOIx6PIxAIjEnyzzLUy44B/tbWFvL5vIwZIsWJBxUAqVZGIhFcvnwZy8vLWFtbw/r6uhyeAKSyazabRUny8PAQ7XZ77JDkZby9vS1V8zNnzkjiaxrWp7Eiw8Oer18VjspmsygWi2ND6emcsA1DVXk9ymnj/6muSyYhGHyoNlKDaiOlbxps+CowGo1QKBRw//59ocMzg2w2mxGLxfDOO+9geXlZ6LrzEOyqDocqtpTP57G3tycVtm63i2AwKK09Kysr8Hg8WFpaEsdZnW2tBmW9Xg+5XA71eh07OzsicMW+wVQqNSakOE14GkOKjrzNZhOmirqPVKEfNagiWLVhElSdj03HstVqoVQqyTlHhVf6O7O4N9VKjsrsY7DGc4m9gPQ/6BTbbDapriWTSSQSCWkzoK1pZzVBT79S7e1lEtEonjTNQS7BfdvtdqXKdvfuXXz//feoVCrY2dmR/Ux6N/tMz549K6KrnJdLrQzajuu10+lgZ2dHKMzpdFoYGSpzip8lgwzeI7ynXnfBSE3qNRoNaau6ffs2tre3sb+/j0qlAqfTiXg8Dq/XiwsXLuDy5cuIRqOIRCISWB2lZaEW2EajkcQLg8EAiURCHsf52aTnlstl5HI5AI/athh/TIPfwvfEoLxQKGBzc1NiA9Kwg8EgUqkU1tbWZBzVUZ85YzoyzRjYku5NVi+/M5nDxwOQM5NJGa5rngPqZI8XteErqezyguAH63Q6pRdKza6TOkulPQZYVDlUn5Oba5Kgg7HHQc0EquIsalZ/FoLcp0HNFj8r08KFVavVJHvDLAkPP5fLhUAgIM3nTARoPIJ6eat94OpM1JOaOTYtUB0YVU2YlDS1757rj8kqHpSU8mefFSlBpAR6vV74/X6pdFit1rGxMLxs2V9I0YRpy5ASxuoGD3I1y0uHAsATB/jTxgzxz+r/QVsaR7+ogQkdeLVl4zSAZ59a2VVtQkXOeUzsGSu7rP6rfVIAxgTR6Diz2sEqGWF0glnZZU861zbHaU0TJlV0n1blNTp0zxt8PuvxKtvDKOg36+vPSMdW9Vt4BnId8ueqP8Y1SOEvddYpzy5V7Z/BLnv51NY2Y4XOiGm0tXqeU2tA1XhgfyjbzsiiIgsjFApJ4p1MKlbGVZhMj1ranE6niNKp1Ti2eKiP52dk7KecBjuqd62xZYhicPTR2LbCJB+TV0cxqSbtTQb9ZCPwvCQ7i/3PpFSrgmzq3T0NtlPZF+poJgb1ZE2Q5TOJgm30eVggoSo2P49yuSztVirTg+y94XAolV2n0ykxCls+1Mrucex3IsGumpFkmZuHDyu9oVBojJtNx45ZIpWbTeePz63SJowHqur48pAwmUzivPCgVcdMsEeLB+m0bNpnYdLF+awLuNls4uuvv8bBwQG++eYbPHz4UJzu0WgkanQbGxu4ePGiSKXPciLgJMHLNZ/P4969e5IN7XQ6CIVCSCaTSCaTwlqYB7up+4qVoWq1iq2tLWxtbWFvb08OLjosdDJisRiuX7+OWCyGK1euYGlpSdYUz4nRaCSVo4WFBbHl1tYWTCaTqMOqryGdTsNms2FlZUXmVU7bvjXajf2izJayn7bf70vvUyAQQCAQkL4zJumMDoXR8VZhpFeq9Ct1tjafe5YqRscFL/G9vT05/3jmqQJqV69eRSwWg9frnQu7qOMc1CQVnWZSyBgYBAIBGZsWi8Uk4FCdQPX5SMcvl8s4ODhAs9kU5yUQCEhArN7r07BPjwp01c/cSE1mcKXqkJhMJjQaDfR6PUluMqluMj3uUaZzq343VpPVFgO+jtddKXtRqO9XZROoCTgq4rKtjPcGgzWeT6urq/D7/bIe6fSqdFk1iUe7c72qrRpPW3PTaFuuk0ajIcKh3377LQ4PD7G5uYkHDx7IXTwajaSnORQKYXFxEV6vF+fPn5cEcygUkqKPWvAhZZRCk5lMBul0Gvl8fqzCRspzIBBALBZDLBZDJBIRv5n2ft1VXa45VhF3d3elfzaXywl7zOVyYWNjA9FoFMvLy4jH42MFsaPei5E9qe5hJuspIhaLxWCxWGSNsz/f6XQK68Xtdr/2QJc2Y1DKBAEZPwCEabG+vo7FxUUpQKoaIGqRkVViBs2ZTAbtdhuHh4fCrmV/LottDK6praQmU4PBIOLxuAhIclTbaDQSEboXXXsnVtnlpUhnilQTVlpVZV/SklnVIIXnReY2GasbdDCZMVB7ENT+YFUM5mXls183nud1dzodPHz4EPfu3cPDhw+RyWTkQrLZbPD7/UgkEkilUlhYWBCBnHmqUB4XamWzWq3i4OAA2WxWVP3Y88feD3W27qxDvUjIDMjlcjg4OEChUJCqriqAZrFYEAgEsLa2hkQigeXlZSwsLMgeN4JJMAavkUhE5PorlcqYk12pVGC321GtVp/Ikk4T1CwzM7vMMpP2TXuQqkNnzygg9TTn11i5NVYzVNql+nXc2XizBJVOWSgU8ODBAwnIWLVg79bq6ipCoZDQdecB6r5RK7AqzZjVCY4FI6tHXSfG9cS7tNPpoNFoyDgP6mKoFV21B33a1puxWmMMfNUvIzXXZDKJiq2qsGoUzVMZaCqTjZjUB/mspNa0QX1Pqp3U73SoqYarzvtmwMpEMfsoGawxkXBUpU3Vc+HjntZHOq32VG1HinuxWMTm5iZ2dnZwcHCATCYjNmMSgIkqiommUilhUZFuqhZ9KJzGClmxWEQ2m0WpVJLRgepEBTUhS/FEBtnToOdiZJ6xVUOdSECNHofDgUQigWQyKWwelQ77NL9tUsDL1gayD8hQoxYHqehqQKf2qBuf96cG96aq98HRTMCjGI2xQTQaFabPpGKOGn+xnaVQKKDRaGB/f19oy/QZ+Z36Eaz2qklBzjLu9/solUrShsrkDc/PnzTYVSN8YxWWRqXTpT5GrV6o2Tj1eY8C36T6nT9ndkpVfibVhZuWtOlp2LCvCsymptNpbG5uYmtrS9RuVTr38vIyLl26hOXl5ak5xKYJdOIKhQK2t7eRTqflQAgEAkgmk2P9frNuO6PzwgwcBaKYoefBxP1MmkssFhOZeo/HM7GvDYDseV6oXq8X4XBYKkU80NQKFenjapD9urOkRtBuqpAZhRhIIWXVi/QnBrlkn6iVJWOgYKwOqY4S1yrtQ/tS72Dago5XBV6W7XZb+pkbjYbYTqVLqqqts26bSQEV1yIDNN7PZFCp41q4/tQgjwkv0pOpaE3dAlLRgEd2DYVCEjRPUw+00U+ZVOkFHgu5qW0FbL3gmaOOzqCgnkrxBPAETU8N8IDxPsDXXSF7WahnkNrjSQdf/WJVke9VbXthkMZ9ybVq/L+ISWea0TecdhiZQBwLVigURIGZCV76zdy3DLCCwaAUKRiEtdttAI91XkgrZe9kPp/H/v4+Dg4ORLCUMJvN0n60sLCAxcVFRCKRJ6p7rxNqkYvVSb43+ijdbleKW+FwGKlUCslkcowa/7Rq7lHJdPXxPB+YuCY7VWU5qOO1jEmx1wG1kEFNFLJVuA44bi4SiYgWjTHQVSu6DF6Z2GcCpVwuCwuQzCrg8Vg3JpkpashzhNMDgEexjNlsFv/J6XSOff7Pa8sTozETqmNLJS2W7tXHGrMlz4tJb45/Z7aVjep7e3sy/JmOeDweh9/vl2bx173wXhWKxSK+/fZb7O/v45tvvsH9+/dFaY2fhd1ux9WrV/Hpp59iYWFBgpNpcVBeN1RHcXt7G19//bUIa9hsNiSTSZw/fx6pVGqsijHrUJ0XCi0Ui0UcHh4KhZkZUzokzMivra3h6tWrMraEh6TRaWE1xOVyIRgMYjAYYHl5GRaLRS5iHrzMSKszBadR2VC1Gw/6YrEoM4IpBuL3+yVTzv40JuCMisxHBbtqIEIHk3QkdUwK+zBVquW8g6PnOJ/y8PBQLnJSz1g9onM96/oExr2gJolYfVVbiLjeAoGA2EFNiqjVSK6tdruNvb097O3t4cGDB9ja2kK/35d+OK/Xi4WFBZlXrFIdpwHGIHcSLZFVG44F4p7kXgMetQYx8KBjBkASCCaTSRKErKaTVcC7lY6v2gs5S1CdTSN9mXuN1RyeS6ogDZMJVqsVfr8fgUBAaLI8s4DHNGlgnMas/mya1thxMBqNxG/NZDL44YcfUCgUcPfuXRweHoptuRa5b8PhMGKxGJLJ5FhfJenQKqux2Wyi1+vJ+KJ8Po/vv/8e6XRaqu1ci2wvWlpawsWLF3HlyhX4fD6Zv/2616oxIc82KwrwsW2o2WzKKM3l5WWcP38eyWRSlL6flWSaFPQaEymsgHP+M+3Iz0xVHudnMQ2gn1Kv16USrs7WNZvNMos4FApJkoOfvZGNwEQoKfiHh4doNBo4ODhAsViUoJ+CckbmD9eg2q8OPEoaRqNRDIdDBINBET0mY/hF8EoGPh0VjJ7Ucx/l5PJi56FKx5gZBDqZqvLavIGVnWq1ilwuh0KhIEECA11uUPLhQ6EQPB7PzF8aJw1mrUjj5WHArBTV4iaNzJp1GCuUpLgwi6eCPTF0mqmmbuw5VaGyQJgdVaubxsc/ixY4LVADhEnjB1Tat5EmqtJPAQjdlI9X37NKU+VFolaSCNpVTcRMq+1OCnSA2FtvFMPhXaDO75un/TupxWfSnjUm5/gY7k3uM9LTONajWq2KmjODQwaIajvHNNrVyAg76mxSK7x2u132NJNLAGTPmc3mMUfWbDaPCcbx+VR7HNWPP4tQzy31S6U0q0k5jjXhflQDX+N+nFQUOQ4NdBrtq9qNa4lsILW3Wd276r7lGlZFwACMrT2uSz4fA5JisShBisr0o2BdMBiUqRxMZk3TWTmJzWlU+AUgGj0qi+dpKtKT3psxwDWeHZP2t/r6jAK50wCVuUefgeuG/i0TK5MS5eraVUcLqb6IGsACj30R+sxq0U2tgA+HwydGthn1DfjzF8H0TDd+ARxl9FKphHv37klvZalUgslkkn6Ga9euIZlMIh6Pzw11TcVwOJQszQ8//ID/+q//Qi6XQyaTkZ4MAPB6vbh48SJisRguXryIjY0NEROZJ3scFyq1iHOJDw8PkclkAEDoQ8lkEktLSzK4fR5sZ6RVFYtFPHjwAJlMRuhBVINUqSjnzp3D1atXce7cOQSDwTHRkEn7jD9j4sXhcEi/oPEyNzpTan/gNPS/AE+KZXAecT6fx8HBgahX83XzPfKSYFBstVrH+qaOSsixss3MbDabxe7uLvb29sbGeXi9Xvh8PlGLVAWHnrdtZJZACt/m5iYODw9xeHg4lqCxWCxYWVnBuXPnsLy8LHaZl/cPjAcF6h5R94pKuaXwVK1WG9urdNLYFtRsNnH//n3cv39f7hTqcVBYiGJf08x0mVThBR7TYlWNAb4f9o0xgcXgrVarSX8kgzWTySStC6TdqVCVryfZaRYouMY1plZ2WcVi8o19omTn8AxkFZJJTjWQow2M5x/vAGOSwJi4mBQsTxsYqPX7fRQKBWSzWWFOlEoluS/UgEql1ZPqeXh4CJvNhmw2C4vFIqOJ1EArn88L04XjiwqFgtCdqYYdjUYRDofx4Ycf4q233pIxRtPY9sd7jC17FKaqVqsSMCUSCVy8eBFLS0sIhUIirvWiCaajHst9P0nfQG234j0/DZVdtVe3Wq2iUCigWCyiWq3KeeVyuYQiz0kak94fRdOYaGCSmWPpVEE1+oWrq6vyOVitVlQqFWxvb6Ner2N3d1fa2ChazPPA4XBIoEz85DTm1w0anzMtKZzBD45N5LFYTKgY03oRvwxIV6HyKykEqvgA8IgfT/pLOBwem52l8RikaHDTcnC4OqKDgg2znp1Xwf2k9r/zIFSDTPUCZiY4FAqNzZd8Fk2Iv/+8lQ418J2WLKkKNVnA7CbZJqy4GmlYanaU/3aU0IoaiJD+RtYBq26qY0LH3ajUrDr887Ru6eDxEqcgkxrsejwe6UGbl177FwXfr7r2yFohaDdSLDknVRW0Ybae/ees7Brv12m1rzFAUhknTOSZTI9oyep8Te7VXq8Hq9UqCRU+RmXBqA6xWsk8SuxlWm31NKgVXNXRp53USqNRd2HS/lPPJmNyYlKiYhKm2Y5qElftneQX21G4HoytLXwOshkZ5JpMJhH+4WMGgwEymQwqlcpYWwcroHxeUkyZyF9ZWZF9PY3tbcbqpEqXJ4ORjLNAIPCEX/IymFTdVV+X8UsVX+Jj+DyvA2pvLINVMgnYjmG3248cqan6LkzYqJVdBr7c40yK+nw+xGIxaZthT3Wj0YDT6RQhSQDiv/D/VhOKfA0vgpkPdkejkfTFHBwc4O7du8jn82g2mwCAaDQqQ5ETiQQikYhcYLMKfsjqxcIs6r1797C1tYV79+6JuIHap2s2mxGPx/Hpp59ieXkZS0tLc0vpPi7UTHWhUEA6nUatVpPsUiqVEuXIeasMqTRZrismkKgqqFYeKSwSCoUQjUbh9XonBhCTnBljhpBzoNvtthySvOSZ1aMOwDRCDRxY3TAKs6gXQ7fbFafEarXKSBhWlZiBBiA0M1UAp9/vY3t7Gzdv3kQ2m5XsPcc6UfzF7XaPXRC0O5MNs+pgG0Hnr91u4+DgAFtbW6LyCDwWE1lcXMS5c+eQSCTmNtBVqXWkJnJfsvrNHj6qCrvd7rHATx1PUa1WZeQQK04MBmOxGBKJhPRbqqypabWtsSLIn9GhooPHvUOHX91HdO4mBSMMWtSZ2nQi1SBXDRLVqqbxdU4rJlUc+bmrDr5qH9K+SdmtVCoYDofIZrNot9tjZ5ZRsE8NEvhZGAOOabeZegYb7wj6GGy1UFsELBaLiCtxnag2Zu+4qrrOuyabzUr1zpgA5P+3srKCTz75BLFYDGtra/D5fCKmOC3npNFvYLDP8TasnrIAEYlEsLi4iGg0+srYi3w9/ByNiXg1eTYNyS01UFWp31xHnEXMOcTsjVWDd2NvfqvVkmQK7wh1xGIikcD6+jq8Xq+MymLSz2azyfihWq0GABIwc/9PKoa8qN1mOtjlh8YD8/DwEPfu3RPHHAAikQjOnDmD1dVVxONxyfAA038oPg1qQMbqW6PRwP3793Hr1i1sbW3J5cENyAsjGo3i008/xfr6ulS5NR5DPbxIjanVahgMBhLscuQQe1nmAZMqjmqwq/adMtil7H4oFEIkEpEh9kclTyZl6bmO6/W6BLtq9ZiiGaRGTytUGrOqYKuqMaoBb6fTkflxrAapjraxb4WBCwC52Hd3d3Hr1i2USiWR++dFr7IQ6Igaaa38v+cBtD/n+21tbaFcLo8l+uz2/9/elf62dV/ZQ0rct8ddpCRql5c0Dpxk0iJTTAeDFkUL9GO/FJj5S/ttBgVm6qadNI0db7Isa6G4i5s2ivPBc67ue6a8yHb0SP0OIMiWKIm8/C13OfdcP/L5PNbX12Uu4qSCe4dZeu5L9jR7PB5JiDKL76SGMqij7kOr1UKn07FpYeTzeRSLRREycevIISecAS9to4ML0mybzaY4ZTzbdJ/b8fGxjXZLRgdwPpGCe1fva10NdZ6LunrkRjhtNj09bTtP9FlDR5WfWfmmWj2rj51OR7RV9JxdreWg5z/r5zLqs8ZVV9M09L2n1arPzs5kL0ajUTmzGHDqs11X1rxer9wzrHCyent8fIxyuSy05V6vZ7NdIBBAPB7H/Pw8fvGLX2BmZgbz8/MSkDjHOrkBtB9H2TAZRxuyLSqVSqFYLIpC/IcM2rk/9Xt5EVVZJ274s1cJPmcGlVwnHo9HJmPodhRCC2NqXRId7Goh0UgkgnA4jFwuJ/Tl2dlZEaDzeDyyx0lHp2o4q8yv6xV/FzuObbCrM2ONRkNGIVAtlwdDIpEQeuW4XMIXQVfdeMhxsdZqNbTbbVSrVfk3Nz5fd6FQQKFQwCeffCKc+Ul29i4L2pb9CAws6LBYloVUKjX2c5pfB+4vJx1HQ8/p1HNiX5d9c65hTfclTVo7fkzQBINB6ddwm3qpM4AkeNboA5vO4dHREXw+nzgepCSzh1lTeJjFptM3HA6lTYM95RzUzioKncPXCb44X8O4r2NSbjnbuN1u23rSGPRxRISbWQKXhQ6QuN5YuSFtTCsI846g060pt4Qem8G96fF4xJbs7WI1zi0O3dvASZPVdgMgQkoMOE5OTiRZrve9DvJ0VZzJAj6GP6eFiahSqquY+n10+96kDXUFluuI/bi0n8/ns+kvsKJzcnICn88no0vYz8wJEfRX9Ci1d+khHZVIuCo4kwAM6kkhtixL1hjXhv7g3tPCjvpuYTACQNgF9BW12BXvJs5TzWazSCQSwgx6ncDkVcKZrNWUbF0J1zogF7HvnGvhXdaGs8qsZ+kCkLOXf98ZOF4V9PpjkE62nvZTWMHVSSzdnsDgnr4bqcuahsx7V49apF/CteqkQpOJyveQCXveX5ftHR/bYJcHZa/Xw4MHD3D//n08ffoUL168kHEIkUgEy8vL+OKLL2BZltAg3eQovy10wMHFSRpQvV7HP/7xD9Trdfz973/Hw4cPRRwDgFDLfvOb3+B3v/udULuZLTQ4By8K9upWq1URYwFeilOtrq5idnYWlmW90kPjpkvhMnAe4KS26OCXh1goFMLc3JwI03AOn9MGzsuEhyhH9NRqNQnaNI2Zf8fv98uaTaVStt4bN0A7r3x9Wsk1EAjIeUW6WbPZlDmAuurG/kdm9L1er1CWgfPxKExmcYY21XKZ3OJYI162+j24KEs67uuXY7JqtRq2t7extbWFVqsl7wd7hpLJpFBux/n1TWwNkAAAIABJREFUXgRNK/X7/YjFYvB4PGi1WrAsS5hAHD1BR4cfrOjQ8dGtBjwPmJSxLAsLCwtYXFxEOp1+RYl5HOzrrGYDsM3W1SJc7M9lQoXBqO4Jp1PIRALpqQxsdKKaOhC6TUE7xM496TZ78vkwKcDzZzh8KUAFQKY+TE1NodVqYXp6Wmj07XYbm5ubmJqawvb2to1mGgwG5bznfWtZFrLZrC2A0fcSoRMFGm5IIGhGDe+xbDYrZzX7Jxk46XuYCRNn5UwnS8jUINuRY9hIX+ZrZ/C1sLCAzz77DGtra1hcXEQymRQWlVv3sJPGTOYZbUBfJBaLIRqNio1eV/EHXj+DexQ0u5KidEw6a4FIPo+rbnlzJgq0aJyeKz41NSV+MADZy0ycUMfh8PAQjUZDfOVKpSJrjEWKcDgs9y5jEQa7+hwky6PVaontotGoMHJTqZRQ669NsKszOlxkWk0MgGQSeElxlqIbN+7bwhmE8NLlTM9GoyEHG+f6sfoWiUSQz+dtSmhuCRbcAp2l50FK2g8PA70JJ3lOM6HpQjojyEBUV4yczAmnbXTCxqnmx4wgL3j9d2h3LZagq0dusP+oyjcvDg5Mp9IycH5JssKmmQOkBXIuLM85XfHp9Xqy95lZ1Y463wtdVQZeHeXhBtu9L3SWWo97onMHvHytTtVvt6mLfghoZ0337OqqGPCyH1w70zpJo39WB286IGQyhqJUTud4HO2qK7MM8plcYuLg9PRURhFpJooOdoHzhIPTkebf0FUMOpAc++GGgOxd4azu8uzTCb/j42Nb4g84F9VkUo9O9nA4RDAYFEpqOByWZEE8HgcA6XN2nrsX4W0f92OC5zJZEuFwGPF43DaXlWtFJ1V5P+ixQAycef7x7tD7XFNsmUiORqPIZDKwLEsYWjwb3bz+NMNR9yDTZ3DOrf8YZ5Om9Dqr51yv+sONPrczWeSsVtMn0V93nl96zJDWA9HsA2dlWycKeF+zNYT+Hu8Xzm3X7IZ3hSuC3VG9Fxc9hkbvdDrY3NxEs9nEw4cP8cMPP0i1JBqN4saNG8jlclheXhZRqnGlMGt+PceanJycYGdnBy9evMD+/j6++eYb1Ot17Ozs2KqQsVgMP//5z1EsFnH37l3Jin4MOsXbvI9ug850cTOzl6jZbGJjYwMPHz5Ev9+XwfczMzPI5/NyAY/jmroITtry8fExWq2W9Cxrh5CBv56t6xzWrg9QfVkzsK1UKnj8+LGMyOJcaE2V9Pv9yGazkt13q4KurliTlpbJZFAqldDtdrG3tyfjWggmpXRwz4qRHhXEAINVE4qQ8JIZDAaSfIlGo0in0zI/25mM0A45/+Y4wrmmer0eqtWqDLZn9dvj8SAcDmN+fh65XA6pVAqhUGgsHLrLQDsaPp9PsuG0BSu7pKBphfWpqSkkEglbINvtdqVCxGAkEAggnU4jnU7DsiwkEgnpvRrndUXb8d/cM5FIRNgAwMsKRywWkzFEZG1wH+u9qach0FGkUng8HrfNU9U0v3FIzvM1M/nJrzHJPjU1hVQqhePjY0QiEakk6WS9HpOj7x6fz4fd3V34/X7UajVYloVCoYButyv9rLFYzEa9H1WlJ/TddZVw3o1er1dYh2T2sE9eBwMM4oDzCpvu7eXvm56elqJPo9F4RfSRib98Po9YLIY7d+7g66+/FoX6D93b+iGhz3wGW6yE8xzzeDzCJmBhx1lRfdvXdtHjeGeT4dFsNrG/v49arSbnLGf8xuNxKZBQc2RUBfnHgvY1/H6/Tfjz7OwMBwcH8Hg8MtKQxUL6gxSX4yhK6j50u13bWeDz+RCPx5FOpxGJROQ1Mzlfq9XQaDRQr9fx8OFDYfkNBgOEw2HMzs4iFouhWCzK+/k+iZgrD3ad1aJRdBTnZ5bf2Z+6t7eH3d1dm3Q2Z6BSIfZDSY7/2NBBPrMeXCwMbnd3d7G5uSkL5/DwUJRY4/E4bty4gdXVVZRKJbkcPmSGSW/accpGjwp0mSlkD0K9Xke5XBaJdPao0iGcJGfZ+T5qSrfzsqQzzWoRK2YXVXb1Otb0Fc7+Y789aUDMXjP7HIlEXukLdIvdnRVrMipIoyK9k0koTXcmPdmZOdXBLl8vqxisKvEc4M/yMeFwWGjMenaxk17qtJ9b7Pk2GMUS4KzYdrstFW9mmf1+v8yM5OU+DsHEZaH3KAMoy7LETuw/ZTadtpyenpazjQ5as9nEwcGBMA34OCZTOYZNO5TjaFf9nPk6uUaoBs9Agr27ek62ZsEwWUBGhrb16empBHxUH6VDDkD2P5/DONhSJwm4Dth3Go1GkUgkAEAo9c1mEx7PyznjnItK2rc+z+jcnp6eotVq4fT0FJFIBEdHRygUCggGg6+wjsYBOtAFIK05rPCenp6i2WzaeiFpD64nrjMdSJydnaHVaklQRfEmPZGDd0sikUAymcTc3BxWV1clYe12xov2TbTwo6Zoj9L4eN1rcsYcb3r9uhjQ6/XQ6/XQ6XREWAmA9GLzw40j2XQFnDY9OjqS19NqtUT8bGpqyiauyRFXBwcHNlYtAPHdmIyhDolu52q1WqhUKqhUKtja2kK327WJtCWTScRiMZn1yzvmsr7flQe7o974iw4tOoesNj19+hT7+/uoVCoya4zc7mKxiPn5eVdXgt4GemMzk9VsNtHtdrG9vY2NjQ0JFKjs6vW+HC+0vr6OTCaD5eVlFItFJBKJjxbo6suGF5WGG21/EVXs8PAQlUoF1WpVHOZwOIxMJiPJE10ZmmQ4qUI6aAUg2WgeZLTnRVVdHpZ0oHd3d7G7uysUfApN6OxgMBiEZVmSeXZbsKvpe/yg08LqbiQSwdnZS+V40skYmHq9XlvlRwdoDPZJgyINkA42L0+v1yuXQTweRyqVkuSAFnYYVXkbx4TNqOfbbrexsbGB7e1tUfRmNSQej2NlZQXFYhGWZblO5OxjgOuCDgLXIOmPTJzq+c9TU1NS3eEHnRBWKk9OToRtkU6nRUxoXJlTo6D3Bvczg3wtiqMru/z6cHg+lohBMYU0OZKDM405dkcLwlAgSAvFuNGmowJMnWRhwBUKhRCJRKTHlBRlv98va5HMFC1cSPDcHA5f9gFXq1VJFOggUbNW3BRQOME9ov0kJ9WWVFie80yaMCHCYJcU0eFwiH6/L0mB3d1dVKtV+ZpmSgUCASSTSXz66acoFAqvtLa5zV5OjPIrNHVY6xWwHUGzp972918E/Te73S4ajQaazaaoEGvWGxlWo4Q1r8rO9K3IvkilUqjX68La6fV6ODt7OQrsxYsX6Ha7IhJFH7DdbksRhGuLDAudVAEgxclms4nBYIBGo4HDw0Nsb29jZ2cHnU4HOzs7GAwGQldmcUP3XL/v6KgrD3aB18vE6//rTMr+/j7++te/Ynd3V4RIUqkUstksisUiVldXsbKyIirM47CJR0EHCVRe3t/fR6PRwKNHj/C///u/aLfbMi8ReHlwlkol/OpXv0Iul8OdO3fEKXnfasaoA8NZdecFTVwUVLoB2qlhkNHpdPD8+XPs7u6i0+ng9PQUiUQCi4uLmJubg2VZImXvxtd0WThfi6YLOZWZ+Vg9soS9Fs6AypmwOTo6QrlcRrlcxrNnz/DkyRO02200Gg2h/AEQEaxIJCI0ZjeqqvN56OqrzkKyEhuLxSS4oPIt7cQggllqj8cjI4N05YzVJM4kph14cYXDYTkDqa7Ji+KiHnM32PAycGbja7Uavv32W+zt7YkAE9+DVCqFzz//HPPz88jn8zYq+SRCJ5wCgYAEsuFwWLLrujWG4J7To004m5MOztHREYLBoNDCY7GYVITGPYHg3Avcz1rJmk4f2QPcs2zP0ErMbDtij+pwOBQxltPTU3H8dPBsWZYE1nrGpVv3qdMn4BrgDHpWsz0ejxQfotGoVLdDoZCtis4WFyYFWP3tdrvweDwIhULo9/tYXFy0JQGZeB0XGr1+nvz3cDiU/RqNRmUN0X58TVrbQvvFujWoWq3KnmVgzcTx3NwcfvGLX2BtbQ0LCwsitukGteDXQb+nWtVbJ9q5Hti6qHuVnfffu66RUUn77e1tlMtlCXh5ziaTSczOziKdTsuZetXno/ZTfD4fkskkDg8PUa/XZbQaGXY+nw+DwQCpVAoAbKOo+v2+VHPp8/N3cs1q36/X64nQ6/fff496vY7nz5/jxYsX8hifz4eFhQWhLPNu0SPtnDN/3wWuvfFpKIKLrN/vy9zPVqslM9q4kZPJpK1XbdwDXSddj9n4breLXq8nzoc+zJwUM9IU9IH6tn/f+VkHO6MoqnyewHkG6SLapBvBi4NCX3QEA4GAZJjGeU29K3g4XnRB6CyndvKcCRAGzVSFrNfrqFQqqNfr6HQ60ofOLDRwLt2vR6e4VRRMr3Guex7gnGXN8RoMdvk4AOLgaRozL0gKzDFw4YgiJyWZlwETEKQAXsRscZsNLwuuMaoxs78cOKfscf/GYrGJHDmkoe9O55qkA8NgSp/RwPksYq5XBnKkrNGJ0YrfTsbApEDvD/3aaDc99gWAbe8SVB1lEiEUCgmNj33mpKNSifciQUBnxcQtGPXcnOuO5xCrW1q8KhgMylmpv+dkE2lBw263i3a7LS0bFPhzJmPdCm2ni75+kV25dwHY5p3W63U0m03U63W0Wi1hEQHnCvwUKs3lclJ15P3kdpsRTts51xptRL/jQ0H74byvmaRnHEI9AzLSIpGIK+2rGWjat+IZxHnN7XYb09PT8vroU2jhVq0erlsRyMjgDOR2uy1BLwV1mcDi3mf7JcXa+Lw08+Gy+9uVwa7TmSYt6PT0FJubm7h//z42Njbw5MkTNBoNeDweqbz97Gc/Qy6XkyH371v6vmo41c8ODw9RLpexs7ODcrmMRqMhjnMwGMTy8jLy+TxWV1eRSqUQj8dtvVTc/M5LQQepOnjVASwzNry8R1VHPB6PPE8erppC6VbooI2iZ6THA0AymcT6+jqKxaJrsnQfA/oC0XS0UUrLpE7REe50OvB4XgokARDHmHu30WjgwYMHaDab+POf/4xnz56hWq1ic3NT+kROTk6EjhYIBDAzM4NsNitzADmWx00Brz6EtfgT1z0D3FgsJgGE7ssDziu7hMdzTmNm7ySTXf1+/5URT3Sm2R9H0SBeHJNM2+WFW61W8cMPP6BerwvtMRAISHa4WCyiWCyKyNAk4XWJDN1LqZMwtI+z6sH1zD1ZrVZx//59lMtlcX44ciiVStkCXrfsyXfBm5JA2sHStFPeg9QJ0UrrTDxpNV0KUE1NTaHZbOLk5ATb29tS+SDbgyPJdEuD8++7wc58PnxuOjDj3cFzLBgMirIr/0/fgMwgJub1WDpqsfT7fdF4oAhnNptFs9kU+7NH060JUeJNlUWn/8sEAHDuv2mBpEajgVqthj/+8Y94/vw5nj59iqdPn9p6yRk0rK+v41e/+hVmZmbw6aefIp/Pj+UISp1E4ZrSLVXsKWUS5E12fh20PzwYDHB4eCiCfd999x2++eYbWxshRTtzuRxmZ2elZ9Ut5yN9E6/XC8uy4PF4UKlUkM1m0Wq1sL+/LwzSVquFRCKB4XBo2196Lm6r1ZLAv91ui52mpqbQ7/cRiUSkd5y209M3QqEQksmktMaUSiXMzs5iZmZGpupoUarLVuZdGew6oQORg4MD7O3tiQJYr9eTNyEWiyGfz4v616SMl3D2JjBLwgtA0wgoiEOarS776+DVSQPQWTBnsMu/y6QDBXicWTNuZtKPAEgm6F0pB1cB2oRqpRRlAV5SsqiqN86O3dvC6fiOog2zCq4/6NTx+1wPpFlVq1UR/WKvLrOGrHho55yZ+1EiOG6Ctpcz8zgcDuVyYbKITiwfp6l+ulLr9Xol2OVFq4Nq/fdZuaMDyf0/yYEuABvjpd1u2/Yts8V6OP2kU5id0FVbHZRwr11UMWQFg/1WDNCYiIrFYmMf6L4tRiUP6GzrM4v7klVLTUcOh8Myfoe9hKyWx2IxGTmjGTKAO0fmaDirjvrrOvDVAnm0nT7vmJinr8GkAABJ6NP/8Xq90sbR7XZxdHRk6/nV550bK71v+3ycFV7A/nqY/Dw4OBANF7ZxsHWItqaC+uLiIrLZrAgAjSO4rriedHKFe0vPBdd76TJrQTMryVBrtVrCUCNDg8kdViZ1stktCRhtLwaTfK7sDWci5fDwEACkqKb9edqYbRosenDd8fUeHh5KEE1hXT1KUTM6KKpLXRwtrsnnflmMxa3Palu328WDBw/wpz/9Sf4/GAwQj8eRTCYxPz+PlZUVJBIJuYTdsLjeB9qBpkhIp9NBp9MBAKn4UKyAi6Pf72NrawvhcBiHh4eiJMyeLWZP2S+kqZVO54WP08EthQ70RcZNw8Xu9XpFwZOHgJuhFYIrlQpqtZoE7eFwWCrlk+zc6YOQFyRHbLAyRIei3W7j6dOnqNVqCIVC0m/W6XRsAhG1Wg21Wg37+/u4d+8ems0mnjx5IhlEBnBa9CoUCiGdTuPGjRuYmZlBKpWSaolbLg0nuAd00ogURVZ7nIkAzayg06wvcAZrrHgAkP1KQQw6xqzsJpNJZLNZxGKxiV6rwPmohHq9LpR49hEBQCKRwNzcHPL5vE2d8zrCyQQARvc+cT3V63VsbGyIJka324VlWSJqopN/bt2T7wtnxRI4Txro1+1MFmvmE/c/58OSjcbHMrgl40O3hDBwc6t9tU2c7U46+ODXWRHiuUa65/T0NHK5nI25w3uk1+tha2sLjUYDZ2dn0l7EdclEwcnJCZLJpDwfN9vtMtAFC96bGxsb+O///m+Uy2U8fPhQKo60Menxt2/fxtzcHO7evYtbt27JuMBxBN9TXdnlXuQa6/V68Hg8kvwcDAaIRqMj1yt/p4Zey0xQNxoNSSR8++23qNVqePToEWq1miSvqWVQKpUwPz+PaDQqbA43QavMn56eIpPJ4MaNG2g0GhKIMnhttVp48uSJrCX6MSx8aR0SCu9xzx8eHsLv96PT6eDg4EDa1KjUzATMzZs3RTRtdXXVNi5WM3MnOtjlYjs4OECz2cTjx4/xP//zPxKw+f1+UTzVynKTksHXlylpKRS4ODs7E4VNLiA6c6QL+P1+9Ho9BINBJBIJxONxESg5OTmRpAHFr7hh9SBsUhRI22JvMAWvGGCn02kkEgmpMAHnVFa3vxd0OpipqlarQpEi3c+yLFtld9KgM/GawsxEia5I8EJ59uyZzJQ9OzuTmYqsynq9Xjx//hxbW1vY29vDvXv3cHBwIPN0+buAcyeS/YCZTAZra2vI5/OwLMvWK+1GB4Y9xhpa4CsQCNgyngQvbh7qF1XRmanm6BPO2uU5yPeK86DHYYzE+2I4fKkMyf1KehSTCrFYDIVCQSjwzvfnuuGiveOsIpJFtbm5ie3tbRGpKhQKMluXmhCTvsacAS9fK+8B3r1OYT4dFJPeCEACOgAjg1yn/gF/n5uhA1pnr7EO7LXYkvYxAoEAcrmcjIn0+XzSFsORLv1+X8a8nJycYHd3FwcHB8jlcshms/B4PKJQ7/bE+mXg7BntdDrY3NzEf/3Xf6FareLx48cS2Gn6cygUwtraGu7cuYPbt29jfX1dfLZxgw5WdR84959OBgyHQwmyAAgrRa9JvTad0NVczsam8Ne9e/dQLpfRarXQarVs/eezs7PS8uZGjRftYzCJnkqlsLKygnq9Lq0D9DPIdAQgPgXZm/SbdQWdSRaPxyMjs9juppP8LKSk02msrKwgl8vh1q1bWFtbE3t+SF/P1RGI7lF79uwZ9vb2UC6Xhe7IrE46nUapVEImk7GJUk0CuIA4m4+zOjnDi5UkXiCsTHJY+9TUlCirUeiGlFE6NKRgsGeIw+D1AUJaIC94v9+Pfr8vo06oIMj3JBgMSvbW7TRK2pg0yF6vJyNwdIWT1FC3HFofA3TsGOwGg0GkUikZYO/3+219Q/1+H2dnZyiXy1LFbbVatjWwt7eHvb09oSzreWpaRZHrhKPDZmdnZbwJ+7rG0faaPnqR2JeugjgpO/qC0OeBPgeZ6GJPDb82yeBFy77varVqq7BxFF2pVEIul5t4Yar3gZPeTIotkwhk6kSjUaRSKWENTHqgS1y0Fxm06TmVowI9J2NGM1+4T7VjrYX6uOedjrnb7e58/s7Ant+nr0E7su2Avcuj2rF4/pHFxjvbmSSYJOi2IWq2bG1t2RLzuv8+EAggk8kIu6VUKiGdTtvEfsYVo6i4TMbTTsPhy1mu1WoVJycnsCwLJycnQo/VFUgnw4o+7+npKSqVCjqdDra2tvDkyRObuBLXYCgUQi6XQzweF4o4/Wi3+r70uRikU+gtlUqJSBXbLBjYco0595lmo3HtMZjme8IzjDEBhdKKxSJWVlaELeSs5n4ouDrYJX22Wq3ij3/8I77//ns8e/YMvV5PDsRQKISbN2/iq6++wvz8vNBMx93Rc14Q3W4X5XJZslShUAgARPyGASsVmvXsP90LSQoCpf31XFNmyzhnkY6j3+9HPB63NbaTzhAOh7G0tCS9H6FQSPpb9SJ3+/txdnYmvaS0M8fFUOWbc0vdenh9KNCB8/v9sCwLy8vLiEajePTokTi+pK4w49fpdGzKybq6T+U+MgT0TFmCVVG/34+1tTV8+eWXWFhYwJ07d5BIJCRwHreAl8HrcHguCgRc7Ki+6bXRoaYiOxUSWdElzVQLtUwqWO2+f/8+/vM//xMbGxty1vEiX1pawr/8y78IRdLgYjCAYzBRLpdx//591Ot1ceqKxSJu3ryJ2dlZERSa9PNQY1RViE63ZnHovnxCJ4J5XzJJDMAmQqlbHoBXK+/jsq91pZe+CB3p09NTsQl9OfoPwWAQwEtmhvYfuDbJ6Dg5OUGtVsPe3h58Ph+Ojo5sCdlJAv3ATqeDP//5z/jb3/6GjY0NPHjwQGZgay2IWCyGTz/9FNlsFl9//TW++OKLiUjY8/XxPo3H48hkMuh2uwgGg1K0GA6H2NzcRDAYRDqdlnnrqVQK0WjU1jfuZFrQV+n1evjLX/6CZ8+eYXt7Gz/88IP0oOr1m06n8cUXXyCdTuP27dsolUpyPrrVZyGLk4JT+Xwe4XAYa2trsCxLEk4UQWOihUw8HbwywCVjgMEui2OhUAixWAxTU1Pyuz/55BPcvn0b+Xwen332ma1P92PYzLXBLrMI/X4fnU4H9Xod+/v7tlI4qbTs2XV7JuV9oC8NZmKAc/VjXh56s/b7fbk8eQhSNZJ9kqT86YwzFyn/npYm5+9hpl9XATUtiYt8lGCEG0FbkBrK503nhBnncVb2fhs4KxF+vx/RaBS9Xk+ypxQtYOAFQILZXq8nhxUzdFTd04wCnenjY+nssOeUQnOTQMf9ED0ngD0JpvcW95vO2o+zvd4GugLJTDudXNogFApJAsDtZ5BbwDvk6Oho5JzOWCwmVNzrbFMd7HK9jerJd1Iv+dk5JWFUv66zp1pXeN0O/dxH9Ya/7udG2UNXhPlvJgic1fBJxGAwEDoo/eF6vW4LdIHzSjl1L9gGRDbGuKyf10GzoJjspX/CdcBWKwqZNZtNEVclI4rJOu5friXOnu12u9jf30e5XMb+/r6I9DFhz78bj8eRTqeF9eIM2txqc/pe1EmhtsBgMECj0UAymZT+cCrP66kRPMsYj7G6zqIQ/WWtK5RKpRAOh6Wym8lkYFnWR5+04cpgl4dbuVzGd999Jypz5XJZlPgsy8KdO3eQy+Vw48YNlEolRKPRsadnAKP7BzRNgqINpO/0+31UKhXJwJBewT7bk5MTuSS9Xq9sZl4c7MVlMMfNzExNOByGZVkykJzZQY4PWF9fF/oGn58OmgG42ini5bm/vy89GcDLrHsqlZJeZ+dQ63FfZxeB2Tqv14tkMomVlRXE43EsLi5iMBhge3tbekV5iPHw93q9IlLAbLx23pwOCZMkiUQCn3/+OXK5HP75n/8ZX3311bVSe30TdEVX0/WcDrSeM6gdzUmznaZzNxoN7OzsoNls2rQLfD4fLMtCPp+XTL7BxeAa4wz3Wq2GSqWCfr8P4KXQUiaTETrkJAtTvQt41pG9wX2pZz3r77FPjWcf20EODg5kTIff75cqiu4zHMc1TC0M4GXPH4sYFMKhiKUWsAGAVquFjY0NtNtt6Y+k+BwDE7ZusVo8iQk/Jj0ODg7w97//Hfv7+/jrX/+Kb7/9VmimupIdiUQQi8WwtraGX//61ygWiyiVShOlNaIpuIVCQYKsFy9eyDpikez4+BiRSASVSkWqvAxISZslG409uM1mE0+fPpVRVxRu6na70urn9/uxvr6O5eVlzMzM4O7du4hGo1IhHYfCGwtWkUgEhUJBbNXv97GysoJPP/0UBwcHePLkia29Txc6gHPaPNsOmFjRWga8l+fm5hCNRlEsFjEzMyPFtI+9Z10Z7DIAo0DGzs4O6vU6Dg4OJMMcCoVkFlMul0MymZyoXl0NBh/sjaXTS7EGBrc+n08U1Chi4BS50Fl7Z28RaacU0QEgBwqHY1OkifLq0WhUgnBSfp2Ksm6/cLje2u229GfwMA2Hw6+8rusAvm/hcBjpdBrD4RDpdBqNRgPNZlOcO8J58PF3ABhZodB/h1nFUqmEubk5rK6uYnl52ZZ5NTin8OnxTrp3Se+76wAtRtJqtSQo0zR80qe0KJDBxWC/G++XdruN4+NjAC/vAqp9h8PhiQkm3hfcg/RNgNF9tgxumUBmUlBrk9CZdM7j5u8ap8SVZqPxjtXquUyWMBjm/mWyvdlsyn1MgTTSxJlMcLLatM8xLnZ6G/Cc29nZkY/d3V1JNBPsk4xGo8hms7h58ybm5uak0jZJNuHrYYGFlUgy8jwej/jIfr8f3W5XKMcc58ekHVmhlUoF1WoV1WoV3333nUw+OTw8lDVLtl8oFEKhUMCNGzeQzWaxsLCAcDj8ChPN7TbnmmEyLhTyIoRTAAAQrElEQVQK4fT0FMlkEvl8HvV6HV6vV+4Csgg0nRmA7Guy83Swq8+9paUlxONx+fix4gRXBbs66Oj1esKRr1Qq6Ha78Hg8skhLpRJu3bqFfD6PVCo1EX26BC81/huACExxjAGzIZyPRQlwALKopqenbU7x8vIylpaWUKlU8Je//EWCOgqPJJNJ28Lj4o3FYiiVSrKIOWKIsuqkIDgpIeNw4WjKFDPE7IP0+/3I5XKiEql72sblILss9LrjjNfV1VUEAgGR4afzAcAmOMLPzr4pbSuKjszPz+PWrVtIp9P46quvkMvlUCgUrgVl/G3h7HljXypwnozSs/30eKhxdJLfBmSs6NnOulWDMyT1+CVgMqvcHwJcY+yBbDQaaLVaEuhGIhFJaLK1wNjxHM72Dyf1WO9h/X+C65dBHyu7rF6Oy6x6De45Z5APQFqFKKRJtsr09DT6/b60r+3s7Ah1l2uRCdJ4PI5QKIR8Pi9ihpxGMSlrczgcihr19vY2Hjx4gO3tbdRqtZG6F9PT01hfX8c//dM/YWVlBclkUmajjoM/9rZw+hLD4RCZTAbr6+sygg6AFH90j3i32xVtETLHnJVdFpG4/zjNJJvNIhKJYHl5GYlEAmtra6JZo33gcfF/NXh20fdi1ZuJAKoza0aoPse00Bx/ho9hksDv9yOVSklvvlMg7GPCdcEuueLVahWPHj3CvXv3ZMYflVpnZ2dx48YNfPnll8jn80in0xNX1dWLiJmXRCIhG5YXIbPwnKfL4KTT6cg4GB6Cv/3tb/Hb3/4W33//PY6Pj7G3tycbM5lMYmZmxtZvy8M0kUhgaWlJ+rUCgYA0+jOTo6mm41Rh0oIsnGFMCnc4HEaxWMT8/LzM79M/MynJlVHgQc2LMhAI4LPPPkOpVMLp6Sl2dnbQarXQ6XRknToHuDt/H8F+omAwiJ/85Cf4/e9/LzN1E4nEtRBXelfwbDw6OpLqD3DuSHI8FOm6pPQ5K0yTAjJXSIdkLzh7uJgEJePH7aPPrhp6fe3u7mJ3dxe1Wk0UcamLkUgkkEgkbP1VBufQga4zOaoDXkIHvqzodrtdURnmhAQ69G6HDvp18ol3CEf3kbp8dnaGarUqqrecEEHKcqPREAHOk5MTW3WN6q2lUsk2m3NS6LpcK61WC9vb23j8+DHu3buHFy9eoF6v23ongXMBtM8//xz//u//jng8jlwuZwvAJg3aRykWi/B6vajX66hUKhLg1ut1ESAF7CJvZEXRRix46Mfx/piZmcEnn3yCTCaDn/70p6K6zHGbFGUatyBXg/YEIMKsw+EQy8vLI5N0znYp/g76xgyQGQjrUaU/tp1c4wHoTH2j0ZBmcPZiMLtJ6gEFqUKh0ERl8ghnppg9tRQJ4QXCz6z2Hh0dyYw60pIZPORyOUQiEViWhcXFRRlDNBgMYFkWcrmc7fcy2xyLxSRDyOpyOByWQ4aXyzhmtLTYhT7cWLmmAMF1Db64/rj3zs7OkM/nsbi4KOMONP1O9w9xPWgpeR503L/z8/PIZrOidD1pmfkPAd0XzcAOgO3CcLYOTDp0VYjVDS2UR4XXSU5IfUjQaaEIDgXnGLD4/X5hu0xKMPGhMerec4rJsdKhdQz4obUPnI8fJ2gmiQ4mBoOBJEm4b4+OjhAKhSR5r1s1SFHWiWXNYKGeRiKRELbBxxpb8mNDrxGOAGs0GkKpdQa6fr9felGz2azYZBJscRGc64zsx5OTE+RyOQlaOSuWM4i1j6L9P+5fBr70g0lNLhQKKBaLMpmDzAI9R3ecfN83Qb+W17VnjAp29fd1zy79wauw05UHuzQWg9xut4tvvvkG//jHP7C1tSWHIkveq6ur+NnPfoZisSiCSJOYuXJunOFwKNndcDhso9/q/lxWOvr9PprNJqanp5HNZqXf1uPxYH5+Hv/xH/+Bo6MjVCoVtNttmzS4kxLOhnMtYsXHAXjF9uP0PtC5I63K5/MhkUhgeXkZkUgEMzMzSKfTMrZk0g60N4EXCYUgstksotEobt++jWq1ir/97W84ODiQdUQFVwCSxdfjJPL5PEKhEJaWlpDNZpHNZlEqlWzU++ti2zeBlweD3E6ng2q1inq9LkqQvKydPUKTdh46cXR0hL29PdRqNREtZIWbWgLRaFT6kCZxFMmHgqbIU+xwZ2dHNDJ8Ph+SyaSM7NAjNQwuhrYr22RYOeIdrYO84+NjxGIxGzWf9zswXncPnVqK35CWzc+hUEjYZxTc3NrakpExWpfA6/WK/5FIJCTIvXPnDtLpNJaWlmQUlg4+xhnD4VDahJ4+fYo//elPePHiBarVqozvA871CZLJJH75y19icXERP/3pT4WlN+lJen3XhUIhZDIZxONx/Ou//isODg6wsbGBx48fo9ls4tGjR9LDq6u39G/0rPpAICBirHNzc0ilUigWi1hfXxeVaxZ7rip4+zHxura91zH5mCDVP39VdrryYBewK41SBXJ3dxeNRkOUvzSPnPQBjoSZ9OwVP/MAdw5YHw5fjgfixcKgl/0IhUJBemWAl8rOi/+vrBuJRNBsNiXY4MbXXHqq1TFDM+4XCaF7SzXdm2wBOnZcZ5O6xt4EroFQKCQ248ivZrOJZrOJQCCAZrOJXq8n/Xyc9xoKhYRiWywWEYlEsLa2JqqFnMk8yfv4stBJrdPTU1FoZSZbUwXHlV3xrqBNSOnm3tWZeV2FNHgznO0cvV7P5lBzH9MpnJQ74GNA7ztdOdLJaZ184fodRRF83e8eBzAY496MRCIyDxd4mciLxWLid2i2GpPPw+FQ1l4sFoNlWbAsC9lsVsaWaGGgcU/06b3IimSlUpExQzoRwMJDIBBAsVjE4uIiMpnMtRPk4x3IAJTjlo6Pj6VHt1KpSCLEyfihf0sNHAa0oVAIc3NzyGQyKBQKoifC1j3+7euM171+N63BK/cEeAH0+33s7u6iXq/j+fPneP78uWRgpqamhKIxPz+PhYUF6e27jg6ys/+R2SkqPjI5QDl2v98/8vd4vV4kEgkbLVrTDPTj+DU3Ld73AR0J0sK9Xi9u3LiBWCwms4kDgYAIEXAQtrbFdVx3Ho9H7EXHl5L8vIgPDw9tdCAq/fl8PsRiMakU0fHRoyIMXoUO4pLJJKampjA7OwvgPFHDuXWpVOpazBtnNYNMleXlZamacewG5/jphKhZY3ZoZlW73Ua73ZYE1mAwkDE58/PzNqE+Y8fRILUSsActeg4sRV8GgwFSqZRtVFY2m0Uul5M7JxaL2ajj45TI0ol6Bhd6bjpfYyKRQL/fRyKRQKfTES0Izm0nq216elrarSgSxF5yKvKO+z3i7J1vtVp4+vQpnjx5gkajYRMnZPIglUphbm4On3zyCW7fvo1CoTDWNnhXOKm2FFwNBoNYXl6GZVno9Xq4deuWsCo0DZwJGe2rkCXEe0a3tU0KVf664cqCXeeFcHh4iEqlgkqlgr29PZFVPzk5EQpuOp0W3rzOMl9XvI5awP7aN/08FUuvKyho4/P5sLS0hFwuJ72ApICzl5R0jEkMIt4GmpoSCASkPwh4VXFUP147Z26gs4wTtL2YLJiamkI+n7cxOzgiSosHacdv0mxNlo/X68XMzAzm5+dFYC4Wi2FhYQHFYlFGSxjnZDS0OBJHDbXbbbRaLVlX8Xhc1G4ncYTJx8KoYHcwGEgf4NnZGSzLklGK4XAYmUxGEvuxWEwcbl1FGjfb67FMVJUOhUKiFcIKXDweF/0HJk57vZ6MLGJyPpfLIRgMIpvNygiYYDAIYPzPOT0Zolqtolwu48WLF9ja2hJFaj1hg2rUxWIRq6uruHnz5rVtMdBJFX6ORqOYm5sTTSDdCz2q7WdUQsmpjWEwnrjSyi4vWfYKNZtNUd/Ti48jbzKZzERXLQx+POgMPNcSL0wGc6TuMtM3jo7Gx4azV3uU8u+ogMvY8e1BJ5Eq6H6/X3rUWNml88fss7MSNEnQrRXD4RArKyvS53d4eChtGul0WsYnmADtYtAB1GMlaN94PI5EIiFjh6g4qn/W2NUO7Rhz33I/khp+dnaGSCQiNEuOD6P4zSixvknZy6Psw37cYDAovc2k1JPJwYqdZVnw+/0IBoO2gsck2IYg24KjEHnmUeyLCfr5+XncvXsXxWIRlmUZ8bj/h9MX0YkWp2I6v8/PTn/F3B2TgSut7FKUodPpoNFoYHNzE3t7e+j1enKpku6yuLgoolSkGpgFaPA+0Bk8VopisZhNcW7cqGNXhUmtIF4laEs6MBxmPxwOUSgUJFPNnj8GuZOcnOHroZBcPB7Hv/3bv+HnP/85gPP+RzrBrIpNmh0+FJgsYRWNs9p57yYSCRSLRRQKBUk2T5Juw4cGnWyt5konW1PGc7kcTk5OUCqVbJRKiuxwr+t9PM5r2Pnc9b1K+5Da7VStBuxnIH1DXfQYZ9s4wddNpgVHt3BW8XA4RC6XQzwex9dff40//OEPSCaTKBQK17aqOwrOPfO2LFBjv8mEa2jMOrMMQC4KHvqcI8m+SbMgDT4UNF3FwMBt0AkZ3ZtPh1CPh5k0EbmLoClr0Wj0ip/NeMIpgKSZVJpBlUwmEY1GRZRl3AOvHwOjAlTnaA4GLuzlpdDkKJXXSbO3s2pG2zgTA2yJYbBLn1D/jkkD9yEDe7YSUHtlOBwilUohnU4jl8vZppJMqk0+BIxtrjeuLNh18uU1PSMajaLf7yMUCokAQbFYxMzMjE2wwSxeAwODSYczucdgl/92shAMDN4WDKQ4asPv9+PLL7/EwcGB6BQkEgmsrKxIEGwC3tfDGaA6E08M2M7OzhAIBCTBr+njk8oo0n6fU3laJ5svmt05afZwgoyASCSCW7duYX5+HolEAvl8Xlr9AODmzZsoFAqYm5tDOp02yvMGBm+AK3aHrlywhyMYDEp/RiKREMEGjoUxjp2BgcF1gel3NvjQ0IHH9PS0BFlzc3M4OjqSKmM4HEYqlRJq+KQHHB8KF7V2MPhlL6oeOUQ/aJR9J83m5kx7Ffr9z+VySKVSMof58PAQzWYTHo8HP/nJT1AqlUSj4TqweQwM3gdXEuzqxnHOrMpms7h79y46nQ7q9To6nY4oCofDYSwtLcGyrImRmDcwMDAwMLhKkBbv9/sRjUYxGAzg8/lwenoq/d/8mFTBs6uEFsuhX3SRwJ/B9QDXAf3cXC4Hj8eD09NT9Pt9AEChUJDxm8YXNjB4M370YFdTV9i3Mj09jVAohFQqJWIZp6enQs3jLFSKjRi6hoGBgYGBwftB05jZE2hZlu37+rPBh4MObJ1+kYEB92OhUMDMzIzte9eB0m1g8CFx5VGj3rSk9AB2tT729JoMloGBgYGBwYeHCWyvDuxhNbY3cMLQkw0M3h8epyLjax/s8VQAbH68pzM2WBgOh9l3+QFjO4Gx3eVhbHd5vLPtAGM/BbP2Lg9ju8vD2O7yMLa7PMx98X4wa+/yMLa7PC603TsFuwYGBgYGBgYGBgYGBgYG4wDDjzAwMDAwMDAwMDAwMDCYOJhg18DAwMDAwMDAwMDAwGDiYIJdAwMDAwMDAwMDAwMDg4mDCXYNDAwMDAwMDAwMDAwMJg4m2DUwMDAwMDAwMDAwMDCYOJhg18DAwMDAwMDAwMDAwGDiYIJdAwMDAwMDAwMDAwMDg4mDCXYNDAwMDAwMDAwMDAwMJg4m2DUwMDAwMDAwMDAwMDCYOPwfGxjtv5+j2OUAAAAASUVORK5CYII=\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"show_result(model2, 12)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 180
},
"id": "LMzETBybPgB5",
"outputId": "cf6cba14-e49d-4cd8-851b-6bf1e2758753"
},
"execution_count": 9,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1209.6x194.4 with 24 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
}
]
}
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